diff --git a/.gitignore b/.gitignore
index 8b7c046e4145459df5142ca6463e9ff8e9ab3848..259eed3fb867dc407f8b0995fdd9eee87c1831b8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,4 @@
 models/*
-results/*
 experiments/unnamed/
 
 */.kile/*
@@ -372,6 +371,3 @@ TSWLatexianTemp*
 *.lpz
 
 reports/*.pdf
-
-# Image
-*.png
diff --git a/code/train.py b/code/train.py
index b922fb591bc4c851e1332d6385951b58cc7beab4..afcf28b400d021ffb9a3d50de9c48e401b8f536a 100644
--- a/code/train.py
+++ b/code/train.py
@@ -107,7 +107,7 @@ python code/train.py --dataset_name=california_housing --seeds 1 2 3 --save_expe
 python code/train.py --dataset_name=california_housing --seeds 1 2 3 --extraction_strategy=none --skip_best_hyperparams --save_experiment_configuration 1 none_wo_params
 python code/train.py --dataset_name=california_housing --seeds 1 2 3 --extraction_strategy=random --skip_best_hyperparams --save_experiment_configuration 1 random_wo_params
 python code/train.py --dataset_name=california_housing --seeds 1 2 3 --skip_best_hyperparams --save_experiment_configuration 1 omp_wo_params
-python code/compute_results.py --stage 1 --experiment_ids 1 2 3 4 5 6
+python code/compute_results.py --stage 1 --experiment_ids 1 2 3 4 5 6 --dataset_name=california_housing --extracted_forest_sizes_number=5
 """
 if __name__ == "__main__":
     load_dotenv(find_dotenv('.env'))
@@ -160,10 +160,14 @@ if __name__ == "__main__":
     logger = LoggerFactory.create(LOG_PATH, os.path.basename(__file__))
 
     hyperparameters_path = os.path.join('experiments', args.dataset_name, 'stage1', 'params.json')
-    if os.path.exists(hyperparameters_path) and not args.skip_best_hyperparams:
+    if os.path.exists(hyperparameters_path):
         logger.info("Hyperparameters found for this dataset at '{}'".format(hyperparameters_path))
         with open(hyperparameters_path, 'r+') as file_hyperparameter:
-            hyperparameters = json.load(file_hyperparameter)['best_parameters']
+            loaded_hyperparameters = json.load(file_hyperparameter)['best_parameters']
+            if args.skip_best_hyperparams:
+                hyperparameters = {'n_estimators': loaded_hyperparameters['n_estimators']}
+            else:
+                hyperparameters = loaded_hyperparameters
     else:
         hyperparameters = {}
 
diff --git a/experiments/california_housing/stage1/none_wo_params_4.json b/experiments/california_housing/stage1/none_wo_params_4.json
index d7aa2077a0c49197e375b491b9386794e736221b..1f3a8061045a995c019c606f1f5553e2ebb88109 100644
--- a/experiments/california_housing/stage1/none_wo_params_4.json
+++ b/experiments/california_housing/stage1/none_wo_params_4.json
@@ -27,11 +27,11 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
-        1,
-        3,
-        5,
-        6,
-        8
+        16,
+        33,
+        50,
+        66,
+        83
     ],
     "experiment_id": 4
 }
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/omp_wo_params_6.json b/experiments/california_housing/stage1/omp_wo_params_6.json
index 94a4452072488e83a6d8b6f387c91b565a17f895..c0b1b260b18313f2c0445e494b7112a5e8cdfc69 100644
--- a/experiments/california_housing/stage1/omp_wo_params_6.json
+++ b/experiments/california_housing/stage1/omp_wo_params_6.json
@@ -27,11 +27,11 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
-        1,
-        3,
-        5,
-        6,
-        8
+        16,
+        33,
+        50,
+        66,
+        83
     ],
     "experiment_id": 6
 }
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/random_wo_params_5.json b/experiments/california_housing/stage1/random_wo_params_5.json
index 22d6bc7f82833c4b12a964c54c8eec1b85e4888e..db3dfb480fb312992280a8408529f5d9ad3413e8 100644
--- a/experiments/california_housing/stage1/random_wo_params_5.json
+++ b/experiments/california_housing/stage1/random_wo_params_5.json
@@ -27,11 +27,11 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
-        1,
-        3,
-        5,
-        6,
-        8
+        16,
+        33,
+        50,
+        66,
+        83
     ],
     "experiment_id": 5
 }
\ No newline at end of file