cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14749/1566370711
title: Trends in International Mathematics and Science Study (TIMSS) 2015 Grade 5: Home Questionnaire (ASH)

description: Description: 
 This data set contains learner responses to the learner background questionnaire as well as learner mathematics scores.

 The data set has 166 variables and 10 932 learners.

 Of the 300 sampled schools, 297 was realised, providing a response rate of 99%.
Abstract: 
 TIMSS is a cross-national assessment of mathematics and science knowledge of fourth and eighth grades and includes approximately 57 countries. It is conducted by the International Association for the Evaluation of Educational Achievement (IEA) every four years since 1995. South Africa took part at the grade 5 level for the first time in 2015 with fieldwork conducted in October 2014. 

 The Human Sciences Research Council (HSRC) conducted the study in 297 schools and assessed 10932 learners across South Africa. To prevent a cluster of scores at the lower end of the scale and to ensure sufficient variance in the data for robust analyses, TIMSS was administered to grade 5 learners in South Africa. As part of the TIMSS study, mathematics tests and background questionnaires were administered to an intact randomly selected grade 5 class within a sampled school. In addition to the learners background, questionnaires were administered to 298 mathematics teachers, 297 principals and 10493 parents or guardians.

 The data collected is used by countries to calculate learner scores in mathematics and science as well as the contextual factors associated with academic success. One of the main aims of the study is to measure the health of the education systems for a particular country.

 More specifically, at the grade 4 level the databases, which is internationally comparable, include the following for each participating country:

 
 Students' responses to each of the mathematics items administered in the study
 
 Overall student achievement scores in mathematics
 
 Students' responses to the student questionnaires
 
 Parent or guardian responses to the home questionnaires
 
 Mathematics teachersâ responses to the teacher questionnaires
 
 Principals' responses to the school questionnaires
description: Self-completion
description: The Department of Basic Education Master list of schools served as the Universe.
description: Department of Basic Education Master list of schools database served as the sampling frame


 
 It included only schools that offered grade 5;
 
 Schools with population size smaller than 10 was excluded;
 
 Special schools were excluded.


 
 The TIMSS sampling design is a two-stage stratified cluster design:
 
 
 Selecting a random sample of schools from all eligible schools; and
 
 Randomly selecting a mathematics and science intact class within each of the sampled schools;
 
 


 
 The sample was explicitly stratified by Province, Language of Learning and Teaching (English, Afrikaans, Dual medium) and school type which was Public and Independent; and
 
 Implicitly stratified by quintile (school poverty index).
DOI: 10.14749/1584710716
title: Gauteng State of the Youth Interviews (GSYI) 2018-19: Gauteng, South Africa

description: Description: 
 The data set reflects the focus group discussion that aimed to unpack the discursive construction of perceptions on the state of the youth in the Gauteng Province, as well as obtain views on the Tshepo 1 Million programme, an employment support entity of the Gauteng Office of the Premier.

 Fifteen participants participated in the discussion.
Abstract: 
 The Gauteng State of the Youth (GSY) is a cross-sectional survey that focuses on young adults aged between 15 and 34 years in Gauteng. The data is collected on key youth issues identified by the Gauteng Office of the Premier to help develop the necessary strategies and policy interventions for youth empowerment and development in the province. These youth issues include employment and education status, interpersonal violence, youth risk behaviour, HIV/AIDS knowledge, and political trust and active citizenship. A quantitative bivariate analysis was used to assess these topics to describe the current situation of the youth in the province.

 The GSY study also contains a qualitative element in which a focus group discussion was used to generate qualitative data on the experiences and perceptions of youth involved in the Tshepo 1Million programme. Through a discursive qualitative analysis, the study mapped the narrative around several youth issues, including experiences and perceptions of the youth, township economic development, skill and non-skill barriers to employment, and an assessment of the Tshepo 1Million programme
description: Digital audio recording
description: Focus group
description: Youth populations between the ages of 15 and 34 years.
description: A purposive sampling method was employed as we needed to target youth who had used the services of the Tshepo 1Million programme in the Gauteng province.
DOI: 10.14749/1618828878
title: Adverse event reporting in drug resistant tuberculosis facilities in South Africa (AEDR-TB) 2019: Drug resistant Tuberculosis facilities - All provinces

description: Description: 
 The data set contains 264 variables and 164 responses were received. The respondents were individuals working at DR-TB treatment facilities in South Africa.

 The denominator could not be determined as some staff were shift workers or on leave during the visits to the DR-TB facilities. The estimated coverage of all staff exceeded 80%.
Abstract: 
 The primary aim of the study was to understand the adverse event reporting practices in drug-resistant TB (DR-TB) treatment facilities in South Africa and to develop appropriate interventions if needed. The specific objectives of the study were to understand experiences of healthcare professionals in adverse event reporting, map out the current adverse event reporting practices and identify best practices (based on successful reporting of adverse events) and then analyse the quality of adverse event reporting according to minimum requirements of National Pharmacovigilance Centre (NPC). The final objectives were to understand the activities of NGOs working in pharmacovigilance and their linkages to regulatory authorities and develop an intervention plan where required based on findings.
description: Administrative records
description: Face-to-face interview
description: All qualifying staff (doctors, matrons/facility managers, professional nurses, pharmacists and quality assurance managers) based at the selected DR-TB facilities.
description: No sample was selected. All qualifying staff (doctors, matrons/facility managers, professional nurses, pharmacists and quality assurance managers) based at the selected DR-TB facilities were approached to participate. Only those who consented to be interviewed participated in the study.
DOI: 10.14749/1652347713
title: South African Student Movement 2015-16: Twitter campaigns from #RhodesMustFall to #FeesMustFall

description: Description: 
This data set focuses on Social media and student leadership in South Africa, consisting of about 803 563 tweets from #RhodesMustFall to #FeesMustFall on Twitter.Abstract: 
 The Student Movement in South Africa (SMSA): From #RhodesMustFall to #FeesMustFall is a research project with a special focus to determine the role of social media activism during the 2015/16 student movements; the relationship between social media activism and student leadership; and how the use of social media reflected and/or impacted the protests on the ground.
description: Tweets from individuals public Twitter accounts.

 Note: The social media trace data typically includes visual data (e.g. âprofile picturesâ, published selfies, other photos, memes etc.) as well as audio-visual data (e.g. published selfie-clips, video clips). This personal visual / audio-visual material is part of the public digital trace data of social media and resides in the public realm; unless specifically indicated, it can be considered openly accessible and usable for research purposes.
description: There is no sampling procedure, the project considered all publicly accessible historical social media data related to specific hashtags/campaigns from the period of 01 January 2015 â 31 December 2016.
DOI: 10.14749/1611563507
title: Trends in International Mathematics and Science Study (TIMSS) 2015 Grade 5: School Questionnaire (ACG)

description: Description: 
 This data set contains learner responses to the School Questionnaire.

 The data set has 116 variables and 297 learners.

 Of the 300 sampled schools, 297 was realised, providing a response rate of 99%.
Abstract: 
 TIMSS is a cross-national assessment of mathematics and science knowledge of fourth and eighth grades and includes approximately 57 countries. It is conducted by the International Association for the Evaluation of Educational Achievement (IEA) every four years since 1995. South Africa took part at the grade 5 level for the first time in 2015 with fieldwork conducted in October 2014. 

 The Human Sciences Research Council (HSRC) conducted the study in 297 schools and assessed 10932 learners across South Africa. To prevent a cluster of scores at the lower end of the scale and to ensure sufficient variance in the data for robust analyses, TIMSS was administered to grade 5 learners in South Africa. As part of the TIMSS study, mathematics tests and background questionnaires were administered to an intact randomly selected grade 5 class within a sampled school. In addition to the learners background, questionnaires were administered to 298 mathematics teachers, 297 principals and 10493 parents or guardians.

 The data collected is used by countries to calculate learner scores in mathematics and science as well as the contextual factors associated with academic success. One of the main aims of the study is to measure the health of the education systems for a particular country.

 More specifically, the database includes the following for each country for which internationally comparable data are available: 

 
 Students' responses to each of the mathematics and science items administered in the study
 
 Student achievement scores in mathematics and science
 
 Students' responses to the student questionnaires
 
 Teachersâ responses to the teacher questionnaires
 
 Parent/Gaudian responses to the Home questionnaires
 
 Principalsâ responses to the school questionnaires
description: Self-completion
description: The Department of Basic Education Master list of schools.
description: Department of Basic Education Master list of schools database served as the sampling frame


 
 It included only schools that offered grade 9;
 
 Schools with population size smaller than 10 was excluded;
 
 Special schools were excluded.


 
 The TIMSS sampling design is a two-stage stratified cluster design:
 
 
 Selecting a random sample of schools from all eligible schools; and
 
 Randomly selecting a mathematics and science intact class within each of the sampled schools;
 
 


 
 The sample was explicitly stratified by Province, Language of Learning and Teaching (English, Afrikaans, Dual medium) and school type which was Public and Independent; and
 
 Implicitly stratified by quintile (school poverty index).
DOI: 10.15468/dl.vbszsh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelobates fuscus insubricus Cornalia, 1873",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000478-250127130748423/datasets/export for details.
DOI: 10.15468/dl.uyybh7
title: Occurrence Download

description: A dataset containing 2109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dolichophis caspius (Gmelin, 1789)"
 ]
}

 The dataset includes 2109 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000480-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz9tpm
title: Occurrence Download

description: A dataset containing 2136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus pungens Lamb."
 ]
}

 The dataset includes 2136 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000479-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp4fwt
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratina calaminthifolia (Kunth) R.M.King & H.Rob."
 ]
}

 The dataset includes 679 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000482-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.magavg
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyla sarda (De Betta, 1853)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 138 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000485-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdqe9y
title: Occurrence Download

description: A dataset containing 15618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "CoordinateUncertaintyInMeters 0.0-100600.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Alaska",
 "TaxonKey is Soricomorpha",
 "Year 1970-2025"
 ]
}

 The dataset includes 15618 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000484-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfhvt5
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rana italica Dubois, 1987",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 129 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000486-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28271405
title: Kinematic data of a pendulum serving as an angular acceleration reference

description: This dataset contains the model prediction of the kinematics of a pendulum swinging in the gravitational flied as well as sensor-based measured data. The data contains all three kinematic levels (angle, angular velocity, and angular acceleration). Sensor-based measurements and post-processed derived kinematic levels were obtained from an optical motion capture system (a twelve-camera (infrared Miqus M3) motion capture system from Qualisys AB, Gothenburg, Sweden), an inertial measurement unit (Xsens MTi-20 VRU from Movella Inc., Nevada, USA), and an self-developed inertial measurement cluster. Each data file contains the time series (first column in seconds) and the kinematic value measured at this time point. The first entry of each column represents the respective measurement method.
DOI: 10.15468/dl.krdvs6
title: Occurrence Download

description: A dataset containing 1309 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus anomalus Gmelin, 1778"
 ]
}

 The dataset includes 1309 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000489-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4swmv
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hectopsylla Von Frauenfeld, 1860"
 ]
}

 The dataset includes 71 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000492-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drny3u
title: Occurrence Download

description: A dataset containing 56846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Catocala nymphagoga Esper, 1787, Tortrix viridana (Linnaeus, 1758))",
 "OccurrenceStatus is one of (Present)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 56846 records from 390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000488-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjdfr3
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rana latastei Boulenger, 1879",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000491-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv3hzy
title: Occurrence Download

description: A dataset containing 8527 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022)"
 ]
}

 The dataset includes 8527 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000490-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dm6he8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombina pachypus (Bonaparte, 1838)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018",
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000496-250127130748423/datasets/export for details.
DOI: 10.15468/dl.u5y9cj
title: Occurrence Download

description: A dataset containing 64329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyla molleri Bedriaga, 1889, Hyla meridionalis Boettger, 1874)",
 "OccurrenceStatus is one of (Present)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 64329 records from 1022 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000493-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvxulp
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenomys peruanus Sanborn & Pearson, 1947"
 ]
}

 The dataset includes 24 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007249-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0kwuen
title: Occurrence Download

description: A dataset containing 821 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Planktic foraminifera counts of sediment core V19-188"
 ]
}

 The dataset includes 821 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007249-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttq8ej
title: Occurrence Download

description: A dataset containing 38381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hygrophila corymbosa (Blume) Lindau, Hygrophila costata Nees, Hygrophila difformis (L.fil.) Blume, Hygrophila erecta (Burm.fil.) Hochr., Hygrophila polysperma (Roxb.) T.Anderson, Justicia americana (L.) Vahl, Justicia laevilinguis (Nees) Lindau, Acanthaceae)",
 "HasCoordinate is true",
 "Country is one of (Argentina, Brazil)",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 38381 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047208-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0fwmsr
title: Occurrence Download

description: A dataset containing 1692 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campephilus robustus (M.H.K.Lichtenstein, 1818)"
 ]
}

 The dataset includes 1692 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007249-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwnhpb
title: Occurrence Download

description: A dataset containing 549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Picoides tridactylus (Linnaeus, 1758)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 549 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047209-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gqtjq
title: Occurrence Download

description: A dataset containing 4461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lastreopsis Ching"
 ]
}

 The dataset includes 4461 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007250-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.