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The clean reads are further collapsed into unique clean reads and the read counts of those are also retabulated.
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The parental education variable was further collapsed into 5 categories: if both parents (5) "Finished University or higher", (4) "Finished Post-Secondary Education but not University", (3) "Finished Upper-secondary", (2) "Finished Lower-Secondary", (1) "Finished some primary or lower-secondary schooling or did not go to school".
These sub-categories were further collapsed into descriptive themes [ 37].
Age groups were further collapsed to the groups: 0 24, 25 49, 50 74, and 75+ years.
The resulting data set was further collapsed to a final protein-level FDR of 1%.
Drowning locations were further collapsed into four categories for the purpose of calculating IRs.
These were further collapsed into 'benign' and 'malignant' categories for analysis.
These were further collapsed in bivariate analysis into yes (3 and 4), maybe (2) and no (0 and 1).
After discussion and analysis, categories were further collapsed, and all responses were recoded using the new scheme (an example is shown in Figure 2).
To avoid zero cell counts, socioeconomic position at each time period was further collapsed into binary indicators representing manual or non-manual occupation.
The two categories "small rural town" and "isolated small rural town" were further collapsed into one category resulting in 3-level aggregation for the analysis.
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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