cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.60797/irj.2025.161.28.2
title: Содержание стероидных соединений в корнях мелиссы лекарственной, базилика душистого и шалфея лекарственного на 28-ой день роста после обработки семян КЭМП

description: Международный научно-исследовательский журнал, Выпуск 11 (161) 2025
DOI: 10.60797/irj.2025.161.28.3
title: Содержание стероидных соединений в листьях мелиссы лекарственной, базилика душистого и шалфея лекарственного на 28-ой день роста после обработки семян КЭМП

description: Международный научно-исследовательский журнал, Выпуск 11 (161) 2025
DOI: 10.60797/irj.2025.161.29.1
title: Hydrophilicity of zinc oxide at different relative humidity values

description: Международный научно-исследовательский журнал, Выпуск 11 (161) 2025
DOI: 10.60797/irj.2025.161.29.3
title: Concentrations of 0.3-1 micron droplets before and after exposure to ZnO

description: Международный научно-исследовательский журнал, Выпуск 11 (161) 2025
DOI: 10.60797/irj.2025.161.27.4
title: Лабораторная диагностика в динамике

description: Международный научно-исследовательский журнал, Выпуск 11 (161) 2025
DOI: 10.60797/irj.2025.161.30.4
title: Интенсивность прироста диаметра штамба деревьев за сезон

description: Международный научно-исследовательский журнал, Выпуск 11 (161) 2025
DOI: 10.60797/irj.2025.161.30.5
title: Сравнительная характеристика параметров урожайности по вариантам

description: Международный научно-исследовательский журнал, Выпуск 11 (161) 2025
DOI: 10.15468/dl.5bdkbb
title: Occurrence Download

description: A dataset containing 2513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Blera fallax, Brachyopa bicolor, Brachyopa bimaculosa, Brachyopa grunewaldensis, Brachyopa insensilis, Brachyopa maculipennis, Brachyopa obscura, Brachyopa panzeri, Brachyopa pilosa, Brachyopa plena, Brachyopa scutellaris, Brachyopa silviae, Brachyopa testacea, Brachyopa vittata, Brachypalpoides lenta, Brachypalpus chrysites, Brachypalpus laphriformis, Caliprobola speciosa, Callicera aenea, Callicera aurata, Ceriana conopsoides, Chalcosyrphus femoratus, Chalcosyrphus valgus, Cheilosia fasciata, Cheilosia morio, Cheilosia scutellata, Criorhina asilica, Criorhina berberina, Criorhina floccosa, Criorhina pachymera, Criorhina ranunculi, Dasysyrphus eggeri, Dasysyrphus hilaris, Dasysyrphus lenensis, Didea fasciata, Doros profuges, Epistrophe cryptica, Epistrophe flava, Epistrophe obscuripes, Epistrophe ochrostoma, Eriozona syrphoides, Eumerus ornatus, Eumerus pulchellus, Ferdinandea cuprea, Ferdinandea ruficornis, Hammerschmidtia ferruginea, Mallota cimbiciformis, Mallota fuciformis, Megasyrphus erratica, Melangyna barbifrons, Melangyna compositarum, Melangyna lucifera, Melangyna pavlovskyi, Meligramma cincta, Meligramma cingulata, Microdon analis, Milesia crabroniformis, Milesia semiluctifera, Myolepta dubia, Myolepta nigritarsis, Myolepta obscura, Myolepta vara, Neocnemodon brevidens, Neocnemodon fulvimanus, Neocnemodon latitarsis, Paragus cinctus, Parasyrphus annulatus, Parasyrphus lineolus, Parasyrphus macularis, Parasyrphus malinellus, Parasyrphus vittiger, Pipiza festiva, Pipiza luteitarsis, Pipiza quadrimaculata, Pipizella virens, Platycheirus immaculatus, Platycheirus laskai, Platycheirus parmatus, Pocota personata, Psarus abdominalis, Psilota anthracina, Psilota exilistyla, Psilota innupta, Spilomyia digitata, Spilomyia diophthalma, Spilomyia manicata, Spilomyia saltuum, Syrphus nitidifrons, Temnostoma angustistriatum, Temnostoma meridionale, Volucella inflata, Xanthogramma laetum, Xylota florum, Xylota ignava, Xylota sylvarum, Xylota tarda, Xylota xanthocnema)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Austria)"
 ]
}

 The dataset includes 2513 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038687-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs5mf7
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anystis baccarum"
 ]
}

 The dataset includes 458 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038688-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10519317
title: 2023-Random genetic drift sets an upper limit on mRNA splicing accuracy in metazoans

description: This archive includes all processed data that have been generated and used in the study 'Random genetic drift sets an upper limit on mRNA splicing accuracy in metazoans', as well as the scripts used to analyze the data and to generate the figures.
DOI: 10.15468/dl.8fgej9
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Deep-sea megabenthos of the Eurasian Central Arctic based on image analysis."
 ]
}

 The dataset includes 257 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038689-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7415114
title: 2023-Random genetic drift sets an upper limit on mRNA splicing accuracy in metazoans

description: This archive includes all processed data that have been generated and used in the study 'Random genetic drift sets an upper limit on mRNA splicing accuracy in metazoans', as well as the scripts used to analyze the data and to generate the figures.
DOI: 10.5281/zenodo.12669922
title: 2024-Variation in the fitness impact of translationally optimal codons among animals

description: This archive includes all processed data that have been generated and used in the paper 'Variation in the fitness impact of translationally optimal codons among animals', as well as the scripts used to analyze the data and to generate the figures.
DOI: 10.5281/zenodo.14229655
title: 2024-Variation in the fitness impact of translationally optimal codons among animals

description: This archive includes all processed data that have been generated and used in the paper 'Variation in the fitness impact of translationally optimal codons among animals', as well as the scripts used to analyze the data and to generate the figures.
DOI: 10.15468/dl.77h7zz
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , , , , Phoebe lucida, )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038691-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7974b3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Catalogue of Life"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038690-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccrs3m
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Athyrium viridescentipes"
 ]
}

 The dataset includes 55 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038693-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znmrx5
title: Occurrence Download

description: A dataset containing 33763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is China",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GbifRegion is Asia",
 "Geometry POLYGON((122.5391 49.74632,119.93615 48.89804,120.28321 44.92964,125.14204 40.0719,132.34352 43.05727,132.16999 47.62739,122.5391 49.74632))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 33763 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038695-251025141854904/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.30636023
title: Dataset for screening phase of a clinical trial ISRCTN13778806

description: Dataset for the elligibility screening step of a clinical trial. Data show the circulating levels of 25(OH)D in two strata of participants: older adults and minoritized ethnic.
DOI: 10.6084/m9.figshare.30636023.v1
title: Dataset for screening phase of a clinical trial ISRCTN13778806

description: Dataset for the elligibility screening step of a clinical trial. Data show the circulating levels of 25(OH)D in two strata of participants: older adults and minoritized ethnic.
DOI: 10.5281/zenodo.15800871
title: Data Extraction Matrix – Scoping Review on Digital Technologies and Older Adults in Rural Areas

description: This supplementary material contains the standardised data extraction matrix used in the scoping review on educational uses of digital technologies by older adults in rural areas. The matrix was adapted from the JBI template and structured according to the PCC framework, including bibliographic, methodological, and conceptual variables.

The results of the review will be available in the related publication.
description: This dataset has been funded by the following projects: Grant TED2021-129253B-100 funded by MICIU/AEI/10.13039/501100011033 and by the European Union “NextGenerationEU/PRTR”; Grant PID2021-123552OB-I00 funded by MICIU/AEI/10.13039/501100011033 and by “ERDF/EU”; and Project PROYEXCEL_00320 funded by the Department of Universities, Research and Innovation of the Junta de Andalucía (PAIDI 2020).

Este conjunto de datos ha sido financiado por los siguientes proyectos: Subvención TED2021-129253B-100 financiada por MICIU/AEI/10.13039/501100011033 y por la Unión Europea “NextGenerationEU/PRTR”; Subvención PID2021-123552OB-I00 financiada por MICIU/AEI/10.13039/501100011033 y por “ERDF/EU”; y Proyecto de I+D PROYEXCEL_00320 financiado por la Consejería de Universidades, Investigación e Innovación de la Junta de Andalucía (PAIDI 2020).
DOI: 10.5281/zenodo.15800872
title: Data Extraction Matrix – Scoping Review on Digital Technologies and Older Adults in Rural Areas

description: This supplementary material contains the standardised data extraction matrix used in the scoping review on educational uses of digital technologies by older adults in rural areas. The matrix was adapted from the JBI template and structured according to the PCC framework, including bibliographic, methodological, and conceptual variables.

The results of the review will be available in the related publication.
description: This dataset has been funded by the following projects: Grant TED2021-129253B-100 funded by MICIU/AEI/10.13039/501100011033 and by the European Union “NextGenerationEU/PRTR”; Grant PID2021-123552OB-I00 funded by MICIU/AEI/10.13039/501100011033 and by “ERDF/EU”; and Project PROYEXCEL_00320 funded by the Department of Universities, Research and Innovation of the Junta de Andalucía (PAIDI 2020).

Este conjunto de datos ha sido financiado por los siguientes proyectos: Subvención TED2021-129253B-100 financiada por MICIU/AEI/10.13039/501100011033 y por la Unión Europea “NextGenerationEU/PRTR”; Subvención PID2021-123552OB-I00 financiada por MICIU/AEI/10.13039/501100011033 y por “ERDF/EU”; y Proyecto de I+D PROYEXCEL_00320 financiado por la Consejería de Universidades, Investigación e Innovación de la Junta de Andalucía (PAIDI 2020).
DOI: 10.15468/dl.hzazpd
title: Occurrence Download

description: A dataset containing 973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Panax"
 ]
}

 The dataset includes 973 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038696-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17163457
title: UDP Flooding Attack Dataset (UDP_DDoS_2025)

description: This dataset contains 10,187,963 network traffic flow records with 88 features, representing both UDP-based Distributed Denial-of-Service (DDoS) flood attack traffic and benign traffic. It has been curated to support research in intrusion detection systems (IDS), network forensics, real-time DDoS attack detection, and machine learning–based network security analytics.

The dataset models a realistic traffic scenario involving a UDP flooding attack targeting a single victim server. Attack traffic is generated from multiple distributed sources, while benign traffic consists of diverse legitimate protocol flows occurring before, during, and after the attack window.

Class Distribution








Category



Records



Percentage







UDP Flood Attack



7,131,574



~70%





Benign Traffic



3,056,389



~30%






Benign traffic is further split to reflect temporal characteristics of real network conditions:



Before attack: 45% of benign flows

During attack: 20% of benign flows (background legitimate traffic continues)

After attack: 35% of benign flows


This distribution makes the dataset particularly valuable for evaluating temporal intrusion detection, sliding-window analysis, concept drift, and real-time streaming analytics.

Flow Feature Summary

Each record provides detailed flow-level attributes, including:



Source & destination IP/port pairs

Transport protocol (UDP, TCP, ICMP, DNS, HTTP)

Flow duration, timestamp, inter-arrival times

Packet and byte counts in forward/backward directions

Segment/header size metrics

Statistical descriptors of packet length distribution

TCP flag counts (SYN, ACK, PSH, etc.), when applicable

Derived behavioral metrics such as:



Flow Bytes/s

Flow Packets/s

Down/Up Ratio

Average Packet Size




Attack flows are generated from randomized high-rate UDP packet emissions targeting a single victim IP, simulating bandwidth exhaustion at scale.

Benign traffic includes realistic variations of:






Service / Protocol



Behavior Modeled







TCP



Handshakes, partial and full connections





UDP



Lightweight application datagrams





DNS



UDP-based query-response traffic





ICMP



Diagnostic echo request/reply flows





HTTP (TCP)



Request/response with typical PSH/ACK patterns





Usage Applications

This dataset can serve as a benchmark for:



Traditional IDS (signature and anomaly-based)

Machine learning and deep learning models

DDoS mitigation and traffic engineering research

Class imbalance and resampling strategy evaluation

Feature selection and flow behavior analysis

Streaming and real-time detection systems


File Format & Documentation

The dataset is provided in CSV format to support seamless integration with:



Python (Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow)

R, MATLAB, Weka, RapidMiner

Big data platforms (Spark, Flink)
DOI: 10.5281/zenodo.17163458
title: UDP Flooding Attack Dataset (UDP_DDoS_2025)

description: This dataset contains 10,187,963 network traffic flow records with 88 features, representing both UDP-based Distributed Denial-of-Service (DDoS) flood attack traffic and benign traffic. It has been curated to support research in intrusion detection systems (IDS), network forensics, real-time DDoS attack detection, and machine learning–based network security analytics.

The dataset models a realistic traffic scenario involving a UDP flooding attack targeting a single victim server. Attack traffic is generated from multiple distributed sources, while benign traffic consists of diverse legitimate protocol flows occurring before, during, and after the attack window.

Class Distribution








Category



Records



Percentage







UDP Flood Attack



7,131,574



~70%





Benign Traffic



3,056,389



~30%






Benign traffic is further split to reflect temporal characteristics of real network conditions:



Before attack: 45% of benign flows

During attack: 20% of benign flows (background legitimate traffic continues)

After attack: 35% of benign flows


This distribution makes the dataset particularly valuable for evaluating temporal intrusion detection, sliding-window analysis, concept drift, and real-time streaming analytics.

Flow Feature Summary

Each record provides detailed flow-level attributes, including:



Source & destination IP/port pairs

Transport protocol (UDP, TCP, ICMP, DNS, HTTP)

Flow duration, timestamp, inter-arrival times

Packet and byte counts in forward/backward directions

Segment/header size metrics

Statistical descriptors of packet length distribution

TCP flag counts (SYN, ACK, PSH, etc.), when applicable

Derived behavioral metrics such as:



Flow Bytes/s

Flow Packets/s

Down/Up Ratio

Average Packet Size




Attack flows are generated from randomized high-rate UDP packet emissions targeting a single victim IP, simulating bandwidth exhaustion at scale.

Benign traffic includes realistic variations of:






Service / Protocol



Behavior Modeled







TCP



Handshakes, partial and full connections





UDP



Lightweight application datagrams





DNS



UDP-based query-response traffic





ICMP



Diagnostic echo request/reply flows





HTTP (TCP)



Request/response with typical PSH/ACK patterns





Usage Applications

This dataset can serve as a benchmark for:



Traditional IDS (signature and anomaly-based)

Machine learning and deep learning models

DDoS mitigation and traffic engineering research

Class imbalance and resampling strategy evaluation

Feature selection and flow behavior analysis

Streaming and real-time detection systems


File Format & Documentation

The dataset is provided in CSV format to support seamless integration with:



Python (Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow)

R, MATLAB, Weka, RapidMiner

Big data platforms (Spark, Flink)
DOI: 10.17026/ar/rvb5qn
title: Archeologisch onderzoek kade Zevenhoven, gemeente Nieuwkoop
title: SWECO ARCHEOLOGISCHE RAPPORTEN 2755

description: In opdracht van Waternet heeft Sweco Nederland B.V. een archeologisch bureauonderzoek uitgevoerd naar de locatie Kade Zevenhoven te Zevenhoven, gemeente Nieuwkoop. Dit onderzoek is uitgevoerd als onderdeel van een LCA-onderzoek. De aanleiding voor dit onderzoek is een dijkverbeteringsproject langs de kade van de Kromme Mijdrecht.

In de diepere ondergrond is het dekzand aanwezig. In principe kan op dit niveau gewoond zijn in het laat Paleolithicum/ Mesolithicum. Dit niveau bevindt zich echter op ca. 8-10 meter onder het maaiveld. Hoewel de geplande bodemingrepen nog niet bekend zijn, zal in ieder geval niet tot op deze diepte worden gewerkt. 

Het gebied is na deze periode lange tijd bedekt geweest met een dik veenpakket, eerst het basisveen, en vervolgens in het noorden tevens een wad/kweldergebied vanwege inbraken van de zee. Vervolgens is opnieuw veen gevormd. Vanwege de natte omstandigheden is het gebied in deze periode nagenoeg onbewoonbaar geweest. Alleen op de oevers van veenstroompjes of kreekjes kan vanaf het Neoliticum bewoning plaats hebben gevonden, deze liggen onder het veen. Op de oeverwallen geldt een middelhoge verwachting op bewoningsresten uit de periode Neolithicum t/m de Bronstijd.

Vanaf de IJzertijd is de stroomgordel (een voorloper) van de Kromme Mijdrecht actief geweest. Op de oevers ervan kan gewoond zijn. Hiervoor geldt een middelhoge verwachting voor bewoningsresten uit de IJzertijd en Romeinse tijd. De diepte van deze laag is onbekend, maar zal zich onder het huidige veenpakket bevinden, op ca. 2,5 tot 3,5 m - mv. Sporen van bewoning uit de Vroege Middeleeuwen worden niet verwacht, aangezien er in die periode vernatting plaats vond van het landschap en er in het veengebied geen bewoning mogelijk was.
DOI: 10.17026/ar/bkv4fq
title: Archeologisch bureauonderzoek Opwaardering 380 kV- verbinding Krimpen aan den IJssel-Diemen, gemeente Montfoort
title: SWAR 2711

description: In opdracht van TenneT TSO B.V. heeft Sweco Nederland B.V. een archeologisch bureauonderzoek uitgevoerd te Linschoten, gemeente Montfoort. Het onderzoeksgebied betreft de assets (hoogspanningsmasten) van de 380 kV hoogspanningsverbinding tussen Krimpen aan den IJssel en Diemen. Deze verbinding wordt opgewaardeerd. Onderhavige rapportage betreft een archeologisch bureauonderzoek naar het deel van deze verbinding dat zich in de gemeente Montfoort bevindt. Het betreft de hoogspanningsmasten 67-75 en bijbehorende lierlocaties, werkterreinen en werkwegen van de verbinding,
DOI: 10.17026/ar/fsdowt
title: Archeologisch onderzoek tracé Nuland-Geffen-Oss-Berghem, gemeente ’s-Hertogenbosch en Oss
title: SWECO ARCHEOLOGISCHE RAPPORTEN 2675

description: In opdracht van ProRail heeft Sweco Nederland B.V. een archeologisch bureauonderzoek uitgevoerd. Aanleiding voor het uitvoeren van het archeologisch bureauonderzoek is de aanleg van een 10 kV kabel langs het spoor. De lengte van het tracé is ca. 10,9 kilometer. Het tracé loopt door de plaatsen Nuland, Geffen, Oss en Berghem, gemeenten ’s- Hertogenbosch en Oss. De kabel zal grotendeels door middel van open ontgraving worden aangelegd. De diepte van de ontgraving zal ca.1 m – mv bedragen.
DOI: 10.17026/ar/i1kwqa
title: Archeologisch bureauonderzoek Opwaardering 380 kV- verbinding Krimpen aan den IJssel-Diemen, gemeente Woerden
title: SWAR 2714

description: In opdracht van TenneT TSO B.V. heeft Sweco Nederland B.V. een archeologisch bureauonderzoek uitgevoerd. Het plangebied betreft de assets (hoogspanningsmasten) van de 380 kV hoogspanningsverbinding tussen Krimpen aan den IJssel en Diemen. Deze verbinding wordt opgewaardeerd. Onderhavige rapportage betreft een archeologisch bureauonderzoek naar het deel van deze verbinding dat zich in de gemeente Woerden bevindt. Dit betreft de mastnummers 76 t/m 94. De voorgenomen werkzaamheden bestaan uit het verzwaren van de mastlichamen, het aanleggen van werkterreinen, lierlocaties en werkwegen. Voor het verzwaren van de mastlichamen worden staalprofielen bijgeplaatst of vervangen, en de bestaande funderingen worden mogelijk versterkt, ook worden bestaande geleiders vervangen.
DOI: 10.17026/ar/0c7kn6
title: Archeologisch bureauonderzoek Kloosterplein Noordwijk, gemeente Noordwijk
title: SWECO ARCHEOLOGISCHE RAPPORTEN 2677

description: In opdracht van de gemeente Noordwijk heeft Sweco Nederland B.V. een archeologisch bureauonderzoek uitgevoerd. Aanleiding voor het onderzoek is de potentiële bouw van een parkeergarage onder het Kloosterplein te Noordwijk. Het doel van dit bureauonderzoek is om te onderzoek of er archeologische waarden aanwezig zijn de kosten van de bouw aanzienlijk zouden verhogen, en om te zien of daardoor dit project nog haalbaar is. Op basis van de tijdens het bureauonderzoek verzamelde gegevens is een gespecificeerd verwachtingsmodel opgesteld.