cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr09642.v1
title: Survey of Consumer Attitudes and Behavior, August 1989
title: Version 1

description: These surveys were undertaken to measure changes in consumer 
 attitudes and expectations, to understand why these changes occur, and 
 to evaluate how they relate to consumer decisions to save, borrow, or 
 make discretionary purchases. This type of information is essential for 
 forecasting changes in aggregate consumer behavior. Since the late 
 1940s, these surveys have been produced quarterly through 1977 and 
 monthly thereafter. Each monthly survey probes a different aspect of 
 consumer confidence. Open-ended questions are asked concerning 
 evaluations and expectations about personal finances, employment, price 
 changes, and the national business situation. Additional questions 
 probe buying intentions for automobiles and the respondent's appraisals 
 of present market conditions for purchasing houses, automobiles, and 
 other durables. Demographic information includes ethnic origin, sex, 
age, and education.
description: National sample of dwelling units selected by area 
probability sampling.
description: Datasets: 
DS1: Survey of Consumer Attitudes and Behavior, August 1989
description: Population of the United States aged 18 and older in 
households.
description: The codebook is provided by ICPSR as a Portable Document Format (PDF) file. The PDF file format was developed by Adobe Systems Incorporated and can be accessed using PDF reader software, such as Adobe Acrobat Reader. Information on how to obtain a copy of the Acrobat Reader is provided on the ICPSR Web site.
DOI: 10.3886/icpsr09518.v1
title: Euro-barometer 33.0: The Single European Market: Eastern Europe, Spring 1990
title: Version 1

description: This round of Euro-Barometer surveys queried respondents on
standard Euro-Barometer measures such as life satisfaction, their
country's goals for the next 10 or 15 years, and awareness of and
attitudes toward the Common Market and the European Community (EC), as
well as special topics including the recent changes in Eastern Europe,
European sports and nationalism, and nuclear energy and radioactivity.
The respondent's thoughts about the social dimension of the EC were
explored by questions that asked whether the respondent thought the
"Community Charter of Fundamental Social Rights" was a good thing,
and what policy areas the respondent would favor or disfavor for
inclusion in the charter. On matters concerning changes in Eastern
Europe, respondents were asked how much they agreed with several
proposals for how the EC could best respond to the changes, and which
was more important--the Single European Market, the unification of the
two German states, or the unification of Western and Eastern Europe.
Other questions asked how threatening fascists and communists were to
the respondent's country's way of life and whether the respondent
agreed with statements detailing the level of participation of fascists
and communists in the political process. The topic of sports and
nationalism was addressed through questions asking whether respondents
felt prouder when national sports teams won or when European teams won,
whether they would favor Olympic teams from EC countries wearing a
European Emblem, and whether the number of foreign "football"
(soccer) players on club teams in the EC countries should be limited.
The final line of query dealt with nuclear energy and radioactivity,
and asked for the respondent's agreement with statements about the
production, management, and wastes of nuclear power, how satisfied the
respondent was with the information about radioactivity, and how much
the respondent trusted several different sources of information about
radioactivity. Demographic and other background information was
gathered on number of people residing in the home, size of locality,
home ownership, trade union membership, region of residence, and
occupation of the head of household, as well as the respondent's age,
sex, marital status, education, occupation, work sector, religion,
religiosity, subjective social class, left-right political
self-placement, and opinion leadership.
description: Multistage national probability samples.
description: Datasets: 
DS0: Study-Level Files
DS1: Euro-barometer 33.0: The Single European Market: Eastern Europe, Spring 1990
DS2: SAS Data Definition Statements
description: Persons aged 15 and over residing in the 12 member nations
of the European Community: Belgium, Denmark, France, Germany, Greece,
Ireland, Italy, Luxembourg, the Netherlands, Portugal, Spain, and the
United Kingdom.
DOI: 10.5281/zenodo.15767937
title: Media Coding Dataset for News Content Analysis

description: This dataset accompanies the study Beyond Manual Media Coding: Evaluating Large Language Models and Agents for News Content Analysis.

It provides a reproducible benchmark for evaluating automated content analysis methods against human-annotated ground truth.

The dataset includes:





articles.csvContains the 200 news articles collected for this study, each with:





id: unique identifier




url: source URL of the original article




content: full text of the news article






codebook.jsonA structured JSON file defining the 26-question analysis codebook used for annotation.Each question entry specifies:





questionId: question ID (e.g., Q1)




prompt: annotation question text




questionAnswerType: type (SINGLE_CHOICE or MULTI_CHOICE)




eligibleQuestionAnswers: list of possible tags / codes






annotations.jsonContains the complete human annotation data.For each article id, it provides the list of responses to all 26 codebook questions as determined by an expert annotator, establishing the ground truth labels.



 

Intended use





Designed for research popuses including natural language understanding, content classification, and LLM evaluation.


Please request access with your academic email.
DOI: 10.5281/zenodo.15767938
title: Media Coding Dataset for News Content Analysis

description: This dataset accompanies the study Beyond Manual Media Coding: Evaluating Large Language Models and Agents for News Content Analysis.

It provides a reproducible benchmark for evaluating automated content analysis methods against human-annotated ground truth.

The dataset includes:





articles.csvContains the 200 news articles collected for this study, each with:





id: unique identifier




url: source URL of the original article




content: full text of the news article






codebook.jsonA structured JSON file defining the 26-question analysis codebook used for annotation.Each question entry specifies:





questionId: question ID (e.g., Q1)




prompt: annotation question text




questionAnswerType: type (SINGLE_CHOICE or MULTI_CHOICE)




eligibleQuestionAnswers: list of possible tags / codes






annotations.jsonContains the complete human annotation data.For each article id, it provides the list of responses to all 26 codebook questions as determined by an expert annotator, establishing the ground truth labels.



 

Intended use





Designed for research popuses including natural language understanding, content classification, and LLM evaluation.


Please request access with your academic email.
DOI: 10.15468/dl.79vhhc
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077369-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqpheg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077371-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62xfc6
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Nepal",
 "Geometry POLYGON((82.88103 29.16133,83.00726 29.16133,83.00726 29.28035,82.88103 29.28035,82.88103 29.16133))"
 ]
}

 The dataset includes 120 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077372-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr09815.v1
title: American Housing Survey, 1989: MSA Core File
title: Version 1

description: This data collection provides information on characteristics 
 of housing units in 11 selected Metropolitan Statistical Areas (MSAs) 
 of the United States. Although the unit of analysis is the housing unit 
 rather than its occupants, the survey also is a comprehensive source of 
 information on the demographic characteristics of household residents. 
 Data collected include general housing characteristics such as the year 
 the structure was built, type and number of living quarters, occupancy 
 status, presence of commercial establishments on the property, and 
 property value. Data are also provided on kitchen and plumbing 
 facilities, type of heating fuel used, source of water, sewage 
 disposal, and heating and air-conditioning equipment. Questions about 
 housing quality include condition of walls and floors, adequacy of heat 
 in winter, availability of electrical outlets in rooms, basement and 
 roof water leakage, and exterminator service for mice and rats. Data 
 related to housing expenses include mortgage or rent payments, utility 
 costs, fuel costs, property insurance costs, real estate taxes, and 
 garbage collection fees. Variables are also supplied on neighborhood 
 conditions such as quality of roads and presence of crime, trash, 
 litter, street noise, abandoned structures, commercial activity, and 
 odors or smoke, as well as the adequacy of services such as public 
 transportation, schools, shopping facilities, police protection, 
 recreation facilities, and hospitals or clinics. In addition to housing 
 characteristics, data on age, sex, race, marital status, income, and 
 relationship to householder are provided for each household member. 
 Additional data are supplied for the householder, including years of 
school completed, Spanish origin, and length of residence.
description: Separate samples were drawn in 11 selected MSAs. The 
 samples were drawn from housing units enumerated in the 1980 Census and 
updated to include housing units constructed since 1980.
description: Datasets: 
DS0: Study-Level Files
DS1: Dallas, Texas
DS2: Detroit, Michigan
DS3: Fort Worth, Texas
DS4: Los Angeles, California
DS5: Minneapolis, Minnesota
DS6: Philadelphia, Pennsylvania
DS7: Phoenix, Arizona
DS8: San Francisco, California
DS9: Tampa, Florida
DS10: Washington, DC
DS11: Boston, Massachusetts
description: The universe consists of all housing units in 11 selected 
MSAs.
DOI: 10.15468/dl.qkeqyx
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077370-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr09544.v1
title: Current Population Survey, October 1970: School Enrollment
title: Version 1

description: Data on labor force activity for the week prior to the 
 survey are supplied in this collection. Information is available on the 
 employment status, occupation, and industry of persons 14 years old and 
 over. Demographic variables such as age, sex, race, marital status, 
 veteran status, household relationship, educational background, and 
 Spanish origin are included. In addition to providing these core data, 
 the October survey also contains a special supplement on school 
 enrollment for persons 3 years old and over. This supplement includes 
 the following items: current grade attending at public or private 
 school, whether attending college full- or part-time at a two- or 
 four-year institution, year last attended a regular school, and year 
graduated from high school.
description: Monthly probability sample based on a stratified sampling 
scheme. The sample consists of approximately 55,000 households.
description: Datasets: 
DS1: Current Population Survey, October 1970: School Enrollment
description: All persons 3 years old and over in the civilian 
noninstitutional population of the United States living in households.
DOI: 10.15468/dl.nk2dzj
title: Occurrence Download

description: A dataset containing 361479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies balsamea (L.) Mill., Abies yuanbaoshanensis Y.J.Lu & L.K.Fu, Abies jaliscana (Martínez) Mantilla, Shalisko & A.Vázquez, Abies fargesii Franch., Abies cilicica (Antoine & Kotschy) Carrière, Abies chensiensis Tiegh., Abies delavayi Franch., Abies cephalonica Loudon, Abies fraseri (Pursh) Poir., Abies recurvata Mast., Abies lasiocarpa (Hook.) Nutt., Abies vejarii Martínez, Abies alba Mill., Abies nordmanniana (Steven) Spach, Abies beshanzuensis M.H.Wu, Abies numidica de Lannoy ex Carrière, Abies pindrow (Royle ex D.Don) Royle, Abies koreana E.H.Wilson, Abies grandis (Douglas ex D.Don) Lindl., Abies mariesii Mast., Abies holophylla Maxim., Abies homolepis Siebold & Zucc., Abies delavayi Franch., Abies nebrodensis (Lojac.) Mattei, Abies firma Siebold & Zucc., Abies durangensis Martínez, Abies pinsapo Boiss., Abies forrestii Coltm.-Rog., Abies fanjingshanensis W.L.Huang, Y.L.Tu & S.Z.Fang, Abies ziyuanensis L.K.Fu & S.L.Mo, Abies hidalgensis Debreczy, Rácz & Guízar, Abies sachalinensis (F.Schmidt) Mast., Abies squamata Mast., Abies kawakamii (Hayata) T.Itô, Abies bracteata (D.Don) A.Poit., Abies guatemalensis Rehd., Abies procera Rehd., Abies nephrolepis (Trautv. ex Maxim.) Maxim., Abies hickelii Flous & Gaussen, Abies spectabilis (D.Don) Mirb., Abies sibirica Ledeb., Abies densa Griff., Abies religiosa (Kunth) Schltdl. & Cham., Abies veitchii Lindl.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 361479 records from 1408 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077354-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr09363.v1
title: American Housing Survey, 1985 [United States]: National File
title: Version 1

description: Characteristics of the United States housing inventory 
 listed in this file include the age, size, and type of living quarters, 
 property values, and the presence of commercial establishments on the 
 property. Additional data focus on the presence and condition of 
 kitchen and plumbing facilities and the type and cost of utilities, as 
 well as housing expenses, property repair or alteration, and insurance 
 costs. Many of the same characteristics are given for housing 
 previously occupied by recent movers. Information on age, sex, race, 
 marital status, and income is provided for each household member, with 
 additional data on education, Spanish origin, and household tenure for 
 the head of household. Indicators provided for housing quality include 
 privacy and structural condition. For neighborhood quality, indicators 
 assess noise, crime, air quality, and the presence of abandoned 
 structures, along with the adequacy of neighborhood services such as 
 police protection, parks, health care, and public transportation. 
 Supplements provide information on second homes, mobility, and energy 
assistance.
description: A probability sample of approximately 47,000 housing units 
nationwide was used.
description: Datasets: 
DS1: American Housing Survey, 1985 [United States]: National File
description: The sample of housing units was selected from the 1980 
 CENSUS OF POPULATION AND HOUSING records and updated by a sample of 
 addresses from building permits to include new construction and 
conversions.
DOI: 10.5281/zenodo.15767970
title: Anonymised BUS-15 Dataset from a STEM chatbot Pilot Study (N = 37, Taiwan, 2025)

description: This dataset contains anonymised student responses to the 15-item BOT Usability Scale (BUS-15), collected during a pilot study in May 2025 in a secondary STEM education setting in Taiwan. A total of 37 upper-secondary students (aged 15–16) tested an AI-supported educational chatbot developed on the Botpress platform as part of a classroom activity.

Each row represents one respondent, and each column corresponds to one BUS-15 item, rated on a 5-point Likert scale (1 = strongly disagree to 5 = strongly agree). The dataset includes four missing responses (≈0.7%). No personally identifying information was collected or stored.

The internal consistency of the BUS-15 responses was assessed using Cronbach’s alpha (α = .709), calculated based on complete cases (N = 33). The dataset supports the reproducibility of the statistical results presented in the manuscript:  

**"The development of an AI-supported chatbot as an interactive learning platform in STEM education: A pilot study on usability and student experience"** (submitted for peer review in 2025).

This dataset is shared under the Creative Commons Attribution 4.0 International License (CC-BY 4.0).
DOI: 10.5281/zenodo.15767971
title: Anonymised BUS-15 Dataset from a STEM chatbot Pilot Study (N = 37, Taiwan, 2025)

description: This dataset contains anonymised student responses to the 15-item BOT Usability Scale (BUS-15), collected during a pilot study in May 2025 in a secondary STEM education setting in Taiwan. A total of 37 upper-secondary students (aged 15–16) tested an AI-supported educational chatbot developed on the Botpress platform as part of a classroom activity.

Each row represents one respondent, and each column corresponds to one BUS-15 item, rated on a 5-point Likert scale (1 = strongly disagree to 5 = strongly agree). The dataset includes four missing responses (≈0.7%). No personally identifying information was collected or stored.

The internal consistency of the BUS-15 responses was assessed using Cronbach’s alpha (α = .709), calculated based on complete cases (N = 33). The dataset supports the reproducibility of the statistical results presented in the manuscript:  

**"The development of an AI-supported chatbot as an interactive learning platform in STEM education: A pilot study on usability and student experience"** (submitted for peer review in 2025).

This dataset is shared under the Creative Commons Attribution 4.0 International License (CC-BY 4.0).
DOI: 10.3886/icpsr09625.v1
title: Survey of Consumer Attitudes and Behavior, March 1988
title: Version 1

description: These surveys were undertaken to measure changes in consumer 
 attitudes and expectations, to understand why these changes occur, and 
 to evaluate how they relate to consumer decisions to save, borrow, or 
 make discretionary purchases. This type of information is essential for 
 forecasting changes in aggregate consumer behavior. Since the late 
 1940s, these surveys have been produced quarterly through 1977 and 
 monthly thereafter. Each monthly survey contains approximately 40-50 
 questions and probes a different aspect of consumer confidence. 
 Open-ended questions are asked concerning evaluations and expectations 
 about personal finances, employment, price changes, and the national 
 business situation. Additional questions probe buying intentions for 
 automobiles and the respondent's appraisals of present market 
conditions for purchasing houses, automobiles, and other durables.
description: National sample of dwelling units selected by area 
probability sampling.
description: Datasets: 
DS1: Survey of Consumer Attitudes and Behavior, March 1988
description: Population of the United States aged 18 and older in 
households.
description: The codebook is provided by ICPSR as a Portable Document Format (PDF) file. The PDF file format was developed by Adobe Systems Incorporated and can be accessed using PDF reader software, such as Adobe Acrobat Reader. Information on how to obtain a copy of the Acrobat Reader is provided on the ICPSR Web site.
DOI: 10.3886/icpsr09540.v1
title: Current Population Survey, October 1976: School Enrollment
title: Version 1

description: Data on labor force activity for the week prior to the 
 survey are supplied in this collection. Information is available on the 
 employment status, occupation, and industry of persons 14 years old and 
 over. Demographic variables such as age, sex, race, marital status, 
 veteran status, household relationship, educational background, and 
 Spanish origin are included. In addition to providing these core data, 
 the October survey also contains a special supplement on school 
 enrollment. This supplement includes the following items: current grade 
 attending at public or private school, whether attending college full- 
 or part-time at a two- or four-year institution, year last attended a 
regular school, and year graduated from high school.
description: Monthly probability sample based on a stratified sampling 
scheme. The sample consists of approximately 71,000 households.
description: Datasets: 
DS1: Current Population Survey, October 1976: School Enrollment
description: All persons in the noninstitutional population of the 
United States.
DOI: 10.6084/m9.figshare.29432873
title: Determinants of Zero-Dose Vaccination Status in Ethiopia: Processed Data from the 2019 EDHS

description: The study looks into the prevalence of Zero-Dose among 12 to 23-month-old children using demographic health survey data of Ethiopia and also used Multilevel analysis to identify the community and individual-level associated factors.
DOI: 10.6084/m9.figshare.29432873.v1
title: Determinants of Zero-Dose Vaccination Status in Ethiopia: Processed Data from the 2019 EDHS

description: The study looks into the prevalence of Zero-Dose among 12 to 23-month-old children using demographic health survey data of Ethiopia and also used Multilevel analysis to identify the community and individual-level associated factors.