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The general form of contours for a bivariate normal probability distribution where the variables have equal variance (ï³11 = ï³22) is relative easy to derive: ~ First we need the eigenvalues of ï Σ - λI = 0 or 2 Ï11 - λ Ï12 2 0 = Ï = Ï Î» Ï ï¨ ï© 11 12 Ï Î» 12 11 = ï¨ Î» - Ï11 - Ï12 ï© ï¨ Î» - Ï11 + Ï12 ï© so λ1 = Ï11 + Ï12, λ2 = Ï11 - Ï12