Novel method that analyze a social network is proposed.
We detect groups of people that talk about certain topics clusters.
We propose novel hashtags filtration model and community graph generation approach.
We create graphs in which communities that share common interest might be detected.
We validate our approach on three real-life datasets (106 distinct hashtags each).