Abstract: A data analytic system for conducting automated analytics of content within a network-based system. The data analytic system features query management logic that, responsive to a triggering event, initiates queries for retrieval of particular type of content to be verified. The data analytic system further features multi-stage statistical analysis logic, automated intelligence and reporting logic. The statistical analysis logic is configured to concurrently conduct a plurality of statistical analyses on the content and generate corresponding plurality of statistical results, apply weightings to each of the statistical results, perform arithmetic operation(s) on the weighted statistical results to produce an analytic result, and determine whether the analytic result signifies that the content constitutes errored content.

Abstract: Various methods, apparatuses/systems, and media for generating a data structure are provided. A database stores a historic version of taxonomy data and a new version of taxonomy data. A processor, operatively connected to the database, accesses the database and analyzes the historic version of taxonomy data and the new version of taxonomy data. The processor determines what changes have been made in connection with a particular reference data based on analyzing the historic version of taxonomy data and the new version of taxonomy data; creates, based on determining, an association between the historic version of taxonomy data and the new version of taxonomy data corresponding to said particular reference data; generates consistent metadata from said association; and generates a data structure that illustrates history of evolution of taxonomy in connection with said particular reference data based on the metadata.

Abstract: Various methods, apparatuses/systems, and media for application of an N-dimensional hypercube datatype for automatically generating a data structure are provided. A database stores a plurality of data each associated with a corresponding application and each including metadata describing information about the data. A processor creates taxonomies describing data concepts associated with the metadata and store the taxonomies onto the database; receive the metadata and the taxonomies from the database via a communication network; automatically generate a cube set including a set of N-dimensional hypercubes from the received metadata to represent the metadata describing the information about the data; automatically generate a map from the cube set to express data quality checks and rules that apply to nodes in the map; and apply the data quality checks and rules to the received metadata to automatically generate a data structure.

Abstract: Various methods, apparatuses/systems, and media for implementing an N-dimensional hypercube visualization module are provided. A database stores a plurality of data each including metadata describing information about the data. A processor creates taxonomies describing data concepts associated with the metadata; receives the metadata and the taxonomies from the database via a communication network; automatically generates a cube set including a set of N-dimensional hypercubes from the received metadata; for each dimension of the cube set, automatically generates a map from values in that dimension to a number range; receives input for selecting three or fewer dimensions from the cube set to be displayed onto a graphical user interface (GUI) based on the number range; and automatically build a tree-view user interface (UI) component onto the GUI based on the received input representing selected and unselected terms from a taxonomy among the created taxonomies corresponding to a dimension.

Abstract: A pool rack assembly for arranging a plurality of pool balls into an operative orientation upon a pool table comprises a containment assembly. The containment assembly includes a first containment member disposed in pivotal relation with a second containment member via a pivoting interconnection. The pool rack assembly is pivoted into a closed disposition to facilitate arrangement of the plurality of pool balls into the operative orientation therein, and pivoted into an open disposition for removing the pool rack assembly from the operatively oriented pool balls. An alignment module may be removably connected to the containment module, and includes at least one light source which projects one or more light indicators. The light indicators are used to align the pool rack assembly, and more importantly, the plurality of operatively oriented pool balls therein, upon a pool table with reference to the rail markers.

Abstract: An interactive method and system determining the results of life style choices over time. The user inputs one or more lifetime goals. In response, the system provides the user with one or more input selections based on the user's goals. The users' selections are classified as an Income or an Expense. The classified Income and Expense selections are further classified as analytic or probabilistic. The one or more analytic selections have a known or calculable quantity. The probabilistic selections have an unknown quantity that can be calculated over time by applying a distribution curve based on real world data. The probabilistic calculations includes one or more iterations such that a value can determined for each Income or Expense and wherein the Income and Expense values are summarized over the appropriate number of iterations such that a cash-flow result is calculated.