Disclosed are methods and algorithms (and their implementation) supporting the automated analysis and interactive review and refinement ("redaction") of the analysis within an integrated software environment, for automated allele assignments. The implementation, preferably with a software system and a program referred to as the Automated Allele Assignment ("AAA") program, provides a multiplicity of functionalities including: data management by way of an integrated interface to a portable database to permit visualizing, importing, exporting and creating customizable summary reports; system configuration ("Set-up") including user authorization, training set analysis and probe masking; Pattern Analysis including string matching and probe flipping; and Interactive Redaction combining real-time database computations and "cut-and-paste" editing, generating "warning" statements and supporting annotation. It also includes a thresholding function, a method of setting thresholds, a method of refining thresholds by matching an experimental binary string ("reaction pattern") setting for that probe, probe masking of signals produced by probes which do not contribute significantly to discriminating among alleles.