From this issue we begin to publish some materials from the monograph Henry D.I Abarbanel “Tools for analyzing observed chaotic data”, kindly provided to us by the author. It is intended to reprint 1 Introduction, Part 3, Part 4, 5 Summary and Conclusions (see Contents of the monograph). Perhaps the interested reader will add other sections to this list. The editors are waiting for your suggestions.