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# 3️⃣ Find known brand / series (first match wins) brand = next((tok for tok in lowered if tok in KNOWN_BRANDS), None) # 3️⃣ Find known brand / series (first
# 5️⃣ Gather free‑form descriptive keywords (exclude already‑used tokens) excluded = brand, platform, "id", numeric_id, "verified" keywords = [tok for tok in lowered if tok not in excluded and tok.isalpha() and tok not in KNOWN_BRANDS] ID numbers like 72391227 are the primary way