cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5wshj5y97n
title: DATA FOR FLOOD FREQUENCY ANALYSIS OF BHAKRA NANGAL DAM SITE BY STATISTICAL AND MATHEMATICAL COMPUTATION METHOD USING DISCHARGE DATA

description: A flood frequency analysis is a notable idea which helps in avoiding the casualties occurred during flood. It aids in finding out the frequencies of flood, is to come over specific area. In this research, statistical approach is used for three mathematical computing methods as Gumbel’s method, Log-Pearson method and Log-Normal method to find the frequency of floods at Sutlej River of Bhakra Nangal Dam site. These methods are compared and lowest value of D-index by Gumbel’s is considered as the most appropriate for flood analysis. Mathematical computation is done to predict the discharge of river Sutlej with their corresponding return period in which various distributions is done to estimate the statistical parameter such as mean standard deviation coefficient of variance, coefficient of skewness. As per CWC report, discharge data for the Sutlej River from 1954 to 2018 is used for flood frequency analysis, and also to estimate flood magnitude for different return periods for gauged catchment of the basin is 75369 km2, and the risk assessment calculated for 1000 years return period.
DOI: 10.6084/m9.figshare.100940.v9
title: developments in NGS

description: Summarises the developments in (next generation) sequencing. The data is based on the throughput metrics for the different platforms since their first instrument version came out.The figures visualise the results by plotting throughput in raw bases versus read length. Unless stated otherwise, released under a CC BY license. Blog post about the current version: https://flxlexblog.wordpress.com/2016/07/08/developments-in-high-throughput-sequencing-july-2016-edition/<br>Blog posts about the previous editions:<br><br>https://flxlexblog.wordpress.com/2015/06/17/developments-in-high-throughput-sequencing-june-2015-edition/June 2014: http://flxlexblog.wordpress.com/2014/06/11/developments-in-next-generation-sequencing-june-2014-edition/ October 2013 : http://flxlexblog.wordpress.com/2013/10/01/developments-in-next-generation-sequencing-october-2013-edition/ December 2012: http://flxlexblog.wordpress.com/2012/12/03/developments-in-next-generation-sequencing-a-visualisation/
DOI: 10.6084/m9.figshare.12326177.v5
title: De novo assembly of transcriptome dataset from leaves of Dryobalanops aromatica (Syn. Dryobalanops sumatrensis) seedlings grown in two contrasting potting media

description: The RNA transcriptome data of <i>D. aromatica’</i>s seedlings derived from young leaves extracted from three seedlings of one year old planted in dry mineral soil media and peat media were generated by Illumina HiSeq 4000 platform in NovogenAIT, Singapore. Our data, as the first transcriptome dataset for <i>D. aromatica,</i> is of great importance for understanding the molecular mechanism and the involving genes of <i>D. aromatica</i> responses to contrasting growing potting media condition and could be useful to generate molecular markers.<br><br>
DOI: 10.6084/m9.figshare.20180144.v1
title: PAPR data

description: <strong>Feasibility study of a low-cost powered air-purifying respirator (PAPR) - A hospital-based simulation to assess the perception of healthcare professionals</strong>
DOI: 10.6084/m9.figshare.28410296.v1
title: Western Performance Horses with fetlock lameness demonstrate radiographic evidence of chronic exercise remodelling

description: <b>Pathologic changes of the fetlock joint are well documented in thoroughbreds but</b><b> </b><b>little information is available describing the common radiographic findings in western performance horses with fetlock lameness. The goal of this retrospective case series was to d</b><b>escribe radiographic findings in western performance horses with fetlock lameness. It was hypothesised degree of lameness would correlate with severity of radiographic findings. </b>
DOI: 10.6084/m9.figshare.23500890.v2
title: Bacterial MAG from <em>Condylostoma magnum</em> genome assembly

description: MetaWRAP v1.3.2 (Uritskiy et al. 2018, <em>Microbiome</em>) was used to bin the contigs from the <em>Condylostoma magnum </em>assembly (GCA_001499635.1; Swart et al. 2016, <em>Cell</em>). The quality of the single bacterial bin obtained was assessed using CheckM v1.0.18 (Parks et al. 2015, <em>Genome Res</em>) and the classification of the MAG was obtained by using GTDB-Tk v1.7.0 (Chaumeil et al. 2020, <em>Bioinformatics</em>). The CheckM and GTDB-Tk analyses were done with default settings, using the implementations of the programs provided by KBase (Arkin et al. 2018, <em>Nat Biotechnol</em>). <br> <br> <br>
DOI: 10.6084/m9.figshare.25809808.v1
title: Adoption Intention

description: Farmers Adoption
DOI: 10.6084/m9.figshare.6002273.v2
title: Structural and diffusion-weighted images of the adolescent brain

description: Diffusion weighted data (DWI volumes, bval and bvec files per subject) processed via ExploreDTI, and unprocessed structural images (T1) from typically-developing participants (late childhood to adolescence).<br>Subjects are the same as the NODDI measures of brain development dataset.
DOI: 10.6084/m9.figshare.6265658.v1
title: Patient32

description: Female Patient with 155 slice of pulmonary embolism CT-Angiography.
DOI: 10.6084/m9.figshare.7039799.v1
title: Phylogenetic, functional and taxonomic richness have both positive and negative effects on ecosystem multifunctionality

description: Data from "Phylogenetic and functional attributes of subordinate species are key for the multifunctionality of terrestrial ecosystems"
DOI: 10.17632/8h5rtbbx7m
title: COVID-19, healthcare facilities, and economic related data in Nigeria

description: Our various datasets are now updated as version 3 on Saturday, December 19, 2020. The dataset describes the healthcare facilities, state budget, and laboratories in Nigeria in response to the COVID-19 pandemic and the economic situation of the entire population of the country amidst the pandemic. We have published a data article titled "An exploratory assessment of a multidimensional healthcare and economic data on COVID-19 in Nigeria" using this data and can be found via https://cutt.ly/ngx3xMw. Please kindly cite this paper if you use any of these datasets: Ogundepo, E., Folorunso, S., Adekanmbi, O., Akinsande, O., Banjo, O., Ogbuju, E., Oladipo, F., Abimbola, O., Oseghale, E., & Babajide, O. (2020). An Exploratory Assessment of a Multidimensional Healthcare and Economic Data on COVID-19 in Nigeria. Data in brief, 106424. doi: https://doi.org/10.1016/j.dib.2020.106424 The GitHub repository of the paper can be found via https://bit.ly/COVID-19data_project_repo.
DOI: 10.17632/nz7vm5rchd
title: MS-TR: A Morphologically Enriched Turkish Sentiment Treebank

description: In this dataset, we introduce MS-TR a Morphologically Enriched Sentiment Treebank, which was implemented for training Recursive Deep Models to address compositional sentiment analysis in Turkish.
DOI: 10.6084/m9.figshare.11522676.v1
title: Anthropometric Dataset - Monitoring of Czech preschoolers

description: The anthropometric database including preschoolers from two cohorts aged 4 to 6 year from 1990 and from 2014 to 2019. <br>List of variables: IDunique identificatorSEXF-female, M-Male AGEAge in yearsBody_weightbody weight in kilogramsBMIbody mass index = body weight (in kilograms)/body height<sup>2 </sup>(in meters)Body_heightbody height in centimetersMSCM_BIApercentage of muscle mass - BIAFATM_BIApercentage of fat mass - BIAFATM_MATpercentage of fat mass - Matiegka´s equationMSCM_MATpercentage of muscle mass - Matiegka´s equationSKLM_MATpercentage of skleton mass - Matiegka´s equation
DOI: 10.6084/m9.figshare.25106987.v1
title: WGS data (hg38 DNA reads on chr17)

description: We used R9.4.1 reads from both whole genome shotgun (WGS) and single-cell whole genome amplification (scWGA) sequencing results for current events visualization. In theory, scWGA reads were generated from amplified DNA without 5mC signals and can thus be used as a negative control for WGS reads. Reads aligned around the site 43281378 on chr7 are sampled to showcase. WGS data is used as the native sample.
DOI: 10.6084/m9.figshare.29114651.v1
title: Cluster Paths Required Assets: CelebA, CIFAR-10, Imagenet validation split, & Models

description: This dataset is used for anonymous data sharing for our NeurIPS 2025 submission.
DOI: 10.6084/m9.figshare.3792780.v1
title: Online Supplementary Material for Avian Conservation and Ecology article titled "Direction-of-arrival estimation of animal vocalizations for monitoring animal behavior and improving estimates of abundance".

description: Contained in this fileset are two things. First, the .rar file called Software_SDEer_MatlabVersion.rar contains the SDEer software that can be used for DOA estimation with the hardware outlined in the manuscript. This .rar file contains detailed pdf instructions outlining the use of the SDEer software.<br><br>Second, the .zip file called 3DFiles.zip contains two .stl files. This file type (.stl) is a standard file type for 3D printing. The file MainPart.stl is for printing the main structure of the microphone mount. The file AddPart.stl is for printing the attachment to hold the earbud microphone that emits the synchronization signal to synchronize the four microphones.
DOI: 10.6084/m9.figshare.5053930.v4
title: Data for "Reduced North American terrestrial primary productivity linked to anomalous Arctic warming"

description: Regression coefficients between de-trended March ART index and anomalies with binary files and relevant ctl files.<br>As standard deviation of March ART index is 2.55761, you should multiplied 2.55761 to regression coefficient to get ART-related anomalies to 1 standard deviation of ART index.<br>Filenames indicate each data as follows:<br>hgt300: 300hPa Geopotential heighthgt850: 850hPa Geopotential heightmslp: mean sea level pressurepre: CRU precipitationtmp: CRU temperatureu300: 300hPa zonal windu850: 850hPa zonal windv300: 300hPa meridional windv850: 850hPa meridional windndvi: GIMMS NDVImte: MTE GPPmstmip: MSTMIP GPP<br>All datasets are computed by IDL code (doi: https://doi.org/10.6084/m9.figshare.5053948).<br>
DOI: 10.6084/m9.figshare.21433614.v1
title: Press Releases COVID.xlsx

description: This dataset contains all press releases published by every member of the House of Representatives from their first mention of the COVID-19 pandemic in 2020 until May 30, 2020. Notes about missing data: Press releases for former Representative Anthony Brindisi (NY-22) could not be obtained via the Wayback Machine. Several seats were vacant during the time period noted, and others were filled in the middle of the time period. Chris Collins (NY-27) had no successor, Kwesi Mfume (MD-7) was sworn in on May 5, 2020, Mike Garcia (CA-25) assumed office on May 19, 2020 following the vacancy left by former Representative Katie Hill, Mark Meadows (NC-11) left his position as a Representative to become White House Chief of Staff on March 30, 2020, John Ratcliffe (TX-4) left his position on May 22, 2020, and Thomas Tiffany (WI-7) was sworn in on May 19, 2020 after former Representative Sean Duffy resigned in 2019.
DOI: 10.6084/m9.figshare.22579555.v1
title: Research data - excel sheet.xlsx

description: The data is in the form of an Excel sheet. In that booklet, the first page is the raw data collected from google forms after data collection. The second page has the self-esteem scores. The third has the basic psychological needs scores. The fourth has the depression scores. The fifth has the compilation of all scores with the demographic data. Finally, the sixth page is the key to the demographics.
DOI: 10.6084/m9.figshare.28012568.v1
title: Aquatic greenhouse gas data (Peel-Harvey catchment and estuary)

description: Concentrations of dissolve greenhouse gases (N2O, CH4, CO2) were measured across the land-ocean aquatic continuum (LOAC) in the Peel-Harvey catchment and estuary (Western Australia). Data were collected in 2018. Files contain dissolved gas concentrations, calculated gas transfer velocities (k values), and the R scripts used to calculate dissolved gas concentrations and water-air fluxes. For additional information related to this project, including the full suit of hydrodynamic data, please access this repository.
DOI: 10.6084/m9.figshare.28987079.v1
title: TruSight RNA Pan-Cancer Target Genes - Latancia et al 2025

description: FASQT data from RNAseq panel (TruSight RNA Pan-Cancer Target Genes). AML cell lines (HL-60, HEL) treated with DMSO (vehicle), Rapamycin (RAPA), JQ1 and RAPA combined with JQ1.
DOI: 10.6084/m9.figshare.3399169.v2
title: FocaLens dataset

description: This dataset is a simplified version of the FocaLens database.Since the online space is limited, we have to resize all the images to 480x320, which is the size of input image in our proposed model.<br>The full-size database will be published sooner.
DOI: 10.6084/m9.figshare.5127175.v1
title: Supplementary Material for: Functional Outcome After Primary Endovascular Therapy or IV Thrombolysis Alone for Stroke. An Observational, Comparative Effectiveness Study

description: <b><i>Background:</i></b> Among the acute ischemic stroke patients with large vessel occlusions and contraindications for the use of IV thrombolysis, mainly on oral anticoagulation or presenting too late, primary endovascular therapy is often performed as an alternative to the standard therapy even though evidence supporting the use of endovascular reperfusion therapies is not yet established. Using different statistical approaches, we compared the functional independence rates at 3 months among patients undergoing primary endovascular therapy and patients treated only with IV thrombolysis. <b><i>Methods:</i></b> We used data from a prospective, government-mandated and externally audited registry of reperfusion therapies for ischemic stroke (January 2011 to November 2012). Patients were selected if treated with either IV thrombolysis alone (n = 1,582) or primary endovascular thrombectomy (n = 250). A series of exclusions were made to homogenize the clinical characteristics among the two groups. We then carried out multivariate logistic regression and propensity score matching analyses on the final study sample (n = 1,179) to compare functional independence at 3 months, as measured by the modified Rankin scale scores 0-2, between the two groups. <b><i>Results:</i></b> The unadjusted likelihood of good outcome was poorer among the endovascular group (OR: 0.69; 95% CI: 0.47-1.0). After adjustment, no differences by treatment modality were seen (OR: 1.51; 95% CI: 0.93-2.43 for primary endovascular therapy). Patients undergoing endovascular thrombectomy within 180-270 min (OR: 2.89; 95% CI: 1.17-7.15) and patients with severe strokes (OR: 1.84; 95% CI: 1.02-3.35) did better than their intravenous thrombolysis counterparts. The propensity score-matched analyses with and without adjustment by additional covariates showed that endovascular thrombectomy was as effective as intravenous thrombolysis alone in achieving functional independence (OR for unadjusted propensity score matched: 1.35; 95% CI: 0.9-2.02, OR for adjusted propensity score matched: 1.45; 95% CI: 0.91-2.32). <b><i>Conclusion:</i></b> This comparative effectiveness study shows that in ischemic stroke patients with contraindications for IV thrombolysis, primary endovascular treatment might be an alternative therapy at least as effective as IV thrombolysis alone. Randomized controlled trials are urgently needed.
DOI: 10.6084/m9.figshare.19430618.v2
title: Data Artikel Minimization of Total.xlsb

description: <pre>The data used to calculate the waiting time and the number of transfers at the minimum m CNC-Machining Centers that minimize the Total Varable Cost. The data consists of: Production batch size, setup time, processing time, transfer batch size.</pre>
DOI: 10.6084/m9.figshare.28971464.v1
title: Datasets

description: lighting datasets
DOI: 10.17632/v57r8kn7th
title: High spatial resolution mean wind speed grids from the Global Wind Speed Model (GloWiSMo)

description: Description

GloWiSMo is applicable for mapping the wind resource available for wind power use worldwide on a 250 m spatial grid. 
For a detailed description of the underlying methods of GloWiSMo please refer to: “Jung C, Schindler D. Integration of small-scale surface properties in a new high resolution global wind speed model. Energy Conversion and Management 2020;210:112733. https://doi.org/10.1016/j.enconman.2020.112733”
 
The dataset contains:

1.	Mean wind speed in 10 m  
The values of the grids are provided as integers. Please divide the values by 10 to obtain wind speed in m/s.

2.	Mean wind speed in 120 m
The values of the grids are provided as integers. Please divide the values by 10 to obtain wind speed in m/s.

3.	Power law exponent 
The power law exponent can be used to extrapolate the 10 m wind speed to any wind turbine hub height. Please refer to “Jung C, Schindler D. The role of the power law exponent in wind energy assessment: A global analysis. International Journal of Energy Research 2021;45:8484-8496. https://doi.org/10.1002/er.6382” for a detailed description of how to extrapolate wind speed.
The values of the grids are provided as integers. Please divide the values by 1000 to obtain the power law exponents.

Files

1. Mean wind speed in 10 m (250 m x 250 m)
2. Mean wind speed in 120 m (250 m x 250 m)
3. Power law exponent (250 m x 250 m)
DOI: 10.17632/v8zzxkc9js
title: Mixture of neonicotinoid and fungicide affects foraging activity of honeybees

description: The effect of fungicides, insecticides and their mixture on the flight activity of honeybees was investigated. The bees were tagged with RFID chips to measure their flight activity over their entire lifespan. It was found that the combination of neonicotinoid (insecticide) and SBI fungicide led to a synergistic effect on flight activity, while the mixture of neonicotinoid and non-SBI fungicide caused no effects.
DOI: 10.17632/z97wrdk75y
title: Path loss data for UAV channel modeling

description: This paper presents the data of Air to Ground (A2G) path loss for Unmanned Aerial Vehicle (UAV). The data collection process was carried out through simulations developed with the help of the Wireless Insite software that uses the full 3D ray-trace technique. The simulation was done for two types of areas: Uniform and Real areas. The parameters of the unform area were selected according to The International Telecommunication Union (ITU) statistical model in its recommendation document (P.1410-2). The CADMAPPER website was used to generate the real area. The output data provides the total path loss, free space path loss, and the excess path loss. The data offers potential support for further research in UAV channel modeling.
DOI: 10.6084/m9.figshare.13237076.v4
title: DepMap 20Q4 Public

description: This dataset contains the results of Avana library CRISPR-Cas9 genome-scale knockout (prefixed with Achilles) as well as mutation, copy number and gene expression data (prefixed with CCLE) for cancer cell lines as part of the Broad Institute’s Cancer Dependency Map project. We have repackaged our fileset to include all quarterly-updating datasets produced by DepMap.<br>The Avana CRISPR-Cas9 genome-scale knockout data has expanded to include 808 cell lines, the RNAseq data includes 1376 cell lines, and the copy number data includes 1753 cell lines. Please see the README files for details regarding data processing pipeline procedures updates.<br>As our screening efforts continue, we will be releasing additional cancer dependency data on a quarterly basis for unrestricted use. For the latest datasets available, further analyses, and to subscribe to our mailing list visit https://depmap.org.<br>Descriptions of the experimental methods and the CERES algorithm are published in http://dx.doi.org/10.1038/ng.3984. Some cell lines were process using copy number data based on the Sanger Institute whole exome sequencing data (COSMIC: http://cancer.sanger.ac.uk.cell_lines, EGA accession number: EGAD00001001039) reprocessed using CCLE pipelines. A detailed description of the pipelines and tool versions for CCLE expression can be found here: https://github.com/broadinstitute/gtex-pipeline/blob/v9/TOPMed_RNAseq_pipeline.md.<br>v2 changes: The README file in version 1 for the Expression pipeline. Version 2 corrects this.<br>v3 changes: We have discovered several issues in the DepMap 20Q4 copy number data, described at https://forum.depmap.org/t/important-update-issues-with-depmap-20q4-data/344. These issues also affected the CRISPR (Avana) 20Q4 CERES data, which is dependent on copy number information. This version reverts the affected files to their previous versions which does not have these issues.<br>v4 changes:We have discovered additional issues with several of the gene expression files in the 20Q4 dataset which we will correct shortly. The issues, described in more detail below, affected the files CCLE_expression_full, CCLE_RNAseq_reads, and CCLE_RNAseq_transcripts. Note that these issues are independent of the problems with the copy number pipeline described above. Hence, these files were not reverted to their previous versions, and we are correcting them in the 20Q4 dataset.<br>CCLE_expression_full and CCLE_RNAseq_reads: Underlying datasets were swapped.<br>CCLE_RNAseq_transcripts: Data for the cell line ACH-000561 was incorrectly normalized in this dataset. <br>Note that, starting in 20Q4, the expression datasets use log(x+1) transformation for all TPM values (including now the CCLE_RNAseq_transcripts file), and no transformation for expected counts. See README for more details.<br>
DOI: 10.6084/m9.figshare.13656647.v1
title: Data from: Access to cleaning services alters fish physiology under parasite infection and ocean acidification

description: Data from: Access to cleaning services alters fish physiology under parasite infection and ocean acidification
DOI: 10.6084/m9.figshare.24113343.v1
title: <b>Data of in silico studies on </b><b><i>Zingiber zerumbet</i></b><b> rhizomes for idiopathic pulmonary fibrosis</b>

description: The rhizomes of <i>Zingiber zerumbet (Z.z) </i>have been used in traditional medicine for sore throats. Z.z. has good antioxidant and anti-inflammatory activity. Hence, we plan to screen this rhizome extract for idiopathic pulmonary fibrosis (IPF). The best way we intended it was to go for the systems and network pharmacology approach for its health benefits. The data generated here are the results of computational work
DOI: 10.6084/m9.figshare.25298872.v1
title: SSCmec typing

description: SSCmec typing was done using staphopia-sccmec v1.0.0 from staph-typer sub-workflow included in Bactopia tools and SCCmecFinder 1.2