There are so many variations because different people have different needs, and people will roll their own distros to suit their needs. If you want to pick one,

There are so many variations because different people have different needs, and people will roll their own distros to suit their needs. If you want to pick one, go with debian or ubuntu. Both are relatively user friendly, widely used, and will give you a good taste of linux.