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Fig. 1 . Visualization of US Employment data highlighting the Outlying Scagnostic feature. Abstract-We introduce a method (Scagnostic time series) and an application (TimeSeer) for organizing multivariate time series and for guiding interactive exploration through high-dimensional data. The method is based on nine characterizations of the 2D distributions of orthogonal pairwise projections on a set of points in multidimensional Euclidean space. These characterizations include measures, such as,doi:10.1109/tvcg.2012.128 pmid:23307611 fatcat:ob4tgzeznrefladk4zkwl3n25a