diff --git a/kernel_ridge_linear_model/.~lock.global_lesson_learned_as_table.ods# b/kernel_ridge_linear_model/.~lock.global_lesson_learned_as_table.ods#
new file mode 100755
index 0000000000000000000000000000000000000000..13978ef6644eb8a325c6b3da51718c4e36f2577d
--- /dev/null
+++ b/kernel_ridge_linear_model/.~lock.global_lesson_learned_as_table.ods#
@@ -0,0 +1 @@
+,DESKTOP-D49H2V3/lavoi,DESKTOP-D49H2V3,07.09.2022 20:10,file:///C:/Users/lavoi/AppData/Roaming/LibreOffice/4;
\ No newline at end of file
diff --git a/kernel_ridge_linear_model/.~lock.local_lesson_learned_as_table.ods# b/kernel_ridge_linear_model/.~lock.local_lesson_learned_as_table.ods#
new file mode 100755
index 0000000000000000000000000000000000000000..13978ef6644eb8a325c6b3da51718c4e36f2577d
--- /dev/null
+++ b/kernel_ridge_linear_model/.~lock.local_lesson_learned_as_table.ods#
@@ -0,0 +1 @@
+,DESKTOP-D49H2V3/lavoi,DESKTOP-D49H2V3,07.09.2022 20:10,file:///C:/Users/lavoi/AppData/Roaming/LibreOffice/4;
\ No newline at end of file
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 494c014f8bd171d98eb7619daea73a44d3505afc..9a6fbcc5dd732ec8d0a7c8a66ae56c08888fe5b6 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 dc2c3ee9e65e9ca16611590f7ae05feb01251e11..a1824c7c9854b4c0de063b771133b9ce85e79cba 100755
--- a/kernel_ridge_linear_model/best_R2_exploration_summary.csv
+++ b/kernel_ridge_linear_model/best_R2_exploration_summary.csv
@@ -230,3 +230,6 @@ 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,0.9292726781781174,10,10,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,0.8599994728431342,10,10,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/first_conclusions_based_on_marginal_effect_analysis.txt b/kernel_ridge_linear_model/first_conclusions_based_on_marginal_effect_analysis.txt
index 6ef33ade336f1bc7854d962fc660f8726d62e39d..d94099fb7c79a8aa40638c59dc27c865b9d7abce 100755
--- a/kernel_ridge_linear_model/first_conclusions_based_on_marginal_effect_analysis.txt
+++ b/kernel_ridge_linear_model/first_conclusions_based_on_marginal_effect_analysis.txt
@@ -142,7 +142,6 @@ Les résultats sont deshormais consignés dans les tableaux [4] et [5]
3 - L'interaction entre l'état du core 0 et les fréquences des autres sockets et négligeable.
--- Les résultats de l'analyse des graphes sont contenus dans les tableaux [4] et [5]
-
[1] Coeffecients de d_X_8 par rapport aux autres variables https://gitlab.liris.cnrs.fr/plwapet/scripts_and_relevant_files/-/blob/main/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_0.89_base_Y/d_X_8_linear_coefficients.csv
@@ -153,6 +152,48 @@ Les résultats sont deshormais consignés dans les tableaux [4] et [5]
[4] Tableau récapitulant de manière ordonnées, les observations locales faites jusqu'ici, https://gitlab.liris.cnrs.fr/plwapet/scripts_and_relevant_files/-/blob/main/kernel_ridge_linear_model/local_lesson_learned_as_table.ods
[5] Tableau récapitulant de manière ordonnées, les observations globales faites jusqu'ici, https://gitlab.liris.cnrs.fr/plwapet/scripts_and_relevant_files/-/blob/main/kernel_ridge_linear_model/global_lesson_learned_as_table.ods
+
+
+
+
+
+PARTIE C: RESULTATS OBTENUS AVEC LE SAMSUNG, LE MODELE AYANT UN R2 SCORE DE 0.92
+ LES SOUS PARTIES CONCOURENT UNE ANALYSE SYSTEMATIQUE ENTRE LES BIG CORES ET LES LITTLES CORES
+
+ PARTIE 1: CONCLUSIONS GENERALES
+ ---- D'après les coefficients de kernel ridge model, voici les variable qui aident à augmenter l'efficacité énergétique
+ 1- Le niveau de fréquence du Big core
+ 2- Le niveau de fréquence du Little core
+ 3 -L'état des cores (sans ordre apparrent)
+
+ 4 - Les niveau de fréquence des Big cores et little core ont une dépendance les plus linéaires avec l'efficacité.
+ PARTIE 2: VARIABLE CIBLE : niveau de fréquence du Big Core (X_5)
+
+ --- D'après l'estimation de d_X_5 en fonction des autres variables
+ 1 - Le niveau de fréquence du Big core interagit le plus avec l'état du premier Big Core
+ 2 - Le niveau de fréquence du Big core interagit aussi positivement avec celle du Litte socket et du core 0
+ 2 - L'interaction est moins grande avec elle même ou avec le niveau de fréquence des autres cores secondaires
+ (****qui ne sont pas les premiers des sockets****).
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/kernel_ridge_linear_model/global_lesson_learned_as_table.ods b/kernel_ridge_linear_model/global_lesson_learned_as_table.ods
index 6cdb33964a64ae3648af3bd0eee375c873ff6000..20459c58733f654d52d83afe166f0e9993fc0a40 100755
Binary files a/kernel_ridge_linear_model/global_lesson_learned_as_table.ods and b/kernel_ridge_linear_model/global_lesson_learned_as_table.ods differ
diff --git a/kernel_ridge_linear_model/kernel_ridge.py b/kernel_ridge_linear_model/kernel_ridge.py
index c8d0eb9f926f02d4e4a8877aeef1d0eb162e630c..7f8da40aeb42180a26aaa974f2f977a779054f4d 100755
--- a/kernel_ridge_linear_model/kernel_ridge.py
+++ b/kernel_ridge_linear_model/kernel_ridge.py
@@ -117,6 +117,7 @@ elif search_ridge_coeff == False and X_format_in_model == "base_Y" and phone_nam
elif search_ridge_coeff == False and X_format_in_model == "base_Y" and phone_name == "samsung_galaxy_s8":
print(" --- New tests on samsung galaxy s8")
+ automatization_summaries_folder = "/mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92"
alpha = 0.049940597311979425
energy_gap = 10
number_of_neighbour = 10
@@ -402,6 +403,19 @@ if compute_marginal_effect:
utils.plot_ten_marginal_interactions(X_train, pointwise_margins, 5, 0, 1, 2, 3,4,5,6,7, 8, 9, X_meaning_dictionnary, marginal_effect_exploration_folder)
+ d_X_0_coefficients_file = marginal_effect_exploration_folder + "/d_X_0_linear_coefficients.csv"
+ d_X_0_ols = sm.OLS(pointwise_margins[:,0], X_train ) # warning in the sm OLS function argument format, y is the first parameter.
+ d_X_0_reg = d_X_0_ols.fit()
+ d_X_0_linear_coefficients = d_X_0_reg.params
+ print("X_0_d linear model parameters = ", d_X_0_linear_coefficients)
+ utils.capture_d_X_i_linear_coefficient_on_others_X_variables(d_X_i_indice = 0,
+ d_X_i_linear_coefficients = d_X_0_linear_coefficients,
+ file_path = d_X_0_coefficients_file,
+ X_meaning_dictionnary_ = X_meaning_dictionnary)
+ print("Plotting d_X_0 over other variables")
+
+ utils.plot_ten_marginal_interactions(X_train, pointwise_margins, 0, 0, 1, 2, 3,4,5,6,7, 8, 9, X_meaning_dictionnary, marginal_effect_exploration_folder)
+
"""
## Regression of d_X_7 over all other variable including
diff --git a/kernel_ridge_linear_model/local_lesson_learned_as_table.ods b/kernel_ridge_linear_model/local_lesson_learned_as_table.ods
index 460fd1f54f09f115048695c2c60d1bccc1e90914..fa4689fda2616007d8ca16bd74dac575bc194f61 100755
Binary files a/kernel_ridge_linear_model/local_lesson_learned_as_table.ods and b/kernel_ridge_linear_model/local_lesson_learned_as_table.ods differ
diff --git a/kernel_ridge_linear_model/log_file_for_samsung.txt b/kernel_ridge_linear_model/log_file_for_samsung.txt
index bac5227fbf98240b5740531f72c40c504b4cc13e..e9858b4e12abfd80bbed28b99fa4db09183dfe84 100755
--- a/kernel_ridge_linear_model/log_file_for_samsung.txt
+++ b/kernel_ridge_linear_model/log_file_for_samsung.txt
@@ -1,14 +1,14 @@
--- 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
+ --- Getting data from folder /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92
--- Maximum input size = -1
- --- 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
- --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary___06Sep22_09_42_02.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_first_results_samsung_interrupted.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiements_first_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiement_second_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary___06Sep22_09_42_02.csv
*** 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
+ --- Getting data from folder /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92
--- Maximum input size = -1
- --- 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/can_be_reused/summary_files_only_samsung_0.92/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
--- Processing big cores
@@ -77,7 +77,7 @@
--- Processing little cores
--- Processing big cores
--- Result _ samsung = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
- --- 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/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiements_first_part.csv
--- Converting [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] in base Y array notation
--- Processing little cores
--- Processing big cores
@@ -154,7 +154,7 @@
--- Processing little cores
--- Processing big cores
--- Result _ samsung = [2.0, 1, 0, 0, 0, 0, 0, 0, 0, 0]
- --- 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
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiement_second_part.csv
--- Converting [1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] in base Y array notation
--- Processing little cores
--- Processing big cores
@@ -199,7 +199,7 @@
--- Processing little cores
--- Processing big cores
--- Result _ samsung = [0.0, 1, 0, 0, 0, 0.0, 1, 0, 0, 0]
- --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary___06Sep22_09_42_02.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary___06Sep22_09_42_02.csv
--- Converting [2.0, 0.0, 0.0, 0.0, 2.0, 0.0, 0.0, 0.0] in base Y array notation
--- Processing little cores
--- Processing big cores
@@ -323,26 +323,26 @@
*** Total Configurations formatted: [[2.0, 0, 1, 0, 1, 0.0, 1, 0, 1, 0], [2.0, 0, 0, 1, 1, 2.0, 1, 0, 0, 0], [2.0, 0, 1, 0, 1, 0.0, 0, 1, 0, 0], [1.0, 1, 1, 1, 1, 1.0, 0, 1, 1, 0], [2.0, 1, 0, 0, 0, 0.0, 1, 1, 1, 0], [2.0, 0, 0, 1, 0, 0, 0, 0, 0, 0], [1.0, 0, 0, 1, 0, 0.0, 0, 0, 1, 0], [0.0, 1, 0, 0, 0, 0.0, 1, 0, 1, 0], [1.0, 0, 0, 1, 0, 1.0, 0, 1, 0, 1], [0.0, 0, 0, 1, 0, 2.0, 1, 1, 0, 0], [0.0, 0, 0, 1, 1, 0.0, 0, 1, 1, 1], [2.0, 1, 1, 0, 1, 0.0, 0, 0, 0, 1], [1.0, 0, 0, 1, 1, 2.0, 0, 0, 1, 0], [0.0, 0, 0, 1, 1, 0.0, 1, 1, 0, 0], [2.0, 1, 1, 0, 1, 0.0, 1, 0, 1, 0], [2.0, 0, 0, 0, 1, 0.0, 1, 0, 0, 1], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2.0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [2.0, 1, 1, 0, 0, 0, 0, 0, 0, 0], [2.0, 1, 1, 1, 0, 0, 0, 0, 0, 0], [2.0, 1, 1, 1, 1, 0, 0, 0, 0, 0], [2.0, 1, 1, 1, 1, 2.0, 1, 0, 0, 0], [2.0, 1, 1, 1, 1, 2.0, 1, 1, 0, 0], [0, 0, 0, 0, 0, 2.0, 1, 0, 0, 0], [0, 0, 0, 0, 0, 2.0, 1, 1, 0, 0], [0, 0, 0, 0, 0, 2.0, 1, 1, 1, 0], [2.0, 1, 1, 0, 0, 2.0, 1, 0, 0, 0], [2.0, 1, 1, 1, 0, 2.0, 1, 0, 0, 0], [2.0, 1, 0, 0, 0, 2.0, 1, 0, 0, 0], [2.0, 1, 0, 0, 0, 2.0, 1, 1, 0, 0], [2.0, 1, 0, 0, 0, 2.0, 1, 1, 1, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0.0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [1.0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [2.0, 1, 0, 0, 0, 0, 0, 0, 0, 0], [0.0, 1, 1, 0, 0, 0, 0, 0, 0, 0], [1.0, 1, 1, 0, 0, 0, 0, 0, 0, 0], [0.0, 1, 1, 1, 0, 0, 0, 0, 0, 0], [1.0, 1, 1, 1, 0, 0, 0, 0, 0, 0], [2.0, 1, 1, 0, 0, 0.0, 1, 0, 0, 0], [2.0, 1, 1, 0, 0, 1.0, 1, 0, 0, 0], [0.0, 1, 1, 0, 0, 0.0, 1, 0, 0, 0], [1.0, 1, 1, 0, 0, 1.0, 1, 0, 0, 0], [2.0, 1, 0, 0, 0, 0.0, 1, 0, 0, 0], [2.0, 1, 0, 0, 0, 1.0, 1, 0, 0, 0], [0.0, 1, 0, 0, 0, 0.0, 1, 0, 0, 0], [1.0, 1, 0, 0, 0, 1.0, 1, 0, 0, 0], [2.0, 1, 0, 0, 0, 0.0, 1, 1, 0, 0], [2.0, 1, 0, 0, 0, 1.0, 1, 1, 0, 0], [0.0, 1, 0, 0, 0, 0.0, 1, 1, 0, 0], [1.0, 1, 0, 0, 0, 1.0, 1, 1, 0, 0], [2.0, 1, 0, 0, 0, 2.0, 1, 1, 0, 0], [0, 0, 0, 0, 0, 0.0, 1, 0, 0, 0], [0, 0, 0, 0, 0, 1.0, 1, 0, 0, 0], [0, 0, 0, 0, 0, 1.0, 1, 1, 0, 0], [0.0, 1, 0, 0, 1, 1.0, 1, 1, 1, 0], [1.0, 0, 1, 0, 0, 0.0, 1, 1, 0, 0], [1.0, 1, 0, 0, 1, 0.0, 0, 1, 0, 0], [0, 0, 0, 0, 0, 0.0, 0, 0, 0, 1], [0.0, 0, 1, 0, 1, 1.0, 0, 1, 0, 0], [2.0, 1, 1, 1, 0, 1.0, 1, 1, 1, 0], [1.0, 1, 0, 0, 1, 1.0, 1, 0, 0, 0], [0.0, 0, 0, 0, 1, 1.0, 0, 1, 0, 0], [1.0, 0, 1, 1, 0, 1.0, 0, 0, 1, 0], [2.0, 0, 1, 0, 1, 0.0, 1, 0, 0, 0], [0.0, 0, 1, 1, 0, 1.0, 0, 0, 1, 0], [2.0, 0, 0, 1, 0, 1.0, 1, 0, 0, 0], [1.0, 1, 0, 0, 1, 0.0, 1, 0, 0, 1], [0.0, 0, 1, 0, 1, 1.0, 1, 0, 1, 0], [1.0, 0, 1, 0, 1, 0.0, 1, 0, 0, 1], [2.0, 1, 0, 0, 1, 0.0, 1, 1, 0, 1], [1.0, 0, 1, 1, 0, 0.0, 1, 0, 0, 1], [2.0, 1, 0, 0, 1, 1.0, 0, 0, 0, 1], [0.0, 1, 1, 1, 1, 0.0, 0, 1, 0, 1], [1.0, 1, 1, 1, 0, 0, 0, 0, 0, 0], [1.0, 1, 0, 1, 0, 1.0, 0, 0, 1, 1]]
---> Creating X dictionnary, from userfriendly values to x values
*** 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
+ --- Getting data from folder /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92
--- Maximum input size = -1
- --- 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
- --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary___06Sep22_09_42_02.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_first_results_samsung_interrupted.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiements_first_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiement_second_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary___06Sep22_09_42_02.csv
*** 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
+ --- Getting data from folder /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92
--- Maximum input size = -1
- --- 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
- --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary___06Sep22_09_42_02.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_first_results_samsung_interrupted.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiements_first_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiement_second_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary___06Sep22_09_42_02.csv
*** 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
+ --- Getting data from folder /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92
--- Maximum input size = -1
- --- 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
- --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/summary_files_only/summary___06Sep22_09_42_02.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_first_results_samsung_interrupted.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiements_first_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary_key_experiement_second_part.csv
+ --- Getting data from file /mnt/c/Users/lavoi/opportunist_task_on_android/scripts_valuable_files/experiment_automatization/can_be_reused/summary_files_only_samsung_0.92/summary___06Sep22_09_42_02.csv
*** Total workload : [502499000000.0, 371205000000.0, 371343000000.0, 617864000000.0, 400095000000.0, 29472300000.0, 147255000000.0, 278621000000.0, 537560000000.0, 278594000000.0, 454872000000.0, 498819000000.0, 304885000000.0, 335276000000.0, 629393000000.0, 370545000000.0, 0.0, 0.0, 29553800000.0, 59956000000.0, 174825000000.0, 489874000000.0, 623684000000.0, 748237000000.0, 117748000000.0, 243499000000.0, 373189000000.0, 186205000000.0, 217816000000.0, 150171000000.0, 278957000000.0, 406369000000.0, 0.0, 29470600000.0, 29457300000.0, 29535500000.0, 60678300000.0, 60106800000.0, 89102900000.0, 92411200000.0, 186062000000.0, 185914000000.0, 218185000000.0, 185980000000.0, 194232000000.0, 150045000000.0, 149735000000.0, 150528000000.0, 279393000000.0, 278971000000.0, 276003000000.0, 278672000000.0, 274951000000.0, 111489000000.0, 117941000000.0, 243375000000.0, 465069000000.0, 279405000000.0, 304426000000.0, 118205000000.0, 207187000000.0, 473319000000.0, 303807000000.0, 160475000000.0, 184845000000.0, 371471000000.0, 211379000000.0, 172823000000.0, 428493000000.0, 362938000000.0, 434491000000.0, 636090000000.0, 314499000000.0, 499771000000.0, 412706000000.0, 91642100000.0, 577244000000.0]
--- Size of X before removing aberrants points from the dataset: 77
--- Actual line: ['X_0' 'X_1' 'X_2' 'X_3' 'X_4' 'X_5' 'X_6' 'X_7' 'X_8' 'X_9' 'y']
@@ -27912,4 +27912,103 @@ 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: 4.044463634490967 seconds = 0.06740772724151611 mins
+X_0_d linear model parameters = [-5.39302175e+08 -5.12214491e+07 -3.10763703e+08 -3.46221780e+07
+ -7.21627005e+07 5.30215895e+07 4.88018581e+08 -2.88563101e+08
+ 9.41299422e+08 -9.31746041e+07]
+ --- FLOAT version of d_X_i_linear_coefficients_ [-539302174.7054247, -51221449.11583203, -310763702.63372487, -34622177.95662898, -72162700.46218744, 53021589.47491963, 488018581.06708485, -288563101.16585875, 941299421.6181791, -93174604.14715071]
+ --- Before Modifying variable -539302174.7054247, Type : <class 'str'>
+ --- After Modifying variable -539302174.7054247, Type : <class 'float'>
+ --- Before Modifying variable -51221449.11583203, Type : <class 'str'>
+ --- After Modifying variable -51221449.11583203, Type : <class 'float'>
+ --- Before Modifying variable -310763702.63372487, Type : <class 'str'>
+ --- After Modifying variable -310763702.63372487, Type : <class 'float'>
+ --- Before Modifying variable -34622177.95662898, Type : <class 'str'>
+ --- After Modifying variable -34622177.95662898, Type : <class 'float'>
+ --- Before Modifying variable -72162700.46218744, Type : <class 'str'>
+ --- After Modifying variable -72162700.46218744, Type : <class 'float'>
+ --- Before Modifying variable 53021589.47491963, Type : <class 'str'>
+ --- After Modifying variable 53021589.47491963, Type : <class 'float'>
+ --- Before Modifying variable 488018581.06708485, Type : <class 'str'>
+ --- After Modifying variable 488018581.06708485, Type : <class 'float'>
+ --- Before Modifying variable -288563101.16585875, Type : <class 'str'>
+ --- After Modifying variable -288563101.16585875, Type : <class 'float'>
+ --- Before Modifying variable 941299421.6181791, Type : <class 'str'>
+ --- After Modifying variable 941299421.6181791, Type : <class 'float'>
+ --- Before Modifying variable -93174604.14715071, Type : <class 'str'>
+ --- After Modifying variable -93174604.14715071, Type : <class 'float'>
+ --- Before Modifying variable 539302174.7054247, Type : <class 'str'>
+ --- After Modifying variable 539302174.7054247, Type : <class 'float'>
+ --- Before Modifying variable 51221449.11583203, Type : <class 'str'>
+ --- After Modifying variable 51221449.11583203, Type : <class 'float'>
+ --- Before Modifying variable 310763702.63372487, Type : <class 'str'>
+ --- After Modifying variable 310763702.63372487, Type : <class 'float'>
+ --- Before Modifying variable 34622177.95662898, Type : <class 'str'>
+ --- After Modifying variable 34622177.95662898, Type : <class 'float'>
+ --- Before Modifying variable 72162700.46218744, Type : <class 'str'>
+ --- After Modifying variable 72162700.46218744, Type : <class 'float'>
+ --- Before Modifying variable 53021589.47491963, Type : <class 'str'>
+ --- After Modifying variable 53021589.47491963, Type : <class 'float'>
+ --- Before Modifying variable 488018581.06708485, Type : <class 'str'>
+ --- After Modifying variable 488018581.06708485, Type : <class 'float'>
+ --- Before Modifying variable 288563101.16585875, Type : <class 'str'>
+ --- After Modifying variable 288563101.16585875, Type : <class 'float'>
+ --- Before Modifying variable 941299421.6181791, Type : <class 'str'>
+ --- After Modifying variable 941299421.6181791, Type : <class 'float'>
+ --- Before Modifying variable 93174604.14715071, Type : <class 'str'>
+ --- After Modifying variable 93174604.14715071, Type : <class 'float'>
+ X header, d_X_ 0 values :
+ [['X_0', 'X_1', 'X_2', 'X_3', 'X_4', 'X_5', 'X_6', 'X_7', 'X_8', 'X_9'], ['frequency level of Little Socket', 'Core 0 state', 'Core 1 state', 'Core 2 state', 'Core 3 state', 'frequency level of Big Socket', 'Core 4 state', 'Core 5 state', 'Core 6 state', 'Core 7 state'], [-539302174.7054247, -51221449.11583203, -310763702.63372487, -34622177.95662898, -72162700.46218744, 53021589.47491963, 488018581.06708485, -288563101.16585875, 941299421.6181791, -93174604.14715071], [539302174.7054247, 51221449.11583203, 310763702.63372487, 34622177.95662898, 72162700.46218744, 53021589.47491963, 488018581.06708485, 288563101.16585875, 941299421.6181791, 93174604.14715071]]
+ --- Actual line: ['Variable' 'meaning '
+ 'd_X_0 (Variation relative to frequency level of Little Socket)'
+ 'asolute d_X_0']
+ --- Actual line: ['X_0', 'frequency level of Little Socket', -539302174.7054247, 539302174.7054247]
+ --- Actual line: ['X_1', 'Core 0 state', -51221449.11583203, 51221449.11583203]
+ --- Actual line: ['X_2', 'Core 1 state', -310763702.63372487, 310763702.63372487]
+ --- Actual line: ['X_3', 'Core 2 state', -34622177.95662898, 34622177.95662898]
+ --- Actual line: ['X_4', 'Core 3 state', -72162700.46218744, 72162700.46218744]
+ --- Actual line: ['X_5', 'frequency level of Big Socket', 53021589.47491963, 53021589.47491963]
+ --- Actual line: ['X_6', 'Core 4 state', 488018581.06708485, 488018581.06708485]
+ --- Actual line: ['X_7', 'Core 5 state', -288563101.16585875, 288563101.16585875]
+ --- Actual line: ['X_8', 'Core 6 state', 941299421.6181791, 941299421.6181791]
+ --- Actual line: ['X_9', 'Core 7 state', -93174604.14715071, 93174604.14715071]
+ X header, margins and linear coef numbers after transpose, ordered by margin:
+ [['X_8', 'Core 6 state', 941299421.6181791, 941299421.6181791], ['X_6', 'Core 4 state', 488018581.06708485, 488018581.06708485], ['X_5', 'frequency level of Big Socket', 53021589.47491963, 53021589.47491963], ['X_3', 'Core 2 state', -34622177.95662898, 34622177.95662898], ['X_1', 'Core 0 state', -51221449.11583203, 51221449.11583203], ['X_4', 'Core 3 state', -72162700.46218744, 72162700.46218744], ['X_9', 'Core 7 state', -93174604.14715071, 93174604.14715071], ['X_7', 'Core 5 state', -288563101.16585875, 288563101.16585875], ['X_2', 'Core 1 state', -310763702.63372487, 310763702.63372487], ['X_0', 'frequency level of Little Socket', -539302174.7054247, 539302174.7054247]]
+margins and linearcoef summary_to_print ordered by margin :
+ [array(['Variable', 'meaning ',
+ 'd_X_0 (Variation relative to frequency level of Little Socket)',
+ 'asolute d_X_0'], dtype='<U62'), ['X_8', 'Core 6 state', 941299421.6181791, 941299421.6181791], ['X_6', 'Core 4 state', 488018581.06708485, 488018581.06708485], ['X_5', 'frequency level of Big Socket', 53021589.47491963, 53021589.47491963], ['X_3', 'Core 2 state', -34622177.95662898, 34622177.95662898], ['X_1', 'Core 0 state', -51221449.11583203, 51221449.11583203], ['X_4', 'Core 3 state', -72162700.46218744, 72162700.46218744], ['X_9', 'Core 7 state', -93174604.14715071, 93174604.14715071], ['X_7', 'Core 5 state', -288563101.16585875, 288563101.16585875], ['X_2', 'Core 1 state', -310763702.63372487, 310763702.63372487], ['X_0', 'frequency level of Little Socket', -539302174.7054247, 539302174.7054247]]
+ --- Actual line: ['Variable' 'meaning '
+ 'd_X_0 (Variation relative to frequency level of Little Socket)'
+ 'asolute d_X_0']
+ --- Actual line: ['X_8', 'Core 6 state', 941299421.6181791, 941299421.6181791]
+ --- Actual line: ['X_6', 'Core 4 state', 488018581.06708485, 488018581.06708485]
+ --- Actual line: ['X_5', 'frequency level of Big Socket', 53021589.47491963, 53021589.47491963]
+ --- Actual line: ['X_3', 'Core 2 state', -34622177.95662898, 34622177.95662898]
+ --- Actual line: ['X_1', 'Core 0 state', -51221449.11583203, 51221449.11583203]
+ --- Actual line: ['X_4', 'Core 3 state', -72162700.46218744, 72162700.46218744]
+ --- Actual line: ['X_9', 'Core 7 state', -93174604.14715071, 93174604.14715071]
+ --- Actual line: ['X_7', 'Core 5 state', -288563101.16585875, 288563101.16585875]
+ --- Actual line: ['X_2', 'Core 1 state', -310763702.63372487, 310763702.63372487]
+ --- Actual line: ['X_0', 'frequency level of Little Socket', -539302174.7054247, 539302174.7054247]
+ X header, margins and linear coef numbers after transpose, ordered by margin:
+ [['X_8', 'Core 6 state', 941299421.6181791, 941299421.6181791], ['X_0', 'frequency level of Little Socket', -539302174.7054247, 539302174.7054247], ['X_6', 'Core 4 state', 488018581.06708485, 488018581.06708485], ['X_2', 'Core 1 state', -310763702.63372487, 310763702.63372487], ['X_7', 'Core 5 state', -288563101.16585875, 288563101.16585875], ['X_9', 'Core 7 state', -93174604.14715071, 93174604.14715071], ['X_4', 'Core 3 state', -72162700.46218744, 72162700.46218744], ['X_5', 'frequency level of Big Socket', 53021589.47491963, 53021589.47491963], ['X_1', 'Core 0 state', -51221449.11583203, 51221449.11583203], ['X_3', 'Core 2 state', -34622177.95662898, 34622177.95662898]]
+margins and linearcoef summary_to_print ordered by margin :
+ [array(['Variable', 'meaning ',
+ 'd_X_0 (Variation relative to frequency level of Little Socket)',
+ 'asolute d_X_0'], dtype='<U62'), ['X_8', 'Core 6 state', 941299421.6181791, 941299421.6181791], ['X_0', 'frequency level of Little Socket', -539302174.7054247, 539302174.7054247], ['X_6', 'Core 4 state', 488018581.06708485, 488018581.06708485], ['X_2', 'Core 1 state', -310763702.63372487, 310763702.63372487], ['X_7', 'Core 5 state', -288563101.16585875, 288563101.16585875], ['X_9', 'Core 7 state', -93174604.14715071, 93174604.14715071], ['X_4', 'Core 3 state', -72162700.46218744, 72162700.46218744], ['X_5', 'frequency level of Big Socket', 53021589.47491963, 53021589.47491963], ['X_1', 'Core 0 state', -51221449.11583203, 51221449.11583203], ['X_3', 'Core 2 state', -34622177.95662898, 34622177.95662898]]
+ --- Actual line: ['Variable' 'meaning '
+ 'd_X_0 (Variation relative to frequency level of Little Socket)'
+ 'asolute d_X_0']
+ --- Actual line: ['X_8', 'Core 6 state', 941299421.6181791, 941299421.6181791]
+ --- Actual line: ['X_0', 'frequency level of Little Socket', -539302174.7054247, 539302174.7054247]
+ --- Actual line: ['X_6', 'Core 4 state', 488018581.06708485, 488018581.06708485]
+ --- Actual line: ['X_2', 'Core 1 state', -310763702.63372487, 310763702.63372487]
+ --- Actual line: ['X_7', 'Core 5 state', -288563101.16585875, 288563101.16585875]
+ --- Actual line: ['X_9', 'Core 7 state', -93174604.14715071, 93174604.14715071]
+ --- Actual line: ['X_4', 'Core 3 state', -72162700.46218744, 72162700.46218744]
+ --- Actual line: ['X_5', 'frequency level of Big Socket', 53021589.47491963, 53021589.47491963]
+ --- Actual line: ['X_1', 'Core 0 state', -51221449.11583203, 51221449.11583203]
+ --- Actual line: ['X_3', 'Core 2 state', -34622177.95662898, 34622177.95662898]
+Plotting d_X_0 over other variables
+--- In function plot_marginal_interactions : plotting d_X_0 with regard to X_0, X_1, X_2
+--- Total execution time: 11.74469780921936 seconds = 0.19574496348698933 mins
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_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_0.85_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
new file mode 100755
index 0000000000000000000000000000000000000000..29b80dfde97261192704bec8802d82b998379d63
Binary files /dev/null and b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_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_0.85_base_Y/d_X_5_linear_coefficients.csv b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/d_X_5_linear_coefficients.csv
new file mode 100755
index 0000000000000000000000000000000000000000..3a9c9eec3d66a7270d14b6a5acfe103e0d1bb063
--- /dev/null
+++ b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/d_X_5_linear_coefficients.csv
@@ -0,0 +1,39 @@
+Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_0,frequency level of Little Socket,220233735.30721536,220233735.30721536
+X_1,Core 0 state,394814097.0016166,394814097.0016166
+X_2,Core 1 state,331275113.4953043,331275113.4953043
+X_3,Core 2 state,171373633.01235878,171373633.01235878
+X_4,Core 3 state,-9298088.488183673,9298088.488183673
+X_5,frequency level of Big Socket,-760913102.4399335,760913102.4399335
+X_6,Core 4 state,452233558.6880488,452233558.6880488
+X_7,Core 5 state,-250015012.25161368,250015012.25161368
+X_8,Core 6 state,-109850555.29466677,109850555.29466677
+X_9,Core 7 state,-110556859.19428957,110556859.19428957
+
+
+ Ordered by value of coefficient, the first has the best positive interaction, with frequency level of Big Socket
+ Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_6,Core 4 state,452233558.6880488,452233558.6880488
+X_1,Core 0 state,394814097.0016166,394814097.0016166
+X_2,Core 1 state,331275113.4953043,331275113.4953043
+X_0,frequency level of Little Socket,220233735.30721536,220233735.30721536
+X_3,Core 2 state,171373633.01235878,171373633.01235878
+X_4,Core 3 state,-9298088.488183673,9298088.488183673
+X_8,Core 6 state,-109850555.29466677,109850555.29466677
+X_9,Core 7 state,-110556859.19428957,110556859.19428957
+X_7,Core 5 state,-250015012.25161368,250015012.25161368
+X_5,frequency level of Big Socket,-760913102.4399335,760913102.4399335
+
+
+ Ordered by absolute value of coefficients, the first has the best absolute interaction, with frequency level of Big Socket
+ Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_5,frequency level of Big Socket,-760913102.4399335,760913102.4399335
+X_6,Core 4 state,452233558.6880488,452233558.6880488
+X_1,Core 0 state,394814097.0016166,394814097.0016166
+X_2,Core 1 state,331275113.4953043,331275113.4953043
+X_7,Core 5 state,-250015012.25161368,250015012.25161368
+X_0,frequency level of Little Socket,220233735.30721536,220233735.30721536
+X_3,Core 2 state,171373633.01235878,171373633.01235878
+X_9,Core 7 state,-110556859.19428957,110556859.19428957
+X_8,Core 6 state,-109850555.29466677,109850555.29466677
+X_4,Core 3 state,-9298088.488183673,9298088.488183673
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_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_0.85_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
new file mode 100755
index 0000000000000000000000000000000000000000..29b80dfde97261192704bec8802d82b998379d63
Binary files /dev/null and b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_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/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/linear_coeff_vs_kernel_ridge_margins.csv b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/linear_coeff_vs_kernel_ridge_margins.csv
new file mode 100755
index 0000000000000000000000000000000000000000..9746ae9591a5ddebbf6bb62928b90926c2447e1d
--- /dev/null
+++ b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/linear_coeff_vs_kernel_ridge_margins.csv
@@ -0,0 +1,53 @@
+X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_0,frequency level of Little Socket,-464079570.45148593,463475167.59674156,927554738.0482275
+X_1,Core 0 state,-1463427459.8175542,913195271.2072272,2376622731.024781
+X_2,Core 1 state,-1262295675.048803,1112034762.5120502,2374330437.560853
+X_3,Core 2 state,-1644412844.9485848,1137399538.378798,2781812383.327383
+X_4,Core 3 state,-3088395573.2049294,2308149659.4488873,5396545232.653816
+X_5,frequency level of Big Socket,236312365.468121,39041058.975076854,197271306.49304414
+X_6,Core 4 state,-2873393885.4892583,2692948767.503813,5566342652.993071
+X_7,Core 5 state,-2722473666.954267,2005830353.2589607,4728304020.213228
+X_8,Core 6 state,-2114667329.4125197,1800340181.3984437,3915007510.8109636
+X_9,Core 7 state,-2879418196.9134474,2488012051.6555505,5367430248.568998
+
+
+ Ordered by kernel ridge coefficients, highest is better
+ X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_5,frequency level of Big Socket,236312365.468121,39041058.975076854,197271306.49304414
+X_0,frequency level of Little Socket,-464079570.45148593,463475167.59674156,927554738.0482275
+X_2,Core 1 state,-1262295675.048803,1112034762.5120502,2374330437.560853
+X_1,Core 0 state,-1463427459.8175542,913195271.2072272,2376622731.024781
+X_3,Core 2 state,-1644412844.9485848,1137399538.378798,2781812383.327383
+X_8,Core 6 state,-2114667329.4125197,1800340181.3984437,3915007510.8109636
+X_7,Core 5 state,-2722473666.954267,2005830353.2589607,4728304020.213228
+X_6,Core 4 state,-2873393885.4892583,2692948767.503813,5566342652.993071
+X_9,Core 7 state,-2879418196.9134474,2488012051.6555505,5367430248.568998
+X_4,Core 3 state,-3088395573.2049294,2308149659.4488873,5396545232.653816
+
+
+ Ordered by linear regression coefficients, highest is better
+X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_6,Core 4 state,-2873393885.4892583,2692948767.503813,5566342652.993071
+X_9,Core 7 state,-2879418196.9134474,2488012051.6555505,5367430248.568998
+X_4,Core 3 state,-3088395573.2049294,2308149659.4488873,5396545232.653816
+X_7,Core 5 state,-2722473666.954267,2005830353.2589607,4728304020.213228
+X_8,Core 6 state,-2114667329.4125197,1800340181.3984437,3915007510.8109636
+X_3,Core 2 state,-1644412844.9485848,1137399538.378798,2781812383.327383
+X_2,Core 1 state,-1262295675.048803,1112034762.5120502,2374330437.560853
+X_1,Core 0 state,-1463427459.8175542,913195271.2072272,2376622731.024781
+X_0,frequency level of Little Socket,-464079570.45148593,463475167.59674156,927554738.0482275
+X_5,frequency level of Big Socket,236312365.468121,39041058.975076854,197271306.49304414
+
+
+ Ordered by absolute difference, between kernel ridge, and linear coefficients, the first has the maximum non linearity variation
+X_variable,meaning ,kernel ridge margins,linear regression coefficients,difference
+X_6,Core 4 state,-2873393885.4892583,2692948767.503813,5566342652.993071
+X_4,Core 3 state,-3088395573.2049294,2308149659.4488873,5396545232.653816
+X_9,Core 7 state,-2879418196.9134474,2488012051.6555505,5367430248.568998
+X_7,Core 5 state,-2722473666.954267,2005830353.2589607,4728304020.213228
+X_8,Core 6 state,-2114667329.4125197,1800340181.3984437,3915007510.8109636
+X_3,Core 2 state,-1644412844.9485848,1137399538.378798,2781812383.327383
+X_1,Core 0 state,-1463427459.8175542,913195271.2072272,2376622731.024781
+X_2,Core 1 state,-1262295675.048803,1112034762.5120502,2374330437.560853
+X_0,frequency level of Little Socket,-464079570.45148593,463475167.59674156,927554738.0482275
+X_5,frequency level of Big Socket,236312365.468121,39041058.975076854,197271306.49304414
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_big_socket_frequency_level.png b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_big_socket_frequency_level.png
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diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_core_0_state.png b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_core_0_state.png
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diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_core_7_state.png b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_core_7_state.png
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diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_little_socket_frequency_level.png b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.85_base_Y/point_wise_marginal_distribution_of_little_socket_frequency_level.png
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index 0000000000000000000000000000000000000000..f0267c4dda1ade6198dbcec6f037d5cb603282ca
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diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/.~lock.d_X_5_linear_coefficients.csv# b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/.~lock.d_X_5_linear_coefficients.csv#
new file mode 100755
index 0000000000000000000000000000000000000000..13978ef6644eb8a325c6b3da51718c4e36f2577d
--- /dev/null
+++ b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/.~lock.d_X_5_linear_coefficients.csv#
@@ -0,0 +1 @@
+,DESKTOP-D49H2V3/lavoi,DESKTOP-D49H2V3,07.09.2022 20:10,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/Big_socket_frequency_visual_help.PNG
similarity index 100%
rename from kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/EL_OF_~1.PNG
rename to kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/Big_socket_frequency_visual_help.PNG
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/X_0_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_0_over_X_0__X_1__X_2__X_3__X_4__X_5__X_6__X_7__X_8__X_9.png
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index 0000000000000000000000000000000000000000..a6121bf04b0861c97c3c82b7b5eb19e49646c307
Binary files /dev/null and b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/X_0_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/d_X_0_linear_coefficients.csv b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/d_X_0_linear_coefficients.csv
new file mode 100755
index 0000000000000000000000000000000000000000..749d824f3469dddca058098a440f4f93073c5520
--- /dev/null
+++ b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/d_X_0_linear_coefficients.csv
@@ -0,0 +1,39 @@
+Variable,meaning ,d_X_0 (Variation relative to frequency level of Little Socket),asolute d_X_0
+X_0,frequency level of Little Socket,-539302174.7054247,539302174.7054247
+X_1,Core 0 state,-51221449.11583203,51221449.11583203
+X_2,Core 1 state,-310763702.63372487,310763702.63372487
+X_3,Core 2 state,-34622177.95662898,34622177.95662898
+X_4,Core 3 state,-72162700.46218744,72162700.46218744
+X_5,frequency level of Big Socket,53021589.47491963,53021589.47491963
+X_6,Core 4 state,488018581.06708485,488018581.06708485
+X_7,Core 5 state,-288563101.16585875,288563101.16585875
+X_8,Core 6 state,941299421.6181791,941299421.6181791
+X_9,Core 7 state,-93174604.14715071,93174604.14715071
+
+
+ Ordered by value of coefficient, the first has the best positive interaction, with frequency level of Little Socket
+ Variable,meaning ,d_X_0 (Variation relative to frequency level of Little Socket),asolute d_X_0
+X_8,Core 6 state,941299421.6181791,941299421.6181791
+X_6,Core 4 state,488018581.06708485,488018581.06708485
+X_5,frequency level of Big Socket,53021589.47491963,53021589.47491963
+X_3,Core 2 state,-34622177.95662898,34622177.95662898
+X_1,Core 0 state,-51221449.11583203,51221449.11583203
+X_4,Core 3 state,-72162700.46218744,72162700.46218744
+X_9,Core 7 state,-93174604.14715071,93174604.14715071
+X_7,Core 5 state,-288563101.16585875,288563101.16585875
+X_2,Core 1 state,-310763702.63372487,310763702.63372487
+X_0,frequency level of Little Socket,-539302174.7054247,539302174.7054247
+
+
+ Ordered by absolute value of coefficients, the first has the best absolute interaction, with frequency level of Little Socket
+ Variable,meaning ,d_X_0 (Variation relative to frequency level of Little Socket),asolute d_X_0
+X_8,Core 6 state,941299421.6181791,941299421.6181791
+X_0,frequency level of Little Socket,-539302174.7054247,539302174.7054247
+X_6,Core 4 state,488018581.06708485,488018581.06708485
+X_2,Core 1 state,-310763702.63372487,310763702.63372487
+X_7,Core 5 state,-288563101.16585875,288563101.16585875
+X_9,Core 7 state,-93174604.14715071,93174604.14715071
+X_4,Core 3 state,-72162700.46218744,72162700.46218744
+X_5,frequency level of Big Socket,53021589.47491963,53021589.47491963
+X_1,Core 0 state,-51221449.11583203,51221449.11583203
+X_3,Core 2 state,-34622177.95662898,34622177.95662898
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/d_X_5_linear_coefficients.csv b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/d_X_5_linear_coefficients.csv
index 1a43c6389cdc8097feeb57a48bdd7d32481f7912..d88d6ab1c61830f306808e37b8cd819307d66056 100755
--- a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/d_X_5_linear_coefficients.csv
+++ b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/d_X_5_linear_coefficients.csv
@@ -1,39 +1,39 @@
-Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
-X_0,frequency level of Little Socket,185338041.39682832,185338041.39682832
-X_1,Core 0 state,142944664.77740052,142944664.77740052
-X_2,Core 1 state,-62188270.581818655,62188270.581818655
-X_3,Core 2 state,-483852878.29017764,483852878.29017764
-X_4,Core 3 state,-244693261.0900952,244693261.0900952
-X_5,frequency level of Big Socket,-276565385.3744161,276565385.3744161
-X_6,Core 4 state,-64565898.18780776,64565898.18780776
-X_7,Core 5 state,246503048.44622064,246503048.44622064
-X_8,Core 6 state,-316474218.4838966,316474218.4838966
-X_9,Core 7 state,122364297.14268036,122364297.14268036
-
-
- Ordered by value of coefficient, the first has the best positive interaction, with frequency level of Big Socket
- Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
-X_7,Core 5 state,246503048.44622064,246503048.44622064
-X_0,frequency level of Little Socket,185338041.39682832,185338041.39682832
-X_1,Core 0 state,142944664.77740052,142944664.77740052
-X_9,Core 7 state,122364297.14268036,122364297.14268036
-X_2,Core 1 state,-62188270.581818655,62188270.581818655
-X_6,Core 4 state,-64565898.18780776,64565898.18780776
-X_4,Core 3 state,-244693261.0900952,244693261.0900952
-X_5,frequency level of Big Socket,-276565385.3744161,276565385.3744161
-X_8,Core 6 state,-316474218.4838966,316474218.4838966
-X_3,Core 2 state,-483852878.29017764,483852878.29017764
-
-
- Ordered by absolute value of coefficients, the first has the best absolute interaction, with frequency level of Big Socket
- Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
-X_3,Core 2 state,-483852878.29017764,483852878.29017764
-X_8,Core 6 state,-316474218.4838966,316474218.4838966
-X_5,frequency level of Big Socket,-276565385.3744161,276565385.3744161
-X_7,Core 5 state,246503048.44622064,246503048.44622064
-X_4,Core 3 state,-244693261.0900952,244693261.0900952
-X_0,frequency level of Little Socket,185338041.39682832,185338041.39682832
-X_1,Core 0 state,142944664.77740052,142944664.77740052
-X_9,Core 7 state,122364297.14268036,122364297.14268036
-X_6,Core 4 state,-64565898.18780776,64565898.18780776
-X_2,Core 1 state,-62188270.581818655,62188270.581818655
+Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_0,frequency level of Little Socket,185338041.396828,185338041.396828
+X_1,Core 0 state,142944664.777401,142944664.777401
+X_2,Core 1 state,-62188270.5818187,62188270.5818187
+X_3,Core 2 state,-483852878.290178,483852878.290178
+X_4,Core 3 state,-244693261.090095,244693261.090095
+X_5,frequency level of Big Socket,-276565385.374416,276565385.374416
+X_6,Core 4 state,-64565898.1878078,64565898.1878078
+X_7,Core 5 state,246503048.446221,246503048.446221
+X_8,Core 6 state,-316474218.483897,316474218.483897
+X_9,Core 7 state,122364297.14268,122364297.14268
+,,,
+,,,
+ Ordered by value of coefficient, the first has the best positive interaction, with frequency level of Big Socket ,
+ Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_7,Core 5 state,246503048.446221,246503048.446221
+X_0,frequency level of Little Socket,185338041.396828,185338041.396828
+X_1,Core 0 state,142944664.777401,142944664.777401
+X_9,Core 7 state,122364297.14268,122364297.14268
+X_2,Core 1 state,-62188270.5818187,62188270.5818187
+X_6,Core 4 state,-64565898.1878078,64565898.1878078
+X_4,Core 3 state,-244693261.090095,244693261.090095
+X_5,frequency level of Big Socket,-276565385.374416,276565385.374416
+X_8,Core 6 state,-316474218.483897,316474218.483897
+X_3,Core 2 state,-483852878.290178,483852878.290178
+,,,
+,,,
+ Ordered by absolute value of coefficients, the first has the best absolute interaction, with frequency level of Big Socket ,
+ Variable,meaning ,d_X_5 (Variation relative to frequency level of Big Socket),asolute d_X_5
+X_3,Core 2 state,-483852878.290178,483852878.290178
+X_8,Core 6 state,-316474218.483897,316474218.483897
+X_5,frequency level of Big Socket,-276565385.374416,276565385.374416
+X_7,Core 5 state,246503048.446221,246503048.446221
+X_4,Core 3 state,-244693261.090095,244693261.090095
+X_0,frequency level of Little Socket,185338041.396828,185338041.396828
+X_1,Core 0 state,142944664.777401,142944664.777401
+X_9,Core 7 state,122364297.14268,122364297.14268
+X_6,Core 4 state,-64565898.1878078,64565898.1878078
+X_2,Core 1 state,-62188270.5818187,62188270.5818187
diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/frequency_on_little_socket_visual_help_OF_LIT~1.png b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/frequency_on_little_socket_visual_help_OF_LIT~1.png
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diff --git a/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/of_Little_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/of_Little_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
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index 0000000000000000000000000000000000000000..a6121bf04b0861c97c3c82b7b5eb19e49646c307
Binary files /dev/null and b/kernel_ridge_linear_model/marginal_effect_exploration_automatic_experiments_samsung_0.92_base_Y/of_Little_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