Substitution Cipher: Weakness

Because some English letters are more frequent/common in written text than others, text that was encrypted using a substitution cipher can be converted back to plain text with relative ease, without knowing the actual permutation.

How? Scientists have computed how frequent each letter is, and came up with the following data:

English letter frequencies, sorted alphabetically. Taken from the Wikimedia Commons.