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VF3 explaining 17.1% of the total variance had strong positive loadings on HCO3 and F, moderate positive loading on Na and moderate negative loading on SO4.
Positive loading on salinity and negative loadings of TN and Org-N were observed in the present study.
Factor 4 accounts for 9.92 % with strong positive loading on NO3 only and weak loadings on SO4 and SiO2 (negative).
VF2 explaining 23.3% of the total variance had strong positive loading on F, HCO3 and SO4; and moderate positive loadings on EC, TDS and Mg.
The first component consisted of alanine and serine with positive loading, as well as glycerol-3-phosphate and lactic acid with negative loadings.
In contrast, proline has a strong positive loading for both PC1 and PC2 axes and so contributes to the position of the HN + S observations.
Any positive loading ratio can be applied.
A third factor explains 12.70% of the data variation and has a strong positive loading on EC, Ca2+ and Cl− with moderate positive loading on Mg2+.
PC5 depicts strong positive loading of BOD and strong negative loading of pH.
The positive loading is highest in S2, S3, S12 and S13.
Positive loading was observed in chl-a, TP, and OP in the last PC.
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