Congrats..A very novel approach indeed to visualize data . It seems to be applicable to object tracking,turbulent fluid flow (supersonic) , plasma dynamics , perhaps even stock market trends..weather ..etc
I think that the technique of Eventogram transform can be give a good information in the analysis of hydroclimatic times series, especily about the stationary and nonstationary phenomena.