Abstract: Described in detail herein are methods, systems, and computer-readable media associated with generation of a two-dimensional image of the object including an arrangement of elements within the object. In exemplary embodiments, the system may receive input containing data related to an object. The system may extract data regarding elements associated with the object and query data regarding sub-elements associated with the elements. The system may determine an affinity based on the received data associated with the elements and sub-elements and run multiple iterations of regression models to generate a comma separated flat file containing the elements and coordinates for the elements' arrangement. The system may convert the comma separated flat file into a two-dimensional image of the object including the arrangement of the elements, while the coordinates from the flat file provide the positioning of the elements in the two-dimensional image.