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Data cleaning included range and logic checks as well as checks for duplicate records.
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We did not otherwise check for duplicate messages.
For example, databases from different sources can be checked for duplicate reactions, for reactions using the same starting material or yielding the same product.
In the current version, 1.00, there is no check for duplicate molecules, and so sometimes the same molecule will appear in more than one layer.
The standardized canonical SMILES were then filtered for small or large compounds (100 Da < MW < 900 Da) and checked for duplicate ligand structures to ensure only one set of protein ligand pairs were retained.
The dataset was checked for duplicate entries.
Additionally, admin will check for duplicate entries in the CRDB.
The final 68 papers were checked for duplicate studies.
All food outlet data were again checked for duplicate records.
For example, the system is not yet checking for duplicate uploads.
A blind evaluator must write down the answers, so they can be checked for duplicate responses (repeated words invalidate one of them).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com