cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.1217544.v1
title: Lab 4 Data Set

description: The selected group of 4 lab partners are Kristine Georgilopoulos-Gulli, Yu Xiao, Naz Naji and Winnie Zhao. We headed to the woodlot by Chimneystack Rd. on the York University Campus. We collected a dataset on the perimeter of the woodlot. The perimeter was defined as the first 2 metres around the circumference of the woodlot. A data set was also collected on the inside of the woodlot, which we defined as 10 metres from the outer edge of the perimeter of the forest. This was a block experiment. We randomly selected Adult Silver Maple Leaf tree species and recorded, the girth of the tree trunk; canopy exposure to sunlight; the percentage of leaf abundance; tree height; leaf colours; soil moisture and ph level. This was repeated on ten occasions on the perimeter of the forest and on ten occasions on the inside of the forest. This experiment was repeated once again after a period of one week.
DOI: 10.6084/m9.figshare.12939557.v1
title: GEMValue Tuberculosis Data File Share

description: This data set contains the listings of 40 essential medicines used to manage Tuberculosis (TB) across 137 countries' national essential medicines lists (NEMLs). These medicines were identified from The World Health Organization (WHO) Model List of Essential Medicines (20th edition) and selected WHO treatment guidelines for TB (2014 through 2019). NEMLs were obtained from our Global Essential Medicines database<sup>1</sup>. Medicines listed on NEMLs are indicated by a "1" and those not listed by a "0". Also included are selected country characteristics: WHO designated high-burden multi-drug resistant TB states and WHO Region, 2016 World Bank income levels and gross domestic product, TB health outcome scores (based on amenable mortality), NEML year of publication, total number of TB medicines listed and total TB medicines listed when alternatives and/or equivalent medicines are considered. These data are the basis for our research on essential tuberculosis medicines and health outcomes in countries with a national essential medicines list. All underlying data used were publicly available at a country level, and we make these available for public use with appropriate credit and citation.
DOI: 10.6084/m9.figshare.28622090.v1
title: Characterization of hematopoietic differentiation cultures by CITE-seq

description: Seurat object with single-cell CITE-seq object characterizing the culture conditions used in Frömel et al. (2025), <i>Design principles of cell state specific enhancers in hematopoiesis</i>. Primary hematopoietic stem and progenitor (LK) cells were seeded into a complex medium described in Weinreb et al., Science 2020Integrates 4 experiments performed for establishing culture conditions performed with 10x 5' RNA-seq in our laboratory, as well as original data from Weinreb et al.<b>Relevant metadata</b>Idents(): Cell type annotationDatasetWeinreb_day2: Weinreb et al., 2d post isolationWeinreb_day4: Weinreb et al., 4d post isolationWeinreb_day6: Weinreb et al., 6d post isolationFroemel: Initial culture characterizationCST_1_Hash1: Untreated, October 2021CST_1_Hash2: Low-medium MOI infection after 36h in culture, GFP+, October 2021CST_1_Hash3: Low-medium MOI infection after 36h in culture, GFP-, October 2021CST_2_Hash1: Untreated, December 2021CST_2_Hash3: High MOI infection after 36h in culture, GFP+, December 2021CST_3_Hash1: Untreated, February 2022CST_3_Hash2: Low-medium MOI infection after 24h in culture, GFP+, February 2022 (final conditions)CST_3_Hash3: Low-medium MOI infection after 36h in culture, GFP+For our culture (Froemel, CST_1, CST_2 and CST_3) we cultivated the cells for a total of 4 days. The experiments served to optimize the culture conditions. Initial bone marrow extraction (Froemel and CST_1) included a Ficoll-Paque gradient centrifugation which was removed later. Cell hashing in each experiment was performed to test different conditions. CST_3_Hash2 serves as final condition, which was used for the generation of all lentiMPRA data sets in primary HPCs.<b>Relevant reductions</b>umapscan: uMAP obtained from scanorama integration.
DOI: 10.17632/9xdmn8wc5f
title: Supplemental Materials for JAAD Publication JAAD-D-22-02295, A Randomized, Double-Blind, Placebo-Controlled Phase II Study to Evaluate the Efficacy and Safety of Ivarmacitinib (SHR0302) in Adult Patients with Moderate to Severe Alopecia Areata

description: These are supplemental data sets to the JAAD publication entitled "A Randomized, Double-Blind, Placebo-Controlled Phase II Study to Evaluate the Efficacy and Safety of Ivarmacitinib (SHR0302) in Adult Patients with Moderate to Severe Alopecia Areata".
DOI: 10.17632/gwrf5gphzw
title: Bangladeshi Dry Food Dataset

description: The “Bangladeshi Dry Food Dataset” is a collection of 16,800 processed high-quality 
images representing 48 distinct classes of dry foods. There are 21 main classes along 
with many sub classes under these classes, making a total of 48 distinct classes. Each 
food class is stored in a separate folder and these pictures were taken with a high 
definition camera on a cell phone (Iphone 13). This dataset contains images of classes 
in different lighting conditions along with different backgrounds. It can be used for 
building machine learning models for classification and recognition of Bangladeshi Dry 
Foods based on appearance. Bangladeshi Dry Food classification algorithm can be 
trained, tested and validated using this dataset. Also this dataset can be beneficial for 
Bangladeshi dry food research and education purposes.
DOI: 10.17632/xmvnbsrymd
title: Spatial Datasets for: Legacy Iron and Steel Wastes in the UK: Extent, Resource Potential, and Management Futures.
DOI: 10.6084/m9.figshare.10073153.v1
title: Genome Data Uncover Conservation Status, Historical Relatedness and Candidate Genes under Selection in Chinese Indigenous Pigs in the Taihu Lake Region

description: Chinese indigenous pig breeds in the Taihu Lake region (TH) of Eastern China are well-recognized for their exceptional prolificacy. These breeds including Meishan (MS), Erhualian (EHL), Jiaxing Black (JXB), Fengjing (FJ), Shawutou (SWT), Mi (MI) and Hongdenglong (HDL). At present, these breeds are facing a great threaten of population decline, lineage admixture and inbreeding depression since Western commercial pigs have dominated Chinese pig industry. To provide better conservation schemes and identify candidate genes under selection for these breeds, we explored genome-wide SNP markers to unravel genetic variability and relatedness, population structure, historical admixture and genomic signatures of selection of 440 pigs representing the most comprehensive lineages of these breeds in TH in a context of 1228 pig from 45 Eurasian breeds. We showed that these breeds were more closely related among each other as compared to other Eurasian breeds, defining one of the main ancestral lineages of Chinese indigenous pigs. These breeds can be divided into two regional subgroups, one including JXB and FJ pigs, and the other comprising EHL, MI, HDL, MS and SWT pigs. In additional, HDL pigs were highly inbred, whereas EHL and MS pigs had more abundant genetic diversity. This is attributable to multiple conservation populations of the two breeds. Moreover, we identified a list of candidate genes for body size and prolificacy at the loci putatively under selection. our results would benefit the sustainable conservation of these valuable breeds and improve our understanding of the genetic mechanisms of body size and fecundity in pigs.
DOI: 10.6084/m9.figshare.13259921.v1
title: MEX/VMC data

description: This includes data from the VMC instrument onboard Mars Express.<br>Each product consists on a png file and a json file with the same name. All these products are high level products made by projecting an stacking original images, available in the European Space Agency (ESA), Planetary Science Archive (PSA). All the data is in cilindrical projection.<br><br>The json files contain metadata related to each product, the metadata is:PRNAME: Product namePR_CORNERS: Coordinates for the top left and bottom right corners.PR_WIDTH: Width of the map of Mars in this projection in pixels (i.e., not the width of the image, as it does not cover the whole range of longitudes).SRC_PRS: List of source products. They are available at ESA PSA.TIME: Mean timestamp for the product.<br><br>
DOI: 10.6084/m9.figshare.22100282.v1
title: Supplementary Material for: The Diagnostic Value of Multifrequency Tympanometry in Patients with Ménière’s Disease: A Prospective Analysis

description: <b><i>Introduction:</i></b> Diagnosing Ménière’s disease (MD) by its characteristics such as episodes of vertigo, fluctuating hearing loss, and tinnitus with aural fullness remains challenging. Available tests evaluating the presence of endolymphatic hydrops (EH) are often expensive or time assuming. An in-office quick and simple non-invasive diagnostic test is multifrequency tympanometry (MFT). It can measure conductance at 2 kHz probe tones, which was demonstrated to reflect variations in cochlear pressure. Previous studies investigating MFT as a diagnostic test for MD showed conflicting outcomes possibly biased by their retrospective design. <b><i>Methods:</i></b> We prospectively collected MFT results (Y width) in patients with dizziness and compared MFT test results in affected (group 1) and unaffected (group 2) ears of 37 MD subjects and in control ears of 33 non-MD subjects (group 3). <b><i>Results:</i></b> The mean value of the Y width in affected ears was 315.6 ± 70.2 daPa compared to 292.3 ± 98.6 daPa in unaffected ears in MD subjects and 259.4. ± 60.6 daPa in the non-MD group. A positive test result (i.e., a Y width of 235 daPa or more) was found in 35 ears in the MD group, 21 times involving the affected ear and 14 times involving the unaffected ear, compared to 16 in the non-MD group. No significant differences between the three groups could be demonstrated (<i>p</i> &gt; 0.05). We found a sensitivity of 58.3% and specificity of 66.3% for detecting EH in an affected ear in MD subjects. <b><i>Conclusion:</i></b> There is a trend towards increased conductance tympanometry in affected ears. However, we noticed a high false positive rate of MFT and do not support standardized use of MFT as an additional diagnostic tool for detecting EH in MD patients. A negative test result on the contrary is unlikely related to EH.
DOI: 10.6084/m9.figshare.24467272.v1
title: NPC dataset

description: This is the dataset of NPC including gene expression matrix and two TSS and all TSS matrix produced by CamoTSS.
DOI: 10.6084/m9.figshare.26076423.v1
title: HiGTS_2002s4

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface.HiGTS_2002s4 contains the data from October 1, 2002 to December 31, 2002.
DOI: 10.6084/m9.figshare.7722563.v1
title: PT - Produtos PPG brasileiros

description: Banco de Dados relativo a uma produção tecnológica do item - Produtos - da pós-graduação brasileira, após a análise e tratamento dos dados extraídos da Plataforma Sucupira para fins de desenvolvimento da Pesquisa de Viva Costa Alves, vinculada ao Programa de Pós Graduação em Engenharia e Gestão do Conhecimento da Universidade Federal de Santa Catarina.
DOI: 10.6084/m9.figshare.13713901.v4
title: Reference

description: [Reference]
DOI: 10.6084/m9.figshare.24864336.v1
title: Data for impact of artificial intelligence application on electric vehicle adoption

description: With the increasingly severe global energy and environmental problems and the proposal of China's "dual carbon" target, it has become a consensus for electric vehicles (EVs) to replace traditional fuel vehicles and spread globally. In the context of the digital economy, artificial intelligence (AI) is widely used in the field of EVs. Therefore, we use the panel data of 28 representative cities in China from 2010 to 2019, adopt the fixed effect model, and incorporate AI application, to explore the impact of AI application, number of charging piles, financial subsidies, population density, purchasing power, range anxiety, resale anxiety and other influencing factors on the adoption of EVs.
DOI: 10.6084/m9.figshare.24915750.v1
title: TYMEFLIES vMAGs and related properties

description: It encompasses all vMAGs from the TYMEFLIES project, including fasta, faa, and ffn files representing genomic, protein, and gene sequences, respectively. Additionally, it houses VIBRANT annotations for viral proteins, along with taxonomic classification, host prediction, and virus clustering results.
DOI: 10.6084/m9.figshare.28297301.v1
title: Data Set and Survey Forms (in English and Turkish) for the research entitled: <b>An Analysis of Syrian Refugees in Türkiye from a Securitization Perspective: The Case of Türkiye-Syria Border Provinces</b>

description: Two survey forms, 1 in English and 1 in Turkish, were used to collect the data, and the data set was uploaded. Surveys were developed to investigate the people's perceptions about the discourses of government and opposition and to understand which discourses were more effective in securitizing the Syrian Migration. The data was collected from the six Turkish provinces bordering Syria (<i>Hatay</i>, <i>Kilis</i>, <i>Gaziantep</i>, <i>Şanlıurfa</i>, <i>Mardin</i>, and <i>Şırnak</i>). Data were collected via the survey conducted with 1,010 participants.
DOI: 10.6084/m9.figshare.7476230.v1
title: Polyphenol Consumption.xlsx

description: This data contain age,gestacional age, weight, height, IMC and polyphenol comsumption of pregnant women that participated the research in the south of Brazil.<br>
DOI: 10.17632/33vz9f97j6
title: FACTORS INFLUENCING THE YOUTH’S ATTITUDE TOWARDS ENTREPRENEURSHIP IN NORTH-EAST INDIA

description: Economic development of any state or nation is greatly dependent on the entrepreneurial activities. The entrepreneurial activities create numerous job opportunities through the whole supply chain management along with the enhancement of production capacity. Nonetheless, the degree of entrepreneurship in any given state or nation is greatly influenced by the mindset of aspiration youth. Therefore, it is crucial to inspire young people and intelligent students to launch profitable ventures that will generate income and jobs. It has been noted, nevertheless, that the majority of graduate students would rather work for the government than pursue any kind of entrepreneurship. The purpose of this study is to determine the variables that encourage young people in the nation’s northeastern region to take up entrepreneurship. The results of the study indicate that young people’s decision to pursue entrepreneurship is significantly influenced by different factors.
DOI: 10.6084/m9.figshare.27192921.v6
title: low light image enhancement datasets

description: The LOL, LOLv2-Real, LSRW, DICM, LIME, MEF and NPE datasets can be acquired from the following links.
DOI: 10.6084/m9.figshare.28972310.v2
title: Spatial patterns and drivers of mammal taxonomic, functional, and phylogenetic diversity in mainland China.zip

description: This is a comprehensive analysis of mammal diversity based on camera traps in China. We observed a total of 210 mammal species from 301 surveys across 251 sites, accounting for 30.61% of all Chinese mammal species.
DOI: 10.6084/m9.figshare.3547476.v1
title: Data Paper. Data Paper

description: File List Each file is ASCII text, comma delimited. No compression schemes were used in any file. MSH_SPECIES_PLOT_YEAR.csv is a species percent cover by plot by year matrix. File is 1743 lines, not including the header row. MSH_STRUCTURE_PLOT_YEAR.csv is a vegetation structure (richness, cover, H’, evenness, and mean frequency) by plot by year matrix. File is 1743 lines, not including the header row. MSH_SPECIES_DESCRIPTORS.csv provides systematic species information and details about species characteristics (family, species with authority, common name, synonymy and taxon comments, code used in notes and in species file, NLPSP code, succession status, higher taxon, life span duration, life form, growth form, degree of clonal growth, dispersal type, origin{native or exotic} and sites). File is 85 lines, not including the header row. MSH_PLOT_DESCRIPTORS.csv provides geographic location for each plot in the data base, including: Plot name, plot code, first and last year sampled, UTM easting, UTM northing, longitude, latitude, potential radiation, heat load, elevation, aspect, slope, and impact types. File is 92 lines, not including the header row. Description I established 92 permanent plots on Mount St. Helens starting in 1980 in order to document vegetation recovery from volcanic disturbances. I report data in 1743 records (plot × year), containing 85 species. These represent most common species found in non-forested habitats on Mount St. Helens. Richness, percent cover, diversity (<i>H'</i> and evenness), and species frequency of a plot are reported. Plots were sampled using 24 quadrats placed in the same location in each sample year by the same observer. Habitats sampled included those experiencing primary succession, secondary succession, and recovery from disturbance. These data have been used to test hypotheses concerning succession trajectories and patterns of species assembly. They also may be used to test models of succession, determine succession rates by several methods, and for exploring assembly processes and rules. Four files provide the data: (1) The matrix of species in each plot in each year; (2) The matrix of structural measures (e.g., richness) in each plot in each year; (3) taxonomic and life-history characteristics of species in the data set; and (4) geographic and landscape factors for each plot. These data are described in a metadata file, which includes numerous time-series images. <i>Key words: </i><i>primary succession; secondary succession; species assembly; species–time relationships; succession trajectories; vegetation dynamics; volcanoes</i>.
DOI: 10.6084/m9.figshare.9722159.v3
title: Text-mined dataset of inorganic materials synthesis recipes

description: Auto-generated open-source dataset of 19,744 chemical reactions retrieved from 53,538 solid-state synthesis paragraphs. The data are collected using an automated extraction pipeline which converts unstructured scientific paragraphs describing inorganic materials synthesis into so-called "codified recipe" of synthesis. The pipeline utilizes a variety of text mining and NLP approaches to find information about target materials, starting compounds, synthesis steps and conditions in the text, and to process them into chemical equation. Submitted Data Descriptor in Scientific Data: SDATA-19-00539
DOI: 10.17632/3thmvgtxzp
title: MYB-related transcription factors control chloroplast biogenesis

description: Chloroplast biogenesis is dependent on master regulators from the GOLDEN2-LIKE (GLK) family of transcription factors. However, glk mutants contain residual chlorophyll, indicating that other proteins must be involved. Here, we identify MYB-related transcription factors as regulators of chloroplast biogenesis in the liverwort Marchantia polymorpha and angiosperm Arabidopsis thaliana. In both species, double-mutant alleles in MYB-related genes show very limited chloroplast development, and photosynthesis gene expression is perturbed to a greater extent than in GLK mutants. Genes encoding enzymes of chlorophyll biosynthesis are controlled by MYB-related and GLK proteins, whereas those allowing CO2 fixation, photorespiration, and photosystem assembly and repair require MYB-related proteins. Regulation between the MYB-related and GLK transcription factors appears more extensive in A. thaliana than in M. polymorpha. Thus, MYB-related and GLK genes have overlapping as well as distinct targets. We conclude that MYB-related and GLK transcription factors orchestrate chloroplast development in land plants.
DOI: 10.25442/hku.28638257.v1
title: <i>Supporting data for “</i>Becoming Mundane Technologies? Non-surgical Cosmetic Procedures and Risk Perceptions<i>”</i>

description: In recent years, non-surgical cosmetic procedures (NCPs, e.g., cosmetic injections and devices) have gained popularity. NCPs represents a commercially driven medicalization in beauty practices. This study aims to understand how medical risks of NCPs are neglected or accepted by consumers by examining the course of medical beauty practices. This study collects data through ethnographic methods in Hong Kong, including 32 participant observations in beauty salons or medical clinics, and 46 interviews with users, non-users and practitioners.
DOI: 10.6084/m9.figshare.20944354.v1
title: UWcycleGAN-dataset

description: The dataset for the Virtual Underwater Datasets for Autonomous Inspections paper
DOI: 10.6084/m9.figshare.7452551.v1
title: The Development of Deaf People’s Writing in Portuguese (Second Language) and English (Third Language): Similarities and Differences

description: ABSTRACT This paper aims to investigate communication strategies development in deaf students’ writing in English and Portuguese. For this, an English course was carried out in two modules: 120h (beginner) and 80h (pre-intermediate), in which Libras was the language of instruction. Twelve deaf students participated in module I and eight in module II. This is a longitudinal case study with quali-quantitative analysis. Overall, the data suggest that there has been a stimulus to the use of communication strategies in English and Portuguese writing, mainly in the first part of the course. Besides that, in the second part of the course, the dependence of Libras and Portuguese in the English texts (and Libras in Portuguese texts) decreased, indicating that there was linguistic knowledge acquisition in English and Portuguese.
DOI: 10.17632/sdntcmg8jr
title: Data of Texture Profile Analysis performed by different input settings on stored ‘Nui’ and ‘Rahi’ blueberries

description: Data of the average results obtained by the evaluation of four storage humidity for 21 d at 4.5 °C on mechanical properties of hardness (N), hardness slope (kN m-1), resilience (-), and apparent modulus of elasticity (MPa) obtained by using two compression distances (15 % or 30 % strain) as target displacement for operating texture analyzer in two blueberries cultivars, ‘Nui’ and ‘Rahi’ Data of the average results obtained by the evaluation of four storage humidity for 21 d at 4.5 °C on mechanical properties of cohesiveness (-) and springiness (-). Cohesiveness and springiness were measured by using four operational conditions obtained by the matrix combination of two compression distance (15 % and 30 % strain) and two times duration between compression cycles (2 s and 10 s) as TPA operational settings in two blueberries cultivars, ‘Nui’ and ‘Rahi’