cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.2908/trng_aes_165
title: Distribution of education and training activities by field (ISCED-F 1999) (2007-2011)
title: Verteilung der Bildungs- und Weiterbildungsaktivitäten nach Sachgebiet (ISCED-F 1999) (2007-2011)
title: Répartition des activités de l'éducation et de la formation par domaine (CITE-F 1999) (2007-2011)
DOI: 10.2908/trng_aes_173
title: Distribution of instruction hours by field (ISCED-F 1999) (2007-2011)
title: Verteilung der Unterrichts-/Ausbildungsstunden nach Sachgebiet (ISCED-F 1999) (2007-2011)
title: Répartition des heures d'instruction par domaine (CITE-F 1999) (2007-2011)
DOI: 10.5281/zenodo.18241623
title: Test DB
DOI: 10.5281/zenodo.18620435
title: Datos relativos al análisis de la transición mesenquimal como mecanismo asociado a inhibición de la respuesta inmune en el carcinoma colorrectal sin inestabilidad de microsatélites

description: Datos sobre transición mesenquimal como mecanismo asociado a inhibición de la respuesta inmune en el carcinoma colorrectal sin inestabilidad de microsatélites
DOI: 10.5281/zenodo.18504571
title: Datos relativos al análisis de la transición mesenquimal como mecanismo asociado a inhibición de la respuesta inmune en el carcinoma colorrectal sin inestabilidad de microsatélites

description: Datos sobre transición mesenquimal como mecanismo asociado a inhibición de la respuesta inmune en el carcinoma colorrectal sin inestabilidad de microsatélites
DOI: 10.5281/zenodo.17688566
title: Two-Tank Water System Dataset for RLS-Based Identification and Adaptive PID Control Under Diverse Operating Conditions

description: This dataset contains 25 long-duration time-series experiments collected from a laboratory two-tank water pumping plant. The experiments were performed under three operating conditions:





Steady-State Baseline (Minimal Outflow)




Steady-State With Constant Passive Outflow




Dynamic Disturbance Rejection (High and Low Outflow Transients)



Each experiment lasts approximately 8.5 hours, sampled at 1 Hz, and is provided as an individual CSV file. The dataset includes raw process measurements, control signals, reference setpoints, adaptive PID controller gains, and real-time model parameters estimated using a Recursive Least Squares (RLS) algorithm. Disturbance experiments include an additional binary flag indicating externally induced outflow changes.

This dataset serves as a real world benchmark for system identification, adaptive control, disturbance rejection, and anomaly detection, capturing essential nonlinearities such as turbulence, actuator saturation, and abrupt hydraulic transitions.

Acknowledgement

This research is the result of the Strategic Project "Critical infrastructures cybersecure through intelligent modeling of attacks, vulnerabilities and increased security of their IoT devices for the water supply sector'' (Ref. C061/23), formed under the collaboration agreement between the National Institute of Cybersecurity (INCIBE) and the University of A Coruña. This initiative is carried out within the framework of the Recovery, Transformation and Resilience Plan funds, financed by the European Union (Next Generation).
DOI: 10.5281/zenodo.17688567
title: Two-Tank Water System Dataset for RLS-Based Identification and Adaptive PID Control Under Diverse Operating Conditions

description: This dataset contains 25 long-duration time-series experiments collected from a laboratory two-tank water pumping plant. The experiments were performed under three operating conditions:





Steady-State Baseline (Minimal Outflow)




Steady-State With Constant Passive Outflow




Dynamic Disturbance Rejection (High and Low Outflow Transients)



Each experiment lasts approximately 8.5 hours, sampled at 1 Hz, and is provided as an individual CSV file. The dataset includes raw process measurements, control signals, reference setpoints, adaptive PID controller gains, and real-time model parameters estimated using a Recursive Least Squares (RLS) algorithm. Disturbance experiments include an additional binary flag indicating externally induced outflow changes.

This dataset serves as a real world benchmark for system identification, adaptive control, disturbance rejection, and anomaly detection, capturing essential nonlinearities such as turbulence, actuator saturation, and abrupt hydraulic transitions.

Acknowledgement

This research is the result of the Strategic Project "Critical infrastructures cybersecure through intelligent modeling of attacks, vulnerabilities and increased security of their IoT devices for the water supply sector'' (Ref. C061/23), formed under the collaboration agreement between the National Institute of Cybersecurity (INCIBE) and the University of A Coruña. This initiative is carried out within the framework of the Recovery, Transformation and Resilience Plan funds, financed by the European Union (Next Generation).
DOI: 10.5519/qd.gmycsta2
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (14 records)
DOI: 10.48580/d3l4l.v186
title: Taxon list of Raphidioptera from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3lqt.v188
title: Taxon list of Symphyla from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3dm3.v187
title: Taxon list of Dictyoptera from Germany compiled in the context of the GBOL project
DOI: 10.48580/d38z6.v4
title: Catalogue of the Rust Fungi of Belgium
DOI: 10.48580/d3lqs.v186
title: Taxon list of Diplura from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3c29.v91
title: Global Register of Introduced and Invasive Species - Soqotra, Yemen
DOI: 10.48580/d47gv.v10
title: Arachnofauna diversity observed during the "Objective 1000" inventory project at the Jean Massart Botanical Garden (Auderghem, Brussels Capital Region)
DOI: 10.48580/d3lqv.v187
title: Taxon list of Pseudoscorpiones from Germany compiled in the context of the GBOL project
DOI: 10.5519/qd.aejle1cc
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (6141164 records)
DOI: 10.6084/m9.figshare.31323901
title: Alfalfa markers (GBS, DArTag) for distinctness analysis

description: The same set of 33 alfalfa samples (belonging to 11 families, 3 samples per family) have been genotyped using GBS (genotyping by sequencing) and DArTag. Genotyping happened on BULK samples, meaning that the DNA of many different individuals belonging to the same family were mixed. Information on SNP (single nucleotyde polymorphism) is thus statistical and describes the allele frequencies in the family.This dataset contains matrices (one row per sample, one column per marker) of allele ratios (number of reads carrying the alternative allele over the total number of reads per data point).The file name indicates the kind of filtering operated on the data:the prefix "GBS" or "dartag" indicates the sequencing techniqueMAF: minimum minor allele frequency (always 5%)MPM: maximum allowed Missing data points Per MarkerMINREADS: minimum amount of supporting reads (both reference and alternative) for each data point<br>
DOI: 10.6084/m9.figshare.31323901.v1
title: Alfalfa markers (GBS, DArTag) for distinctness analysis

description: The same set of 33 alfalfa samples (belonging to 11 families, 3 samples per family) have been genotyped using GBS (genotyping by sequencing) and DArTag. Genotyping happened on BULK samples, meaning that the DNA of many different individuals belonging to the same family were mixed. Information on SNP (single nucleotyde polymorphism) is thus statistical and describes the allele frequencies in the family.This dataset contains matrices (one row per sample, one column per marker) of allele ratios (number of reads carrying the alternative allele over the total number of reads per data point).The file name indicates the kind of filtering operated on the data:the prefix "GBS" or "dartag" indicates the sequencing techniqueMAF: minimum minor allele frequency (always 5%)MPM: maximum allowed Missing data points Per MarkerMINREADS: minimum amount of supporting reads (both reference and alternative) for each data point<br>
DOI: 10.5281/zenodo.18620595
title: SURVEY FORM FOR ASSESSING THE SUSTAINABILITY OF REAL ESTATE MARKETS
DOI: 10.5281/zenodo.18620594
title: SURVEY FORM FOR ASSESSING THE SUSTAINABILITY OF REAL ESTATE MARKETS
DOI: 10.5281/zenodo.18482097
title: Datasets used in "Theseus: Fast and Optimal Affine-Gap Sequence-to-Graph Alignment"

description: Datasets used in the "Theseus: Fast and Optimal Affine-Gap Sequence-to-Graph Alignment" paper. The data is compressed into the theseus_datasets.tar.gz file. This file includes the datasets for the two experiments on the paper:MSA datasets:




File
Size
Source


mtb_benchmark_50kbp_shortened.fna
342 sequences, each of approximately 50Kbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are 50Kbp long.


mtb_benchmark_250kbp_trmB.fna
342 sequences, each of approximately 250Kbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are truncated at the trmB gene.


mtb_benchmark_500kbp_thiE.fna
342 sequences, each of approximately 500Kbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are truncated at the thiE gene.


mtb_benchmark_1Mbp_gltA2.fna
342 sequences, each of approximately 1Mbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are truncated at the gltA2 gene.


covid_19_complete.fasta
2732 sequences, each of approximately ∼30 Kbpin length
2732 GenBank-complete SARS-CoV-2 genome assemblies.


monkeypox_100_seq.fasta
100 sequences, each of approximately ∼200 Kbp in length
100 RefSeq-complete whole genome assemblies of Monkey pox’s virus.




Sequence-to-graph/pangenome read mapping datasets:




File
Size
Source


SRR062634_1.filt_REDUCED.fasta
250K sequences of length 100bp
Human Pangenome Reference Consortium


211109_M024_V350038332_L01_HUMuarfR092940-606_1_REDUCED.fasta
250K sequences of length 150bp
NIST Genome in a Bottle (GIAB) project


D1_S1_L001_R1_001_REDUCED.fasta
250K sequences of length 250bp
NIST Genome in a Bottle (GIAB) project




This dataset is derived from original data produced by third parties, as detailed above. All rights to the original data remain with the original authors or copyright holders. Users are responsible for ensuring compliance with the licensing terms of the original data sources.
DOI: 10.5281/zenodo.18482096
title: Datasets used in "Theseus: Fast and Optimal Affine-Gap Sequence-to-Graph Alignment"

description: Datasets used in the "Theseus: Fast and Optimal Affine-Gap Sequence-to-Graph Alignment" paper. The data is compressed into the theseus_datasets.tar.gz file. This file includes the datasets for the two experiments on the paper:MSA datasets:




File
Size
Source


mtb_benchmark_50kbp_shortened.fna
342 sequences, each of approximately 50Kbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are 50Kbp long.


mtb_benchmark_250kbp_trmB.fna
342 sequences, each of approximately 250Kbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are truncated at the trmB gene.


mtb_benchmark_500kbp_thiE.fna
342 sequences, each of approximately 500Kbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are truncated at the thiE gene.


mtb_benchmark_1Mbp_gltA2.fna
342 sequences, each of approximately 1Mbp
Derived from a set of 342 RefSeq-complete whole-genome assemblies of Mycobacterium tuberculosis genomes. Sequences start at the dnaA gene and are truncated at the gltA2 gene.


covid_19_complete.fasta
2732 sequences, each of approximately ∼30 Kbpin length
2732 GenBank-complete SARS-CoV-2 genome assemblies.


monkeypox_100_seq.fasta
100 sequences, each of approximately ∼200 Kbp in length
100 RefSeq-complete whole genome assemblies of Monkey pox’s virus.




Sequence-to-graph/pangenome read mapping datasets:




File
Size
Source


SRR062634_1.filt_REDUCED.fasta
250K sequences of length 100bp
Human Pangenome Reference Consortium


211109_M024_V350038332_L01_HUMuarfR092940-606_1_REDUCED.fasta
250K sequences of length 150bp
NIST Genome in a Bottle (GIAB) project


D1_S1_L001_R1_001_REDUCED.fasta
250K sequences of length 250bp
NIST Genome in a Bottle (GIAB) project




This dataset is derived from original data produced by third parties, as detailed above. All rights to the original data remain with the original authors or copyright holders. Users are responsible for ensuring compliance with the licensing terms of the original data sources.
DOI: 10.5281/zenodo.18620429
title: raw data for Molecular mechanisms underlying the anti-tumor activity of lotus-derived alkaloids in breast cancer
DOI: 10.5281/zenodo.18620430
title: raw data for Molecular mechanisms underlying the anti-tumor activity of lotus-derived alkaloids in breast cancer
DOI: 10.6084/m9.figshare.31324048
title: Metadata to Chem Eng J 518 (2025) 164709

description: These data constitute the raw experimental datasets underlying the publication Chem Eng J 518 (2025) 164709. The research was financially supported by the National Science Centre (NCN), Poland, under grant no. 2023/51/D/ST8/00206.
DOI: 10.6084/m9.figshare.31324048.v1
title: Metadata to Chem Eng J 518 (2025) 164709

description: These data constitute the raw experimental datasets underlying the publication Chem Eng J 518 (2025) 164709. The research was financially supported by the National Science Centre (NCN), Poland, under grant no. 2023/51/D/ST8/00206.
DOI: 10.5281/zenodo.18620255
title: KubAnomaly Reconstructed Dataset with Low Anomaly Ratio

description: This dataset is a reconstructed version of the KubAnomaly dataset with a realistic low anomaly ratio (2.98%). The original KubAnomaly dataset contains 65.94% anomalous samples, which diverges from real container runtime environments. We apply balanced stratified down-sampling to reduce the anomaly ratio to approximately 3%, yielding 12,005 normal samples and 369 anomalous samples (123 per attack type). The repository includes the reconstructed dataset files and the preprocessing script for full reproducibility.
DOI: 10.5281/zenodo.18620254
title: KubAnomaly Reconstructed Dataset with Low Anomaly Ratio

description: This dataset is a reconstructed version of the KubAnomaly dataset with a realistic low anomaly ratio (2.98%). The original KubAnomaly dataset contains 65.94% anomalous samples, which diverges from real container runtime environments. We apply balanced stratified down-sampling to reduce the anomaly ratio to approximately 3%, yielding 12,005 normal samples and 369 anomalous samples (123 per attack type). The repository includes the reconstructed dataset files and the preprocessing script for full reproducibility.
DOI: 10.5281/zenodo.18620633
title: AI Detector Arena Benchmark Dataset

description: The AI Detector Arena Benchmark Dataset is a curated dataset designed for evaluating AI image detection systems.

The dataset contains balanced AI-generated and real photographs across multiple categories and generators and is used to power the live AI Detector Arena benchmark leaderboard.

Dataset homepage:https://aidetectarena.com/benchmark-dataset

Live leaderboard:https://aidetectarena.com

Full dataset download:https://aidetectarena.com/datasets/v0.1

GitHub repository:https://github.com/AI-Detect-Arena/benchmark-dataset
DOI: 10.5281/zenodo.18620634
title: AI Detector Arena Benchmark Dataset

description: The AI Detector Arena Benchmark Dataset is a curated dataset designed for evaluating AI image detection systems.

The dataset contains balanced AI-generated and real photographs across multiple categories and generators and is used to power the live AI Detector Arena benchmark leaderboard.

Dataset homepage:https://aidetectarena.com/benchmark-dataset

Live leaderboard:https://aidetectarena.com

Full dataset download:https://aidetectarena.com/datasets/v0.1

GitHub repository:https://github.com/AI-Detect-Arena/benchmark-dataset
DOI: 10.48580/dfjqc.v8
title: List of invasive exotic species not yet widely distributed in Wallonia
DOI: 10.48580/d3ljd.v186
title: Taxon list of Protura from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3l4j.v187
title: Taxon list of Sternorrhyncha from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3kh8.v186
title: Taxon list of Trichoptera from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3lqq.v186
title: Taxon list of Tardigrada from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3bzr.v91
title: Global Register of Introduced and Invasive Species- Egypt
DOI: 10.48580/d3dkb.v187
title: Taxon list of Orthoptera (Grashoppers) from Germany compiled at the SNSB
DOI: 10.48580/d3ljb.v186
title: Taxon list of Auchenorrhyncha from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3d22.v62
title: FADA-Annelida-Polychaeta
DOI: 10.48580/d45hw.v186
title: Taxon list of Pauropoda from Germany compiled in the context of the GBOL project
DOI: 10.34808/ty70-jw26
title: FEM model of a single lap joint assembled in ABAQUS (2025) software
DOI: 10.5281/zenodo.17481383
title: Untreated water discharge from Barcelona combined overflow systems in 2023-24

description: Untreated water (m3) discharge into the marine system from Barcelona overflow systems (Bogatell, Prim, Bac de Roda, Ginebra and Besòs) in 2023-24. Data in micro, meso and macroplastics abundances i also shown. There was an error with the sampling time and a new version has been uploaded (10.5281/zenodo.18620538).
DOI: 10.5281/zenodo.17481382
title: Untreated water discharge from Barcelona combined overflow systems in 2023-24

description: Untreated water (m3) discharge into the marine system from Barcelona overflow systems (Bogatell, Prim, Bac de Roda, Ginebra and Besòs) in 2023-24. Data in micro, meso and macroplastics abundances i also shown. There was an error with the sampling time and a new version has been uploaded (10.5281/zenodo.18620538).
DOI: 10.5281/zenodo.18617503
title: Effect of Tranexamic Acid Combined with Intramyometrial Desmopressin on Blood Loss in Laparoscopic Myomectomy

description: This dataset contains anonymized clinical and perioperative data from a prospective, randomized, double-blind, placebo-controlled trial evaluating the effect of intravenous tranexamic acid combined with intramyometrial desmopressin on blood loss during laparoscopic myomectomy.

No personal identifiers are included. Data are presented in coded format.
DOI: 10.5281/zenodo.18617504
title: Effect of Tranexamic Acid Combined with Intramyometrial Desmopressin on Blood Loss in Laparoscopic Myomectomy

description: This dataset contains anonymized clinical and perioperative data from a prospective, randomized, double-blind, placebo-controlled trial evaluating the effect of intravenous tranexamic acid combined with intramyometrial desmopressin on blood loss during laparoscopic myomectomy.

No personal identifiers are included. Data are presented in coded format.
DOI: 10.6084/m9.figshare.30379378
title: Reality Drift — Archived Record (2025)

description: This working paper record references a set of concepts used to describe how meaning and authenticity are interpreted in digitally mediated environments. The material introduces Reality Drift as a descriptive term applied to perceived changes in how reality is represented and experienced under conditions of algorithmic mediation.The document groups related terms—such as Filter Fatigue, Synthetic Realness, and the Optimization Trap—as analytical labels used to categorize recurring patterns associated with mediation, optimization, and feedback in contemporary cultural systems. These terms are presented for comparative and descriptive purposes rather than as evaluative or causal explanations.The record is retained as part of an exploratory archive documenting the development and application of conceptual language related to mediation, perception, and symbolic systems, without asserting claims about originality, influence, or practical utility.
DOI: 10.6084/m9.figshare.30379378.v2
title: Reality Drift — Archived Record (2025)

description: This working paper record references a set of concepts used to describe how meaning and authenticity are interpreted in digitally mediated environments. The material introduces Reality Drift as a descriptive term applied to perceived changes in how reality is represented and experienced under conditions of algorithmic mediation.The document groups related terms—such as Filter Fatigue, Synthetic Realness, and the Optimization Trap—as analytical labels used to categorize recurring patterns associated with mediation, optimization, and feedback in contemporary cultural systems. These terms are presented for comparative and descriptive purposes rather than as evaluative or causal explanations.The record is retained as part of an exploratory archive documenting the development and application of conceptual language related to mediation, perception, and symbolic systems, without asserting claims about originality, influence, or practical utility.
DOI: 10.48580/d45pn.v186
title: Taxon list of Jurassic Pisces of the Tethys Palaeo-Environment compiled at the SNSB-JME
DOI: 10.48580/d45hq.v186
title: Taxon list of mosses from Germany compiled in the context of the GBOL project
DOI: 10.48580/d45hr.v186
title: Taxon list of Pteridophyta from Germany compiled in the context of the GBOL project
DOI: 10.48580/d4lv2.v4
title: The checklist of alien seed plants of D.R. Congo, based on evidence from herbarium collections
DOI: 10.48580/d3l4h.v186
title: Taxon list of Strepsiptera from Germany compiled in the context of the GBOL project
DOI: 10.48580/d3dm4.v188
title: Taxon list of Dermaptera from Germany compiled in the context of the GBOL project
DOI: 10.6084/m9.figshare.30379525
title: Reality Drift: Early Concept Notes (Archived)

description: This working paper record references an early analytical document associated with the <i>Reality Drift</i> archive. The material introduces a set of descriptive terms used to categorize patterns observed in digitally mediated environments, including Synthetic Realness, Filter Fatigue, Optimization Trap, and Cognitive Drift.The document situates these terms in relation to earlier discussions of mediation and representation, using them as comparative reference points rather than as extensions or replacements. The concepts are presented as labels applied to recurring observations about how algorithmic systems shape perception, interpretation, and symbolic coherence.The record is retained as part of an archival collection documenting exploratory language development related to mediation and cultural analysis. It does not assert claims regarding dissemination, adoption, institutional use, or policy relevance, and is provided solely for reference and historical continuity.