Place the rice, almonds, and the water they were soaking in into a blender. Blend until the rice and almonds start to break up, about 1 minute. Strain the rice mixture through a fine mesh strainer into a pitcher, jar, or glass bottle. Stir in the rest of the ingredients and chill. Stir before serving. Lasts up to 7 days refrigerated.