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As discussed in #1214 there is an issue with SparseFieldsetsMixin serializer mixin. It drops fields when reading and writing, however it should only do it when reading and not when writing as per specification.
When analyzing the code, it seems the best to implement is to move the exclude logic from __init__ and overwrite _readable_fields.