what does a p value of 0 001 mean 
a p value of 0 001 indicates that if the null hypothesis tested were indeed true then there would be a one in 1 000 chance of observing results at least as extreme this leads the observer to reject the null hypothesis because either a highly rare data result has been observed or the null hypothesis is incorrect 