Pendidikan Ejen Pangkalan Pengetahuan Kampus

import pandas as pd
from datetime import datetime

def search_knowledge_base(query, kb):
    results = []
    for entry in kb:
        if any(kw in query.lower() for kw in entry['keywords']):
            results.append(entry)
    return sorted(results, key=lambda x: x['relevance'], reverse=True)

kb = pd.read_json('campus_kb.json').to_dict('records')
query = "How do I apply for financial aid?"
answers = search_knowledge_base(query, kb)
if answers:
    print(f"Answer: {answers[0]['response']}")
else:
    print("Query escalated to admin")