Glossary

Good scope for a portfolio project:

Can be completed in 15-25 hours of focused work - Uses one to three data sources - Requires meaningful cleaning but not months of it - Has a clear question that can be answered with the data available - Produces three to eight polished visualizations - Fits in a single notebook with clear narrative

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