cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7667096.v1
title: Code and Data for "The relative importance of local and regional processes to metapopulation dynamics"

description: Code and data to reproduce the analyses from the manuscript:<br>Dallas, T, T Schulz, M Saastamoinen, and O Ovaskainen. The relative importance of local and regional processes to metapopulation dynamics<br><br>
DOI: 10.17632/dntxt73dm6
title: Kurdish-Emotional-Dataset(KMD-77000)

description: Kurdish Emotional Dataset is a new dataset for Kurdish language which includes over 77000 texts. This dataset contains four labels: fear, joy, sad, and surprise. The dataset is intended to be used for training and evaluating models for emotion recognition in the Kurdish language. The dataset is composed of tweets of Kurdish speakers expressing different emotions. Each tweets is labeled according to the emotion expressed. The dataset has been carefully curated and reviewed to ensure high quality and accuracy. We believe that this dataset will be a valuable resource for researchers and developers working on emotion recognition applications for the Kurdish language. We encourage researchers and developers to use this dataset in their work, and we welcome feedback and contributions to further improve the dataset.
DOI: 10.6084/m9.figshare.25624443.v1
title: Natural images dataset (StyleGAN-XL)

description: This dataset of natural images, as utilized in this notebook for neural decoding, forms part of the Brain2GAN study. It comprises w-latents of visual stimuli and corresponding (normalized) multi-unit activity (MUA) responses from the macaque visual cortex. The w-latents should be fed to the generator of StyleGAN-XL to recreate the visual stimuli. Note that the w-latents of the training and test set are included in separate .npy files.
DOI: 10.6084/m9.figshare.26495722.v2
title: Both synergism and interaction diversity explain the mixtures of defensive monoterpenes in spruce oleoresin

description: 1. Chemical defenses, such as the monoterpenes of conifer oleoresin frequently occur as complex blends of many components, but the selective pressures that maintain these mixtures are not yet known. Several theories attempt to explain the existence of chemical defense mixtures in plants. However, due to limited empirical evidence, it is unclear which theories might best apply.2. Here, we tested the vapor-phase activity of 12 individual Norway spruce monoterpenes and their naturally-occurring mixtures to two types of natural spruce enemies, the adult Eurasian spruce bark beetles, <i>Ips typographus,</i> and their three major symbiotic fungi, using survival and growth bioassays. Next, we evaluated whether spruce trees could alter their monoterpene profile in response to fungal infection.3. Individual monoterpenes had generally opposite effects on bark beetles compared to symbiotic fungi. The compounds that were most toxic to beetles were the least inhibitory to fungal growth and <i>vice versa</i>. The least abundant monoterpenes had the strongest activity against beetles or fungi, while the most abundant monoterpenes showed intermediate activity against both groups of enemies. Additionally, the activity of monoterpene mixtures was significantly stronger against beetles and some symbiotic fungi than the additive effects of individual compounds. Among the symbiotic fungi tested, one (<i>Grosmannia penicillata</i>) exhibited high tolerance to monoterpenes, and its growth was even stimulated by the monoterpenes most toxic to the beetle. Interestingly, spruce bark responded to <i>G. penicillata</i> inoculation by accumulating higher concentrations of specifically fungistatic monoterpenes.4. Our results support the predictions of the interaction diversity hypothesis, which posits that defense mixtures are maintained in plants because the individual components target different attackers, as well as the synergy hypothesis, which predicts that mixtures will exhibit stronger activity than single compounds. Thus, these two theories may deserve increased emphasis in explaining the widespread occurrence of mixtures in plant chemical defense.
DOI: 10.6084/m9.figshare.28661609.v1
title: Supplementary Material for: Cellular scaling rules for brains of the galliform birds (Aves, Galliformes) compared to those of songbirds and parrots: Distantly related avian lineages have starkly different neuronal cerebrotypes

description: Introduction: Songbirds, especially corvids, and parrots are remarkably intelligent. Their cognitive skills are on par with primates and their brains contain primate-like numbers of neurons concentrated in high densities in the telencephalon. Much less is known about cognition and neuron counts in more basal bird lineages. Here, we focus on brain cellular composition of galliform birds, which have small brains relative to body size and a proportionally small telencephalon and are often perceived as cognitively inferior to most other birds. Methods: We use the isotropic fractionator to assess quantitatively the numbers and distributions of neurons and nonneuronal cells in 15 species of galliform birds and compare their cellular scaling rules with those of songbirds, parrots, marsupials, insectivores, rodents and primates. Results: On average, the brains of galliforms contain about half the number of neurons found in parrot and songbird brains of the same mass. Moreover, in contrast to these birds, galliforms resemble mammals in having small telencephalic and dominant cerebellar neuronal fractions. Consequently, galliforms have much smaller absolute numbers of neurons in their forebrains than equivalently sized songbirds and parrots, which may limit their cognitive abilities. However, galliforms have similar neuronal densities and neuron counts in the brain and forebrain as equally sized non-primate mammals. Therefore, it is not surprising that cognitive abilities of galliforms are on par with non-primate mammals in many domains. Conclusion: Comparisons performed in this study demonstrate that birds representing distantly related clades markedly differ in neuronal densities, neuron numbers and the allocation of brain neurons to major brain divisions. In analogy with the concept of volumetric composition of the brain, known as the cerebrotype, we conclude that distantly related birds have distinct neuronal cerebrotypes.
DOI: 10.6084/m9.figshare.28892264.v1
title: NeuroBlastoma Dataset

description: Neuroblatoma dataset used in the article Kaizen: Decomposing cellular images with VQ-VAE
DOI: 10.6084/m9.figshare.5121439.v1
title: Supplementary Material for: Genome-Wide Gene Expression Analysis of the Switch between Acidogenesis and Solventogenesis in Continuous Cultures of <i>Clostridium acetobutylicum</i>

description: <i>Clostridium acetobutylicum</i> is able to switch from acidogenic growth to solventogenic growth. We used phosphate-limited continuous cultures that established acidogenic growth at pH 5.8 and solventogenic growth at pH 4.5. These cultures allowed a detailed transcriptomic study of the switch from acidogenesis to solventogenesis that is not superimposed by sporulation and other growth phase-dependent parameters. These experiments led to new insights into the physiological role of several genes involved in solvent formation. The <i>adc </i>gene for acetone decarboxylase is upregulated well before the rest of the <i>sol</i> locus during the switch, and pyruvate decarboxylase is induced exclusively for the period of this switch. The aldehyde-alcohol dehydrogenase gene <i>adhE1 </i>located in the <i>sol </i>operon is regulated antagonistically to the paralog <i>adhE2 </i>that is expressed during acidogenic conditions. A similar antagonistic pattern can be seen with the two paralogs of thiolase genes, <i>thlA </i>and <i>thlB</i>. Interestingly, the genes coding for the putative cellulosome in <i>C. acetobutylicum </i>are exclusively transcribed throughout solventogenic growth. The genes for stress response are only induced during the shift but not in the course of solventogenesis when butanol is present in the culture. Finally, the data clearly indicate that solventogenesis is independent from sporulation.
DOI: 10.17632/4wyg7vdzzm
title: Bank Customer Perceptions

description: Survey data on corporate reputation, relational trust, satisfaction, and loyalty (n=675) as perceived by customers of German banks.
DOI: 10.17632/b2hys3mkjw
title: 48 Sub-Saharan Africa (SSA) Countries Datasets on ICT diffusion, trade liberalization and inclusive growth

description: The data covers 48 SSA countries from 2005 to 2020, focusing on the relationship between ICT, trade openness, and inclusive growth. ICT and inclusive growth are measured by composite indices using PCA analysis, while trade openness is measured by net foreign trade in goods and services. The data also includes control variables such as FDI, inflation, employment vulnerability, and social protection, which are derived from the World Bank database.
DOI: 10.25452/figshare.plus.22671172.v2
title: Brain Computer Interface Motor Imagery-EEG Dataset

description: Brain-computer interface (BCI) is an effective approach for users to control external software applications and devices only by decoding their brain activities and without engaging any muscles. The availability of a BCI dataset which are large-scale and high quality can stimulate the researchers from neighbouring research areas develop advanced deep learning algorithms to enrich the field of BCI. Therefore, it is necessary to build an EEG dataset with availability for the development and research of BCI system. This is a large and high-performance intuitive dataset from World Robot Conference Contest-BCI Robot Contest MI of upper limbs or upper and lower limbs with three recording sessions. Sixty-three healthy participants (all right-handed, aged 17-30, 18 females) were naive BCI users participated in this experiment, of which fifty-two subjects participated in the two-class MI experiment and eleven subjects participated in the three-class MI experiment. This dataset can be utilized for a wide range of BCI-related research questions: analysing the differences among recording sessions of the same subject, improving the decoding performance of algorithms.
DOI: 10.6084/m9.figshare.20294928.v2
title: Dataset of Yushu Foreshock

description: This dataset contains datasets used in the paper titled "Foreshocks_of_the_the_2010_Mw_6_7_Yushu__China_Earthquake_Occurred_Near_an_Extensional_Step_Over" <br> Files incude: <br> 1. aftershock_wf: waveform of relocated aftershocks in miniseed format 2. YUS_wf: continuous waveform of Apr 10, 2020 at YUS station in miniseed format 3. EVT_catalog.csv : Event catalog (format included in the cdv file) 4. Yushu_Movies.zip: Waveform-to-Audio files (Movies S1-S5) 5. SAC_GeoTaos: waveforms used for cmt inversion in extended SAC format. The extended SAC format can be converted to standard SAC format by using the GeoTao program. See https://bemlar.ism.ac.jp/lxl/Taos/DataSets/DataSets.htm for GeoTao program usage. 2010_04_13_21_39_58900_Mw4.61.sacs: 2010/4/13 Mw4.6 (foreshock) 2010_04_13_23_49_36200_Mw6.67.sacs: 2010/4/13 Mw6.7 (Mainshock) 2010_04_14_01_25_16400_Mw5.87.sacs: 2010/4/14 Mw5.9 (aftershock) <br> 6. readme.txt: this file <br> Last updated by lchuang@gatech.edu, 07/13/2022
DOI: 10.6084/m9.figshare.5540485.v1
title: Canopy Structural Complexity Metrics from Terrestrial LiDAR and Light Data from 11 Eastern US Forests

description: These data were collected during 2016 and 207 using portable canopy lidar and a Decagon handheld ceptometer. CSC data include measures of canopy rugosity, top rugosity, porosity, vegetation area index, mean leaf height, mean outer canopy height, max canopy height derived using the forestr R package (version 1.0.0). <br><br>Light data include LAI and fPAR. <br><br>Sites included are Arnot Forest, University of Virginia, Rice Rivers Center, and NEON tower plots at Harvard Forest, Mountain Lake Biological Station, Smithsonian Conservation Biology Institute, Smithsonian Environmental Center, University of Notre Dame Environmental Research Center, Talladega National Forest, Ordway-Swisher Biological Station
DOI: 10.6084/m9.figshare.9197795.v1
title: FASTA sequences related to chicken MHC.

description: Sequences in FASTA format that are phylogenetically related to chicken MHC.All sequences were retrieved from the GeneBank in the Summer of 2019.This file can be used as input in order to generate a local BLAST database, for example, as one of the steps of the ACACIA pipeline. <br>
DOI: 10.17632/zm45zhp8z5
title: Hyundai Cars Maintenance Dataset

description: he "Hyundai Cars Maintenance Dataset" is a comprehensive dataset containing information related to maintenance aspects of Hyundai cars. It consists of 1100 entries, each representing a Hyundai car, with details on various parameters relevant to maintenance. Below is a detailed description of each variable included in the dataset:

Engine Temperature (°C): This variable represents the temperature of the engine of each car, measured in degrees Celsius. Engine temperature is a critical parameter to monitor as it can indicate potential issues with the cooling system or engine performance.

Brake Pad Thickness (mm): This variable indicates the thickness of the brake pads of each car, measured in millimeters. Brake pad thickness is essential for ensuring effective braking performance and safety on the road.

Tire Pressure (PSI): This variable represents the pressure of the tires of each car, measured in pounds per square inch (PSI). Proper tire pressure is crucial for optimal fuel efficiency, tire longevity, and vehicle handling.

Maintenance Type: This categorical variable indicates the type of maintenance performed on each car. It includes three categories:

Routine Maintenance: Regular maintenance tasks such as oil changes, fluid checks, and filter replacements.
Component Replacement: Replacement of worn-out or damaged components such as brake pads, tires, or belts.
Repair: Repairs undertaken to fix specific issues or faults identified during inspections or diagnostics.
Anomaly Indication: This binary variable indicates the presence or absence of anomalies detected during maintenance checks or sensor readings. Anomaly indication can flag potential issues or abnormalities in the car's systems, prompting further investigation or corrective action.

The dataset is designed to facilitate analysis and modeling for predictive maintenance purposes. It provides a rich source of information for studying the relationship between maintenance parameters and the overall health and performance of Hyundai cars. Researchers and analysts can use this dataset to develop predictive maintenance models, identify maintenance patterns, optimize maintenance schedules, and improve the reliability and efficiency of Hyundai vehicles.
DOI: 10.6084/m9.figshare.19180622.v1
title: hmdb5

description: hmdb5 dataset
DOI: 10.6084/m9.figshare.19919645.v3
title: C0ModelRoslerA52.zip

description: Sample data from Rosler attractor
DOI: 10.6084/m9.figshare.5047666.v2
title: Face Research Lab London Set

description: Images are of 102 adult faces 1350x1350 pixels in full colour. Template files mark out 189 coordinates delineating face shape, for use with Psychomorph or WebMorph.org.<br><br>Self-reported age, gender and ethnicity are included in the file london_faces_info.csv. Attractiveness ratings (on a 1-7 scale from "much less attractiveness than average" to "much more attractive than average") for the neutral front faces from 2513 people (ages 17-90) are included in the file london_faces_ratings.csv.<br><br>All individuals gave signed consent for their images to be "<i>used in lab-based and web-based studies in their original or altered forms and to illustrate research (e.g., in scientific journals, news media or presentations).</i>" Images were taken in London, UK, in April 2012.
DOI: 10.6084/m9.figshare.5649337
title: Clinical efficacy and economic evaluation of online cognitive behavioral therapy for major depressive disorder: a systematic review and meta-analysis

description: <b>Introduction</b>: Leading cause of disability worldwide, depression is the most prevalent mental disorder with growing societal costs. As mental health services demand often outweighs provision, accessible treatment options are needed. Our systematic review and meta-analysis evaluated the clinical efficacy and economic evidence for the use of online cognitive behavioral therapy (oCBT) as an accessible treatment solution for depression. <b>Areas covered</b>: Electronic databases were searched for controlled trials published between 2006 and 2016. Of the reviewed 3,324 studies, 29 met the criteria for inclusion in the efficacy meta-analysis. The systematic review identified five oCBT economic evaluations. Therapist-supported oCBT was equivalent to face-to-face CBT at improving depressive symptoms and superior to treatment-as-usual, waitlist control, and attention control. Depression severity, number of sessions, or support did not affect efficacy. From a healthcare provider perspective, oCBT tended to show greater costs with greater benefits in the short term, relative to comparator treatments. <b>Expert commentary</b>: Although efficacious, further economic evidence is required to support the provision of oCBT as a cost-effective treatment for depression. Economic evaluations that incorporate a societal perspective will better account for direct and indirect treatment costs. Nevertheless, oCBT shows promise of effectively improving depressive symptoms, considering limited mental healthcare resources.
DOI: 10.17632/grxgv45bkk
title: Data for: Potential of muscles to accelerate the body during late-stance forward progression in individuals with knee osteoarthritis

description: This file contains data.
DOI: 10.6084/m9.figshare.27191166.v1
title: Three sea buckthorn repeat sequence annotation files

description: Here contains the repeat sequence annotation files of male <i>Hippophae gyantsensis</i>, female <i>Hippophae salicifolia</i> and male <i>Hippophae salicifolia</i>. Male <i>Hippophae salicifolia</i> included two sets of haplotype data, hap1 and hap2.
DOI: 10.60893/figshare.apl.26535853.v1
title: Supplementary Online Material

description: Supplementary material
DOI: 10.17632/3pnp4hkhnw
title: The evolution of cortical integrity in motor neuron diseases: longitudinal cortical thickness profiles in ALS, PLS and poliomyelitis

description: Corresponding author: Peter Bede, Computational Neuroimaging Group, Trinity Biomedical Sciences Institute, Trinity College Dublin; email: bedep@tcd.ie Abstract One of the central aspects of clinical heterogeneity in motor neuron diseases is the respective involvement of upper (UMN) and lower motor neurons (LMN). Pure UMN and LMN phenotypes are associated with longer survival than mixed UMN-LMN conditions. The majority of longitudinal imaging studies in MND focus on a specific condition and describe progressive changes in contrast to healthy populations. The juxtaposition of cortical trajectories in several MNDs allows the characterisation of differences in rate of progression, and highlights anatomical patterns of disease burden unique to each condition. In this paper [1] we present longitudinal data from three conditions; (1) a UMN syndrome, primary lateral sclerosis (PLS), (2) a mixed UMN-LMN condition, amyotrophic lateral sclerosis (ALS) and (3) a LMN condition, poliomyelitis. We have acquired longitudinal magnetic resonance data with a uniform follow-up interval of 4 months. T1-weighted MRI data were acquired on a 3 Tesla Philips Achieva scanner with an 8-channel receiver head coil, using a 3D Inversion Recovery Prepared Spoiled Gradient Recalled Echo (IR-SPGR) pulse sequence with following imaging parameters; repetition time (TR) / echo time (TE) = 8.5/3.9 ms, inversion time (TI) = 1060 ms, field-of-view (FOV): 256 x 256 x 160 mm, spatial resolution: 1 mm3. In addition to standard cortical thickness analyses, individual cortical thickness patters were also appraised in each patient using a z-score-based approach. The methodological details regarding pre-processing, atlas-based segmentation, quality control and the statistical framework is described in detail in the companion article. We have identified rapidly progressive cortical thinning in the motor cortex of patients with PLS; expanding motor and extra-motor involvement in patients with ALS, and regions of increased cortical thickness in poliomyelitis survivors. Reference 1. TAHEDL, M., LI HI SHING, S., FINEGAN, E., CHIPIKA, R. H., LOPE, J., HARDIMAN, O. & BEDE, P. Propagation patterns in motor neuron diseases: individual and phenotype-associated disease-burden trajectories across the UMN-LMN spectrum of MNDs. Neurobiology of Aging, 2021 In Press.
DOI: 10.17632/cbvgjgjp5v
title: Infrared of particles from marine sediment samples collected in Juara, Salang and Tulai in Tioman in August 2024 using a Shimadzu Spectrometer at COPS-Thailand, Kyushu University

description: 35 Infrared of particles from marine sediment samples collected in Juara, Salang and Tulai in Tioman in August 2024 using a Shimadzu Spectrometer at COPS-Thailand, Kyushu University
DOI: 10.17632/xdk699v8n2
title: Data for: Ensemble of Metaheuristics for Energy-Efficient Hybrid Flowshops: Makespan versus Total Energy Consumption

description: Data File
DOI: 10.6084/m9.figshare.14381321.v3
title: Data and R code from: Plant and soil biodiversity have non-substitutable stabilizing effects on biomass production

description: The stability of plant biomass production in the face of environmental change is fundamental for maintaining terrestrial ecosystem functioning, as plant biomass is the ultimate source of energy for nearly all life forms. However, most studies have focused on the stabilizing effect of plant diversity, neglecting the effect of soil biodiversity, the largest reservoir of biodiversity on Earth. Here we investigated the effects of plant and soil biodiversity on the temporal stability of biomass production under varying simulated precipitation in grassland microcosms. Soil biodiversity loss reduced temporal stability by suppressing asynchronous responses of plant functional groups. Greater plant diversity, especially in terms of functional diversity, promoted temporal stability, but this effect was independent of soil biodiversity loss. Moreover, multitrophic biodiversity, plant and soil biodiversity combined, was positively associated with temporal stability. Our study highlights the importance of maintaining both plant and soil biodiversity for sustainable biomass production.<br>
DOI: 10.6084/m9.figshare.25406194.v1
title: Elsafty_RBCs_Slide_14

description: Each one of (Elsafty_RBCs_Slide_1-25) contains the field images/patches of a specific slide/patient. The names of the patches start with the respective slide/patient number, followed by the unique patch/field number. There is a total of 47,363 patches with 1076x535 pixels size from the 25 slides/patients, the counts of patches per slide/patient are as follows: 1690, 1709, 2697, 2400, 1905, 1803, 2964, 3049, 2464, 2080, 1894, 1852, 2590, 2263, 3328, 983, 1066, 935, 1131, 1237, 1874, 1393, 1277, 1199, and 1580.
DOI: 10.6084/m9.figshare.6881507.v1
title: MEGEEG92_subj01

description: This is part of the MEGEEG92 dataset consisting of MEG and EEG recordings collected on 16 participants, each observing 92 images of animate and inanimate objects.
DOI: 10.17632/7kyj7wjdn7
title: Materials for the acoustic simulation of an open-plan office with desk screens to reduce speech distraction

description: The present dataset includes the materials for the acoustic simulation of an open-plan office with desk screens to reduce speech distraction.

Folders contain the 3D virtual model of the workspace (SketchUp 2022), the measurement outcomes (IS0 3382-3), and the boundary conditions for hybrid simulation tools combining wave-based (discontinuous Galerkin finite-element method) and geometrical acoustics (image source method and ray radiosity) approaches. 

This material completes and extends the work of the paper "Acoustic performance of multi-resonator screens in a virtually reconstructed open-plan office" by the same authors.