Unable to install mysqlclient in python virtualenv

While installing mysqlclient in python virtualenv, some might have experienced issue like 

"failed building wheel for mysqlclient". This issue occurs mostly in Windows, to overcome this we need to download appropriate version of mysqlclient-xxx-xx.whl files, search for below files

Mysqlclient, a fork of the MySQL-python interface for the MySQL database.

• mysqlclient‑1.3.10‑cp27‑cp27m‑win32.whl
• mysqlclient‑1.3.10‑cp27‑cp27m‑win_amd64.whl
• mysqlclient‑1.3.10‑cp34‑cp34m‑win32.whl
• mysqlclient‑1.3.10‑cp34‑cp34m‑win_amd64.whl
• mysqlclient‑1.3.10‑cp35‑cp35m‑win32.whl
• mysqlclient‑1.3.10‑cp35‑cp35m‑win_amd64.whl
• mysqlclient‑1.3.10‑cp36‑cp36m‑win32.whl
• mysqlclient‑1.3.10‑cp36‑cp36m‑win_amd64.whl

and run the command

$ pip install mysqlclient-1.3.10.cp27m-win32.whl

you can see mysqlclient installed successfully.