Abstract: Activity monitoring and replay techniques monitor and replay user consumption of content. To perform one of the techniques, event data from users that reflects the consumption of content is collected. The collected event data is used to infer one or more features in the content that are consumed by the user. The consumption of the one or more features by the user is replayed.

Abstract: Activity monitoring techniques monitor user consumption of content. To perform one of the techniques, event data from users that reflects the consumption of content is collected. The collected event data is analyzed to infer a feature within the content that the users are presumed to have consumed. Based on the analysis, an estimated actual impression measurement that reflects aggregate consumption of the feature within the content by the users is determined.

Abstract: Relative ranking of items is performed based on a subjective attribute of the items. A user interface that displays the relative ranking of the items includes an axis that corresponds to the subject attribute. The user interface further includes a display section that displays representations of the items along the axis according to rankings relative to the subjective attribute. The display section is also to present one or more additional items in response to customer input.

Abstract: Methods and systems for reviewing content items created by users for presentation in association with a website are provided. Automatic scrubbing (followed by manual review, if necessary) of user-created content items that have yet to be presented in association with a website is provided as is manual review of user-created content items that have already been presented in association with a website at the request of a user.

Abstract: Relatively ranking items based on subjective attributes of the items, and for discovering these relatively ranked items. A voting server as described may include a voting application that receives an indication of an item of interest to a customer. Based on preferences indicated by customers, the voting application may rank the item and one or more other items for the subjective attribute. The voting application may also send data representing a user interface to a client system, with the user interface including representations of the item and the other item. The user interface may arrange the representations of the items along an axis corresponding to the subjective attribute.

Abstract: An activity monitoring strategy monitors a user's consumption of content at a user device. To perform this operation, the activity monitoring strategy collects layout data that reflects the layout of the content as presented by the user device. The activity monitoring strategy then collects event data that reflects the user's consumption of the content. The activity monitoring strategy can use client-side executable functionality to implement the collecting of layout data and event data. The activity monitoring strategy asynchronously sends the collected data to a data analysis module where it is analyzed to determine features in the content that the user is presumed to have consumed. The activity monitoring strategy can apply the results of its analysis to modify the content, set the price charged for display of the features, etc.

Abstract: Methods and systems for extraction and summarization of sentiment information related to a particular research subject are disclosed. A method includes accessing sources of information that contain sentiment information that is related to the research subject and extracting the sentiment information from the sources of information as opinions related to the research subject. Opinion categories related to features of the research subject are identified. From this information a summarization of the sentiment information that is related to the particular research subject that includes the identified opinion categories is generated. Subsequently, access is provided to the summarization for graphical presentation.

Abstract: Methods and systems for reviewing content items created by users for presentation in association with a website are provided. Automatic scrubbing (followed by manual review, if necessary) of user-created content items that have yet to be presented in association with a website is provided as is manual review of user-created content items that have already been presented in association with a website at the request of a user.

Abstract: Methods and systems for reviewing content items created by users for presentation in association with a website are provided. Automatic scrubbing (followed by manual review, if necessary) of user-created content items that have yet to be presented in association with a website is provided as is manual review of user-created content items that have already been presented in association with a website at the request of a user.

Abstract: Methods and systems for extraction and summarization of sentiment information related to a particular research subject are disclosed. A method includes accessing sources of information that contain sentiment information that is related to the research subject and extracting the sentiment information from the sources of information as opinions related to the research subject. Opinion categories related to features of the research subject are identified. From this information a summarization of the sentiment information that is related to the particular research subject that includes the identified opinion categories is generated. Subsequently, access is provided to the summarization for graphical presentation.