diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_0.89_base_Y/cases_where_big_cores_variation_has_negative_impact_on_efficacity.csv b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_0.89_base_Y/cases_where_big_cores_variation_has_negative_impact_on_efficacity.csv
new file mode 100755
index 0000000000000000000000000000000000000000..f8cc0f2ef6af047bb83bf09967193b957434eb11
--- /dev/null
+++ b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_0.89_base_Y/cases_where_big_cores_variation_has_negative_impact_on_efficacity.csv
@@ -0,0 +1,141 @@
+Little core frequency level, Core 0 state,1,2,3,4,5, Core 6 level, core 7 level, 
+2,1,0,0,0,0,0,3,1,
+0,0,1,1,1,1,1,3,3,
+1,1,1,1,0,0,1,0,0,
+2,0,0,1,1,1,0,3,2,
+0,0,1,1,0,1,1,3,2,
+0,0,1,0,0,1,0,1,0,
+2,1,1,1,1,0,0,3,2,
+0,1,1,0,0,0,1,2,3,
+1,0,1,1,1,0,1,2,3,
+0,0,1,1,0,1,0,3,2,
+1,1,1,0,1,1,1,2,3,
+2,0,1,0,0,0,1,0,0,
+2,0,1,0,1,1,0,3,3,
+2,1,0,0,0,1,1,3,2,
+1,1,0,0,1,1,1,3,2,
+2,1,1,1,0,1,1,0,0,
+0,1,0,1,1,1,0,1,0,
+0,0,0,1,1,1,1,1,0,
+2,1,0,0,1,0,1,0,0,
+1,1,0,1,0,0,0,3,3,
+2,0,1,1,0,0,0,1,0,
+0,0,1,1,0,1,1,1,0,
+2,0,0,1,0,0,0,3,3,
+2,0,0,1,1,0,0,2,0,
+2,0,1,1,1,1,0,3,2,
+1,1,1,1,1,1,1,0,0,
+2,1,0,1,0,0,0,3,1,
+1,1,0,1,0,1,1,3,3,
+2,0,0,0,1,1,1,2,3,
+2,1,0,1,1,1,0,0,0,
+1,1,1,1,0,1,1,3,3,
+0,0,0,1,0,1,1,1,0,
+2,1,1,0,0,1,0,3,2,
+1,1,0,1,0,1,0,3,3,
+2,0,1,1,1,1,1,3,3,
+0,0,0,1,0,1,0,1,0,
+2,1,1,1,0,1,0,3,2,
+0,1,1,1,1,0,1,0,0,
+2,1,1,0,1,1,0,3,3,
+0,1,0,0,0,1,0,1,0,
+1,1,1,0,0,1,1,3,2,
+2,1,0,0,1,0,0,1,0,
+0,1,0,0,0,1,1,0,0,
+1,0,1,0,0,0,1,2,3,
+0,1,1,0,1,1,1,0,0,
+1,0,1,1,1,1,1,0,0,
+2,1,1,1,1,1,1,1,3,
+1,1,1,0,1,1,0,0,0,
+2,1,0,1,1,1,1,0,0,
+0,1,0,0,0,0,0,1,0,
+2,0,1,1,0,1,1,1,3,
+1,0,0,1,1,1,0,1,0,
+1,0,1,0,0,0,0,3,2,
+0,0,0,0,0,1,0,3,1,
+2,1,1,1,1,1,1,0,0,
+2,1,1,1,0,0,0,0,0,
+0,1,1,1,0,1,1,3,3,
+0,0,0,1,1,1,1,3,3,
+1,0,0,0,0,1,1,3,2,
+1,1,1,0,0,0,0,0,0,
+1,0,1,1,0,1,1,3,3,
+2,1,1,1,1,1,0,2,3,
+0,1,1,1,0,1,0,3,3,
+2,0,0,1,0,0,1,3,3,
+0,1,1,1,0,1,1,2,3,
+2,1,1,1,0,0,1,2,3,
+1,1,1,1,1,1,1,3,2,
+1,1,0,0,1,1,1,2,3,
+0,1,0,1,1,0,1,3,2,
+0,0,1,1,0,0,0,2,0,
+2,0,1,1,0,1,1,3,2,
+0,0,1,0,0,0,0,3,2,
+0,0,0,0,1,1,1,0,0,
+1,1,1,1,1,1,0,0,0,
+2,0,1,1,1,1,0,0,0,
+1,1,0,1,1,1,1,3,3,
+0,1,1,1,0,0,0,1,0,
+0,1,0,0,1,0,1,1,0,
+2,0,0,0,1,0,0,0,0,
+1,1,0,1,0,0,0,0,0,
+1,0,0,0,0,1,0,0,0,
+1,1,1,0,0,0,0,3,3,
+2,1,1,1,0,1,0,2,3,
+2,1,1,1,1,0,0,0,0,
+1,1,0,1,1,0,0,3,2,
+2,1,1,0,0,1,1,1,3,
+0,1,1,1,1,1,1,1,0,
+2,1,1,0,1,0,1,0,0,
+2,0,1,1,0,1,0,3,3,
+2,1,1,0,0,0,0,3,3,
+2,1,1,0,1,1,0,2,3,
+0,1,0,1,1,1,1,1,0,
+2,1,1,1,0,1,1,2,3,
+2,1,1,1,1,1,1,3,2,
+1,1,1,1,0,1,1,0,0,
+2,1,0,0,0,0,1,3,3,
+2,0,1,0,0,0,0,3,3,
+0,1,0,0,0,0,0,0,0,
+0,1,1,1,0,0,0,0,0,
+2,0,0,1,1,1,1,3,3,
+1,0,1,1,1,0,1,0,0,
+0,1,0,1,0,1,1,1,0,
+2,0,1,1,1,1,0,2,3,
+2,1,1,1,1,1,0,3,1,
+1,1,0,0,0,1,0,1,0,
+2,0,0,1,1,1,1,2,3,
+0,1,1,1,1,1,0,1,0,
+2,0,1,0,1,0,1,0,0,
+1,1,1,0,0,1,1,3,3,
+0,0,1,1,1,1,1,1,0,
+2,1,1,0,1,1,1,0,0,
+1,1,0,1,1,0,1,2,3,
+0,1,0,0,0,1,1,3,2,
+1,1,1,0,1,1,0,3,2,
+1,1,1,1,0,1,1,2,3,
+0,0,1,0,0,0,0,1,0,
+2,1,1,1,1,0,1,0,0,
+2,0,1,0,0,1,0,1,0,
+2,0,1,1,0,0,0,2,0,
+0,1,1,0,1,0,1,1,0,
+2,1,1,0,0,0,0,0,0,
+1,1,1,1,1,1,0,2,3,
+2,1,1,0,0,1,1,3,3,
+2,1,0,0,0,0,0,1,0,
+2,0,1,1,1,1,1,1,3,
+1,0,1,0,0,1,1,1,0,
+0,1,0,0,0,1,0,0,1,
+2,1,0,0,1,1,1,3,2,
+1,0,1,1,1,1,1,2,3,
+0,1,0,1,1,1,1,3,3,
+0,0,1,0,1,1,1,0,0,
+,,,,,,,,,
+39 where little cores are with level 1,,,,,,,,,
+36 where little cores are with level 2,,,,,,,,,
+56 where little cores are with level 3,,,,,,,,,
+,,,,,,,,,
+46 cases where the big core is on level 3,,,,,,,,,
+21 cases where the big core is on level 2,,,,,,,,,
+5 cases where the big core is on level 1,,,,,,,,,
+59 cases where big cores are on level 0,,,,,,,,,
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_0.89_base_Y/cases_where_big_cores_variation_has_negative_impact_on_efficacity.txt b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_0.89_base_Y/cases_where_big_cores_variation_has_negative_impact_on_efficacity.txt
deleted file mode 100755
index f84bd95ea9d0aa89fece68a65df526b91e986ab1..0000000000000000000000000000000000000000
--- a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_0.89_base_Y/cases_where_big_cores_variation_has_negative_impact_on_efficacity.txt
+++ /dev/null
@@ -1,141 +0,0 @@
-Little core frequency level, Core 0 state, 1, 2, 3, 4, 5, Core 6 level, core 7 level, 
-2, 1, 0, 0, 0, 0, 0, 3, 1,
-0, 0, 1, 1, 1, 1, 1, 3, 3,
-1, 1, 1, 1, 0, 0, 1, 0, 0,
-2, 0, 0, 1, 1, 1, 0, 3, 2,
-0, 0, 1, 1, 0, 1, 1, 3, 2,
-0, 0, 1, 0, 0, 1, 0, 1, 0,
-2, 1, 1, 1, 1, 0, 0, 3, 2,
-0, 1, 1, 0, 0, 0, 1, 2, 3,
-1, 0, 1, 1, 1, 0, 1, 2, 3,
-0, 0, 1, 1, 0, 1, 0, 3, 2,
-1, 1, 1, 0, 1, 1, 1, 2, 3,
-2, 0, 1, 0, 0, 0, 1, 0, 0,
-2, 0, 1, 0, 1, 1, 0, 3, 3,
-2, 1, 0, 0, 0, 1, 1, 3, 2,
-1, 1, 0, 0, 1, 1, 1, 3, 2,
-2, 1, 1, 1, 0, 1, 1, 0, 0,
-0, 1, 0, 1, 1, 1, 0, 1, 0,
-0, 0, 0, 1, 1, 1, 1, 1, 0,
-2, 1, 0, 0, 1, 0, 1, 0, 0,
-1, 1, 0, 1, 0, 0, 0, 3, 3,
-2, 0, 1, 1, 0, 0, 0, 1, 0,
-0, 0, 1, 1, 0, 1, 1, 1, 0,
-2, 0, 0, 1, 0, 0, 0, 3, 3,
-2, 0, 0, 1, 1, 0, 0, 2, 0,
-2, 0, 1, 1, 1, 1, 0, 3, 2,
-1, 1, 1, 1, 1, 1, 1, 0, 0,
-2, 1, 0, 1, 0, 0, 0, 3, 1,
-1, 1, 0, 1, 0, 1, 1, 3, 3,
-2, 0, 0, 0, 1, 1, 1, 2, 3,
-2, 1, 0, 1, 1, 1, 0, 0, 0,
-1, 1, 1, 1, 0, 1, 1, 3, 3,
-0, 0, 0, 1, 0, 1, 1, 1, 0,
-2, 1, 1, 0, 0, 1, 0, 3, 2,
-1, 1, 0, 1, 0, 1, 0, 3, 3,
-2, 0, 1, 1, 1, 1, 1, 3, 3,
-0, 0, 0, 1, 0, 1, 0, 1, 0,
-2, 1, 1, 1, 0, 1, 0, 3, 2,
-0, 1, 1, 1, 1, 0, 1, 0, 0,
-2, 1, 1, 0, 1, 1, 0, 3, 3,
-0, 1, 0, 0, 0, 1, 0, 1, 0,
-1, 1, 1, 0, 0, 1, 1, 3, 2,
-2, 1, 0, 0, 1, 0, 0, 1, 0,
-0, 1, 0, 0, 0, 1, 1, 0, 0,
-1, 0, 1, 0, 0, 0, 1, 2, 3,
-0, 1, 1, 0, 1, 1, 1, 0, 0,
-1, 0, 1, 1, 1, 1, 1, 0, 0,
-2, 1, 1, 1, 1, 1, 1, 1, 3,
-1, 1, 1, 0, 1, 1, 0, 0, 0,
-2, 1, 0, 1, 1, 1, 1, 0, 0,
-0, 1, 0, 0, 0, 0, 0, 1, 0,
-2, 0, 1, 1, 0, 1, 1, 1, 3,
-1, 0, 0, 1, 1, 1, 0, 1, 0,
-1, 0, 1, 0, 0, 0, 0, 3, 2,
-0, 0, 0, 0, 0, 1, 0, 3, 1,
-2, 1, 1, 1, 1, 1, 1, 0, 0,
-2, 1, 1, 1, 0, 0, 0, 0, 0,
-0, 1, 1, 1, 0, 1, 1, 3, 3,
-0, 0, 0, 1, 1, 1, 1, 3, 3,
-1, 0, 0, 0, 0, 1, 1, 3, 2,
-1, 1, 1, 0, 0, 0, 0, 0, 0,
-1, 0, 1, 1, 0, 1, 1, 3, 3,
-2, 1, 1, 1, 1, 1, 0, 2, 3,
-0, 1, 1, 1, 0, 1, 0, 3, 3,
-2, 0, 0, 1, 0, 0, 1, 3, 3,
-0, 1, 1, 1, 0, 1, 1, 2, 3,
-2, 1, 1, 1, 0, 0, 1, 2, 3,
-1, 1, 1, 1, 1, 1, 1, 3, 2,
-1, 1, 0, 0, 1, 1, 1, 2, 3,
-0, 1, 0, 1, 1, 0, 1, 3, 2,
-0, 0, 1, 1, 0, 0, 0, 2, 0,
-2, 0, 1, 1, 0, 1, 1, 3, 2,
-0, 0, 1, 0, 0, 0, 0, 3, 2,
-0, 0, 0, 0, 1, 1, 1, 0, 0,
-1, 1, 1, 1, 1, 1, 0, 0, 0,
-2, 0, 1, 1, 1, 1, 0, 0, 0,
-1, 1, 0, 1, 1, 1, 1, 3, 3,
-0, 1, 1, 1, 0, 0, 0, 1, 0,
-0, 1, 0, 0, 1, 0, 1, 1, 0,
-2, 0, 0, 0, 1, 0, 0, 0, 0,
-1, 1, 0, 1, 0, 0, 0, 0, 0,
-1, 0, 0, 0, 0, 1, 0, 0, 0,
-1, 1, 1, 0, 0, 0, 0, 3, 3,
-2, 1, 1, 1, 0, 1, 0, 2, 3,
-2, 1, 1, 1, 1, 0, 0, 0, 0,
-1, 1, 0, 1, 1, 0, 0, 3, 2,
-2, 1, 1, 0, 0, 1, 1, 1, 3,
-0, 1, 1, 1, 1, 1, 1, 1, 0,
-2, 1, 1, 0, 1, 0, 1, 0, 0,
-2, 0, 1, 1, 0, 1, 0, 3, 3,
-2, 1, 1, 0, 0, 0, 0, 3, 3,
-2, 1, 1, 0, 1, 1, 0, 2, 3,
-0, 1, 0, 1, 1, 1, 1, 1, 0,
-2, 1, 1, 1, 0, 1, 1, 2, 3,
-2, 1, 1, 1, 1, 1, 1, 3, 2,
-1, 1, 1, 1, 0, 1, 1, 0, 0,
-2, 1, 0, 0, 0, 0, 1, 3, 3,
-2, 0, 1, 0, 0, 0, 0, 3, 3,
-0, 1, 0, 0, 0, 0, 0, 0, 0,
-0, 1, 1, 1, 0, 0, 0, 0, 0,
-2, 0, 0, 1, 1, 1, 1, 3, 3,
-1, 0, 1, 1, 1, 0, 1, 0, 0,
-0, 1, 0, 1, 0, 1, 1, 1, 0,
-2, 0, 1, 1, 1, 1, 0, 2, 3,
-2, 1, 1, 1, 1, 1, 0, 3, 1,
-1, 1, 0, 0, 0, 1, 0, 1, 0,
-2, 0, 0, 1, 1, 1, 1, 2, 3,
-0, 1, 1, 1, 1, 1, 0, 1, 0,
-2, 0, 1, 0, 1, 0, 1, 0, 0,
-1, 1, 1, 0, 0, 1, 1, 3, 3,
-0, 0, 1, 1, 1, 1, 1, 1, 0,
-2, 1, 1, 0, 1, 1, 1, 0, 0,
-1, 1, 0, 1, 1, 0, 1, 2, 3,
-0, 1, 0, 0, 0, 1, 1, 3, 2,
-1, 1, 1, 0, 1, 1, 0, 3, 2,
-1, 1, 1, 1, 0, 1, 1, 2, 3,
-0, 0, 1, 0, 0, 0, 0, 1, 0,
-2, 1, 1, 1, 1, 0, 1, 0, 0,
-2, 0, 1, 0, 0, 1, 0, 1, 0,
-2, 0, 1, 1, 0, 0, 0, 2, 0,
-0, 1, 1, 0, 1, 0, 1, 1, 0,
-2, 1, 1, 0, 0, 0, 0, 0, 0,
-1, 1, 1, 1, 1, 1, 0, 2, 3,
-2, 1, 1, 0, 0, 1, 1, 3, 3,
-2, 1, 0, 0, 0, 0, 0, 1, 0,
-2, 0, 1, 1, 1, 1, 1, 1, 3,
-1, 0, 1, 0, 0, 1, 1, 1, 0,
-0, 1, 0, 0, 0, 1, 0, 0, 1,
-2, 1, 0, 0, 1, 1, 1, 3, 2,
-1, 0, 1, 1, 1, 1, 1, 2, 3,
-0, 1, 0, 1, 1, 1, 1, 3, 3,
-0, 0, 1, 0, 1, 1, 1, 0, 0.]]
-
-39 where little cores are with level 1
-36 where little cores are with level 2
-56 where little cores are with level 3
-
-46 cases where the big core is on level 3
-21 cases where the big core is on level 2
-5 cases where the big core is on level 1
-59 cases where big cores are on level 0