Adding new generation of table manipulation tools

[hechth]

This PR introduces a set of new tabular file handling tools which are a bit more modern than what is available in the core galaxy tools.

The tools are based on pandas and/or scipy and all have a python CLI using argparse and should support parquet, csv, tsv and tabular files.

• arithmetic operations
• interpolate
• rename columns
• transform on columns - log, ld, ln, sqrt, e, abs, floor, ceil - basically anything that is of the form f(x) = y
• compute masks
• scale column subset
• summary

@bgruening and @bernt-matthias and @mvdbeek please give some feedback if you think this design works well or whether it should be done differently. I'm planning to add few more tools to this to cover many use-cases in various -omics disciplines.

Also @KristinaGomoryova please try the tools locally to see if this is roughly what you had in mind.

Also, please let me know whether you would see these tools rather in tools-iuc and if you have a better idea for naming this collection of tools, I'm open to suggestions.

[bgruening]

Do you know this tool? https://github.com/galaxyproject/tools-iuc/tree/main/tools/table_compute