Shown below is a correlation table showing correlation coefficients between stock price, earnings per share $($EPS$),$ and the price$/$earnings $($P$/$E$)$ ratio for a sample of $19$ publicly traded companies. Which of the following statements is false?

Correlation: Stock Price, EPS, P$/$E

Stock Price

EPS

P$/$E

Stock Price

$1$

EPS

$0\mathrm{.}875$

$1$

P$/$E

$0\mathrm{.}323$

$-0\mathrm{.}111$

$1$