Social interaction and conflict comprises the artful (and sometimes painfully in-artful) use of language. This course explores emerging statistical methods for extracting important signals from language stored as text. Topics include text collection and processing; dictionary methods; topic modeling; document clustering; deep learning; and concomitant computational and mathematical challenges.