cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5459pmk6vk
title: Upscaling Sustainable Horticulture Value Chain of Women Urban Farmer Groups in Bogor City, West Java, Indonesia

description: The data is based on a case study to explore the sustainability impacts of urban agriculture practices (focus on environmental and economic aspects) and a possible approach for the development of local horticultural value chain in Bogor City. The research was conducted during June-August 2019. Literature review and secondary data collection were carried out in June and fieldworks were carried out on 6th July – 11th August 2019. The primary data was compiled by conducting several methods, that consist of participatory research, field survey on biodiversity, and stakeholder interview. Participatory Research The participatory parts of this research were carried out to find out the environmental, economic, and social impacts. By combining several tools in this research, participatory research was conducted through Focus Group Discussion (FGD) and group interviews. The FDG was carried out to find out the economic impacts of women farmer groups and cost-benefit analysis of urban agriculture practices. The group interview was conducted by visiting the groups on the site. List interview questions were prepared to gain information from the members regarding social and environmental aspects as well to cross-check the economic impact of urban agriculture practices. Field Survey on Biodiversity The field survey was conducted by visiting the gardens of women urban farmer groups. It was conducted by following the main paths of the garden and observing at radius 5-10 metres on the border of the garden (depended on the type of border). Census method was applied to identify the biodiversity of flora. The number per crop species was not calculated in detail, but only tree-species (perennial crop) was calculated. The survey on fauna biodiversity was conducted twice. Besides, due to time limitation for conducting observation repetition, fauna species information from the local community (women farmer group members) during group interviews were cited. Species list method was applied to identify the biodiversity of avifauna and insects. Stakeholders Interview The interviews were undertaken with several stakeholders, including five (5) local government institutions, three (3) educational institution, five (5) TSOs (third sector organisations)/voluntary based-community, and retailers/prospective customers that consisted of three (3) supermarkets and five (5) shops. There ware two kinds of data, quantitative and qualitiative. The quantitative data was analyzed through statistical analysis (Multiple linear regression) and Annual Cost-Benefit Analysis (CBA). The qualitative was conducted to the responses of open-ended questions during group interview and FGD to women farmer groups, individual interviews with several stakeholders and additional findings during observation on the field. Grounded theory was used as qualitative analysis.
DOI: 10.17632/b6rpgr6nrh
title: Thermal Image Dataset for Concealed Handgun Detection

description: This dataset provides thermal imaging data designed to support the development and evaluation of detection systems for identifying concealed handguns. It offers a valuable resource for enhancing security technology by enabling the recognition of hidden handguns (also includes a few other objects and could be further extended) through heat signatures.
The dataset is licensed under CC BY NC 3.0. However, we do allow commercial use, but only if prior permission is obtained.
DOI: 10.17632/b8fzcjkwny
title: Experimental Data of Fracture Properties (FR-CPB)

description: The raw experimental datasets are associated with the study on the effect of fiber length and fiber content on the fracture properties including fracture toughness, material stiffness, fracture initiation energy, and fracture match energy of fiber reinforced commented paste backfill (FR-CPB).
DOI: 10.6084/m9.figshare.22082024.v3
title: Calculation of Earth's atmospheric infrared radiation transmittance rate

description: 1. Excel is used to calculate the atmospheric transmission rate of infrared radiation. The results are presented in the cell “N10” of the two worksheets. 2. Cell “B7” in the worksheet corresponds to the Earth’s surface temperature, the initial value of which is 288K. If the temperature is changed to 210K and 350K, that is, the value in B7 is changed to 210 and 350, the results would be 14.99% and 28.57% in N10, which is basically the same as the original 15-30%, indicating that the data is well restored according to the figures, and the calculation result of transmittance is correct. 3. There are three Plantwo of which are functions of corresponding wavelengths, and the relatick laws, onship between the two functions is a constant. Transmittance rate is a ratio, and both the numerator and denominator can present the constant outside the sum function for approximate division, so there is no difference between the results of choosing either of the two functions. 4. The restoring process of the figure of “Radiation Transmitted by the Atmosphere” is as follows: a. Grid the picture; b. Obtain the function of the number of grids corresponding to the horizontal coordinate; c. Calculate the corresponding wavelength at the step length of 0.1 (the result is displayed in column D); d. Find the 1.5, 1.6 ......, 13.9, 14 μm in the wavelength, and check the corresponding number of horizontal coordinate squares n; e. Use the number of squares n in the “Total Absorption and Scattering” to find the corresponding atmospheric absorption rate r for that wavelength; f. Organize the data and list the 1.5 to 14 μm at the step length of 0.1 μm, and list the corresponding absorption rate r; g. Find the atmospheric transmission rate 1-r for wavelengths from 1.3 to 14 μm at the step length of 0.1 μm. Then the calculation would be easier. 5. Main radiation bands of CO2: 2.68-2.8 μm, 4.25-4.45 μm, 13-17 μm. Main radiation bands of H2O: 2.55-2.84 μm, 5.6-7.6 μm, 12-30 μm, all in the “Total Absorption and Scattering” atmospheric absorption range of infrared radiation. The calculation of transmission rate is not affected by the infrared radiation of CO2 and H2O. <br>
DOI: 10.6084/m9.figshare.27628413.v1
title: SPR sensorgrams for anti-RBD antibodies

description: This file contains all of the aligned SPR traces for every antibody experiment in our publication on bivalent binding of antibodies to SARS-CoV-2 RBD (Huhn et al, Nature Comms 2024). This data can be directly fitted with the particle-based model to reproduce the fits.
DOI: 10.6084/m9.figshare.28828616.v1
title: <b>EK-2 Tüm Yanıtların Alındığı Veri Dosyası</b>

description: <b>EK-2 Tüm Yanıtların Alındığı Veri Dosyası</b>
DOI: 10.6084/m9.figshare.5296291.v2
title: Intraday-Data-Original-And-Mockup-Missing-Minutes

description: US Stock Intra-day Dataset<br>
DOI: 10.6084/m9.figshare.5500237.v1
title: OTC Analgesic dataset tables.docx

description: Data support the results of the study " KNOWLEDGE AND ATTITUDES REGARDING THE SELF-USE OF PAIN MEDICATIONS IN SAUDI ARABIA: a cross-sectional study"
DOI: 10.6084/m9.figshare.7677557.v1
title: Base data used to quantify the material and embodied flows of the Parkville campus of the University of Melbourne, Australia, for the year 2017

description: This dataset includes three separate workbooks:<br>1) Describes each of the 189 material archetypes that were used to quantify the material inflows of the Parkville campus of the University of Melbourne, Australia, for the year 2017.<br>2) Contains details of the 11 555 financial transactions that were used to calculate the procurement-related material inflows of the University of Melbourne Parkville campus in Australia, for 2017.<br>3) Details the waste (material outflows) data that are used to quantify the amount of materials exiting the Parkville campus of the University of Melbourne, Australia for the year 2017
DOI: 10.17632/2wzf9bz7xr
title: DGTA-BENCH - Domain Generation and Tunneling Algorithms for Benchmark

description: Intrusion detection methods in computer networks still remain an important problem in computer science. To enforce the network security special instrument are embedded in operating systems and ingenuity software are elaborated. Such applications intend to prevent cyberattacks against the local networks and personal computers, theft of data, undesired spam-advertised products, dangerous drive-by hidden objects infected a visitor’s machine with malware. As a  result, the growing interest is observed in developing systems to protect the end user from the potential attack.

The provided dataset is derived from multiple sources in order to provide a read-to-use benchmark for Machine Learning researchers and Cyber Security analysts. This dataset is motivated by the need to facilitate publications on the topic of intrusion detection through Domain Name System (DNS) to use a comparative well-defined framework. It is a collection of Domain Generation Algorithms (DGA), Domain Tunneling Algorithms (DTA), and legitimate DNS name used to access popular Internet resources, safe domains hosted by DNS providers as well as domains of Content Delivery Network (CDN). It contains 1.65M labeled domain names divided into 55 classes, 4 of which are DTA, 50 of which are DGA and 1 legitimate class.

The dataset is represented by a single parquet file, which can be accessed using a Python framework: Pandas, PyArrow or TensorFlow/IO.
DOI: 10.6084/m9.figshare.16822501.v1
title: S11

description: Data of Subject_12
DOI: 10.6084/m9.figshare.21644867.v1
title: Dataset.rar

description: Dataset
DOI: 10.17632/5428684j44
title: RAO (retinal artery occlusion) fundus photography dataset

description: This dataset is a dataset collected to train a deep learning model for diagnosing retinal artery occlusion (RAO) through fundus photographs. A RAO diagnosis model should be developed to prevent a fatal disease in which blood vessels in the eye are blocked by emboli, a type of stroke. Based on web-based public data and public fundus datasets RFMiD and JSEIC.
DOI: 10.17632/6r5mpwyn9b
title: MsSpec-1.0: A multiple scattering package for electron spectroscopies in material science

description: Abstract We present a multiple scattering package to calculate the cross-section of various spectroscopies namely photoelectron diffraction (PED), Auger electron diffraction (AED), X-ray absorption (XAS), low-energy electron diffraction (LEED) and Auger photoelectron coincidence spectroscopy (APECS). This package is composed of three main codes, computing respectively the cluster, the potential and the cross-section. In the latter case, in order to cover a range of energies as wide as possible, three ... Title of program: MsSpec-1.0 Catalogue Id: AEJT_v1_0 Nature of problem Calculation of the cross-section of various spectroscopies Versions of this program held in the CPC repository in Mendeley Data AEJT_v1_0; MsSpec-1.0; 10.1016/j.cpc.2011.07.012 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.6084/m9.figshare.13218755.v3
title: FAMEF

description: Description: FAMEF includes 5 CSV files totally. They are extended_description.csv, extended_installation.csv, extended_invocation.csv, extended_citation.csv, and function.csv. All of them are used to train and test models. We used them to update four classifiers which are description, installation, and citation, and create one classifier called functionality. <br>There are 3 columns in extended_description.csv, extended_installation.csv, extended_invocation.csv, and extended_citation.csv.URL: the link of the repositorycontributor: the person who found this repositoryexcerpt: sentences related to the specific class, such as description, installation, invocation, and citation.<br>In addition to these 3 columns, function.csv includes one more column, label. We created it manually based on the excerpt. There are 3 kinds of labels (classes): data preparation, data analysis, and data visualization.<br>More details about FAMEF can be checked on Github (https://github.com/liling10822/FAMEF).
DOI: 10.6084/m9.figshare.23531142.v1
title: Scots pine genotypes from Finland, code and supplementary data for the paper: "Does the seed fall far from the tree? Weak fine-scale genetic structure in a continuous Scots pine population", Niskanen et al. 2024, Peer Community Journal

description: Supplementary data for the manuscript:<b>Does the seed fall far from the tree? Weak fine-scale genetic structure in a continuous Scots pine population</b>Alina K. Niskanen1,3, Sonja T. Kujala2, Katri Kärkkäinen2, Outi Savolainen1, Tanja Pyhäjärvi3<br>1Ecology and Genetics Research Unit, University of Oulu, 90014 University of Oulu, Finland2Natural Resources Institute Finland (Luke), University of Oulu, 90014 University of Oulu, Finland3Department of Forest Sciences, University of Helsinki, 00014 University of Helsinki, FinlandInquiries about the data:Alina Niskanen, alina.niskanen@gmail.com<br>Files included in the dataset:<b>1. & 2. "Genotypes.ped" & Genotypes.map"</b>: PLINK genotype file in .ped format and SNP position file in .map format including filtered genotype data for 469 individuals and 65 498 SNPs used for principal component analysis (PCA) and estimating pairwise relatedness.<b>3. "MAF_01_pine_426inds_23623_loci.raw"</b> : Plink Genotype file in .raw format including 23 623 SNPs for 426 unrelated Scots pines used in the rare allele analyses.<b>4. "Locations_population.txt"</b> : Location information for 469 Scots pines in Punkaharju research area. The sampling site ("Ranta-Halola" or "Mäkrä") is given.<br>Command files included:<b>5. "Spatial_R_commands_fighsare.R"</b>: Main R commands of the PCA, FST and Mantel analyses.<b>6. "GCTA_commands_figshare.txt"</b>: Main GCTA commands for estimating relatedness and inbreeding.<br>Supplementary data file:<b>7. "Niskanen_etal_2024_Supplements.pdf"</b>: Includes Supplementary figures S1-S6 and tables S1-S2.
DOI: 10.6084/m9.figshare.24078045.v3
title: Text prompts and videos generated using 5 popular Text-to-Video models plus quality metrics including user quality assessments

description: A collection of 201 prompts which are used to generate short-form videos using 5 popular text-to-video models namely Tune-a-Video, VideoFusion, Text-To-Vudeo Synthesis, Text2Video-Zero and Aphantasia. Each of the 1,005 generated videos is included along with automatically calculated quality metrics naturalness, text similarity between the original prompt and a generated text caption, and inception score, for each. Each video was rated by 24 different people and the data also includes the MOS scores for alignment between the generated videos and the original prompts, as well as for perception and overall quality of the video.Please cite this paper if using this dataset. GitHub URL for code for implementing video naturalness calculation is available at https://github.com/Chiviya01/Evaluating-Text-to-Video-Models
DOI: 10.17632/ghwmvpsyp7
title: WC and soil database

description: The InVEST model is used to explore the WC pattern from 2000 to 2020 with localized parameters . Then, we quantitatively assessed the WC service functions of different soil types and systematically revealed the driving forces of multi-level soil factors on WC function.
DOI: 10.17632/y5xzm79ysk
title: Livestock farmers’ knowledge, attitude, and practices related to zoonosis: How are they influenced by socioeconomic and farm characteristics.

description: This dataset is an output of the research and capacity-building project "Awareness and Practices Relating to Zoonoses and Safety among Livestock Farmers in Ghana," funded by the National Institute for Health and Care Research (NIHR) through the Royal Society of Tropical Medicine and Hygiene (RSTMH) Early Career Grant Awards. The data was collected via an interviewer-led questionnaire survey in three districts of Ghana's Coastal Savannah agroecological zone, capturing information on livestock farmers' sociodemographic characteristics, knowledge, attitudes, and practices regarding zoonoses, farm safety, and management, as well as other relevant factors.

Survey data was collected using Kobo Toolbox and exported to Microsoft Excel, where unique identification codes were assigned to ensure participant anonymity and confidentiality. Data analysis was conducted using SPSS 25 (IBM, New York, USA), with descriptive statistics used to examine farmers' socioeconomic characteristics, knowledge, perception, attitude, and practices. Logistic regression analyzed associations between these factors and socioeconomic and farm characteristics. The data set includes the following SPSS files;
Survey data: Livestock farmers’ knowledge, attitude, and practices related to zoonosis and safety.sav
Data transformation: Syntax1_Variable transformation.sps
Data analysis: Syntax2_Awareness of zoonosis and related practices_Tables & Logistic Regressions.sps
DOI: 10.6084/m9.figshare.26412223.v2
title: Comprehensive Dataset of Academic Publications on the Integration of Advanced Technologies in Medical Devices with PRISMA Documentation (2010-2024)

description: This dataset represents a comprehensive collection of academic publications focused on the integration of advanced technologies in medical devices, covering the period from 2010 to 2024. The data was extracted from Scopus and Web of Science, two prominent databases known for their extensive peer-reviewed literature in science, technology, and medicine. The dataset includes 3,094 documents from 1,747 sources, representing a significant annual growth rate of 27.8%. It comprises various types of publications, including articles, conference papers, reviews, and book chapters, contributed by 10,695 authors with a notable portion involved in international collaborations. Additionally, this entry now includes a PRISMA flow chart and PRISMA checklist to provide a detailed methodology and ensure transparency and reproducibility of the data collection process.
DOI: 10.6084/m9.figshare.28322822.v1
title: R code and data supporting the results of Molina-Venegas et al (under review) Indirect reciprocal facilitation promotes species coexistence in plant communities worldwide

description: R code and data supporting the results of Molina-Venegas et al (under review) Indirect reciprocal facilitation promotes species coexistence in plant communities worldwide
DOI: 10.6084/m9.figshare.28607240.v1
title: Supplementary tables

description: Supplementary table captions
DOI: 10.6084/m9.figshare.5644390.v1
title: Study of the Young's Modulus in Microstructures through the Resonance Frequency Technique for Applications in Commercial CMOS Processes

description: The companies that manufacture devices with techniques inherited from microelectronics, called foundries, generally provide the electrical characteristics of the layers of their manufacturing processes, but they do not provide the mechanical parameters, which prevents the mechanical optimization of any design used in this manufacturing. Thus, the extraction of mechanical properties from the layers of a commercial process is important and it requires specific techniques and microstructures for this purpose. This work presents a study on the Young's modulus of cooper thin films using the resonance frequency technique to extract this parameter. The microstructures used for the application of the technique are cooper cantilevers with lengths of 100-700 µm, width 40 µm and thickness 2 µm suspended in such a way that it is possible to measure their resonant frequency. These structures are also simulated using the finite element method. The experimental results are compared with the simulations and presented equivalence.
DOI: 10.6084/m9.figshare.9729884.v1
title: Research on function mechanism of knowledge lattice on gazelle enterprises’ relay innovation—Using knowledge matching and knowledge transfer as conducting variables

description: Relay innovation is a dynamic course from innovation capability identification to innovation capability inheritance, which can realize the deep division and integration of "innovation chain". It plays roles in the advantages of the heterogeneity of the parties, meet the needs of the enterprise's innovation process, and the knowledge lattice can solve the problem that knowledge workers can not understand, such as theacquired knowledge in the relay innovation. Taking the gazelle enterprises as research objects, this study constructs the analytical framework of function mechanism of knowledge lattice on relay innovation, and introduces knowledge matching and knowledge transfer as the conducting variables of empirical verification. The empirical analysis results show that the knowledge lattice significantly affects the knowledge matching, the knowledge matching significantly affects the knowledge transfer, and further the knowledge transfer significantly affects the relay innovation.
DOI: 10.6084/m9.figshare.1167456.v7
title: Review materials for Tressoldi et al 2014, versions 1&2

description: Supplementary materials for my review of Tressoldi et al. 2014. "Brain-to-Brain (mind-to-mind) interaction at distance: a confirmatory study" version 1.<br><br>Arbitrarily chosen stimulus labels can be decoded equally well as the real stimulus: <br>Here I analysed raw data from the "Receiver" in Pair 1 using non-linear SVM classification with a RBF kernel (k-nearest neighbour classifier with k=3 produces similar results). The black boxcar line indicates the stimulus labels used to decode (1=signal, 0=silence). The red dots denote classification for each time point. The overall decoding accuracy is shown above each plot.<br><br>Several sets of stimulus labels were used: <br><br>ActualStimulus: the actual stimulus labels used in the experiment with one signal period in the middle of the session. FakeStimulus1: an arbitrarily chosen signal period that does not overlap the true signal period. FakeStimulus2: arbitrarily chosen stimulus labels that alternates between signal and silence over the course of the session. FakeStimulus3: arbitrarily chosen stimulus labels with the first half of the session defined as stimulus and the second half as silence. FakeStimulus4: arbitrarily chosen stimulus labels in which the session was divided into 2s periods each of which had a 50% probability of being defined as stimulus. FakeStimulus5: randomly chosen stimulus labels in which each sample was randomized with 50% probability to be assigned as stimulus. For display purposes only a short section of the whole decoded time series is shown but the accuracy is based on the entire time series. Unlike for the previous examples of arbitrary stimulus labels, for high temporal frequency labels like this decoding does not work.
DOI: 10.6084/m9.figshare.12416426.v1
title: Kumar_et_al_2020_data

description: These data pertain to the main findings in the manuscript “Mechanistic determinants of effector-independent motor memory encoding” by Kumar et al. (2020). 1. Generalization across effectors, the behavioral manifestation of an effector-independent motor representation developed via (visuomotor) learning, is asymmetric. It occurs only from the left arm to the right, but not vice-versa.2. This left-to-right generalization is best predicted by the level of an implicit mechanism that evolves gradually during learning.3. Disrupting left but not right hemisphere posterior parietal cortex (PPC) impedes learning mediated by this mechanism, thus potentially blocking the encoding of the effector-independent representation.4. Generalization across effectors is therefore blocked if the left PPC is disrupted after learning has occurred.
DOI: 10.6084/m9.figshare.19329323.v1
title: Phylogenomic analysis

description: Phylogenomic analysis
DOI: 10.6084/m9.figshare.23957865.v1
title: Raw Data

description: <b>Raw data of </b><b>Comprehensive Bioinformatics Analysis Identified Novel Subtypes of Angiogenesis Related Factor that Predicted Prognosis and Efficacy of Immunotherapy in Lung Adenocarcinoma</b><b>.</b>
DOI: 10.6084/m9.figshare.29126057.v1
title: Thesis Code Samuel Salwey

description: RStudio code used in a Bachelors Thesis written by Samuel Salwey.