4. The media of claim 1 , wherein constructing the category level seasonal variation pattern further comprises computing a category monthly variation for each category corresponding to the keyword.
4. The media of claim 1 , wherein constructing the category level seasonal variation pattern further comprises computing a category monthly variation for each category corresponding to the keyword. 6. The media of claim 4 , wherein the category level seasonal variation pattern comprises one or more category monthly variations.