diff --git "a/Dise\303\261oExperimentos/Proyecto_Final/Dise\303\261o_Trabajo_Final.ipynb" "b/Dise\303\261oExperimentos/Proyecto_Final/Dise\303\261o_Trabajo_Final.ipynb"
index a742456870c2c07a1734b3c7deb8c93bc610d2bb..ddb15e85676e795611ddc197af61443de9ce57c5 100644
--- "a/Dise\303\261oExperimentos/Proyecto_Final/Dise\303\261o_Trabajo_Final.ipynb"
+++ "b/Dise\303\261oExperimentos/Proyecto_Final/Dise\303\261o_Trabajo_Final.ipynb"
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 195,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -116,13 +116,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 155,
    "metadata": {},
    "outputs": [],
    "source": [
     "df = pd.DataFrame({'Bucaramanga':buc_data,'Cali':cal_data,'Manizales':man_data,'Pasto':pas_data,\n",
     "             'Colombia': col_data}, index=['Total','Desconocido','20-24',\n",
-    "                        '25-29',' 30-34',' 35-39', '40-44','45-49' ,'50-54', '55-59',\n",
+    "                        '25-29','30-34','35-39', '40-44','45-49' ,'50-54', '55-59',\n",
     "                        '60-64', '65-69', '70-74', '>75'])"
    ]
   },
@@ -135,7 +135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -301,7 +301,7 @@
        ">75                 56.7    66.2       52.9   94.8      64.6"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -312,7 +312,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -686,7 +686,7 @@
        "47        Pasto     >75        94.8"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -702,7 +702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -722,7 +722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -731,7 +731,7 @@
        "<AxesSubplot:title={'center':'Edad vs Incidencia'}, xlabel='Edades', ylabel='Incidencia'>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -793,12 +793,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -830,12 +830,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x432 with 1 Axes>"
       ]
@@ -872,7 +872,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -881,7 +881,7 @@
        "Text(0, 0.5, 'Incidencia')"
       ]
      },
-     "execution_count": 68,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -927,7 +927,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -936,7 +936,7 @@
        "Text(0, 0.5, 'Incidencia')"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -982,7 +982,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -991,7 +991,7 @@
        "Text(0, 0.5, 'Incidencia')"
       ]
      },
-     "execution_count": 61,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1045,7 +1045,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1054,7 +1054,7 @@
        "Text(0, 0.5, 'Incidencia')"
       ]
      },
-     "execution_count": 67,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1093,7 +1093,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1102,7 +1102,7 @@
        "Text(0, 0.5, 'Incidencia')"
       ]
      },
-     "execution_count": 66,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1141,7 +1141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1150,7 +1150,7 @@
        "Text(0, 0.5, 'Incidencia')"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1211,12 +1211,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 177,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1236,10 +1236,10 @@
     "\n",
     "plt.scatter(np.arange(len(residuos)), residuos)\n",
     "plt.axhline(y=0, color='r', linestyle='--', label='Línea base')\n",
-    "plt.title('Gráfico de Residuos para ANOVA')\n",
-    "plt.xlabel('Observaciones')\n",
-    "plt.ylabel('Residuos')\n",
-    "plt.legend()\n",
+    "plt.title('Gráfico de Residuos para ANOVA', fontsize=16)\n",
+    "plt.xlabel('Observaciones',fontsize=16)\n",
+    "plt.ylabel('Residuos',fontsize=16)\n",
+    "plt.legend(fontsize=16)\n",
     "plt.show()"
    ]
   },
@@ -1252,7 +1252,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 145,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1291,7 +1291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 180,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1322,14 +1322,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 181,
+   "execution_count": 123,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x432 with 1 Axes>"
+       "<Figure size 576x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1340,11 +1340,29 @@
    ],
    "source": [
     "rows = tukey.summary().data[1:]\n",
-    "plt.figure(figsize=(6,6))\n",
+    "\n",
+    "d = {'Bucaramanga':'Buc', 'Cali':'Cal','Manizales':'Man','Pasto':'Pas'}\n",
+    "for i in rows:\n",
+    "    if i[0] in d:\n",
+    "        i[0] =d[i[0]]\n",
+    "    if i[1] in d:\n",
+    "        i[1]=d[i[1]]\n",
+    "\n",
+    "plt.figure(figsize=(8,8))\n",
     "plt.hlines(range(len(rows)),[row[4] for row in rows], [row[5] for row in rows] )\n",
     "plt.vlines( 0, -1,len(rows)-1, linestyles='dashed' )\n",
     "plt.gca().set_yticks(range(len( rows)))\n",
     "plt.gca().set_yticklabels( [ f'{x[0]}-{x[1]}' for x in rows ] )\n",
+    "\n",
+    "plt.gca().tick_params(axis='both', which='major', labelsize=14)\n",
+    "\n",
+    "plt.gca().set_yticks(range(len( rows)))\n",
+    "plt.gca().set_yticklabels( [ f'{x[0]} | {x[1]}' for x in rows ] )\n",
+    "\n",
+    "plt.xlabel('Diferencia entre Medias', fontsize=16)\n",
+    "\n",
+    "plt.show()\n",
+    "\n",
     "plt.show()"
    ]
   },
@@ -1365,7 +1383,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 194,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -1413,7 +1431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 196,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1447,7 +1465,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 205,
+   "execution_count": 159,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Estadístico F0: 86.23928698752233\n",
+      "Valor crítico del estadístico F: 3.490294819497605\n",
+      "Decisión: Rechazamos la hipótesis nula\n"
+     ]
+    }
+   ],
+   "source": [
+    "F0, p_value = f_oneway(df.loc['20-24'],df.loc['25-29'],df.loc['30-34'],df.loc['35-39'])\n",
+    "\n",
+    "dfn = 3 #Grados de libertad numerador\n",
+    "dfd = 12 #Grados de libertad denominador\n",
+    "valor_critico = stats.f.ppf(0.95, dfn, dfd)\n",
+    "\n",
+    "if F0 > valor_critico:\n",
+    "    decision = \"Rechazamos la hipótesis nula\"\n",
+    "else:\n",
+    "    decision = \"No rechazamos la hipótesis nula\"\n",
+    "\n",
+    "print(\"Estadístico F0:\", F0)\n",
+    "print(\"Valor crítico del estadístico F:\", valor_critico)\n",
+    "print(\"Decisión:\", decision)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1477,6 +1527,33 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Multiple Comparison of Means - Tukey HSD, FWER=0.05  \n",
+      "======================================================\n",
+      "group1 group2 meandiff p-adj   lower    upper   reject\n",
+      "------------------------------------------------------\n",
+      " 30-34  35-39    5.675 0.1541  -1.6715  13.0215  False\n",
+      " 30-34  20-24  -21.875    0.0 -29.2215 -14.5285   True\n",
+      " 30-34  25-29  -14.825 0.0003 -22.1715  -7.4785   True\n",
+      " 35-39  20-24   -27.55    0.0 -34.8965 -20.2035   True\n",
+      " 35-39  25-29    -20.5    0.0 -27.8465 -13.1535   True\n",
+      " 20-24  25-29     7.05 0.0614  -0.2965  14.3965  False\n",
+      "------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(tukey_ej)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1486,7 +1563,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 197,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -1520,7 +1597,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 208,
+   "execution_count": 161,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Estadístico F0: 2.7162407582769825\n",
+      "Valor crítico del estadístico F: 3.490294819497605\n",
+      "Decisión: No rechazamos la hipótesis nula\n"
+     ]
+    }
+   ],
+   "source": [
+    "F0, p_value = f_oneway(df.loc['40-44'],df.loc['45-49'],df.loc['50-54'],df.loc['55-59'])\n",
+    "\n",
+    "dfn = 3 #Grados de libertad numerador\n",
+    "dfd = 12 #Grados de libertad denominador\n",
+    "valor_critico = stats.f.ppf(0.95, dfn, dfd)\n",
+    "\n",
+    "if F0 > valor_critico:\n",
+    "    decision = \"Rechazamos la hipótesis nula\"\n",
+    "else:\n",
+    "    decision = \"No rechazamos la hipótesis nula\"\n",
+    "\n",
+    "print(\"Estadístico F0:\", F0)\n",
+    "print(\"Valor crítico del estadístico F:\", valor_critico)\n",
+    "print(\"Decisión:\", decision)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1550,6 +1659,33 @@
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Multiple Comparison of Means - Tukey HSD, FWER=0.05 \n",
+      "=====================================================\n",
+      "group1 group2 meandiff p-adj   lower    upper  reject\n",
+      "-----------------------------------------------------\n",
+      " 40-44  45-49     14.1 0.5118 -15.3963 43.5963  False\n",
+      " 40-44  50-54     13.2 0.5635 -16.2963 42.6963  False\n",
+      " 40-44  55-59   22.575 0.1594  -6.9213 52.0713  False\n",
+      " 45-49  50-54     -0.9 0.9997 -30.3963 28.5963  False\n",
+      " 45-49  55-59    8.475 0.8283 -21.0213 37.9713  False\n",
+      " 50-54  55-59    9.375 0.7826 -20.1213 38.8713  False\n",
+      "-----------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(tukey_em)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1559,7 +1695,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 199,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1593,14 +1729,223 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 210,
+   "execution_count": 163,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "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>Bucaramanga</th>\n",
+       "      <th>Cali</th>\n",
+       "      <th>Manizales</th>\n",
+       "      <th>Pasto</th>\n",
+       "      <th>Colombia</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Total</th>\n",
+       "      <td>482.0</td>\n",
+       "      <td>1181.0</td>\n",
+       "      <td>225.0</td>\n",
+       "      <td>271.0</td>\n",
+       "      <td>2159.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Desconocido</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>34.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20-24</th>\n",
+       "      <td>0.8</td>\n",
+       "      <td>2.2</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>1.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25-29</th>\n",
+       "      <td>7.2</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>8.2</td>\n",
+       "      <td>8.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30-34</th>\n",
+       "      <td>21.8</td>\n",
+       "      <td>20.3</td>\n",
+       "      <td>31.2</td>\n",
+       "      <td>20.5</td>\n",
+       "      <td>21.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35-39</th>\n",
+       "      <td>25.3</td>\n",
+       "      <td>29.9</td>\n",
+       "      <td>26.4</td>\n",
+       "      <td>34.9</td>\n",
+       "      <td>28.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40-44</th>\n",
+       "      <td>26.2</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>35.4</td>\n",
+       "      <td>39.6</td>\n",
+       "      <td>32.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45-49</th>\n",
+       "      <td>35.2</td>\n",
+       "      <td>49.1</td>\n",
+       "      <td>35.1</td>\n",
+       "      <td>71.2</td>\n",
+       "      <td>45.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50-54</th>\n",
+       "      <td>35.3</td>\n",
+       "      <td>49.4</td>\n",
+       "      <td>32.7</td>\n",
+       "      <td>69.6</td>\n",
+       "      <td>45.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55-59</th>\n",
+       "      <td>42.0</td>\n",
+       "      <td>48.3</td>\n",
+       "      <td>62.3</td>\n",
+       "      <td>71.9</td>\n",
+       "      <td>50.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60-64</th>\n",
+       "      <td>60.7</td>\n",
+       "      <td>50.3</td>\n",
+       "      <td>58.9</td>\n",
+       "      <td>77.7</td>\n",
+       "      <td>56.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65-69</th>\n",
+       "      <td>52.3</td>\n",
+       "      <td>75.5</td>\n",
+       "      <td>64.3</td>\n",
+       "      <td>110.1</td>\n",
+       "      <td>71.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70-74</th>\n",
+       "      <td>69.9</td>\n",
+       "      <td>61.4</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>101.9</td>\n",
+       "      <td>68.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>&gt;75</th>\n",
+       "      <td>56.7</td>\n",
+       "      <td>66.2</td>\n",
+       "      <td>52.9</td>\n",
+       "      <td>94.8</td>\n",
+       "      <td>64.6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<Figure size 432x432 with 1 Axes>"
+       "             Bucaramanga    Cali  Manizales  Pasto  Colombia\n",
+       "Total              482.0  1181.0      225.0  271.0    2159.0\n",
+       "Desconocido          4.0    30.0        0.0    0.0      34.0\n",
+       "20-24                0.8     2.2        1.2    2.1       1.7\n",
+       "25-29                7.2     8.1       11.0    8.2       8.2\n",
+       "30-34               21.8    20.3       31.2   20.5      21.7\n",
+       "35-39               25.3    29.9       26.4   34.9      28.9\n",
+       "40-44               26.2    33.0       35.4   39.6      32.1\n",
+       "45-49               35.2    49.1       35.1   71.2      45.9\n",
+       "50-54               35.3    49.4       32.7   69.6      45.7\n",
+       "55-59               42.0    48.3       62.3   71.9      50.5\n",
+       "60-64               60.7    50.3       58.9   77.7      56.6\n",
+       "65-69               52.3    75.5       64.3  110.1      71.4\n",
+       "70-74               69.9    61.4       67.0  101.9      68.1\n",
+       ">75                 56.7    66.2       52.9   94.8      64.6"
+      ]
+     },
+     "execution_count": 163,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Estadístico F0: 0.7543922620051132\n",
+      "Valor crítico del estadístico F: 3.490294819497605\n",
+      "Decisión: No rechazamos la hipótesis nula\n"
+     ]
+    }
+   ],
+   "source": [
+    "F0, p_value = f_oneway(df.loc['60-64'],df.loc['65-69'],df.loc['70-74'],df.loc['>75'])\n",
+    "\n",
+    "dfn = 3 #Grados de libertad numerador\n",
+    "dfd = 12 #Grados de libertad denominador\n",
+    "valor_critico = stats.f.ppf(0.95, dfn, dfd)\n",
+    "\n",
+    "if F0 > valor_critico:\n",
+    "    decision = \"Rechazamos la hipótesis nula\"\n",
+    "else:\n",
+    "    decision = \"No rechazamos la hipótesis nula\"\n",
+    "\n",
+    "print(\"Estadístico F0:\", F0)\n",
+    "print(\"Valor crítico del estadístico F:\", valor_critico)\n",
+    "print(\"Decisión:\", decision)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1615,14 +1960,48 @@
     "                          alpha=0.05)\n",
     "\n",
     "rows = tukey_ev.summary().data[1:]\n",
-    "plt.figure(figsize=(6,6))\n",
+    "plt.figure(figsize=(8,8))\n",
     "plt.hlines(range(len(rows)),[row[4] for row in rows], [row[5] for row in rows] )\n",
     "plt.vlines( 0, -1,len(rows)-1, linestyles='dashed' )\n",
+    "\n",
+    "plt.gca().tick_params(axis='both', which='major', labelsize=14)\n",
+    "\n",
     "plt.gca().set_yticks(range(len( rows)))\n",
-    "plt.gca().set_yticklabels( [ f'{x[0]}-{x[1]}' for x in rows ] )\n",
+    "plt.gca().set_yticklabels( [ f'{x[0]} | {x[1]}' for x in rows ] )\n",
+    "\n",
+    "plt.xlabel('Diferencia entre Medias', fontsize=16)\n",
+    "plt.ylabel('Grupos de Edades', fontsize=16)\n",
+    "\n",
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " Multiple Comparison of Means - Tukey HSD, FWER=0.05 \n",
+      "=====================================================\n",
+      "group1 group2 meandiff p-adj   lower    upper  reject\n",
+      "-----------------------------------------------------\n",
+      " 40-44  45-49     14.1 0.5118 -15.3963 43.5963  False\n",
+      " 40-44  50-54     13.2 0.5635 -16.2963 42.6963  False\n",
+      " 40-44  55-59   22.575 0.1594  -6.9213 52.0713  False\n",
+      " 45-49  50-54     -0.9 0.9997 -30.3963 28.5963  False\n",
+      " 45-49  55-59    8.475 0.8283 -21.0213 37.9713  False\n",
+      " 50-54  55-59    9.375 0.7826 -20.1213 38.8713  False\n",
+      "-----------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(tukey_em)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,