diff --git a/docs/notebooks/FAMOS_ModelSelection.ipynb b/docs/notebooks/FAMOS_ModelSelection.ipynb
index 1228085..15a3bff 100644
--- a/docs/notebooks/FAMOS_ModelSelection.ipynb
+++ b/docs/notebooks/FAMOS_ModelSelection.ipynb
@@ -14,13 +14,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
-    "!wget -q https://github.com/copasi/basico/raw/a4ebfa0575b3a0c569ea7274bed71657207c883e/tests/famos.zip\n",
-    "!unzip -qq -o famos.zip\n",
-    "!rm -f famos.zip"
+    "import os\n",
+    "\n",
+    "if not os.path.exists('famos'):\n",
+    "    !wget -q https://github.com/copasi/basico/raw/a4ebfa0575b3a0c569ea7274bed71657207c883e/tests/famos.zip\n",
+    "    !unzip -qq -o famos.zip\n",
+    "    !rm -f famos.zip"
    ]
   },
   {
@@ -32,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -50,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70,7 +73,7 @@
     "    # that the following parameter estimation is based on the result of the genetic algorithm\n",
     "    basico.run_parameter_estimation(method=basico.PE.GENETIC_ALGORITHM_SR, update_model=True,\n",
     "                                    settings={'method': {\n",
-    "                                        'Number of Generations': 5,\n",
+    "                                        'Number of Generations': 50,\n",
     "                                        'Population Size': 10,\n",
     "                                        'Stop after # Stalled Generations': 30\n",
     "                                        }})\n",
@@ -92,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -109,18 +112,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'best' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[2], line 14\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Helper method to view model attributes.\"\"\"\u001b[39;00m\n\u001b[1;32m      3\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\n\u001b[1;32m      4\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\u001b[38;5;130;01m\\\u001b[39;00m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;124mModel subspace ID: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmodel\u001b[38;5;241m.\u001b[39mmodel_subspace_id\u001b[38;5;132;01m}\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[1;32m     12\u001b[0m     )\n\u001b[0;32m---> 14\u001b[0m print_model(\u001b[43mbest\u001b[49m)\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'best' is not defined"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model subspace ID: M\n",
+      "PEtab YAML location: famos\\petab\\petab_problem.yaml\n",
+      "Custom model parameters: {'a_0ac_k05': 1, 'a_0ac_k08': 'estimate', 'a_0ac_k12': 1, 'a_0ac_k16': 1, 'a_k05_k05k08': 1, 'a_k05_k05k12': 'estimate', 'a_k05_k05k16': 1, 'a_k08_k05k08': 1, 'a_k08_k08k12': 1, 'a_k08_k08k16': 1, 'a_k12_k05k12': 'estimate', 'a_k12_k08k12': 1, 'a_k12_k12k16': 1, 'a_k16_k05k16': 1, 'a_k16_k08k16': 1, 'a_k16_k12k16': 'estimate', 'a_k05k08_k05k08k12': 1, 'a_k05k08_k05k08k16': 1, 'a_k05k12_k05k08k12': 'estimate', 'a_k05k12_k05k12k16': 1, 'a_k05k16_k05k08k16': 1, 'a_k05k16_k05k12k16': 1, 'a_k08k12_k05k08k12': 1, 'a_k08k12_k08k12k16': 1, 'a_k08k16_k05k08k16': 1, 'a_k08k16_k08k12k16': 1, 'a_k12k16_k05k12k16': 1, 'a_k12k16_k08k12k16': 'estimate', 'a_k05k08k12_4ac': 1, 'a_k05k08k16_4ac': 1, 'a_k05k12k16_4ac': 1, 'a_k08k12k16_4ac': 'estimate'}\n",
+      "Estimated parameters: {'a_0ac_k08': 0.40850943314624066, 'a_k05_k05k12': 30.888198874548916, 'a_k12_k05k12': 8.267792929375059, 'a_k16_k12k16': 10.424806768306713, 'a_k05k12_k05k08k12': 4.872782778438724, 'a_k12k16_k08k12k16': 33.037715020026056, 'a_k08k12k16_4ac': 53.80175865381943, 'a_b': 0.06675795541326442}\n",
+      "Model hash: M-01000100001000010010000000010001\n",
+      "Model ID: M-01000100001000010010000000010001\n",
+      "Criterion.AICC: -1708.1109924742839\n",
+      "\n"
      ]
     }
    ],
@@ -132,6 +138,7 @@
     "Model subspace ID: {model.model_subspace_id}\n",
     "PEtab YAML location: {model.petab_yaml}\n",
     "Custom model parameters: {model.parameters}\n",
+    "Estimated parameters: {model.estimated_parameters}\n",
     "Model hash: {model.get_hash()}\n",
     "Model ID: {model.model_id}\n",
     "{problem.criterion}: {model.get_criterion(problem.criterion, compute=False)}\n",
@@ -141,95 +148,535 @@
     "print_model(best)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "finally lets look at the path that we took:"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>method</th>\n",
+       "      <th># candidates</th>\n",
+       "      <th>predecessor change</th>\n",
+       "      <th>current model criterion</th>\n",
+       "      <th>current model</th>\n",
+       "      <th>candidate changes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>most_distant</td>\n",
+       "      <td>17</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05k12_k05k08k12', 'a_...</td>\n",
+       "      <td>[['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>forward</td>\n",
+       "      <td>16</td>\n",
+       "      <td>['a_k05_k05k12']</td>\n",
+       "      <td>-1688.480722</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>16</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1688.480722</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>15</td>\n",
+       "      <td>['a_k12_k08k12']</td>\n",
+       "      <td>-1690.781213</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>14</td>\n",
+       "      <td>['a_k08k16_k08k12k16']</td>\n",
+       "      <td>-1693.062200</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>13</td>\n",
+       "      <td>['a_k05k16_k05k12k16']</td>\n",
+       "      <td>-1695.323944</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>12</td>\n",
+       "      <td>['a_k05k12_k05k12k16']</td>\n",
+       "      <td>-1697.564277</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>11</td>\n",
+       "      <td>['a_k08_k08k12']</td>\n",
+       "      <td>-1699.774524</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>10</td>\n",
+       "      <td>['a_k08_k05k08']</td>\n",
+       "      <td>-1701.947835</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>9</td>\n",
+       "      <td>['a_k08_k08k16']</td>\n",
+       "      <td>-1704.098940</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>8</td>\n",
+       "      <td>['a_k08k16_k05k08k16']</td>\n",
+       "      <td>-1706.240108</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>7</td>\n",
+       "      <td>['a_k12_k12k16']</td>\n",
+       "      <td>-1708.110992</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>forward</td>\n",
+       "      <td>23</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1708.110992</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>lateral</td>\n",
+       "      <td>168</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1708.110992</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k05', 'a_k12_k05k12'], ['a_0ac_k05', ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>lateral</td>\n",
+       "      <td>0</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1708.110992</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "{'a_0ac_k05': 1,\n",
-       " 'a_0ac_k08': 'estimate',\n",
-       " 'a_0ac_k12': 1,\n",
-       " 'a_0ac_k16': 1,\n",
-       " 'a_k05_k05k08': 1,\n",
-       " 'a_k05_k05k12': 'estimate',\n",
-       " 'a_k05_k05k16': 1,\n",
-       " 'a_k08_k05k08': 1,\n",
-       " 'a_k08_k08k12': 1,\n",
-       " 'a_k08_k08k16': 1,\n",
-       " 'a_k12_k05k12': 'estimate',\n",
-       " 'a_k12_k08k12': 1,\n",
-       " 'a_k12_k12k16': 1,\n",
-       " 'a_k16_k05k16': 1,\n",
-       " 'a_k16_k08k16': 1,\n",
-       " 'a_k16_k12k16': 'estimate',\n",
-       " 'a_k05k08_k05k08k12': 1,\n",
-       " 'a_k05k08_k05k08k16': 1,\n",
-       " 'a_k05k12_k05k08k12': 'estimate',\n",
-       " 'a_k05k12_k05k12k16': 1,\n",
-       " 'a_k05k16_k05k08k16': 1,\n",
-       " 'a_k05k16_k05k12k16': 1,\n",
-       " 'a_k08k12_k05k08k12': 1,\n",
-       " 'a_k08k12_k08k12k16': 1,\n",
-       " 'a_k08k16_k05k08k16': 1,\n",
-       " 'a_k08k16_k08k12k16': 1,\n",
-       " 'a_k12k16_k05k12k16': 1,\n",
-       " 'a_k12k16_k08k12k16': 'estimate',\n",
-       " 'a_k05k08k12_4ac': 1,\n",
-       " 'a_k05k08k16_4ac': 1,\n",
-       " 'a_k05k12k16_4ac': 1,\n",
-       " 'a_k08k12k16_4ac': 'estimate'}"
+       "          method  # candidates      predecessor change  \\\n",
+       "0   most_distant            17                      []   \n",
+       "1        forward            16        ['a_k05_k05k12']   \n",
+       "2       backward            16                      []   \n",
+       "3       backward            15        ['a_k12_k08k12']   \n",
+       "4       backward            14  ['a_k08k16_k08k12k16']   \n",
+       "5       backward            13  ['a_k05k16_k05k12k16']   \n",
+       "6       backward            12  ['a_k05k12_k05k12k16']   \n",
+       "7       backward            11        ['a_k08_k08k12']   \n",
+       "8       backward            10        ['a_k08_k05k08']   \n",
+       "9       backward             9        ['a_k08_k08k16']   \n",
+       "10      backward             8  ['a_k08k16_k05k08k16']   \n",
+       "11      backward             7        ['a_k12_k12k16']   \n",
+       "12       forward            23                      []   \n",
+       "13       lateral           168                      []   \n",
+       "14       lateral             0                      []   \n",
+       "\n",
+       "    current model criterion  \\\n",
+       "0                       inf   \n",
+       "1              -1688.480722   \n",
+       "2              -1688.480722   \n",
+       "3              -1690.781213   \n",
+       "4              -1693.062200   \n",
+       "5              -1695.323944   \n",
+       "6              -1697.564277   \n",
+       "7              -1699.774524   \n",
+       "8              -1701.947835   \n",
+       "9              -1704.098940   \n",
+       "10             -1706.240108   \n",
+       "11             -1708.110992   \n",
+       "12             -1708.110992   \n",
+       "13             -1708.110992   \n",
+       "14             -1708.110992   \n",
+       "\n",
+       "                                        current model  \\\n",
+       "0   ['a_0ac_k08', 'a_b', 'a_k05k12_k05k08k12', 'a_...   \n",
+       "1   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "2   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "3   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "4   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "5   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "6   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "7   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "8   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "9   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "10  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "11  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "12  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "13  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "14  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...   \n",
+       "\n",
+       "                                    candidate changes  \n",
+       "0   [['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...  \n",
+       "1   [['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...  \n",
+       "2   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "3   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "4   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "5   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "6   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "7   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "8   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "9   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "10  [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "11  [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "12  [['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...  \n",
+       "13  [['a_0ac_k05', 'a_k12_k05k12'], ['a_0ac_k05', ...  \n",
+       "14                                                 []  "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "best.parameters\n"
+    "import pandas as pd\n",
+    "\n",
+    "# Read the TSV file\n",
+    "summary_df = pd.read_csv('output/summary.tsv', sep='\\t')\n",
+    "summary_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "and the expected summary:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>method</th>\n",
+       "      <th># candidates</th>\n",
+       "      <th>predecessor change</th>\n",
+       "      <th>current model criterion</th>\n",
+       "      <th>current model</th>\n",
+       "      <th>candidate changes</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>forward</td>\n",
+       "      <td>17</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05k12_k05k08k12', 'a_...</td>\n",
+       "      <td>[['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>forward</td>\n",
+       "      <td>16</td>\n",
+       "      <td>['a_k05_k05k12']</td>\n",
+       "      <td>-1688.4806604640246</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>16</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1688.4806604640246</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>15</td>\n",
+       "      <td>['a_k08_k08k16']</td>\n",
+       "      <td>-1690.7812030034663</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>14</td>\n",
+       "      <td>['a_k05k16_k05k12k16']</td>\n",
+       "      <td>-1693.0621897450123</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>13</td>\n",
+       "      <td>['a_k08_k08k12']</td>\n",
+       "      <td>-1695.323741885311</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>12</td>\n",
+       "      <td>['a_k05k12_k05k12k16']</td>\n",
+       "      <td>-1697.5623869086814</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>11</td>\n",
+       "      <td>['a_k12_k08k12']</td>\n",
+       "      <td>-1699.7744801865597</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>10</td>\n",
+       "      <td>['a_k08k16_k08k12k16']</td>\n",
+       "      <td>-1701.9477568144061</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>9</td>\n",
+       "      <td>['a_k08_k05k08']</td>\n",
+       "      <td>-1704.0989381094057</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>8</td>\n",
+       "      <td>['a_k08k16_k05k08k16']</td>\n",
+       "      <td>-1706.240107896267</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>backward</td>\n",
+       "      <td>7</td>\n",
+       "      <td>['a_k12_k12k16']</td>\n",
+       "      <td>-1708.110992470788</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>forward</td>\n",
+       "      <td>23</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1708.110992470788</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>lateral</td>\n",
+       "      <td>168</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1708.110992470788</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[['a_0ac_k05', 'a_0ac_k08'], ['a_0ac_k05', 'a_...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>lateral</td>\n",
+       "      <td>0</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>-1708.110992470788</td>\n",
+       "      <td>['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "{'a_0ac_k08': 0.4085094414628759,\n",
-       " 'a_k05_k05k12': 30.888199302449056,\n",
-       " 'a_k12_k05k12': 8.267793085364918,\n",
-       " 'a_k16_k12k16': 10.424806975437063,\n",
-       " 'a_k05k12_k05k08k12': 4.872782833429837,\n",
-       " 'a_k12k16_k08k12k16': 33.03771578079315,\n",
-       " 'a_k08k12k16_4ac': 53.80176047873337,\n",
-       " 'a_b': 0.06675795470746987}"
+       "    method     # candidates   predecessor change       \\\n",
+       "0   forward               17  []                        \n",
+       "1   forward               16  ['a_k05_k05k12']          \n",
+       "2   backward              16  []                        \n",
+       "3   backward              15  ['a_k08_k08k16']          \n",
+       "4   backward              14  ['a_k05k16_k05k12k16']    \n",
+       "5   backward              13  ['a_k08_k08k12']          \n",
+       "6   backward              12  ['a_k05k12_k05k12k16']    \n",
+       "7   backward              11  ['a_k12_k08k12']          \n",
+       "8   backward              10  ['a_k08k16_k08k12k16']    \n",
+       "9   backward               9  ['a_k08_k05k08']          \n",
+       "10  backward               8  ['a_k08k16_k05k08k16']    \n",
+       "11  backward               7  ['a_k12_k12k16']          \n",
+       "12  forward               23  []                        \n",
+       "13  lateral              168  []                        \n",
+       "14  lateral                0  []                        \n",
+       "\n",
+       "    current model criterion   \\\n",
+       "0   inf                        \n",
+       "1   -1688.4806604640246        \n",
+       "2   -1688.4806604640246        \n",
+       "3   -1690.7812030034663        \n",
+       "4   -1693.0621897450123        \n",
+       "5   -1695.323741885311         \n",
+       "6   -1697.5623869086814        \n",
+       "7   -1699.7744801865597        \n",
+       "8   -1701.9477568144061        \n",
+       "9   -1704.0989381094057        \n",
+       "10  -1706.240107896267         \n",
+       "11  -1708.110992470788         \n",
+       "12  -1708.110992470788         \n",
+       "13  -1708.110992470788         \n",
+       "14  -1708.110992470788         \n",
+       "\n",
+       "   current model                                                                                                                                                                                                                                                                                                 \\\n",
+       "0   ['a_0ac_k08', 'a_b', 'a_k05k12_k05k08k12', 'a_...                                                                                                                                                                                                                                                             \n",
+       "1   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "2   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "3   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "4   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "5   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "6   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "7   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "8   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "9   ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "10  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "11  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "12  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "13  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "14  ['a_0ac_k08', 'a_b', 'a_k05_k05k12', 'a_k05k12...                                                                                                                                                                                                                                                             \n",
+       "\n",
+       "                                    candidate changes  \n",
+       "0   [['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...  \n",
+       "1   [['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...  \n",
+       "2   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "3   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "4   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "5   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "6   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "7   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "8   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "9   [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "10  [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "11  [['a_0ac_k08'], ['a_k05_k05k12'], ['a_k05k12_k...  \n",
+       "12  [['a_0ac_k05'], ['a_0ac_k12'], ['a_0ac_k16'], ...  \n",
+       "13  [['a_0ac_k05', 'a_0ac_k08'], ['a_0ac_k05', 'a_...  \n",
+       "14                                                 []  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "best.estimated_parameters"
+    "summary_df = pd.read_csv('famos/expected_summary.tsv', sep='\\t')\n",
+    "summary_df"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "env-basico",
+   "display_name": "env-select",
    "language": "python",
    "name": "python3"
   },
@@ -243,7 +690,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.13.0"
   }
  },
  "nbformat": 4,