Research Article

The Prediction of Diatom Abundance by Comparison of Various Machine Learning Methods

Table 2

Characteristics of various water quality variables.

algal bloomPresence(n=90)Absence(n=91)P-value
variablesMean(S.E)Mean(S.E)

Diatom
Criteria: 3519
pH8.291(0.0491)8.076(0.0523)0.005
DO11.738(0.2160)10.410(0.2395)<0.001
BOD2.501(0.0889)2.135(0.0928)0.01
COD6.276(0.1123)6.291(0.1148)0.8055
Susp9.457(0.4236)9.532(0.7144)0.8388
TN2.987(0.0931)2.667(0.0700)0.0074
TP0.050(0.0019)0.056(0.0032)0.0857
TOC3.839(0.0797)4.011(0.0871)0.1406
Temp15.604(0.8659)17.152(0.9490)<0.001
NH3-N0.065(0.0056)0.096(0.0070)<0.001
NO3-N2.153(0.0765)1.891(0.0661)0.01
PO4-P0.005(0.0009)0.013(0.0020)<0.001