Answer:
95% confidence interval is 15.92±1.67. Since lower confidence limit 14.25% is higher than the theoretical level 13.5%, we can reject the null hypothesis that the mean ESTAR measurements equal the theoretical level, at 0.05 significance. 
Explanation:
Confidence Interval can be calculated using M±ME where 
- M is the sample mean soil moisture percentage 
- ME is the margin of error from the mean 
margin of error (ME) from the mean can be calculated using the formula
ME=
 where
 where 
- t is the corresponding statistic in the 95% confidence level
- s is the standard deviation of the sample
Mean of the sample is=
 ≈ 15.92
 ≈ 15.92
Standard deviation of the sample is 
 ≈1.59
≈1.59
two tailed t value of 95% confidence level in 5 degrees of freedom is 2.571
Then ME=
 ≈ 1.67
 ≈ 1.67
95% confidence interval is then 15.92±1.67
Lower 95% confidence limit =14.25%
Upper 95% confidence limit= 17.59%