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Data Analysis and Visualization with Python / Resources

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Final Analysis Report Template

Use this for the capstone and for larger module projects.

Report Title

Author:

Date:

Dataset:

Notebook or files:

1. Question

State the main analysis question in one or two sentences.

2. Short Answer

Give the answer first. Keep it clear and careful.

Example:

The strongest pattern is..., but this analysis cannot prove...

3. Data Used

Describe the dataset, row meaning, time period, and important columns.

Include:

  • row count;
  • column count;
  • source type;
  • important filters;
  • known limits.

4. Cleaning Summary

Summarize the most important cleaning choices.

IssueActionWhy it matters

5. Findings

Finding 1

Evidence:

Chart or table:

Interpretation:

Limitation:

Finding 2

Evidence:

Chart or table:

Interpretation:

Limitation:

Finding 3

Evidence:

Chart or table:

Interpretation:

Limitation:

6. Visuals Used

VisualQuestion answeredWhy this chart type was chosen

7. Interactive View

Explain what the interactive chart or dashboard helps the reader inspect.

8. Limits

What the analysis cannot prove:

What data would improve the analysis:

What assumptions were made:

9. Next Steps

List practical next steps or follow-up questions.

10. Reproducibility Checklist

  • [ ] Data files are included or clearly referenced.
  • [ ] Notebook runs from top to bottom.
  • [ ] Cleaning log is included.
  • [ ] Data dictionary is included.
  • [ ] Charts can be recreated.
  • [ ] Final conclusions match the evidence.
  • [ ] No private data, secrets, or local absolute paths are included.