والتصفية

df[“domain”] = df[“url”].apply(lambda u: urlparse(u).netloc.replace(“www.”, “”) if isinstance(u, str) else “?”) top_domains = df[“domain”].value_counts().head(15) print(“\n— Top 15 domains in sample…