```{r setup, include=FALSE} knitr::opts_chunk$set(echo=TRUE, fig.align="center") ``` #### Statistics for Laboratory Scientists ( 140.615 ) ## Correlation #### Example from class: fathers' and daughters' heights The Pearson & Lee (1906) data. ```{r} library(SPH.140.615) example(pear) ``` Plot the data. ```{r} plot(pear) ``` Calculate the sample means and the sample standard deviations of the fathers' and daughters' heights. ```{r} mes <- apply(pear, 2, mean) mes sds <- apply(pear, 2, sd) sds ``` Calculate the Pearson correlation between the fathers' and daughters' heights. ```{r} cor(pear) cor(pear)[1,2] cor(pear$father, pear$daughter) ``` Spearman's rank correlation coefficient. ```{r} cor(pear$father, pear$daughter, method="spearman") ``` Plot the ranks. ```{r} plot(rank(pear$father), rank(pear$daughter), cex=0.5) cor(rank(pear$father), rank(pear$daughter)) ``` Test for association between the fathers' and daughters' heights. ```{r} cor.test(pear$father, pear$daughter) ```