Question: what does it mean when something is not statistically significant?
Answer: The "layman's"meaning of not statistically significant is that the strength of relationship or magnitude of difference observed in your SAMPLE, would more likely NOT BE OBSERVED IN the POPULATION your sample purports to represent.