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The KNIME analytics platform integrates tools for data preprocessing and cleaning, analysis, and modeling.
KO was part of the study design, data cleaning, analysis, and manuscript write-up and revision.
AMN was responsible for study design, data cleaning, analysis, interpretation and production of the final manuscript.
Data were transferred to Stata 12, which we used for data cleaning, analysis, and graphics creation.
M.D., A.R.L., and V.L.R. participated in data cleaning, analysis, and interpretations of results.
AMN was responsible for data cleaning, analysis, interpretation and production of the final manuscript.
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S.R.M. was responsible for ethics, data linkage, cleaning, and analysis, with input into the analysis from S.H.
DJL was responsible for primary data cleaning and analysis, ICS served as a methodologic consultant, assisted with data analysis and interpretation, and participated in manuscript editing.
The data requires careful cleaning before analysis and we document these steps here.
KO was part of the study design, data cleaning and analysis, and manuscript write up and revision.
The process of data collection, entry, cleaning, and analysis took two years.
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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