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"""
Script to set up the Pinecone database with medical data
"""
from enhanced_data_loader import load_comprehensive_medical_datasets, chunk_text
from embedding_service import EmbeddingService
import time
def setup_database():
"""Set up Pinecone database with medical documents"""
print("="*50)
print("Setting up Medical Chatbot Database")
print("="*50)
# Load comprehensive medical data from multiple sources
documents = load_comprehensive_medical_datasets()
# Chunk large documents
chunked_documents = []
for doc in documents:
chunks = chunk_text(doc['text'])
for chunk in chunks:
chunked_documents.append({
'text': chunk,
'source': doc['source'],
'metadata': doc['metadata']
})
print(f"Total chunks: {len(chunked_documents)}")
# Initialize embedding service
embedding_service = EmbeddingService()
# Upload to Pinecone
embedding_service.upsert_documents(chunked_documents)
print("\n" + "="*50)
print("Database setup complete!")
print("="*50)
if __name__ == "__main__":
setup_database()
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