diff --git a/experiments/boston/stage4/none_with_params.json b/experiments/boston/stage4/none_with_params.json
index e503c8018cb89b365236beb243d9cf93545ebe43..ba056e193480a5888e1e41dac30f5cbcf4cc4870 100644
--- a/experiments/boston/stage4/none_with_params.json
+++ b/experiments/boston/stage4/none_with_params.json
@@ -32,35 +32,35 @@
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\ No newline at end of file
diff --git a/experiments/boston/stage4/omp_with_params.json b/experiments/boston/stage4/omp_with_params.json
index 6dd9d165128d8d0f5588e250ed3de6ace9e04322..0c393f6eb57537b70b7fac49d903d14e85ab8426 100644
--- a/experiments/boston/stage4/omp_with_params.json
+++ b/experiments/boston/stage4/omp_with_params.json
@@ -32,35 +32,35 @@
     "job_number": -1,
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\ No newline at end of file
diff --git a/experiments/boston/stage4/random_with_params.json b/experiments/boston/stage4/random_with_params.json
index 53081e4e5ccb2f405b31625d0ff3fdb44e7cf23b..0258396e63720a5bc32ddcf0884b0f6e93f03a0f 100644
--- a/experiments/boston/stage4/random_with_params.json
+++ b/experiments/boston/stage4/random_with_params.json
@@ -32,35 +32,35 @@
     "job_number": -1,
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\ No newline at end of file
diff --git a/experiments/breast_cancer/stage4/none_with_params.json b/experiments/breast_cancer/stage4/none_with_params.json
index 03d88fb668f5d486ffa18ff0274600293538bcfe..4b4d46e79ce17838f0944879be812a314db056ea 100644
--- a/experiments/breast_cancer/stage4/none_with_params.json
+++ b/experiments/breast_cancer/stage4/none_with_params.json
@@ -32,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage4/omp_with_params.json b/experiments/breast_cancer/stage4/omp_with_params.json
index b3468d2517e7a4f2831f8ecb60d3dbaeba245f71..287b55e77bed5521f49792397e37ed2d3c25c81f 100644
--- a/experiments/breast_cancer/stage4/omp_with_params.json
+++ b/experiments/breast_cancer/stage4/omp_with_params.json
@@ -32,35 +32,35 @@
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\ No newline at end of file
diff --git a/experiments/breast_cancer/stage4/random_with_params.json b/experiments/breast_cancer/stage4/random_with_params.json
index 9a98dd24b6a1f871efbd5c50c15c005ff48e3976..34f70d8e4f2a3648226a0fefe330751ad585ea90 100644
--- a/experiments/breast_cancer/stage4/random_with_params.json
+++ b/experiments/breast_cancer/stage4/random_with_params.json
@@ -32,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
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 }
\ No newline at end of file
diff --git a/experiments/california_housing/stage4/none_with_params.json b/experiments/california_housing/stage4/none_with_params.json
index af745af3eb2bd7a1f489e521d0a70822f56c804f..e3549c1bebe94975ee7b774968e9f98f3d346625 100644
--- a/experiments/california_housing/stage4/none_with_params.json
+++ b/experiments/california_housing/stage4/none_with_params.json
@@ -32,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
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\ No newline at end of file
diff --git a/experiments/california_housing/stage4/omp_with_params.json b/experiments/california_housing/stage4/omp_with_params.json
index 4667785d3a462f4183df70eefe22fe799b7c252f..e01103a853e04a4775321e7ede4130f4b82aa44f 100644
--- a/experiments/california_housing/stage4/omp_with_params.json
+++ b/experiments/california_housing/stage4/omp_with_params.json
@@ -32,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
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\ No newline at end of file
diff --git a/experiments/california_housing/stage4/random_with_params.json b/experiments/california_housing/stage4/random_with_params.json
index bbc1e9f0ee7731b6cf23ec9d7eda2aed48bf72e5..85dbd63e39fc8d885fef3d994335601beb584c45 100644
--- a/experiments/california_housing/stage4/random_with_params.json
+++ b/experiments/california_housing/stage4/random_with_params.json
@@ -32,35 +32,35 @@
     "job_number": -1,
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 }
\ No newline at end of file
diff --git a/experiments/diabetes/stage4/none_with_params.json b/experiments/diabetes/stage4/none_with_params.json
index f53645ba6fed6571bd17aca0b1ac3729bd1ca294..4f89e2e6edb5a8af7dfc02cf42067e386c6d6c11 100644
--- a/experiments/diabetes/stage4/none_with_params.json
+++ b/experiments/diabetes/stage4/none_with_params.json
@@ -32,35 +32,35 @@
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     "extraction_strategy": "none",
     "extracted_forest_size": [
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 }
\ No newline at end of file
diff --git a/experiments/diabetes/stage4/omp_with_params.json b/experiments/diabetes/stage4/omp_with_params.json
index 837fbb0b3b74f9b1e3030899e758095fd2464a82..c0a85a56e816c536ddf870a8dc19955df383cf5c 100644
--- a/experiments/diabetes/stage4/omp_with_params.json
+++ b/experiments/diabetes/stage4/omp_with_params.json
@@ -32,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/diabetes/stage4/random_with_params.json b/experiments/diabetes/stage4/random_with_params.json
index e59d77cd5d827a8d5680fef81324604bdb4ea793..6684ed251b8ecc4ef36c460d6f4b7568fb80b4a2 100644
--- a/experiments/diabetes/stage4/random_with_params.json
+++ b/experiments/diabetes/stage4/random_with_params.json
@@ -32,35 +32,35 @@
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     "extraction_strategy": "random",
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 }
\ No newline at end of file
diff --git a/experiments/diamonds/stage4/none_with_params.json b/experiments/diamonds/stage4/none_with_params.json
index 15f3f7adf63e5577e1c8d355e3ac818f7d64639f..fedf40d3bc0f2c8a15ab352f656181031f2a1ac2 100644
--- a/experiments/diamonds/stage4/none_with_params.json
+++ b/experiments/diamonds/stage4/none_with_params.json
@@ -33,34 +33,34 @@
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 }
\ No newline at end of file
diff --git a/experiments/diamonds/stage4/omp_with_params.json b/experiments/diamonds/stage4/omp_with_params.json
index bf624f680d6a60252f7986f48f0603602f9fc8b0..52d8cf794c2d8972c64a052a854f89e50e3ef8fd 100644
--- a/experiments/diamonds/stage4/omp_with_params.json
+++ b/experiments/diamonds/stage4/omp_with_params.json
@@ -33,34 +33,34 @@
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 }
\ No newline at end of file
diff --git a/experiments/diamonds/stage4/random_with_params.json b/experiments/diamonds/stage4/random_with_params.json
index e188063dab49ae74d2c107bd7dfe561d7d7602f8..9089cbb45ac3b8684cebc5498f77df8551067cb7 100644
--- a/experiments/diamonds/stage4/random_with_params.json
+++ b/experiments/diamonds/stage4/random_with_params.json
@@ -33,34 +33,34 @@
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diff --git a/experiments/digits/stage4/none_with_params.json b/experiments/digits/stage4/none_with_params.json
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diff --git a/experiments/kin8nm/stage4/omp_with_params.json b/experiments/kin8nm/stage4/omp_with_params.json
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diff --git a/experiments/kin8nm/stage4/random_with_params.json b/experiments/kin8nm/stage4/random_with_params.json
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diff --git a/experiments/kr-vs-kp/stage4/none_with_params.json b/experiments/kr-vs-kp/stage4/none_with_params.json
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diff --git a/experiments/kr-vs-kp/stage4/omp_with_params.json b/experiments/kr-vs-kp/stage4/omp_with_params.json
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diff --git a/experiments/lfw_pairs/stage4/omp_with_params.json b/experiments/lfw_pairs/stage4/omp_with_params.json
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Binary files a/results/diabetes/stage4_fix/losses.png and b/results/diabetes/stage4_fix/losses.png differ
diff --git a/results/diamonds/stage4_fix/losses.png b/results/diamonds/stage4_fix/losses.png
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diff --git a/results/digits/stage4_fix/losses.png b/results/digits/stage4_fix/losses.png
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diff --git a/results/iris/stage4_fix/losses.png b/results/iris/stage4_fix/losses.png
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diff --git a/results/kr-vs-kp/stage4_fix/losses.png b/results/kr-vs-kp/stage4_fix/losses.png
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diff --git a/results/olivetti_faces/stage4_fix/losses.png b/results/olivetti_faces/stage4_fix/losses.png
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diff --git a/results/spambase/stage4_fix/losses.png b/results/spambase/stage4_fix/losses.png
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diff --git a/results/steel-plates/stage4_fix/losses.png b/results/steel-plates/stage4_fix/losses.png
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diff --git a/results/wine/stage4_fix/losses.png b/results/wine/stage4_fix/losses.png
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diff --git a/scripts/run_compute_results.sh b/scripts/run_compute_results.sh
index 4399f8f502f1eb2eab970dcb8777d34c3c278704..b5f3f7604b1f6758a6584d962a270a68f373d847 100644
--- a/scripts/run_compute_results.sh
+++ b/scripts/run_compute_results.sh
@@ -1,5 +1,5 @@
-for dataset in california_housing
-#for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates kr-vs-kp digits iris kin8nm lfw_pairs linnerud olivetti_faces wine spambase
+#for dataset in california_housing
+for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates kr-vs-kp digits iris kin8nm olivetti_faces wine spambase
 do
     python code/compute_results.py --stage=4 --experiment_ids 1 2 3 --dataset_name=$dataset --models_dir=models/$dataset/stage4
 done
diff --git a/scripts/run_stage4_experiments.sh b/scripts/run_stage4_experiments.sh
index fc8cf64dc4e678460b0373c5f9ff7435c050e41b..7d22f2c9b37013ee88b664567a7939fefeec5911 100644
--- a/scripts/run_stage4_experiments.sh
+++ b/scripts/run_stage4_experiments.sh
@@ -1,11 +1,11 @@
 #!/bin/bash
-core_number=5
+core_number=14
 walltime=1:00
 seeds='1 2 3 4 5 6 7'
 
-for dataset in kin8nm
+#for dataset in kin8nm
 #for dataset in gamma
-#for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates kr-vs-kp digits iris kin8nm lfw_pairs linnerud olivetti_faces wine spambase
+for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates kr-vs-kp digits iris kin8nm lfw_pairs linnerud olivetti_faces wine spambase gamma
 do
     oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --save_experiment_configuration 4 none_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
     oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --save_experiment_configuration 4 random_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"