cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/7w9554zbf6
title: Data Related to the Catalytic Capabilities of Transition Metal Oxides for Energy Applications.

description: Complex periodic systems can be studied using density functional theory (DFT). Problems in materials processing and design can be greatly helped by this. This part uses structural data from Materials Project and DFT methods in BIOVIA Materials Studio to provide light on the underlying physics and chemistry of new transition metal oxide electrocatalysts. Here, the basic chemistry and physics of new transition metal oxide electrocatalysts are explored using density-functional theory (DFT) methods in BIOVIA Materials Studio, in conjunction with structural data from Materials Project. In order to optimize the geometry and conduct electronic structural analysis on the CoWO4, Co3WO8, and TiWO4 structures, the CASTEP and Dmol3 modules were utilized. Using the Adsorption Locator module, H2 and O2 adsorption on the surfaces of CoWO4, Co3WO8, and TiWO4 was investigated.
DOI: 10.17632/8z75fh9jpn
title: Global Gender Research Data (1987-2015)

description: The file contains data related to gender research from all over the world (1987-2015). From the study governments, gender data scientists, researchers, gender equality advocates, policymakers and funded bodies can predict their possible areas of investments. Universities and other research institutions can conduct recruitment in this emerging area. New researchers can identify the future directions of gender research.
DOI: 10.6084/m9.figshare.20523666.v1
title: EXCEL 2004-2014.xlsx

description: Data from one of the states in Malaysia.
DOI: 10.6084/m9.figshare.28778564.v1
title: Historical simulation and volcanic eruptions at 15S and 40S in January, April, and July with specific dynamics

description: Simulations employed the CESM-MAM3 model to quantify stratospheric aerosol loading from historical volcanic and extreme wildfire emissions, with meteorological fields nudged toward MERRA2 reanalysis. Idealized experiments further included volcanic eruptions at 15°S and 40°S, each erupting in January, April, and July.
DOI: 10.17632/rk96pn66m4
title: Quranic

description: This Quranic dataset addresses the critical need for comprehensive, computationally accessible linguistic resources for Classical Arabic (CA). The underlying premise is that the lack of such resources, particularly a complete machine-readable syntactic layer, hinders CA NLP advancement. This dataset demonstrates the feasibility of constructing such a resource for the entire Holy Quran using computational methods combined with expert validation.
The data (~132,736 tokens) comprises three integrated layers:
Orthographic: Includes standard Imlaai and Quran-specific Uthmani scripts, Buckwalter and phonetic transliterations, English translation, and dual (Quranic/sentence-based) indexing.
Morphological: Features fine-grained Part-of-Speech tagging, detailed morphosyntactic features (case, mood, aspect, etc.), lemma, and root information based on refined, expert-validated schemas.
Syntactic: Provides the first complete, computationally processable syntactic annotation for the entire Quran using a novel hybrid Constituency-Dependency framework.
Data collection involved sourcing foundational text and annotations from public resources (Tanzil, Quranic Corpus, Comprehensive Islamic Library). Custom Python scripts handled orthographic processing, morphological re-annotation, and syntactic seed data preparation (image-to-text conversion). A Deep Learning parser (BiLSTM architecture utilizing custom Word2Vec embeddings derived from classical texts) generated the comprehensive syntactic layer. All layers underwent rigorous manual validation, including expert review and crucially cross-referencing the generated syntax against authoritative I'rab (grammatical analysis) references.
Notable findings embodied by this dataset itself include the successful large-scale application of a hybrid syntactic annotation model to the entire Quran and the effective integration of rich, multi-faceted linguistic information within a unified structure. Data is presented primarily in an extended CoNLL-X tabular format, accompanied by auxiliary files (lexicons, schemas).
Interpretation and Reuse: This Quranic dataset serves as a crucial benchmark for CA NLP. Researchers can use it to train and evaluate parsers, morphological analyzers, POS taggers, diacritization models. It offers rich empirical data for theoretical linguistics and a foundation for pedagogical tools, digital humanities projects, and other CA language technologies. An associated analytical tool (Noor) aids visualization and exploration. Users should note the syntactic layer, while extensively validated, awaits further exhaustive manual curation to reach definitive gold-standard status.
DOI: 10.6084/m9.figshare.27080197.v2
title: <i>Parupeneus biaculeatus</i> genome annotation

description: Parupeneus biaculeatus genome annotation
DOI: 10.6084/m9.figshare.25738860.v1
title: Aircraft detection

description: Dataset for training an image detection algorithm for aircraft laser safety.
DOI: 10.6084/m9.figshare.13259777.v1
title: data(cognitive frailty).xlsx

description: The current status of cognitive frailty in 219 maintenance hemodialysis patients aged 60 years and older from three hospitals in Lianyungang City, Jiangsu Province, China
DOI: 10.6084/m9.figshare.7597457.v1
title: Arduino Ohmmeter measurement and calculator code

description: Arduino Ohmmeter measurement and calculator code. Detailed description can be found in the reference.<br>
DOI: 10.17632/g3pcpm92jr
title: Server-based Network Attack (SNA) dataset

description: An innovative approach leverages an Ubuntu Base Server to create a simulated virtual network environment, facilitating the real-time gathering of network attack data. Utilizing Kali Linux as the attacking system alongside Wireshark for capturing data, we develop the Server-based Network Attack (SNA) dataset, which highlights UDP, SYN, and HTTP flood network attacks.
DOI: 10.17632/hzy9xbmj9v
title: Biogeochemical iron-sulfur-phosphorus cycling in sediments affected by Holocene sea level change in the subtropical Beibu Gulf

description: Research data for the manuscript entitled "Biogeochemical iron-sulfur-phosphorus cycling in sediments affected by Holocene sea level change in the subtropical Beibu Gulf"
DOI: 10.17632/wh6j9jpcyz
title: Paleopathological research in archaeozoology: opportunities and implications for archaeology

description: Этот набор датасетов является дополнительными материалами к статье о патологических изменениях на костях скота из археологических памятников.
Основным блоком дополнительных материалов, который непосредственно связан со статьей, является «Supplementary#1».
Остальные 10 блоков дополнительных материалов (Supplementary#2-11) - это дополнительные материалы от собственных работ, которые содержат данные о патологических и возрастных изменениях домашнего скота. Основная цель их размещения – возможность ознакомления с большим разнообразием изменений на костях домашних копытных и животных разных исторических эпох:
Supplementary#2-3 – изображения патологий на костях современного скота в степной зоне Южного Урала;
Supplementary#S4-9 – изображения патологий на костях скота из памятников бронзового века степной и лесостепной зон Южного Урала;
Supplementary#10-11 – изображения патологий на костях скота из культурного слоя г. Екатeринбурга;
Непосредственно блоки с изображениями патологий костей скота в каждом датасете вы можете найти в следующем месте:
Supplementary#2 – Fig. S16-433;
Supplementary#3 – Fig. S67-1358;
Supplementary#4 – Fig. S315-706;
Supplementary#5 – Fig. S60-198;
Supplementary#6 – Fig. S479-682;
Supplementary#7 – Fig. S31-33;
Supplementary#8 – Fig. S333-447;
Supplementary#9 – Fig. S9-312;
Supplementary#10 – Fig. S615-1485;
Supplementary#11 – Fig. S843-1235.
*******************
This dataset is supplementary material to the article on pathological changes in livestock bones from archaeological sites.
The main block of supplementary materials, which is directly related to the article, is "Supplementary#1".
The remaining 10 blocks of supplementary materials (Supplementary#2-11) are supplementary materials from our own works, which contain data on pathological and age-related changes in livestock. The main purpose of their placement is the opportunity to get acquainted with a wide variety of changes in the bones of domestic ungulates and animals from different historical eras:
Supplementary#2-3 - images of pathologies on the bones of modern cattle in the steppe zone of the Southern Urals;
Supplementary#S4-9 - images of pathologies on the bones of cattle from Bronze Age sites in the steppe and forest-steppe zones of the Southern Urals;
Supplementary#10-11 - images of pathologies on the bones of cattle from the cultural layer of the city of Yekaterinburg;
The blocks with images of cattle bone pathologies in each dataset can be found in the following location:
Supplementary#2 – Fig. S16-433;
Supplementary#3 – Fig. S67-1358;
Supplementary#4 – Fig. S315-706;
Supplementary#5 – Fig. S60-198;
Supplementary#6 – Fig. S479-682;
Supplementary#7 – Fig. S31-33;
Supplementary#8 – Fig. S333-447;
Supplementary#9 – Fig. S9-312;
Supplementary#10 – Fig. S615-1485;
Supplementary#11 – Fig. S843-1235.
DOI: 10.6084/m9.figshare.25808626.v1
title: Multivariate extremes in lakes

description: This dataset describes the lake extreme metrics for 2724 lakes worldwide. Three types of extremes were attached including heatwaves, algal blooms, and low water levels. Changes in the extreme occurrence between the historical (1980s to 1999) and comtemporary (2010 to 2019) have been quantified. Related publication:Woolway, R. I., Tong, Y., Feng, L., Zhao, G., Dinh, D. A., Shi, H., Zhang, Y., Shi, K. (2024). Multivariate extremes in lakes. <i>Nature </i><i>C</i><i>ommunications</i>.
DOI: 10.6084/m9.figshare.25053926.v1
title: Trope dataset containing tropes (from TvTropes) and data of the movies they appear, together with movie metadata.

description: This is the companion data to paper https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0248881, "The Simpsons did it: Exploring the film trope space and its large scale structure". It was extracted from TvTropes using the tropescraper library: https://pypi.org/project/tropescraper/
DOI: 10.6084/m9.figshare.28816250.v3
title: Multiomics analysis on polyamine metabolisms in colorectal cancer indicates important contribution of impaired anti-tumor activities of CXCR6<sup>+</sup>CD8<sup>+</sup>T cells by the extracellular putrescine

description: The models were reconstructed to randomly obtain three colons in each group. Lamina propria mononuclear cells (LPMC) were extracted as previously described (Wei et al. 2024). Whole cells from the colons were isolated using the RWD Intestine Enzymolysis Kit (DHIE-5007). The LPMC and whole cells with number ratio 1:1 were pooled into single-cell suspension for downstream construction of scRNA-seq libraries using a SeekOne® Digital Droplet single-cell 3’ transcriptome kit (SeekOne, Beijing) according to the manufacturer’s instructions. The scRNA-seq libraries were sequenced at Novogene (Co. Ltd., Beijing, China). The processing of the raw reads followed the same protocol as described previously (Shi et al. 2024). The downstream analysis in R software, including the quality filter, cluster annotation, and DEGs, was the same as mentioned above.
DOI: 10.17632/59ng6845dd
title: Invertase-producing bacteria and the sweetness content of sweet potato

description: • The sucrose content of Cilembu sweet potato in each environment showed significant differences at each storage time. The sucrose content of sweet potatoes two weeks after storage (M2) showed an increase between 78.04% to 92.93%. In contrast, four weeks after storage (M4) decreased between 6.82 to 20.85%. 
• The glucose content in Cilembu sweet potatoes in various environments showed significant differences at each storage time. The glucose content decreased during storage, namely 18.80% to 29.69% in M2, and 13.33% to 27.78% in M4. 
• The fructose content in M0 and M2 showed a significant difference, while M4 showed an no significant difference. The fructose content decreased during storage, namely around 25.64% to 33.64% at M0, while at M4 the decrease ranged from 31.03% to 44.44%.
• The population of invertase-producing bacteria decreased during storage, where the decrease was very significant, namely 42.27% to 51.20% in M2, and in M4 around 89.46% to 94.08%.
• Invertase activity in M2 showed an increase in all environments, with a range of 18.57% to 26.28%. Meanwhile, M4 showed a decrease in invertase activity of around 26.11% to 33.94%.
• Sucrose content had a negative and significant correlation with fructose (-0.56) and invertase-producing bacteria (-0.58). Glucose levels had a significant and positive correlation with fructose levels (0.91) and invertase-producing bacteria (0.88). Fructose levels also had a significant and positive correlation with invertase-producing bacteria (0.95).
DOI: 10.6084/m9.figshare.20317233.v1
title: Supplementary data of "The oldest complete jawed vertebrates from the early Silurian of China"

description: The supplementary data of "The oldest complete jawed vertebrates from the early Silurian of China" include 3D surface files and photos of Xiushanosteus and Shenacanthus from early Silurian Chongqing Lagerstätte.
DOI: 10.6084/m9.figshare.22637611.v1
title: Proteome Discoverer Mass Spectrometry analysis of SH-SY5Y Acetylcholinesterase cleavage peptide (T30) vs control (H2O)

description: Proteomic analysis of cells exposed to (100nM) T30 (an Acetylcholinesterase derived peptide) for 3-days compared to control (H2O).
DOI: 10.17632/4gvv6pmbr2
title: PREVALENCE OF URINARY INCONTINENCE IN WOMEN WITH PROLONGED SITTING AND POOR POSTURE IN THE WORKING ENVIRONMENT: AN ONLINE SURVEY STUDY

description: Urinary Incontinence (UI) is a urologic symptom that can have a significant impact on women’s physical and mental health and quality of life. The muscles in the pelvic floor become weak from incorrect posture or from prolonged sitting in the workplace, which can lead to UI. In addition, women with UI may experience socioeconomic burdens due to UI’s effect on their ability to work and function in society.
DOI: 10.17632/pprxj2yfby
title: FDM Environmental sensor data

description: This is a real manufacturing dataset that contains environmental sensor values of the additive manufacturing process of a fused deposition modeling (FDM) system. The sensor values in this dataset were used to monitor, analyze and document the quality of the 3D printing process and the 3D printed parts. The generated dataset consists of individual data files with the recorded environmental sensor values for several FDM print jobs.

The dataset consists of two folders and two CSV files:
The Environmental_sensor_dataset folder contains sensor values of different 3D printing conditions of the FDM process. The folder is divided into subgroups, each containing 40 sequenced environmental sensor data files from one print job with exactly 500 consecutive pairs of values and a title line for the column names. The Environmental_sensor_dataset.csv file is a combined and unbalanced version of all 3D printing conditions and environmental sensor data sequences of the environmental_sensor_dataset folder for machine learning (ML) analyzes with different algorithms.

The Environmental_sensor_ablation folder contains also sensor values of different 3D printing conditions of the FDM process. However, this folder contains far fewer sensor values than the Environmental_sensor_dataset folder. The folder is also divided into subgroups, each of which contains 24 sequenced environmental sensor data files from one print job with exactly 500 consecutive pairs of values, but only for one print job of the respective 3D printing condition. The Environmental_sensor_ablation.csv file is a combined and balanced version of all 3D printing conditions and environmental sensor data sequences in the environmental_sensor_ablation folder for an ablation study that aims to investigate the influence of certain analysis conditions (in this case the size of the data set and the distribution of the data) on changes in the performance of the ML algorithms.

A more detailed description of the dataset can be found in the associated article:

https://doi.org/10.1016/j.addma.2021.102535
DOI: 10.17632/wz7rx9vz24
title: Data for: Thermal performance of brick and stone masonry: Cumulative heat flux dataset for main orientations and under diverse seasonal conditions

description: This dataset consists of the hourly heat flux for four seasons and orientations of 15 different construction configurations of brick and stone masonry combined with insulation system solutions. The analysis was conducted with the use of Finite Element Modelling (FEM). The development of the models and the investigation of their thermal performance was conducted with the use of thermal modelling and numerical simulation analysis with COMSOL Multiphysics. For this purpose, a transient 2D multi- dimensional, time- dependent simulation model on finite elements was developed. The governing equations of heat transfer were considered as well as the convection and radiation heat transfer coefficients in accordance to the ISO 6946:2017.
DOI: 10.17632/yyd38gx4by
title: in-situ DRIFTS data of CO2 capture and methanation over 5% Ru/Al2O3 and 5%Ru,6.1"Na2O"/Al2O3 DFM

description: In-situ DRIFTS study of CO2 capture and methanation over Al2O3, 5% Ru/Al2O3, 6.1% "Na2O"/Al2O3 sorbent phase and 5% Ru-6.1% "Na2O"/Al2O3 DFM. Each experiment was carried out using 35 mg of the sample and in-situ pre-reduce with 20% H2/N2 for 2 hours. The sheets are named according to samples name and data type (raw and processed). Final DRIFTS were obtain by substracting backgroud spectra of the sample at 320 °C under N2.
DOI: 10.6084/m9.figshare.25231430.v1
title: 营养水平 且扩散性状 更容易受到岛屿碎片栖息地丧失的影响

description: O造成的生境丧失和破碎化 活动 是生物多样性丧失的最大原因之一。 然而， 生境丧失 和破碎化 在物种之间并不相同。 我们 研究了栖息地丧失如何影响具有不同营养级、不同特征的物种的多样性和丰度，利用 从曾经连续的森林中创造了栖息地岛， 千岛湖 一个 中国大型水库。在其中 28 个岛屿上， 9000 倍（0.12 公顷至 1154 公顷），我们 掠食性 昆虫进行采样。这使我们能够辨别观察到的物种多样性差异是否仅 被动 ，或者更确切地说是 我们发现 虽然大多数采样努力控制多样性 岛屿面积的增加而增加 这种影响的强度会加剧。 时，我们发现岛屿间物种组成的成对差异主要由物种更替主导，但 筑巢性 随着岛屿面积的差异而增加，表明一些物种更有可能在较小的岛屿上消失。 此外，通过研究物种的几个与扩散相关的特征的趋势，我们发现具有较低扩散倾向的物种往往是那些从较小岛屿上消失的物种，这在草食性和掠食性昆虫中观察到。 我们的研究结果 ，结合 斑块 人口效应以及 植物 分类群和特征 理解栖息地丧失对生物多样性的影响时。
DOI: 10.6084/m9.figshare.25449631.v1
title: Supplementary Material for: Recovery, Functional Status, and Health-Related Quality of Life status up to 4 years after first ever stroke onset. A population-based study.

description: Background: Stroke is a leading cause of acquired disability in adults worldwide and the burden of stroke is projected to increase. Current long-term stroke outcome data including functional status, activity, and participation limitations as well as information on health-related quality of life (HRQoL) are vital for future rehabilitation and resource planning of stroke survivors. 
Methods: First-ever stroke survivors from a population-based cohort with ischemic stroke or intracerebral hemorrhage were followed-up 3-4 years after stroke onset via clinic appointments home visits, or telephone. Ischemic stroke was stratified by clinical syndrome (Oxfordshire Community Stroke Project classification) and pathogenetic mechanism (TOAST classification). We assessed the participants’ functional status and independency with modified Rankin Scale (mRS) and Barthel Index (BI), and their HRQoL across several domains (Short Form Questionnaire-36, EuroQoL-5D and Stroke Impact Scale (SIS)). We used logistic and linear regression analyses to analyze potential baseline predictors of 3-4-year outcome. 
Results: Four hundred individuals were included, 151 died before clinical follow-up and 47 (12%) were lost to detailed follow-up. Two-hundred-and-two individuals (median age: 72, IQR 65-79; 40% female) were followed-up after a median of 3.2 years (IQR: 3.1-3.5). Nineteen individuals (9%) had a recurrent stroke during the 3-4-years follow-up period. Among the 202 follow-up attendees, 147 (73%) had favorable functional outcome (mRS ≤2); and 134 (69%) of 195 respondents reported good-excellent HRQoL according to SF-36. Age (HR: 1.03; 95%CI: 1.00-1.05), initial stroke severity (HR: 1.16; 95%CI 1.10-1.22; p&lt;0.001), living with in-home care or in care facility at baseline (HR: 8.77; 95%CI: 2.98-25.64), and recurrent stroke (HR: 3.58; 95%CI: 1.47-8.77) were predictors of poor functional outcome (mRS&gt;2). Poor functional outcome/death was less common among IS due to Other Causes and Ssmall Artery Occlusion than other pathogenetic mechanisms (20% and 33% vs. 56-68%; p&lt;0.01). SIS respondents with poor functional outcome (n=32) reported worst outcome in the hand domain of SIS (median: 28/100; IQR 0-73). 
Conclusions: Most 3-4-year stroke survivors have favorable functional outcome and are independent in ADL in a population-based cohort. Despite its relative rarity, recurrent stroke was a predictor of poor functional outcome, emphasizing the need of adequate secondary prevention.
DOI: 10.6084/m9.figshare.28544876.v2
title: Data supporting "Roll-to-roll tomographic volumetric additive manufacturing"

description: CT data and mesh comparison data
DOI: 10.17632/724zxrrsvg
title: SPSS sav file
DOI: 10.17632/d73mg855tw
title: Tissular chromatin states cartography based on double-barcoded DNA arrays capturing unloaded PA-Tn5 Transposase

description: Recent developments in spatial omics are revoluzionating our understanding of tissue structures organization and their deregulation in disease. Here, we present a strategy for capturing chromatin histone modification signatures across tissue sections by taking advantage of a double-barcoded DNA arrays design compatible with in situ protein A-Transposase Tn5 tagmentation. This approach has been validated in presence of fresh-frozen mouse brain tissues but also in decalcified formalin-fixed paraffin-embedded (FFPE) mouse paws samples, where either the histone modification H3K4 tri-methylation or H3K27-acethylation has been used as proxy for interrogating active promoter signatures. Furthermore, since combinatorial enrichment of multiple histone modifications were shown to code for various states of gene transcriptional status (active, bivalent, repressed), we have integrated several histone modifications issued from consecutive mouse embryos to reveal changes in chromatin states across the tissue. Overall, this spatial epigenomics technology combined with the use of a spatial chromatin states analytical strategy paves the way for future epigenetics studies for addressing tissue architecture complexity.
DOI: 10.6084/m9.figshare.12005910.v1
title: training data for estimates of diffuse solar radiation

description: training data to fine-tune the deep network for estimates of diffuse solar radiation
DOI: 10.6084/m9.figshare.640095.v3
title: Fluorescence emission spectra of Bovine serum albumin (BSA), Thermomyces lanuginosus lipase (TLL), Candida rugosa lipase (CRL).

description: Figure 1. Fluorescence emission spectra (AU, arbitrary units) of four different proteins [Bovine serum albumin (BSA), Thermomyces lanuginosus lipase (TLL), Candida rugosa lipase (CRL)]. Data for proteins in aqueous buffer (10 mM Tris-HCl, pH 7.0) and lyophilized protein powders are given. All these fluorescence emission spectra were recorded with excitation at 280 nm using excitation and emission slit widths of 2 nm and 5 nm, respectively.
DOI: 10.17632/bd89d28ns2
title: Data for: Acute Vitamin B12 supplementation evokes antidepressant response and alters the Ntrk-2 pathway

description: raw data from behavioral tests in Fig. 2