cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4vftxh97m8
title: Botnet Group Activity Dataset

description: The dataset comprises bot group activities, consisting of 13 scenarios with bot actors and activity patterns in different bots. Each dataset scenario has 14 features. These are start time, duration, protocol, source IP address, source port address, direction of transaction, destination IP address, destination port address, state of transaction, source TOS byte value, destination TOS byte value, total transaction packet count, total transaction bytes, source packet transaction and one feature as activity label. The bot group activity dataset is presented in the binetflow file form. In the scenario dataset directory, there are several files, namely dataset_result.binetflow for the datasets containing bot group activities and normal activities with activity labels, dataset_result.botnet_only.binetflow for datasets containing only bot group activities, dataset_result.normal_only.binetflow for datasets containing only normal host activities, dataset_result.without_label.binetflow for the dataset containing bot group activities and normal activities without activity labels. The dataset describes each dataset scenario for data analysis, such as activity time, activity duration, number of normal host activities, number of bot activities, number of the bot actors, and total activity records. In addition, graphs of normal and bot activities are also presented in time analysis to see the intensity and periodic behavior. In particular, this dataset is provided as a dataset for bot group activities by showing a series of interrelated activities. Therefore, this dataset can be used as research data for periodic and intense bot group activity detection and as a knowledge database with various bot activity scenarios. The dataset has resulted from the adoption of botnet dataset behavior on the CTU Dataset [1]. The difference is that this presented dataset has the intensity and periodic bot activity for each dataset scenario. Thus, this dataset is suitable for research in detecting bot group activity with a time-based segmentation approach [2]–[4]. Besides, this dataset has a more stable amount of activity in the regular (1 hour) compared to the CTU dataset.
DOI: 10.25405/data.ncl.22790156.v1
title: Raman spectra included in Figure 13

description: The chemical structure of the healing product analysed using LabRam HR800 Raman spectrometer, for the samples exposed to tap water (TP) and waste water (WW), respectively. The labelling of the samples is as follows: <br> SI_R - represents plain mortar (samples in Set I) SI_R+GM_I_ACG-Ø - represents plain mortar with growth media I (calcium nitrate and yeast extract) and aerated concrete granules SI_R+GM_I_ACG-S - represents plain mortar with growth media I (calcium nitrate and yeast extract) and aerated concrete granules with spores SII_R - represents plain mortar (samples in Set II) SII_R+C_ ACG-Ø - represents plain mortar with calcium nitrate and aerated concrete granules SII_R+YA_ ACG-Ø - represents plain mortar with sodium acetate and aerated concrete granules SII_R+GM_II_ACG-Ø - represents plain mortar with with growth media II (calcium nitrate and sodium acetate) and aerated concrete granules SII_R+GM_II_ACG-S - represents plain mortar with with growth media II (calcium nitrate and sodium acetate) and aerated concrete granules with spores
DOI: 10.6084/m9.figshare.21130672.v1
title: pig data and simulated phenotype

description: pig backfat trait and simulated pheotype
DOI: 10.6084/m9.figshare.22495645.v1
title: Children’s teeth - supplement

description: Storing all newly collected and annotated panoramic radiographs of children's teeth, and will continue to add to the Children's Teeth Supplement dataset to increase its size and richness.
DOI: 10.17632/7p663wrgjs
title: ELENDIF: A time-dependent Boltzmann solver for partially ionized plasmas

description: Abstract ELENDIF calculates the time evolution of the electron energy distribution function in a mixture of partially ionized gases with or without an applied electric field. The code can treat inelastic and superelastic processes, electron-electron and electron-ion collisions, photon-electron (free-free) processes, attachment and recombination, ionization including a distribution of secondary electrons, and an external source of electrons (e.g. an electron beam). The code also computes the mean elect... Title of program: ELENDIF77 Catalogue Id: ABLX_v1_0 Nature of problem ELENDIF calculates the time evolution of the electron energy distribution function in a mixture of partially ionized gases with or without an applied electric field. The code can treat inelastic and superelastic processes, electron-electron and electron-ion collisions, photon-electron (free-free) processes, attachment and recombination, ionization including a distribution of secondary electrons, and an external source of electrons (e.g. an electron beam). The code also computes the mean electron ... Versions of this program held in the CPC repository in Mendeley Data ABLX_v1_0; ELENDIF77; 10.1016/0010-4655(90)90141-M This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/p2xpfwf3sm
title: Prevalence of Rounded shoulder due to biopsychosocial factors among young females: A survey study

description: The most common people who experience rounded shoulder syndrome are laptop users who sit at desks and tables. In this condition, the shoulders appear to be lifted towards the neck and the scapulae appear to be prolonged outward. Round Shoulder Posture is identified by the prominent acromion process of the shoulder with relation to the gravity axis. This results in a hunched posture with anterior tilting, protraction of the shoulder blades, downward rotation, and scapular elevation.It is well known that round shoulders result from changes in anatomical structure, but in our studies, we are also observing the impact of biological factors, such as large breast size in females and its impact on the spine and development of round shoulders, as well as psychological factors, such as low self-esteem. We are using a trimodal approach to know the prevalence of this condition among young females. The very last component of it is social factors that includes ADLs, we are looking at how day to day activities contribute towards Round Shoulder Posture
DOI: 10.6084/m9.figshare.12148662.v1
title: Biology Open Journal Kunkel Spinazzola Data.xlsx

description: Data for Spinazzola JM et. al. Biology Open Journal 2020
DOI: 10.6084/m9.figshare.28669016.v1
title: <b>DATA for Paper_LL_QW_</b><b>202503</b>

description: Two-dimensional Perovskite-Induced Enhancement of Pyroelectricity in Ferroelectric Polymer
DOI: 10.17632/kcy29m3zzz
title: The dataset of the meat cuts classification based on electronic nose system

description: Data was taken using a proposed electronic nose in 3 processes: flushing, sensing, and cleaning. The flushing process is transporting free air into the sensor chamber to obtain a baseline of free air. The sensing process is the time period when the gas moves from the sample chamber to the sensor chamber. The cleaning process is reverting air in the sensor chamber to the initial free air baseline. Each process has a specific execution time: 60 seconds flushing, 120 seconds sensing, and 180 seconds cleaning. The data distribution for one-time sampling is outlined in a comma separate value (.csv) format with the following column label: • time(s): time of measurement point (millisecond); • TGS 822: Response signal (mV) from TGS 822 sensor; • TGS 2612: Response signal (mV) from TGS 2612 sensor; • TGS 2620: Response signal (mV) from TGS 2620 sensor; • TGS 832: Response signal (mV) from TGS 832 sensor; • TGS 826: Response signal (mV) from TGS 826 sensor; • TGS 2603: Response signal (mV) from TGS 2603 sensor; • TGS 2600: Response signal (mV) from TGS 2600 sensor; • TGS 813: Response signal (mV) from TGS 813 sensor; • Humid: relative humidity (%) in the sensor chamber; • Temp: temperature (C) in the sensor chamber. The dataset was named according to class type. Two pork categories namely pork legs (PL) and pork belly (PB). Two beef category namely beef shank (BS) and beef ribs (BR). Two chicken categories namely chicken breast (CB) and chicken drumsticks (CD). The sample collection date is described as follows: a) Pork legs class (PL) total of 33 data b) Pork belly class (PB) total of 47 data c) Beef shank class (BS) total of 36 data d) Beef ribs class (BR) total of 25 data e) Chicken drumsticks class (CD) total of 51 data f) Chicken breast class (CB) total of 57 data
DOI: 10.6084/m9.figshare.1065505.v1
title: The average peer grade and the average self-grade in each student.

description: Paper: A Domain Specific Language for Online Learning Competence The average peer grade and the average self-grade in each student.
DOI: 10.6084/m9.figshare.19390574.v1
title: example dataset

description: Example dataset for Concerto reproducibility <br>
DOI: 10.6084/m9.figshare.19658787.v1
title: A Thermoelectric Materials Database Auto-Generated from the Scientific Literature using ChemDataExtractor

description: (1) The *MAIN* Thermoelectric Materials Database Auto-Generated from the Scientific Literature using ChemDataExtractor, which is presented in three available formats: CSV, JSON and MongoDB. <br> (2) The *INFERENCE* Thermoelectric Materials Database Auto-Generated from the Scientific Literature using ChemDataExtractor, which is presented in three available formats: CSV, JSON and MongoDB. <br> (3) Associated code that provides thermoelectric-specific data-extraction capabilities with ChemDataExtractor.
DOI: 10.6084/m9.figshare.3523913.v1
title: Appendix A. A description of tests of biophysical models.

description: A description of tests of biophysical models.
DOI: 10.17632/n9h2mj7dbg
title: Imaging data for Dreyer, Ricci, van den Berg et al 2024

description: - Raw tiff files for western blots used in the manuscript, organized by Figure.
- Representative files for live cell microscopy of CDK2 sensor and H2B marker in degron-CHAF1A cells (live cell movie), and degron-CHAF1A p53-KO cell (p53 KO live cell) .
- Representative images of the H4.2 FISH data.
DOI: 10.6084/m9.figshare.1477797.v1
title: Inflammation factors levels of control group

description: Inflammation factors levels in the aqueous humor on the control group.
DOI: 10.6084/m9.figshare.16437339.v1
title: SPARKS sheets

description: SPARKS data sheets for CB
DOI: 10.6084/m9.figshare.16743796.v1
title: Convergoing responses of nutrient resorption in plant life forms to nitrogen addition in temperate shrublands: Dataset

description: Atmospheric nitrogen (N) deposition has significantly altered nutrient availability in most terrestrial ecosystems, which may affect plant nutrient resorption and hence change community composition and nutrient cycling. Nutrient resorption from senesced leaves is a ubiquitous mechanism of nutrient conservation, which is very important for plants to adapt to nutrient deficiency. However, how N deposition affects leaf concentration and internal nutrient cycling of different life forms remains unclear, especially in temperate shrublands. A 4-year N addition manipulation experiment in Vitex negundo and Spiraea trilobata shrublands was conducted, and the green and senesced leaf N ([N]g and [N]s) and phosphorus ([P]g and [P]s ) concentrations and N (NRE) and P (PRE) resorption efficiency of two plant life forms were investigated. We found that both NRE and PRE varied markedly between the two life forms, being lower in shrubs and higher in graminoids, implying that shrubs probably have a higher capability of acquiring nutrients from soil, whereas graminoids rely on acquiring more nutrients via resorption. N addition increased the [N]g, [N]s and N:P ratios ([N:P]) of shrubs and all species, whereas it had negligible effects on graminoids. The [P]g and [P]s, NRE and PRE did not change in either life form or all species combined after N fertilization. Our results suggest that shrubs increase N uptake but do not alter internal N cycling, whereas graminoids do not change N acquisition strategies, in response to increased N supply from the soil. Continuous N addition exacerbated the P limitation of the shrub plants. Both shrubs and graminoids were more likely to adopt nearly complete utilization of P from the soil and senesced leaves under P deficiency, leading to a noneffect of N addition on leaf PRE.
DOI: 10.6084/m9.figshare.19108382.v1
title: PIDGINv4 pre-trained models (no ortho)

description: Models required for running PIDGINv4 (https://github.com/BenderGroup/PIDGINv4). Trained on ChEMBL28 data - no orthologues.<br>For full installation instructions, please see https://pidginv4.readthedocs.io/en/latest/install.html
DOI: 10.6084/m9.figshare.19725943.v1
title: LANDFIRE Masks 10km x 10km

description: These are 22 individual shapefiles created at a 10km x 10km resolution using LANDFIRE data. These shapefiles are required to run our species range code since we mask each species by suitable land cover type. The LANDFIRE data used to create each raster is also found in this project under "Landfire Types US"
DOI: 10.6084/m9.figshare.19990835.v2
title: Análisis regional de frecuencia para determinación de mapas de eventos de sequía en Perú

description: El análisis regional de frecuencia con L momentos y el procedimiento de índice de avenida, han permitido determinar mapas de períodos de retorno de sequías meteorológicas teóricas correspondientes a 40%, 60% y 80% de deficiencia respecto a la precipitación media multianual (PMA) a escala de todo el Perú. Se concluye que las zonas con régimen de precipitación más húmedo (mayor PMA) se asocian con menor frecuencia de déficit de precipitación respecto de la condición normal, sin embargo en zonas con régimen de precipitación más seco (menor PMA) se asocia con mayor frecuencia de déficit de precipitación . Asimismo, las zonas potenciales a presentar sequías meteorológicas se localizan hacia la región hidrográfica del Pacifico y del Titicaca con intervalos de ocurrencia de 3 a 20 años y 5 a 200 años respectivamente, mientras que en la región hidrográfica del Amazonas se presentarían con intervalos entre 10 a más de 200 años. Para más detalle revisar el archivo pdf y asc.
DOI: 10.6084/m9.figshare.26574340.v1
title: LC-MS analysis of the peptides - Supplementary Figure 2

description: Here are deposited data for the article called "The zymogenic form of the SARS-CoV-2 main protease: A discrete target for drug discovery". Data are connected with Supplementary Figure 2. Excel sheet contains all chromatograms of the LC-MS analysis of peptides and their cleavage by SARS-CoV-2 Mpro enzyme variants. Second file is readme file which explains more deposited data.
DOI: 10.6084/m9.figshare.3167014.v1
title: MMP2 and kidney preservation injury PLoS ONE.xlsx

description: Data used to make figures and tables for our submission to PLoS ONE.
DOI: 10.6084/m9.figshare.3516341.v1
title: Supplement 1. Model implementation with Excel spreadsheet, Matlab, and Python script for ArcGIS.

description: File List analytical_spreadsheet_solver.xls*<br> multisettlement_model_solver.m<br> Hunting_Mapper.zip - contains: - Hunting Mapper.tbx<br> - monkeyscriptSteadyState.py<br> - monkeyscript.py Description analytical_spreadsheet_solver.xls* implements the simplest single settlement model in Microsoft Excel. It is designed to be easy to use on a platform familiar to non-technical users. multisettlement_model_solver.m is commented Matlab Code to produce multisettlement maps, cumulative distribution functions, and calculate the global and local catch per unit effort. Hunting_Mapper.zip is a zip file containing ArcGIS toolbox extension and the required python scriptsWindows executable. The toolbox is called, Hunting Mapper.tbx, and it can call two scripts. One script, monkeyscriptSteadyState.py, implements the multisettlement steady state model, which makes it suitable for large spatial and temporal scales. The other script, monkeyscript.py, implements the numerical multisettlement model with diffusive source-sink dynamics. This model is computationally expensive, and it requires the user to input the annual population data for evey settlement. See Appendix E for further instructions. * <i>Please note</i>: ESA cannot guarantee the accessibility of Excel files into the future due to the proprietary nature of the Excel format.
DOI: 10.6084/m9.figshare.4725541.v4
title: River plastic emissions to the world's oceans

description: Plastics in the marine environment have become a major concern because of their persistence at sea, and adverse consequences to marine life and potentially human health. Implementing mitigation strategies requires an understanding and quantification of marine plastic sources, taking spatial and temporal variability into account. Here we present a global model of plastic inputs from rivers into oceans based on waste management, population density and hydrological information. Our model is calibrated against measurements available in the literature. We estimate that between 1.15 and 2.41 million tonnes of plastic waste currently enters the ocean every year from rivers, with over 74% of emissions occurring between May and October. The top 20 polluting rivers, mostly located in Asia, account for 67% of the global total. The findings of this study provide baseline data for ocean plastic mass balance exercises, and assist in prioritizing future plastic debris monitoring and mitigation strategies.Modelled plastic inputs into the ocean from rivers worldwide.The shapefile contains 40,760 river input locations (EPSG:4326, WGS 84) with the following attributes:<b>i_<i>level</i></b>: plastic input in tonnes per year. (<i>level=low, mid or high for lower, midpoint and upper estimates</i>)<b>i_<i>level</i>_<i>month</i></b>: plastic input in tonnes per month. (<i>level=low,mid,high; month=jan,feb,...,dec</i>)<b>runoff_</b><i><b>month</b></i>: monthly averaged runoff in catchment in mm per day. (<i>month=jan,feb,...,dec</i>)<b>mpw</b>: mismanaged plastic waste production in catchment in kg per year. <b>area</b>: catchment area in square kilometers.<br>
DOI: 10.6084/m9.figshare.7117832.v1
title: erc_vazza_2016_1_new2.pdf

description: Parts B1 and B2 of my (successful) 2016 application to an ERC Starting Grant.(side note: the project has been moved to a different Main Host Institution after it has been granted, i.e. from the University of Hamburg to the University of Bologna). Link to the project:https://cosmosimfrazza.myfreesites.net/erc-magcow <br>
DOI: 10.15468/dl.8k697y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "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 ((8.9648 28.8496,-0.0352 28.8496,-0.0352 19.8496,8.9648 19.8496,8.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013258-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.22217416.v2
title: Twitter and Reddit Data

description: Data collected about the police opinion in Portugal, on Twitter and Reddit
DOI: 10.6084/m9.figshare.25388260.v10
title: Eggplant transcriptome raw data

description: Eggplant transcriptome data
DOI: 10.17632/3x7yjzrmfn
title: Supplementary Material - Nail Psoriasis and Nail Lichen Planus: Updates on Diagnosis & Management

description: Supplementary files for the Journal of the American Academy of Dermatology (JAAD) submission - Nail Psoriasis and Nail Lichen Planus: Updates on Diagnosis & Management
DOI: 10.17632/fs42cypny7
title: 2D Carbon Allotropes

description: All the crystal structures of the systems studied in the paper "Classification of sp$^2$-bonded carbon allotropes in two dimensions" by Eduardo Costa Girão et al. These are all fully (position and lattice) relaxed structures, using Density Functional Theory (PBE). Structures are named using the nomenclature presented in that paper, based on polygon count. Structures are all provided in their most symmetric configurations (in conventional cell). The symmetry information is readable in the CIF file and each file can be visualized with standard software, e.g., VESTA (https://jp-minerals.org/vesta/en/) and manipulated with standard packages such as ASE (https://wiki.fysik.dtu.dk/ase/).
DOI: 10.6084/m9.figshare.14344787.v1
title: Difference-in-Difference analysis

description: dataset for difference-in-difference analysis
DOI: 10.6084/m9.figshare.21383274.v1
title: WiFi access data between July 2019 and Feb 2020.

description: WiFi access data between July 2019 and Feb 2020 (over 300 million records in total). The Data is anonymised and includes the following fields: Datetime, Access Point ID, and Hashed MAC address. The dataset has been used to assist the design of smart community applications. Please contact mu.mu@northampton.ac.uk for further information.
DOI: 10.6084/m9.figshare.7713308.v1
title: Carbon and nitrogen cycling in Yedoma permafrost controlled by microbial functional limitations

description: These data and script accompany the article "<i><b>Carbon and nitrogen cycling in Yedoma permafrost controlled by microbial functional limitations</b></i>" (Monteux, Keuper <i>et al</i>., Nature Geoscience, 2020. doi:10.1038/s41561-020-00662-4) and were used to create the figures and tables found in the article and its Extended Data.<br><br>The file <i>MonteuxKeuper_Functional_limitations.R</i> is the main script, and the different data files are described in the first section of that script. To reproduce the figures displayed in the article, download the script, and both zip files into the same folder, then extract the <i>R.zip</i> and <i>Metadata.zip</i> files. <br><br>The up-stream bioinformatics pipelines used to obtain the data files, depicted here as HTML files (<i>MonteuxKeuper_16S.html</i> and <i>MonteuxKeuper_ITS.html</i>), are found at <b>https://bitbucket.org/smonteux/functional_limitations/</b> and the raw sequence files are deposited at the European Nucleotide Archive (Project number<b> PRJEB29467 </b>/ ERP111771)
DOI: 10.17605/osf.io/zmj86
title: With a Little Help From a-friend: Participatory Intervention Development of a Peer-Guided Self-Help App for Anxiety Disorders

description: This research explores the development of an internet-based self-help intervention for anxiety that includes peer-to-peer support. Online interventions are promising but often face low adherence, limiting their effectiveness. To improve acceptability, the study engaged individuals with lived experience in the design process using the IDEAS framework. Initial feedback from nine participants indicated a need for clearer guidance and more direct communication features. A pilot test with 128 participants revealed that most did not use the app more than once, and few completed baseline questionnaires. These findings suggest low feasibility and acceptability of the app, indicating that enhancing communication features and simplifying the app could improve the effectiveness of peer-supported self-help intervention.
DOI: 10.17632/p5bjvxcw5d
title: raw image data for "Resilient anatomy and local plasticity of naïve and stress hematopoiesis "_Figure ED 1-10_part_5

description: raw image data for "Resilient anatomy and local plasticity of naïve and stress hematopoiesis "_Figure ED 1-10_part_5
DOI: 10.6084/m9.figshare.14935668.v2
title: Data processing files: Birds can transition between stable and unstable states via wing morphing

description: This data set contains all of the files used to process the output data from AvInertia, including the phylogenetic tree.