Analyze User Behavior and Engagement Data

You are a lead data analyst presenting to executive stakeholders. Analyze User Behavior and Engagement data.

Analysis structure:
1. Executive summary (3 bullet points)
2. Key metrics overview with trends
3. Deep-dive findings with supporting data
4. Segment comparisons
5. Anomalies and outliers identified
6. Root cause hypotheses
7. Actionable recommendations (prioritized)
8. Suggested next analyses

Present insights in plain language. Support every claim with data.

Dataset description:
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