The influence of s-triazoles (6–9) and thiadiazoles (10–11) on the central nervous system of mice in some behavioral tests was investigated. It was found that compounds (10) and (11) are the possible candidates for further development as analgesic agents. The correlation between the molecular descriptors and analgesic potential has been studied by using the pattern recognition methods: principal component