The equivalent classes are pieces (chunks) of the set where is the equivalence relation, these pieces include the elements which are interrelated. The set of all these pieces is an example of a partition of the set where the equivalence relation is defined.
For example:
In $\Bbb{Z}$ we define $a\sim b$ if $4$ divides $a-b$, then is easy to prove that this gives an equivalence relation in $\Bbb{Z}$ and that the equivalence classes are:
$$[0]=\{0,4,-4,8,-8,12,-12,...\},$$
$$[1]=\{1,5,-3,9,-7,13,-11,...\},$$
$$[2]=\{2,6,-2,10,-6,14,-10,...\},$$
$$[3]=\{3,7,-1,11,-5,15,-9,...\}.$$
You can see that these subsets (chunks) are mutually disjoint and
$${\Bbb{Z}}=[0]\cup[1]\cup[2]\cup[3].$$