diff --git a/Module-3-Example-1.R b/Module-3-Example-1.R
new file mode 100644
index 0000000..b586389
--- /dev/null
+++ b/Module-3-Example-1.R
@@ -0,0 +1,28 @@
+
+# Create a vector for hights
+height <- c(176, 154, 138, 196, 132, 176, 181, 169, 150, 175)
+
+# Create a vector for bodymass 
+bodymass <- c(82, 49, 53, 112, 47, 69, 77, 71, 62, 78)
+
+# Create a scotterplot 
+plot(bodymass, height)
+
+# A better scotterplot
+plot(bodymass, height, pch = 16, cex = 1.3, col = "blue", main = "HEIGHT PLOTTED AGAINST BODY MASS", xlab = "BODY MASS (kg)", ylab = "HEIGHT (cm)")
+
+
+# Correlation 
+cor(bodymass, height)
+
+cor(height, bodymass,)
+
+# A simple linear regression
+m<-lm(height ~ bodymass)
+
+# A line on the past plot
+# abline(98.0054, 0.9528)
+
+# better would be to do this. 
+abline(m)
+
diff --git a/R-Example-Program-4.R b/Module-3-Example-2.R
similarity index 99%
rename from R-Example-Program-4.R
rename to Module-3-Example-2.R
index 2b491da..bfe7c19 100644
--- a/R-Example-Program-4.R
+++ b/Module-3-Example-2.R
@@ -48,8 +48,6 @@ summary(my.model)
 # create Analysis of Variance Table
 anova(my.model)
 
-
-
 # fitted values of my model 
 fitted(my.model)
 
@@ -57,13 +55,5 @@ fitted(my.model)
 resid(my.model)
 
 
-
-
-
-
-
-
-
-
 # As an extra task describe what these plots are 
 plot(my.model)
diff --git a/R-Example-Program-5.R b/Module-3-Example-3.R
similarity index 100%
rename from R-Example-Program-5.R
rename to Module-3-Example-3.R
diff --git a/R-Example-Program-4.1.R b/R-Example-Program-4.1.R
deleted file mode 100644
index 7eae16e..0000000
--- a/R-Example-Program-4.1.R
+++ /dev/null
@@ -1,20 +0,0 @@
-
-height <- c(176, 154, 138, 196, 132, 176, 181, 169, 150, 175)
-
-
-bodymass <- c(82, 49, 53, 112, 47, 69, 77, 71, 62, 78)
-
-
-plot(bodymass, height)
-
-
-plot(bodymass, height, pch = 16, cex = 1.3, col = "blue", main = "HEIGHT PLOTTED AGAINST BODY MASS", xlab = "BODY MASS (kg)", ylab = "HEIGHT (cm)")
-
-
-lm(height ~ bodymass)
-
-
-abline(98.0054, 0.9528)
-
-abline(lm(height ~ bodymass))
-
diff --git a/R-Example-Program-4.2.R b/R-Example-Program-4.2.R
deleted file mode 100644
index 561fcbe..0000000
--- a/R-Example-Program-4.2.R
+++ /dev/null
@@ -1,21 +0,0 @@
-
-
-height <- c(176, 154, 138, 196, 132, 176, 181, 169, 150, 175)
-
-
-bodymass <- c(82, 49, 53, 112, 47, 69, 77, 71, 62, 78)
-
-
-plot(bodymass, height)
-
-
-plot(bodymass, height, pch = 16, cex = 1.3, col = "blue", main = "HEIGHT PLOTTED AGAINST BODY MASS", xlab = "BODY MASS (kg)", ylab = "HEIGHT (cm)")
-
-
-lm(height ~ bodymass)
-
-
-abline(98.0054, 0.9528)
-
-abline(lm(height ~ bodymass))
-