Poetry is a form of literature that uses artistic and rhythmic qualities of language to evoke meanings in addition to, or in place of, the simple apparent meaning. Poetry uses forms and conventions to suggest differential interpretation to words, or to suggest emotive responses. In this paper, we propose a method to extract features like nature, theme and visualize a poem as a flower. The extracted features from a poem are used to generate a flower for visual representation. We propose a mapping between the features of a poem to the type and color of a flower. We have tested the proposed method over four hundred poems from Purananuru. Also we are visualizing those poems using Word Cloud Visualization to show weighted words in the poems visually.