The two chemicals, water and potassium dichromate, are combined together. Because potassium dichromate is uniformly dissolved in the bath, every portion of the sample is equivalent to any other portion of the sample. It is, indeed, a homogeneous mixture. It is a single compound of a chemical, so it is a pure substance.