How to Unzip/extract an .tar.gz file?

Use command: 

tar -xvzf community_images.tar.gz

x : Extracts the files. 
v : Prints verbose output.
z : Tells tar to decompress using gzip.
f : Tells the name of the file to be Unzip and extracted.