I have population data for the last 50 years (total population for a country), that I need to make linear. In its original it has a positive relationship (looking at a scatter plot) but it is not linear. There are three smaller periods with large increases in population, which makes the scatter plot look almost like a jigsaw. I have tried transforming the data with logaritms, square roots etc but I do not succeed in making the scatter plot like more or less linear. Any advice?
Try doing 1/x or maybe x^3posted by John
Populations normally grow exponentially, so transforming your data with logarithms should work. What base did you use?
You might also try the natural logarithm.posted by Nonetheless
You should remove these outliers or extreme values.posted by KHALIL AHMAD