Sometimes the rest of a sentence changes our judgment of the correctness of a given expression, so in the future please give at least one full sentence when posting an example. 1. explanation for and explanation of are both possible.
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KaaJeeThis must be the expanation for the fact that he was so angry.Correct. We tend to use that instead of this in this context, but both are grammatically correct.