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Using the ROOT framework and data from the Pierre Auger collaboration we study the distribution of the Xmax variable, the depth at which a cosmic rays is most developed, and a new smeared Xmax is created to simulate the resolution of the experiment: Alt text then a ROC curve is built studying the contamination of the distribution of the different xmax values from different rays Alt text

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Efficiency and Background Rejection Analysis for ROC Curve Generation

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