In the chemical literature, solvents can be represented in various ways, which poses a significant challenge for dataset preparation. To address this issue, we standardized the solvents to eliminate ambiguity. For instance, we converted terms like "ethyl alcohol" and "methylcarbinol" to "ethanol" while "2-butanol", "butan-2-ol", and "sec-butyl alcohol" were transformed into "sec-butanol". Subsequently, we employed the OSPIN system to convert the standardized solvent names. Lastly, we utilized the open-source cheminformatics software RDKit () to perform SMILES canonization for each solute compound.