Attendance to the 2025 international conference EMSLIBS (Euro-Mediterranean Symposium on Laser-induced Breakdown Spectroscopy). Participation in the EMSLIBS 2025 Data Challenge. Even though the method presented here isn’t novel nor exotic, the primary goal was to obtain better results. Before settling on this approach, other classification techniques (such as RF, XGBoost…) were also tested.