The article examines the tourism activities of European countries under the influence of the rapid spread of the coronavirus infection COVID-19. The onset of the pandemic has led to a complete halt in the functioning of international tourism, which for most countries is the main source of employment and budget replenishment. Using machine learning clustering and classification algorithms, general groups of countries were identified, formed according to similar characteristics.