cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.16985662.v1
title: Figures and Supplementary Data

description: Supplementary Table 1: Datasets and software used in this study Supplementary Table 2: List of acne-associated SNPs and SNPs of comorbid diseases used in this study Supplementary Table 3: List of terms used in literature search for identifying comorbid diseases Supplementary Table 4: CoDeS3D output of acne-associated eQTLs and eQTLS associated with comorbid diseases for sun exposed skin Supplementary Table 5: CoDeS3D output of acne-associated eQTLs and eQTLS associated with comorbid diseases for unexposed skin Supplementary Table 6: Comorbid diseases that overlapped the Acne-PPIN (Protein-protein interaction network) significantly for sun exposed and unexposed skin Supplementary Table 7: Biological pathways obtained from g:profiler for sun exposed and unexposed skin Supplementary Table 8: Intersecting genes divided into respective levels for each biological pathway in sun exposed and unexposed skin
DOI: 10.6084/m9.figshare.19144388.v2
title: Datasets for "Video-rate high-precision time-frequency multiplexed 3D coherent ranging"

description: This repository has the 3 .mat files containing the raw interferogram datasets (cups, a mannequin head, a human hand while flexing) of our paper "Video-rate high-precision time-frequency multiplexed 3D coherent ranging". <br><br>The accompanying code that processes these raw interferogram datasets into 3D depth map can be found at https://github.com/ruobingqian/time-frequency-fmcw-lidar
DOI: 10.6084/m9.figshare.22188103.v1
title: Solar steam-driven membrane filtration for high flux water purification

description: Source Data Supplementary Figures
DOI: 10.6084/m9.figshare.25560465.v1
title: differentially_expressed_genes.csv

description: example dataset
DOI: 10.6084/m9.figshare.28251272.v1
title: Does digital literacy affect farmers’ adoption of agricultural social services? An empirical study based on China Land Economic Survey data

description: Does digital literacy affect farmers’ adoption of agricultural social services? An empirical study based on China Land Economic Survey data. Data from CLES2022 Survey.
DOI: 10.6084/m9.figshare.28788053.v1
title: A genomic compendium of cultivated human gut fungi characterizes the gut mycobiome and its relevance to common diseases

description: bowtie2 index of uhgg.
DOI: 10.6084/m9.figshare.29150759.v1
title: Figuers 4 and 5 Datasets

description: We report the recent observation of a density duct structure in the equatorial plasmasphere, identified using data from the NASA Van Allen Probes (RBSP). The structure consists of a low-density duct located above a high-density duct, forming a "double duct" system capable of simultaneously trapping and guiding multiple whistler-mode waves at distinct frequencies. Simulations based on the electron-MHD model confirm that such density double ducts enable efficient confinement and propagation of whistler-mode waves along the background magnetic field.
DOI: 10.6084/m9.figshare.5101105.v1
title: Cornus mas chorology

description: Distribution map of Cornelian cherry (<i>Cornus mas</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 geodatabases and scientific 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>All polygon borders delimiting the range are generalized across the mainland and sea boundaries, and not clipped to a specific coastline. 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. <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<br><br>
DOI: 10.6084/m9.figshare.7471193.v2
title: Kuçera Francis 1967 English Words Frequency Estimates

description: Frequency count of the Brown corpus of present day American English — Brown corpus of present day American English<br>Available with prior consent of depositor for research purposes only<br>
DOI: 10.6084/m9.figshare.14749071.v1
title: FOCUS GROUP TRANSCRIPT

description: Transcript in word format
DOI: 10.6084/m9.figshare.19641423.v1
title: Food Oddball task 1.0.zip

description: Food Oddball test v1.0 as used in Gauthier & Fiestan's "Food neophobia predicts visual ability in the recognition of prepared food" (submitted in April 2022). <br> The test consists of 1 practice trial and 60 test trials. The trials are made available as a series of 126 image file, numbered arbitrarily starting at 185. The name of the image file indicates whether the subjects should click to advance the trial (clickable) or, alternatively, if the image is to be displayed for a fixed amount (limit-xxxx). <br> Also in the name of each image file is the correct-answer and whether feedback (correct/incorrect) was provided (first 5 trials). Trial-221 is included as an attention check and should not be used to compute test score. Chance performance on the task is 1/4. <br> These test materials are available free of charge. We do not provide support for adapting them in the software of your choice. Please contact isabel.gauthier@vanderbilt.edu for the updated citation for the test.
DOI: 10.6084/m9.figshare.6231746.v1
title: ESM1 from Spatial spread of <i>Wolbachia</i> in <i>Rhagoletis cerasi</i> populations

description: Electronic Supplementary Material, S1: Information on collection sites and wCer2 infection status of Rhagoletis cerasi populations analyzed in Bakovic V, Schebeck M, Telschow A, Stauffer C, Schuler H Spatial spread of
DOI: 10.17632/39w5khrg87
title: BanglaTense: A Large-Scale Dataset of Bangla Sentences Categorized by Tense: Past, Present, and Future

description: The BanglaTense dataset is a comprehensive collection of Bangla (Bengali) sentences meticulously categorized based on their tense: Past, Present, and Future. The dataset comprises a total of 17,819 annotated sentences with three distinct tense types: 5,629 in the past tense, 6,101 in the present tense, and 6,089 in the future tense. 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. With applications spanning tense detection, text classification, language modeling, and educational tools, BanglaTense is a valuable resource for the Bangla NLP community, facilitating advancements in temporal analysis and robust NLP model development.
DOI: 10.17632/8kf3zzr75s
title: Responsibility attribution after intelligent mahinces' misbehavior (how responsibility gaps occur?)

description: The data illustrates how responsibility is attributed after participants observe scenarios of intelligent machines' misbehavior. It identifies four states in which participants perceive manufacturers to be—malice, recklessness, ignorance with access to knowledge, and ignorance without access to knowledge—along with the level of responsibility they should bear.
DOI: 10.17632/kkhm36kdsd
title: Data for: A brave new world for archaeological survey: automated machine learning-based potsherd detection using high-resolution drone imagery

description: JavaScript code to be implemented in Google Earth Engine(c) developed by H.A. Orengo to accompany the paper: Orengo, H.A. and Garcia-Molsosa, A. 2019. 'A brave new world for archaeological survey: automated machine learning-based potsherd detection using high-resolution drone imagery' submitted to the Journal of Archaeological Science.
DOI: 10.17632/rpf8hr3px9
title: Wastefulness in Sequential School Choice with Public and Private Schools

description: Using data from the Swedish municipality of Botkyrka, this paper quantifies the trade-off between non-wastefulness and truthfulness in sequential admission systems for public and private schools. The results show that minimizing seat waste while preserving truthfulness is possible by restricting first-round applications to either private or public schools, depending on which type of school that is expected to have fewer applicants. These findings offer practical insights for improving the efficiency of real-world sequential school admission systems.
DOI: 10.6084/m9.figshare.14885142.v1
title: Datasets "Direct effects of elevated dissolved CO2 can alter the life history of freshwater zooplankton"

description: All datasets in csv and R scripts for each species separately..
DOI: 10.6084/m9.figshare.20072720.v1
title: Telemetry: Raw Files

description: Lotek output files from telemetry receiver (SRX400A): date (StartDate and EndDate), time, frequency of transmitter, recorded skin temperature (Rate/Temp), signal strength (Pwr), antenna and other receiver information.
DOI: 10.6084/m9.figshare.22615597.v1
title: PS-InSAR inversion result for the study 'Investigating surface deformation and its intrinsic mechanism in Shenzhen, China using Sentinel-1A SAR imagery'

description: This dataset includes the PS-InSAR inversion results for the study 'Investigating surface deformation and its intrinsic mechanism in Shenzhen, China using Sentinel-1A SAR imagery'. Files with 'sz1520' in the file name are related to Period 1 (2015/6-2020/6) of the study, while 'sz2022' is correlated with Period 2 (2019/6-2022/6) in this study.
DOI: 10.6084/m9.figshare.27604335.v1
title: <b>MAP4K4</b>

description: <b>MAP4K4</b>
DOI: 10.6084/m9.figshare.27935055.v1
title: CodeGuard Code Cloning Dataset

description: This Java dataset consists of three datasets: IJA-Dataset, GTH- dataset, and D4J-Dataset.
DOI: 10.6084/m9.figshare.28091447.v2
title: <b>Rice_MT_HSI_data</b>

description: <b>Background:</b> Metabolomic analysis is now widely used in crop-related research but can be logistically demanding and costly.<b>Results:</b> We describe a relatively inexpensive approach in which metabolomics is combined with hyperspectral imaging (HSI) via machine learning. This approach was used to target important steps in flavonoid and lipid biosynthesis in rice. We extracted 1848 hyperspectral indices and 887 metabolites from polished grains of 533 <i>O. sativa</i> accessions. Hyperspectral indices were linked to metabolites through correlation analysis and modelling. On this basis, a total of 554 metabolites and 1313 hyperspectral indices were identified for use in a genome-wide association study (GWAS). The GWAS revealed 17,509 significant locus-trait associations with 2882 single nucleotide polymorphism (SNPs). Colocalization analysis linked SNPs to corresponding metabolites and hyperspectral indices, and 6415 pairs of metabolites and hyperspectral indices were associated within a linkage disequilibrium (LD) of 300 kb in the <i>O. sativa</i> genome. Transcriptomic assessments linked the colocalized loci to 1761 candidate genes associated with KEGG pathways. In an important validation step, genes encoding a novel flavonoid (<i>LOC_Os09g18450</i>) and a flavonoid/lipid (<i>LOC_Os07g11020</i>)<i> </i>that were targeted by our method were characterized. <i>LOC_Os07g11020 </i>was colocalized on the basis of hyperspectral indices and metabolite data, whereas <i>LOC_Os09g18450</i> was colocalized on the basis of the hyperspectral index ddA42 only. The roles of these genes in metabolism were confirmed by gene editing and overexpression in rice lines, which revealed predicted changes in biochemical profiles.<b>Conclusion:</b> Our findings indicate that hyperspectral imaging combined with machine learning methods could serve as a powerful tool for quickly and inexpensively assessing crop metabolites.
DOI: 10.17632/88kdyyc73h
title: Asphalt Cracked and Uncracked Image Dataset

description: This dataset consists of 2000 cracked and uncracked images of asphalt pavement with an image resolution of 1440 x 1440, more than 8000 cracked and uncracked images of resolution 360x360 and more than 3000 cracked and uncracked images of resolution 720x720. The datasets of  images with resolution 360x360 and 720x720 were created by splitting the original 1440 x 1440 dataset and picking the cracked and uncracked sub images. Original dataset was created using the same scale by ensuring the same image resolution of the camera and same working distance and field of view by mounting camera at same height , and hence, crack widths and lengths can be compared. 
In order to collect the dataset, a vehicle-mounted camera enclosure system was used. A wooden chamber was constructed to enclose the camera with a high resolution of 1440x1440 and a frame rate of 30 fps. This wooden chamber was constructed from plywood sheets that were glued and screwed together, as well as wooden beams and dowels for reinforcement. The wooden dowels were used to secure the system to a commercial bike carrier. A Perspex screen was attached to the bottom surface of the chamber to prevent the camera from falling during the operation. The camera has a clear and unobstructed view downwards due to the transparency of the Perspex screen. This structure was then suspended from a commercially available bicycle carrier and installed on the towbar of a car which enabled filming while driving along the target road. 
Please refer to the published journal paper in Construction Building Materials for more information about this dataset and applications. This dataset can be used to train deep learning algorithms and develop algorithms to calculate the crack widths of asphalt pavements.
DOI: 10.17632/9dvgrf2tmr
title: Impact of Suction Assisted Laryngoscopy and Airway Decontamination (SALAD) Technique on Intubation Quality Metrics in a Helicopter Emergency Medical Service - an educational intervention

description: Soiled airway with blood and vomit are a challenge for even the most experienced providers, made only more difficult in the resource scarce prehospital environment, and are associated with higher rates of intubation failure and increased mortality. “Suction assisted laryngoscopy and airway decontamination” (SALAD) was developed specifically to address this issue. This study aims to investigate the utility of SALAD training to prehospital emergency providers to improve their ability to intubate a massively contaminated airway.
DOI: 10.17632/dg7stn6jhh
title: Crowd-sourced Experiments on Pronominalization in the Free vs Constrained Completion Paradigm

description: This dataset contains the data and scripts of three experiments on referring expression choice (pronominalization). The experiments were conducted via crowd-sourcing; we aimed to observe whether referent predictability (manipulated by the choice of IC or ToP verbs) affects pronominalization. The experiments use different paradigms.
DOI: 10.17632/fnkzfsg7t7
title: SMATool: Strength of materials analysis toolkit

description: The study of the strength of materials is a cornerstone in material science and engineering, playing a critical role in shaping the progress and application of materials in diverse industrial sectors. The strength of a material is meticulously examined to understand the behavior of the material under different stress conditions and environments, thereby guiding material selection and structural design. Herein, we introduce the SMATool, a computational toolkit for the efficient calculation and analysis of material strength at both zero and finite temperatures for 3D, 2D, 1D, and tubular 2D-based nanostructures and nanotubes, as well as 1D nanoribbons. The toolkit is capable of calculating tensile, shear, ultimate, yield, and indentation (Vickers' hardness) strengths in various dimensions, as well as the energy storage capacity. We conducted several calculations both at zero and finite temperatures to validate the accuracy and reliability of the developed software. The results show that the SMATool package provides accurate predictions that align with existing data on material strength. SMATool integrates seamlessly with widely used electronic structure codes like VASP and Quantum Espresso, providing a user-friendly interface catering to academic researchers and industry professionals. SMATool is useful for either the exploration of the strength of materials or high-throughput new material design. SMATool is open-source and available on GitHub at SMATool@github and at Zenodo at 10.5281/zenodo.10780514.
DOI: 10.17632/j3ktgy2dc5
title: How demographic changes reshape the housing sector: Evidence from China’s labor allocation and price dynamics

description: This replication package contains all the available data, code, and instructions to reproduce the results presented in the paper:
Paper title: How demographic changes reshape the housing sector: Evidence from China’s labor allocation and price dynamics
Authors: Xintong Yang, Jiao Li, Chengdong Yi
Journal Submission: Economic Modelling
Date: May 14, 2025
DOI: 10.17632/v3bs5v6wrc
title: Changes of NO3 Radical and its Nocturnal Chemistry in Shanghai from 2014 to 2021 Revealed by Long-term observation and a Stacking Model: Impact of China’s Clean Air Action Plan

description: Data used in the manuscript submitted to JGR-Atmospheres with a title of "Changes of NO3 Radical and its Nocturnal Chemistry in Shanghai from 2014 to 2021 Revealed by Long-term observation and a Stacking Model: Impact of China’s Clean Air Action Plan"
DOI: 10.25403/upresearchdata.20037134.v1
title: Factors identifying male and female farmers in maize marketing in the Highveld region of Eswatini

description: The data collected was used for both qualitative and quantitative data analysis for factors identifying both male and female farmers in maize marketing. The Logistic Regression Model was used to analyse the data for maize marketing. A theoretical framework was based on the Agricultural Household Model. <br>
DOI: 10.6084/m9.figshare.12288572.v1
title: paramecium_bursaria_agopiwi_nt

description: Nucleotide sequence data from Paramecium bursaria 186b.<br>Data corresponds to putative Ago-Piwi components. <br>
DOI: 10.6084/m9.figshare.18551420.v2
title: Deconstructing Gastrulation

description: This dataset and code package were generated as a part of "Deconstructing Gastrulation at Single-Cell Resolution" project, conducted at Princeton University, 2021, by Tomer Stern, Stanislav Y. Shvartsman, and Eric F. Wieschaus.<br>It contains whole embryo cell segmentation and tracking of the two embryos used in the referenced publications, as well as several extracted features, such as cell areas and intercalation events.It also contains code assisting in loading the data, visualizing it, and calculating a variety of additional morphological attributes.<br>To use it, download both data and code, unzip all into a single directory, open "DG_main_script" script in matlab, and follow the instructions at the top comment.<br>Happy gastrulation!
DOI: 10.6084/m9.figshare.21610200.v2
title: Insect species richness and biomass in grasslands - R-code

description: This zip-file contains data and R-Scripts to reproduce model results as shown in the article "<strong>Insects benefit from agri-environmental schemes aiming at grassland extensification</strong>" by Bernd Panassiti, Sebastian Wolfrum, Sabine Birnbeck, Johannes Burmeister, Annette Freibauer, Jerome Moriniere, and Roswitha Walter. The dataset provided as a .RData-file contains insect and biomass data. The dataset is a result of the project "<em>Evaluation of agri-environmental measures on insect diversity and biomass</em>" carried out by the Bavarian State Research Center for Agriculture (LfL) during 2019-2023. Insect data was collected using Malaise traps in 4 grassland regions in Bavaria, Germany, during 3 sample periods in 2019 (regions Bavarian Forest, eastern Allgäu) and 2020 (regions (Chiemgau uplands, Upper Palatinate Forest). Insect data comprise insect biomass and the species richness of 8 insect groups: Total number of insect species Coleoptera Diptera Hymenoptera Lepidoptera Hemiptera Syrphidae (hover flies) Apiformes (wild bees and honeybees)
DOI: 10.6084/m9.figshare.23585889.v1
title: Table 1. Quantitative analysis of the chemical composition of glass bangles from Czermno (LA-ICP-MS). Table 2. Chemical composition of glass bangles (in wt. %) from Czermno (EPMA). Table 3. Lead isotopic values for the glass bangles from Czermno. The measurement error for isotope ratios did not exceed 0,03% (±2SD). Table 4. List of glass samples analysed by LA ICP MS, EPMA and LIA.

description: Table 1. Quantitative analysis of the chemical composition of glass bangles from Czermno (LA-ICP-MS). Table 2. Chemical composition of glass bangles (in wt. %) from Czermno (EPMA). Table 3. Lead isotopic values for the glass bangles from Czermno. The measurement error for isotope ratios did not exceed 0,03% (±2SD). Table 4. List of glass samples analysed by LA ICP MS, EPMA and LIA.
DOI: 10.6084/m9.figshare.28191155.v1
title: Pneumonia Project

description: This file contains dataset of "Evaluation and comparison of the use and treatment outcomes of antibiotics in children with Pneumonia admitted to Public and Private sector hospitals in Pakistan: A retrospective study"
DOI: 10.6084/m9.figshare.28784624.v1
title: Smartpls TPB Model comparision data.csv

description: Smartpls TPB Model Comparision
DOI: 10.6084/m9.figshare.29103230.v1
title: Da Luz et al. Supplementary Data and Scripts

description: R Scripts for figures and tables. Data: Row diversity table of living and Dead Ostracoda gathered from the Vitória-Trindade Chain, which includes Trindade Island and four seamounts (Vitória, Jaseur, Davis, and Dogaressa), Brazil.
DOI: 10.6084/m9.figshare.6026810.v1
title: wywiady z rzecznikami patentowymi i CTT_cz.3

description: Wywiady z przedstawicielami uniwersyteckich biur rzeczników patentowych i CTT:AGH<br>Politechniki PoznańskiejZUTCITTRU (Uniwersytetu Jagiellońskiego)<br>Politechniki Wrocławskiej
DOI: 10.17632/85sjtpsyrm
title: INTRUSION DETECTION DATASETS

description: CICIDS 2018, EDGE IIOT
DOI: 10.17632/c348gts9xx
title: Education Process before and after using AI tools 

description: Dataset shows how AI tools impact students’ learning experiences from different aspects like quality of learning process, the needed time for learning, stress level and their grades levels.
DOI: 10.17632/nckpm6w7k6
title: LINF_180010500

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)