Open Census MCP Server

# debug_poverty_candidates.py """ Debug what candidates are being found for poverty rate """ from llm_mapper import LLMConceptMapper def debug_poverty_candidates(): """See what candidates are actually being found""" mapper = LLMConceptMapper() print("🔍 Debugging Poverty Rate Candidate Selection") print("=" * 50) candidates = mapper._find_candidate_variables( concept="PovertyRate", definition="Percentage of population below the federal poverty line" ) print(f"Found {len(candidates)} candidates:") print() for i, candidate in enumerate(candidates): var_id = candidate['variable_id'] score = candidate['score'] label = candidate['label'] concept = candidate.get('concept', '') print(f"{i+1:2d}. {var_id} (score: {score})") print(f" Label: {label}") print(f" Concept: {concept}") print() if i >= 14: # Show top 15 break # Look specifically for B17001 variables b17001_vars = [c for c in candidates if 'B17001' in c['variable_id']] print(f"\nB17001 variables found: {len(b17001_vars)}") for var in b17001_vars[:5]: print(f" - {var['variable_id']}: {var['label']}") if __name__ == "__main__": debug_poverty_candidates()