Information is the resolution of uncertainty and manifests itself as patterns. Although complex, most observable phenomena are not random instead associated with deterministic, chaotic systems. The underlying patterns symmetries expressed from these determine their information content compressibility. While some patterns, such existence Fourier modes, easy to extract, advances in machine learni...