We are interested on applying Big Data and machine learning techniques to detection and tracking of emergent topics in social networks. At last, detecting malicious messages in such social networks; this could be achieved trough automatic processing of the content of the messages itself, but also trough analysis of patterns of disemination and spreading. Our aim is to combine both approaches