Abstract: A system is described for rendering normalized medical service provider data records by transforming received input records from a variety of sources into standardized medical service provider data records. The system digests a resource containing multiple data points to render a mapping between individually identifiable parts of the data points and normalized data types handled by data type-specific parsers. A matching operation is performed, on parsed data points, wherein individual ones of the set of parsed data points are matched to an identified entry on an authoritative listing. During the matching an algorithmic match is attempted by assigning a match score based upon a type of transformation on a parsed data point value, of a data point instance of the set of parsed data points, to render a match between the parsed data point value and an entry within an authoritative data listing.