Nov <- c(23.9,43.3,36.3,40.6,57.0,52.5,46.1,142.0,112.6,23.7) Dec <- c(41.0,52.0,18.7,55.0,40.0,29.2,51.0,17.6,46.6,57.0) n1 <- length(Nov) x1 <- Nov y1 <- Dec x1bar <- mean(x1) y1bar <- mean(y1) Sxx1 <- sum((x1-x1bar)^2) Syy1 <- sum((y1-y1bar)^2) Sxy1 <- sum((x1-x1bar)*(y1-y1bar)) See1 <- Syy1 - Sxy1^2/Sxx1 cat("n1 =",n1,"x1bar =",x1bar,"y1bar =",y1bar,"\n") cat("Sxx1 =",Sxx1,"Syy1 =",Syy1,"Sxy1 =",Sxy1,"See1 =",See1,"\n") a1 <- y1bar b1 <- Sxy1/Sxx1 r1 <- cor(x1,y1) cat("a1 =",a1,"b1 =",b1,"r1 =",r1,"\n") NewNov <- c(34.1,62.0,106.9,34.1,68.3,81.0) NewDec <- c(12.3,90.4,28.8,106.2,62.3,50.5) n2 <- length(NewNov) x2 <- NewNov y2 <- NewDec x2bar <- mean(x2) y2bar <- mean(y2) Sxx2 <- sum((x2-x2bar)^2) Syy2 <- sum((y2-y2bar)^2) Sxy2 <- sum((x2-x2bar)*(y2-y2bar)) See2 <- Syy2 - Sxy2^2/Sxx2 cat("n2 =",n2,"x2bar =",x2bar,"y2bar =",y2bar,"\n") cat("Sxx2 =",Sxx2,"Syy2 =",Syy2,"Sxy2 =",Sxy2,"See2 =",See2,"\n") a2 <- y2bar b2 <- Sxy2/Sxx2 r2 <- cor(x2,y2) cat("a2 =",a2,"b2 =",b2,"r2 =",r2,"\n") x0 <- c(x1,x2) y0 <- c(y1,y2) n0 <- length(x0) x0bar <- mean(x0) y0bar <- mean(y0) Sxx0 <- sum((x0-x0bar)^2) Syy0 <- sum((y0-y0bar)^2) Sxy0 <- sum((x0-x0bar)*(y0-y0bar)) See0 <- Syy0 - Sxy0^2/Sxx0 cat("n0 =",n0,"x0bar =",x0bar,"y0bar =",y0bar,"\n") cat("Sxx0 =",Sxx0,"Syy0 =",Syy0,"Sxy0 =",Sxy0,"See0 =",See0,"\n") a0 <- y0bar b0 <- Sxy0/Sxx0 r0 <- cor(x0,y0) cat("a0 =",a0,"b0 =",b0,"r0 =",r0,"\n") n <- n1 + n2 xbar <- (n1*x1bar + n2*x2bar)/n ybar <- (n1*y1bar + n2*y2bar)/n nh <- (1/n1 + 1/n2)^(-1) Sxxc <- nh*(x1bar-x2bar)^2 Sxyc <- nh*(x1bar-x2bar)*(y1bar-y2bar) bc <- Sxyc/Sxxc Sxx <- Sxx1 + Sxx2 + Sxxc a <- ybar b <- (b1*Sxx1 + b2*Sxx2 + bc*Sxxc)/Sxx See <- See1+See2+ ((b1-b2)^2*Sxx1*Sxx2+(b2-bc)^2*Sxx2*Sxxc+(bc-b1)^2*Sxxc*Sxx1)/Sxx See <- See1+See2+ ((b1-b2)^2*Sxx1*Sxx2+(b2-bc)^2*Sxx2*Sxxc+(bc-b1)^2*Sxxc*Sxx1)/Sxx cat("\nNote calculated values n, xbar, ybar, Sxx, See, a and b\n") cat("are same as values n0, x0bar, y0bar, Sxx0, See0, a0 and b0\n") cat("found from combined sample\n") cat("n =",n,"xbar =",xbar,"ybar =",ybar,"\n") cat("Sxx =",Sxx,"See =",See,"a =",a,"b =",b,"\n") cat("n0 =",n0,"x0bar =",x0bar,"y0bar =",y0bar,"\n") cat("Sxx0 =",Sxx0,"See0 =",See0,"a0 =",a0,"b0 =",b0,"\n") mod1 <- lm(y1 ~ x1) mod2 <- lm(y2 ~ x2) mod0 <- lm(y0 ~ x0) print(summary(mod1)) print(summary(mod2)) print(summary(mod0))