Context
Public titles dataset with messy fields and duplicates.
Process
Normalize fields, impute/drop sparse columns, group, and visualize.
Highlights
Country clusters by content type; outlier flags and top-10 breakdowns.
Netflix Data Analysis
Cleaned titles data, fixed nulls/dupes, grouped by type & country, and visualized trends.
PythonPandasMatplotlib
Role
Data cleaningEDAVisualization
Tools
PythonPandasMatplotlib
Outcome
- Faster content mix insights
- Reusable EDA notebook