cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w4j358b8cf
title: Data_Surface water quality index

description: These data offer a comprehensive measure that considers multiple physicochemical and microbiological parameters that were used to calculate the water quality index of four streams, which allowed us to determine the general state of the water quality of these surface waters.
DOI: 10.17632/287j6mrtyp
title: VDR agonists safety profiles in EudraVigilance 2004-2024

description: This study analyzed 5,369,581 reports in the EudraVigilance system, from which 17,947 reports (0.33%) involving 80,050 ADRs were linked to VDR agonists. The most-reported drugs were cho-lecalciferol (12,944 cases) and calcitriol (1355 cases). Serious ADRs were more prevalent with pa-ricalcitol, alfacalcidol, and calcitriol than with cholecalciferol (p &lt; 0.05). Hypercalcemia was a hallmark ADR for all VDR agonists, with the highest risk linked to dihydrotachysterol (ROR = 5668; 95%CI = 3332 to 9641; p &lt; 0.0001), alfacalcidol (ROR = 965.7; 95%CI = 843.6 to 1106; p &lt; 0.0001), and calcitriol (ROR = 726.0; 95%CI = 634.6 to 830.5; p &lt; 0.0001). Logistic regression highlighted dehy-dration, overdose, and concomitant administration of calcium salts as major predictors of hyper-calcemia. The co-administration of multiple VDR agonists was also found to increase hyper-calcemia risk. However, the disproportionality analysis showed that only active VDR agonists (e.g., calcitriol, alfacalcidol) were associated with severe complications like renal and urinary dis-orders and cardiac issues due to hypercalcemia. Natural precursors (cholecalciferol, ergocalciferol) were more often linked to non-calcemic ADRs such as gastrointestinal symptoms, which were more prevalent in infants and children compared to adults.
DOI: 10.17632/rtsx7zpt4w
title: Gene expression in primary neurons upon knockdown of Diras2
DOI: 10.17632/4cw8cr9zpz
title: LINF_190009200

description: Vam6/VPS39/TRAP1-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/bs4bhkrrjw
title: Data for: Stratigraphy of early to middle Eocene hyperthermals from Possagno (Southern Alps, Italy) and comparison with global carbon isotope records.

description: wt%CaCO3 and carbon isotope data from the Possagno succession at Carcoselle
DOI: 10.17632/k4h8sy86gk
title: Effect of Clay Mineral on Bacteria–Virus Interactions and the Fate of Microbial Biomass Carbon

description: Viruses are the major drivers of global geochemical cycles through lysis of host bacteria. The release of cellular organic matter (OM) to the environment via viral lysis short-circuits the carbon flow from bacteria to higher trophic levels, a process known as the “viral shunt”. However, current understanding of bacteria–virus interactions is limited to the oceans. In sediments and soils, clay minerals are ubiquitous, but their roles in controlling viral lysis of host bacteria are virtually unknown. Here, we established a model experimental system using clay mineral montmorillonite, a common bacterium Shewanella oneidensis MR-1, and its lytic virus MSO-5 to investigate the impacts of clay mineral on bacteria–virus interactions, as well as the fate of the released OM. X-ray diffraction (XRD) and pyrolysis gas chromatography-mass spectrum (PY-GC-MS) were used to detect OM intercalation into montmorillonite interlayer. The results showed that the presence of montmorillonite delayed lysis of bacterial host due to its spatial separation from virus and delayed release of dissolved organic matter (DOM) through adsorption. Low molecular weight compounds released from virus-induced cell lysis, mainly benzene derivatives, N-containing compounds, and ketones were preferentially intercalated into the interlayer space of montmorillonite. Our results demonstrate that clay minerals play an important role in bacteria–virus interactions in controlling release and preservation of microbially-derived organic matter, which is expected to have an increasingly important impact on carbon cycling as sediment inflow increases with global warming. This study advances our understanding of mineral–bacteria–virus interactions in the viral shunt, especially in clay-rich environments such as soils and sediments.
DOI: 10.17632/m8sgvhnc8n
title: Data for: Paleobotanical proxies for early Eocene climates and ecosystems in northern North America from middle to high latitudes

description: The data provided here is for a comprehensive meta-analysis of paleobotanical proxy datasets from fossil plant assemblages from the middle to high latitudes in northern North America during the early Eocene. This study focuses on re-examining existing data, as well as providing new previously unpublished data, for these fossil localities. In this study we employed both physiognomic and nearest living relative analyses but focus primarily on using an ensemble analysis approach where climate estimates are produced using a probability density function. This approach provides more robust estimates for these important fossil localities and improves our understanding of climate regimes from these latitudes for both upland and lowland environments. Provided here are the new leaf measurement and taxonomic data used for this study, as well as and NLR data from sites in both the Canadian Arctic and British Columbia. The data includes: 1. All measurements used to reconstruct paleoclimate using leaf physiognomy, applying a new ensemble approach that combined a range of proxies including leaf margin analysis, leaf area analysis, CLAMP, and NLRs to arrive at the consensus estimate of mean annual temperature, mean annual precipitation and other climate variables for the middle to high latitudes in northern North America during the early Eocene. This data includes only the previously unpublished leaf measurement data. 2. The lists of fossil taxa and their nearest living relative used in the NLR analysis, the climatic envelopes used for modern taxa in NRL analysis, and the DOI's to the GBIF data used to generate the climatic envelopes.
DOI: 10.17632/2p76x8x6hj
title: Data for: Comparative assessment of macroinvertebrate communities within three Afromontane headwater streams influenced by different land use patterns

description: This data set include macroinvertebrate traits, abundance and environmental data.
DOI: 10.17632/46rhmhjz5n
title: Rainfall and runoff-sediment data sets of different geomorphic types in Qiaogou watershed from 1986-2010

description: This dataset comprises observational data on runoff plots of different geomorphic types in the Qiaogou Watershed, located in the first subregion of the Loess Hilly and Gully Region, from 1986 to 2010. The Qiaogou Watershed is situated in Suide County, Yulin City, Shaanxi Province, and is a first-order tributary of Peijiamaogou, a primary tributary of the Wuding River. The observations include precipitation events that generate runoff, as well as the resulting runoff volume and sediment yield across various geomorphic types within the watershed.
DOI: 10.17632/9ghr9v6zbs
title: Dataset Indirect Impact of Sustainable Development on Business Development

description: This data represents sources exported from Scoupus. The process begins with identifying keywords through brainstorming, followed by a document search using the combination of keywords "sustainable development AND business environment AND business development" in the Scopus database. Inclusion and exclusion criteria were applied to focus the analysis on English-language literature in the fields of Business, Management, and Accounting published between 2018-2023, resulting in 559 documents for further analysis
DOI: 10.17632/d986hyr2kb
title: Size-Based Date Fruit Dataset for Classification

description: The Date fruit dataset was prepared for the classification. It consist of four classes with three different sizes.
DOI: 10.17632/wrx22bn64h
title: PARS Low-Cost Gamified Portable Rehabilitation System for Upper Arm

description: This study introduces a low-cost single degree of freedom end-effector type compact upper arm rehabilitation system (PARS) along with its necessary hardware and software sections to implement it with gaming environment. Throughout the study detailed explanations of structural setup, electronics, control system and gaming software was given. Proposed virtual gaming interface supports various game levels with different difficulties by the help of utilized interaction type control algorithms within the supplied codes. Thanks to having low cost and easily available components along with open source features, proposed system can be easily manufactured and adapted by every research team working in related field and utilized efficiently considering physical rehabilitation procedures. Also proposed systems compact plug and play design allows its usage in different scenarios including home usage.
DOI: 10.6084/m9.figshare.28938941.v1
title: Dataset unpacking experiment.xls

description: This dataset supports the findings of the article <i>“Small Pieces, Big Impact: Partitioning and Carbon Emission Behavior.”</i> It includes the experimental data and related variables used in the analysis.
DOI: 10.15468/dl.ue4s5h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((8.9648 28.8496,-0.0352 28.8496,-0.0352 19.8496,8.9648 19.8496,8.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012926-250525065834625/datasets/export for details.
DOI: 10.17632/7cznpvzv6r
title: VMM Malware Dataset

description: VMM Malware Dataset contains the system call traces of Malware and Virus program executions inside virtual machines, traced from the Xen Hypervisor. It also includes the system call traces of few Benign samples. It will be beneficial for the researchers who are interested in the development of IDS with Machine learning and deep learning models.
DOI: 10.17632/fyhw8rfh4z
title: Diagnostic: NMC/Graphite synthetic dataset

description: The dataset contains the synthetic degradation data for NMC cells, which are generated with the OCV model. If you make use of our data, please cite our dataset directly using its DOI, as well as the corresponding paper: "Generalised diagnostic framework for rapid battery degradation quantification with deep learning, Energy and AI, Haijun Ruan, Jingyi Chen, Weilong Ai, Billy Wu". 
In Syn_NMC_4dm file, there are the degradation modes (DMs) and the corresponding pseudo OCVs (discharge at 0.3C); The four DMs are LLI, LAMdeNE, LAMdePE, and RI, respectively; This data is used for the CNN training. In Syn_NMC_path1 file, there are the DMs for the aging path I, and the corresponding pseudo OCVs (discharge at 0.3C). The six DMs are LLI, LAMliNE, LAMdeNE, LAMdePE, LAMliPE, and RI, respectively; This data is used for the validation of the proposed diagnostic method.
Please read the corresponding paper to find the details about the training data generation and the assumed aging paths.
Thanks for your interest.
DOI: 10.17632/9gy6p7whwv
title: Regulation of pericentromeric DNA loop size via Scc2-cohesin interaction

description: Raw data including:
- FACS
- Western Blot
- ChIP-qPCR
DOI: 10.17632/rw6ndgyrd7
title: FungalZSL: A Fine-Grained Synthetic Dataset for Zero-Shot Fungi Classification

description: Fungi undergo dynamic morphological transformations throughout their lifecycle, forming intricate networks as they transition from spores to mature mycelium structures. To support the study of these time-dependent processes, we present a synthetic, time-aligned image dataset that models key stages of fungal growth. This dataset systematically captures phenomena such as spore size reduction, branching dynamics, and the emergence of complex mycelium networks. The controlled generation process ensures temporal consistency, scalability, and structural alignment, addressing the limitations of real-world fungal datasets. Optimized for deep learning (DL) applications, this dataset facilitates the development of models for classifying growth stages, predicting fungal development, and analyzing morphological patterns over time. With applications spanning agriculture, medicine, and industrial mycology, this resource provides a robust foundation for automating fungal analysis, enhancing disease monitoring, and advancing fungal biology research through artificial intelligence.
DOI: 10.17632/9hy7v25tjp
title: Data on cooking oil prices in Indonesia

description: This data encompasses information about cooking oil prices, Crude Palm Oil prices, inflation rates, and the exchange rate of the US Dollar (USD) against the Indonesian Rupiah currency.
DOI: 10.17632/c8fnb7tgb3
title: Train and Test dataset 

description: The following is a collection of data used in a research paper entitled Home Credit Default Risk Assessment Using
Embedded Feature Selection and Stacking Ensemble Techniques. The credit dataset used in this study comes from Kaggle.com, specifically the Home Credit Default Risk dataset.
DOI: 10.17632/jbs44b2hrk
title: Data for: Identifying the spatiotemporal changes of annual harvesting areas for three staple crops in China by integrating multi-data sources

description: This dataset provides 1km-grid crop harvesting area dataset for three main crops (i.e., rice, wheat, and maize) of China from 2000 to 2015. *** The data file is in “.tif" format *** Spatial extent: mainland China *** Temporal Resolution: Yearly *** Pixel size: 1000 m *** Projection information: Asia North Albers Equal Area Conic *** Filename convention: CHN_CropType_Year.tif *** CropType: includes Maize, Wheat, Rice. *** Year: Values from 2000 to 2015
DOI: 10.17632/b4n3h3xm3y
title: Stress Corrosion Cracking in Ex-service Gas Pipelines; A Comprehensive Study

description: The data presented was developed through analysis of EBSD datasets of SCC cracks taken from active low carbon steel pipelines. Samples were analysed on an FEI Inspect F50 SEM with an EDAX Hikari EBSD detector using OIM Data Collection 7 and analysed using OIM Analysis 7. Samples were obtained from the ND-TD plane to capture the morphology of the cracks and the resulting dataset rotated in software by 90 degrees about the TD direction to align the orientation of the sample to that of the system. The data contains information of grain boundary characteristics exported from standard OIM Analysis functions as well as some mechanical properties conducted on the sectioned steel samples.
DOI: 10.6084/m9.figshare.23454449.v1
title: Estimating the environmental impacts of global lithium-ion battery supply chain: a temporal, geographical, and technological perspective

description: These datasets include all data used for evaluating the environmental impacts of the global lithium-ion battery supply chain.
DOI: 10.17632/4g5t95nnxf
title: Food Choice motives in a Brazilian sample - Food Choice Questionnaire

description: The dataset include 525 respondents over 18 years old of Limeira region (Brazil). The first data file include the raw data of socioeconomic status and Food Choice Questionnaire responses. The score of each indicators are provided. The second data file include a clean database, by removing the participants with missing values on any FCQ indicators. In this second database are provided the mean values FCQ extracted factors, after exploratory (EFA) and confirmatory factor analysis (CFA). Eight factors were extracted, namely: nutritional composition, mood, health, sensory appeal, price, preparation convenience, familiarity, and purchase convenience.
DOI: 10.17632/b9mprfdvmv
title: Mitoplate S-1 analysis using R

description: This R script performs normalisation of data obtained with the MitoPlate S-1 commercialised by Biolog. In addition, it creates a scatterplot of initial rate values between conditions of interest. The script includes a first normalisation step using the "No substrate" well (A1) required for the rows A to H and a second normalisation step using the "L-Malic Acid 100 µM" (G1) only required for the rows G and H. Initial rate values are calculated as the slope of a linear regression fitted between 30 minutes and 2 hours.
DOI: 10.17632/ggnpp9wt48
title: Sk data set

description: the data has been used for carrying out the performance ananlysis of a solar Ac unit.
DOI: 10.17632/w2w8gjsgnt
title: Static and dynamic analysis of both generic and APT-related malware

description: This dataset provides a total of 1944 features obtained from the static and dynamic analysis reports of more than 19400 malware samples, more than 1000 of then belonging to malware samples obtained from APT attacks. The objective of this dataset is to provide researcher a tool to discern the differences between generic and APT-related malware samples.
DOI: 10.17632/9fpyr2cdtv
title: Benchmark dataset and results for "Real-World Drone Routing Problems with Quantum Computing" experimentation

description: This dataset contains all the instances employed in the experimentation described in the paper "Solving Drone Routing Problems with Quantum Computing: A hybrid approach combining quantum annealing and gate-based paradigms". 

Results discussed in the paper are also included in this dataset.
DOI: 10.17632/pns69yxgrp
title: Dataset of 15-minute values of active and reactive power consumption of 1000 households during single year

description: The dataset of average 15 minute values of active and reactive energy consumption of 1000 individual anonymized households, mix of rural and urban, during year 2016.  Data were collected using Intelligent measuring systems (IMS) power meters installed at Point of Consumptions of 1000 households. All households are situated in the Slovak Republic. Data were provided for anonymous use and publishing by local Distribution system operator (DSO).  All households are connected to low voltage (LV) 0.4 kV network.
DOI: 10.6084/m9.figshare.27019394.v1
title: Additional file 18 of Single-cell, single-nucleus and xenium-based spatial transcriptomics analyses reveal inflammatory activation and altered cell interactions in the hippocampus in mice with temporal lobe epilepsy

description: Supplementary Material 18.
DOI: 10.17632/8vmcm82377
title: Bank Stress Testing, Human Capital Investment and Risk Management
DOI: 10.6084/m9.figshare.13162085.v1
title: Bangla (Bengali) Drama Review Dataset

description: The repository contains 3307 Negative reviews and 8500 Positive reviews collected and manually annotated from Youtube Bengali drama.If you use this dataset, please cite the following paper-<br><i>@inproceedings{sazzed2020cross,</i><i>title={Cross-lingual sentiment classification in low-resource Bengali language},</i><i>author={Sazzed, Salim},</i><i>booktitle={Proceedings of the Sixth Workshop on Noisy User-generated Text (W-NUT 2020)},</i><i>pages={50--60},</i><i>year={2020}</i> <i>}</i><i><br></i>If you have any questions, please email me- salimsazzad222@gmail.com.
DOI: 10.17632/7dt5nzxgbs
title: CCS: A software framework to generate two-body potentials using Curvature Constrained Splines

description: We have developed an automated and efficient scheme for the fitting of data using Curvature Constrained Splines (CCS), to construct accurate two-body potentials. The approach enabled the construction of an oscillation-free, yet flexible, potential. We show that the optimization problem is convex and that it can be reduced to a standard Quadratic Programming (QP) problem. The improvements are demonstrated by the development of a two-body potential for Ne from ab initio data. We also outline possible extensions to the method.
DOI: 10.6084/m9.figshare.28558376.v1
title: Supplementary Material for: Overexpression of CX3CL1-CX3CR1 Signaling in the Stria Vascularis Rather Than the Basilar Membrane may be the trigger for inflammaging in the Cochlea

description: Introduction: Inflammaging is a key mechanism in presbycusis. CX3CL1-CX3CR1 pathway is critical for cochlear macrophage-hair cell cross-talk. However, its role in Inflammaging remains unclear.
Methods: To investigate the role of CX3CL1-CX3CR1 signaling in cochlear inflammaging, Single-cell RNA sequencing (scRNA-seq) data from young and aged mouse cochleae were analyzed to map CX3CL1-CX3CR1 distribution and aging-related trends. Findings were validated with immunofluorescence, RT-qPCR, and Western blot. A migration assay assessed CX3CL1-CX3CR1's influence on macrophage migration and inflammation.
Results: scRNA-seq analysis showed CX3CL1 mainly located in the basal cells of stria vascularis, while CX3CR1 and TNF-a mainly located in macrophages.The mRNA levels of CX3CL1, CX3CR1, and TNF-a in the stria vascularis significantly upregulated in aged mice. The Western blot showed similar trends, but only the upregulation of soluble CX3CL1 was statistically significant. Exogenous CX3CL1 significantly promoted BV2 cell migration and TNF-a secretion induced by LPS, while such effects were canceled in BV2 cells with CX3CR1 interfered. 
Conclusion: The overexpression of CX3CL1 in the basal cells of the stria vascularis with aging may be a trigger point for activating the local inflammatory microenvironment in age-related hearing loss, but it still requires further in vivo intervention experiments for validation.
DOI: 10.17632/9fmfn6kfn7
title: Ballistocardiography with breathing disorderes

description: Tha dataset contains ballistocardiography signals together with ECG and calculated first Cartan curvature (files denoted as c#.csv, where # is the number corresponding with the measurement #.txt). We studied changes in the signals related with breath holding.

The BCG sensor dataset is obtained from twenty tested individuals. The schedule of measuring was in two types (V1 and V2) described in description. Every breath-holding was done for the time of the approximatelly 30 seconds. For measurement a force plate in the form of bed was used. The force plate had four tensometers embedded in its four legs. Each tensometer could measure the force in three orthogonal directions with a precision of up to 0.1 N. Therefore, 12 force signals were obtained. The ECG signal was measured simultaneously with the force measurement. All the signals were registered using a 24-bit AD converter with a sampling rate of 1 kHz. Measurement took place in laboratory at Faculty of Science, University of Hradec Králové, Czech republic.
DOI: 10.17632/wzbzznk8z3
title: A dataset for machine learning research in the field of stress analyses of mechanical structures

description: The dataset is prepared and intended as a data source for development of a stress analysis method based on machine learning. It consists of finite element stress analyses of randomly generated mechanical structures. The dataset contains more than 270,794 pairs of stress analyses images (von Mises stress) of randomly generated 2D structures with predefined thickness and material properties. All the structures are fixed at their bottom edges and loaded with gravity force only. See PREVIEW directory with some examples. The zip file contains all the files in the dataset.
DOI: 10.17632/nz6tdyvjdh
title: Goan Fish Dataset - Day3to7

description: This dataset was created for:
1. Fish Identification
2. Fish Freshness Detection
3. Formalin Detection

For this study, the fish dataset was created for fish identification using 4 different fish families. Also, for fish freshness, a dataset was created using one fish family. 


The illumination condition and background were kept the same for all the images. 
Fish family used were local fish namely Green Chromide (Calandor), Crescent Grunter (Kharkhare), Gray Mullet (Shevto), Jibra (Local name) from brackish water for identification of fish whereas Indian Mackerel (Bangda) from seawater for experimental analysis of fish freshness from day 0 to day 5.