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Validation of variable content of h5 files

Manuel Guth requested to merge mguth-fix-different-variables-in-files into master

This MR introduces the following changes:

  • added compare_h5_files_variables function to data_tools
  • automating variable content in Writing of resampling (in count method) to not fail if samples have different variable content
  • adding table in preprocessing docs for sampling
Edited by Manuel Guth

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