$k-$means clustering is the process of which of the following?

It is a process for reducing the number of variables to consider in data$-$mining.

It is a process for organizing observations into distinct groups based on a measure of similarity.

It is a process for agglomerating observations into a series of nested groups based on a measure of similarity.

It is a process for estimating the value of a continuous outcome variable.