cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12611897.v2
title: Florida Bay Diel study and Leachate optical data.xlsx

description: This dataset includes the optical indices and PARAFAC components for a diel study and sediment leachate study conducted in Florida Bay seagrass meadows.
DOI: 10.6084/m9.figshare.23065052.v1
title: Pollenyzer dataset - honey bee pollen samples with scans, photos and laboratory analysis

description: Dataset Description This dataset belongs to paper [1] and contains data for 31 pollen samples from honey bees. Each pollen sample was collected at 24-hour intervals using a pollen trap, scanned, photographed and examined by light microscopy. For each sample the following is available: a high resolution, uncompressed scanner image (1200 dpi) the same image with calibrated colours (professional colour chart) a smartphone photo (Samsung Galaxy S8) the same image with calibrated colours (calibrated by print test strip, see paper) for each pollen sample, a laboratory analysis of the actual plant species contained. In addition, a CSV file is included for each image, which contains the RGB colour and its position for each automatically detected pollen pellet. The colours are differentiated into primary and secondary colours (for more information see [1]). The pollen samples were collected at approximately one-week intervals in Almke, Germany, from two bee colonies. The dataset contains a detailed description of the methodology. References [1] P. Borlinghaus, J. Jung, and R. Odemer, ‘Introducing Pollenyzer: An App for Automatic Determination of Colour Diversity for Corbicular Pollen Loads’, Smart Agricultural Technology, p. 100263, Jun. 2023, doi: 10.1016/j.atech.2023.100263. Link to publication
DOI: 10.6084/m9.figshare.24872310.v1
title: Data and supporting information for "Trace and rare earth element fingerprints of aerobic oxidation of methane in seep-dwelling bivalves"

description: This directory contains all the raw data and supporting information for "<b><i>Trace and rare earth element fingerprints of aerobic oxidation of methane in seep-dwelling bivalves</i></b>", which are stored in xlsx format.
DOI: 10.6084/m9.figshare.27632139.v1
title: A validated rp-HPLC method for simultaneous determination of olopatadine hydrochloride and its related substances in eye drop

description: Olopatadine Hydrochloride, a H1-receptor antagonist, widely used for Allergic Conjunctivitis. A HPLC method was created and validated for the quantification of olopatadine hydrochloride and its related substances in eye formulation in accordance with ICH standards. The separation of olopatadine hydrochloride was done by using a 4.6-mm 15-cm; 5 µm packing USP L7 column with a mobile phase made up of a mixer of phosphate buffer, pH 3.0: Acetonitrile (72:28) ratio at a flow rate of 1.0 mL/min and injection volume 30 µL. A photodiode array detector was used at a wavelength of 299 nm. The validation parameters including specificity, LOD/LOQ, linearity, accuracy, precision, robustness, and solution stability, were verified for performance of the method. The linearity ranges were 0.02–0.40, 0.0004–0.008 and 0.0001–0.002 mg/mL for olopatadine hydrochloride, olopatadine-related compound B and olopatadine carbaldehyde, respectively. The % recovery was within the 80–120%. When the column temperature and flow rate were changed, the system suitability resolution was still within the acceptable range. The solutions were stable after 24 hr at both room temperature and 5°C temperature. For the analysis of olopatadine hydrochloride and its impurity in pharmaceutical finished eye dosage form, the confirmed HPLC method can be a workable analytical approach.
DOI: 10.6084/m9.figshare.28396016.v1
title: Palliative Care Adversarial Dataset (PCAD)

description: This dataset is shared as part of the study titled: Large language models perpetuate bias in palliative care: development and analysis of the Palliative Care Adversarial Dataset (PCAD). Read on arXiv: https://arxiv.org/abs/2502.08073<b>Note on the dataset</b>The PCAD datasets were developed through an iterative process involving two palliative care physicians (NA and SB), a social scientist with expertise in inequity in palliative care (JD), and a clinician specialising in LLM research (FA). The following examples were used to represent axes of identity: ethnicity (White [reference] vs. Black, Asian, or Hispanic [marginalised]); age (30 years old [reference] vs. &gt;75 years old [marginalised]); and diagnosis (cancer [reference] vs. dementia, liver failure, heart failure, or chronic kidney disease [marginalised]). The complete datasets are provided as supplementary material.The PCAD-Direct dataset included 100 adversarial questions, designed to be concise, direct, and intentionally provocative, often beginning with biased premises reflecting an axis of identity. The goal was to test whether LLMs would challenge these biases. Each of the four care dimensions had 25 questions, of which 15 addressed a single axis of identity and 10 incorporated multiple axes to assess intersectionality (seven with two axes and three with three axes).The PCAD-Counterfactual dataset comprised 84 pairs of clinical scenarios, each paired with a single question based on the concept of counterfactual fairness, which assesses consistency of outcomes when protected attributes (e.g. age, ethnicity) are altered. Each pair included a reference case and a counterfactual case differing only by an axis of identity (age, ethnicity, or diagnosis). The dataset covered four care dimensions with 21 scenarios each: 15 focused on a single axis, and six addressed intersectionality (three with two axes and three with three axes).
DOI: 10.6084/m9.figshare.29132513.v1
title: Particles as Quantized Excitations within the STEC framework

description: The paper introduces a detailed theoretical framework proposing that fundamental particles are emergent phenomena within the Spherical Time-Energy Continuum (STEC) model. This STEC model is built on the ideas of a cyclical, compactified S1 time dimension and an infinitely conserved primordial energy density field, denoted as ρE​. The core thesis is that particles are specific, quantized, and dynamically evolving excitations of this fundamental ρE​ field.See Publishes for original STEC paper.
DOI: 10.17632/dj4vwzkp3g
title: Injury Status

description: Survey data for running habits according to injury status
DOI: 10.6084/m9.figshare.1173324.v1
title: Favourite colours, ages, and gender.

description: We went to campus walk and we surveyed 20 individuals. We asked our subjects what their ages and favourite colours were. Their gender was observed (male or female).
DOI: 10.6084/m9.figshare.20013503.v1
title: Genomic data for Ostrea edulis

description: A high-quality chromosome-level genome assembly and genome annotation of the European flat oyster, Ostrea edulis
DOI: 10.6084/m9.figshare.28466120.v1
title: Phylogenomic studies and molecular markers clarifying the evolutionary relationships and classification of Pseudalkalibacillus species: proposal for the family Guptibacillaceae fam. nov. harbouring the genera Guptibacillus gen. nov. and Exobacillus gen. nov.

description: Supplementary Material for ‘Phylogenomic studies and molecular markers clarifying the evolutionary relationships and classification of Pseudalkalibacillus species: proposal for the family Guptibacillaceae fam. nov. harbouring the genera Guptibacillus gen. nov. and Exobacillus gen. nov. ’, as described in International Journal of Systematic and Evolutionary Microbiology
DOI: 10.6084/m9.figshare.29123426.v1
title: all_genes_expression_of_non-diapause_silkworm

description: This part of the table shows the gene expression patterns of non-diapause silkworm embryos and larvae that were congenitally infected with N. bombycis, and the gene expression patterns of N. bombycis in non-diapause silkworm embryos and larvae.
DOI: 10.6084/m9.figshare.9978812.v3
title: Mete-data of biocrust cover in global drylands

description: We compiled data of biocrust cover in drylands from the published references in Web of Science during January 1980 and July 2019. Meanwhile, we also combined the unpublished materials, and recent reviews and books. References without reporting biocrust cover were excluded. We confined our research scope to drylands (including hyper-arid land, arid land, semiarid land and dry subhumid land) according to Aridity Index of around 0-0.65. However, cryptogam in dryland forest ecosystems were excluded in this study because they significantly differed from what we discussed here in terms of structures and functions. Data points without location information were also removed because location information was necessary to extract remote sensing data. Meanwhile, natural steady pattern of biocrust cover was of more relevance than the disturbed sites or sites that in the transient states to avoid possible interference to stable states (e.g., grazing, fire, trampling). Therefore, data points coming from the sites where were disturbed or were in transient phases were not included in this study. However, studies that reported sites which experienced long-term restoration &gt;30 years (generally longer than at least one life history of vascular plants, and also estimated years to recovery of biocrusts) were generally kept because the restored ecosystems largely reached the final steady states. Biocrust cover was directly extracted from references which reported vegetation cover in ecosystem scale or indirectly calculated by us by averaging over multiple points in an ecosystem. If microhabitat (or microclimate) was reported, only data points in non-sunny slope were used to estimate biocrust cover. To avoid over-representation, data points among which the distances were smaller than 5 km were integrated and were regarded as a single point, assigned an averaged value.
DOI: 10.17632/ggszv27mnd
title: Research data of the work titled "Forecasting Municipal Solid Waste Disposal Rates Using Seasonal Autoregressive Integrated Moving Average with Exogenous Variables (SARIMAX) model"

description: Recently, various methodologies have been employed to develop forecasts for municipal solid waste generation rates (MSWDR). Notably, several of these methods are highly robust, including dynamic systems, convolutional neural networks, machine learning, and deep learning. However, when only a relatively small dataset is available, the efficiency of these methods significantly diminishes. Consequently, simpler methods such as time series analysis prove to be more suitable under these conditions, as models like the Seasonal Autoregressive Integrated Moving Average with Exogenous Variables (SARIMAX) efficiently capture the seasonal patterns and trends in variables like the MSWDR. This dataset embodies the time series derived from public databases for the case study in Colombia. The .csv files contain the foundational data required for implementing the forecasts. The .R file is the script used in RStudio to conduct the research. The outcomes produced by executing this script outline the methodological framework adopted to select, validate, and deploy the SARIMAX model to forecast MSWDR
DOI: 10.17632/krsjvfvbsk
title: Smart_irrigation_project_dataset

description: This is the data set for the smart irrigation system
DOI: 10.6084/m9.figshare.14423468.v1
title: File 3: Full Cyc2 alignment file

description: MUSCLE alignment file of all 1,593 sequences used in the Cyc2 phylogenetic tree. All amino acid positions in this alignment have been preserved.
DOI: 10.6084/m9.figshare.24681261.v1
title: Supporting Information for "<i>Ground State Orbital Analysis Predicts S</i><sub><em>1</em></sub><i> </i><i>Charge Transfer in Donor–Acceptor Materials</i>"

description: Within this directory, you will find two primary folders: "xyz_files" and "TD_and_NBO_Files," along with a Python function template named "Similarity_Metric_Function_template.py."<br>1. xyz_files Folder:- This folder comprises 29 subfolders, each named after specific dimer systems.- Within each dimer subfolder, you'll find XYZ files containing structural information for the dimer, its constituent monomers, and the experimental structure (when available)<br>2. TD_and_NBO_Files Folder:- This directory also contains 29 subfolders named after distinct dimer systems.- The dimer subfolders within "TD_and_NBO_Files" have Gaussian output files resulting from TDDFT (Time-Dependent Density Functional Theory) calculations.- These output files include NBO (Natural Bond Orbital) analysis data.<br>3. Similarity_Metric_Function_template.py:- This Python file serves as a template for a function designed to calculate a similarity metric.- It outlines the structure and components necessary for computing the similarity metric, providing a starting point for users to implement this functionality based on their specific requirements.
DOI: 10.6084/m9.figshare.24995825.v2
title: Genome annotations of <i>Acrossocheilus fasciatus</i>

description: The genome annotation files of female and male <i>Acrossocheilus fasciatus</i> including genome structure files and genes function files.
DOI: 10.6084/m9.figshare.28656650.v2
title: Location information and meteorological data of six typical terrestrial ecosystems of China.xlsx

description: The mean annual temperature (<i>MAT</i>) and mean annual precipitation (<i>MAP</i>) of ix typical terrestrial ecosystems of China which are located on the east and west sides of Hu-Line were the areas of our scientific focus: i) the karst area of southwestern China (<i>KS</i>), ii) the agro–pastoral ecotone of southwestern China (<i>AS</i>), iii) the Qinghai-Tibet Plateau (<i>QT</i>), iv) the Loess Plateau (<i>LP</i>), v) the forest–grassland ecotone (<i>FG</i>), and vi) the deserts of Hexi Corridors (<i>HC</i>), all account for an total area of approximately 2.61×10<sup>6</sup> km<sup>2</sup>
DOI: 10.6084/m9.figshare.28862399.v1
title: SPSS analysis data of clinical outcomes

description: This file contains the outcomes of relevant SPSS analysis.
DOI: 10.6084/m9.figshare.6974321.v11
title: Evacuation Videos Database

description: Emergency evacuations. 126 publicly available videos in which people are or should be evacuating. Sources: Youtube & news sites. <br>See detailed information about the videos and data collection method in the excel file: vanderWal2020-onlinerepository.xlsx
DOI: 10.6084/m9.figshare.7514780.v1
title: Porcine circovirus 2b: isolations and mutation rate in J744 lineage macrophage cell

description: ABSTRACT: Porcine circovirus 2 (PCV2) is associated with various clinical signs that are collectively designated as Circovirosis and has a great impact on the pig industry. The virus isolation is classically performed on PK-15 cell line, but other cells have been tested. Despite advances in studies with PCV2, isolation is still a challenge. The difficulty of maintaining these cell lines commonly used associated with the use of toxic substances to the isolation of PCV2 had stimulated the present study, that had the objectives to describe the first isolation of PCV2b in macrophage cell lines, J744 and verify the mutation rate at this system. A sample of lung was pooled and submitted to sequencing in which was classified in genotype PCV2b. This sample was used to inoculate a bottle of J744 with 30% of confluence in RPMI with 10% fetal bovine serum and submitted to five passages, which were accompanied by chain reaction quantitative polymerase (PCRq). The initial and final viral loads were 2.90 × 103 and 4.45 × 108 DNA copies/µL for PCV2b, respectively. Sequencing confirmed the isolation and had eliminated possible co-isolation of more than one genotype. After five passages, the isolate showed 99.7% identity with description of five point of non-synonymous or/and synonymous mutations observed in the cap and rep gene. The results demonstrate that J744 cells exhibit susceptibility, and the instability of the virus in J744 will be important for understanding the virus.
DOI: 10.17632/vpm97cxh5w
title: Controls of gouge heterogeneity on cyclic reactivation of fault-valve systems

description: This dataset is for the manuscript'Controls of gouge heterogeneity on cyclic reactivation of fault-valve systems'.It contains all laboratory shear tests data for gouge-bearing faults and maximum seismic moment data for in this manuscript.
DOI: 10.6084/m9.figshare.16764229.v1
title: Metadata record for: Worldwide diversity of endophytic fungi and insects associated with dormant tree twigs

description: This dataset contains key characteristics about the data described in the Data Descriptor Worldwide diversity of endophytic fungi and insects associated with dormant tree twigs. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format
DOI: 10.6084/m9.figshare.25571643.v1
title: Data Supplement for "Are we Relying on the Wrong Data? Analysis of e-journal usage data at seven R1 and R2 research universities" publication

description: COUNTER 5 data from the University of Dayton (UD) and Case Western Reserve University (CWRU) for an upcoming publication measuring full-text retrievals of e-journal articles. Data here is from calendar years 2019, 2020, 2021 & 2022. Link to publication using this data (https://doi.org/10.1080/1941126X.2024.2337578)
DOI: 10.6084/m9.figshare.25884694.v1
title: Flower numbers over time.2018.csv

description: 2018 flower production over time data set
DOI: 10.6084/m9.figshare.3554505.v1
title: Appendix D. Plots of movement trajectories simulated from four different types of HMMs.

description: Plots of movement trajectories simulated from four different types of HMMs.
DOI: 10.6084/m9.figshare.3858876.v2
title: Associations of plasma lipidomic profile with insulin sensitivity indices-data used for figures 1-3

description: Supplemental material to article “Detection of Independent Associations of Plasma Lipidomic Parameters with Insulin Sensitivity Indices Using Data Mining Methodology” by Kopprasch et al., which includes data used for figures 1-3.
DOI: 10.6084/m9.figshare.c.3912868_d4.v1
title: Additional file 4: of Regulatory remodeling in the allo-tetraploid frog Xenopus laevis

description: Summarizing the analysis of small nucleotide polymorphisms (SNP) in different regions of the genome. (XLS 62 kb)
DOI: 10.17632/2kw7tgph94
title: Astrocyte-derived extracellular vesicles enhance the electrophysiological function and cell survival of human cortical neurons in vitro

description: The immunostained image analysis of neurons created, NTA analysis of obtained EVs, image-based demonstration of EV-uptake by neurons, FACS analysis to quantify apoptotic behavior of cultures of interest, beta-galactosidase result to explain cell senescence status in each group, patch clamp experiment result to demonstrate the electrophusiological effect of astroglial EV treatment.
DOI: 10.6084/m9.figshare.1255056.v3
title: Validation of the Bipolar Disorder Etiology Scale and Factors Related to the Onset of Bipolar Disorder

description: Validation of the Bipolar Disorder Etiology Scale based on Psychological Behaviorism Theory and Factors Related to the Onset of Bipolar Disorder
DOI: 10.6084/m9.figshare.1461651.v1
title: Human Tracks on Slope

description: Human tracks made on a soil slope. What's interesting is that I don't think these were made by a single individual, but rather the gradual erosion of the substrate by successive people walking in the same area. People choose to step on the previous impressions as they are flatter than the rest of the slope and provide a more level footing.
DOI: 10.6084/m9.figshare.17072018.v1
title: data dictionary.docx

description: description for spss file
DOI: 10.6084/m9.figshare.24588240.v1
title: worldwide sheep breeds

description: This study represents a meta-analysis of worldwide genomic SNP dataset represented by 239 domestic and wild sheep breeds from Europe, Africa and Asia (n= 4082 samples) derived from published "ovine SNP50K BeadChip" genotyping datasets (37, 638 SNPs).<br>
DOI: 10.17608/k6.auckland.25546396.v1
title: Hyperspectral images of sediment samples collected in the Whangateau Harbour

description: This data contains the supplementary data for the article "<i>Evolving Multispectral Sensor Configurations Using Genetic Programming for Estuary Health Monitoring</i>". This dataset contains hyperspectral images of sediment with corresponding ground-truth measurements of porosity and organic matter content. Three items are included:<b>Sediment_reference.xlsx: </b>Contains the ground-truth measurements for the porosity and organic matter of the 150 cells of the quadrats measured.<b>Hyperspectral folder:</b> Contains all hyperspectral images of the cells of the quadrats captured as Numpy data files.<b>ROI folder: </b>Contains the masks for each hyperspectral image, segmenting the specular highlightsFor more details see the corresponding paper https://doi.org/10.1080/03036758.2024.2393297, and GitHub repository https://github.com/mrog173/Hyperspectral-Regression-GP.
DOI: 10.17632/s6v29djf6h
title: Survey Data on the Influence of Financial Skills, Digital Financial Literacy, Financial Autonomy, and Impulsivity in Financial Decision Making and Financial Well-being (A Comprehensive Study on Generation Z in Indonesia)

description: This survey dataset on Generation Z in Indonesia, analyzing the impact of financial skills, digital financial literacy, financial autonomy, and impulsivity on financial decision-making and well-being. A total of 953 participants, born between 1997 and 2012, completed an online questionnaire comprising 48 items aimed at evaluating personal financial management skills, attitudes towards financial instruments, degrees of financial independence, and impulsive characteristics. The dataset seeks to elucidate Generation Z's proficiency in making prudent financial decisions and attaining financial well-being in both the present and future. This dataset provides essential tools for academics in economics and finance to explore individual financial behaviors and competencies. Furthermore, the results can assist policymakers in developing plans for national financial education and can also work as references for educators and practitioners engaged in financial literacy initiatives.
DOI: 10.6084/m9.figshare.18685694.v1
title: PMEN1.aln.gz

description: Whole genome alignment of 11 S. pneumoniae PMEN1 isolates.<br>
DOI: 10.6084/m9.figshare.24459703.v1
title: High-performance van der Waals antiferroelectric CuCrP2S6-based memristors

description: This is the repository for the paper "High-performance van der Waals antiferroelectric CuCrP2S6-based memristors". It includes the source data that support the findings of this study.
DOI: 10.6084/m9.figshare.28927406.v1
title: Frp-混凝土粘结数据

description: Frp-混凝土粘结数据