Scientists examined the activity level of 7 fish at different temperatures. Fish activity was rated on a scale of 0 (no activity) to 100 (maximal activity). The temperature was measured in degrees Celsius. A computer regression printout and a residual plot are provided. Notice that the horizontal axis on the residual plot is labeled โFitted value,โ which means the same thing as โpredicted value.โ 

Which of the following gives a correct interpretation of s in this setting?
a. For every 1ยฐC increase in temperature, fish activity is predicted to increase by 4.785 units.
b. The typical distance of the temperature readings from their mean is about 4.785ยฐC.
c. The typical distance of the activity level ratings from the least-squares line is about 4.785 units.
d. The typical distance of the activity level readings from their mean is about 4.785 units.
e. At a temperature of 0ยฐC, this model predicts an activity level of 4.785 units.