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Data holds incredible potential for recruiters, especially if it can be cleaned and standardized across schools.
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If your data is coming from a variety of sources, or if it hasn't been cleaned and standardized into a consistent set, you won't get value from any analytical exercise.
Prior to any converting or geocoding, addresses were cleaned and standardized using ZP4 address correction software without the LACS database (version expiring April 1 2009; http://www.semaphorecorp.com).semaphorecorp.com
During the observational survey all subjects had standardized conventional digital photographs taken of the maxillary central incisors after the teeth had been cleaned and dried [ 16].
fruit was cleaned and denucleated.
The abdominal skin was cleaned and disinfected.
Data were cleaned and analyzed using SAS v9.1.
Due to the high impact that non-standardized structural data can have upon a model's predictive reliability and overall reproducibility, our first task was to clean and standardize the DrugBank dataset [49 51] as described in the "Methods" section.
Be clean and hygienic.
Be clean and healthy.
Be clean and tidy.
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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