Examples of the present disclosure describe systems and methods of dynamically modifying execution environment for varying data or executables. The data or executables may be a multimedia file and the execution environment may be multimedia playback settings. In aspects, content comprising various media items may be received by a client device. The media items may be evaluated to determine a set of characteristics for the media items. The set of characteristics may be compared to a user's preferred configuration settings or previously-played media items. Based on the comparison, the set of characteristics may be altered to be consistent with the preferred configuration settings (e.g., a modified set of characteristics may be estimated). The modified media items may then be played under known playback settings. In aspects, the media item under consideration may be played as is using an estimated playback configuration to enable a user-preferable playback experience.

Methods, apparatus, systems and articles of manufacture are disclosed for audio equalization. Example instructions disclosed herein cause one or more processors to at least: detect an irregularity in a frequency representation of an audio signal in response to a change in volume between a set of frequency values exceeding a threshold; and adjust a volume at a first frequency value of the set of frequency values to reduce the irregularity.

Methods, apparatus, systems and articles of manufacture to assign viewers to media meter data are disclosed. An apparatus includes processor circuitry to execute computer readable instructions to at least: identify a candidate household from a plurality of second households to associate with a first household based on an analysis of a first duration of time first media was presented by a first media presentation device and a second duration of time second media was presented by second media presentation devices; match different ones of first panelists of the first household with matching ones of second panelists of the candidate household; and impute respective portions of the first duration of time to the different ones of the first panelists based on portions of the second duration of time for which the matching ones of the second panelists of the candidate household were exposed to the second media.

Methods, apparatus, systems, and articles of manufacture are disclosed to optimize projection of big data beyond its footprint. An example apparatus includes memory, instructions, and processor circuitry to access panel audience sizes corresponding to subscribers of a media provider, a subset of the subscribers of the media provider, and corresponding to a media network determine a relative percent difference between the third panel audience size and the fourth panel audience size, when the relative percent absolute difference satisfies a first threshold, determine percentages of demographic groups represented in the panel audience sizes, determine differences associated with the demographic groups, and when at least one of the differences corresponding to at least one of the demographic groups satisfies a second threshold, determine the subscribers, the subset of the subscribers, and the at least one of the demographic groups as useable to determine an audience size of the media network.

Systems and methods are provided for enhanced ship-based network connectivity using a content delivery network (CDN) edge server. An example method includes receiving user requests from user devices in wireless communication with a system, with the user requests being associated with applications executing on the user devices. An operating status associated with a satellite communication system is determined, the operation status being indicative of the satellite communication system having bandwidth and/or connectivity to route the user requests via a satellite network. Based on the operating status being negative, a first subset of the user requests is queued for transmission. A second subset of the user requests are responded to using an edge cache. Based on the operating status being positive, the user requests are transmitted via the satellite network to a shore-based system, the shore-based system routing the user requests to web applications associated with different functionality.

Systems and methods for enhanced sports-related media content access and display are provided. A user may want a media asset to continue to be output while selecting another media asset. A system may display a first and second sport for selection by a user. Upon user selection of the first sport, first and second sub-categories are displayed. User selection of a first sub-category causes display of sporting events in the first sub-category.

Systems and methods are provided for relevance-based media content discovery. Relevance scores for segments of a media asset are calculated based on a time amount that at least one viewer has viewed the segments of the media asset. Segments are then chosen for display based on the relevance score. Users may select segments based on representative images of the segments.

Systems and methods for generating for display an interactive interface based on user history are provided. A first media asset and second media asset share a common attribute but are displayed with different display properties because the first media asset is included in the viewing history of the user while the second media asset is not. This display property may include moving the first media asset to a different portion of the guide.

Sensing interfaces associated with a home entertainment system are used to automate a system response to events which occur in a viewing area associated with the home entertainment system. Data derived from such sensing interfaces may also be used to enhance the response readiness of one or more system components. Still further, user presence data derived from such sensing interfaces may be used to capture and report user viewing habits and/or preferences.

Systems and methods are described to address shortcomings in conventional media systems via a novel technique to prevent corruption of a user's viewing profile. In some aspects, a user of an interactive media guidance application may select a media asset for viewing on a user device. The interactive media guidance application may receive a user viewing profile for the user from a remote server. If the media asset is determined to not be consistent with the user viewing profile, the interactive media guidance application may retrieve another user viewing profile for another user of the user device. If the media asset is determined to be consistent with the other user viewing profile, the interactive media guidance application may update the other user viewing profile based on the media asset.