cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12152628.v3
title: Dataset of directed signed networks from social domain

description: This dataset contains a range of directed signed networks (signed digraphs) from social domain. The data come from 9 different sources and in total there are 29 network files. There are two temporal networks and one multilayer network in this dataset. Each network is provided in two formats: edgelist (.csv) and .gml format.<br>This dataset is provided under a CC BY-NC-SA Creative Commons v 4.0 license (Attribution-NonCommercial-ShareAlike). This means that other individuals may remix, tweak, and build upon these data non-commercially, as long as they provide citations to this data repository (https://doi.org/10.6084/m9.figshare.12152628) and the reference article listed below (https://doi.org/10.1038/s41598-020-71838-6), and license the new creations under the identical terms.<br>For more information about the data, one may refer to the article below:<br>Samin Aref, Ly Dinh, Rezvaneh Rezapour, and Jana Diesner. "Multilevel Structural Evaluation of Signed Directed Social Networks based on Balance Theory" <i>Scientific Reports</i> (2020) https://doi.org/10.1038/s41598-020-71838-6<br>
DOI: 10.6084/m9.figshare.1239171.v1
title: Phenotypic assortment in wild primate networks: implications for the dissemination of information

description: Data used for the analyses in Carter, Lee, Marshall, Torrents Ticó & Cowlishaw "Phenotypic assortment in wild primate networks: implications for the dissemination of information" Each year has 6 text files, 3 for each troop ("J" and "L"). The first is an "attributes" file, which contains the phenotypes for the coded individuals. The attributes are: "TimeInspect", the individuals' boldness scores; "Sex", the individuals' sex; "relativeRank", the individuals' standardised rank in the dominance hierarchy; and, "Age", the individuals' estimated age. The second and third files for each troop for each year are the grooming ("GROOM") and proximity ("NN") social networks. Note that the codes are not conserved between years.
DOI: 10.6084/m9.figshare.12774689.v4
title: Dissolved black carbon: unlikely a significant refractory dissolved organic carbon pool cycling in rivers and oceans

description: This data set provides details for concentrations and carbon isotopic (δ<sup>13</sup>C and Δ<sup>14</sup>C) compositions of DOC, SPE-DOC and DBC in rivers and ocean.
DOI: 10.6084/m9.figshare.24550615.v1
title: Decoupling of plant nitrogen and phosphorus under global change over the last two decades

description: This global database compiles 1,341 data points from 107 experimental global change studies. The number of nitrogen resorption efficiency (NRE) and phosphorus resorption efficiency (PRE) data points, respectively, were 88 and 26 for warming, 93 and 69 for drought, 92 and 63 for increased rainfall, 57 and 17 for elevated CO<sub>2</sub>, 272 and 232 for N fertilization, 71 and 68 for P fertilization, and 101 and 92 for multiple treatments.
DOI: 10.17632/y3h5xzkjc6
title: Tractor performances in vineyard operations

description: This dataset contains more than 700 hours of mechanised vineyard activities, divided into each type of operations. Information regarding fuel consumption, engine performance and overall field performances are also included.
DOI: 10.6084/m9.figshare.11346728.v1
title: Supplementary table 2

description: Table S2. Imputation accuracy by chromosome, for one of the 20 test sets (for the other test sets, identical results were found). Averages and standard deviations (SD) were computed over all imputed SNPs on the chromosome in question. Accurate SNPs are defined by a SNP accuracy (proportion of correctly imputed accessions) above 0.95. <br>
DOI: 10.17632/2mht7hz98y
title: Deep Learning Model Optimization for Crop Prediction and Recommendation using Harris Hawks Optimization

description: The dataset comprises 2,200 entries with 7 key attributes, covering both soil and climate factors. Soil attributes include pH, nitrogen, phosphorus, and potassium, while climate factors include temperature, rainfall, and humidity. It features data for 22 crops, such as watermelon, coconut, lentil, rice, cotton, grapes, muskmelon, black gram, coffee, banana, apple, orange, moth beans, chickpea, kidney beans, mango, pigeon peas, papaya, jute, pomegranate, mung bean, and maize, with around 100 records per crop.
DOI: 10.17632/4vzpx255mt
title: Supplement to: "A case series of a rare diagnostic entity: Broadspectrum Abnormal Localised Photosensitivity Syndrome"

description: Supplementary material to: "A case series of a rare diagnostic entity: Broadspectrum Abnormal Localised Photosensitivity Syndrome"
DOI: 10.17632/tzpg323p4v
title: Dataset of findings recovered through water flotation at Pliska, North-Eastern Bulgaria

description: Dataset description
The initial assessment after the flotation shows that five types of organic materials were recovered, including charred seeds, wood charcoal, animal bone and teeth, fish scales and molluscs. Considering both the heavy residue and fine flot, the following observation can be made regarding the vegetal remains. Wood charcoal is present in 69% of the samples (in 34 samples out of 49: for the HR – in 20 samples, while for the F – in 14 samples); charred seeds are present in 25 samples or 51% (for the HR – in 9 samples, for the F – in 16 samples). In terms of faunal remains, molluscs are registered in 37 of the samples for 75% (for the HR – in 22 samples, for the F – in 15 samples), followed by animal bones and teeth, that are registered in 32% or 16 out of 49 samples (for the HR – in 15 samples and for the F – in 1 sample). The final group is presented by fish scales, in our case only one scale recorded in the HR fraction, representing 2% of the samples. The soil sediment colour was also recorded, including grey, yellow-red, black, brown and white-grey. 
The above results are presented in Sheet 1 of the dataset, which describes the organic materials, collected from the HR, while Sheet 2 is describing the materials collected from the F fraction, both recovered from the 2023 Pliska excavation. Each finding category is represented by an abundance value, according to the following system: figure 1 marks absolute values ranging between 1 and 10; figure 2 assigns to values between 11 and 20; figure 3 describes absolute values between 21 and 50, while figure 4 is attributed to values between 51 and 100 (Reitz and Shackley, 2012).

Bibliography:
1. French, D. H., (1971) An experiment in water-sieving, Anatolian Studies, XXI, pp. 59–64. DOI: https://doi.org/10.2307/3642629 
2. Reitz, E., Shackley, M. (2012) Environmental Archaeology. Springer. London
3. Williams, D. (1973) Flotation at Siraf. Antiquity, Volume 47, Issue 188, pp. 288–292.
DOI: https://doi.org/10.1017/S0003598X00039132
DOI: 10.6084/m9.figshare.26078743.v1
title: <b>A Systematic Review</b><b> of Machine Learning</b><b>-based</b><b> Prognostic Models for Acute Pancreatitis: </b><b>Towards </b><b>Improving </b><b>Methods</b><b> and Reporting Quality</b> metadata and data capture form repostiroy

description: These files contain metadata used to produce the results of the paper entitled "<b>A Systematic Review</b><b> of Machine Learning</b><b>-based</b><b> Prognostic Models for Acute Pancreatitis: </b><b>Towards </b><b>Improving </b><b>Methods</b><b> and Reporting Quality</b>" as well as the data capture form used for hte project
DOI: 10.17632/77tf23zbgy
title: Supplemental data files for: Stress and Deformation Characteristics of the Southern Tibetan Lithosphere: Insights from Electrical Anisotropic Studies

description: Data files for a magnetotellurics profile to study the electrical anisotropy structures of the southern Tibetan Plateau, conducted by China University of Geosciences, Beijing.
DOI: 10.17632/c5fcv96yd3
title: Desarrollar estrategia de comunicación para el posicionamiento en Instagram de la empresa Bobinados del Valle

description: La importancia de las estrategias de comunicación en Instagram para las empresas y marcas que desean establecer una presencia en la plataforma. Conectarse con su audiencia es el fortalecimiento de la imagen de la marca, por el hecho de que Instagram es una de las plataformas de redes sociales más populares del mundo, y tener una presencia activa en ella puede ayudar a mejorar la imagen de una empresa. Las estrategias de comunicación adecuadas, como publicar contenido relevante y atractivo, pueden ayudar a consolidar una identidad de marca fuerte y reconocida.
DOI: 10.17632/xym8rd2srf
title: OliveTreeCrownsDb: A High-Resolution UAV Dataset for Detection and Segmentation in Agricultural Computer Vision

description: The OliveTreeCrown dataset contains high-resolution images divided into various grid configurations: 1×1 (original), 3×3, 6×6, and 9×9. Each segment is thoroughly annotated to ensure accurate object detection, providing precise and detailed labeling of olive tree crowns. In addition to the annotated image data, the dataset contains a point cloud representation, a Digital Elevation Model (DEM), and spatial data in Keyhole Markup Language (KML) format. These components collectively capture the three-dimensional geometry, topographic features, and geospatial characteristics of the study area. The XYZ coordinates in the point cloud data define the precise spatial position of each point, contributing to a comprehensive spatial representation. By integrating 3D data and geospatial attributes, this dataset offers a valuable resource for advanced spatial modeling and analysis. It serves as a solid foundation for applications such as multi-scale analysis, 3D mapping, and precision agriculture, fostering innovation in remote sensing and AI-driven agricultural solutions.
DOI: 10.6084/m9.figshare.22680517.v1
title: A large-scale high-resolution WBC image dataset

description: The dataset comprises 16 027 single cell images of normal and pathological white blood cells, including neutrophil segments, neutrophil bands, eosinophiles, basophiles, lymphocytes, monocytes, normoblasts and blast cells of myeloid and lymphoid lineage.
DOI: 10.17632/hncf8fr7rr
title: Adding virtual objects to Apollo lunar photos

description: This dataset provides a computer code that enables the addition of virtual objects, such as stars, to Apollo lunar photos taken during missions from Apollo 11 to 14. It includes all required data files, along with a comprehensive guide and sample images. The calculations are based on 3D photogrammetric models of the landing sites that I have created. A peer-reviewed article describing the mathematical foundations of the algorithm is currently in progress. For further information, please refer to the readme.docx file.
DOI: 10.6084/m9.figshare.29145299.v1
title: Code for China’s county-level monthly CO<sub>2</sub> emissions during 2013-2021

description: Code for China’s county-level monthly CO<sub>2</sub> emissions during 2013-2021
DOI: 10.6084/m9.figshare.703552.v1
title: Analyse comparative de cinq dispositifs de protection hivernale dans la vigne semi-rustique en climat froid

description: Publication et données. Au cours de l'hiver 2011-2012, cinq types de toiles de protection hivernale furent mises à l'essai de par leur propriété potentielle à protéger des dommages hivernaux une vigne semi-rustique de cépage Maréchal Foch en Montérégie-Ouest (Québec, Canada). Les traitements comparés furent Hibertex Pro (Soleno), Hibertex Pro plastifié et microperforé (Soleno), Hibertex Pro (Soleno) recouvert d'un AirGuard® (DuPontTM de Nemours), Hibertex Pro (Soleno) recouvert d'un Air-LockTM (Matériaux de construction BP Canada), ainsi que ArboproTM (Texel®). Tous les systèmes ont permis de protéger adéquatement la vigne de la température minimale extérieure de -25,3 oC atteinte le 16 janvier 2012. Les taux de survie des bourgeons primaires furent bons et équivalents pour tous les traitements. Les systèmes ont nettement diminué le nombre d'heures d'exposition au froid le plus intense. Les systèmes muni d'un pare-air ont légèrement mieux réussi à cet égard. La neige fournit un facteur d'isolation important et semble aussi améliorer l'étanchéité des systèmes. Une installation soignée est vraisemblablement plus importante que le choix des matériaux en lui-même. L'accumulation de neige sur les systèmes, même partielle, confère quelques degrés de protection, mais reste préoccupante si les conditions sont à la fois venteuses et que la température s'approche de la température de cryodommage du cépage. L'analyse climatologique indique qu'il est très probable que des conditions froides surviennent, pour le site étudié, alors que le couvert nival ne favorise pas une protection avantageuse par les géotextiles. Cette étude n'a pas permis de déterminer si un système conçu d'un géotextile plus un pare-air est supérieur à un système muni d'un géotextile seul, ni d'ailleurs si un type de pare-air est supérieur à un autre. Considérant les coûts plus élevés des systèmes munis d'un pare-air, la valeur économique de ceux-ci n'est pas démontrée. Des doutes subsistent quant à la durabilité à long terme des systèmes de protection par géotextile, du moins pour les sites où surviennent des redoux occasionnels, et d'autres travaux sont requis avant de pouvoir en faire la recommandation. D'autre part, les systèmes se sont montrés capables de rester sur la vigne après le débourrement sans causer de dommages apparents de surchauffe. D'autres travaux seraient requis pour vérifier si cette technique peut provoquer de la coulure et principalement d'en vérifier la faculté à protéger de dommages causés par le gel printanier. Des travaux sur l'amélioration de la robustesse des installations et sur la qualité de l'étanchéité seraient également souhaitables.
DOI: 10.17632/3nxcm5fsdz
title: DEMPgen: Physics event generator for Deep Exclusive Meson Production at Jefferson Lab and the EIC

description: There is increasing interest in deep exclusive meson production (DEMP) reactions, as they provide access to Generalized Parton Distributions over a broad kinematic range, and are the only means of measuring pion and kaon charged electric form factors at high Q^2. Such investigations are a particularly useful tool in the study of hadronic structure in QCD's transition regime from long-distance interactions described in terms of meson-nucleon degrees of freedom, to short-distance interactions governed by hard quark-gluon degrees of freedom. To assist the planning of future experimental investigations of DEMP reactions in this transition regime, such as at Jefferson Lab and the Electron-Ion Collider (EIC), we have written a special purpose event generator, DEMPgen. Currently, DEMPgen can generate the following reactions: t-channel p(e, e'π^+)n, p(e, e'K^+)Λ[Σ^0] and n(e, e'π^-)p from a polarized 3He target. DEMPgen is modular in form, so that additional reactions can be added over time.
The generator produces kinematically-complete reaction events which are absolutely-normalized, so that projected event rates can be predicted, and detector resolution requirements studied. The event normalization is based on parameterizations of theoretical models, appropriate to the kinematic regime under study. Both fixed target modes and collider beam modes are supported. This paper presents the structure of the generator, the model parameterizations used for absolute event weighting, the kinematic distributions of the generated particles, some initial results using the generator, and instructions for its use.
DOI: 10.17632/y9n6nyzpx5
title: Vehicle emission factors as a function of speed obtained for Manizales, Colombia based on COPERT 5.4.

description: We used COPERT 5.4 to estimate emission factors for vehicles traveling in the city of Manizales (Fixed off-peak speed 55 km / h - Peak speed varying from 5-55 km / h - 2% average road slopes - Base year 2017). The database includes equations for criteria pollutants, VOCs, NMVOCs, and greenhouse gases, discriminated by type of vehicles, fuel, weight class, and vehicle technology.
DOI: 10.6084/m9.figshare.13551365.v1
title: elpa2_gpu_fhiaims_data.tar.gz

description: Raw FHI-aims output files supporting the paper describing the GPU-accelerated ELPA2 eigensolver (https://doi.org/10.1016/j.cpc.2020.107808)
DOI: 10.6084/m9.figshare.21128035.v9
title: Data for "An investigation on spatiotemporal sizes of specific types of lightning flashes"

description: This dataset is for a manuscript titled "An investigation on spatiotemporal sizes of specific types of lightning flashes". The figures of our results are included in 'Figure **.fig', and the data are included in 'Flash**Lightning.mat'. These files can be opened by MATLAB R2021a(or later). The data supports the aforementioned manuscript and can be used freely for scientific purposes with appropriate citations.
DOI: 10.17632/8ddj6ndhnp
title: Appendix for Sustainable Development and Modern Customs: A Review on Customs Conventions of World Customs Organization

description: This appendix reviews and classifies the articles, chapters, and statements of customs convention, in details. This classification paves the way for proposing new subjects for the customs convention and amendments thereon in the future, to the World Customs Organization and the Customs Cooperation Council.
DOI: 10.17632/92td7k9xtj
title: Andre Walker hair typing system described as 4A-4C and 3A-3C hair 

description: Afro textured hair generally falls into two main categories of the  Andre Walker hair typing system described as 4A-4C and 3A-3C hair.
DOI: 10.17632/pfgg68yd2y
title: CYP2B6 and CYP3A4 inhibition

description: Raw and relative data from chemical inhibition of CYP2B6 and CYP3A4 from Vivid bacculosomes.  

CYP2B6- and CYP3A4-transfected baculosomes from Vivid® CYP450 Blue and Red screening kits, respectively, were obtained from Life Technologies (Carlsbad, CA, USA). Potential inhibitors (and substrates) were screened as described in the Vivid® CYP450 Screening Kits User Guide. Decreased fluorescence due to chemical inhibition was measured on a Gen5 microplate reader (Synergy H1 Hybrid Reader, BioTek, Winooski, Vermont, USA) at 415/460 nm excitation/emission (CYP2B6) and 550/590 excitation/emission (CYP3A4) at automatic read intervals of 50 seconds for a 30-minute duration in kinetic assay mode. Results were exported into Microsoft Excel, where initial fluorescence was subtracted from fluorescence within the linear part of the curve to calculate change over time and averaged between replicates (n = 3-6).
DOI: 10.17632/bh62p4rtr2
title: Contrasting Mg isotope compositions in temperate and tropical regoliths: Possible implications for climate control

description: This dataset includes the percentage changes in element ratios relative to the bedrock, mineral compositions, major element contents, trace element contents, TOC contents,  concentrations and relative proportions of Mg in soil extractions, Nd concentrations and isotope ratios, and Mg isotope compositions for the temperate and tropical regolith profiles from China.
DOI: 10.6084/m9.figshare.13726864.v1
title: The Genetic Studies of Chicken Plumage Color in Double Epistasis Population

description: The population was raised under the same condition in the experimental farm of China Agricultural University. Because this test is also used to analyze egg quality traits, we only performed SNP Array genotyping on 200 hens.
DOI: 10.6084/m9.figshare.19400459.v2
title: Dataset for "Ensemble Modeling of Radiation Belt Electron Flux Decay Following a Geomagnetic Storm: Dependence on Key Input Parameters"

description: This is the dataset used to produce figures for the paper under review with the title of "Ensemble Modeling of Radiation Belt Electron Flux Decay Following a Geomagnetic Storm: Dependence on Key Input Parameters". The ensemble simulation results are also provided.
DOI: 10.6084/m9.figshare.4602016.v1
title: EXCEED - The Extreme Climate Event Database

description: Extreme Climate Event Database is a picture database intended to induce emotionally salient stimuli reactions in the context of natural hazards associated with global climate change and related extreme events.<br>The creation of the database was motivated by the need to better understand the impact that the increase in natural disasters worldwide has on human emotional reactions.<br>This new database consists of 150 pictures divided into three categories: two negative categories that depict images of floods and droughts, and a neutral category composed of inanimate objects.<br>Each image receives an abbreviation identification letter for the category that it belongs to, followed by a crescent number within the group, the respective attribution credit and creative common (CC) license. <br>The letter N represents neutral pictures (range: N01 to N50), FL designates the flood group (range FL01 to FL50), and DR designates drought pictures (range DR01 to DR50). <br>All pictures are in JPEG format; however, the resolution and dimensions could vary between pictures.<br><br>All EXCEED images are under Creative Common (CC) license, and each image is under specific license according to restrictions of modifications and use in commercial settings.<br><br>When using any image from EXCEED, one must be careful to individual license for each picture as well for the credits for the owner and EXCEED.<br>Access &lt; https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0204093 &gt; to read about the development and validation of EXCEED.<br>
DOI: 10.17632/y2g5rp4vhm
title: From Methodological Skepticism to Credibility: Advances and Debates around the "Scientificity" of Qualitative Analysis

description: In this essay we critically analyze the methodological and epistemological assumptions of qualitative data analysis. We develop the analysis taking into account the most popular approaches to qualitative analysis in academia and their theoretical implications, as well as criticisms sustained from neopositivist positions.

Our thesis is based on the methodological and epistemological utility of the systematic skeptical approach as a critical and constant questioning of qualitative findings to certify the conclusions of qualitative research.

We develop an epistemological-methodological analysis of the systematic skeptical approach and detail its value for the scientific legitimacy of largely qualitative studies, taking into account its relevance for evaluating the quality and validity of qualitative findings.

We delve into key issues of qualitative analysis such as validity, reliability and objectivity. We discuss the challenges of demonstrating these qualities in a largely qualitative approach versus a quantitative one. We conclude by highlighting the importance of the systematic skeptical approach and how it is key to granting scientific legitimacy to qualitative data analysis.
DOI: 10.6084/m9.figshare.20223303.v1
title: Wine Quality Full

description: part of the dataset supplied in https://www.kaggle.com/datasets/uciml/red-wine-quality-cortez-et-al-2009 https://archive.ics.uci.edu/ml/datasets/wine+quality
DOI: 10.17632/7fdgvw4b32
title: A Validated Model, Scalability, and Plant Growth Results for an Agrivoltaic Greenhouse

description: Data to accompany paper by the same name published in the MDPI journal Sustainability