modification on how link surrounding words aar retrieved
used the top 50 most representative words during the prediction step
renamed to Graph class to QGraph and used out_degree_iter to improve performance
used basestring instead of str and unicode and added url validation to filter bad urls
main file is able to run
added some future plan in README.md
some late commit, added url validation module