Disruption prediction and mitigation is of key importance in the development of sustainable tokamak reactors. Machine learning has become a key tool in this endeavour. In this paper. multiple machine learning models are tested and compared. https://allfixelectricales.shop/product-category/oven-auxilliary-switch/