diff --git a/experiments/boston/stage4/none_with_params.json b/experiments/boston/stage4/none_with_params.json
index ba056e193480a5888e1e41dac30f5cbcf4cc4870..b0c35cde9b71156dbbcd15c17292317bd99ce228 100644
--- a/experiments/boston/stage4/none_with_params.json
+++ b/experiments/boston/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/boston/stage4/omp_with_params.json b/experiments/boston/stage4/omp_with_params.json
index 0c393f6eb57537b70b7fac49d903d14e85ab8426..196f0357f3dc26117bc104742bc12d1a5a370982 100644
--- a/experiments/boston/stage4/omp_with_params.json
+++ b/experiments/boston/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/boston/stage4/random_with_params.json b/experiments/boston/stage4/random_with_params.json
index 0258396e63720a5bc32ddcf0884b0f6e93f03a0f..d9c83086386da7ee1de79f142f8ffaefabf9757b 100644
--- a/experiments/boston/stage4/random_with_params.json
+++ b/experiments/boston/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/breast_cancer/stage4/none_with_params.json b/experiments/breast_cancer/stage4/none_with_params.json
index 4b4d46e79ce17838f0944879be812a314db056ea..03fb21ff9af2428ec39c7ba4f718210ff3806b62 100644
--- a/experiments/breast_cancer/stage4/none_with_params.json
+++ b/experiments/breast_cancer/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/breast_cancer/stage4/omp_with_params.json b/experiments/breast_cancer/stage4/omp_with_params.json
index 287b55e77bed5521f49792397e37ed2d3c25c81f..28a56abac7a603b39ec78f45a2125b2c6869caa7 100644
--- a/experiments/breast_cancer/stage4/omp_with_params.json
+++ b/experiments/breast_cancer/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/breast_cancer/stage4/random_with_params.json b/experiments/breast_cancer/stage4/random_with_params.json
index 34f70d8e4f2a3648226a0fefe330751ad585ea90..597798d60fb344ca8ac3765f38d58d3e66d8df84 100644
--- a/experiments/breast_cancer/stage4/random_with_params.json
+++ b/experiments/breast_cancer/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/diabetes/stage4/none_with_params.json b/experiments/diabetes/stage4/none_with_params.json
index 4f89e2e6edb5a8af7dfc02cf42067e386c6d6c11..fc22d5649b4647a4ff5d900bb5f19c83df2386f7 100644
--- a/experiments/diabetes/stage4/none_with_params.json
+++ b/experiments/diabetes/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         4,
         7,
diff --git a/experiments/diabetes/stage4/omp_with_params.json b/experiments/diabetes/stage4/omp_with_params.json
index c0a85a56e816c536ddf870a8dc19955df383cf5c..1cd7c3ba25dd4d921a8673e31286c44e367084c6 100644
--- a/experiments/diabetes/stage4/omp_with_params.json
+++ b/experiments/diabetes/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         4,
         7,
diff --git a/experiments/diabetes/stage4/random_with_params.json b/experiments/diabetes/stage4/random_with_params.json
index 6684ed251b8ecc4ef36c460d6f4b7568fb80b4a2..84bd44ea6927913c59c90d05e3bd36455168d7fe 100644
--- a/experiments/diabetes/stage4/random_with_params.json
+++ b/experiments/diabetes/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         4,
         7,
diff --git a/experiments/diamonds/stage4/none_with_params.json b/experiments/diamonds/stage4/none_with_params.json
index fedf40d3bc0f2c8a15ab352f656181031f2a1ac2..53df0124fd7cc4429063d6ef7c4a382604c1dfc1 100644
--- a/experiments/diamonds/stage4/none_with_params.json
+++ b/experiments/diamonds/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         14,
         29,
diff --git a/experiments/diamonds/stage4/omp_with_params.json b/experiments/diamonds/stage4/omp_with_params.json
index 52d8cf794c2d8972c64a052a854f89e50e3ef8fd..002ca265903adf0a7b6d4a5e91415ca85c1eef09 100644
--- a/experiments/diamonds/stage4/omp_with_params.json
+++ b/experiments/diamonds/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         14,
         29,
diff --git a/experiments/diamonds/stage4/random_with_params.json b/experiments/diamonds/stage4/random_with_params.json
index 9089cbb45ac3b8684cebc5498f77df8551067cb7..c83a685bdd40d959c3b9323e6bff35dd9062242c 100644
--- a/experiments/diamonds/stage4/random_with_params.json
+++ b/experiments/diamonds/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         14,
         29,
diff --git a/experiments/digits/stage4/none_with_params.json b/experiments/digits/stage4/none_with_params.json
index 599a191e530fe89d207cc865467b6d9d0266703b..76846a396a8c63d39dff3fd311e755bc58caa6f4 100644
--- a/experiments/digits/stage4/none_with_params.json
+++ b/experiments/digits/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/digits/stage4/omp_with_params.json b/experiments/digits/stage4/omp_with_params.json
index 45d968b70746ffe967924dbf3f1bc6e4f7b1a174..db869b37dbfc39afbc0979ff4680e3ea77d7798e 100644
--- a/experiments/digits/stage4/omp_with_params.json
+++ b/experiments/digits/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/digits/stage4/random_with_params.json b/experiments/digits/stage4/random_with_params.json
index e96b311ccbd5562e2e5f69a3bfe13cf9e361cd15..48b67e40fbc139a42e52b7b79b612bcf2a93cde4 100644
--- a/experiments/digits/stage4/random_with_params.json
+++ b/experiments/digits/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/iris/stage4/none_with_params.json b/experiments/iris/stage4/none_with_params.json
index 2df5617ab81106f92221d1693631e734ccfd27b5..fbe10241ba87651a44f28f65a5b12b30a5924a88 100644
--- a/experiments/iris/stage4/none_with_params.json
+++ b/experiments/iris/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/iris/stage4/omp_with_params.json b/experiments/iris/stage4/omp_with_params.json
index ffddfac5bef952c2f1f79dad260952ec317505a8..ad1e34385529c56a7e15d42cf8c9595156ddc35b 100644
--- a/experiments/iris/stage4/omp_with_params.json
+++ b/experiments/iris/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/iris/stage4/random_with_params.json b/experiments/iris/stage4/random_with_params.json
index c50daa86d3880ffd0cdc022de37060d32319cc4b..31acb3927fa9e6a68476ce1c96406a885f9c4f60 100644
--- a/experiments/iris/stage4/random_with_params.json
+++ b/experiments/iris/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/kin8nm/stage4/none_with_params.json b/experiments/kin8nm/stage4/none_with_params.json
index 95f0f54bf549c1433fa61adc0e22677220b8cbbc..db480f954910c3ac6b3f353a1c12459dd3b674ab 100644
--- a/experiments/kin8nm/stage4/none_with_params.json
+++ b/experiments/kin8nm/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/kin8nm/stage4/omp_with_params.json b/experiments/kin8nm/stage4/omp_with_params.json
index 03136cb595d5ca173af14d8cebaf5b652dd56691..d365b23f2a8310f5fc9c5194c88abecaf07d0de5 100644
--- a/experiments/kin8nm/stage4/omp_with_params.json
+++ b/experiments/kin8nm/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/kin8nm/stage4/random_with_params.json b/experiments/kin8nm/stage4/random_with_params.json
index 18a553f400a587b85aaacf89ecd61df6a39efb74..15034117953dfee37b74ed6030ae8cd3b042c832 100644
--- a/experiments/kin8nm/stage4/random_with_params.json
+++ b/experiments/kin8nm/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/kr-vs-kp/stage4/none_with_params.json b/experiments/kr-vs-kp/stage4/none_with_params.json
index cd0bbd7ef063a4bdf94659eb5957851d2c03a3bc..c3ed6c0c88e8380bd9d1cc777074c8fd94d9ac03 100644
--- a/experiments/kr-vs-kp/stage4/none_with_params.json
+++ b/experiments/kr-vs-kp/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/kr-vs-kp/stage4/omp_with_params.json b/experiments/kr-vs-kp/stage4/omp_with_params.json
index ac4d8c6cbf437224a1477c1c507cf1c9d93bba67..1be3d0d8989f196827fd607b85c7dcbfe6a1c6c7 100644
--- a/experiments/kr-vs-kp/stage4/omp_with_params.json
+++ b/experiments/kr-vs-kp/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/kr-vs-kp/stage4/random_with_params.json b/experiments/kr-vs-kp/stage4/random_with_params.json
index f471871756111a14772935b93ae0de9d4500ceeb..08fec7e1b62961b48593706efe7593c56622151c 100644
--- a/experiments/kr-vs-kp/stage4/random_with_params.json
+++ b/experiments/kr-vs-kp/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/olivetti_faces/stage4/none_with_params.json b/experiments/olivetti_faces/stage4/none_with_params.json
index 3fca3b0e932ec0e544fa30ed34655668c9613c8f..e7faf2ba86f8da193b094868d6612db03a5438e9 100644
--- a/experiments/olivetti_faces/stage4/none_with_params.json
+++ b/experiments/olivetti_faces/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/olivetti_faces/stage4/omp_with_params.json b/experiments/olivetti_faces/stage4/omp_with_params.json
index 136133d47e627cf3b3122ba4e8bf3e55e0d8bd26..7f576fffd0c784097b62d65eaba78f68d09db04d 100644
--- a/experiments/olivetti_faces/stage4/omp_with_params.json
+++ b/experiments/olivetti_faces/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/olivetti_faces/stage4/random_with_params.json b/experiments/olivetti_faces/stage4/random_with_params.json
index 2a2ab9aab2a566494b2bebf82af433e734691049..7ced47f845b970c8a04bb997f77d2aa784815508 100644
--- a/experiments/olivetti_faces/stage4/random_with_params.json
+++ b/experiments/olivetti_faces/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/steel-plates/stage4/none_with_params.json b/experiments/steel-plates/stage4/none_with_params.json
index 8f4b9a01ee10ff46ea4d7a23cf5a9525abfb734d..33db06f965e5e03ceec17370530094532a87f6af 100644
--- a/experiments/steel-plates/stage4/none_with_params.json
+++ b/experiments/steel-plates/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/steel-plates/stage4/omp_with_params.json b/experiments/steel-plates/stage4/omp_with_params.json
index ffaa72fc741b2b6b841bde18786b677ba37766a7..70882f749e0d3814ec32fe39ac26a8ad98d8a930 100644
--- a/experiments/steel-plates/stage4/omp_with_params.json
+++ b/experiments/steel-plates/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/steel-plates/stage4/random_with_params.json b/experiments/steel-plates/stage4/random_with_params.json
index a86d432a4156624749dca5f90d2d016fb4c45549..4838e4f26d35366a0fa8a1eee71b8a165800222e 100644
--- a/experiments/steel-plates/stage4/random_with_params.json
+++ b/experiments/steel-plates/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/wine/stage4/none_with_params.json b/experiments/wine/stage4/none_with_params.json
index 2621fec400b6069c5d253e99505c96c6f9bd102e..e5a882f07f4190ec7306e956a99322f423d89fd4 100644
--- a/experiments/wine/stage4/none_with_params.json
+++ b/experiments/wine/stage4/none_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "none",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/wine/stage4/omp_with_params.json b/experiments/wine/stage4/omp_with_params.json
index a5ff2576ac94b36a51e3501bf83cb47b0a88a483..94f22fc1c25568797128035dbd5539cf780b3f75 100644
--- a/experiments/wine/stage4/omp_with_params.json
+++ b/experiments/wine/stage4/omp_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "omp",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/experiments/wine/stage4/random_with_params.json b/experiments/wine/stage4/random_with_params.json
index f344a1059e6ce3bfd458efee55b3809d93788458..43442b15fc8c0188a2c2410768f546093d4dee1a 100644
--- a/experiments/wine/stage4/random_with_params.json
+++ b/experiments/wine/stage4/random_with_params.json
@@ -17,9 +17,7 @@
         2,
         3,
         4,
-        5,
-        6,
-        7
+        5
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -31,6 +29,7 @@
     ],
     "job_number": -1,
     "extraction_strategy": "random",
+    "overwrite": true,
     "extracted_forest_size": [
         33,
         67,
diff --git a/results/boston/stage4_fix/losses.png b/results/boston/stage4_fix/losses.png
index aa5577274c1a5522a05d0cf025de25ef2e027aa4..4affb9e65aaaf73f61c9d8467e00b0a07ce44ead 100644
Binary files a/results/boston/stage4_fix/losses.png and b/results/boston/stage4_fix/losses.png differ
diff --git a/results/breast_cancer/stage4_fix/losses.png b/results/breast_cancer/stage4_fix/losses.png
index f0062906b6b0ec3007a207c89ac3610166bfc429..90751761668263c2d33b20c319755f565f40b57e 100644
Binary files a/results/breast_cancer/stage4_fix/losses.png and b/results/breast_cancer/stage4_fix/losses.png differ
diff --git a/results/digits/stage4_fix/losses.png b/results/digits/stage4_fix/losses.png
index ab54aa24b5347434be31130026c4ab451f3f850b..bb2745c8511a4a0ceaa25b6d090d82fa07e1c3eb 100644
Binary files a/results/digits/stage4_fix/losses.png and b/results/digits/stage4_fix/losses.png differ
diff --git a/results/iris/stage4_fix/losses.png b/results/iris/stage4_fix/losses.png
index 79d5af7f9b398493e3f6fb8b9bde135f7cd0eceb..13d3efea902654699b23f049214d060109b0fe45 100644
Binary files a/results/iris/stage4_fix/losses.png and b/results/iris/stage4_fix/losses.png differ
diff --git a/results/kin8nm/stage4_fix/losses.png b/results/kin8nm/stage4_fix/losses.png
index 82b96dc80d46d04fbfc7f56b4b18e3b999af2dc9..2671dda61a4ce85e129315a017b89000ffc6da2f 100644
Binary files a/results/kin8nm/stage4_fix/losses.png and b/results/kin8nm/stage4_fix/losses.png differ
diff --git a/results/kr-vs-kp/stage4_fix/losses.png b/results/kr-vs-kp/stage4_fix/losses.png
index 295409f42f566b7cd213f4ee132462ffcd82c2b6..af21a247a3c578952241fe72434537966247210f 100644
Binary files a/results/kr-vs-kp/stage4_fix/losses.png and b/results/kr-vs-kp/stage4_fix/losses.png differ
diff --git a/results/olivetti_faces/stage4_fix/losses.png b/results/olivetti_faces/stage4_fix/losses.png
index 76d53a46b023f3e109511fd0f0db6e4eebe1d16b..8cb42056500fbc7f10cae168fb8deecb7320dcf6 100644
Binary files a/results/olivetti_faces/stage4_fix/losses.png and b/results/olivetti_faces/stage4_fix/losses.png differ
diff --git a/results/spambase/stage4_fix/losses.png b/results/spambase/stage4_fix/losses.png
index 42201f37548eb0869d2e25e63e1bd2db6a9df0f1..5aee0e0268e9cd48c8e596af92424f661fe1cef8 100644
Binary files a/results/spambase/stage4_fix/losses.png and b/results/spambase/stage4_fix/losses.png differ
diff --git a/results/steel-plates/stage4_fix/losses.png b/results/steel-plates/stage4_fix/losses.png
index 7a7b181d7b537b447831a26e397df49c3f6dc3c2..7c91887015d74e04d3469c603074ec4953124763 100644
Binary files a/results/steel-plates/stage4_fix/losses.png and b/results/steel-plates/stage4_fix/losses.png differ
diff --git a/results/wine/stage4_fix/losses.png b/results/wine/stage4_fix/losses.png
index 31286863e58fdc3fe40f5b77cf07df3c21a572fd..4231a030e79e1741b0fe205e95cc4c1927e1ad4f 100644
Binary files a/results/wine/stage4_fix/losses.png and b/results/wine/stage4_fix/losses.png differ
diff --git a/scripts/run_compute_results.sh b/scripts/run_compute_results.sh
index 1093c02c120a61354b946077ecc8ea9b93c93319..d82e2638f910066d07fa1b87d065c804c7e8eb20 100644
--- a/scripts/run_compute_results.sh
+++ b/scripts/run_compute_results.sh
@@ -1,4 +1,5 @@
-for dataset in california_housing
+for dataset in breast_cancer diabetes diamonds boston steel-plates kr-vs-kp digits iris kin8nm 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
diff --git a/scripts/run_stage4_experiments.sh b/scripts/run_stage4_experiments.sh
index 4ea2420ab8e91f4ed14154b4d6168580fdf0d6e8..751bf24d68ceb5d42c02d2c5965596af7022b032 100644
--- a/scripts/run_stage4_experiments.sh
+++ b/scripts/run_stage4_experiments.sh
@@ -3,12 +3,12 @@ core_number=5
 walltime=1:00
 seeds='1 2 3 4 5'
 
-for dataset in california_housing
+#for dataset in california_housing
 #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 gamma
+for dataset in breast_cancer diabetes diamonds boston steel-plates kr-vs-kp digits iris kin8nm olivetti_faces wine spambase 
 do
     oarsub -p "(gpu is null)" -n "$dataset base" -l /core=1,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$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 --overwrite"
-    #oarsub -p "(gpu is null)" -n "$dataset random" -l /core=$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 --overwrite"
-    #oarsub -p "(gpu is null)" -n "$dataset omp" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=omp --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=3 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev --overwrite"
+    oarsub -p "(gpu is null)" -n "$dataset random" -l /core=$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 --overwrite"
+    oarsub -p "(gpu is null)" -n "$dataset omp" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=omp --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=3 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev --overwrite"
 done