Capturing the structural complexity with simple descriptors is not trivial and could lead to results affected by strong bias. SOAP is a general state-of-art atom-centered, density-based representation of the atomic environment which has been proven very powerful for both properties prediction and structural classification. A sum of Gaussians centered on each surrounding atom produces a smooth representation of the atomic density around a given atom. Extensive details on SOAP are provided in the SI.