[ENH] Moving base functions validation and input checks to utils

[baraline]

Reference Issues/PRs

Fixes #2990

What does this implement/fix? Explain your changes.

Move the processing function of Base Series and Collection classes to utils, as well as the testing part of these classes related to the processing.

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