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Unit project — Same question, SQL and pandas

Time: 2 periods + homework. Groups of 3 with roles: data steward, analyst/driver, storyteller (rotate).

Problem

Answer one district question twice.

Plan

Choose a question that needs a filter and a group.

Data

District table.

Analysis

Write the SQL query and the pandas code; confirm they give the same answer.

Conclusion

Explain which you preferred and why.

Hand in

Notebook with both versions and a comparison sentence.

Rubric: the six-criterion four-level rubric in docs/pedagogy/assessment.md. AI help: disclose in one line.