A linear model,
y = b0 + b1 x
involves two constants (the slope and intercept) whose values are unknown; they are called unknown parameters of the model. How should we set their values to match a particular data set?
Temperature and latitude
Note that the residuals are the vertical distances of the crosses to the line.