For y=Axn, with A>0,x>0, logarithm laws give ln y=nln x+ln A. Thus a log-log plot has gradient n and intercept ln A. This works because logarithms turn a variable power into a product. Take logs in one base. Plot log y against log x. Read the gradient as the power; exponentiate the intercept in the same base to obtain the multiplier. If lg y=2lg x+lg3, then y=3x2, not (lg3)x2. At x=2, y=12. Check: logarithmic plots need positive original coordinates. A graph of log y against x, rather than log x, describes an exponential model.
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