World Cup semifinal analysis
PythonPandasMatplotlibData analysis
The problem
A semifinal preview needs to connect team workload, attacking performance and player statistics into a readable comparison.
How I solved it
Cleaned match, team and player datasets; compared scoring, expected goals and knockout-stage workload; translated findings into charts and a presentation.
- Reusable preprocessing and analysis notebooks
- Chart exports and editable presentation
The results
- comparison scope
- 4 teams
- cleaned analysis outputs
- 3 datasets
Compared four national teams and delivered three notebooks, three cleaned datasets, two exported charts and an editable presentation.
Evaluation context. Descriptive analytics, not a trained prediction model. Repository model files are placeholders; no prediction-accuracy claim.