cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jc78ke
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 1.8496,26.9648 1.8496,26.9648 -7.1504,35.9648 -7.1504,35.9648 1.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013187-250525065834625/datasets/export for details.
DOI: 10.25377/sussex.17380853.v1
title: Dataset for paper "mlGeNN: Accelerating SNN inference using GPU-Enabled Neural Networks"

description: <b>Dataset for paper accepted in IOP Neuromorphic Computing and Engineering March 2022</b><br>Dataset contains trained weights from TensorFlow 2.4.0 for the following models:- vgg16_imagenet_tf_weights.h5 - VGG-16 model trained on ImageNet ILSVRC dataset - vgg16_tf_weights.h5 - VGG-16 model trained on CIFAR-10 dataset- resnet20_cifar10_tf_weights.h5 - ResNet-20 model trained on CIFAR-10 dataset- resnet34_imagenet_tf_weights.h5 - ResNet-34 model trained on ImageNet ILSVRC<br><b>Abstract</b><br>"In this paper we present mlGeNN - a Python library for the conversion of artificial neural networks (ANNs) specified in Keras to spiking neural networks (SNNs). SNNs are simulated using GeNN with extensions to efficiently support convolutional connectivity and batching. We evaluate converted SNNs on CIFAR-10 and ImageNet classification tasks and compare the performance to both the original ANNs and other SNN simulators. We find that performing inference using a VGG-16 model, trained on the CIFAR-10 dataset, is 2.5x faster than BindsNet and, when using a ResNet-20 model trained on CIFAR-10 with FewSpike ANN to SNN conversion, mlGeNN is only a little over 2x slower than TensorFlow."<br><b>Funding</b>Brains on Board grant number EP/P006094/1ActiveAI grant number EP/S030964/1Unlocking spiking neural networks for machine learning research grant number EP/V052241/1<br>European Union's Horizon 2020 research and innovation program under Grant Agreement 945539<br><br>
DOI: 10.6084/m9.figshare.18032669.v3
title: eldBETA: A Large Eldercare-oriented Benchmark Database of SSVEP-BCI for the Aging Population

description: Global population aging poses an unprecedented challenge and calls for a rising effort in eldercare and healthcare. Steady-state visual evoked potential based brain-computer interface (SSVEP-BCI) boasts its high transfer rate and shows great promise in real-world applications to support aging. Public database is critically important for designing the SSVEP-BCI systems. However, the SSVEP-BCI database tailored for the elder is scarce in existing studies. Therefore, in this study, we present a large <strong>eld</strong>ercare-oriented <strong>BE</strong>nchmark database of SSVEP-BCI for <strong>T</strong>he <strong>A</strong>ging population (eldBETA). The eldBETA database consisted of the 64-channel electroencephalogram (EEG) from 100 elder subjects, each of whom performed seven blocks of 9-target SSVEP-BCI task. We expect that the eldBETA database would provide a substrate for the design and optimization of the BCI systems intended for the elders.
DOI: 10.6084/m9.figshare.23823438.v1
title: Single molecule localization lists for ‘Deep Learning Driven Adaptive Optics for Single Molecule Localization Microscopy’

description: <b>DL-AO</b> single molecule localization data lists are distributed as accompanying data files for the manuscript:‘Deep Learning Driven Adaptive Optics for Single Molecule Localization Microscopy’ by Peiyi Zhang, Donghan Ma, Xi Cheng, Andy P. Tsai, Yu Tang, Hao-Cheng Gao, Li Fang, Cheng Bi, Gary E. Landreth, Alexander A. Chubykin and Fang Huang.Each list contains x, y, z, intensity, background and CRLB based precision estimations. The name of each list indicates its corresponding figure/subfigure.We note that microsoft excel format can only contain up to 1,048,576 rows and thus for high density data containing more than such number of localizations, please contact the corresponding author to retrieve matlab files containing the full list.
DOI: 10.17632/7rx9mk8v4m
title: BanglaBlend: A Large-Scale Nobel Dataset of Bangla Sentences Categorized by Saint(Sadhu) and Common(Cholito) Form of Bengali Language

description: This BanglaBlend dataset is a comprehensive collection of Bangla (Bengali) sentences meticulously categorized based on two specific forms: Saint(Sadhu) and Common(Cholito). This dataset is comprised of a total 7350 annotated Bangla sentences as well as it is preprocessed dataset where several data preprocessing techniques have been applied. This dataset is designed to facilitate research and development in natural language processing (NLP) and computational linguistics, particularly for Bangla, a widely spoken language in Bangladesh and parts of India. Specially, this dataset can be leveraged for several natural language processing task such as text summarization, text classification, sentiment analysis, automatic language translation.
DOI: 10.17632/9fkdt5j35v
title: Data base Lake Titicaca lake level 

description: database of the manuscript "Holocene variations in Lake Titicaca water level and their implications for sociopolitical developments in the central Andes" submitted to PNAS
DOI: 10.17632/9n783y6zdc
title: Data on Cyberbullying Victimization, Depression, Anxiety and Stress

description: This dataset belongs to a sample of 561 university students from both public and private universities in Malaysia. This dataset consists of the demographic characteristics of the sample and the data on two main variables, cyberbullying victimisation and the negative emotional states. Cyberbullying victimisation consist of four sub-dimensions which are public humiliation, malice, unwanted contact and deception. The negative motional states consist of depression, anxiety and stress.
DOI: 10.17632/f68r2kg33n
title: Measurement of fluorescent dissolved organic matter (FDOM) in seawater: Filter blanks, pore sizes, and storage

description: FDOM data in the Ulleung Basin and Jinhae Bay to develop reliable measurement method
DOI: 10.17632/kj9sv7476g
title: DTORH3 2.0: A new version of a computer program for the evaluation of toroidal harmonics

description: Abstract An improved version of the program DTORH3 to evaluate toroidal harmonics is presented. The code incorporates a uniform asymptotic expansion for P_ν ^m (x) for large m which extends the range of applicability for large x of the previous version. In addition, the new version of the program takes advantage of the dual behaviour of the functions P and Q incorporating a "dual" algorithm for 1
DOI: 10.6084/m9.figshare.28926590.v1
title: Dados.xlsx

description: Planilha com os dados utilizados no estudo: FAHP e FMEA
DOI: 10.6084/m9.figshare.3454763.v1
title: Anatomy, age and evolution of a collisional mountain belt: the Baltoro granite batholith and Karakoram Metamorphic Complex, Pakistani Karakoram

description: Geological mapping and U–(Th)–Pb geochronology from the Karakoram Metamorphic Complex and Baltoro granite batholith has resulted in more detailed timing constraints on tectonic evolution of Asian crust. During and following collision and accretion of the Kohistan Arc and the Indian plate to the southern margin of Asia, crustal thickening along the Karakoram resulted in polyphase deformation, metamorphism and melting. U–Pb zircon and monazite ages show that kyanite- and sillimanite-grade metamorphism in the Baltoro region peaked during Oligocene–Early Miocene (<em>c</em>. 28–22 Ma) times. At structurally deeper levels sillimanite-grade migmatites of the Dassu dome have Pliocene (<em>c</em>. 5.4–3.5 Ma) ages. New U–Pb ages from crustal melt biotite + muscovite + garnet leucogranites from the Trango Towers, Cathedral peak and Paiyu peak across the Baltoro batholith range from 19.8 ± 0.5 Ma to perhaps as young as 14 Ma. Using data from both the Hunza and Baltoro regions we suggest that regional high-grade metamorphism was diachronous in space and time and could have lasted continuously for at least 37 Ma (<em>c</em>. 50–13 Ma) or as much as 50 Ma (<em>c</em>. 63–13 Ma) along the southern margin of the Asian plate in the Karakoram. Crustal melting along the Baltoro granite batholith spanned at least 13 Ma (26.4–13 Ma).
DOI: 10.6084/m9.figshare.24874131.v1
title: Origdata

description: Our research aims to comprehensively assess the potential effects of genetic lipid-lowering medications on a range of lung-related diseases (LRD), including small cell lung cancer (SCLC), non-small cell lung cancer (NSCLC), chronic obstructive pulmonary disease (COPD), idiopathic pulmonary fibrosis (IPF),pulmonary edema(PE), and pneumonia. We strive to understand the possible impact of genetic lipid-lowering medications on the risk of developing these specific lung diseases. This study is anticipated to offer novel insights into the influence of genetically regulated lipid-lowering medications onLRD.
DOI: 10.6084/m9.figshare.28748561.v1
title: Original data

description: Our study elucidates a partial mechanism underlying inflammation in busulfan‑induced oligozoospermic mice, implicating the S100A9/TLR4/NF‑κB pathway in testicular inflammation. Administration of Tyr significantly reduces S100A9 and TLR4 expression in the testis, thereby ameliorating inflammation. Additionally, Tyr improves sex hormone balance, oxidative stress levels, and inflammatory status, ultimately Oenhancing sperm concentration and restoring testicular tissue architecture in oligozoospermia. Future studies will focus on cellular‑level investigations to elucidate the specific effects of Tyr on different testicular cells.
DOI: 10.6084/m9.figshare.779856.v1
title: An expert elicitation of climate, energy and economic uncertainties

description: Dataset to accompany Energy Policy paper title "An expert elicitation of climate, energy and economic uncertainties". The file is tab delimited and can be used in conjunction with the R code hosted on the github url given below. The data consists of the elicited distributions that represent the beliefs of 25 UK energy experts interviewed during 2010 for six parameters. These include oil price in 2030, CO2 price in 2030, levelised cost of low-carbon electricity in 2030, home comfort temperature (for the UK) in 2030, UK population in 2030. All fiscal values are expressed in 2010$US. All citations should be made to the original paper (see doi link below).
DOI: 10.6084/m9.figshare.14195606.v1
title: data.csv

description: This is the stock–recruitment time series dataset analysed for the article: Re-examination of stock–recruitment relationship: A meta-analysis.<br>This dataset is obtained from RAM Legacy Stock Assessment Database, and screened by 3 criteria: (1) The length of time-series data in a single stock must be more than 20 successive years. (2) Data calculated from a certain stock dynamics model must be eliminated. (3) Information on recruitment age must be available for the stock. It include 101 stocks and 3,568 S-R data.<br><br><br><br>
DOI: 10.6084/m9.figshare.14673165.v1
title: S5_Data.csv.zip

description: <b>S5 Data. Number of common sugars between hosts of prophages. </b>Number of common sugars (n_common_sugars) in the CLT of hosts (K_locus_A, K_locus_B) of pairs of prophages (phage_A, phage_B) presented on Fig 1E.
DOI: 10.6084/m9.figshare.25001480.v1
title: JNJ_tumor.rds

description: RDS file required for analysis of single cell RNA seq in the manuscript 'Exploration of immune-modulatory effects of amivantamab in combination with pembrolizymab in lung and head and neck squamous cell carcinoma'.
DOI: 10.17632/gzh2z38pyh
title: Models for prediction of RON, MON, and octane sensitivity

description: Models as described in the manuscript "Using machine learning with target-specific feature sets for structure-property relationship modeling of octane numbers and octane sensitivity" (Preprint submitted to Fuel).
DOI: 10.6084/m9.figshare.11478330.v1
title: Nightjar database

description: Data employed for statistical analyses<br>
DOI: 10.6084/m9.figshare.12815903.v3
title: Allosteric hotspots in the main protease of SARS-CoV-2 dataset

description: On the top level the zip file contains two folders which are described in detail below: <br>Main results:contains two folders named after the PDB ID of the viral main protease apo structure. 1. SARS-CoV Mpro structure 2DUC2. SARS-CoV-2 Mpro structure 6Y2EEach directory contains the protonated structure, a .csv file with all residues in the dimer interface and a subfolder for each run performed on it. The subfolders are named after the source residues. Each subfolder contains three files:1. source_residues.txt A file listing all source residues2. propensity_residue_results.csv This file contains the raw results of the Bond-to-bond propensity analysis. 3. transient_residue_results.csv This file contains the raw results of the Markov transient analysis.<br>Small fragments:Contains a folder for each small fragment structure in close proximity to the identified hotspots. Each subfolder contains the protonated structure as well as the three files described above.
DOI: 10.6084/m9.figshare.16745986.v1
title: Corpus CSV

description: This file describes the corpus in a CSV format using pipe character as separator. The file includes the following columns:<br>- en: The words in English that composes the sentence;<b>- pt_br:</b> The words in Portuguese that composes the sentence;<b>- type:</b> The type of the sentence (OBJ for objective and SUBJ for subjective);<b>- pol:</b> The polarity of the sentence if it is a subjective sentence (-1, 0 or 1).<b>- en_path:</b> The path in OpenSubtitles related to the sentence in English;<b>- pt_br_path:</b> The path in OpenSubtitles related to the sentence in Portuguese;
DOI: 10.6084/m9.figshare.20152796.v1
title: XRD raw data of diclofenac sodium unloaded aerogel

description: Xrd raw data of diclofenac sodium unloaded aerogel <strong>used in the manuscript titled Nanofibrillated cellulose aerogel from Khat (</strong><em><strong>Catha Edulis</strong></em><strong>) waste: fabrication and characterizations</strong>
DOI: 10.6084/m9.figshare.21502335.v1
title: Alignments

description: Alignments used in the paper "Multigene phylogeny of the order Physarales (Myxomycetes, Amoebozoa): shedding light on the dark-spored clade".
DOI: 10.6084/m9.figshare.8052953.v9
title: Subject Raw Data

description: Raw data from subjects in the passive group (001-012) and active group (013-024) in a concurrent TMS-EEG study investigating natural frequencies. [See Readme.txt file for details.]
DOI: 10.6084/m9.figshare.12268724.v3
title: dataset for the paper "fostering team innovation and learning..."

description: it contains the data for the paper "Fostering team innovation and learning by means of team-centric transformational leadership: the role of teamwork quality" from Klaic, Burtscher, & Jonas (2020) published in the Journal of Organizational and Occupational Psychology
DOI: 10.6084/m9.figshare.27383754.v1
title: <b>G-matrix - Improving Wheat Grain Yield Genomic Prediction Accuracy Using Historical Data</b>

description: The file includes the G-matrix that has been used in all the genomic prediction analyses in the manuscript "Improving Wheat Grain Yield Genomic Prediction Accuracy Using Historical Data"
DOI: 10.6084/m9.figshare.28562399.v2
title: Supplementary Data and File for the paper Pipoly et al.: Variation in adult sex ratios in tetrapods is linked to sex chromosomes through mortality differences between males and females"Supplementary dataset for the paper Pipoly et al. Variation in adult sex ratios in tetrapods is linked to sex chromosomes through mortality differences between males and females

description: S1 Data: The raw dataset used in the analyses of the manuscript "<b>Variation in adult sex ratios in tetrapods is linked to sex chromosomes through mortality differences between males and females</b>". One record per species, it contains species names in Latine, taxonomic order and family information, tetrapod taxa ordering, adult sex ratio, birth sex ratio, geetic sex determination system (XY or ZW), male and female juvenile mortalities and derived sex-bias in juvenile mortality, male and female adult mortalities and derived sex-bias in adult mortality, male and female maturation time (in years) and derived sex-bias in maturation, and references for all variables.S1 File: the composite phylogenetic tree file used for the above analyses. Branch length were calculated following Nee's method using Mesquite software.
DOI: 10.6084/m9.figshare.28868609.v2
title: <b>Data for Figures:</b> Korpimäki, E., Banks, P.B. and Klemola, T. (2025), Insights From Observations and Large-Scale Field Experiments on Vole Population Cycles in Northern Europe: A 40-Year Study of Predator–Prey Interactions. Ecol Evol, 15: e71419. https://doi.org/10.1002/ece3.71419

description: The mechanisms driving 3–5-year population cycles of voles involve delayed density-dependent feedback on vole populations. The key drivers of this feedback include prolonged periods of food depletion or predation mortality over more than one phase of the cycle. We review observational and experimental data gathered between the 1970s and 2010s on vole population fluctuations and the responses of their avian and mammalian predators in west-central Finland, focusing on studies that have investigated these drivers. This document includes data used for the figures of the article. https://doi.org/10.1002/ece3.71419
DOI: 10.6084/m9.figshare.10010168.v2
title: Provenance trial experiments

description: Data from: "Climate change disrupts local adaptation and favors upslope migration" by Anderson and Wadgymar at Ecology Letters. This folder contains the raw data and the R script needed to analyze the provenance trial experiments. The R script includes code for each of the experimental cohorts.<br>
DOI: 10.6084/m9.figshare.11981034.v1
title: Single-cell RNA-Seq of human primary lung and bronchial epithelium cells

description: This dataset contains count matrices and per-cells metadata tables for RNA sequencing of 39778 single nuclei from healthy primary lung samples of 12 lung adenocarcinoma patients as well as 17451 single human bronchiole epithelial cells from 4 donors. All samples were processed using the 10X Genomics Chromium platform with v2 chemistry and sequenced with one sample per lane on an Illumina HiSeq4000. Reads were aligned to the hg19 reference genome version 1.2.0 obtained from 10X Genomics. Data processing was performed using Seurat3. The metadata table includes patient ID, sex, age, smoking status, and cell type, as well as QC statistics (number of genes, number of cells, ratio of mitochondrial reads).
DOI: 10.6084/m9.figshare.14349221.v1
title: Lay Counselor Facilitated MHI in LMICs Appendicies

description: Thought Field Therapy, Tapping Therapy, Trauma, PTSD, mental health, meta-analysis of lay counselors treating trauma victims- Cover page<br><br>
DOI: 10.6084/m9.figshare.25818370.v1
title: GSM8112052_KplusPRRX1_YAP1_1_R1.bigWigNeuroblastoma cell lines

description: Cut and Run signal tracks from Neuroblastoma cell lines
DOI: 10.6084/m9.figshare.26198102.v1
title: Source Data

description: Raw data of PXRD, XPS, BET, TGA and XAS
DOI: 10.6084/m9.figshare.4639789.v2
title: MAPPIN: Method for Annotating, Predicting Pathogenicity, and mode of Inheritance for Nonsynonymous variants

description: This directory includes software, readme files for installation and usage, associated data files for running MAPPIN, and prediction scores for all nsSNVs. The annotate.mappin.tar.gz tarball includes all the scripts and associated data files needed to annotate missense variants. The predict.mappin.tar.gz includes all the scripts and data files need to run predictions on the annotated missense variants file. The mappin_training_data_cross-validation tarball has the training datasets and other files, which can be run for training and cross-validation using the associated R script. The hg19.mappin.prediction.scores.tar.gz file has MAPPIN prediction scores (dominant, recessive, benign) for all possible nsSNVs in the genome. The hg38.mappin.prediction.scores.tar.gz file has MAPPIN prediction scores lifted over to hg38.<br><b>Release update 10/24/17: minor bug fixed; users only need to re-download predict_mappin.tar.gz.</b><br><br>Note: Although the license states CC BY, MAPPIN software can be used and modified freely for <b>non-commercial</b> purposes only. This work is licensed under the Creative Commons Attribution-NonCommercial 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA.
DOI: 10.6084/m9.figshare.7403867.v1
title: Data File S1: all matrices from Improvements in the fossil record may largely resolve current conflicts between morphological and molecular estimates of mammal phylogeny

description: All matrices used in analyses
DOI: 10.6084/m9.figshare.12765806.v1
title: Data --- Equatorial Magnetic Field

description: Data --- Equatorial Magnetic Field
DOI: 10.6084/m9.figshare.20366757.v1
title: Supplementary Data 1-6 of "The oldest gnathostome teeth"

description: <strong>Supplementary Data 1</strong>. Volume rendering of the holotype of <em>Qianodus</em> (IVPP V26641) based on synchrotron X-ray tomography data. Colour coded features: orange, progenitor tooth row; green, trailing tooth row; yellow, accessory teeth; grey, whorl base. Rendering generated in Mimics 19.0. <strong>Supplementary Data 2.</strong> Volume rendering of synchrotron X-ray tomography data depicting radiotransparent spaces inside the holotype of <em>Qianodus</em> (IVPP V26641). Colour coded features: purple, primary teeth; yellow, accessory teeth; white, spongiose tissue of the whorl base; pink, compact tissue of the whorl base. Rendering generated in Mimics 19.0. <strong>Supplementary Data 3.</strong> Tomographic slices from a synchrotron X-ray tomography analysis of the <em>Qianodus</em> holotype specimen (IVPP V26641). Dataset generated in Mimics 19.0. <strong>Supplementary Data 4.</strong> Tomographic slices from a synchrotron X-ray tomography analysis of a <em>Qianodus</em> specimen IVPP V26645. Dataset generated in Mimics 19.0. <strong>Supplementary Data 5.</strong> Tomographic slices from an X-ray tomography analysis of a <em>Qianodus</em> specimen IVPP V26647. Dataset generated in Mimics 19.0. <strong>Supplementary Data 6.</strong> Parsimony analysis files. Character-taxon matrix (.tnt and .nex), most parsimonious trees (.tre), consensus trees (.tre). Likelihood and parsimony values for the 50 percent majority-rule consensus tree (.xlxs). TNT log file (.rtf). R script (.rtf) used in the calculation of the time-scaled 50 percent majority-rule consensus tree.
DOI: 10.6084/m9.figshare.22297930.v1
title: Dataset Protein Consentration.xlsx

description: This dataset describe the total protein concentration on animal models (Table 1) <br> This dataset describe the classification of proteins expressed in rat mammary tissue as a result from SDS-PAGE (Table 2)