Scatter plots illustrating correlations between selected stellar parameters in low mass-ratio contact binaries with orbital periods shorter than 0.6 days. The linear regression lines are overlaid. The red lines correspond to fits using mean errors, and the blue lines correspond to fits using errors reported in the literature. The shaded areas indicate the ±1σ uncertainty ranges for each fit.