QUESTION $1(20$ Points$)$

For this clustering exercise, you are going to use the data on women professional golfers' performance on the LPGA $2008$ tour. The dataset can be obtained from OA $7\mathrm{.}5$ and has the following attributes:

golfer: name of the player

average drive distance

fairway percent

greens in regulation: in percentage

average putts per round

sand attempts per round

sand saves in percent

total winnings per round

log: calculated as $($total win$/$round$)$

total rounds

Id: unique ID representing each player.

Use clustering $($agglomerative and$/$or divisive$)$ on this dataset to find out which players have similar performance on the same season.