In: Statistics and Probability
Goodness of Fit
Microhabitat factors associated with forage and bed sites of barking deer in Hainan Island, China, were examined. The sample of 477 examined sites where the deer forage were categorized by habitat as follows:
Habitat | Woods | Cultivated grassplots | Deciduous forests | Other |
Deer forage sites | 15 | 16 | 50 | 386 |
In this region, woods make up 4.8% of the land, cultivated grassplots make up 14.7%, and deciduous forests make up 39.6%.
Do these data provide convincing evidence that barking deer prefer to forage in certain habitats over others? Answer this research question by conducting a goodness of fit test at 0.01 significance level. Follow the steps outlined in the assignment instructions.
Create a vector of assumed probabilities and use it to obtain and display a vector of expected values, then check that the assumptions required for this test are satisfied.
Find the P-value of the statistic using the appropriate chi-squared distribution. (display all code)
Plot the distribution, a vertical line at the value of the test statistic, and show the P-value in the plot. (display all code)
Verify that your statistic and P-value are correct by using the chisq.test instruction (if less than 10^ (-10),
consider both as zero). (display all code used to demonstrate this)
(h) Do these data provide evidence that barking deer prefer to forage in certain habitats over others? Explain.