News videos play an important rule in shaping our everyday communication. At the same time, news videos use narrative patterns to keep people entertained. Understanding how these patterns work and are being applied in news videos is crucial for understanding how they may affect a videos ideological message, which is an important dimension in times of fake news and disinformation campaigns. We present Zoetrope, a web-based tool that supports the discovery of narrative patterns in news videos by means of a visual exploration approach. Zoetrope integrates a number of multimodal information extraction frameworks into an interactive visualization, to allow for an efficient exploratory access to large collections of news videos