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Over the past few years, the codes arising from the incidence of points and hyperplanes in the projective space attracted a lot of attention. In particular, small weight codewords of are a topic of investigation. The main result of this work states that, if is large enough and not prime, a codeword having weight smaller than roughly can be written as a linear combination of a few hyperplanes. Consequently, we use this result to provide a graph-theoretical sufficient condition for these codewords of small weight to be minimal.

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