cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14226844
title: Differential DNA methylation in the benign and cancerous prostate tissue of African American and European American men

description: The data presented here are the summary statistics for the manuscript, "Differential DNA methylation in the benign and cancerous prostate tissue of African American and European American men." The study aims to improve our understanding of prostate cancer disparities between African American and European American men by comparing the DNA methylation features that distinguish tumor and paired, histologically benign tissue from a sample of African American and European American prostate cancer patients. The summary statistics presented here represent the results of a differential methylation analyses comparing tumor and benign tissue in each ancestry group as well as the results of an analysis of differential methylation by ancestry group within each tissue.  

The files included are: 

AA_TumorvBenign_Dummy.zip which contains the results of the association analysis between tumor vs benign (benign as the default) tissue status and individual CpG sites in African Americans based on a model that accounts for the paired nature of samples using a series of dummy variables for individual. 

AA_TumorvBenign_MixedModel.zip which which contains the results of the association analysis between tumor vs benign (benign as the default) tissue status and individual CpG sites in African Americans based on a model that accounts for the paired nature of samples using a linear mixed model that included patient as a random effect. 

EA_TumorvBenign_Dummy.zip which contains the results of the association analysis between tumor vs benign (benign as the default) tissue status and individual CpG sites in European Americans based on a model that accounts for the paired nature of samples using a series of dummy variables for individual. 

EA_TumorvBenign_MixedModel.zip which which contains the results of the association analysis between tumor vs benign (benign as the default) tissue status and individual CpG sites in European Americans based on a model that accounts for the paired nature of samples using a linear mixed model that included patient as a random effect. 

Benign_AncestryCompare_Summary.zip which contains the results of an association analysis between ancestry designation (African American vs European American with African American as the baseline) and individual CpG sites in benign tissue. 

Tumor_AncestryCompare_Summary.zip which contains the results of an association analysis between ancestry designation (African American vs European American with African American as the baseline) and individual CpG sites in tumore tissue.
DOI: 10.5281/zenodo.14232046
title: КРИТИКА МАСС-КУЛЬТУРЫ В РАБОТАХ ГОРА ВИДАЛА

description: Статья посвящена анализу критики масс-культуры в работах американского писателя и мыслителя Гора Видала. В ней исследуются ключевые идеи Видала относительно массовой культуры и её воздействия на общественное мнение, политическую апатию и социальные структуры. Автор рассматривает мнение Видала о том, что масс-культура, продуцируемая СМИ и развлекательной индустрией, служит инструментом манипуляции сознанием и поддержания статус-кво, подрывая демократические основы общества. Особое внимание уделяется его взгляду на роль СМИ в политической манипуляции, стандартизации потребностей и размывании культурных и социальных ценностей.
DOI: 10.5281/zenodo.14232047
title: КРИТИКА МАСС-КУЛЬТУРЫ В РАБОТАХ ГОРА ВИДАЛА

description: Статья посвящена анализу критики масс-культуры в работах американского писателя и мыслителя Гора Видала. В ней исследуются ключевые идеи Видала относительно массовой культуры и её воздействия на общественное мнение, политическую апатию и социальные структуры. Автор рассматривает мнение Видала о том, что масс-культура, продуцируемая СМИ и развлекательной индустрией, служит инструментом манипуляции сознанием и поддержания статус-кво, подрывая демократические основы общества. Особое внимание уделяется его взгляду на роль СМИ в политической манипуляции, стандартизации потребностей и размывании культурных и социальных ценностей.
DOI: 10.5281/zenodo.14232059
title: METHODS AND MEANS OF EFFECTIVE ORGANIZATION OF INDEPENDENT EDUCATION IN GEOGRAPHY UNDER CREDIT-MODULE SYSTEM

description: This article analyzes the methods and means of effective organization of independent education in geography under the conditions of the credit-module system. The article explores approaches aimed at activating students in learning geography and developing their independent work skills. The authors recommend modern pedagogical tools and methods to create an opportunity for students to master their knowledge independently in the credit-module system. It is intended to effectively organize independent education in geography by using electronic resources, online platforms, problem-based and project-based learning methods, interactive materials and tests. It is also recommended to create opportunities for students to share knowledge and develop critical thinking with the help of seminars, group discussions and mentoring system.
DOI: 10.5281/zenodo.14232060
title: METHODS AND MEANS OF EFFECTIVE ORGANIZATION OF INDEPENDENT EDUCATION IN GEOGRAPHY UNDER CREDIT-MODULE SYSTEM

description: This article analyzes the methods and means of effective organization of independent education in geography under the conditions of the credit-module system. The article explores approaches aimed at activating students in learning geography and developing their independent work skills. The authors recommend modern pedagogical tools and methods to create an opportunity for students to master their knowledge independently in the credit-module system. It is intended to effectively organize independent education in geography by using electronic resources, online platforms, problem-based and project-based learning methods, interactive materials and tests. It is also recommended to create opportunities for students to share knowledge and develop critical thinking with the help of seminars, group discussions and mentoring system.
DOI: 10.5281/zenodo.14232069
title: A COMPREHENSIVE GUIDE TO TEACHING THROUGH NEEDS ANALYSIS

description: It is vital to mention that in the course of Curriculum Development in Second Language Classrooms, which is instructed to identify learners needs, wants, and lacks in order to analyze the needs of students in acquiring a second language. The reason is that holding needs analysis is a helpful tool for instructors to determine learners' levels, which eases choosing appropriate teaching materials. To hold needs analysis, it is chosen three types of research procedures: observation, interview, and questionnaires. Each procedure is aimed at finding out the language level, language requirements, their preferred ways of learning a second language (English), and difficulties they face during the process.
DOI: 10.5281/zenodo.14232070
title: A COMPREHENSIVE GUIDE TO TEACHING THROUGH NEEDS ANALYSIS

description: It is vital to mention that in the course of Curriculum Development in Second Language Classrooms, which is instructed to identify learners needs, wants, and lacks in order to analyze the needs of students in acquiring a second language. The reason is that holding needs analysis is a helpful tool for instructors to determine learners' levels, which eases choosing appropriate teaching materials. To hold needs analysis, it is chosen three types of research procedures: observation, interview, and questionnaires. Each procedure is aimed at finding out the language level, language requirements, their preferred ways of learning a second language (English), and difficulties they face during the process.
DOI: 10.15468/dl.jwwv2q
title: Occurrence Download

description: A dataset containing 608416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oryctolagus cuniculus (Linnaeus, 1758))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 608416 records from 2774 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003101-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8zbcn
title: Occurrence Download

description: A dataset containing 1404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rupicapra pyrenaica parva)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1404 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058164-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14917267
title: H2_evolution

description: ZnS_name of teh sample

ZnS-Ag_1ml_name of the sample _amount of silver

ZnS-Ag_2ml_name of the sample_amount of silver

ZnS-Ag_3ml -name of the sample_amount of silver

ZnS_Ag_4ml -name of the sample_amount of silver

ZnS_Ag_5ml - name of the sample_amount of silver

ZnS_Ag_7ml - name of the sample_amount of silver

ZnS_Ag_10ml - name of the sample_amount of silver
description: Funding: National Science Center Poland grand number: 2022/06/X/ST4/00176
DOI: 10.5281/zenodo.14917268
title: H2_evolution

description: ZnS_name of teh sample

ZnS-Ag_1ml_name of the sample _amount of silver

ZnS-Ag_2ml_name of the sample_amount of silver

ZnS-Ag_3ml -name of the sample_amount of silver

ZnS_Ag_4ml -name of the sample_amount of silver

ZnS_Ag_5ml - name of the sample_amount of silver

ZnS_Ag_7ml - name of the sample_amount of silver

ZnS_Ag_10ml - name of the sample_amount of silver
description: Funding: National Science Center Poland grand number: 2022/06/X/ST4/00176
DOI: 10.21227/4qrh-0p27
title: Synthetic Data for Smart Meter Cyber Attack Detection

description: This dataset contains synthetic smart meter data with simulated cyber attacks, designed to support research in anomaly detection, cybersecurity, and energy consumption analysis. The dataset is based on 159 users from the Smart Meters in London dataset, selected for their regular consumption patterns. It spans one year with half-hourly data, totaling 17,520 consumption records per user. The first 11 months remain unaltered, and the attacks are introduced in the final month. Seven distinct attack strategies have been applied, resulting in a total of 1,272 user datasets, including both the original and attacked versions. The attacks are indexed from 0 to 7 and include: (0) reduction to the historical minimum, (1) a one-week consumption reduction within the month by a fixed percentage, (2) progressive reduction over time, (3) cut-off at a predefined threshold preventing consumption from exceeding a set limit, (4) progressive reduction during peak hours, (5) progressive reduction during peak hours with redistribution to off-peak hours, (6) swapping consumption between peak and off-peak hours, and (7) unaltered consumption. This dataset may be useful for testing anomaly detection methods and exploring different strategies for identifying attacks in smart meter data.
DOI: 10.15468/dl.e7dgyk
title: Occurrence Download

description: A dataset containing 75820 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anopheles gambiae Giles, 1900",
 "Year 2016-2024"
 ]
}

 The dataset includes 75820 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002963-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zd42a
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sterna paradisaea Pontoppidan, 1763",
 "Year 2011-2011"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002966-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8hjuf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paradisea lusitanica (Cout.) Samp.",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002969-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67k23d
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Côte d’Ivoire",
 "TaxonKey is Leplaea thompsonii (Sprague & Hutch.) E.J.M.Koenen & J.J.de Wilde"
 ]
}

 The dataset includes 63 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002967-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10840256
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.15468/dl.mm5yhz
title: Occurrence Download

description: A dataset containing 20564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (March, April, June, May, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Sterna paradisaea Pontoppidan, 1763",
 "Year 2010-2010"
 ]
}

 The dataset includes 20564 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002964-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/7k2f-wz30
title: Synthetic Data for Smart Meter Cyber Attack Detection

description: This dataset contains synthetic smart meter data with simulated cyber attacks, designed to support research in anomaly detection, cybersecurity, and energy consumption analysis. The dataset is based on 159 users from the Smart Meters in London dataset, selected for their regular consumption patterns. It spans one year with half-hourly data, totaling 17,520 consumption records per user. The first 11 months remain unaltered, and the attacks are introduced in the final month. Seven distinct attack strategies have been applied, resulting in a total of 1,272 user datasets, including both the original and attacked versions. The attacks are indexed from 0 to 7 and include: (0) reduction to the historical minimum, (1) a one-week consumption reduction within the month by a fixed percentage, (2) progressive reduction over time, (3) cut-off at a predefined threshold preventing consumption from exceeding a set limit, (4) progressive reduction during peak hours, (5) progressive reduction during peak hours with redistribution to off-peak hours, (6) swapping consumption between peak and off-peak hours, and (7) unaltered consumption. This dataset may be useful for testing anomaly detection methods and exploring different strategies for identifying attacks in smart meter data.
DOI: 10.17866/rd.salford.10291556
title: Item 5: Phase One Photo Documentation

description: A sets of photos documenting the set of interactions at play in <i>Ballad of Isosceles</i>. Shot by Jason Kenny of Mercurial Creative; featuring Séan Fitton and James Mackie.
DOI: 10.17866/rd.salford.10291556.v1
title: Item 5: Photo Documentation for Phase One

description: A sets of photos documenting the set of interactions at play in <i>Ballad of Isosceles</i>. Shot by Jason Kenny of Mercurial Creative; featuring Séan Fitton and James Mackie.
DOI: 10.4121/78968e1b-eaea-4f37-89f9-2b98ba3ed865
title: Data from: ‘GreenLight - An open source model for greenhouses with supplemental lighting: Evaluation of heat requirements under LED and HPS lamps’

description: This dataset includes measurements collected during a greenhouse trial in 2009-2010 in Bleiswijk, The Netherlands, and results of simulations aimed at reproducing the greenhouse as a mathematical model.<br>The greenhouse trial was conducted between October 2009 and June 2010 by WUR Greenhouse Horticulture and Flower Bulbs in Bleiswijk, the Netherlands. The experiment compared the growth of cocktail tomatoes (variety Sunstream) in greenhouse compartments with 4 different installations of artificial lighting: (1) full LED toplights, (2) full HPS (high-pressure sodium) toplights, (3) hybrid HPS toplights and LED interlights (lamps between the crop rows), (4) hybrid LED toplights and LED interlights. In all installations, lamps provided in total 170 µmol/m2/s PAR light. In the hybrid installations 50% of the artificial light came from the toplights and 50% from the interlights. This dataset includes only the data used in Katzin et al (2020): outdoor weather, indoor climate, and greenhouse climate control actions, for installations (1) and (2) only (full LED toplights and full HPS toplights), between 19 October 2009 at 15:15 and 8 February 2010 at 15:15.<br>Model simulations were performed by GreenLight, an open-source greenhouse simulation model. Four simulations were performed: (1) A simulation of the indoor climate with HPS lamps; (2) A simulation of the indoor climate with LED lamps; (3) A simulation of the energy use with HPS lamps ; (4) A simulation of the energy use with LED lamps.
DOI: 10.4121/78968e1b-eaea-4f37-89f9-2b98ba3ed865.v1
title: Data from: ‘GreenLight - An open source model for greenhouses with supplemental lighting: Evaluation of heat requirements under LED and HPS lamps’

description: This dataset includes measurements collected during a greenhouse trial in 2009-2010 in Bleiswijk, The Netherlands, and results of simulations aimed at reproducing the greenhouse as a mathematical model.<br>The greenhouse trial was conducted between October 2009 and June 2010 by WUR Greenhouse Horticulture and Flower Bulbs in Bleiswijk, the Netherlands. The experiment compared the growth of cocktail tomatoes (variety Sunstream) in greenhouse compartments with 4 different installations of artificial lighting: (1) full LED toplights, (2) full HPS (high-pressure sodium) toplights, (3) hybrid HPS toplights and LED interlights (lamps between the crop rows), (4) hybrid LED toplights and LED interlights. In all installations, lamps provided in total 170 µmol/m2/s PAR light. In the hybrid installations 50% of the artificial light came from the toplights and 50% from the interlights. This dataset includes only the data used in Katzin et al (2020): outdoor weather, indoor climate, and greenhouse climate control actions, for installations (1) and (2) only (full LED toplights and full HPS toplights), between 19 October 2009 at 15:15 and 8 February 2010 at 15:15.<br>Model simulations were performed by GreenLight, an open-source greenhouse simulation model. Four simulations were performed: (1) A simulation of the indoor climate with HPS lamps; (2) A simulation of the indoor climate with LED lamps; (3) A simulation of the energy use with HPS lamps ; (4) A simulation of the energy use with LED lamps.
DOI: 10.4121/78968e1b-eaea-4f37-89f9-2b98ba3ed865.v2
title: Data from: ‘GreenLight - An open source model for greenhouses with supplemental lighting: Evaluation of heat requirements under LED and HPS lamps’

description: This dataset includes measurements collected during a greenhouse trial in 2009-2010 in Bleiswijk, The Netherlands, and results of simulations aimed at reproducing the greenhouse as a mathematical model.<br>The greenhouse trial was conducted between October 2009 and June 2010 by WUR Greenhouse Horticulture and Flower Bulbs in Bleiswijk, the Netherlands. The experiment compared the growth of cocktail tomatoes (variety Sunstream) in greenhouse compartments with 4 different installations of artificial lighting: (1) full LED toplights, (2) full HPS (high-pressure sodium) toplights, (3) hybrid HPS toplights and LED interlights (lamps between the crop rows), (4) hybrid LED toplights and LED interlights. In all installations, lamps provided in total 170 µmol/m2/s PAR light. In the hybrid installations 50% of the artificial light came from the toplights and 50% from the interlights. This dataset includes only the data used in Katzin et al (2020): outdoor weather, indoor climate, and greenhouse climate control actions, for installations (1) and (2) only (full LED toplights and full HPS toplights), between 19 October 2009 at 15:15 and 8 February 2010 at 15:15.<br>Model simulations were performed by GreenLight, an open-source greenhouse simulation model. Four simulations were performed: (1) A simulation of the indoor climate with HPS lamps; (2) A simulation of the indoor climate with LED lamps; (3) A simulation of the energy use with HPS lamps ; (4) A simulation of the energy use with LED lamps.
DOI: 10.5281/zenodo.14917299
title: Requirements of the Software Tool for the MEUSec Method

description: A software tool was developed to support the application of the MEUSec method. The requirements document of the software tool can be found in the appendix.
DOI: 10.5281/zenodo.14917300
title: Requirements of the Software Tool for the MEUSec Method

description: A software tool was developed to support the application of the MEUSec method. The requirements document of the software tool can be found in the appendix.
DOI: 10.15468/dl.3ja8g3
title: Occurrence Download

description: A dataset containing 56002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sirenia",
 {
 "or" : [
 "Year 1964-1984",
 "Year 1984-2004",
 "Year 2004-2024"
 ]
 }
 ]
}

 The dataset includes 56002 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002973-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ha53pq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parietaria lusitanica L.",
 "Geometry POLYGON((-4.57907617500001 39.884719509, -4.57907617500001 41.165844755, -3.05298331400002 41.165844755, -3.05298331400002 39.884719509, -4.57907617500001 39.884719509))"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002970-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dt46kt
title: Occurrence Download

description: A dataset containing 1474 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FBIP: Atlas of African Echinoderma"
 ]
}

 The dataset includes 1474 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002971-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.