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The trading volume from the out-of-sample period of January 2, 2020\u2013December 31, 2020 is successfully predicted by the created models with a low prediction error and high prediction correlation. Here, the thermal coal trade volume forecast issue is demonstrated to benefit from the application of Gaussian process regressions. 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