Our goal is to analyze how the start of a civil conversation is tied to its potential future derailment into personal attacks.
we only consider conversations that start out as ostensibly civil, i.e., where at least the first exchange does not exhibit any toxic behavior, 4 and that continue beyond this first exchange.