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A comparison of linear and non-linear regression method for predicting the optimum isotherm was made using the experimental adsorption equilibrium data of Cu(II) onto treated Martil sand (TMS). For this, six error analysis methods were used: the coefficient of determination r2, the sum of the squares of the errors, the sum of the absolute errors, the average relative error, the hybrid fractional error...