AndreaBozzo/ceres-open-data-index huggingface dataset:
Environmental Health Restaurant and Market Inventory 07/01/2026

This dataset lists food-related businesses regulated by the Los Angeles County Department of Public Health, Environmental Health Division. It includes restaurants and markets that are inspected and permitted by the County to ensure food safety. Each record represents one business and provides details such as its name, address, ownership, regulatory program, and geographic location (latitude and longitude). The dataset covers businesses in all unincorporated areas of Los Angeles County and in 85 of its 88 cities. The cities of Pasadena, Long Beach, and Vernon are not included because they operate their own local health departments. The FACILITY ID serves as the primary key to link each facility to its associated inspections, found in the Environmental Health Restaurant and Market Inspections dataset. The dataset is updated quarterly to reflect currently active and newly established businesses. Data Dictionary: Field Name Description FACILITY ID: Unique identifier for the facility. FACILITY NAME: Name of the facility. RECORD ID: Unique identifier for the health program at the facility. PROGRAM NAME: Name of the program. PROGRAM ELEMENT: Code identifying the program type. PE DESCRIPTION: Description of the program element. FACILITY ADDRESS: Street address of the facility. FACILITY CITY: City where the facility is located. FACILITY STATE: State where the facility is located. FACILITY ZIP: Facility ZIP code. FACILITY LATITUDE: Latitude coordinate of the facility. FACILITY LONGITUDE: Longitude coordinate of the facility. OWNER ID: Unique identifier assigned to the business owner. OWNER NAME: Legal name of the business owner. OWNER ADDRESS: Street address of the business owner. OWNER CITY: City where the business owner resides or is headquartered. OWNER STATE : State where the business owner resides or is headquartered. OWNER ZIP: ZIP code for the business owner's address.
Environmental Health Restaurant and Market Inspections 07/01/2023 to 06/30/2026

This dataset contains information on inspections conducted by the Los Angeles County Department of Public Health, Environmental Health Division, for restaurants, markets, and other food facilities. These inspections are performed to ensure compliance with state and local public health regulations that protect consumers from foodborne illness and other health hazards. The Environmental Health Division enforces public health laws throughout Los Angeles County’s unincorporated areas and 85 of its 88 incorporated cities. Data for Pasadena, Long Beach, and Vernon are not included, as each city operates its own local health department. Each record represents a single inspection result. The Serial Number field serves as a unique identifier (primary key) that links each inspection to its corresponding violations in the Environmental Health Restaurant and Market Violations dataset. The dataset is updated quarterly and includes data from the previous three years. Data Dictionary: Field Name Description ACTIVITY DATE: Date the inspection was conducted OWNER ID: Unique identifier for the business or property owner OWNER NAME: Name of the business or property owner FACILITY ID: Unique identifier for the facility FACILITY NAME: Name of the facility RECORD ID: Unique identifier for the specific health program within the facility PROGRAM NAME: Name of the health program PROGRAM STATUS: Current status of the program PROGRAM ELEMENT: Code identifying the program type PE DESCRIPTION: Description of the program element FACILITY ADDRESS: Street address of the facility FACILITY CITY: City where the facility is located FACILITY STATE: State where the facility is located FACILITY ZIP: ZIP code of the facility SERVICE CODE: Code identifying the type of inspection performed SERVICE DESCRIPTION: Description of the inspection type SCORE: Total inspection score (out of 100 possible points) GRADE : Letter grade corresponding to the inspection score
Environmental Health Housing Routine and Complaint Inspections 07/01/2023 to 06/30/2026

This dataset contains Environmental Health inspection and violation data for hotels, motels, and Multi-Family Dwellings (MFDs) with five or more units in Los Angeles County. Los Angeles County Environmental Health is responsible for conducting inspections of these properties to ensure compliance with applicable health and safety regulations. Inspection and enforcement services are provided for all unincorporated areas and 85 of the 88 cities within Los Angeles County. This dataset does not include data for the cities of Pasadena, Long Beach, or Vernon, each of which operates its own city health department and inspection program. Each record represents a housing inspection conducted by Los Angeles County Environmental Health. This dataset contains inspection details only and does not include violation records. If violations are issued, they can be linked to the Housing Violations dataset (Environmental Health Housing Routine and Complain Violations) using the Serial Number field. Data Dictionary Field Name Description ACTIVITY DATE: Date the inspection was conducted. FACILITY ID: Unique identifier for the facility. FACILITY NAME: Name of the facility. RECORD ID: Unique identifier for the health program at the facility. PROGRAM NAME: Name of the program. PROGRAM STATUS: Current status of the program. PROGRAM ELEMENT: Code identifying the program type. PE DESCRIPTION: Description of the program element. FACILITY ADDRESS: Street address of the facility. FACILITY CITY: City where the facility is located. FACILITY STATE: State where the facility is located. ZIP: Facility ZIP code. GIS LATITUDE: Latitude coordinate of the facility. GIS LONGITUDE: Longitude coordinate of the facility. SERVICE CODE: Code identifying the inspection type. SERVICE DESCRIPTION: Description of the inspection type. SERIAL NUMBER: Unique identifier for the inspection record. APN: Assessor’s Parcel Number for the property. RHHP INSPECTION: Indicates whether the inspection was conducted under the Rental Housing Habitability Program (RHHP). * The Serial Number* is the primary key to review the inspection (Inspection Result dataset) * Each row represents one health code violation.
Environmental Health Rental Housing Habitability Violations 07/01/2023 to 06/30/2026

This dataset contains inspection data from the Rental Housing Habitability Program (RHHP), which conducts proactive and complaint-based inspections to ensure rental housing meets minimum habitability standards required by law. RHHP inspections are limited to unincorporated areas of Los Angeles County and may include multi-family rental properties as well as tenant-occupied single-family homes. Inspections include both routine scheduled inspections and responses to complaints, and require timely correction of any violations identified. This dataset does not include inspections conducted within incorporated cities, including Pasadena, Long Beach, or Vernon, each of which operates its own local health department. Each record represents a violation identified during an RHHP inspection conducted by Los Angeles County Environmental Health. To associate violations with the inspection in which they were identified, link this dataset to the RHHP Inspections dataset (Environmental Health Rental Housing Habitability Inspections) using the Serial Number field. Data Dictionary: Field Name Description SERIAL NUMBER*: Unique identifier for each inspection VIOLATION STATUS: Identifies the status of the violation VIOLATION CODE: The code of the violation VIOLATION DESCRIPTION: A description of the violation code * The Serial Number* is the primary key to review the inspection (Inspection Result dataset) * Each row represents one health code violation. * All rows with the same Serial Number are part of the same inspection.
Environmental Health Rental Housing Habitability Inspections 07/01/2023 to 06/30/2026

This dataset contains inspection data collected through the Rental Housing Habitability Program (RHHP), a proactive inspection program administered by Los Angeles County Environmental Health. RHHP inspections are conducted to ensure rental housing units meet minimum habitability standards required by state and local law. RHHP inspections are limited to unincorporated areas of Los Angeles County and include both routine, scheduled inspections and complaint-based inspections. Inspections may cover multi-family rental properties with two or more units, as well as tenant-occupied single-family homes, and require timely correction of any violations identified. This dataset does not include inspections conducted within incorporated cities, including Pasadena, Long Beach, or Vernon, each of which operates its own local health department or housing enforcement program. Each record represents an RHHP inspection conducted by Los Angeles County Environmental Health. This dataset contains inspection details only and does not include violation records. If violations are issued, they can be linked to the RHHP Violations dataset (Environmental Health Rental Housing Habitability Violations) using the Serial Number field. Data Dictionary Field Name Description ACTIVITY DATE: Date the inspection was conducted. FACILITY ID: Unique identifier for the facility. FACILITY NAME: Name of the facility. RECORD ID: Unique identifier for the health program at the facility. PROGRAM NAME: Name of the program. PROGRAM STATUS: Current status of the program. PROGRAM ELEMENT: Code identifying the program type. PE DESCRIPTION: Description of the program element. FACILITY ADDRESS: Street address of the facility. FACILITY CITY: City where the facility is located. FACILITY STATE: State where the facility is located. ZIP: Facility ZIP code. GIS LATITUDE: Latitude coordinate of the facility. GIS LONGITUDE: Longitude coordinate of the facility. SERVICE CODE: Code identifying the inspection type. SERVICE DESCRIPTION: Description of the inspection type. SERIAL NUMBER: Unique identifier for the inspection record. APN: Assessor’s Parcel Number for the property. RHHP INSPECTION: Indicates whether the inspection was conducted under the Rental Housing Habitability Program (RHHP).
Environmental Health Restaurant and Market Violations  07/01/2023 to 06/30/2026

This dataset contains information on health code violations identified during routine and follow-up inspections of restaurants, markets, and other retail food facilities conducted by the Los Angeles County Department of Public Health, Environmental Health Division. The division enforces public health laws throughout the County’s unincorporated areas and 85 of its 88 incorporated cities. Data for Pasadena, Long Beach, and Vernon are not included, as each city operates its own local health department. Each record represents a single violation observed during an inspection. The Serial Number field serves as a unique identifier (primary key) that links each violation to its corresponding inspection in the Environmental Health Restaurant and Market Inspections dataset. The dataset is updated quarterly and includes data from the previous three years. Each row represents one health code violation. All rows with the same Serial Number belong to the same inspection. Data Dictionary: Field Name Description SERIAL NUMBER*: Unique identifier for each inspection VIOLATION STATUS: Identifies the status of the violation VIOLATION CODE: The code of the violation VIOLATION DESCRIPTION: A description of the violation code
LA County Points of Interest

Includes points of interest for Arts Facilities, Schools, Hospitals, Municipal Services, Physical Features, Public Safety, and Transportation. Main category is in "Category1" field, sub-category is "Category2". Data maintained by Los Angeles County Enterprise GIS. Please reach out with questions to [egis@isd.lacounty.gov]. Included Categories: * Arts and Recreation * * Campgrounds * Cultural and Performing Arts Centers * Picnic Areas * Pools * Recreation Centers * Ski Areas * Education * * Schools, Colleges and Universities * Hospitals * * General Acute Care Hospitals * Municipal Services * * City Halls * County Offices * Courthouses * Libraries * (others as listed in "Category2" field) * Physical Features * * Bay, Beach, etc… (as listed in "Category2" field) * Public Safety * * Fire Stations * Jails and Prisons * Probation Camps and Juvenile Halls * Sheriff and Police Stations * Transportation * * Amtrak Stations * Heliports * Metrolink Stations * Park and Ride Locations
CDPH Healthcare Facilities

The California Department of Public Health (CDPH), Center for Health Care Quality, Licensing and Certification (L&C) Program licenses and certifies more than 30 types of healthcare facilities. The Electronic Licensing Management System (ELMS) is a CDPH data system created to manage state licensing-related data and enforcement actions. This file includes California healthcare facilities that are operational and have a current license issued by the CDPH and/or a current U.S. Department of Health and Human Services’ Centers for Medicare and Medicaid Services (CMS) certification. To link the CDPH facility IDs with those from other Departments, like HCAI, please reference the "Licensed Facility Cross-Walk" Open Data table at [https://data.chhs.ca.gov/dataset/licensed-facility-crosswalk]. Facility geographic variables are updated monthly, if latitude/longitude information is missing at any point in time, it should be available when the next time the Open Data facility file is refreshed. Please note that the file contains the data from ELMS as of the 11th business day of the month. See DATA_DATE variable for the specific date of when the data was extracted. Visit the California Health and Human Services Open Data Portal for [Source Data] and the [Data Dictionary]. This dataset is checked for updates from source nightly.
County of Los Angeles Parks Summer Lunch 2023

Children and youth ages 18 and under receive nutritious lunch and snack that include vegetables, fruits, seeds and healthy dairy products like milk, string cheese and yogurt, at 47 LA County Parks and 15 LA County Libraries. June 12 thru August 4 No Lunch and snack on June 19 and July 4 County Parks and County Libraries will serve lunch from 12 to 1PM. County Parks will serve snacks from 3 to 4 p.m.
Registrar Recorder Congressional Districts (2025)

The US Congressional Districts layer contains polygons for US Congressional Districts. The source for the information in this layer is the Los Angeles County Registrar-Recorder's Precinct Information File (PIF), The boundaries are based on the 2020 Census as provided by the California Secretary of State in 2025, after the passing of Proposition 50 from the special statewide election in November 2025. Where boundaries are defined by streets, water bodies, city boundaries, or other features, those boundaries are copied to the districts layer, so that the boundaries and other layer features are aligned. Last Update: December 2025
DCFS_SERVICE_AREAS

The geometry of this shapefile was derived from the parcel specific ZIP Code Boundaries used by Los Angeles County's geocoding services. The 19 regional offices of the Department of Children and Family Services (DCFS) use these boundaries to provide services and resources to the children and families of the different geographic areas within Los Angeles County. Fields in this layer include: * DCFSOFFICE: DCFS: Regional Office assigned to this ZIP Code * D_SPA: Dominant Service Planning Area (SPA) * OFFC_CODE: Internal DCFS use * D_ADDR1: Address Line 1 * D_ADDR2: Address Line 2 * D_PHONE: Phone * OFFC_X: CCS83 Zone 5 X * OFFC_Y: CCS83 Zone 5 Y * DCFSLBL: Regional Office Label * COLOR_EGIS: Assigned color used in mapping * COLOR_HEX: Same assigned colors, expressed as hex values For more information, visit the home site at [https://dcfs.lacounty.gov/contact/regional-offices/] Child Abuse Hotline, accessible 24 hours per day, 7 days a week: (800) 540-4000 or visit [https://dcfs.lacounty.gov/contact/report-child-abuse/]
dcfs_zip_code_service_areas

ZIP Codes were created by the United States Postal Service as routing locations for their deivery vehicles. They are not meant to be fixed, precise polygon boundaries in the manner legal city boundaries or Census Tracts are established and adjusted. Among the DCFS Regional Office administrators, stakeholders, and the general public, using ZIP Codes to informally describe geographic areas is common. When needed, ZIP Codes are exchanged between Regional Office Service Areas when workload is redistributed. In the early 2000's, the Los Angeles County Department of Regional Planning created the source GIS dataset based on tax parcel lines. Today, source geometry for this layer is part of the Countywide Address Management System (CAMS). The 19 regional offices of the Department of Children and Family Services (DCFS) use these boundaries to provide services and resources to the children and families of the different geographic areas within Los Angeles County. Fields in this feature class include: * ZIP: ZIP Code numeric value * DCFSOFFICE: DCFS Regional Office assigned to this ZIP Code * D_SPA: Dominant Service Planning Area (SPA) of this ZIP Code * OFFICE_SPA: Service Planning Area (SPA) that the DCFS Regional Office sits in * OFFC_CODE: Internal DCFS use * D_ADDR1: Address Line 1 * D_ADDR2: Address Line 2 * D_PHONE: Phone * GMAP_URL: Google Maps URL for directions * DCFSLBL: Regional Office Label * ZIPTXT: ZIP Code text value * COMMUNITY: Postal City, Legal City, or Unincorporated Community * C_TYPE: Community Type * ZIPTYP: ZIP Code Type * COLOR_EGIS: Assigned color used in mapping * COLOR_HEX: Same assigned colors, expressed as hex values For more information, visit the home site at [https://dcfs.lacounty.gov/contact/regional-offices/] Child Abuse Hotline, accessible 24 hours per day, 7 days a week: (800) 540-4000 or visit [https://dcfs.lacounty.gov/contact/report-child-abuse/]
Airport Runway Protection Zone and Inner Safety Zone

Runway Protection Zone (RPZ): A trapezoidal area at ground level (formerly called a clear zone) extending from the end of a runway and centered on the extended centerline of the runway. Its purpose is to provide a safe, clear space for aircraft takeoffs and approaches, and to protect people and property on the ground. Inner Safety Zone (ISZ - also referred to as “Inner Approach / Departure Zone"): The areas located at the ends of runways, immediately after and sometimes alongside the RPZs. You can also review the following document from the State of California for further information about [Airport Land Use Planning]. All airport layers can be seen and interacted with together in our A-NET GIS web mapping application - [click here]. SOURCE: Los Angeles County Airport Land Use Plan (adopted 1991 / revised 2004); Brackett Field Land Use Compatibility Plan (adopted 12/9/15). Last updated - 4/20/23 - for Torrance Airport All airport layers can be seen and interacted with together in our A-NET GIS web mapping application - [click here]. NEED MORE FUNCTIONALITY? If you are looking for more layers or advanced tools and functionality, then try our suite of [GIS Web Mapping Applications].
Airport Influence Area

State law requires sellers of real property to disclose "any fact materially affecting the value and desirability of the property". Assembly Bill 2776, which went into effect January 1, 2004, requires such disclosure when the property is either within two miles of an airport or if it is within an "airport influence area". The disclosure notice must state that the property may be subject to noise, vibration, odors or other annoyances or inconveniences "associated with proximity to airport operations". This law defines the "airport influence area" as the area where airport-related factors "may significantly affect land uses or necessitate restrictions on those uses as determined by an airport land use commission". The California Public Utilities Code establishes airport land use commissions in every county to provide for the orderly development of air transportation and ensure compatible land uses around airports which are open to public use. According to the State Division of Aeronautics, the "airport influence area" is usually the planning area designated by an airport land use commission for each airport. You can also review the following document from the State of California for further information about [Airport Land Use Planning]. All airport layers can be seen and interacted with together in our A-NET GIS web mapping application - [click here]. SOURCE: Los Angeles County Airport Land Use Plan (see Bibliography on P. 18); adopted 1991 / revised 2004; Brackett Field Land Use Compatibility Plan (adopted 12/9/15). All airport layers can be seen and interacted with together in our A-NET GIS web mapping application - [click here]. NEED MORE FUNCTIONALITY? If you are looking for more layers or advanced tools and functionality, then try our suite of [GIS Web Mapping Applications].
Registrar Recorder State Senate Districts (2021)

The State Senate Districts layer contains polygons for California State Senate Districts. The source for the information in this layer is the Los Angeles County Registrar-Recorder's Precinct Information File (PIF), The boundaries are based on the 2020 Census as provided by the California Secretary of State in 2021. Where boundaries are defined by streets, water bodies, city boundaries, or other features, those boundaries are copied to the districts layer, so that the boundaries and other layer features match perfectly. Last Update: March 2022
Rural Preservation Area

This layer classifies various areas of UNINCORPORATED Antelope Valley (within the County of Los Angeles) as Rural Preserve Areas, Rural Town Areas, Rural Town Centers, Open Space, Economic Opportunity Areas, etc., in accordance with the Antelope Valley Area Plan (adopted June 16, 2015). The intent of rural preservation is to create opportunities in the Antelope Valley that allow for: a) change and growth, while maintaining the rural lifestyle enjoyed by current residents, and b) supporting a vibrant economy. For more information, please see Chapter 2 of the Antelope Valley Area Plan [here]. Source: L.A. County Dept. of Regional Planning (DRP) GIS Section; created June 16, 2015 LAST UPDATED: 1/22/26 for an [annexation] to the City of Lancaster, from the unincorporated community of Antelope Valley. NEED MORE FUNCTIONALITY? If you are looking for more layers or advanced tools and functionality, then try our suite of [GIS Web Mapping Applications].
Planning Area Standards District PASD

Following the adoption of the East San Gabriel Valley and Metro Area Plans in May 21, 2024, the Planning Area Standards District (PASD) Zoning Overlay was established to cover regulations in all communities within a Planning Area. The PASD establishes a new regulatory framework in [Title 22], and covers both area-wide development standards and zone-specific standards. Community Standards Districts (CSDs), Setback Districts, Equestrian Districts, and Significant Ridgelines are also incorporated into this PASD regulatory framework. The geography of this layer is defined by unincorporated areas of Los Angeles County within the Planning Area, as these Area Plans get updated. Data layer created on 6/14/24. LAST UPDATED: 4/9/25 for additional areas added related to the [South Bay], [West San Gabriel], and [Westside] Area Plan updates. These updates took effect on 4/10/25.