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show reason for the outliers, analysed additional samples and use the
                                     data from them to augment (expand) the data set.

                   7.  Visually check for outlier and linear relationship
                          Plot 4 graphs
                          a)  New method (Y axis) & old method (X axis)

                          b)  Individual value of NEW methodVS Mean of OLD method

                          c)  Different  between  mean  of  NEW  method-mean  of  OLD  method  for  each
                              sample VS Mean of OLD method (horizontal central line has value of zero).
                                 •  BUT if the comparative method is NOT a reference method, the third
                                     plot is bias plot where the difference between the mean of NEW and
                                     mean of OLD method against (mean NEW + mean OLD)/2.

                          d)  Difference between individual value of NEW  method and  Mean of  OLD
                              method VS Mean of OLD method.
                                 •  BUT if the comparative method is NOT a reference method, the fourth
                                     plots  the difference between individual value of NEW  method with
                                     average of(individual value of NEW  method  -  mean OLD method)/2
                                     against (mean NEW+ mean OLD)/2

                   8.  Test for adequate range of sample
                              a)  Regression analysis assume that  the variables is known without error,
                                 however  if  range  of  data  is  sufficiently  wide,  the  effect  of  error  on
                                 regression estimates can be considered negligibly small.

                              b)  The correlation coefficient, r

                              c)  rough guide to assess the adequacy of the range of data

                              d)  Adequate sample?
                                 •  r ≥ 0.975 or equivalent r² ≥ 0.95
                                 •  If  r² < 0.95 , add samples n examine again
                                     If range cannot be extended, use partition bias procedure in place of
                                     linear regression to estimate average bias


                   9.  Estimation of Linear Regression (When passed adequate range)
                              a)  There are two ways:
                                 •  Computation - for calculation of Y= bX + a
                                 •  Alternative  regression  procedure  of  which  only  estimating  the  slope
                                     and intercept.
                                     √  Deming or
                                     √  Passing-Bablok


                   10. Visual check for Constant Scatter
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