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The study is guided by the proposition that stronger multi-hazard preparedness, effective disaster risk governance, and the appropriate use of digital technologies can help protect agricultural production and strengthen food-system resilience. The dataset consists of secondary information gathered from official government publications, Philippine laws and policies, international reports, scholarly literature, and available statistical records. Documents were selected according to their relevance to disaster risk reduction, food security, agricultural production, emergency response, and digital preparedness. The data show that food security is influenced by interconnected factors, including agricultural production, food availability and access, supply-chain continuity, and preparedness for natural hazards. Notably, PSA statistics indicate that Biliran's palay production declined from 51,246 metric tons in 2024 to 47,562 metric tons in 2025, while corn production decreased from 580.75 to 565.50 metric tons. These figures provide evidence of changes in local agricultural production but do not, by themselves, establish the causes of the decline or the level of household food security. The dataset can therefore be used to examine policy provisions, identify preparedness gaps, compare international and Philippine approaches, and develop evidence-based recommendations for strengthening food-system resilience, particularly in Biliran Province. It should be interpreted as documentary and descriptive evidence rather than proof of causal relationships or verified implementation of digital systems at the local level.

Shongbad Chitro: A Multimodal Bangla News Image-Text Dataset contains 50,000 Bangla news articles and 50,000 associated image files. It supports research in Bangla natural language processing, computer vision, and multimodal learning. The articles were collected from Prothom Alo: 49,926 from http://www.prothomalo.com and 74 from affiliated Prothom Alo platforms (Bigganchinta, Nagorik, Haal Fashion, Kishor Alo and Bondhushava). The recorded publication dates range from 4 December 2025 to 30 August 2026. The articles are organized into nine major categories: বাংলাদেশ (Bangladesh), রাজনীতি (Politics), বিশ্ব (World), বাণিজ্য (Business), মতামত (Opinion), খেলা (Sports), বিনোদন (Entertainment), চাকরি (Jobs), and জীবনযাপন (Lifestyle). The dataset preserves 113 original subcategory labels, providing a two-level structure for broad and detailed news classification. Each article record includes its title, body text, subcategory, major category, publication date, source URL, author, image caption where available, image URL, and local image path. These fields connect textual content with associated images and source information. Editorial image captions are available for 45,095 articles (90.19%). Major categories were assigned using the source sections recorded in article URLs, supplemented by custom mappings for topics outside the nine-category structure. Education is grouped under Bangladesh, literature under Entertainment, religion and general science and technology under Lifestyle, and freelancing under Jobs. A Category Mapping worksheet documents these groupings and their article counts. The dataset is distributed as an Excel workbook (Shongbad Chitro.xlsx) and an images folder. The workbook contains three worksheets: articles, Summary, and Category Mapping. The articles worksheet also retains 86 empty trailing rows, which are excluded from the total of 50,000 articles. All 50,000 image files decode correctly. 49,998 are JPEG and 2 are BMP, although some files carry .avif, .png or .webp extensions. Some images are generic illustrations that the newspaper reuses across articles: 9,721 files (19.44%) are exact copies of another image file. Shongbad Chitro can support research on Bangla news classification, hierarchical classification, multimodal topic prediction, image–text retrieval, image captioning, and news summarization. The CC BY 4.0 licence covers only the authors' contribution (the compilation, record structure, category mapping and derived metadata). It does not grant any rights in the underlying news text, images or captions, which remain the property of Prothom Alo and the credited authors and photographers.

All data tables, additional figures, and detailed methodological descriptions referenced in the article “Ductile Extrusion of a Thermally-Weakened Microcontinent: Insights from the Kırşehir Massif, Central Anatolian Crystalline Complex, Türkiye” are provided in the Supporting Information for this manuscript submitted to Wiley-AGU Tectonics.

This dataset and computational package contain the empirical data, pre-processing routines, and forecasting replication scripts supporting the study: "Forecasting Internet Penetration for Digital Transformation and Sustainable Development in Somalia: A Comparative Evaluation of Statistical, Neural Network, and Hybrid Forecasting Models". The research investigates the historical evolution and future diffusion of internet penetration (percentage of individuals using the internet) in Somalia over the period 1990–2022. The repository provides the raw multi-country indicator dataset, the extracted and calendar-reconstructed Somalia time-series matrix, and the complete replication scripts in both R and Python to reproduce all unit root tests, model estimations (ARIMA, ANN, ARNN, Naive persistence, and residual-based Hybrid ARIMA–ARNN), out-of-sample holdout validations (2017–2022), and medium-term projections (2023–2028).

Mitral regurgitation (MR) pathophysiology involves increased serotonin (5-HT) receptor (HTR) expression and signalling, together with reduced 5-HT transporter (SLC6A4) expression in mitral valve interstitial cells (MVIC). The mechanosensitive calcium channels, PIEZO1 and PIEZO2, regulate cellular responses to a variety of mechanical conditions; however, PIEZO1 and PIEZO2 have not been studied in MR. We investigated the hypothesis that PIEZO1 and PIEZO2 mediate, through 5-HT mechanisms, both homeostasis in normal mitral valves (nMV) and in the pathophysiology of MR.

This dataset accompanies the manuscript entitled "Xist Repeat A coordinates an assembly of SR proteins to recruit SPEN and induce gene silencing." Xist represents a paradigm to understand mechanisms of RNA-mediated gene silencing in mammals, which remain unresolved. To induce silencing, Xist recruits the RNA-binding protein (RBP) SPEN through its Repeat A domain. Yet, how Repeat A recruits SPEN to enact silencing remains unclear. We report that Repeat A sequences critical for SPEN recruitment and Xist-induced silencing directly bind serine/arginine-rich (SR) proteins and not SPEN. One such protein, SRSF1, binds Repeat A with low-nanomolar affinity, binds SPEN via reciprocal RRM-RS interactions, and cooperates with SRSF2 to facilitate SPEN recruitment. SPEN and SR-protein-binding motifs promote Repeat A’s association with many proteins, including the m6A-methylation machinery and elongating RNA polymerase II. Furthermore, SPEN represses autosomal genes where its recruitment coincides with SR-protein binding. We reveal an essential role for SR proteins in coordinating Xist-induced silencing and suggest that the sensing of SR-protein-rich assemblies is an ancient mechanism by which SPEN targets genes for repression.

The feature tables of the rat mammary cancer model generated using both QIIME1 and QIIME2 pipelines

This dataset provides a catalogue of rainfall, runoff, and suspended-sediment monitoring data from the Jiuyuangou (JYG) and Peijiamao (PJM) catchments on the Chinese Loess Plateau. It includes information and access links for the original datasets hosted by the National Cryosphere Desert Data Center (NCDC). Access to the original data requires an application and approval from the data provider.

The primary public documents behind the study “Women’s Economic Empowerment as a Peacebuilding Strategy” are provided in this dataset as a single ZIP file.

Database of seven qualitative triboelectric series (1759-1917) and quantitative triboelectric charge-density datasets (2019-2022) compiled for a cross-study audit of the triboelectric series and electrostatic charge tendency (ECT), plus the finite-element simulation script (scikit-fem) and the Kendall-tau bootstrap analysis script used in the manuscript.