cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/s6t5nn73bm
title: Brick Masonry Surface Damage Dataset Collected from Battledore of the Darbhanga Fort (A Cultural Heritage) for Automatic Damage Detection

description: This dataset comprises images of superficial damages observed in the battledore of Darbhanga Fort, a cultural heritage structure located in Darbhanga, Bihar, constructed using red brick masonry. The dataset contains a total of 7,886 images, including 7,440 images with instances of ‘crack’, ‘spalling’, and ‘vegetation’, along with 446 background images that do not feature any damage. All images, with dimensions of 768 px × 768 px, are organized into two subfolders, “Damaged_images” and “Background_images”, located within the main folder “Darbhanga_Fort.”
The dataset has been utilized in the research article titled “Deep learning-based damage detection and segmentation in the battledore of Darbhanga Fort”, published in Journal of Cultural Heritage, available at DOI: 10.1016/j.culher.2025.04.023.
This dataset is a valuable resource for training and evaluating various deep learning models for damage detection and segmentation tasks.
DOI: 10.6084/m9.figshare.10120685.v2
title: The Twitter Parliamentarian Database

description: This is the Twitter Parliamentarian Database: a database consisting of parliamentarian names, parties and twitter ids from the following countries: Austria, Belgium, France, Denmark, Spain, Finland, Germany, Greece, Italy, Malta, Poland, Netherlands, United Kingdom, Ireland, Sweden, New Zealand, Turkey, United States, Canada, Australia, Iceland, Norway, Switzerland, Luxembourg, Latvia and Slovenia. In addition, the database includes the European Parliament.<br><br>The tweet ids from the politicans' tweets have been collected from September 2017 - 31 October 2019 (more data can be added later). In compliance with Twitter's policy, we only store tweet ids, which can be re-hydrated into full tweets using existing tools. More information on how to use the database can be found in the <i>readme.txt.<br><br></i>It is recommended that you use the .csv files to work with the data, rather than the SQL tables. Information on the relations in the SQL database can be found in the <i>Database codebook.pdf. <br><br>Update: </i><i>- The tweet ids for 2021 have been added as 2021.csv </i>
DOI: 10.6084/m9.figshare.13886912.v2
title: Sequence information and functional annotation of four fish species

description: The dataset contains mRNA and protein sequences as well as gene function annotation files for common carp (<i>Cypinus carpio</i>), goldfish (Carassius auratus), <i>Puntius tetrazona</i> and <i> Paracanthobrama guichenoti</i>. These files uploaded herein are extended data for the article "Updated genome of common carp (Cyprinus carpio), improved genome annotation of goldfish (Carassius auratus), and genome sequences of two closely related diploid fish provide insights into convergent structure evolution and divergent expression processes in allo-tetraploids".
DOI: 10.6084/m9.figshare.28268522.v1
title: Data for Meta Analysis

description: This research investigates the link between early exposure to digital media and STM capacity among different Indian generations.
DOI: 10.6084/m9.figshare.28838369.v1
title: Deep Learning –Based Image Classification System

description: Deep learning, a subset of machine learning, has revolutionized artificial intelligence (AI) with 
its ability to model complex data patterns through artificial neural networks. It excels in fields 
like image and speech recognition, natural language processing, and autonomous systems.
DOI: 10.4121/21803667.v1
title: Data underlying publication: Battle for the mounds: niche competition between upside-down jellyfish and invasive seagrass

description: This dataset contains data collected from field experiments studying the use of bioturbation mound as a niche for invasive seagrass settlement and growth, as well as for competition between invasive seagrass and upside-down jellyfish in the Dutch Caribbean. The experimental data describes how many native, invasive and upside-down jellyfish individuals were counted within the in total 20 plots divided over three treatments (natural bioturbation mounds, artificial bioturbation mounds and control vegetated plots) and was collected on the island of Curacao in a 45 day experiment. The transect data describes how the number of invasive seagrass shoots and bioturbation mounds are distributed over a spatial invasion gradient, comparing transect points close to shore (shore) and in the direction towards the center of the bay (inward) and was collected on Bonaire.
DOI: 10.6084/m9.figshare.28570271.v1
title: AI DATA Prompt 1.xlsx

description: This is the result of applying 11 LLM models and one standard machine learning approach for classifying sentiment in abstracts with artificial intelligence themes from PubMed. 1 stands for positive, 0 for neutral and -1 for negative.
DOI: 10.6084/m9.figshare.28850981.v2
title: Assessment of Microvessel Isolation Protocol by Western Blot to Verify Capillary Enrichment

description: Western blot images and quantification of samples generated from whole murine brain (yellow), vessels collected after enrichment (blue), and microvessels collected after enrichment and filtration (pink). Protein samples were probed for the relative levels of alpha-smooth muscle actin (aSMA), Claudin5, and platelet-endothelial cell adhesion molecule-1 (PECAM-1), with alpha-tubulin referenced as the loading control. This analysis provided greater insight into the output from each collection technique with respect to microvessel content.
DOI: 10.6084/m9.figshare.4265126.v1
title: Scots pine.xlsx

description: Pedigree and EBV for Scots pine case study, for genetic algorithm.
DOI: 10.17632/3zrpsmpxdx
title: Data for: Validation of a monetary Taylor Aggression Paradigm: associations with trait aggression and role of provocation sequence

description: The present study had four objectives. First, we aimed at replicating the effects of provocation on reactive aggression in a monetary modified Taylor Aggression Paradigm (mTAP). Moreover, we examined the moderating role of gender expecting higher gender differences under conditions of low provocation and smaller gender differences under conditions of high provocation. In terms of convergent validity, we hypothesized a significant relationship between self-reported trait aggression and behavioral aggression outcomes in the laboratory paradigm. Finally, to explore the role of provocation sequence, the monetary stimuli (0 - 90 cents) were presented either randomly or in a fixed sequence. In contrast to the random sequence, the fixed sequence was generated as triplets of the same provocation category. Because of the more homogeneous provocation sequence in the fixed condition, we expected higher aggression levels after higher provocation and lower aggression levels after lower provocation in this experimental condition. In this experiment, 209 young healthy participants (104 males, 105 females) completed a mock competitive reaction time task with a fictional opponent with 40% preprogrammed win and 60% lose trials. In lose trials, participants were provoked by subtracting a low (0 - 20 euro cents), medium (30 - 60 cents) or high (70 - 90 cents) amount of money from their account.
DOI: 10.4225/03/5726f97910b9d
title: Prince Arjuna - Wayang Kulit (shadow puppet)

description: Prince Arjuna, leather shadow puppet in the Yogyakarta style. From the Mahabharata.
DOI: 10.6084/m9.figshare.20013577.v1
title: Correlation between actual survival and Tokuhashi and tomita scores in spine metastases

description: OBJECTIVE: To evaluate the accuracy of the scores of Tokuhashi and Tomita and the actual survival of patients with vertebral metastases.METHODS: A retrospective assessment of 45 patients with spinal metastases. Thirty-one patients underwent surgical treatment and adjuvant therapy and 14 received conservative treatment (chemotherapy/radiotherapy) or palliative/supportive, depending on the scores of Tokuhashi and Tomita.RESULTS: In the study, 80% of patients were female and the mean age was 57.8 years (SD=11.3 years). The most frequent primary tumors were breast and prostate (68.9%). The accuracy of Tokuhashi scale was 53.4% and the Tomita, 64.5%. The concentration of Tomita range of correct classification was in the category of survival &gt; 12 months (57.8%), while the Tokuhashi scale presented some adjustment in the other categories, &lt; 6 months (15.6%) and 6 to 12 months (2.2%). The histological type of the primary tumor was the only variable that statistically influenced the survival time of patients (p&lt;0.001), and patients with lung or liver tumor (most aggressive) presented a risk of death 9.89 times higher than patients with primary tumors of breast or prostate (less aggressive) (95% CI: 3.10 to 31.57).CONCLUSION: The Tokuhashi and Tomita scores showed good accuracy with respect to the actual survival of patients with tumor metastasis in the spine.
DOI: 10.6084/m9.figshare.28621744.v1
title: Additional file 1 of Stochastic determination of arrival time and initial polarity of seismic waveform

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.5129176.v1
title: Supplementary Material for: The Prevalence of Chronic Obstructive Pulmonary Disease by the Global Lung Initiative Equations in North-Western Russia

description: <b><i>Background:</i></b> The prevalence of chronic obstructive pulmonary disease (COPD) varies in different countries, while the cut-off for airflow obstruction (AO) is still contested. No COPD prevalence data based on the Global Lung Initiative (GLI) 2012 equations are available in Russia. <b><i>Objectives:</i></b> This study aims to assess AO prevalence by the GLI lower limit of normal (GLI-LLN) and the fixed cut-off, to identify AO risk factors and to assess the diagnostic value of respiratory symptoms in north-western Russia. <b><i>Methods:</i></b> In a north-western Russian population-based sample of 2,974 adults aged 35-70 years, data on socio-demographics, smoking, occupational exposures and respiratory symptoms were collected, and spirometry was performed before and after bronchodilator (BD) administration. <b><i>Results:</i></b> The AO prevalence was 6.8% (95% CI 5.8-7.9) based on the fixed and 4.8% (95% CI 3.9-5.7) based on the GLI-LLN cut-off. 22.5% of the participants with post-BD AO had a positive bronchodilator test, and 1% showed a paradoxical BD response. Of the environmental factors studied, only smoking was independently associated with AO (odds ratio 2.47, 95% CI 1.60-3.82). The positive predictive value of respiratory symptoms for AO was 11% based on the fixed and 8% based on the GLI-LLN cut-off. <b><i>Conclusions:</i></b> In a sample of adults in north-western Russia, the AO prevalence by the GLI-LLN cut-off was lower than that by the fixed cut-off. The predictive value of respiratory symptoms was low.
DOI: 10.17632/7c342wkw7g
title: Topical 5% 5-Fluorouracil versus procedural modalities for squamous cell carcinoma in situ and superficial basal cell carcinoma: a retrospective cohort analysis, Supplemental Materials

description: Study methods and descriptive characteristics of SCCIS and sBCC patients and tumors that were treated with topical 5-fluorouracil 5% cream (5-FU) and all other modalities (electrodessication and curettage, laser and curettage, cryotherapy +/- curettage, Mohs surgery, shave removal, or surgical excision). Data was gathered through a retrospective chart review of patients seen at the University of Massachusetts Department of Dermatology from 2008-2012.
DOI: 10.6084/m9.figshare.11816673.v1
title: New data on distance range of species distribution

description: Most Hydrachnidia, commonly known as water mites, have a parasitic larval stage during which dispersal is predominantly host-mediated, suggesting that these water mites may have a wider distribution than non-parasitic species. However, does this actually occur? To address this question, we compiled and compared the geographic distribution of water mite species that have a parasitic larval stage with those that have lost it. We performed a bootstrap resampling analysis to compare the empirical distribution functions derived from both the complete dataset and one excluding the extreme values at each distribution tail. Thiss file includes the datat for all the species, used in this study.
DOI: 10.6084/m9.figshare.9642908.v5
title: Walking through virtual mazes: Spontaneous alternation behaviour in human adults. Collected data and R analysis script

description: This item contains the datasets collected in the study "Walking through virtual mazes: Spontaneous alternation behaviour in human adults" and the used analysis script. See the SAB_README.txt file for a detailed description of the content.<br>
DOI: 10.17632/8ng58jj2vp
title: Evaluation of the Effects of Learning Activities towards Student’s Performance using ANN dataset

description: This is the dataset for the paper titled "Evaluation of the Effects of Learning Activities towards Student’s Performance using ANN"

Students of a specific class in a specific semester were asked to participate.

It includes the responses to the questions of:
Research done on the subject
Asking questions about what was taught in class
Studying the material before class
Interest in the subject
Stress affecting classroom
Quality of sleep affecting you in the classroom
Not attending classes
How many subjects did you have during the semester?
A split of effort in learning between theoretical/practical/internet sources
What was your final result for the subject?

It is scaled from 0-100 with 100 being heavy in agreement and 0 being heavy in disagreement.
DOI: 10.6084/m9.figshare.13729108.v1
title: EMT gene list

description: 430 pooled genes related to EMT process.<br>
DOI: 10.6084/m9.figshare.23813544.v1
title: wind disturbance pattern

description: This dataset includes 9 raster files and 1 vector file, involving wind disturbance pattern over the past ~110 years (1910-2021), and various topographic variables (such as elevation, slope, aspect) pattern, as well as the distribution of vegetation zone for the Changbai Mountain Nature Reserve, China. Here the wind disturbance pattern is derived from remote sensing images, together with machine-learning models constructed using topographic, vegetation and other variables. These files can be opened by ArcGIS.
DOI: 10.6084/m9.figshare.26381308.v1
title: The cultural evolution of witchcraft beliefs

description: Witchcraft beliefs are historically and geographically widespread, but little is known about the cultural inheritance processes that may explain their variation between populations. A core component of witchcraft belief is that certain people (‘witches’) are thought to harm others using supernatural means. Various traits, which we refer to as the ‘witchcraft phenotype’ accompany these beliefs. Some can be classified as ‘symbolic culture’, including ideas about the typical behaviour of witches and concepts such as familiars (witches’ magical helpers), and demographic traits such as the age and sex of those likely to be accused. We conducted an exploratory study of the cultural evolution of 31 witchcraft traits to examine their inferred ancestry and associations with historic population movements. We coded a dataset from ethnographic accounts of Bantu and Bantoid-speaking societies in sub-Saharan Africa (N = 84) and analysed it using phylogenetic comparative methods (PCMs). Our results estimate that while some traits, such as an ordeal to test for witchcraft, have deep history, others, such as accusations of children, may have evolved more recently, or are limited to specific clusters of societies. Demographic and symbolic cultural traits do not typically co-evolve. Our findings suggest traits have different transmission patterns, and these may result from benefits they provide or from universal psychological mechanisms that produce their recurrent evolution.
DOI: 10.6084/m9.figshare.28596578.v1
title: Planting Area Distribution of Early Rice in Sanya, Hainan Province, China from 2019 to 2024 (10 m)

description: In March 2022, the team conducted an in-depth survey of the distribution of paddy fields in Sanya City. All members held handheld GPS devices and combined Google Map HD images to collect on-site data. After careful proofreading and visual interpretation, the data of 10,019.7 hectares of paddy fields were successfully collected. Following this investigation, in April 2024, I once again conducted field visits to the rice planting concentration areas in Yazhou District and Tianya District of Sanya City, and obtained a total of 441 hectares of early rice planting area in 2024 in Sanya City.Based on the above field survey data, this team developed a rice remote sensing recognition framework suitable for humid and cloudy areas. In this framework, rice growth-related vegetation index (NDVI, LSWI, NDWI) is integrated into the process of remote sensing image synthesis, and the midyear value of vegetation index is used as the quality band to eliminate the interference of cloud cover to a certain extent, and the commonly used image pixel median synthesis method is used to form four sets of rice image data in Sanya City. Four sets of image data were combined with ResNet-34 deep learning model to build a rice planting area recognition model. Based on the rice planting distribution recognition model, the team used LSWI synthetic remote sensing image to inversion the planting area of early rice in Sanya City, and the results were uploaded to the compressed package.
DOI: 10.6084/m9.figshare.29045843.v1
title: Mycobacterium bovis AF2122/97 genome

description: Mycobacterium bovis AF2122/97 genome
DOI: 10.6084/m9.figshare.29154800.v1
title: · <i>The Century Equation of Centrifugal Pumps: Euler’s Model Has Reached Its Limit!</i>

description: · <i>This paper proposes a major reformulation of Euler’s classical head equation for centrifugal pumps by integrating a synthetic head formula that reflects both the hydraulic limits and design insights. The proposed model reconstructs the H–Q curve as a superposition of two quadratic states, corresponding to Q = 0 and Q = Qₐₓ, with the final expression: H = Hₐₓ</i><i>⋅</i><i>(1 − Q/Qₐₓ)². This unifies empirical data and mechanistic understanding into a comprehensive equation that addresses legacy constraints and modern performance needs.</i>
DOI: 10.17632/gxpsx3b7dm
title: Dados do Mercado de Futebol Profissional Masculino

description: Dados do Mercado de Futebol Profissional Masculino em 2024 extraidos do site www.transfermarkt.com.br/
Os dados incluem: 
Informações sobre os clubes: club_id, club_code, name, domestic_competition_id, total_market_value, squad_size, average_age, foreigners_number, foreigners_percentage, national_team_players, stadium_name, stadium_seats, net_transfer_record, coach_name, last_season;

Informações sobre transferências: player_id, transfer_date,transfer_season, from_club_id, to_club_id, from_club_name, to_club_name, transfer_fee, market_value_in_eur, player_name;

Informações sobre os jogadores: player_id, first_name, last_name, name, last_season, current_club_id, player_code, country_of_birth, city_of_birth, country_of_citizenship, date_of_birth, sub_position, position, foot, height_in_cm, contract_expiration_date, agent_name, image_url, url, current_club_domestic_competition_id, current_club_name,market_value_in_eur, highest_market_value_in_eur;

Histórico de valorização: player_id, value, date, club_name, age;
DOI: 10.6084/m9.figshare.11448066.v2
title: Observation of quantum signature in rivastigmine chemical bond break-up and quantum energetics, spectral studies of anti-Alzheimer inhibitors

description: Semi-empirical calculations on the torsion potential for dihedral angle of rivastigmine linking NAP and Carbamyle moieties consistently show regions of several discontinuities and a cusp indicating molecular instability and eventual break-up of rivastigmine observed in the X-ray structure. The phenomena can be explained both by definition of large classical force or quantum nature of chemical bond break-up. Also, to better understand the molecular properties and quantum energetics of the inhibitor molecules, we have performed several ab initio based calculations on all four inhibitors at equilibrium geometry, in ground state and gas phase using the density functional theory level wB97X/6-31G* and HF/6-31G*. A number of properties like computational vibrational (IR), Raman and nuclear magnetic resonance (NMR) spectra as well as HOMO and LUMO orbital energies at optimized geometries have been computed by SPARTAN16 and Gaussian16 utilities. Also, the thermodynamic and QSAR properties of the inhibitors have been assessed and compared by a number of different semi-quantum, Hartree-Fock and density functional methods. The theoretical NMR and IR spectra have been benchmarked against experimental spectrum to compare and assess suitability of the computational methodologies and basis set levels for the calculations. Communicated by Ramaswamy H. Sarma
DOI: 10.6084/m9.figshare.12980198.v1
title: Gene database of Methanosarcina mazei Go1

description: <i>Methanosarcina mazei</i> is an obligate anaerobic, non-motile, methane producing archaeon. Found in sewage and decaying leaf litter, the archaeon has an optimum growth pH of 6.8 to 7.2 and can aggregate to form irregular clumps of cells. Sometimes, such clumps could exceed 1000 microns in diameter. This work sought to provide fundamental information about the genetic repertoire of <i>M. mazei</i> Go1 by parsing its annotated genome sequence downloaded from Genbank. Comprising gene name, gene function, and gene sequence, the resource should find use in a variety of fundamental microbiology studies seeking to understand the genetic basis of observed phenotype of this archaeon.
DOI: 10.6084/m9.figshare.20087693.v1
title: Socio-Economic Development of Asian Russia - datasets for Novosibirsk region

description: The datasets are in MID/MIF formats to be processed in QGIS with use of self-written open source software. The datasets are used to model single or multiple socio-economic scenarios of regional spatial development and to build graded suitability maps. <br> The datasets contain: <br> - the 10x10 km grid, topographic layers (navigable rivers, railways, paved roads, settlements, and river ports), and semantic description of each unit area of the Novosibirsk region; - thematic maps (accessibility maps) on navigational rivers, paved roads, railways, river ports, and settlements. <br>
DOI: 10.6084/m9.figshare.21640868.v1
title: Environment-derived perfume increases male mating success in orchid bees

description: In "Rawdata_Behavior" all raw data from behavioral observations and hatching details of experimental bees are provided. "Perfume_Analysis" shows data from GC/MS analysis after excluding hydrocarbons and long-chain alcohols and acetates (Raw files available in "Rawfiles GCMS"). Alleles of control males, treatment males, females and assigned female offspring are provided in "Alleles" see also "Rawfiles Paternity Analysis"). All xlsx files contain a spreadsheet called "Legend" with further explanations of the respective dataset.
DOI: 10.6084/m9.figshare.23285156.v1
title: Local/Global minima adsorption structures on Rh(111)/(211)

description: Local/global minima adsorption structures of several adsorbates on Rh(111)/(211) surface.
DOI: 10.6084/m9.figshare.25272463.v1
title: Typhoon Ampil (2018)

description: It is the data and relevant description for Typhoon Ampil (2018).