A computing system receives a training data set that includes a first subset of labeled events and a second subset of unlabeled events for an event type. The computing system generates an event model configured to detect the event type and classify the event type by actively training the event model. The computing system receives a target game file for a target game. The target game file includes at least tracking data corresponding to players in the target game. The computing system identifies a plurality of instances of the event type in the target game using the event model. The computing system classifies each instance of the plurality of instances of the event type using the event model. The computing system generates an updated event game file based on the target game file and the plurality of instances.

Customized highlight shows for sporting events, entertainment events, and/or the like, having a narrative component, are generated and presented. The events can be sporting events, entertainment events, and/or the like. For example, in the context of sporting events, a determination is made as to what types of sports, teams, leagues, players, plays, and/or the like are of interest to the user. A customized highlight show is then generated and presented, containing those specific portions of the sporting events that are likely to be of interest, arranged in a manner that is likely to be entertaining and interesting to the user and that presents a cohesive narrative.

Methods, apparatus, systems and articles of manufacture to identify media sources are disclosed. Example apparatus disclosed herein include an exclusivity determiner, a unique asset identifier, and a signature matcher. The exclusivity determiner is to determine whether media is exclusive to a provider. The unique asset identifier is to associate a first signature of the media with the provider if the media is exclusive to the provider. The signature matcher is to identify the provider based on a second signature, the second signature matching the first signature, the second signature extracted from media presented at a media presentation location.

Methods and systems for calculating, storing, and allowing electronic searches for metadata associated with media titles. The metadata includes scores specific to each actor and each genre of a media title, where the scores indicate the degree to which an actor’s performance in that title corresponds to a particular genre. Electronic searches for particular actors’ performance in a specific genre thus return more accurate results that more correctly reflect how well the actors’ performances reflect that genre.

Example embodiments provide systems and methods for replacing recorded media content. In an example method, at least one media content source is searched for a media content item recorded to storage of a first media content device. Based on the media content item being found at a first media content source of the at least one media content source, a recording of the media content item to storage of a second media content device is scheduled based on the media content item being recordable from the first media content source at the second media content device. Based on the media content item not being recordable from the first media content source at the second media device, the availability of the media content item is indicated to the second media content device.

A method and an apparatus for retrieving teleplay content is disclosed. The method includes: generating basic summary information corresponding to each teleplay based on basic information of entities of each teleplay; generating episode summary information corresponding to each episode of each teleplay based on episode data of each episode of each teleplay; establishing a teleplay graph database based on the basic summary information corresponding to each teleplay and the episode summary information corresponding to each episode; and feeding a playing portal for a target episode of a target teleplay corresponding to teleplay search information back to a user based on the teleplay graph database.

A programming access device such as, for example, a cable or satellite set top box (STB), a digital video recorder (DVR), a personal computer, and/or a digital media receiver automatically optimizes an order of content choices presented in a content listing, such as a program guide display, favorite channel display, and/or a recording listing display based on the past viewing and/or recording history of a current user.

Prior to receiving a request from a client device for information from a content distribution network (CDN), a Reductive Edging device predictively requests the information from the CDN based on prior user activity and stores it in memory. The Reductive Edging device is thus configured to respond to the request from the client device for information from the CDN with the information stored in the memory prior to receiving the request.

Systems and methods described in this application are directed to universal online video embedding through a single platform. Videos are stored all over the internet in all kinds of different formats across a wide variety of video platforms, websites, and video publishers that makes video content available online. Systems and methods of the inventive subject matter facilitate handling and embedding of videos from any number of different video sources through a single platform by, for example: initializing known video platforms having available APIs or SDKs to streamline embedding of those videos, and, in the absence of an API or SDK, the service platform can go through several steps to determine how best to present the video to a client, whether that involves embedding the video or executing a callback to cause an end-user application to open a webpage URL in a web browser to access the video.

A media content management system that enables users to manage media content collections is disclosed. A media device is configured to receive requests to create media content collections for particular media content and, in response, to retrieve information related to the media content, and to generate one or more interfaces displaying information about created media content collections. In an embodiment, retrieving information related to a media content may include determining, for one or more episodes of the media content, whether the episode is available from various content sources, including both broadcast and broadband content sources. By enabling a media device to automatically retrieve and present information related to the availability of media content episodes across any number of different broadcast and broadband sources, users can more easily interact with and view information about particular media content of interest to the users.