Table 6.
Statistics for the model predicted versus observed fish and macroinvertebrate (Macr) MMI score relationship by ecoregion (Eco). Results include the Pearson correlation coefficient (r) and slope for both the BIC variable selection multiple regression model (BIC) and random forest model (RF) predictions for both the first visit data (First) and repeat visit validation data (Valid).
Eco | MMI | BIC First r | BIC Valid r | RF First r | RF Valid r | BIC First Slope | BIC Valid Slope | RF First Slope | RF Valid Slope |
---|---|---|---|---|---|---|---|---|---|
CPL | Fish | 0.76 | 0.71 | 0.75 | 0.72 | 0.58 | 0.50 | 0.47 | 0.45 |
CPL | Macr | 0.60 | 0.50 | 0.63 | 0.66 | 0.36 | 0.31 | 0.36 | 0.40 |
NAP | Fish | 0.84 | 0.80 | 0.85 | 0.90 | 0.71 | 0.70 | 0.66 | 0.74 |
NAP | Macr | 0.76 | 0.72 | 0.75 | 0.82 | 0.58 | 0.52 | 0.53 | 0.59 |
SAP | Fish | 0.75 | 0.71 | 0.76 | 0.76 | 0.56 | 0.56 | 0.50 | 0.57 |
SAP | Macr | 0.69 | 0.66 | 0.66 | 0.72 | 0.47 | 0.45 | 0.37 | 0.43 |
UMW | Fish | 0.58 | 0.57 | 0.65 | 0.71 | 0.33 | 0.34 | 0.35 | 0.46 |
UMW | Macr | 0.61 | 0.47 | 0.58 | 0.64 | 0.37 | 0.25 | 0.28 | 0.31 |
TPL | Fish | 0.78 | 0.80 | 0.77 | 0.87 | 0.60 | 0.69 | 0.55 | 0.66 |
TPL | Macr | 0.66 | 0.46 | 0.65 | 0.64 | 0.44 | 0.28 | 0.34 | 0.35 |
NPL | Fish | 0.72 | 0.79 | 0.70 | 0.89 | 0.53 | 0.68 | 0.45 | 0.73 |
NPL | Macr | 0.75 | 0.70 | 0.72 | 0.74 | 0.56 | 0.57 | 0.47 | 0.54 |
SPL | Fish | 0.68 | 0.64 | 0.60 | 0.70 | 0.46 | 0.44 | 0.34 | 0.42 |
SPL | Macr | 0.48 | 0.55 | 0.43 | 0.71 | 0.23 | 0.25 | 0.18 | 0.30 |
XER | Fish | 0.79 | 0.78 | 0.77 | 0.83 | 0.63 | 0.66 | 0.51 | 0.61 |
XER | Macr | 0.65 | 0.58 | 0.68 | 0.74 | 0.42 | 0.48 | 0.42 | 0.52 |
WMT | Fish | 0.66 | 0.71 | 0.58 | 0.74 | 0.44 | 0.45 | 0.33 | 0.43 |
WMT | Macr | 0.68 | 0.69 | 0.71 | 0.79 | 0.46 | 0.48 | 0.46 | 0.55 |