tgnews categories ... is working slowly because of length of feature-vectors (number of components) for words, now this value is 300, if to replace data without changing code to feature-vector length 70, this will speed up the work of the program and do it more quicker than the contest competition requirement. I can do this by sending new data! regarding other issues i'll response bit latter.