This paper considers coherent states for the representation of Weyl commutation relations over a field ofp-adic numbers. A geometric object, a lattice in vector space over a field ofp-adic numbers, corresponds to the family of coherent states. It is proven that the bases of coherent states corresponding to different lattices are mutually unbiased, and that the operators defining the quantization of symplectic dynamics are Hadamard operators.