In $2004,$ a soft drink company trying to find ways to boost sales over their competitors compiled these data about consumers: age, weekly consumption, diet vs$.$ regular preference, cola vs non$-$cola preference, and geographical location. Which of the following best identifies the W$\text{'}$s $($Who$,$ What, When, Where and Why$)$ in this study?

Who: Soft drink companies; What: Age, weekly consumption, diet vs$.$ regular preference, cola vs$.$ non$-$cola preference, and geographical location; When: June, $2004$; Where: United States; Why: To find ways to boost sales.

Who: Consumers; What: Age; When: $2004$; Where: Not specified; Why: To find ways to boost sales over their competitors.

Who: Consumers; What: Age, weekly consumption, and geographical location; When: $2004$; Where: Not specified; Why: To develop new products.

$($d$)$ Who: Consumers; What: Age, weekly consumption, diet vs$.$ regular preference, cola vs$.$ non$-$cola preference, and geographical location; When: $2004$; Where: Not specified; Why: To find ways to boost sales over their competitors.

$($e$)$ Who: Soft drink companies; What: Age, weekly consumption, diet vs$.$ regular preference, cola vs$.$ non$-$cola preference, and geographical location; When: $2004$; Where: Not specified; Why: To find ways to boost sales over their competitors.