A Similarity Matrix is a rectangular array of numbers (matrix) that express the similarity between two data points. The mathematical definition of the representation can be daunting for the non-mathematician. However, the visualization of the data presents a simplified analysis of the data. The lower left quadrant of the map signifies common WAS Word Vectors while the lower right and upper left signify rare WAS Word Vectors.