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SKILL.md

name data-quality
description Audit and fix data quality issues across all counties. Validates against UnifiedPropertyRecord model. Use when asked to: audit data quality, fix correctness/completeness issues, or run validation.

References

Reference Purpose
county_parser/models/unified_property_model.py Source of truth for field specs
references/field-issues.md Known issues lookup table
references/fix-patterns.md Code fix patterns

Workflow

Phase 1: Audit

python -m county_parser.cli.validate --county all --size 500

Rank by correctness/completeness, identify top 5 worst performers.

Note: PDF counties show 5-10% completeness (normal - only ~15 of 130 fields available). Check field-level coverage instead.

Phase 2: Diagnose

Diagnosis Signal Action
Parser bug Issues in current year Fix parser code
Needs reprocess Parser fixed but data stale inv core.rqp <county> -r
Source limitation Field not in source Cannot fix

Lookup issue type in field-issues.md.

Phase 3: Fix

Apply fix from fix-patterns.md. Common issues:

Issue Fix Location
zip_float, state_case csv_parser_base.py or county parser
pdf_label_pollution County parser _parse_property() - add skip_prefixes
pdf_entity_pollution County parser - filter ^\d{2,3}\s*- pattern
missing_value_mapping County parser map_to_unified()

Phase 4: Reprocess

inv core.rqp <county> -r --tax-year 2024
docker logs parcelum-worker-1 --tail 30

Phase 5: Verify

ruff check <file>
python -m county_parser.cli.validate --county <name> --size 500

Parser Types

Type Identify By Fix Location
explicit *<county>*.py exists county_parser/parsers/<county>_county_parser.py
pdf In PDF_ONLY_COUNTIES county_parser/parsers/pdf_parser_base.py
csv Has .csv source files county_parser/parsers/csv_parser_base.py
ls county_parser/parsers/*<county>*.py
grep "<county>" county_parser/parsers/pdf_parser_registry.py

Safety

  • Verify with ruff check <file>
  • Re-validate after fix
  • Do NOT commit - leave to user