Abstract: Techniques are disclosed for providing recommendations related to digital content. In some embodiments, historical content data may be analyzed to identify abandonments by a plurality of user devices with respect to viewing digital content. The historical content data may indicate viewing behavior associated with the plurality of user devices and the digital content. An index within the digital content may be calculated based at least in part on the abandonments. For example, the index may correspond to a time within the digital content at which a percentage of the plurality of user devices that abandoned the digital content feel below a threshold value. A recommendation related to the digital content may be provided comprising an indication of the index determined for the digital content.

Abstract: Embodiments are directed towards providing a likeness application that may be integrated into one or more different messaging applications to provide a user with an indication of how much the user may be liked by their messaging contacts. Such application is directed towards providing a level of fun to a first user through a dynamically calculated social networking indicator. In one embodiment, the first user may communicate with one or more other users over a network using the messaging application modified with the likeness application. The other users may also communicate with each other over the network using the modified messaging application. Then, at various times or conditions, the likeness application may display to the first user a relative percentage indicating how much the first user is being ‘liked’ by one or more other users.

Abstract: Embodiments are directed towards providing a likeness application that may be integrated into one or more different messaging applications to provide a user with an indication of how much the user may be liked by their messaging contacts. Such application is directed towards providing a level of fun to a first user through a dynamically calculated social networking indicator. In one embodiment, the first user may communicate with one or more other users over a network using the messaging application modified with the likeness application. The other users may also communicate with each other over the network using the modified messaging application. Then, at various times or conditions, the likeness application may display to the first user a relative percentage indicating how much the first user is being ‘liked’ by one or more other users.