We present a review of global searches at the Tevatron with D0 detector. The strategy involves splitting the data from the Tevatron into many final states and looking for signs of new physics in the high $p_T$ tails of various distributions using SLEUTH algorithm. We analyzed 117 D0 final states and 5543 D0 distributions. No evidence of new physics is found. The two discrepant final states arise from detector modeling issues.
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