Visualizations are a major asset of MI indices, facilitating intuition and interpretation of chemical structure at a glance. The majority of previous investigations into MI , represented MI in circular plots, allowing for the elucidation of complex cases of strong correlation in chemical systems. In the present study, however, the use of localized AOs instead of MOs facilitates quick visual inspection of the entanglement and correlation patterns between constituent atoms, in similar ways as presented earlier between individual orbitals or lattice sites . Figure compares the MI, plotted in a circle, versus I paq AB , plotted based on the atoms' spatial position. Similar to before , we use the thickness of the lines to visualize the I paq AB between atoms. In these SPatial Atom-Wise Network (SPAWN) plots, the thick lines are strongly correlated atoms whereas the thin lines denote weakly correlated atoms. Already on a high qualitative level, we note that covalently bonded atoms have high I paq AB with a further visual classification between double and single bonds, differentiating for instance between carbonyl and hydroxy bonds. This allows for a quick visual inspection of chemically significant structures. It should be kept in mind at all times that the thickness of the lines between the atoms in the SPAWN plots are dictated by the I paq AB , and are not informed by any prior chemical input about bonding structures, etc. from the user, as in standard chemical drawings. By implementing this approach we explore the entanglement in 400 dipeptides and visualize the atomic correlations using SPAWN plots. A diverse and meaningful selection of twelve of the 400 dipeptide SPAWN graphs is presented in Figure . A quick visual inspection of the twelve SPAWN plots shows that I paq AB is generally consistent with chemical rules involving covalent and non-covalent interatomic correlations. Figure : SPAWN graphs for 12 selected dipeptides. Geometries were optimized at the B3LYP level and then ωB97M-V was used to compute AMI. Oxygen is represented by red nodes, carbon by dark gray, nitrogen by blue, sulfur by yellow, and hydrogen by light gray. The thickness and color gradient of the lines reflect the degree of correlation.