The model described in Section 3.3 was trained based on the lone pair properties predicted with NBO5. Based on statistical metrics on the test set shown in Table , we observe great results for both tasks. First, we report the macro average precision, recall, and F1 score, followed by the percentage of hits per element. Moreover, the model is able to construct the ground-truth extended graph 98.13% of the cases.