clean ads data python code $-$ Part $1$: Clustering: Actionable Insights & Recommendations

$-$ Extract meaningful insights $($atleast $3)$ from the clusters to identify the most effective types of ads, target audiences, or marketing strategies that can be inferred from each segment. $-$ Based on the clustering analysis and key insights, provide actionable recommendations $($atleast $3)$ to Ads$24$x$7$ on how to optimize their digital marketing efforts, allocate budgets efficiently, and tailor ad content to specific audience segments.