
SUMMARY OUTPUT

| Regression Statistics | |
|
Multiple R |
0.969215243 |
|
R Square |
0.939378188 |
|
Adjusted R Square |
0.919170917 |
|
Standard Error |
1.231648238 |
|
Observations |
5 |
| ANOVA | |||||
|
df |
SS |
MS |
F |
Significance F |
|
|
Regression |
1 |
70.51900786 |
70.51900 |
46.48713 |
0.006453893 |
|
Residual |
3 |
4.550872143 |
1.516957 |
||
|
Total |
4 |
75.06988 |
|||
|
Coefficients |
Standard Error |
t Stat |
P-value |
Lower 95% |
Upper 95% |
Lower 95.0% |
Upper 95.0% |
|
|
Intercept |
2.162165242 |
0.801499292 |
2.697650 |
0.073933 |
-0.38856561 |
4.71289609 |
-0.38856561 |
4.712896095 |
|
X Variable 1 |
0.04440531 |
0.006512811 |
6.818147 |
0.006453 |
0.023678618 |
0.06513200 |
0.023678618 |
0.065132003 |
| RESIDUAL OUTPUT | ||
|
Observation |
Predicted Y |
Residuals |
|
1 |
3.272298005 |
-1.172298005 |
|
2 |
3.671945799 |
0.098054201 |
|
3 |
3.849567041 |
-0.049567041 |
|
4 |
6.602696291 |
1.687303709 |
|
5 |
13.26349286 |
-0.563492864 |
MANGANESE ACUTE REGRESSION - SIX POINT

|
Regression Statistics |
|
|
Multiple R |
0.94983343 |
|
R Square |
0.902183545 |
|
Adjusted R Square |
0.877729431 |
|
Standard Error |
1.45588274 |
|
Observations |
6 |
| ANOVA | |||||
|
df |
SS |
MS |
F |
Significance F |
|
|
Regression |
1 |
78.19802179 |
78.19802 |
36.89291 |
0.0037119 |
|
Residual |
4 |
8.478378209 |
2.119594 |
||
|
Total |
5 |
86.6764 |
|
Coefficients |
Standard Error |
t Stat |
P-value |
Lower 95% |
Upper 95% |
Lower 95.0% |
Upper 95.0% |
|
|
Intercept |
1.808610518 |
0.851245248 |
2.124664 |
0.100811 |
-0.554830078 |
4.17205111 |
-0.554830078 |
4.172051114 |
|
X Variable 1 |
0.044064161 |
0.007254609 |
6.073953 |
0.003711 |
0.023922095 |
0.06420622 |
0.023922095 |
0.064206226 |
| RESIDUAL OUTPUT | ||
|
Observation |
Predicted Y |
Residuals |
|
1 |
2.91021453 |
-0.51021453 |
|
2 |
3.306791975 |
0.463208025 |
|
3 |
3.483048617 |
0.316951383 |
|
4 |
3.923690222 |
-1.823690222 |
|
5 |
6.215026568 |
2.074973432 |
|
6 |
13.22122809 |
-0.521228088 |
Hardness |
Mn Concentration |
(mg/L CaCO3) |
(mg/L) |
25 |
2.4 |
34 |
3.77 |
38 |
3.8 |
48 |
2.1 |
100 |
8.29 |
259 |
12.7 |