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Below is a concise Python snippet (using the juq-data helper library) that demonstrates how to fetch the first 10 molecules, read their geometries, and compute the mean absolute error (MAE) of a user‑provided density functional against the reference CCSD(T) energies.

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This article provides a systematic, security-conscious methodology for investigating ambiguous identifiers, using “juq016 2021 link” as a working example. Below is a concise Python snippet (using the

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