Our Data Sources
Transparency is core to our mission. All restaurant inspection data on CleanKitchens is sourced directly from official government health departments.
How We Collect Data
CleanKitchens collects restaurant health inspection data through several official channels:
- Public Records APIs: We connect directly to health department APIs for real-time data access.
- Open Data Portals: We access municipal open data portals that publish inspection results.
- CSV Downloads: For jurisdictions without APIs, we process official CSV data files.
- Freedom of Information Act (FOIA) Requests: We file formal requests for data under public records laws when necessary.
Local Health Department Data Sources
We collect inspection data directly from the following official government sources:
Chicago, IL
- Health Department: Chicago Department of Public Health
- Data Portal: Chicago Data Portal
- Inspector Agency: Chicago Department of Public Health - Inspection Program
- Update Frequency: Daily via API
- Coverage: All licensed food establishments in Cook County
San Francisco, CA
- Health Department: San Francisco Department of Public Health
- Data Portal: DataSF
- Inspector Agency: San Francisco Department of Public Health - Inspection Program
- Update Frequency: Daily via API
- Coverage: All licensed food establishments in San Francisco County
Nyc, NY
- Health Department: New York City Department of Health and Mental Hygiene
- Data Portal: NYC Open Data
- Inspector Agency: New York City Department of Health and Mental Hygiene - Inspection Program
- Update Frequency: Daily via API
- Coverage: All licensed food establishments in New York County
Federal Data Sources & Guidelines
Our articles reference and link to authoritative federal food safety resources:
FDA - Food and Drug Administration
- Resource: FDA Food Code & Retail Food Protection
- Purpose: National food safety standards and model regulations
- Updates: Food Code updated every 4 years (current: 2022)
CDC - Centers for Disease Control and Prevention
- Resource: CDC Food Safety Portal
- Purpose: Foodborne illness surveillance and outbreak data
- Key Data: 48 million Americans get sick from foodborne diseases annually
USDA - United States Department of Agriculture
- Resource: USDA Food Safety and Inspection Service
- Purpose: Meat, poultry, and egg product safety standards
- Coverage: Federal inspection of meat and poultry processing
EPA - Environmental Protection Agency
- Resource: EPA Pesticides and Food Safety
- Purpose: Pesticide residue limits and water quality standards
- Relevance: Produce washing and water safety requirements
Data Update Schedule
Data Type | Update Frequency | Typical Delay |
---|---|---|
API-Connected Cities | Daily | 24-48 hours |
CSV Downloads | Weekly | 3-7 days |
FOIA Requests | Monthly | 30-45 days |
Understanding Our Data
Violation Categories
Different health departments categorize violations differently. Common categories include:
- Critical Violations: Directly related to factors that lead to foodborne illness
- Non-Critical Violations: General sanitation and operational issues
- Core Violations: Basic food safety requirements
Inspection Types
- Routine: Regular scheduled inspections
- Complaint: Triggered by customer complaints
- Re-inspection: Follow-up after violations found
- Pre-operational: Before opening or ownership change
Data Processing & Quality
Our Process
- Collection: Automated import from official sources
- Validation: Check for data completeness and accuracy
- Deduplication: Remove duplicate records
- Standardization: Normalize data formats across jurisdictions
- Vectorization: Create semantic search capabilities
- Publishing: Generate educational articles with context
Quality Assurance
We maintain data quality through:
- Automated validation checks during import
- Duplicate detection algorithms
- Regular audits against source data
- User feedback and correction mechanisms
Data Limitations
- Reporting Delays: There can be delays between inspections and public reporting
- Jurisdictional Differences: Different cities use different scoring systems
- Follow-up Gaps: Re-inspections may not immediately appear
- Historical Data: Older records may have less detail
Educational Use of Data
CleanKitchens transforms raw inspection data into educational content that helps consumers understand food safety principles. Each article includes:
- Context about why violations matter
- Links to FDA, CDC, and USDA guidelines
- Practical food safety tips for home use
- FAQs to answer common questions
Contact for Data Questions
For questions about our data sources, corrections, or to suggest new jurisdictions to cover, please contact us at data@cleankitchens.com
Legal & Compliance
All data is obtained through legal public records channels. We comply with all applicable laws including:
- Freedom of Information Act (FOIA)
- State public records laws
- Municipal open data policies
- Terms of use for public APIs