diff --git a/mini_proj/report/waldo.tex b/mini_proj/report/waldo.tex
index ee035da..a7a730b 100644
--- a/mini_proj/report/waldo.tex
+++ b/mini_proj/report/waldo.tex
@@ -211,15 +211,15 @@
 
 		Each original puzzle is broken down into many images, and only contains one
 		Waldo. Although Waldo might span multiple 64$\times$64 pixel squares, this
-		means that the non-Waldo data far outnumbers the Waldo data. To combat the
-		bias introduced by the skewed data, all Waldo images were artificially
-		augmented by performing random rotations, reflections, and introducing
-		random noise in the image to produce news images. In this way, each original
-		Waldo image was used to produce an additional 10 variations of the image,
-		inserted into the image array. This provided more variation in the true
-		positives of the data set and assists in the development of more robust
-		methods by exposing each technique to variations of the image during the
-		training phase. \\
+		means that the ``non-Waldo'' data far outnumbers the ``Waldo'' data. To
+		combat the bias introduced by the skewed data, all Waldo images were
+		artificially augmented by performing random rotations, reflections, and
+		introducing random noise in the image to produce news images. In this way,
+		each original Waldo image was used to produce an additional 10 variations of
+		the image, inserted into the image array. This provided more variation in
+		the true positives of the data set and assists in the development of more
+		robust methods by exposing each technique to variations of the image during
+		the training phase. \\
 
 		Despite the additional data, there were still ten times more ``non-Waldo''
 		images than Waldo images. Therefore, it was necessary to cull the