  Mathematical models are validated against empirical data, while examining
potential indicators for an online video that went viral. We revisit some
concepts of infectious disease modeling (e.g. reproductive number) and we
comment on the role of model parameters that interplay in the spread of
innovations. The dataset employed here provides strong evidence that the number
of online views is governed by exponential growth patterns, explaining a common
feature of viral videos.
