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A simple short proof of the Johnson-Lindenstrauss lemma (concerning nearly isometric embeddings of finite point sets in lower-dimensional spaces) is given. This result is applied to show that if G is a graph on n vertices and with smallest eigen-value i then its sphericity sph(G) is less than cA2 log n. It is also proved that if G or its complement is a… (More)