Here we tested several common classifiers using only spectral features from 1 H NMR (chemical shift, J-coupling, integral values, and multiplicity) to observe if this information is enough to predict structural groups in small molecules with a good accuracy. The employed database was created from scratch since the above-mentioned databases only list H chemical shift values.