diff --git a/experiments/boston/stage4/none_with_params.json b/experiments/boston/stage4/none_with_params.json
index 5486b46e9286fd6fa5bb377dbf554a5dbda1465c..e503c8018cb89b365236beb243d9cf93545ebe43 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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diff --git a/experiments/boston/stage4/omp_with_params.json b/experiments/boston/stage4/omp_with_params.json
index ca41ed403e06f576ef139e6d88ce2193308fe633..6dd9d165128d8d0f5588e250ed3de6ace9e04322 100644
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@@ -32,35 +32,35 @@
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diff --git a/experiments/boston/stage4/random_with_params.json b/experiments/boston/stage4/random_with_params.json
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--- a/experiments/boston/stage4/random_with_params.json
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@@ -32,35 +32,35 @@
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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
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--- 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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diff --git a/experiments/breast_cancer/stage4/omp_with_params.json b/experiments/breast_cancer/stage4/omp_with_params.json
index 1670dda86fa9687bb10206fb44ff62f584cd585b..b3468d2517e7a4f2831f8ecb60d3dbaeba245f71 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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diff --git a/experiments/breast_cancer/stage4/random_with_params.json b/experiments/breast_cancer/stage4/random_with_params.json
index 7a262c45232201c73a6ceecc49a3b1dce4ffe6b5..9a98dd24b6a1f871efbd5c50c15c005ff48e3976 100644
--- a/experiments/breast_cancer/stage4/random_with_params.json
+++ b/experiments/breast_cancer/stage4/random_with_params.json
@@ -32,35 +32,35 @@
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diff --git a/experiments/california_housing/stage4/none_with_params.json b/experiments/california_housing/stage4/none_with_params.json
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--- a/experiments/california_housing/stage4/none_with_params.json
+++ b/experiments/california_housing/stage4/none_with_params.json
@@ -32,35 +32,35 @@
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diff --git a/experiments/california_housing/stage4/omp_with_params.json b/experiments/california_housing/stage4/omp_with_params.json
index c20b13969e6cf9537078e93c8e7858216c41701c..4667785d3a462f4183df70eefe22fe799b7c252f 100644
--- a/experiments/california_housing/stage4/omp_with_params.json
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@@ -32,35 +32,35 @@
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diff --git a/experiments/california_housing/stage4/random_with_params.json b/experiments/california_housing/stage4/random_with_params.json
index d80440abb4d4e39f8d5047d99e94dc217d450a32..bbc1e9f0ee7731b6cf23ec9d7eda2aed48bf72e5 100644
--- a/experiments/california_housing/stage4/random_with_params.json
+++ b/experiments/california_housing/stage4/random_with_params.json
@@ -32,35 +32,35 @@
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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 c57cce35aeffe340361df93522ff2fa2c7f444d1..f53645ba6fed6571bd17aca0b1ac3729bd1ca294 100644
--- a/experiments/diabetes/stage4/none_with_params.json
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@@ -33,34 +33,34 @@
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diff --git a/experiments/diabetes/stage4/omp_with_params.json b/experiments/diabetes/stage4/omp_with_params.json
index d06b7477dfc0961023d3c167f8530df111780901..837fbb0b3b74f9b1e3030899e758095fd2464a82 100644
--- a/experiments/diabetes/stage4/omp_with_params.json
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@@ -33,34 +33,34 @@
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diff --git a/experiments/diabetes/stage4/random_with_params.json b/experiments/diabetes/stage4/random_with_params.json
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@@ -33,34 +33,34 @@
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diff --git a/experiments/diamonds/stage4/none_with_params.json b/experiments/diamonds/stage4/none_with_params.json
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+++ b/experiments/diamonds/stage4/none_with_params.json
@@ -32,35 +32,35 @@
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diff --git a/experiments/diamonds/stage4/omp_with_params.json b/experiments/diamonds/stage4/omp_with_params.json
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@@ -32,35 +32,35 @@
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diff --git a/experiments/diamonds/stage4/random_with_params.json b/experiments/diamonds/stage4/random_with_params.json
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diff --git a/experiments/digits/stage4/none_with_params.json b/experiments/digits/stage4/none_with_params.json
index 7509118b2eba0854805337eb53446994c47f2379..73a13cb40a3e09ef9b7a68b5c02febe45b759000 100644
--- a/experiments/digits/stage4/none_with_params.json
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@@ -32,35 +32,35 @@
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diff --git a/experiments/digits/stage4/omp_with_params.json b/experiments/digits/stage4/omp_with_params.json
index c615c4258519b1abe1d4295522a79b9b1221f649..45269c7e43790c6cdad2366de3f2021c324d3681 100644
--- a/experiments/digits/stage4/omp_with_params.json
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diff --git a/results/boston/stage4_fix/losses.png b/results/boston/stage4_fix/losses.png
index f33e126851096d963810b8ca7c93812eb0b314d7..af87fe42a4f2d669edf30b4f096be6a2a8cc14dc 100644
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diff --git a/results/breast_cancer/stage4_fix/losses.png b/results/breast_cancer/stage4_fix/losses.png
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diff --git a/results/diabetes/stage4_fix/losses.png b/results/diabetes/stage4_fix/losses.png
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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/olivetti_faces/stage4_fix/losses.png b/results/olivetti_faces/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_stage4_experiments.sh b/scripts/run_stage4_experiments.sh
index 5ea78045c624142faa3769315c7d678b0288e733..9202ca03ca674179ae4f9bcb5fe951c920fafe35 100644
--- a/scripts/run_stage4_experiments.sh
+++ b/scripts/run_stage4_experiments.sh
@@ -3,8 +3,8 @@ core_number=5
walltime=1:00
seeds='1 2 3 4 5 6 7'
-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 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
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"