5. The method of claim 4 , wherein said scoring comprises determining from a user data history lookup for said user whether a food of said food results is designated as a favorite food of said user, and, if so, scoring that food to have the highest score, otherwise, upon no favorite food designation being found, determining from an entire user population history a total count for a number of times each food has been tracked, and scoring the food with the highest count as the food with the highest score.
4. The method of claim 3 , wherein upon a food match not being found in said user population history, processing said parsed text using a search string modifying algorithm to create a modified text string; performing a fuzzy search on a food database for food results relevant to said modified text string; scoring said food results to create a food text match score; and selecting as said food to be tracked a food having the top score.