cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/fnf8b85kr6
title: Behaviour Biometrics Dataset

description: The dataset provides a collection of behaviour biometrics data (commonly known as Keyboard, Mouse and Touchscreen (KMT) dynamics).  The data was collected for use in a FinTech research project undertaken by academics and researchers at Computer Science Department, Edge Hill University, United Kingdom. The project called CyberSIgnature uses KMT dynamics data to distinguish between legitimate card owners and fraudsters.  An application was developed that has a graphical user interface (GUI) similar to a standard online card payment form including fields for card type, name, card number, card verification code (cvc) and expiry date. Then, user KMT dynamics were captured while they entered fictitious card information on the GUI application. 

The dataset consists of 1,760 KMT dynamic instances collected over 88 user sessions on the GUI application.  Each user session involves 20 iterations of data entry in which the user is assigned a fictitious card information (drawn at random from a pool) to enter 10 times and subsequently presented with 10 additional card information, each to be entered once. The 10 additional card information is drawn from a pool that has been assigned or to be assigned to other users.  A KMT data instance is collected during each data entry iteration. Thus, a total of 20 KMT data instances (i.e., 10 legitimate and 10 illegitimate) was collected during each user entry session on the GUI application. 

The raw dataset is stored in .json format within 88 separate files. The root folder named `behaviour_biometrics_dataset' consists of two sub-folders `raw_kmt_dataset' and `feature_kmt_dataset'; and a Jupyter notebook file (kmt_feature_classificatio.ipynb). Their folder and file content is described below: 

--  `raw_kmt_dataset': this folder contains 88 files, each named `raw_kmt_user_n.json', where n is a number from 0001 to 0088. Each file contains 20 instances of KMT dynamics data corresponding to a given fictitious card; and the data instances are equally split between legitimate (n = 10) and illegitimate (n = 10) classes. The legitimate class corresponds to KMT dynamics captured from the user that is assigned to the card detail; while the illegitimate class corresponds to KMT dynamics data collected from other users entering the same card detail.

--  `feature_kmt_dataset': this folder contains two sub-folders, namely: `feature_kmt_json' and `feature_kmt_xlsx'. Each folder contains 88 files (of the relevant format: .json or .xlsx) , each named `feature_kmt_user_n', where n is a number from 0001 to 0088. Each file contains 20 instances of features extracted from the corresponding `raw_kmt_user_n' file including the class labels (legitimate = 1 or illegitimate = 0). 

--  `kmt_feature_classification.ipynb': this file contains python code necessary to generate features from the raw KMT files and apply simple machine learning classification task to generate results. The code is designed to run with minimal effort from the user.
DOI: 10.15468/dl.tffc3t
title: Occurrence Download

description: A dataset containing 464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aextoxicaceae"
 ]
}

 The dataset includes 464 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009122-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fng5rn83nd
title: Supplementary material for: Challenges and future research directions in Secure Multi-Party Computation for resource-constrained devices and large-scale computations

description: The data file contains the complete review process of a Systematic Literature Review titled "Challenges and Future Research Directions in Secure Multi-Party Computation for Resource-Constrained Devices and Large-Scale Computations." The purpose of this material is to ensure the literature review is entirely transparent and reproducible. To facilitate the extraction process, the authors utilized the Highlight&Go¹ extension. Consequently, some sheets contain direct results from this tool, while others provide additional information about the review process that may be of interest to the reader.

¹ https://chrome.google.com/webstore/detail/highlightgo/bihmalipgnlomidlpekdnoohiejppfmo
DOI: 10.17632/nthz6pjt73
title: Littering Article Dataset

description: These are the questionnaire and AMOS output
DOI: 10.17632/wsj2nnspbf
title: Learning from errors：Deliberate Errors Enhance Learning

description: Deliberate errors is an effective learning strategy, comparable to retrieval practice, However, learners often experience metacognitive illusions regarding both strategies, making their adoption challenging, particularly for deliberate errors.
DOI: 10.6084/m9.figshare.25233637.v1
title: Supplementary Material for: This “<i>mite</i>” Surprise You: Scabies Masquerading as Langerhans Cell Histiocytosis – A Case Report

description: <b><i>Introduction:</i></b> Scabies is a common parasitic infestation caused by the mite <i>Sarcoptes scabiei. </i>Scabies can mimic other entities clinically, resulting in misdiagnosis. The presence of a mite in the stratum corneum on biopsy specimens is diagnostic of scabies. However, there are instances when mites are not visible, and immunohistochemical (IHC) staining may be misleading. An example is when IHC demonstrates Cluster of Differentiation 1a and S100 positivity. The main differential diagnosis for this finding is Langerhans cell histiocytosis, a group of idiopathic disorders of bone marrow-derived Langerhans cells, with manifestations ranging from isolated to life-threatening multisystem disease. <b><i>Case Presentation:</i></b> We present a case of a patient who was diagnosed with Langerhans cell histiocytosis based on histological findings, further review with a repeat reading and deeper sectioning of her biopsy revealed a mite in the stratum corneum, altering the diagnosis, course, and management. She subsequently developed persistent post-scabietic nodules, an underreported entity that may occur following infestation and persist for up to a year. These lesions are self-limiting and do not require repeated courses of treatment. <b><i>Conclusion:</i></b> Langerhans cell hyperplasia may be seen in a multitude of entities, including scabies. Familiarity with this phenomenon is crucial to avoid unnecessary invasive investigations, aggressive management and alleviate patients’ concerns.
DOI: 10.17632/gpcg9m5758
title: Mother bats facilitate pup navigation learning

description: Data and codes
DOI: 10.17632/tc642xfb4z
title: Replication data for Population Displacement and Urban Conflict (Castells-Quintana et al. JDE 2022)

description: This dataset and associated do file replicates the findings reported in Castells-Quintana, Lopez-Uribe and McDermott (2022) "Population displacement and urban conflict: Global evidence from more than 3300 flood events", published in the Journal of Development Economics. The published article is available at: https://doi.org/10.1016/j.jdeveco.2022.102922
DOI: 10.6084/m9.figshare.11770986.v1
title: Data from Keiser et al 2018 Ethology

description: This file contains five tabs:1) Survival of prey in open/complex habitats with a predatory sea star present<br>2) Survival of prey in open/complex habitats with a predatory wolf spider present<br>3) Survival of prey in open/complex habitats with a predatory jumping spider present<br>4) Activity levels of crickets in the presence/absence of <br>predator cues<br>5) Activity levels of snails in the presence/absence of predator cues
DOI: 10.17632/85p98jth7r
title: local climatic conditions on household consumption. A case of South Africa

description: The primary data source for this study is the nationally representative 2017 South African National Income Dynamic Study (NIDS), wave 5 data (Southern Africa Labour and Development Research Unit (SALDRU), 2018. NIDS, wave 5, was administered to over 47,000 individuals in 13,700 households. However, for our study, we limit our sample to 7,135 households with complete information on all the relevant variables. NIDS wave 5 collected various socioeconomic variables at the individual and household levels central to our study. These include demographic characteristics (age, gender, and race), income, consumption, education level, assets, household debt, and employment status. 
In addition, we use geospatial climate data, mainly temperature and precipitation, produced by the Climate Research Unit (CRU) at the University of East Anglia (https://www.uea.ac.uk/web/groups-and-centres/climatic-research-unit/data )(Harris et al. 2020). The climate data combines data from more than 4,000 weather stations worldwide and satellite data to estimate monthly(yearly) average climate data from 1901-2020. The advantage of this database is that it is provided at fine spatial resolution (0.5x0.5 degree) grids, which allows us to extract the climate data for different geographical levels. We aggregate the data to 52 districts following the geographical boundaries used in the 2011 Census, which matches the district boundaries in the 2017 NIDS data. Finally, we merge the climate data for 2017 with 2017 NIDS, wave 5 data based on the 52 districts in South Africa so that each household is assigned the average yearly climate data for its corresponding district. The data is merged and is in STATA 16 format. We included a dofile that we used to analyse the data
DOI: 10.21233/3w74-ph89
title: Cuddihy Lake #3 pollen surface sample dataset

description: Raw data for the Cuddihy Lake #3 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/syschk729z
title: Data Bibliometric on Photojournalism (1960-2025)

description: This is CSV file from Scopus database that focus on single keyword "Photojournalism" articles during 1960-2025.
DOI: 10.17632/zpk33xmdzt
title: The Impact of Emotional Intelligence on Vocational Interests among Palestinian Students

description: emotional intelligence, vocational interests, career, Palestine, students
DOI: 10.17632/7wsb3gyz74
title: Data for: The Effect of Interlayer Reactivity on the Quality of Diamond Coating by HFCVD Deposition
DOI: 10.17632/w8p6hk4j7z
title: Effect of perceived supervisor support, perceived co-worker support and technostress on turnover intention among nurses in Bangladesh

description: Nurses are the heart of healthcare and an essential pillar of society that health standards heavily rely upon. However, it was reported that there is a high degree of turnover in the nursing profession which is the primary concern of many health services organisations. The high turnover of nurses was the result of a high nurse-patient ratio, resulting in an increased workload and a lower quality of patient care. This scenario is similar to Bangladesh. Therefore, this study aims to understand how to mitigate the high turnover intention among nurses in the healthcare sector in Bangladesh. Nevertheless, very little research has been conducted on the linkage between perceived supervisor support, perceived co-worker support and turnover intention among nurses in Bangladesh. Most of the research so far has been conducted in Western settings. It was also found that some of the findings are inconclusive, necessitating further research. In addition, there is a paucity of research to use technostress as a moderator to examine the relationship between perceived supervisor support, perceived co-worker support and turnover intention. Therefore this study filled these gaps because there is still some ambiguity about the relationship between all the variables. The social exchange theory and conservation of resources theory supported the conceptual framework. Employing a positivist approach, this study selected a quantitative correlational methodology. It employed a cross-sectional survey research design. Data were collected from 383 simple random sampled respondents with a response rate of 39.65% to validate a structural model developed by reviewing existing literature. Data were collected using a standardised measurement instrument that includes all the variables. This study used the self-reported questionnaire using the drop-off/pick-up method. The study’s results revealed that perceived supervisor support has a significant negative relationship with turnover intention. In contrast, perceived co-worker support has an insignificant relationship. This study also confirmed the moderating effect of technostress on the association between perceived organisational supervisor support, perceived co-worker support and turnover intention. Based on the findings, this study focused that hospitals should prioritise creating an environment that facilitates social exchange. This study hopes to assist human resource managers in improving human resource management techniques for minimising nurse turnover, which is particularly important in Bangladesh and, more broadly, in any country facing similar difficulties. In the future, the study emphasises longitudinal research designs that incorporate cause-and-effect relationships to achieve better results. At the aggregate level, emphasis should be placed on national laws, policies, and retention strategies’ role in reducing the nurses’ turnover intention, thereby enhancing healthcare provision.
DOI: 10.17632/3fv6z8sgjk
title: Data for the manuscript: Nutrient release coefficient: A proposed batch reactor assay to determine elemental composition of aquaponic nutrient solutions

description: This is the data for the manuscript "Nutrient release coefficient — A proposed batch reactor assay to predict elemental composition of aquaponic nutrient solutions
DOI: 10.6084/m9.figshare.8872721.v5
title: A chromosome-level genome assembly of the Chinese tupelo Nyssa sinensis

description: The GFF3 file of the Nyssa sinensis genome
DOI: 10.17632/r4cm287tkz
title: Yuanying Xu IHC raw data

description: “Danggui Liuhuang Decoction Improves Endothelial Dysfunction in Type 2 Diabetes by Modulating the JAK2/STAT3 Pathway-Mediated Inflammatory Response” (Number: JETHNO-D-24-08124) :IHC raw data
DOI: 10.17632/9yc82m6yw5
title: Dataset of graphene nano-liquified Petroleum Gas (LPG) performance in a domestic refrigerator system

description: Dataset from a graphene-enhanced LPG experiment in a domestic refrigerator
DOI: 10.17632/2y9cn687jn
title: Dataset#2 Bone pathologies of modern non-working cattle (Bos taurus) in the context of grazing systems and environmental influences (based on materials from the South Urals, Russia)

description: The dataset#2 is devoted to the results of studying pathologies on the bones of modern cattle and environmental conditions in the valley of the Karagaily-Ayat river. The dataset#2 contains graphs, diagrams and images of current environmental conditions, grazing systems and pathologies of the bones of cattle from the valley of the Karagaily-Ayat River. This Dataset is a part of the article ""Bone pathologies of modern non-working cattle (Bos taurus) in the context of grazing systems and environmental influences (based on materials from the South Urals, Russia)""" Abstract: The aim of the work is to assess the forms and boundaries of development of age-related changes and bone pathologies in modern non-working cattle for the possibility of using the results in the analysis of archaezooological collections and in the reconstruction of the working cattle exploitation in antiquity. Study area is located in the steppe zone of the Southern Urals on the territory of Russia near the border with Kazakhstan. About 300 bones of modern cattle were analyzed, most of which are represented by metapodials and phalanxes. When analyzing the material, various archaezoological methods were used to reconstruct the size of animals and describe pathologies. The main results of the work are evidence that minor lipping and exostoses of metapodials and phalanxes, as well as ankylosis and hip joint eburnation, are typical for non-working cattle. In rare cases, lipping and exostoses of 3-4 stages are observed. Another important result is the discovery of the relationship between osteophagia and pathologies of the dentition of cattle. The analyzed changes in the bones of the distal extremities cannot be used for categorical reconstruction of the working cattle when processing the archaezooological materials from archaeological sites, primarily in the East European steppe space. The study showed the vulnerability of reconstructing the working cattle exploitation based only on osteological markers. Obviously, for such reconstructions, all available evidence should be involved, and not just single pathologies of the skeletal system.
DOI: 10.17632/6wbrt5xhyh
title: Supported Ionic Liquid Phase materials based on MgO-SiO2 and MgO-SiO2/lignin supports

description: This dataset contains results of conducted physicochemical analysis and catalytic tests on new Supported Ionic Liquid Phase materials with rhodium and platinum based on MgO-SiO2 and MgO-SiO2/lignin supports. The aim of this research was to obtain new SILP materials with rhodium and platinum, based on the oxide systems MgO-SiO2 and MgO-SiO2/lignin supports. As part of this research, the synthesis of oxide systems was carried out and obtained supports were applied in new SILP materials. Catalytic activity of the obtained SILP materials was tested in the hydrosilylation of 1-octene with 1,1,1,3,5,5,5-heptamethyltrisiloxane. The supports and catalytic materials were subjected to thorough characterization by elemental analysis, XRD, SEM-EDX, IR, and TGA, and their particle size distribution and porous properties were assessed. The conducted research proved the possibility of easy isolation and re-use in subsequent catalytic cycles of new SILP materials with rhodium and platinum. It is worth noting that the oxide systems MgO-SiO2 and MgO-SiO2/lignin have not been used in this type of catalytic materials so far.
Samples description was included in the README file.
DOI: 10.17632/6x9z7t76hm
title: Dataset for Small Integrin Binding Ligand N-linked Glycoproteins, prostate-specific antigen and time to prostate cancer diagnosis.

description: Data are from a retrospective longitudinal case control study that was performed to determine the association of the SIBLINGs Dentin sialophosphoprotein (DSPP), bone sialoprotein (BSP), osteopontin (OPN) and prostate-specific antigen (PSA) with preclinical prostate cancer. Paired serum samples from 109 cancer-free Baltimore Longitudinal Study on Aging participants were divided into those that were either most distal or proximal to diagnosis (cases) or censoring (controls). DSPP, BSP, OPN, and PSA were measured by immunoassay and dichotomized into low or high based on their respective cut-off values. Associations of individual biomarkers and aggregated biomarkers with time to diagnosis or death, modeled as disease-free survival or overall survival, were assessed using Kaplan Meier to assess survival curves graphically and median survival estimates in distal or proximal sets separately. Cox proportional hazard survival hazard ratios were determined for individual and aggregated biomarkers in distal or proximal sets separately, Models were adjusted for age, BMI and hypertension and the significance of the hazard ratios was assessed by false discovery rate analysis.
DOI: 10.17632/srhd37hxdd
title: Core data

description: The grain size, major elements of the borehole sediments and tuned data involved in the study.
DOI: 10.17632/xh228nrs8d
title: Data for: Mapping Natural Forest Cover using Satellite Imagery of Nkandla Forest Reserve, KwaZulu-Natal, South Africa.

description: The data is for the application of Support Vector Machine and Random Forest Algorithms to Landsat image for mapping the forest cover of a natural forest in South Africa.
DOI: 10.6084/m9.figshare.16698031.v1
title: Supplementary Material for: Heterogeneity of Frailty Trajectories and Associated Factors in the Lothian Birth Cohort 1936

description: <b><i>Introduction:</i></b> Recent research suggests that the experience of frailty progression may be heterogeneous, with latent subpopulations of older adults following distinct trajectories of frailty. We aimed to investigate this notion and determine whether certain factors are associated with the membership of these subpopulations. <b><i>Methods:</i></b> Data from 5 data waves collected over 12 years in participants of the Lothian Birth Cohort 1936, aged 70 at baseline, were used to derive the frailty index (FI) (NW1 = 1,091, NW5 = 431). These were used in latent class mixed modelling to estimate subpopulations of frailty trajectories. <b><i>Results:</i></b> A quadratic latent class mixed model found 3 distinct groupings, which followed a low (61%, <i>n</i> = 632), medium (36%, <i>n</i> = 368), or high (3%, <i>n</i> = 28) FI trajectory. Each grouping had different intercepts and slopes, with the high grouping following the steepest trajectory indicating a rapid increase in frailty. Findings showed that in general, those in the low grouping were younger, had higher education, higher age 11 cognitive ability, and were from a higher social class than those in the medium and high groupings. <b><i>Discussion/Conclusion:</i></b> Our findings demonstrate heterogeneity in frailty trajectories over 12 years in individuals aged 70 years at baseline. Membership of higher frailty trajectory groupings was associated with lower social class, less education, and lower childhood cognitive ability, indicating the potential for future interventions to target individuals who are at the greatest risk of belonging to the high frailty trajectory. Future research is required to continue this line of inquiry by exploring other risk and protective factors, and importantly, to assess whether it is possible to realign an individual’s membership to a less detrimental grouping of frailty trajectory.
DOI: 10.17632/3f7ws2cm4y
title: Amazon Reviews

description: Customer reviews of Amazon products on Amazon website
DOI: 10.17632/bp3dw248mg
title: Journal of Islamic Education; No. 30

description: Philosophy of Islamic education;
 Schools and approaches to Islamic education;
 Educational jurisprudence (Fiqh);
 Foundations, principles and methodology of Islamic education;
 History of Islamic education;
 Educational thoughts, views and ideas of Muslim scholars;
 Educational sciences such as educational management, curriculum planning and educational psychology with an Islamic approach;
 Comparative studies;
 The areas and dimensions of education in Islam include religious education, devotional education, moral education, sexual education, political education, and so on;
 Methodology of research in Islamic education;
 Examining different aspects of formal education with Islamic perspective;