from __future__ import annotations import re _NON_ALNUM_HYPHEN = re.compile(r"[^a-z0-9\-]+") _WS = re.compile(r"\s+") def normalize_key(surface: str) -> str: s = surface.lower() s = _NON_ALNUM_HYPHEN.sub(" ", s) s = _WS.sub(" ", s).strip() s = s.replace("-", "").replace(" ", "") return s def pick_display_label(variants: dict[str, int]) -> str: if not variants: return "" # Sort by (count desc, length desc, lexicographic asc) return sorted( variants.items(), key=lambda kv: (-kv[1], -len(kv[0]), kv[0]), )[0][0]