A character data set is compressed with a compression algorithm module of a computer system to generate one or more streams of encoded values. The compression module is configured to compress the character data set with an entropy encoder to generate one or more streams of encoded values with UTF-8 or UTF-16. A code points mapper assigns the encoded values to code points in a Unicode format. A UTF encoder encodes the streams of assigned encoded values.