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Description
A possible reason for the poor correlation between experimental and calculated solubility seen in #1 is that many of the compounds tested are salts, and these are not being calculated correctly.
Let's test this to see if it makes a difference, @ucnvwqt.
- Take three compounds that are salts. These will be compounds which, when you look at the structures in e.g. Datawarrior etc are shown as two compounds, one with a basic group (like an amine) and another smaller molecule with an acidic group. In this Issue, below, write their codes and show the structures.
(I'm assuming most compounds that we're looking at will be amine bases, so will have an acid counterion. If you can find an organic molecule that is a carboxylic acid, and which is given as a salt, then include that too, but these are rarer).
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Add the SMILES strings for i) the neutral pair (when the H is on the acid, not the base), ii) the salt (when the H is on the base (i.e. it's protonated) and the acid is deprotonated, iii) just the neutral organic part and iv) just the ionised organic part.
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Calculate the solubilities for all of these species and see which is the best match for the calculated value.