cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/r2cc38vz8k.9
title: Occurrences of limneid species of epidemiological importance

description: Data on the occurrence of limneids (Gastropoda: Lymnaeidae) - Pseudosuccinea columella, Galba cubensis/neotropica, Galba truncatula and Galba schirazensis - in South America. The data were obtained through a literature review and the malacological collection of the Oswaldo Cruz Institute (IOC ) from Rio de Janeiro. The Excel file tabs provide information on the titles of the articles selected in the review to obtain the data, as well as a tab with the tabulated data. There is a tab with a general tabulation of the occurrences of all species, in addition to the occurrences separated by species in the different tabs of the Excel file.
DOI: 10.17632/kbtz854jz3.1
title: Late Miocene garnet-bearing andesites in the Northern Andes and their tectonic implications

description: Garnet-bearing volcanic rocks are rare in convergent margin settings, yet they are a distinct component of the Late Miocene volcanic suite in the Northern Andes along Colombia's Central Cordillera. Here, we present new petrographic, geochemical, and geochronological data from seven porphyritic andesite samples within the Amagá-Cauca-Patía Basin (ACPB) to constrain their petrogenesis, formation conditions, and tectonic setting. Mineral chemistry and trace element geochemical data indicate that the metaluminous magmas are the product of a mantle-derived parent magma influenced by partial melting of enriched lithospheric mantle sources. Textural evidence, including garnet and plagioclase resorption, amphibole diffusion zoning, and sieve textures, suggests an open-system evolution involving crustal assimilation, crystal entrainment, and magma recharge in shallow reservoirs. 
Detailed petrographic analysis of these rocks reveals three distinct garnet types, differentiated by composition and texture, indicative of a complex, multistage magmatic evolution with significant magma mixing and mineral-liquid interactions. Type-3 garnets, found in the northernmost samples, crystallized at ~13 kbar and 1100°C in deep-seated magma chambers, while Type-1 and Type-2 garnets in the central and southern ACPB record shallower crystallization depths (5–7 kbar and ~900°C), consistent with rapid ascent and differentiation. U-Pb zircon dating supports a south-to-north emplacement-crystallization gradient, with Type-1 garnet-bearing rocks emplaced at 11.75 Ma in the south, Type-2 rocks at 10.43 Ma, and Type-3 rocks at 8.45 Ma in the north.
These garnet-bearing rocks formed under transient extensional conditions associated with the subduction of the Sandra Ridge beneath the South American Plate, facilitating the rapid ascent of deep hydrous magmas. This study provides direct mineralogical evidence of the stratified magma storage system and dynamic magmatic processes that shaped the Northern Andean block during the Miocene.
DOI: 10.17632/hxd7gmrvth.1
title: Spearman Correlation Heatmaps After Feature Selection

description: Description:
This is a Spearman Correlation Heatmap of the 32 features used for machine learning and deep learning models in cybersecurity. The diagonal cells are perfect self-correlation (value = 1) and the off-diagonal cells are pairwise correlations between features. Since there are no strong correlations (close to 1 or -1) we removed the redundant or irrelevant features, so each selected feature brings unique and independent information to the model. Feature selection is key in building cyber intrusion detection systems as it reduces computational overhead, simplifies the model and improves accuracy and robustness. This is part of the systematic feature engineering process to optimize datasets for anomaly detection, network traffic analysis and intrusion detection. Researchers in AI for cybersecurity can use this to build more interpretable and efficient models to detect in large scale networks. This figure shows the importance of correlation analysis for high dimensional datasets and contributes to cyber, data science and machine learning.

Why It Matters:
Reduces overfitting in machine learning models.
Improves computational efficiency for large-scale datasets.
Enhances feature interpretability for robust cybersecurity solutions.

Keywords:
Spearman Correlation Heatmap, Feature Selection, Intrusion Detection System, Cybersecurity, Machine Learning, Deep Learning, Anomaly Detection, Network Traffic Analysis, Artificial Intelligence in Cybersecurity, Dataset Optimization, Feature Engineering for Cyber Threats

References:
This file pertains to our research study, which has been accepted for publication in the Scientific and Technical Journal of Information Technologies, Mechanics and Optics. The study is titled:
"Enhancing and Extending CatBoost for Accurate Detection and Classification of DoS and DDoS Attack Subtypes in Network Traffic."

https://doi.org/10.1109/ICSIP61881.2024.10671552
https://doi.org/10.24143/2072-9502-2024-3-65-74
DOI: 10.17632/nntnnzffw4.1
title: Vehicle License Plate Detection Dataset V1

description: Vehicle License Plate Detection Dataset
This dataset consists of high-resolution images of vehicle license plates captured in various real-world settings. The data was collected across different locations in Dhaka, Bangladesh, during the months of October and November 2024. The primary goal of this dataset is to enable research and development in vehicle license plate recognition systems using image processing and machine learning techniques.
Key Details:
Number of Images:2947
Number of Classes: 5 (types of license plates based on vehicle categories or regional variations)
Captured Locations: Dhaka, Ashulia, Narsingdi, Bangladesh
Capture Period: October 20 - November 2, 2024
Purpose:
Support the development of automated vehicle license plate recognition (LPR) systems.
Aid in real-time vehicle identification for security, parking management, and traffic monitoring systems.
Enable the creation of reliable image-based vehicle recognition models using deep learning algorithms.
Contribute to improved traffic regulation and law enforcement, facilitating easier identification of vehicles in urban environments.
DOI: 10.17632/gt4jd6sxs6.1
title: Model data and procedure for a numerical investigation of the effects of model parameterization on the delineation of source protection zones under uncertainty

description: This dataset contains the model procedure used in the case study of "A numerical investigation of the effects of model parameterization on the delineation of source protection zones under uncertainty". 

Source protection zone delineation has evolved over the past decades from fixed radius or analytical and numerical methods which do not consider uncertainty, to more complex stochastic numerical approaches where uncertainties are often considered within a Monte Carlo framework. Representation of aquifer heterogeneity in such approaches is based on geostatistical representation of hydraulic properties. In this paper we explored options for delineating a source protection zone, while considering the inherent uncertainty involved in characterizing hydraulic conductivity. We considered a representative pumping well in an unconfined alluvial aquifer under steady-state flow conditions, with the hydraulic conductivity distribution inferred from borehole lithology data in the West Melton area near Christchurch, New Zealand. Borehole data was obtained from the ECan Wells database, freely available online. Lithologies are categorized according to their inferred hydraulic flow and transport properties, using two to four hydrofacies groupings. Probabilistic source protection zones are determined for alternative lithology categorization scheme and hydrofacies conductivity parameterization methods. 

The dataset contains the required files to reproduce the results using hydrofacies hydraulic conductivity calibration method 1 (from Table 1 in the paper) and for either lithology schemes 3a and 3b (shown in Figures 2 and 4). The dataset includes model files for modflow and modpath, and post-processing methods to generate probabilistic source protection zones. Further information can be found in the README.txt file in the dataset.
DOI: 10.17632/rb7yrkb69y.1
title: iScience paper

description: Skilled forelimb patterning is mediated through the corticospinal tract with support from indirect brainstem regions. Lesions that cut the corticospinal tract show significant loss of forelimb patterning; however, when the indirect pathways are preserved, rehabilitative training supports the recovery of the lost function. After spinal cord injury (SCI) rehabilitation is thought to mediate re-organization and plasticity of these spared supraspinal-propriospinal circuits leading to recovery of function. Which of these circuits is instrumental in promoting recovery of skilled forelimb patterning remains unclear. Here we investigated the involvement of cervical propriospinal interneurons (PNs) and rubrospinal neurons (RNs) in recovery of reaching and grasping behavior in rats after bilateral lesions of the corticospinal tract and dorsal columns at C5. These lesions result is a 50% loss in pellet retrieval scores that recovers to normal levels over a 4-weeks period of training. To reversibly silence these pathways, we used a tetracycline-inducible promoter to drive expression of hM4Di to identify CNO off-target effects when not expressed. Prior to lesioning the expression of hM4Di and addition of CNO showed no effect on pellet retrieval. After recovery from injury, silencing PNs caused a significant loss in single pellet retrieve success, with silencing of RNs playing a similar role; however, silencing both led to significantly greater loss. The data is of single pellet reaching studies after rehabilitation and functional recovery of successful reaching and grasping. Reaching success %, reaching attempts, and reaching scores are provided.
DOI: 10.17632/7xycmjhcx2.1
title: Data for: Potassium isotope fractionation during magmatic and hydrothermal processes in highly evolved granites

description: Raw data for all figures in the manuscript by Deng et al. to be published by Geochimica et Cosmochimica Acta as "Potassium isotope fractionation during magmatic and hydrothermal processes in highly evolved granites".
DOI: 10.15468/dl.czrazq
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypolytrum africanum Nees ex Steud."
 ]
}

 The dataset includes 58 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023528-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xjs42j8dtf.1
title: Experimental data for Mismatching Faults of Photovoltaic Modules

description: This dataset collects and classifies mismatching failures in solar panels, focusing on three main types: partial shading, discoloration, and cracking. The panels, SP090P Solar Plus Energy and HYBRYTEC-M5-30/12, were subjected to testing under three distinct scenarios: dirty surfaces, clean surfaces, and partial shading. For each fault condition, voltage and current measurements are included, along with thermographic images, allowing for a comprehensive analysis of the impact of these mismatches on panel performance. This database is designed to support investigations and mitigation strategies for PV system failures. The dataset is divided into raw data and processed data. The time series of electrical data for each panel and each condition are saved using matlab .mat format, SVG images of the I-V curves are also included. Thermographic images are included in IS2 format (viewable using Fluke Connect Desktop), as well as CSV matrices of the temperature quantities.
DOI: 10.17632/xjs42j8dtf.2
title: Experimental data for Mismatching Faults of Photovoltaic Modules

description: This dataset collects and classifies mismatching failures in solar panels, focusing on three main types: partial shading, discoloration, and cracking. The panels, SP090P Solar Plus Energy and HYBRYTEC-M5-30/12, were subjected to testing under three distinct scenarios: dirty surfaces, clean surfaces, and partial shading. For each fault condition, voltage and current measurements are included, along with thermographic images, allowing for a comprehensive analysis of the impact of these mismatches on panel performance. This database is designed to support investigations and mitigation strategies for PV system failures. The dataset is divided into raw data and processed data. The time series of electrical data for each panel and each condition are saved using matlab .mat format, SVG images of the I-V curves are also included. Thermographic images are included in IS2 format (viewable using Fluke Connect Desktop), as well as CSV matrices of the temperature quantities.
DOI: 10.17632/y6ygpt4375.1
title: Spatial organizations of heterochromatin contribute to nuclear structural integrity of ventricular cardiomyocytes against mechanical stress. Fujiwara K et al.

description: raw western pictures
DOI: 10.17632/y6ygpt4375.2
title: Spatial organizations of heterochromatin contribute to nuclear structural integrity of ventricular cardiomyocytes against mechanical stress. Fujiwara K et al.

description: raw Western blot pictures
DOI: 10.15468/dl.v7b7k7
title: Occurrence Download

description: A dataset containing 3616 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puccinia striiformis Westend."
 ]
}

 The dataset includes 3616 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023529-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zfhm4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Aspidistra laotica Aver. & Tillich)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023530-241107131044228/datasets/export for details.
DOI: 10.15468/dl.9fpzud
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is one of (Manis pentadactyla Linnaeus, 1758, Elaphurus davidianus Milne-Edwards, 1866, Rhinopithecus A.Milne-Edwards, 1872)",
 "Year 2000-2024"
 ]
}

 The dataset includes 178 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023531-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14180591
title: RE-DWELL Knowledge base dataset (RDF)

description: This RDF dataset represents a collection of concepts and case studies focused on urban and housing projects, capturing a wide range of details such as project descriptions, types, locations, timeframes, construction systems, and associated Sustainable Development Goals (SDGs).

It includes metadata about the authors of each study, related concepts, and the geographic contexts of the projects. 

The dataset is designed to support analysis and exploration of trends, relationships, and insights in urban development, housing strategies, and their alignment with broader social and environmental goals. 

It provides a rich foundation for research in architecture, urban planning, and sustainability studies.
DOI: 10.5281/zenodo.14180592
title: RE-DWELL Knowledge base dataset (RDF)

description: This RDF dataset represents a collection of concepts and case studies focused on urban and housing projects, capturing a wide range of details such as project descriptions, types, locations, timeframes, construction systems, and associated Sustainable Development Goals (SDGs).

It includes metadata about the authors of each study, related concepts, and the geographic contexts of the projects. 

The dataset is designed to support analysis and exploration of trends, relationships, and insights in urban development, housing strategies, and their alignment with broader social and environmental goals. 

It provides a rich foundation for research in architecture, urban planning, and sustainability studies.
DOI: 10.5281/zenodo.14191780
title: leptodactylus_knudseni_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14191781
title: leptodactylus_knudseni_decontaminated_FSCR.fasta.gz
DOI: 10.17632/97y2z8p2y6.1
title: Supplemental data files for: Neoproterozoic Amalgamation and Mesozoic Structural Reactivation of the South China Block: New Insights from Magnetotelluric Data

description: Data files for a Magnetotellurics array study on the deep geo-electrical structure of the lithospheric structure in the South China Block, conducted by China University of Geosciences Beijing.
DOI: 10.5281/zenodo.14191665
title: Calibration curves for Folin-Ciocalteu assay for reliable quantification of total polyphenols.

description: Five different protocols (P1-P5) for determining total polyphenol content in samples were investigated and compared. Detailed information on the protocols are provided in: 

P1 Singleton, V.L.; Rossi, J.A. Colorimetry of Total Phenolics with Phosphomolybdic-Phosphotungstic Acid Reagents. Am J Enol Vitic. 1965, 16, 144–158, doi:10.5344/ajev.1965.16.3.144.

P2  Singleton, V.L.; Orthofer, R.; Lamuela-Raventós, R.M. [14] Analysis of Total Phenols and Other Oxidation Substrates and Antioxidants by Means of Folin-Ciocalteu Reagent. In Methods in Enzymology; Oxidants and Antioxidants Part A; Academic Press, 1999; Vol. 299, pp. 152–178.

P3  Cicco, N.; Lanorte, M.T.; Paraggio, M.; Viggiano, M.; Lattanzio, V. A Reproducible, Rapid and Inexpensive Folin–Ciocalteu Micro-Method in Determining Phenolics of Plant Methanol Extracts. Microchemical Journal 2009, 91, 107–110, doi:10.1016/j.microc.2008.08.011.

P4. Sotenko, M.; Coles, S.; Barker, G.; Song, L.; Jiang, Y.; Longhurst, P.; Romanova, T.; Shuvaeva, O.; Kirwan, K. Phytoremediation-Biorefinery Tandem for Effective Clean-up of Metal Contaminated Soil and Biomass Valorisation. International Journal of Phytoremediation 2017, 19, 965–975, doi:10.1080/15226514.2016.1267705.

P5         Tsibranska, I.; Tylkowski, B.; Kochanov, R.; Alipieva, K. Extraction of Biologically Active Compounds from Sideritis Ssp. L. Food and Bioproducts Processing 2011, 89, 273–280, doi:10.1016/j.fbp.2010.10.004.

 

Total polyphenol content was determined spectrophotometrically using different variation of Folin–Ciocalteu’s method by means of UV-VIS UV-1800 Shimadzu spectrophotometer (Tokio, Japan). The Folin-Ciocalteu reagent, a mixture of phosphomolybdic and phosphotungstic acids reacts with phenolic compounds and is reduced, forming a blue chromophore detectable spectrophotometrically. Seven concentration levels of gallic acid standard were used to construct the calibration curves: L1 - 0.6 g/L, L2 - 0.4 g/L, L3 - 0.2 g/L, L4 - 0.1 g/L, L5 - 0.05 g/L, L6 - 0.025 g/L and L7 - 0.0125 g/L. A 1 g/L gallic acid stock solution was prepared in Milli-Q water. Each concentration level was measured in triplicate using all the investigated polyphenol determination methods. Once the calibration curves for each method were prepared, two independent standard solutions were used for methods validation. The first one was gallic acid at a concentration of 0.2 g/L prepared in Milli-Q water. The second standard was a commercial polyphenol extract Vitaflavan at a concentration of 0.2 g/L which contains 80% of total polyphenols. Each standard solution was measured in triplicate using all the methods investigated.
DOI: 10.5281/zenodo.14191666
title: Calibration curves for Folin-Ciocalteu assay for reliable quantification of total polyphenols.

description: Five different protocols (P1-P5) for determining total polyphenol content in samples were investigated and compared. Detailed information on the protocols are provided in: 

P1 Singleton, V.L.; Rossi, J.A. Colorimetry of Total Phenolics with Phosphomolybdic-Phosphotungstic Acid Reagents. Am J Enol Vitic. 1965, 16, 144–158, doi:10.5344/ajev.1965.16.3.144.

P2  Singleton, V.L.; Orthofer, R.; Lamuela-Raventós, R.M. [14] Analysis of Total Phenols and Other Oxidation Substrates and Antioxidants by Means of Folin-Ciocalteu Reagent. In Methods in Enzymology; Oxidants and Antioxidants Part A; Academic Press, 1999; Vol. 299, pp. 152–178.

P3  Cicco, N.; Lanorte, M.T.; Paraggio, M.; Viggiano, M.; Lattanzio, V. A Reproducible, Rapid and Inexpensive Folin–Ciocalteu Micro-Method in Determining Phenolics of Plant Methanol Extracts. Microchemical Journal 2009, 91, 107–110, doi:10.1016/j.microc.2008.08.011.

P4. Sotenko, M.; Coles, S.; Barker, G.; Song, L.; Jiang, Y.; Longhurst, P.; Romanova, T.; Shuvaeva, O.; Kirwan, K. Phytoremediation-Biorefinery Tandem for Effective Clean-up of Metal Contaminated Soil and Biomass Valorisation. International Journal of Phytoremediation 2017, 19, 965–975, doi:10.1080/15226514.2016.1267705.

P5         Tsibranska, I.; Tylkowski, B.; Kochanov, R.; Alipieva, K. Extraction of Biologically Active Compounds from Sideritis Ssp. L. Food and Bioproducts Processing 2011, 89, 273–280, doi:10.1016/j.fbp.2010.10.004.

 

Total polyphenol content was determined spectrophotometrically using different variation of Folin–Ciocalteu’s method by means of UV-VIS UV-1800 Shimadzu spectrophotometer (Tokio, Japan). The Folin-Ciocalteu reagent, a mixture of phosphomolybdic and phosphotungstic acids reacts with phenolic compounds and is reduced, forming a blue chromophore detectable spectrophotometrically. Seven concentration levels of gallic acid standard were used to construct the calibration curves: L1 - 0.6 g/L, L2 - 0.4 g/L, L3 - 0.2 g/L, L4 - 0.1 g/L, L5 - 0.05 g/L, L6 - 0.025 g/L and L7 - 0.0125 g/L. A 1 g/L gallic acid stock solution was prepared in Milli-Q water. Each concentration level was measured in triplicate using all the investigated polyphenol determination methods. Once the calibration curves for each method were prepared, two independent standard solutions were used for methods validation. The first one was gallic acid at a concentration of 0.2 g/L prepared in Milli-Q water. The second standard was a commercial polyphenol extract Vitaflavan at a concentration of 0.2 g/L which contains 80% of total polyphenols. Each standard solution was measured in triplicate using all the methods investigated.
DOI: 10.17632/97y2z8p2y6.2
title: Supplemental data files for: Neoproterozoic Amalgamation and Mesozoic Structural Reactivation of the South China Block: New Insights from Magnetotelluric Data

description: Data files for a Magnetotellurics array study on the deep geo-electrical structure of the lithospheric structure in the South China Block, conducted by China University of Geosciences Beijing.
DOI: 10.5281/zenodo.14191788
title: leptodactylus_longirostris_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14191789
title: leptodactylus_longirostris_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14191786
title: Estimating moss harvest quantity and biomass

description: Estimating moss harvest quantity and biomass per hectare for sustainable harvesting in Türkiye 

DATA SET
DOI: 10.5281/zenodo.14191787
title: Estimating moss harvest quantity and biomass

description: Estimating moss harvest quantity and biomass per hectare for sustainable harvesting in Türkiye 

DATA SET
DOI: 10.15468/dl.8mtyr8
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypolytrum nudicaule Juss. ex Cherm."
 ]
}

 The dataset includes 80 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023532-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.