diff --git a/experiments/boston/stage4/none_with_params.json b/experiments/boston/stage4/none_with_params.json
index 9c8dccaeb8890615712d02c9316e95322b9197a5..5486b46e9286fd6fa5bb377dbf554a5dbda1465c 100644
--- a/experiments/boston/stage4/none_with_params.json
+++ b/experiments/boston/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/boston/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
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+        29,
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-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ 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 fdf5673f9443bff04a2642e12f03b375ed44649d..ca41ed403e06f576ef139e6d88ce2193308fe633 100644
--- a/experiments/boston/stage4/omp_with_params.json
+++ b/experiments/boston/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/boston/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
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-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ 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 281036b9de515380e302a46a1fb82cfa224db43a..5aefb3be7887495ea981022f1e23ac4483660b0b 100644
--- a/experiments/boston/stage4/random_with_params.json
+++ b/experiments/boston/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/boston/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
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-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ 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 fa938bcc737b2e133386a0cc5dc22d13783cebf2..564228e89ef688fdc0172b01451f499203e89eb5 100644
--- a/experiments/breast_cancer/stage4/none_with_params.json
+++ b/experiments/breast_cancer/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/breast_cancer/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
-        1,
         3,
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         6,
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+        74,
+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ 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 16e4f61bf1a9e90156fd68aca7016b0919a80dac..1670dda86fa9687bb10206fb44ff62f584cd585b 100644
--- a/experiments/breast_cancer/stage4/omp_with_params.json
+++ b/experiments/breast_cancer/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/breast_cancer/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
-        1,
         3,
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-        5,
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+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ 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 9990bb6a6c5d85ca3b769fd8f80ed092dc98af0f..7a262c45232201c73a6ceecc49a3b1dce4ffe6b5 100644
--- a/experiments/breast_cancer/stage4/random_with_params.json
+++ b/experiments/breast_cancer/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/breast_cancer/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
-        1,
         3,
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         6,
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+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ 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 381579c802fc0274ca652eb57215495d82580599..da22cb9a9d6a7f65bfa363fcb7800bea4b765bf6 100644
--- a/experiments/california_housing/stage4/none_with_params.json
+++ b/experiments/california_housing/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/california_housing/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
-        1,
         3,
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+        77,
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+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ 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 fc85975c4e0aaa288a49d20f3e8465aea7c7ae2c..c20b13969e6cf9537078e93c8e7858216c41701c 100644
--- a/experiments/california_housing/stage4/omp_with_params.json
+++ b/experiments/california_housing/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/california_housing/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
-        1,
         3,
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-        5,
         6,
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+        74,
+        77,
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+        87,
+        90,
+        94,
+        97
     ]
 }
\ 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 089d31406fa880fdf96895aa6fc9f52ac447f5a9..d80440abb4d4e39f8d5047d99e94dc217d450a32 100644
--- a/experiments/california_housing/stage4/random_with_params.json
+++ b/experiments/california_housing/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/california_housing/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
-        1,
         3,
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         6,
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+        74,
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+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ 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 e21bf5f2963127fa3d3bba9bc18364570554afc6..c57cce35aeffe340361df93522ff2fa2c7f444d1 100644
--- a/experiments/diabetes/stage4/none_with_params.json
+++ b/experiments/diabetes/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diabetes/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
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         3,
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+        87,
+        90,
+        94,
+        97
     ]
 }
\ 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 299ea3a7b993c1f7d930e226602d4762f99dc76c..d06b7477dfc0961023d3c167f8530df111780901 100644
--- a/experiments/diabetes/stage4/omp_with_params.json
+++ b/experiments/diabetes/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diabetes/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +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 df530656d5ae13c728d682fc037221a22fda5e98..34b11833d0662e683de197bb936dd84c33020b64 100644
--- a/experiments/diabetes/stage4/random_with_params.json
+++ b/experiments/diabetes/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diabetes/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
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+        90,
+        94,
+        97
     ]
 }
\ 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 0c1ca6181299dea81c4a2fc79e6af0fbe734f44a..682bf1aa5a214ff7b963f11c61bb13ab9ebfa4a7 100644
--- a/experiments/diamonds/stage4/none_with_params.json
+++ b/experiments/diamonds/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diamonds/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
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+        97
     ]
 }
\ 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 a4312115c49d2acab339d2f2421ea72a5c7506d7..abe0066c7b43e4457a1f2e474b1fc26d1b71bb7d 100644
--- a/experiments/diamonds/stage4/omp_with_params.json
+++ b/experiments/diamonds/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diamonds/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
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+        97
     ]
 }
\ 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 2e54e01a66722a10c4e7342b05088f821501e810..34e9aa6ce35af514e46dcb0ecf55dfb0bddabc90 100644
--- a/experiments/diamonds/stage4/random_with_params.json
+++ b/experiments/diamonds/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diamonds/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
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+        90,
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+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/digits/stage4/none_with_params.json b/experiments/digits/stage4/none_with_params.json
index 61dd035275c39691b196971b7c68a8841bd35dcc..7509118b2eba0854805337eb53446994c47f2379 100644
--- a/experiments/digits/stage4/none_with_params.json
+++ b/experiments/digits/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/digits/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
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+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/digits/stage4/omp_with_params.json b/experiments/digits/stage4/omp_with_params.json
index 5a80113ed78ce863d0a93c8b1e6d9a186e5cc97a..c615c4258519b1abe1d4295522a79b9b1221f649 100644
--- a/experiments/digits/stage4/omp_with_params.json
+++ b/experiments/digits/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/digits/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
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+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/digits/stage4/random_with_params.json b/experiments/digits/stage4/random_with_params.json
index 63fa56dd75df7914fa5d20c603f55f8029e8165f..6d064b93564a2e0f7a7275fd4ace3de479555ef3 100644
--- a/experiments/digits/stage4/random_with_params.json
+++ b/experiments/digits/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/digits/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
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+        90,
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+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/iris/stage4/none_with_params.json b/experiments/iris/stage4/none_with_params.json
index 711fd2f5b2e19aec02b72f0cab28543c4023167f..4534c5068f4bbe18ea91b235cfcdd3bf7621b377 100644
--- a/experiments/iris/stage4/none_with_params.json
+++ b/experiments/iris/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/iris/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
+        3,
+        6,
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+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/iris/stage4/omp_with_params.json b/experiments/iris/stage4/omp_with_params.json
index e45084843b1b627ab28587e34591e78df7399290..dc667767fe62f174db192bf1c5d65d73038453b3 100644
--- a/experiments/iris/stage4/omp_with_params.json
+++ b/experiments/iris/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/iris/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
+        3,
+        6,
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-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/iris/stage4/random_with_params.json b/experiments/iris/stage4/random_with_params.json
index 06c8c9e9ef0f92a6e4946e16823ccd59bf3ce26a..d5395f1ab60a742919796b7a38927c21607156ad 100644
--- a/experiments/iris/stage4/random_with_params.json
+++ b/experiments/iris/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/iris/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
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-        323,
-        335,
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-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/kin8nm/stage4/none_with_params.json b/experiments/kin8nm/stage4/none_with_params.json
index ec5d37d76807aa88e2ba13c47028762cde0f6ffd..16e4eb06ee9817c81303ed1b8d36471aee150a1e 100644
--- a/experiments/kin8nm/stage4/none_with_params.json
+++ b/experiments/kin8nm/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kin8nm/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
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+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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     "extraction_strategy": "none",
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+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/kin8nm/stage4/omp_with_params.json b/experiments/kin8nm/stage4/omp_with_params.json
index 71c153e821fbd995ce14f2d84a5a12170009c0cb..58c36532a7e5a494346664e8220c215cb4f32c7a 100644
--- a/experiments/kin8nm/stage4/omp_with_params.json
+++ b/experiments/kin8nm/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kin8nm/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
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     "extraction_strategy": "omp",
     "extracted_forest_size": [
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     ]
 }
\ No newline at end of file
diff --git a/experiments/kin8nm/stage4/random_with_params.json b/experiments/kin8nm/stage4/random_with_params.json
index eada16bbfdfffaf53a51ebdf7c39a64e9fb2d772..f03aed7830dd5bcb74cc122d9d8bbd9da98872e4 100644
--- a/experiments/kin8nm/stage4/random_with_params.json
+++ b/experiments/kin8nm/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kin8nm/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        3,
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+        5,
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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     "extracted_forest_size": [
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     ]
 }
\ No newline at end of file
diff --git a/experiments/kr-vs-kp/stage4/none_with_params.json b/experiments/kr-vs-kp/stage4/none_with_params.json
index 8eea49e1377b91f4022ddf00c0381f85902b8f69..04c2d1d6e949137d5e3533b302f924eaeffa4658 100644
--- a/experiments/kr-vs-kp/stage4/none_with_params.json
+++ b/experiments/kr-vs-kp/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kr-vs-kp/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/kr-vs-kp/stage4/omp_with_params.json b/experiments/kr-vs-kp/stage4/omp_with_params.json
index a5a2666936f81a102bb659f5149bf368daee9813..71cf20770a20fc39c4454ec504efb601e24c5536 100644
--- a/experiments/kr-vs-kp/stage4/omp_with_params.json
+++ b/experiments/kr-vs-kp/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kr-vs-kp/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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+        3,
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/kr-vs-kp/stage4/random_with_params.json b/experiments/kr-vs-kp/stage4/random_with_params.json
index f36e46e38e2276c3377ff8b0b1d54cd1e9a9bf42..56a9ddc0c76520ddb464849150e3f8be17e36fec 100644
--- a/experiments/kr-vs-kp/stage4/random_with_params.json
+++ b/experiments/kr-vs-kp/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kr-vs-kp/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage4/none_with_params.json b/experiments/lfw_pairs/stage4/none_with_params.json
index 3c7a573c41c8ac1df8675e4129fc5f5c0e4fde05..ae7fd5600be9983c70f78c0dc09651940dd2e9c5 100644
--- a/experiments/lfw_pairs/stage4/none_with_params.json
+++ b/experiments/lfw_pairs/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/lfw_pairs/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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     ]
 }
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage4/omp_with_params.json b/experiments/lfw_pairs/stage4/omp_with_params.json
index 100058cc06abad0719d56561fa832bb1c9916ae8..446c526eb5ee76391a4977ddb89bb6dae3b79a7b 100644
--- a/experiments/lfw_pairs/stage4/omp_with_params.json
+++ b/experiments/lfw_pairs/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/lfw_pairs/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage4/random_with_params.json b/experiments/lfw_pairs/stage4/random_with_params.json
index 793001dcf74126e7fe6fe790f512ca27211af459..bf8417921d4ec54acedcf60a1f45af45dd5e7de2 100644
--- a/experiments/lfw_pairs/stage4/random_with_params.json
+++ b/experiments/lfw_pairs/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/lfw_pairs/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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+        3,
+        4,
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/linnerud/stage4/none_with_params.json b/experiments/linnerud/stage4/none_with_params.json
index dcb15acd294aae4b3fc81e02dcbeef6d777254cf..025992bf65838ce5439bd2035d714459cc2de791 100644
--- a/experiments/linnerud/stage4/none_with_params.json
+++ b/experiments/linnerud/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/linnerud/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        4,
+        5,
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
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+        97
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 }
\ No newline at end of file
diff --git a/experiments/linnerud/stage4/omp_with_params.json b/experiments/linnerud/stage4/omp_with_params.json
index a5014456354a3b2efbb1c8e50183f74e9f6d2856..4327440a5fb4a91dca9e09c984a380afccb0ec80 100644
--- a/experiments/linnerud/stage4/omp_with_params.json
+++ b/experiments/linnerud/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/linnerud/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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-        3
+        3,
+        4,
+        5,
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+        7
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
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+        97
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 }
\ No newline at end of file
diff --git a/experiments/linnerud/stage4/random_with_params.json b/experiments/linnerud/stage4/random_with_params.json
index cf59ff4656803e9ec3223176be1ecff45fa309d1..07982a75cf05c121b3c073c0d6a56d0ff837b86d 100644
--- a/experiments/linnerud/stage4/random_with_params.json
+++ b/experiments/linnerud/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/linnerud/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
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 }
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage4/none_with_params.json b/experiments/olivetti_faces/stage4/none_with_params.json
index eb46dd826e4c040bbb0b1233f6b3969c3515bf3e..3c3e0f9928e7571fa1f555327005cc77d0447685 100644
--- a/experiments/olivetti_faces/stage4/none_with_params.json
+++ b/experiments/olivetti_faces/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/olivetti_faces/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage4/omp_with_params.json b/experiments/olivetti_faces/stage4/omp_with_params.json
index 2f73580d73d9353b6d0ef7b0f251a345c007980a..2682a0834bfbfb4182e7d9fbf7514a9a9e30b8fd 100644
--- a/experiments/olivetti_faces/stage4/omp_with_params.json
+++ b/experiments/olivetti_faces/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/olivetti_faces/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage4/random_with_params.json b/experiments/olivetti_faces/stage4/random_with_params.json
index 101090eacba707ad7eb7a5006361616a2b7baccc..05f9b5312f80f052fd396759c86fd9f6ca5f07b3 100644
--- a/experiments/olivetti_faces/stage4/random_with_params.json
+++ b/experiments/olivetti_faces/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/olivetti_faces/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/steel-plates/stage4/none_with_params.json b/experiments/steel-plates/stage4/none_with_params.json
index 070e4987010243d83bc2ff7d7ece0cf98900b0aa..4cb5e216e9f395392576b5981c40b0e00f276242 100644
--- a/experiments/steel-plates/stage4/none_with_params.json
+++ b/experiments/steel-plates/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/steel-plates/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
-        13,
-        26,
-        39,
-        52,
+        32,
         65,
-        77,
-        90,
-        103,
-        116,
+        97,
         129,
-        142,
-        155,
-        168,
-        181,
+        161,
         194,
-        206,
-        219,
-        232,
-        245,
+        226,
         258,
-        271,
-        284,
-        297,
-        310,
+        290,
         323,
-        335,
-        348,
-        361,
-        374,
-        387
+        355,
+        387,
+        419,
+        452,
+        484,
+        516,
+        548,
+        581,
+        613,
+        645,
+        677,
+        710,
+        742,
+        774,
+        806,
+        839,
+        871,
+        903,
+        935,
+        968
     ]
 }
\ No newline at end of file
diff --git a/experiments/steel-plates/stage4/omp_with_params.json b/experiments/steel-plates/stage4/omp_with_params.json
index 7ca40699a2ae198c44a78ac845d5672a2fef9edb..7e52bab2c483a742887dcf6a1622682988a837e4 100644
--- a/experiments/steel-plates/stage4/omp_with_params.json
+++ b/experiments/steel-plates/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/steel-plates/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
-        13,
-        26,
-        39,
-        52,
+        32,
         65,
-        77,
-        90,
-        103,
-        116,
+        97,
         129,
-        142,
-        155,
-        168,
-        181,
+        161,
         194,
-        206,
-        219,
-        232,
-        245,
+        226,
         258,
-        271,
-        284,
-        297,
-        310,
+        290,
         323,
-        335,
-        348,
-        361,
-        374,
-        387
+        355,
+        387,
+        419,
+        452,
+        484,
+        516,
+        548,
+        581,
+        613,
+        645,
+        677,
+        710,
+        742,
+        774,
+        806,
+        839,
+        871,
+        903,
+        935,
+        968
     ]
 }
\ No newline at end of file
diff --git a/experiments/steel-plates/stage4/random_with_params.json b/experiments/steel-plates/stage4/random_with_params.json
index 71d2bf11177628408f2ec364afd9cce5b2a32f7a..e36c7f1328b8db355e2755b3d470ded03f5cdbe9 100644
--- a/experiments/steel-plates/stage4/random_with_params.json
+++ b/experiments/steel-plates/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/steel-plates/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
-        13,
-        26,
-        39,
-        52,
+        32,
         65,
-        77,
-        90,
-        103,
-        116,
+        97,
         129,
-        142,
-        155,
-        168,
-        181,
+        161,
         194,
-        206,
-        219,
-        232,
-        245,
+        226,
         258,
-        271,
-        284,
-        297,
-        310,
+        290,
         323,
-        335,
-        348,
-        361,
-        374,
-        387
+        355,
+        387,
+        419,
+        452,
+        484,
+        516,
+        548,
+        581,
+        613,
+        645,
+        677,
+        710,
+        742,
+        774,
+        806,
+        839,
+        871,
+        903,
+        935,
+        968
     ]
 }
\ No newline at end of file
diff --git a/experiments/wine/stage4/none_with_params.json b/experiments/wine/stage4/none_with_params.json
index 015200fa33983172c72091a8de2b922130951b75..72014b724474aac087d8ac03ca90924ffe47c05a 100644
--- a/experiments/wine/stage4/none_with_params.json
+++ b/experiments/wine/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/wine/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/wine/stage4/omp_with_params.json b/experiments/wine/stage4/omp_with_params.json
index 9289c0d7e688e4d4bc507c8627a97b080b75ba21..5f9a5332ec55b286a2d58b106b68efa37dd9c796 100644
--- a/experiments/wine/stage4/omp_with_params.json
+++ b/experiments/wine/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/wine/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/wine/stage4/random_with_params.json b/experiments/wine/stage4/random_with_params.json
index a0cc59b6578270e59ec45f7dfd3b9bc36647d004..954a832cfd91338381a999c5c1a8976c2e5acada 100644
--- a/experiments/wine/stage4/random_with_params.json
+++ b/experiments/wine/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/wine/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/results/digits/stage4_fix/losses.png b/results/digits/stage4_fix/losses.png
index dd0bd24c94e9239ee6eb0528e3a932d32df5e53e..bfe1f6b7a71860fe68d222fe4687df9bd6aff311 100644
Binary files a/results/digits/stage4_fix/losses.png and b/results/digits/stage4_fix/losses.png differ
diff --git a/results/olivetti_faces/stage4_fix/losses.png b/results/olivetti_faces/stage4_fix/losses.png
new file mode 100644
index 0000000000000000000000000000000000000000..ea7e477a9986c962037fef85cd5235e365c19c78
Binary files /dev/null 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
new file mode 100644
index 0000000000000000000000000000000000000000..f8d8f77fc46536d886dda851cc1f0a6ed38091ff
Binary files /dev/null and b/results/spambase/stage4_fix/losses.png differ
diff --git a/results/wine/stage4_fix/losses.png b/results/wine/stage4_fix/losses.png
index 4830942a79fb66938d166cc084145f1199de46a5..c8eec621e6960f621f8d014c5f425f2cdd20ce91 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 1e8cf514ad361f31cbcf204696a766503eed1782..b25f0901f20d40a2fdfc2e987fc5613912e2279b 100644
--- a/scripts/run_compute_results.sh
+++ b/scripts/run_compute_results.sh
@@ -1,4 +1,4 @@
-for dataset in breast_cancer kr-vs-kp steel-plates
+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
-    python code/compute_results.py --stage=4 --experiment_ids 1 2 3 --dataset_name=$dataset --models_dir=models/$dataset/stage5
+    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 9bece164a95543d606467f75c11b10a2fb609957..5ea78045c624142faa3769315c7d678b0288e733 100644
--- a/scripts/run_stage4_experiments.sh
+++ b/scripts/run_stage4_experiments.sh
@@ -1,11 +1,12 @@
 #!/bin/bash
 core_number=5
 walltime=1:00
-seeds='1 2 3'
+seeds='1 2 3 4 5 6 7'
 
-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
 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 $seeds --extraction_strategy=none --save_experiment_configuration 4 none_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$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 $seeds --extraction_strategy=random --save_experiment_configuration 4 random_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$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 $seeds --extraction_strategy=omp --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=3 --models_dir=models/$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 $seeds --extraction_strategy=none --save_experiment_configuration 4 none_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$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"
+    oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=omp --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=3 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
 done
diff --git a/scripts/run_stage5_experiments.sh b/scripts/run_stage5_experiments.sh
index 93abbe76fe894b3ded7204114934e301958c0bd4..5f8a52b2c6c396b53c053da239e892fc684a6fed 100644
--- a/scripts/run_stage5_experiments.sh
+++ b/scripts/run_stage5_experiments.sh
@@ -3,8 +3,8 @@ core_number=5
 walltime=1:00
 seeds='1 2 3 4 5 6 7'
 
-#for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates
-for dataset in breast_cancer kr-vs-kp steel-plates
+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
+# for dataset in breast_cancer kr-vs-kp steel-plates
 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 $seeds --extraction_strategy=none --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$dataset/stage5 --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 $seeds --extraction_strategy=random --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$dataset/stage5 --subsets_used train+dev,train+dev"