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welcome to this video about residual analysis and assumptions behind the immigration in this video well cover five assumptions to check if we fulfill assumptions in linear regression we usually analyze the residuals we left for first see how to create a residual plot suppose that we have the following data points we fit the regression line to the data where the regression line has the following equation to calculate the residues we first need to calculate the estimated values ing to regression model note that these values are also called predicted or fitted values for example the estimated value of 3.75 corresponds to the Y value of the line at x coordinate of the second data point this can be calculated if you plug in the x coordinate with this data point in the equation of the line which will result in a value of 3.75 the residuals are then calculated as the Absurd values minus the estimated values for example the Absurd value of 5 minus the estimated value 3.75 is equal to 1.25 whi