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Format of each line: x-coordinate y-coordinate class-label. You may want to plot the two classes in matlab to get an idea how they distribute.
Each line represent a single feature vector. There are 80 feature vectors in query.dat. Find the average time to identify the 10 vectors in highD1.dat and highD2.dat closest to each query.