AndreaBozzo/ceres-open-data-index huggingface dataset:
Arrest Data from 2010 to 2019

******Notice: Transition to NIBRS-Compliant Arrest Data Reporting The Los Angeles Police Department (LAPD) has completed its transition from the legacy Records Management System, which reported crime and arrest data under Uniform Crime Reporting (UCR) standards, to a modernized system fully aligned with the National Incident-Based Reporting System (NIBRS). This effort is part of LAPD’s ongoing commitment to modernize data reporting and enhance transparency. We are currently developing a new NIBRS Arrest dataset to align with the NIBRS standards. As a result, the existing Arrest Data from 2010 to 2019 dataset will no longer receive updates. It will remain available on the portal for historical reference only. Once the new NIBRS Arrest dataset is complete, it will be published on the Los Angeles Open Data Portal and refreshed on a regular schedule. Additional details will be shared as they become available. Thank you for your understanding as we work to provide more comprehensive and standardized data for the public. ****** On March 7th, 2024, the Los Angeles Police Department (LAPD) adopted a new Records Management System for reporting crimes and arrests. This new system is implemented to comply with the FBI's mandate to collect NIBRS-only data (NIBRS — FBI - https://www.fbi.gov/how-we-can-help-you/more-fbi-services-and-information/ucr/nibrs). This dataset reflects arrest incidents in the City of Los Angeles from 2010 to 2019. This data is transcribed from original arrest reports that are typed on paper and therefore there may be some inaccuracies within the data. Some location fields with missing data are noted as (0.0000°, 0.0000°). Address fields are only provided to the nearest hundred block in order to maintain privacy. This data is as accurate as the data in the database. Please note questions or concerns in the comments.
Building and Safety - Building Permits Submitted from 2020 to Present (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
2010 Census Populations by Zip Code

This data comes from the 2010 Census Profile of General Population and Housing Characteristics. Zip codes are limited to those that fall at least partially within LA city boundaries. The dataset will be updated after the next census in 2020. To view all possible columns and access the data directly, visit http://factfinder.census.gov/faces/affhelp/jsf/pages/metadata.xhtml?lang=en&type=table&id=table.en.DEC_10_SF1_SF1DP1#main_content.
APNs in the City of Los Angeles

Official Assessor Parcel Numbers assigned by the County of Los Angeles and entered and maintained by the Bureau of Engineering. Each APN is related to a Parcel by the Parcel Identification Number (PIN). The associated Parcel GIS Layer can be found at: https://data.lacity.org/A-Livable-and-Sustainable-City/Parcels/sa82-xry4
ARCHIVED: Parking Citations

New Parking Citations dataset here: https://data.lacity.org/Transportation/Parking-Citations/4f5p-udkv/about_data ---Archived as of September 2023--- Parking citations with latitude / longitude (XY) in US Feet coordinates according to the California State Plane Coordinate System - Zone 5 (https://www.conservation.ca.gov/cgs/rgm/state-plane-coordinate-system). For more information on Geographic vs Projected coordinate systems, read here: https://www.esri.com/arcgis-blog/products/arcgis-pro/mapping/gcs_vs_pcs/ For information on how to change map projections, read here: https://learn.arcgis.com/en/projects/make-a-web-map-without-web-mercator/
Arrest Data from 2020 to 4/30/2025

******Notice: Transition to NIBRS-Compliant Arrest Data Reporting The Los Angeles Police Department (LAPD) has completed its transition from the legacy Records Management System, which reported crime and arrest data under Uniform Crime Reporting (UCR) standards, to a modernized system fully aligned with the National Incident-Based Reporting System (NIBRS). This effort is part of LAPD’s ongoing commitment to modernize data reporting and enhance transparency. We are currently developing a new NIBRS Arrest dataset to align with the NIBRS standards. As a result, the existing "Arrest Data from 2020 to 4/30/2025" dataset will no longer receive updates. It will remain available on the portal for historical reference only. Once the new NIBRS Arrest dataset is complete, it will be published on the Los Angeles Open Data Portal and refreshed on a regular schedule. Additional details will be shared as they become available. Thank you for your understanding as we work to provide more comprehensive and standardized data for the public. ****** On March 7th, 2024, the Los Angeles Police Department (LAPD) adopted a new Records Management System for reporting crimes and arrests. This new system is implemented to comply with the FBI's mandate to collect NIBRS-only data (NIBRS — FBI - https://www.fbi.gov/how-we-can-help-you/more-fbi-services-and-information/ucr/nibrs). This dataset reflects arrest incidents in the City of Los Angeles from 2020 to 4/30/2025. This data is transcribed from original arrest reports that are typed on paper and therefore there may be some inaccuracies within the data. Some location fields with missing data are noted as (0.0000°, 0.0000°). Address fields are only provided to the nearest hundred block in order to maintain privacy. This data is as accurate as the data in the database. Please note questions or concerns in the comments.
Building and Safety - Building Permits Issued Before 2010 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Building Permits Issued Between 2010 and 2019 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Building Permits Issued from 2020 to Present (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Building Permits Submitted Before 2010 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Building Permits Submitted Between 2010 and 2019 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Code Enforcement Case - Closed (N)

The Department of Building and Safety is tasked with the enforcement of the City's building, electrical, mechanical and zoning regulations, which are elements of the Los Angeles Municipal Code. A Code Enforcement Case may originate from a customer service request to investigate a possible Code violation, from a planned and authorized inspection of a neighborhood for the purpose of reducing blight, or from a proactive inspection of a site due to an observed hazardous condition. A case is closed (indicated by a "C" status) when the site satisfies the requirements for Code compliance, or when no Code violation is found. A case remains open (indicated by an "O" status) until the site satisfies the requirements for Code compliance.
Building and Safety - Code Enforcement Case - Open (N)

The Department of Building and Safety is tasked with the enforcement of the City's building, electrical, mechanical and zoning regulations, which are elements of the Los Angeles Municipal Code. A Code Enforcement Case may originate from a customer service request to investigate a possible Code violation, from a planned and authorized inspection of a neighborhood for the purpose of reducing blight, or from a proactive inspection of a site due to an observed hazardous condition. A case is closed (indicated by a "C" status) when the site satisfies the requirements for Code compliance, or when no Code violation is found. A case remains open (indicated by an "O" status) until the site satisfies the requirements for Code compliance.
Building and Safety Customer Service Request

A Customer Service Request is a request received by the Department of Building and Safety from the City's constituents to investigate a site/property for a possible violation of the City's building, electrical, mechanical and zoning regulations, which are elements of the Los Angeles Municipal Code. Any investigative action taken by a Building and Safety inspector constitutes the opening of a case. Where no Code violation is found, the case is immediately closed. If a Code violation is found, the case remains open until the site/property satisfies the requirements for Code compliance.
Building and Safety Customer Service Request (Closed)

A Customer Service Request is a request received by the Department of Building and Safety from the City's constituents to investigate a site/property for a possible violation of the City's building, electrical, mechanical and zoning regulations, which are elements of the Los Angeles Municipal Code. Any investigative action taken by a Building and Safety inspector constitutes the opening of a case. Where no Code violation is found, the case is immediately closed. If a Code violation is found, the case remains open until the site/property satisfies the requirements for Code compliance.
Building and Safety - Electrical Permits Issued Before 2010 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Electrical Permits Issued Between 2010 and 2019 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Electrical Permits Issued from 2020 to Present (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Electrical Permits Submitted Before 2010 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Electrical Permits Submitted Between 2010 and 2019 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Electrical Permits Submitted from 2020 to Present (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Mechanical Permits Issued Before 2010 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Mechanical Permits Issued Between 2010 and 2019 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Mechanical Permits Issued from 2020 to Present (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Mechanical Permits Submitted Before 2010 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Mechanical Permits Submitted Between 2010 and 2019 (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Mechanical Permits Submitted from 2020 to Present (N)

The Department of Building and Safety issues permits for the construction, remodeling, and repair of buildings and structures in the City of Los Angeles. Permits are categorized into building permits, electrical permits, and mechanical permits (which include plumbing, HVAC systems, fire sprinklers, elevators, and pressure vessels). Depending on the complexity of a project, a permit may be issued the same day with Express Permit or e-Permit ("No Plan Check" category), or a permit may require that the plans be reviewed ("Plan Check" category) by a Building and Safety Plan Check personnel.
Building and Safety - Vacant Building Abatement

The Contract Nuisance Abatement Division abates open, vacant, abandoned, and vandalized buildings, under a process known as Vacant Building Abatement (VBA). The VBA process includes declaring these properties a “Nuisance” and/or “Hazard” after a public hearing. When property owners fail to comply with orders requiring them to clean, secure, rehabilitate or demolish these buildings, VBA steps in and performs the physical abatement work of cleaning, securing, and if necessary, demolishing a building by way of an annually awarded contract to various private contractors BUILDING_TYPE Code and Description I Steel, Concrete or Mansonry II-FR Steel, Concrete or Mansonry II-N Steel, Concrete or Mansonry III Mansonry IV One Hour Resistive Construction V Wood Frame
Business Source Center Program Performance Objectives PY 45 (Q3: 01/2020 – 06/2020)

The Business Source Center (BSC) Program, funded through the Community Development Block Grant (CDBG), provides entrepreneurial training, technical assistance and access to capital for micro-enterprise and start-up businesses. The program promotes job creation for Angelenos by providing entrepreneurs and small business the support they need to start and/or expand their business. Goals are established through United States Department of Housing and Urban Development (HUD) guidelines and local measures.
Business Source Center Program Performance Objectives (Q1:  04/18 - 06/18)

The Business Source Center (BSC) Program, funded through the Community Development Block Grant (CDBG), provides entrepreneurial training, technical assistance and access to capital for micro-enterprise and start-up businesses. The program promotes job creation for Angelenos by providing entrepreneurs and small business the support they need to start and/or expand their business. Goals are established through United States Department of Housing and Urban Development (HUD) guidelines and local measures.
Business Source Center Program Performance Objectives (Q1:  07/19 - 09/19)

The Business Source Center (BSC) Program, funded through the Community Development Block Grant (CDBG), provides entrepreneurial training, technical assistance and access to capital for micro-enterprise and start-up businesses. The program promotes job creation for Angelenos by providing entrepreneurs and small business the support they need to start and/or expand their business. Goals are established through United States Department of Housing and Urban Development (HUD) guidelines and local measures.
Business Source Center Program Performance Objectives (Q2:  04/18 - 09/18)

The Business Source Center (BSC) Program, funded through the Community Development Block Grant (CDBG), provides entrepreneurial training, technical assistance and access to capital for micro-enterprise and start-up businesses. The program promotes job creation for Angelenos by providing entrepreneurs and small business the support they need to start and/or expand their business. Goals are established through United States Department of Housing and Urban Development (HUD) guidelines and local measures.
Business Source Center Program Performance Objectives (Q2:  10/19 - 12/19)

The Business Source Center (BSC) Program, funded through the Community Development Block Grant (CDBG), provides entrepreneurial training, technical assistance and access to capital for micro-enterprise and start-up businesses. The program promotes job creation for Angelenos by providing entrepreneurs and small business the support they need to start and/or expand their business. Goals are established through United States Department of Housing and Urban Development (HUD) guidelines and local measures