**“ The ideal growth fractal time sequence is X, 2.5X, 2X and 1.5-1.6X. The first two cycles include a saturation transitional point and decay process in the terminal portion of the cycles. A sudden nonlinear drop in the last 0.5x time period of the 2.5X is the hallmark of a second cycle and characterizes this most recognizable cycle. After the nonlinear gap drop, the third cycle begins. This means that the second cycle can last anywhere in length from 2x to 2.5x. The third cycle 2X is primarily a growth cycle with a lower saturation point and decay process followed by a higher saturation point. The last 1.5-1.6X cycle is primarily a decay cycle interrupted with a mid area growth period. Near ideal fractal cycles can be seen in the trading valuations of many commodities and individual stocks. Most of the cycles are caricatures of the ideal and conform to Gompertz mathematical type saturation and decay**

**curves. “**** G. Lammert**

*This page was last updated on 15-May-2005 01:21:59 PM .*

The fact that the December 2018 hegemonic macroeconomic terminal growth and decay pattern follows that simple mathematical fractal pattern provides direct further evidence that the Asset-Debt macroeconomic system is indeed a deterministic self organizing system. The verified elegantly simple growth and decay fractal sequences and math elevates the asset debt macroeconomic system to a science equivalent to the self organizing deterministic natural sciences of physics and chemistry and biology. The fact that asset debt macroeconomics follows the self organization of those natural sciences should not be surprising to the scientist or mathematician who is awed by mathematical simplicity and elegance of the observable universe. The entry on the scene of a viral pandemic at the time of the expected 1807 36/90/90 year collapse will be a considerable matter for future historical review.