Generation of a labeled dataset. Left panel: procedure for determining the approximation levels and shows the cumulative explained variance ratio as defined by Eq. (4). The vertical dotted line is located at the maximum number (16)of singular vectors used in this case. Right panel: determination of flux intervals and shows the median S/N of injected companions, in an ADI-median-subtracted residual frame, as a function of the scaling factor. The red dots denote the lower and upper bounds of the companion injections for generating MLAR samples of the positive class.