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\subsubsection{Complexity in the Physico-chemical Subsystem}
At the Arctic Lake (Ar) variables related with light in surface, planktonic and benthic zones (SL, PL and BL) have high value of emergence. Variation of light was 10.28 $\pm$ 10.44. Meantime, benthic conductivity (BCd, 600.3 $\pm$ 40.8 µS) and percentage of water mixing between planktonic and benthonic zones (ZM,
) 50 $\pm$ 3.53%) have very high self-organization.
(Caution Remaining variables were classified in very high complexity category, with the
relative values exception of
variation !!!!) two variables associated conductivity (ICd=3896.96 $\pm$ 17.29 µS and BCd= 600,32 $\pm$ 40.53 µS) which were ranking in very low complexity category.
Remaining At the north highland lake (NH), light variables
were classified in increase their ranking to very high
complexity emergence category,
with the exception of two variables associated with inflow and benthic conductivity (ICd and BCd) that are ranking in
consequence its complexity was reduced to low and very low
categories. The ligh variation for all zones was between 12.31 $\pm$ 9.31. Meantime BCd (598.2 $\pm$ 95.91 µS) and Zm (62.05 $\pm$ 19.36) variables increase its complexity
to high category.
At the north
highland lowland lake
(NH), light (NL), temperature variables
increase their ranking increases its level of change to very
high emergence category, in consequence its complexity high. The variation for all zones was
reduced between 11,3 $\pm$ 6,5. Also light variables (14.6 $\pm$ 7.4). Remaining variables had fair to
low and very
low categories. BCd and Zm high emergence. Thus, self-organization, in general is low. As the result of the above facts, variables
increase its complexity to with very high
category. complexity were relating with hydrology (IO= 10.7 $\pm$ 6.5, RT= 61.9 $\pm$ 40.4) conductivity (ICd=870 $\pm$ 93.5, PCd=1132.6 $\pm$ 182.2) and pH in all zones of lake (7.0 14,6
7 $\pm$ 0.2)
At the
north lowland lake (NL), temperature variables increases its level of change to very high. Also light variables. Remaining variables had fair to very high emergence. Thus, self-organization, in general is low. As the result of the above facts, variables with very high complexity were relating with hydrology (IO, RT) conductivity (ICd, PCd) and pH in all zones of lake.
At the tropical lake (T), all physiochemical variables have similar levels of regularity (S) and change (E); consequently majority
of o f variables have high or very high complexity with the exception of ZM
(16.48 $\pm$ 2.29) and Sediment Oxygen
(SdO2). (SdO2= 2 $\pm$ 0).
Based on PCA ordination of emergence, self-organization, complexity and autoposieis properties, we can summarize that variables of physiochemical subsystem can conform 3 groups. Group 1 including variables related with high changes or emergence as light. Group 2 conformed by variables associated with high regularity like conductivity and zone mixing, and Group 3 Variables expressing high complexity like temperatures, oxygen,pHs, retention time and inflow and outflow (Fig. **)