cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rnj6nz8bhw
title: Data for: Dead Sea Pollen Provides New Insights into the Paleoenvironment of the Southern Levant during MIS 6–5

description: Terrestrial pollen data of the Dead Sea 5017-1A core in between depths 340.6-199.22 meters below lake floor.
DOI: 10.17632/tjdmp6ny4d
title: Supplementary Data and Code

description: Data and Code for "The Governance of Director Compensation"
DOI: 10.6084/m9.figshare.23648466.v1
title: Dataset "Research on Central Asia in the People's Republic of China 1992-2022"

description: The dataset contains details on all publications on Central Asia published in the People's Republic of China between 1992 and 2022. The data was manually scraped from the CNKI (China National Knowledge Infrastructure, 中国知网). For our search, we used the keywords: “Central Asia” matched with keywords for each of the five Central Asian countries. We then collated the output in an excel file paired with the following variables: author, title, type of publication, journal/publisher, year, abstract, source and keywords. The data was scraped in Mandarin and later automatically translated into English. The present version of the database contains 10,563 publications.To cite:<br><br>Maracchione, Frank and Jardine, Bradley. (2024). "Central Asian Studies in the People’s Republic of China: A Structural Topic Model", <i>Central Asian Survey</i>.
DOI: 10.6084/m9.figshare.25239613.v1
title: GNSS-IR and TDR data

description: Experimental data of apparent depth obtained by GNSS-IR and relative permittivity real part obtained by TDR.They are in Excel format and are separated by PRN name for each book.Row 1: Date and time of measurement (UTC)Rows 2 and 3: Value of relative permittivity real part obtained by TDRRow 4: Apparent depth obtained by GNSS-IR.Unit is cm.
DOI: 10.17632/8yc2swyx9s
title: Data for: On the Educated Selection of Unsupervised Algorithms via Attacks and Anomaly Classes

description: Supplementary material to Elsevier's journal submission
DOI: 10.17632/rc349j45m5
title: ISLAN

description: In order to help the deaf-mute community, in this research work we have collected and created a dataset for Indian Sign Language (ISL) Recognition called the ISLAN dataset. ISLAN consists of the ISL representation of English Alphanumeric signs. ISLAN has a total collection of 700 sign images and 24 sign videos. ISLAN dataset is intended to be publicly made available for free for the research community so as to help the impaired community to enable the communication by developing the ISL recognition system.
DOI: 10.6084/m9.figshare.21300369.v2
title: wave-ERA5.xls

description: Wave roses of the hourly ERA5 wave data at a node approximately 27 km offshore (119.5° E, 35° N) (Fig. 1) from 01 January 2017 to 31 December 2020
DOI: 10.6084/m9.figshare.22723679.v1
title: Data set for Apuntes

description: Data on 67 small firms for study of international diversification
DOI: 10.6084/m9.figshare.29126285.v3
title: <b>Bulk RNA Sequencing</b><b> (Mouse Brain)</b>

description: This file contains the mRNA-seq dataset that was used in the unpublished manuscript and was further analyzed with the DEGviewer online software. The dataset shows significant mRNA fold changes when comparing CTE-induced groups with the control group.Total RNA concentration was calculated using Quant-IT RiboGreen (cat no. R11490, Invitrogen). To assess the integrity of the total RNA, samples were run on a TapeStation RNA screentape (cat no. 5067-5576, Agilent Technologies, Waldbronn, Germany). Only high-quality RNA preparations (RIN greater than 7.0) were used for the RNA library construction. A library was independently prepared with 1ug of total RNA for each sample by Illumina TruSeq Stranded mRNA Sample Prep Kit (cat no. 20020595, Illumina, Inc., San Diego, CA, USA). The first step in the workflow involves purifying the poly‐A containing mRNA molecules using poly‐T‐attached magnetic beads. Following purification, mRNA was fragmented into small pieces using divalent cations at elevated temperatures. The cleaved RNA fragments were copied into first-strand cDNA using SuperScript II reverse transcriptase (cat no. 18064014; Invitrogen) and random primers. This was followed by synthesis of second-strand cDNA using DNA Polymerase I, RNase H, and dUTP. These cDNA fragments then go through an end repair process, the addition of a single ‘A’ base, and then ligation of the adapters. The products were purified and enriched using PCR to create a final cDNA library. The libraries were quantified using KAPA Library Quantification kits for Illumina Sequencing platforms, according to the qPCR Quantification Protocol Guide (cat no. KK4854, Kapa Biosystems, Woburn, MA, USA) and qualified using a TapeStation D1000 ScreenTape (cat no. 5067-5582, Agilent Technologies). Indexed libraries were then submitted to an Illumina NovaSeq6000 (Illumina, Inc., San Diego, CA, USA) and paired-end (2×100 bp) sequencing was performed by Macrogen, Inc. (Daejeon, South Korea).
DOI: 10.17632/97ckh4jtt8
title: The influence of sleep on work performance: A diary study

description: Dataset from Czech diary study on sleep and performance.
DOI: 10.17632/dy9mfjchm7
title: Complete Blood Count Anemia Diagnosis

description: This data set presents the prevalence of different types of Anemia including it’s severity and association with age and gender of the study population with CBC data set parameters as variables. We generated dataset from complete blood count test performed by Hematology analyzer to determine the prevalence of different types of Anemia treated at the Eureka diagnostic center in Lucknow, India. All the procedures for the CBC test were done following standard operating protocols defined for the Hematology analyzer. For CBC investigation, 400 patient samples were randomly selected to compute the dataset from the patients who visited the Eureka diagnostic center in Lucknow for various clinical examinations. The diagnostic center performs 4 – 8CBC investigations a day on average. During the data collection period between September 2020 to December 2020, 1000 CBC investigations were performed, out of which 400 random samples were selected. We included adult males and females who are not pregnant and older than 15 years of age in the study population. Infants, young children less than 10 years old and pregnant women were excluded from the study due to various factors like variable CBC test values and other factors. After excluding the above stated persons from the randomly chosen sample of 400 patients, we were left with 364 patients in the final data set. The CBC report had 11 attributes in the data set shown below serial number ,Attributes,Attribute Characteristics,Abbreviation,Description of attributes(all values captured at the time of CBC test of patients ) , Normal range of attributes(range may varies for male and female) 1 Age Numerical age Current age of the patients 11 - 100 (years) 2 Gender character gender Gender Male /Female 3 Hemoglobin Numerical HGB Level of HGB 11-16 g/dL 4 Mean cell volume numerical MCV Level of MCB 80-101 fL 5 Mean cell hemoglobin numerical MCH Level of MCH 27-32 pg 6 Mean cell hemoglobin concentration numerical MCHC Level of MCHC 31-37 g/dL 7 Red cell distribution width numerical RDW Level of RDW 11 -16 % 8 Red blood cell count numerical RBC Level of RBC 3.80-04.80 M/uL 9 White blood cell count numerical WBC Level of WBC 3.5-11.5 ths/uL 10 Platelet count numerical PLT Level of PLT 150-450 (10^3/uL) 11 Packed cell volume numerical PCV Level of PCV 36-46 These attribute values were recorded in excel sheet for each patient in the sample data set. In our patient data set the objective is to detect the existence of Anemia and measure its magnitude according to the guidelines of the World Health Organization (WHO). Accordingly, the prevalence of Anemia in an individual can be categorized as mild, moderate or severe depending on the value of the Hemoglobin (HGB) attribute in the patient data set.
DOI: 10.6084/m9.figshare.14261174.v5
title: Norfish 25 Norway Cod Fishery 1520–1791

description: Norway’s engagement with cod fishing has dated back to at least the Viking Age. Cod has been an important resource and a vital source of sustenance for the local population for centuries. Based on the stable isotope analysis technique, cod bones dating back to medieval times have been recovered at sites that were populated during this time; the configuration of these bones, with heads removed, strongly infers that advanced processing involving salting and/or drying took place well before the early modern period in Norway
DOI: 10.6084/m9.figshare.14610027.v1
title: Raw multispectral images

description: Triplets of raw images corresponding to the false-colour images presented in the Fig. 2 of the main text. Each raw image corresponds to a wavelength (see Methods and Fig. 2 legend).<br>
DOI: 10.6084/m9.figshare.2060847.v1
title: Simulated rainfall experiments.xlsx

description: This data correspond to a manuscript of Plos One (ID: PONE-D-15-50348).
DOI: 10.6084/m9.figshare.28179815.v1
title: Figure_01.xlsx

description: Raw Data for Figure 1 in Emergence of commensalism for a <i>Drosophila melanogaster</i> pathogen
DOI: 10.6084/m9.figshare.5984941.v1
title: MSR18_replication_package.zip

description: Replication package for "Do Software Engineers use Autocompletion Features Differently Than Other Developers?" - MSR'18: 15th International Conference on Mining Software Repositories.<br>
DOI: 10.6084/m9.figshare.20415720.v3
title: The effect of Takealot information systems in relation with customers experience"

description: We are group of CPUT students, studying for our advanced diploma in Business and Information administration. One of our courses are focused on Research methodology which aims at gaining knowledge and insight. The research being conducted is about the rapid growth of E-commerce especially during the Covid-19 Pandemic and how E-commerce stores are upgrading and keeping up with their information systems to satisfy customers and their shopping experience
DOI: 10.6084/m9.figshare.24288892.v1
title: HUVEC single cell sequencing after cytokine treatment

description: Combined Anndata object with 8 samples from cultured ECs (HUVEC) in 4 groups (n=2 each) after 7 days of cultivating. Control, TGFb and IL1b, TGFB, IL1b and IFNy and IFNy.
DOI: 10.6084/m9.figshare.6668594.v2
title: Gun ownership data.xlsx

description: The data contain variables associated with homicides.
DOI: 10.17632/npnkhcxm93
title: Data of patients with IGM

description: Data of patients with IGM.
DOI: 10.6084/m9.figshare.9892043.v3
title: Optical vector analysis with attometer resolution, 90-dB dynamic range and THz bandwidth

description: Optical vector analysis (OVA) capable of achieving magnitude and phase responses is essential for fabrication and application of emerging optical devices. Conventional OVA often have to make compromises among resolution, dynamic range, and bandwidth. Here we show an original method to meet the measurement requirements for ultra-wide bandwidth, ultra-high resolution, and ultra-large dynamic range simultaneously, based on asymmetric optical probe signal generator (ASG) and receiver (ASR). The ASG and ASR remove the measurement errors introduced by the modulation nonlinearity and enable an ultra-large dynamic range. Thanks to the wavelength-independence of the ASG and ASR, the measurement range can increase by 2<i>N</i> times via applying an <i>N</i>-tone optical frequency comb without complicated operation. In an experiment, OVA with a resolution of 334 Hz (2.67 attometer in the 1550-nm band), a dynamic range of &gt;90 dB and a measurement range of 1.075 THz is demonstrated.
DOI: 10.17632/ypy493nhvk
title: Data associated with genomic basis of circannual rhythm in the European corn borer moth

description: Chromosomal maps for the European Corm Borer Genome.
DOI: 10.6084/m9.figshare.14936004.v1
title: ITS2 July 2021

description: A database of plant ITS2 sequences, formatted for DNA metabarcoding using DADA2.
DOI: 10.6084/m9.figshare.21225398.v2
title: Dataset1.rar

description: The Database for Mastology Research with Infrared Image (DMR-IR) was developed in 2014 during the PROENG Project at the Institute of Computer Science of the Federal Fluminense University in Brazil.
DOI: 10.6084/m9.figshare.26180461.v3
title: Code and data used in the study - "<b>Canopy height and biomass distribution across the forests of Iberian Peninsula</b> "

description: This is the initial version of the data and code used in the paper, "<b>Canopy height and biomass distribution across the forests of Iberian Peninsula</b>".<b>Authors</b>Yang Su <sup>a, b, c</sup>, Martin Schwartz <sup>b</sup>, Ibrahim Fayad <sup>b</sup>, García Alonso Mariano <sup>d</sup>, Miguel A. Zavala <sup>e</sup>, Julián Tijerín-Triviño <sup>e</sup>, Julen Astigarraga <sup>e</sup>, Verónica Cruz <sup>f</sup>, Siyu Liu <sup>g</sup>, Xianglin Zhang <sup>c, h</sup>, Songchao Chen <sup>h,i</sup>, François Ritter <sup>b</sup>, Nikola Besic <sup>j</sup>, Alexandre d'Aspremont <sup>a</sup>, Philippe Ciais <sup>b</sup><br><b>Affiliations</b><sup>a</sup> Département d'Informatique, École Normale Supérieure – PSL, 45 Rue d'Ulm, 75005 Paris, France<sup>b</sup> Laboratoire des Sciences du Climat et de l’Environnement, CEA CNRS UVSQ Orme des Merisiers, 91190 Gif-sur-Yvette, France<sup>c </sup>UMR ECOSYS, INRAE AgroParisTech, Université Paris-Saclay, 91120 Palaiseau, France<sup>d</sup> University of Alcalá, Department of Geology, Geography and the Environment, Enviromental Remote Sensing Research Group, 28801 Alcalá de Henares, Spain<sup>e</sup> University of Alcalá, Department of Life Sciences, 28801 Alcalá de Henares, Spain<sup>f</sup> Department of Biodiversity, Ecology and Evolution, Complutense University of Madrid, 28040 Madrid, Spain<sup>g</sup> Department of Geosciences and Natural Resource Management, Copenhagen University, 1958 Frederiksberg, Denmark<sup>h</sup> College of Environmental and Resource Sciences, Zhejiang University, 310058 Hangzhou, China<sup>i </sup>ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, 311215 Hangzhou, China<sup>j </sup>IGN, ENSG, Laboratoire d'inventaire forestier (LIF), 54000 Nancy, France<br><b>Corresponding Author</b>Yang Suyang.su@ens.fr+33 1 89 10 07 67École normale supérieure - PSL<br>To use the data and code, please cite this study, and in case of difficulties when using the model and data, please contact the corresponding author for further details and possible assistance.<br>The maps of canopy height and above-ground biomass provided by this study can be found on GEE, detailed information about how to access those datasets can be found in Table 1 and Table 2 in this study. A preview of those maps can be found here: https://ens-yangsu-forest-spain-als.projects.earthengine.app/view/ai4forest-iberian-peninsula
DOI: 10.6084/m9.figshare.3560799.v1
title: Appendix A. Seed mass as a function of mericarp diameter.

description: Seed mass as a function of mericarp diameter.
DOI: 10.6084/m9.figshare.19404419.v2
title: Technical Debt Dataset

description: Refer to the article for the dataset details.
DOI: 10.6084/m9.figshare.28719110.v1
title: Supplemental Data for Babicheva et al. "Store-operated Ca2+ entry is involved in endothelium-to-mesenchymal transition in lung vascular endothelial cells"

description: Endothelial-to-mesenchymal transition (EndMT) is a biological process that converts endothelial cells to mesenchymal cells with increased proliferative and migrative abilities. EndMT has been implicated in the development of pulmonary vascular remodeling in pulmonary arterial hypertension (PAH), a fatal and progressive lung vascular disease. Transforming growth factor β<sub>1</sub> (TGF-β<sub>1</sub>), an inflammatory cytokine, is known to induce EndMT in many types of endothelial cells including lung vascular endothelial cells (LVEC). An increase in cytosolic free Ca<sup>2+</sup> concentration ([Ca<sup>2+</sup>]<sub>cyt</sub>) is a major stimulus for cellular proliferation and phenotypic transition, but it is unknown whether Ca<sup>2+</sup> signaling is involved in EndMT. In this study we tested the hypothesis that TGF-β<sub>1</sub>-induced EndMT in human LVEC is Ca<sup>2+</sup>-dependent. Treatment of LVEC with TGF-β<sub>1</sub> for 5-7 days resulted in increase in SNAI1/2 expression, induction of EndMT, upregulation of STIM/Orai1 and enhancement of store-operated Ca<sup>2+</sup> entry (SOCE). Removal (or chelation) of extracellular or intracellular Ca<sup>2+</sup> with EGTA or BAPTA-AM respectively abolished EndMT in response to TGF-β<sub>1</sub>. Moreover, EGTA diminished TGF-β<sub>1</sub>-induced increase in SNAI in a dose-dependent manner. Knockdown of either STIM1 or Orai1 was sufficient to prevent TGF-β-mediated increase in SNAI1/2 and EndMT, but did not rescue the continuous adherent junctions. Blockade of Orai1 channels by AnCoA4 inhibited TGF-β-mediated EndMT and restored PECAM1-positive continuous adherent junctions. In conclusion, intracellular Ca<sup>2+</sup> signaling plays a critical role in TGF-β-associated EndMT through enhanced SOCE and STIM1-Orai1 interaction. Thus, targeting Ca<sup>2+</sup> signaling pathways regulating EndMT may be a novel therapeutic approach to treat PAH and other forms of pre-capillary pulmonary hypertension.
DOI: 10.6084/m9.figshare.8123546.v1
title: House 08 in ENERTALK dataset

description: Zip files enertalk-dataset-{house_number} contain a directory for each houses. Each directory holds a set of subdirectories that contain Parquet files for the daily aggregate and appliance-level data. The naming convention for these subdirectories is “” (e.g. “20161124” for November 24, 2016). The Parquet files are named “\_.parquet.gzip” (e.g. “01\_fridge.parquet.gzip”). In these names, the two-digit integer is uniquely associated with a distinct measuring device in a house. Each Parquet file consists of three columns: “timestamp,” “active\_power,” and “reactive\_power.” The “timestamp” column contains Unix timestamps in milliseconds, such that 1000 corresponds to one second. The “active\_power” column represents active power in watts and the “reactive\_power” column represents reactive power in VAR (volt-ampere reactive) units.
DOI: 10.17632/84n5psm3hb
title: Dataset exploratory factor structure of organizational health performance for micro and small enterprises

description: The data were collected to measure organizational health performance in micro and small enterprises (MSEs) using a questionnaire developed by the researchers. The questionnaire was initially written in Bahasa Indonesia and subsequently validated by a panel of experts and researchers to ensure its accuracy and relevance. The draft questionnaire comprised 35 items, organized into six key factors: institutional resources, leader involvement, work environment quality, organizational values, operational stability, and economic performance. Exploratory factor analysis (EFA) was conducted to refine the questionnaire and identify the most appropriate factor structure. This analysis aimed to reveal the best-fit factor structure and determine the most effective indicators for measuring each of the six factors. The EFA process ensured that the initial questionnaire was statistically robust and conceptually aligned with the constructs of organizational health in the MSE context.
DOI: 10.6084/m9.figshare.21159136.v1
title: H9_RAD21_SRX3482875_hg19.bw

description: 1111
DOI: 10.6084/m9.figshare.21746006.v1
title: Panic Buying Data

description: This research aims to reveal the antecedents of panic buying behavior in extraordinary situations that negatively affect individuals' emotional world and daily life, such as infectious diseases and various disasters affecting societies. Within the scope of the study, data were collected from 982 participants in Turkey by online survey method (Male N= 708, Female N = 274). According to the results of this research, panic buying behavior is affected by anxiety sensitivity and fear of COVID-19. In addition, it has been stated that fear of COVID-19 has a fully mediating role in the effect of anxiety sensitivity on panic buying behavior. Accordingly, the mediating role of fear of COVID-19 in the relationship between panic buying and anxiety sensitivity was examined. The inferences from this research will contribute to the literature revealing the psychological basis of panic buying behavior of consumers in extraordinary situations.
DOI: 10.6084/m9.figshare.22003829.v1
title: Psychological Flow Scale (PFS) Data

description: Analytic data and results for the PFS.
DOI: 10.6084/m9.figshare.23972991.v2
title: Nanostring CosMx

description: We collected additional tumor tissues from the initial resection HCC patients for Nanostring CosMx.Run5275_LC36_T.zip file contains all the rawdata for CosMx. LC36T.cosmx.release.rds file are RDS object for LC36T's CosMx data. The metadata contains the L1, L2, OF/Non-OF annotations.
DOI: 10.6084/m9.figshare.28489208.v1
title: Gigaflow vSwitch Pipelines and Traffic Traces

description: In this data repository, we share:<b>vSwitch Pipelines:</b> Contains rulesets generated using Classbench and real-world OVS pipeline configurations.<b>Traffic Locality:</b> Contains traffic locality patterns (inter-arrival times for flows, packet sizes, etc.) for CAIDA traces.These are the inputs required to evaluate Gigaflow vSwitch (gvs) as described in "Gigaflow: Pipeline-Aware Sub-Traversal Caching for Modern SmartNICs", ASPLOS'25.
DOI: 10.6084/m9.figshare.9808526.v2
title: HRD score and HRD score components matrix for array data

description: This file contains the array-derived HRD scores and HRD score components (HRD-LOH, LST and NtAI) for the array-derived data.
DOI: 10.17632/324kyf7czt
title: Raw data from the investigation of methane hydrate nucleation and growth kinetics in the methane–water and methane–methanol–water systems

description: The raw data presented in the folder "Gas hydrate kinetics CH4-MeOH-H2O" are related to the study of the of methane hydrate nucleation and growth kinetics in the methane–water and methane–methanol–water systems. The name of each subfolder indicates the composition of the aqueous solution being studied. For example, the subfolder named "1% MeOH" contains experimental data obtained during the study of the nucleation and growth of methane hydrate in the presence of an aqueous methanol solution with an alcohol concentration of one mass %. Each subfolder contains several files with an .xlsx extension. Each file consists of the raw experimental data recorded in one of the cooling-heating cycles. For example, the file named "1% MeOH_1 cycle" contains experimental data obtained for a sample of 1 mass% aqueous methanol solution in the first cooling-heating cycle. Three to five cooling-heating cycles were performed for each of the samples to obtain a statistically significant dataset for calculating methane hydrate formation probability distributions and determining methane hydrate nucleation rates. The data in the file includes time (since cycle start, column A), thermostatic bath temperature (°C, column C), and gauge pressure in Cells #1-6 (bar, columns K-P) of the RCS6 apparatus.
The raw data are associated with the articles:
[1] A.P. Semenov, T.B. Tulegenov, R.I. Mendgaziev, A.S. Stoporev, V.A. Istomin, D.V. Sergeeva, D.A. Lednev, V.A. Vinokurov, Dual nature of methanol as a thermodynamic inhibitor and kinetic promoter of methane hydrate formation in a wide concentration range, J. Mol. Liq. (2024) MOLLIQ-D-24-00296R1.
[2] A.P. Semenov, T.B. Tulegenov, R.I. Mendgaziev, A.S. Stoporev, V.A. Istomin, D. V. Sergeeva, D.A. Lednev, V.A. Vinokurov, Dataset for the investigation of the nucleation and growth kinetics of methane hydrate in the presence of aqueous methanol solutions, Data Br. in Press (2024) in Press.
DOI: 10.17632/8dv486w9w7
title: Africa capital structure - firms

description: This is a panel data for listed firms in Africa to analyze their capital structure