Car Analysis
ProjectsCar PriceModel Explainability

SHAP Analysis

Visualize how the AI model makes price predictions and which features increase or decrease the value.

Global Feature Importance
Summary plot for the selected model version ().
How to Read This Chart?

This chart ("Beeswarm Plot") shows the impact of each feature on the price.

  • Horizontal Axis: Impact magnitude. Moving right increases price (+), moving left decreases it (-).
  • Red Dots: Represent a high value for that feature (e.g., High Horsepower).
  • Blue Dots: Represent a low value for that feature (e.g., Low Mileage).

Example Scenarios

Mileage (KM)

Usually, red dots (High KM) cluster on the left side of the KM row. This indicates that high mileage decreases the price.

Engine Power (HP)

Red dots (High HP) are typically on the right side. A powerful engine drives the price up.

Brand & Model Impact

Since brand names don't have a numerical magnitude, these dots appear gray. Look at the position, not the color: Gray dots on the right represent brands that increase value (Premium), while those on the left decrease it.