This is proof that you cannot reduce entropy, only change the dataformat (and often add some entropy). Even a compression algorithm will INCREASE entropy of a totally random dataset.
About compression: For a given special dataset it may indeed decrease size, but if you use it over and over for different random datasets, you will spend more space than uncompressed.