Open Census MCP Server

# debug_race_keywords.py """ Debug why race/ethnicity keywords aren't working """ from llm_mapper import LLMConceptMapper def debug_race_keywords(): """Debug the keyword matching for race/ethnicity""" mapper = LLMConceptMapper() concept = "RaceEthnicity" definition = "Racial and ethnic composition of the population" print("🔍 Debugging Race/Ethnicity Keyword Matching") print("=" * 50) # Check what keyword lookup is happening concept_key = concept.lower().replace(" ", "") print(f"Concept key: '{concept_key}'") # Look for specific race variables in the full dataset print(f"\nSearching for B02001 and B03002 variables...") race_vars = [] for var_id, var_info in mapper.census_variables.items(): if var_id.startswith('B02001') or var_id.startswith('B03002'): race_vars.append((var_id, var_info.get('label', ''), var_info.get('concept', ''))) print(f"Found {len(race_vars)} race/ethnicity variables:") for var_id, label, concept in race_vars[:10]: print(f" {var_id}: {label[:50]}...") print(f" Concept: {concept}") if not race_vars: print("❌ No B02001/B03002 variables found in dataset!") else: print("\n✅ Race variables exist, keyword matching must be the issue") if __name__ == "__main__": debug_race_keywords()