Persistence diagrams are one of the main tools in field Topological Data Analysis (TDA). They contain fruitful information about shape data. The use machine learning algorithms on space persistence proves to be challenging as lacks an inner product. For that reason, transforming these a way is compatible with important topic currently researched TDA. In this paper, our contribution consists thr...