if (self.pos_tag == truth):
    if (truth == pred):
        self.matrix['tp'] += 1
    if (truth != pred):
        self.matrix['fp'] += 1
if (self.pos_tag !== truth):
    if (truth == pred):
        self.matrix['tn'] += 1
    if (truth != pred):
        self.matrix['fn'] += 1