cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.3860598.v1
title: Supplementary Table 8 from Strong influence of palaeoclimate on the structure of modern African mammal communities

description: Ecological research often assumes that species are adapted to their current climatic environments. However, climate fluctuations over geologic time scales have influenced species dispersal and extinction, which in turn may affect community structure. Modern community structure is likely to be the product of both palaeoclimate and modern climate, with the relative degrees of influence of past and present climates unknown. Here, we assessed the influence of climate at different time periods on the phylogenetic and functional trait structure of 203 African mammal communities. We found that the climate of the mid-Holocene (approx. 6,000 years ago) and Last Glacial Maximum (approx. 22 000 years ago) were frequently better predictors of community structure than modern climate for mammals overall, carnivorans and ungulates. Primate communities were more strongly influenced by modern climate than palaeoclimate. Overall, community structure of African mammals appears to be related to the ecological flexibility of the groups considered here and the regions of continental Africa that they occupy. Our results indicate that the future redistribution, expansion and contraction of particular biomes due to human activity, such as climate and land-use change, will differentially affect mammal groups that vary in their sensitivity to environmental change.
DOI: 10.17632/p7rmyzrkh5
title: Vedic Science (Vedic Physics, chemistry and Mathematics)

description: However, in our pursuit of lasting joy, we often turn to temporary material possessions, without realizing that we are losing touch with our true identity and nature. Even though we celebrate the achievements of modern science and consider them the pinnacle of human knowledge, it’s surprising to learn that many of these discoveries and innovations were already documented in ancient Vedic scriptures thousands of years ago. Unfortunately, we are often unaware of this fact and believe that our contemporary understanding, which is limited by our imperfect senses, is the only truth and the path to happiness.
DOI: 10.17632/wpv89cgrm4
title: Data for: Multivariate Event Detection Methods for Non Intrusive Load Monitoring in Residential Buildings

description: The Power_time_series.txt file contains the 34 electrical features related to power that were computed using current and voltage acquisitions made using our own acquisition system based on an Arduino MKR Zero microcontroller with a sampling frequency of 6.25 kHz (see reference "Design of an electricity consumption measurement system for Non Intrusive Load Monitoring", IEEE IREC 2019 from the same authors). In the text file the power time series correspond to the active power P, its harmonic order Pk, where k is ranging between 1 and 15 and the sum of the harmonics PH. There are also the reactive power Q, its harmonic order Qk, where k is ranging between 1 and 15 and the sum of the harmonics QH. All these 34 features are ordered by columns as follows: P, P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, PH, Q, Q1, Q2, Q3, Q4, Q5, Q6, Q7, Q8, Q9, Q10, Q11, Q12, Q13, Q14, Q15, QH These power time series correspond to the same scenario of 12 appliances (microwave, a DVD player, a fan, a screen, a vacuum, a waffle iron, a hair dryer, an iron, a flat iron, a mixer, a CFL and a LED lamp) that are randomly switched on/off every 3 seconds during almost one hour and half. This results in almots 1200 events of diferrent appliances. The text file Events_time_stamping.txt contains the time stamps of each events that were hand-labelled after inspecting the signals. Timestamps of the labeled events were adjusted to match the transitions. The text file Events_labelling corresponds to the labelling of each events (which appliance is responsable of the event). Finally, the file MultivriateAbruptChangeDetectors.pdf is a repport containing the mathematicla derivation of each investigated detector in details.
DOI: 10.17632/xvv5v7gznj
title: Implications of Non-Ideal Gas Dispersion for Underground Hydrogen Storage

description: This represents the output of the experimental cases that were discussed in the paper "Implications of Non-Ideal Gas Dispersion for Underground Hydrogen Storage."
DOI: 10.17632/4ssk9f2p2c
title: Statistical data on the perceptions of distance undergraduate learning students towards using H5P interactive content during the teaching and learning process of the sustainability education

description: This dataset presents multiple statistical comparisons on the perceptions of distance undergraduate learning students towards using H5P interactive content during the teaching and learning process of the sustainability education. Besides descriptive statistics, other statistical comparisons were performed, namely (i) Cronbach's alpha coefficient; (ii) Canonical correlation analysis; (iii) Spearman Rank Order correlation; (iv) Independent samples t test; (v) Fisher's statistic; and (iii) Tukey's posterior test. All statistical analysis was conducted from data processing using Statistical Package for Social Sciences – SPSS software version 18 for Windows.
DOI: 10.17632/kzgvs6ndtb
title: Quality Evaluation and Suitability Assessment of Kirtankhola River Sand for Construction Applications.

description: The study involved the collection of sand samples from five distinct locations along the Kirtankhola River.
DOI: 10.17632/vxsfpk5xcj
title: The Moderating Influence of Risk Attitude in the Financial Literacy-Access to Finance Nexus

description: The data was collected from SMEs in Ghana, and examines the link between financial literacy, risk attitude and access to finance. The research hypotheses assessed the relationship between financial literacy and access to finance and employed risk attitude as a moderating variable in the financial literacy-access to finance connection.
DOI: 10.17632/w2pg3k6c8m
title: Data for: Hydrophobicity Classification of Composite Insulators Based on Convolutional Neural Networks

description: By applying the spray method (IEC Standard 62073), about 4500 photos were collected and are available online, from all hydrophobicity classes using distilled water-ethyl alcohol as spraying solution. The pictures of the seven different hydrophobicity classes were split into three separate sets for each hydrophobicity class. The first one consisting of 400 instances of each class (400 × 7 = 2800 photos) was used for the training of the networks. The second one consisting of 100 instances of each class (100 × 7 = 700 photos) was used for the evaluation-validation of the learning course and the comparison of the different models. The last one with 122-165 different instances of each class (980 photos) was used for the final assessment of our chosen model.
DOI: 10.17632/xzss43z4fw
title: Adsorption Dataset on a Fully Packed Silica Gel Bed and three Z-Annular Flow Silica Gel Packed Beds

description: This dataset contains experimental primary adsorption data obtained from a fully packed bed (FPB) and three Z-annulus packed bed configurations. The three Z-annulus packed bed configurations are described by their annular dimensions as small (SAPB), medium (MAPB) and large (LAPB) corresponding to diametrical ratios (Do/Di) of 2, 2.35 and 3.08, respectively. The packed beds were filled with silica gel (Silicon Dioxide/SiO2) of particle size between 3.35mm-4.75mm. The dataset contains raw temperature data from three mass transfer zones (MTZ) designated on the packed beds and their adjoining walls. The temperatures from the mass transfer zones and corresponding walls were obtaining using Omega K-type thermocouples. The inlet and outlet air conditions of temperature, velocity and relative humidity were obtained using Sentry ST732 Hotwire Anemometers and AZ 8829 Temperature and RH% data loggers. Inlet and outlet pressures were obtained using QEALY differential pressure meter connected to the Yokogawa MV2000 Data Logger. They were obtained as electrical pulses in Voltage and then converted into Pascal’s using manufacturer provided conversion factor. The inlet conditions were setup using a purpose-built air mixing box incorporating a convective fan and humidifier. The dataset has spreadsheets captioned FPB Primary Data, LAPB Primary Data, MAPB Primary Data and SAPB Primary Data, respectively for two experimental test runs, Run 1 and Run 2. On each spreadsheet for each test run are the measured parameters in colour codes along with their units. Graphical plots of the inlet and outlet air temperature and relative humidity obtained from the AZ 8829 Temperature and RH% data loggers are also presented for each packed bed configuration and corresponding test run. From this primary data, the humidity ratio, amount of moisture removed (adsorption capacity), and pressure drops can be determined using appropriate correlations. The typical adsorption profile can also be determined using this data. This dataset also includes spreadsheets on silica gel surface and pore property data from BET measurement obtained from Micromeritics ASAP 2020 (along with a summary report), specific heat capacity data from EXSTAR SII DSC 6220 differential scanning calorimeter (DSC), and thermal conductivity and resistivity data, volumetric specific heat capacity and thermal diffusivity data all obtained from KD2 Pro Thermal Analyser. Three analysis reports on true volume and density measurements from Quantachrome Ultra PYC 1200e gas pycnometer are also included.
DOI: 10.6084/m9.figshare.14522781.v2
title: ST-2021-Cobia-transcriptome.xlsx

description: Cobia (<i>Rachycentron canadum</i>) is a marine teleost species with great productive potential worldwide. However, the genomic information currently available for this species in public databases is limited. Such lack of information hinders gene expression assessments that might bring forward novel insights into the physiology, ecology, evolution, and genetics of this potential aquaculture species. In this study, we report the first <i>de novo</i> transcriptome assembly of <i>R. canadum</i> liver, improving the availability of novel gene sequences for this species. Illumina sequencing of liver transcripts generated 1,761,965,794 raw reads, which were filtered into 1,652,319,304 high-quality reads. De novo assembly resulted in 101,789 unigenes and 163,096 isoforms, with an average length of 950.61 and 1617.34 nt, respectively. Moreover, we found that 126,013 of these transcripts bear potentially coding sequences, and 125,993 of these elements (77.3%) correspond to functionally annotated genes found in six different databases. We also identified 701 putative ncRNA and 35,414 putative lncRNA. Interestingly, homologues for 410 of these putative lncRNAs have already been observed in previous analyzes with <i>Danio rerio</i>, <i>Lates calcarifer</i>, <i>Seriola lalandi dorsalis</i>, <i>Seriola dumerili</i> or <i>Echeneis naucrates</i>. Finally, we identified 7894 microsatellites related to cobia's putative lncRNAs. Thus, the information derived from the transcriptome assembly described herein will likely assist future nutrigenomics and breeding programs involving this important fish farming species.<i></i>
DOI: 10.6084/m9.figshare.20025716.v1
title: Supplementary Material for: Specific IgE to Total IgE Ratio Does Not Improve Peanut Diagnostic Accuracy in Adults

description: <b><i>Background:</i></b> Peanut specific IgE (sIgE) can lead to false-positive results. <b><i>Objective:</i></b> We aimed to assess whether peanut sIgE to total IgE (tIgE) ratio improves accuracy in predicting clinical reactivity to peanut compared to peanut sIgE alone, which has not been explored in the adult population so far. <b><i>Method:</i></b> A retrospective chart review was performed for adults who underwent peanut oral food challenge (OFC) and/or oral immunotherapy (OIT) at the Centre Hospitalier de l’Université de Montréal’s allergy clinic between January 2017 and July 2021. Patients with positive peanut OFC and/or undergoing OIT were considered peanut-allergic. Patients with negative OFC were considered peanut-tolerant. Peanut sIgE to tIgE ratios were calculated and performance characteristics of the sIgE to tIgE ratio were compared to sIgE alone by using receiver operator characteristics curves. <b><i>Results:</i></b> Forty-two patients were included (52% male) with a median age of 26 years (range 14–54). Forty-five percent had atopic dermatitis. Median sIgE levels were 2.64 kU<sub>A</sub>/L (range 0.1–100), median tIgE levels were 154 kU<sub>A</sub>/L (range 19–3,400), and median sIgE to tIgE ratio was 0.66% (range 0.04–38.3). Twenty-four patients (57%) were classified as peanut-allergic and 18 (43%) as peanut tolerant. The area under the curve for peanut sIgE was 0.921 compared to 0.926 for peanut sIgE/tIgE (<i>p</i> not statistically significant). <b><i>Conclusions:</i></b> We found that there was no significant benefit in using peanut sIgE to tIgE ratio over sIgE alone to predict peanut reactivity in an adult population. Larger prospective studies are needed to further confirm these findings.
DOI: 10.6084/m9.figshare.26962789.v1
title: There are two datasets containing tweets and reddit depressed posts

description: The detailed description of datasetsthat are used in proposed research work. We have usedtwo datasets for implementation. First is Reddit depressionposts (RDP) dataset that contains Reddit depressed and nondepressedposts. The second is the Twitter depression tweets(TDT) dataset, that comprises of Twitter depressed and nondepressedtweets. The datasets were collected from two differentsources i.e. Reddit and Twitter to detect depressionthrough text. Both datasets are publicly available and areeasily accessible.
DOI: 10.17632/3b529zn236
title: Data for: "How to internationalize our research? Perception of brazilian researchers on institutional incentives", published by RAC-Revista de Administração Contemporânea

description: Survey questionnaire and database of the researchers' answers.
DOI: 10.17632/d55hj9cvy3
title: New Dawn Fades: Trade, Labour and the Brexit Exchange Rate Depreciation

description: Replication files for the paper "New Dawn Fades: Trade, Labour and the Brexit Exchange Rate Depreciation" (R. Costa, S. Dhingra and S. Machin) published in Journal of International Economics.
DOI: 10.17632/mr7zn6xz4z
title: Incorporation of fluoride in calcite: Insights from solid-state NMR, NanoSIMS, APT, HRSTEM and DFT calculations

description: Raw data for the manuscript to be published by Geochimica et Cosmochimica Acta as "Incorporation of fluoride in calcite: Insights from solid-state NMR, NanoSIMS, APT, HRSTEM and DFT calculations".
DOI: 10.17632/y28s33w8yx
title: Data for: Combining time-series and textual data for taxi demand prediction in event areas: a deep learning approach

description: This file contains source code and all datasets used in the paper: Combining time-series and textual data for taxi demand prediction in event areas: a deep learning approach.
DOI: 10.6084/m9.figshare.4880063.v4
title: CAGE peaks (hg38 v3)

description: <pre>CAGE peaks === This folder contains the CAGE peaks defined in the FANTOM5 project as a robust set, where genomic coordinates originally defined on hg19 are lifted to hg38 by liftOver tool. By following the update, their annotations are also updated - see “CAGE_peaks_annotation” directory in the parent directory. - Inquiries: fantom-help@gsc.riken.jp - Update: 2015-09-18 initial release 2016-07-22 ver.2 release 2017-04-14 ver.3 release Data files --- - hg38_liftover_CAGE_peaks_phase1and2.bed.gz : all lifted-over CAGE peaks using UCSC Lift-over - hg38_fair_CAGE_peaks_phase1and2.bed : fairly remapped CAGE peaks. - hg38_problematic_CAGE_peaks_phase1and2.bed : problematic CAGE peaks that were filtered out by QC - hg38_new_CAGE_peaks_phase1and2.bed : newly identified CAGE peaks in hg38 DPI clustering - hg19_droppped_CAGE_peaks_phase1and2.bed : unmapped CAGE peaks (in hg19 coordination) Description of the columns in CAGE peaks coordinates files --- This is baed on BED9 format, where the thickStart and thickEnd position represent representative TSS positions. (https://genome.ucsc.edu/FAQ/FAQformat.html#format1) - chromosome - start of CAGE peak region - end of CAGE peak region - name (ID) of the CAGE peak - score - strand of the CAGE peak - start of the representative TSS position - end of the representative TSS position (Note: end is always start+1) - rgb string for color coding (plus or minus strand only) </pre>
DOI: 10.17632/nvnhsrfm9h
title: Wagner et al. 2025 JQSR data - Shark and Lime

description: Sediment core data from Shark Lake, AB, Canada and Lime Lake, WA, USA. Shark Lake measurements include oxygen isotope and loss-on-ignition analyses. Lime Lake measurements include oxygen isotope analyses. Bchron age models and input files are also included for both records.
DOI: 10.17632/v65tgtfkz2
title: Disability inclusive competency needs of agricultural extension agents in Ghana

description: Purpose: The need to deal with the inadequacies in disability inclusive extension advisory services by agricultural extension agents to farmers with disabilities informed this study which determined the competency need of extension agents to delivery disability inclusive extension advisory services in Ghana using the Borich needs assessment model.
Methodology: Data on competence of task related with disability inclusive extension advisory services were collected from 528 agricultural extension agents in all sixteen administrative regions in Ghana. Structured questionnaire was developed based on the Thomas Durand's (1998) competency theory which states that competency is a function of knowledge, attitude and skills. 63 items (21 each for knowledge, attitude, and skills) on the a five point Likert type scale was used for data collection. The instrument was hosted on Google form for easy accessibility and administration to the respondents. After two months of data collection from September to October, 2022, 528 Agricultural Extension Agents responded to the online survey. The data were analysed using means, ranks, discrepancy score (DS), weighted discrepancy score (WDS), and mean weighted discrepancy score (MWDS).
DOI: 10.17632/3kn94vpcr4
title: Rapid Efficacy of anifrolumab in refractory cutaneous manifestations of systemic lupus erythematosus: a prospective study of 11 patients

description: Supplementary Figure 1 legend: Kaplan-Meier curves for the probability of reaching a CLASI-50 (left panel) or complete response (right panel). The median time to reach CLASI-A 50 was one month (95% CI 1-3). The median time to reach complete response was 6 months (95% CI 1-∞)

Supplementary Figure 2 legend: CLASI damage and SELENA-SLEDAI scores for 11 patients before and at weeks 4 and 16 of anifrolumab treatment. Black solid circles represent individuals. The red bars indicate median values. P-values were calculated using the Mann-Whitney U test. p<0.05 was considered significant. NS, non-significant; W, Week
DOI: 10.17632/f3chzwykxm
title: Dataset of the Effect of Difficulty Messaging on Academic Cheating in Middle School Chinese Children

description: We recruited 201 eighth-graders from a full-time middle school in eastern China, and measured the impact of test difficulty messaging on cheating behavior through the use of a naturalistic math test situation, and collected behavioral data.
DOI: 10.17632/r6ryb6ckps
title: Western blot raw data for "Supinoxin Blocks Small Cell Lung Cancer Progression by Inhibiting Mitochondrial Respiration through DDX5"

description: Raw data for Fig 1A, 1F, 1G, 1H, 4B, 5B
DOI: 10.17632/rc39hksfvz
title: Cotton leaves Dataset for diseases classification using EfficienNet Model

description: The Cotton Disease Classification Dataset for the efficienNet Model is prepared for the agricultural research analysis. The dataset is based on images captured in the fields of cotton crops. this dataset helps to find disease types on the cotton crop leaves. the main purpose is to diagnose disease types on cotton crop leaves.
DOI: 10.17632/swj5d6j7b3
title: Data for: The Environmental Effect of Information and Communication Technologies: Evidence from a Large Panel Data Analysis

description: This document includes dataset used in the paper "The Environmental Effect of Information and Communication Technologies: Evidence from a Large Panel Data Analysis".
DOI: 10.17632/xd2c76yt6b
title: Estimation of sensitivity and specificity of bulk tank milk PCR and 2 antibody ELISA tests for herd-level diagnosis of Mycoplasma bovis infection using Bayesian latent class analysis

description: Supplementary material for JDS publication including raw data used for model and model code
DOI: 10.17632/ns3cg3khmv
title: Data for: Traveller-generated destination image: Analysing Flickr photos of 193 countries worldwide

description: These data are the information of 283,912 Flickr photos of 193 countries. The spreadsheet includes: Column A: the photo ID Column B: country ID Column C: country name Column D: number of labels Column E: URL Column F: labels Column G-V: probability distribution of the photo on each topic (attribute) Column W: assigned attribute The photos and metadata were collected using Flickr API. Labels were produced with Google Cloud Vision AI's label detection. Probability distribution and assigned topic (attributed) were calculated using KNIME Analytics Platform 3.7.1.
DOI: 10.17632/sxs4ybcfh3
title: Supplementary Appendix: Canagliflozin and Metabolic Associated Fatty Liver Disease in Patients with Diabetes Mellitus: New Insights from CANVAS

description: This supplementary appendix has been provided by the authors to give readers additional information about their work.
Supplement to: Borisov A. et al. Canagliflozin and Metabolic Associated Fatty Liver Disease in Patients with Diabetes Mellitus: New Insights from CANVAS. 

This study, carried out under YODA Project # 2020-4409, used data obtained from the Yale University Open Data Access Project, which has an agreement with JANSSEN RESEARCH & DEVELOPMENT, L.L.C.. The interpretation and reporting of research using this data are solely the responsibility of the authors and does not necessarily represent the official views of the Yale University Open Data Access Project or JANSSEN RESEARCH & DEVELOPMENT, L.L.C.
DOI: 10.17632/v8xyr7tnbx
title: Bark Texture Recognition of Indian Trees: A Bangalore-Centric Dataset

description: This dataset focuses on the bark textures of 22 tree species native to the Karnataka region, specifically Bangalore, India. The images were captured from various angles, including front-facing and distant views, ensuring a diverse representation of bark textures across different tree maturity stages, from young saplings to fully mature trees. This dataset is particularly useful for a wide range of applications, including timber industry analysis, ecological studies, and advancing machine learning models for tree species classification. The variety in angles, lighting conditions, and growth stages makes the dataset versatile for training robust bark texture recognition systems.
DOI: 10.17632/2pcnt8kpw9
title: Data for: In-Process Virtual Verification of Weld Seam Removal in Robotic Abrasive Belt Grinding Process Using Deep Learning

description: -Dataset folder contains 5 classes of weld seam geomentry #2000 images #All images are in 640X480 pixels #2000 images for background class #500 images for four weldseam classes -Label folder contains pixel wise labelling of the 5 classes #2000 label images for each class --------------------------------- Colour codes for each class 000 000 000 %background 2000 images 192 200 20 %seam1 500 images 000 000 192 %seam2 500 images 192 000 000 %seam3 500 images 128 192 000 %seam4 500 images ---------------------------------
DOI: 10.17632/p9v5k5trz2
title: Data for: Enhanced thermoelectric figure of merit of individual Si nanowires with ultralow contact resistances

description: Fabrication and thermoelectric characterization of epitaxially grown nanowires suspended between two Si contacts made by Si micromachining processes.