An exploratory analysis of Shapley values for adjective influence.
This bubble chart shows the relationship between an adjective's average influence (Mean Shapley, x-axis), its variability (Standard Deviation, y-axis), and its overall impact magnitude (Mean Absolute Shapley, bubble size).
This chart highlights adjectives with the most unpredictable effects. It shows the difference between the magnitude of influence (Mean Absolute Shapley) and the net directional influence (Mean Shapley). A larger bar indicates a more volatile adjective whose impact varies significantly between positive and negative across different questions.