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Fix Medicaid payer name in LangChain RAG Cypher prompt - #914

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bzaczynski merged 1 commit into
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fix-langchain-rag-medicaid-payer
Oct 22, 2026
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bzaczynski merged 1 commit into
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fix-langchain-rag-medicaid-payer

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The cypher_generation_template in hospital_cypher_chain.py listed 'Medicare' as one of the payer names, but data/payers.csv only contains Medicaid (no Medicare). When the LLM uses the listed name, the generated Cypher query matches no payer, and the Step 4 example ("Which state had the largest percent increase in Medicaid visits from 2022 to 2023?") returns "I don't know the answer."

This changes 'Medicare' to 'Medicaid' in all three copies of the file:

  • source_code_step_4
  • source_code_step_5
  • source_code_final

The same line has already been fixed in the tutorial (Build an LLM RAG Chatbot With LangChain). Reported by a reader in the tutorial's Disqus comments.

🤖 Generated with Claude Code

The cypher_generation_template listed 'Medicare' as a payer, but
payers.csv only contains 'Medicaid'. When the LLM used the listed
name, the Cypher query matched no payer and the chain answered
"I don't know the answer." Reported by a reader on the tutorial.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
@bzaczynski
bzaczynski merged commit 01e2c5f into master Oct 22, 2026
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@bzaczynski
bzaczynski deleted the fix-langchain-rag-medicaid-payer branch October 22, 2026 15:21
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