Methods and systems for obtaining and processing optical signal data from analytical reactions, and in processing signal data from arrays of sequence-by-incorporation processes to identify nucleotide sequences of template nucleic acids and larger nucleic acid molecules, e.g., genomes or fragments thereof are described. Defining and applying a 2-dimensional software mask allows for obtaining signal data from arrays with higher signal to noise than where the mask is not applied.