Here is my question, which is part of the beginning of the chi-squared decomposition theorem proof : Suppose that $P_1, ....P_k $ are symmetric projection matices with sum the identity:
$I = P_1 + P_2 + ... + P_k $
Then squaring,
$ I = I^2 = \sum_i P_i^2 + \sum_{i<j} P_i P_j $
My question is why after squaring, it yields the term $\sum_{i <j} P_i P_j$ , how is it derived ???