A 95% confidence interval is a range of values that you can be 95% certain contains the true mean of the population.
Confidence levels are expressed as a percentage (for example, a 95% confidence level). It means if you take repeated samples over and over again, and the 95% confidence interval was computed for each sample, 95% of the intervals would contain the population mean.