diff --git a/notebooks/01-exploratory_data_analysis-checkout.ipynb b/notebooks/01-exploratory_data_analysis-checkout.ipynb
index 1354af2..0cabb45 100644
--- a/notebooks/01-exploratory_data_analysis-checkout.ipynb
+++ b/notebooks/01-exploratory_data_analysis-checkout.ipynb
@@ -9,8 +9,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
-   "metadata": {},
+   "execution_count": 5,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [],
    "source": [
     "from IPython.display import display, Markdown\n",
@@ -30,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 6,
    "metadata": {
     "tags": []
    },
@@ -357,396 +359,30 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Temos uma visão geral da diversidade de dados deste conjunto de dados\n",
+    "Podemos observar o tipo de cada um dos dados.\n",
     "***"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 39,
    "metadata": {
     "tags": []
    },
    "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>Age</th>\n",
-       "      <th>Gender</th>\n",
-       "      <th>Height</th>\n",
-       "      <th>Weight</th>\n",
-       "      <th>CALC</th>\n",
-       "      <th>FAVC</th>\n",
-       "      <th>FCVC</th>\n",
-       "      <th>NCP</th>\n",
-       "      <th>SCC</th>\n",
-       "      <th>SMOKE</th>\n",
-       "      <th>CH2O</th>\n",
-       "      <th>family_history_with_overweight</th>\n",
-       "      <th>FAF</th>\n",
-       "      <th>TUE</th>\n",
-       "      <th>CAEC</th>\n",
-       "      <th>MTRANS</th>\n",
-       "      <th>NObeyesdad</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111.000000</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111</td>\n",
-       "      <td>2111</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>unique</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>top</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Male</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Sometimes</td>\n",
-       "      <td>yes</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>no</td>\n",
-       "      <td>no</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>yes</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Sometimes</td>\n",
-       "      <td>Public_Transportation</td>\n",
-       "      <td>Obesity_Type_I</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>freq</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1068</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1401</td>\n",
-       "      <td>1866</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2015</td>\n",
-       "      <td>2067</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1726</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1765</td>\n",
-       "      <td>1580</td>\n",
-       "      <td>351</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>24.312600</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.701677</td>\n",
-       "      <td>86.586058</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.419043</td>\n",
-       "      <td>2.685628</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.008011</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.010298</td>\n",
-       "      <td>0.657866</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>6.345968</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.093305</td>\n",
-       "      <td>26.191172</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.533927</td>\n",
-       "      <td>0.778039</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.612953</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.850592</td>\n",
-       "      <td>0.608927</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>14.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.450000</td>\n",
-       "      <td>39.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>19.947192</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.630000</td>\n",
-       "      <td>65.473343</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>2.658738</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.584812</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.124505</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>22.777890</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.700499</td>\n",
-       "      <td>83.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.385502</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.625350</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>26.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.768464</td>\n",
-       "      <td>107.430682</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2.477420</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.666678</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>61.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.980000</td>\n",
-       "      <td>173.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                Age Gender       Height       Weight       CALC  FAVC  \\\n",
-       "count   2111.000000   2111  2111.000000  2111.000000       2111  2111   \n",
-       "unique          NaN      2          NaN          NaN          4     2   \n",
-       "top             NaN   Male          NaN          NaN  Sometimes   yes   \n",
-       "freq            NaN   1068          NaN          NaN       1401  1866   \n",
-       "mean      24.312600    NaN     1.701677    86.586058        NaN   NaN   \n",
-       "std        6.345968    NaN     0.093305    26.191172        NaN   NaN   \n",
-       "min       14.000000    NaN     1.450000    39.000000        NaN   NaN   \n",
-       "25%       19.947192    NaN     1.630000    65.473343        NaN   NaN   \n",
-       "50%       22.777890    NaN     1.700499    83.000000        NaN   NaN   \n",
-       "75%       26.000000    NaN     1.768464   107.430682        NaN   NaN   \n",
-       "max       61.000000    NaN     1.980000   173.000000        NaN   NaN   \n",
-       "\n",
-       "               FCVC          NCP   SCC SMOKE         CH2O  \\\n",
-       "count   2111.000000  2111.000000  2111  2111  2111.000000   \n",
-       "unique          NaN          NaN     2     2          NaN   \n",
-       "top             NaN          NaN    no    no          NaN   \n",
-       "freq            NaN          NaN  2015  2067          NaN   \n",
-       "mean       2.419043     2.685628   NaN   NaN     2.008011   \n",
-       "std        0.533927     0.778039   NaN   NaN     0.612953   \n",
-       "min        1.000000     1.000000   NaN   NaN     1.000000   \n",
-       "25%        2.000000     2.658738   NaN   NaN     1.584812   \n",
-       "50%        2.385502     3.000000   NaN   NaN     2.000000   \n",
-       "75%        3.000000     3.000000   NaN   NaN     2.477420   \n",
-       "max        3.000000     4.000000   NaN   NaN     3.000000   \n",
-       "\n",
-       "       family_history_with_overweight          FAF          TUE       CAEC  \\\n",
-       "count                            2111  2111.000000  2111.000000       2111   \n",
-       "unique                              2          NaN          NaN          4   \n",
-       "top                               yes          NaN          NaN  Sometimes   \n",
-       "freq                             1726          NaN          NaN       1765   \n",
-       "mean                              NaN     1.010298     0.657866        NaN   \n",
-       "std                               NaN     0.850592     0.608927        NaN   \n",
-       "min                               NaN     0.000000     0.000000        NaN   \n",
-       "25%                               NaN     0.124505     0.000000        NaN   \n",
-       "50%                               NaN     1.000000     0.625350        NaN   \n",
-       "75%                               NaN     1.666678     1.000000        NaN   \n",
-       "max                               NaN     3.000000     2.000000        NaN   \n",
-       "\n",
-       "                       MTRANS      NObeyesdad  \n",
-       "count                    2111            2111  \n",
-       "unique                      5               7  \n",
-       "top     Public_Transportation  Obesity_Type_I  \n",
-       "freq                     1580             351  \n",
-       "mean                      NaN             NaN  \n",
-       "std                       NaN             NaN  \n",
-       "min                       NaN             NaN  \n",
-       "25%                       NaN             NaN  \n",
-       "50%                       NaN             NaN  \n",
-       "75%                       NaN             NaN  \n",
-       "max                       NaN             NaN  "
-      ]
-     },
-     "execution_count": 132,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.describe(include='all')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Podemos acompanhar a quantidade, média, desvio padrão, valor mínimo, os quartis e o valor máximo, respectivamente.\n",
-    "***"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 130,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Age                               float64\n",
-       "Gender                             object\n",
-       "Height                            float64\n",
-       "Weight                            float64\n",
-       "CALC                               object\n",
-       "FAVC                               object\n",
-       "FCVC                              float64\n",
-       "NCP                               float64\n",
-       "SCC                                object\n",
-       "SMOKE                              object\n",
-       "CH2O                              float64\n",
-       "family_history_with_overweight     object\n",
-       "FAF                               float64\n",
-       "TUE                               float64\n",
-       "CAEC                               object\n",
-       "MTRANS                             object\n",
-       "NObeyesdad                         object\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 130,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Normal_Weight' 'Overweight_Level_I' 'Overweight_Level_II'\n",
+      " 'Obesity_Type_I' 'Insufficient_Weight' 'Obesity_Type_II'\n",
+      " 'Obesity_Type_III']\n"
+     ]
     }
    ],
    "source": [
-    "df.dtypes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Podemos observar o tipo de cada um dos dados.\n",
-    "***"
+    "unique_values = df['NObeyesdad'].unique()\n",
+    "print(unique_values)"
    ]
   },
   {
@@ -1015,7 +651,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "São 17 variáveis: 9 qualitativas, sendo 6 nominais e 3 ordinais; e 8 quantitativas sendo 7 contínuas e 1 discreta.\n",
+    "São 17 variáveis: \n",
+    "- 9 qualitativas, sendo 6 nominais e 3 ordinais;\n",
+    "- 8 quantitativas sendo 7 contínuas e 1 discreta;\n",
     "***"
    ]
   },
@@ -1059,12 +697,45 @@
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 8,
    "metadata": {
     "tags": []
    },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 2111 entries, 0 to 2110\n",
+      "Data columns (total 17 columns):\n",
+      " #   Column                          Non-Null Count  Dtype  \n",
+      "---  ------                          --------------  -----  \n",
+      " 0   Age                             2111 non-null   float64\n",
+      " 1   Gender                          2111 non-null   object \n",
+      " 2   Height                          2111 non-null   float64\n",
+      " 3   Weight                          2111 non-null   float64\n",
+      " 4   CALC                            2111 non-null   object \n",
+      " 5   FAVC                            2111 non-null   object \n",
+      " 6   FCVC                            2111 non-null   float64\n",
+      " 7   NCP                             2111 non-null   float64\n",
+      " 8   SCC                             2111 non-null   object \n",
+      " 9   SMOKE                           2111 non-null   object \n",
+      " 10  CH2O                            2111 non-null   float64\n",
+      " 11  family_history_with_overweight  2111 non-null   object \n",
+      " 12  FAF                             2111 non-null   float64\n",
+      " 13  TUE                             2111 non-null   float64\n",
+      " 14  CAEC                            2111 non-null   object \n",
+      " 15  MTRANS                          2111 non-null   object \n",
+      " 16  NObeyesdad                      2111 non-null   object \n",
+      "dtypes: float64(8), object(9)\n",
+      "memory usage: 280.5+ KB\n"
+     ]
+    }
+   ],
    "source": [
-    "Iniciaremos com as estatísticas descritivas e posteriormente com visualizações das distribuições."
+    "df.info()"
    ]
   },
   {
@@ -1401,7 +1072,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "- As idades dos voluntários variam de 14 a 61 anos, com uma média de aproximadamente 24 anos. \n",
+    "- As idades dos voluntários variam de 14 a 61 anos, com uma média de aproximadamente 24 anos de idade. \n",
     "- O gênero dos voluntários é distribuído entre masculino e feminino, com uma ligeira predominância de participantes masculinos.\n",
     "- A altura dos voluntários varia de 1.45 a 1.98 metros, com uma média de aproximadamente 1.70 metros.\n",
     "- O peso dos voluntários varia de 39 a 173 kg, com uma média de aproximadamente 86.59 kg.\n",
@@ -1417,13 +1088,22 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 125,
+   "cell_type": "markdown",
    "metadata": {},
+   "source": [
+    "## Matriz de Correlação"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x800 with 2 Axes>"
       ]
@@ -1433,7 +1113,6 @@
     }
    ],
    "source": [
-    "# Correlation heatmap\n",
     "plt.figure(figsize=(10, 8))\n",
     "\n",
     "numeric_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
@@ -1441,7 +1120,7 @@
     "corr_matrix = df[numeric_cols].corr()\n",
     "\n",
     "sns.heatmap(corr_matrix, annot=True, cmap=\"YlGnBu\")\n",
-    "plt.title(\"Feature Correlation Heatmap\", fontsize=16, fontweight=\"bold\")\n",
+    "plt.title(\"Matriz de Correlação\", fontsize=16, fontweight=\"bold\")\n",
     "plt.show()"
    ]
   },
@@ -1455,14 +1134,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
-   "metadata": {},
+   "execution_count": null,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# fig, axes = plt.subplots(nrows=3, ncols=3, figsize=(18, 6))\n",
+    "\n",
+    "# order_colors = {\"Male\": \"gray\", \"Female\": \"purple\"}\n",
+    "# sns.countplot(x=\"Gender\", data=df, order=order_colors.keys(), palette=order_colors.values(), ax=axes[0], orient='h')\n",
+    "# axes[0].set_title(\"Distribuição dos Gêneros\", fontsize=14, fontweight=\"bold\")\n",
+    "# axes[0].set_xticklabels(axes[0].get_xticklabels(), rotation=45)\n",
+    "# for i, count in enumerate(df[\"Gender\"].value_counts()):\n",
+    "#     axes[0].text(i, count, str(count), ha='center', va='bottom')\n",
+    "\n",
+    "# caec_order = df['CAEC'].value_counts().index\n",
+    "# sns.countplot(x='CAEC', data=df, order=caec_order, palette='viridis', ax=axes[1], orient='h')\n",
+    "# axes[1].set_title('Distribuição da Frequência de Atividades Físicas', fontsize=16, fontweight='bold')\n",
+    "# axes[1].set_xlabel('Frequência de Atividades Físicas')\n",
+    "# axes[1].set_ylabel('Número de Indivíduos')\n",
+    "# axes[1].set_xticklabels(axes[1].get_xticklabels(), rotation=45)\n",
+    "\n",
+    "# sorted_obesity_levels = df['NObeyesdad'].value_counts().index\n",
+    "# sns.countplot(x=\"NObeyesdad\", data=df, order=sorted_obesity_levels, palette=\"Greens_d\", ax=axes[2], orient='h')\n",
+    "# axes[2].set_title(\"Distribuição dos Níveis de Obesidade\", fontsize=14, fontweight=\"bold\")\n",
+    "# axes[2].set_xticklabels(axes[2].get_xticklabels(), rotation=45)\n",
+    "# for i, count in enumerate(df['NObeyesdad'].value_counts()):\n",
+    "#     axes[2].text(i, count, str(count), ha='center', va='bottom')\n",
+    "\n",
+    "# plt.tight_layout()\n",
+    "# plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 1800x600 with 3 Axes>"
+       "<Figure size 1200x1200 with 9 Axes>"
       ]
      },
      "metadata": {},
@@ -1470,30 +1186,30 @@
     }
    ],
    "source": [
-    "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(18, 6))\n",
-    "\n",
-    "order_colors = {\"Male\": \"gray\", \"Female\": \"purple\"}\n",
-    "sns.countplot(x=\"Gender\", data=df, order=order_colors.keys(), palette=order_colors.values(), ax=axes[0])\n",
-    "axes[0].set_title(\"Distribuição dos Gêneros\", fontsize=14, fontweight=\"bold\")\n",
-    "axes[0].set_xticklabels(axes[0].get_xticklabels(), rotation=45)\n",
-    "for i, count in enumerate(df[\"Gender\"].value_counts()):\n",
-    "    axes[0].text(i, count, str(count), ha='center', va='bottom')\n",
-    "\n",
-    "caec_order = df['CAEC'].value_counts().index\n",
-    "sns.countplot(x='CAEC', data=df, order=caec_order, palette='viridis', ax=axes[1])\n",
-    "axes[1].set_title('Distribuição da Frequência de Atividades Físicas', fontsize=16, fontweight='bold')\n",
-    "axes[1].set_xlabel('Frequência de Atividades Físicas')\n",
-    "axes[1].set_ylabel('Número de Indivíduos')\n",
-    "axes[1].set_xticklabels(axes[1].get_xticklabels(), rotation=45)\n",
-    "\n",
-    "sorted_obesity_levels = df['NObeyesdad'].value_counts().index\n",
-    "sns.countplot(x=\"NObeyesdad\", data=df, order=sorted_obesity_levels, palette=\"Greens\", ax=axes[2])\n",
-    "axes[2].set_title(\"Distribuição dos Níveis de Obesidade\", fontsize=14, fontweight=\"bold\")\n",
-    "axes[2].set_xticklabels(axes[2].get_xticklabels(), rotation=45)\n",
-    "for i, count in enumerate(df['NObeyesdad'].value_counts()):\n",
-    "    axes[2].text(i, count, str(count), ha='center', va='bottom')\n",
-    "\n",
-    "plt.tight_layout()\n",
+    "fig, axes = plt.subplots(3, 3, figsize=(12,12))\n",
+    "plt.tight_layout(pad=4, w_pad=15, h_pad=5)\n",
+    "fig.suptitle('Distribuição de variáveis qualitativas', fontweight='bold')\n",
+    "for i, variavel in enumerate(dicionario.query(\"tipo == 'qualitativa'\").variavel.to_list()):\n",
+    "    order = df[variavel].value_counts().index\n",
+    "    ax = sns.countplot(\n",
+    "        data=df,\n",
+    "        y=variavel,\n",
+    "        ax=axes.flatten()[i],\n",
+    "        alpha=0.9,\n",
+    "        order=order,\n",
+    "        palette=\"Greens_d\"\n",
+    "    )\n",
+    "    ax.bar_label(\n",
+    "        ax.containers[0],\n",
+    "        fmt='%.0f',\n",
+    "        label_type='edge',\n",
+    "        color='black'\n",
+    "    )\n",
+    "    ax.set(frame_on=False)\n",
+    "    ax.axvline(0, color=\"k\", clip_on=False)\n",
+    "    ax.set_title(f\"Distribuição da variável '{variavel}'\")\n",
+    "    ax.set_xlabel('Quantidade')\n",
+    "    ax.grid(axis='x', linestyle='-')\n",
     "plt.show()"
    ]
   },
@@ -1501,22 +1217,29 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "- Podemos observar que há mais pessoas do gênero masculino que feminino nesse conjunto de dados.\n",
-    "- A maioria pratica atividade física algumas vezes\n",
-    "- Nota-se que os dois níveis mais recorrentes são Obesidade tipo I e tipo III, respecitivamente\n",
+    "- Podemos observar que a distribuição do sexo está balanceada\n",
+    "- A maioria pratica atividade física algumas vezes, contudo, uma parte considerável não pratica atividade nenhuma.\n",
+    "- A maioria dos indivíduos consome alimentos altamente calóricos\n",
+    "- A maioria dos indivíduos não monitora as calorias ingeridas diariamente\n",
+    "- Grande parte dos indivíduos não fuma\n",
+    "- Grande parte dos indivíduos tem alguem na família que sofre ou sofreu de excesso de peso\n",
+    "- A maioria dos indivíduos, as vezes, consomem algum alimento entre as refeições\n",
+    "- Nota-se que os dois maiores níveis de são Obesidade tipo I e tipo III, respectivamente, contudo, não há uma alta variação entre os níveis.\n",
     "***"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
-   "metadata": {},
+   "execution_count": 31,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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sqVmzZmnQoEE202bOnClnZ2frDwonT55U1apVdfHiRfXq1Us5cuTQlClT9Oyzz2rOnDnWfcL0jtG9brPvvPOOihcvri+//FLvv/++ChYsaJ3n7NmzdfHiRb388svKkSOHNmzYoLFjx+rvv//W7NmzJd34m/n2229t5hkfH6++ffsqd+7ctx1fSVq6dKmaNWumsLAwDR8+XKdPn1bnzp2txcs7udv94bT2qdOSns+tFI/6PvXhw4c1btw41apVy3HOVDAA7lpCQoKRZJo0aZJq2tmzZ82///5rfVy8eNE6rU6dOqZ06dLm8uXL1rbk5GRTtWpVU7RoUWtbVFSUkWSqVatmrl+/bjP/m+eXYt26dUaSmTp1qrVt5cqVRpJZuXKlta1mzZpGkvnuu++sbXv37jWSjJOTk/njjz+s7UuWLDGSTFRUlLWta9euJjg42Jw6dcpm+a1btzb+/v7W2FKWXbJkSXPlyhVrv88++8xIMjt27LC2NWjQwOTPnz/VOn377bfGycnJ/PrrrzbtX3zxhZFkfvvtt1SvSXH9+nVTsGBBkz9/fnP27FmbacnJydb/lytXzuTOnducPn3a2rZt2zbj5ORkOnToYG0bNGiQkWS6dOliM6/nnnvO5MiRw/r8008/NZLMv//+e9vYRo8ebSSZadOmWduuXr1qwsPDjY+Pj0lMTDTGGBMTE2MkmVy5cpn4+Hhr3wEDBhhJpmzZsubatWvW9jZt2hg3NzfrtnXu3DkTEBBgunXrZrP82NhY4+/vn6r9VgMGDDCurq7mzJkz1rYrV66YgIAAm3FI7zbx8ccfG0lm/vz51j6XLl0yJUqUsNlOk5OTTdGiRU1kZKTNe3Xx4kVTsGBB8/TTT1vbRo0aZSSZmJiYVPGn9XcSGRlpChUqZNNWs2ZNU7NmTevzxo0bm1KlSt1hZGz973//M5LMhx9+mO7XAABwq/j4eCPJNG7c+I79nn32WSPJmi907NgxzTwqJXe5WXq/G/Pnz28kmTVr1ljb4uLijLu7u3n99detbbNnz06Va95pWd27dzdeXl7WXGXLli1Gkpk9e/btV/g2UnLaL774wqb9bvLHmjVrpvrO//XXX40kM336dJv2xYsXp2q/NYeYNGmSkWQ++eSTVPGm5DTz5883kswHH3xgM7158+bGYrGYgwcPGmOMOXLkiHF2djbDhg2z6bdjxw7j4uJibX8QY/jxxx9b265cuWLNj69evWqM+b+8vlChQqne1zvtb9y8X3LlyhUTFBRkmjVrZm1Lz3gZY4wkM2jQIOvzlG372WeftXnNK6+8YiSZbdu2WdsyKx9MMXHixFT7OsYYExYWZp566inr8z59+hhJNtvpuXPnTMGCBU2BAgVMUlKSMSZ9Y3Q322xaUvY7N27caNOe1tgNHz7cWCwWc/To0TTnlZycbBo2bGh8fHzMrl277rjccuXKmeDgYJv9nKVLlxpJqT7Tbt0G0rs/fKd96pRpN+9HpOdzy5hHf5/6+PHjpkCBAqZAgQLmxIkTqaY/qjitHrgHiYmJkv7vF5mb1apVS7ly5bI+xo8fL0k6c+aMVqxYoZYtW+rcuXM6deqUTp06pdOnTysyMlIHDhzQ8ePHbebVrVu3VNdC8fT0tP7/2rVrOn36tIoUKaKAgAD9+eef/xm7j4+PWrdubX1evHhxBQQEqGTJkjZHwab8//Dhw5IkY4zmzp2rRo0ayRhjjf/UqVOKjIxUQkJCquV37tzZ5lfllCMhUuZ5J7Nnz1bJkiVVokQJm2U99dRTkpTmEYcptmzZopiYGPXp0yfV9XNSTjE7ceKEtm7dqk6dOil79uzW6WXKlNHTTz+tn3/+OdV8X3rpJZvn1atX1+nTp63bQ8qyFixYoOTk5DRj+/nnnxUUFKQ2bdpY21xdXdWrVy+dP39eq1evtunfokULm1/9U96Xdu3a2VyUvEqVKrp69ap1G1q2bJni4+PVpk0bm/FzdnZWlSpV7jh+ktSqVStdu3bN5i7sS5cuVXx8vFq1aiXp7raJxYsXK0+ePHr22Wet8/Pw8FC3bt1slrt161YdOHBAzz//vE6fPm2d34ULF1SnTh2tWbPmtmN7s5v/ThISEnTq1CnVrFlThw8fvuNpZgEBAfr777+1cePG/1zG8uXL9fbbb6tXr17q37//f/YHAOB2zp07J0nWI4tuJ2V6Sv+7cTffjWFhYTZHsObKlUvFixdPVw5367JS8t7q1avr4sWL2rt3ryRZ85slS5akukxReri7u6c6a+N+8seU1/v7++vpp5+2eX2FChXk4+Nzx9fPnTtXOXPm1KuvvppqWkr++fPPP8vZ2Vm9evWymf7666/LGKNffvlF0o0bcyUnJ6tly5Y2cQQFBalo0aLWOO53DF1cXNS9e3frczc3N3Xv3l1xcXHavHmzTd+OHTvavK934uPjo3bt2tnMt3LlyjbbT3rG605uPfIzZT435/CZkQ/erGnTpnJxcdHMmTOtbTt37tTu3but+XNKjJUrV1a1atWsbT4+PnrxxRd15MgR7d69W1L6xuh+ttk7uXnsLly4oFOnTqlq1aoyxmjLli1pvmbo0KFatGiRJk+erLCwsNvOO2U/rGPHjjb7OU8//fQdX5dWbOnZH05rn/q/5nu7z60Uj/I+datWrZSYmKhly5YpKCjoP5fxqOC0euAepCSm58+fTzVt4sSJOnfunE6ePGmTFBw8eFDGGL333nt677330pxvXFyczcWO0zqE/dKlSxo+fLiioqJ0/Phxm+sT/de1haQb1xO5NeHw9/dPdW3UlC+qlGvV/Pvvv4qPj9eXX36pL7/88rbx3yxfvnw2z7Nly2Yzzzs5cOCA9uzZk+qaW7db1s1SrsHz2GOP3bbP0aNHJd34IrtVyZIltWTJklQ3wbrT+vj5+alVq1b6+uuv9cILL+itt95SnTp11LRpUzVv3tx6Y66jR4+qaNGiqW7UlXIqV0pct1tmyvvyX+/XgQMHJMn6xXcrPz+/NNtTlC1bViVKlNDMmTPVtWtXSTdOCcqZM6d1nnezTRw9elSFCxdOte0VKVLE5nlK3Leezn+zhIQE69jfzm+//aZBgwZp3bp1qXYWEhISbnuaWf/+/bV8+XJVrlxZRYoU0TPPPKPnn39eTz75ZKq+06ZNk6+vb6rTbAAAuFvpLXqeO3dOFovFejmZu3E334235h/SjbwnPTmcdONSQ++++65WrFhh/RH55mVJN/Lcvn376pNPPtH06dNVvXp1Pfvss2rXrt1/ng4uSXny5El1avf95I8pr09ISLjtKcH/lX8WL178jnfUPnr0qEJCQlIVwW/NAw8cOCBjjIoWLZrmfFJOk77fMQwJCUl1w9dixYpJunFt1ieeeMLafjen1qa1v5EtWzZt377d+jw943Unt45N4cKF5eTkZHMNyczIB2+WM2dO1alTR7NmzdLQoUMl3cifXVxc1LRpU2u/o0ePpnlptpu3g8ceeyxdY3Q/2+ydHDt2TAMHDtTChQtT/d2ntc+5ePFiDRkyRAMGDFCzZs3uOO+U7Tyt7bt48eL/ecDP3e4Pp3fbTc/nVopHdZ/6yJEjWrt2rf73v/+l2k971FEcBe6Bv7+/goODtXPnzlTTUr7obr0gdMrRbv369bNer/FWt34ApfXr7KuvvqqoqCj16dNH4eHh8vf3l8ViUevWrdN1RN3tfjW7XXvKl03KvNu1a3fbwlWZMmXuap53kpycrNKlS+uTTz5Jc/qtXzyZ4b/Wx9PTU2vWrNHKlSv1008/afHixZo5c6aeeuopLV269J7uiHi/79e3336b5i9+6UlEW7VqpWHDhunUqVPy9fXVwoUL1aZNG+tr72Wb+C8p8xw1apTKlSuXZp+0jti+2aFDh1SnTh2VKFFCn3zyiUJDQ+Xm5qaff/5Zn3766R3/TkqWLKl9+/Zp0aJFWrx4sebOnavPP/9cAwcOTHWB/dOnTyt79uyPxB1OAQD25e/vr5CQEJviUVq2b9+uvHnzWr97bneE3a03ELnb78b7yeHi4+NVs2ZN+fn56f3331fhwoXl4eGhP//8U/3797dZ1scff6xOnTppwYIFWrp0qXr16mW9huR/XXswrTz5fvPH5ORk5c6dW9OnT09z+u0KDA9acnKyLBaLfvnllzTfi5tzofsZw7uR3qNGpfvbfu7VrX8LmZUP3qp169bq3Lmztm7dqnLlymnWrFmqU6fOPf2gkR4Zsc0mJSXp6aef1pkzZ9S/f3+VKFFC3t7eOn78uDp16pRq7GJiYtS2bVs9/fTT+uCDD+5pPe7G3e4Pp2fbvZvPLenR3ac+ffq0JKV5w+lHHcVR4B41aNBAX3/9tTZs2KDKlSv/Z/9ChQpJuvFLb0RExD0vd86cOerYsaM+/vhja9vly5cVHx9/z/NMj1y5csnX11dJSUn3Ff+tbpfUFy5cWNu2bVOdOnXSdWrNra+VbpzGcrtY8+fPL+nG3SNvtXfvXuXMmTPVL+np4eTkpDp16qhOnTr65JNP9L///U/vvPOOVq5cqYiICOXPn1/bt29XcnKyzdGjKadqpMR1v1LGIHfu3Pf8frVq1UpDhgzR3LlzFRgYqMTERJvTR+5mm8ifP792794tY4zN+3nznRZvjtvPz+8/53m77eLHH3/UlStXtHDhQptfWtN7WpG3t7datWqlVq1a6erVq2ratKmGDRumAQMGWO/aKN34DChfvny65gkAwH9p1KiRJk6cqLVr19qcbpvi119/1ZEjR9S3b19rW7Zs2dLMAW89E+V+vxvTcrvv4VWrVun06dP64YcfVKNGDWt7TExMmv1Lly6t0qVL691339Xvv/+uJ598Ul988cU9FVnuJ39Mef3y5cv15JNP3lUxMOW169ev17Vr1257A5z8+fNr+fLlOnfunM3Ro7fmgSk3bypYsKD1SM47udcx/Oeff1KdKbV//35JStfdxu9HesbrTg4cOGBzRODBgweVnJxsjTuz8sFbNWnSRN27d7eeWr9//34NGDDApk/+/Plvuw+SMl1K3xjdzzZ7Ozt27ND+/fs1ZcoUdejQwdq+bNmyVH0vXbqkpk2bKiAgQN9//32qs+PSkrJ+KWeM3SytcblVRuwP3+3n1r3K6vvUuXLlUo8ePaxHMTsSrjkK3KM333xTXl5e6tKli06ePJlq+q2/5OTOnVu1atXSxIkTdeLEiVT9//3333Qt19nZOdW8x44dm+oIgQfN2dlZzZo109y5c9M8Yja98d/K29s7zdMfWrZsqePHj+urr75KNe3SpUt3vNNg+fLlVbBgQY0ePTrVl2TK2AUHB6tcuXKaMmWKTZ+dO3dq6dKlql+//l2vy5kzZ1K1pRz9eOXKFUlS/fr1FRsba3MtouvXr2vs2LHy8fFRzZo173q5aYmMjJSfn5/+97//6dq1a6mmp+f9KlmypEqXLq2ZM2dq5syZCg4OtkkW7mabiIyM1PHjx7Vw4UJr2+XLl1O9vxUqVFDhwoX10UcfpXnZipvnmZLI3/oep/y6euspNlFRUf+5zim/lqZwc3NTWFiYjDGpxrF+/fo2CSMAAPejX79+8vLyUvfu3VN9H505c0YvvfSS/Pz81LNnT2t74cKFlZCQYHPE6YkTJzRv3jyb19/Pd+Pt3M338NWrV/X555/b9EtMTNT169dt2kqXLi0nJydr3nS37id/THl9UlKS9ZTom12/fv2OxZdmzZrp1KlTGjduXKppKWNRv359JSUlperz6aefymKxWO/k3rRpUzk7O2vIkCGp8n5jjHX7uN8xvH79uiZOnGh9fvXqVU2cOFG5cuVShQoV/vP19yM943UnKfd1SDF27FhJso5hZuWDtwoICFBkZKRmzZqlGTNmyM3NTU2aNLHpU79+fW3YsEHr1q2ztl24cEFffvmlChQoYL3uZnrG6H622dtJa+yMMfrss89S9X3ppZe0f/9+zZs37z8ve5Xi5v2wm/cDly1bZr3e6n/F96D3h9P7uXW/svo+dc6cOdWzZ0+VKFHinuJ4mHHkKHCPihYtqu+++05t2rRR8eLF1bZtW5UtW1bGGMXExOi7776Tk5OTzeks48ePV7Vq1VS6dGl169ZNhQoV0smTJ7Vu3Tr9/fff2rZt238ut2HDhvr222/l7++vsLAwrVu3TsuXL1eOHDkycnUlSR9++KFWrlypKlWqqFu3bgoLC9OZM2f0559/avny5WkWB/9LhQoVNHPmTPXt21eVKlWSj4+PGjVqpPbt22vWrFl66aWXtHLlSj355JNKSkrS3r17NWvWLC1ZskQVK1ZMc55OTk6aMGGCGjVqpHLlyqlz584KDg7W3r17tWvXLi1ZskTSjVO369Wrp/DwcHXt2lWXLl3S2LFj5e/vr8GDB9/1urz//vtas2aNGjRooPz58ysuLk6ff/658ubNaz0C5MUXX9TEiRPVqVMnbd68WQUKFNCcOXP022+/afTo0f95I4b08vPz04QJE9S+fXuVL19erVu3Vq5cuXTs2DH99NNPevLJJ9NMtG7VqlUrDRw4UB4eHuratWuqX4PTu010795d48aNU5s2bdS7d28FBwdr+vTp1l/eU37JdHJy0tdff6169eqpVKlS6ty5s/LkyaPjx49r5cqV8vPz048//ihJ1qT9nXfeUevWreXq6qpGjRrpmWeekZubmxo1aqTu3bvr/Pnz+uqrr5Q7d+40f5i42TPPPKOgoCA9+eSTCgwM1J49ezRu3Dg1aNAg1XvToUMHHTlyJNUlNAAAuBdFihTR1KlT1aZNG5UuXVpdu3ZVwYIFdeTIEX3zzTc6e/asZsyYYXO0XOvWrdW/f38999xz6tWrly5evKgJEyaoWLFiNtftu5/vxtspV66cnJ2dNWLECCUkJMjd3V1PPfWUqlatqmzZsqljx47q1auXLBaLvv3221TFjBUrVqhnz55q0aKFihUrpuvXr+vbb7+1Fg/uxf3kj5JUs2ZNde/eXcOHD9fWrVv1zDPPyNXVVQcOHNDs2bP12WefqXnz5mm+tkOHDpo6dar69u2rDRs2qHr16rpw4YKWL1+uV155RY0bN1ajRo1Uu3ZtvfPOOzpy5IjKli2rpUuXasGCBerTp4/1DJrChQvrgw8+0IABA3TkyBE1adJEvr6+iomJ0bx58/Tiiy+qX79+9z2GISEhGjFihI4cOaJixYpp5syZ2rp1q7788st7OprzbqRnvO4kJiZGzz77rOrWrat169Zp2rRpev7551W2bFlJ97fN300+mJZWrVqpXbt2+vzzzxUZGZnqBrFvvfWWvv/+e9WrV0+9evVS9uzZNWXKFMXExGju3LnWfDs9Y3Q/2+ztlChRQoULF1a/fv10/Phx+fn5ae7cuamucfnTTz9p6tSpatasmbZv327zI42Pj0+qovDNhg8frgYNGqhatWrq0qWLzpw5o7Fjx6pUqVJpHiBxs4zYH07v59aDkJX3qTds2KDatWsrKipKnTp1eoBr/RB4cDe+BxzTwYMHzcsvv2yKFCliPDw8jKenpylRooR56aWXzNatW1P1P3TokOnQoYMJCgoyrq6uJk+ePKZhw4Zmzpw51j5RUVFGktm4cWOq1589e9Z07tzZ5MyZ0/j4+JjIyEizd+9ekz9/ftOxY0drv5UrVxpJZuXKlda2mjVrmlKlSqWaZ/78+U2DBg1StUsyPXr0sGk7efKk6dGjhwkNDTWurq4mKCjI1KlTx3z55Zeplj179myb18bExBhJJioqytp2/vx58/zzz5uAgAAjyeTPn9867erVq2bEiBGmVKlSxt3d3WTLls1UqFDBDBkyxCQkJKSK91Zr1641Tz/9tPH19TXe3t6mTJkyZuzYsTZ9li9fbp588knj6elp/Pz8TKNGjczu3btt+gwaNMhIMv/++69Ne8r7FBMTY4wxJjo62jRu3NiEhIQYNzc3ExISYtq0aWP279+fagxT3kM3NzdTunRpmzG5eaxGjRpl0367sb3dNrNy5UoTGRlp/P39jYeHhylcuLDp1KmT2bRp03+OnzHGHDhwwEgykszatWvT7JOebcIYYw4fPmwaNGhgPD09Ta5cuczrr79u5s6daySZP/74w6bvli1bTNOmTU2OHDmMu7u7yZ8/v2nZsqWJjo626Td06FCTJ08e4+TkZPNeLFy40JQpU8Z4eHiYAgUKmBEjRphJkybZ9DHmxt9EzZo1rc8nTpxoatSoYV1u4cKFzRtvvJHm9lazZk2b7RUAgAdhx44d5vnnnzdBQUHW7zcPDw+za9euNPsvXbrUPPbYY8bNzc0UL17cTJs2zZq73Cy93423ywtv/c40xpivvvrKFCpUyDg7O9vknb/99pt54oknjKenpwkJCTFvvvmmWbJkiU2fw4cPmy5dupjChQsbDw8Pkz17dlO7dm2zfPny/xyj2+W0xqQ/f7zTPL788ktToUIF4+npaXx9fU3p0qXNm2++af755587jsfFixfNO++8YwoWLGgkGRcXF9O8eXNz6NAha59z586Z1157zYSEhBhXV1dTtGhRM2rUKJOcnJwqjrlz55pq1aoZb29v4+3tbUqUKGF69Ohh9u3b98DGcNOmTSY8PNx4eHiY/Pnzm3Hjxtn0u13uefO09OxvdOzYMVXedPN4peSQt46XJDNo0CDr85Rte/fu3aZ58+bG19fXZMuWzfTs2dNcunTJZv6ZkQ+mJTEx0Xh6ehpJZtq0aWn2OXTokGnevLkJCAgwHh4epnLlymbRokWp+qVnjIxJ3zabltvtQ+zevdtEREQYHx8fkzNnTtOtWzezbds2m325lNem9UhPjjx37lxTsmRJ4+7ubsLCwswPP/yQ5nZy6zaQ3v3hO+1T37ofZ0z6PreMebT3qVOWeeu+qSOwGJOBV0UGAOAORo8erddee01///238uTJY+9wAADIcqZOnapOnTqpXbt2mjp1qr3DQTpNmzZNP//8s7777jt7h5KmWrVq6dSpU2me2puVDR48WEOGDNG///6bYTc5AuB4uOYoACBTXLp0yeb55cuXNXHiRBUtWpTCKAAAt9GhQwcNHz5c3377rd5++217h4N0atSokebMmXPP108FAGQerjkKAMgUTZs2Vb58+VSuXDklJCRo2rRp2rt3r6ZPn27v0AAAyNL69++v/v372zsMpMOePXu0dOlS/fPPP7p27ZouX74sd3d3e4cFALgDiqMAgEwRGRmpr7/+WtOnT1dSUpLCwsI0Y8YMtWrVyt6hAQAAPBCXL1/WBx98oMuXL+vtt9+Wv7+/vUMCAPwHrjkKAAAAAAAAwCFxzVEAAAAAAAAADoniKAAAAAAAAACHxDVHM0FycrL++ecf+fr6ymKx2DscAACQDsYYnTt3TiEhIXJy4vdk4FFCfg4AwMMno/JziqOZ4J9//lFoaKi9wwAAAPfgr7/+Ut68ee0dBoAHiPwcAICH14POzymOZgJfX19JN948Pz8/O0cDAADSIzExUaGhodbvcQCPDvJzAAAePhmVn1MczQQpp+r4+fmRfAEA8JDhlFvg0UN+DgDAw+tB5+dcQAsAAAAAAACAQ6I4CgAAAAAAAMAhURwFAAAAAAAA4JC45igAwOElJSXp2rVr9g4DmczV1VXOzs72DgMAAAD3gBz+0WOv/JziKADAYRljFBsbq/j4eHuHAjsJCAhQUFAQN10CAAB4SJDDP9rskZ9THAUAOKyUpCp37tzy8vKiQOZAjDG6ePGi4uLiJEnBwcF2jggAAADpQQ7/aLJnfk5xFADgkJKSkqxJVY4cOewdDuzA09NTkhQXF6fcuXNzij0AAEAWRw7/aLNXfs4NmQAADinl+kReXl52jgT2lPL+c70qAACArI8c/tFnj/yc4igAwKFxGo5j4/0HAAB4+JDDPbrs8d5SHAUAAAAAAADgkCiOAgAAAAAAAHBI3JAJAIBbFHjrp0xd3pEPG9xV/06dOmnKlCmp2g8cOKAiRYpIunEXz2HDhumnn37S8ePHlTt3bpUrV059+vRR9erVFRISon79+umtt95KNZ+hQ4dq3Lhx+vvvv+Xq6qqrV69q9OjRmj59ug4cOCAvLy8VL15cL7zwgtq1aydXV9dU81i1apVq166tgIAAnThxQh4eHtZpGzduVOXKlSXduCslAAAAcD8elvx9+PDhNvn3/Pnz9dxzz9nkxMYYffXVV/rmm2+0a9cuubi4qEiRImrXrp1efPFFeXl5afDgwRoyZIgkydnZWXnz5tVzzz2noUOHysfHJ80YatWqpdWrV6eKQZIaNGign3/+WYMGDdLgwYPvat0eBRw5CgDAQ6hu3bo6ceKEzaNgwYKSpCNHjqhChQpasWKFRo0apR07dmjx4sWqXbu2evToITc3N7Vr105RUVGp5muM0eTJk9WhQwdrYTQyMlIffvihXnzxRf3+++/asGGDevToobFjx2rXrl13jNPX11fz5s2zafvmm2+UL1++BzcYAAAAQBbn4eGhESNG6OzZs3fs1759e/Xp00eNGzfWypUrtXXrVr333ntasGCBli5dau1XqlQpnThxQkeOHNGIESP05Zdf6vXXX7/jvENDQzV58mSbtuPHjys6OlrBwcH3vG4PO4qjAAA8hNzd3RUUFGTzcHZ2liS98sorslgs2rBhg5o1a6ZixYqpVKlS6tu3r/744w9JUteuXbV//36tXbvWZr6rV6/W4cOH1bVrV0nS6NGjtWbNGkVHR6tHjx4qV66cChUqpOeff17r169X0aJF7xhnx44dNWnSJOvzS5cuacaMGerYsWOqvmvXrlX16tXl6emp0NBQ9erVSxcuXLBO//bbb1WxYkX5+voqKChIzz//vOLi4qzTV61aJYvFoujoaFWsWFFeXl6qWrWq9u3bd5ejCwAAADxYERERCgoK0vDhw2/bZ9asWZo+fbq+//57vf3226pUqZIKFCigxo0ba8WKFapdu7a1r4uLi4KCgpQ3b161atVKbdu21cKFC+8YQ8OGDXXq1Cn99ttv1rYpU6bomWeeUe7cuW36XrlyRf369VOePHnk7e2tKlWqaNWqVdbpp0+fVps2bZQnTx55eXmpdOnS+v77723mUatWLfXq1UtvvvmmsmfPrqCgoCx5ZCrFUQAAHiFnzpzR4sWL1aNHD3l7e6eaHhAQIEkqXbq0KlWqZFO4lKSoqChVrVpVJUqUkCRNnz5dERERevzxx1PNy9XVNc1l3Kx9+/b69ddfdezYMUnS3LlzVaBAAZUvX96m36FDh1S3bl01a9ZM27dv18yZM7V27Vr17NnT2ufatWsaOnSotm3bpvnz5+vIkSPq1KlTqmW+8847+vjjj7Vp0ya5uLioS5cud4wRAAAAyGjOzs763//+p7Fjx+rvv/9Os8/06dNVvHhxNW7cONU0i8Uif3//287f09NTV69evWMMbm5uatu2rc0ZZJMnT04zX+7Zs6fWrVunGTNmaPv27WrRooXq1q2rAwcOSJIuX76sChUq6KefftLOnTv14osvqn379tqwYYPNfKZMmSJvb2+tX79eI0eO1Pvvv69ly5bdMc7MRnEUAICH0KJFi+Tj42N9tGjRQpJ08OBBGWOsxc076dq1q2bPnq3z589Lks6dO6c5c+bYJEcHDhxI17xuJ3fu3KpXr5719J1JkyalmXwNHz5cbdu2VZ8+fVS0aFFVrVpVY8aM0dSpU3X58mVJUpcuXVSvXj0VKlRITzzxhMaMGaNffvnFGn+KYcOGqWbNmgoLC9Nbb72l33//3ToPAAAAwF6ee+45lStXToMGDUpz+oEDB1S8ePG7nu/mzZv13Xff6amnnvrPvl26dNGsWbN04cIFrVmzRgkJCWrYsKFNn2PHjikqKkqzZ89W9erVVbhwYfXr10/VqlWzFlbz5Mmjfv36Wc8se/XVV1W3bl3NmjXLZl5lypTRoEGDVLRoUXXo0EEVK1ZUdHT0Xa9jRqI4CgDAQ6h27draunWr9TFmzBhJd3eDozZt2igpKcmawMycOVNOTk5q1aqVtc+DuGFSly5dNHnyZB0+fFjr1q1T27ZtU/XZtm2bJk+ebFPwjYyMVHJysmJiYiTdSPoaNWqkfPnyydfXVzVr1pQk61GpKcqUKWP9f8q1k24+/R4AAACwlxEjRmjKlCnas2dPqml3k3vv2LFDPj4+8vT0VOXKlRUeHq5x48b95+vKli2rokWLas6cOZo0aZLat28vFxfb+7Xv2LFDSUlJKlasmE1+vnr1ah06dEiSlJSUpKFDh6p06dLKnj27fHx8tGTJkjvm5tKN/Dyr5ebcrR4AgIeQt7e39c70NytatKgsFov27t37n/Pw8/NT8+bNFRUVpS5duigqKkotW7a0ucNlsWLF0jWvO6lXr55efPFFde3aVY0aNVKOHDlS9Tl//ry6d++uXr16pZqWL18+XbhwQZGRkYqMjNT06dOVK1cuHTt2TP+PvTsPt2s++8f/PpnnAZGBRBJBkJjHeAgVYh5qKqkgpqelpKVqaAWhoRQ1tehXkrZUzTRaGiRqHoqQmiKGqCKmJJIgJOv3h1/O4zhJnEROTpL1el3Xua6z1/rste/92fvsfe/3WXut/v37V/v6UMOGDSt/r6ioSJLMmTPnW90HAABYHLbZZpv0798/p5xySrVDRC1M773WWmvljjvuSIMGDdKpU6c0atSoxjUMGjQol19+eZ5//vlqX4NPvuzN69evn3/961+V5zWYa+5nhfPPPz+/+c1vcvHFF6d3795p3rx5Bg8evMDePPmyP1/aenN7jgLAcmSFFVZI//79c/nll1c5mdFcU6ZMqXL58MMPz4MPPphRo0bl4YcfrjwR01wHHXRQ7rnnnjz99NPVtvX555/P8za+rkGDBhk4cGDGjh073+N/brTRRnn++efTo0ePaj+NGjXKiy++mA8++CDnnntutt566/Ts2XOp+48zAADUxLnnnpu//vWveeSRR6osP+igg/Lyyy/n9ttvr3adoigyderUysuNGjVKjx490rVr14UKRufeznPPPZdevXplnXXWqbZ+ww03zOzZszN58uRqvXmHDh2SJA899FD23HPPfP/738/666+f7t275+WXX16oOpYWwlEAWM5cfvnlmT17djbbbLPcfPPNmTBhQl544YVccskl2XLLLauM3WabbdKjR48MHDgwPXv2TJ8+faqsHzx4cLbaaqtsv/32ufzyyzNu3Li8+uqrueGGG7LFFltUHpD9mwwdOjTvvfde+vfvP8/1P/vZz/Lwww/n2GOPzTPPPJMJEybk9ttvrzwhU5cuXdKoUaNceumlefXVV3PHHXdk6NChizA7AABQt3r37p0BAwZUHhprrv333z8HHHBADjzwwPzyl7/Mk08+mTfeeCOjRo1Kv379MmbMmMVy+23bts3bb78932N/rrnmmhkwYEAGDhyYW265Ja+99loef/zxDBs2LHfeeWeSL7+xNnr06Dz88MN54YUXcvTRR+fdd99dLPUtab5WDwBf8/q5u9Z1Cd9K9+7d89RTT+Wcc87JCSeckLfffjvt2rXLxhtvnN/+9rdVxlZUVGTQoEE59dRTc8opp1TbVuPGjTN69OhcdNFFufLKK3PiiSemWbNmWXvttXPcccelV69eNaqpUaNGWWmllea7fr311sv999+f0047LVtvvXWKosjqq69eefzTdu3aZcSIETn11FNzySWXZKONNsoFF1yQPfbYYyFmBgCA5dGy2L+fddZZ+ctf/lJlWUVFRa677rpcddVVueaaa3LOOeekQYMGlSczmt+OBouiTZs2C1w/fPjwnH322TnhhBPy1ltvZaWVVsoWW2xRefKmn//853n11VfTv3//NGvWLEcddVT22muvKnu3LisqisVxpgUWaNq0aWndunWmTp2aVq1a1XU5ACT59NNP89prr6Vbt25p0qRJXZdDHVnQ88D7Nyy//H0DLJv08Mu/uujPfa0eAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBKDXnJSw3jz8AwLJHD7f8qovHVjgKQCk1bNgwSTJz5sw6roS6NPfxn/t8AABg6aWHX/7VRX/eYIndEgAsRerXr582bdpk8uTJSZJmzZqloqKijqtiSSmKIjNnzszkyZPTpk2b1K9fv65LAgDgG+jhl1912Z8LRwEorQ4dOiRJZXNF+bRp06byeQAAwNJPD798q4v+XDgKQGlVVFSkY8eOWXnllfP555/XdTksYQ0bNrTHKADAMkYPv/yqq/5cOApA6dWvX19IBgAAyxA9PIuLEzIBAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEqpQV0XUCa9htydeo2b1XUZAJTQ6+fuWtclACx19OcAsHgti5877DkKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQc/YrXX389FRUVeeaZZ+q6FAAAKD39OQBQ25b5cPTQQw9NRUVF/vd//7faumOOOSYVFRU59NBDl3xhAABQQvpzAGBZssyHo0nSuXPnXH/99fnkk08ql3366ae57rrr0qVLlzqsDAAAykd/DgAsK5aLcHSjjTZK586dc8stt1Quu+WWW9KlS5dsuOGGlcvuuuuu/M///E/atGmTFVdcMbvttlsmTpy4wG2PHz8+O++8c1q0aJH27dvn4IMPzvvvv19r9wUAAJZ1+nMAYFmxXISjSTJo0KAMHz688vI111yTww47rMqYGTNm5Cc/+UmefPLJ3HvvvalXr1723nvvzJkzZ57bnDJlSr7zne9kww03zJNPPpm77ror7777bvbff/8F1vLZZ59l2rRpVX4AAKBM9OcAwLKgQV0XsLh8//vfzymnnJI33ngjSfLQQw/l+uuvz9ixYyvH7LPPPlWuc80116Rdu3Z5/vnn06tXr2rbvOyyy7Lhhhvml7/8ZZXrdO7cOS+//HLWXHPNedYybNiwnHnmmYvhXgEAwLJJfw4ALAuWmz1H27Vrl1133TUjRozI8OHDs+uuu2allVaqMmbChAk58MAD071797Rq1Spdu3ZNkkyaNGme2xw3blzGjBmTFi1aVP707NkzSRb4dZ9TTjklU6dOrfx58803F8+dBACAZYT+HABYFiw3e44mX35159hjj02SXH755dXW77777llttdVy9dVXp1OnTpkzZ0569eqVWbNmzXN706dPz+67757zzjuv2rqOHTvOt47GjRuncePGi3gvAABg+aA/BwCWdstVOLrTTjtl1qxZqaioSP/+/aus++CDD/LSSy/l6quvztZbb50kefDBBxe4vY022ig333xzunbtmgYNlqupAgCAWqc/BwCWdsvN1+qTpH79+nnhhRfy/PPPp379+lXWtW3bNiuuuGKuuuqqvPLKK7nvvvvyk5/8ZIHbO+aYY/Lhhx/mwAMPzBNPPJGJEyfm7rvvzmGHHZbZs2fX5l0BAIBlnv4cAFjaLVfhaJK0atUqrVq1qra8Xr16uf766/Ovf/0rvXr1yo9//OOcf/75C9xWp06d8tBDD2X27NnZcccd07t37wwePDht2rRJvXrL3dQBAMBipz8HAJZmFUVRFHVdxPJu2rRpad26dToPviH1Gjer63IAKKHXz921rktY5sx9/546deo8gx1g2aU/B4DaUZufO2qrP/fvVQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUUoO6LqBMxp/ZP61atarrMgAAgOjPAQB7jgIAAAAAJSUcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKKWFDkeLosikSZPy6aef1kY9AADAQtCfAwAsukUKR3v06JE333yzNuoBAAAWgv4cAGDRLXQ4Wq9evayxxhr54IMPaqMeAABgIejPAQAW3SIdc/Tcc8/NT3/604wfP35x1wMAACwk/TkAwKKpKIqiWNgrtW3bNjNnzswXX3yRRo0apWnTplXWf/jhh4utwOXBtGnT0rp160ydOjWtWrWq63IAgBrw/s2yRH++cPx9A8Cyp7bevxssypUuvvjixVYAAADw7ejPAQAWzSKFo4cccsjirgMAAFhE+nMAgEWzSMccTZKJEyfm5z//eQ488MBMnjw5SfL3v/89//73vxdbcQAAQM3ozwEAFt4ihaP3339/evfuncceeyy33HJLpk+fniQZN25chgwZslgLBAAAFkx/DgCwaBYpHD355JNz9tlnZ/To0WnUqFHl8u985zt59NFHF1txAADAN9OfAwAsmkUKR597th7ZyAAAoHVJREFU7rnsvffe1ZavvPLKef/99791UQAAQM3pzwEAFs0ihaNt2rTJ22+/XW35008/nVVWWeVbFwUAANSc/hwAYNEsUjj6ve99Lz/72c/yzjvvpKKiInPmzMlDDz2UE088MQMHDlzcNQIAAAugPwcAWDSLFI7+8pe/TM+ePdO5c+dMnz4966yzTrbZZpv06dMnP//5zxd3jQAAwALozwEAFk1FURTFol550qRJGT9+fKZPn54NN9wwa6yxxuKsbbkxbdq0tG7dOlOnTk2rVq3quhwAoAa8f7Ms0p/XjL9vAFj21Nb7d4Nvc+UuXbqkS5cui6sWAADgW9CfAwAsnBqHoz/5yU9qvNELL7xwkYoBAABqRn8OAPDt1Tgcffrpp6tcfuqpp/LFF19krbXWSpK8/PLLqV+/fjbeeOPFWyEAAFCN/hwA4NurcTg6ZsyYyt8vvPDCtGzZMiNHjkzbtm2TJB999FEOO+ywbL311ou/SgAAoAr9OQDAt7dIJ2RaZZVV8o9//CPrrrtuleXjx4/PjjvumP/+97+LrcDlgQO+A8Cyx/s3yxL9+cLx9w0Ay57aev+ut6jFvPfee9WWv/fee/n444+/dVEAAEDN6c8BABbNIoWje++9dw477LDccsst+c9//pP//Oc/ufnmm3P44Yfnu9/97uKuEQAAWAD9OQDAoqnxMUe/6ne/+11OPPHEHHTQQfn888+/3FCDBjn88MNz/vnnL9YCAQCABdOfAwAsmkU65uhcM2bMyMSJE5Mkq6++epo3b77YClueOKYRACx7vH+zLNKf14y/bwBY9tTW+/ci7Tk6V/PmzbPeeustrloAAIBvQX8OALBwFikcnTFjRs4999zce++9mTx5cubMmVNl/auvvrpYigMAAL6Z/hwAYNEsUjh6xBFH5P7778/BBx+cjh07pqKiYnHXBQAA1JD+HABg0SxSOPr3v/89d955Z7baaqvFXQ8AALCQ9OcAAIum3qJcqW3btllhhRUWdy0AAMAi0J8DACyaRQpHhw4dmtNPPz0zZ85c3PUAAAALSX8OALBoFulr9b/+9a8zceLEtG/fPl27dk3Dhg2rrH/qqacWS3EAAMA3058DACyaRQpH99prr8VcBgAAsKj05wAAi6aiKIqirotY3k2bNi2tW7fO1KlT06pVq7ouBwCoAe/fsPzy9w0Ay57aev9epGOOJsmUKVPy+9//Pqeccko+/PDDJF9+Xeett95abMUBAAA1oz8HAFh4i/S1+meffTb9+vVL69at8/rrr+fII4/MCiuskFtuuSWTJk3KH/7wh8VdJwAAMB/6cwCARbNIe47+5Cc/yaGHHpoJEyakSZMmlct32WWX/POf/1xsxQEAAN9Mfw4AsGgWKRx94okncvTRR1dbvsoqq+Sdd9751kUBAAA1pz8HAFg0ixSONm7cONOmTau2/OWXX067du2+dVEAAEDN6c8BABbNIoWje+yxR84666x8/vnnSZKKiopMmjQpP/vZz7LPPvss1gIBAIAF058DACyaRQpHf/3rX2f69OlZeeWV88knn6Rv377p0aNHWrRokXPOOWdx1wgAACyA/hwAYNEs0tnqW7dundGjR+ehhx7KuHHjMn369Gy00Ubp16/f4q4PAAD4BvpzAIBFs1B7jn7yyScZNWpU5eVRo0bllVdeyTvvvJO//e1vOemkk/Lpp58u9iIBAIDq9OcAAN/OQu05OnLkyNx5553ZbbfdkiSXXXZZ1l133TRt2jRJ8uKLL6Zjx4758Y9/vPgrBQAAqtCfAwB8Owu15+i1116bo446qsqy6667LmPGjMmYMWNy/vnn54YbblisBQIAAPOmPwcA+HYWKhx95ZVX0rt378rLTZo0Sb16/7eJzTbbLM8///ziqw4AAJgv/TkAwLezUF+rnzJlSj777LPKy++9916V9XPmzKmyHgAAqD36cwCAb2eh9hxdddVVM378+Pmuf/bZZ7Pqqqt+66IAAIBvpj8HAPh2Fioc3WWXXXL66afP84yXn3zySc4888zsuuuui604AABg/vTnAADfTkVRFEVNB7/77rvZYIMN0qhRoxx77LFZc801kyQvvfRSLrvssnzxxRd5+umn0759+1oreFk0bdq0tG7dOlOnTk2rVq3quhwAoAa8f7Ms0J8vGn/fALDsqa3374U65mj79u3z8MMP5wc/+EFOPvnkzM1VKyoqssMOO+SKK67QeAEAwBKiPwcA+HYWKhxNkm7duuWuu+7Khx9+mFdeeSVJ0qNHj6ywwgqLvTgAAGDB9OcAAItuocPRuVZYYYVsttlmi7MWAABgEenPAQAW3kKdkAkAAAAAYHkhHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKXUoK4LKJNeQ+5OvcbN6roMAFhuvH7urnVdArAM058DwJfK3FfbcxQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQc/ZquXbvm4osvrusyAACA6M8BgNpVp+HooYcemoqKimo/r7zySl2WBQAApaQ/BwDKpkFdF7DTTjtl+PDhVZa1a9eujqoBAIBy058DAGVS51+rb9y4cTp06FDlp379+rn99tuz0UYbpUmTJunevXvOPPPMfPHFF5XXq6ioyJVXXpnddtstzZo1y9prr51HHnkkr7zySrbddts0b948ffr0ycSJEyuvM3HixOy5555p3759WrRokU033TT33HPPAuubMmVKjjjiiLRr1y6tWrXKd77znYwbN67W5gMAAOqS/hwAKJM6D0fn5YEHHsjAgQNz/PHH5/nnn8+VV16ZESNG5JxzzqkybujQoRk4cGCeeeaZ9OzZMwcddFCOPvronHLKKXnyySdTFEWOPfbYyvHTp0/PLrvsknvvvTdPP/10dtppp+y+++6ZNGnSfGvZb7/9Mnny5Pz973/Pv/71r2y00UbZfvvt8+GHH9ba/QcAgKWJ/hwAWF7V+dfqR40alRYtWlRe3nnnnfPRRx/l5JNPziGHHJIk6d69e4YOHZqTTjopQ4YMqRx72GGHZf/990+S/OxnP8uWW26ZX/ziF+nfv3+S5Pjjj89hhx1WOX799dfP+uuvX3l56NChufXWW3PHHXdUadLmevDBB/P4449n8uTJady4cZLkggsuyG233ZabbropRx111Dzv02effZbPPvus8vK0adMWel4AAKAu6M8BgDKp83B0u+22y29/+9vKy82bN896662Xhx56qMp/omfPnp1PP/00M2fOTLNmzZIk6623XuX69u3bJ0l69+5dZdmnn36aadOmpVWrVpk+fXrOOOOM3HnnnXn77bfzxRdf5JNPPpnvf6bHjRuX6dOnZ8UVV6yy/JNPPqnydaCvGzZsWM4888yFmAUAAFg66M8BgDKp83C0efPm6dGjR5Vl06dPz5lnnpnvfve71cY3adKk8veGDRtW/l5RUTHfZXPmzEmSnHjiiRk9enQuuOCC9OjRI02bNs2+++6bWbNmzbO26dOnp2PHjhk7dmy1dW3atJnvfTrllFPyk5/8pPLytGnT0rlz5/mOBwCApYX+HAAokzoPR+dlo402yksvvVStKfu2HnrooRx66KHZe++9k3zZXL3++usLrOOdd95JgwYN0rVr1xrfTuPGjSu/5gMAAMs6/TkAsLxaKsPR008/Pbvttlu6dOmSfffdN/Xq1cu4ceMyfvz4nH322Yu83TXWWCO33HJLdt9991RUVOQXv/hF5X+t56Vfv37Zcssts9dee+VXv/pV1lxzzfz3v//NnXfemb333jubbLLJItcCAADLCv05ALC8WirPVt+/f/+MGjUq//jHP7Lppptmiy22yEUXXZTVVlvtW233wgsvTNu2bdOnT5/svvvu6d+/fzbaaKP5jq+oqMjf/va3bLPNNjnssMOy5ppr5nvf+17eeOONymMoAQDA8k5/DgAsryqKoijquojl3bRp09K6det0HnxD6jVuVtflAMBy4/Vzd621bc99/546dWpatWpVa7cDLHn6cwCoqjb76sWltvrzpXLPUQAAAACA2iYcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApNajrAspk/Jn906pVq7ouAwAAiP4cALDnKAAAAABQUsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUGtR1AWVQFEWSZNq0aXVcCQBQU3Pft+e+jwPLD/05ACx7aqs/F44uAR988EGSpHPnznVcCQCwsD7++OO0bt26rssAFiP9OQAsuxZ3fy4cXQJWWGGFJMmkSZN8uFoCpk2bls6dO+fNN99Mq1at6rqc5Z75XrLM95JlvpespW2+i6LIxx9/nE6dOtV1KcBipj+vHUvb6/jywrzWDvNae8xt7TCvtdefC0eXgHr1vjy0a+vWrUv7BK4LrVq1Mt9LkPlessz3kmW+l6ylab6FJrB80p/XrqXpdXx5Yl5rh3mtPea2dpR9XmujP3dCJgAAAACglISjAAAAAEApCUeXgMaNG2fIkCFp3LhxXZdSCuZ7yTLfS5b5XrLM95JlvoElxetN7TCvtcO81g7zWnvMbe0wr7WnoiiKoq6LAAAAAABY0uw5CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISji8Hll1+erl27pkmTJtl8883z+OOPL3D8jTfemJ49e6ZJkybp3bt3/va3vy2hSpcPCzPfI0aMSEVFRZWfJk2aLMFql23//Oc/s/vuu6dTp06pqKjIbbfd9o3XGTt2bDbaaKM0btw4PXr0yIgRI2q9zuXFws732LFjqz2/Kyoq8s477yyZgpdxw4YNy6abbpqWLVtm5ZVXzl577ZWXXnrpG6/nNXzRLMp8ew0HFpX+vPboxRc/PXft0FvXDj107dAr1y3h6Lf0l7/8JT/5yU8yZMiQPPXUU1l//fXTv3//TJ48eZ7jH3744Rx44IE5/PDD8/TTT2evvfbKXnvtlfHjxy/hypdNCzvfSdKqVau8/fbblT9vvPHGEqx42TZjxoysv/76ufzyy2s0/rXXXsuuu+6a7bbbLs8880wGDx6cI444InfffXctV7p8WNj5nuull16q8hxfeeWVa6nC5cv999+fY445Jo8++mhGjx6dzz//PDvuuGNmzJgx3+t4DV90izLfiddwYOHpz2uPXrx26Llrh966duiha4deuY4VfCubbbZZccwxx1Renj17dtGpU6di2LBh8xy///77F7vuumuVZZtvvnlx9NFH12qdy4uFne/hw4cXrVu3XkLVLd+SFLfeeusCx5x00knFuuuuW2XZAQccUPTv378WK1s+1WS+x4wZUyQpPvrooyVS0/Ju8uTJRZLi/vvvn+8Yr+GLT03m22s4sCj057VHL1779Ny1Q29de/TQtUOvvGTZc/RbmDVrVv71r3+lX79+lcvq1auXfv365ZFHHpnndR555JEq45Okf//+8x3P/1mU+U6S6dOnZ7XVVkvnzp2z55575t///veSKLeUPL/rxgYbbJCOHTtmhx12yEMPPVTX5Syzpk6dmiRZYYUV5jvGc3zxqcl8J17DgYWjP689evGlh+ds7dJbLxw9dO3QKy9ZwtFv4f3338/s2bPTvn37Ksvbt28/3+OSvPPOOws1nv+zKPO91lpr5Zprrsntt9+eP/3pT5kzZ0769OmT//znP0ui5NKZ3/N72rRp+eSTT+qoquVXx44d87vf/S4333xzbr755nTu3DnbbrttnnrqqboubZkzZ86cDB48OFtttVV69eo133FewxePms6313BgYenPa49efOmh564deuuFp4euHXrlJa9BXRcAtWnLLbfMlltuWXm5T58+WXvttXPllVdm6NChdVgZfHtrrbVW1lprrcrLffr0ycSJE3PRRRflj3/8Yx1Wtuw55phjMn78+Dz44IN1XUop1HS+vYYDLNu8jrMs0VsvPD107dArL3n2HP0WVlpppdSvXz/vvvtuleXvvvtuOnToMM/rdOjQYaHG838WZb6/rmHDhtlwww3zyiuv1EaJpTe/53erVq3StGnTOqqqXDbbbDPP74V07LHHZtSoURkzZkxWXXXVBY71Gv7tLcx8f53XcOCb6M9rj1586aHnXnL01vOnh64deuW6IRz9Fho1apSNN9449957b+WyOXPm5N57762S3n/VlltuWWV8kowePXq+4/k/izLfXzd79uw899xz6dixY22VWWqe33XvmWee8fyuoaIocuyxx+bWW2/Nfffdl27dun3jdTzHF92izPfXeQ0Hvon+vPboxZcenrNLjt66Oj107dAr17G6PR/Usu/6668vGjduXIwYMaJ4/vnni6OOOqpo06ZN8c477xRFURQHH3xwcfLJJ1eOf+ihh4oGDRoUF1xwQfHCCy8UQ4YMKRo2bFg899xzdXUXlikLO99nnnlmcffddxcTJ04s/vWvfxXf+973iiZNmhT//ve/6+ouLFM+/vjj4umnny6efvrpIklx4YUXFk8//XTxxhtvFEVRFCeffHJx8MEHV45/9dVXi2bNmhU//elPixdeeKG4/PLLi/r16xd33XVXXd2FZcrCzvdFF11U3HbbbcWECROK5557rjj++OOLevXqFffcc09d3YVlyg9+8IOidevWxdixY4u333678mfmzJmVY7yGLz6LMt9ew4FFoT+vPXrx2qHnrh1669qhh64deuW6JRxdDC699NKiS5cuRaNGjYrNNtusePTRRyvX9e3btzjkkEOqjL/hhhuKNddcs2jUqFGx7rrrFnfeeecSrnjZtjDzPXjw4Mqx7du3L3bZZZfiqaeeqoOql01jxowpklT7mTvHhxxySNG3b99q19lggw2KRo0aFd27dy+GDx++xOteVi3sfJ933nnF6quvXjRp0qRYYYUVim233ba477776qb4ZdC85jpJlees1/DFZ1Hm22s4sKj057VHL7746blrh966duiha4deuW5VFEVRLP79UQEAAAAAlm6OOQoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUWCYceuihqaioqPbzyiuvVI5555138qMf/Sjdu3dP48aN07lz5+y+++659957M2vWrKy00ko599xz57n9oUOHpn379vn888+TJLNmzcqvfvWrrL/++mnWrFlWWmmlbLXVVhk+fHjlmK8bO3ZsKioq0rZt23z66adV1j3xxBOVNQMAwPJmbr/+9X77tttuq9YDF0WRq666KptvvnlatGiRNm3aZJNNNsnFF1+cmTNnJknOOOOMyv65QYMG6dq1a3784x9n+vTp861h2223nWcNSbLrrrumoqIiZ5xxxre/s8ByRTgKLDN22mmnvP3221V+unXrliR5/fXXs/HGG+e+++7L+eefn+eeey533XVXtttuuxxzzDFp1KhRvv/972f48OHVtlsURUaMGJGBAwemYcOGmTVrVvr3759zzz03Rx11VB5++OE8/vjjOeaYY3LppZfm3//+9wLrbNmyZW699dYqy/7f//t/6dKly+KbDAAAWMo0adIk5513Xj766KMFjjv44IMzePDg7LnnnhkzZkyeeeaZ/OIXv8jtt9+ef/zjH5Xj1l133bz99tt5/fXXc9555+Wqq67KCSecsMBtd+7cOSNGjKiy7K233sq9996bjh07LvJ9A5ZfwlFgmdG4ceN06NChyk/9+vWTJD/84Q9TUVGRxx9/PPvss0/WXHPNrLvuuvnJT36SRx99NEly+OGH5+WXX86DDz5YZbv3339/Xn311Rx++OFJkosvvjj//Oc/c++99+aYY47JBhtskO7du+eggw7KY489ljXWWGOBdR5yyCG55pprKi9/8sknuf7663PIIYdUG/vggw9m6623TtOmTdO5c+ccd9xxmTFjRuX6P/7xj9lkk03SsmXLdOjQIQcddFAmT55cuX7u3qr33ntvNtlkkzRr1ix9+vTJSy+9tJCzCwAA306/fv3SoUOHDBs2bL5jbrjhhlx77bX585//nFNPPTWbbrppunbtmj333DP33Xdftttuu8qxDRo0SIcOHbLqqqvmgAMOyIABA3LHHXcssIbddtst77//fh566KHKZSNHjsyOO+6YlVdeucrYzz77LCeeeGJWWWWVNG/ePJtvvnnGjh1buf6DDz7IgQcemFVWWSXNmjVL79698+c//7nKNrbddtscd9xxOemkk7LCCiukQ4cO9k6FZYxwFFjmffjhh7nrrrtyzDHHpHnz5tXWt2nTJknSu3fvbLrpplWCyyQZPnx4+vTpk549eyZJrr322vTr1y8bbrhhtW01bNhwnrfxVQcffHAeeOCBTJo0KUly8803p2vXrtloo42qjJs4cWJ22mmn7LPPPnn22Wfzl7/8JQ8++GCOPfbYyjGff/55hg4dmnHjxuW2227L66+/nkMPPbTabZ522mn59a9/nSeffDINGjTIoEGDFlgjAAAsbvXr188vf/nLXHrppfnPf/4zzzHXXntt1lprrey5557V1lVUVKR169bz3X7Tpk0za9asBdbQqFGjDBgwoMo3xkaMGDHP/vjYY4/NI488kuuvvz7PPvts9ttvv+y0006ZMGFCkuTTTz/NxhtvnDvvvDPjx4/PUUcdlYMPPjiPP/54le2MHDkyzZs3z2OPPZZf/epXOeusszJ69OgF1gksPYSjwDJj1KhRadGiReXPfvvtlyR55ZVXUhRFZbi5IIcffnhuvPHGymMVffzxx7npppuqNEsTJkyo0bbmZ+WVV87OO+9c+XWea665Zp7N2LBhwzJgwIAMHjw4a6yxRvr06ZNLLrkkf/jDHyqPWTpo0KDsvPPO6d69e7bYYotccskl+fvf/17tWEvnnHNO+vbtm3XWWScnn3xyHn744WrHPQUAgNq29957Z4MNNsiQIUPmuX7ChAlZa621Fnq7//rXv3LdddflO9/5zjeOHTRoUG644YbMmDEj//znPzN16tTstttuVcZMmjQpw4cPz4033pitt946q6++ek488cT8z//8T2Wwusoqq+TEE0+s/CbZj370o+y000654YYbqmxrvfXWy5AhQ7LGGmtk4MCB2WSTTXLvvfcu9H0E6oZwFFhmbLfddnnmmWcqfy655JIkXx4ztKYOPPDAzJ49u7Kh+ctf/pJ69erlgAMOqByzMNubn0GDBmXEiBF59dVX88gjj2TAgAHVxowbNy4jRoyoEvj2798/c+bMyWuvvZbkyyZw9913T5cuXdKyZcv07ds3SSr3Sp1rvfXWq/x97rGUvvr1ewAAWFLOO++8jBw5Mi+88EK1dQvTaz/33HNp0aJFmjZtms022yxbbrllLrvssm+83vrrr5811lgjN910U6655pocfPDBadCgQbVtz549O2uuuWaVfvz+++/PxIkTkySzZ8/O0KFD07t376ywwgpp0aJF7r777gX24smX/bheHJYdDb55CMDSoXnz5unRo0e15WussUYqKiry4osvfuM2WrVqlX333TfDhw/PoEGDMnz48Oy///5p0aJF5Zg111yzRttakJ133jlHHXVUDj/88Oy+++5ZccUVq42ZPn16jj766Bx33HHV1nXp0iUzZsxI//79079//1x77bVp165dJk2alP79+1f7OlHDhg0rf597NtA5c+Z8q/sAAACLYptttkn//v1zyimnVDsk1ML02muttVbuuOOONGjQIJ06dUqjRo1qXMOgQYNy+eWX5/nnn6/2Nfjky168fv36+de//lV5HoO55n42OP/88/Ob3/wmF198cXr37p3mzZtn8ODBC+zFky/7cb04LDvsOQos81ZYYYX0798/l19+eZWTGc01ZcqUKpcPP/zwPPjggxk1alQefvjhyhMxzXXQQQflnnvuydNPP11tW59//vk8b+PrGjRokIEDB2bs2LHzPf7nRhttlOeffz49evSo9tOoUaO8+OKL+eCDD3Luuedm6623Ts+ePf0HGgCAZcK5556bv/71r3nkkUeqLD/ooIPy8ssv5/bbb692naIoMnXq1MrLjRo1So8ePdK1a9eFCkbn3s5zzz2XXr16ZZ111qm2fsMNN8zs2bMzefLkar14hw4dkiQPPfRQ9txzz3z/+9/P+uuvn+7du+fll19eqDqApZ9wFFguXH755Zk9e3Y222yz3HzzzZkwYUJeeOGFXHLJJdlyyy2rjN1mm23So0ePDBw4MD179kyfPn2qrB88eHC22mqrbL/99rn88sszbty4vPrqq7nhhhuyxRZbVB6g/ZsMHTo07733Xvr37z/P9T/72c/y8MMP59hjj80zzzyTCRMm5Pbbb688IVOXLl3SqFGjXHrppXn11Vdzxx13ZOjQoYswOwAAsGT17t07AwYMqDwU1lz7779/DjjggBx44IH55S9/mSeffDJvvPFGRo0alX79+mXMmDGL5fbbtm2bt99+e77H/lxzzTUzYMCADBw4MLfccktee+21PP744xk2bFjuvPPOJF9+Q2306NF5+OGH88ILL+Too4/Ou+++u1jqA5YewlFgudC9e/c89dRT2W677XLCCSekV69e2WGHHXLvvffmt7/9bZWxFRUVGTRoUD766KN57tXZuHHjjB49OieddFKuvPLKbLHFFtl0001zySWX5LjjjkuvXr1qVFOjRo2y0korVX7N/evWW2+93H///Xn55Zez9dZbZ8MNN8zpp5+eTp06JUnatWuXESNG5MYbb8w666yTc889NxdccMFCzgwAANSNs846q9rXyysqKnLdddflwgsvzG233Za+fftmvfXWyxlnnJE999xzvjsWLIo2bdqkefPm810/fPjwDBw4MCeccELWWmut7LXXXnniiSfSpUuXJMnPf/7zbLTRRunfv3+23XbbdOjQIXvttddiqw9YOlQUi+PMIwAAAAAAyxh7jgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUErCUQAAAACglISjAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAABYarz77rs544wz8u9//7uuSwFKQDjKcmvEiBGpqKjI66+/XtelLHfOOOOMVFRULPbtdu3aNYceeuhi3+6y5NBDD03Xrl3ruow68/XnwNixY1NRUZGxY8cu1tsp+zwDACzNfvjDH+b666/P97///Xz++ec1vt5dd92VDTbYIE2aNElFRUWmTJlSe0UCyw3hKIvV3ECyoqIiDz74YLX1RVGkc+fOqaioyG677bbE67viiisyYsSIJX67ALXpl7/8ZW677bZFvv7kyZPz85//PL169Urz5s2z+uqr5+yzz84XX3yx+IoEAJYJe+yxR5o1a5aPP/54vmMGDBiQRo0a5YMPPljst/+Xv/wlL730Uv71r3+lU6dOGTZsWI2u98EHH2T//fdP06ZNc/nll+ePf/xjmjdvvtjr+7bmzJmT66+/Ptttt13atWuXlVZaKd/97nft1AN1SDhKrWjSpEmuu+66asvvv//+/Oc//0njxo1rvYaDDz44n3zySVZbbbXKZcLRpdtLL72Uq6++uq7LqFNXX311XnrppbouY6mxzTbb5JNPPsk222yzWLe7vM3ztw1Hr7jiiowcOTJ77bVXLr744myyySb5xS9+kbPPPnvxFQkALBMGDBiQTz75JLfeeus818+cOTO33357dtppp6y44oqL/fbff//93HzzzWnevHlGjhyZhg0b1ugftk888UQ+/vjjDB06NIcffni+//3vp2HDhou9vm9r0qRJGThwYFZZZZWcc845OfbYY3Pvvfdmp512ymeffVbX5UEpNajrAlg+7bLLLrnxxhtzySWXpEGD/3uaXXfdddl4443z/vvv13oN9evXT/369Wv9dj799NM0atQo9er5X8OiKIoin376aZo2bbpEQvOl3dLYwH3VVx+vJaFevXpp0qTJYtvejBkz0rx586V+npe0vffeOyeffHLlXB955JF58803c+211+aMM86o2+IAgCVqjz32SMuWLXPddddl4MCB1dbffvvtmTFjRgYMGFArt3/MMcdU/r7SSivllFNOqdH1Jk+enCRp06ZNbZS12LRt2zbPPvtsevbsWbmsU6dOOfroo/Pkk09mq622qsPqoJykOdSKAw88MB988EFGjx5duWzWrFm56aabctBBB83zOjNmzMgJJ5yQzp07p3HjxllrrbVywQUXpCiKKuMqKipy7LHH5rbbbkuvXr3SuHHjrLvuurnrrruqjPv6MUe7du2af//737n//vsrv/q/7bbbVo5/9dVXs99++2WFFVZIs2bNssUWW+TOO++sss25xz+8/vrr8/Of/zyrrLJKmjVrlmnTpuXDDz/MiSeemN69e6dFixZp1apVdt5554wbN65GczZ8+PB85zvfycorr5zGjRtnnXXWyW9/+9tq45588sn0798/K620Upo2bZpu3bpl0KBBNbqNv//97+nbt29atmyZVq1aZdNNN62yh+8DDzyQ/fbbL126dEnjxo3TuXPn/PjHP84nn3zyjdv+4osvMnTo0Ky++upp3LhxunbtmlNPPbXafz+7du2a3XbbLXfffXc22WSTNG3aNFdeeWXluq8eb3Jh5vTSSy/Nuuuum2bNmqVt27bZZJNN5rn38tf95z//yV577ZXmzZtn5ZVXzo9//OPcfffd1Y5zOb/joW677bZVnkdJ8tlnn2XIkCHp0aNH5TyedNJJNfpP8NePhfn666+noqIiF1xwQa666qrK+d10003zxBNPVLv+jTfemHXWWSdNmjRJr169cuutt87z+Jpz5szJxRdfnHXXXTdNmjRJ+/btc/TRR+ejjz6qMm5Bj9eUKVMyePDgyr/ZHj165LzzzsucOXO+8X4WRZGzzz47q666apo1a5bttttungfcn9cxR2v6PD300EPTokWLTJw4MbvssktatmxZ2cTPa04uuOCC9OnTJyuuuGKaNm2ajTfeODfddFO1mua+Bs2d66ZNm2bLLbfMc889lyS58sor06NHjzRp0iTbbrvtPL8i9dhjj2WnnXZK69at06xZs/Tt2zcPPfRQlTFzj+37yiuv5NBDD02bNm3SunXrHHbYYZk5c2aVembMmJGRI0dWvrZ99bn61ltvZdCgQWnfvn3l6+U111xT5bbWX3/9aiF0kyZNMmvWrGq1AwDLt6ZNm+a73/1u7r333srA8auuu+66tGzZMnvssUeSmn2OSr7cqeSMM87ImmuumSZNmqRjx4757ne/m4kTJ1aOqWmP+nXbbrttDjnkkCTJpptuWqUfqmkfP7fvvOGGG3LmmWdmlVVWScuWLbPvvvtm6tSp+eyzzzJ48OCsvPLKadGiRQ477LBq/X1NPtO1bt26SjCapLIP03tB3bDnKLWia9eu2XLLLfPnP/85O++8c5Ivg7mpU6fme9/7Xi655JIq44uiyB577JExY8bk8MMPzwYbbJC77747P/3pT/PWW2/loosuqjL+wQcfzC233JIf/vCHadmyZS655JLss88+mTRp0ny/2nHxxRfnRz/6UVq0aJHTTjstSdK+ffskX54NsU+fPpk5c2aOO+64rLjiihk5cmT22GOP3HTTTdl7772rbGvo0KFp1KhRTjzxxHz22Wdp1KhRnn/++dx2223Zb7/90q1bt7z77ru58sor07dv3zz//PPp1KnTAufst7/9bdZdd93sscceadCgQf7617/mhz/8YebMmVP539PJkydnxx13TLt27XLyySenTZs2ef3113PLLbd842MyYsSIDBo0KOuuu25OOeWUtGnTJk8//XTuuuuuysD6xhtvzMyZM/ODH/wgK664Yh5//PFceuml+c9//pMbb7xxgds/4ogjMnLkyOy777454YQT8thjj2XYsGF54YUXqn0l56WXXsqBBx6Yo48+OkceeWTWWmuteW7z1VdfrdGcXn311TnuuOOy77775vjjj8+nn36aZ599No899th8w/gk+eSTT7L99ttn0qRJOe6449KpU6f88Y9/zH333feN8zk/c+bMyR577JEHH3wwRx11VNZee+0899xzueiii/Lyyy8v8lefr7vuunz88cc5+uijU1FRkV/96lf57ne/m1dffbVyL8g777wzBxxwQHr37p1hw4blo48+yuGHH55VVlml2vaOPvrojBgxIocddliOO+64vPbaa7nsssvy9NNP56GHHqqyZ+W8Hq+ZM2emb9++eeutt3L00UenS5cuefjhh3PKKafk7bffzsUXX7zA+3P66afn7LPPzi677JJddtklTz31VHbccccaNYQL8zz94osv0r9///zP//xPLrjggjRr1my+2/3Nb36TPfbYIwMGDMisWbNy/fXXZ7/99suoUaOy6667Vhn7wAMP5I477qj82xw2bFh22223nHTSSbniiivywx/+MB999FF+9atfZdCgQVWeU/fdd1923nnnbLzxxhkyZEjq1atX2Ug/8MAD2Wyzzarc1v77759u3bpl2LBheeqpp/L73/8+K6+8cs4777wkyR//+MccccQR2WyzzXLUUUclSVZfffUkX762bbHFFpWBbrt27fL3v/89hx9+eKZNm5bBgwfPcy7uuOOOjB07NkOGDPnGxwMAWP4MGDAgI0eOzA033JBjjz22cvmHH36Yu+++OwceeGCaNm1a489Rs2fPzm677ZZ777033/ve93L88cfn448/zujRozN+/PjK3mVhetSvOu2007LWWmvlqquuyllnnZVu3bpVbnNhDRs2LE2bNs3JJ5+cV155JZdeemkaNmyYevXq5aOPPsoZZ5yRRx99NCNGjEi3bt1y+umnV163Jp/pvu6DDz7IOeeckzXXXDP/8z//s0g1A99SAYvR8OHDiyTFE088UVx22WVFy5Yti5kzZxZFURT77bdfsd122xVFURSrrbZaseuuu1Ze77bbbiuSFGeffXaV7e27775FRUVF8corr1QuS1I0atSoyrJx48YVSYpLL720Wi2vvfZa5bJ111236Nu3b7W6Bw8eXCQpHnjggcplH3/8cdGtW7eia9euxezZs4uiKIoxY8YUSYru3btX3q+5Pv3008pxc7322mtF48aNi7POOmuB81YURbXtFUVR9O/fv+jevXvl5VtvvbVyfhfGlClTipYtWxabb7558cknn1RZN2fOnAXWMGzYsKKioqJ44403KpcNGTKk+OrLxzPPPFMkKY444ogq1z3xxBOLJMV9991XuWy11VYrkhR33XVXtdtabbXVikMOOaTyck3ndM899yzWXXfd+d39+br44ouLJMUNN9xQuWzGjBlFjx49iiTFmDFj5lvbXH379q3ynPrjH/9Y1KtXr8pzqSiK4ne/+12RpHjooYcWWNMhhxxSrLbaapWXX3vttSJJseKKKxYffvhh5fLbb7+9SFL89a9/rVzWu3fvYtVVVy0+/vjjymVjx44tklTZ5gMPPFAkKa699toqt33XXXdVWz6/x2vo0KFF8+bNi5dffrnK8pNPPrmoX79+MWnSpPnex8mTJxeNGjUqdt111yrPv1NPPbVIUmWe5/7NffWxqOnz9JBDDimSFCeffHK18V+f53ltd9asWUWvXr2K73znO1WWJykaN25c5bXlyiuvLJIUHTp0KKZNm1a5/JRTTqnyOjRnzpxijTXWKPr371/tb69bt27FDjvsULls7t/ZoEGDqtz+3nvvXay44opVljVv3nyez8/DDz+86NixY/H+++9XWf69732vaN269Tzn8r777isaN25c7LrrrsUXX3xRbT0AsPz74osvio4dOxZbbrllleVze9q77767KIqaf4665ppriiTFhRdeWO225vZEC9OjzstXP4t+VU37+Ll9Z69evYpZs2ZVLj/wwAOLioqKYuedd65y/S233PIb+8miqP6Z7qs+/vjjYuONNy5WWGGF4t///vcC7x9Qe3ytnlqz//7755NPPsmoUaPy8ccfZ9SoUfPdi+9vf/tb6tevn+OOO67K8hNOOCFFUeTvf/97leX9+vWr8p/A9dZbL61atcqrr766SLX+7W9/y2abbVblP3UtWrTIUUcdlddffz3PP/98lfGHHHJItWMuNm7cuPK4o7Nnz84HH3yQFi1aZK211spTTz31jTV8dXtTp07N+++/n759++bVV1/N1KlTk/zf8XNGjRqVzz//vMb3b/To0fn444+rHFNwroqKinnWMGPGjLz//vvp06dPiqLI008/Pd/t/+1vf0uS/OQnP6my/IQTTkiSal+r6datW/r37/+Nddd0Ttu0aZP//Oc/8/ya+YL87W9/S8eOHbPvvvtWLmvWrFnl3neL4sYbb8zaa6+dnj175v3336/8+c53vpMkGTNmzCJt94ADDkjbtm0rL2+99dZJUvmc/+9//5vnnnsuAwcOTIsWLSrH9e3bN717965WY+vWrbPDDjtUqXHjjTdOixYtqtU4r8frxhtvzNZbb522bdtW2Ua/fv0ye/bs/POf/5zvfbnnnnsya9as/OhHP6ry/JvfXoxft7DP0x/84AcLvd2PPvooU6dOzdZbbz3Pv9/tt9++ytfyN9988yTJPvvsk5YtW1ZbPvdxeuaZZzJhwoQcdNBB+eCDDyrnbcaMGdl+++3zz3/+s9phCf73f/+3yuWtt946H3zwQaZNm7bA+1MURW6++ebsvvvuKYqiyuPUv3//TJ06tdp9e++997LPPvtkgw02yI033rhEjtsMACx96tevn+9973t55JFHqhwi6Lrrrkv79u2z/fbbJ6n556ibb745K620Un70ox9Vu625/eDC9qi1ZeDAgVX2UN18881TFEW1Q5ltvvnmefPNN6ucLKomn+m+6gc/+EHGjx+fUaNGZZ111qmFewPUhK/VU2vatWuXfv365brrrsvMmTMze/bsKiHUV73xxhvp1KlTlVAhSdZee+3K9V/VpUuXatto27btNx6LZn7eeOONyhBjfrffq1evyuXdunWrNnbOnDn5zW9+kyuuuCKvvfZaZs+eXbmuJmdxfOihhzJkyJA88sgjVY4nmHz5xtq6dev07ds3++yzT84888xcdNFF2XbbbbPXXnvloIMOWuDJjOYex+er92FeJk2alNNPPz133HFHtbmc15v5XG+88Ubq1auXHj16VFneoUOHtGnTptrjN6/5m5eazunPfvaz3HPPPdlss83So0eP7LjjjjnooIO+8WDmb7zxRnr06FEloEsy36/518SECRPywgsvpF27dvNcP6/jNtXE15/zc4PSuY/T3Dn++mMwd9lXQ7AJEyZk6tSpWXnllWtU47werwkTJuTZZ59dpPs5t9Y11lijyvJ27dpVCYDnZ2Gepw0aNMiqq676jdtMvvynw9lnn51nnnmmyvGjvv78SKo/Hq1bt06SdO7ceZ7L59Y5YcKEJKk8Jta8TJ06tco8LOixb9Wq1Xy3895772XKlCm56qqrctVVV81zzNcfpzvvvDMfffRRLrrooiV20i0AYOk0YMCAXHTRRbnuuuty6qmn5j//+U8eeOCBHHfccZX/QK3p56iJEydmrbXWqnKy3q9b2B61tixMnzdnzpxMnTq18rNJTT7TzfX555/nL3/5Sw477LBsueWWtXFXgBoSjlKrDjrooBx55JF55513svPOOy+2MwfOb2+m4msnb6ot8woNfvnLX+YXv/hFBg0alKFDh2aFFVZIvXr1Mnjw4G88Qc3EiROz/fbbp2fPnrnwwgvTuXPnNGrUKH/7299y0UUXVV6/oqIiN910Ux599NH89a9/zd13351Bgwbl17/+dR599NEqewwurNmzZ2eHHXbIhx9+mJ/97Gfp2bNnmjdvnrfeeiuHHnpojU6yM68QaV5qGrrUdE7XXnvtvPTSSxk1alTuuuuu3Hzzzbniiity+umn58wzz6zRbX2T+d232bNnV3k+zpkzJ717986FF144z/Ffb6pqanE+5+fMmZOVV14511577TzXfz3wnNfjNWfOnOywww456aST5rmNNddcc6HrqomFfZ5+de/jBXnggQeyxx57ZJtttskVV1yRjh07pmHDhhk+fPg8T+w1v8fjmx6nufWdf/752WCDDeY59ut/x4v62M+9re9///vzDWPXW2+9Kpc/+OCDJEnHjh0XuG0AYPm38cYbp2fPnvnzn/+cU089NX/+859TFEWtnaV+YXvUmqppHz/XovZ5Nf1MN9e0adPy+eef67tgKSAcpVbtvffeOfroo/Poo4/mL3/5y3zHrbbaarnnnnvy8ccfV9l79MUXX6xcvzjM741xtdVWy0svvVRt+cLc/k033ZTtttsu/+///b8qy6dMmZKVVlppgdf961//ms8++yx33HFHlf9Uzu+rI1tssUW22GKLnHPOObnuuusyYMCAXH/99TniiCPmOX7uIQjGjx8/zz0Lk+S5557Lyy+/nJEjR2bgwIGVy0ePHr3A2pMv52fOnDmZMGFC5X+Jky9PBjNlypRFfvwWZk6bN2+eAw44IAcccEBmzZqV7373uznnnHNyyimnVDuUwFfrHj9+fIqiqPLcmNdzoW3btpkyZUq15W+88Ua6d+9eeXn11VfPuHHjsv3229c4LF4c5s7xK6+8Um3d15etvvrqueeee7LVVlst8t6Bq6++eqZPn55+/fotcq0TJkyoMnfvvffeN+79/W2epwty8803p0mTJrn77rur7IU9fPjwb7Xdr5v7t9iqVatFmrv5mddzrV27dmnZsmVmz55d49vaYIMNcswxxyxwj1QAoDwGDBiQX/ziF3n22Wdz3XXXZY011simm25aub6mn6NWX331PPbYY/n888/ne1KlxdGjzktN+/hva2E/0zVp0iTHHHNMtZNxAkueY45Sq1q0aJHf/va3OeOMM7L77rvPd9wuu+yS2bNn57LLLquy/KKLLkpFRUXlGe+/rebNm8/zjXGXXXbJ448/nkceeaRy2YwZM3LVVVela9euNTr+S/369avtyXXjjTfmrbfeqtF1k6p7gk2dOrVaMPPRRx9Vu425e5999WvAX7fjjjumZcuWGTZsWD799NMq6+Zub141FEWR3/zmN99Y/y677JIk1c5QPnfvya+f6bumajqnc/d2m6tRo0ZZZ511UhTFAo/Nussuu+S///1vbrrppsplM2fOnOdXkFdfffU8+uijVc6mPmrUqLz55ptVxu2///556623cvXVV1fbxieffJIZM2bMt55vo1OnTunVq1f+8Ic/ZPr06ZXL77///jz33HPVapw9e3aGDh1abTtffPHFPP9Gvm7//ffPI488krvvvrvauilTplQ59tLX9evXLw0bNsyll15a5fH9pjPcJ9/uefpN262oqKhy6IbXX389t91227fa7tdtvPHGWX311XPBBRdUeZzmeu+99xZpu/N6batfv3722Wef3HzzzRk/fnyNbmv99dfPscceW+0QJwBAOc3dS/T000/PM888U22v0Zp+jtpnn33y/vvvV/u8l/xfX7c4etR5qWkf/23V9DPdXI0aNcqxxx4rHIWlgD1HqXULOrbeXLvvvnu22267nHbaaXn99dez/vrr5x//+Eduv/32DB48uMrJl76NjTfeOL/97W9z9tlnp0ePHll55ZXzne98JyeffHL+/Oc/Z+edd85xxx2XFVZYISNHjsxrr72Wm2++uUZfy91tt91y1lln5bDDDkufPn3y3HPP5dprr63RfyN33HHHNGrUKLvvvnuOPvroTJ8+PVdffXVWXnnlvP3225XjRo4cmSuuuCJ77713Vl999Xz88ce5+uqr06pVq8qAcl5atWqViy66KEcccUQ23XTTHHTQQWnbtm3GjRuXmTNnZuTIkenZs2dWX331nHjiiXnrrbfSqlWr3HzzzTU6juv666+fQw45JFdddVWmTJmSvn375vHHH8/IkSOz1157ZbvttvvGbcxLTed0xx13TIcOHbLVVlulffv2eeGFF3LZZZdl1113XWDIc+SRR+ayyy7LwIED869//SsdO3bMH//4xzRr1qza2COOOCI33XRTdtppp+y///6ZOHFi/vSnP1V7bh588MG54YYb8r//+78ZM2ZMttpqq8yePTsvvvhibrjhhtx9993ZZJNNFmk+vskvf/nL7Lnnntlqq61y2GGH5aOPPspll12WXr16VQni+vbtm6OPPjrDhg3LM888kx133DENGzbMhAkTcuONN+Y3v/nNfI8PPNdPf/rT3HHHHdltt91y6KGHZuONN86MGTPy3HPP5aabbsrrr78+3z2m27VrlxNPPDHDhg3Lbrvtll122SVPP/10/v73v3/jXtbf5nm6ILvuumsuvPDC7LTTTjnooIMyefLkXH755enRo0eeffbZb7Xtr6pXr15+//vfZ+edd866666bww47LKusskreeuutjBkzJq1atcpf//rXhd7uxhtvnHvuuScXXnhhOnXqlG7dumXzzTfPueeemzFjxmTzzTfPkUcemXXWWScffvhhnnrqqdxzzz358MMPq2znsssuy5lnnpnXXnutygmnAIBy6tatW/r06ZPbb789SaqFozX9HDVw4MD84Q9/yE9+8pM8/vjj2XrrrTNjxozcc889+eEPf5g999xzsfSo81LTPv7bqulnurneeuutrL322hkyZEjOOOOMxVoLsJAW34nvoSiGDx9eJCmeeOKJBY5bbbXVil133bXKso8//rj48Y9/XHTq1Klo2LBhscYaaxTnn39+MWfOnCrjkhTHHHPMPLd5yCGHVKvltddeq1z2zjvvFLvuumvRsmXLIknRt2/fynUTJ04s9t1336JNmzZFkyZNis0226wYNWpUldsYM2ZMkaS48cYbq93+p59+WpxwwglFx44di6ZNmxZbbbVV8cgjjxR9+/atcjvzc8cddxTrrbde0aRJk6Jr167FeeedV1xzzTVV7sNTTz1VHHjggUWXLl2Kxo0bFyuvvHKx2267FU8++eQ3bn/ubfTp06do2rRp0apVq2KzzTYr/vznP1euf/7554t+/foVLVq0KFZaaaXiyCOPLMaNG1ckKYYPH145bsiQIcXXXz4+//zz4swzzyy6detWNGzYsOjcuXNxyimnFJ9++mmVcfN67L+67quPYU3n9Morryy22WabYsUVVywaN25crL766sVPf/rTYurUqd84J2+88Uaxxx57FM2aNStWWmml4vjjjy/uuuuuIkkxZsyYKmN//etfF6usskrRuHHjYquttiqefPLJeT6+s2bNKs4777xi3XXXLRo3bly0bdu22HjjjYszzzzzG2s65JBDitVWW63y8muvvVYkKc4///xqY5MUQ4YMqbLs+uuvL3r27Fk0bty46NWrV3HHHXcU++yzT9GzZ89q17/qqquKjTfeuGjatGnRsmXLonfv3sVJJ51U/Pe//60cs6DH6+OPPy5OOeWUokePHkWjRo2KlVZaqejTp09xwQUXFLNmzVrg/Zw9e3Zx5plnVj622267bTF+/Phqz4G5f3NffSxq+jw95JBDiubNm8/z9r8+z0VRFP/v//2/Yo011igaN25c9OzZsxg+fPg8n+vzeg2a3+M0v9eMp59+uvjud79b+ZxdbbXViv3337+49957K8fMve333nuvynXn9dr24osvFttss03RtGnTIkmVOXz33XeLY445pujcuXPRsGHDokOHDsX2229fXHXVVdXmZe5tfnXbAEC5XX755UWSYrPNNpvn+pp8jiqKopg5c2Zx2mmnVX5e6NChQ7HvvvsWEydOrDKuJj3qvCzos2hN+vj59W3z2+68erWafKaba27/+PV+HljyKopiCZ3BBmAZMXbs2Gy33XYZM2ZMtt1227ou51vbYIMN0q5du299XE4AAABY3jjmKMBy4vPPP692rM+xY8dm3Lhxy0XICwAAAIubY44CLCfeeuut9OvXL9///vfTqVOnvPjii/nd736XDh065H//93/rujwAAABY6ghHAZYTbdu2zcYbb5zf//73ee+999K8efPsuuuuOffcc7PiiivWdXkAAACw1HHMUQAAAACglBxzFAAAAAAoJeEoAAAAAFBKjjm6BMyZMyf//e9/07Jly1RUVNR1OQBADRRFkY8//jidOnVKvXr+nwzLE/05ACx7aqs/F44uAf/973/TuXPnui4DAFgEb775ZlZdddW6LgNYjPTnALDsWtz9uXB0CWjZsmWSLx+8Vq1a1XE1AEBNTJs2LZ07d658HweWH/pzAFj21FZ/LhxdAuZ+VadVq1aaLwBYxvjKLSx/9OcAsOxa3P25A2gBAAAAAKUkHAUAAAAASkk4CgAAAACUkmOOAsBybM6cOZk1a1Zdl7FUatiwYerXr1/XZQAAUCL68/mrq/5cOAoAy6lZs2bltddey5w5c+q6lKVWmzZt0qFDByddAgCg1unPv1ld9OfCUQBYDhVFkbfffjv169dP586dU6+eI+l8VVEUmTlzZiZPnpwk6dixYx1XBADA8kx/vmB12Z8LRwFgOfTFF19k5syZ6dSpU5o1a1bX5SyVmjZtmiSZPHlyVl55ZV+xBwCg1ujPv1ld9ediagBYDs2ePTtJ0qhRozquZOk2tzH9/PPP67gSAACWZ/rzmqmL/lw4CgDLMcfSXDDzAwDAkqT/XLC6mB/hKAAAAABQSsJRAAAAAKCUhKMAwCJ577338oMf/CBdunRJ48aN06FDh/Tv3z8PPfRQ5Zinn346++23X9q3b58mTZpkjTXWyJFHHpmXX365yrZuvvnmbLvttmndunVatGiR9dZbL2eddVY+/PDDJX23AABgqfJNfXfXrl1TUVGR66+/vtp111133VRUVGTEiBFVlj/88MPZZZdd0rZt2zRp0iS9e/fOhRdeWHls1LkqKipy2223VV7+/PPPc+CBB2aVVVbJ+PHjK8fM62de9SyNhKMAwCLZZ5998vTTT2fkyJF5+eWXc8cdd2TbbbfNBx98kCQZNWpUtthii3z22We59tpr88ILL+RPf/pTWrdunV/84heV2znttNNywAEHZNNNN83f//73jB8/Pr/+9a8zbty4/PGPf6yruwcAAEuFb+q7k6Rz584ZPnx4les9+uijeeedd9K8efMqy2+99db07ds3q666asaMGZMXX3wxxx9/fM4+++x873vfS1EU86xj5syZ2WOPPfLEE0/kwQcfTK9evSrXDR8+PG+//XaVn7322mvxTUItalDXBQAAy54pU6bkgQceyNixY9O3b98kyWqrrZbNNtssyZeN02GHHZZddtklt956a+X1unXrls033zxTpkxJkjz++OP55S9/mYsvvjjHH3985biuXbtmhx12qBwHAABl9E1991wDBgzIRRddlDfffDOdO3dOklxzzTUZMGBA/vCHP1SOmzFjRo488sjsscceueqqqyqXH3HEEWnfvn322GOP3HDDDTnggAOq1bHrrrtm+vTpefDBB9OhQ4cq69u0aVNt2bLCnqMAwEJr0aJFWrRokdtuuy2fffZZtfV333133n///Zx00knzvH6bNm2SJNdee21atGiRH/7whwscBwAAZfRNffdc7du3T//+/TNy5MgkX+6s8Je//CWDBg2qMu4f//hHPvjgg5x44onVtrH77rtnzTXXzJ///Ocqy995553KYPb+++9fZkPQ+RGOAgALrUGDBhkxYkRGjhyZNm3aZKuttsqpp56aZ599NkkyYcKEJEnPnj0XuJ0JEyake/fuadiwYa3XDAAAy5pv6ru/atCgQRkxYkSKoshNN92U1VdfPRtssEGVMXOP/b/22mvP8/Z69uxZ7fwAxx9/fGbNmpXRo0fPd+eFAw88sDLInfszadKkhb/DdUA4CgAskn322Sf//e9/c8cdd2SnnXbK2LFjs9FGG1U2ZDVR03EAAFBWC+q7v2ru197/+c9/5pprrqm21+hXLUwfvttuu+Xll1/OlVdeOd8xF110UZ555pkqP506darxbdQl4SgAsMiaNGmSHXbYIb/4xS/y8MMP59BDD82QIUOy5pprJklefPHFBV5/zTXXzKuvvprPP/98SZQLAADLpPn13V/VoEGDHHzwwRkyZEgee+yxDBgwoNp25vbpL7zwwjxv54UXXqgcM9fBBx+ca665JieeeGIuvPDCeV6vQ4cO6dGjR5WfBg2WjVMdCUcBgMVmnXXWyYwZM7LjjjtmpZVWyq9+9at5jpt7oqWDDjoo06dPzxVXXLHAcQAAwP+Z23d/3aBBg3L//fdnzz33TNu2baut33HHHbPCCivk17/+dbV1d9xxRyZMmJADDzyw2rpDDjkkI0aMyEknnZQLLrhg8dyJpcSyEeECAEuVDz74IPvtt18GDRqU9dZbLy1btsyTTz6ZX/3qV9lzzz3TvHnz/P73v89+++2XPfbYI8cdd1x69OiR999/PzfccEMmTZqU66+/PptvvnlOOumknHDCCXnrrbey9957p1OnTnnllVfyu9/9Lv/zP/9T5Sz2AABQJt/Ud3/d2muvnffffz/NmjWb5/aaN2+eK6+8Mt/73vdy1FFH5dhjj02rVq1y77335qc//Wn23Xff7L///vO87sEHH5x69erlkEMOSVEU+elPf1q5bsqUKXnnnXeqjG/ZsmWaN2/+Le79kiEcBQAWWosWLbL55pvnoosuysSJE/P555+nc+fOOfLII3PqqacmSfbcc888/PDDGTZsWA466KBMmzYtnTt3zne+852cffbZlds677zzsvHGG+fyyy/P7373u8yZMyerr7569t133xxyyCF1dRcBAKDO1aTv/roVV1xxgdvcd999M2bMmJxzzjnZeuut8+mnn2aNNdbIaaedlsGDB6eiomK+1x0wYEDq1auXgw8+OHPmzMnPfvazJMlhhx1WbeywYcNy8sknL8S9rRsVhTMh1Lpp06aldevWmTp1alq1alXX5QBQAp9++mlee+21dOvWLU2aNKnrcpZaC5on79+w/PL3DcCSpj+vmbrozx1zFAAAAAAoJeEoAAAAAFBKwlEAAAAAoJSEowAAAABAKQlHAQAAAIBSEo4CAAAAAKUkHAUAAAAASkk4CgAAAACUknAUAAAAACgl4SgAAAAAUEoN6roAAGDJ6XrynUv09l4/d9clensAALAs0Z/XPXuOAgAAAAClJBwFAJYa2267bY477ricdNJJWWGFFdKhQ4ecccYZlesnTZqUPffcMy1atEirVq2y//7759133627ggEAYDlWhv5cOAoALFVGjhyZ5s2b57HHHsuvfvWrnHXWWRk9enTmzJmTPffcMx9++GHuv//+jB49Oq+++moOOOCAui4ZAACWW8t7f+6YowDAUmW99dbLkCFDkiRrrLFGLrvsstx7771Jkueeey6vvfZaOnfunCT5wx/+kHXXXTdPPPFENt100zqrGQAAllfLe39uz1EAYKmy3nrrVbncsWPHTJ48OS+88EI6d+5c2XglyTrrrJM2bdrkhRdeWNJlAgBAKSzv/blwFABYqjRs2LDK5YqKisyZM6eOqgEAgHJb3vtz4SgAsExYe+218+abb+bNN9+sXPb8889nypQpWWeddeqwMgAAKJ/lpT8XjgIAy4R+/fqld+/eGTBgQJ566qk8/vjjGThwYPr27ZtNNtmkrssDAIBSWV76c+EoALBMqKioyO233562bdtmm222Sb9+/dK9e/f85S9/qevSAACgdJaX/ryiKIqirotY3k2bNi2tW7fO1KlT06pVq7ouB4AS+PTTT/Paa6+lW7duadKkSV2Xs9Ra0Dx5/4bll79vAJY0/XnN1EV/bs9RAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAopQZ1XUCpDFs1aVzxzePOmFr7tQAAQNnVtD+fS58OAMsde44CAAAAAKUkHAUAAAAASsnX6gGgTM5ovYRvz1dQAQBgvvTndc6eowAAAABAKQlHAYClxh/+8IesuOKK+eyzz6os32uvvXLwwQcnSW6//fZstNFGadKkSbp3754zzzwzX3zxRZKkKIqcccYZ6dKlSxo3bpxOnTrluOOOW+L3AwAAlgdl6M+FowDAUmO//fbL7Nmzc8cdd1Qumzx5cu68884MGjQoDzzwQAYOHJjjjz8+zz//fK688sqMGDEi55xzTpLk5ptvzkUXXZQrr7wyEyZMyG233ZbevXvX1d0BAIBlWhn6c+EoALDUaNq0aQ466KAMHz68ctmf/vSndOnSJdtuu23OPPPMnHzyyTnkkEPSvXv37LDDDhk6dGiuvPLKJMmkSZPSoUOH9OvXL126dMlmm22WI488sq7uDgAALNPK0J8LRwGApcqRRx6Zf/zjH3nrrbeSJCNGjMihhx6aioqKjBs3LmeddVZatGhR+XPkkUfm7bffzsyZM7Pffvvlk08+Sffu3XPkkUfm1ltvrfxKDwAAsPCW9/7c2eoBgKXKhhtumPXXXz9/+MMfsuOOO+bf//537rzzziTJ9OnTc+aZZ+a73/1utes1adIknTt3zksvvZR77rkno0ePzg9/+MOcf/75uf/++9OwYcMlfVcAAGCZt7z358JRAGCpc8QRR+Tiiy/OW2+9lX79+qVz585Jko022igvvfRSevToMd/rNm3aNLvvvnt23333HHPMMenZs2eee+65bLTRRkuqfAAAWK4sz/25cBQAWOocdNBBOfHEE3P11VfnD3/4Q+Xy008/Pbvttlu6dOmSfffdN/Xq1cu4ceMyfvz4nH322RkxYkRmz56dzTffPM2aNcuf/vSnNG3aNKuttlod3hsAAFi2Lc/9uWOOAgBLndatW2efffZJixYtstdee1Uu79+/f0aNGpV//OMf2XTTTbPFFlvkoosuqmyu2rRpk6uvvjpbbbVV1ltvvdxzzz3561//mhVXXLGO7gkAACz7luf+3J6jAFAmZ0yt6wpq7K233sqAAQPSuHHjKsv79++f/v37z/M6e+21V5VmDQAAlmr68zonHAUAliofffRRxo4dm7Fjx+aKK66o63IAAKDUlvf+XDgKACxVNtxww3z00Uc577zzstZaa9V1OQAAUGrLe38uHAUAliqvv/56XZcAAAD8/5b3/twJmQAAAACAUhKOAsByrCiKui5hqWZ+AABYkvSfC1YX8yMcBYDlUP369ZMks2bNquNKlm4zZ85MkjRs2LCOKwEAYHmmP6+ZuujPHXMUAJZDDRo0SLNmzfLee++lYcOGqVfP/0O/qiiKzJw5M5MnT06bNm0qm1UAAKgN+vMFq8v+XDi6FBs2bFhuueWWvPjii2natGn69OkzzzODPfLIIznttNPy2GOPpX79+tlggw1y9913p2nTpnVUOQB1raKiIh07dsxrr72WN954o67LWWq1adMmHTp0qOsygGVITXr0iRMn5sQTT8yDDz6Yzz77LDvttFMuvfTStG/fvg4rB6Au6c9rpi76c+HoUuz+++/PMccck0033TRffPFFTj311Oy44455/vnn07x58yRfBqM77bRTTjnllFx66aVp0KBBxo0b5z8QAKRRo0ZZY401fHVnPho2bGiPUWChfVOPPmPGjOy4445Zf/31c9999yVJfvGLX2T33XfPo48+qk8HKDH9+YLVVX9eUTgSbK2bNm1aWrdunaknt0yrxhXffIUzps5z8XvvvZeVV145999/f7bZZpskyRZbbJEddtghQ4cOXZwlA0DpVb5/T52aVq1a1XU5wGK00P35XPPo07/eo//jH//IzjvvnI8++qjytWPq1Klp27Zt/vGPf6Rfv36L624AQKnUVn/u35bLkKlTv2zGVlhhhSTJ5MmT89hjj2XllVdOnz590r59+/Tt2zcPPvhgXZYJAACl8fUe/bPPPktFRUUaN25cOaZJkyapV6+ePh0AlkLC0WXEnDlzMnjw4Gy11Vbp1atXkuTVV19Nkpxxxhk58sgjc9ddd2WjjTbK9ttvnwkTJtRluQAAsNybV4++xRZbpHnz5vnZz36WmTNnZsaMGTnxxBMze/bsvP3223VcMQDwdcLRZcQxxxyT8ePH5/rrr69cNmfOnCTJ0UcfncMOOywbbrhhLrrooqy11lq55ppr6qpUAAAohXn16O3atcuNN96Yv/71r2nRokVat26dKVOmZKONNnK8UQBYCjkh0zLg2GOPzahRo/LPf/4zq666auXyjh07JknWWWedKuPXXnvtTJo0aYnWCAAAZTK/Hj1Jdtxxx0ycODHvv/9+GjRoUHnm3e7du9dRtQDA/PjX5VKsKIoce+yxufXWW3PfffelW7duVdZ37do1nTp1yksvvVRl+csvv5zVVlttSZYKAACl8E09+lettNJKadOmTe67775Mnjw5e+yxxxKsFACoCXuOLsWOOeaYXHfddbn99tvTsmXLvPPOO0mS1q1bp2nTpqmoqMhPf/rTDBkyJOuvv3422GCDjBw5Mi+++GJuuummOq4eAACWP9/UoyfJ8OHDs/baa6ddu3Z55JFHcvzxx+fHP/5x1lprrbosHQCYB+HoUuy3v/1tkmTbbbetsnz48OE59NBDkySDBw/Op59+mh//+Mf58MMPs/7662f06NFZffXVl3C1AACw/KtJj/7SSy/llFNOyYcffpiuXbvmtNNOy49//OMlXCkAUBMVRVEUdV3E8m7atGlp3bp1pp7cMq0aV3zzFc6YWvtFAQALVPn+PXVqWrVqVdflAIvRQvfnc+nTAaDO1FZ/7pijAAAAAEApCUcBAAAAgFISjgIAAAAApSQcBQAAAABKSTgKAAAAAJSScBQAAAAAKCXhKAAAAABQSsJRAAAAAKCUhKMAAAAAQCkJRwEAAACAUhKOAgAAAAClJBwFAAAAAEpJOAoAAAAAlJJwFAAAAAAoJeEoAAAA8P+1d+dhWdX5/8dfNyAIEiAuLA4obmm5pOKCo6lJouGWS+NSilpmX1vMyrTGysx0tMZJM7MmUVskzKVs0YwCrYi0xDXJBcUNG1NAcYfz+8Nf93QPapD3ws15Pq6L6/Kcz+c+vM+n5H774tznAIApEY4CAAAAAAAAMCXC0d/Zv3+/LBaLMjMzXV0KAAAAYHr05wAAwNHcPhxNSEiQxWLRmDFjSoyNHTtWFotFCQkJzi8MAAAAMCH6cwAA4E7cPhyVpIiICCUlJens2bPWfefOndN7772nyMhIF1YGAAAAmA/9OQAAcBcVIhxt2bKlIiIitGLFCuu+FStWKDIyUi1atLDuW7NmjTp06KCgoCBVq1ZNPXv21N69e6957O3bt6tHjx7y9/dXSEiI7rnnHh0/ftx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       "text/plain": [
-       "<Figure size 1600x1200 with 6 Axes>"
+       "<Figure size 1600x2200 with 6 Axes>"
       ]
      },
      "metadata": {},
@@ -1526,77 +1249,78 @@
    "source": [
     "grouped = df.groupby('Gender')\n",
     "\n",
-    "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(16, 12))\n",
+    "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(16, 22))\n",
     "fig.suptitle('Measures by Gender', fontsize=16)\n",
     "\n",
     "calc_counts = grouped['CALC'].value_counts().unstack()\n",
-    "calc_counts.plot(kind='bar', ax=axes[0, 0])\n",
+    "calc_counts.plot(kind='barh', ax=axes[0, 0])\n",
     "\n",
     "axes[0, 0].set_title('Com que frequência consome alcool?')\n",
-    "axes[0, 0].set_xlabel('CALC Values')\n",
-    "axes[0, 0].set_ylabel('Count')\n",
+    "axes[0, 0].set_ylabel('CALC Values')\n",
+    "axes[0, 0].set_xlabel('Count')\n",
     "for p in axes[0, 0].patches:\n",
-    "    axes[0, 0].annotate(str(p.get_height()), (p.get_x() + p.get_width() / 2., p.get_height() + 0.5),\n",
-    "                        ha='center', va='bottom')\n",
+    "    axes[0, 0].annotate(str(p.get_width()), (p.get_width() + 0.5, p.get_y() + p.get_height() / 2.),\n",
+    "                        ha='left', va='center')\n",
     "\n",
     "favc_counts = grouped['FAVC'].value_counts().unstack()\n",
-    "favc_counts.plot(kind='bar', ax=axes[0, 1])\n",
+    "favc_counts.plot(kind='barh', ax=axes[0, 1])\n",
     "\n",
     "axes[0, 1].set_title('Se alimenta de alimentos muito calóricos ?')\n",
-    "axes[0, 1].set_xlabel('FAVC Values')\n",
-    "axes[0, 1].set_ylabel('Count')\n",
+    "axes[0, 1].set_ylabel('FAVC Values')\n",
+    "axes[0, 1].set_xlabel('Count')\n",
     "for p in axes[0, 1].patches:\n",
-    "    axes[0, 1].annotate(str(p.get_height()), (p.get_x() + p.get_width() / 2., p.get_height() + 0.5),\n",
-    "                        ha='center', va='bottom')\n",
+    "    axes[0, 1].annotate(str(p.get_width()), (p.get_width() + 0.5, p.get_y() + p.get_height() / 2.),\n",
+    "                        ha='left', va='center')\n",
     "\n",
     "fcvc_means = grouped['FCVC'].mean().reset_index()\n",
     "fcvc_means.columns = ['Gender', 'FCVC Mean']\n",
     "fcvc_means.set_index('Gender', inplace=True)\n",
-    "fcvc_means.plot(kind='bar', ax=axes[1, 0])\n",
-    "\n",
+    "fcvc_means.plot(kind='barh', ax=axes[1, 0])\n",
     "\n",
     "axes[1, 0].set_title('Geralmente consome vegetais?')\n",
-    "axes[1, 0].set_xlabel('Gender')\n",
-    "axes[1, 0].set_ylabel('FCVC Mean')\n",
+    "axes[1, 0].set_ylabel('Gender')\n",
+    "axes[1, 0].set_xlabel('FCVC Mean')\n",
     "for p in axes[1, 0].patches:\n",
     "    bar_width = p.get_width()\n",
     "    bar_height = p.get_height()\n",
-    "    bar_x = p.get_x()\n",
-    "    bar_middle = bar_x + bar_width / 2\n",
-    "    axes[1, 0].annotate(str(round(bar_height, 2)), (bar_middle, bar_height), ha='center', va='bottom')\n",
+    "    bar_y = p.get_y()\n",
+    "    bar_middle = bar_y + bar_height / 2\n",
+    "    axes[1, 0].annotate(str(round(bar_width, 2)), (bar_width + 0.5, bar_middle), ha='left', va='center')\n",
     "\n",
     "ncp_means = grouped['NCP'].mean().reset_index()\n",
     "ncp_means.columns = ['Gender', 'NCP Mean']\n",
     "ncp_means.set_index('Gender', inplace=True)\n",
-    "ncp_means.plot(kind='bar', ax=axes[1, 1])\n",
+    "ncp_means.plot(kind='barh', ax=axes[1, 1])\n",
     "\n",
     "axes[1, 1].set_title('Quantas refeições principais você faz diariamente?')\n",
-    "axes[1, 1].set_xlabel('Gender')\n",
-    "axes[1, 1].set_ylabel('NCP Mean')\n",
+    "axes[1, 1].set_ylabel('Gender')\n",
+    "axes[1, 1].set_xlabel('NCP Mean')\n",
     "for p in axes[1, 1].patches:\n",
     "    bar_width = p.get_width()\n",
     "    bar_height = p.get_height()\n",
-    "    bar_x = p.get_x()\n",
-    "    bar_middle = bar_x + bar_width / 2\n",
-    "    axes[1, 1].annotate(str(round(bar_height, 2)), (bar_middle, bar_height), ha='center', va='bottom')\n",
+    "    bar_y = p.get_y()\n",
+    "    bar_middle = bar_y + bar_height / 2\n",
+    "    axes[1, 1].annotate(str(round(bar_width, 2)), (bar_width + 0.5, bar_middle), ha='left', va='center')\n",
     "\n",
     "scc_counts = grouped['SCC'].value_counts().unstack()\n",
-    "scc_counts.plot(kind='bar', ax=axes[2, 0])\n",
+    "scc_counts.plot(kind='barh', ax=axes[2, 0])\n",
     "\n",
     "axes[2, 0].set_title('Monitora as calorias que ingere diariamente? ')\n",
-    "axes[2, 0].set_xlabel('SCC Values')\n",
-    "axes[2, 0].set_ylabel('Count')\n",
+    "axes[2, 0].set_ylabel('SCC Values')\n",
+    "axes[2, 0].set_xlabel('Count')\n",
     "for p in axes[2, 0].patches:\n",
-    "    axes[2, 0].annotate(str(p.get_height()), (p.get_x() + p.get_width() / 2., p.get_height()), ha='center', va='bottom')\n",
+    "    axes[2, 0].annotate(str(p.get_width()), (p.get_width() + 0.5, p.get_y() + p.get_height() / 2.),\n",
+    "                        ha='left', va='center')\n",
     "\n",
     "smoke_counts = grouped['SMOKE'].value_counts().unstack()\n",
-    "smoke_counts.plot(kind='bar', ax=axes[2, 1])\n",
+    "smoke_counts.plot(kind='barh', ax=axes[2, 1])\n",
     "\n",
     "axes[2, 1].set_title('Você fuma?')\n",
-    "axes[2, 1].set_xlabel('SMOKE Values')\n",
-    "axes[2, 1].set_ylabel('Count')\n",
+    "axes[2, 1].set_ylabel('SMOKE Values')\n",
+    "axes[2, 1].set_xlabel('Count')\n",
     "for p in axes[2, 1].patches:\n",
-    "    axes[2, 1].annotate(str(p.get_height()), (p.get_x() + p.get_width() / 2., p.get_height()), ha='center', va='bottom')\n",
+    "    axes[2, 1].annotate(str(p.get_width()), (p.get_width() + 0.5, p.get_y() + p.get_height() / 2.),\n",
+    "                        ha='left', va='center')\n",
     "\n",
     "plt.subplots_adjust(hspace=0.5, wspace=0.5)\n",
     "\n",
@@ -1618,7 +1342,7 @@
     "\n",
     "*Consumo de Vegetais (FCVC)*\n",
     "\n",
-    "- Médias semelhantes de consumo de vegetais entre homens e mulheres.\n",
+    "- A média de consumo de vegetais é ligeiramente maior entre as mulheres.\n",
     "\n",
     "*Número de Refeições Diárias (NCP)*\n",
     "\n",
@@ -1634,23 +1358,19 @@
     "\n",
     "Esses gráficos mostram que, embora existam algumas diferenças, os padrões gerais de consumo e hábitos são bastante similares entre homens e mulheres.\n",
     "\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
     "***"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
-   "metadata": {},
+   "execution_count": 50,
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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3c92/f78SEhLUtWtX5cv3v7e1zs7OWrZsmQ4ePKipU6eqffv2+uOPP/T222+rQoUKOnz4cI6OeatLly5pyJAhKlOmjBwdHeXo6CgPDw9dvnw5y/Ij0o1ZwDerUKGCJJmzsG8uv3VJmJx4+eWXJUmzZ882y2bMmKHQ0FDVr1//rttr1qyZ1fPMGcq3i+3xxx/XuXPn1KFDB61YsSLbGfm27NixQykpKVmW3AgMDFSDBg2yXYKkdevWWcr69eun5ORkcxmRjIwMzZw5U88888xdLcPRsGFDHT16VMeOHdPVq1f19ddfq0mTJoqIiDC/bbJhwwY5Oztnu8TT3cjuXF+9elXJyck52v/w4cP67bff9Pzzz1td+x4eHmrdurV27typK1euSLoxYzwlJUVLliwx68XGxsrZ2dkc0z///LN+/PFHderUSZKs/oY8/fTTSkxMzDJusvtd5OYcrl27VtevX1fnzp2tjuvi4qKwsLDb3qA18+9k27Ztrcr/7//+T46O2d/+KzfXOQAAAEl0AADwj9S+fXtVr15dw4cPz7IetSSVKFFCknTs2DGbbRw/flzSjaTfzfz8/LLUzSw7c+aMpBtLpqxcuVJOTk5Wj8y1g29ORvbp00cXL17UwoULJd1IlBYvXlzNmzc36/z+++/64YcfsrTn6ekpwzDM9urXr6/ly5ebSavixYsrJCREn3zyidnWmTNnbtuHTBkZGWrcuLH+85//6PXXX9fGjRv17bffaufOnZJkLqNy9uxZZWRk5KjN2+nRo4euX7+uBQsWSLqxlrbFYlG3bt2yrV+hQgX1799fH3/8sU6ePKkpU6bozJkzWZbWyKmOHTtqxowZ6tmzp9auXatvv/1Wu3btUpEiRbJdMqZQoUJWz/Pnz2+zPCfrdt/K19dX7dq106xZs5Senq4ffvhBW7duzXbZnZzIXFM+k7OzsyTddjmc559/XnPnztWJEyfUunVrFS1aVLVr186yxFF2MseCv79/lm0BAQHm9kxubm7y8vLKUrdatWqqV6+eubTNl19+qePHj9/1echcXmTDhg36+uuvlZaWpgYNGigyMtJM6G/YsEF169aVq6vrXbV9q9yc65vd6dxlZGTo7Nmzkm4sVVOrVi1zSZf09HR9/PHHat68uXktZn4wNXjw4Cx/Q3r37i1JWT4gye7YuTmHmceuVatWlmMvWbLkth/MZJ6Hmz+0lCRHR8cs5zjT3z33AADgnyn7j+cBAAAecRaLRRMmTFCjRo304YcfZtneqFEjvfHGG1q+fLmaNGmSbRvLly83694sKSkpS93MsswETuHChVW5cmW9/fbb2bZ983rWZcqUUXR0tN577z1FR0friy++0OjRo+Xg4GDWKVy4sFxdXTV37txs2ytcuLD5c/PmzdW8eXOlpqZq586dGj9+vDp27KigoCDVqVNHPj4+t+1Dpv3792vv3r2Ki4tTly5dzPKff/7Zql7BggVlsVhy1ObtPPnkk6pQoYJiY2PVr18/ffzxx2rQoIFKlSp1x30tFosGDBigMWPGaP/+/Tk+Zqbz58/ryy+/1KhRozR06FCzPDU1VX/99dddt5dX+vXrpwULFmjFihVas2aNChQoYM4mvl+6deumbt266fLly/rqq680atQoNW3aVD/99JP5rYTsZI6FxMTELNt+++03q2tWuv0NYfv27as2bdrou+++04wZMxQcHJxlXN5J8eLFFRwcrA0bNigoKEg1a9ZUgQIF1LBhQ/Xu3VvffPONdu7cqdGjR99Vu/fCnc5dvnz5VLBgQbOsW7du6t27tw4dOqSjR48qMTHR6sOnzHM9bNgwtWrVKttjlitXzup5dr+P3JzDzGNn3j/ibmSeh99//13FihUzy69fv57lQxgAAIC/gyQ6AAD4x4qMjFSjRo00ZsyYLLPJa9asqcaNG2vOnDl6/vnnVbduXavtX3/9tebOnasmTZqoRo0aVts2btyo33//3ZwdmZ6eriVLluixxx5T8eLFJd1Y6mP16tV67LHHrJJdtvTr10+NGzdWly5d5ODgYN58NFPTpk01btw4+fj45CipLN2YgRkWFqYCBQpo7dq1+v7771WnTh1FRERo4sSJ2rt3r9WSLosWLbLaPzOJljmTM9OtN3l0d3fX448/rv/85z+aNGmSuaTLxYsXtXLlyhzFmql79+567bXX9Oabb+qPP/5Q9+7ds9RJTEzMdpbsb7/9pgsXLmT5feWExWKRYRhZ+vrRRx8pPT39rtvLKzVq1NCTTz6pCRMmaP/+/XrhhRfk7u5ul1jc3d0VHR2ta9euqUWLFjpw4IBKlixpc6ZvnTp15Orqqo8//lht2rQxy0+fPq1Nmzbp//7v/3J87JYtW6pEiRIaNGiQ4uPjNXXq1Nsm3W2JjIzUp59+qsDAQHPZneDgYJUoUUIjR45UWlqazZuKZrofM5vLlSunYsWKadGiRRo8eLDZ18uXL+vzzz9XnTp15ObmZtbv0KGDBg4cqLi4OB09elTFihVT48aNrdorW7as9u7da94INrfu9hxGRUXJ0dFRv/zyS7ZLxNxO5rJFS5YsUfXq1c3ypUuXWt0s+W45OzszMx0AAFghiQ4AAP7RJkyYoBo1aig5OdlcSiXT/PnzFRkZqcaNG6tv375q2LChpBtrkr/77rsqX7684uLisrRZuHBhNWjQQCNGjJC7u7vef/99/fjjj1q8eLFZZ8yYMVq/fr2efPJJ9e3bV+XKldPVq1d1/PhxrV69Wh988IGZcJduzHavWLGiNm/erOeee05Fixa1Omb//v31+eefq379+howYIAqV66sjIwMnTx5UuvWrdOgQYNUu3ZtjRw5UqdPn1bDhg1VvHhxnTt3Tu+++66cnJwUFhZmtjV37lw988wzeuutt+Tr66uFCxfqxx9/tDpm+fLl9dhjj2no0KEyDEOFChXSypUrs13KY+zYsWrSpIkaNWqkQYMGKT09XRMmTJC7u/tdzeTu3Lmz3njjDU2aNEkFChTIdtbsCy+8oHPnzql169YKCQmRg4ODfvzxR02dOlX58uXTkCFDcny8TF5eXqpfv74mTZqkwoULKygoSPHx8ZozZ44KFChw1+3lpX79+qldu3ayWCzm0hv3S69eveTq6qq6devK399fSUlJGj9+vLy9vc3190NCQiRJH374oTw9PeXi4qJSpUrJx8dHI0aM0BtvvKHOnTurQ4cOOnPmjEaPHi0XFxeNGjUqx3E4ODjolVde0ZAhQ+Tu7p5lnfWcatiwod5//339+eefmjZtmlV5bGysChYseMcPYTw9PVWyZEmtWLFCDRs2VKFChcxrJq/ky5dPEydOVKdOndS0aVO9+OKLSk1N1aRJk3Tu3Dm98847VvULFCigli1bKi4uTufOndPgwYOt1lKXbnz4FR0draioKHXt2lXFihXTX3/9pUOHDum7774z15y/k7s9h0FBQRozZoyGDx+uo0ePqkmTJipYsKB+//13ffvtt3J3d7c5+79SpUrq0KGDJk+eLAcHBzVo0EAHDhzQ5MmT5e3tnaWPORUaGqrFixdryZIlKl26tFxcXBQaGpqrtgAAwKOBNdEBAMA/WrVq1dShQ4dst/n6+mrnzp168803tWbNGnMZlFWrVumNN97Qzp07s6zFK924cd2rr76qN998U61bt9bx48e1cOFCtWvXzqzj7++v3bt3q3Hjxpo0aZKaNGliri9dtWrVbGenZ948L7u1nt3d3bV161Z17dpVH374oZ555hm1bdtW//73v1W8eHEzgVe7dm0lJSVpyJAhaty4sV544QW5urpq06ZN5ocIfn5+io+PV8WKFfXyyy/rueeek4uLi2bMmGF1TCcnJ61cuVLBwcF68cUX1aFDByUnJ2vDhg1Z4mvUqJGWL1+uCxcuqF27dho4cKBat26d7Uzy2ylatKiaNm0qwzDUsWNHqxuVZurTp4+Cg4M1e/Zs/d///Z8aN26ssWPHKjQ0VFu3br3rZT4yLVq0SBEREXr99dfVqlUr7d69W+vXr5e3t3eu2ssrLVq0kLOzs6KiolS2bNn7eux69epp//796tevnxo1aqQBAwYoODhYW7duVZEiRSRJpUqV0rRp07R3716Fh4erVq1a5jcQhg0bpo8++kh79+5VixYt9Oqrr6pSpUravn37Xfclc3w9//zzuf6dNGjQQPny5ZO7u7vq1KljlmfOnI6IiMhRYnbOnDlyc3NTs2bNVKtWLcXExOQqntvp2LGjli9frjNnzqhdu3bq1q2bvLy8tHnz5mxvfNqtWzclJyfr2rVr2X7IEBERoW+//VYFChRQ//79FRkZqZdfflkbNmy44+z7m+XmHA4bNkxLly7VTz/9pC5duigqKkqvv/66Tpw4cceb5GYu7zRnzhw9++yzWrx4sXnD6Nx+wDV69GiFhYWpV69eevzxx3N8A2QAAPDoshiGYdg7CAAAANxZzZo1ZbFYtGvXLnuHggfIypUr1axZM61atUpPP/20vcOxm+nTp6tv377av39/lm+V4J9l+/btqlu3rhYuXKiOHTvaOxwAAPAIYDkXAACAB9iFCxe0f/9+ffnll0pISNCyZcvsHRIeEAcPHtSJEyc0aNAgVa1aVdHR0fYOyS6+//57HTt2TGPGjFHz5s1JoP/DrF+/Xjt27FCNGjXk6uqqvXv36p133lHZsmVt3iQVAADgbpFEBwAAeIB99913ioiIkI+Pj0aNGqUWLVrYOyQ8IHr37q1t27apevXqmjdvXpYbaRqGccebnjo4OOTqBpwPkpYtWyopKUn16tXTBx98kGV7RkaGMjIybtuGo+OD82/RwxavvXl5eWndunWaNm2aLl68qMKFCys6Olrjx4/PdrknAACA3GA5FwAAAOARFBcXp27dut22zubNmxUeHn5/ArKTmJgYmzemzHTs2LE8vfHn39G1a1fNmzfvtnX4Fw4AAOD+IokOAAAAPILOnDmjY8eO3bZOuXLl5OnpeZ8iso/ffvt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",
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",
       "text/plain": [
        "<Figure size 1500x4000 with 8 Axes>"
       ]
@@ -1660,15 +1380,24 @@
     }
    ],
    "source": [
+    "categories_order = [\n",
+    "    'Insufficient_Weight', 'Normal_Weight', 'Overweight_Level_I',\n",
+    "    'Overweight_Level_II', 'Obesity_Type_I', 'Obesity_Type_II', 'Obesity_Type_III'\n",
+    "]\n",
+    "\n",
+    "df['NObeyesdad'] = pd.Categorical(df['NObeyesdad'], categories=categories_order, ordered=True)\n",
+    "\n",
+    "\n",
     "cat_cols = ['Gender', 'CALC', 'SCC', 'SMOKE', 'family_history_with_overweight', 'CAEC', 'MTRANS', 'FAVC']\n",
-    "fig, ax = plt.subplots(nrows = 8, figsize = (15, 40))\n",
-    "i = 0\n",
-    "for col in cat_cols :\n",
-    "    sns.countplot(df, x = 'NObeyesdad', hue = col, ax = ax[i])\n",
+    "fig, ax = plt.subplots(nrows=8, figsize=(15, 40))\n",
+    "\n",
+    "for i, col in enumerate(cat_cols):\n",
+    "    sns.countplot(data=df, x='NObeyesdad', hue=col, ax=ax[i])\n",
     "    ax[i].set_title(f'NObeyesdad VS {col}')\n",
-    "    i += 1\n",
-    "fig.tight_layout(h_pad = 10)\n",
-    "plt.show();"
+    "    ax[i].set_xticklabels(ax[i].get_xticklabels())\n",
+    "\n",
+    "fig.tight_layout(h_pad=10)\n",
+    "plt.show()"
    ]
   },
   {
@@ -1678,6 +1407,15 @@
     "\n",
     "Esses gráficos ajudam a identificar padrões e relações entre diferentes variáveis categóricas e os níveis de obesidade, fornecendo uma visão geral das associações entre comportamento, hábitos e obesidade.\n",
     "\n",
+    "- É possível verificar que em ```Obesity_Type II``` a grande maioria é do gênero masculino\n",
+    "- Em ```Obesity_Type III```, o gênero feminino é predominante\n",
+    "- É possível notar que o nível de consumo de álcool aumenta em relação ao nível de obesidade\n",
+    "- Os indivíduos que se enquadravam entre os indivíduos abaixo do peso ideal e com pesoa ideal estão entre os que mais monitoraram as calorias ingeridas diariamente\n",
+    "- Poucos indivíduos fumam, fumar parecer não ter muita relação com a obesidade\n",
+    "- É possível notar que o quanto mais obeso for o indivíduo, mais casos de excesso de peso familair ele costuma ter\n",
+    "- Pessoas abaixo do peso ideial comem com mais frequência entre as refeições quando comparadas com pessoas obesas\n",
+    "- É possível notar que pessoas com ```Obesity_Type III``` costumam usar mais o ônibus, contudo, essa não parece ser uma relação interessante\n",
+    "- Quando mais obeso, mais ele come alimentos altamente calóricos com frequência\n",
     "***"
    ]
   },
@@ -1685,7 +1423,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "\n",
     "**Gráficos de distribuição**"
    ]
   },
@@ -1754,7 +1491,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "-  O gráfico indica a idade mais comum e se há uma concentração em torno de certas idades\n",
+    "-  É possível notar que \n",
     "-  Ajuda a entender se há uma variação significativa na altura entre os indivíduos.\n",
     "-  Mostra como os pesos estão distribuídos e se a amostra cobre uma variedade de valores de peso.\n",
     "-  Visualiza quanto tempo o indivíduo passa usando dispositivos tecnológicos\t\n",
@@ -1812,6 +1549,39 @@
     "***"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 5))  \n",
+    "sns.violinplot(data=df, x='NObeyesdad', y='Age')\n",
+    "plt.title('Violin Plot of Age by NObeyesdad')\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- É observável notar uma possível mortalidade entre os pacientes mais obesos, visto que ```Obesity_type II``` não chegam a 50 anos e ```Obesity_type III``` não passam dos 30 anos."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1867,7 +1637,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.10.11"
   },
   "vscode": {
    "interpreter": {