diff --git a/EDA.ipynb b/EDA.ipynb
index 39604d5da51f93161e0e6227e417ef911566f163..2623afe5ccdcd6453b813374ac8d6dc086adfc6c 100644
--- a/EDA.ipynb
+++ b/EDA.ipynb
@@ -991,7 +991,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1005,13 +1005,13 @@
     "        for j, var_j in enumerate(cols):\n",
     "            # If difference greater than certain threshold, print variables \n",
     "            diff = abs(m_pre[i][j] - m_post[i][j])\n",
-    "            if diff > 0.25:\n",
-    "                print(f\"{var_i}--{var_j}: {diff:.2f}\")\n"
+    "            if diff > 0.4 and 'ledge' not in (var_i+var_j) and 'Desc' not in (var_i+var_j):\n",
+    "                print(f\"{var_i}---{var_j}: {diff:.2f}\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -1019,30 +1019,48 @@
      "output_type": "stream",
      "text": [
       "------SIT_TTO 1: NO FILTERING------\n",
-      "Alucinogenos_DXCIE_REDEF--Ed_Secondary more technical education: 0.55\n",
-      "Alucinogenos_DXCIE_REDEF--JobIn_Stable: 0.64\n",
-      "Alucinogenos_DXCIE_REDEF--SocInc_live alone: 0.53\n",
-      "Frec30_2-3 días‎/semana--Alucinogenos_DXCIE_REDEF: 0.54\n",
+      "Alucinogenos_DXCIE_REDEF---Ed_Secondary Education: 0.42\n",
+      "Alucinogenos_DXCIE_REDEF---Ed_Secondary more technical education: 0.55\n",
+      "Alucinogenos_DXCIE_REDEF---JobIn_Stable: 0.64\n",
+      "Alucinogenos_DXCIE_REDEF---SocInc_Live with families or friends: 0.50\n",
+      "Alucinogenos_DXCIE_REDEF---SocInc_live alone: 0.53\n",
+      "Alucinogenos_DXCIE_REDEF---Sex_REDEF: 0.40\n",
+      "Alucinogenos_DXCIE_REDEF---Opiaceos_DxCIE_REDEF: 0.45\n",
+      "Frec30_2-3 días‎/semana---Alucinogenos_DXCIE_REDEF: 0.54\n",
+      "Tx_previos_REDEF---Alucinogenos_DXCIE_REDEF: 0.48\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "------SIT_TTO 2: ABANDONO-----\n",
-      "Alucinogenos_DXCIE_REDEF--Ed_Secondary more technical education: 0.51\n",
-      "Alucinogenos_DXCIE_REDEF--JobIn_Stable: 0.58\n",
+      "Alucinogenos_DXCIE_REDEF---Ed_Secondary more technical education: 0.51\n",
+      "Alucinogenos_DXCIE_REDEF---JobIn_Stable: 0.58\n",
+      "Alucinogenos_DXCIE_REDEF---JobIn_Unemployed: 0.44\n",
+      "Alucinogenos_DXCIE_REDEF---SocInc_Live with families or friends: 0.48\n",
+      "Alucinogenos_DXCIE_REDEF---SocInc_live alone: 0.50\n",
+      "Alucinogenos_DXCIE_REDEF---Risk_stigma_REDEF: 0.46\n",
+      "Alucinogenos_DXCIE_REDEF---Opiaceos_DxCIE_REDEF: 0.49\n",
+      "Frec30_2-3 días‎/semana---Alucinogenos_DXCIE_REDEF: 0.44\n",
+      "Frec30_Menos de 1 día‎/semana---Hous_Unstable: 0.41\n",
+      "Tx_previos_REDEF---Alucinogenos_DXCIE_REDEF: 0.44\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "------SIT_TTO 3: ALTA-----\n",
-      "Hous_Unstable--Ed_Secondary Education: 0.62\n",
-      "Opiaceos_DxCIE_REDEF--Hous_Unstable: 0.53\n",
-      "BZD_DxCIE_REDEF--Ed_Tertiary: 0.60\n",
-      "Alucinogenos_DXCIE_REDEF--Ed_Primary education: 0.61\n",
-      "Alucinogenos_DXCIE_REDEF--JobIn_Non-stable: 0.54\n",
-      "Frec30_Desconocido--JobIn_Stable: 0.60\n",
-      "Frec30_Desconocido--JobIn_Unemployed: 0.66\n",
-      "Frec30_No consumio--BZD_DxCIE_REDEF: 0.55\n"
+      "Hous_Stable---Ed_Secondary Education: 0.42\n",
+      "Hous_Unstable---Ed_Secondary Education: 0.62\n",
+      "Hous_Unstable---Hous_Institutional: 0.42\n",
+      "SocInc_live alone---Alterations_early_childhood_develop_REDEF: 0.47\n",
+      "Opiaceos_DxCIE_REDEF---Hous_Unstable: 0.53\n",
+      "BZD_DxCIE_REDEF---Ed_Tertiary: 0.60\n",
+      "Alucinogenos_DXCIE_REDEF---Ed_Primary education: 0.61\n",
+      "Alucinogenos_DXCIE_REDEF---JobIn_Non-stable: 0.54\n",
+      "Frec30_Menos de 1 día‎/semana---BZD_DxCIE_REDEF: 0.49\n",
+      "Frec30_No consumio---Hous_Unstable: 0.45\n",
+      "Frec30_No consumio---BZD_DxCIE_REDEF: 0.55\n",
+      "OtrosDx_Psiquiatrico_REDEF---Hous_Unstable: 0.42\n",
+      "Tx_previos_REDEF---BZD_DxCIE_REDEF: 0.41\n"
      ]
     }
    ],