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To perform large-scale data analysis and aid in the development of corresponding bioinformatic pipelines, a cloud-based lightweight programming environment is needed, which allows the swift development of customized pipelines from a large pool of tools and enables automated and configurable analysis on the cloud.
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SB aided in the questionnaire design, data analysis, and aided in the editing of the manuscript.
KC conceived of the study, assisted in data analysis, and aided in drafting and reviewing the manuscript.
SY planned the study, supervised the data analysis, and aided ES in interpreting the clinical significance of the results.
SJ conceived and performed the data analysis and modeling with the aid of MV and SK.
Here, we review some advances in biological visualization of time-driven processes and consider how they aid data analysis and interpretation.
JH provided guidance over the entire project, and aided in data analysis and editing of the manuscript.
Visual analytics, a technique aiding data analysis and decision making, is a novel tool that allows for a better understanding of the context of complex systems.
JT was involved in study design and coordination, and provided overall statistical coordination for the project, in addition to aiding data analysis and interpretation of results.
Taking advantage of the rich graphical options available within Excel, GenAlEx offers a wide range of graphical outputs that aid genetic data analysis and interpretation.
We would also like to thank Rebecca McClusky for her assistance with mouse gonadectomy surgeries, Tara TeSlaa for helping with the bioinformatics analysis, and Kajori Purkayastha for her aid with data analysis and manuscript preparation.
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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