Proper analysis of the early_stopping_test output.
Test of cross-validated group-sparse covariance
Refined probe_analysis.py

Detected test score maxima are plotted on convergence curve.
Usage of KFold instead of hand-written data split, for consistency
  with GroupSparseCovariance.
Added some checks.
Code cleanup.