diff --git a/src/ETL_cotier_wp5.ipynb b/src/ETL_cotier_wp5.ipynb
index 7a009766a9937c9f0d2296031aaa14e6f8300cdc..c4c190e15da441a634a6c523057947b197ccfb21 100644
--- a/src/ETL_cotier_wp5.ipynb
+++ b/src/ETL_cotier_wp5.ipynb
@@ -3230,12 +3230,48 @@
    "outputs": [],
    "execution_count": null
   },
+  {
+   "cell_type": "markdown",
+   "source": [],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "d2a989ec9b31e51f"
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "## 7. Valeur inférieur à Ld et LQ valent 0"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2024-07-04T15:13:39.113059900Z",
+     "start_time": "2024-07-04T15:13:39.093058700Z"
+    }
+   },
+   "id": "94b992787053a521",
+   "execution_count": 1
+  },
+  {
+   "cell_type": "code",
+   "outputs": [],
+   "source": [
+    "rephy_wp5.loc[rephy_wp5['RESULTAT'].str.contains('valeur',  na=False), 'RESULTAT'] = 0\n",
+    "rephy_wp5.loc[rephy_wp5['RESULTAT'].str.contains('Inf.',  na=False), 'RESULTAT'] = 0"
+   ],
+   "metadata": {
+    "collapsed": false
+   },
+   "id": "47aa00346655beea"
+  },
   {
    "cell_type": "markdown",
    "id": "2b0db6dc",
    "metadata": {},
    "source": [
-    "## 7. Création des tables transposées des paramètres"
+    "## 8. Création des tables transposées des paramètres"
    ]
   },
   {
@@ -3243,11 +3279,13 @@
    "id": "57ab4e93",
    "metadata": {},
    "source": [
-    "vals =  list(['RESULTAT','NIVEAU_QUALITE','RESULTAT_COMMENTAIRE'])\n",
-    "ind = list(['LIEU_LIBELLE','LIEU_IDENTIFIANT', 'DATE', 'LATITUDE', 'LONGITUDE','SOURCE','DOI'])\n",
-    "cols = list([\"PARAMETRE_CODE\",\"TYPE_METHODE\"])\n",
-    "rephyT = pd.pivot_table(rephy_wp5 , values=vals, index=ind, columns=cols, aggfunc=[np.max], fill_value='')\n",
-    "rephyT.columns\n"
+    "vals =  list(['RESULTAT'])\n",
+    "ind = list(['LIEU_LIBELLE','LIEU_IDENTIFIANT', 'DATE', 'LATITUDE', 'LONGITUDE'])\n",
+    "cols = list([\"PARAMETRE_CODE\"])\n",
+    "rephyT_no_methodes = pd.pivot_table(rephy_wp5 , values=vals, index=ind, columns=cols, aggfunc=[np.max], fill_value='').reset_index(col_level=2)\n",
+    "\n",
+    "rephyT_no_methodes.columns = rephyT_no_methodes.columns.droplevel(1).droplevel(0)\n",
+    "rephyT_no_methodes.shape\n"
    ],
    "outputs": [],
    "execution_count": null