cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cdxs63gdzc
title: APNEA HRV+SPO2 DATASET 

description: The HuGCDN2014-OXI database was provided by the Dr. Negrín University Hospital (Las Palmas de Gran Canaria, Spain) and contains recordings of 83 subjects, each containing the ECG signal, digitized at 200 Hz, and the SpO2 signal, digitized at 50 Hz. The sleep studies and the labelling process were carried out following the American Academia of Sleep Medicine (AASM) guidelines. An expert labeled every minute based on simultaneous polysomnography, marking it as apnea or nonapnea. There are three groups: 1) CONTROL: thirty-eight (38) healthy subjects with AHIs lower than 5 ranged between (0-5). 2) DESATURATING PATIENTS: thirty-four (34) OSA patients with AHIs higher than 25 ranged between (30-106.3) that show desaturations during apneic episodes. 3) NONDESATURATING PATIENTS: eleven (11) OSA patients with AHIs higher than 25 ranged between (26.2-87.5) that do not always show desaturations during apneic episodes. Patients are defined as nondesaturating when their ODI is less than half their AHI, in our case the 75% of the nondesaturating patients present an ODI less than 7.35 and a total of apneas less than 98, then for 75% of the nondesaturating patients the percentage of desaturating apneic events is below of 7.5%.
DOI: 10.17632/skprbmbtnh
title: Dataset from "Borders Within Europe" and "Exploring European Regional Trade" Santamaria, Ventura, Yesilbayraktar

description: The files uploaded are the replication files for the paper " Exploring European Regional Trade", accepted for publication at the Journal of International Economics.
DOI: 10.6084/m9.figshare.26311921.v2
title: Electricity Use in Big Area Additive Manufacturing of Fiber-Reinforced Polymer Composites

description: This database provides electricity use in Big Area Additive Manufacturing of fiber-reinforced polymer composites.
DOI: 10.6084/m9.figshare.28202141.v4
title: Data for Lu et al.

description: Latitudinal patterns of plant defense are usually attributed to stronger selection by herbivores at lower latitudes or near the host’s range center. However, empirical researches examining the influence of herbivory specialization and multiple defense strategies on these patterns remain limited. Here, we examined latitudinal patterns in <i>Alternanthera philoxeroides</i>using 28 genotypes sampled along a 13.5°latitudinal gradient in native and introduced ranges, conducting bioassay experiments to compare constitutive resistance, induced resistance, and tolerance against one generalist (<i>Spodoptera litura</i>) and one specialist (<i>Agasicles hygrophila</i>) herbivore. We found that for native genotypes, constitutive resistance against a specialist decreased linearly with latitude, while induced resistance increased. For introduced genotypes, constitutive resistance against a specialist peaked at mid-latitudes, and induced resistance showed an inverse pattern. Both genotypes showed a trade-off between constitutive and induced resistance against specialist rather than generalist. Additionally, no latitudinal patterns were observed for tolerance. Thus, our results provide the first experimental evidence that the trade-off between constitutive and induced resistance was driven by specialist and was not evident for generalist, which shapes latitudinal defense patterns in a worldwide invasive plant. This highlights the importance of considering herbivore specialization and defense strategies when studying latitudinal patterns of invasive plant defense.
DOI: 10.17632/y65hzhbfsk
title: Posidonia oceanica DMSP(O) data

description: The database provides contents of dimethylsulfoniopropionate (DMSP) and dimethylsulfoxide (DMSO) in leaf tissues of the seagrass Posidonia oceanica. Current knowledge on the production dynamics of these organosulfur coupounds in coastal and intertidal higher plants is minimal, or even almost non-existent for seagrasses. However, recent work on P. oceanica (and the present study) highlighted this species was the largest producer of DMSP and DMSO reported to date among coastal autotrophs, and most probably the major contributor to the dissolved DMSP and dimethyl sulphide (DMS) pools in coastal waters of the oligotrophic Mediterranean. The aim of this study was to gain a basic, in depth understanding of the natural variability of DMSP and DMSO in P. oceanica leaf tissues. This variability was studied (i) at seasonal and interannual time scales, (ii) with depth, (iii) in relation to the ageing of leaf tissues and (iv), in the context of ocean warming, with water temperature. Results showed that DMSP and DMSO production and content dynamics in P. oceanica were related to the plant biology/physiology, in particular to its growth cycle and productivity (varying over time and with depth). The modelled relationships with temperature would result from an indirect effect on molecules via seagrass growth. A notable characteristic was the constant ratio of the two molecule contents, indicative of a strong biochemical link between DMSP and DMSO in that species. Among the potential physiological roles played by these molecules, protection against oxidative stress, including thermal stress, seems likely.
DOI: 10.6084/m9.figshare.7712756.v1
title: DepMap Datasets for WRN manuscript

description: Cancer Dependency Map (DepMap) data used for analyses in the manuscript "WRN Helicase is a Synthetic Lethal Target in Microsatellite Unstable Cancers" by Chan and Shibue et al. is packaged into an rds file.<br>This rds file contains a list of data matrices. All but one of these matrices ("MUT") have cell lines as rows and genes as columns (gene names are mapped to hgnc symbols). <br>This analysis uses the 18Q4 DepMap release. The latest Broad Institute DepMap data can be accessed at https://depmap.org.<br>Associated code for analysis is available at https://github.com/cancerdatasci/WRN_manuscript, and code and other materials can be accessed from https://depmap.org/WRN/<br>The rds file contains the following datasets:-<b>DRIVE</b>: Gene dependency scores from the Novartis DRIVE RNAi screen[1] processed using the DEMETER2 algorithm[2].<br>-<b>CRISPR</b>: Gene dependency scores from the Achilles CRISPR screen processed using the CERES algorithm[3].<br>-<b>GE</b>: Gene expression data (log2(TPM), protein coding genes only) [4]. <br>-<b>CN</b>: Log2 relative copy number [4].<br>-<b>MUT_HOT</b>: Binary matrix indicating which cell lines have hotspot missense mutations in each gene<br>-<b>MUT_DAM</b>: Binary matrix indicating which cell lines have damaging mutations in each gene<br>-<b>MUT_OTHER</b>: Binary matrix indicating which cell lines have other non-silent mutations in each gene<br>-<b>MUT</b>: Dataframe containing all mutation calls from the DepMap 18Q4 release [4]<br>-<b>RPPA</b>: CCLE protein abundance data using reverse-phase protein array [4].<br><b>References</b>[1] McDonald, E.R., et al., Project DRIVE: A Compendium of Cancer Dependencies and Synthetic Lethal Relationships Uncovered by Large-Scale, Deep RNAi Screening. Cell. 170, 577-592 (2017).<br>[2] McFarland, J.M., et al., Improved estimation of cancer dependencies from large-scale RNAi screens using model-based normalization and data integration. Nat. Commun. 9, 4610 (2018).<br>[3] Meyers, R.M., et al., Computational correction of copy number effect improves specificity of CRISPR–Cas9 essentiality screens in cancer cells. Nat. Genet. 49, 1779 (2017).<br>[4] Cancer Cell Line Encyclopedia Consortium, and Genomics of Drug Sensitivity in Cancer Consortium. Pharmacogenomic Agreement between Two Cancer Cell Line Data Sets. Nature. 528, 84–87 (2015).
DOI: 10.17632/f5r4jgsptx
title: Primary Data for MA Thesis: Tigrigna Meme

description: Internet memes are emergent cultural artifacts that crystallize collective affect, social critique, and vernacular semiotics within the digital public sphere. This thesis interrogates their deployment as quotidian instruments of resistance by subaltern groups in the aftermath of the Cessation of Hostilities Agreement (CoHA), which marked the formal cessation of the war in northern Ethiopia (hereafter, ‘the war’). Anchored in the digital milieu of the public Facebook group ትግርኛ Meme—Tigrigna Meme, the study explores how subaltern actors appropriate meme culture to subvert hegemonic discourses, reconfigure political agency, and articulate counter-narratives through satire, irony, and symbolic condensation in a post-conflict context.

 The group had approximately 130,000 and 165,000 active members as of January and June 2023 correspondingly. I borrowed the title of the study, Tigrigna Memes, directly from the group’s name on Facebook, and pluralized the word ‘meme’ for syntactic purposes. 

The below folder contains a collection of internet memes collected from a Facebook group Tigrigna Meme (ትግርኛ Meme (facebook.com). The researcher utilized a Facebook image-searching algorithm to identify relevant memes targeting the frame of the study; primarily based on the Facebook image-search algorithm being a complex system that relies on computer vision and machine learning. The query terms used in the search bar within the group are in both Tigrigna and English languages. These included dominant actors and narratives during the war.
In the folder, memes are categorized based of the frame of analysis as follows:
1. The Tigrayan Insiders: 
 a. Tigray People's Liberation Front (TPLF); 
 b. Tigray Traders;
 c. Tigrayan Traders.
2. "The Others":
 a. The Ethiopian federal government; 
 b. The Ethiopian National Defense Force (ENDF);
 c. The para-ENDF forces: Fano and the Amhara Special Forces. 

Sample search terms for dominant actors and narratives: 
ህዝባዊ ወያነ ሓርነት ትግራይ (ህወሓት)—a Tigrigna equivalent for the Tigray People’s Liberation Front (TPLF); ሓይልታት ምክልኻል ትግራይ (ሓምት)—Tigray Defense Forces (TDF); ነጋዶ ትግራይ—Tigray traders; ሓይልታት ምክልኻል ኤርትራ (ሓምኤ)—Eritrea Defense Forces (EDF); and የኢፌዲሪ መከላከያ ሠራዊት (or መከላከያ) — the Ethiopian National Defense Force (ENDF); ገፈፋ (Forced conscriptions); ትግራይ ትዕስር (Tigray shall prevail); and etcetera. 

Search terms for major political figures: 
አብይ አህመድ አሊ (or አብይ፣ አብቹ) — Abiy Ahmed Ali (Abiy, Abichu); ፕሬዝደንት ኢሳይያስ አፈወርቂ (or ኢሳይያስ)—Isayas Afeworki, ጌታቸው ረዳ (or ጌች)—Getachew (Gech)፣ ፕሬዝደንት ደብረጽዮን (ደብረጽዮን)—Debretsion, and etcetera.
DOI: 10.4121/uuid:5d54f11b-6774-4ae4-96cf-25e6a91927e2
title: Data underlying the paper: Broadband microwave spectroscopy of semiconductor nanowire-based Cooper-pair transistors

description: Raw data and scripts that belong to the paper "Broadband microwave spectroscopy of semiconductor nanowire-based Cooper-pair transistors". For usage instructions, see readme.txt.
DOI: 10.6084/m9.figshare.5993572.v1
title: Boundary Layer Generation

description: Stable and convective BL generation in the EnFlo wind tunnel
DOI: 10.6084/m9.figshare.25828114.v2
title: Dynamic Order Acceptance and Scheduling in On-demand Additive Manufacturing Using Powder Bed Fusion Technologies: A Strategy-based Heuristic Approach (Dataset)

description: Machines and Parts datasets used in research: <b>Dynamic Order Acceptance and Scheduling in On-demand Additive Manufacturing Using Powder Bed Fusion Technologies: A Strategy-based Heuristic Approach</b>
DOI: 10.6084/m9.figshare.28278872.v4
title: Supplementary Table S1 for Rumen protozoa and viruses: New insights into their diversityand potential roles through omics lenses—A review

description: This supplementary table list all the auxiliary metabolic genes encoding glycoside hydrolases carried by the rumen microbiome
DOI: 10.6084/m9.figshare.6154751.v1
title: TaskController

description: A microcomputer-based system for task control of animal experiments.The system is composed of three units: A, B, and C.Unit A is a bridge between the main unit (unit C), external power sources (+5V, +12V, or 240 VAC), and an recording device with an interface (e.g. Amplipex). Unit B is for regulation of buzzers, LEDs, and solenoid valves. Unit C is the central unit with four STM microcomputers.Unit A is composed of board A1, A2, and A3, which are for signal distribution, DC power and timing distribution, and 240 VAC regulation, respectively.Unit B is composed of board B, E, and F, which are for buzzers, LEDs, and solenoid valves, respectively.Unit C is composed of board C1 to C4 and one microcomputer on each, which are for control on buzzers and LEDs, solenoid valves, task cycles, and digitization of two analog external inputs, respectively.Schema and PCB design of each board and enclosure are given.Necessory componets are also given as a spreadsheet.Code examples for microcomputers are available in the GitHub page below.<br>
DOI: 10.25403/upresearchdata.28596311.v1
title: Making sense of technophobia : University of the Free State case study

description: This study aim to explore the causes of technophobia and possible strategies that can be implemented to assist staff in ensuring a smooth transition from a traditional to a digital environment. It also seeks to find recommendations and suggestions on possible changes that can be implemented to make the transformation less fearsome and more comfortable.
DOI: 10.6084/m9.figshare.24219039.v2
title: Details of study methods, raw body temperature data, hibernation-profile, data summary, and R-scripts from Spontaneous recurrence of a summer-like diel rhythm in the body temperature of the Syrian hamster after hibernation

description: This file contains details of the study methods, raw body temperature data, hibernation profile (date and time of each event during experiments), data summary, and R scripts used for analysis or drawing. Descriptions of each file can be found in 'Nakagawa_Description_ESM.docx' in the zip file.
DOI: 10.17632/6pwyny6ryc
title: Data for: Consumer purchase intention of electric vehicles in China: The roles of perception and personality

description: Consumer purchase intention of Electric vehicles in China.
DOI: 10.17632/dsvcw24cyc
title: Global diversity and distribution of nitrogen-fixing bacteria in the soil

description: Environmental metadata and Hellinger-transformed sequencing data for the article Global diversity and distribution of nitrogen-fixing bacteria in the soil.
DOI: 10.17632/myv2bh7hkr
title: Business Agility for Small and Medium Enterprises

description: This data is raw data from respondents used in processing SmartPLS data. The test results of the first SmartPLS model are also attached.
DOI: 10.17632/mm8tw9bxtb
title: Data for: Chlorite alteration in porphyry Cu systems: New insights from mineralogy and mineral chemistry

description: EMPA data of chlorite, biotite, hornblende, and pyroxene in the porphyry Cu deposits
DOI: 10.6084/m9.figshare.3511427.v1
title: Appendix B. Means and standard errors for response variables of different data sets (plant abundance, plant cover, abiotic variables, and disturbance-sensitive variables).

description: Means and standard errors for response variables of different data sets (plant abundance, plant cover, abiotic variables, and disturbance-sensitive variables).
DOI: 10.6084/m9.figshare.22578610.v3
title: Deepened snow cover increases grassland soil carbon stocks by incorporating carbon inputs into deep soil layers

description: The code for statistical analysis
DOI: 10.6084/m9.figshare.9250565.v1
title: Ranavirus 2019 R Markdown Experiment 2.html

description: R Markdown document for Experiment 2 in Harrison et al 2019 'Diversity-Stability Dynamics of the Amphibian Skin Microbiome...'
DOI: 10.17632/52r88n9d6t
title: Data for: Normal Reference ranges for Fetal cardiac function: Assessed by modified Doppler myocardial performance index (Mod MPI) in the Egyptian population

description: master sheet of data
DOI: 10.6084/m9.figshare.24297532.v1
title: The Application Form to the CPHG Datasetdocx.docx

description: This is the Application Form to require approval for usage of the CPHG dataset.
DOI: 10.6084/m9.figshare.28806377.v1
title: Raw data of landslide travel distance

description: We developed a hybrid physics-based and data-driven approach to predict landslide travel distance. An inventory of shallow landslides triggered by rainstorm was compiled using multiple data sources, which was used as training data. Based on the principle of energy conservation, a travel distance prediction model that only requires two geometric parameters of landslide was then developed. The coefficients of the model are determined using the data of the compiled landslide inventory. The proposed model performs better for cases in our study area compared to commonly used empirical travel distance prediction models. Moreover, our model shows good generalization for other regions no matter that historical landslide inventories are available or not.
DOI: 10.6084/m9.figshare.28936772.v1
title: 《xx'xx'x'xx'x'x'xxxxx Remote Sensing in China》

description: x'x'xx'x'x'xxxxx
DOI: 10.17632/wjb58gzppn
title: Dataset on physical-chemical and marine water quality variables in San Andrés, Colombia

description: In San Andrés island, Colombia, in situ measurements of marine water quality and physical-chemical parameters around the island’s northeastern and northwestern zones were measured. For marine water quality, we aimed to observe the distribution of salinity, temperature, and heavy metals both at the surface and on the seabed, in addition to other water quality parameters in specific locations and times. For salinity and temperature, a salinity tester model HQ40d was used. We collected samples of seawater and brine which were analyzed in a laboratory for multiple other parameters, including heavy metals such as Cr and Cu, and the alkaline metal ion Mg. Last, CTD measurements showed variation along the water column in salinity and temperature, especially close to the brine discharge where should be expected greater salinity levels. This dataset has the potential to be useful for researchers, policymakers, and locals to raise awareness through data, modeling, and solutions for the water quality conditions under a brine discharge and a wastewater discharge.
DOI: 10.17632/yykpvjxsvj
title: Replication Code for "Longevity and the Value of Trade Relationships", Journal of International Economics

description: Replication Code for "Longevity and the Value of Trade Relationships", Journal of International Economics.
DOI: 10.17632/64h6rnpwt2
title: Mechanical and thermal properties of graphyne nanosheets explored by machine-learning interatomic potentials

description: Data for our manuscript
The structures’ number are according to “Structures.jpg” 
Energy minimized structures in VASP POSCAR are included in “POSCARs.zip”
Complete AIMD datasets for every structure are included in “AIMD-datasets.zip”
LAMMPS input data for every structure are included in “LAMMPS-data-input.zip”
Passively fitted MTPs for the evaluation of mechanical and thermal properties are included in “MTPs.zip”
DOI: 10.17632/mzwcgry9dd
title: First-principles modelling of the thermoelectric properties of n-type CaTiO3, SrTiO3 and BaTiO3

description: This repository provides supplementary data to accompany the paper: 

"First-principles modelling of the thermoelectric properties of n-type CaTiO3, SrTiO3 and BaTiO3."

A. Z. Khan, J. M. Flitcroft and J. M. Skelton

Materials Advances 5, 652–664 (2024), DOI: 10.1039/d3ma00624g

This study employs a fully ab initio approach to predict the electrical and thermal transport and thermoelectric figure of merit ZT of the oxide perovskites CaTiO3, SrTiO3 and BaTiO3 as a function of carrier concentration and temperature. This repository contains data from these calculations, including:

* Optimised structures;
* Lattice- dynamics calculations to evaluate phonon spectra and lattice thermal conductivities;
* Electrical-transport calculations to determine the Seebeck coefficients, electrical conductivities and electronic thermal conductivities; and
* Predicted n-type thermoelectric figures of merit as a function of carrier concentration and temperature.

For details of how this data was generated, users are referred to the published article and supporting information. Brief details of file formats and links to further documentation are given in the included README file.
DOI: 10.17632/y7nxcfrngm
title: Achieving Business Resilience through Data-driven Decision-making

description: This Data Set has Data on all the research conducted for the paper Achieving Business Resilience through Data-driven Decision-making
DOI: 10.6084/m9.figshare.21782201.v5
title: Codes and data for Geographical Convergent Cross Mapping (GCCM) model

description: The compressed package includes the codes of Geographical Convergent Cross Mapping (GCCM) model written in R and the data of four case studies. The GCCM  is propsed for spatial causation inference with spatial cross-sectional data by using dynamical systems theory and generalized embedding theory. It can identify and measure the strength of causal associations based on cross-mapping prediction in the phase space, which is built by embeddings of spatial observations.
DOI: 10.6084/m9.figshare.6736232.v1
title: Feature Matrix for Development of Models for Estimating the Likelihood of PCR Amplification

description: This data set contains pairs of primers and immunoglobulin heavy chain variable sequences with annotated experimental amplification status according to gel electrophoresis. The data set tabulates the features (e.g. annealing temperature, mismatches) that determine whether a primer leads to the successful amplification of a template.
DOI: 10.15468/dl.3wtyea
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Chanos chanos (Forsskål, 1775)"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013060-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.23512479.v2
title: <strong>Supporting data for Magnetic reconnection in the Martian magnetotail: occurrence rate and impact on ion loss </strong>

description: The data files contain the parameters plotted in the Figures of Magnetic reconnection in the Martian magnetotail: occurrence rate and impact on ion loss.
DOI: 10.6084/m9.figshare.5113960.v4
title: Populus nigra chorology

description: Distribution map of black poplar (<i>Populus nigra</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn"). <br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com). <br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007 <br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01