There's so much garbage because Twitter has been used for ecommerce advertising for a while. People also are exploring at what their message is so a lot of people post mundane things similar to their Facebook page, i.e. food schedule.
We did an analysis two years ago and 70% of the Twitter accounts were fake. Unless Twitter figures out a viable business model to generate income, eventually the service will be replaced by competitors or new technology.