In this study, new graphical forms are introduced. These graphical forms are very useful for the statisticians as well as for the data analysts. A major goal of the study is the generalization of some graphical forms. This generalization increases the scope of the graph because generalized forms of the graphs are more useful. These graphs are presented in different colors which will attract the viewers. · A visualization of Least Significant Difference (LSD) Test is presented which is an objective approach. This graph shows clearly and easily the significant pairs due to which the hypothesis of the equality of the several means is rejected in ANOVA. The objective sense of visualization of this graphical form increases its importance. Its simplicity is an additional quality, due to which anyone can use it and can draw its conclusions. · A new graphical form “Framed Doughnut Charts” is presented which is the generalization of Multi-series Doughnut Charts. · A new generalized form of Multi-series Doughnut Charts “Arc-Pyramid Graphs” is proposed which has an aesthetic sense. · The traditional Component Bar Chart is also modified in Framed Component Bar Chart to enjoy the generalization. This proposed generalization is an objective method of visualization and is used for the comparison of multivariate data sets. · Boxes are multidimensional representation. Framed Boxes, the generalization of Boxes is also proposed which are used for the comparison of multivariate data. It is an easy and objective method of visualization. · Program for Visual LSD in Java is presented as Appendix A. · Program for Framed Doughnut Charts in Visual C++ is presented as Appendix B. · Program for Arc- pyramid Graphs in Visual C++ is presented as Appendix C. · Program for Framed Component Bar Chart coded in Java is presented as Appendix D. · Program for Framed Boxes coded in Visual C++ is presented as Appendix E. Hence concluded that the proposed new graphs present multivariate data sets successfully and compare them easily. These graphs are in generalized form and objective in nature.