Be aware the denominator is actually the overall variety of terms in document d (counting Every event of a similar phrase separately). You can find a variety of other methods to outline phrase frequency:[five]: 128 This expression demonstrates that summing the Tf–idf of all doable terms and documents recovers the mutual information and facts