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One of the key issues in the European Union’s environmental policy concerns greenhouse gas emissions reduction, which is a challenge task to mitigate climate change. In this paper we investigate the emissions of different greenhouse gases from agriculture in the European Union countries through the innovative agglomerative hierarchical percentile clustering algorithm.