To begin, we investigated the S N 2 nucleophilic substitution of chloromethane by a fluoride anion. The reaction is characterized by two key distances: d F , the distance between the carbon and fluoride ions, and d Cl , the distance between the carbon and chlorine ions. These distances were used as inputs for our Skewencoder. To ensure consistent training, all distances were normalized to zero mean and unit variance.