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vide uses the watershed levels to place voids in a hierarchical tree, outputs a summary of void properties in plain ASCII, and provides a Python API to perform many analysis tasks, such as loading and manipulating void catalogs and particle members, filtering, plotting, computing clustering statistics, stacking, comparing catalogs, and fitting density profiles.
Many analysis tasks require one to compare k-mer lists from different sequences to find words that are either unique to a specific sequence or common to many sequences.
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Many organizational analysis tasks are solved by collaborating teams.
Confronted with high dimensional data in many data analysis tasks, feature selection techniques are designed to find a relevant feature subset of the original features which can facilitate classification.
GenomeTester4 can be used to simplify k-mer list manipulation for many biological analysis tasks.
CD-HIT helps to significantly reduce the computational and manual efforts in many sequence analysis tasks and aids in understanding the data structure and correct the bias within a dataset), CAP3 (a DNA sequence assembly program), cross_match (this tool uses cross_match to mask vector/adapter sequences and optimally trim vector sequence and/or polyA/T trail.
Effective dimensionality reduction is a classical research area for many large-scale analysis tasks in computer vision.
Many common motif analysis tasks are supported.
Condor-COPASI enabled us to significantly reduce the run time of many simulation and analysis tasks.
Many k-mer analysis tasks would benefit from the use of mathematical set operations to find sub- and supersets of k-mers from different nucleotide sequences.
We have found that many k-mer analysis tasks require one to combine or partition k-mer lists into sub- and supersets of k-mers.
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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