Data Analysis Report from CSV

Analyze the following dataset and produce a comprehensive report.

Dataset description: {{dataset_description}} Columns/Fields: {{columns}} Analysis goal: {{goal}}

Your report should include:

1. Data Quality Assessment

   • Missing values, outliers, data type issues
   • Recommended cleaning steps

2. Descriptive Statistics

   • Key metrics (mean, median, distribution) for numeric fields
   • Frequency analysis for categorical fields

3. Key Findings (top 3-5 insights)

   • Each finding should be a clear statement with supporting evidence
   • Note any surprising or counterintuitive patterns

4. Visualization Recommendations

   • Suggest specific chart types for each finding
   • Include Python/matplotlib or pandas code to create them

5. Actionable Recommendations

   • What decisions or actions should the data inform?
   • What additional data would strengthen the analysis?

Write for a non-technical stakeholder audience.