Remove 'in_place' stuff

## The problem

In order to keep a simple, clean API, the outcome of functions should either be handled 'in place' or create a new object.
Now, some functions of `ExperimentData` change things in-place.

## Solution

Change all the API of `ExperimentData` to recreate a new object