Data gathering and data re-presentation tools

One or more non-transitory computer-readable storage media storing instructions which, when executed by one or more processors disposed in an electronic device, implement a toolset usable by a service for data gathering and data re-presentation, automated tools in the toolset performing a method comprising the steps of:

• interfacing with one or more systems having a proprietary database storing data, a format for the data being recognized and verified;
• recognizing and parsing data in the proprietary database and responsively categorizing the data into generic transaction types;
• analyzing data acquired from the proprietary database to determine whether to enrich the data acquired from the proprietary database with data acquired from one or more other sources;
• identifying a source among the one or more other sources from which to acquire the data for enriching;
• acquiring the data for enriching from the identified source;
• identifying data that is missing from either the proprietary database or data acquired from the one or more other sources;
• deriving data to fill in for the identified missing data;
• editing and validating recognized and derived data, the derived data including derivations of the enriching data acquired from the identified other sources,
• wherein the validating includes one or more fractal analyses configured for implementing each of comparison, pattern recognition, and confidence assessment for each element of acquired and derived data, and for combinations of data elements, in which combinations comprise related data elements and the fractal analyses applied to combinations are multi-level.