BMW Global Sales Intelligence

Create a high-resolution figure with two specialized subplots violinplot: Price Distribution by Vehicle Segment Utilizing the 'mako' dark gradient palette violinplot: Marketing Investment by Vehicle Segment Utilizing the 'rocket' dark gradient palette

Strategic Market Segmentation: Price vs. Volume We group global markets into 3 distinct segments: Volume Markets, Mid-Range, and Premium Niche. x='price_usd', y='units_sold', hue='Market_Segment', palette='mako'

Technical Correlation Matrix: Economic Indicators & Sales Filtering out constant columns with zero variance to ensure a seamless heatmap Rendering the heatmap using the 'magma' dark gradient palette Annotations are enabled to show precise correlation coefficients

Density Analysis: Marketing Budget vs Sales Volume Creating a joint plot with a dark hexagonal density map 'rocket' or 'crest' provides a high-contrast dark shade for density visualization

Bar chart of "units_sold" by "country", palette='mako'