Update fix of normalize_D in the case of wo weights. Add density plot in compute results for all stages and add some plots in results.

- Add new results for stage4.

- Add stage4 (results and experiments);
- Do not save model object.

- Add diamonds in experiment scripts and add factorize run_compute_results.sh script;
- Add best params for diamonds dataset.