Comprehensive demographic dataset for Historic South-Central, Los Angeles, CA, US including population statistics, household income, housing units, education levels, employment data, and transportation with year-over-year changes.

Comprehensive demographic dataset for South L.A., Los Angeles, CA, US including population statistics, household income, housing units, education levels, employment data, and transportation with year-over-year changes.

Content

Ethnicity breakdown for large public housing sites owned by the Housing Authority of the City of Los Angeles. Updated 2015.

Context

This is a dataset hosted by the city of Los Angeles. The organization has an open data platform found here and they update their information according the amount of data that is brought in. Explore Los Angeles's Data using Kaggle and all of the data sources available through the city of Los Angeles organization page!

• Update Frequency: This dataset is updated daily.

Acknowledgements

This dataset is maintained using Socrata's API and Kaggle's API. Socrata has assisted countless organizations with hosting their open data and has been an integral part of the process of bringing more data to the public.

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Comprehensive demographic dataset for South Park, Los Angeles, CA, US including population statistics, household income, housing units, education levels, employment data, and transportation with year-over-year changes.

Comprehensive demographic dataset for Beverly Hills Burton South, Beverly Hills, CA, US including population statistics, household income, housing units, education levels, employment data, and transportation with year-over-year changes.

This EnviroAtlas dataset describes the block group population and the percentage of the block group population that has potential views of water bodies. A potential view of water is defined as having a body of water that is greater than 300m2 within 50m of a residential location. The window views are considered "potential" because the procedure does not account for presence or directionality of windows in one's home. The residential locations are defined using the EnviroAtlas Dasymetric (2011/October 2015) map. This dataset was produced by the US EPA to support research and online mapping activities related to EnviroAtlas. EnviroAtlas (https://www.epa.gov/enviroatlas) allows the user to interact with a web-based, easy-to-use, mapping application to view and analyze multiple ecosystem services for the contiguous United States. The dataset is available as downloadable data (https://edg.epa.gov/data/Public/ORD/EnviroAtlas) or as an EnviroAtlas map service. Additional descriptive information about each attribute in this dataset can be found in its associated EnviroAtlas Fact Sheet (https://www.epa.gov/enviroatlas/enviroatlas-fact-sheets).

Comprehensive demographic dataset for Beverly Hills Doheny South East, Beverly Hills, CA, US including population statistics, household income, housing units, education levels, employment data, and transportation with year-over-year changes.

This dataset contains counts of live births for California counties based on information entered on birth certificates. Final counts are derived from static data and include out of state births to California residents, whereas provisional counts are derived from incomplete and dynamic data. Provisional counts are based on the records available when the data was retrieved and may not represent all births that occurred during the time period.

The final data tables include both births that occurred in California regardless of the place of residence (by occurrence) and births to California residents (by residence), whereas the provisional data table only includes births that occurred in California regardless of the place of residence (by occurrence). The data are reported as totals, as well as stratified by parent giving birth's age, parent giving birth's race-ethnicity, and birth place type. See temporal coverage for more information on which strata are available for which years.

These data are part of NACJD's Fast Track Release and are distributed as they were received from the data depositor. The files have been zipped by NACJD for release, but not checked or processed except for the removal of direct identifiers. Users should refer to the accompanying readme file for a brief description of the files available with this collection and consult the investigator(s) if further information is needed. This research was an evaluation of the Los Angeles Police Department's (LAPD) Training Evaluation and Management System II (TEAMS II) Early Intervention System conducted by Justice and Security Strategies, Inc. TEAMS II was designed to identify officers at-risk for engaging in future problematic behavior. This system was mandated as part of the Consent Decree (Section II) that was formally entered into on June 15, 2001 between the U.S. Department of Justice and the LAPD. Justice and Security Strategies, Inc. research staff worked with the Information Technology Bureau to obtain and analyze TEAMS II data, conducted informal interviews with officers, sergeants, civilians, command staff, and technologists involved with TEAMS II, and worked with the TEAMS II contractors to examine and provide recommendations. The data collection includes 3 Stata data files. The concentration analysis dataset (TEAMS-Concentration-Analysis-FINAL-v2.dta) with 143 variables for 15,710 cases, the regression-discontinuity dataset (TEAMS-Regression-Discontinuity-FINAL.dta) with 98 variables for 297,779 cases, and the time series dataset (TEAMS-Time-Series-FINAL.dta) with 43 variables for 192 cases. Demographic variables included as part of this data collection include officer age, gender, ethnicity, education level, and total number of officers employed by demographics.

Key Table Information.Table Title.Place of Work for Workers 16 Years and Over--Metropolitan Statistical Area Level.Table ID.ACSDT1Y2024.C08016.Survey/Program.American Community Survey.Year.2024.Dataset.ACS 1-Year Estimates Detailed Tables.Source.U.S. Census Bureau, 2024 American Community Survey, 1-Year Estimates.Dataset Universe.The dataset universe of the American Community Survey (ACS) is the U.S. resident population and housing. For more information about ACS residence rules, see the ACS Design and Methodology Report. Note that each table describes the specific universe of interest for that set of estimates..Methodology.Unit(s) of Observation.American Community Survey (ACS) data are collected from individuals living in housing units and group quarters, and about housing units whether occupied or vacant. For more information about ACS sampling and data collection, see the ACS Design and Methodology Report..Geography Coverage.ACS data generally reflect the geographic boundaries of legal and statistical areas as of January 1 of the estimate year. For more information, see Geography Boundaries by Year.Estimates of urban and rural populations, housing units, and characteristics reflect boundaries of urban areas defined based on 2020 Census data. As a result, data for urban and rural areas from the ACS do not necessarily reflect the results of ongoing urbanization..Sampling.The ACS consists of two separate samples: housing unit addresses and group quarters facilities. Independent housing unit address samples are selected for each county or county-equivalent in the U.S. and Puerto Rico, with sampling rates depending on a measure of size for the area. For more information on sampling in the ACS, see the Accuracy of the Data document..Confidentiality.The Census Bureau has modified or suppressed some estimates in ACS data products to protect respondents' confidentiality. Title 13 United States Code, Section 9, prohibits the Census Bureau from publishing results in which an individual's data can be identified. For more information on confidentiality protection in the ACS, see the Accuracy of the Data document..Technical Documentation/Methodology.Information about the American Community Survey (ACS) can be found on the ACS website. Supporting documentation including code lists, subject definitions, data accuracy, and statistical testing, and a full list of ACS tables and table shells (without estimates) can be found on the Technical Documentation section of the ACS website.Sample size and data quality measures (including coverage rates, allocation rates, and response rates) can be found on the American Community Survey website in the Methodology section.Data are based on a sample and are subject to sampling variability. The degree of uncertainty for an estimate arising from sampling variability is represented through the use of a margin of error. The value shown here is the 90 percent margin of error. The margin of error can be interpreted roughly as providing a 90 percent probability that the interval defined by the estimate minus the margin of error and the estimate plus the margin of error (the lower and upper confidence bounds) contains the true value. In addition to sampling variability, the ACS estimates are subject to nonsampling error (for a discussion of nonsampling variability, see ACS Technical Documentation). The effect of nonsampling error is not represented in these tables.Users must consider potential differences in geographic boundaries, questionnaire content or coding, or other methodological issues when comparing ACS data from different years. Statistically significant differences shown in ACS Comparison Profiles, or in data users' own analysis, may be the result of these differences and thus might not necessarily reflect changes to the social, economic, housing, or demographic characteristics being compared. For more information, see Comparing ACS Data..Weights.ACS estimates are obtained from a raking ratio estimation procedure that results in the assignment of two sets of weights: a weight to each sample person record and a weight to each sample housing unit record. Estimates of person characteristics are based on the person weight. Estimates of family, household, and housing unit characteristics are based on the housing unit weight. For any given geographic area, a characteristic total is estimated by summing the weights assigned to the persons, households, families or housing units possessing the characteristic in the geographic area. For more information on weighting and estimation in the ACS, see the Accuracy of the Data document.Although the American Community Survey (ACS) produces population, demographic and housing unit estimates, the decennial census is the official source of population totals for April 1st of each decennial year. In between censuses, the Census Bureau's Population Estimates Program produces and disseminates the official estimates of the population for the nation, s...

Datasets supporting findings and visualizations behind McManamay et al. (2024) Divergent urban land trajectories under alternative population projections within the shared socioeconomic pathways. Environmental Research Letters, DOI: 10.1088/1748-9326/ad2eec Using a spatial modeling experiment at high resolution (1-km), this study compared how two alternative US population projections, varying in the spatially explicit nature of demographic patterns and migration, affect urban land dynamics simulated by the Spatially Explicit, Long-term, Empirical City development (SELECT) model for SSP2, SSP3, and SSP5. The numerical experiment, inputs and outputs are fully described in McManamay et al. (2024). The datasets summarize SELECT model simulations within urban areas and rural areas of the conterminous United States. For code to reproduce the results, please refer to https://github.com/IMMM-SFA/mcmanamay_etal_2024_erl Please refer to the README file provided in Files for more details. Descriptions of the datasets are provided below. Dataset(s) Descriptions: Urban_Land_delta_UA_County.csv: Urban land area for original (default) population, updated population, and urban land delta (difference between the two) according to Shared Socioeconomic Pathways (SSPs) and year. Urban land is summarized for U.S. counties (FIPS code) and urban areas (GEOID) as unique areas within various counties. JO_Gao_pop_ufdelta.csv: Comparison of population differences and urban land differences between the origial (default) and updated population projections. City_Case_studies.csv: Differences in urban land areas arising from different population projections summarized for selected cities (Atlanta, Los Angeles, Houston, and New York) and their surrounding rural areas UA_county_FID.zip: Zipped folder of .tiff file depicting unique combination of urban areas and US counties used for summarizing urban land differences in urban and rural areas based on different population projections. ULD_clusters.zip: Zipped folder of .csv files depicting normalized changes in urban land delta (difference in urban land arising from population projections) and the respective Ward's hierarchical clusters, which group urban and rural areas based on similarities in temporal trends. Urban_Percent_change_2100.zip: Zipped folder of .csv files depicting percent changes in urban land area for year 2100 based on differences in the original (default) population and updated population. Each file is for SSPs and urban or rural areas.

Abstract (en): This collection contains a cumulative datafile for The Los Angeles County Social Survey (LACSS) comprised of participants from years 1992 and 1994-1998. The LACSS continues the Los Angeles Metropolitan Area Studies (LAMAS) and the Southern California Social Surveys (SCSS). The Los Angeles County Social Survey (LACSS) is part of a continuing annual research project supported by the Institute for Social Science Research at the University of California, Los Angeles (UCLA). Each year a University of California researcher is given an opportunity to be principal investigator and to use a segment of the LACSS for his or her own research. Data for this collection represents the LACSS conducted between February 1992 and June 1998. No data was included for the year 1993. Each year, Los Angeles County residents were asked questions concerning ethnic relations, social dominance, social distance, immigration, affirmative action, employment, and government. A split ballot methodology was utilized concerning the topics of immigration and affirmative action. Respondents were randomly selected to answer a series of questions from one of three ballots. In addition, a different series of social distance questions were asked depending on the respondent's ethnicity. Demographic information collected includes race, gender, religion, age, education level, occupation, birth place, political party affiliation and ideology, and origin of ancestry. The primary purpose of the Los Angeles County Social Survey (LACSS) is to provide the University of California, Los Angeles (UCLA) and the local community with information about the opinions and attitudes of Los Angeles County residents on a wide range of topics. The study sought to survey a representative sample of adults in Los Angeles County. The LACSS also provides UCLA undergraduate and graduate students with the experience of collecting survey research data. This random digit dial sample of households in Los Angeles County contains over-samples of African American and Asian American households. Respondents were randomly selected to answer a series of questions from one of two ballots concerning economic conditions, and one of three ballots about ethnic relations. Investigators employed a computer-assisted telephone interviewing (CATI) system for years 1992, 1994, and 1996-1998. Investigators conducted interviews by telephone in 1995. 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: Created online analysis version with question text.; Checked for undocumented or out-of-range codes.. Datasets:DS1: Los Angeles County Social Survey, 1992, 1994-1998 (LACSS) Households with telephones in Los Angeles County. Smallest Geographic Unit: County Individuals living in households with telephones in Los Angeles County were selected using a random digital dial sample which included over-samples of African American and Asian American households. computer-assisted telephone interview (CATI) telephone interview

This data collection documents an evaluation of the Los Angeles County Sheriff's Regimented Inmate Diversion (RID) program conducted with male inmates who were participants in the program during September 1990-August 1991. The evaluation was designed to determine whether county-operated boot camp programs for male inmates were feasible and cost-effective. An evaluation design entailing both process and impact components was undertaken to fully assess the overall effects of the RID program on offenders and on the county jail system. The process component documented how the RID program actually operated in terms of its selection criteria, delivery of programs, length of participation, and program completion rates. Variables include demographic/criminal data (e.g., race, date of birth, arrest charge, bail and amount, sentence days, certificates acquired, marital status, employment status, income), historical state and county arrest data (e.g., date of crime, charge, disposition, probation time, jail time, type of crime), boot camp data (e.g., entry into and exit from boot camp, reason for exit, probation dates, living conditions, restitution order), drug history data (e.g., drug used, frequency, method), data on drug tests, and serious incidence data. The impact data were collected on measures of recidivism, program costs, institutional behavior, and RID's effect on jail crowding.

This dataset covers ballots 529-33, 752, 761, 765-67, 776, 806-12, spanning January-December 1988. The dataset contains the data resulting from these polls in ASCII. The ballots are as follows: 529-1 - January This Gallup poll seeks the opinions of Canadians, on predominantly social and political issues. The questions ask opinions on what Canada's biggest problem is, the prospect of peace in the Middle-east and which party is best equipped to deal with Canada's biggest problem. There are also questions on other topics of interest such as subsidized day-care, whether or not an election should be called and how hard people work . The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: Canada's biggest problem; evaluation of party to best deal with Canada's problems; subsidized day-care; the conflict in the Middle-east; Canada's economic situation in the next six months; the security of computer credit information; whether or not an election should be called; how hard people work; and predictions for Canada's next parliament. Basic demographic variables are also included. 530-1 - February This Gallup poll seeks the opinions of Canadians, on predominantly social and political issues. The questions ask opinions on what Canada's biggest problem is, the prospect of peace in the Middle-east and which party is best equipped to deal with Canada's biggest problem. There are also questions on other topics of interest such as subsidized day-care, whether or not an election should be called and how hard people work . The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: Canada's biggest problem; evaluation of party to best deal with Canada's problems; subsidized day-care; the conflict in the Middle-east; Canada's economic situation in the next six months; the security of computer credit information; whether or not an election should be called; how hard people work; and predictions for Canada's next parliament. Basic demographic variables are also included. 531-1 - March This Gallup poll seeks the opinions of Canadians, on predominantly political and social issues. The questions ask opinions about different political figures and parties, current events and the severity of substance abuse in Canada. There are also questions on other topics of interest such as the ability of the United States to treat the world's problems, the existence of U.F.O's and life on other planets and unemployment insurance. The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: drug and alcohol use in Canada; bias in new reporting; cabinet minister identification; opinions on Canadian political leaders; cruise missile testing in Canada's north; nuclear energy in Canada; immigration quotas; unemployment insurance; disposable income; and U.F.O's. Basic demographics are also included. 532-1 - April This Gallup poll seeks the opinions of Canadians, on predominantly political and social issues. The questions ask opinions on the prevelance and acceptance of homosexuality, and approval of the Meech Lake accord. There are also questions on other topics of interest such acid rain versus free trade negotiations with the Unite States, patriotism in Canada and Sunday shopping. The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: acid rain versus free trade as most important issue to negotiate with U.S.; approval of granting Quebec distinct society status in the Meech Lake accord; approval of granting more power to the provinces in the Meech Lake accord; degree of patriotism in Canada; effect of a candidate's sexual orientation on getting votes; general familiarity with and approval of the Meech Lake accord; professions homosexuals should or should not be allowed to pursue; rights for homosexuals; Svend Robinson's declaring himself as a homosexual; the minimum amount of money a family of four needs per week to get by; abortion as woman and doctor's decision; and Sunday shopping. Basic demographic variables are also included. 533-1 - May This Gallup poll seeks the opinions of Canadians, on predominantly political and social issues. The questions ask opinions about the frequency of political preference, influential factors in political choices and general economic issues. There are also questions on other topics of interest such as religious habits, anti-smoking bylaws and the impact of computers. The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: the rate and regulation of bank fees; importance of organized religion; the economic future of Canada; the ideal number of children to have; the impact and availability of computers; anti-smoking bylaws; approval of 1984 Progressive Conservative government; approval of 1988 party leaders; abortion; influential factors on voter choice; and free trade. Basic demographics are also included. 752-p - August (Alberta Regional Review) This Gallup poll seeks the opinions of Albertans on predominantly political issues. Topics of interest include: whether Canadian farmers require special government assistance, remuneration for the Principal Group failure, voting behavior in the provincial election, opinion on the Progressive Conservative government in Edmonton, Don Getty, Ray Martin, Don Getty stepping down as leader of the Alberta Progressive Conservative Party, the Provincial Liberal Part, voting behavior in the federal election, and the trading of Wayne Gretzky's effect on the Edmonton Oilers and Los Angeles Kings. Basic demographics are also included. 761-t - October This Gallup poll seeks the opinions of Canadians, on predominantly political issues and social issues. The questions ask opinions about political leaders and upcoming political voting trends. There are also questions dealing with Party leaders and the situations they would excel in. The respondents were also asked questions so that they could be grouped according to geographical variables. Topics of interest include: voting behaviour; the Election; party leaders; Brian Mulroney; Ed Broadbent; John Turner/ Basic demographic variables are also included. 765-t - October This Gallup poll seeks the opinions of Canadians from the Toronto area, on predominantly political issues. The questions ask opinions about current municipal level problems like traffic congestion and housing prices as well as opinions on federal issues like abortion and free trade. There are also questions on other topics of interest such as voting choice, political leaders at the federal level and who would make the best Prime Minister. The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: degree of interest in upcoming federal election; likelihood that respondent will choose to vote; vote inclination or preferences; federal election's main issue; social issues facing Toronto; and evaluations of Brian Mulroney, John Turner and Edbroadbent. Basic demographics are also included. 766-t - October This Gallup poll seeks the opinions of Canadians, on political leaders during the televised debate. The questions ask opinions about the winner fo the debate, the impact of the debate on the respondents upcoming vote and the free trade issue. The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: wether the respondents watched the debate in full or only part; the winner according to the respondents; the impact on the respondents upcoming vote; the preferences of the respondents before viewing the debate; and the necessity of a separate debate concerning the free trade issue. Basic demographics are also included. 767-t - October This Gallup poll seeks the opinions of Canadians, on predominantly political questions. The questions ask opinions about candidates and parties in the upcoming federal election, the respondents' degree of interest in the current electoral campaign. There are also questions on other topics of interest such as voting choice, and the proposed Canada - U.S. Free Trade Agreement. The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: degree of interest in upcoming election; likelihood that respondent will choose to vote; previous voting; voter preferences; factors influencing voter's choice; support for, and potential impact of free trade; and assessments of party leaders and other prominent political leaders. Basic demographics are also included. 776-t - November (missing) 806-1 - June This Gallup poll seeks the opinions of Canadians, on predominantly political issues. The questions ask opinions about political leaders, business conditions, free trade and social issues such as abortion. There are also questions on other topics of interest such as amnesty for illegal immigrants and child birth incentives to counteract the falling birth rate. The respondents were also asked questions so that they could be grouped according to geographic, political and social variables. Topics of interest include: allowing amnesty to illegal immigrants; business conditions; Canadian political party leaders; Free Trade and its effect on employment, income and Canada U.S. relations; incentives to counter falling birth rates; legalization of abortion; political figures: Brian Mulrooney, John Turner, Ed Broadbent and the 1988 Canadian Cabinet; problems facing Canada today; and American investment in Canada.

This dataset tracks annual hispanic student percentage from 1992 to 2022 for Ulysses S. Grant Senior High School vs. California and Los Angeles Unified School District