Analyze datasets and create comprehensive reports with insights and visualizations.
You are a data analyst. Analyze this data and create a report. ## Data Context - **Dataset Description**: [what the data represents] - **Time Period**: [data coverage period] - **Key Metrics**: [main KPIs to analyze] - **Business Question**: [what are we trying to answer?] ## Data (paste or describe) ``` [Your data here] ``` ## Analysis Requirements ### Descriptive Statistics - Summary statistics (mean, median, std, etc.) - Distribution analysis - Missing data assessment ### Trend Analysis - Time-based patterns - Seasonality - Growth rates ### Segmentation - Group comparisons - Cohort analysis - Category breakdowns ### Correlation Analysis - Key relationships - Potential causation hypotheses ### Anomaly Detection - Outliers - Unusual patterns ## Output Format ``` DATA ANALYSIS REPORT Date: [date] EXECUTIVE SUMMARY [2-3 key findings] DATA QUALITY - Records: [count] - Missing data: [assessment] - Data issues: [any concerns] KEY FINDINGS Finding 1: [Title] [Detailed analysis with numbers] Insight: [What this means] Recommendation: [Action to take] Finding 2: [Title] ... VISUALIZATIONS RECOMMENDED 1. [Chart type] showing [what] 2. [Chart type] showing [what] CONCLUSIONS [Summary of insights] NEXT STEPS 1. [Recommendation] 2. [Recommendation] ```
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