Question: If a regression analysis shows no statistical significance does that mean that no relationship exists between the independent and dependent variables, and if not, how

If a regression analysis shows no statistical significance does that mean that no relationship exists between the independent and dependent variables, and if not, how can the relationship be found. What other analysis tools can be used to explore influence between variables in excel?

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