Example implementations described herein are directed to a graphical user interface (GUI) tool that provides representations of generated charts on a map, wherein distances between representations are provided based on similarity between charts. Similarity is determined through machine learning techniques that are applied on a vectorized form of charts. Example implementations described herein encode charts into vectors using deep learning techniques, which facilitates machine learning techniques such as nearest neighbor to be utilized to determine similarity between charts based on their corresponding vectors.