Your English writing platform
Discover LudwigSimilar(60)
Provide automated data curation facility including removal of irrelevant data by selecting only the bioactivity type of interest, filtering out missing data, handling of duplicates (e.g. same or two experimental records: same structure) and dealing with several forms of the same molecule (including salt groups).
Of these, 97% remained after filtering for missing data and/or low expression levels.
To minimize sampling biases, the combined dataset was subjected to coverage filters for missing data.
Log-ratios were preprocessed following several steps: first data from genes with missing values were filtered out, and their missing values estimated with LSimpute [ 69] using the 'Adaptive' method.
Only when calculating the effect of population sample size on the estimation of ancestry, individual profiles with missing data >10% were filtered out (call rates <90% could be critical when dealing with AIM panels containing low number of SNPs).
After filtering out probe pairs with an excess of missing data (≥ 50%) across different experiments, in 38 days-old as well as 58 days-old sea bass samples sense transcripts showed higher levels of expression compared to the corresponding putative NATs, respectively in 86% (87/101) and 82% (75/91) of analyzed loci (Additional File 7).
We reran the Bayesian analysis with invariant sites retained, but filtered out sites with too much missing data.
Vectors and linkers were automatically filtered out from the data.
These values might underestimate the true diversity because many polymorphic RADseq loci were filtered out due to the high incidence of missing data.
Imputation analysis was carried out to account for missing data.
Filtering markers based on amount of missing data had little to no effect.
Write better and faster with AI suggestions while staying true to your unique style.
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