Economists hold the belief that assets in similar sectors will have similar behavior due to the fundamental environment. Corporations that are involved in the same manufacturing chain are also connected in some sense. The mainstream way to dig into connections is data mining techniques. However, textual data can be used to drive the connection discovery as well.