This is where mathematics comes in. To separate out perception from reality and in the process advance theoretical sciences. Like someone said, ‘data is from the devil; models are from gods’. If you take individual data point, you could end up with the wrong ‘reality’. It is only after you model it using mathematics, you will know what reality is.