cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr08324
title: Current Population Survey, March 1982: After-Tax Money Income Estimates
title: Archival Version

description: This data collection supplies standard monthly labor force
 data as well as supplemental data on work experience, income, noncash
 benefits, and migration. Comprehensive information is given on the
 employment status, occupation, and industry of persons 14 years old
 and older. Additional data are available for persons 15 years old and
 older concerning weeks worked and hours per week worked, reason not
 working full-time, total income and income components, and
 residence. This file also contains data covering noncash income
 sources such as food stamps, school lunch programs, employer-provided
 group health insurance plans, employer-provided pension plans,
 personal health insurance, Medicaid, Medicare, CHAMPUS or military
 health care, and energy assistance. This data collection was formed by
 expanding CURRENT POPULATION SURVEY: ANNUAL DEMOGRAPHIC FILE, 1982
 (ICPSR 9037) to include an estimate of after-tax income, "before-tax"
 money income received during the previous year, and the amount of
 taxes paid. Taxes include federal and state individual income taxes,
 property taxes on owner-occupied housing units, Social Security taxes,
 and retirement taxes. Information on demographic characteristics, such
 as age, sex, race, marital status, veteran status, educational
 attainment, household relationship, and Hispanic origin, is available
for each person in the household enumerated.
description: A national probability sample was used in selecting
housing units. Approximately 63,000 households were sampled.
description: Datasets: 
DS1: Current Population Survey, March 1982: After-Tax Money Income Estimates
description: Civilian noninstitutionalized population of the United
 States including members of the armed forces living in civilian
housing units in March 1982.
description: (1) This data file contains weights, which must be
 used in any analysis. (2) This hierarchical file contains 300,388
 records. There are three record types. Household records contain 55
 variables, family records contain 78 variables, and person records
contain approximately 250 variables.
DOI: 10.3886/icpsr08595.v1
title: ABC News Primary Election Exit Polls, 1985
title: Version 1

description: These data were collected at polling places in Detroit 
 (Part 1) and New York City (Part 2) as voters exited the polls on 
 Primary Election Day, 1985. In Detroit, topics included vote choices 
 for mayor and city clerk, problems facing the city, the quality of 
 life in Detroit, and Coleman Young's performance as mayor. Voters in 
 New York City were asked how they voted in the mayoral, city council 
 president, and comptroller races. In addition, they were asked to 
 evaluate the quality of life in New York, problems facing the city, 
 and Edward Koch's performance as mayor. Demographic information 
 recorded for all respondents in this collection include sex, age, 
education, race, income, union membership, and political orientation.
description: Polling places were chosen by random selection.
description: Datasets: 
DS0: Study-Level Files
DS1: Detroit
DS2: New York City
description: Voters in the Detroit and New York City primary elections 
in September 1985.
description: The data contain blanks.
DOI: 10.3886/icpsr08595
title: ABC News Primary Election Exit Polls, 1985
title: Archival Version

description: These data were collected at polling places in Detroit 
 (Part 1) and New York City (Part 2) as voters exited the polls on 
 Primary Election Day, 1985. In Detroit, topics included vote choices 
 for mayor and city clerk, problems facing the city, the quality of 
 life in Detroit, and Coleman Young's performance as mayor. Voters in 
 New York City were asked how they voted in the mayoral, city council 
 president, and comptroller races. In addition, they were asked to 
 evaluate the quality of life in New York, problems facing the city, 
 and Edward Koch's performance as mayor. Demographic information 
 recorded for all respondents in this collection include sex, age, 
education, race, income, union membership, and political orientation.
description: Polling places were chosen by random selection.
description: Datasets: 
DS0: Study-Level Files
DS1: Detroit
DS2: New York City
description: Voters in the Detroit and New York City primary elections 
in September 1985.
description: The data contain blanks.
DOI: 10.5281/zenodo.15756782
title: Dataset for System Identification of an Advanced Geared Turbofan Model Using Neural Networks

description: System Identification of an Advanced Geared Turbofan Model Using Neural Networks

 

This repository contains the data, code (also available in GitHub) and models for the paper "System Identification of an Advanced Geared Turbofan Model Using Neural Networks," presented at the AIAA Scitech 2025 Forum. The project focuses on modeling the dynamics of an advanced geared turbofan engine using both classical system identification techniques and various deep learning architectures.

 

The data are the .mat files. The res.zip contains the prediction results and models.zip contains the weights of the networks.

 

Overview

 

The primary goal of this research is to develop a high-fidelity simulation model of a turbofan engine using only input-output data. We explore and compare two main approaches:





Classical System Identification: A "gray-box" Hammerstein model structure, where a nonlinear static model (quasi-steady) is identified using multivariate orthogonal functions, followed by the estimation of dynamic parameters for the unsteady behavior.




Deep Learning: A "black-box" approach using several neural network architectures to model the engine's dynamic response.



The performance of these models is evaluated on their ability to predict five key engine outputs:





Fuel flow (W_f)




Net thrust (F_net)




Low-pressure shaft speed (N_1)




High-pressure shaft speed (N_2)




Turbine temperature (T_45)



The results demonstrate that a novel neural differential architecture significantly outperforms both the classical system identification method and other neural network approaches.
DOI: 10.5281/zenodo.15756783
title: Dataset for System Identification of an Advanced Geared Turbofan Model Using Neural Networks

description: System Identification of an Advanced Geared Turbofan Model Using Neural Networks

 

This repository contains the data, code (also available in GitHub) and models for the paper "System Identification of an Advanced Geared Turbofan Model Using Neural Networks," presented at the AIAA Scitech 2025 Forum. The project focuses on modeling the dynamics of an advanced geared turbofan engine using both classical system identification techniques and various deep learning architectures.

 

The data are the .mat files. The res.zip contains the prediction results and models.zip contains the weights of the networks.

 

Overview

 

The primary goal of this research is to develop a high-fidelity simulation model of a turbofan engine using only input-output data. We explore and compare two main approaches:





Classical System Identification: A "gray-box" Hammerstein model structure, where a nonlinear static model (quasi-steady) is identified using multivariate orthogonal functions, followed by the estimation of dynamic parameters for the unsteady behavior.




Deep Learning: A "black-box" approach using several neural network architectures to model the engine's dynamic response.



The performance of these models is evaluated on their ability to predict five key engine outputs:





Fuel flow (W_f)




Net thrust (F_net)




Low-pressure shaft speed (N_1)




High-pressure shaft speed (N_2)




Turbine temperature (T_45)



The results demonstrate that a novel neural differential architecture significantly outperforms both the classical system identification method and other neural network approaches.
DOI: 10.15468/dl.j4p8wj
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoradendron abietinum Wiens"
 ]
}

 The dataset includes 16 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072125-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr08739.v1
title: Survey of Consumer Attitudes and Behavior, December 1978
title: Version 1

description: These surveys were done 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. Each quarterly 
 survey contains approximately 40 questions, each of which 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, December 1978
description: Population of the United States aged 18 and older.
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/icpsr08413.v1
title: Class Structure and Class Consciousness: Merged Multi-Nation File
title: Version 1

description: Data collected in these surveys measure how such social 
 concepts as authority, autonomy, and hierarchy relate to the social, 
 economic, and occupational positions of individuals, thus providing a 
 systematic means for analyzing social class structure. A battery of 
 questions addressed work-related issues such as supervision, 
 decision-making, autonomy, respondent's formal position in the 
 hierarchy, ownership, credentials, and income. Other work- related data 
 describe the size, industrial sector, and government or corporate 
 linkages of the individual's employer. Further information was gathered 
 on the class origins of the respondent's family and of the families of 
 the respondent's spouse and friends. Data on class-related experiences 
 such as unemployment and union participation were also collected, as 
 well as data on the division of power and labor in the household. In 
 addition, the survey contained a broad range of questions on social and 
political attitudes and on the respondent's political participation.
description: In United States: two-stage cluster sample of telephone 
 numbers in the coterminus United States. In Sweden: sample drawn from 
 National Register of the Population. In Norway: stratified random 
 sample. In Canada: multi-stage replicated probability samples. In 
Finland: stratified random sample from the population register.
description: Datasets: 
DS1: Merged Multi-Nation File
description: In United States: Adults 18 years and older who were either 
 working, not working but wanting to work, or housewives with working 
 spouses. In Sweden: Adults between the ages of 18-65 who were in the 
 work force. In Norway: People between the ages of 16-66 who were either 
 employed, unemployed, or housewives. In Canada: Non-institutionalized 
 and non-disabled adult population between the ages of 15-65 who were 
 either employed, unemployed or housewives. In Finland: Adult population 
between the ages of 18-65 who were employed, unemployed or housewives.
DOI: 10.3886/icpsr08515.v1
title: Matching Treatment and Offender: North Carolina, 1980-1982
title: Version 1

description: These data were gathered in order to evaluate the 
 implications of rational choice theory for offender rehabilitation. The 
 hypothesis of the research was that income-enhancing prison 
 rehabilitation programs are most effective for the economically 
 motivated offender. The offender was characterized by demographic and 
 socio-economic characteristics, criminal history and behavior, and work 
 activities during incarceration. Information was also collected on type 
 of release and post-release recidivistic and labor market measures. 
 Recividism was measured by arrests, convictions, and reincarcerations, 
 length of time until first arrest after release, and seriousness of 
offense leading to reincarceration.
description: Males who had been in prison at least six months, who had 
 not been out of prison for significant periods of time during their 
recent incarcerations, and who had been released in North Carolina.
description: Datasets: 
DS1: Matching Treatment and Offender: North Carolina, 1980-1982
description: Male inmates released from the North Carolina Prison System 
during the first six months of 1980.
DOI: 10.25934/pr00010870
title: Do fatty lesions explain why inflammation or erosions lead to new bone formation in axial spondyloarthritis (SpA)?

description: 
Axial spondyloarthritis (axSpA) is a chronic condition that affects the spine and sacroiliac joints, which connect the spine to the pelvis. People with axSpA often experience inflammation and damage in these areas, leading to changes in bone structure such as bone spurs and joint fusion. These changes can cause stiffness, pain, difficulty moving, and a reduced quality of life. AxSpA affects millions of people worldwide, and the exact mechanisms that lead to these structural changes in the bones are still unclear.

Scientists believe that inflammation in the bone marrow (called bone marrow edema) may cause fatty changes in the bone, which then lead to abnormal new bone formation. Another theory is that damage to normal bone, called erosions, triggers fatty changes and eventually causes new bone to grow. However, these ideas have not been fully studied or proven.

This research aims to explore these processes to better understand how structural changes happen in people with axSpA. Using imaging techniques like magnetic resonance imaging (MRI) and X-rays, the study will examine the spine and sacroiliac joints of patients. These imaging data will help us investigate whether these patterns of bone damage and formation occur as hypothesized.

The findings from this study will contribute to medical science by shedding light on the causes of structural damage in axSpA. This knowledge could help in developing better treatments to prevent or slow down these changes, improving the lives of people living with this condition.
DOI: 10.15468/dl.ek9tfr
title: Occurrence Download

description: A dataset containing 749098 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swiss National Grasshoppers Databank"
 ]
}

 The dataset includes 749098 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072127-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr08625.v3
title: National Crime Surveys: National Sample of Rape Victims, 1973-1982
title: Version 3

description: The purpose of this study was to provide an in-depth look
at rapes and attempted rapes in the United States. Part 1 of the
collection offers data on rape victims and contains variables
regarding the characteristics of the crime, such as the setting, the
relationship between the victim and offender, the likelihood of
injury, and the reasons why rape is not reported to police. Part 2
contains data on a control group of females who were victims of no
crime or of crimes other than rape. The information contained is
similar to that found in Part 1.
description: A stratified multistage cluster sample.
description: Datasets: 
DS0: Study-Level Files
DS1: Rape Victims
DS2: Other Crime Victims and Nonvictims
DS3: Research Note
description: All persons in the United States.
description: The codebooks and data collection instrument for this
collection are provided by ICPSR as Portable Document Format (PDF) files.
The PDF file format was developed by Adobe Systems Incorporated and can be
accessed using PDF reader software, such as the Adobe Acrobat
Reader. Information on how to obtain a copy of the Acrobat Reader is
provided on the ICPSR Website.This collection of rape cases was taken
from the NATIONAL CRIME SURVEY: NATIONAL SAMPLE, 1973-1983 (ICPSR 7635). The
definition of rape in the survey includes attempts that involve a
verbal threat of rape only. The data in Part 1 were collected at the
incident level. Part 2 data were collected at the person level, with
information for up to four incidents per person.
DOI: 10.15468/dl.44uhhp
title: Occurrence Download

description: A dataset containing 1244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Stumpffia Boettger, 1881"
 ]
}

 The dataset includes 1244 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072126-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr08419.v1
title: County Population Estimates (Provisional) by Age, Sex, and Race: 1980-1982
title: Version 1

description: This data collection contains population estimates by age,
 sex, and race for each of the 3,145 counties and county equivalents in
 the United States as defined in the 1970 Census. The estimates are for
 July 1 of 1980, 1981, and 1982. Variables include the Federal
 Information Processing Standard (FIPS) state code, FIPS county code,
 county name, and population estimates broken down by age group, sex,
 and racial category. There are 18 age groups and two race categories:
 (1) white, and (2) Black and Other Races. The estimates were
 originally prepared for the National Cancer Institute (NCI), and are
 sometimes referred to as the "NCI County Age, Sex, and Race
Estimates."
description: Datasets: 
DS1: County Population Estimates (Provisional) by Age, Sex, and Race: 1980-1982
description: All persons in the United States.
DOI: 10.3886/icpsr08419
title: County Population Estimates (Provisional) by Age, Sex, and Race: 1980-1982
title: Archival Version

description: This data collection contains population estimates by age,
 sex, and race for each of the 3,145 counties and county equivalents in
 the United States as defined in the 1970 Census. The estimates are for
 July 1 of 1980, 1981, and 1982. Variables include the Federal
 Information Processing Standard (FIPS) state code, FIPS county code,
 county name, and population estimates broken down by age group, sex,
 and racial category. There are 18 age groups and two race categories:
 (1) white, and (2) Black and Other Races. The estimates were
 originally prepared for the National Cancer Institute (NCI), and are
 sometimes referred to as the "NCI County Age, Sex, and Race
Estimates."
description: Datasets: 
DS1: County Population Estimates (Provisional) by Age, Sex, and Race: 1980-1982
description: All persons in the United States.
DOI: 10.15468/dl.5jvfrq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Abelmoschus moschatus",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072128-250525065834625/datasets/export for details.
DOI: 10.15468/dl.q6pgv5
title: Occurrence Download

description: A dataset containing 593953 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swiss National Dragonflies Databank"
 ]
}

 The dataset includes 593953 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072131-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65cbs8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Abelmoschus moschatus",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072129-250525065834625/datasets/export for details.
DOI: 10.3886/icpsr08726.v1
title: Survey of Consumer Attitudes and Behavior, August 1977
title: Version 1

description: These surveys were done 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. Each quarterly 
 survey contains approximately 40 questions, each of which 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, August 1977
description: Population of the United States aged 18 and older.
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: 10.6084/m9.figshare.29425742
title: Supplementary Table List of Antibodies.pdf

description: list of Antibodies
DOI: 10.6084/m9.figshare.29425742.v1
title: Supplementary Table List of Antibodies.pdf

description: list of Antibodies
DOI: 10.3886/icpsr08714.v2
title: Uniform Crime Reporting Program Data [United States]: County Level Arrest and Offenses Data, 1984
title: Version 2

description: The files in this collection contain counts of arrests and
 offenses for Uniform Crime Reports (UCR) index crimes: murder, rape,
 robbery, assault, burglary, larceny, auto theft, and arson. County
populations are also reported.
description: Datasets: 
DS0: Study-Level Files
DS1: Arrest, 1984
DS2: Offenses, 1984
description: Local law enforcement agencies in the United States.
description: (1) Data have been aggregated to the county
 level. Within each county, data for agencies reporting 6 to 11 months
 of information were weighted to produce 12-month equivalents. Agencies
 reporting less than 6 months of data were excluded from the
 aggregation. Data from agencies reporting only statewide figures were
 allocated to counties proportionate to their share of the state
 population. (2) 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 the Adobe Acrobat Reader. Information on how to
 obtain a copy of the Acrobat Reader is provided on the ICPSR Web
site.