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This dataset is used for the IEEE RTAS 2021 publication, primarily to train and evaluate network calculus delay bounds by tightening them through predicting flow prolongations in FIFO analysis. The dataset includes three main files for training and different evaluation parts, plus a file that describes the data structure.