> Loading dataset: consumer_behavior_2026.csv... Done.
> Applying NumPy filters for trend identification...
> Correlation Matrix calculated (r = 0.87).
> Ready for visualization.
Mean Purchase Value
₹4,250
↑ 8.4% Variance
Retention Rate
64.2%
Alpha: 0.05
Data Points Processed
854,000+
NumPy Vectorized
Sentiment vs. Purchase Intent