diff --git a/experiments/build_ODTE_best.ipynb b/experiments/build_ODTE_best.ipynb
index 91b8c44..c3c18d8 100644
--- a/experiments/build_ODTE_best.ipynb
+++ b/experiments/build_ODTE_best.ipynb
@@ -18,7 +18,7 @@
    "outputs": [],
    "source": [
     "fd=open(\"../results/best_results_accuracy_STree.json\")\n",
-    "fo=open(\"../results/best_results_accuracy_ODTE.json\", \"w\")\n",
+    "fo=open(\"../results/best_results_accuracy_BaggingStree.json\", \"w\")\n",
     "data=json.load(fd)"
    ]
   },
@@ -57,7 +57,10 @@
     "for key, value in data.items():\n",
     "    value[0]=0.0\n",
     "    value[2]=\"-program made-\"\n",
-    "    value[1] = {\"n_jobs\": 10, \"n_estimators\": 100, \"be_hyperparams\": f\"{json.dumps(value[1])}\"}\n",
+    "    res = {\"n_estimators\": 100}\n",
+    "    for key2, value2 in value[1].items():\n",
+    "        res[f\"base_estimator__{key2}\"] = value2\n",
+    "    value[1] = res\n",
     "json.dump(data, fo)\n",
     "fd.close()\n",
     "fo.close()"
@@ -66,237 +69,13 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "e3706b14-7673-4eef-832c-bfa701a21892",
+   "id": "0359e663-8938-472f-b5b5-fc6a555feeaf",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'balance-scale': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'balloons': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'breast-cancer-wisc-diag': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'breast-cancer-wisc-prog': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'breast-cancer-wisc': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'breast-cancer': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'cardiotocography-10clases': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'cardiotocography-3clases': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'conn-bench-sonar-mines-rocks': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'cylinder-bands': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'dermatology': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'echocardiogram': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n",
-       "  '-program made-'],\n",
-       " 'fertility': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'haberman-survival': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'heart-hungarian': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'hepatitis': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'ilpd-indian-liver': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'ionosphere': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'iris': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'led-display': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'libras': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'low-res-spect': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'lymphography': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'mammographic': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'molec-biol-promoter': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'musk-1': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'oocytes_merluccius_nucleus_4d': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'oocytes_merluccius_states_2f': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'oocytes_trisopterus_nucleus_2f': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'oocytes_trisopterus_states_5b': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'parkinsons': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'pima': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'pittsburg-bridges-MATERIAL': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'pittsburg-bridges-REL-L': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'pittsburg-bridges-SPAN': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'pittsburg-bridges-T-OR-D': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"splitter\": \"random\", \"max_features\": \"auto\"}'},\n",
-       "  '-program made-'],\n",
-       " 'planning': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'post-operative': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'seeds': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'statlog-australian-credit': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'statlog-german-credit': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'statlog-heart': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'statlog-image': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'statlog-vehicle': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'synthetic-control': [0.0,\n",
-       "  {'n_jobs': 10, 'n_estimators': 100, 'be_hyperparams': '{}'},\n",
-       "  '-program made-'],\n",
-       " 'tic-tac-toe': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'vertebral-column-2clases': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'wine': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-'],\n",
-       " 'zoo': [0.0,\n",
-       "  {'n_jobs': 10,\n",
-       "   'n_estimators': 100,\n",
-       "   'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       "  '-program made-']}"
+       "'{\"n_estimators\": 100, \"base_estimator__C\": 0.1, \"base_estimator__max_iter\": 10000.0, \"base_estimator__kernel\": \"liblinear\", \"base_estimator__multiclass_strategy\": \"ovr\"}'"
       ]
      },
      "execution_count": 5,
@@ -305,67 +84,22 @@
     }
    ],
    "source": [
-    "data"
+    "json.dumps(res)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "1bf8d699-bc7d-4767-b093-de19bf434c89",
+   "id": "e5fb06aa-40ec-41a3-b9b2-bdeb228aa4f9",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0.0,\n",
-       " {'n_jobs': 10,\n",
-       "  'n_estimators': 100,\n",
-       "  'be_hyperparams': '{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}'},\n",
-       " '-program made-']"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "value"
+    "fo=open(\"../results/best_results_accuracy_BaggingStree.json\")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "6d5847de-7fad-48e4-9763-e825d7331f6d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "v=value[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "95eabf0c-61d0-4a57-adc4-90770716d122",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import json"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "e5fb06aa-40ec-41a3-b9b2-bdeb228aa4f9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fo=open(\"../results/best_results_accuracy_ODTE.json\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
    "id": "b6d7f629-c0ca-49b8-ba9f-209794eae18e",
    "metadata": {},
    "outputs": [],
@@ -375,36 +109,287 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "id": "20598416-68bf-4b59-b855-60f7776d8774",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'C': 10000.0,\n",
-       " 'gamma': 0.1,\n",
-       " 'kernel': 'rbf',\n",
-       " 'max_iter': 10000.0,\n",
-       " 'multiclass_strategy': 'ovr'}"
+       "{'balance-scale': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 10000.0,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'balloons': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 7,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'breast-cancer-wisc-diag': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.2,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'breast-cancer-wisc-prog': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.2,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'breast-cancer-wisc': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'breast-cancer': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'cardiotocography-10clases': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'cardiotocography-3clases': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'conn-bench-sonar-mines-rocks': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'cylinder-bands': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'dermatology': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 55,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'echocardiogram': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__splitter': 'random',\n",
+       "   'base_estimator__max_features': 'auto'},\n",
+       "  '-program made-'],\n",
+       " 'fertility': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.05,\n",
+       "   'base_estimator__max_features': 'auto',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'haberman-survival': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'heart-hungarian': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.05,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'hepatitis': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 7,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'ilpd-indian-liver': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'ionosphere': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 7,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'iris': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'led-display': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'libras': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.08,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'low-res-spect': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'lymphography': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.05,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'mammographic': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'molec-biol-promoter': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'musk-1': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.05,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'poly',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'oocytes_merluccius_nucleus_4d': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 8.25,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'poly',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'oocytes_merluccius_states_2f': [0.0,\n",
+       "  {'n_estimators': 100},\n",
+       "  '-program made-'],\n",
+       " 'oocytes_trisopterus_nucleus_2f': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'oocytes_trisopterus_states_5b': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.11,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'parkinsons': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'pima': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'pittsburg-bridges-MATERIAL': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 7,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'pittsburg-bridges-REL-L': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'pittsburg-bridges-SPAN': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.05,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'pittsburg-bridges-T-OR-D': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__splitter': 'random',\n",
+       "   'base_estimator__max_features': 'auto'},\n",
+       "  '-program made-'],\n",
+       " 'planning': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 7,\n",
+       "   'base_estimator__gamma': 10.0,\n",
+       "   'base_estimator__kernel': 'rbf',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'post-operative': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 55,\n",
+       "   'base_estimator__degree': 5,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'poly',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'seeds': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 10000.0,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'statlog-australian-credit': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'statlog-german-credit': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'statlog-heart': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'statlog-image': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 7,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'statlog-vehicle': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'synthetic-control': [0.0, {'n_estimators': 100}, '-program made-'],\n",
+       " 'tic-tac-toe': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.2,\n",
+       "   'base_estimator__gamma': 0.1,\n",
+       "   'base_estimator__kernel': 'poly',\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'vertebral-column-2clases': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'wine': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.55,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-'],\n",
+       " 'zoo': [0.0,\n",
+       "  {'n_estimators': 100,\n",
+       "   'base_estimator__C': 0.1,\n",
+       "   'base_estimator__max_iter': 10000.0,\n",
+       "   'base_estimator__kernel': 'liblinear',\n",
+       "   'base_estimator__multiclass_strategy': 'ovr'},\n",
+       "  '-program made-']}"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "json.loads(data[\"balance-scale\"][1][\"be_hyperparams\"])"
+    "data"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e0be601d-8fa2-41d2-b0f0-74613586e928",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/results/best_results_accuracy_BaggingStree.json b/results/best_results_accuracy_BaggingStree.json
new file mode 100644
index 0000000..d4c4718
--- /dev/null
+++ b/results/best_results_accuracy_BaggingStree.json
@@ -0,0 +1 @@
+{"balance-scale": [0.0, {"n_estimators": 100, "base_estimator__C": 10000.0, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "balloons": [0.0, {"n_estimators": 100, "base_estimator__C": 7, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "breast-cancer-wisc-diag": [0.0, {"n_estimators": 100, "base_estimator__C": 0.2, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "breast-cancer-wisc-prog": [0.0, {"n_estimators": 100, "base_estimator__C": 0.2, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "breast-cancer-wisc": [0.0, {"n_estimators": 100, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "breast-cancer": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "cardiotocography-10clases": [0.0, {"n_estimators": 100}, "-program made-"], "cardiotocography-3clases": [0.0, {"n_estimators": 100}, "-program made-"], "conn-bench-sonar-mines-rocks": [0.0, {"n_estimators": 100, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "cylinder-bands": [0.0, {"n_estimators": 100, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "dermatology": [0.0, {"n_estimators": 100, "base_estimator__C": 55, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "echocardiogram": [0.0, {"n_estimators": 100, "base_estimator__splitter": "random", "base_estimator__max_features": "auto"}, "-program made-"], "fertility": [0.0, {"n_estimators": 100, "base_estimator__C": 0.05, "base_estimator__max_features": "auto", "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "haberman-survival": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "heart-hungarian": [0.0, {"n_estimators": 100, "base_estimator__C": 0.05, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "hepatitis": [0.0, {"n_estimators": 100, "base_estimator__C": 7, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "ilpd-indian-liver": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "ionosphere": [0.0, {"n_estimators": 100, "base_estimator__C": 7, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "iris": [0.0, {"n_estimators": 100}, "-program made-"], "led-display": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "libras": [0.0, {"n_estimators": 100, "base_estimator__C": 0.08, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "low-res-spect": [0.0, {"n_estimators": 100}, "-program made-"], "lymphography": [0.0, {"n_estimators": 100, "base_estimator__C": 0.05, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "mammographic": [0.0, {"n_estimators": 100, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "molec-biol-promoter": [0.0, {"n_estimators": 100, "base_estimator__kernel": "rbf", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "musk-1": [0.0, {"n_estimators": 100, "base_estimator__C": 0.05, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "oocytes_merluccius_nucleus_4d": [0.0, {"n_estimators": 100, "base_estimator__C": 8.25, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "oocytes_merluccius_states_2f": [0.0, {"n_estimators": 100}, "-program made-"], "oocytes_trisopterus_nucleus_2f": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "oocytes_trisopterus_states_5b": [0.0, {"n_estimators": 100, "base_estimator__C": 0.11, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "parkinsons": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "pima": [0.0, {"n_estimators": 100}, "-program made-"], "pittsburg-bridges-MATERIAL": [0.0, {"n_estimators": 100, "base_estimator__C": 7, "base_estimator__gamma": 0.1, "base_estimator__kernel": "rbf", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "pittsburg-bridges-REL-L": [0.0, {"n_estimators": 100}, "-program made-"], "pittsburg-bridges-SPAN": [0.0, {"n_estimators": 100, "base_estimator__C": 0.05, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "pittsburg-bridges-T-OR-D": [0.0, {"n_estimators": 100, "base_estimator__splitter": "random", "base_estimator__max_features": "auto"}, "-program made-"], "planning": [0.0, {"n_estimators": 100, "base_estimator__C": 7, "base_estimator__gamma": 10.0, "base_estimator__kernel": "rbf", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "post-operative": [0.0, {"n_estimators": 100, "base_estimator__C": 55, "base_estimator__degree": 5, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "seeds": [0.0, {"n_estimators": 100, "base_estimator__C": 10000.0, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "statlog-australian-credit": [0.0, {"n_estimators": 100}, "-program made-"], "statlog-german-credit": [0.0, {"n_estimators": 100}, "-program made-"], "statlog-heart": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "statlog-image": [0.0, {"n_estimators": 100, "base_estimator__C": 7, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "statlog-vehicle": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "synthetic-control": [0.0, {"n_estimators": 100}, "-program made-"], "tic-tac-toe": [0.0, {"n_estimators": 100, "base_estimator__C": 0.2, "base_estimator__gamma": 0.1, "base_estimator__kernel": "poly", "base_estimator__max_iter": 10000.0, "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "vertebral-column-2clases": [0.0, {"n_estimators": 100, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "wine": [0.0, {"n_estimators": 100, "base_estimator__C": 0.55, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"], "zoo": [0.0, {"n_estimators": 100, "base_estimator__C": 0.1, "base_estimator__max_iter": 10000.0, "base_estimator__kernel": "liblinear", "base_estimator__multiclass_strategy": "ovr"}, "-program made-"]}
\ No newline at end of file
diff --git a/results/results_accuracy_RandomForest_iMac27_2022-02-20_12:22:40_0.json b/results/results_accuracy_RandomForest_iMac27_2022-02-20_12:22:40_0.json
new file mode 100644
index 0000000..804f7fb
--- /dev/null
+++ b/results/results_accuracy_RandomForest_iMac27_2022-02-20_12:22:40_0.json
@@ -0,0 +1 @@
+{"score_name": "accuracy", "title": "Random Forest with max_samples 0.66", "model": "RandomForest", "version": "-", "stratified": false, "folds": 5, "date": "2022-02-20", "time": "12:22:40", "duration": 255.5603630542755, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "iMac27", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"max_samples": 0.66}, "nodes": 154.294, "leaves": 77.14, "depth": 10.2904, "score": 0.8488000000000001, "score_std": 0.025562472493872744, "time": 0.08104131698608398, "time_std": 0.001405206426726578}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"max_samples": 0.66}, "nodes": 7.1624, "leaves": 3.64, "depth": 2.6504000000000003, "score": 0.6583333333333333, "score_std": 0.24958298553119895, "time": 0.0707342004776001, "time_std": 0.002482493652381871}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, 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