cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dtf93g
title: Occurrence Download

description: A dataset containing 696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Callitriche stagnalis Scop."
 ]
}

 The dataset includes 696 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022856-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr38787
title: Uniform Crime Reporting Program Data: Arrests by Age, Sex, and Race, United States, 2020
title: Archival Version

description: These data provide information on the number of arrests reported to the Federal Bureau of Investigation's (FBI) Uniform Crime Reporting (UCR) Program each month by police agencies in the United States. Although not as well known as the "Crimes Known to the Police" data drawn from the Uniform Crime Report's Return A form, the arrest reports by age, sex, and race provide valuable data on 49 offenses including violent, drug, gambling, and larceny crimes. The data received by ICPSR were structured as a hierarchical file containing (per reporting police agency) an agency header record, and 1 to 12 monthly header reports, and 1 to 49 detail offense records containing the counts of arrests by age, sex, and race for a particular offense. ICPSR restructured the original data to a rectangular format.
description: The data for the Uniform Crime Reports are submitted voluntarily by city, county, and state law enforcement agencies. Some agencies receive forms directly from the FBI and return them directly to the FBI. Many others receive forms from state collecting programs and return the reports to those programs. The state programs, in turn, forward the reports to the FBI. Reports are sent out and collected on a monthly basis.
description: Datasets: 
DS1: Uniform Crime Reporting Program Data: Arrests by Age, Sex, and Race, United States, 2020
description: Arrests reported by law enforcement agencies to the Federal Bureau of Investigation's Uniform Crime Reporting program. Smallest Geographic Unit: states, counties, cities
description: mail questionnaire; on-site questionnaireThese studies are 'static data snapshots' of the data available on the FBI website via the Crime Data Explorer, which is continuously updated. For additional information on the Uniform Crime Reporting (UCR) Program, please visit the UCR website.
DOI: 10.3886/icpsr38787.v1
title: Uniform Crime Reporting Program Data: Arrests by Age, Sex, and Race, United States, 2020
title: Version 1

description: These data provide information on the number of arrests reported to the Federal Bureau of Investigation's (FBI) Uniform Crime Reporting (UCR) Program each month by police agencies in the United States. Although not as well known as the "Crimes Known to the Police" data drawn from the Uniform Crime Report's Return A form, the arrest reports by age, sex, and race provide valuable data on 49 offenses including violent, drug, gambling, and larceny crimes. The data received by ICPSR were structured as a hierarchical file containing (per reporting police agency) an agency header record, and 1 to 12 monthly header reports, and 1 to 49 detail offense records containing the counts of arrests by age, sex, and race for a particular offense. ICPSR restructured the original data to a rectangular format.
description: The data for the Uniform Crime Reports are submitted voluntarily by city, county, and state law enforcement agencies. Some agencies receive forms directly from the FBI and return them directly to the FBI. Many others receive forms from state collecting programs and return the reports to those programs. The state programs, in turn, forward the reports to the FBI. Reports are sent out and collected on a monthly basis.
description: Datasets: 
DS1: Uniform Crime Reporting Program Data: Arrests by Age, Sex, and Race, United States, 2020
description: Arrests reported by law enforcement agencies to the Federal Bureau of Investigation's Uniform Crime Reporting program. Smallest Geographic Unit: states, counties, cities
description: mail questionnaire; on-site questionnaireThese studies are 'static data snapshots' of the data available on the FBI website via the Crime Data Explorer, which is continuously updated. For additional information on the Uniform Crime Reporting (UCR) Program, please visit the UCR website.
DOI: 10.3886/icpsr38795
title: Uniform Crime Reporting Program Data: Arrests by Age, Sex, and Race, United States, 2021
title: Archival Version

description: These data provide information on the number of arrests reported to the Federal Bureau of Investigation's (FBI) Uniform Crime Reporting (UCR) Program each month by police agencies in the United States. Although not as well known as the "Crimes Known to the Police" data drawn from the Uniform Crime Report's Return A form, the arrest reports by age, sex, and race provide valuable data on 43 offenses including violent, drug, gambling, and larceny crimes. The data received by ICPSR were structured as a hierarchical file containing (per reporting police agency) an agency header record, and 1 to 12 monthly header reports, and 1 to 43 detail offense records containing the counts of arrests by age, sex, and race for a particular offense. ICPSR restructured the original data to a rectangular format.
description: The data for the Uniform Crime Reports are submitted voluntarily by city, county, and state law enforcement agencies. Some agencies receive forms directly from the FBI and return them directly to the FBI. Many others receive forms from state collecting programs and return the reports to those programs. The state programs, in turn, forward the reports to the FBI. Reports are sent out and collected on a monthly basis.
description: Datasets: 
DS1: Uniform Crime Reporting Program Data: Arrests by Age, Sex, and Race, United States, 2021
description: Arrests reported by law enforcement agencies to the Federal Bureau of Investigation's Uniform Crime Reporting program. Smallest Geographic Unit: states, counties, cities
description: mail questionnaire; on-site questionnaireThese studies are 'static data snapshots' of the data available on the FBI website via the Crime Data Explorer, which is continuously updated. For additional information on the Uniform Crime Reporting (UCR) Program, please visit the UCR website.Due to a high number of outliers in the data, for this year's release ICPSR has included an additional 111 raw data variables in the data files.
DOI: 10.3886/icpsr37816
title: National Crime Victimization Survey: School Crime Supplement, [United States], 2019
title: Archival Version

description: The primary purpose of the School Crime Supplement (SCS) is to obtain additional information about school-related victimizations so that policymakers; academic researchers; practitioners at the federal, state, and local levels; and special interest groups who are concerned with crime in schools can make informed decisions concerning policies and programs. The SCS asks questions related to students' experiences with, and perceptions of crime and safety at school, including preventive measures employed by schools; students' participation in after school activities; students' perception of school rules and enforcement of these rules; the presence of weapons, drugs, alcohol, and gangs in school; student bullying; hate-related incidents; and attitudinal questions relating to the fear of victimization at school. These responses are linked to the National Crime Victimization Survey (NCVS) survey instrument responses for a more complete understanding of the individual student's circumstances.
description: The data contain weights for creating national estimates.
description: Persons ages 12 to 18 who were in primary or secondary education programs leading to a high school diploma (elementary through high school), and who had been enrolled sometime during the 6 months prior to the interview, were administered the 2019 SCS questionnaire.
description: Datasets: DS1: National Crime Victimization Survey: School Crime Supplement, [United States], 2019
description: NCVS household members aged 12 through 18.
description: face-to-face interview; telephone interview
DOI: 10.3886/icpsr37933
title: Anti-LGBTQ Hate Crimes in Miami-Dade County, Florida, 2005-2019
title: Archival Version

description: The goal of this study is to enhance public safety and community well-being through effective identification, investigation, and prosecution of anti-LGBTQ hate crimes in Miami. The investigators examined victimization experiences, victim and offender characteristics, crime reporting outcomes, victimization consequences, case processing, as well as the criminal justice system's challenges and opportunities for reform. The project focuses on the hate crime victimization within Miami's Latine community.
description: The purpose of this study is to account for the prevalence of anti-LGBTQ hate crime victimization in Miami, identify barriers for crime reporting, victim cooperation with law enforcement, prosecutorial capacity, identify opportunities for reforming police and prosecutorial capacity, research consequences of victimization and how the criminal justice system identifies, processes, and disposes of hate crimes.
description: The study employs a mixed-methods design using quantitative and qualitative data from victim interviews, case file reviews, and practitioner interviews. 400 LGBTQ individuals who have been victims of a crime have been interviewed using a three-stage venue-based sampling. Furthermore, all hate crimes disposed of by the Miami-Dade State Attorney's Office between June 2005 and July 2019 (n = 23) were reviewed to collect data on specific offenses, case processing, and disposition outcomes. Finally, 10 semi-structured in-depth interviews were carried out with prosecutors, police detectives, and service providers to assess the practitioners' perceptions of the problem and opportunities for reforming the system.
description: The LGBTQ Hate Crimes Interview Screeners dataset contains basic information on the victim, including LGBTQ idenfitication and marital status, and the type of crime. The LGBTQ Hate Crimes Interviews dataset contains more in-depth information, including victim demographic information, substance abuse history, information on whether the victim is open about their LGBTQ identification, the victim's job status, and information about how the victim reacted to the crime, such as whether or not they reported the crime to the police and their level of cooperation with the police and prosecution. The Prosecutorial Case Files dataset includes formal information about the crime, such as victim demographics, defense counsel information, and arrest information.
description: Datasets: DS0: Study-Level Files DS1: LGBTQ Hate Crimes Interview Screeners Restricted-Use Dataset DS2: LGBTQ Hate Crimes Interviews Restricted-Use Dataset DS3: Prosecutorial Case Files Restricted-Use Dataset
description: LGBTQ victims of hate crimes. Hate crimes disposed of by the Miami-Dade State Attorney's Office. Smallest Geographic Unit: ZIP code
description: record abstracts; face-to-face interview; mixed mode
DOI: 10.3886/icpsr37840
title: Optimizing Juvenile Assessment Performance, United States, 2003-2019
title: Archival Version

description: In nearly every state and in the vast majority of juvenile justice agencies, risk assessments are incorporated into diversion, case management, supervision, and placement practices. Despite two decades of use within the juvenile justice system, little research regarding the methods of risk assessment development is discussed or translated to the field and practitioners. Many of the contemporary tools used today are implemented off-the-shelf, meaning that tools were developed with a specific set of methods, selecting and weighting items used in the prediction of a specified sample of youth. What is not known is how the various designs, methods, and circumstances of tool development impact the predictive performance when adopted by a jurisdiction. This study seeks to provide input into this dilemma. Demographic information in this study includes age, race, and sex.
description: The study sought to isolate, test, and evaluate the relative impact of seven notable risk assessment development variations, namely: Item selection technique, Weighting, Gender-specificity, Race-ethnicity neutrality, Outcome specificity, Prediction duration, and Jurisdiction variation. It was anticipated that each tested variation would provide a small-to-substantial impact on the predictive performance of assessments evaluated.
description: Using a large, aggregated, multi-state sample of youth assessed using the same risk-needs assessment item pool, the study created risk assessments using the seven development methods outlined. Item clusters, or factors, were also identified, for potential use as scales in the modeling process. Where required, boosted regression models were used for identifying predictive items and providing coefficient weights. In addition, several sub-samples were created to examine and compare approaches between gender and race/ethnic groupings. Furthermore, comparisons were made between the 10-site unified sample and models created to capture individual site differences. To identify model performance, M-fold validation was completed, where industry standard Area Under the Curve (AUC) statistics are provided.
description: The variables in this study are divided into the following categories: Recidivism measures Criminal history School status Use of free time Employment status Status of relationships Family history Living arrangements Alcohol and drug use Mental health status Attitudes/behaviors Aggression Skills
description: Data gathered in 10 states by risk assessment tools based on the Washington State Juvenile Court Authority - Risk Assessment (WSJCA-RA).
description: Datasets: DS0: Study-Level Files DS1: Master Dataset DS2: Eastern 1 Dataset DS3: Eastern 2 Dataset DS4: Southeastern Dataset DS5: Southern 1 Dataset DS6: Southern 2 Dataset DS7: Midwestern Dataset DS8: Mountain 1 Dataset DS9: Mountain 2 Dataset DS10: Western 1 Dataset DS11: Western 2 Dataset
description: Risk assessment tools used by juvenile justice agencies. Smallest Geographic Unit: Other
description: record abstracts
DOI: 10.3886/icpsr38631
title: Federal Justice Statistics Program: Defendants in Federal Criminal Cases in District Court - Terminated, 2021
title: Archival Version

description: The data contain records of defendants in criminal cases terminated in United States District Court during fiscal year 2021. The data were constructed from the Administrative Office of the United States District Courts' (AOUSC) criminal file. Defendants in criminal cases may be either individuals or corporations. There is one record for each defendant in each case filed. Included in the records are data from court proceedings and offense codes for up to five offenses charged at the time the case was filed. (The most serious charge at termination may differ from the most serious charge at case filing, due to plea bargaining or action of the judge or jury.) In a case with multiple charges against the defendant, a "most serious" offense charge is determined by a hierarchy of offenses based on statutory maximum penalties associated with the charges. The data file contains variables from the original AOUSC files as well as additional analysis variables. Variables containing identifying information (e.g., name, Social Security number) were either removed, coarsened, or blanked in order to protect the identities of individuals. These data are part of a series designed by Abt Associates and the Bureau of Justice Statistics. Data and documentation were prepared by Abt Associates.
description: Datasets: DS1: Federal Justice Statistics Program: Defendants in Federal Criminal Cases in District Court - Terminated, 2021
description: Criminal cases terminated in United States District Court during fiscal year 2021.
DOI: 10.3886/icpsr37063
title: Uniform Crime Reporting Program Data: Property Stolen and Recovered, United States, 2016
title: Archival Version

description: The UNIFORM CRIME REPORTING PROGRAM DATA: PROPERTY STOLEN AND RECOVERED, UNITED STATES, 2016 file (also known as the Supplement to Return A) is collected at the agency level and includes detailed monthly data on the nature of crime and the value and type of property stolen and recovered incident to each crime. The Return A Supplement requires that a value be established for property stolen and recovered in each Crime Index category except aggravated assault. It is designed to record the value of property stolen and recovered in the following eleven classifications: Currency/notes, Jewelry and Precious Metals, Clothing and Furs, Locally Stolen Motor Vehicles, Office Equipment, Televisions/Radios, Firearms, Household Goods, Consumable Goods, Livestock, and Miscellaneous. The determination of the value of property stolen is an obligation of the investigating officer, and such information is essential to assure the completeness of a law enforcement investigative report on stolen property. The data were originally assembled by the Federal Bureau of Investigation (FBI) from reports submitted by agencies participating in the UCR. The ICPSR file was processed from Return A Supplement files provided by the FBI.
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of 
				disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major 
				statistical software formats as well as standard codebooks to accompany the data. In addition to 
				these procedures, ICPSR performed the following processing steps for this data collection:
			   		Performed consistency checks.; Checked for undocumented or out-of-range codes..
description: Datasets: 
					
						DS1: Dataset
description: Uniform Crime Reporting Program Data Series
description: self-enumerated questionnaire
description: Property crimes reported by law enforcement agencies in the United States.
DOI: 10.3886/icpsr38739
title: Uniform Crime Reporting Program Data: Property Stolen and Recovered, United States, 2017
title: Archival Version

description: The UNIFORM CRIME REPORTING PROGRAM DATA: PROPERTY STOLEN AND RECOVERED, UNITED STATES, 2017 file (also known as the Supplement to Return A) is collected at the agency level and includes detailed monthly data on the nature of crime and the value and type of property stolen and recovered incident to each crime. The Return A Supplement requires that a value be established for property stolen and recovered in each Crime Index category except aggravated assault. It is designed to record the value of property stolen and recovered in the following eleven classifications: Currency/notes, Jewelry and Precious Metals, Clothing and Furs, Locally Stolen Motor Vehicles, Office Equipment, Televisions/Radios, Firearms, Household Goods, Consumable Goods, Livestock, and Miscellaneous. The determination of the value of property stolen is an obligation of the investigating officer, and such information is essential to assure the completeness of a law enforcement investigative report on stolen property. The data were originally assembled by the Federal Bureau of Investigation (FBI) from reports submitted by agencies participating in the UCR. The ICPSR file was processed from Return A Supplement files provided by the FBI.
description: Datasets: DS1: Uniform Crime Reporting Program Data: Property Stolen and Recovered, United States, 2017
description: Property crimes reported by law enforcement agencies in the United States. Smallest Geographic Unit: US states, counties, cities
description: self-enumerated questionnaireStarting with the year 1998, each of the four parts of the UCR data collection archived by ICPSR is released as a separate study under its own study number. The Property Stolen and Recovered data for the years 1975-1997 can be found in UNIFORM CRIME REPORTING PROGRAM DATA: 1975-1997 (ICPSR 9028).These studies are 'static data snapshots' of the data available on the FBI website via the Crime Data Explorer, which is continuously updated. For additional information on the Uniform Crime Reporting (UCR) Program, please visit the UCR website.
DOI: 10.3886/icpsr38739.v1
title: Uniform Crime Reporting Program Data: Property Stolen and Recovered, United States, 2017
title: Version 1

description: The UNIFORM CRIME REPORTING PROGRAM DATA: PROPERTY STOLEN AND RECOVERED, UNITED STATES, 2017 file (also known as the Supplement to Return A) is collected at the agency level and includes detailed monthly data on the nature of crime and the value and type of property stolen and recovered incident to each crime. The Return A Supplement requires that a value be established for property stolen and recovered in each Crime Index category except aggravated assault. It is designed to record the value of property stolen and recovered in the following eleven classifications: Currency/notes, Jewelry and Precious Metals, Clothing and Furs, Locally Stolen Motor Vehicles, Office Equipment, Televisions/Radios, Firearms, Household Goods, Consumable Goods, Livestock, and Miscellaneous. The determination of the value of property stolen is an obligation of the investigating officer, and such information is essential to assure the completeness of a law enforcement investigative report on stolen property. The data were originally assembled by the Federal Bureau of Investigation (FBI) from reports submitted by agencies participating in the UCR. The ICPSR file was processed from Return A Supplement files provided by the FBI.
description: Datasets: DS1: Uniform Crime Reporting Program Data: Property Stolen and Recovered, United States, 2017
description: Property crimes reported by law enforcement agencies in the United States. Smallest Geographic Unit: US states, counties, cities
description: self-enumerated questionnaireStarting with the year 1998, each of the four parts of the UCR data collection archived by ICPSR is released as a separate study under its own study number. The Property Stolen and Recovered data for the years 1975-1997 can be found in UNIFORM CRIME REPORTING PROGRAM DATA: 1975-1997 (ICPSR 9028).These studies are 'static data snapshots' of the data available on the FBI website via the Crime Data Explorer, which is continuously updated. For additional information on the Uniform Crime Reporting (UCR) Program, please visit the UCR website.