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Finnish Postal Area Sales Analysis and Mapping
A Jupyter Notebook workflow for combining Finnish geographic data with sales data and interactive maps.
- Problem
- Needed to combine geographic postal area data with municipality information and visualize sales across Finnish regions.
- Solution
- Built a Jupyter Notebook that retrieves geographic and municipality data from Statistics Finland, generates and aggregates sales data, exports results to Excel, and creates interactive Folium maps by postal area and municipality.
- Technologies
- Python · Jupyter · Pandas · GeoPandas · Folium · Statistics Finland APIs
- Role
- Data analyst & visualization developer
- What I learned
- Combining geographic data with business metrics makes regional patterns easier to explore, communicate, and validate.
- Read more:
- View GitHub ↗