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python tutorial ramsey reset test multiple regression assumptions consist of independent variables correct specification independent variables non-linear dependence regression correct functional form received as no autocorrelation residual homo elasticity and residual normality this topic is part of multiple regression analysis with python curse feel free to take a look at curse curriculum by clicking link at the description box below this tutorial has an educational and informational purpose and doesnt consider any type of forecasting business training or investment advice please read full tutorial disclaimer at the end of this video correct functional form consists of evaluating whether regression independent variables optimal relationship with dependent variable is linear or non-linear this is evaluated through ramsey regression specification error test or recent linearity test which consists of adding non-linear transformations of fitted original regression data as independent va