diff --git a/tools/karoo_iris_plot.py b/tools/karoo_iris_plot.py
index 4860845..ac2e5ac 100644
--- a/tools/karoo_iris_plot.py
+++ b/tools/karoo_iris_plot.py
@@ -9,11 +9,11 @@ import matplotlib.pyplot as mpl
 np.set_printoptions(linewidth = 320) # set the terminal to print 320 characters before line-wrapping in order to view Trees
 
 '''
-This is a functional, even it not fully automated script designed to help you visualise your 2D or 3D data against a
-function generated by Karoo GP. The challenge comes with solving complex equations for a single variable such that
-you have a plot-able function. If the algebra required is beyond your skills (or you forgot what you learned in high 
-school), tools such as Matlab may be of some assistance. If you desire to normalise your data in advance of using this 
-script, the Karoo GP normalisation script included in the karoo_gp/toos/ directory is very easy to use.
+This is a functional, even if rudimentary script designed to help you visualise your 2D or 3D data against a function 
+generated by Karoo GP. The challenge comes with solving complex equations for a single variable such that you have a 
+plot-able function. If the algebra required is beyond your skills (or you forgot what you learned in high school), 
+tools such as Matlab may be of some assistance. If you desire to normalise your data in advance of using this script, 
+the Karoo GP normalisation script included in the karoo_gp/toos/ directory is very easy to use.
 
 By default, this script plots a Karoo GP derived function against a scatter plot of one of the Iris datasets 
 included with this package: karoo_gp/files/Iris_dataset/data_IRIS_virginica-vs-setosa_3-col_PLOT.csv