Cluster Atlas

Thematic groupings from 200 LLM-generated clusters across 9,623 municipalities

01

Voting Exclusion Clauses

Race-based voter rolls, poll taxes, and male-only franchises. Carrollton, Georgia still maintains a charter provision referencing race-based voter registration lists.

High Risk Voting Civil Rights
02

Education Segregation Holdovers

Separate-school mandates still on the books 70 years after Brown v. Board. Memphis's charter requires "separate schools … for white and colored children," among approximately 4 jurisdictions retaining such language.

High Risk Education Segregation
03

Gendered Occupations

Gender-segregated employment structures across approximately 50 jurisdictions affecting 2.6 million residents. Holyoke, Massachusetts specifies gendered police roles in its municipal code.

High Risk Gender Employment
04

Citizenship Licensing

Non-citizen exclusions from business licenses across approximately 500 jurisdictions affecting 16 million residents. The most widespread category of discriminatory provisions in the corpus.

High Risk Licensing Immigration
05

Offensive Language

Slurs, anachronistic terminology, and dehumanizing practices across 30,584 provisions. Includes racial epithets persisting in code text, outdated disability terminology, and stigmatizing references.

High Risk Language
06

Corpus Triage Queue

Sections awaiting expert adjudication after high-recall semantic and cluster filtering. These provisions require human legal review to determine discriminatory intent or effect.

Pipeline In Review