diff --git a/kernel_ridge_linear_model/__pycache__/utils_functions.cpython-38.pyc b/kernel_ridge_linear_model/__pycache__/utils_functions.cpython-38.pyc
index 8aeb1e28909c3d09f1af871432becd2002deb943..494c014f8bd171d98eb7619daea73a44d3505afc 100755
Binary files a/kernel_ridge_linear_model/__pycache__/utils_functions.cpython-38.pyc and b/kernel_ridge_linear_model/__pycache__/utils_functions.cpython-38.pyc differ
diff --git a/kernel_ridge_linear_model/best_R2_exploration_summary.csv b/kernel_ridge_linear_model/best_R2_exploration_summary.csv
index 08830ddd1640f610b5eaa88c5d25d9b40af1d03a..dc2c3ee9e65e9ca16611590f7ae05feb01251e11 100755
--- a/kernel_ridge_linear_model/best_R2_exploration_summary.csv
+++ b/kernel_ridge_linear_model/best_R2_exploration_summary.csv
@@ -226,3 +226,7 @@ samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425
 samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.7088418470972842,10,10,base_Y,
 samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
 samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
+samsung_galaxy_s8,samsung_galaxy_s8_format,False,False,1000,0.049940597311979425,False,----,0,1000000000.0,1000000000.0,1e-09,1000,0.1,100,False,0.9292726781781174,10,10,base_Y,
diff --git a/kernel_ridge_linear_model/log_file_for_samsung.txt b/kernel_ridge_linear_model/log_file_for_samsung.txt
index 1c7bda2433831079f12c08b932097b6f1f51d466..bac5227fbf98240b5740531f72c40c504b4cc13e 100755
--- a/kernel_ridge_linear_model/log_file_for_samsung.txt
+++ b/kernel_ridge_linear_model/log_file_for_samsung.txt
@@ -1,7 +1,6 @@
  --- New tests on samsung galaxy s8
  --- Getting data from folder   /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only
  --- Maximum input size =    -1
- --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/.~lock.summary___06Sep22_09_42_02.csv#
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_first_results_samsung_interrupted.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiements_first_part.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiement_second_part.csv
@@ -9,7 +8,6 @@
 *** Total configurations in user friendly format:  ['0303-1010', '0033-3000', '0303-0100', '2222-0220', '3000-1110', '0030-0000', '0020-0010', '1000-1010', '0020-0202', '0010-3300', '0011-0111', '3303-0001', '0022-0030', '0011-1100', '3303-1010', '0003-1001', '0000-0000', '0000-0000', '3000-0000', '3300-0000', '3330-0000', '3333-0000', '3333-3000', '3333-3300', '0000-3000', '0000-3300', '0000-3330', '3300-3000', '3330-3000', '3000-3000', '3000-3300', '3000-3330', '0000-0000', '1000-0000', '2000-0000', '3000-0000', '1100-0000', '2200-0000', '1110-0000', '2220-0000', '3300-1000', '3300-2000', '1100-1000', '2200-2000', '3000-1000', '3000-2000', '1000-1000', '2000-2000', '3000-1100', '3000-2200', '1000-1100', '2000-2200', '3000-3300', '0000-1000', '0000-2000', '0000-2200', '1001-2220', '0200-1100', '2002-0100', '0000-0001', '0101-0200', '3330-2220', '2002-2000', '0001-0200', '0220-0020', '0303-1000', '0110-0020', '0030-2000', '2002-1001', '0101-2020', '0202-1001', '3003-1101', '0220-1001', '3003-0002', '1111-0101', '2220-0000', '2020-0022']
  --- Getting data from folder   /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only
  --- Maximum input size =    -1
- --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/.~lock.summary___06Sep22_09_42_02.csv#
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_first_results_samsung_interrupted.csv
  --- Converting [0.0, 3.0, 0.0, 3.0, 1.0, 0.0, 1.0, 0.0] in base Y array notation
 --- Processing little cores
@@ -327,7 +325,6 @@
 *** Total Configurations dictionnary:  {'0303-1010': [2.0, 0, 1, 0, 1, 0.0, 1, 0, 1, 0], '0033-3000': [2.0, 0, 0, 1, 1, 2.0, 1, 0, 0, 0], '0303-0100': [2.0, 0, 1, 0, 1, 0.0, 0, 1, 0, 0], '2222-0220': [1.0, 1, 1, 1, 1, 1.0, 0, 1, 1, 0], '3000-1110': [2.0, 1, 0, 0, 0, 0.0, 1, 1, 1, 0], '0030-0000': [2.0, 0, 0, 1, 0, 0, 0, 0, 0, 0], '0020-0010': [1.0, 0, 0, 1, 0, 0.0, 0, 0, 1, 0], '1000-1010': [0.0, 1, 0, 0, 0, 0.0, 1, 0, 1, 0], '0020-0202': [1.0, 0, 0, 1, 0, 1.0, 0, 1, 0, 1], '0010-3300': [0.0, 0, 0, 1, 0, 2.0, 1, 1, 0, 0], '0011-0111': [0.0, 0, 0, 1, 1, 0.0, 0, 1, 1, 1], '3303-0001': [2.0, 1, 1, 0, 1, 0.0, 0, 0, 0, 1], '0022-0030': [1.0, 0, 0, 1, 1, 2.0, 0, 0, 1, 0], '0011-1100': [0.0, 0, 0, 1, 1, 0.0, 1, 1, 0, 0], '3303-1010': [2.0, 1, 1, 0, 1, 0.0, 1, 0, 1, 0], '0003-1001': [2.0, 0, 0, 0, 1, 0.0, 1, 0, 0, 1], '0000-0000': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], '3000-0000': [2.0, 1, 0, 0, 0, 0, 0, 0, 0, 0], '3300-0000': [2.0, 1, 1, 0, 0, 0, 0, 0, 0, 0], '3330-0000': [2.0, 1, 1, 1, 0, 0, 0, 0, 0, 0], '3333-0000': [2.0, 1, 1, 1, 1, 0, 0, 0, 0, 0], '3333-3000': [2.0, 1, 1, 1, 1, 2.0, 1, 0, 0, 0], '3333-3300': [2.0, 1, 1, 1, 1, 2.0, 1, 1, 0, 0], '0000-3000': [0, 0, 0, 0, 0, 2.0, 1, 0, 0, 0], '0000-3300': [0, 0, 0, 0, 0, 2.0, 1, 1, 0, 0], '0000-3330': [0, 0, 0, 0, 0, 2.0, 1, 1, 1, 0], '3300-3000': [2.0, 1, 1, 0, 0, 2.0, 1, 0, 0, 0], '3330-3000': [2.0, 1, 1, 1, 0, 2.0, 1, 0, 0, 0], '3000-3000': [2.0, 1, 0, 0, 0, 2.0, 1, 0, 0, 0], '3000-3300': [2.0, 1, 0, 0, 0, 2.0, 1, 1, 0, 0], '3000-3330': [2.0, 1, 0, 0, 0, 2.0, 1, 1, 1, 0], '1000-0000': [0.0, 1, 0, 0, 0, 0, 0, 0, 0, 0], '2000-0000': [1.0, 1, 0, 0, 0, 0, 0, 0, 0, 0], '1100-0000': [0.0, 1, 1, 0, 0, 0, 0, 0, 0, 0], '2200-0000': [1.0, 1, 1, 0, 0, 0, 0, 0, 0, 0], '1110-0000': [0.0, 1, 1, 1, 0, 0, 0, 0, 0, 0], '2220-0000': [1.0, 1, 1, 1, 0, 0, 0, 0, 0, 0], '3300-1000': [2.0, 1, 1, 0, 0, 0.0, 1, 0, 0, 0], '3300-2000': [2.0, 1, 1, 0, 0, 1.0, 1, 0, 0, 0], '1100-1000': [0.0, 1, 1, 0, 0, 0.0, 1, 0, 0, 0], '2200-2000': [1.0, 1, 1, 0, 0, 1.0, 1, 0, 0, 0], '3000-1000': [2.0, 1, 0, 0, 0, 0.0, 1, 0, 0, 0], '3000-2000': [2.0, 1, 0, 0, 0, 1.0, 1, 0, 0, 0], '1000-1000': [0.0, 1, 0, 0, 0, 0.0, 1, 0, 0, 0], '2000-2000': [1.0, 1, 0, 0, 0, 1.0, 1, 0, 0, 0], '3000-1100': [2.0, 1, 0, 0, 0, 0.0, 1, 1, 0, 0], '3000-2200': [2.0, 1, 0, 0, 0, 1.0, 1, 1, 0, 0], '1000-1100': [0.0, 1, 0, 0, 0, 0.0, 1, 1, 0, 0], '2000-2200': [1.0, 1, 0, 0, 0, 1.0, 1, 1, 0, 0], '0000-1000': [0, 0, 0, 0, 0, 0.0, 1, 0, 0, 0], '0000-2000': [0, 0, 0, 0, 0, 1.0, 1, 0, 0, 0], '0000-2200': [0, 0, 0, 0, 0, 1.0, 1, 1, 0, 0], '1001-2220': [0.0, 1, 0, 0, 1, 1.0, 1, 1, 1, 0], '0200-1100': [1.0, 0, 1, 0, 0, 0.0, 1, 1, 0, 0], '2002-0100': [1.0, 1, 0, 0, 1, 0.0, 0, 1, 0, 0], '0000-0001': [0, 0, 0, 0, 0, 0.0, 0, 0, 0, 1], '0101-0200': [0.0, 0, 1, 0, 1, 1.0, 0, 1, 0, 0], '3330-2220': [2.0, 1, 1, 1, 0, 1.0, 1, 1, 1, 0], '2002-2000': [1.0, 1, 0, 0, 1, 1.0, 1, 0, 0, 0], '0001-0200': [0.0, 0, 0, 0, 1, 1.0, 0, 1, 0, 0], '0220-0020': [1.0, 0, 1, 1, 0, 1.0, 0, 0, 1, 0], '0303-1000': [2.0, 0, 1, 0, 1, 0.0, 1, 0, 0, 0], '0110-0020': [0.0, 0, 1, 1, 0, 1.0, 0, 0, 1, 0], '0030-2000': [2.0, 0, 0, 1, 0, 1.0, 1, 0, 0, 0], '2002-1001': [1.0, 1, 0, 0, 1, 0.0, 1, 0, 0, 1], '0101-2020': [0.0, 0, 1, 0, 1, 1.0, 1, 0, 1, 0], '0202-1001': [1.0, 0, 1, 0, 1, 0.0, 1, 0, 0, 1], '3003-1101': [2.0, 1, 0, 0, 1, 0.0, 1, 1, 0, 1], '0220-1001': [1.0, 0, 1, 1, 0, 0.0, 1, 0, 0, 1], '3003-0002': [2.0, 1, 0, 0, 1, 1.0, 0, 0, 0, 1], '1111-0101': [0.0, 1, 1, 1, 1, 0.0, 0, 1, 0, 1], '2020-0022': [1.0, 1, 0, 1, 0, 1.0, 0, 0, 1, 1]}
  --- Getting data from folder   /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only
  --- Maximum input size =    -1
- --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/.~lock.summary___06Sep22_09_42_02.csv#
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_first_results_samsung_interrupted.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiements_first_part.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiement_second_part.csv
@@ -335,7 +332,6 @@
 *** Total energy efficiencies:  [8236960890.90969, 6957102505.948323, 6956231392.081026, 11285968381.230984, 8096707069.234942, 994906080.8659663, 3998672440.749671, 6501654671.113798, 8089829466.394849, 6532788063.289651, 8964027358.211496, 8321129010.784183, 7249844128.351241, 7650055845.407672, 9340120487.55429, 6806147312.252427, 0.08333333333333333, 0.08333333333333333, 1016987763.6032282, 1980229389.772511, 5377240292.736961, 8296551953.00833, 9400881802.713095, 9963434196.49885, 3307720550.5370083, 5789616901.049658, 7665772326.561901, 5072151352.996373, 5822958761.806049, 4149980287.5936337, 6611133148.221605, 8224428196.629629, 0.08333333333333333, 997516184.7000968, 1014996574.3865615, 1010122436.9405816, 2018619748.5607243, 1998856653.9939156, 2905397356.669485, 3029054692.61153, 5058399218.983161, 5026691733.102776, 5947637003.818383, 5035525633.343237, 5326600510.288329, 4059018123.5159216, 4062233415.93208, 4153496621.1304984, 6443423519.784533, 6519117311.516021, 6448575832.027497, 6539495281.754154, 6473246073.976255, 3145168392.3157244, 3331046015.069652, 5724131219.984087, 9166575000.916658, 6540008502.011052, 7245431755.278297, 3321398441.599851, 5549420363.04308, 9229945635.620207, 7263008047.412917, 4385426351.149858, 5040602049.508794, 6928278461.367919, 5821399464.43125, 4809102669.532892, 8795770993.306417, 8367150566.874451, 8895689149.038376, 9428892010.8998, 7282684688.88371, 7595205906.032112, 9080672696.233337, 2991522026.5766816, 8754497623.153894]
  --- Getting data from folder   /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only
  --- Maximum input size =    -1
- --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/.~lock.summary___06Sep22_09_42_02.csv#
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_first_results_samsung_interrupted.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiements_first_part.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiement_second_part.csv
@@ -343,7 +339,6 @@
 *** Total energy :  [61.00540758755291, 53.35616382684589, 53.38267358149647, 54.74622776577034, 49.41467631934382, 29.623247258891045, 36.82601141845538, 42.85376093977719, 66.44909360627778, 42.64544340651106, 50.74428137607953, 59.94594005320708, 42.05401520354165, 43.82652071469574, 67.3857084084629, 54.44253148500697, 30.299284062105812, 30.027102694886654, 29.060137396486432, 30.277288658122774, 32.51205394198035, 59.045602086542516, 66.34289826476824, 75.09852863759252, 35.59789292409111, 42.05795824330537, 48.682465076838824, 36.711179058531826, 37.40635012737015, 36.1860248822606, 42.19510352720739, 49.410116578739654, 29.957415812958512, 29.543907709942122, 29.02206558996354, 29.239529117166907, 30.059275323795035, 30.07061597004587, 30.668041259477853, 30.508250558695604, 36.78276420172299, 36.9852979298838, 36.68430426428569, 36.93355197432356, 36.46450751429702, 36.96583597689362, 36.86022362180361, 36.241340818491324, 43.3608751201712, 42.79271109577192, 42.80059101405426, 42.61363347008094, 42.474892742303716, 35.44774676664167, 35.40657570372512, 42.51731520413714, 50.735447078258076, 42.722378810206706, 42.016301664202444, 35.588916806469584, 37.334916995372765, 51.28077619994492, 41.829225389075674, 36.59285860316189, 36.67117347490831, 53.6166443408558, 36.31061849927073, 35.93660318178646, 48.71596839606954, 43.37670883350873, 48.8428586507307, 67.46193459835338, 43.18443043197562, 65.80063109114849, 45.44863666563364, 30.63396781022152, 65.93701913313123]
  --- Getting data from folder   /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only
  --- Maximum input size =    -1
- --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/.~lock.summary___06Sep22_09_42_02.csv#
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_first_results_samsung_interrupted.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiements_first_part.csv
  --- Getting data from file  /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary_key_experiement_second_part.csv
@@ -27917,4 +27912,4 @@ margins and linearcoef summary_to_print ordered by margin :
  --- Actual line: ['X_2', 'Core 1 state', -62188270.581818655, 62188270.581818655]
 Plotting d_X_5 over other variables
 --- In function plot_marginal_interactions : plotting d_X_5 with regard to X_0, X_1, X_2
---- Total execution time: 4.789206266403198 seconds = 0.0798201044400533 mins
+--- Total execution time: 4.044463634490967 seconds = 0.06740772724151611 mins
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.70_base_Y/.~lock.linear_coeff_vs_kernel_ridge_margins.csv# b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.70_base_Y/.~lock.linear_coeff_vs_kernel_ridge_margins.csv#
deleted file mode 100755
index 1f6c6ec66b5231417d143fff11a3f272526cc6e3..0000000000000000000000000000000000000000
--- a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.70_base_Y/.~lock.linear_coeff_vs_kernel_ridge_margins.csv#
+++ /dev/null
@@ -1 +0,0 @@
-,DESKTOP-D49H2V3/lavoi,DESKTOP-D49H2V3,06.09.2022 14:49,file:///C:/Users/lavoi/AppData/Roaming/LibreOffice/4;
\ No newline at end of file
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/EL_OF_~1.PNG b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/EL_OF_~1.PNG
new file mode 100755
index 0000000000000000000000000000000000000000..336b2da110e07f53aee2bbad076c5d27ae7ab1f2
Binary files /dev/null and b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/EL_OF_~1.PNG differ
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/X_5_over_X_0__X_1__X_2__X_3__X_4__X_5__X_6__X_7__X_8__X_9.png b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/X_5_over_X_0__X_1__X_2__X_3__X_4__X_5__X_6__X_7__X_8__X_9.png
index 3428af2981113b975d260ef11fb84fca560e8184..11cf917140e800e301db81b4b24e1cd610b111a5 100755
Binary files a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/X_5_over_X_0__X_1__X_2__X_3__X_4__X_5__X_6__X_7__X_8__X_9.png and b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/X_5_over_X_0__X_1__X_2__X_3__X_4__X_5__X_6__X_7__X_8__X_9.png differ
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/el_of_Big_Socket_over_of_Little_Socket__Core_0_state__Core_1_state__Core_2_state__Core_3_state__el_of_Big_Socket__Core_4_state__Core_5_state__Core_6_state__Core_7_state.png b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/el_of_Big_Socket_over_of_Little_Socket__Core_0_state__Core_1_state__Core_2_state__Core_3_state__el_of_Big_Socket__Core_4_state__Core_5_state__Core_6_state__Core_7_state.png
index 3428af2981113b975d260ef11fb84fca560e8184..11cf917140e800e301db81b4b24e1cd610b111a5 100755
Binary files a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/el_of_Big_Socket_over_of_Little_Socket__Core_0_state__Core_1_state__Core_2_state__Core_3_state__el_of_Big_Socket__Core_4_state__Core_5_state__Core_6_state__Core_7_state.png and b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/el_of_Big_Socket_over_of_Little_Socket__Core_0_state__Core_1_state__Core_2_state__Core_3_state__el_of_Big_Socket__Core_4_state__Core_5_state__Core_6_state__Core_7_state.png differ
diff --git a/kernel_ridge_linear_model/utils_functions.py b/kernel_ridge_linear_model/utils_functions.py
index 1bcdf3062e0c62a07ef2fa0711df5a3f17e9715b..5213b092ffc3ddab2486873ca868a7df83a17e8d 100755
--- a/kernel_ridge_linear_model/utils_functions.py
+++ b/kernel_ridge_linear_model/utils_functions.py
@@ -1413,7 +1413,7 @@ def plot_ten_marginal_interactions (X_train, pointwise_margins, cibled_indice, i
           ( d_X_cibled_indice_over_X_indice_5, d_X_cibled_indice_over_X_indice_6, d_X_cibled_indice_over_X_indice_7, d_X_cibled_indice_over_X_indice_8, d_X_cibled_indice_over_X_indice_9 )) = plt.subplots(nrows= 2, ncols = 5,  figsize=(27, 14))        
           
 
-    transparency = 0.007
+    transparency = 0.07
     # special trick to print acceptable plots
     d_X_cibled_indice_over_X_indice_0.scatter(X_train[:,indice_0], pointwise_margins[:,cibled_indice], s=2000 , alpha=transparency,  c = "blue")
     for current_line_index in range(0, 50):