Text generation is done by performing a random walk through an n-gram transition probability matrix.

INSERT A MARKOV PROCESS GRAPH AND N-GRAM MATRIX

Markov Processes built from digrams or trigrams will yield peculiar language-like gibberish, but rarely anything coherent.

For larger n’s, generated text will either have significant syntactical errors, or will not significantly deviate from the original corpus.

INSERT RANDOM WALK CODE AND GENERATED TEXT