cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bg2sctsysf
title: Urdu Handwritten Text Dataset

description: The dataset contains the images of handwritten text in Urdu language, one of the most widely spoken languages in South-East Asian regions. The native-speaking authors from different social domains were invited to write a pre-written text in their handwritings. The pre-written text is carefully written in a way that it includes almost all the characters, ligatures, diacritics, and dots used in writing the text Urdu script. The disabled persons are also involved to write the text to make the data collection more comprehensive. The demographic data of the authors is also recorded for supporting the research activities like author identification, text-matching etc.
DOI: 10.6084/m9.figshare.16574390.v1
title: Traffic speed forecasting

description: The dataset is saved on Python's Numpy library format.The dataset is splitted in training and testing.X is the inputs and Y is the outputs.X is a feature-normalized 3D matrix (samples, time intervals, features).Y is a 2D matrix (samples, time intervals).<br>*X features are:speed_avg_1: Average speed on lane 1<br>speed_avg_2: Average speed on lane 2<br>speed_avg_3: Average speed on lane 3<br>speed_med_1: Median speed on lane 1<br>speed_med_2: Median speed on lane 2<br>speed_med_3: Median speed on lane 3<br>speed_min_1: Minimum speed on lane 1<br>speed_min_2: Minimum speed on lane 2<br>speed_min_3: Minimum speed on lane 3<br>speed_max_1: Maximum speed on lane 1<br>speed_max_2: Maximum speed on lane 2<br>speed_max_3: Maximum speed on lane 3<br>speed_std_1: Speed's standard deviation on lane 1<br>speed_std_2: Speed's standard deviation on lane 2<br>speed_std_3: Speed's standard deviation on lane 3<br>volume_1: Volume on lane 1<br>volume_2: Volume on lane 2<br>volume_3: Volume on lane 3<br>detected_1: (dummy) vehicle detected on lane 1<br>detected_2: (dummy) vehicle detected on lane 2<br>detected_3: (dummy) vehicle detected on lane 3<br>day_week_1: (dummy) day of the week = monday<br>day_week_2: (dummy) day of the week = tuesday<br>day_week_3: (dummy) day of the week = wednesday<br>day_week_4: (dummy) day of the week = thursday<br>day_week_5: (dummy) day of the week = friday<br>precipitation: rain intensity<br>*Y is the average speed of the time interval considering all lanes<br><i>*days</i> is a vector to indicate a day ID for each sample.<br>*<i>u</i> and <i>s</i> are the average and standard deviation used for normalization of X_train and X_test and calculated based on X_train<br>
DOI: 10.17632/hr9sv8dxxb
title: Lu et al 2021, Supplemental Figure S1

description: Supplemental Figure S1 in Phenotypic and genetic effects of season on milk production traits in dairy cattle in the Netherlands
DOI: 10.17632/prcp4h5drs
title: Generation and correction of machine learning interatomic potential for simulation of liquid metal corrosion with near experimental accuracy: A study for iron corrosion in liquid lead

description: The MTP and 2B potential files used in the study entitled "Generation and correction of machine learning interatomic potential for simulation of liquid metal corrosion with near experimental accuracy: a study for iron corrosion in liquid lead" can be downloaded.
DOI: 10.17632/tm9s68vgxd
title: ThreatGram 101 - Extreme Telegram Replies Data with Threat Levels

description: Data 1: Raw and Unlabeled; 2 million unlabeled replies from 17 Telegram channels.
Data 2: Raw and Labeled; 15,076 replies from 17 Telegram channels categorized as no threat, judicial threat, and non-judicial threat.
DOI: 10.6084/m9.figshare.23929893.v1
title: NeuroArtsDatabase

description: Database resulting of Scopus databse search for the convergence of Neurosciences and Arts and Humanities with the string:<i>( TITLE-ABS-KEY ( neuro* ) AND TITLE-ABS-KEY ( {arts} OR humanities OR "human sciences" OR artistic ) AND NOT TITLE-ABS-KEY ( "martial arts" ) </i><i>)</i>And published in the article <i>One Hundred Years of Neurosciences in the Arts and Humanities, a Bibliometric Review.</i>
DOI: 10.6084/m9.figshare.23974398.v1
title: Dataset 150.xlsx

description: The Data is the cumulative answers of questionnaires from 150 respondents from the Malaysian Semiconductor Manufacturing Inndustry. This Data is used for a model research in a technology adoption of Digital Twin
DOI: 10.6084/m9.figshare.5854662.v2
title: List of genes included in the Zymoseptoria tritici IPO323 ORFeome project

description: List of genes included in the Zymoseptoria tritici IPO323 ORFeome project
DOI: 10.17632/58ybs5zxcw
title: CHANGING CONTOURS OF ABORTION JURISPRUDENCE, WOMEN CONSENT IN THE WAKE OF THE MEDICAL TERMINATION OF PREGNANCY (AMENDMENT) ACT, 2021v

description: India, sees death of approximately 10 pregnant women per day because of an unsafe abortion practice. This number, however, is usually higher decades ago than what it is today. The Shantilal Shah Committee, created in 1964 entrusted with task of working out a liberal and safest approach for adoption practices to fight with rising unsafe deadly abortions in the country and on report of committee “The Medical Termination of Pregnancy Act, 1971” was passed subsequently to tackle the menace rising death. Recently parliament passed Amendment to the 1971, Act in 2021, seeking to further ease up and enlarge the horizon of lawful abortion. This Act itself and subsequent amendment over the years brings approaches in tune with making abortion accessible, lawful and secure. Nevertheless, the fineness of law does not inevitably correlate with the quality of deliverance. India’s healthcare sphere has a plethora of drawbacks which more frequently challenge the progressive policies adopted by the state. There are also the controversial issues of abortion for adolescents, as well as the notion that abortion should be a woman’s choice. This piecemeal of writing endeavors to investigate the Indian abortion regime in the wake of aforementioned issues, by looking into forces of infrastructure, social disgrace and convergence of medical and patriarchal prejudice underestimate the good that regulation can do.
DOI: 10.17632/b63kw9wk6k
title: Diet Recommendation System with Fullness Factor

description: A dataset with 152 rows with food items containing their 9 attributes as stated below is prepared. The content is prepared from food facts on nutrition sites like 100mealplan, nutritiondata, fatsecret,agritech.tnau.ac.in,gilisting,myfitnesspal,dietandfitnesstoday and verywellfit.
a)	Glycemic Index
b)	Grams
c)	Protein
d)	Carbohydrates
e)	Dietary Fibre
f)	Total Fat
g)	Glycemic Load
h)	Calories
i)	Fullness  Factor
The Glycemic load, Calories and Fullness Factor are calculated from the food facts. The optimization algorithm gives the quantity of each based on the glycemic load, calories and fullness factor.
DOI: 10.17632/sb4pr258f2
title: data of RG108

description: data of RG108 influence fear extinction
DOI: 10.6084/m9.figshare.20520438.v3
title: Datasets of a Multizone Office Building under Different HVAC System Operation Scenarios

description: Datasets of a Multizone Office Building under Different HVAC System Operation Scenarios
DOI: 10.6084/m9.figshare.9755453.v1
title: phonons

description: <pre>Matbench v0.1 test dataset for predicting vibration properties from crystal structure. Original data retrieved from Petretto et al. Original calculations done via ABINIT in the harmonic approximation based on density functional perturbation theory. Removed entries having a formation energy (or energy above the convex hull) more than 150meV.</pre>
DOI: 10.17632/zg5xvm3f3w
title: Batalini_&_Gulhan_et_al_CCR2022_Sig3_and_PARPi_response

description: Data referring to the cohorts used for analytical and clinical validation of Sig3 as biomarker for response to PARPi. Raw sequencing data deposited with dbGaP.
DOI: 10.26180/5c047583808e9
title: participant 13 EEG.zip

description: Participant 13, day 1 and 2 EEG
DOI: 10.6084/m9.figshare.4557751.v1
title: Supplementary Material for: Assessment of Whole-Exome Sequence Data in Attempted Suicide within a Bipolar Disorder Cohort

description: Suicidal behavior is a complex and devastating phenotype with a heritable component that has not been fully explained by existing common genetic variant analyses. This study represents the first large-scale DNA sequencing project designed to assess the role of rare functional genetic variation in suicidal behavior risk. To accomplish this, whole-exome sequencing data for ∼19,000 genes were generated for 387 bipolar disorder subjects with a history of suicide attempt and 631 bipolar disorder subjects with no prior suicide attempts. Rare functional variants were assessed in all exome genes as well as pathways hypothesized to contribute to suicidal behavior risk. No result survived conservative Bonferroni correction, though many suggestive findings have arisen that merit additional attention. In addition, nominal support for past associations in genes, such as <i>BDNF</i>, and pathways, such as the hypothalamic-pituitary-adrenal axis, was also observed. Finally, a novel pathway was identified that is driven by aldehyde dehydrogenase genes. Ultimately, this investigation explores variation left largely untouched by existing efforts in suicidal behavior, providing a wealth of novel information to add to future investigations, such as meta-analyses.
DOI: 10.17632/53x2jrc8g3
title: Consumer Food Preferences

description: This file contains the dataset of the article titled "If the Diet is Correct, Is There Really Need for Supplementary? Research on Food Consumption Preferences of Consumers in Turkey".
DOI: 10.6084/m9.figshare.26376316.v1
title: no2.csv

description: Air quality data readings were obtained from the United States Environmental Protection Agency’s Pre Generated Data files for January 2010 until June 30 of 2022. Measurements for nitrogen dioxide levels at the WGS84 datum point located in Los Angeles at longitude -118.22688 and latitude 34.06659 were selected and the hourly average of readings was taken. This time series was analyzed with the Variable Band Pass Block Bootstrap Method. Code is posted in this project
DOI: 10.6084/m9.figshare.3514865.v1
title: Full Archive

description: Full Archive
DOI: 10.17632/dc7wytfhsm
title: Android permissions and APi calls runtime dataset

description: Contain 1,20,000 android apk file extracted permissions and APIc alls
DOI: 10.6084/m9.figshare.28509827.v4
title: Global low vegetation aboveground biomass dataset between 2000 and 2020

description: This dataset describes the distribution of aboveground biomass of low vegetation worldwide from 2000 to 2020. We use the Forest Cover and Forest Loss datasets to define vegetation areas with canopy cover of &lt;30% and exclude land surface water disturbances as low vegetation areas. We collected more than 4000 measured sampling points around the world, and used Landsat series satellite datasets to construct the model, with a coefficient of determination of 0.58 and a root mean square error of 163.41 g/m².The Spatial resolution of this dataset is 1km.
DOI: 10.6084/m9.figshare.28665350.v1
title: Table S1

description: A high-quality genome of <i>D. sapinea</i> strain ZXD319 was sequenced utilizing the Nanopore PromethION and BGI DNBSEQ-T7 platforms.
DOI: 10.6084/m9.figshare.12490697.v1
title: LeapFrog Data Free Text Survey (2).xlsx

description: Anonymous data on evaluation of library workshops
DOI: 10.6084/m9.figshare.3694968.v1
title: Phylogenetic trees

description: Phylogenetic trees generated with starBEAST (*BEAST). clade tree = Potos_sp_run1.treecytochrome b tree = Potos_all_run1.tree<br>Phylogenetic trees generated with phyml:rooted tree: Potos_phyml_rooted.treeunrooted tree: Potos_phyml_rooted.tree
DOI: 10.6084/m9.figshare.28344107.v1
title: NSSI-Slang Project-Data-Analysis

description: The aim of the research was to explore the usage of slang on two NSSI E-Communities on Reddit.
DOI: 10.6084/m9.figshare.5818251.v1
title: Markov models of the adverse effect of three types of potentially inappropriate prescribing

description: These Markov models were used in analysing the incremental costs and quality-adjusted life years associated with prescribing a potentially inappropriate drug to an older person (age &gt;=65) compared to an appropriate alternative treatment. The three types of prescribing included were:<br>- Proton pump inhibitors at maximal dose for &gt;8 weeks<br>- Benzodiazepine for &gt; 4 weeks<br>- Non-steroidal anti-inflammatory drug for &gt;3 months<br>
DOI: 10.17632/7k9bctmyg6
title: Data for: The influence of different technical marker sets upon hip kinematics during gait

description: The data provided within this file details and compares hip joint kinematics calculated using different technical marker sets, the specific technical marker sets and the code used to describe these within the file is provided within the first worksheet
DOI: 10.6084/m9.figshare.23631984.v1
title: Single cell methylation, RNA and ATAC seq data from C57BL/6J and DBA/2J strains

description: Each file comes from a different cell type identified by clustering. The filenames indicate the cell type where Exc- refers to excitatory neurons and Inh- refers to inhibitory neurons. Non neuronal types are astrocytes and oligodendroglia (ODC). Data are for methylated CpG sites in the mouse genome (non CpG methylation is not included) The files have column headings to be interpreted as follows: <br> <br> chr - chromosome pos - position on the chromosome in basepairs context - a 5bp sequence at the centre of which is the CpG density - the local density of CpG sequences in a 2Kb segment b6.var - C57BL/6J sequence at this site d2.var - DBA/2J sequence at this site b6.me - C57BL/6J number of methylated reads b6.cov - C57BL/6J total read coverage d2.me - DBA/2J number of methylated reads d2.cov - DBA/2J total read coverage gene - gene name at this site cgi - presence of a CpG island tss - presence of a transcriptional start site rna.logp - negative logP of the RNA analysis from DESeq2 comparing C57BL/6J and DBA/2J transcript abundance rna.counts - read counts of snRNA seq, combined values for C57BL/6J and DBA/2J strains rna.log2fold - log2 fold difference in C57BL/6J and DBA/2J transcript abundance from DESeq2 atac.logp - negative logP of the ATACseq analysis from DESeq2 comparing C57BL/6J and DBA/2J transcript abundance atac.log2fold - log2 fold difference in C57BL/6J and DBA/2J ATACseq from DESeq2 atac.counts - read counts of ATACseq, combined values for C57BL/6J and DBA/2J strains states - a set of ‘universal chromatin state annotations’ of the mouse genome based on over 900 datasets from various cell and tissue types (Vu and Ernst, 2023)
DOI: 10.6084/m9.figshare.28159625.v1
title: 医学生认知情绪调节和心理弹性在生活事件与睡眠质量关系中的中介作用

description: 的睡眠质量 医学 会受到许多因素的影响，包括生活事件、恢复力和认知情绪调节策略。了解这些因素之间的相互作用对于制定有效的干预措施以提高医学生s’心理健康和福祉至关重要。本研究旨在检验生活事件与睡眠质量之间的关联，并探讨弹性和认知情绪调节在这种关系中的中介作用。
DOI: 10.15468/dl.zu3vdm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia innesi (Fowler, 1934)",
 "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 19.8496,-0.0352 19.8496,-0.0352 10.8496,8.9648 10.8496,8.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013390-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.16692601.v1
title: Viruses and MAGs in activated sludge

description: Viruses and MAGs in activated sludge
DOI: 10.6084/m9.figshare.16866784.v1
title: Bank of England data

description: Macroeconomic dataset, Thomas & Dinsdale 2017 A Millennium of UK Data<br>This model is described in Purvis, Robinson, & Mao 2022; A multi-scale integrated assessment model to support urban sustainability<br>DOI: 10.1007/s11625-021-01080-0
DOI: 10.6084/m9.figshare.21222398.v1
title: R scripts to re-analyze data published in Melo et al., 2020

description: R scripts to re-analyze data published in Melo et al., 2020. <br> We recommend using the R studio interface to run the code in these scripts. The script already contains the data table; therefore, there is no need to set the data tables in the script. Data table files are only available for better visualization between wide and long formats. <br> Reference: Melo, M. B.; Favaro, V. M.; Oliveira, M. G. M (2020). The dorsal subiculum is required for the contextual fear consolidation in rats. Behavioural Brain Research. 390:112661. Doi: https://doi.org/10.1016/j.bbr.2020.112661.
DOI: 10.6084/m9.figshare.8848739.v1
title: CheckupTestResultChinese

description: Non-checkup lab test result, originally in Chinese<br><br>This dataset support the manuscript "WAHDA: a Data Source to Promote the Impact of Checkup in Better Quality of Care", submitted to Scientific Data<br>
DOI: 10.17632/pwrtkv3fcw
title: La prevención de riesgos laborales en la Armada Española

description: Esta investigación tiene por objeto estudiar la prevención de riesgos laborales en la Armada Española, por ser uno de los componentes de las Fuerzas Armadas Españolas en donde ha existido mayor índice de siniestralidad. En ese sentido, el artículo da a conocer cómo es la estructura de prevención de riesgos laborales en la Armada, dada su normativa específica y el esfuerzo de reducción de siniestralidad. Para lograr este objeto, la investigación se conduce como un estudio de desarrollo teórico que combina las técnicas de recolección de datos documentales con el método analítico, lógico y crítico, previo análisis categorizado de los contenidos. Por último, la estructura de la Armada dentro del Plan de Seguridad Operativa y el Plan de Prevención de Riesgos Laborales disminuye notablemente los siniestros a niveles aceptables mediante una gestión eficiente.
DOI: 10.6084/m9.figshare.3546843.v1
title: Appendix C. Additional methods for assessing timber value.

description: Additional methods for assessing timber value.
DOI: 10.6084/m9.figshare.9746381.v1
title: Raw data from A place for everything and everything in its place: spatial organization of individuals on nests of the primitively eusocial wasp <i>Ropalidia marginata</i>

description: Excel files with raw data for all R codes in ESM file 1
DOI: 10.5522/04/25020907.v1
title: AFM liver tissue data

description: This dataset consists of 27 tissue samples collected from 7 patients suffering from colorectal or pancreatic cancer metastasis who underwent curative liver resection surgery. Tissue punches were collected from healthy and tumour regions during surgery. Each section was measured using an atomic force microscope (AFM) to extract the elastic modulus of the tissue at multiple sites. Microscope images were captured of the whole sample as well as at each measurement site, allowing for spatial localization of each measurement. In some cases, the section was stained post-hoc with haemotoxylin and eosin (H&E), providing ground-truth validation of tissue pathology.There are two datasets available:1. The full liver tissue dataset (46.4 GB), which for each sample containsRaw and processed AFM measurement data for each measurement site (multiple formats: .csv and .mat for processed data)4X microscopy image of the unstained tissue sample (RGB TIFF)4X microscopy images of each measurement site (RGB TIFFs)Annotated image showing spatially localized measurement sites (RGB TIFF)MATLAB workspaces of the registration results (.mat)20X microscopy image of the post-measurement stained sample (RGB TIFF) <i>(Note: not all samples contain stained images)</i>Predicted whole-sample elastic modulus maps produced by a GAN detailed here (32-bit float TIFF)2. The image patch training dataset (8.84 MB):308 training and 78 validation sets, each containing:- 64 x 64-pixel unstained tissue sample image patches (8-bit grayscale)- 32 x 32-pixel tissue topology maps (32-bit float)- 32 x 32-pixel elastic modulus maps (32-bit float)
DOI: 10.6084/m9.figshare.18444731.v1
title: Brightfield Images for Cellular Lifespan Study

description: The current imaging dataset (n=~4000) provides brightfield images of cultured primary human fibroblasts (in vitro) aged through the cellular lifespan. The dataset was generated using the Fisherbrand™ Inverted Infinity and Phase Contrast Microscope (Fisher Scientific #11350119). Images were taken at 10x and 20x magnification before each passage. This provides morphological trajectories collected at high temporal frequency (every 5 days, ~21timepoints per a donor) across the entire replicative lifespan of fibroblast cell lines from n=6 healthy donors and n=3 donors with mitochondrial disease caused by mutations in the SURF1 gene. The dataset can be integrated with other measures collected in parallel along the lifespan, including bioenergetic, gene expression (RNA sequencing, GSE179848), DNA methylation(GSE179847), and whole-genome sequencing (WGS) data. All processed data can be accessed and browsed at our webtool: https://columbia-picard.shinyapps.io/shinyapp-Lifespan_Study/. The study is described in detail at: https://www.biorxiv.org/content/10.1101/2021.11.12.468448
DOI: 10.17632/nkhzfkbscb
title: Data for: Reliable Preparation of Agarose Phantoms for Use in Quantitative Magnetic Resonance Elastography

description: JMBBM_2019_51 Processed Dataset
DOI: 10.17632/sg5xrzdmzr
title: Data for: Generalization of extinction of a generalization stimulus in fear learning

description: The files contain the expectancy and SCL data for the 2 experiments.
DOI: 10.6084/m9.figshare.1434635.v1
title: Mothership : (M)otherness and authorship in Tainted Love by Stewart Home

description: Mothership : (M)otherness and authorship in Tainted Love by Stewart Home Nikolina Nedeljkov Candidate in the PhD Program in English The Graduate Center, The City University of New York The paper based on the dissertation chapter presented at the conference Motherhood and creative practice: Maternal structures in creative work held on 1-2 June 2015 at London South Bank University
DOI: 10.6084/m9.figshare.20400687.v1
title: BMSOM data

description: Occupancy data on west Andean birds formatted for occupancy modeling, as ingested in https://github.com/jsocolar/bmsom_paper/tree/master/wAndes
DOI: 10.6084/m9.figshare.24016827.v1
title: Neuropsychological data Questionnaires Sample 1 and 2.sav

description: The SPSS data represent the individual mean values in the pre- and post-measurement after the cognitive training in the neuropsychological tests, the questionnaires and in the Cortisol levels for sample 1 and sample 2 described in the article Gajewski et al. (2023) Effects of cognitive and stress management training in middle-aged and older industrial workers in different socioeconomic settings: a randomized controlled study. Front. Psychol. 14:1229503. doi: 10.3389/fpsyg.2023.1229503. Further details and explanations of the variables and data sets on request.
DOI: 10.6084/m9.figshare.28320056.v1
title: Table S.1

description: <b>Table S.1.</b> Average and standard deviation (SD) of systolic and diastolic blood pressure of WT, Het, and NOS3 KO mice over a time course of 1.5–12 mo, N=6 (3 male, 3 female) for each genotype.* indicates significant elevation of blood pressure in KO compared with WT and Het at the same age when p&lt;0.05. # indicates significant difference compared with 1.5 mo in KO group at p&lt;0.05 by Tukey post hoc test.