added test demonstrating data in each file strongly correlated
Each file contains points which cover a very small part of the parameter space. It's more like having only one averaged measurement per file. If the fitting is allowed to include points from all file, the fit is trivially good, since the variation of parameters per file is minimal. Leaving files out in training leads to miserable fits for the unseen data.
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