cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gt49jy2r4t.1
title: Perception of farming households towards agricultural information dissemination by mass media channels in Southwest Nigeria

description: The knowledge of the perception of farmers towards agricultural information being disseminated by the media is necessary if agricultural information will be harnessed maximally by farmers. This study was carried out to assess the perception of farming households towards the effectiveness of agricultural information dissemination by mass media channels Southwest, Nigeria. A multistage random sampling procedure was used to select 180 farming households. Data were collected using a well-structured interview schedule. Frequency counts, percentages and mean were used to analyze data collected. The study revealed that 68.9% of the respondents were between the age of 41 years and 60 years, 62.2% of the farmers were male while 37.8 % were female. Respondents who acquired primary school education were 51.7%. A majority of the respondents (80%) have household size between 5 and 10. Furthermore, the study revealed that Radio was the most preferred channel of agricultural information retrieval (86.7%), the next preferred was television (10.0%), while the least was newspaper (3.3%). Nine (9) out of 12 (twelve) perception variables were relevant to the effectiveness of agricultural information dissemination. The study recommends that farmers should be involved in the creation and dissemination process for effective agricultural information.
DOI: 10.17632/vs292g83c4.3
title: Data for: Collision chronology along the İzmir-Ankara-Erzincan suture zone: Insights from the Sarıcakaya Basin, western Anatolia

description: Version 3: updated Feb 2021 to include International Geo Sample Numbers (IGSNs). Sample metadata are included in the text and supplemental files and are archived in the System for Earth Sample Registration (SESAR): https://app.geosamples.org/ Files here include new zircon U-Pb data from this study, as well as the previously published data used in this study. See text and supporting information for details of U-Pb analyses and discussion of the data. Description and references for previously published geochronology data are provided in the text. Citation: Mueller, M.A., Licht, A., Campbell, C., Ocakoğlu, F., Taylor, M.H., Burch, L., Ugrai, T., Kaya, M., Kurtoğlu, B., Coster, P.M.C., Métais, G., Beard, K.C., 2019. Collision Chronology Along the İzmir-Ankara-Erzincan Suture Zone: Insights From the Sarıcakaya Basin, Western Anatolia. Tectonics 38, 3652–3674. https://doi.org/10.1029/2019TC005683
DOI: 10.17632/jbjd5fmggh.2
title: Source code, sample data, and case study report for pyDRMetrics

description: Supplemental Materials for the article "pyDRMetrics - A Python Toolkit for Dimensionality Reduction Quality Assessment" File list: src/pyDRMetrics.py - the main module src/other py files - dependent modules data/ovarian-cancer-nci-pbsii-data-no-header.csv - SELDI-TOF-MS dataset used in the case stduy. 253 samples. Each sample has 15154 dimensions. data/cancer.csv - A subset of ovarian-cancer-nci-pbsii-data containing 10 normal and 10 cancer samples. DOI: 10.1016/S0140-6736(02)07746-2 data/digits.csv - 40 samples from the MNIST handwritten digits dataset. URL: http://yann.lecun.com/exdb/mnist/ data/raman.csv - Another dataset containing the Raman spectra of 46 infant formula milk powder samples. DOI: 10.1016/j.talanta.2019.120681 notebook.pdf - the code and result for the case study Please Cite: pyDRMetrics - A Python toolkit for dimensionality reduction quality assessment, Heliyon, Volume 7, Issue 2, 2021, e06199, ISSN 2405-8440, https://doi.org/10.1016/j.heliyon.2021.e06199. (https://www.sciencedirect.com/science/article/pii/S2405844021003042)
DOI: 10.17632/xvggsv8f3v.1
title: Influence of the microstructure on stress-dependent P-wave anisotropy in sandstone

description: To understand the factors affecting stress-dependent P-wave velocity anisotropy, a method is proposed to simulate anisotropic microcracks and minerals based on the discrete element method (DEM). Laboratory triaxial tests and numerical simulations were performed on sandstone samples with bedding orientations parallel and perpendicular to the maximum principal stress. The evolution of the P-wave velocity was back-calculated based on the numerical simulation under confining pressure and deviatoric stress. The ellipse fitting method was applied to analyze the variation in P-wave anisotropy. Based on the numerical model, the micromechanism of stress-dependent P-wave anisotropy was revealed. The evolution of microcracks is the main reason for the change in P-wave anisotropy under compression. As the confining pressure increases, the magnitude of the P-wave anisotropy is reduced. The microcrack anisotropy is not changed. The weakening of the P-wave anisotropy results from the decrease in the number of open microcracks. Under deviatoric stress loading, the P-wave anisotropy of the bedding-parallel sample in the axial direction is strengthened. Anisotropy reversal occurs in the bedding-normal sample. Microcrack behavior depends on the direction of maximum principal stress. The variation in microcrack anisotropy induced by stress controls the evolution of P-wave velocity anisotropy. The stress at which anisotropic reversal occurs depends on the preferred orientation mineral. When the P-wave anisotropy comes mainly from mineral anisotropy, the deviatoric stress has difficulty reversing the direction of P-wave anisotropy. The DEM model offers the unique ability to directly examine the variation in microstructure anisotropy leading to the change in P-wave anisotropy.
DOI: 10.17632/s7hy9pndcg.1
title: Numerical Solutions Switched TS Systems

description: Simulation and LMI codes for the problem of finding a constrained switching law such that the solution of a switched non-linear system enter and remain within a bounded region. The LMIs are solved with MATLAB toolboxes, Sedumi and Yalmip. We provide the procedure algorithms, the programs and simulation schemes to make it easier to reproduce and even improve the solutions given.
DOI: 10.17632/js8df95fzc.1
title: Data lakes for clustering

description: This dataset describes the on-line materials that accompany article "RÓMULO: A Clustering Proposal in the Context of Data Lakes", by Patricia Jiménez, Juan C. Roldán, and Rafael Corchuelo. The materials are organised into the following folders: - "data-lakes": each subfolder corresponds to a data lake, and each CSV file inside a data-lake corresponds to a dataset. The last column of the datasets is called "clazz", but it is set to "0" in all cases. A few of the original datasets had a class, but it was removed to ensure that neither RóMULO nor the other competitors use it since they all are unsupervised proposals. - "results": it provides the results of testing RóMULO and other competitors on the previous data lakes. The results consist of several "*-results.csv" files that provide effectiveness and efficiency results for each proposal used in the experimentation. - "system": it provides the python code required to run and test RóMULO. There is a "launch.cmd" script that launches the experimentation. COMPETITORS ------------------- The implementation of AffinityPropagation, Meanshift, and OPTICS-XI is available in SckitLearn. The implementation of GSPPCA is available from the authors at https://github.com/pamattei/GSPPCA. THe implementation of PQC is available from the authors at https://github.com/racaes/PQC.
DOI: 10.17632/t5szbhjwdc.1
title: WGBS in WT and Dnmt3a KO HSCs naive and after 1-month of infection with M. avium

description: 100000 LT-HSCs (LK CD150+ CD48- were sorted into lysis buffer from the pools of naive or 1-month (M. avium) infected WT/Dnmt3a-/- mice (n=7-8 per group). Around 300 ng of DNA per group was extracted with AllPrep DNA/RNA Mini Kit. NEBNext Ultra II DNA library prep kit was used for library preparation. Bisulfite conversion step was added after “methylated” adaptor ligation and USER excision. Then, methylated adaptor ligated DNA fragment was treated with bisulfite conversion using EZ DNA methylation-lightning kit. These modified DNA fragments were then amplified with index primers with Kapa HiFi urasil+ specialized polymerase for bisulfite converted DNA. For WGBS library sequencing, 150-high output kit from illumine was used. Samples (400 million reads/sample (15-20X coverage)) were run in NovaSeq S1 FC (2, lanes 1,600 Million reads). Quality control was conducted using FastQC and CGmapTools. Adapter and quality trimmed reads, processed using trim_galore, were aligned to GRCm38 reference genome using bs_seeker2 ,based on bowtie read aligner. The average alignment rate for all samples was 48%. Duplicate reads were removed using MarkDuplicates from the Picard tool set, resulting in an average of 11.5x coverage across the entire genome for all of the samples (minimum 10.7x maximum 12.5x for individual samples). Raw methylation calls were extracted from pre-processed reads using bs_seeker2. Differentially methylated regions (DMRs) were identified with CGmapTools using all CG sites with a minimum of 4x and maximum of 100x coverage and Benjamini & Hochberg correction for multiple testing. We assumed 0.01 significance level and retained only sites that showed at least 0.1 methylation level difference. Visualizations of DMRs were created with Gviz ,using GENCODE mouse gene annotation database v24
DOI: 10.17632/zbc66krbv4.1
title: RNAseq in WT and Dnmt3a KO HSCs naive and after 1-month of infection with M. avium

description: 5000-10000 HSCs (KL CD150+ CD48- CD34-) were sorted into lysis buffer from the pools of naive or 1-month infected WT or Dnmt3a-/- mice (n=10-12 per group). RNA was isolated with the NucleoSpin ® RNA Plus XS kit (Macherey Nagel). RNA-seq libraries were prepared by using SMARTer® Stranded Total RNA-Seq Kit v2 - Pico Input Mammalian (Takara Bio Usa). Illumina NovaSeq SP was used for sequencing with a paired-end sequencing length of 10bp. FASTQ files were preprocessed using HTS stream (https://github.com/ibest/HTStream) and the clean FASTQ file were aligned using STAR. Differential expression (DE) analysis of gene expression was performed using Limma-Voom. False discovery rate (FDR)&lt;0.05 was considered statistically significant. We performed gene ontology analysis for differentially expressed genes with q value &lt;0.05.
DOI: 10.17632/wj5knck449.1
title: RNAseq analysis in Dnmt3a LSK cells from mice with expansion vs mice with no expansion in mosaic mice infected with M. avium

description: 15000 CD45.2 LSK from 3 individual recipient mice (mosaic mice) that showed clear Dnmt3a-/-clonal expansion at the end of the 2-month M. avium infection and 2 individual recipient mice without Dnmt3a-/-clonal expansion at the end of the 2-month M. avium infection. RNA was isolated with the NucleoSpin ® RNA Plus XS kit (Macherey Nagel). RNA-seq libraries were prepared by using SMARTer® Stranded Total RNA-Seq Kit v2-Pico Input Mammalian (Takara Bio Usa). Illumina NovaSeq SP was used for sequencing with a paired-end sequencing length of 10bp. Following steps were taken to analyze the data: 1. Alignment of RNA-Seq reads with the STAR aligner 2. Assignment of aligned reads to genes 3. Differential gene expression with DESeq2
DOI: 10.17632/vm5msmw257.2
title: Health-related spam images

description: 300 labeled images collected from Twiiter Arabic hashtags and used for fine-tuning a text loclization (pixel_link) part of OCR system. The datasets were used in our published paper "Detecting Spam Images with Embedded Arabic Text in Twitter".
DOI: 10.17632/gfc32vndz8.1
title: Synthetic Arabic Data for Scene Text Recognition

description: The dataset consists of 50,000 cropped images with embedded Arabic text. The labels were generated from an Arabic words corpus, which consists of 15 thousand words. The second dataset was collected from Twitter Arabic hashtags and contins 100 cropped images. The datasets were used in our publuished paper "Detecting Spam Images with Embedded Arabic Text in Twitter".
DOI: 10.17632/2pj8nxwbxr.2
title: Data for Sperber, Rennig & Karnath: Neural correlates of imaging biomarkers for post-stroke primary motor deficits

description: Online materials including analysis scripts, descriptive data, and resulting topographies Sperber, Rennig & Karnath: Neural correlates of imaging biomarkers for post-stroke primary motor deficits see the readme.text for detailed information The data archive can be extracted e.g. with 7Zip Freeware
DOI: 10.17632/zsdkc26gnx.1
title: Supporting Information: “Radiological assessment of iron silicate as a potential aggregate in concrete and mortars

description: Supporting Information: “Radiological assessment of iron silicate as a potential aggregate in concrete and mortars
DOI: 10.17632/rjhx6phs29.1
title: High performance compatible thiazole-based polymeric blend cellulose acetate membrane as selective CO2 absorbent and molecular sieve

description: Green blend membranes comprise of high thermal resistance ortho-linked thiazole-based polyimine (PM-4) including thioether linkage were fabricated in combination of glassy cellulose acetate (CA). The thermal stabilities of PMs were examined using thermogravimetric analysis (TGA) and differential scanning calorimetry (DSC). Morphological aspects and functional groups of the membranes were investigated via field emission scanning electron microscopy (FESEM) and Fourier transform infrared spectroscopy–attenuated total reflectance (FTIR-ATR) analysis respectively. X-ray diffraction (XRD) and mechanical strength were determined as well. The effects of polyimine content, pressure and temperature were studied on CO2 permeability (P) and selectivity. The pressure changes revealed exponentially increases on CO2 permeability by plasticization, facilitated transfer and solution-diffusion mechanisms, but decreases on CH4 and N2 permeations. Remarkable permeation (P = 3000 Barrer) of CA/PM-4 (1:3 % w/w) and ideal selectivity ratios of CO2/N2 = 59, CO2/CH4 = 33.7 were obtained at 3 bar and 35 ◦C versus neat CA membrane.
DOI: 10.17632/fp8f4d8djy.1
title: Entrepreneurship Education and Students Entrepreneurial Intentions

description: Data to test the relationship between students’ entrepreneurship education and entrepreneurial intentions in Morocco.
DOI: 10.17632/zt5bvtzd57.1
title: Comparative Study of Proportions of Post-Operative Sepsis _ Maternity Versus General Surgical Ward

description: Data Collection Sources, Tools and Techniques The data sources, tools and techniques were as follows; Data Sources Both secondary and primary data were used. The secondary data from patient files (hospital record) for the past 6months from May, 2018 to November, 2018 were retrieved. These were the records of patients admitted to Maternity and General Surgical wards and who underwent surgery. Only these categories were analysed for both cohorts. The use of secondary data in this study is justified based on generation of new insight and possible longitudinal study among other advantages. It also provides basis for comparison between departments. However, eight (8) respondents (three from maternity ward cohort and five from each general surgical ward cohort), were traced to their homes and primary data on their lived experiences was collected. Data Collection Tools and Techniques The researcher used Data Abstraction Sheet (Document Review Guide), Observation guide and Interview Guide (for the primary data) tools. Data Abstraction Sheet has been used in a number of studies. This Data Abstraction Sheet used had all the types of data that needed to be extracted from each respondent record written on it. This made it easier for the researcher to obtain the needed data per patient record. The researcher used this Sheet as a guide to extract the appropriate data patient-by-patient. This also served as an observation guide for each patient record /file (See appendix III). Additional observation guide was developed and used by the researcher to observe the hygiene practices in the two hospital departments. This guide had all the observatory areas clearly labelled. Likewise, the Interview guide was used to collect data on lived experiences of the respondents. It guided the researcher in knowing which questions to ask. Data was then hand written as well as video recorded for later analysis. Probing was done to dig deeper into the respondents’ experiences.
DOI: 10.17632/gpdsntb3y6.1
title: Drone images of sandy beaches and anthropogenic litter along the Saudi Arabian Red Sea
DOI: 10.17632/zj5nz4rt9x.1
title: Dataset

description: This study aimed to identify latent classes based on the characteristics of the neighborhood environment perceived by adolescents and their association with sex, socioeconomic status, body composition and movement behaviors. The file presents information related to the characteristics of the neighborhood environment are derived from the Neighborhood Walkability for Youth Scale (NEWS-Y), which were used in the LCA model to create latent classes about the adolescents' neighborhood environment. It also presents information regarding movement behaviors (physical activity, sedentary behavior and sleep) derived from accelerometry data; screen times and total sitting time information obtained by questionnaires. In addition to sociodemographic information (age, sex, socioeconomic status) and body composition. From the neighborhood data it was possible to find an LCA model with three classes were recognized: class 1, "Best Perceived Environment"; class 2, "Moderate Perceived Environment" and "Worst Perceived Environment". Then, the associations of the latent classes found with the variables measured and described above were tested. The results demonstrate that only Light physical activity, total sitting time, and socioeconomic status were associated with class prevalence. The findings highlight the influence of neighborhood classes on adolescents' Light physical activity and total sitting time.
DOI: 10.17632/b3svkcpm5d.1
title: Enhanced Cardiac Vagal Tone in Mental Fatigue: Analysis of Heart Rate Variability in Time-on-Task, Recovery, and Reactivity

description: Heart Rate Variability (HRV) has been suggested as a useful tool to assess fatigue-sensitive psychological operations. The present study uses between and within-subject design to examine the temporal profile of HRV including the changes related to reactivity, Time-on-Task (ToT), and recovery on a cognitively demanding task. In the fatigue group, participants worked on a bimodal 2-back task with a game-like character (the Gatekeeper task) for about 1.5 hours, followed by a 12-minute break, and a post-break block of performance (about 18 min). In the control group, participants watched documentaries. We hypothesized an increasing vagal-mediated HRV as a function of Time-on-Task. In contrast, we expected to find no change in vagal mediated HRV in the documentary viewing group. We also analysed the trial-based post-response cardiac activity as a physiological associate of task-related motivation. Relative to the control, ToT was associated with an elevated level of subjective fatigue, decreased heart rate, and increased HRV most robustly in the vagal-mediated components. Based on fatigued participants’ post-error cardiac slowing, and post-error reaction time analyses, we found no evidence for motivation deficit in association with increasing HRV and ToT. The present findings suggest that the parasympathetic branch of the autonomous nervous system functioning as a relaxation system tends to be activated under increasing mental fatigue. In addition, the study provides evidence that many HRV indices might be changed also if individuals are engaged in a prolonged less fatiguing activity (e.g. documentary viewing). This finding emphasizes the relevance of control conditions in ToT experiments.
DOI: 10.17632/zgt3g2xyfb.1
title: Impactos ambientais regionais decorrentes da mudança da legislação ambiental para coprocessamento de agrotóxicos

description: ICV e caracterização (ACV)
DOI: 10.17632/wwb755tx2z.1
title: Nostalgia

description: This data set is for the paper on the impacts of personal vs. historical nostalgic ad appeal. A total of four studies were conducted with a focus on the moderation of consumers' power distance belief.
DOI: 10.48366/r69680
title: Knowledge-Based eXplainable systems

description: Papers integrating structured knowledge at large scale (knowledge graphs) in explainable machine learning systems in various machine learning domains. The comparison is made to investigate the integration of KGs in explainable subsymbolic systems, and identify characteristics, strengths and limitations of the integration. The vocabulary can be reused for future research. Submission under review at the Journal of Artificial Intelligence, temporary link provided below.
DOI: 10.17632/pvtwcjs365.1
title: Microscale walkability indicators for fifty-nine European downtown neighbourhoods

description: This Microsoft Excel Workbook (.xlsx) accompanies the "Micro-level walkability indicators for fifty-nine European downtown neighbourhoods: An open-access tabular dataset and geospatial web-based platform" data article submitted to the Data in Brief Journal. Its spreadsheets contain data and information regarding the pedestrian environment of 59 city centers from 26 European countries.
DOI: 10.17632/rsrnd6x7c8.1
title: ShahrekordPERSIANcohort

description: After about 5 years of data gathering in the field of Shahrekord PERSIAN cohort study, a big database has been produced read about 20 million variable figures. PIs invites name researchers from all over the world to collaborate in interpretation and research by using this valuable database. Epidemiological research on disease prevalence and the risk factors of NCDs, data mining studies, using artificial intelligence and augmented reality, statistical modeling, and longitudinal studies to follow cause and effect Relations in health events or among the subjects can generally be practiced for these collaborative studies. To read the terms and conditions of these studies and any other information needed you can be referred to http://persiancohort.com/cohortsites/shahrekord/ And https://cohort.skums.ac.ir/
DOI: 10.17632/z55zytpy3p.2
title: The origin of post-spreading magmatism in the South China Sea and surrounding area

description: Table S1 Chemical and isotopic compositions for the South China Sea seamount lavas Table S2 Major and trace element contents and He isotope compositions for the South China Sea seamount glass Table S3 Major element compositions of melt inclusion in olivine from the South China Sea seamount lavas Table S4 Major and trace element compositions of olivines analyzed by EPMA (wt. %) and LA-ICP-MS (ppm) Table S5 Chemical compositions of spinel inclusions and their host olivines analyzed and calculated Al-in-ol-sp temperatures and log(fO2) FMQ. Table S6 U-Th-Pb isotopic ratios and ages, Hf isotopes of zircons Table S7 Compositions of International standards