sentences:  The likelihood ratio hence is between 0 and 1.Lower values of the likelihood ratio mean that the observed result was much less likely to occur under the null hypothesis as compared to the alternative.Higher values of the statistic mean that the observed outcome was more than or equally likely or nearly as likely to occur under the null hypothesis as compared to the alternative, and the null hypothesis cannot be rejected.