What does a 95% confidence level mean in practice?
There is a 95% probability that the sample mean is the true population mean.
If we repeat the sampling process many times, 95% of the calculated confidence intervals will contain the true population mean.
There is a 95% chance that the population mean will change.
The true population mean is inside the interval 95% of the time.