Parking Citations in Oakland for 2019 with Geospatial Coordinates

Parking citations in Oakland from 2019, with approximately 92% of citation addresses successfully matched during geocoding. The data has been cleaned of personal information but may still contain data entry errors. It was last updated on November 25, 2019, by data.oaklandca.gov.

Use Cases

• Analyze fine revenue distribution by violation_code and fine_amount across different zip_codes.
• Model spatial patterns of parking violations using latitude, longitude, and location fields.
• Assess data quality and geocoding accuracy by cross-referencing match_address with score and status columns.
• Investigate temporal trends in ticket issuance by aggregating ticket_date and ticket_time.

Strengths

• Geocoding was performed with an approximate 92% match rate for addresses.
• Includes multiple data quality indicators such as score and status fields.
• Available in multiple machine-readable formats including CSV, JSON, XML, and RDF.

Limitations

• Last updated 2019-11-25 23:51:17; freshness should be verified.
• Row count is unknown, which may limit suitability assessment.
• The description notes that data entry errors still remain in the records.

Provenance

Source

data.oaklandca.gov

Collection Method

Likely collected from municipal parking enforcement systems.

Time Range

2019

Freshness

2019-11-25

Geography

Oakland, California, USA