Use the Twython library in order to automatically get a huge amount of tweets from Twitter.
Twitter Search use the Twitter Search API to retrieve tweets according to specified keywords (current limit of 7-10 days of tweets).
Twitter Author use the Twitter Timeline API to retrieve the latests tweets of a list of authors (current limit of 3000 latests tweets for each author).