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OrderedHeatMapAnalysis (OHMA) is a direct data analysis framework allowing to simultaneously visualize and analyze the structure of complex datasets. An optimized seriation of rows and columns of the input data table is performed, resulting in a mapping of the whole dataset into an ordered heatmap.