Thanks to Jonas Laputinskas. Got to know the source of this chart.http://tuxradar.com/content/best-distro-2011
It's about two years old now. Probably Ubuntu would do better on Desktop and Performance, if this chart is prepared today. And Arch would score much better on Docs and packages. Linux mint and Debian would be rated much better on installation.