Citalid has built stochastic models to simulate the spread of malware outbreaks, such as Wannacry and NotPetya in 2017. Given the similarities between computer and biological viruses, we decided to build a simple model whose sole purpose is to assess the efficiency of possible containment strategies to fight the SARS-CoV-2 virus.