beer_sp_br_consumption.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ae8cf58b-95e7-4b39-9bf5-ecfa45a463aa",
   "metadata": {},
   "source": [
    "# Análise do consumo de cerveja:\n",
    "## Escopo:\n",
    "- jovens\n",
    "- região universitária de São Paulo - SP\n",
    "## Feature Importance:\n",
    "- Teoria da Informação\n",
    "- PCA\n",
    "## Modelos Preditivos: \n",
    "- Random Forest\n",
    "- XGBoost\n",
    "- Bayesian Network"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c94f3b1-fd91-4931-80ae-40b60435733b",
   "metadata": {},
   "source": [
    "## Bibliotecas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "793e29c6-a074-4b7c-895d-19d94fba0295",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.feature_selection import mutual_info_regression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import train_test_split, learning_curve\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from pgmpy.models import BayesianNetwork\n",
    "from pgmpy.estimators import MaximumLikelihoodEstimator\n",
    "from pgmpy.inference import VariableElimination\n",
    "import networkx as nx\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69b3130c-2011-4ab1-9ced-97c2edba8636",
   "metadata": {},
   "source": [
    "## Funções auxiliares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "af2379d3-a68a-4f9f-9ef2-16e4bcdf0097",
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_importance_analysis(df, target_column):\n",
    "    # Selecionar as variáveis independentes (features) e a variável dependente (target)\n",
    "    X = df.drop(columns=[target_column, 'date'])  # Excluir a coluna 'date'\n",
    "    \n",
    "    # Manter apenas as colunas numéricas\n",
    "    X = X.select_dtypes(include=['float64', 'int64'])\n",
    "    \n",
    "    y = df[target_column]\n",
    "\n",
    "    # Calcular a importância das características usando ganho de informação (mutual information)\n",
    "    feature_importances = mutual_info_regression(X, y, random_state=42)\n",
    "    feature_names = X.columns\n",
    "\n",
    "    # Criar um DataFrame para exibir a importância das características\n",
    "    importance_df = pd.DataFrame({\n",
    "        'Feature': feature_names,\n",
    "        'Importance': feature_importances\n",
    "    }).sort_values(by='Importance', ascending=False)\n",
    "\n",
    "    return importance_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "a9d23d45-a86a-4eca-86e6-3aa7f6d5d322",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_feature_importance(importance_df):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.barplot(x='Importance', y='Feature', data=importance_df, palette='viridis')\n",
    "    plt.title('Importância das Características')\n",
    "    plt.xlabel('Importância')\n",
    "    plt.ylabel('Características')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "df39b184-9f3a-48eb-9813-8f41ec65e7d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_scree_plot(pca):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    \n",
    "    # Gráfico de linha para a variância explicada cumulativa\n",
    "    plt.plot(range(1, len(pca.explained_variance_ratio_) + 1), \n",
    "             pca.explained_variance_ratio_.cumsum(), \n",
    "             marker='o', linestyle='--', color='b')\n",
    "    \n",
    "    plt.xlabel('Number of Principal Components')\n",
    "    plt.ylabel('Cumulative Explained Variance')\n",
    "    plt.title('Scree Plot')\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "6ce76f61-c9f2-414f-b0f4-bb08cf19daa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_feature_importance(importance_df):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.barplot(x='Importance', y='Feature', data=importance_df, hue='Feature', dodge=False, palette='viridis', legend=False)\n",
    "    plt.title('Importância das Características')\n",
    "    plt.xlabel('Importância')\n",
    "    plt.ylabel('Características')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "08138de0-0ad3-4771-91f0-d289ab66b4e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_accuracy(model, X_test, y_test, y_pred):\n",
    "    # Gráfico de Dispersão\n",
    "    plt.figure(figsize=(14, 6))\n",
    "\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.scatter(y_test, y_pred)\n",
    "    plt.xlabel('Valores Reais')\n",
    "    plt.ylabel('Valores Previstos')\n",
    "    plt.title('Gráfico de Dispersão: Valores Reais vs. Valores Previstos')\n",
    "    plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'k--', lw=2)\n",
    "\n",
    "    # Curva de Aprendizado\n",
    "    train_sizes, train_scores, test_scores = learning_curve(\n",
    "        model, X_test, y_test, train_sizes=np.linspace(0.1, 1.0, 10), scoring='neg_mean_squared_error', cv=5\n",
    "    )\n",
    "    train_scores_mean = -np.mean(train_scores, axis=1)\n",
    "    test_scores_mean = -np.mean(test_scores, axis=1)\n",
    "\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.plot(train_sizes, train_scores_mean, 'o-', color='r', label='Erro no Treinamento')\n",
    "    plt.plot(train_sizes, test_scores_mean, 'o-', color='g', label='Erro no Teste')\n",
    "    plt.xlabel('Tamanho do Conjunto de Treino')\n",
    "    plt.ylabel('Erro Quadrático Médio (MSE)')\n",
    "    plt.title('Curva de Aprendizado')\n",
    "    plt.legend(loc='best')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "e1213434-f2b2-4e66-91db-a20095eec1fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_error_distribution(y_test, y_pred):\n",
    "    # Histograma dos Erros\n",
    "    errors = y_test - y_pred\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.histplot(errors, kde=True, bins=30)\n",
    "    plt.xlabel('Erro')\n",
    "    plt.ylabel('Frequência')\n",
    "    plt.title('Distribuição dos Erros')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "b2b803f0-ffdd-4b06-9738-561b3464ef59",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pca_analysis(df, target_column):\n",
    "    # Selecionar as variáveis independentes (features) e a variável dependente (target)\n",
    "\n",
    "    columns_to_drop = [target_column]\n",
    "    columns_to_drop.append('consumption_categ')\n",
    "    columns_to_drop.append('max_temp_categ')\n",
    "    if 'date' in df.columns:\n",
    "        columns_to_drop.append('date')\n",
    "    if 'holiday_name' in df.columns:\n",
    "        columns_to_drop.append('holiday_name')\n",
    "\n",
    "    X = df.drop(columns=columns_to_drop)\n",
    "    y = df[target_column]\n",
    "    \n",
    "    y = df[target_column]\n",
    "\n",
    "    # Padronizar os dados\n",
    "    scaler = StandardScaler()\n",
    "    X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "    # Aplicar PCA\n",
    "    pca = PCA(n_components=len(X.columns))\n",
    "    X_pca = pca.fit_transform(X_scaled)\n",
    "\n",
    "    # Obter a importância das características\n",
    "    feature_importances = pca.explained_variance_ratio_\n",
    "    feature_names = X.columns\n",
    "\n",
    "    # Criar um DataFrame para exibir a importância das características\n",
    "    importance_df = pd.DataFrame({\n",
    "        'Feature': feature_names,\n",
    "        'Importance': feature_importances\n",
    "    }).sort_values(by='Importance', ascending=False)\n",
    "\n",
    "    return importance_df, pca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "dfc46b0d-daaf-4afe-aa05-4fbdf4debc66",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_pca_importance(importance_df, pca):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    \n",
    "    # Gráfico de barras para a importância de cada componente principal\n",
    "    plt.bar(importance_df['Feature'], importance_df['Importance'], color='skyblue')\n",
    "    plt.xlabel('Features')\n",
    "    plt.ylabel('Variance Explained Ratio')\n",
    "    plt.title('Feature Importance based on PCA')\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "d6655fd6-e4fd-4211-be84-d73bd9dc6fff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_gradient_boosting(df):\n",
    "    # Definir variáveis independentes (X) e dependente (y)\n",
    "    X = df.drop(columns=['beer_consumption_liters'])\n",
    "    y = df['beer_consumption_liters']\n",
    "\n",
    "    # Dividir os dados em conjunto de treino e teste\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "    # Criar e treinar o modelo de Gradient Boosting\n",
    "    model = GradientBoostingRegressor(n_estimators=100, random_state=42)\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Avaliar o modelo\n",
    "    y_pred = model.predict(X_test)\n",
    "    mse = mean_squared_error(y_test, y_pred)\n",
    "    print(f'Mean Squared Error: {mse}')\n",
    "\n",
    "    return model, X_train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "5837e948-177b-470d-8b2d-0bceced937b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ttrain_random_forest(df):\n",
    "    # Definir variáveis independentes (X) e dependente (y)\n",
    "    X = df.drop(columns=['beer_consumption_liters', 'date'])\n",
    "    y = df['beer_consumption_liters']\n",
    "\n",
    "    # Dividir os dados em conjunto de treino e teste\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "    # Criar e treinar o modelo de Random Forest\n",
    "    model = RandomForestRegressor(n_estimators=100, random_state=42)\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Avaliar o modelo\n",
    "    y_pred = model.predict(X_test)\n",
    "    mse = mean_squared_error(y_test, y_pred)\n",
    "    print(f'Mean Squared Error: {mse}')\n",
    "\n",
    "    # Retornar o modelo treinado e as colunas de características usadas no treinamento\n",
    "    return model, X_train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "9970e16e-3db5-49ae-b533-9df027015a75",
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_beer_consumption_xg(model, feature_columns, new_data):\n",
    "    new_data = new_data.reindex(columns=feature_columns, fill_value=0)\n",
    "    predicted_consumption = model.predict(new_data)\n",
    "    return predicted_consumption"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81f21b8b-9492-48c4-ad71-8e629c0c478d",
   "metadata": {},
   "source": [
    "## Amostra de Dados (Consumo, Período, Clima, Feriados, Jogos de Futebol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "b11c3b37-5b60-4776-a386-29524dbd3d4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "        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>date</th>\n",
       "      <th>avg_temperature_c</th>\n",
       "      <th>min_temperature_c</th>\n",
       "      <th>max_temperature_c</th>\n",
       "      <th>precipitation_mm</th>\n",
       "      <th>weekend</th>\n",
       "      <th>beer_consumption_liters</th>\n",
       "      <th>holiday_name</th>\n",
       "      <th>is_holiday</th>\n",
       "      <th>has_match</th>\n",
       "      <th>...</th>\n",
       "      <th>is_gremio</th>\n",
       "      <th>is_atletico_mineiro</th>\n",
       "      <th>is_bahia</th>\n",
       "      <th>is_internacional</th>\n",
       "      <th>is_city_match</th>\n",
       "      <th>month</th>\n",
       "      <th>week_day</th>\n",
       "      <th>is_rain</th>\n",
       "      <th>consumption_categ</th>\n",
       "      <th>max_temp_categ</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>27.30</td>\n",
       "      <td>23.9</td>\n",
       "      <td>32.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25461.0</td>\n",
       "      <td>Confraternização Universal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>25001-30000</td>\n",
       "      <td>30-35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-01-02</td>\n",
       "      <td>27.02</td>\n",
       "      <td>24.5</td>\n",
       "      <td>33.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28972.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>25001-30000</td>\n",
       "      <td>30-35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015-01-03</td>\n",
       "      <td>24.82</td>\n",
       "      <td>22.4</td>\n",
       "      <td>29.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30814.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>&gt;30000</td>\n",
       "      <td>25-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015-01-04</td>\n",
       "      <td>23.98</td>\n",
       "      <td>21.5</td>\n",
       "      <td>28.6</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29799.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>25001-30000</td>\n",
       "      <td>25-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015-01-05</td>\n",
       "      <td>23.82</td>\n",
       "      <td>21.0</td>\n",
       "      <td>28.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0-5000</td>\n",
       "      <td>25-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  avg_temperature_c  min_temperature_c  max_temperature_c  \\\n",
       "0  2015-01-01              27.30               23.9               32.5   \n",
       "1  2015-01-02              27.02               24.5               33.5   \n",
       "2  2015-01-03              24.82               22.4               29.9   \n",
       "3  2015-01-04              23.98               21.5               28.6   \n",
       "4  2015-01-05              23.82               21.0               28.3   \n",
       "\n",
       "   precipitation_mm  weekend  beer_consumption_liters  \\\n",
       "0               0.0      0.0                  25461.0   \n",
       "1               0.0      0.0                  28972.0   \n",
       "2               0.0      1.0                  30814.0   \n",
       "3               1.2      1.0                  29799.0   \n",
       "4               0.0      0.0                    289.0   \n",
       "\n",
       "                 holiday_name  is_holiday  has_match  ...  is_gremio  \\\n",
       "0  Confraternização Universal           1          0  ...          0   \n",
       "1                         NaN           0          0  ...          0   \n",
       "2                         NaN           0          0  ...          0   \n",
       "3                         NaN           0          0  ...          0   \n",
       "4                         NaN           0          0  ...          0   \n",
       "\n",
       "   is_atletico_mineiro  is_bahia  is_internacional  is_city_match  month  \\\n",
       "0                    0         0                 0              0      1   \n",
       "1                    0         0                 0              0      1   \n",
       "2                    0         0                 0              0      1   \n",
       "3                    0         0                 0              0      1   \n",
       "4                    0         0                 0              0      1   \n",
       "\n",
       "   week_day  is_rain  consumption_categ  max_temp_categ  \n",
       "0         3        0        25001-30000           30-35  \n",
       "1         4        0        25001-30000           30-35  \n",
       "2         5        0             >30000           25-30  \n",
       "3         6        1        25001-30000           25-30  \n",
       "4         0        0             0-5000           25-30  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Carregar o arquivo CSV\n",
    "df = pd.read_csv('data/data.csv', sep=';')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83009cfb-2a17-4887-bd2d-ddfd42b46f8a",
   "metadata": {},
   "source": [
    "## Feature Importance (Teoria da Informação)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "987d1fc9-2356-4f21-9de2-97d12cccce92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Garantir que colunas categóricas sejam convertidas para numéricas\n",
    "df = pd.get_dummies(df, columns=['holiday_name'], drop_first=True)\n",
    "\n",
    "# Executar a análise de importância de características\n",
    "importance_df = feature_importance_analysis(df, 'beer_consumption_liters')\n",
    "plot_feature_importance(importance_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d180ec83-6429-4f5b-a793-ae29c8bd5cb1",
   "metadata": {},
   "source": [
    "## Feature Importance (PCA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "0f19b25e-fc41-4952-8eaa-63d6b109f2b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Feature</th>\n",
       "      <th>Importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>avg_temperature_c</td>\n",
       "      <td>1.094107e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>min_temperature_c</td>\n",
       "      <td>8.006348e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>max_temperature_c</td>\n",
       "      <td>6.543326e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>precipitation_mm</td>\n",
       "      <td>5.565134e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>weekend</td>\n",
       "      <td>5.088968e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>is_holiday</td>\n",
       "      <td>4.005222e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>has_match</td>\n",
       "      <td>3.717211e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>match_type</td>\n",
       "      <td>3.507014e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>is_flamengo</td>\n",
       "      <td>3.453374e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>is_corinthians</td>\n",
       "      <td>3.370026e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>is_sao_paulo</td>\n",
       "      <td>3.360950e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>is_palmeiras</td>\n",
       "      <td>3.348972e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>is_vasco</td>\n",
       "      <td>3.338621e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>is_cruzeiro</td>\n",
       "      <td>3.337637e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>is_gremio</td>\n",
       "      <td>3.333783e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>is_atletico_mineiro</td>\n",
       "      <td>3.321766e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>is_bahia</td>\n",
       "      <td>3.283177e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>is_internacional</td>\n",
       "      <td>3.240735e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>is_city_match</td>\n",
       "      <td>3.188070e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>month</td>\n",
       "      <td>2.975717e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>week_day</td>\n",
       "      <td>2.896255e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>is_rain</td>\n",
       "      <td>2.623479e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>holiday_name_Confraternização Universal</td>\n",
       "      <td>2.359431e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>holiday_name_Corpus Christi</td>\n",
       "      <td>1.710262e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>holiday_name_Dia do Trabalho</td>\n",
       "      <td>1.348765e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>holiday_name_Finados</td>\n",
       "      <td>8.913517e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>holiday_name_Independência do Brasil</td>\n",
       "      <td>7.331166e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>holiday_name_Natal</td>\n",
       "      <td>3.716031e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>holiday_name_Nossa Senhora Aparecida</td>\n",
       "      <td>7.687017e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>holiday_name_Proclamação da República</td>\n",
       "      <td>6.175076e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>holiday_name_Páscoa</td>\n",
       "      <td>1.802982e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>holiday_name_Segunda-feira de Carnaval</td>\n",
       "      <td>1.794609e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>holiday_name_Sexta-feira Santa</td>\n",
       "      <td>5.175388e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>holiday_name_Tiradentes</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    Feature    Importance\n",
       "0                         avg_temperature_c  1.094107e-01\n",
       "1                         min_temperature_c  8.006348e-02\n",
       "2                         max_temperature_c  6.543326e-02\n",
       "3                          precipitation_mm  5.565134e-02\n",
       "4                                   weekend  5.088968e-02\n",
       "5                                is_holiday  4.005222e-02\n",
       "6                                 has_match  3.717211e-02\n",
       "7                                match_type  3.507014e-02\n",
       "8                               is_flamengo  3.453374e-02\n",
       "9                            is_corinthians  3.370026e-02\n",
       "10                             is_sao_paulo  3.360950e-02\n",
       "11                             is_palmeiras  3.348972e-02\n",
       "12                                 is_vasco  3.338621e-02\n",
       "13                              is_cruzeiro  3.337637e-02\n",
       "14                                is_gremio  3.333783e-02\n",
       "15                      is_atletico_mineiro  3.321766e-02\n",
       "16                                 is_bahia  3.283177e-02\n",
       "17                         is_internacional  3.240735e-02\n",
       "18                            is_city_match  3.188070e-02\n",
       "19                                    month  2.975717e-02\n",
       "20                                 week_day  2.896255e-02\n",
       "21                                  is_rain  2.623479e-02\n",
       "22  holiday_name_Confraternização Universal  2.359431e-02\n",
       "23              holiday_name_Corpus Christi  1.710262e-02\n",
       "24             holiday_name_Dia do Trabalho  1.348765e-02\n",
       "25                     holiday_name_Finados  8.913517e-03\n",
       "26     holiday_name_Independência do Brasil  7.331166e-03\n",
       "27                       holiday_name_Natal  3.716031e-03\n",
       "28     holiday_name_Nossa Senhora Aparecida  7.687017e-04\n",
       "29    holiday_name_Proclamação da República  6.175076e-04\n",
       "30                      holiday_name_Páscoa  1.802982e-17\n",
       "31   holiday_name_Segunda-feira de Carnaval  1.794609e-17\n",
       "32           holiday_name_Sexta-feira Santa  5.175388e-18\n",
       "33                  holiday_name_Tiradentes  0.000000e+00"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importance_df, pca = pca_analysis(df, 'beer_consumption_liters')\n",
    "importance_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "ed73ed6b-d512-4a88-9b16-810a05a8463d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lS32ZZa1bt1Lx4uZ1Bw/6yNc3RQkJ0pYtN58B265diqpVS7/31a8HH2yi4GCzXsmSFkVGWpUvnyFfX8nHR9qzx6IJE26+HPaYMVbVqJHeq9qoUUOVKGG+r1rV7NW/nitXbtH8+Td9hMaMsap797oqU8bsQq9dW7rrruvft3btmoqIqClJqldPCgiw6tVXb/69PPxwRXXrdv37Vq1aRRUrmkl5o0ZSpUrpdXfutNj1jGt/XpJ0yy3lVa1aeUnS+fNSqVKZx2DvM9q1q6OmTWvftJ69svu5Tx1FfTMelXSXLl1ax44dsyk7duyYgoKCMu3llqSAgAAFBARkKPfz88v2H6jOuAc8D+3uvWh770S7ey/a3ju5st2duRXS+fPSnj3Sn39KS5aYPdrXZ1FiojRjRvrDDMMnbWh3yZJmMlqihPkKDrZ9b7H4KeL6HdY2KlXKp9Qf31tvma/M4jGlJ9fPPmu+Vq40F027mWHDfNSs2fXOpn+fd91lvq5mtUqzZ5s/s8zmEFssUni49NJLvtdtn1tvNV/XY7Wa97DvGekPKV/efNnDvF56//2bP+f++/PZ/btWqpR09ZJbHTva94wb/bwkqWhR2/tezd5nNG9u//fhiKx+7u29xqOS7kaNGmnRokU2ZcuWLVOjRo3cFBEAAABwc7Gx5kJRVy8OFh4uTZkiRUVlfs2VK0qbHy2ZCez335uJ9o2T7Mx17Cg1bWom01cnNh98IM2aZSbe1xMZaV8SGRnpeFw5/RxfX/Pn3rmzeb+rn2P5//8HxMRkb2/onHhGTj0nrzzDndy6evm5c+e0bds2bdu2TZK5Jdi2bdt08OBBSebQ8O7du6fVf+aZZ/TXX39p2LBh2rVrl6ZPn66vvvpKgwcPdkf4AAAAwE3dbDXuDz80e3jff196/nkzOb7tNqlgQenixfT6f/whrViRnnAHB5u9uG3a2BfH4MHSkCFSjx7S1QNB8+e/ccItpSdFUnoSlMoVSaSrnxMVJc2bJ4WF2ZaHh5vl1/uPkNz2jJx6Tl55hru4taf7119/VfOrxo+kzr3u0aOHZs6cqfj4+LQEXJIqVKighQsXavDgwZoyZYrCw8P14Ycfqo29f9IAAAAAOcierZB6977+9Xv2SLX+v15X9+7S3XenD21OnQ9ttZpDkl3dC52aFGXWYx8T4/wkMiee06mTuSL2jz9uU7t2dZw+fDn1Gc6aVuDO5+SVZ7iDW5PuZs2aycjsT4b/mzlzZqbXbN261YVRAQAAwJtYrdKqVRatXh2mggUtat48e//I//dfacsWaft2c771tT3cmSlTxlxEq0qV9KT61ltte/3uvtt8XSsnh+bmpSRSMu/XtKmh8+ePqGnT2i5J7nx9dYP55571nLzyjJzmUXO6AQAAAGdKn2udT1J9TZ5887nWqZKSpN27pd9+k9q2VdqK2VOnSqNGORbHpEnSI49k5Tsw5VTvsJS3kkggJ5B0AwAAwCulzrW+duBl6lzrq+eRnj4tbdpkJtjbt5uv//5XSja3mdaCBVKHDub7unWlSpXMYeFBQVImgzczCA3N/veTV4fmAp6OpBsAAABex5651v37m0msr6+0aJH06KMZ6wYFmcn11auMd+xovlKf89NPrp9vnYreYSD3IekGAACA14mLu/lc64QEs16zZuZ868qVza+1aqV/LVcu4yrbV8vrWyEBuDmSbgAAAHid+HjH6lWvbu6PnRU5Od8aQO5D0g0AAIA87cgRadkyaelSqWpVaeRI++dQO2OutcR8a8CbkXQDAAAg17JaHU9UL1wwr1m61Nyy6/ff089Vr24m3ZGRZk9zTs21lphvDXgrkm4AAADkSunbeaWX2bOdV+3a0t696ccWi1S/vtS6tdSmjVnGXGsAOYWkGwAAALnOzbbz+vBDKSDA7MneutXcysvHx6wTGSldumQm2K1bS/fcI5UokfEZzLUGkBNIugEAAJCr2LOdV69etuVbtpi92ZI0daoUGHjjVcVTpc61XrHiin78cZvatauj5s3z0cMNwGlIugEAAJCr2LOdlyRVrGj2erduLdWsmV5esKBjz/P1lZo2NXT+/BE1bVqbhBuAU5F0AwAAINdISpIWLbKv7tix0iOPuDYeAMgukm4AAAC4VeoK5V98Yc6x/vdf+65z1nZeAOBKJN0AAABwi0uXpJdekubOlY4eTS8vVcrc9uvcucyvc8V2XgDgKj7uDgAAAADe4/jx9PcBAdL335sJd5Ei0pNPSsuWmSuUz5plJtfXLobGdl4APA093QAAAMiS1GHh8fHmUO/IyMwT4b//lr780hw+fuCAdOyYmXBbLNK4cZKfn9S2rVmWiu28AOQVJN0AAABwWGxs5gnxlClmQnzsmPT112aivXZteh0/P3N7r0aNzOPOna//jNTtvOxJ7AEgtyLpBgAAgENiY81k+dp9tI8cMcv795emT5dSUsxyi0Vq1sxcafzBB6Xixe1/lq+veS0AeCqSbgAAANjNajV7uK9NuCWzzGIxh4WnpEgNGpiJdpcuUpkyOR8rAOQGJN0AAACwW1yc7ZDyaxmGlJBgzuHu2jXn4gKA3IrVywEAAGC333+3r17q0HIA8HYk3QAAALDLqFHSoEH21Q0NdWUkAOA5SLoBAABgl+Bg6coVyd//+nUsFikiwlxlHABA0g0AAIBMbNlirjT++efpZb16SatXm9uAWSzm62qpxzExbOsFAKlIugEAAJDml1+kdu2kevXMrcHGjUtfqbxAAbMHOyrKXKE8LMz22vBwszwqKufjBoDcitXLAQAAvJxhSEuXSq+/bq5OLpk91Y88Ir34YsYebclMrDt1MuvHx5tzuCMj6eEGgGuRdAMAAHi5AQOk6dPN9/7+0hNPSMOHS7fccuPrfH2lZs1cHR0AeDaGlwMAAORBVqu0cqU5/3rlSvM41ZUr0oUL6ccPPGAOHR80SPrrL+m9926ecAMA7ENPNwAAQB4TGysNHCgdPpxeFh4uTZokJSZK48dLDz9sDieXpHvuMesWL+6eeAEgLyPpBgAAyENiY6XOndMXP0t1+LCZaKeaO1caM8YcIm6xkHADgKswvBwAACCPsFrNHu5rE+6r+fiYPd6//caiZwCQE0i6AQAA8oi4ONsh5ZlJSTG3AytYMGdiAgBvR9INAACQRxw6ZF+9+HjXxgEASMecbgAAAA+XkiJ9+aW5zZc9QkNdGw8AIB093QAAAB7KMKQff5Ruv1169FGzB9vHx1wYLTMWixQRIUVG5mycAODNSLoBAAA80Pr1UvPmUvv25qJoQUHSa69Jn31mnr828U49jolhATUAyEkMLwcAAPAwX38tdelivg8IkAYMkEaMkEqUMMvy5898n+6YGCkqKsfDBQCvRtINAADgAazW9B7q9u3NJLp1ayk6Wipb1rZuVJTUqZO5mnl8vDmHOzKSHm4AcAeSbgAAgFzsn3+kceOkX36R1q4152wXLCjt2nXjbb98faVmzXIsTADAdZB0AwAA5ELnz5vDwSdOlBITzbKlS6W2bc337LMNAJ6BhdQAAABykeRkafp0qWJF6ZVXzIS7Th1zlfI2bdwdHQDAUfR0AwAA5CCr9fpzrY8ckZo2lfbtM49vucVckbxrV3NYOQDA85B0AwAA5JDY2MxXFZ8yxVz8rEwZcwXys2elV1+VeveW/P3dFy8AIPtIugEAAHJAbKzUubNkGLblhw+b5fPmmYn3nDlSSIhUqJB74gQAOBcDlQAAAFzMajV7uK9NuFMZhjRokFmvYkUSbgDIS0i6AQAAXCwuznZIeWYOHTLrAQDyFpJuAAAAF4uPd249AIDnIOkGAABwsdBQ59YDAHgOkm4AAAAXOHlSSkgw30dG3jihtlikiAizHgAgbyHpBgAAcKIrV6Rp06Rbb5Wee84s8/WV3nnHTK4tFtv6qccxMen7dQMA8g6SbgAAACdZvVqqV08aMEA6dUr6809zz23J3A5s3jwpLMz2mvDw9O3CAAB5D/t0AwAAZNPhw9KwYdIXX5jHxYpJr70m9elj23sdFSV16mSuUh4fbw45j4ykhxsA8jKSbgAAgGxYvVpq3146f94cKv7002bCHRyceX1fX6lZsxwNEQDgRiTdAAAA2VCvntmzXaeONHWqVLeuuyMCAOQmzOkGAABwwN690vPPSykp5nHBgtKaNeaQcRJuAMC1SLoBAADscO6cNGKEVL269Oab0syZ6efKls24KjkAABLDywEAANJYrdKqVRatXh2mggUtat5c8vExF0h74QXp6FGzXtu2UuPG7o0VAOAZSLoBAAAkxcZKAwdKhw/nk1RfkydLISFS8eLSH3+YdW65RXrrLalDB3q2AQD2IekGAABeLzZW6txZMgzb8mPHzJe/v/Tqq9LQoVL+/O6JEQDgmUi6AQCAV7NazR7uaxPuq5UoIb34IvtpAwAcx0JqAADAq8XFSYcP37hOfLxZDwAAR5F0AwAAr7Znj3314uNdGwcAIG9ieDkAAPBKKSnSrFnmntv2CA11bTwAgLyJpBsAAHidP/+UnnxSWrPGPM6XT7pyJfO6FosUHi5FRuZcfACAvIPh5QAAwOsEBEhbtkgFC0r/+Y80e7aZXF+7DVjqcUwMi6gBALKGnm4AAJDnGYa0bp10113mcbly0pw5Uv36Zi+2ZPZ2m/t0p18XHm4m3FFROR4yACCPoKcbAADkaf/9r3TPPVLjxtLq1enl99+fnnBLZmJ94IC0bNkVDRnyq5Ytu6L9+0m4AQDZQ9INAADypHPnpOHDpdq1pRUrpPz5pb17b3yNr6/UtKmhJk2OqGlTgyHlAIBsY3g5AADIUwxDio2VBg+WDh0yyzp2lKZMkcqXd2toAAAvRNINAADylCeflGbONN+XLy9NnSrdd587IwIAeDOGlwMAgDylZUvJ318aOdKcz03CDQBwJ3q6AQCAR7Bapbg4KT5eCg0198329ZV++EFKSTGHkEtSt27S3XebK5QDAOBuJN0AACDXi43NuJ1X6dLm6uO//iqFhEhNm0pFiph7a5NwAwByC5JuAACQq8XGSp07mwukXS0hwXz5+Eg9epj7bAMAkNvw1xMAAMi1rFazh/vahPtqpUpJb7whtvcCAORKLKQGAAByrbg42yHlmUlIMOsBAJAbkXQDAIBcKz7eufUAAMhpJN0AACBXOnJE+uAD++qGhro2FgAAsoqkGwAA5CopKdL770vVqkkrVkj585srkmfGYpEiIsztwwAAyI1IugEAQK6xd690zz1Snz5SYqLUsKE0bpx57trEO/U4JoZF1AAAuRdJNwAAcLsrV6RJk6SaNaWVK6XAQOmtt6Q1a6RBg6R586SwMNtrwsPN8qgod0QMAIB92DIMAAC43bRp0gsvmO9btjSHl1eokH4+Kkrq1MlcpTw+3pzDHRlJDzcAIPcj6QYAAG739NPS7NnSM89IPXtmPofb11dq1izHQwMAIFsYXg4AAHLc+vVSjx6S1WoeFyggbdggPfnk9RdNAwDAE5F0AwCAHHP+vDlH+667pE8/lWbMSD9Hsg0AyIsYXg4AAHLETz9JvXtLBw6Yxz16SN26uTUkAABcjp5uAADgUqdOSb16Sa1amQl32bLS4sXSzJlS8eLujg4AANeipxsAAGSL1XrjVcV79JC+/94cPj5ggPT661Lhwu6LFwCAnETSDQAAsiw2Vho4UDp8OL0sPFyaMiV9/+zXXzd7uGfMkBo3dkuYAAC4DUk3AADIkthYqXNnyTBsyw8flh58UPrmGzPxrllT+u03FkoDAHgn5nQDAACHWa1mD/e1CffV+vdP3xKMhBsA4K1IugEAgMPi4myHlGcmIcGsBwCAN3N70j1t2jSVL19e+fPnV8OGDbVx48Yb1o+JiVGVKlVUoEABRUREaPDgwbp06VIORQsAACRz0TRn1gMAIK9ya9I9d+5cDRkyRNHR0dqyZYtq166tNm3a6Pjx45nWnzNnjl588UVFR0frjz/+0EcffaS5c+fqpZdeyuHIAQDwbqGhzq0HAEBe5dake/Lkyerdu7d69uypatWq6d1331VgYKA+/vjjTOuvXbtWjRs3Vrdu3VS+fHm1bt1ajzzyyE17xwEAgHNFRpqrlF+PxSJFRJj1AADwZm5bvTwpKUmbN2/WiBEj0sp8fHzUsmVLrVu3LtNr7rrrLn3++efauHGjGjRooL/++kuLFi3S448/ft3nXL58WZcvX047TkxMlCQlJycrOTk5S7GnXpfV6+GZaHfvRdt7J9o9oytXpMmTfdSggaFmzQy9+aZFDz9sbshtGOkrpVks5upqkyZZlZJiKCXFLeFmGW3vnWh370Xbe6/str2911kM40brjrrO0aNHFRYWprVr16pRo0Zp5cOGDdOqVau0YcOGTK97++239fzzz8swDF25ckXPPPOMZsyYcd3njBo1SqNHj85QPmfOHAUGBmb/GwEAwAscOFBYU6fern37iiok5LzefnuFAgKsWrcuVB9+WFP//FMgrW5w8AX16rVTjRoxoRsAkHdduHBB3bp105kzZxQUFHTdeh6VdK9cuVIPP/ywXnvtNTVs2FB79+7VwIED1bt3b40cOTLT52TW0x0REaGTJ0/e8AdzI8nJyVq2bJlatWolPz+/LN0Dnod29160vXei3U3JydKECT4aN85HyckWFS1q6M03rXrsMSNtGzCrVfrlF4vi48053HffbcjX171xZwdt751od+9F23uv7LZ9YmKigoODb5p0u214eXBwsHx9fXXs2DGb8mPHjql06dKZXjNy5Eg9/vjjeuqppyRJNWvW1Pnz5/X000/r5Zdflo9PxinqAQEBCggIyFDu5+eX7Q+VM+4Bz0O7ey/a3jt5c7tv2SI9+aT022/mcadO0owZFoWG2v7zwc9PatnSDQG6mDe3vTej3b0Xbe+9str29l7jtoXU/P39Va9ePS1fvjytLCUlRcuXL7fp+b7ahQsXMiTWvr6pc8nc0mEPAECetGOH1KCBmXCXKCHNmSPNn89q5AAAOMptPd2SNGTIEPXo0UP169dXgwYNFBMTo/Pnz6tnz56SpO7duyssLEzjxo2TJHXo0EGTJ09W3bp104aXjxw5Uh06dEhLvgEAQPbVqCHde6/k7y+9844UEuLuiAAA8ExuTbq7du2qEydO6NVXX1VCQoLq1KmjxYsXK+T/f7MfPHjQpmf7lVdekcVi0SuvvKIjR46oZMmS6tChg15//XV3fQsAAOQJFy9KEyZIzz5r9mxbLNLcuVL+/O6ODAAAz+bWpFuSBgwYoAEDBmR6buXKlTbH+fLlU3R0tKKjo3MgMgAAvMPatebc7d27pb17pc8/N8tJuAEAyD63zekGAADudeGCNHiwdPfdZsIdGip16eLuqAAAyFvc3tMNAABcx2qV4uKUtp1XZKTk6yutWiX16iXt22fW69lTevNNqVgx98YLAEBeQ9INAEAeFRsrDRwoHT6cXhYeLj34oDRlSvrxBx9Ibdu6J0YAAPI6km4AAPKg2Fipc2fp2h01jxyR3n7b7NF+6CHpP/+RgoLcEyMAAN6ApBsAgDzGajV7uK9NuCWzzGKRAgOl6dPNoeYAAMB1WEgNAIA8Ji7Odkj5tQzD7PGOi8u5mAAA8FYk3QAA5DHx8c6tBwAAso6kGwCAPOZGvdxXCw11bRwAAICkGwCAPGX0aGnYsBvXsVikiAhz+zAAAOBaJN0AAOQhLVqYi6O1b28m1xaL7fnU45gYFlEDACAnkHQDAODBEhOl5cvTjyMjpT17pIULpXnzpLAw2/rh4WZ5VFTOxgkAgLdiyzAAADzUsmXSU09JJ05Iv/0mVa5slleoYH6NipI6dTJXKY+PN+dwR0bSww0AQE4i6QYAwMOcPSs9/7z0/vvm8S23SKdPZ17X11dq1iynIgMAANfK0vDyzz77TI0bN1aZMmX0999/S5JiYmL03XffOTU4AABg66efpBo10hPuAQOk7dulO+5wb1wAACBzDifdM2bM0JAhQ9S+fXudPn1aVqtVklS0aFHFxMQ4Oz4AAPB/zz0ntWolHTxoDiFfsUKaOlUqWNDdkQEAgOtxOOmeOnWqPvjgA7388svyvWpSWP369bVjxw6nBgcAANIVL25+7d/f7N1m2DgAALmfw3O69+/fr7p162YoDwgI0Pnz550SFAAAMOdunzyZvjDaSy9JrVtLd93l3rgAAID9HO7prlChgrZt25ahfPHixapataozYgIAwOv9/LNUs6a5Anlyslnm70/CDQCAp3G4p3vIkCHq37+/Ll26JMMwtHHjRn3xxRcaN26cPvzwQ1fECABAnmS1ZtzO6+JFadgwacYMs47FIv39t1SpkntjBQAAWeNw0v3UU0+pQIECeuWVV3ThwgV169ZNZcqU0ZQpU/Twww+7IkYAAPKc2Fhp4EDp8OH0spIlza8nTphf+/aVJk6UChXK+fgAAIBzZGmf7kcffVSPPvqoLly4oHPnzqlUqVLOjgsAgDwrNlbq3FkyDNvy1GS7ZEnpyy+lFi1yPjYAAOBcWVpI7cqVK6pcubICAwMVGBgoSdqzZ4/8/PxUvnx5Z8cIAECeYbWaPdzXJtxX8/eXmjbNuZgAAIDrOLyQ2hNPPKG1a9dmKN+wYYOeeOIJZ8QEAECeFRdnO6Q8M0eOmPUAAIDnczjp3rp1qxo3bpyh/M4778x0VXMAAJAuPt659QAAQO7mcNJtsVh09uzZDOVnzpyR1Wp1SlAAAORFFy9K335rX93QUJeGAgAAcojDSXeTJk00btw4mwTbarVq3Lhxuvvuu50aHAAAecXGjdLtt0tffXXjehaLFBFhbh8GAAA8n8MLqU2YMEFNmjRRlSpVFPn/fxHExcUpMTFRP//8s9MDBADAk12+LI0ZI40fL6WkSKVLSz17mseS7YJqFov5NSZG8vXN8VABAIALONzTXa1aNW3fvl1dunTR8ePHdfbsWXXv3l27du1SjRo1XBEjAAAe6+RJado0M+Hu1k3auVN64w1p3jwpLMy2bni4WR4V5Z5YAQCA82Vpn+4yZcrojTfecHYsAADkCSkpks///1s7LEx6/32z5/rBB9PrREVJnTqZq5THx5tzuCMj6eEGACCvyVLSffr0aW3cuFHHjx9XSkqKzbnu3bs7JTAAADzR779LPXqYQ8rbtzfLunTJvK6vr9SsWY6FBgAA3MDhpPv777/Xo48+qnPnzikoKEiW1AloMlc2J+kGAHgjq1WaNEl69VUpKUkaPlxq2za9xxsAAHgnh/8pMHToUD355JM6d+6cTp8+rVOnTqW9/v33X1fECABArrZ7t3T33dKLL5oJ9733SkuWkHADAIAsJN1HjhzRc889p8DAQFfEAwCAx0hJkd56S6pTR1q/XgoKkj7+WPr+e6lMGXdHBwAAcgOHk+42bdro119/dUUsAAB4lJUrpSFDpEuXpFatzJXJe/ZM3/oLAADA4Tnd9957r1544QX997//Vc2aNeXn52dzvmPHjk4LDgCA3KxFC+mZZ8ye7qefJtkGAAAZOZx09+7dW5I0ZsyYDOcsFousVmv2owIAwI2sVmnVKotWrw5TwYIWNW9urjR+8KA0dKg0dapUurRZd8YM98YKAAByN4eT7mu3CAMAIC+JjZUGDpQOH84nqb4mT5bCw6UOHaTPP5fOnjUXSJs7192RAgAAT5ClfboBAMiLYmOlzp0lw7AtP3w4vUe7USNp7Nicjw0AAHimLCXd58+f16pVq3Tw4EElJSXZnHvuueecEhgAADnJajV7uK9NuK9WpIi5eJq/f46FBQAAPJzDSffWrVvVvn17XbhwQefPn1fx4sV18uRJBQYGqlSpUiTdAACPFBdn9mjfyJkz0tq1UrNmORISAADIAxzeMmzw4MHq0KGDTp06pQIFCmj9+vX6+++/Va9ePU2aNMkVMQIA4HLx8c6tBwAAIGUh6d62bZuGDh0qHx8f+fr66vLly4qIiNDEiRP10ksvuSJGAABcrmBB++qFhro2DgAAkLc4nHT7+fnJx8e8rFSpUjp48KAkqUiRIjp06JBzowMAIAcsWiT16XPjOhaLFBEhRUbmTEwAACBvcHhOd926dbVp0yZVrlxZTZs21auvvqqTJ0/qs88+U40aNVwRIwAALpGYKA0ZIn30kXlcpox09KiZYF+9oJrFYn6NiTH36wYAALCXwz3db7zxhkL/P7bu9ddfV7FixdS3b1+dOHFC77//vtMDBADAFZYvl2rWNBNui0UaPFjau1f65hspLMy2bni4NG+eFBXlnlgBAIDncrinu379+mnvS5UqpcWLFzs1IAAAXG3iRGn4cPN9hQrSzJlSkybmcVSU1KmTtGLFFf344za1a1dHzZvno4cbAABkSZb26QYAwJO1aCHlyyf17m0m4IUK2Z739ZWaNjV0/vwRNW1am4QbAABkmV1J9+23367ly5erWLFiqlu3riypk9sysWXLFqcFBwCAM1y6JK1bJzVvbh7Xry/9+afZyw0AAOBKdiXdnTp1UkBAgCTp/vvvd2U8AAA41a+/St27S/v2me9r1jTLSbgBAEBOsCvpjo6OliRZrVY1b95ctWrVUtGiRV0ZFwAA2ZKUJL32mvTGG5LVKoWESCdOuDsqAADgbRxavdzX11etW7fWqVOnXBUPAADZtmOH1LChNHasmXB37Srt3GnO5QYAAMhJDm8ZVqNGDf3111+uiAUAgGybPFmqV0/atk0qUUKaO1f68kspONjdkQEAAG/kcNL92muv6fnnn9cPP/yg+Ph4JSYm2rwAAHAlq1VauVL64gvzq9Wa8XxystSxo9m73aWLO6IEAAAwObxlWPv27SVJHTt2tFnF3DAMWSwWWa/91w8AAE4SGysNHCgdPpxeFh4uRUdLTz1lHg8ZIlWpInXoIN1gsw0AAIAc4XDSvWLFClfEAQDADcXGSp07S4ZhW374sLnfdsGC0iOPmHtsd+zonhgBAACu5XDS3bRpU1fEAQDAdVmtZg/3tQn31QYNMoeS+/rmWFgAAAA35XDSnerChQs6ePCgkpKSbMpr1aqV7aAAALhaXJztkPLMHD9u1mvWLEdCAgAAsIvDSfeJEyfUs2dP/fjjj5meZ043AMDZ4uOdWw8AACCnOLx6+aBBg3T69Glt2LBBBQoU0OLFizVr1ixVrlxZCxYscEWMAAAvFxrq3HoAAAA5xeGe7p9//lnfffed6tevLx8fH5UrV06tWrVSUFCQxo0bp3vvvdcVcQIAvNSVK1JkpLlK+ZEjmc/rtljM85GROR8fAADAjTjc033+/HmVKlVKklSsWDGdOHFCklSzZk1t2bLFudEBALzWv/9K3bpJ/fqZi6NNmWKWX7sNWOpxTAyLqAEAgNzH4aS7SpUq2r17tySpdu3aeu+993TkyBG9++67CmVcHwDACRYulKpXl774Qvr4Y2nfPikqSpo3TwoLs60bHm6WR0W5J1YAAIAbcXh4+cCBAxX//5VqoqOj1bZtW82ePVv+/v6aOXOms+MDAHiRxERp8GAz0Zak226TPv1UqljRPI6Kkjp1Mlcpj48353BHRtLDDQAAci+7k+7OnTvrqaee0qOPPirL/8fy1atXT3///bd27dqlsmXLKjg42GWBAgDytuXLpSeflA4eNIeMDxkijR0rFShgW8/Xl23BAACA57B7ePmpU6d07733qmzZsnr11Vf1119/SZICAwN1++23k3ADALLs/Hlz/vbBg9Itt0irVkmTJmVMuAEAADyN3Un38uXL9ddff6lXr176/PPPVblyZbVo0UJz5szR5cuXXRkjACCPK1hQmjFD6ttX+u03ViEHAAB5h0MLqZUrV06jRo3SX3/9pWXLlqlMmTLq3bu3QkND1b9/f23evNlVcQIA8pBLl6Rhw8wF0FJFRUnTp0uFCrkvLgAAAGdzeCG1VC1atFCLFi109uxZzZkzRy+99JLee+89XblyxZnxAQDymF9/lXr0kP77X6lECal1aykoyN1RAQAAuEaWk25J2r9/v2bOnKmZM2fqzJkzatmypbPiAgDkMUlJ0uuvmy+rVQoJkd5/n4QbAADkbQ4n3ZcuXdK8efP08ccfa/Xq1YqIiFCvXr3Us2dPRUREuCJGAICHsFoz385rxw6zd3vrVrNely7StGkSa3ACAIC8zu6ke+PGjfr44481d+5cXbp0SQ888IAWL16se+65J20LMQCA94qNlQYOlA4fTi8LD5deecUsv3xZKl7cnLfdtav74gQAAMhJdifdd955p2rXrq2xY8fq0UcfVbFixVwZFwDAg8TGSp07S4ZhW37kiLkiecuWUkCA9MEHUunS7okRAADAHexOun/99VfdfvvtrowFAOCBrFazJ/vahFsyyywW6Y8/pP37pXzZWkkEAADA89i9ZRgJNwAgM3FxtkPKr2UY5vlffsm5mAAAAHILh/bpBgDgWvHxzq0HAACQl5B0AwCyxd4h46Ghro0DAAAgN2J2HQAgy379Verd+8Z1LBZzFfPIyJyJCQAAIDehpxsAkGU1akhlykgVK5rJ9bU7SKYex8SY+3UDAAB4G7t6uuvWrWv3XtxbtmzJVkAAgNztp5+k5s3NJDp/fmnJEnMbsO+/z3yf7pgYKSrKbeECAAC4lV1J9/3335/2/tKlS5o+fbqqVaumRo0aSZLWr1+v33//Xf369XNJkAAA9zt1SnruOenzz6UJE6Rhw8zyiAjza1SU1KmTuZp5fLw5hzsykh5uAADg3exKuqOjo9PeP/XUU3ruuec0duzYDHUOHTrk3OgAALnC4sVSr17S0aOSj4904ULm9Xx9pWbNcjQ0AACAXM3hOd1ff/21unfvnqH8scce0zfffOOUoAAAucPZs1KfPlK7dmbCfeut0po10qhR7o4MAADAMzicdBcoUEBr1qzJUL5mzRrlz5/fKUEBANxvwwapVi3p/ffN44EDpa1bpTvvdG9cAAAAnsThLcMGDRqkvn37asuWLWrQoIEkacOGDfr44481cuRIpwcIAHCPggXN3u3y5aVPPmHYOAAAQFY4nHS/+OKLuuWWWzRlyhR9/vnnkqSqVavqk08+UZcuXZweIAAg56QugCaZ24EtWCDddZdUuLB74wIAAPBUDifdktSlSxcSbADIQy5flkaPlt5801x9/P8DmdSmjXvjAgAA8HQOz+mWpNOnT+vDDz/USy+9pH///VeSuT/3kSNHnBocAMD1tm6V7rhDGjdOSkoye7cBAADgHA73dG/fvl0tW7ZUkSJFdODAAT311FMqXry4YmNjdfDgQX366aeuiBMAkA1Wa8b9s1NSpPHjpTFjpCtXpJIlpXffNffbBgAAgHM4nHQPGTJETzzxhCZOnKjCV03ya9++vbp16+bU4AAA2Rcba648fvhwellIiFSokLRvn3kcFSXNmCGVKuWeGAEAAPIqh5PuTZs26b333stQHhYWpoSEBKcEBQBwjthYqXNnyTBsy48dM1+BgeaWYN26SRaLe2IEAADIyxye0x0QEKDExMQM5X/++adKlizplKAAANlntZo93Ncm3FcrWlR6+GESbgAAAFdxOOnu2LGjxowZo+TkZEmSxWLRwYMHNXz4cD344INODxAAkDVxcbZDyjNz9KhZDwAAAK7hcNL95ptv6ty5cypVqpQuXryopk2bqlKlSipcuLBef/11hwOYNm2aypcvr/z586thw4bauHHjDeufPn1a/fv3V2hoqAICAnTrrbdq0aJFDj8XAPK6+Hjn1gMAAIDjHJ7TXaRIES1btky//PKLtm/frnPnzun2229Xy5YtHX743LlzNWTIEL377rtq2LChYmJi1KZNG+3evVulMlnNJykpSa1atVKpUqU0b948hYWF6e+//1bRokUdfjYA5GWGIW3fbl/d0FDXxgIAAODNHE66U9199926++67s/XwyZMnq3fv3urZs6ck6d1339XChQv18ccf68UXX8xQ/+OPP9a///6rtWvXys/PT5JUvnz5bMUAAHnN8eNSnz7St9/euJ7FIoWHm9uHAQAAwDWylHQvX75cy5cv1/Hjx5WSkmJz7uOPP7brHklJSdq8ebNGjBiRVubj46OWLVtq3bp1mV6zYMECNWrUSP3799d3332nkiVLqlu3bho+fLh8fX0zveby5cu6fPly2nHqInDJyclp89IdlXpdVq+HZ6LdvZentf0LL/jq22995Odn6MEHUzR3rjmTyDDSV0uzWMzV1SZNsiolxdA1f5RDntfucB7a3jvR7t6Ltvde2W17e69zOOkePXq0xowZo/r16ys0NFSWLC55e/LkSVmtVoWEhNiUh4SEaNeuXZle89dff+nnn3/Wo48+qkWLFmnv3r3q16+fkpOTFR0dnek148aN0+jRozOUL126VIGBgVmKPdWyZcuydT08E+3uvTyl7Vu08Ne2bfXVs+dOVaiQqHLlQvXhhzX1zz8F0uqUKHFRvXrtVEBAvFgW48Y8pd3hfLS9d6LdvRdt772y2vYXLlywq57FMG60mUxGoaGhmjhxoh5//PEsBZbq6NGjCgsL09q1a9WoUaO08mHDhmnVqlXasGFDhmtuvfVWXbp0Sfv370/r2Z48ebL+85//KP46KwFl1tMdERGhkydPKigoKEuxJycna9myZWrVqlXaMHfkfbS798rtbb9kiUU//WTRf/5z/e5qq1X65ReL4uPNOdx3323oOgOE8H+5vd3hOrS9d6LdvRdt772y2/aJiYkKDg7WmTNnbphbOtzTnZSUpLvuusvhgK4VHBwsX19fHTt2zKb82LFjKl26dKbXhIaGys/Pz2YoedWqVZWQkKCkpCT5+/tnuCYgIEABAQEZyv38/LL9oXLGPeB5aHfvldva/uxZ6fnnpfffN49btPBVx46Z1/Xzk7Kw3iWU+9odOYe29060u/ei7b1XVtve3msc3jLsqaee0pw5cxwO6Fr+/v6qV6+eli9fnlaWkpKi5cuX2/R8X61x48bau3evzTzyP//8U6GhoZkm3ACQV61eLdWunZ5wP/ccSTUAAEBu5HBP96VLl/T+++/rp59+Uq1atTJk95MnT7b7XkOGDFGPHj1Uv359NWjQQDExMTp//nzaaubdu3dXWFiYxo0bJ0nq27ev3nnnHQ0cOFDPPvus9uzZozfeeEPPPfeco98GAHikixell1+WYmLMbcHKlZM++URq3tzdkQEAACAzDifd27dvV506dSRJO3futDnn6KJqXbt21YkTJ/Tqq68qISFBderU0eLFi9MWVzt48KB8fNI74yMiIrRkyRINHjxYtWrVUlhYmAYOHKjhw4c7+m0AgEfq2FH66Sfzfa9e0uTJUhaXpwAAAEAOcDjpXrFihVMDGDBggAYMGJDpuZUrV2Yoa9SokdavX+/UGADAUwwdKv3+u/TBB9K997o7GgAAANxMlvbpBgDkjB07pAMHpA4dzOO2baW9e6Vs7ngIAACAHGJX0h0VFaWZM2cqKChIUVFRN6wbGxvrlMAAwFtYrVJcnNK284qMNMsnTZJefVXKn1/auVOKiDDLSbgBAAA8h11Jd5EiRdLmaxcpUsSlAQGAN4mNlQYOlA4fTi8rXdqcp/3nn+ZxmzYSGzQAAAB4JruS7k8++STT9wCArIuNlTp3Nlchv1pCgvkqUECaPl3q0UNycJ1KAAAA5BIO79MNAMg+q9Xs4b424b5a0aLS44+TcAMAAHiyLC2kNm/ePH311Vc6ePCgkpKSbM5t2bLFKYEBQF4WF2c7pDwz8fFmvWbNciQkAAAAuIDDPd1vv/22evbsqZCQEG3dulUNGjRQiRIl9Ndff6ldu3auiBEA8pz4eOfWAwAAQO7kcNI9ffp0vf/++5o6dar8/f01bNgwLVu2TM8995zOnDnjihgBIM9JXSTtZkJDXRsHAAAAXMvhpPvgwYO66667JEkFChTQ2bNnJUmPP/64vvjiC+dGBwB5zKlT0mOPSaNG3biexWJuEZa6fRgAAAA8k8NJd+nSpfXvv/9KksqWLav169dLkvbv3y/jRisCAYCXW7JEqlFDmj1b8vGRoqLM5PrahdJSj2NiJF/fHA8TAAAATuRw0t2iRQstWLBAktSzZ08NHjxYrVq1UteuXfXAAw84PUAA8HQXLkh9+0pt20pHj0q33iqtWSN98400b54UFmZbPzzcLI+Kck+8AAAAcB6HVy9///33lZKSIknq37+/SpQoobVr16pjx47q06eP0wMEAE+XL5+0YYP5/tlnpfHjpcBA8zgqSurUyVylPD7enMMdGUkPNwAAQF7hcNLt4+MjH5/0DvKHH35YDz/8sFODAgBPd/myOYTcz0/y95c++0xKSJDuuSdjXV9ftgUDAADIq+xKurdv3273DWvVqpXlYAAgL9i6VXr8cbMXe8wYs6x6dfMFAAAA72JX0l2nTh1ZLJabLpRmsVhktVqdEhgAeJorV6Rx48xE+8oVc6Xy4cOlggXdHRkAAADcxa6ke//+/a6OAwA82q5dUvfu0qZN5vGDD0ozZpBwAwAAeDu7ku5y5cq5Og4A8EgpKdLbb0sjRkiXLklFi0rvvCN165ZxKzAAAAB4H4cXUpOk3bt3a+rUqfrjjz8kSVWrVtWzzz6rKlWqODU4AMjtDh2SXn7ZTLhbt5Y++sjc8gsAAACQsrBP9zfffKMaNWpo8+bNql27tmrXrq0tW7aoRo0a+uabb1wRIwC4jdUqrVpl0erVYVq1yqJrl60oV06aMkWaPl1avJiEGwAAALYc7ukeNmyYRowYoTGpS/L+X3R0tIYNG6YHH3zQacEBgDvFxkoDB0qHD+eTVF+TJ5v7aIeFSZMmSU2bmvWeesqtYQIAACAXc7inOz4+Xt27d89Q/thjjyk+Pt4pQQGAu8XGSp07S4cP25bHx0u//mrO2WazBgAAANyMw0l3s2bNFBcXl6H8l19+UWRkpFOCAgB3slrNHu4b7ZKYkpJz8QAAAMBzOTy8vGPHjho+fLg2b96sO++8U5K0fv16ff311xo9erQWLFhgUxcAPE1cXMYe7mslJJj1mjXLkZAAAADgoRxOuvv16ydJmj59uqZPn57pOUmyWCyyMvYSgAeyd6YMM2oAAABwMw4n3SmMqQSQx4WGOrceAAAAvJfDc7pv5MKFC868HQDkqEuXpDFjpBo1zK2/LJbM61ksUkSExDIWAAAAuBmHk+577rlHR44cyVC+YcMG1alTxxkxAUCO27pVql9fio6WnnvO3Htbyph4px7HxEi+vjkaIgAAADyQw0l3/vz5VatWLc2dO1eSOdx81KhRioyMVPv27Z0eIAC40pUr0muvSQ0aSL//LpUqJXXtKkVFSfPmmXtyXy083CyPinJPvAAAAPAsDs/pXrhwoaZNm6Ynn3xS3333nQ4cOKC///5bP/zwg1q3bu2KGAHAJXbvlnr0kDZsMI+joqR335VKlkw/7tRJWrHiin78cZvatauj5s3z0cMNAAAAuzmcdEtS//79dfjwYU2YMEH58uXTypUrdddddzk7NgBwmSVLpAcekC5elIoUkd55R3r00YzDyX19paZNDZ0/f0RNm9Ym4QYAAIBDHB5efurUKT344IOaMWOG3nvvPXXp0kWtW7fOsH0YAORmd9whFSsmtWwp7dghPfbY9RdOAwAAALLK4Z7uGjVqqEKFCtq6dasqVKig3r17a+7cuerXr58WLlyohQsXuiJOAMgWw5CWL5fuucdMrosXl9auNVch93HqPg4AAABAOof/qfnMM89o9erVqlChQlpZ165d9dtvvykpKcmpwQGAMxw/bs7PbtVK+vTT9PJy5Ui4AQAA4FoO93SPHDky0/Lw8HAtW7Ys2wEBgDPNny/16SOdOCH5+UmnT7s7IgAAAHgTu/t4Jk6cqIsXL6Ydr1mzRpcvX047Pnv2rPr16+fc6AAgi86cMVcmj4oyE+6aNaVNm6SBA90dGQAAALyJ3Un3iBEjdPbs2bTjdu3a6ciRI2nHFy5c0Hvvvefc6ADgBqxWaeVK6YsvzK9Wq1m+erWZZH/6qTl8fPhwM+GuXdud0QIAAMAb2T283DCMGx4DQE6KjTV7rQ8fTi8LD5emTJGCg83yihWlWbOkxo3dFycAAAC8G0sIAfA4sbFS5862CbckHTlilp88Kc2bJ23bRsINAAAA93J4ITUAcCer1ezhzmywjWGY24ENGiTt3y/5+uZ4eAAAAIANh5LuDz/8UIUKFZIkXblyRTNnzlRwcLAk2cz3BgBXiYvL2MN9NcOQDh0y6zVrlmNhAQAAAJmyO+kuW7asPvjgg7Tj0qVL67PPPstQBwBcKT7eufUAAAAAV7I76T5w4IALwwAA+/j52VcvNNS1cQAAAAD2YE43AI/y++83Pm+xmKuYR0bmTDwAAADAjbB6OQCP8tJLUvPmZnJtsdieSz2OiWERNQAAAOQOJN0AcrU1a6SHHpKSk81jPz/p55/NLcHCwmzrhoeb5VFROR8nAAAAkBmGlwPIlZKTpTFjpDfekFJSpHr1pBdfTD8fFSV16mSuUh4fb87hjoykhxsAAAC5C0k3gFxn927pscekX381j7t3l/r2zVjP15dtwQAAAJC7ZWl4+b59+/TKK6/okUce0fHjxyVJP/74o36/2QpHAHADhiG9+65Ut66ZcBcrJn31lTRrllSkiLujAwAAABzncNK9atUq1axZUxs2bFBsbKzOnTsnSfrtt98UHR3t9AABeI+XXzZ7tC9elFq2lHbsMOdzAwAAAJ7K4aT7xRdf1GuvvaZly5bJ398/rbxFixZav369U4MD4F2efFIqUUJ66y1pyZKMC6UBAAAAnsbhOd07duzQnDlzMpSXKlVKJ0+edEpQALzD+fPS0qXSAw+Yx5UqSQcOSIUKuTUsAAAAwGkc7ukuWrSo4uPjM5Rv3bpVYXRLAbDTxo3m3O0HH5RWrkwvJ+EGAABAXuJw0v3www9r+PDhSkhIkMViUUpKitasWaPnn39e3bt3d0WMAPKQK1eksWOlu+6S9uwxh5D7ZGlJRwAAACD3c3h4+RtvvKH+/fsrIiJCVqtV1apVk9VqVbdu3fTKK6+4IkYAHsZqzXz/7H37pMcfl9atM+t17SrNmGGuUg4AAADkRQ4n3f7+/vrggw80cuRI7dy5U+fOnVPdunVVuXJlV8QHwMPExkoDB0qHD6eXhYebw8g/+kg6d04KCpKmT5e6dZMsFvfFCgAAALiaw0n3L7/8orvvvltly5ZV2bJlXRETAA8VGyt17mzut321I0ekKVPM902aSJ9+KpUrl/PxAQAAADnN4ZmULVq0UIUKFfTSSy/pv//9rytiAuCBrFazh/vahFsyyywWczuwZctIuAEAAOA9HE66jx49qqFDh2rVqlWqUaOG6tSpo//85z86fPVYUgBeJy7Odkj5tQxD+ucfae3anIsJAAAAcDeHk+7g4GANGDBAa9as0b59+/TQQw9p1qxZKl++vFq0aOGKGAF4gEx2EsxWPQAAACAvyNZGPRUqVNCLL76o8ePHq2bNmlq1apWz4gLgYUqXtq9eaKhr4wAAAABykywn3WvWrFG/fv0UGhqqbt26qUaNGlq4cKEzYwPgIRISpAkTblzHYpEiIsztwwAAAABv4fDq5SNGjNCXX36po0ePqlWrVpoyZYo6deqkwMBAV8QHwANER0tLlkh+flJysplgX72gWuq2YDEx5n7dAAAAgLdwOOlevXq1XnjhBXXp0kXBwcGuiAmAhxk/3twWbMIEaffuzPfpjomRoqLcFiIAAADgFg4n3WvWrHFFHAA8yPbt0uefm0m2xSIVKyb98IN5rnp1qVMnczXz+HhzDndkJD3cAAAA8E52Jd0LFixQu3bt5OfnpwULFtywbseOHZ0SGIDcJyVFmjpVGj5cunxZqlZNeuKJjPV8faVmzXI6OgAAACD3sSvpvv/++5WQkKBSpUrp/vvvv249i8Uiq9XqrNgA5CIJCWaCvWSJeXzffdK997o1JAAAACDXsyvpTklJyfQ9AO/www9Sz57SyZNS/vzS5MnSM8+kL5AGAAAAIHMObxn26aef6vLlyxnKk5KS9OmnnzolKAC5x5gxUocOZsJdu7a0ebPUty8JNwAAAGAPh5Punj176syZMxnKz549q549ezolKAC5R7Nm5hztwYOlDRvMedwAAAAA7OPw6uWGYciSSRfX4cOHVaRIEacEBcB9UlKk33+XatY0j5s0kf78U7rlFvfGBQAAAHgiu5PuunXrymKxyGKx6J577lG+fOmXWq1W7d+/X23btnVJkAByRny8uVjaL79IW7ZIVaqY5STcAAAAQNbYnXSnrlq+bds2tWnTRoUKFUo75+/vr/Lly+vBBx90eoAAnMtqzXwP7QULpCeflP75RypQQNq5Mz3pBgAAAJA1difd0dHRkqTy5cura9euyp8/v8uCAuAasbHSwIHS4cPpZWFhUvXq0tKl5nHt2tIXX0hVq7onRgAAACAvcXhOd48ePVwRBwAXi42VOneWDMO2/MgR8yVJQ4dKr78uBQTkfHwAAABAXuRw0m21WvXWW2/pq6++0sGDB5WUlGRz/t9//3VacACcw2o1e7ivTbivVrKkNGGCOdQcAAAAgHM4vGXY6NGjNXnyZHXt2lVnzpzRkCFDFBUVJR8fH40aNcoFIQLIrrg42yHlmTlxwqwHAAAAwHkcTrpnz56tDz74QEOHDlW+fPn0yCOP6MMPP9Srr76q9evXuyJGANkUH+/cegAAAADs43DSnZCQoJr/38C3UKFCOnPmjCTpvvvu08KFC50bHQCnCAmxr15oqGvjAAAAALyNw0l3eHi44v/fHVaxYkUt/f+Sx5s2bVIAqy8Buc7Jk9LEiTeuY7FIERHm9mEAAAAAnMfhpPuBBx7Q8uXLJUnPPvusRo4cqcqVK6t79+568sknnR4ggKxbu1aqW1daskTy8zPLLBbbOqnHMTEsogYAAAA4m8Orl48fPz7tfdeuXVW2bFmtW7dOlStXVocOHZwaHICsmz1beuIJ6coV6dZbpa+/lvbuzbhPd3i4mXBHRbkrUgAAACDvcjjpvlajRo3UqFEjZ8QCwInuvFMKDJTat5fef18qXFiqVUvq1MlcpTw+3pzDHRlJDzcAAADgKnYl3QsWLLD7hh07dsxyMACyJyFBKl3afF+xorR1q1Shgu2Qcl9fqVkzt4QHAAAAeB27ku7777/frptZLBZZrdbsxAMgCwxDmjpVGjZM+v57qVUrs/yWW9wbFwAAAODt7FpILSUlxa4XCTeQ886ckR56yJyrffmyNG+euyMCAAAAkCrbc7oBuM/WrWbCvW+fuTr5pEnSs8+6OyoAAAAAqRxOuseMGXPD86+++mqWgwFgH8MwF0dL7d0uV0766iupQQN3RwYAAADgag4n3fPnz7c5Tk5O1v79+5UvXz5VrFiRpBvIAStXSs88Y76/7z5p1iypeHG3hgQAAAAgEw4n3Vu3bs1QlpiYqCeeeEIPPPCAU4ICcGPNmkm9eklVqkhDh0o+dq3OAAAAACCnOeWf6kFBQRo9erRGjhzpjNsByMScOdI//5jvLRbpgw+kF14g4QYAAAByM6f9c/3MmTM6c+aMs24HeCWr1Rw6/sUX5lerVbpwQerZU3r0Ual7dyklxax79d7bAAAAAHInh4eXv/322zbHhmEoPj5en332mdq1a+e0wABvExtrLox2+HB6WenS5qrkhw6ZPdp33eW++AAAAAA4zuGk+6233rI59vHxUcmSJdWjRw+NGDEiS0FMmzZN//nPf5SQkKDatWtr6tSpamDHMsxffvmlHnnkEXXq1Enffvttlp4N5AaxsVLnzuaq5FdLSDC/Fi0qzZ9vzuUGAAAA4DkcTrr379/v1ADmzp2rIUOG6N1331XDhg0VExOjNm3aaPfu3SpVqtR1rztw4ICef/55RUZGOjUeIKdZrWYP97UJ99UCAyV+1QEAAADP4/YlmCZPnqzevXurZ8+eqlatmt59910FBgbq448/vu41VqtVjz76qEaPHq1bbrklB6MFnC8uznZIeWaOHjXrAQAAAPAsDvd0X7p0SVOnTtWKFSt0/PhxpaSu6vR/W7ZssfteSUlJ2rx5s82wdB8fH7Vs2VLr1q277nVjxoxRqVKl1KtXL8XdJBO5fPmyLl++nHacmJgoydxfPDk52e5Yr5Z6XVavh2dyVbsfOmSRPR/FQ4euKDn5Bt3hcBk+896JdvdetL13ot29F23vvbLb9vZe53DS3atXLy1dulSdO3dWgwYNZMnGEsonT56U1WpVSEiITXlISIh27dqV6TW//PKLPvroI23bts2uZ4wbN06jR4/OUL506VIFBgY6HPPVli1blq3r4Zmc3e5//11C0t121FuvRYv+ceqz4Rg+896JdvdetL13ot29F23vvbLa9hcuXLCrnsNJ9w8//KBFixapcePGDgeVXWfPntXjjz+uDz74QMHBwXZdM2LECA0ZMiTtODExUREREWrdurWCgoKyFEdycrKWLVumVq1ayc/PL0v3gOdxRbtfvizFxvr+/8iQlPE/sSwWQ2Fh0vPPN5Svb4bTyAF85r0T7e69aHvvRLt7L9ree2W37VNHUd+Mw0l3WFiYChcu7HBAmQkODpavr6+OHTtmU37s2DGVLl06Q/19+/bpwIED6tChQ1pZ6vD2fPnyaffu3apYsaLNNQEBAQoICMhwLz8/v2x/qJxxD3geZ7V7QoIUFSWtW2fuuW0Ylv9/Ta9jDiSxaMoUKX9+ftfcjc+8d6LdvRdt751od+9F23uvrLa9vdc4vJDam2++qeHDh+vvv/92OKhr+fv7q169elq+fHlaWUpKipYvX65GjRplqH/bbbdpx44d2rZtW9qrY8eOat68ubZt26aIiIhsxwTkhF9/lerXNxPuokWlH3+UvvlGCguzrRceLs2bZybnAAAAADyPwz3d9evX16VLl3TLLbcoMDAwQ3b/77//OnS/IUOGqEePHqpfv74aNGigmJgYnT9/Xj179pQkde/eXWFhYRo3bpzy58+vGjVq2FxftGhRScpQDuRWs2dLTz0lXbokVa0qffedVLmyea5TJ3OV8vh4KTTU3CaMIeUAAACA53I46X7kkUd05MgRvfHGGwoJCcnWQmqS1LVrV504cUKvvvqqEhISVKdOHS1evDhtcbWDBw/Kx8ftO5sBTrNvn5lw33efmYBfvbSAr6/UrJnbQgMAAADgZA4n3WvXrtW6detUu3ZtpwUxYMAADRgwINNzK1euvOG1M2fOdFocQE545RWpUiXp4Ycl/j8JAAAAyNsc/if/bbfdposXL7oiFiBP2rVL6tpVSt1RwMdH6taNhBsAAADwBg7/s3/8+PEaOnSoVq5cqX/++UeJiYk2LwDpFi2SGjaUvvpKevFFd0cDAAAAIKc5PLy8bdu2kqR77rnHptwwDFksFlmtVudEBngww5AmTpRGjDDf3323OawcAAAAgHdxOOlesWKFK+IA8owLF8zVyb/4wjx++mlp6lTJ39+9cQEAAADIeQ4n3U2bNnVFHECecPiwue3Xli1SvnzS229Lffu6OyoAAAAA7uJw0r169eobnm/SpEmWgwE8XUqKdOiQFBwszZsn8X9UAAAAgHdzOOlulskmwlfv1c2cbnizsmWl77+XQkKk8uXdHQ0AAAAAd3N49fJTp07ZvI4fP67Fixfrjjvu0NKlS10RI5BrJSdLzz4rffddelnDhiTcAAAAAEwO93QXKVIkQ1mrVq3k7++vIUOGaPPmzU4JDMhNrFZp1SqLVq8OU8GCFjVvLp06JT30kLRypfTpp9L+/VLx4u6OFAAAAEBu4nDSfT0hISHavXu3s24H5BqxsdLAgdLhw/kk1dfkyebw8ZQU6cQJqVAhM+km4QYAAABwLYeT7u3bt9scG4ah+Ph4jR8/XnXq1HFWXECuEBsrde5s7rV9tWPHzK8hIdLy5VL16jkfGwAAAIDcz+Gku06dOrJYLDKuyULuvPNOffzxx04LDHA3q9Xs4b424b5avnzSbbflXEwAAAAAPIvDSff+/fttjn18fFSyZEnlz5/faUEBuUFcnLnv9o0cOWLWy2RRfwAAAABwPOkuV66cK+IAcp34eOfWAwAAAOB97N4y7Oeff1a1atWUmJiY4dyZM2dUvXp1xcXFOTU4wJ1CQ51bDwAAAID3sTvpjomJUe/evRUUFJThXJEiRdSnTx9NnjzZqcEB7nT33ebK5NdjsUgREVJkZM7FBAAAAMCz2J10//bbb2rbtu11z7du3Zo9upFnGIb0yivSuXOZn7dYzK8xMZKvb46FBQAAAMDD2J10Hzt2TH5+ftc9ny9fPp04ccIpQQHuNmaMNGGC+b53byk83PZ8eLg0b54UFZXzsQEAAADwHHYvpBYWFqadO3eqUqVKmZ7fvn27Qpncijxg4kRp1Cjz/eTJ0uDB5vZhK1Zc0Y8/blO7dnXUvHk+ergBAAAA3JTdPd3t27fXyJEjdenSpQznLl68qOjoaN13331ODQ7Iae+8Iw0fbr5/4w0z4ZbMIeRNmxpq0uSImjY1SLgBAAAA2MXunu5XXnlFsbGxuvXWWzVgwABVqVJFkrRr1y5NmzZNVqtVL7/8sssCBXJClSpSgQLS889LI0a4OxoAAAAAns7upDskJERr165V3759NWLECBmGIUmyWCxq06aNpk2bppCQEJcFCuSEVq2kHTukW25xdyQAAAAA8gK7k25JKleunBYtWqRTp05p7969MgxDlStXVrFixVwVH+By8+dLVatKt91mHles6N54AAAAAOQdDiXdqYoVK6Y77rjD2bEAOe7bb6WHHpJKlJA2bpTKlXN3RAAAAADyErsXUgPymh9/lLp0MVcmb9Mm47ZgAAAAAJBdJN3wSsuXm3tsJyebPd0ffyxWJAcAAADgdCTd8DpxcVLHjtKlS+bX2bOlfFmaaAEAAAAAN0bSDa+ydat0773ShQvmkPKvvpL8/NwdFQAAAIC8iv49eJUKFaTq1aX8+aXYWCkgwN0RAQAAAMjLSLrhVYoWlZYulSwWKTDQ3dEAAAAAyOsYXo48788/pXffTT8uXFgqVMh98QAAAADwHvR0I0/76y+pRQvpyBFz7navXu6OCAAAAIA3oacbedbBg9I995gJd9Wq5krlAAAAAJCTSLqRJx09aibcBw5IlSqZ+3KXLOnuqAAAAAB4G4aXw+NZrebe2/HxUmioVKWK1LKltHevVL689PPPZjkAAAAA5DSSbni02Fhp4EDp8OH0Mj8/KTlZCgszE+6ICPfFBwAAAMC7kXTDY8XGSp07S4ZhW56cbH598UVzX24AAAAAcBfmdMMjWa1mD/e1CXcqi0WaONGsBwAAAADuQtINjxQXZzuk/FqGIR06ZNYDAAAAAHch6YZHio93bj0AAAAAcAWSbngke1cjZ9VyAAAAAO5E0g2PFBkpFSly/fMWi7lqeWRkzsUEAAAAANci6YZHmj9fOnMm83MWi/k1Jkby9c2xkAAAAAAgA5JueJxffpEee8x836aNFB5uez48XJo3T4qKyvnYAAAAAOBq7NMNjxMUJAUHS/XrS998Y5bFxZmLpoWGmkPK6eEGAAAAkBuQdMPj1KolrV8vFS+enlw3a+bWkAAAAAAgUwwvh0c4e1bauDH9ODxcCgx0XzwAAAAAYA+SbuR6yclSly5SkybSt9+6OxoAAAAAsB9JN3I1w5D69JEWLzaHkoeFuTsiAAAAALAfSTdytdGjpU8+kXx8pLlzpTvucHdEAAAAAGA/km7kWh99ZCbdkjR9unTffe6NBwAAAAAcRdKNXOnHH81h5ZL08svp7wEAAADAk5B0I1f6+mvJapW6d5fGjnV3NAAAAACQNezTjVzpww+lhg2lnj0li8Xd0QAAAABA1tDTjVzj7FkpJcV87+NjDin393dvTAAAAACQHSTdyBUuXpTatpUef1y6fNnd0QAAAACAc5B0w+2sVumxx6S1a6WFC6WDB90dEQAAAAA4B0k33MowpCFDpNhYcyj5t99KlSu7OyoAAAAAcA6SbrjVW29Jb79tvp81S2rWzK3hAAAAAIBTkXTDbebOlYYONd9PmiQ9/LB74wEAAAAAZyPphlucOiX17m2+f+45c4g5AAAAAOQ17NMNtyhWTFqwQPr0U2nyZPbiBgAAAJA3kXTDbZo1Yw43AAAAgLyN4eVwKatVWrlS+uILczuw++6Tdu50d1QAAAAAkDPo6YbLxMZKAwdKhw/blm/dau7F7evrnrgAAAAAIKfQ0w2XiI2VOnfOmHBL0tGj0nff5XxMAAAAAJDTSLrhdFar2cNtGJmft1ikQYPMegAAAACQl5F0w+ni4jLv4U5lGNKhQ2Y9AAAAAMjLSLrhdPHxzq0HAAAAAJ6KpBtOFxrq3HoAAAAA4KlIuuF0kZFSeLg5dzszFosUEWHWAwAAAIC8jKQbTnf4sDRlivn+2sQ79Tgmhi3DAAAAAOR9JN1wqv/+V6pWTVqyRPriCykszPZ8eLg0b54UFeWe+AAAAAAgJ+VzdwDIO86flx56SLpwQfrrL2n6dHOv7rg4c9G00FBzSDk93AAAAAC8BUk3nGbAALOnu3Rp6fPP05PrZs3cGhYAAAAAuA3Dy+EUM2eaLx8fc1h5SIi7IwIAAAAA9yPpRrb9/rvUr5/5fvRoerYBAAAAIBVJN7LlyhWpSxfp4kWpVStpxAh3RwQAAAAAuQdJN7IlXz5pwgSpRg3bedwAAAAAAJJuOMF990m//SaVKuXuSAAAAAAgdyHpRpbs3i39/Xf6sQ+/SQAAAACQAakSHHbunPTAA1LdutKaNe6OBgAAAAByL5JuOMQwzJXK//hDKlBAqlzZ3REBAAAAQO5F0g2HzJwpffZZ+n7czOMGAAAAgOsj6Ybddu6U+vc337/2mtSkiXvjAQAAAIDcjqQbdjl3TnroIXM/7jZtpOHD3R0RAAAAAOR+JN2wy8SJ0q5dUpky6cPLAQAAAAA3ls/dAcAzvPSSdPKk9MgjUsmS7o4GAAAAADwDSTfskj+/NH26u6MAAAAAAM/CIGFc17lz0ttvS1aruyMBAAAAAM9E0o1MGYb0zDPSwIFSz57ujgYAAAAAPBNJNzL10UfS7NmSr6/09NPujgYAAAAAPFOuSLqnTZum8uXLK3/+/GrYsKE2btx43boffPCBIiMjVaxYMRUrVkwtW7a8YX04bvt26dlnzfevvy7dfbd74wEAAAAAT+X2pHvu3LkaMmSIoqOjtWXLFtWuXVtt2rTR8ePHM62/cuVKPfLII1qxYoXWrVuniIgItW7dWkeOHMnhyPOms2fN/bgvXZLatZNeeMHdEQEAAACA53J70j158mT17t1bPXv2VLVq1fTuu+8qMDBQH3/8cab1Z8+erX79+qlOnTq67bbb9OGHHyolJUXLly/P4cjzHsOQ+vSR/vxTCg+XPv2U/bgBAAAAIDvcumVYUlKSNm/erBEjRqSV+fj4qGXLllq3bp1d97hw4YKSk5NVvHjxTM9fvnxZly9fTjtOTEyUJCUnJys5OTlLcadel9Xrc6vdu6X58/PJ11f6/HOrihQxlMe+xWzJq+2Om6PtvRPt7r1oe+9Eu3sv2t57Zbft7b3OYhiGkaUnOMHRo0cVFhamtWvXqlGjRmnlw4YN06pVq7Rhw4ab3qNfv35asmSJfv/9d+XPnz/D+VGjRmn06NEZyufMmaPAwMDsfQN50IEDQdq7t6hatjzo7lAAAAAAINe6cOGCunXrpjNnzigoKOi69dza051d48eP15dffqmVK1dmmnBL0ogRIzRkyJC048TExLR54Df6wdxIcnKyli1bplatWsnPzy9L93A3q1X65ReL4uOl0FDp7rsN+fpeXaOGu0LLtfJCuyNraHvvRLt7L9reO9Hu3ou2917ZbfvUUdQ349akOzg4WL6+vjp27JhN+bFjx1S6dOkbXjtp0iSNHz9eP/30k2rVqnXdegEBAQoICMhQ7ufnl+0PlTPu4Q6xseb+24cPp5eVKiXNmCFFRbkvLk/hqe2O7KPtvRPt7r1oe+9Eu3sv2t57ZbXt7b3Grctk+fv7q169ejaLoKUuinb1cPNrTZw4UWPHjtXixYtVv379nAg1z4iNlTp3tk24Jen4cbM8NtY9cQEAAABAXuT2tamHDBmiDz74QLNmzdIff/yhvn376vz58+rZs6ckqXv37jYLrU2YMEEjR47Uxx9/rPLlyyshIUEJCQk6d+6cu74Fj2G1mj3cN5rFP2iQWQ8AAAAAkH1un9PdtWtXnThxQq+++qoSEhJUp04dLV68WCEhIZKkgwcPyueqfatmzJihpKQkde7c2eY+0dHRGjVqVE6G7nHi4jL2cF/NMKRDh8x6zZrlWFgAAAAAkGe5PemWpAEDBmjAgAGZnlu5cqXN8YEDB1wfUB4VH+/cegAAAACAG3P78HLknNBQ59YDAAAAANwYSbcXiYyUwsOvf95ikSIizHoAAAAAgOwj6fYivr7SlClmcn2t1LKYGF2zXzcAAAAAIKtIur1MVJQ0b17GHu/wcLOcfboBAAAAwHlyxUJqyBmLFplDx6OipE6dzFXK4+PNOdyRkfRwAwAAAICzkXR7iT/+kO6/XypZUvr1VzPRZlswAAAAAHAthpd7AcOQ+vWTkpOlunWl0qXdHREAAAAAeAeSbi8we7a0cqVUoIA0dWrmC6kBAAAAAJyPpDuPO3VKGjrUfP/KK1KFCu6NBwAAAAC8CUl3HvfSS9Lx41LVqtLzz7s7GgAAAADwLiTdedjGjdJ775nvp0+X/P3dGw8AAAAAeBtWL8/DypaVHn5YypePlcoBAAAAwB1IuvOw0qWlOXOkK1fcHQkAAAAAeCeGl+dBSUm2x/n4rxUAAAAAcAuS7jyoe3epc2fpyBF3RwIAAAAA3o2kO49ZulSaO1eaP99ctRwAAAAA4D4k3XnIpUtS//7m+2eflerWdW88AAAAAODtSLrzkPHjpb17pTJlpDFj3B0NAAAAAICkO4/Ys0caN858HxMjBQW5NRwAAAAAgEi68wTDkPr1M1ctb9PGXEQNAAAAAOB+JN15QHy89OefUkCA9M47ksXi7ogAAAAAAJLEDs55QJky0n//K61fL1Wq5O5oAAAAAACp6OnOIwoWlO65x91RAAAAAACuRtLtwbZuld5/X0pJcXckAAAAAIDMMLzcQ1mtUp8+0qZN0pEj0ujR7o4IAAAAAHAtero91Pvvmwl3UJDUt6+7owEAAAAAZIak2wMdOyaNGGG+f/11qXRp98YDAAAAAMgcSbcHGjpUOnNGqlePXm4AAAAAyM1Iuj3Mzz9Ls2ebe3G/+67k6+vuiAAAAAAA10PS7UFSUqRnnzXf9+0r1a/v3ngAAAAAADdG0u1BfHykWbOk9u3NudwAAAAAgNyNLcM8TP360sKF7o4CAAAAAGAPero9gGFIBw+6OwoAAAAAgKNIuj1AbKxUqZI0dqy7IwEAAAAAOIKkO5c7e1YaOFBKTjZfAAAAAADPwZzuXMhqleLipPh4af586cgR6ZZbpBEj3B0ZAAAAAMARJN25TGys2bN9+LBtebduUoEC7okJAAAAAJA1DC/PRWJjpc6dMybckrlFWGxszscEAAAAAMg6ku5cwmo1e7gN4/p1Bg0y6wEAAAAAPANJdy4RF5d5D3cqw5AOHTLrAQAAAAA8A0l3LhEf79x6AAAAAAD3I+nOJUJDnVsPAAAAAOB+JN25RGSkFB4uWSyZn7dYpIgIsx4AAAAAwDOQdOcSvr7SlCnm+2sT79TjmBizHgAAAADAM5B05yJRUdK8eVJYmG15eLhZHhXlnrgAAAAAAFmTz90BwFZUlNSpk7lKeXy8OYc7MpIebgAAAADwRCTduZCvr9SsmbujAAAAAABkF8PLAQAAAABwEZJuAAAAAABchKQbAAAAAAAXIekGAAAAAMBFSLoBAAAAAHARkm4AAAAAAFyEpBsAAAAAABch6QYAAAAAwEVIugEAAAAAcBGSbgAAAAAAXISkGwAAAAAAFyHpBgAAAADARUi6AQAAAABwEZJuAAAAAABchKQbAAAAAAAXyefuAHKaYRiSpMTExCzfIzk5WRcuXFBiYqL8/PycFRpyOdrde9H23ol29160vXei3b0Xbe+9stv2qTllao55PV6XdJ89e1aSFBER4eZIAAAAAACe7uzZsypSpMh1z1uMm6XleUxKSoqOHj2qwoULy2KxZOkeiYmJioiI0KFDhxQUFOTkCJFb0e7ei7b3TrS796LtvRPt7r1oe++V3bY3DENnz55VmTJl5ONz/ZnbXtfT7ePjo/DwcKfcKygoiA+mF6LdvRdt751od+9F23sn2t170fbeKzttf6Me7lQspAYAAAAAgIuQdAMAAAAA4CIk3VkQEBCg6OhoBQQEuDsU5CDa3XvR9t6JdvdetL13ot29F23vvXKq7b1uITUAAAAAAHIKPd0AAAAAALgISTcAAAAAAC5C0g0AAAAAgIuQdDto2rRpKl++vPLnz6+GDRtq48aN7g4JLjZq1ChZLBab12233ebusOACq1evVocOHVSmTBlZLBZ9++23NucNw9Crr76q0NBQFShQQC1bttSePXvcEyyc5mbt/sQTT2T4M6Bt27buCRZOM27cON1xxx0qXLiwSpUqpfvvv1+7d++2qXPp0iX1799fJUqUUKFChfTggw/q2LFjbooYzmJP2zdr1izD5/6ZZ55xU8RwhhkzZqhWrVpp+zE3atRIP/74Y9p5Pu95183aPic+7yTdDpg7d66GDBmi6OhobdmyRbVr11abNm10/Phxd4cGF6tevbri4+PTXr/88ou7Q4ILnD9/XrVr19a0adMyPT9x4kS9/fbbevfdd7VhwwYVLFhQbdq00aVLl3I4UjjTzdpdktq2bWvzZ8AXX3yRgxHCFVatWqX+/ftr/fr1WrZsmZKTk9W6dWudP38+rc7gwYP1/fff6+uvv9aqVat09OhRRUVFuTFqOIM9bS9JvXv3tvncT5w40U0RwxnCw8M1fvx4bd68Wb/++qtatGihTp066ffff5fE5z0vu1nbSznweTdgtwYNGhj9+/dPO7ZarUaZMmWMcePGuTEquFp0dLRRu3Ztd4eBHCbJmD9/ftpxSkqKUbp0aeM///lPWtnp06eNgIAA44svvnBDhHCFa9vdMAyjR48eRqdOndwSD3LO8ePHDUnGqlWrDMMwP99+fn7G119/nVbnjz/+MCQZ69atc1eYcIFr294wDKNp06bGwIED3RcUckSxYsWMDz/8kM+7F0pte8PImc87Pd12SkpK0ubNm9WyZcu0Mh8fH7Vs2VLr1q1zY2TICXv27FGZMmV0yy236NFHH9XBgwfdHRJy2P79+5WQkGDzZ0CRIkXUsGFD/gzwAitXrlSpUqVUpUoV9e3bV//884+7Q4KTnTlzRpJUvHhxSdLmzZuVnJxs85m/7bbbVLZsWT7zecy1bZ9q9uzZCg4OVo0aNTRixAhduHDBHeHBBaxWq7788kudP39ejRo14vPuRa5t+1Su/rznc+rd8rCTJ0/KarUqJCTEpjwkJES7du1yU1TICQ0bNtTMmTNVpUoVxcfHa/To0YqMjNTOnTtVuHBhd4eHHJKQkCBJmf4ZkHoOeVPbtm0VFRWlChUqaN++fXrppZfUrl07rVu3Tr6+vu4OD06QkpKiQYMGqXHjxqpRo4Yk8zPv7++vokWL2tTlM5+3ZNb2ktStWzeVK1dOZcqU0fbt2zV8+HDt3r1bsbGxbowW2bVjxw41atRIly5dUqFChTR//nxVq1ZN27Zt4/Oex12v7aWc+byTdAM30a5du7T3tWrVUsOGDVWuXDl99dVX6tWrlxsjA5ATHn744bT3NWvWVK1atVSxYkWtXLlS99xzjxsjg7P0799fO3fuZL0OL3S9tn/66afT3tesWVOhoaG65557tG/fPlWsWDGnw4STVKlSRdu2bdOZM2c0b9489ejRQ6tWrXJ3WMgB12v7atWq5cjnneHldgoODpavr2+GVQyPHTum0qVLuykquEPRokV16623au/eve4OBTko9XPOnwG45ZZbFBwczJ8BecSAAQP0ww8/aMWKFQoPD08rL126tJKSknT69Gmb+nzm847rtX1mGjZsKEl87j2cv7+/KlWqpHr16mncuHGqXbu2pkyZwufdC1yv7TPjis87Sbed/P39Va9ePS1fvjytLCUlRcuXL7eZD4C879y5c9q3b59CQ0PdHQpyUIUKFVS6dGmbPwMSExO1YcMG/gzwMocPH9Y///zDnwEezjAMDRgwQPPnz9fPP/+sChUq2JyvV6+e/Pz8bD7zu3fv1sGDB/nMe7ibtX1mtm3bJkl87vOYlJQUXb58mc+7F0pt+8y44vPO8HIHDBkyRD169FD9+vXVoEEDxcTE6Pz58+rZs6e7Q4MLPf/88+rQoYPKlSuno0ePKjo6Wr6+vnrkkUfcHRqc7Ny5czb/q7l//35t27ZNxYsXV9myZTVo0CC99tprqly5sipUqKCRI0eqTJkyuv/++90XNLLtRu1evHhxjR49Wg8++KBKly6tffv2adiwYapUqZLatGnjxqiRXf3799ecOXP03XffqXDhwmnzNosUKaICBQqoSJEi6tWrl4YMGaLixYsrKChIzz77rBo1aqQ777zTzdEjO27W9vv27dOcOXPUvn17lShRQtu3b9fgwYPVpEkT1apVy83RI6tGjBihdu3aqWzZsjp79qzmzJmjlStXasmSJXze87gbtX2Ofd5dujZ6HjR16lSjbNmyhr+/v9GgQQNj/fr17g4JLta1a1cjNDTU8Pf3N8LCwoyuXbsae/fudXdYcIEVK1YYkjK8evToYRiGuW3YyJEjjZCQECMgIMC45557jN27d7s3aGTbjdr9woULRuvWrY2SJUsafn5+Rrly5YzevXsbCQkJ7g4b2ZRZm0syPvnkk7Q6Fy9eNPr162cUK1bMCAwMNB544AEjPj7efUHDKW7W9gcPHjSaNGliFC9e3AgICDAqVapkvPDCC8aZM2fcGziy5cknnzTKlStn+Pv7GyVLljTuueceY+nSpWnn+bznXTdq+5z6vFsMwzCcl8IDAAAAAIBUzOkGAAAAAMBFSLoBAAAAAHARkm4AAAAAAFyEpBsAAAAAABch6QYAAAAAwEVIugEAAAAAcBGSbgAAAAAAXISkGwAAAAAAFyHpBgDkOQcOHJDFYtG2bdvcHUqaXbt26c4771T+/PlVp04dp967fPnyiomJcdr9nnjiCd1///1Ou58krVy5UhaLRadPn3bqfQEAyO1IugEATvfEE0/IYrFo/PjxNuXffvutLBaLm6Jyr+joaBUsWFC7d+/W8uXLM62T+nOzWCzy9/dXpUqVNGbMGF25cuWG9960aZOefvppp8U6ZcoUzZw502n3c8TWrVv10EMPKSQkRPnz51flypXVu3dv/fnnn26JJ7dy9n+0AABch6QbAOAS+fPn14QJE3Tq1Cl3h+I0SUlJWb523759uvvuu1WuXDmVKFHiuvXatm2r+Ph47dmzR0OHDtWoUaP0n//854bxlCxZUoGBgVmO7VpFihRR0aJFnXY/e/3www+68847dfnyZc2ePVt//PGHPv/8cxUpUkQjR47M8XgAAHAGkm4AgEu0bNlSpUuX1rhx465bZ9SoURmGWsfExKh8+fJpx6lDnd944w2FhISoaNGiab2/L7zwgooXL67w8HB98sknGe6/a9cu3XXXXcqfP79q1KihVatW2ZzfuXOn2rVrp0KFCikkJESPP/64Tp48mXa+WbNmGjBggAYNGqTg4GC1adMm0+8jJSVFY8aMUXh4uAICAlSnTh0tXrw47bzFYtHmzZs1ZswYWSwWjRo16ro/k4CAAJUuXVrlypVT37591bJlSy1YsMDmZ/H666+rTJkyqlKliqSMvZ4Wi0UffvihHnjgAQUGBqpy5cpp90j1+++/67777lNQUJAKFy6syMhI7du3z+Y51/4cBgwYoCJFiig4OFgjR46UYRhpdT777DPVr19fhQsXVunSpdWtWzcdP378ut/ntS5cuKCePXuqffv2WrBggVq2bKkKFSqoYcOGmjRpkt577720uqtWrVKDBg0UEBCg0NBQvfjiizajAZo1a6Znn31WgwYNUrFixRQSEqIPPvhA58+fV8+ePVW4cGFVqlRJP/74Y9o1qcPfFy5cqFq1ail//vy68847tXPnTps4v/nmG1WvXl0BAQEqX7683nzzTZvz5cuX1xtvvKEnn3xShQsXVtmyZfX+++/b1Dl06JC6dOmiokWLqnjx4urUqZMOHDiQdj715z9p0iSFhoaqRIkS6t+/v5KTk9O+v7///luDBw9OGxkhSX///bc6dOigYsWKqWDBgqpevboWLVpkdxsAAFyDpBsA4BK+vr564403NHXqVB0+fDhb9/r555919OhRrV69WpMnT1Z0dLTuu+8+FStWTBs2bNAzzzyjPn36ZHjOCy+8oKFDh2rr1q1q1KiROnTooH/++UeSdPr0abVo0UJ169bVr7/+qsWLF+vYsWPq0qWLzT1mzZolf39/rVmzRu+++26m8U2ZMkVvvvmmJk2apO3bt6tNmzbq2LGj9uzZI0mKj49X9erVNXToUMXHx+v555+3+3svUKCATQ/78uXLtXv3bi1btkw//PDDda8bPXq0unTpou3bt6t9+/Z69NFH9e+//0qSjhw5oiZNmiggIEA///yzNm/erCeffPKGw9hnzZqlfPnyaePGjZoyZYomT56sDz/8MO18cnKyxo4dq99++03ffvutDhw4oCeeeMLu73PJkiU6efKkhg0blun51J73I0eOqH379rrjjjv022+/acaMGfroo4/02muvZYg3ODhYGzdu1LPPPqu+ffvqoYce0l133aUtW7aodevWevzxx3XhwgWb61544QW9+eab2rRpk0qWLKkOHTqkJbubN29Wly5d9PDDD2vHjh0aNWqURo4cmWEo/ptvvqn69etr69at6tevn/r27avdu3en/ZzatGmjwoULKy4uTmvWrFGhQoXUtm1bm3ZesWKF9u3bpxUrVmjWrFmaOXNm2nNiY2MVHh6uMWPGKD4+XvHx8ZKk/v376/Lly1q9erV27NihCRMmqFChQna3AQDARQwAAJysR48eRqdOnQzDMIw777zTePLJJw3DMIz58+cbV//VEx0dbdSuXdvm2rfeessoV66czb3KlStnWK3WtLIqVaoYkZGRacdXrlwxChYsaHzxxReGYRjG/v37DUnG+PHj0+okJycb4eHhxoQJEwzDMIyxY8carVu3tnn2oUOHDEnG7t27DcMwjKZNmxp169a96fdbpkwZ4/XXX7cpu+OOO4x+/fqlHdeuXduIjo6+4X2u/rmlpKQYy5YtMwICAoznn38+7XxISIhx+fJlm+vKlStnvPXWW2nHkoxXXnkl7fjcuXOGJOPHH380DMMwRowYYVSoUMFISkq6aRyGYf4cqlataqSkpKSVDR8+3Khatep1v5dNmzYZkoyzZ88ahmEYK1asMCQZp06dyrT+hAkTDEnGv//+e917GoZhvPTSS0aVKlVsYpk2bZpRqFChtN+Rpk2bGnfffXfa+dTfj8cffzytLD4+3pBkrFu3zia+L7/8Mq3OP//8YxQoUMCYO3euYRiG0a1bN6NVq1Y28bzwwgtGtWrV0o7LlStnPPbYY2nHKSkpRqlSpYwZM2YYhmEYn332WYb4L1++bBQoUMBYsmSJYRjpv/NXrlxJq/PQQw8ZXbt2tXnO1W1uGIZRs2ZNY9SoUTf8+QEAch493QAAl5owYYJmzZqlP/74I8v3qF69unx80v/KCgkJUc2aNdOOfX19VaJEiQzDmRs1apT2Pl++fKpfv35aHL/99ptWrFihQoUKpb1uu+02SUobZi1J9erVu2FsiYmJOnr0qBo3bmxT3rhx4yx9zz/88IMKFSqk/Pnzq127duratavNcPSaNWvK39//pvepVatW2vuCBQsqKCgo7eezbds2RUZGys/Pz+647rzzTptF8Bo1aqQ9e/bIarVKMnuBO3TooLJly6pw4cJq2rSpJOngwYN23d+4aqj6jfzxxx9q1KiRTSyNGzfWuXPnbEY6XP39p/5+XP07ExISIkk3/J0pXry4qlSpktaOf/zxR6btfPXP4dpnWywWlS5dOu05v/32m/bu3avChQun/d4VL15cly5dsvm9q169unx9fdOOQ0NDbzpc/7nnntNrr72mxo0bKzo6Wtu3b79hfQBAziDpBgC4VJMmTdSmTRuNGDEiwzkfH58MyVbqUN6rXZscWiyWTMtSUlLsjuvcuXPq0KGDtm3bZvPas2ePmjRpklavYMGCdt/TGZo3b54Wx8WLFzVr1iybGOyN50Y/nwIFCjgvYEnnz59XmzZtFBQUpNmzZ2vTpk2aP3++JPsXn7v11lslmfPwneFmvzOpSbsjvzPZeXbqc86dO6d69epl+L37888/1a1bN7vucT1PPfWU/vrrLz3++OPasWOH6tevr6lTpzrpuwIAZBVJNwDA5caPH6/vv/9e69atsykvWbKkEhISbBJvZ+6tvX79+rT3V65c0ebNm1W1alVJ0u23367ff/9d5cuXV6VKlWxejiTaQUFBKlOmjNasWWNTvmbNGlWrVs3hmAsWLKhKlSqpbNmyypcvn8PX26NWrVqKi4vL9D84rmfDhg02x+vXr1flypXl6+urXbt26Z9//tH48eMVGRmp2267zaFF1CSpdevWCg4O1sSJEzM9n7q/d9WqVbVu3Tqb35k1a9aocOHCCg8Pd+iZmbn6d+bUqVP6888/035nqlatmmk733rrrTa90jdy++23a8+ePSpVqlSG37siRYrYHae/v79N73qqiIgIPfPMM4qNjdXQoUP1wQcf2H1PAIBrkHQDAFyuZs2aevTRR/X222/blDdr1kwnTpzQxIkTtW/fPk2bNs1mRensmjZtmubPn69du3apf//+OnXqlJ588klJ5qJT//77rx555BFt2rRJ+/bt05IlS9SzZ89Mk5kbeeGFFzRhwgTNnTtXu3fv1osvvqht27Zp4MCBTvtenGnAgAFKTEzUww8/rF9//VV79uzRZ599lrbYV2YOHjyoIUOGaPfu3friiy80derUtO+vbNmy8vf319SpU/XXX39pwYIFGjt2rEMxFSxYUB9++KEWLlyojh076qefftKBAwf066+/atiwYXrmmWckSf369dOhQ4f07LPPateuXfruu+8UHR2tIUOG2ExByKoxY8Zo+fLl2rlzp5544gkFBwenreQ+dOhQLV++XGPHjtWff/6pWbNm6Z133nFoYbxHH31UwcHB6tSpk+Li4rR//36tXLlSzz33nEMLDpYvX16rV6/WkSNH0lbcHzRokJYsWaL9+/dry5YtWrFiRdp/GAAA3IekGwCQI8aMGZNheGzVqlU1ffp0TZs2TbVr19bGjRsdSmBuZvz48Ro/frxq166tX375RQsWLFBwcLAkpfVOW61WtW7dWjVr1tSgQYNUtGhRh5O35557TkOGDNHQoUNVs2ZNLV68WAsWLFDlypWd9r04U4kSJfTzzz/r3Llzatq0qerVq6cPPvjghnO8u3fvrosXL6pBgwbq37+/Bg4cqKefflqSOWJh5syZ+vrrr1WtWjWNHz9ekyZNcjiuTp06ae3atfLz81O3bt1022236ZFHHtGZM2fSVicPCwvTokWLtHHjRtWuXVvPPPOMevXqpVdeeSVrP4xrjB8/XgMHDlS9evWUkJCg77//Pm0O/e23366vvvpKX375pWrUqKFXX31VY8aMcWiV9sDAQK1evVply5ZVVFSUqlatql69eunSpUsKCgqy+z5jxozRgQMHVLFiRZUsWVKSZLVa1b9/f1WtWlVt27bVrbfequnTpzv0/QMAnM9i2LtyCQAA8ErNmjVTnTp1bPYCz2tWrlyp5s2b69SpU2nbkwEA4Az0dAMAAAAA4CIk3QAAAAAAuAjDywEAAAAAcBF6ugEAAAAAcBGSbgAAAAAAXISkGwAAAAAAFyHpBgAAAADARUi6AQAAAABwEZJuAAAAAABchKQbAAAAAAAXIekGAAAAAMBFSLoBAAAAAHCR/wH98ZwzjcqqlgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plot_scree_plot(pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "168060d1-f8f9-478e-8c90-6f226e67cc16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vnD59+r1tSzoPS0vLFLffEEPvowsXLihJ/Ix5/wFApkyZ0KVLF3Tp0gX37t1D0aJFMW7cONSoUUM5Lycnpw+2OWPGjLC1tTVYx/nz5//1nN5+vd+dSXL+/Hnl/rSSK1cu+Pn54bfffkNISMi/XqBav349Xr58iTlz5iR7/5w/fx5Dhw7F/v379XYVICL6r+KabiIieq+AgAA4OTlh/PjxyfbnBaBkHE8ahXt3FHT69OnJHpO0l/a7nWsnJye4urpi7969euU//vhjitvbsGFDmJubY9SoUcnaIiLJto9KS/PmzdN7DufMmYM3b96gRo0aAIBq1arBysoKM2bM0Gv7ggUL8OTJE9SqVStF9djb2yd7boHE1+jd52TNmjUpWlNtSNGiRZE9e3ZMnz49WX1J9bi5uaFSpUr46aefcOfOnWQxUpqxfuPGjXrtPHz4MA4dOqQ8dyl9/8XHxydb6uDm5obMmTMrI9fFihVDjhw5MGXKFDx//vy9bTY3N0dAQAA2btyIyMhI5f6zZ89i69at/3pOxYsXh5ubG+bOnas3av7XX3/h7NmzKX69tTRq1Cg8ePAAHTp0wJs3b5Ldv23bNvz+++8AEqeW+/j44LvvvkOjRo30bn379oWDgwOWLVuW1qdARPRJ4kg3ERG9l5OTE+bMmYPWrVujaNGiaNasGTJmzIjIyEj88ccfKFeuHGbNmgUnJydlO63Xr18jS5Ys2LZtG65evZosZrFixQAAQ4YMQbNmzWBpaYk6derA3t4eHTp0wMSJE9GhQwcUL14ce/fuxYULF1Lc3hw5cmDs2LEYNGgQrl27hvr168PR0RFXr17Fhg0b0KlTJ/Tt21ez58cYcXFxqFq1Kpo0aYLz58/jxx9/RPny5VG3bl0AiSOngwYNwqhRo1C9enXUrVtXOa5EiRJo1apViuopVqwY5syZg7FjxyJnzpxwc3NDlSpVULt2bYwePRpBQUEoW7YsTp06hWXLlumNqhvDzMwMc+bMQZ06dVC4cGEEBQUhU6ZMOHfuHP755x+l4zl79myUL18eBQoUQMeOHeHj44O7d+/iwIEDuHnzZrJ9wg3JmTMnypcvj86dO+PVq1eYPn06MmTIgP79+wNAit9/z549Q9asWdGoUSMUKlQIDg4O2LFjB44cOYKpU6cq5/Xzzz+jRo0ayJcvH4KCgpAlSxbcunULu3btgpOTEzZv3gwgsZO6ZcsWVKhQAV26dMGbN28wc+ZM5MuXDydPnvzgOVlaWmLSpEkICgqCv78/mjdvrmwZ5u3tjd69exv9mqjVtGlTnDp1CuPGjUNERASaN28OLy8vPHjwAFu2bEFoaCiWL1+O27dvY9euXejRo4fBONbW1ggICMCaNWswY8aMVOdSICL6YnycpOlERPQpMLRFliG7du2SgIAAcXZ2FhsbG8mRI4e0bdtWjh49qhxz8+ZNadCggbi4uIizs7M0btxYbt++nWwLLRGRMWPGSJYsWcTMzExv+7DY2Fhp3769ODs7i6OjozRp0kTu3bv33i3DoqOjDbZ33bp1Ur58ebG3txd7e3vJnTu3dO3aVc6fP2/089GmTRuxt7dPdqy/v7/ky5cvWbmXl5fUqlUrWcw9e/ZIp06dJF26dOLg4CAtW7aUBw8eJHv8rFmzJHfu3GJpaSnu7u7SuXPnZFtyva9ukcTt3GrVqiWOjo4CQNk+7OXLl9KnTx/JlCmT2NraSrly5eTAgQPi7++vt8VY0pZha9as0Yv7vi3d9u3bJ1999ZU4OjqKvb29FCxYUGbOnKl3zOXLlyUwMFA8PDzE0tJSsmTJIrVr15a1a9caPId36/z+++9l6tSpki1bNrG2tpYKFSrIiRMn9I5Nyfvv1atX0q9fPylUqJDS3kKFCsmPP/6YrO6IiAhp2LChZMiQQaytrcXLy0uaNGkioaGhesft2bNHihUrJlZWVuLj4yNz585V3p8psWrVKilSpIhYW1tL+vTppWXLlnrbo4m8/z2Y0no+9H4xJDQ0VOrVqydubm5iYWEhGTNmlDp16ijb202dOlUAJHsu3rZo0SK9LfGIiP7LdCJpkO2FiIjoP2rRokUICgrCkSNHDGaIJyIioi8b13QTERERERERmQg73UREREREREQmwk43ERERERERkYlwTTcRERERERGRiXCkm4iIiIiIiMhE2OkmIiIiIiIiMhGLj92AT1FCQgJu374NR0dH6HS6j90cIiIiIiIi+sSICJ49e4bMmTPDzOz949nsdBtw+/ZtZMuW7WM3g4iIiIiIiD5xN27cQNasWd97PzvdBjg6OgJIfPKcnJw+cmuIiIiIiIjoU/P06VNky5ZN6T++DzvdBiRNKXdycmKnm4iIiIiIiN7r35YkM5EaERERERERkYmw001ERERERERkIux0ExEREREREZkIO91EREREREREJsJONxEREREREZGJsNNNREREREREZCLsdBMRERERERGZCDvdRERERERERCZi8bEbQKk3MeK+pvEGFnHVNB4REREREdF/HUe6iYiIiIiIiEyEnW4iIiIiIiIiE2Gnm4iIiIiIiMhE2OkmIiIiIiIiMhF2uomIiIiIiIhMhJ1uIiIiIiIiIhNhp5uIiIiIiIjIRNjpJiIiIiIiIjIRdrqJiIiIiIiITISdbiIiIiIiIiITYaebiIiIiIiIyETY6SYiIiIiIiIyEXa6iYiIiIiIiEzko3e6Z8+eDW9vb9jY2KBUqVI4fPjwe4/9559/8M0338Db2xs6nQ7Tp09XHZOIiIiIiIjIVD5qp3vVqlUIDg7GiBEjEB4ejkKFCiEgIAD37t0zeHxsbCx8fHwwceJEeHh4aBKTiIiIiIiIyFQ+aqd72rRp6NixI4KCgpA3b17MnTsXdnZ2WLhwocHjS5Qoge+//x7NmjWDtbW1JjGJiIiIiIiITCXVne7o6Gjs27cP+/btQ3R0tNGPj4uLw7Fjx1CtWrX/NcbMDNWqVcOBAwdS1SZTxCQiIiIiIiJKLaM73TExMWjXrh0yZ86MihUromLFisicOTPat2+P2NjYFMe5f/8+4uPj4e7urlfu7u6OqKgoY5ulKuarV6/w9OlTvRsRERERERGRWkZ3uoODg7Fnzx5s2rQJjx8/xuPHj/Hbb79hz5496NOnjynaaHITJkyAs7OzcsuWLdvHbhIRERERERF9AYzudK9btw4LFixAjRo14OTkBCcnJ9SsWRPz58/H2rVrUxzH1dUV5ubmuHv3rl753bt335skzVQxBw0ahCdPnii3GzdupKp+IiIiIiIiorcZ3emOjY1NNn0bANzc3IyaXm5lZYVixYohNDRUKUtISEBoaCjKlCljbLNUxbS2tlYuICTdiIiIiIiIiNQyutNdpkwZjBgxAi9fvlTKXrx4gVGjRhndWQ4ODsb8+fOxePFinD17Fp07d0ZMTAyCgoIAAIGBgRg0aJByfFxcHI4fP47jx48jLi4Ot27dwvHjx3Hp0qUUxyQiIiIiIiJKKxbGPiAkJAQBAQHImjUrChUqBAA4ceIEbGxssHXrVqNiNW3aFNHR0Rg+fDiioqJQuHBhbNmyRRlJj4yMhJnZ/64L3L59G0WKFFF+njJlCqZMmQJ/f3/s3r07RTGJiIiIiIiI0opORMTYB8XGxmLZsmU4d+4cACBPnjxo2bIlbG1tNW/gx/D06VM4OzvjyZMnn/RU84kR9zWNN7CIq6bxiIiIiIiIvlQp7TcaPdINAHZ2dujYsWOqG0dERERERET0X5CiTvemTZtQo0YNWFpaYtOmTR88tm7dupo0jIiIiIiIiOhzl6JOd/369REVFQU3NzfUr1//vcfpdDrEx8dr1TYiIiIiIiKiz1qKOt0JCQkG/09ERERERERE72f0lmFLlizBq1evkpXHxcVhyZIlmjSKiIiIiIiI6EtgdKc7KCgIT548SVb+7Nkz7oVNRERERERE9BajO90iAp1Ol6z85s2bcHZ21qRRRERERERERF+CFG8ZVqRIEeh0Ouh0OlStWhUWFv97aHx8PK5evYrq1aubpJFEREREREREn6MUd7qTspYfP34cAQEBcHBwUO6zsrKCt7c3vvnmG80bSERERERERPS5SnGne8SIEQAAb29vNG3aFDY2NiZrFBEREREREdGXIMWd7iRt2rQxRTuIiIiIiIiIvjhGd7rj4+Pxww8/YPXq1YiMjERcXJze/Q8fPtSscURERERERESfM6Ozl48aNQrTpk1D06ZN8eTJEwQHB6Nhw4YwMzPDyJEjTdBEIiIiIiIios+T0Z3uZcuWYf78+ejTpw8sLCzQvHlz/Pzzzxg+fDgOHjxoijYSERERERERfZaM7nRHRUWhQIECAAAHBwc8efIEAFC7dm388ccf2raOiIiIiIiI6DNmdKc7a9asuHPnDgAgR44c2LZtGwDgyJEjsLa21rZ1RERERERERJ8xozvdDRo0QGhoKACge/fuGDZsGHx9fREYGIh27dpp3kAiIiIiIiKiz5XR2csnTpyo/L9p06bw8vJCWFgYfH19UadOHU0bR0RERERERPQ5M7rT/a7SpUujdOnSAICjR4+iePHiqhtFRERERERE9CUwenr58+fP8eLFC72y48ePo06dOihVqpRmDSMiIiIiIiL63KW4033jxg2UKVMGzs7OcHZ2RnBwMGJjYxEYGIhSpUrB3t4eYWFhpmwrERERERER0WclxdPL+/Xrh5cvXyIkJATr169HSEgI/v77b5QqVQqXL19G1qxZTdlOIiIiIiIios9Oijvde/fuxfr161G6dGk0adIEHh4eaNmyJXr16mXC5hERERERERF9vlI8vfzu3bvInj07AMDNzQ12dnaoUaOGyRpGRERERERE9LkzKpGamZmZ3v+trKw0bxARERERERHRlyLF08tFBLly5YJOpwOQmMW8SJEieh1xAHj48KG2LSQiIiIiIiL6TKW40/3LL7+Ysh1EREREREREX5wUd7rbtGljynYQERERERERfXGMWtNtCrNnz4a3tzdsbGxQqlQpHD58+IPHr1mzBrlz54aNjQ0KFCiAP//8U+/+58+fo1u3bsiaNStsbW2RN29ezJ0715SnQERERERERGTQR+10r1q1CsHBwRgxYgTCw8NRqFAhBAQE4N69ewaPDwsLQ/PmzdG+fXtERESgfv36qF+/Pk6fPq0cExwcjC1btuDXX3/F2bNn0atXL3Tr1g2bNm1Kq9MiIiIiIiIiAgDoREQ+VuWlSpVCiRIlMGvWLABAQkICsmXLhu7du2PgwIHJjm/atCliYmLw+++/K2WlS5dG4cKFldHs/Pnzo2nTphg2bJhyTLFixVCjRg2MHTs2Re16+vQpnJ2d8eTJEzg5Oak5RZOaGHFf03gDi7hqGo+IiIiIiOhLldJ+40cb6Y6Li8OxY8dQrVq1/zXGzAzVqlXDgQMHDD7mwIEDescDQEBAgN7xZcuWxaZNm3Dr1i2ICHbt2oULFy7g66+/Ns2JEBEREREREb1HihOpae3+/fuIj4+Hu7u7Xrm7uzvOnTtn8DFRUVEGj4+KilJ+njlzJjp16oSsWbPCwsICZmZmmD9/PipWrPjetrx69QqvXr1Sfn769GlqTomIiIiIiIhIT4o63cHBwSkOOG3atFQ3RgszZ87EwYMHsWnTJnh5eWHv3r3o2rUrMmfOnGyUPMmECRMwatSoNG7p50HLKeycvk5ERERERP81Kep0R0RE6P0cHh6ON2/ewM/PDwBw4cIFmJubo1ixYimu2NXVFebm5rh7965e+d27d+Hh4WHwMR4eHh88/sWLFxg8eDA2bNiAWrVqAQAKFiyI48ePY8qUKe/tdA8aNEjvwsLTp0+RLVu2FJ8LERERERERkSEpWtO9a9cu5VanTh34+/vj5s2bCA8PR3h4OG7cuIHKlSsrHd2UsLKyQrFixRAaGqqUJSQkIDQ0FGXKlDH4mDJlyugdDwDbt29Xjn/9+jVev34NMzP90zI3N0dCQsJ722JtbQ0nJye9GxEREREREZFaRq/pnjp1KrZt24Z06dIpZenSpcPYsWPx9ddfo0+fPimOFRwcjDZt2qB48eIoWbIkpk+fjpiYGAQFBQEAAgMDkSVLFkyYMAEA0LNnT/j7+2Pq1KmoVasWVq5ciaNHj2LevHkAACcnJ/j7+6Nfv36wtbWFl5cX9uzZgyVLlnz0ae9ERERERET032N0p/vp06eIjo5OVh4dHY1nz54ZFatp06aIjo7G8OHDERUVhcKFC2PLli1KsrTIyEi9UeuyZcti+fLlGDp0KAYPHgxfX19s3LgR+fPnV45ZuXIlBg0ahJYtW+Lhw4fw8vLCuHHj8N133xl7qkRERERERESqGL1Pd2BgIP7++29MnToVJUuWBAAcOnQI/fr1Q4UKFbB48WKTNDQtcZ9u09TBRGpERERERPSlSGm/0eiR7rlz56Jv375o0aIFXr9+nRjEwgLt27fH999/n/oWExEREREREX1hjO5029nZ4ccff8T333+Py5cvAwBy5MgBe3t7zRtHRERERERE9DlLUfZyQ+7cuYM7d+7A19cX9vb2MHKWOhEREREREdEXz+hO94MHD1C1alXkypULNWvWxJ07dwAA7du3NypzOREREREREdGXzuhOd+/evWFpaYnIyEjY2dkp5U2bNsWWLVs0bRwRERERERHR58zoNd3btm3D1q1bkTVrVr1yX19fXL9+XbOGEREREREREX3ujB7pjomJ0RvhTvLw4UNYW1tr0igiIiIiIiKiL4HRne4KFSpgyZIlys86nQ4JCQmYPHkyKleurGnjiIiIiIiIiD5nRk8vnzx5MqpWrYqjR48iLi4O/fv3xz///IOHDx9i//79pmgjERERERER0WfJ6JHu/Pnz48KFCyhfvjzq1auHmJgYNGzYEBEREciRI4cp2khERERERET0WTJ6pBsAnJ2dMWTIEK3bQkRERERERPRFSVWn+/Hjxzh8+DDu3buHhIQEvfsCAwM1aRgRERERERHR587oTvfmzZvRsmVLPH/+HE5OTtDpdMp9Op2OnW4iIiIiIiKi/2f0mu4+ffqgXbt2eP78OR4/foxHjx4pt4cPH5qijURERERERESfJaM73bdu3UKPHj0M7tVNRERERERERP9jdKc7ICAAR48eNUVbiIiIiIiIiL4oRq/prlWrFvr164czZ86gQIECsLS01Lu/bt26mjWOiIiIiIiI6HNmdKe7Y8eOAIDRo0cnu0+n0yE+Pl59q4iIiIiIiIi+AEZ3ut/dIoyIiIiIiIiIDDN6TTcRERERERERpUyKRrpnzJiBTp06wcbGBjNmzPjgsT169NCkYURERERERESfuxR1un/44Qe0bNkSNjY2+OGHH957nE6nY6ebiIiIiIiI6P+lqNN99epVg/8nIiIiIiIiovczOpEakZYmRtzXNN7AIq6axiMiIiIiIlIjVZ3umzdvYtOmTYiMjERcXJzefdOmTdOkYURERERERESfO6M73aGhoahbty58fHxw7tw55M+fH9euXYOIoGjRoqZoIxEREREREdFnyegtwwYNGoS+ffvi1KlTsLGxwbp163Djxg34+/ujcePGpmgjERERERER0WfJ6E732bNnERgYCACwsLDAixcv4ODggNGjR2PSpEmaN5CIiIiIiIjoc2V0p9ve3l5Zx50pUyZcvnxZue/+fW2TYhERERERERF9zozudJcuXRr79u0DANSsWRN9+vTBuHHj0K5dO5QuXdroBsyePRve3t6wsbFBqVKlcPjw4Q8ev2bNGuTOnRs2NjYoUKAA/vzzz2THnD17FnXr1oWzszPs7e1RokQJREZGGt02IiIiIiIiIjWM7nRPmzYNpUqVAgCMGjUKVatWxapVq+Dt7Y0FCxYYFWvVqlUIDg7GiBEjEB4ejkKFCiEgIAD37t0zeHxYWBiaN2+O9u3bIyIiAvXr10f9+vVx+vRp5ZjLly+jfPnyyJ07N3bv3o2TJ09i2LBhsLGxMfZUiYiIiIiIiFTRiYh8rMpLlSqFEiVKYNasWQCAhIQEZMuWDd27d8fAgQOTHd+0aVPExMTg999/V8pKly6NwoULY+7cuQCAZs2awdLSEkuXLk11u54+fQpnZ2c8efIETk5OqY5jammxx7WWdZg6/vvqICIiIiIi0lpK+41Gj3RrJS4uDseOHUO1atX+1xgzM1SrVg0HDhww+JgDBw7oHQ8AAQEByvEJCQn4448/kCtXLgQEBMDNzQ2lSpXCxo0bP9iWV69e4enTp3o3IiIiIiIiIrVS1OlOly4d0qdPn6JbSt2/fx/x8fFwd3fXK3d3d0dUVJTBx0RFRX3w+Hv37uH58+eYOHEiqlevjm3btqFBgwZo2LAh9uzZ8962TJgwAc7OzsotW7ZsKT4PIiIiIiIiovexSMlB06dPN3EztJGQkAAAqFevHnr37g0AKFy4MMLCwjB37lz4+/sbfNygQYMQHBys/Pz06VN2vImIiIiIiEi1FHW627Rpo3nFrq6uMDc3x927d/XK7969Cw8PD4OP8fDw+ODxrq6usLCwQN68efWOyZMnj5Jx3RBra2tYW1un5jSIiIiIiIiI3itVa7rj4+Oxdu1ajBkzBmPGjMG6devw5s0bo2JYWVmhWLFiCA0NVcoSEhIQGhqKMmXKGHxMmTJl9I4HgO3btyvHW1lZoUSJEjh//rzeMRcuXICXl5dR7SMiIiIiIiJSK0Uj3W/7559/ULduXURFRcHPzw8AMGnSJGTMmBGbN29G/vz5UxwrODgYbdq0QfHixVGyZElMnz4dMTExCAoKAgAEBgYiS5YsmDBhAgCgZ8+e8Pf3x9SpU1GrVi2sXLkSR48exbx585SY/fr1Q9OmTVGxYkVUrlwZW7ZswebNm7F7925jT5WIiIiIiIhIFaM73R06dEC+fPlw9OhRpEuXDgDw6NEjtG3bFp06dUJYWFiKYzVt2hTR0dEYPnw4oqKiULhwYWzZskVJlhYZGQkzs/8NxpctWxbLly/H0KFDMXjwYPj6+mLjxo16Hf0GDRpg7ty5mDBhAnr06AE/Pz+sW7cO5cuXN/ZUiYiIiIiIiFQxep9uW1tbHD16FPny5dMrP336NEqUKIEXL15o2sCPgft0m6YO7tNNRERERERfCpPt050rV65kycyAxO26cubMaWw4IiIiIiIioi+W0Z3upGnba9euxc2bN3Hz5k2sXbsWvXr1wqRJk/D06VPlRkRERERERPRfZvSa7tq1awMAmjRpAp1OBwBImqFep04d5WedTof4+Hit2kmUaqaeIk9ERERERPQ+Rne6d+3aZYp2EBEREREREX1xjO50+/v7m6IdRERERERERF8co9d0jxw5EgkJCcnKnzx5gubNm2vSKCIiIiIiIqIvgdGd7gULFqB8+fK4cuWKUrZ7924UKFAAly9f1rRxRERERERERJ8zozvdJ0+eRNasWVG4cGHMnz8f/fr1w9dff43WrVsjLCzMFG0kIiIiIiIi+iwZvaY7Xbp0WL16NQYPHoxvv/0WFhYW+Ouvv1C1alVTtI+IiIiIiIjos2X0SDcAzJw5EyEhIWjevDl8fHzQo0cPnDhxQuu2EREREREREX3WjO50V69eHaNGjcLixYuxbNkyREREoGLFiihdujQmT55sijYSERERERERfZaMnl4eHx+PkydPInPmzAAAW1tbzJkzB7Vr10aHDh3Qv39/zRtJ9CmbGHFf03gDi7hqGo+IiIiIiD4eozvd27dvN1heq1YtnDp1SnWDiIiIiIiIiL4UKZ5efvjwYcTHx7/3/levXmHnzp2aNIqIiIiIiIjoS5DiTneZMmXw4MED5WcnJye9vbofP36M5s2ba9s6IiIiIiIios9YijvdIvLBn99XRkRERERERPRflaotw95Hp9NpGY6IiIiIiIjos6Zpp5uIiIiIiIiI/seo7OVnzpxBVFQUgMSp5OfOncPz588BAPfva7ttEhEREREREdHnzqhOd9WqVfXWbdeuXRtA4rRyEeH0ciIiIiIiIqK3pLjTffXqVVO2g4iIiIiIiOiLk+JOt5eXlynbQURERERERPTFYSI1IiIiIiIiIhNhp5uIiIiIiIjIRNjpJiIiIiIiIjIRdrqJiIiIiIiITCRVne43b95gx44d+Omnn/Ds2TMAwO3bt5U9u4mIiIiIiIjIyH26AeD69euoXr06IiMj8erVK3z11VdwdHTEpEmT8OrVK8ydO9cU7SQiIiIiIiL67Bg90t2zZ08UL14cjx49gq2trVLeoEEDhIaGpqoRs2fPhre3N2xsbFCqVCkcPnz4g8evWbMGuXPnho2NDQoUKIA///zzvcd+99130Ol0mD59eqraRkRERERERJRaRne6//77bwwdOhRWVlZ65d7e3rh165bRDVi1ahWCg4MxYsQIhIeHo1ChQggICMC9e/cMHh8WFobmzZujffv2iIiIQP369VG/fn2cPn062bEbNmzAwYMHkTlzZqPbRURERERERKSW0Z3uhIQExMfHJyu/efMmHB0djW7AtGnT0LFjRwQFBSFv3ryYO3cu7OzssHDhQoPHh4SEoHr16ujXrx/y5MmDMWPGoGjRopg1a5becbdu3UL37t2xbNkyWFpaGt0uIiIiIiIiIrWM7nR//fXXelO1dTodnj9/jhEjRqBmzZpGxYqLi8OxY8dQrVq1/zXIzAzVqlXDgQMHDD7mwIEDescDQEBAgN7xCQkJaN26Nfr164d8+fL9aztevXqFp0+f6t2IiIiIiIiI1DI6kdrUqVMREBCAvHnz4uXLl2jRogUuXrwIV1dXrFixwqhY9+/fR3x8PNzd3fXK3d3dce7cOYOPiYqKMnh8VFSU8vOkSZNgYWGBHj16pKgdEyZMwKhRo4xqO1FamhhxX7NYA4u4ahaLiIiIiIg+zOhOd9asWXHixAmsWrUKJ06cwPPnz9G+fXu0bNlSL7Hax3Ls2DGEhIQgPDwcOp0uRY8ZNGgQgoODlZ+fPn2KbNmymaqJRERERERE9B9hdKcbACwsLNCyZUu0bNlSVeWurq4wNzfH3bt39crv3r0LDw8Pg4/x8PD44PF///037t27B09PT+X++Ph49OnTB9OnT8e1a9eSxbS2toa1tbWqcyEiIiIiIiJ6l9FruidMmGAwydnChQsxadIko2JZWVmhWLFieluNJSQkIDQ0FGXKlDH4mDJlyiTbmmz79u3K8a1bt8bJkydx/Phx5ZY5c2b069cPW7duNap9RERERERERGoYPdL9008/Yfny5cnK8+XLh2bNmmHAgAFGxQsODkabNm1QvHhxlCxZEtOnT0dMTAyCgoIAAIGBgciSJQsmTJgAIHGfcH9/f0ydOhW1atXCypUrcfToUcybNw8AkCFDBmTIkEGvDktLS3h4eMDPz8/Y0yUiIiIiIiJKNaM73VFRUciUKVOy8owZM+LOnTtGN6Bp06aIjo7G8OHDERUVhcKFC2PLli1KsrTIyEiYmf1vQL5s2bJYvnw5hg4disGDB8PX1xcbN25E/vz5ja6biIiIiIiIyJSM7nRny5YN+/fvR/bs2fXK9+/fj8yZM6eqEd26dUO3bt0M3rd79+5kZY0bN0bjxo1THN/QOm4i+h8ts6MDzJBORERERJTE6E53x44d0atXL7x+/RpVqlQBAISGhqJ///7o06eP5g0kIiIiIiIi+lwZ3enu168fHjx4gC5duiAuLg4AYGNjgwEDBmDQoEGaN5CIiIiIiIjoc2V0p1un02HSpEkYNmwYzp49C1tbW/j6+nLLLSIiIiIiIqJ3pGqfbgBwcHBAiRIltGwLEX3BtFw3zjXjRERERPS5MLrTHRMTg4kTJyI0NBT37t1DQkKC3v1XrlzRrHFERCnFZHBERERE9CkyutPdoUMH7NmzB61bt0amTJmg0+lM0S4iIiIiIiKiz57Rne6//voLf/zxB8qVK2eK9hARfbJMPUU+LUbrv4RzICIiIvqcGN3pTpcuHdKnT2+KthAREf2rL+HCAXMcEBER/XcY3ekeM2YMhg8fjsWLF8POzs4UbSIiIiIVTH3hgDMaiIiIUs7oTvfUqVNx+fJluLu7w9vbG5aWlnr3h4eHa9Y4IiIi+m9ix56IiL4URne669evb4JmEBEREREREX15jO50jxgxwhTtICIiIiIiIvrimH3sBhARERERERF9qYwe6Y6Pj8cPP/yA1atXIzIyEnFxcXr3P3z4ULPGEREREREREX3OjO50jxo1Cj///DP69OmDoUOHYsiQIbh27Ro2btyI4cOHm6KNRERERJpiojYiIkorRne6ly1bhvnz56NWrVoYOXIkmjdvjhw5cqBgwYI4ePAgevToYYp2EhEREX1WuB87EREBqVjTHRUVhQIFCgAAHBwc8OTJEwBA7dq18ccff2jbOiIiIiIiIqLPmNGd7qxZs+LOnTsAgBw5cmDbtm0AgCNHjsDa2lrb1hERERERERF9xozudDdo0AChoaEAgO7du2PYsGHw9fVFYGAg2rVrp3kDiYiIiIiIiD5XRq/pnjhxovL/pk2bwtPTEwcOHICvry/q1KmjaeOIiIiIiIiIPmdGd7rfVaZMGZQpU0aLthARERERERF9UVLU6d60aRNq1KgBS0tLbNq06YPH1q1bV5OGEREREdH7cdszIqLPQ4o63fXr10dUVBTc3NxQv3799x6n0+kQHx+vVduIiIiIiIiIPmsp6nQnJCQY/D8RERERERERvZ9R2ctfv36NqlWr4uLFi6ZqDxEREREREdEXw6hOt6WlJU6ePGmqthARERERERF9UYzOXt6qVSssWLBAb+swIiIiIvryaJmsjYnaiOi/yuhO95s3b7Bw4ULs2LEDxYoVg729vd7906ZN06xxRERERERERJ8zo6aXA8Dp06dRtGhRODo64sKFC4iIiFBux48fT1UjZs+eDW9vb9jY2KBUqVI4fPjwB49fs2YNcufODRsbGxQoUAB//vmnct/r168xYMAAFChQAPb29sicOTMCAwNx+/btVLWNiIiIiIiIKLWMHunetWuXpg1YtWoVgoODMXfuXJQqVQrTp09HQEAAzp8/Dzc3t2THh4WFoXnz5pgwYQJq166N5cuXo379+ggPD0f+/PkRGxuL8PBwDBs2DIUKFcKjR4/Qs2dP1K1bF0ePHtW07UREREREREQfYvRIt9amTZuGjh07IigoCHnz5sXcuXNhZ2eHhQsXGjw+JCQE1atXR79+/ZAnTx6MGTMGRYsWxaxZswAAzs7O2L59O5o0aQI/Pz+ULl0as2bNwrFjxxAZGZmWp0ZERERERET/cUaPdAPA0aNHsXr1akRGRiIuLk7vvvXr16c4TlxcHI4dO4ZBgwYpZWZmZqhWrRoOHDhg8DEHDhxAcHCwXllAQAA2btz43nqePHkCnU4HFxeXFLeNiIiIiIiISC2jR7pXrlyJsmXL4uzZs9iwYQNev36Nf/75Bzt37oSzs7NRse7fv4/4+Hi4u7vrlbu7uyMqKsrgY6Kioow6/uXLlxgwYACaN28OJycng8e8evUKT58+1bsRERERERERqWV0p3v8+PH44YcfsHnzZlhZWSEkJATnzp1DkyZN4OnpaYo2ptrr16/RpEkTiAjmzJnz3uMmTJgAZ2dn5ZYtW7Y0bCURERERERF9qYzudF++fBm1atUCAFhZWSEmJgY6nQ69e/fGvHnzjIrl6uoKc3Nz3L17V6/87t278PDwMPgYDw+PFB2f1OG+fv06tm/f/t5RbgAYNGgQnjx5otxu3Lhh1HkQERERERERGWJ0pztdunR49uwZACBLliw4ffo0AODx48eIjY01KpaVlRWKFSuG0NBQpSwhIQGhoaEoU6aMwceUKVNG73gA2L59u97xSR3uixcvYseOHciQIcMH22FtbQ0nJye9GxEREREREZFaRidSq1ixIrZv344CBQqgcePG6NmzJ3bu3Int27ejatWqRjcgODgYbdq0QfHixVGyZElMnz4dMTExCAoKAgAEBgYiS5YsmDBhAgCgZ8+e8Pf3x9SpU1GrVi2sXLkSR48eVUbZX79+jUaNGiE8PBy///474uPjlfXe6dOnh5WVldFtJCIiIiIiIkqNFHe6T58+jfz582PWrFl4+fIlAGDIkCGwtLREWFgYvvnmGwwdOtToBjRt2hTR0dEYPnw4oqKiULhwYWzZskVJlhYZGQkzs/8NyJctWxbLly/H0KFDMXjwYPj6+mLjxo3Inz8/AODWrVvYtGkTAKBw4cJ6de3atQuVKlUyuo1EREREREREqZHiTnfBggVRokQJdOjQAc2aNQOQuL3XwIEDVTeiW7du6Natm8H7du/enayscePGaNy4scHjvb29ISKq20REREREpjUx4r6m8QYWcdU0HhGRFlK8pnvPnj3Ily8f+vTpg0yZMqFNmzb4+++/Tdk2IiIiIiIios9aijvdFSpUwMKFC3Hnzh3MnDkT165dg7+/P3LlyoVJkya9d59sIiIiIiIiov8qo7OX29vbIygoCHv27MGFCxfQuHFjzJ49G56enqhbt64p2khERERERET0WTK60/22nDlzYvDgwRg6dCgcHR3xxx9/aNUuIiIiIiIios+e0VuGJdm7dy8WLlyIdevWwczMDE2aNEH79u21bBsRERERERHRZ82oTvft27exaNEiLFq0CJcuXULZsmUxY8YMNGnSBPb29qZqIxEREREREdFnKcWd7ho1amDHjh1wdXVFYGAg2rVrBz8/P1O2jYiIiIiIiOizluJOt6WlJdauXYvatWvD3NzclG0iIiIiItKElnuBcx9wIkqNFHe6N23aZMp2EBEREREREX1xVGUvJyIiIiIiIqL3Y6ebiIiIiIiIyETY6SYiIiIiIiIyEXa6iYiIiIiIiEyEnW4iIiIiIiIiE2Gnm4iIiIiIiMhE2OkmIiIiIiIiMpEU79NNRERERET6Jkbc1zTewCKumsYjoo+PI91EREREREREJsJONxEREREREZGJcHo5EREREdEnTMsp7Jy+TpT2ONJNREREREREZCLsdBMRERERERGZCDvdRERERERERCbCTjcRERERERGRibDTTURERERERGQi7HQTERERERERmQi3DCMiIiIi+g/TcksygNuSEb2LI91EREREREREJsJONxEREREREZGJfBKd7tmzZ8Pb2xs2NjYoVaoUDh8+/MHj16xZg9y5c8PGxgYFChTAn3/+qXe/iGD48OHIlCkTbG1tUa1aNVy8eNGUp0BERERERESUzEfvdK9atQrBwcEYMWIEwsPDUahQIQQEBODevXsGjw8LC0Pz5s3Rvn17REREoH79+qhfvz5Onz6tHDN58mTMmDEDc+fOxaFDh2Bvb4+AgAC8fPkyrU6LiIiIiIiI6ON3uqdNm4aOHTsiKCgIefPmxdy5c2FnZ4eFCxcaPD4kJATVq1dHv379kCdPHowZMwZFixbFrFmzACSOck+fPh1Dhw5FvXr1ULBgQSxZsgS3b9/Gxo0b0/DMiIiIiIiI6L/uo2Yvj4uLw7FjxzBo0CClzMzMDNWqVcOBAwcMPubAgQMIDg7WKwsICFA61FevXkVUVBSqVaum3O/s7IxSpUrhwIEDaNasWbKYr169wqtXr5Sfnzx5AgB4+vRpqs8tLbx8/kzTeE+fWpm0DlPHT4s6eA6fRh08h0+jDp7Dp1HHxziHz+05MlTH53YOfK9+GnXwHFJfx7QTDzSLH1wog0njv68Ooncl9RdF5MMHykd069YtASBhYWF65f369ZOSJUsafIylpaUsX75cr2z27Nni5uYmIiL79+8XAHL79m29Yxo3bixNmjQxGHPEiBECgDfeeOONN95444033njjjTfejLrduHHjg/1e7tMNYNCgQXqj5wkJCXj48CEyZMgAnU73EVum3tOnT5EtWzbcuHEDTk5On2UdPIdPow6ew8ePnxZ18Bw+jTp4Dp9GHTyHT6MOnsOnUcfnHj8t6uA5fDp1pBURwbNnz5A5c+YPHvdRO92urq4wNzfH3bt39crv3r0LDw8Pg4/x8PD44PFJ/969exeZMmXSO6Zw4cIGY1pbW8Pa2lqvzMXFxZhT+eQ5OTmZ/E1t6jp4Dp9GHTyHjx8/LergOXwadfAcPo06eA6fRh08h0+jjs89flrUwXP4dOpIC87Ozv96zEdNpGZlZYVixYohNDRUKUtISEBoaCjKlClj8DFlypTROx4Atm/frhyfPXt2eHh46B3z9OlTHDp06L0xiYiIiIiIiEzho08vDw4ORps2bVC8eHGULFkS06dPR0xMDIKCggAAgYGByJIlCyZMmAAA6NmzJ/z9/TF16lTUqlULK1euxNGjRzFv3jwAgE6nQ69evTB27Fj4+voie/bsGDZsGDJnzoz69et/rNMkIiIiIiKi/6CP3ulu2rQpoqOjMXz4cERFRaFw4cLYsmUL3N3dAQCRkZEwM/vfgHzZsmWxfPlyDB06FIMHD4avry82btyI/PnzK8f0798fMTEx6NSpEx4/fozy5ctjy5YtsLGxSfPz+9isra0xYsSIZNPnP6c6eA6fRh08h48fPy3q4Dl8GnXwHD6NOngOn0YdPIdPo47PPX5a1MFz+HTq+NToRP4tvzkRERERERERpcZHXdNNRERERERE9CVjp5uIiIiIiIjIRNjpJiIiIiIiIjIRdrqJiIiIiIiITOSjZy8nIiIiok/bpk2bUnxs3bp1TdgS7d28eRMAkDVr1o/ckn/3Jb8OphQbG4vIyEjExcXplRcsWPAjtYj+a5i9nIiIiCiNtGnTBu3bt0fFihU/dlOM8vb2rR+i0+kQHx9vdPzg4GCMGTMG9vb2CA4O/uCx06ZNMzr+uxISEjB27FhMnToVz58/BwA4OjqiT58+GDJkSIrPN62Z+nVIa/Hx8fjhhx+wevVqg53ihw8fqoofHR2NoKAg/PXXX++t/1PUsGHDFB+7fv161fXFxMRgz549Bl+DHj16qI5PHOn+In3zzTcoWbIkBgwYoFc+efJkHDlyBGvWrFFdx5EjR5CQkIBSpUrplR86dAjm5uYoXry4qvi//PILHBwc0LhxY73yNWvWIDY2Fm3atFEV31SKFCkCnU6XomPDw8NV13flyhX4+PiojvMhjx8/xuHDh3Hv3j0kJCTo3RcYGKhJHW/evMHu3btx+fJltGjRAo6Ojrh9+zacnJzg4OCgOv7ly5cxffp0nD17FgCQN29e9OzZEzly5FAdGwBevHgBEYGdnR0A4Pr169iwYQPy5s2Lr7/+WpM6kiRdJ03p+0yNx48fw8XFRdOY0dHROH/+PADAz88PGTNm1DR+krR8nrT2+PFjLFiwQHm/5suXD+3atYOzs/NHbtmnJS4uzuDnkqen50dqUco8efIE1apVg5eXF4KCgtCmTRtkyZLlYzfrX737PGstIiICr1+/Vv5vakOGDMGCBQswceJElCtXDgCwb98+jBw5Ei9fvsS4ceM0rzM+Ph6nTp2Cl5cX0qVLl6oYpn4d0tqoUaPw888/o0+fPhg6dCiGDBmCa9euYePGjRg+fLjq+L169cLjx49x6NAhVKpUCRs2bMDdu3eVCy6m8PLly2QdVycnJ6NipOXnfUREBGrWrInY2FjExMQgffr0uH//Puzs7ODm5mbSTrcpvmd8qjjS/QXKmDEjdu7ciQIFCuiVnzp1CtWqVcPdu3dV11GyZEn0798fjRo10itfv349Jk2ahEOHDqmKnytXLvz000+oXLmyXvmePXvQqVMn5Uu7GiKCtWvXYteuXQa/uKXmyuGoUaOU/798+RI//vgj8ubNizJlygAADh48iH/++QddunTBhAkT1J0AEq94+/v7o3379mjUqBFsbGxUx3zb5s2b0bJlSzx//hxOTk56HRidTqf6CjSQ2EGtXr06IiMj8erVK1y4cAE+Pj7o2bMnXr16hblz56qKv3XrVtStWxeFCxdWvljt378fJ06cwObNm/HVV1+pPoevv/4aDRs2xHfffYfHjx8jd+7csLS0xP379zFt2jR07txZdR1LlizB999/j4sXLwJI/B3p168fWrdurTo2AEyaNAne3t5o2rQpAKBJkyZYt24dPDw88Oeff6JQoUKq4sfExKB79+5YunSpMrJgbm6OwMBAzJw5U7lgoZapn6c9e/ZgypQpehdw+vXrhwoVKmgS/+jRowgICICtrS1KliwJIPEi54sXL7Bt2zYULVpUdR2mGNGYMWNGio9V+wXu4sWLaNeuHcLCwvTKRUST0b2YmBhMnDgRoaGhBv82XLlyRVV8IPHi09KlS7F48WKcOXMG1apVQ/v27VGvXj1YWlqqjp8W5/C5y5w5M+bOnZtsCvZvv/2GLl264NatW6rr6NWrFwoUKID27dsjPj4e/v7+CAsLg52dHX7//XdUqlRJdR2mkJYDCDly5MCMGTNQq1YtODo64vjx40rZwYMHsXz5clXxM2XKhN9++w0lS5aEk5MTjh49ily5cmHTpk2YPHky9u3bpyp+ktjYWPTv3x+rV6/GgwcPkt3/qY6oA0ClSpWQK1cuzJ07F87Ozjhx4gQsLS3RqlUr9OzZ06hR9w8x9feMTx073V8gW1tbHD9+HH5+fnrl586dQ5EiRfDixQvVdTg4OODkyZPJRlmvXr2KggUL4tmzZ6ri29jY4Ny5c/D29tYrv3btGvLkyaPJOfTs2VPp2Lu7uyf7A/PLL7+oit+hQwdkypQJY8aM0SsfMWIEbty4gYULF6qKDwDHjx/HL7/8ghUrViAuLg5NmzZF+/btlS/rauXKlQs1a9bE+PHjNesUvat+/fpwdHTEggULkCFDBpw4cQI+Pj7YvXs3OnbsqHSeUqtIkSIICAjAxIkT9coHDhyIbdu2aTLjwNXVFXv27EG+fPnw888/Y+bMmYiIiMC6deswfPhwpYOWWtOmTcOwYcPQrVs3vRGZ2bNnY+zYsejdu7fqc8iePTuWLVuGsmXLYvv27WjSpAlWrVqlTPnbtm2bqvjffvstduzYgVmzZumdQ48ePfDVV19hzpw5qs/B1M/Tr7/+iqCgIDRs2FDvAs6GDRuwaNEitGjRQvU5VKhQATlz5sT8+fNhYZE4Ge3Nmzfo0KEDrly5gr1796qK/28jGqntjGXPnj1Fx+l0OtUdvnLlysHCwgIDBw5EpkyZkn12q/3i1rx5c+zZswetW7c2GL9nz56q4r8rPDwcv/zyC37++Wc4ODigVatW6NKlC3x9fVMdMy3OwZTTUdu1a4eQkBA4Ojomq7N79+6a/P20sbHByZMnkStXLr3y8+fPo3Dhwpp8z8iaNSs2btyI4sWLY+PGjejatSt27dqFpUuXYufOndi/f7/RMWfMmIFOnTrBxsbmXy92pfZ1eHsA4d+MGDEiVXUksbe3x9mzZ+Hp6YlMmTLhjz/+QNGiRXHlyhUUKVIET548URXfyckJJ0+ehLe3N7y8vLB8+XKUK1cOV69eRb58+RAbG6sqfpKk13bMmDFo3bo1Zs+ejVu3buGnn37CxIkT0bJlS03qMQUXFxccOnQIfn5+cHFxwYEDB5AnTx4cOnQIbdq0wblz5zSpx9TfMz55Ql+cEiVKyKhRo5KVjxgxQooWLapJHenTp5ewsLBk5fv37xcXFxfV8bNlyya//fZbsvKNGzdKlixZVMcXEUmXLp388ccfmsQyxMnJSS5cuJCs/MKFC+Lk5KRpXa9fv5Z169ZJnTp1xNLSUvLlyydTp06Ve/fuqYprZ2cnly9f1qiVhqVPn17OnTsnIiIODg5KfVevXhVbW1vV8a2trQ2+DufPnxdra2vV8UVEbG1t5fr16yIi0rhxYxk5cqSIiERGRmpyDt7e3rJ48eJk5YsWLRJvb2/V8UVEbGxsJDIyUkREevToIZ06dRKRxOdJi9/pDBkyyK5du5KV79y5U1xdXVXHFzH985Q7d26ZNm1asvKpU6dK7ty5VccXSXwdzp49m6z8n3/+0eS95O/vLx07dpT4+Hjl9y0yMlIqVqwo69atUx0/LdjZ2Rl8jrTi7Ows+/btM1n8t92+fVsmTpwofn5+Ym9vL4GBgVK1alWxsLAw+F5LKVOfQ3h4uHh4eIiTk5OYm5tLxowZRafTib29vWTPnl11fDMzM7l7926y8ujoaDE3N1cdX0SkZMmS0r1792Tl3bp1k1KlSmlSh7W1tdy4cUNERDp27Cg9e/YUEZErV66Io6NjqmJ6e3vL/fv3lf+/76bF65AWcuXKJQcPHhQRkXLlysmECRNERGTlypWSMWNG1fGLFy8uW7ZsERGROnXqSOvWreXmzZvSv39/8fHxUR0/SbZs2ZS/cY6OjnLx4kUREVmyZInUqFFDdfw1a9ZI48aNpVSpUlKkSBG9m1qurq7K9yRfX1/l+Tp79qzY2dmpjp/E1N8zPnXsdH+BNm3aJBYWFhIYGCiLFi2SRYsWSevWrcXCwkI2bNigSR3NmjUTf39/efz4sVL26NEj8ff3l8aNG6uO379/f/Hy8pKdO3fKmzdv5M2bNxIaGipeXl7Sp08f1fFFEv9YmfKLm7u7u/zyyy/Jyn/55Rdxc3MzSZ0vX76UadOmibW1teh0OrG2tpbWrVvL7du3UxWvQYMGsmrVKo1bqc/FxUX++ecfEdHvdP/999+aPE9Zs2aV1atXJytftWqVZMuWTXV8EZECBQpISEiIREZGipOTk3JB6ujRo+Lu7q46vrW1tfIH/G0XLlzQ7MJBpkyZZP/+/SKS+CUo6Tk7d+5cqr8cvs3W1lbOnDmTrPz06dOa/VE39fNkZWVlMP7Fixc1ex3c3Nxk69atycq3bNmiye+Ds7OzcpHL2dlZeU0OHjwofn5+quOnheLFi8vff/9tsvje3t4G36taiYuLk7Vr10qtWrXE0tJSihUrJnPmzJEnT54ox6xfv17Vl1BTn4OpLt48efJEHj9+LDqdTi5duiRPnjxRbg8fPpTFixdLpkyZNDmH3bt3i729veTJk0fatWsn7dq1kzx58oiDg4Ps3btXkzo8PT1l69at8ubNG8mWLZv8/vvvIpL4ufdf6GSkxIABA2TcuHEiktjRtrCwkJw5c4qVlZUMGDBAdfylS5cq38WOHj0qrq6uYmZmJjY2NrJy5UrV8ZPY29srF9+zZMkihw4dEpHECyz29vaqYoeEhIiDg4N069ZNrKys5Ntvv5Vq1aqJs7OzDB48WHXbv/rqK1m2bJmIiHTo0EFKliwpv/76qwQEBEjJkiVVx09i6u8Znzp2ur9Qv//+u5QtW1bs7OwkQ4YMUrlyZdm9e7dm8W/evCk+Pj7i7OwslSpVkkqVKomLi4v4+fkpV7HUePXqlTRp0kR0Op1YWlqKpaWlmJubS1BQkLx69UqDM0gc/WrWrJnExsZqEu9dEyZMEBsbG+nevbssXbpUli5dKt26dRM7OzvlSq5Wjhw5Ip07d5Z06dJJ1qxZZciQIXLlyhXZu3evVK1aVUqUKJHiWL/99pty+/nnn8XT01NGjBgha9eu1bvP0EyE1GjSpIl07NhRRBI73VeuXJFnz55JlSpVpG3btqrjjxo1SlxcXGTixImyd+9e2bt3r0yYMEFcXFxk9OjRquOLJF6BtrS0FDMzM/nqq6+U8vHjx0v16tVVx8+XL5/ypeRtY8aMkfz586uOLyLStWtX8fLykmrVqkmGDBnk2bNnIiKyYsUKTa6kV6lSRRo3biwvXrxQymJjY6Vx48ZStWpV1fFFTP885ciRQ+bOnZusfM6cOZIzZ07V8UVEunfvLlmzZpWVK1dKZGSkREZGyooVKyRr1qzKKJkaaTWicePGDZk9e7YMGDBAevfurXdLjbc7X6GhoVKmTBnZtWuX3L9/X+++tzuuqbV06VJp1KiRxMTEqI5lSIYMGSRdunTSpUsXiYiIMHjMo0ePVM3OMPU5mOrijU6nEzMzs/fezM3NZezYsZqcg4jIrVu3ZPDgwdKwYUNp2LChDBkyRG7duqVZ/BEjRoizs7Pkzp1bPD095eXLlyIismDBAildurRm9SR58+aNREREyMOHDzWN+f3330uJEiXE3d1d0qVLp3fTWlhYmEydOlU2bdqkeWwRkZiYGDl27JhER0drGrdAgQLK9+yqVasqA0QhISGqZ2j6+fnJ8uXLRUR/cGLYsGHStWtXVbFFEr9D7ty5U0RE7t69KwEBAeLo6ChFixZ972dUapj6e8anjp3u/7Dly5fL8+fPU/3458+fy08//SRdunSRPn36yOLFiyUuLk7DFiaOUK1evVo2b94s165d0zR2bGysBAQEiIODg+TPn1/z6ToiiaOpZcuWVf44lS1bVtOR46lTp0r+/PnF0tJS6tWrJ5s3b5b4+Hi9Y27cuGHUdDydTpeim5mZmSbncOPGDcmbN6/kyZNHLCwspHTp0pIhQwbx8/MzOL3QWAkJCTJt2jTJkiWL0vYsWbLI9OnTJSEhQYMzSHTnzh0JDw/Xe/4PHTqkyWyKtWvXirm5uQQEBMjo0aNl9OjREhAQIBYWFrJ+/XrV8UUSR9++//576dGjh4SHhyvl06ZNk/nz56uOf+rUKcmcObNkyJBBqlSpIlWqVJEMGTJIlixZ5PTp06rji5j+efrxxx/FyspKvvvuO1myZIksWbJEvv32W7G2tjbYGU+NV69eSY8ePcTKykrpaFhbW0uvXr2UL+xqpMWIxo4dO8TOzk7y588vFhYWUrhwYXFxcRFnZ2epXLlyqmK+2xkz1DlT87lUuHBhvc9/R0dHk/1tWLJkid7FJ1MoXLiwSc/BVBdvdu/eLbt27RKdTifr16+X3bt3K7ewsDBNO8RpZc2aNTJt2jRlmrlI4kX/jRs3qo7ds2dP+fnnn0UksXNctmxZZZq/oeU8qTFs2DDJlCmTTJkyRWxsbGTMmDHSvn17yZAhg4SEhGhSx5dg2rRpyvOxfft2sbGxEWtrazEzM5Pp06erim1ra6t8B86YMaMcP35cRBK/I6dPn15dw9OQqb9nfOqYSO0/zMnJCcePHzfpllO1atXCzz//jEyZMpkkvppzaNKkCXbt2oVGjRoZTKSmNjlIWvD19UW7du3Qtm3b9z7HcXFxWLFixSe7zRqQmChq5cqVOHnyJJ4/f46iRYuiZcuWsLW11bSepAR/7ybn+RwcO3YMP/zwg5KULU+ePOjTpw+KFCnykVuWcrGxsVi2bJmSlCVPnjyav87h4eGYNm2ayZ6nDRs2YOrUqXrx+/Xrh3r16qmOHR8fj/3796NAgQKwtrbG5cuXASRm99UqkeHRo0fx7NkzVK5cGffu3UNgYCDCwsLg6+uLhQsXapI9tmTJkqhRowZGjRoFR0dHnDhxAm5ubmjZsiWqV6+eqmz+e/bsSfGx/v7+RsdPy8RRaeHfzkftOXz99ddo27YtWrRogY4dO+LkyZPo0aMHli5dikePHqneweT69evw9PQ0+ZZ/abElpimZIlHbu0yRXXzTpk0pPvbd7PLGSottdA25du0awsPDkTNnThQsWFBVLB8fH6xbtw5FihRB8eLF0bFjR3z77bfYtm0bmjVrpnonmSpVqmD9+vXJtu56+vQp6tevj507d6qKT4nY6f4PS/oyZMpOt6nrUBPf3t4eW7duRfny5U3Qsv/5XPeSpZT7krbnOXPmjMFsxGq/+Jja69ev8e2332LYsGEpzqT9KbKxscHZs2c/63N4+4t5unTpsG/fPuTLlw8nTpxAvXr1cO3atY/dxI/u6NGjSsbed3/XUrNdZVoz9cWbLVu2wMHBQfn7PHv2bMyfPx958+bF7NmzU73H9dvSYktMwLTbDNrY2ODSpUvImjUrOnXqBDs7O0yfPh1Xr15FoUKF8PTpU9V1mCK7uJmZmd7POp0O73ZHkl4PtVttpcU2uqbWoUMHZMuWDSNGjMDs2bPRr18/lCtXDkePHkXDhg2xYMECVfHNzMwQFRUFNzc3vfJ79+4hS5YseP36tar4b1u6dCl++uknXLlyBQcOHICXlxemT5+O7Nmza3Lx+lNm8bEbQPSxZMuWDU5OTiaLb+q9ZN8WGxtr8Mub2qurPXr0QM6cOZNtOzJr1ixcunQJ06dPVxU/yfnz5zFz5ky90cNu3bohd+7cqmO/b79RnU4HGxsb5MyZE23btk22J7wxOnTo8MHteVLDmC9LWryPr1y5ggYNGuDUqVN6X4C0+uIzYcIEuLu7o127dnrlCxcuRHR0dLJRCGNZWlpi3bp1GDZsmKo4H1v+/Plx5cqVz7rTbW9vr3wWZcqUCZcvX0a+fPkAAPfv31cd/5dffoGDgwMaN26sV75mzRrExsaqntXj4+ODI0eOIEOGDHrljx8/VjobaqxcuRKBgYEICAjAtm3b8PXXX+PChQu4e/cuGjRooCp2WilevLjyfzc3N2zZskXT+P369cOkSZMAJHaOgoOD0adPH+zatQvBwcGqt/QEgD59+qBdu3Ym3RLz7W0Gk/6O7t+/H1WrVtVkm0F3d3ecOXMGmTJlwpYtW5StF2NjY2Fubq66/UDiaPqdO3fg6emJHDlyYNu2bShatCiOHDkCa2vrVMV8+8L0jh07MGDAAIwfPx5lypQBABw4cABDhw7F+PHjVbf/+fPnsLKySlZuaWmpyUWJt5nqAsu8efOU56xr167IkCEDwsLCULduXXz77bepjnvy5Enl/2fOnEFUVJTyc3x8PLZs2YIsWbKkvuHvmDNnDoYPH45evXph3LhxyvcKFxcXTJ8+/YvvdHNN93/Y28kYPtc61MT//fffJSAgQK5evapto/5f2bJlpWLFivLnn39KRESEHD9+XO+mhXv37knNmjXfm3RGrcyZM8vRo0eTlR87dkyzrdvWrl2rrOVOSrRUpkwZsbCwkLVr16qOP3DgQHF2dpby5ctLcHCwBAcHS4UKFcTZ2Vl69uwpX331lZiZmalaX2eK7Xn+LaGQ2jWs76pdu7bUq1dPoqOjxcHBQc6cOSN///23lCxZUpNMvl5eXkrW0rcdPHhQs23PAgMDVW2zZEi6dOmUhDsuLi7JkghpnVDor7/+ksKFC8vmzZvl9u3bmiQJK1KkiJJY6d21y6bIZVGvXj2ZN2+eiIj06dNHcubMKWPHjpWiRYtqkjTP19dXSfrztt27d0uuXLlUx9fpdAbzSURFRYmlpaXq+AUKFJBZs2aJyP/+hiUkJEjHjh1l+PDhqY6blu/V2NhYvSRt165dkx9++MFg5v3UsLe3V/42jxgxQr755hsRSfzbo8WOECJpsyWmqbcZTItEbabOLp4vXz6DuxHs3btXk+coLbbRFUlMXmhhYSFNmjSRkJAQCQkJkcaNG4ulpaWSR+NT8/b3DEO5e+zs7GTBggWa1ZcnTx5lF6W3v7+fOnVKMmTIoFk9nyqOdNN/VqtWrRAbG6usl7S0tNS7X+3UsuPHj+PYsWOajNa+T69evfDkyRMcOnQIlSpVwoYNG3D37l2MHTsWU6dOVR3/wYMHcHZ2Tlbu5OSkyYgVAPTv3x+DBg3C6NGj9cpHjBiB/v3745tvvlEV//79++jTp0+yEdCxY8fi+vXr2LZtG0aMGIExY8ak+iprunTpkD59elXtfNeuXbs0jfdvDhw4gJ07d8LV1RVmZmYwMzND+fLlMWHCBPTo0QMRERGq4kdFRRnMO5AxY0bcuXNHVewkvr6+GD16NPbv349ixYrB3t5e7/53Z2ykxA8//KDkANBqZseH1KxZE0DidP63Z0yIihky9erVU0ak6tevr0k7P2TatGl4/vw5gMS1xc+fP8eqVavg6+uLadOmqY4fGRlpcCaAl5cXIiMjUx337XWmW7du1fvsi4+PR2hoqCYzEC5fvoxatWoBAKysrBATEwOdTofevXujSpUqRq0vf1tavlfr1auHhg0b4rvvvsPjx49RsmRJWFlZ4f79+5g2bVqq1u2/zcrKCrGxsQASR0KT1lenT59es9HJgIAAHD161KRL7K5cuYI6deokK69bty4GDx6sOv7IkSORP39+3LhxA40bN1Z+z83NzTFw4EDV8QFg4sSJyv+bNm0KLy8vZSmBoXMz1uXLl5OtJQYAZ2dnTZaiDBs2DA0bNsTly5dRpUoVAEBoaChWrFih6XrucePGYfLkyejdu7dS1qNHD0ybNg1jxoxRNashZ86caNWqFVq0aIFcuXJp0VwAwNWrVyEi8PHxweHDh5ExY0blPisrK7i5uWk2YyKpPkP5VaytrRETE6NZPZ+sj93rp4/nSxjpdnR0THX8pD3M33dTy9R7yYqIeHh4KHtBOjo6yvnz50UkcduvcuXKqY6fL18+mTlzZrLyGTNmSJ48eVTHF0nMyvm+vZVtbW1Vx3dycnrv3spOTk4ikphx18HBIdV1mHp7nrTg4uIiV65cERERHx8fZSTx0qVLmrwOOXPmlKVLlyYrX7JkiWTPnl11fJHEvYnfd9OqDlN7O1uzoRuJZMuWzeCWhRs3blQ1A+ftnRneHfGxsrKSXLlyyebNm9U0XUQS9/A9efKkiCSOeidtBRQWFqZ8Jn3qMmTIoOw6MH/+fClYsKDEx8fL6tWrNRmdrFOnjrILgaWlpdy8eVNERLZu3Sq+vr6pjpvWW2KmxTaDprZnzx55/fp1svLXr1/Lnj17VMevUKGCfPXVVxIVFaWURUVFyddffy0VK1ZUHV/E9NvoiohYWVm997uGtbW1qtjTpk2T4sWLi5mZmRQvXlymT58ud+7cURXzY8iTJ48yq/Dt/sGMGTP+E1uGcaT7P8zLyyvZ6O7nRlTkATR1Nu9Jkyahf//+GD9+PAoUKJDsudZiHW5MTIyS+CJdunSIjo5Grly5UKBAAYSHh6uOHxwcjG7duiE6OlrvCvHUqVM1G0mpVKkS/v77b+TMmVOvfN++fZolmgkLC0sWPywsDDY2NgAS15cl/T81pk6disuXL8Pd3R3e3t7JXmu1r8XevXs/eH/FihVVxQcS1xKfOHEC2bNnR6lSpTB58mRYWVlh3rx5mowEdezYEb169cLr16/13kv9+/dHnz59VMcHEq+ip4V79+4ZTJinNocCkLrM26mRFgkeTVVH8+bN0aNHDzg6Oirv/T179qBnz55o1qxZquMmtTN79uw4cuQIXF1dVbXzfSpWrIjt27ejQIECaNy4MXr27ImdO3di+/btqFq1qub1vXz5Mlm+D7V/f2JjY5VR9W3btqFhw4YwMzND6dKlcf36dVWxgcS8IV26dMHatWsxZ84cZV3pX3/9herVq6c6rqGZHu/OsgKgWd6VPn36oEePHjh+/DjKli0LIHFN96JFixASEqI6PpD4PWDPnj0G87qkZnbPuypXrow7d+4kS7L15MkTVK5cWfXztHDhQjRo0ACenp7Ili0bAODGjRvw9fXFxo0bVcVOUqtWLWV2ialky5YNoaGhyb5r7NixQzmv1Orduzd69+6NCxcuYNmyZZg9ezb69u2LypUro1WrVppk2r948SJ27dpl8DN7+PDhquMDid8pu3btipcvX0JEcPjwYaxYsQITJkzAzz//rEkdn7SP3esn03j06JHMnz9fBg4cKA8ePBCRxLVQSVeL08r48ePl0aNHqX78q1ev5Ny5cwavsoqI/P3336r3rr17966cOnVKTpw4oXdT6+1RE1Otwy1evLiyP2qdOnWkdevWcvPmTenfv7/4+PhoUsePP/6ot8d19uzZZfHixZrEFkm84p8xY0bp2rWrLF26VJYuXSpdu3YVNzc3mTNnjuqRhzFjxoitra306NFDid+jRw+xs7OTsWPHikjiVeRq1aql+hxGjhz5wZta79snXau1+yIiW7ZskXXr1olI4pV5Pz8/0el04urqKqGhoarjJyQkSP/+/cXGxkZpt52dncG1dp+qo0ePSr58+QyOhKp5HU6cOKHs7/7u55DWn0vnz5+X8uXLm/RzydR1vHr1Spo0aSI6nU4sLS3F0tJSzM3NJSgoSJO9zE3twYMHyn7T8fHxMmHCBKlTp44EBwcra+/Vev78uXTt2lUyZsxoknwfBQoUkJCQEImMjBQnJycJCwsTkcTfEa3WXH8p1q9fL+XKlZP06dNL+vTppVy5cprs0S0iEh4eLh4eHuLk5CTm5uaSMWNGZZ9urWb36HQ6uXfvXrLy8+fPi6OjoyZ1JCQkyNatW5W10Nu2bZOEhARNYqeVH3/8UaysrOS7776TJUuWyJIlS+Tbb78Va2trg7Md1Dpw4IAULlxYk9/nefPmibm5ubi7u0uhQoWkcOHCyk3rEehff/1VcubMqfztzJIli7LX/JeOW4Z9gU6ePIlq1aop62HOnz8PHx8fDB06FJGRkViyZIkm9SxduhRz587F1atXNU/7Hxsbi+7du2Px4sUAgAsXLsDHxwfdu3dHlixZNFmrdOzYMbRp0wZnz541uFWF2qu3/7avrBYjWr/++ivevHmDtm3b4tixY6hevToePnwIKysrLFq0CE2bNlVdR5Lo6GjY2trCwcFBs5hA8q1D3kfNa7Js2TLMmjUL58+fBwD4+fmhe/fuyhqrFy9eKNnMP0Xvbsny+vVrREREYNiwYRg3bpxJRseAxLwG6dKl03Sv3OfPn+Ps2bOwtbWFr69vqrPfJgkODsaYMWNgb2+P4ODgDx6rdj1xoUKFkCNHDgwYMADu7u7JnhcvL69UxX17uxYzMzOD2+cA2nwulStXDhYWFhg4cKDBTPta7NOdFnUAiSMzx48fh62tLQoUKJDq59+Q0NDQ924BuHDhQs3qMZWk/ZrHjBmD1q1bY/bs2bh16xZ++uknTJw4ES1btlQVf+3atWjRogXi4+NRtWpVbNu2DUDiLgV79+7FX3/9ZXTMp0+fKiPw/7Zu25Q7j3xOKlWqhFy5cmHu3LlwdnbGiRMnYGlpiVatWqFnz55o2LBhqmMnPfa3335D9erV9T6r4+PjcfLkSfj5+WmeuV4L6dOnx4ULF+Dq6vqvf8O02hoOADZs2ICpU6fq7cTSr18/TbNyHz58GMuXL8eqVavw9OlT1KlTBytXrlQV08vLC126dFG9i4gxYmNj8fz582QzKL5k7HR/gapVq4aiRYti8uTJevtYh4WFoUWLFpokpng37f/p06fh4+ODRYsWYfHixaqTQPXs2RP79+/H9OnTUb16dZw8eRI+Pj747bffMHLkSNVJnQDTfYH+mGJjY3Hu3Dl4enpqMjWySpUqWL9+fbIkJ0+fPkX9+vWxc+dO1XVQ6u3ZswfBwcE4duyYqjivX7+Gra0tjh8/jvz582vUug97+vQpdu7cCT8/P+TJkyfVcSpXrowNGzbAxcXlg9u+6XQ61e9XR0dHREREJJs+qNb169fh6ekJnU73r1Nz1X4u2dvbmzzBo6nrGD16NPr27Ztsm6cXL17g+++/Vz0VctSoURg9ejSKFy9u8KLBhg0bjI6Z1lsAenp6YsmSJahUqRKcnJwQHh6OnDlzYunSpVixYgX+/PNP1XVERUXhzp07KFSokHLx9PDhw3ByckrVa29ubq5MY066+PQuUbnl5owZM1J8rBZTs03NxcUFhw4dgp+fH1xcXHDgwAHkyZMHhw4dQps2bXDu3LlUxw4KCgIALF68GE2aNIGtra1yn5WVFby9vdGxY8dUfdeYMWMGOnXqBBsbm399TVLzOixevBjNmjWDtbW1MnjzPqZeaqiFpGnlK1aswNWrV1GlShW0bNkSDRs21GQgxMnJCcePHzdpUkGA3yk5vfwL5OTkJJcuXRIR/UQF165dU53MIYmp0/57enrKgQMHksW/ePGiZtOZHBwcDCa90NLevXulZcuWUqZMGWVq/5IlS0yeYE0r79s65+7du2JhYaFJHaZO5pfk1atXcuPGDbl+/breTQtv3ryR77//XkqUKCHu7u4m2UrKkLNnz4q9vb0msbJnz67ZVnaGNG7cWEnKFxsbK76+vmJpaanZ1nBpoV69ep9NW98nLRI8mroOMzMzg59L9+/f12SqpYeHhyxZskR1nLelZAtALZeL2NvbK59vWbJkURJuXrlyRfVnRlxcnJibm8upU6dUt/Ntu3fvVpaSmSqh4IeSLWqVePHftmvT8m+Dq6urXLhwQUQSt9JLWm529uxZsbOzUx1fJHH51PPnzzWJlcTb21vu37+v/P9zT4ApInL48GE5ePBgsvKDBw/KkSNHVMXW6XRSsmRJmT59ul7COa20a9dO5syZo3ncd6XFd8pPGROpfYGsra0NXlW/cOGC3nYAapg67X90dLTBKSdJW6tooWrVqjhx4oTmo1ZJ1q1bh9atW6Nly5YIDw/Hq1evACROFR4/fnyqRxr+bQrt21I7nfbkyZPK/8+cOYOoqCjl5/j4eGzZskVJbKNWzpw54e/vj/bt26NRo0aaT/G+ePEi2rVrh7CwML1yUTli8rZRo0bh559/Rp8+fTB06FAMGTIE165dw8aNGzVJQPL26wEktv3OnTuYOHEiChcurDo+AAwZMgSDBw/G0qVLNd/+DEhMBjdkyBAAiSOFIoLHjx9j8eLFGDt2rOqt4d526dIlXL58GRUrVoStra3yWqv1888/o02bNjh9+jTy58+fLGFe3bp1VdcBaL905+2/B2mR4NHUdbzv9Txx4oQm7924uDgl6ZVW3p79de3aNQwcOBBt27ZFmTJlACRu2bd48WJMmDBBk/p8fHxw9epVeHp6Infu3Fi9ejVKliyJzZs3G9yeyRiWlpbw9PTU5LPzbUlLrt68eYM9e/agXbt2yJo1q6Z1pEWyxbeTjD548ABjx45FQECA3mu9devWZNtYpkaRIkVw5MgR+Pr6wt/fH8OHD8f9+/exdOlSzWYtjRgxQpM4b3v7dTDFa5LWM0uAxCUd/fv3R6lSpfTKb926hUmTJuHQoUOpjn3+/Hn4+vqqbeJ75cyZE8OGDcPBgwcNfmarnfWRlt8pP2kftctPJtG+fXupX7++xMXFiYODg1y5ckWuX78uRYoUkZ49e2pSh6nT/leoUEFmzJihxE/ayqhbt24SEBCgOr6ISHR0tNSsWVNGjhxpku1CChcurCQce/s5Cg8PV5VoplKlSno3JycnsbOzkyJFikiRIkXE3t5enJycpHLlyqmu4+1RGUNJvOzs7GTBggWpjv+2iIgI6dGjh2TMmFGcnZ2lU6dOyqiMFsqWLSsVK1aUP//8UyIiIuT48eN6Ny34+PjI77//LiKJr3XSTJOQkBBp3ry56vjv28aoTJkycvbsWdXxRRLfrw4ODmJtbS25cuVS3k9JN7VsbGwkMjJSRERat24tAwYMEBGR69evazZaf//+falSpYryfCX9zgUFBUlwcLDq+Js2bRJnZ+f3JrbTwo8//iiurq4yduxYsbW1Vc7hl19+kUqVKqUq5rujrKZO8GiqJJJJI4hmZmbJRhOdnJzEzMxMunTporr9/fv3l9GjR6uO8z5VqlRRtgl727Jly8Tf31+TOqZNmyYhISEiIrJ9+3axsbERa2trMTMzk+nTp6uO//PPP0vNmjWVRK1ac3BwkKtXr5okdlpq2LChwW03Z86cKfXq1VMd/8iRI8r2jnfv3pWAgABxdHSUokWLajpzac2aNdK4cWMpVaqU5n8bTCElM0u0/MwTSZxdYmjm3pUrV1RtSZoWTD3bIC2/U37KONL9BZo6dSoaNWoENzc3vHjxAv7+/oiKikKZMmUwbtw4Teowddr/8ePHo0aNGjhz5gzevHmDkJAQnDlzBmFhYf+aoCylDhw4gP379xtM+KLFCOj58+cNbuXk7OyMx48fpzru2yMm06ZNg6OjIxYvXox06dIBAB49eoSgoCBV221dvXoVIgIfHx8cPnxYb4aElZUV3NzcYG5unur4bytcuDBCQkIwdepUbNq0CYsWLUL58uWRK1cutGvXDq1bt1Y1Q+P48eMmX8MaFRWFAgUKAAAcHByUxGe1a9fWZDTj3ZEAMzMzZMyYUdNZAYa20tFStmzZcODAAaRPnx5btmxREr88evRIs/Po3bs3LC0tERkZqbdOvGnTpggODsbUqVNVxe/evTtatWqFYcOGwd3dXW1zDZo5cybmz5+P+vXrY+LEiUp58eLF0bdv31TFVJtj41Opb/r06RARtGvXDqNGjYKzs7NyX9Ia06TRRDVevnyJefPmYceOHShYsGCyUR+1CfkOHDiAuXPnJisvXrw4OnTooCp2kt69eyv/r1atGs6dO4djx44hZ86cmmxtN2vWLFy6dAmZM2eGl5cX7O3t9e5Xu01ilSpVsGfPHnh7e6uK829u3ryJTZs2GdxuS+3rDABbt27FpEmTkpVXr15ddUJYEYGbm5syou3m5maSpGYzZszAkCFD0LZtW/z2228ICgrC5cuXceTIEXTt2lV1/G+++QYlS5ZMlsRr8uTJOHLkCNasWWN0zLT+zAMSZ3revXs32broO3fuwMJCXXcrPj4eP/zwA1avXm3wvao2GZypZ4Ck5XfKT9pH7fKTSe3bt09mz54tkyZNku3bt2se39Rp/y9fviwdOnSQEiVKSJ48eaRly5Zy8uRJzeJ7eXlJ165dTbI+RiRxjWzS8/72SPfixYslT548mtSROXNmOX36dLLyU6dOSaZMmTSpI629fPlSpk2bJtbW1qLT6cTa2lpat24tt2/fTlW8tFjDmitXLmUtV7ly5WTChAkiIrJy5UrJmDGjSev+XMyePVssLCzExcVFChUqpGyRNWPGjFSP4L7L3d1dGd15+3fu8uXLmoymvz2LwVRsbGzk2rVrSn1J53DhwgWxsbExad2fi927d0tcXJzJ4r87m+jtm5oZREly5col/fr1S1ber18/yZUrl+r4cXFxUqVKFWWtrymYepvEOXPmiIeHh/Tp00eWL1+u+Uw0EZEdO3aInZ2d5M+fXywsLKRw4cLi4uIizs7OmrzOIon5aaZMmZKsfMqUKeLp6akqdnx8vFhaWpr0dRYR8fPzU2ZmvP2ZNGzYMOnatavq+K6urga/2508eVLc3NxUx08rzZo1E39/f3n8+LFS9ujRI/H395fGjRurij1s2DDJlCmTTJkyRWxsbGTMmDHSvn17yZAhgzKjhT59HOn+wrydhbhcuXIoV66c5nW8efMGy5cvR0BAAFq2bKl52v/Xr1/j22+/xbBhwzB//nxNYhry4MED9O7d22QjVh07dkTPnj2xcOFC6HQ63L59GwcOHEDfvn01Gf0EEtctRUdHJyuPjo7Gs2fPNKkDSFyDY+jqqlZrWAHg6NGjWLhwIVauXAl7e3v07dsX7du3x82bNzFq1CjUq1cPhw8fNjpuWqxhbdCgAUJDQ1GqVCllNHTBggWIjIzUG3FSIyYmBnv27DH4OnwOWXa7dOmCUqVKITIyEl999ZWS7djHxwdjx47VpI6YmJhkGa2BxFEAtVuTAYlb6OzatQs5cuRQHet9smfPjuPHjyfLUr5lyxZVWd7fFRsba/C9pMUoKAA8fvwYCxYsULbOyZcvH9q1a6c3Op1ab2+3+PLly2TnoPZ32tSjZD/88AO++eYb/PXXX8r6z8OHD+PixYtYt26d6viWlpbJ8kBozRTrfN/WpUsXAIZHm7XKxTFo0CD07dsXo0aNgqOjI9atWwc3Nze0bNkS1atXVx0fSMz30aFDB+zevVt5rQ8dOoQtW7ao/n5jZmYGX19fPHjwwKTrfSMjI5UcB7a2tsp3i9atW6N06dKYNWuWqvjPnz+HlZVVsnJLS0uj1mZ/yKNHj/Q+j/LmzYugoCBN85dMmTIFFStWhJeXl5Lz6Pjx43B3d8fSpUtVxV62bBnmz5+PWrVqYeTIkWjevDly5MiBggUL4uDBg5p8BzD1rI8kFy9exK5duwxux6hFDpxP2sfu9ZP2TJ2FWETE1tZWGY0xBScnJ2Udt6kEBgbK/PnzTRY/ISFBxo4dK/b29spsABsbGxk6dKhmdbRu3Vq8vb1l3bp1cuPGDblx44asXbtWsmfPLoGBgarjX758WQoWLJhsTbGWWXanTp0q+fPnF0tLS6lXr55s3rxZGQVNcuPGDTE3N09VfFOtL/2QsLAwmTp1qmzatEmTeOHh4eLh4SFOTk5ibm4uGTNmFJ1OJ/b29qrWW6VLl06io6NF5N8z7n4OatSoofx+JeWCiI+Pl8aNG8s333yjOv7YsWPF1dVV2rRpI1OmTJGQkBC9mxbmz58vWbJkkZUrV4q9vb2sWLFC+RxZsWKF6vj37t2TWrVqmTRz9pEjRyR9+vSSJUsWadCggTRo0ECyZs0qGTJkkGPHjqmOHxMTI127dpWMGTOa7BySJH2uau3GjRsyePBg5fkZPHiwkvNAC7169VLyJpjKo0ePZP78+TJw4EBlbfexY8eUnTo+dW/PXHFxcVFmjR0/fly8vLw0q+fgwYPSokULZQ10ixYtDGa5To1NmzZJ+fLlNc8k/7bs2bNLeHi4iIgUK1ZM5s6dKyIiW7du1eRvQ4kSJWTUqFHJykeMGCFFixZVHX/Pnj3i5OQk2bJlU37fPD09xcnJSfbs2aM6/tueP38uP/30k3Tp0kX69Okjixcv1mRWjp2dnbIbgYeHh/I5evnyZXFyclIdPy1mfYiIzJs3T8zNzcXd3V0KFSokhQsXVm6fan4ALbHT/QUydYITERF/f39lyzBTCAwMlGnTppksvojpv0AnfdC+evVK/vnnHzl06JA8e/ZMRETp6KgVExMjnTt3VhLkmJmZiZWVlXTu3FmTLT5q164t9erVk+joaHFwcJAzZ87I33//LSVLlpS9e/dqcAYiOXPmlPHjx39w+virV69k0aJFqYpvqq1n0pK/v7907NhR4uPjlel9kZGRUrFiRVm3bl2q4y5atEhevnyp/P9DNy3cuHFDZs+eLQMGDJDevXvr3bRw6tQpcXNzk+rVq4uVlZU0atRI8uTJI+7u7ppMC0+rrW1MuXSnRYsWUq5cOTly5IjY29vLtm3bZOnSpeLn56ckA1SrfPny0rZtW2X7JxGR169fS5s2baRChQqq43fp0kXy5Mkja9euFVtbW1m4cKGMGTNGsmbNKr/++qvq+PHx8TJq1CglOZuZmZk4OzvL6NGjk10QNKXOnTun+m9Ft27dxMnJSYoVKyadOnXS/PftxIkTkjFjRsmZM6dYWFgoU46HDBkirVu3Vh0/Lbi7u8uZM2dEJDE5bNK09ePHj2uW3NHUXFxcxMrKSszMzMTGxsYkF0vbt2+vLBmYNWuW2NraSrVq1cTFxUXatWunOv6mTZvEwsJCAgMDlb83rVu3FgsLC02+Z+bPn186duwob968UcrevHkjnTp1kvz586uOnxZMvYStRIkSMnz4cBH53xKCZ8+eSd26deXHH39UHT+Jp6enTJw4UbN4nxudiMjHHm0nbRUpUgSXLl3C69evTZLgBABWr16NQYMGoXfv3ihWrFiyOtROURw7diymTp2KqlWrGoyvxVSa7Nmzv/c+nU6HK1euqIr/zTffYO3atcm2trl79y6qVq2K06dPq4r/tpiYGFy+fBkAkCNHjmTPV2q5urpi586dKFiwIJydnXH48GH4+flh586d6NOnDyIiIlTXce3aNXh6eirTjZOICG7cuAFPT0/VdZjCpk2bUKNGDVhaWmLTpk0fPFbtNHwXFxccOnQIfn5+cHFxwYEDB5AnTx4cOnQIbdq0wblz51TFTwuhoaGoW7cufHx8cO7cOeTPnx/Xrl2DiKBo0aLYuXOnJvU8efIEs2bNwokTJ/D8+XMULVoUXbt2RaZMmTSJn5a0XroDAJkyZcJvv/2GkiVLwsnJCUePHkWuXLmwadMmTJ48Gfv27VNdh62tLSIiIpIlLzxz5gyKFy+O2NhYVfE9PT2xZMkSVKpUCU5OTggPD0fOnDmxdOlSrFixItXbMSYZNGgQFixYgFGjRilLtPbt24eRI0eiY8eOmiUk/TdOTk44fvx4ssRMKVG5cuX33qfT6VT/vlWrVg1FixbF5MmT4ejoiBMnTsDHxwdhYWFo0aIFrl27pio+kPiZERoaanAa6sKFC1XHr1+/PmrVqoWOHTuib9+++O2339C2bVusX78e6dKlw44dO1TX8TZTLIVYvHjxB+9v06aNqvgAkJCQgISEBCUZ2MqVKxEWFgZfX198++23BqeGG+uPP/7A+PHjcfz4cdja2qJgwYIYMWKE3lKS1Epacunn56dXfv78eRQuXBgvXrxQXQeQ+Fq4urqiVq1aAID+/ftj3rx5yJs3L1asWJFsyZAxBg4cCCcnJwwePBirVq1Cq1at4O3trSxhezvpZmo4Ojri+PHjyJEjB9KlS4d9+/YhX758OHHiBOrVq6fJ7zOg7jPti/Bx+/xkCqZOcCIiBlP+azllN61GlEypePHiya4C3759W3Lnzq3JVNe04OLiokzz9/HxUbYmuXTpktja2mpSh5mZmdy9ezdZ+f379zWbKrp3715p2bKllClTRpn6uGTJElUJ1nQ6ndJuQ78PWm4l5erqqiTL8fX1lS1btoiIyNmzZ8XOzk51/CSXLl2SIUOGSLNmzZRz+/PPPw0m6zNWWl1JTwuvXr2Sc+fO6Y3kfi4cHR2VrZg8PT1l3759IpK4rY1Wv9Nubm6ydevWZOVbtmzRJDGSvb29MtUyS5YsyhaDV65c0WSEMlOmTAaTdW3cuFEyZ86sOn5KvZ20ylRu3LiRqtF7JycnZfbI2+28du2aWFtbq27XyJEjxczMTEqWLCn16tWT+vXr6920cPnyZTlx4oSIJE4L/vbbb6VAgQLSsGFDzZbPpeVSCDKsbNmyBkfMN2zYIKVKldKsnly5ckloaKiIJC4xs7W1lZ9++knq1KkjDRo00KyepPhaLmFLq1kf7dq1kzlz5mgW73PDRGpfIFMnOAHSZnuBT0Vqr8z9+eefqFixIoKDgzFt2jTcvn0blStXRqFChZTtklKjYcOGWLRoEZycnNCwYcMPHrt+/fpU1wMA+fPnx4kTJ5A9e3aUKlUKkydPhpWVFebNm6fZlUp5z2Sb58+fa7KV1Lp169C6dWu0bNkS4eHhePXqFYDEEdHx48enelTs7ZGXd0dhtFakSBEcOXIEvr6+8Pf3x/Dhw3H//n0sXbpU2S5GrT179qBGjRooV64c9u7di3HjxsHNzQ0nTpzAggULsHbtWlXxz549ixUrVgAALCws8OLFCzg4OGD06NGoV68eOnfurPocfHx84O/vj7lz5+olTrt//z5KliypevZKbGwsunfvrowuXbhwAT4+PujevTuyZMmiegsgIHEmTN++fZURvnd/P9QmkPLz88P58+fh7e2NQoUK4aeffoK3tzfmzp2r2WyApk2bon379pgyZYqSgGn//v3o168fmjdvrjq+j48Prl69Ck9PT+TOnRurV69GyZIlsXnzZri4uKiO//DhQ4NbDObOnVv11jyfmrx586bq75u1tbXBJFcXLlxQtcVjkrlz52LRokVo3bq16ljv8/Y529vbG9zGTa1+/fph165dmDNnDlq3bo3Zs2fj1q1b+Omnn1SPTr5LRLBr1y68ePECZcuWVbYRTa3IyMgUHafFbLTHjx9j7dq1uHLlCvr27Yv06dMjPDwc7u7uyJIli9Hx3k4k2KNHD/Ts2ROXLl1C6dKlAQAHDx7E7NmzNX0Nbty4gZw5cwIANm7ciEaNGqFTp04oV64cKlWqpFk9AFCmTBlNtkdMUrp0aezbtw958uRBzZo10adPH5w6dQrr169XnjMt5MyZE8OGDcPBgwcNJrb9HJLCqsFON6WKmmkyn5v3dQr/TcaMGbFt2zaUL18eAPD777+jaNGiWLZsWbKp1MZwdnZWpqxrkQn4Q4YOHYqYmBgAwOjRo1G7dm1UqFABGTJkwKpVq1TFDg4OBpA41XH48OF6Wafj4+Nx6NAhFC5cWFUdQOJShblz5yIwMFDvYke5cuU0y5ptauPHj1cyxo4bNw6BgYHo3LkzfH19NZlmCSROXxs7diyCg4Ph6OiolFepUkV1dlog8Utt0tTKTJky4fLly8iXLx+AxE6xFq5duwYLCwtUqFABmzZtgoeHB4DE99P169dVxx80aBBOnDiB3bt362U3rlatGkaOHKlJp7tt27aIjIzEsGHDkClTpmTLU9Tq2bMn7ty5AyDxAm316tWxbNkyWFlZYdGiRZrUMWXKFOh0OgQGBuLNmzcAEjMRd+7cWZMvuUFBQThx4gT8/f0xcOBA1KlTB7NmzcLr1681ybJbqFAhzJo1CzNmzNArnzVrFgoVKqQ6/qcktX/f6tati9GjR2P16tUAEj/HIyMjMWDAAHzzzTeq2xUXF6dcsDG1o0eP6mW1LlasmGaxN2/erCyFCAoKQoUKFZAzZ054eXlh2bJlaNmyZariPn78GD179kR4eDhKly6NqVOnombNmggLCwOQuGf3tm3bVC318/b2Nvj5IyJKuU6nU37HU+vkyZOoVq0anJ2dce3aNXTo0AHp06fH+vXrERkZiSVLlhgds3DhwtDpdHrv7/79+yc7rkWLFmjatKmq9idxcHDAgwcP4OnpiW3btinfcWxsbDSZwm7KrN/Tpk3D8+fPASRm3H/+/DlWrVoFX19fTTOXz5s3Dw4ODtizZw/27Nmjd59Op/viO91c0/0FMjMz++AXNS222vi3D8HAwEBV8du1a/fB+7XqaKTE2+vVUuPChQuoUKECvvrqKyxdulTzL9Fp7eHDh0iXLp3q80hac7hnzx6UKVNGb12YlZUVvL290bdvX9VbodjZ2eHMmTPw9vbWey2vXLmCvHnz4uXLl6riJzH1+kNTc3BwwKlTp5A9e3a95+natWvInTu36ucpLdZPmpub4+LFi+jbty8OHTqEjRs3okSJErh79y4yZ86s+rPPy8sLq1atQunSpfWeo0uXLqFo0aKabG/j6OiIv//+W5MLTikRGxuLc+fOwdPTE66urprHfjvXhKHt3LRw/fp1HDt2DDlz5tRky7M9e/agVq1a8PT0VEaTDhw4gMjISPz111+oUKGC6jpSQu3fHlPW8eTJEzRq1AhHjx7Fs2fPkDlzZkRFRaFMmTL4888/VecVGTBgABwcHDTbXtOQmzdvonnz5ti/f78yQ+Lx48coW7YsVq5ciaxZs6quw8HBAWfOnIGnpyeyZs2K9evXo2TJkrh69SoKFCigdHSM1aFDB+zduxdt2rTB5s2bYWZmBhHB9OnTYWZmhv79+8PBwQGbN29OddtPnDhhsFxEsHLlSsyYMQMODg64d+9equsATJMfwJiLrFoNIrVs2RLnzp1DkSJFsGLFCkRGRiJDhgzYtGkTBg8erCqPz/z589G5c2e4urrCw8ND7/uXTqfTJFcTmR5Hur9AGzZs0Pv59evXiIiIwOLFizFq1ChN6ujZs2eyOmJjY2FlZQU7OzvVne5Hjx4li3/69Gk8fvwYVapUURXblN7XGY2NjcXmzZuRIUMGpexznaao1b6WSXvhBgUFISQk5F8Tyty8eROZM2c2epaAh4cHLl26BG9vb73yffv2afZldtSoURg9ejSKFy9uktHJJPfu3cP58+cBJE511WIaZxIXFxfcuXMnWYLBiIiIVE3ve1daXEkXETg4OGD9+vUYNGgQ/P39MW/ePHz11VeaxI+OjjaY1CwmJkaz1zxbtmypHn00lojA1tYWRYsWNUl8Ozs7FChQwCSx3+bl5aXp7Ct/f3+cP38ec+bMUUZAGzZsiC5duiBz5sya1fM5c3Z2xvbt27Fv3z6cPHlSSVpYrVq1VMdMGhkEEpfszJs3Dzt27EDBggWTTUPV4jOjQ4cOeP36Nc6ePask2Tp//jyCgoLQoUMHbNmyRXUdploK8ddff2H58uXw9/dH27ZtkS1bNuzcuVPZC3zSpEmqE3gamtWxY8cODBw4EBcuXED//v3Rp08fVXUAwJEjR/DTTz8lK8+SJQuioqJSFfNjzMacPXs2hg4dihs3bmDdunXK971jx46pXlYzduxYjBs3DgMGDNCiqR/08uVLrFq1CrGxsfjqq6+UKfNaiouLw9WrV5EjRw4lQd9/wX/nTP9D6tWrl6ysUaNGyJcvH1atWoX27durruPdTjGQOPWlc+fO6Nevn+r47144ABL/CHfu3Bk5cuRQHd9Upk+fbvI6ihQpkuIv+Gqvfr58+RIzZ85875QmLa6u/vLLLyk6LrVrDzt27IiePXti4cKF0Ol0uH37Ng4cOIC+fftqNopi6vWHz549Q5cuXbBy5UpltNbc3BxNmzbF7NmzNVlm0KxZMwwYMABr1qyBTqdDQkIC9u/fj759+6q+iAakzfrJt38vJkyYgHz58qFjx46arCMGgOLFi+OPP/5A9+7d9er7+eefNVtfN336dAwcOFBZa20KCxYswA8//ICLFy8CAHx9fdGrVy906NAh1THTMtcEkPhF/X2fS1p0yDJkyIC6deuidOnSSvyjR48CUL8bwevXr5N1IpPcv39fmXHQqlUr1dmtTeXGjRvIli0bypcvryyhUuvd3TCSZnu8O0Ko1QWuPXv2ICwsTC+rtZ+fH2bOnKnZbAZTLYW4e/cucuXKBSCxc2pjY4Ns2bIp93t6eiI6Olp1+5OEh4djwIAB+Pvvv9GhQwf8+eefmu2qYOr8AKaemZnExcXF4FIsLQa7Hj16hMaNG6uO867g4GC8fv0aM2fOBJDYGS5Tpgz++ecf2NnZoV+/fti+fbtmf9/SIi/Kp4yd7v+Q0qVLo1OnTiaL7+vri4kTJ6JVq1Ym2cLIzMwMwcHBqFSpksG1OaZizB94Lbbn+Df169c3eR1J2rdvj23btqFRo0YoWbLkR50an9rRv4EDByIhIQFVq1ZFbGwsKlasCGtra/Tt21fpPKll6vWHHTp0QEREBH7//Xe96a49e/bEt99+qyoxX5Lx48eja9euyJYtG+Lj45E3b17Ex8ejRYsWGDp0qOr4HTp0QKtWrTRPKPO2d98jrVq1Qo4cOdCgQQNN4o8fPx41atTAmTNn8ObNG4SEhODMmTMICwtLtj4ttZo2bYrY2FhlOva7nTO1M2SGDx+OadOmoXv37nrvpd69eyMyMhKjR49OVdy0zDUxfvx4DB06FH5+fnB3d0821VKtLVu2IDAwEA8ePEj2ntLpdKqXKTRr1ixF20nOmTNHVT0pkdrny9vbG+XLl0erVq3QqFEj1Um7gP/Nfkor2bJlw+vXr5OVx8fHazajoXfv3sr/q1WrhnPnzmmyFCIhIQHm5ubKz+bm5pr/HgDA5cuXMXjwYKxbtw5NmjTBmTNnNF/uoHV+gLcvXAGmn5n5rtjYWERGRibbHk7N6924cWNs27YN3333ndrm6dm2bRvGjx+v/Lxs2TJcv34dFy9ehKenJ9q1a4exY8fijz/+0KS+tMiL8klL83zp9FHExsZKz549JVeuXCatJyIiQhwdHU0W/48//hBXV1eTxTdEzbYtptyCKS04OTkpWwp9bGq3z3n16pX8888/cujQIXn27JmGLRPp37+/jB49WtOYb7OzszO4vdnevXs13TJMROT69evyxx9/yKpVq5RtyrRQt25dsba2lqxZs0rfvn3l+PHjmsX+N1FRUbJ7925NYl2+fFk6dOggJUqUkDx58kjLli3l5MmTmsQWEVm0aNEHb2q5urrK8uXLk5UvX75cMmTIoDp+WnBzc5NffvnFZPFz5swpXbp0kaioKJPEN7Sd5J07dz7KdpKp/VwNDw+Xvn37StasWcXa2lrq1asna9askZcvX6pqz5s3b+TEiRMSGxub7L7Y2Fg5ceJEqrY4M2Tjxo1SsmRJOXLkiFJ25MgRKV26tMEtpj4lOp1Oxo0bJyEhIRISEiI2NjYybNgw5eexY8eq3pKsc+fOYmVlJQEBARIREaFNww14/PixVKtWTVxcXMTc3FyyZcsmlpaWUrFiRXn+/LnR8UaNGiVDhw794DEXLlyQqlWrKttvpkZcXJzez/fu3ZOaNWsq28ElbRmqxfZw48ePF1dXV2nTpo1MmTJFeZ2Tbqnl6OgoFy9eVH5u1qyZdOzYUfk5IiJCMmXKpKrtb/P09JQDBw6IiP5nz8WLF03ad/hUMJHaF+jddcUigmfPnsHOzg6//vqr6qlxALBp0ya9n0UEd+7cwaxZs5AtWzb89ddfquK/vbbr7fh//PEH2rRpo0k25ZTat28fSpQoobcFUUq8uwXT2bP/x96Zx8W4vn/8M1PaVymJVgktEtkOQsgSUY4l2SrrobKGY0lEDsexhSQqa8i+nGxptSRLIbQoyRpO0YKW+/dHv55vYyZqnuep5Hm/XvNS94zruqeZeea+7vu6PtcjGBgYYO3atUhISKDdgqkyt2/fpmoPTUxMYGFhwYhdY2NjhIaGMiJORJfaEBWqCd/WH4aEhKBdu3as1B/q6Ojg3LlzQvWxSUlJGDx4MLKzs2nZry3+++8/HD16FAcPHkRMTAzatGkDJycnjB07lrVUaqYoLi7GtGnTsGzZMqG6958JFRUVqv1cZVJSUtC5c2fk5ubS9pGRkYGSkhIhH6mpqWjUqBHt17pZs2aIjo6mLbJYFUpKSrh79y5rpUw5OTmwsrLCoEGDRLaTpNPdoio+fvyIiIgItG7dGm3btqXGnz9/Di0tLYFT05pACEFkZCQOHjyIY8eOoaysDA4ODmKLRwYHB8PPzw83b94UmlNJSQm6du2K2bNnY9y4cWLZ/3Z9VFBQgJKSEqqutOJneXl5xnRX2BDZrEpZ/FvotF/l8/mQkZER2T6vMkyJeMXFxSExMZG2PkBubi6cnZ0hLy+P/fv3V/m4hIQEWpmZa9euhb6+PqV+7uTkhOfPn2Pjxo3o1KkTkpOTERcXh3Xr1mHjxo0YPHiwWH4AfPc7h8fjid0O89vvA319fSxbtowSM87MzETbtm0ZUV8HynU+Hjx4AAMDA4E1XWJiIqysrJCXl8eIn/oKF3Q3QIKDgwUuxnw+H+rq6ujSpQsjKWAVNivD4/Ggrq4Oa2trbNiwgXa/1wpl68r+Kuy7uLgwIrxQWlqK4ODgKr8MIyIiaNnv1q0bRo4cSbVgqri4xMfHw8HBgZFA6e3btxgzZgwiIyMF1Ff79OmD0NBQ2vVQ//77L7Zs2QJ/f/86bxMnbtDNVl36t+/R70E3bTIgIABHjx7Fvn37qDZYr1+/xsSJE+Hg4IBp06bRsg+UL57DwsKq/DsxUYdbmezsbBw6dAh79uxBamoq7bYzQPmC4XsLUbp9upWVlXHv3j3Gg+6PHz9Stbs/UkCnW+Pr5uaGRo0aCW0EzZ8/H0VFRdi2bRst+0C5EJmLi4tQuc3+/fsRGBiIyMhIWvbXrVuHly9fsqah4eLigu7duzOif1IVz58/R48ePTBixAiBdpLiBr/fMmrUKFhZWWHWrFkoKiqCubk5MjMzKeVpJtp6fcudO3fg6uqKpKQksVPwe/bsiZkzZ2LMmDEi7z9y5Aj8/PwQHR0tlv2KWtLqwES52I9ENkXp19QXqluL7OXlJbaP4uJiyMrK4t69ezA1NRXbjii2bt363RKye/fuwcrKSuyuEykpKRg5ciTGjRuHBQsWoFmzZjh9+jQ6deoEPp+PkpIS8Pl8nDhxAhs2bEBsbKxYfgghyMrKgoaGBmRlZcWyURWV16kPHz5Eu3btkJaWRn3HRUVFYeLEiWIpyIvCysoKI0eOhJubGxQVFZGUlAR9fX24ubkhNTWVEfHC+gxX090Asba2hra2tsjFZ1ZWFnR0dGj7+HZBzjS1Udvl4eGB4OBg2NrawtTUlPF65fv37+PgwYNC4xoaGoz1JXZzc8OnT5/w8OFD6vQiOTkZEydOhLu7Ow4dOkTLvqWlJT5//gwDAwNW6ktrgrivD1t16bVZf7hjxw6kpaVBR0eH+vxmZWVBWloaOTk5Asqv4m4izJ49Gzt37kSfPn2E6mSZpri4GAkJCbh58yYyMzPRtGlTRuzOnj1byM/du3cRHh7OiMDj8OHDcfLkSYE6TSZQVVXFq1evoKGhARUVle/2xhUnmKmclcHj8RAYGIiLFy+ia9euAICbN28iKyuLsdrGu3fvonv37kLjXbt2xaxZs2jbnz9/PmxtbdGyZUsYGxsLXZfobhD5+flh5MiRiImJgZmZmZB9JnrJamtr49KlS6y1k4yOjsaSJUsAlAd2hBDk5uYiJCQEPj4+jAXd2dnZOHjwIA4ePIgHDx6gW7dutDZunjx5Qr0vRdGpUycqq0scakN3pTJsi2yySU2D6bi4OFhaWtYoK7BRo0bQ0dFhpJXtt1QE3N/LzBR1naouRkZGuHHjBvW9U1BQQInLNW7cGG/fvoWmpibat29PKxuAEIJWrVrh4cOHjGf3eHp6YsyYMTh37hwePnyIwYMHC2wqnz9/Hp07d2bMX23ootRnuKC7AaKvr08t4Crz/v176OvrM3JxW7lyJebPny/Ud7WoqAjr16/H8uXLadm3trbG8ePHhVpqfPz4EcOHD6d9Cg0AoaGhOHLkCK2Un+/BdgsmoFzw5/LlywLpgsbGxti2bRtsbGxo23d0dMSLFy+wZs0a1gOxHyFuUs7Zs2dx/vx5Wl+uP8LFxQWbN2+GoqKiwHhBQQHc3Nxo9+muDfG8ffv24fjx46x9HoDyjYpv01DPnj3LWBvAbwVzKti2bRulPE2HVq1aYeXKlYiLi0PHjh2FehGLG4xFRERQrfjY2Mz5VhW6Y8eOAED10G7SpAmaNGmChw8fMuKPx+Ph06dPQuN5eXmMfP+4u7vj6tWr6NOnD9TU1Bi/Lh06dAgXL16EjIwMIiMjhQSqxHmda7udZF5eHvWeCg8Px4gRIyAnJwdbW1tGNqB27tyJgwcPIi4ujioTOXXqFO2MqIKCgu+ePH769AmFhYW0fIji8+fPQsJXTCjHsy2yWZ8YNGiQWB1GlixZgj///BP79u1jrCVpZb79/vw2M5MOsrKy1KZ369at8fjxY+jq6qJ9+/bYtGkTPDw84OfnR0uYj8/no1WrVnj//j3jQbe9vT3Onz+Ps2fPwsbGRigzQE5ODn/88Qdj/nr06IF79+5h7dq1MDMzw8WLF9GhQwdcv369VtpL1jVcenkDhM/n4/Xr10JB97Nnz2BsbIyCggLaPiQkJKoM7DU0NGgvrKp6Dm/fvkXz5s1FKo7WFC0tLURGRlJtN5hm/vz5uHnzJo4ePQojIyPcuXMHb968wYQJEzBhwgRaKVkVKCoqIiYmhmqtUsHdu3fRq1cvsdOmKpCTk8P169dF9uusbcStPayNuvSqPg/v3r2DpqYmI6nT1eHQoUOws7MTCgarg76+Pv79998f1u+JS/PmzfHhwwcMHDgQTk5OGDp0aI11EsTl6dOnaN++Pe3PA1t1dfWR7OxsaGlpiVVfPHToUMjKyuLQoUPU57W0tBSjR49GQUEBbc0PRUVFhIaGwtbWlpadqtDU1IS7uzsWLVrEWH11bac1GxkZwcfHB7a2ttDX10doaCisra2RmJiIvn370s620tbWhqOjI5ycnBj9fmjfvj2mT59epUrz9u3bERAQgHv37tH2VVBQgIULF+LIkSN4//690P1MbBAtXLgQCgoKjLWnrM+IWwJmYWGBtLQ0FBcXQ1dXV+j7i6macbbZv38/iouL4ezsjOvXr8PW1hZ5eXmQlpZGSEgIrZZfZ86cwbp167Bjxw7G0/A5ag/upLsBUZFCyOPxsHz5coFT6NLSUty8eVMoOBOXilTHb0lMTKS1U5mUlET9nJycjNevX1O/l5aWIjw8nLFT4nnz5mHz5s3w8/Nj5QSX7RZMQHlGgIeHBw4dOkTtpL548QJz5sxB3759adtv06YNYwIaVVFQUIC1a9dWWVtfEchU7kFaEzZs2ICFCxeyUpf+8eNHEEIosUIZGRnqvtLSUkZ7mVaHadOmoUuXLmKJza1YsQLe3t7Ys2cP43VjFfZHjhwplL3yLXSCvaoICwtj5ASFjihRTfj8+TOSkpJEfh6YEMKsDsbGxmKdWgHAX3/9BSsrK7Ru3ZrqdxwTE0OJedGlcePGrImcAeWnk6NHj2b0PVjbac2zZ8+Gk5MTFBQUoKOjQ7Xqi46OZuREKSsri5XvzYrvx99++01oozQxMRHLly9nrGWop6cnrl69ih07dmD8+PHYtm0bXrx4gZ07d2Lt2rWM+Pj8+TMCAgJw+fJlVkQ2GwK12Qa14pyRjfduZXG/bt264fnz53j8+DH09PQEMlnEYcKECSgsLIS5uTmkpKSEvqNrs9SvptRks5uJ7JL6DHfS3YCoEHaKiopCt27dICUlRd0nJSUFPT09zJ8/n1Z6SkWKXF5eHpSUlAQuXKWlpcjPz8f06dPFruni8/mUTVFvTVlZWWzdupVSVqSDvb09rl69isaNG8PExITxusAKsrKy8ODBA+Tn58PCwoLR9KDnz5/Dzs4ODx8+pILS58+fw9TUFKdPn0aLFi1o2b948SK8vb2xevVqkbWNTFwgHR0dERUVhfHjx4sUmqkqZbi65OTkYNSoUYiOjma8Lr3y+1UUPB4P3t7eVG0l29BReC8qKoK9vT3i4uKgp6cn9HeqrdMGJSUlsYM9CwsLoc4Nr1+/Rk5ODrZv346pU6cyOVVWqOgRLeokkoke0dWFbreAly9fws/PD4mJiZCVlUW7du0wa9YsRjY/goKCEB4ejqCgIKESJyaYM2cO1NXV8eeffzJuu4L09HQEBQUhPT0dmzdvhoaGBv7991/o6OjAxMSEER+3b99GVlYWbGxsqNPDc+fOQVVVVayU56SkJJiamoLP5wtskItC3Myi4uJi2NjYIDY2Fv369aMybx4/fozLly+je/fuuHTpktD1SRx0dHSwd+9e9O7dG0pKSrhz5w4MDQ2xb98+HDp0COfPn6ft43uCmzwej5FNqPpCfeswUpndu3dj48aNSE1NBVBeKjR79mxMnjyZtu2CggLMnz8fp0+fxtevX9G3b19s3bqVtpBtZX6UKVPbm3o14UfrpMrU1vdbXcEF3Q0QZ2dnbN68mZUdo5CQEBBC4OLigk2bNkFZWZm6ryKw79atm9j2nz17BkIIpfJd+aIlJSUFDQ0NxtRdnZ2dv3t/UFAQI36+fv2KjIwMtGzZkhHV9W8hhODy5ctU24u2bduK3WrjWypOer69YNIRdfoWFRUVnDt3jrWa6379+iErKwuurq4i69LpfFlFRUWBEAJra2scO3ZMIKCQkpKCrq4urVqumkJn0TNq1ChcvXoVv//+u8i/ExPlENWBznP4Vm23outB7969GUmb/7aVYQU8Hg8yMjIwNDTEsGHDaAWWrVq1go2NDZYvX86YwJw41OcFtIWFBdLT00EIYWWDyN3dHXv37oW5uTkrp5NstZOcO3cuVq1aBXl5+SrfqxWI8xwql31VLKQrLyErfqf73VBcXIyNGzfi4MGDSE1NBSEERkZGGDt2LGbPni1woEAHBQUFJCcnQ0dHBy1atMDx48fRuXNnZGRkwMzMDPn5+Yz4YZvS0lKcPHlSoG2onZ0dY2ul6lJfrxnLly/HP//8Azc3N2p9ev36dfj5+WHOnDlYuXIlLftz585FQEAAnJycICMjg0OHDqF79+71Wpm+NqkskJaZmYlFixZh0qRJAq9FSEgIfH196/XmARNwQTeHWERFReG3335jZLe5oVJYWAg3NzdqhzIlJQUGBgZwc3ND8+bNsWjRojqe4Y/5kZpkr169aPvQ19fH+fPnBcTgmKQ26tKfPXsGbW1tVvrr1gQ6ix55eXlcuHABPXr0YGFm1Ufc51BSUoKDBw9iwIABrAWrffr0wZ07d1BaWorWrVsDKP9cS0hIoE2bNnjy5Al4PB5iY2NhbGwslg+2e0RXFyYW0IWFhcjKyhISqKKrr/CjVkZ0N4jYPp1kq51knz59cOLECaioqLDyHJ49ewYdHR3weDw8e/bsu4+t6xaT1aFdu3bYunUrevXqhX79+qF9+/b4+++/sWXLFqxbt46Rtp5sk5aWBltbW2RnZ1PXpCdPnkBbWxvnzp2r1euIuFlKpaWl2LhxI44cOSLyekE3dVpdXR1btmyBo6OjwPihQ4fg5uZGW99AX18f69ato2q2b9++ja5du6KoqIiVgxa2RP9qg759+2Ly5MlCr8XBgwcREBBAu51kfYer6W6gJCQkVHkBYyJtunKwxeYFIDk5WeRzYLKuMScnB0+ePAFQrj7JVErQ4sWLkZiYiMjISAwcOJAa79evH1asWMFY0H3lypUq66HpqmZXN6j+448/sHLlSjRp0qTGPlatWoXly5cjJCSElVTR2qhL19XVRW5uLuLj40W+Dky1YmITbW3tn+aLWxSSkpKYPn06rXZCP6LiFDsoKIj6W+Xl5WHy5Mno0aMHpkyZgrFjx2LOnDm4cOGCWD5+//13REZG1nnQTYecnBw4OztXKZhGN0OmukG1uMKCbLcDZKudZOV5s/EcKgfSP0NQ/SOcnZ2RmJiIXr16YdGiRRg6dCj8/PxQXFxMK5vBwcEBwcHBUFJSgoODw3cfS3c95u7uDgMDA1y/fp3KsHn//j3GjRsHd3d3nDt3jpb9miDuGZ63tzcCAwMxb948LF26FEuWLEFmZiZOnjxJuxMOUJ45YWlpKTTesWNHRkROs7OzBTL1OnbsiEaNGuHly5eMtOgFakf0rza4fv06/P39hcYtLS0ZSfWv73BBdwMkNDQUEyZMwIABA3Dx4kXY2NggJSUFb968gb29PSM+CgsL4enpydoF4OnTp7C3t8f9+/cFUtgqUl6ZuMBUtHPau3cvFSRJSEhgwoQJ2Lp1K+0A8OTJkzh8+DC6du0qkKprYmJCteqhi7e3N1auXAlLS0uR9dC1xf79+zF//vxqB93f1t6mpaWhadOmrKSKrl27FvPmzWO1Lv3MmTNwcnJCfn6+kNYBj8f7KYLuDRs2wNPTE/7+/tDT06vr6YhF586dcffuXdYCgvXr1+PSpUsC7xllZWWsWLECNjY28PDwwPLly2m166uNHtHVgc61ZPbs2cjNzcXNmzfRu3dvnDhxAm/evIGPjw/tFj01gY6wIJvURjvJ2iA1NRVXr14VudHIRLDENnPmzKF+7tevHx4/fozbt2/D0NCQVjaGsrIy9fmpXILHBlFRUbhx44ZASYuamhrWrl3LaMlWSUkJIiMjkZ6ejrFjx0JRUREvX76EkpISFBQUAEBkm8DqcODAAezatQu2trZYsWIFHB0d0bJlS7Rr1w43btygfc0bP348duzYIbSRUpESTpeysjKh67SkpCSjgXBtiP6FhYVVeVjHlKaLtrY2du3ahXXr1gmMBwYGii2W+zPBBd0NkDVr1mDjxo2YOXMmFBUVsXnzZujr62PatGlo1qwZIz4WLFjA6gXAw8MD+vr6uHLlCvT19REfH4/3799j3rx5+Pvvvxl4BuV1OFFRUThz5gz15RQbGwt3d3fMmzcPO3bsoGU/JydHpHJ1QUEBY8Gxv78/goODMX78eEbsiUtNd7hrU620IsvgWzV3JuvS582bBxcXF6xZs4aV0/rqoqurK3bJx7hx41BYWIiWLVsyLjhXE+h8Nv744w/MmzcP2dnZIvto001rzsvLw9u3b4VSx3NyciiFVhUVFaEFS01go0e0ONCpPIuIiMCpU6dgaWkJPp8PXV1d9O/fH0pKSvD19WWt1de31NfquTFjxmDhwoU4evQoeDweysrKEBcXh/nz5/8UG3QAsGvXLsyYMQNNmjSBpqam0Pu0vgfdxcXFGDhwIPz9/SlxU11dXUY27IKCghAREQErKyvGtGGqQlpaWmSwm5+fz1jt+7NnzzBw4EBkZWXhy5cv6N+/PxQVFfHXX3/hy5cvIk8ua8Lr168pRX0FBQXk5eUBAIYMGcJYq7Xdu3fj4sWL6Nq1KwDg5s2byMrKwoQJEwT0D8TJcCCEoG/fvgKp5IWFhRg6dKjAa0AncD1z5gwl+ufs7IyePXvC0NAQurq6OHDgAO3Ngy1btmDJkiWYNGkSTp06BWdnZ6Snp+PWrVuYOXMmLduV2bhxI0aMGIF///0XXbp0AQDEx8cjNTUVx44dY8xPfYULuhsg6enp1KJGSkqKCvLmzJkDa2vrH9bDVQe2LwDXr19HREQEmjRpAj6fDz6fjx49esDX1xfu7u64e/cu7edw7NgxhIWFUa1UAGDw4MGQlZXFqFGjaAfdlpaWOHfuHNzc3AD8L5gIDAykJTZXma9fv4qlQlvX1JYoF8B+qihQ3qbN3d2d9YD79u3bVPq0sbExOnToIHD/gwcPxLa9adMmOlNjDDqB0pgxYwAIngYzJe4ElKeXu7i4YMOGDejUqRMA4NatW5g/fz61kRQfHw8jIyOxfSxZsgTe3t6M9oj+HhVtvFq3bi2gq5CcnCy2CGBBQQG14aiqqoqcnBwYGRnBzMzsp+m5yya10U6SbXx8fLB69WosXLiwrqciFo0aNfqhAjsd+vfvj1evXlGfg65du+LYsWOMZzIMGTIEU6dOxe7du9G5c2cA5QHl9OnTGSvD8/DwgKWlJRITEwVaX9nb22PKlCm07bdo0QKvXr2Cjo4OWrZsiYsXL6JDhw64desWpKWladt/8OAB9V1ZkWXYpEkTNGnSROA7U9wNX1HrmWHDhollqyo+fPhAZewoKSlRm+A9evTAjBkzaNvfvn07AgIC4OjoiODgYHh6esLAwADLly9ndMN98ODBSE1NxY4dO6i1zNChQzF9+vRf4qQbhKPB0bx5c5KUlEQIIcTMzIwcPHiQEELItWvXiJKSEiM+5OXlybNnzyh/N2/eJIQQ8vTpUyIvL0/bvoqKCnn69CkhhBADAwMSERFBCCEkLS2NyMrK0rZPCCGysrIkOTlZaPzBgwdETk6Otv2YmBiioKBApk+fTmRkZIiHhwfp378/kZeXJwkJCbTtE0KIp6cnWblyJSO26KCgoEDS09PF+r/x8fHkxo0bQuM3btwgt27doju1WsHe3p4cPnyYNftv3rwhffr0ITwej6iqqhJVVVXC4/GItbU1efv2LWt+2SQvL4+cOHFC6DOYlZVFSkpKxLKZmZn53RtdPn36RCZPnkykpKQIn88nfD6fSElJkSlTppD8/HxCCCF3794ld+/eFduHqqoqSUtLoz3Xqhg5ciTZunUrIYSQwsJC0qpVK9KoUSMiKSlJwsLCGPFhaWlJwsPDCSGEDB06lIwfP55kZ2cTT09PYmBgwIiP6kDnulQbPHv2jJw7d44cPnyYpKSk1PV0aoSiomKt/m1LSkrI3bt3yYcPHxizOXv2bLJw4ULG7FWGx+ORN2/eUL+z9V7877//iJ2dHeHxeERKSoq6Ng0fPpzk5uYy4qNx48bk8ePHhBDB55GRkcHIemzhwoVk9erVhBBCQkNDiaSkJDE0NCRSUlKsvT51SWxsLPn8+XON/o+ZmRmJjIwkhBDSt29fMm/ePEIIIZs3bybNmzenPSdZWVnqO1JdXZ3cu3ePEEJISkoKady4MW37HOVwJ90NECsrK1y6dAlmZmYYOXIkPDw8EBERgUuXLgml2IqLgYEBMjIyoKOjgzZt2uDIkSPo3Lkzzpw5AxUVFdr2TU1NkZiYCH19fXTp0gXr1q2DlJQUAgICGKvP69atG7y8vLB3717IyMgAKO9V7O3tzchJdI8ePZCYmAhfX1+YmZlRu7fXr1+nUqnEoXIqVFlZGQICAnD58mVWWtvUBjNnzoSnpyeValTBixcv8Ndff+HmzZuM+GFLSRkAbG1tsWDBAiQnJ4usw6V74uDm5oZPnz7h4cOH1GlkcnIyJk6cCHd3dxw6dEgsuxUp0dWBbu37qFGjYGVlhVmzZqGoqAiWlpbIzMwEIQShoaEYMWIEANDa7WZb3ElBQQG7du3Cxo0b8fTpUwDl18KKmkYAaN++PbKzs1FWVibWSfXEiRNx+PBh1npER0dHU33jT5w4AUIIcnNzERISAh8fH+p1oIOHhwdevXoFoPwUaODAgThw4ACkpKQQHBxM235DQVNTE0VFRay1k2STkSNH4uLFi5g+fTor9mfPng0zMzO4urqitLQUvXr1wrVr1yAnJ4ezZ88KZKiJS0lJCfbs2YPLly+LLEf5Gb4/VVRUcOrUKaSmpgq0DTU0NGTMR1lZmcgsoezsbCgqKtK2X7kkcfTo0dDR0cH169fRqlUrDB06lLb9CtLS0pCeng4rKyvIyspSGVC1zaBBg2qs8s6W6F8Fmpqa+PDhA3R1daGjo4MbN27A3NwcGRkZrJTpsLkeq89wLcMaIB8+fMDnz5+hpaWFsrIyrFu3DteuXUOrVq2wdOlSqKqq0vaxceNGSEhIwN3dHZcvX8bQoUNBCKEuAB4eHrTsX7hwAQUFBXBwcEBaWhqGDBmClJQUqKmp4fDhw7C2tqb9HB48eIABAwbgy5cvVDupxMREyMjI4MKFCzAxMaFlf8KECejTpw+srKwYVSL+XiuYyjDR2qa60GkvpKCggKSkJKH/m5GRgXbt2oktzlIB20rKAL4bXDGR1qysrIzLly9TKc0VxMfHw8bGBrm5uWLZrei1+z0IQ6nZmpqauHDhAszNzXHw4EF4eXkhMTERISEhCAgIYKRkxNfXF02bNoWLi4vA+J49e5CTk1NrqbDits4B2O8RLSsri5SUFGhra2PChAnQ0tLC2rVrkZWVBWNjY1Z6ExcWFuLx48fQ0dERq8OBuNTXvsENoZ2kr68v/vnnH9ja2rIi+NeiRQucPHkSlpaWOHnyJGbOnImrV69i3759iIiIQFxcnNi2JSQk8OrVK4wePbrKx9D9/pSQkMDr16+pbihKSkrUQcLPxujRo6GsrIyAgAAoKioiKSkJ6urqGDZsGHR0dFivW6fL+/fvMWrUKFy9ehU8Hg+pqakwMDCAi4sLVFVVa1XcEWDmuvTs2TNGRP8qmDx5MrS1teHl5YVt27ZhwYIF6N69OxISEuDg4IDdu3fT9gHUznqsPvNzba1y/JCSkhKcPXsWAwYMAFC+qGbjC5wt1c8KKuYPAIaGhnj8+DE+fPgAVVVVxnYmTU1NkZqaigMHDlA7xI6OjnBycoKsrCxt+1JSUvD19cXkyZOhpaWFXr16oXfv3ujVqxcl3CIO4tQoZ2dnQ0tLi7Ua0XHjxol9EiotLY03b94IfQG9evWKkdOf2lBS/la5l2lEqaMC5XWJdHzXRr17BXl5eZTCbnh4OEaMGAE5OTkqS4AJdu7cKbIVk4mJCSVeVRvQ2cu+f/8+LCwsAAjX6DNx7dPW1qbaC4WHhyM0NBQA8N9//1EZP0wjJycnpD9QG9ARFmST2monySYBAQFQUFBAVFQUoqKiBO5jQvDv3bt30NTUBACcP38eI0eOhJGREVxcXLB582Zatis+n2xe/8g34lqihLUA8cS1Kme7/QgmTkE3bNiAAQMGwNjYGJ8/f8bYsWORmpqKJk2aiJ1l9S1PnjzB1q1bqTrftm3bws3Njeo9Toc5c+agUaNGyMrKEtCtGD16NObOnVvrQTcTMCX6V0FAQAC1lpg5cybU1NRw7do12NnZYdq0aYz5qS+dLeqMOkpr52CRyrUZbPD161dibW3NWg3a169fiYSEBLl//z4r9mub7OxscvDgQTJt2jTSpk0bwufzGanBqQni1t/9+++/JCYmhvrdz8+PmJubE0dHR8Zq68aMGUN69eolUH/233//kV69epGRI0fStq+pqUlpDigqKpInT54QQgg5deoU6d69O237tYGdnR2xsrIiL168oMays7NJr169yPDhw+twZtWnVatW5PDhwyQ/P5+oq6uTK1euEEIIuXfvHlFTU2PEh7S0NKUFUZn09HQiLS3NiI/qUBu1xM+fPyelpaU1/n/btm0jkpKSREVFhbRr146ysWXLFtK7d29G5lZSUkICAwOJo6Mj6du3L+nTp4/AjS4TJkwgUVFRDMy0btDR0SHXr18nhAi+V1JTU4miomJdTq3eoKOjQy5cuEBKSkqItrY2OXv2LCGkXHNFRUWFlu1v663ZYMWKFdW6iUPv3r0FbkpKSkROTo5YWFgQCwsLIi8vT5SUlBj5rFVQXFxM9u3bRxYsWEBmzJhBdu3aRQoLCxmxHRYWRiQlJUnXrl3JnDlzyJw5c0i3bt0Y05lo2rQpVaNc+fOWnp7OiAZRTanJ98OVK1dI27ZtSV5entB9ubm5xNjYmERHR9OaT3FxMfH29ibPnz+nZac6NIT1GB24k+4GSOfOnXHv3j3W6hvZVv1s1KgRdHR0WEkzOX36NAYNGoRGjRrh9OnT330sU8qfqqqqUFNTg6qqKlRUVCApKUmlnNUWRMyTtwULFuCvv/4CUH4CN2/ePMydOxdXr17F3LlzGUkr+/vvv2FlZQVdXV3qhO/evXto2rQp9u3bR9s+W0rKW7ZswdSpUyEjI4MtW7Z897F0T338/PxgZ2cHPT09qub5+fPnMDU1xf79+2nZ/ha2aq1mz54NJycnKCgoQEdHh6rJjI6OpqVxUBltbW3ExcUJpXDGxcWJrcRdXzE2NhYrhf2PP/5Aly5dkJWVBRsbGyr7xcDAAKtXr2Zkbh4eHggODoatrS1MTU0Zr5vMy8tDv379oKurC2dnZ0ycOPGn6m9dG+0kf3acnZ0xatQoNGvWDDweD/369QNQrszdpk0b2vYDAwMFtBhEQee6XdMOHXFxcbC0tKyWWnflE/p//vkHioqKCAkJoUoH//vvP6qrDFNISkpi3LhxjNmrjKenJxYvXoyVK1cKjHt5ecHT05O2zkRBQYHIziIfPnxgRB2dTTZt2oQpU6aIzCRUVlbGtGnT8M8//9B6rSUlJbFu3bpaaVf4q3e24Gq6GyBHjhzB4sWLMWfOHFZ61QLl6TrS0tKM9OQWxe7du3H8+HHs27ePSkllAj6fj9evX0NDQ4P1Otw///wTkZGRuHv3Ltq2bUull1tZWTFSV18TxK0hUlBQwIMHD6Cnp4cVK1bgwYMHCAsLw507dzB48GC8fv2akfkVFBTgwIEDSExMhKysLNq1awdHR0dGUkM7deoEHx8fDBgwAHZ2dlBRUYGvry+2bNmCsLAwqoVITdHX10dCQgLU1NS+W6fH4/Eo0S06EEJw+fJlAbGcioUoE9RGrdXt27epYK/iunTu3Dmoqqoy0vpu3bp1WLduHdavX0/pPly5cgWenp6YN28eFi9eTNtHdaiNWuKa+Jg7dy5WrVoFeXn5H6amMpGO2qRJE+zduxeDBw+mbasqcnJysG/fPoSEhCA5ORn9+vWDq6srhg0bVi9TyitjZWWFkSNHws3NjaqR1dfXh5ubG1JTUxEeHl7XU6wSBwcHkePKysowMjLC5MmTGdtUDgsLw/PnzzFy5Ei0aNECABASEgIVFRVaLZn4fD5atGgBCQmJKh/D1HW7uoirA9G8eXNcvHhRSIPmwYMHsLGxwcuXLxmZ38uXLxEbG4u3b98KlTTR3VSWk5NDUlKSkPhbamoqzM3NUVhYSMv+4MGD0bFjR6xatYr6vOnq6mLMmDEoKytDWFgYLfs1pSavta6uLsLDwwXS4ivz+PFj2NjYICsri9achg0bBgcHB0ycOJGWnR/B1nrsZ4E76W6AsN2rFmBf9dPPzw9paWnQ0tKCrq6ukH1xd8Qqf1mwXYe7du1aqKurw8vLCw4ODrR699YVUlJS1Bfe5cuXqZ3Qxo0b10j5+ntER0fjt99+w9SpUwXGS0pKEB0dDSsrK1r22VJSzsjIEPkzW/B4PPTv3x/9+/dnxT4btVZVBXsxMTFCj2Ui6F6wYAHev3+PP/74gzqpl5GRwcKFC2st4AaYqb1mkrt376K4uJj6uSqYmreUlBSj6smiUFdXx9y5czF37lzcuXMHQUFBGD9+PBQUFDBu3Dj88ccftLQz2GTNmjUYNGgQkpOTUVJSgs2bNyM5ORnXrl0Tqo+ubygrK4scz83Nxa5du7B+/XpER0fD1NSUtq/ff/9daIypoCAhIUFktkFdIe7518ePH5GTkyM0npOTQ1uEtILg4GBMmzYNUlJSUFNTE7hOMFG/37t3b8TExAhdM2JjYxk5rV+3bh369u2LhIQEfP36FZ6ennj48CE+fPhAS5BPXGryWr958+a7m4iSkpIiX/+aMmjQICxatAj3798XuaZnsuf7r9zZgjvpboA8e/bsu/czkXb+PQVtJlSzvb29v3t/TVO3RLF3716MHj1aKL3o69evCA0NpZ1qk5iYiKioKERGRiImJgZSUlLUaXfv3r1rNQgX9+TNzs4OX79+Rffu3bFq1SpkZGRQO+uzZs1CSkoK7blVKMl+uwB6//49NDQ0GC8zYFpJubi4GG3atMHZs2er3I1mgoKCAkRFRYlM/aa76AGAZs2a4dSpU+jcuTOUlJSQkJAAIyMjnD59GuvWrUNsbGyNbfbp0wcnTpyAiooK69eMyuTn5+PRo0eQlZVFq1athD7jbAsL1reT7tpmw4YNePr0Kfz8/FjfgHj16hX27t2LoKAgZGdnY8SIEXjx4gWioqKwbt06AdHP+sTTp0/h6+uLxMRE5Ofno0OHDli4cCFjpRZ1QVlZGaZMmYK3b9/izJkztGx9m2r8LcuXLxfbdlXfOXWJuJ/nCRMmICYmBhs2bEDnzp0BlKfgL1iwAD179qQU8umgra2N6dOnY/HixaxcM/39/bF8+XKMGjUKXbt2BQDcuHEDR48ehbe3t0BpkLjBX15eHvz8/AQ+bzNnzkSzZs0YeQ4VlJSUIDIyEunp6Rg7diwUFRXx8uVLKCkp/bCcQRQtW7bEhg0bMHz4cJH3Hz9+HPPnz6edlcF25mdV1FVnizqjzqrJOTjqGD6fL1JM5d27d4TP5zPu7969e2TixIlEUlKSFfvfQ1whtWfPnhFbW1vSrl07EhgYSI3Pnj2buLm5MTI3Ho9H3r59KzT+5MmTn0ZUSEtLiyQnJ7Nm/86dO0RTU5MoKSkRCQkJoq6uTng8HpGXlyf6+vqM+FBUVCQZGRmEkHIRo9jYWEIIIU+fPiWysrKM+KgviPt5+Ja8vDxy4sQJodc+KyuLlJSU0Lb/PWpDrE1chg8fTpSVlYm+vj4ZMmQIsbe3F7jR5evXryQsLIzY2tqSRo0akY4dO5IdO3YIiA0dP36ctuAWW4wfP57s2bOHpKWl1fVUGOfevXukWbNmtO20b99e4GZiYkLk5OSIkpISsbCwoGW7NoTUaoq4n+eCggIyY8YMIi0tTfh8PuHz+URKSorMmDGD5OfnMzK3xo0bs/pe5fF41boxvW4qKioi69evZ8xeZmYmadOmDZGTkyMSEhLU6+nu7k6mTZsmls1Zs2YRU1NTUlRUJHRfYWEhMTU1ZWwtxjZfv34lBgYGrK6V6jtcenkDZd++ffD390dGRgauX78OXV1dbNq0Cfr6+rRqob4lLS0N6enpsLKygqysLJXCzgS5ublUjceCBQvQuHFj3LlzB02bNmVENKequWZnZ1eZQldT+3fv3kVkZCQiIyMRGxuLjx8/ol27dujVqxdt+zWdizjo6Ojg7NmzQuMbN26kOyWqNpDH42HSpEkCp5GlpaVISkoSO+W4tluqzJw5E3/99RcCAwMZaXP2LXPmzMHQoUPh7+8PZWVl3LhxA40aNcK4cePg4eHBiI/WrVvjyZMn0NPTg7m5OXbu3Ak9PT34+/szfhpQ14j7eRg1ahSsrKwwa9YsFBUVwdLSEpmZmSCEIDQ0lBL8qRC7Y5P6lsJeGRUVFdjb27Nmv1mzZigrK4OjoyPi4+PRvn17ocf06dMHKioqrM2BDmy1k6wPyMvL067BBUSXQXz8+BGTJk2i/d7y8vIS69SxPiInJ4ft27dj/fr1VD1sy5YthdKD6eDq6oqjR4+y1sqOzVK/nJwc3Lx5E1JSUujbty8kJCRQXFyM7du3w9fXFyUlJZg/fz4jvjw8PGBpaYnExESoqalR4/b29pgyZYpYNpcuXYrjx4/DyMgIs2bNolqoPX78GNu2bUNpaSmWLFnCyPzZplGjRvj8+XNdT6NO4YLuBsiOHTuwfPlyzJ49G6tXr6bSQlRUVLBp0yZGgu73799j1KhRuHr1Kng8HlJTU2FgYABXV1eoqqrS7reXlJSEfv36QVlZGZmZmZgyZQoaN26M48ePIysrC3v37hXbtoWFBXg8Hng8nkAfTaA82MvIyBDonSoujRs3Rn5+PszNzdGrVy9MmTIFPXv2ZHUh+PHjR0RERKB169YCqc7Jycm01Zs/f/4slNYsbm9u4H+1gYQQKCoqCvRGl5KSQteuXcX+ovpe3WplmApcbt26hStXruDixYswMzMTWvAcP36clv179+5h586d4PP5kJCQwJcvX2BgYIB169Zh4sSJVYob1YRfvdaqOkRHR1MLnBMnToAQgtzcXISEhMDHx4e2ym5NEHfjgG1KSkrQp08f2NjYUH2WmWbjxo0YOXLkd/uKq6io1IrWgjgEBgYCAF68eIHo6GhERUVhw4YNmDZtGpo1a4bs7Ow6nqH4XLp0ibXSKSUlJXh7e2Po0KEYP3682HaYKE9jGrrfRfLy8oyI5IrC19cXQ4YMQXh4OMzMzIRqjJnYuBZFbm4u9u/fj1mzZon1/2NjYzFkyBB8/PgRPB4PlpaWCAoKwvDhwyEpKYkVK1YwKhwWExODa9euCfVi19PTw4sXL8Sy2bRpU1y7dg0zZszA4sWLqes+j8fDgAEDsG3bNjRt2lQs27XZgaUCtg8o6ju/3jP+Bdi6dSt27dqF4cOHC6iLW1paMrajN2fOHDRq1AhZWVkCwd3o0aMxd+5c2kH33LlzMWnSJKxbtw6KiorU+ODBgzF27FhatitqY+7du4cBAwYI7HhLSUlBT0+PkcXz/v370bNnT1qB6Y9g++StoKAACxcuxJEjR/D+/Xuh++nU+VS0G9PT08P8+fMZ3ZnfvHkzTExMvqtOyyQqKiqsBlyNGjWiaq40NDSoz52ysjKeP3/OiI/K7WA6duyIZ8+e/Vq1VtUgLy+P6qYQHh6OESNGQE5ODra2tliwYAHj/iqCrwrl5sowsZHGBpKSkpg+fToePXrEmo+rV69i+PDhQkF3QUEB3NzcsGfPHtZ8M0l9aCdZU6pqtZmXl4fbt28jMDCQ2lRgg7y8POTl5bFmv66or5toQHnQfeHCBeqU9VshNaa5cuUKdu/ejRMnTkBOTk7soHvp0qUYPHgw/vzzT4SEhGDDhg2wt7fHmjVrRIr00aWsrEzkmig7O1tgHVtTdHV1cf78efz3339IS0sDIQStWrWi3QVn48aNcHJygoyMzHezF5kQy6uA7QOKek+dJLVzsIqMjAzJzMwkhAjWCaWkpBAZGRlGfDRt2pTcu3dPyEd6ejqRl5enbV9JSYmqIapsPzMzk0hLS9O2TwghwcHBIutkfiYqvw4HDhwghoaGpKCggGzfvp20b9+etv0//viDtG3bloSFhRFZWVmyZ88esmrVKtKiRQuyf/9+2vbZgs/nU3Xi+vr65N27d3U8I3r079+fHDhwgBBCyOTJk0nnzp3J/v37yYABA0jnzp0Z91dWVkbKysoYt1tfELd+slWrVuTw4cMkPz+fqKurkytXrhBCyutY1dTUGJlbaWkp8fb2JkpKSlSNprKyMlm5ciUpLS1lxAfb9OrVi5w4cYI1+1XpceTk5BAJCQnW/DLF4sWLSbdu3YiMjAyxsLAgs2fPJidPniQfPnyo66n9kKrqbZWUlEinTp3IoUOHGPGzefNmgdumTZvIwoULiZaWFnF0dGTER21RXFxMLl26RPz9/cnHjx8JIYS8ePGCfPr0qY5nVj1UVFRIUFAQqz6ysrKIt7c30dPTI3w+n4wdO5b8+++/5OvXr2LbbNy4MXn48CEhpLz+mc/nk5MnTzI1ZSFGjRpFpkyZQggp/455+vQp+fTpE7G2tiaTJk1ize/PxKRJk757a+hwQXcDpG3bttSFpfLicsuWLbQFSCpQUFAgKSkpQj5u3bpFGjduTNu+uro6uXPnjpD9ixcvkhYtWtC231CQkZEhWVlZhJBycZ6FCxcSQsoF0JjY/NDW1iZXr14lhJSLT6WmphJCCNm7dy8ZNGgQbfsVHD16lIwcOZJ06dKFWFhYCNzEoXHjxuTGjRuEkKqF2tjg7du3JCYmhsTExDDq89atWyQiIoIQQsibN2/IgAEDiKKiIunQoQO16cIEgYGBxMTEhEhJSREpKSliYmJCdu3axZj9+oK4Qmrbtm0jkpKSREVFhbRr144Kgrds2UJ69+7NyNwWLVpE1NXVyfbt20liYiJJTEwk27ZtI+rq6uTPP/9kxAfbHD58mBgYGJCtW7eSa9euUc+j4iYueXl5JDc3l/B4PJKWlkby8vKo24cPH0hISAgjIl5sw+PxiIaGBvH19SVPnjyp6+nUS/T09ARuBgYGpEuXLmTx4sVU4PozwIa4Vm3TtGlTar3HJF+/fiVHjhwhNjY2RFZWltjb25OjR48SSUlJKlimw7eCeQoKCqwKwj1//pwYGxuTtm3bEklJSdK1a1eipqZGWrduXe+E+6riy5cv5PHjx6S4uLiup9Ig4YLuBsiuXbtI8+bNSWhoKJGXlyeHDh0iPj4+1M9MMGjQILJ06VJCyP929EpLS8nIkSPJiBEjaNt3dXUlw4cPJ1+/fqXsP3v2jFhYWBAPDw/a9gkhpKSkhKxfv5506tSJNG3alKiqqgrcfgbYPnmTl5cnz549I4QQ0rx5c3Lz5k1CSLmiNRNBPSHlJxoKCgpk1qxZREpKikybNo3069ePKCsrix1kTJkyhUhLS1O75jo6OkRfX1/kjQny8/OJs7MzkZCQoE5+JCUliYuLCykoKGDEB9ssW7aMyMvLk0WLFpFTp06RU6dOkUWLFhEFBQWybNmyup4eo9BR/k5ISCDHjx8XUAY+e/YsiYuLY2RuzZo1I6dOnRIaP3nyJNHS0mLEB9tUpTxMV4G44v9XdZOQkCA+Pj4MPhN2uHfvHtm8eTOxt7cnTZo0oU5vd+7cyQXhdQBbm6WEEDJs2DAybtw48uXLF4HrztWrV4mhoSGjvthizZo1rChkq6urk549e5KdO3cKZHkwGXRfvXqV2uyTl5cn586dY2wTUBTFxcVk3759ZMGCBWTGjBlk165dpLCwkFEfbFBQUEBcXFyIhISEwObQrFmziK+vbx3PruHA1XQ3QCZPngxZWVksXboUhYWFGDt2LLS0tLB582aMGTOGER/r1q1D3759kZCQgK9fv8LT0xMPHz7Ehw8fEBcXR9v+hg0b8Pvvv0NDQwNFRUXo1asXXr9+jW7dumH16tUMPIPyXuCBgYGYN28eli5diiVLliAzMxMnT56k1QO0Npk9ezacnJygoKAAHR0d9O7dG0C54BMT/V4NDAyQkZEBHR0dtGnTBkeOHEHnzp1x5swZxgThtm/fjoCAADg6OiI4OBienp4wMDDA8uXL8eHDB7FsBgQEwMHBAWlpaXB3d8eUKVNo1VT9iLlz5yIqKgpnzpxB9+7dAZSLuLi7u2PevHnYsWMHLftFRUUghEBOTg4A8OzZM5w4cQLGxsawsbGhPX+gXIBx165dcHR0pMbs7OzQrl07uLm5/bBvbn2ECWHBuXPnYtWqVZCXlxdQxY+JiRF6rLhq+5X58OED2rRpIzTepk0bsT8PtQ1bAmZXr14FIQTW1tY4duwYVV8PlOtx6Orq1ss6928xNzeHubk5VSeZmJiIjRs3YubMmVXWhf7KVOhWMN0VoEIDYN++fdTfXEJCAhMmTMDWrVup6y0d2BDXEkVycjKysrKExE7F7Wtdmfj4eERERODs2bMwMTERElITtw63pKSEErVlS3+lb9++AvXyQ4YMAVBep0z+v4MNk583SUlJAX2Un4XFixcjMTERkZGRAkLC/fr1w4oVK2gp13fo0AFXrlyBqqoqJWRcFXfu3BHbz88AF3Q3UJycnODk5ITCwkLk5+dDQ0ODUfumpqZISUmBn58fFBUVkZ+fDwcHB8ycOZOR9kLKysq4dOkSYmNjkZSUhPz8fHTo0AH9+vVjYPblHDhwALt27YKtrS1WrFgBR0dHtGzZEu3atcONGzcYE45gkz/++ANdunRBVlYWbGxsKLEtAwMDRjYnnJ2dkZiYiF69emHRokUYOnQo/Pz8UFxczJhiaVZWFhWsyMrK4tOnTwCA8ePHo2vXrvDz8xPLbsUXx+3bt+Hh4fHDoDs7OxtaWlrU37AmHDt2DGFhYdSmB1Au+icrK4tRo0bRDrqHDRsGBwcHTJ8+Hbm5uejcuTOkpKTw7t07/PPPP5gxYwYt+wBQXFwMS0tLofGOHTuipKSEtv3agA1hwbt376K4uJj6uSqYEhQyNzeHn5+fkJqsn58fzM3NGfHBNrq6uqzYrWi1WLERWJ/bpn0PUo/aSdZXSkpK4O3tjS1btiA/Px8AoKCgADc3N3h5eQkFfuJQsVl6+vRpVjZLAfbEtSp4+vQp7O3tcf/+fSqQBP53PWIioFRRUWGkQ8a3vHz5EseOHcPu3bvh4eGBQYMGYdy4cYx9ruuie8HLly8RGxuLt2/fCrVCq89rypMnT+Lw4cPo2rWrwN/fxMSEakUnLsOGDaNawlYIGf+y1OEpOwfLvHnzhkRHR5Po6Ohaq2n9mZCTk6NSpzU1Ncnt27cJIeVicEpKSnU5te8yZ84cKrV1zpw5370xTWZmJjl27BijKVn6+vpU/X7Hjh2Jv78/IYSQCxcu1Gqav7h1voQQIisrS5KTk4XGHzx4QOTk5OhOjaipqZEHDx4QQsrLRyrqiY8cOULatGlD2z4h5Wlkot4z8+bNI3/88QcjPtiGbWHB2iAyMpLIy8uTtm3bEhcXF+Li4kLatm1LFBQUSHR0dF1Pr9rs3buX/Pbbb6RZs2aUsOfGjRvFFjJKTEykaui/TQ9lM12UDVRUVIikpCTp2LEjmTt3Ljl9+jT577//6npa9Yrp06cTDQ0N4u/vT72u/v7+RFNTk0yfPp0RH2pqapRmSWUiIiJIkyZNGPHBtrjWkCFDyLBhw0hOTg5RUFAgycnJJCYmhnTu3Pmnul6kpaWRJUuWkBYtWhAej0fGjh1LLl68SEpKSup6atUmKCiISElJEQUFBaKrqyugScBEKRvT19TKyMrKUuufymUQ9+7dY2Q97Ozs/FNpMbAFF3Q3QD5+/EjGjRsnVF/q5OREcnNzGfPz4cMHsn79emph+Pfff5P3798zZv/y5cvE1taWGBgYEAMDA2Jra0suXbrEmH0jIyNKbKt79+5U3UpoaChRV1dnzA/T9O7dm1qg9e7du8pbnz59GPF3+fJlsnjxYuLq6kqcnZ0Fbkzg6upKVqxYQQghxM/Pj8jKypJ+/foRFRUV4uLiwoiP6kCnztfa2pqMHDlSQA2/sLCQjBw5kvTt25f23GRlZakNopEjR1J/r6ysLCIrK0vbPiHlQbeSkhIxMTEhrq6uxNXVlZiamhIlJSUqIGdrM4cp2BYWrC2ys7PJn3/+SRwcHIiDgwNZsmQJefHiRV1Pq9ps376dNGnShPj4+Ags5oKCgsQWnKssilS5RlxU7Xh95+zZsyQvL6+up1GvUVJSIufPnxcaP3fuHGOb4mxvlhLCvriWmpoatdGkpKREHj9+TAgh5MqVKz/NRmNlSktLyfnz58mIESOIlJQUY10haoMWLVoQHx8fVrpMsHFNrUzPnj3Jli1bCCH/2xwipHxdMGDAANr2q+o48avBI6QeNwfkEIvRo0fj7t272Lp1K7p16wYAuH79Ojw8PNC+fXuEhobS9hEdHY2hQ4dCWVmZSkm9ffs2cnNzcebMGVhZWdGyv337dnh4eOD333+nnsONGzcQFhZG1b7RZdGiRVBSUsKff/6Jw4cPY9y4cdDT00NWVhbmzJkj0OP8V8Xb2xsrV66EpaUlmjVrJpT2deLECdo+ysrKUFZWBknJ8mqXw4cPIy4uDq1atcL06dMZSSOsDoqKikhMTISBgUGN/++DBw8wYMAAfPnyhUoBTkxMhIyMDC5cuAATExNac2vXrh0mT54Me3t7mJqaIjw8HN26dcPt27dha2uL169f07IPAH369KnW43g8HiIiImj7YwMjIyP4+PjA1tYW+vr6CA0NhbW1NRITE9G3b1+8e/eurqf4S2BsbIw1a9Zg+PDhAp+rBw8eoHfv3mK9Ds+ePaNSyp89e/bdx7KV3s4hSGlpKU6ePEn1ZDcxMYGdnR0j9bkaGhqIiooS0GIAgEePHsHKygo5OTm0ffTt2xdqamrYu3cv1fO9qKgIEydOxIcPH3D58mXaPoDyVPnQ0FCBUjknJyfIysrStq2qqoo7d+5AX18fLVu2RGBgIPr06YP09HSYmZmhsLCQgWcAhIWF4ciRIyLrxtmqw83JycG+ffsEtDTqM2pqaoiPj0fLli0Zt83GNbUysbGxVHp/cHAwpk2bhuTkZFy7dg1RUVHo2LEjLft8Ph+vX79mvNT1p6Ouo34O5pGTkyMxMTFC49HR0Yzt3pqampIpU6YIpP6UlJSQqVOnElNTU9r2mzdvTrZu3So07ufnx5qC7/Xr18mGDRvI6dOnWbH/M6KpqUn27t3Lup+ioiJy8+ZNcubMGUo5+9SpU7X6WtA56SakXP0zICCAzJ07l8ydO5dR1dKjR4+SRo0aET6fT/r370+Nr1mzhgwcOJARH9Xl+fPn9bZfdG209GKbPXv2kCNHjgiNHzlyhAQHB9fBjGqOjIwMlf5Y+XOVkpJCZGRk6nJqHAyRmppKjIyMiJycHNXeUU5OjrRu3ZqRtkze3t7E0dGRfP78mRr7/PkzcXJyojJ96HL//n2ipaVF1NTUiLW1NbG2tiZqamqkefPmVDlPfadHjx7kxIkThBBCHB0dycCBA0lsbCyZMGECMTExYcQHGx1GGiILFixgTem7Nq6paWlpZPLkyaRTp06kbdu2xMnJiSQlJTFiW1SbR1G3hg530t0A0dHRwblz54TUq5OSkjB48GBkZ2fT9iErK4t79+6hdevWAuNPnjxB+/btUVRURMu+goIC7t27B0NDQ4Hx1NRUWFhYUMIqdIiOjsZvv/1GnbBWUFJSgmvXrtE+rW8IsLlzW0F4eDjGjx+P9+/fC93HtLLo96Bz0l0bvH79Gq9evYK5uTkl9hYfHw8lJSVK7ZqOGFx1UVJSwr179+rt3+n27duUsKC8vDwA4Ny5c1BVVWVEXZxtjIyMsHPnTqHMg6ioKEydOhVPnjypo5lVH2NjY/j6+mLYsGECn6utW7ciKCiI9smYr68vmjZtChcXF4HxPXv2ICcnBwsXLqRln+PHDB48GIQQHDhwgFKRf//+PcaNGwc+n49z587Rsm9vb48rV65AWlpaIHvo69ev6Nu3r8BjxVXPBoDCwkIcOHAAjx8/BgC0bduWsVPoCtgU17pw4QIKCgqobh1DhgxBSkoK1NTUcPjwYVhbW9OyD5R3TvDy8oKjo6PA57miw4i4YqcNjdLSUgwZMgRFRUUwMzMTytKjIz7LxjW1cmeOqtbDTMHn878rkEdYUJKvj3Dq5Q2QpUuXYu7cudi3bx80NTUBlC/YFyxYgGXLljHio0OHDnj06JFQ0P3o0SNGFHbt7Oxw4sQJLFiwQGD81KlTVMsHuvTp0wevXr0SSnfJy8tDnz59GvyHvzpMnjwZBw8eZOx9Iwo3NzeMGjUKy5cvR9OmTVnz8yPoKKbWRhCgqalJfZ4r6Ny5s8DvxsbGrAfE9W2ftrZberFNVlYW9PX1hcZ1dXWRlZVVBzOqOXPnzsXMmTPx+fNnEEIQHx+PQ4cOwdfXF4GBgbTt79y5EwcPHhQaNzExwZgxY7iguxaIiorCjRs3BNq2qampYe3atZQSOB1UVFSobgMVMN0yDADk5OQwZcoUxu1WUJGqKyUlBTU1NYHvGR6PRzvoHjBgAPWzoaEhHj9+jA8fPkBVVZUxFXC2Oow0NHx9fXHhwgVqXfzta00HNq6pW7duxcKFCyEvL1/lephJwsLCBK4XvyJc0N0A2bFjB9LS0qCjowMdHR0A5RdNaWlp5OTkYOfOndRjxT1xcHd3h4eHB9LS0tC1a1cA5TXX27Ztw9q1a5GUlEQ9tl27djW2b2xsjNWrVyMyMlKgpjsuLg7z5s0TaKcj7pdWxc7at7x//546IfsVqRy4lJWVISAgAJcvX0a7du0Y3bmt4M2bN5g7d26dBtwAvWCyvgQB9S0grg1qu6UX22hoaCApKQl6enoC44mJiVBTU6ubSdWQyZMnQ1ZWFkuXLkVhYSHGjh0LLS0tbN68GWPGjKFt//Xr1yJbU6qrq+PVq1e07XP8GGlpaSr4qkx+fr5QT+qaQgiBt7c31NXVGT1xBoDTp09X+7FM9LhetmwZli9fjsWLF7OagVQZpgMbTU1NfPjwAbq6utDR0cGNGzdgbm6OjIyMn+Y7pzZq0jds2IA9e/Zg0qRJjNirDBvXVD09PWzZsgU2NjYghOD69etQVVUV+VgmMj+7d+/+y9d0c0F3A6Q2+uA5OjoCADw9PUXeV9EvUtx0kd27d0NVVRXJyclITk6mxlVUVLB7927qd3F2iiv6TfJ4PEyaNInqHwiUpwclJSX9FCdibPFt4NK+fXsA5WJhlWEqiPn9998RGRnJagp7ZT5+/IiIiAi0bt1aQKQnOTkZWlpaYtnkgoC64+rVqyJ//llxdHSEu7s7FBUVqYVOVFQUPDw8GAlYawsnJyc4OTmhsLAQ+fn5jC62tLW1ERcXJ5QREBcXJ/ZnmKNmDBkyBFOnTsXu3bupjJubN29i+vTptINVQggMDQ3x8OFDtGrVionpUny7Pqrc27ryGMBMj+vCwkKMGTOG0YDbwcEBwcHBUFJS+mH/bDqp9xVYW1vj9OnTsLCwgLOzM+bMmYOwsDAkJCSw0r+babZs2YIlS5Zg0qRJOHXqFJydnZGeno5bt24xIspbgbS0NCNZHlXB9DV1/fr1mD59Onx9fcHj8WBvby/ycb9C2ndtwQXdDRAvLy/WfWRkZPy09pWVlQGUf7ErKioK7KRLSUmha9eurKab1XdqO3Dx8/PDyJEjERMTI7IOim763ahRo2BlZYVZs2ahqKgIlpaWyMzMBCEEoaGhVAojndRFLgjgYIpVq1YhMzMTffv2perrysrKMGHCBKxZs6aOZ1c9rK2tcfz4caioqEBOTg5ycnIAyje8hg8fTlv9fsqUKZg9ezaKi4upmtUrV67A09MT8+bNoz1/jh+zZcsWTJw4Ed26daOu2SUlJbCzs8PmzZtp2ebz+WjVqhXev3/PeNBduab68uXLWLhwIdasWSPQ6WXp0qWMfdZcXV1x9OhRLFq0iBF7QPkapmJjoGI9wyYBAQHU323mzJlQU1PDtWvXYGdnh2nTpjHiIzs7G6dPnxZ5Ek03o2779u0ICAiAo6MjgoOD4enpKVCTzhQeHh7YunWrQCYmG1S+ptJh+PDhGD58OPLz86GkpIQnT56wdhKtq6tbo64GcXFxsLS0FDgUawhwQmoNnPz8fCHhDiUlpTqaTf3C29sb8+fP/6VTyesDu3fvxvTp0yEjIyOy5u3p06e07GtqauLChQswNzfHwYMH4eXlhcTERISEhCAgIOC7KcnVZd26dVi3bh3Wr18vMghYvHgxbR/VoTbE4Oq7kFpDISUlBYmJiZCVlYWZmdlP1QarqvYwb9++RfPmzalyAHEhhGDRokXYsmULtUCXkZHBwoULsXz5clq2OWpGWloa1TKsbdu2QuKn4nLmzBmsW7cOO3bsgKmpKSM2v8XU1BT+/v7o0aOHwHhMTAymTp1KPS86sCmu1VC4cuUK7OzsYGBggMePH8PU1JTaGO/QoQPtTTo5OTk8evQIurq60NDQwKVLl2Bubo7U1FR07dpVpIirONjb2yMiIgJqamowMTEReq1rmnVgYWFR7YxCuinyUVFR6N69O2tCajWloa4z6sdfl4NRMjIyMGvWLERGRuLz58/UONPqgGwqchJCEBYWhqtXr4q0z0TKVG1kBHD8mCVLlsDb2xuLFi1ipeYtLy+PqnELDw/HiBEjICcnB1tbWyGhPnFZsGAB3r9/jz/++EMoCKitgBuonbplbp+2djAyMoKRkVFdT6NGVNbySE5OFugfX1paivDwcDRv3py2Hx6Ph7/++gvLli3Do0ePICsri1atWgmditSGmv+vjqGhIWOBdmUmTJiAwsJCmJubQ0pKSqi2m4kTyvT0dKioqAiNKysrIzMzk7Z9gF1xLaB8vVdSUiKUEZCamopGjRoJaUOIS25uLuLj40WuxyZMmEDL9uLFizF//nx4e3tDUVERx44dg4aGBpycnDBw4EBatoHaq0lXUVFhNN2+cinE58+fsX37dhgbGwvoHD18+BB//PEHbV+9evWifra1tUVgYKDIkrnaoqGuM7iT7gZI9+7dQQiBh4cHmjZtKnRhr/zhEpcfKXLSPZ308PCg2uaIeg5BQUFi2e3QoQOuXLkCVVXVH+4iMiWuwfF9GjdujFu3brFW021kZAQfHx/Y2tpCX18foaGhsLa2RmJiIvr27Yt3794x5is/P79OgwAmT7qrqn1//vw5tLS0apQqxvF9qlJgF0V9Phmr3BZG1NJCVlYWW7duFVL5Z4uGelpSX2AzJTgkJOS790+cOJGWfaBcHEpGRgb79u2jhDzfvHmDCRMm4PPnz4iKiqLtQ1VVFRs3bmRFXAsoX8+5uLgI/T3279+PwMBAREZG0vZx5swZODk5UWnI36736G6AKCoq4t69e2jZsiVUVVURGxsLExMTJCYmYtiwYbQ3QCZPngxtbW14eXlh27ZtWLBgAbp3707VpFfWCaqvTJ48Gc2aNcOqVasExr28vPD8+XPs2bOHMV/1oX1qfZgDG3An3Q2QxMRE3L59W6idF5Owrci5b98+HD9+HIMHD2bU7rBhw6hAqDYE5zh+zMSJE3H48GH8+eefrNifPXs2nJycoKCgAB0dHfTu3RtAeZ/2b3vZ00VBQQGdOnWq8n6mWnqxIQZXG7XvHKKprgJ7fafi5MjAwADx8fFQV1en7pOSkoKGhkatbtZwZwrMsmHDBowcORI6Ojo/TAmmCxNB9Y/Ys2cP7O3toaOjQ13Xnj9/jlatWuHkyZOM+GBbXOvu3bsi7Xft2hWzZs1ixMe8efPg4uKCNWvWMFJL/C3y8vLUpk2zZs2Qnp4OExMTAGBkU7w2atLZ5ujRo0hISBAaHzduHCwtLRkNujnYgwu6GyCdOnXC8+fPWQ262VDkrIyysjIrO1yVU8q59PL6QWlpKdatW4cLFy6w0pbsjz/+QJcuXZCVlQUbGxvqPWtgYIDVq1fTsl1TxA0CaiMgjo6OxpIlSwAAJ06cACEEubm5CAkJgY+Pj1DPXA7maCgK7BV159+mn3I0DFRUVGBra4v79++znhIMlH83nDx5kqqtNjExgZ2dHWMbN4aGhkhKSsKlS5fw+PFjAOV16f369WOsVIdtcS0ejyeydVteXh5jpYQvXryAu7s7KwE3UL5BEBsbi7Zt22Lw4MGYN28e7t+/j+PHj1MtaenA5/MF1qpjxoxhrRMEW63JZGVlERcXJ1RGEBcXBxkZGbHtikJXV1doHcbBDFzQ3QAJDAzE9OnT8eLFC5iamgp9eMTpm/0tbChyVmbFihXw9vbGnj17GO/T+S0JCQnUl7qxsTE6duzIqj8OQe7fvw8LCwsAzLUlqypdNyYmRuixP0N7uNoIiGuj9p3jx7i4uGDz5s1QVFQUGC8oKICbm9tPc6KRmppapSYHJ3b2c1JcXEzVbz969AiHDh0CAEhKSqKoqAgKCgpYuXIlhg0bhhkzZtDylZaWhsGDB+PFixfUAYKvry+0tbVx7tw5xsqReDwebGxsYGNjw4i9b4mPj0dERATOnj3LiLjWt1hZWcHX1xeHDh2iNiNKS0vh6+srJBAnLgMGDEBCQgJrqb7//PMP8vPzAZQL3Obn5+Pw4cNo1aqV2JvulfUlfgQTa2KA3dZks2fPxowZM3Dnzh2BFn179uzBsmXLmJg+xbfrsLqgNvRp6gIu6G6A5OTkID09Hc7OztQY3b7Z3+Lr64shQ4YgPDycFUXOUaNG4dChQ9DQ0ICenp6QfSbqrbOzs+Ho6Ii4uDhKTCU3Nxe//fYbQkND0aJFC9o+OH4MGyd71U3X/Vku7LUREGtra+P69eto3LgxwsPDERoaCgD477//GN9J56iakJAQrF27VijoLioqwt69e3+KoHvXrl2YMWMGmjRpAk1NTaEaUC7o/jn5888/ER4eDoD9lGB3d3e0bNkSN27coK5979+/x7hx4+Du7o5z587R9lEbMC2u9S1//fUXrKys0Lp1a/Ts2RNA+eZyRQkSE1R8zyQnJ4tc79Hpy15aWors7Gwq8JWXl4e/vz+t+QJA+/btBda9P5oDE7DZmmzRokUwMDDA5s2bsX//fgDlWRlBQUEYNWoUE9MHUJ7FKuqUnqmNierSUEuDuKC7AeLi4gILCwscOnRIpAgZE7CtyDlx4kTcvn0b48aNY+05TJ48GcXFxXj06BH1PJ48eQJnZ2dMnjyZWlxw/Hw0lHTdCmojIK7N2ncOYT5+/AhCCAgh+PTpk8DrWlpaivPnz7PWQ5VpfHx8sHr1aixcuLBO5/GzbKr9LKxYsQKenp6IjIxkPSU4KipKIOAGADU1Naxdu5bVGmmmEVf0tboYGxsjKSkJfn5+VIvBCRMmYNasWQJ/OzpMmTIFALBy5Uqh++ge5EhISMDGxgaPHj0SqSQvLhkZGdTPd+/exfz587FgwQKBfuwbNmzAunXrGPOZlZVFZc7JyspSaf/jx49H165d4efnR8v+qFGjGA2wK5OTkwNnZ2f8+++/Iu9namMCAEpKShAZGYn09HSMHTsWioqKePnyJZSUlKCgoAAAIksmGgSEo8EhJydHUlNTWfWhoqJCgoKCWLMvJydHYmJiWLNPCCEyMjLkzp07QuMJCQlEVlaWVd8cvyaKiookPT29xv9v27ZtRFJSkqioqJB27dqR0tJSQgghW7ZsIb1792ZsfgkJCeT48eMkPz+fGjt79iyJi4tjzAeHaHg8HuHz+VXeJCQkiI+PT11Ps1qI+z5nGgUFhXoxj4ZIeno6SUxMJIQQkp+fT6ZNm0bMzMyIg4MDyczMpG1fVVVV5HUnNjaWqKqq0rbPUX/o2LEjuXz5Mmv2O3XqRM6dOyc0fu7cOdKhQwfG/Ojr61Nryo4dOxJ/f39CCCEXLlyo9+/ZsWPHku7du5Nbt24ReXl5cvHiRbJv3z7SunVrcvbsWcb8ZGZmkjZt2hA5OTkiISFBXZ/d3d3JtGnTGPNTX+FOuhsgFe2Q2OidWQHbipza2tpQUlJizX6Fj4oU5MqUlpaKrQDNwfE9iJgpU2yJwTW02vefmatXr4IQAmtraxw7dkzglEpKSgq6uro/zXVp5MiRuHjxIqZPn14r/thQ8+f4PpXre5lKCa7MkCFDMHXqVOzevVughnX69Om00pnrArbEtSpgs4d2TTAzM8P58+drLOjp4+OD+fPnY9WqVejYsSPk5eUF7qe7Frx//z709fWFxvX19ZGcnEzLdmWsra1x+vRpWFhYwNnZGXPmzEFYWBjVmqw+ExERgVOnTsHS0hJ8Ph+6urro378/lJSU4OvrC1tbW0b8eHh4wNLSEomJiVBTU6PG7e3tqYyKhgwXdDdAhg4dijlz5uD+/fuM199UwLYi54YNG+Dp6Ql/f3/o6emx4mP9+vVwc3PDtm3bYGlpCaBcVM3DwwN///03Kz45fg2YCAJqIyBuaLXvPzO9evUCUJ4WqaOj81P/zQ0NDbFs2TLcuHFD5HeQu7s7Lftce7u659atWygrK0OXLl0Exm/evAkJCQnqO1VctmzZgokTJ6Jbt27U+6ekpAR2dnbYvHkzLdui+Pz5s1BAzMTGP5viWsCPe2jXZtCdmZkp8iDjR1S0hrWzsxOYP2FIh6ht27bw9fVFYGAgpKSkAABfv36Fr6+vwPczXX7m1mQFBQVU+ZKqqipycnJgZGQEMzMzRjaGKoiJicG1a9eo16ECPT09vHjxgjE/9RUeEffohaPe8r02XkwJqdnb2yMiIgJqamqsKHKqqqqisLAQJSUlkJOTE7JPV5TiWx+SkuX7TxU/f7vTyoQ/jobLt0GAubm5yCCgJvTp0wcnTpyAiooK+vTpU+XjeDweY4I5HPWDmJgY7Ny5E0+fPsXRo0fRvHlz7Nu3D/r6+owpErOJqFOlCng8Hp4+fUrLvqamJi5cuABzc3McPHgQXl5eSExMREhICAICAn7qXuc/C507d4anpyd+//13gfHjx4/jr7/+wr///ouYmBh06dIFmpqaYvtJS0ujuou0bduW0Qy+wsJCeHp64siRI3j//r3Q/Uysldq0aQMvLy84OjpCUVERiYmJAuJadOt8jYyMMHjwYNZ6aNeEys+vJkRFRX33/ooNSXGJj4/H0KFDQQihBMGSkpLA4/Fw5swZKpPiV6ZTp07w8fHBgAEDYGdnBxUVFfj6+mLLli0ICwtDeno6I35UVVURFxcHY2NjgfdLbGwsRowYgTdv3jDip77CnXQ3QGqjRyrbipybNm1izXZt+uD4NWCjpVdDE4PjqB7Hjh3D+PHj4eTkhDt37uDLly8AyhXs16xZg/Pnz9fxDH9MZREjNuDa29U9ycnJ6NChg9C4hYUFbt26BTs7O5SVleHjx481bkH08eNHKCgogM/nw9DQkAq0K+wxVXq2YMECXL16FTt27MD48eOxbds2vHjxAjt37sTatWsZ8cG2uBbbPbRrA7pB9Y/o3Lkznj59igMHDlD92EePHo2xY8cKHbDQpb6k+tcUDw8PvHr1CgDg5eWFgQMH4sCBA5CSkkJwcDBjfmxsbLBp0yYEBAQAKN+Ezc/Ph5eXF5Xx0JDhTrobOJ8/f+ba/XBwsIysrCxSUlKgra2NCRMmQEtLC2vXrkVWVhaMjY2pHqQcHD/CwsICc+bMwYQJEwROAu7evYtBgwbh9evXdT3FOsfIyAg+Pj6wtbWFvr4+QkNDKS2Tvn37MtKyiuP7qKmp4ezZs5QadAXXrl1D3759UVRUhKdPn8LExARFRUXVtnvixAksXLgQ9+7dEwokCwoK0KFDB/z9998YOnQo7eego6ODvXv3onfv3lBSUsKdO3dgaGiIffv24dChQ4xscBkYGODYsWOwsLCApaUlpkyZgmnTpuHixYsYM2YM7Sw6BwcHjBkzhjVV65og7kk3UB6s7t69m8pqMDExgYuLC5SVlZmeJmv8KNWf7mudnZ2N06dPi9QGoNum91sKCwvx+PFj6OjooEmTJozZzc7OxoABA0AIQWpqKiwtLZGamoomTZogOjr6p+nQIS7cSXcDpLS0FGvWrIG/vz/evHmDlJQUGBgYYNmyZdDT04Orqysjfqoj+0+H9PR0BAUFIT09HZs3b4aGhgb+/fdf6OjoUP1Aa0rlXfKPHz9+97FsC7lxNBy4HtccTPHkyRNYWVkJjSsrKyM3N7f2J1RNqtIgEAXdBSLX3q7usbGxweLFi3Hq1CkqMMrNzcXixYupgFhaWhrbt2+vkd0dO3bA09NT5MmtvLw8Fi5cCD8/P0aC7g8fPlABopKSEhUU9ejRAzNmzKBtH2BfXIvNHtq1RUJCAgYMGABZWVkq1fuff/7B6tWrcfHiRZEZFfWRefPmwcXFhZVU/ytXrsDOzg4GBgZ4/PgxTE1NqRI2Jv4+K1euxPz586l5y8nJoUOHDigqKsLKlSuxfPly2j4AoEWLFkhMTERoaCiSkpKQn58PV1dXODk5QVZWlhEf9Zo60UznYBVvb29iYGBA9u/fT2RlZSlJ/tDQUNK1a1dGfLAt+x8ZGUlkZWVJv379iJSUFGXf19eXjBgxQmy7fD6fvHnzhhBSdYueinEOjupSWy29OBo++vr65NKlS4QQwZZXISEhpG3btnU5te/Su3dv8t9//1E/V3Xr06cPI/649nZ1S3Z2NjEwMCDKysrUa6uiokJat25NsrKyxLbbrFmz77Y8TU1NJc2aNRPbfmXMzMxIZGQkIYSQvn37knnz5hFCCNm8eTNp3rw5Iz5KS0tJcXEx9fuhQ4eIm5sb2bJlC/ny5Qtt+zwer8pbba9jxG3R16NHDzJp0iSBv1NxcTGZOHEi6dmzJ5NTZBU5OTnWWhR26tSJLF++nBDyv7/zp0+fiJ2dHdm+fTtt+5XXxpV59+4dtx5mEC69vAFiaGiInTt3om/fvgLpPo8fP0a3bt3w33//0fYxfPhwKCoqYvfu3VBTU6N8REZGYsqUKUhNTaVlv1u3bhg5ciTmzp0r8Bzi4+Ph4OCA7OxssexGRUWhe/fukJSUZF28g+PX4vbt21RLr4o6sXPnzkFVVZVrt8VRbXx9fbF//37s2bMH/fv3x/nz5/Hs2TPMmTMHy5Ytg5ubW11PkTGys7OhpaX1XfHPCmrzJJ2jehQUFODAgQNITEyErKws2rVrB0dHR6HT1pogKyuLu3fvok2bNiLvf/ToEXUCR5eNGzdCQkIC7u7uuHz5MiW2VVxcjH/++QceHh60fTQEnj59Wq2U8YMHD2LYsGE1rpOu6jVPTk6GpaUlCgsLa2SvrmAz1V9RURH37t1Dy5YtoaqqitjYWJiYmCAxMRHDhg1DZmYmLft8Ph9v3ryBurq6wHhERARGjx6NnJwcWvYr8/LlS8TGxoqse6fb2aK+w6WXN0BevHghUuGzrKxMrHYOomBb9v/+/fs4ePCg0LiGhgater3KgTQXVHPQgetxzcEGixYtQllZGfr27YvCwkJYWVlBWloa8+fPb1ABNwAYGxvj3r171VrQc+3t6h/y8vKYOnUqozb19PSQkJBQZdCdkJAAXV1dRnzNmTOH+rlfv354/Pgxbt++DUNDQ0rlmglqS1yLLQ0fQ0ND9OrVC66urvj999+r9DF27Fix7CspKSErK0voNX/+/DkUFRXFslkXsJnqLy8vT9VxN2vWDOnp6VSZJZ01saqqKng8Hng8HoyMjASun6WlpcjPz8f06dPFtv8twcHBmDZtGqSkpKCmpiZU984F3Rw/HcbGxoiJiRH6YgoLC4OFhQUjPsrKykS208jOzmbkIqmiooJXr14JtZ65e/cumjdvTts+AAQFBUFBQQEjR44UGD969CgKCwsxceJERvxwNEy4IICDDXg8HpYsWYIFCxYgLS0N+fn5MDY2ZkQno75Rk0Q7Ts2/fpKcnCxS2EncAMPBwQFLlixB//790bRpU4H7Xr9+jaVLl2LcuHFiz/d76OrqMhbQV8B2H+3a0PC5c+cOgoKCMHfuXMyaNQujR4+Gq6srY622Kuz9/fff1AZ1XFwcFixYAEdHR0Z8AOXZaBVCbcbGxozXik+ZMgVAeX30t9Bt19u1a1fExsaibdu2GDx4MObNm4f79+/j+PHj6Nq1q9h2N23aBEIIXFxc4O3tLSBcJyUlBT09PSGxRDosW7YMy5cvx+LFi6uV4dTgqNPkdg5WOHnyJFFWViZr164lcnJyZP369WTy5MlESkqKXLx4kREfo0aNIlOmTCGElNeXPH36lHz69IlYW1uTSZMm0bY/b9480qNHD/Lq1SuiqKhIUlNTSWxsLDEwMCArVqygbZ8QQlq1akUiIiKExiMjI4mRkREjPjg4ODg4RCNuDShH3ZOenk7atWtH1Q5XriOmUwP68eNHYmJiQhQVFcmMGTPIpk2byKZNm8j06dOJoqIiMTY2Jh8/fhTb/ubNm0lRURH18/duTNCqVSvi4eFBCgoKGLFXwT///EMIqR0NnwqKi4vJsWPHyNChQ0mjRo2IiYkJ2bBhA3n79i0tu1++fCHu7u5ESkqKev9IS0uT2bNnk8+fP9Oe95s3b0ifPn0Ij8cjqqqqRFVVlfB4PGJtbU177rVFeno6SUxMJIQQkp+fT6ZNm0bMzMyIg4MDyczMpG0/MjKSfP36lbadH9G4cWOSlpbGup/6ClfT3UCJiYnBypUrkZiYiPz8fHTo0AHLly+HjY0NI/bZlv3/+vUrZs6cieDgYJSWlkJSUhKlpaUYO3YsgoODISEhQfs5yMjI4PHjx9DT0xMYz8zMRNu2bRmpGePg4OD4ETVRMT5+/DiLM6ld6LQY4qhbhg4dCgkJCQQGBkJfXx/x8fF4//495s2bh7///hs9e/YU23ZeXh4WL16Mw4cPUxo0KioqGDNmDFavXg1VVVWxbevr6yMhIQFqampCmXSV4fF4ePr0qdh+KpCXl8f9+/cZe4+npaXBxcUFPXr0wJo1a9CyZUsEBASwquHzLV++fMH27duxePFifP36FVJSUhg1ahT++usvNGvWTGy7hYWFSE9PBwC0bNmSMQXw0aNH4+nTp9i7dy/atm0LoDxDY+LEiTA0NMShQ4cY8VNdzMzMcP78eWhra1fr8aWlpYiLi0O7du2goqLCypyCg4MxadIkofGSkhIsW7YMvr6+jPjx9PRE48aNsWjRIkbs/WxwQTeH2JSUlODw4cMCgT3Tsv/Pnz/H/fv3kZ+fDwsLC7Rq1Yox2zo6OvDz8xNKgzt16hRmzpwptlgbBwcHR01wdnau9mODgoJYnEntwgXdPy9NmjRBREQE2rVrB2VlZcTHx6N169aIiIjAvHnzvltyU10IIXj37h0IIVBXVxdZqhMXFwdLS0tIS0vT9scGTItr+fj44MaNGzh9+jT4fD5kZWXx+PFj6OrqCnyekpOT0blzZ+Tn5zPiFyivp9+zZw9CQ0MhLy+PiRMnwtXVFdnZ2fD29sbHjx8RHx/PmD+mUFZWxuXLl9GpUyeB8fj4eNjY2NR6K0ZxrnsyMjJ49OjRdzeK6KCkpIQBAwYgICCA2tR68uQJxo4di/fv39MWaqugtLQUQ4YMQVFRkci694YugsnVdDdADAwMcOvWLaipqQmM5+bmokOHDozs3kZHR+O3336Dk5MTnJycqPGSkhJER0eL7DNbEyp6BmprawvsBhYVFWH9+vWM9Ax0dHSEu7s7FBUVqflGRUXBw8MDY8aMoW2fg4ODozo0pEC6JnB6Bz8vpaWllH5LkyZN8PLlS7Ru3Rq6urp48uQJIz54PJ6QmvK3DBo0qNpifHUB0+Ja8+fPx5IlS9C3b19cvXq1VjR8/vnnHwQFBeHJkycYPHgw9u7di8GDB1M1ufr6+ggODhbKGqwuBQUFWLt2La5cuSJSbI7umrWsrEykon6jRo2EfNVXTE1N8fTpU9aC7rt372LcuHEwMzNDUFAQUlJS4OnpieHDh2P79u2M+fH19cWFCxfQunVrABDSOGjw1GFqOwdL8Hg8kf32Xr9+TaSkpBjxwXZPv9roGfjlyxcyatQowuPxSKNGjUijRo2IhIQEcXZ2ZqR/JgcHB0dN6dOnD9XvujJ5eXmM9biuL3A13T8vPXr0ICdOnCCEEOLo6EgGDhxIYmNjyYQJE4iJiUmtzUPc91B+fj5ZtmwZMTExIfLy8kRBQYGYmZkRb29vRuuv2eqjff36dUJI7Wj4GBoakjVr1pCXL19W+ZgvX76Q4OBgseyPGTOGNGvWjHh6epKNGzdSdfwVN7rY2dkRKysr8uLFC2osOzub9OrViwwfPpy2/Zoiznv233//Je3btydnzpwhL1++JHl5eQI3JigtLSVubm6Ez+eTRo0akYMHDzJitzIqKiokKCiIcbs/C1x6eQPi9OnTAMp7aIeEhAioEJaWluLKlSu4dOkSI7vQVfX0S0lJgaWlJT5+/MiKfTZ6BqakpFB9Rs3MzBhXL+Xg4OCoLnw+H69fvxbSxXj79i2aN2/OWNvH2uTjx4+IiIhA69atqZpKoLx8SEtLixGNDo7a5cKFCygoKICDgwPS0tIwZMgQpKSkQE1NDYcPH4a1tXWtzEOcVN2vX7/it99+w4MHDzBo0CC0adMGhBA8evQI4eHh6NChA6Kjo2n1G69N2NbwYRsVFRWcO3cO3bt3Z8X+8+fPYWdnh4cPH1KZk8+fP4epqSlOnz6NFi1asOK3KsR5z1ZW+q58IkwIoa2MXsGZM2fg6uoKIyMjpKSkoF27dti7dy+0tLRo265AU1MTMTExjJaK/kxw6eUNiOHDhwMo/0B+2+6qUaNG0NPTw4YNG2j5qBD84fF4mDRpkkAdVWlpKZKSkmj1JK7tnoFAeV9QQghatmwJSUnuI8HBwVH7JCUlUT8nJyfj9evX1O+lpaUIDw9nrF0i24waNQpWVlaYNWsWioqKYGlpiczMTBBCEBoaihEjRgBAtYWEOOofAwYMoH42NDTE48eP8eHDB+o7vD6zY8cOZGdnIzExkUpzreDx48fo3bs3/P394ebmVmtzqqm4VmV69uyJS5cusTArQQoLC0W2h6Pb01xVVRWNGzemZeN7aGtr486dO7h8+TIeP34MAGjbti369evHmk+mYbtN4rRp0xASEoLVq1dj7ty5ePPmDVxcXGBmZoYdO3Ywpkng4eGBrVu3YsuWLYzY+9ngTrobIPr6+rh16xaaNGnCuO0KwZ+QkBCMGjVKQDStoqfflClTxPYdEhJC9QzctGkTqz0DCwsL4ebmhpCQEACg+lu6ubmhefPmv6y6IgcHR+3D5/OpYEXU17KsrCy2bt0KFxeX2p5ajdHU1MSFCxdgbm6OgwcPwsvLC4mJiQgJCUFAQAAjIlscdcvevXthaWkJY2NjgfHPnz/jyJEjtPtPVxdxTg179eqFUaNGYebMmSLv37p1K8LCwhAVFcXUNH9IfRYVzMnJwaRJkxAeHi7yfrqnrPv378epU6cQEhLCmGJ5faY+vtampqY4cOAAzM3NBca3bduGhQsXMibIZ29vj4iICKipqcHExEQom6QhdecQBRd0/8LQ2Vn19vbG/PnzIS8v/93HiassGhUVhe7du//w5Hnt2rWYPn26WG0UPDw8EBcXh02bNmHgwIFISkqCgYEBTp06hRUrVnALQw4Ojlrj2bNnIITAwMAA8fHxAqU1UlJS0NDQ+GnSsGVlZZGSkgJtbW1MmDABWlpaWLt2LbKysmBsbMyoojJH3cDn8yEvL4/g4GAqcwEA3rx5Ay0tLUbSXauDkpJSjYXU1NXVERkZCRMTE5H3P3jwAH369GG0jO1H1CQQq0k2wYcPH+hODU5OTnj27Bk2bdqE3r1748SJE3jz5g18fHywYcMG2Nra1timhYWFwHNIS0sDIQR6enpCgdidO3doP4eCggJERUWJPKl3d3enbR8oF3yrzut38OBBDBs27Ifr56SkJJiamoLP5wtkQomCbrbBly9fqlynP3nyRCgjRFx+1KmjoYuKcrm0vzCZmZli1wd6eXlV63HiKov26tWrWo9bs2YNRo0aJVbQffLkSRw+fBhdu3YVuPibmJhQvSI5ODg4aoMKLYmfRU33e2hra+P69eto3LgxwsPDERoaCgD477//ICMjU8ez42AKb29vjB8/Hvfv38eKFSvqZA7inBvl5uYKdXepjJqaGvLy8uhMi1U2bdpE/fz+/Xv4+PhgwIABVBbg9evXceHCBSxbtowRfxERETh16hQsLS3B5/Ohq6uL/v37Q0lJCb6+vmIF3RXlkGxx7Ngx2NjYQFFREXfv3sXgwYNRWFiIgoICNG7cGO/evYOcnBw0NDQYC7oNDQ3Rq1cvuLq64vfff6/yWjd27Nhq2Wvfvj2l79G+fXvweDyR73cmarqlpaWRnp6OoKAgpKenY/PmzdDQ0MC///4LHR0dWrYr09CD6h/BBd0crMJ2IgUd+zk5OUJiRUD5jmh9r0nj4OBo2CQnJ4s8lalpi6G6YPbs2XBycoKCggJ0dHTQu3dvAOWtJs3MzOp2chyMMW7cOPz222+wt7fHgwcPsG/fPkbtl5SUIDIyEunp6Rg7diwUFRXx8uVLKCkpQUFBAQDw6dOnGtstKyv7btYIn8+vtZN6cais2TNixAisXLkSs2bNosbc3d3h5+eHy5cvY86cObT9FRQUUGslVVVV5OTkwMjICGZmZmKfQlf34EZc7t27h7///hvXr1/HnDlzMHToUPj7+0NZWRk3btxAo0aNMG7cOHh4eDDm886dOwgKCsLcuXMxa9YsjB49Gq6urujcubNY9jIyMqiMp4yMDMbmKYqoqCgMGjQI3bt3R3R0NFavXg0NDQ0kJiZi9+7dCAsLY9X/rwIXdHP8slhaWuLcuXOUWEpFoB0YGMhY3TgHBwdHTXj69Cns7e1x//59gZONiutTfQ4GKvjjjz/QpUsXZGVlwcbGhlLeNTAwwOrVq+t4dhxMUPF+7Nq1K27evAk7Ozv89ttv8Pf3Z8T+s2fPMHDgQGRlZeHLly/o378/FBUV8ddff+HLly+0/BBC0Ldv3yrL10pKSsS2XdtcuHABf/31l9D4wIEDGdOlad26NZ48eQI9PT2Ym5tj586d0NPTg7+/P5o1a8aID6BcVV5Un25xTlotLS0RFxcHoDwA37lzJ/h8PiQkJPDlyxcYGBhg3bp1mDhxIiUQTJf27dtj8+bN2LBhA06fPo3g4GD06NEDRkZGcHFxwfjx43/Yd74ylTvpsN1VZ9GiRfDx8cHcuXOhqKhIjVtbW8PPz49RX2FhYThy5IjITWUmSgnqM1zQzfHLsmbNGgwaNAjJyckoKSnB5s2bkZycjGvXrtWqgAoHBwdHBR4eHtDX18eVK1egr6+P+Ph4vH//HvPmzcPff/9d19Orkrlz52LVqlWQl5fH3LlzqfGYmBihx9LpcMFRP6icZaajo4Nr167ByckJ/fv3Z8S+h4cHLC0tkZiYKJAKbm9vjylTptCyXZ1T1sp16vUZNTU1nDp1CvPmzRMYP3Xq1HdT6GuCh4cHXr16BaD8bzdw4EAcOHAAUlJSCA4Opm0/JSUFrq6uuHbtmsA4nXZY06ZNw9mzZwGUd++p2PjT0NBAVlYW2rZtC2VlZTx//pz2/L9FUlISDg4OsLW1xfbt27F48WLMnz8ff/75J0aNGoW//vpLrM2Kffv2wd/fHxkZGbh+/Tp0dXWxadMm6OvrY9iwYbTmfP/+fRw8eFBoXENDA+/evaNluzJbtmzBkiVLMGnSJJw6dQrOzs5IT0/HrVu3qhQ2bEhwQTfHL0uPHj2QmJgIX19fmJmZ4eLFi+jQoQOuX7/OpUBycHDUCdevX0dERASaNGkCPp8PPp+PHj16wNfXF+7u7vVW4PHu3buURsj35siV7jQMvLy8qBRvAJCTk8OJEyfg5eWF6Oho2vZjYmJw7do1SElJCYzr6enhxYsXtGzXNLVZXEFYoPriWjt37kTTpk1rbN/b2xuTJ09GZGQkunTpAgC4efMmwsPDsWvXrhrbE8W4ceOonzt27Ihnz57h8ePH0NHRYaRLjrOzMyQlJXH27Fk0a9aMkWvEuHHjMHXqVNy5cwcWFha4desWWrVqhV69emH58uV49+4d9u3bB1NTU9q+viUhIQF79uxBaGgo5OXlMX/+fLi6uiI7Oxve3t4YNmwY4uPja2Rzx44dWL58OWbPno3Vq1dTGxEqKirYtGkT7aBbRUUFr169gr6+vsD43bt3GW1VuX37dgQEBMDR0RHBwcHw9PSEgYEBli9fzojoX72HcPyyKCgokPT0dFZ9KCoqsupD3Ofw9etX4uzsTJ4+fcrCrDg4ODjEQ0VFhbouGRgYkIiICEIIIWlpaURWVrYup8bBUWuoqKiQhw8fEkIEv+djYmKIhoZGrc6FzjqGx+OR3r17k3379pGioiKGZ1bOjRs3yNixY4mFhQWxsLAgY8eOJTdu3GDFFxvIycmRR48esWb/1q1b1HX0zZs3ZMCAAURRUZF06NCB3L17lzE/GzZsIKampqRRo0Zk2LBh5MyZM6S0tFTgMc+fPycSEhI1tt22bVty4sQJQojg5+H+/ftETU2N9tznzZtHevToQV69ekUUFRVJamoqiY2NJQYGBmTFihW07VcgKytLMjMzCSGEqKurk3v37hFCCElJSSGNGzdmzE99hTvp/oURd2e1JhCWhdR69uwp0Cu8ujRq1AjHjh1jTN2Tg4ODgwlMTU2RmJgIfX19dOnSBevWrYOUlBQCAgLqVV9Xjl+P06dPY9CgQWjUqBFOnz5d5eN4PB6GDh1Ky5eNjQ02bdqEgIAAymZ+fj68vLwwePBgWrZrCp11DNPiWqLo0qULDhw4wJg9AAIlIj/in3/+oeXL2NiY0RTmb7G0tKR+1tDQqLLfOF127NgBFxcXTJo0qcr0cQ0NDezevbvGtjMyMmBhYSE0Li0tjYKCghrb+5Y1a9Zg5syZ0NbWRmlpKYyNjVFaWoqxY8di6dKltO1XoKmpiQ8fPkBXVxc6Ojq4ceMGzM3NkZGRwXq8UB/g+nQ3QLZs2SJynMfjQUZGBoaGhrCysqrXPV+Dg4MxadIkofGSkhIsW7YMvr6+tH1MnDgR7du3Z0Tdk4ODg4MJLly4gIKCAjg4OCAtLQ1DhgxBSkoK1NTUcPjwYVhbW9f1FDl+Ufh8PtXCqKJGVhRMtDDKzs7GgAEDQAhBamoqLC0tkZqaiiZNmiA6Olpk5xG2qEkP7aooKSmhxLXCw8PFFtcSRVlZGdLS0kSKkFlZWYlls0+fPgK/37lzByUlJVS/5pSUFEhISKBjx46IiIgQb+L/T0REBJYuXYo1a9bAzMxMqE+3kpISLfsZGRkoKSlBq1atBMZTU1PRqFEj6Onp0bJfGxgbG8PX1xfDhg0TeD9uwnVVgAAAZMFJREFU3boVQUFBjAmQPX/+HPfv30d+fj4sLCyE/mZ0mTx5MrS1teHl5YVt27ZhwYIF6N69OxISEuDg4CDWhsTPBBd0N0D09fWRk5ODwsJCqKqqAijvjyonJwcFBQW8ffsWBgYGuHr1KrS1tcXy8ebNG8yfPx9XrlzB27dvhXao6H7hKikpYcCAAQgICKCew5MnTzB27Fi8f/8emZmZtOwDgI+PDzZs2IC+ffuiY8eOkJeXF7ifqd6NHBwcHHT48OEDVFVVBWods7OzoaWl9d3gh4PjZ6akpAShoaFISkpCfn4+OnToACcnJ7Gy2+jARNBdwZcvXyhxra9fv0JKSoqWuNaNGzcwduxYPHv2TGgdxsTmB1B+kh0ZGYmQkBCBNaWzszN69uwpJOJWUyquYd/WchMaQmqV6dWrF1xcXARarQHA/v37ERgYiCtXruDBgwcwMjJi5L1VWFgoUpm7Xbt2YtsMDAzEihUrsGHDBri6uiIwMBDp6enw9fVFYGAgxowZQ3faApSUlODz588Cug1MUFZWhrKyMqpzQGhoKK5du4ZWrVph2rRpQhoODQ0u6G6AHDp0CAEBAQgMDETLli0BAGlpaZg2bRqmTp2K7t27Y8yYMdDU1BS7996gQYOQlZWFWbNmiRS+oCvqkJ6ejnHjxuH58+cICgpCSkoKPD09MXz4cGzfvh3Kysq07AMQEoyoDI/Hw9OnT2n74ODg4GADJSUl3Lt3j0s55+BgGSaC7m/FtSZOnCggrvXx48cai2sB5W2qjIyM4O3tLXItxsRaqXnz5rh48SJMTEwExh88eAAbGxu8fPmSlv0fdYvp1asXLftKSkq4c+cODA0NBcbT0tJgZGSETp064e3bt9DS0qLajIlDTk4OJk2aVGX6Ot3NgwMHDmDFihVIT08HAGhpacHb2xuurq5i2zxz5gzev38vkFm6evVqrFq1CiUlJbC2tsbhw4epzRYOenBBdwOkZcuWOHbsGNq3by8wfvfuXYwYMQJPnz7FtWvXMGLECKoNRE1RVFRETEyMkA8mKSsrw+zZs7Ft2zZISEggJCQEjo6OrPgi3/TC5eDg4KjPMHn6xsEhDleuXKGy3b5Na96zZw9t+y9fvkRsbKxI+7WZiUZng+uff/5BUFAQnjx5gsGDB2Py5MkYPHiwQIZKdnY29PT0xOoPLi8vj8TERKGAkkkUFRVx5swZ9O7dW2D86tWrsLOzw6dPn1jzzQTKysqIjIwUqom+ffs2OnfujE+fPuHly5cwNTXF58+fxfbj5OSEZ8+eYdOmTejduzdOnDiBN2/eUFmVtra2NbJXWUOhMoWFhcjPz2ekxKJPnz74/fffqXZd165dQ8+ePbFy5Uq0bdsWS5YswaBBg2jX7VcmNzcX8fHxIj/XEyZMYMxPvaT2tds42EZWVpbcunVLaDw+Pp5Sv83IyCDy8vJi+2jbti25c+eO2P+/Opw+fZqoq6uT7t27E3V1ddK3b1/y4sULRn0EBgYSExMTIiUlRaSkpIiJiQnZtWsXoz44ODg4mKY2uk9wcFTFihUrCJ/PJ507dybDhg0jw4cPF7jRJSgoiEhJSREFBQWiq6tL9PT0qJu+vj4Dz6D60PmsGRoakjVr1pCXL19W+ZgvX76Q4OBgsez36dOH/Pvvv2L93+oyfvx4oqenR44dO0aeP39Onj9/TsLCwoi+vj6ZMGECIz6io6OJk5MT6datG8nOziaEELJ3714SExND2/aQIUPIyJEjSUlJCTVWUlJCRowYQQYOHEgIISQzM5O2Srempia5efMmIaRc8f7JkyeEEEJOnTpFunfvXmN7fD6fvH37lvr5zZs3tOYnCnV1dYG1/Jw5c8iAAQOo38+dO0cMDQ0Z83f69GmiqKhIeDweUVZWJioqKtRNVVWVMT/1FS7oboAMHjyYdOjQQeCDdOfOHdKxY0dia2tLCCl/45uamort48KFC8TGxoZkZGTQna5Ipk6dSqSlpcnff/9NysrKyKtXr8igQYNI48aNyeHDhxnxsWzZMiIvL08WLVpETp06RU6dOkUWLVpEFBQUyLJlyxjxwcHBwcEGXNDNUZdoamqSvXv3sma/RYsWxMfHR6jlEtMUFxeTS5cuEX9/f/Lx40dCCCEvXrwgnz59YtUvUxw/fpwYGxuToKAgkpCQQBITEwVuTFBQUEBmzJhBpKWlCZ/PJ3w+n0hJSZEZM2aQ/Px82vbDwsKIrKwsmTx5MpGWlqaua1u3biWDBg2ibf/hw4dETU2NtGzZkkyaNIlMmjSJtGzZkqirq5P79+/Ttl+BoqIitSbW0dEhsbGxhBBCnj59Kla7x6ZNm5LTp08TQspbz1UE4EwiIyNDnj17Rv3eqVMnsm7dOur3zMxMIicnx5i/Vq1aEQ8PD1JQUMCYzZ8JLuhugLx69Yr069eP8Hg86gSXz+eT/v37k9evXxNCCImIiCAXLlwQ24eKigplV0FBgaiqqgrc6GJiYkL176uMn58frRP6yjRp0oQcPHhQaPzgwYOM9D3k4ODgYAsu6OaoSxo3bkzS0tJ+WvuElAcUbdq0IXJyckRCQoL6PLm7u5Np06Yx6qugoIA8evSI8aCYx+MJ3fh8PvUvk+Tn51PzZiLYrqB9+/YkJCSEECJ4Xbtz5w5p2rQpIz5evHhBFi9eTAYPHkxGjBhBvL29yfv37xmxXYGlpSUJDw8nhBAydOhQMn78eJKdnU08PT2JgYFBje15eXlRr+OPbuLSsmVLas6fPn0iUlJS1GYBIYTcvn2bNGnSRGz73yInJ/dLf29xfbobIJqamrh06RIeP36MlJQUAEDr1q2pVg+AcDuImrJp0yZa//9H3L59G9LS0kLjM2fORL9+/RjxUVxcLNC/sYKOHTuKVVvFwcHBUVtw+hMcdcnkyZNx8OBBLFu2jBX7rq6uOHr0KBYtWsSKfQDw8PCApaUlEhMToaamRo3b29tjypQpjPhgW1wrIyOD1v+vCfLy8rQUuKviyZMnIlubKSsrIzc3lxEfWlpaWLNmDSO2qsLDw4PSSfLy8sLAgQNx4MABSElJITg4uMb2VqxYgTFjxiAtLQ12dnYICgqCiooKo3MeOXIkZs+ejT///BPnz5+HpqYmunbtSt2fkJAgEDvQZcCAAUhISPhltUi4oLsBEhsbix49eqBNmzZo06YNKz6+bb3ANKIC7gqYugCMHz8eO3bsEBKICAgIgJOTEyM+ODg4ONiAcBqoHHXI58+fERAQgMuXL6Ndu3ZCYk90hZd8fX0xZMgQhIeHi+zdzISwU0xMDK5duybUpkhPTw8vXrygbR8AZs+ejby8PNy8eVOkuBZddHV1GZilMA4ODggODoaSkhIcHBy++9jjx4/T8qWpqYm0tDShftmxsbGMBmdstPKqzLhx46ifO3bsiGfPnuHx48fQ0dFBkyZNxLJZsY738vLCyJEjIScnx8hcK1i+fDlevHgBd3d3aGpqYv/+/ZCQkKDuP3ToEIYOHcqYP1tbWyxYsADJyckiP9d2dnaM+aqPcEF3A8Ta2hrNmzeHo6Mjxo0bB2NjY0bsfvz4EUpKStTP36PicXQICwvDkSNHRF4k79y5Q9s+AOzevRsXL16kdvZu3ryJrKwsTJgwAXPnzqUex6RyIwcHB0d1+fjxIyIiItC6dWu0bduWGk9OToaWllYdzozjVyYpKYnqXvLgwQOB+5jIwvD19cWFCxeoTfbKNpnK8igrKxN50pydnQ1FRUVGfERERODUqVOwtLQEn8+Hrq4u+vfvDyUlJfj6+tZY0VoU+/btg7+/PzIyMnD9+nXo6upi06ZN0NfXF7t9q7KyMvV3ZqLt2PeYMmUKPDw8sGfPHvB4PLx8+RLXr1/H/PnzGcmkyMnJgbOzM/7991+R9zPRy1wUcnJy6NChAyO2vLy8qJ/Xrl2L6dOnM3LqLSsri71791Z5/9WrVwV+j4uLg6Wl5XcPxr5HRQbJypUrhe5jqq98fYZrGdYAeffuHUJDQ3Ho0CFcv34d7dq1g5OTExwdHdGiRQux7UpISODVq1fQ0NAAn88X+cVHCGHkg7NlyxYsWbIEkyZNQkBAAJydnZGeno5bt25h5syZWL16NS37QPVT7Hk8HiIiImj74+Dg4PgRo0aNgpWVFWbNmoWioiKYm5sjMzMThBCEhoZixIgRdT1Fjl+c0tJSxMXFwczMjLX+vaqqqti4caNA/2CmGT16NJSVlREQEABFRUUkJSVBXV0dw4YNg46ODoKCgmj7UFJSQlJSEvT09KCrq4uDBw+ie/fuyMjIgImJCQoLC2nZ37FjB5YvX47Zs2dj9erVePDgAQwMDBAcHIyQkBChoKk+QgjBmjVr4OvrS/09pKWlMX/+fKxatYq2faZbeVWm8uHMj2Dq8IZOC7uf2XdDgAu6GzgZGRk4ePAgDh06hMePH8PKykrsADIqKgrdu3eHpKQkoqKivvvYXr16ieWjgop0GkdHR4F+tMuXL8eHDx/g5+dHyz4HBwdHfURTUxMXLlyAubk5Dh48CC8vLyQmJiIkJAQBAQG4e/duXU+RgwMyMjJ49OgR9PX1WbGvqamJmJgYtGrVihX7QPmJ9oABA0AIQWpqKiwtLZGamoomTZogOjqakT7InTp1go+PDwYMGAA7OzuoqKjA19cXW7ZsQVhYGNLT02nZNzY2xpo1azB8+HCBtdKDBw/Qu3dvvHv3jvZzqC2+fv2KtLQ05Ofnw9jYGAoKCozYbdasGU6dOoXOnTtDSUkJCQkJMDIywunTp7Fu3TrExsaKbfvbw5s7d+6gpKSEytBISUmBhIQEOnbsyNjhTeXXubapLd9mZmY4f/48tLW1WfVT23Dp5Q0cfX19LFq0CObm5li2bNkPg+XvUTmQ7tWrFz5//oykpCSRDe7pkpWVhd9++w1AefrLp0+fAJTXYXft2pULujk4OBokeXl5aNy4MQAgPDwcI0aMgJycHFULx8FRHzA1NcXTp09ZC7o9PDywdetWbNmyhRX7ANCiRQskJiYiNDQUSUlJyM/Ph6urK5ycnCArK8uID6bFtb4lIyMDFhYWQuPS0tIoKCgQ266FhUW10/iZKveTkpKCsbExnj17hqysLLRp0wZ8Pp+23YKCAmoDRVVVFTk5OTAyMoKZmRntuVfOJPjnn3+gqKiIkJAQKgPkv//+g7OzM3r27EnLz69GZmYmiouL63oajMMF3Q2YuLg4HDhwAGFhYfj8+TOGDRsGX19fRmyHh4djwoQJIndRmUgv19TUxIcPH6CrqwsdHR3cuHED5ubmyMjI4ASEODg4Giza2tq4fv06GjdujPDwcISGhgIoX7zJyMjU8ew4OMrx8fGh0n87duwIeXl5gfvp6rrEx8cjIiICZ8+ehYmJiZDgEl3xrgokJSUFBLCYhg1xrcro6+vj3r17QoJq4eHhAhoQNWX48OE0Z/Zj9uzZg9zcXIEU7alTp2L37t0AykVzL1y4QPu0s3Xr1njy5An09PRgbm6OnTt3Qk9PD/7+/mjWrBkt25XZsGEDLl68KFByoaqqCh8fH9jY2GDevHmM+OH0PH5euKC7AbJ48WKEhobixYsXsLGxwebNmzFs2DBGVQ/d3NwwcuRILF++HE2bNmXMbgXW1tY4ffo0LCws4OzsjDlz5iAsLAwJCQk/VNLk4ODg+FmZPXs2nJycoKCgAB0dHfTu3RsAEB0dDTMzs7qdHAfH/zN48GAA5WrDlU9EmdJ1UVFRqZXv+pcvXyI2NlZkxp67uzvj/pgU1wLKa4pnzpyJz58/gxCC+Ph4HDp0CL6+vggMDBTbbmXhLrYICAjAtGnTqN/Dw8MRFBSEvXv3om3btpg1axa8vb1pPQ+A/WyDCj5+/IicnByh8ZycHCpbkwkaWsr1rwRX090A6d69O5ycnDBq1ChGdlJFoaSkhLt376Jly5as2C8rK0NZWRkkJcv3hQ4fPoy4uDi0atUK06dPF9r15uDg4Ggo3L59G1lZWbCxsaFOEM+dOwdVVVWq7IaDoy5hW9elNggODsa0adMgJSUFNTU1IYX0p0+fimW3tsW1Dhw4gBUrVlD14VpaWvD29oarqytt25W5ffs2Hj16BAAwMTERmdZeE9TU1BAZGUltJs6YMQM5OTkICwsDAERGRsLZ2ZnxXuSFhYWMZhtUMGHCBMTExGDDhg3o3LkzgPKOOAsWLEDPnj0REhIitu3S0lJs3Lixyo4+Hz58oDX36lJbQmp1WbfOJlzQ3YBJTk4W+eFkog+ei4sLunfvzvhFvTJV1YzzeDxG+wZycHBw1CVz587FqlWrIC8v/8MFO9e+kIODGbS1tTF9+nQsXryYkdrhCupCXAsoDybz8/MZEYCrzNu3bzFmzBhERkZSbapyc3PRp08fhIaGQl1dXSy7cnJyePToEZUab25uDldXVyrDICsrC61bt0ZRUREjz4NtCgsLMX/+fOzZs4eqR5aUlISrqyvWr18vVIJRE5YvX47AwEDMmzcPS5cuxZIlS5CZmYmTJ09i+fLlrGRliKK2guGGGnRz6eUNkIyMDNjb2yMpKQk8Ho+qga7YxWWiD56fnx9GjhyJmJgYkQ3u6V4AwsPDMX78eLx//17ovl+hlx8HB8evw927d6lF2vfUyZnqT8zBwQQxMTHYuXMnnj59iqNHj6J58+bYt28f9PX10aNHD9r2w8LCqjzZY0K8q7CwEGPGjGE04AbqRlzr7du3ePLkCYDy64S4gbAo3Nzc8OnTJzx8+JCqE09OTsbEiRPh7u6OQ4cOiWVXV1cXt2/fhq6uLt69e4eHDx+ie/fu1P2vX79mpEc4IQRhYWG4evWqyDICpvQB5OTksH37dqxfv57KOmjZsiWtYLuCAwcOYNeuXbC1tcWKFSvg6OiIli1bol27drhx4wYjQXdJSQkiIyORnp6OsWPHQlFRES9fvoSSkhKlJM9kmvwvCeFocAwZMoQMGzaM5OTkEAUFBZKcnExiYmJI586dSXR0NCM+AgMDiaSkJFFQUCC6urpET0+Puunr69O2b2hoSP744w/y+vVrBmbLwcHBwcHBwRRhYWFEVlaWTJ48mUhLS5P09HRCCCFbt24lgwYNom1/8+bNREFBgcyaNYtISUmRadOmkX79+hFlZWXy559/0rZPCCELFiwgvr6+jNiqCi0tLfLgwQOh8fv375NmzZrRtv/x40cybtw4IiEhQXg8HuHxeERSUpI4OTmR3Nxc2vYJIURJSYnEx8cLjd+8eZMoKyuLbdfX15doamqSlStXkt69exMTExOB+zdu3Ej69u0rtv0K3N3dibS0NBk4cCCZOHEimTRpksDtZ0BOTo48e/aMEEKIpqYmuX37NiGEkPT0dKKkpETbfmZmJmnTpg2Rk5MjEhIS1OfZ3d2dTJs2jbb9Cirs/ogDBw6Q/Px8xvzWF7iT7gbI9evXERERgSZNmoDP54PP56NHjx7w9fWFu7s7I31elyxZAm9vbyxatIjxXWIAePPmDebOncuKSBsHBwcHBweH+Pj4+MDf3x8TJkygFPaBck0ZHx8f2va3b9+OgIAAODo6Ijg4GJ6enjAwMMDy5csZq1/19fXFkCFDEB4eLjJjj4lSDrbFtSZPnoy7d+/i3Llz6NatG4DyNaCHhwemTZsm8NqIS1lZmUgdnUaNGtFqF+vp6YnCwkIcP34cmpqaOHr0qMD9cXFxcHR0FNt+Bfv27cPx48cp8T8mcXBwQHBwMJSUlH4o/EfnRL1FixZ49eoVdHR00LJlS1y8eBEdOnTArVu3IC0tLbbdCjw8PGBpaYnExESoqalR4/b29pgyZQpt+xUYGhqiV69ecHV1xe+//15lR46xY8cy5rM+wQXdDZDS0lIoKioCAJo0aYKXL1+idevW0NXVpdKP6PL161eMHj2alYAbAH7//XdERkayJtTGwcHBwcHBIR5PnjyBlZWV0LiysjJyc3Np28/KyqJEA2VlZakAdfz48ejatSv8/Pxo+/D19cWFCxeoWutvhdSYwN7eHs7OziLFtZhQZz979iwuXLggkM4/YMAA7Nq1CwMHDqRtHyjvJuPh4YFDhw5RrapevHiBOXPmoG/fvmLb5fP5WLlyJVauXCny/m+DcHFRVlZmrTZYWVmZeq8wkQpfFfb29rhy5Qq6dOkCNzc3jBs3Drt370ZWVhbmzJlD235MTAyuXbsGKSkpgXE9PT28ePGCtv0K7ty5g6CgIMydOxezZs3C6NGj4erqSn02Gjpc0N0AMTU1RWJiIvT19dGlSxesW7cOUlJSCAgIYOzCM3HiRBw+fBh//vknI/a+he2acQ4ODg4ODg7x0NTURFpaGvT09ATGY2NjGVlnaGpq4sOHD9DV1YWOjg5u3LgBc3NzZGRkUDo1dNmwYQP27NmDSZMmMWJPFP7+/pg/fz7Gjh0rUlyLLmpqaiKDPWVlZYF+0XTw8/ODnZ0d9PT0qHZVWVlZMDMzw/79+xnxwSYrVqyAt7c39uzZA1lZWUZtBwUFifyZadauXUv9PHr0aOjo6OD69eto1aoVI8LCZWVlIrWSsrOzqUM8Jmjfvj02b96MDRs24PTp0wgODkaPHj1gZGQEFxcXjB8/nlE9gvoGp17eALlw4QIKCgrg4OCAtLQ0DBkyBCkpKVBTU8Phw4dhbW1N24e7uzv27t0Lc3NztGvXjvG0rN27d2P69OmQkZFhtJUHBwcHBwcHBz18fX2xf/9+7NmzB/3798f58+fx7NkzzJkzB8uWLYObmxst+5MnT4a2tja8vLywbds2LFiwAN27d0dCQgIcHBywe/du2s9BU1MTMTExaNWqFW1bP6KgoIBxcS2gvNf10aNHsW/fPmhqagIoFyCbOHEiHBwcBPpg04EQgitXrlAtw9q2bYt+/foxYpttioqKYG9vj7i4OOjp6QmtV5kQ5fvZGT16NJSVlREQEABFRUUkJSVBXV0dw4YNg46ODmsbCl++fMH27duxePFifP36FVJSUhg1ahT++usvNGvWjBWfdQkXdP8ifPjwAaqqqoylTH3bEqMyPB6PdhsMTU1NuLu7s1YzzsHBwcHBwSEehBCsWbMGvr6+KCwsBABIS0tj/vz5WLVqFW37ZWVlKCsrg6RkeUJmaGgorl27hlatWlG9teni6+uLV69eYcuWLbRt1RUWFhZIS0vDly9foKOjA6D8FFpaWlpoM4FOcHnlyhVcuXJFpPr3nj17xLZbG4waNQpXr17F77//jqZNmwqtg728vMS2bWFhUe11dU3//qdPn672Y+m2As7OzsaAAQNACEFqaiosLS2RmpqKJk2aIDo6mvE2dAkJCdizZw9CQ0MhLy+PiRMnwtXVFdnZ2fD29sbHjx8RHx/PqM/6ABd0c9RLGjdujFu3bnE13RwcHBwcHPWUr1+/Ii0tDfn5+TA2NqZaC/0M2NvbIyIiAmpqajAxMRE6ARVX+Kq2xLUAwNvbu9qPFTe49Pb2xsqVK2FpaYlmzZoJBZknTpwQy25tIS8vL1T3zhRs/v2/PXCq3AK48hjATCvgkpIShIaGIikpCfn5+ejQoQOcnJwYTcn/559/EBQUhCdPnmDw4MGYPHkyBg8eLPBcs7Ozoaenh5KSEsb81he4mm6OegnbNeMcHBwcHBwc4uHi4oLNmzdDUVERxsbG1HhBQQHc3NwYOf3Mzc1FfHy8yNPVCRMm0LavoqLCiJjZt9SWuBZA75S2uvj7+yM4OBjjx49n3RcbaGtrQ0lJiRXbbP79K7/nL1++jIULF2LNmjUCKvVLly7FmjVrGPEnKSmJcePGMWKrKnbs2AEXFxdMmjSpyvRxDQ0NRspH6iPcSTdHvYTtmnEODg4ODg4O8ZCQkMCrV6+E0k7fvXsHTU1N2qdUZ86cgZOTE/Lz86GkpCSk68JU27CGQG5uLsLCwpCeno4FCxagcePGuHPnDpo2bYrmzZvTtq+mpob4+HhWMw+zs7Nx+vRpZGVl4evXrwL30V3vnTt3Dlu3boW/v7+Q8B8b3L59m6p9NzExgYWFBW2bpqam8Pf3Fzqtj4mJwdSpUyl/dHj58iViY2NFbnJx4sXMwJ10c9RL7t+/T12oHjx4IHAfU3XpHBwcHBwcHNXn48ePIISAEIJPnz4J9NktLS3F+fPnGan/nDdvHlxcXLBmzRrIycnRttdQSUpKQr9+/aCsrPx/7d17WNR1+j/+JyhkoBxEUFQOKuABQVEk03UVU0QsVNYVkhAQTatV8pS5rRIuxkpfyCUjdQOGUsFDmtgaESCth1UCPOQBVDyA4IEVCYF0RPj94c/5OIIyzHvec8Dn47q6LnnP9HrdKHl1z32/7heuXLmCefPmoWvXrti9ezdKS0vx9ddfC95j7ty52LZtG1atWqWCiJvLzs6Gr68v+vbti6KiIgwePBhXrlxBU1MThg0bJnj9t956C/X19ejXrx+MjIyaFXFU9QHOrVu3EBAQgNzcXJiZmQF49IGIp6cn0tLSBE3lLikpka35pMd/7kJJJBLZrISWhherOumur69v8QMWV1dXle6jbVjpJiIiIqJW6evrP/eDbz09PURGRuKjjz4StI+xsTF+/fVX0e5XfmzXrl3YsWNHiwmAsoPHxByu9bQJEyZg2LBhiImJQZcuXXDy5En07dsXR44cwaxZs5ROyJYsWSL7dWNjI1JSUuDq6ipK56GHhwcmT56MyMhI2fdgZWWFwMBAeHt745133hG0fkpKynNfDw4OFrT+Y/7+/rh06RK+/vprDBw4EABw9uxZBAcHw8HBAampqUqv/cc//hGdOnXCN998g+7duwMAbt68idmzZ+PevXv4+eefBcVuY2ODBQsWYOXKlaIOL66srERISAgyMjJafF0VZ9O1GSvdRERERNSqAwcOoKmpCePHj8e3336Lrl27yl4zNDSEnZ0devbsKXifSZMmIT8/X9SkOz4+Hh999BFCQkKwd+9ehIaGoqSkBL/88gvee+89pdedNm2a6oJsxS+//IJNmzY1e96rVy/cuHFD6XWPHz8u9/XQoUMBiNN5eO7cOVlC2rFjR/z+++/o3Lkz1qxZg6lTpwpOulWVVLcmIyMDWVlZsoQbAAYNGoQvvvgCXl5egtZOSkrC9OnTYWtrK7srvaysDI6Ojvjuu+8ErQ08qjwHBASIflvQ+++/j99++w3Hjh3DuHHjsGfPHty8eRNRUVGIjY0VdW9twKSbiIiIiFo1duxYAMDly5dhY2Mj2v+kT5kyBcuXL8fZs2fh4uLSrLoq9IokAEhISMDmzZvx5ptvQiKR4IMPPkDfvn2xevVqQS3H6hhu9thLL72EmpqaZs/Pnz8vqJ35wIEDQsJqE2NjY1mXgbW1NUpKSuDs7Azg0YwAVbp3716zjgZVDVlrbGxs9nMKAAYGBs3OSLeVg4MDTp06hZ9++glFRUUA/u+udFV88BEWFoadO3fiww8/FLzW8+Tk5GDv3r1wd3eHvr4+7OzsMHHiRJiYmCA6OhpTpkwRdX9NY3s5EREREbWZWGczn5fM6+npqaQN1cjICOfOnYOdnR2srKzw008/YciQIbhw4QJGjhyJ27dvC97jMTGGawGPzlvfvn0bO3bsQNeuXXHq1Cl06NAB06ZNwx//+EesX79eJfuIadq0aZgyZQrmzZuHZcuWYe/evQgJCcHu3bthbm6OrKwsQevX1dVhxYoV2LFjR4t/pqpqaZ46dSqqq6uRmpoq6/YoLy9HYGAgzM3NtfpqtYcPH+L111/H77//3uKHXKoaXmxiYoJTp07B3t4ednZ22LZtG0aPHo3Lly/D2dkZ9fX1KtlHW7HSTUREREQKq6ysRGhoKH744YcWXxeayAitDCqiR48eqKqqgp2dHWxtbXH06FEMGTIEly9fbnYfsrLEHK4FALGxsZgxYwasrKzw+++/Y+zYsbhx4wZeffVVrF27VgXfgfji4uJQW1sL4NG917W1tdi+fTscHR1Vkux98MEHOHDgAL788ksEBQXhiy++QHl5OTZt2oR//OMfgtd/bMOGDfD19YW9vb2sBby0tBQuLi7YsmWL4PWzs7ORnZ3d4nRxoVf0RUdH48cff0T//v0BoNkgNVXp378/iouLYW9vjyFDhmDTpk2wt7fHxo0bn3mFWHvCSjcRERERKSwwMBBXr17F+vXrWzybqa42URcXF+zfv1+W5LTF3LlzYWNjg4iICHzxxRdYvnw5Ro8ejfz8fPj5+ankrmAxh2s96dChQzh16hRqa2sxbNgwTJgwQSXrtge2trb4+uuvMW7cOJiYmKCwsBAODg745ptvkJqaiv3796tsr6amJmRnZ8u6Gh63gAsVGRmJNWvWwN3dHdbW1s0SYaFVdHNzc3z22WcICQkRtE5rtmzZgoaGBoSEhKCgoADe3t6oqqqCoaEhJBIJ/P39Rd1f05h0ExEREZHCrK2tsXfvXnh4eMDExAT5+flwcnJCeno6YmJicOjQIbXE8eTE7rZqbGxEY2MjOnZ81PSZlpaGI0eOwNHRUXZ9klCmpqbIysrCiBEj5J7n5eXBy8sL1dXVgvfQdWVlZdDT00Pv3r0BPPq92bZtGwYNGoS3335b8PqdO3fG2bNnYWtri969e2P37t3w8PDA5cuX4eLiIquyq4JY1Whra2vExMQgKChIaIgt6tGjBw4ePAhHR0dR1n+W+vp6FBUVwdbWFt26dVPr3prA9nIiIiIiUlhdXZ3sPm5zc3NUVlbCyckJLi4ugq/BUhd9fX25s+MBAQEICAhQ6R5iDNeKj49X+L2qvl9ZDLNmzcLbb7+NoKAg3LhxAxMmTMDgwYOxdetW3LhxA6tXrxa0ft++fXH58mXY2tpiwIAB2LFjBzw8PLBv374W775WVmvVaCGkUilGjRqlsvWeFh4ejs8//7xNP1uqYGRkpJK72HUFK91EREREpLARI0YgKioKkyZNgq+vL8zMzBAdHY34+Hjs2rULJSUlaolDSKUbeHS+Oi8vr8XK5OzZswXHJ8ZwrT59+sh9XVlZifr6erkz40ZGRrCyssKlS5cEfw9iMzc3x9GjR9G/f3/Ex8dj+/btOHz4MDIzM7FgwQLB38Nnn32GDh06YNGiRcjKysIbb7yBpqYmPHjwAHFxcQgPD1fJ9yFmNXrFihXo3LkzVq1apfK1AWD69OnIycmBhYUFnJ2dm31QtHv3bqXXfvLO99aoamCbtmKlm4iIiIgUFh4ejuvXrwN4dEWWt7c3tm7dKjubqQv27duHwMBA1NbWwsTEpNnwKFUk3WIM17p8+bLs19u2bUNCQgISExNlQ7CKi4sxb948zJ8/X3D86vDgwQO89NJLAICsrCzZdXADBgyQ/YwJsXjxYtmvJ0yYgKKiIhQUFMDBwUHwlP0niVmNvnfvHjZv3oysrCy4urqqfLq4mZkZ/Pz8BK3xLE/f+V5YWIiGhgbZz+v58+fRoUMHDB8+XJT9tQkr3URERESkNE2dzRRS6XZycoKPjw8++eQTGBkZiRDdI2IN1wKAfv36YdeuXc2uICsoKMCMGTPkEnRt9corr8DT0xNTpkyBl5eXbIr80aNHMWPGDFy7dk3TISpEzGq0p6fnM1/T09NDTk6OyvcUQ1xcHHJzc5GSkgJzc3MAwJ07dxAaGooxY8Zg6dKlGo5QXEy6iYiIiEghDx48wIABA/D999/LJnJripCk29jYGL/++qvSremKEvOqJyMjI/z8888tDmobN26cTtx7nJubi+nTp6OmpgbBwcGy35O//vWvKCoqUqq1WV3n3p9snW5sbERKSgpcXV1FqUa3B7169UJmZiacnZ3lnp8+fRpeXl6oqKjQUGTqwfZyIiIiIlKIgYEB7t27J+oely5dUigZ3rRpE7p3767UHpMmTUJ+fr6oSbeYw7UA4LXXXsP8+fPx1VdfyQZSFRQU4J133tGZa8PGjRuH//3vf6ipqZFVPwHg7bffVroD4bPPPlPofXp6eoKS7qdbp4cOHQrgURL59D7abteuXdixYwdKS0shlUrlXlPVcMSamhpUVlY2e15ZWYm7d++qZA9txko3ERERESnsk08+wfnz5/HVV1/JrtxSJX19fYwdOxZhYWGYMWMGOnXqpPI9EhMTsWbNGoSGhsLFxaVZZfLx2WIhxL7qqbKyEsHBwcjIyJDF39DQgEmTJkEikcgmzGuz33//HU1NTbIE++rVq9izZw8GDhyISZMmaTg67eDp6fncxF1oe3l8fDw++ugjhISEYPPmzQgNDUVJSQl++eUXvPfee1i7dq2g9R+bPXs2Dh48iNjYWHh4eAAAjh07huXLl2PMmDFISUlRyT7aikk3ERERESls+vTpyM7ORufOneHi4gJjY2O514VMOwaAEydOIDk5GampqZBKpfD390dYWJjsf9RV4cnrwp6mp6eHhw8fCt7DwsICeXl56Nevn+C1nuf8+fMoKioC8GgAmZOTk6j7qZKXlxf8/PywYMECVFdXY8CAATAwMMD//vc/xMXF4Z133tF0iBr35DA44NERjxMnTuD06dMIDg7GP//5T0HrDxgwABEREXjzzTfljmysXr0aVVVV2LBhg6D1H6uvr8eyZcuQlJSEBw8eAAA6duyIsLAwfPrpp83+HmlvmHQTERERkcJCQ0Of+3pycrJK9mloaEB6ejokEgkyMjLg5OSEOXPmICgoCJaWlirZQ0xiX/XUHnTr1g0///wznJ2d8dVXX+Hzzz/H8ePH8e2332L16tWyAXTK+tOf/gQPDw+sWLFC7nlMTAx++eUX7Ny5U9D6mvTxxx+jtrYW/+///T9B6xgZGeHcuXOws7ODlZUVfvrpJwwZMgQXLlzAyJEjcfv2bRVF/EhdXZ3sWsF+/fq1+2T7MSbdRERERPRc6enpmDx5crM2bHW4f/8+EhISsHLlSkilUhgaGmLmzJlYt24drK2tRd3bxcUF+/fvl1351Rp1Dtd6+PAhJBLJMwe16cJUayMjI9nk+5kzZ8LZ2RkREREoKytD//79BQ+Ds7S0RE5ODlxcXOSe//rrr5gwYQJu3rwpaH1NunjxIjw8PFBVVSVonb59++Lbb7+Fm5sb3N3dZVfOZWZmIiAgQPD69AgHqRERERHRc02fPh03btyApaUlOnTogOvXr4t+Zjg/Px9JSUlIS0uDsbExli1bhrCwMFy7dg2RkZGYOnUq8vLyRI3hypUrslZYRahzuFZ4eDgkEgmmTJmCwYMH68TArqc5ODjgu+++w/Tp0/Hjjz/KWqlv3boFExMTwevX1tbC0NCw2XMDAwPU1NQIXl+T/vvf/6pk3sH48eORnp4ONzc3hIaGYvHixdi1axfy8/MF39/t5+cHiUQCExOTVtcSeixF2zHpJiIiIqLnsrS0xNGjR/HGG2+gqalJ1AQvLi4OycnJKC4uho+PD77++mv4+PjIzmH36dMHEokE9vb2osWgrAMHDqhtr7S0NOzYsQM+Pj5q21PVVq9ejVmzZmHx4sUYP348Xn31VQBAZmZms/vHleHi4oLt27dj9erVcs/T0tIwaNAgweurw9PJalNTE65fv478/HyVHF3YvHmzrEvivffeg4WFBY4cOQJfX1/Mnz9f0NqmpqayvytMTU0Fx6rL2F5ORERERM/18ccfY82aNQol20KHkDk6OmLOnDkICQl5Zvu4VCpFamoqgoODBe3VGiF3gYutZ8+eyM3N1anBaS25ceMGrl+/jiFDhsg+WMnLy4OJiQkGDBggaO19+/bBz88Ps2bNwvjx4wE8ujs9NTUVO3fuxLRp04SGL7qnZyjo6+vD0tIS48ePh5eXl4aiorZi0k1ERERErSoqKsLFixfh6+uL5ORkmJmZtfi+qVOnqjcwEWlz0h0bG4tLly5hw4YNOtla/rRr164BAHr37q3Sdf/973/jk08+wYkTJ/Dyyy/D1dUVERERGDt2rEr30WXV1dXIy8trcTbA7NmzNRRV+8Kkm4iIiIgUFhkZieXLl8vuVhZLfX09SktLIZVK5Z67urqKuu+TtDnpnj59Og4cOICuXbvC2dm52aA2XTgj29jYiKioKMTGxqK2thbAo9/zpUuX4qOPPnru1W6kGvv27UNgYCBqa2thYmIi9wGOnp6eoEFqbm5uCn8gVFhYqPQ+uoBnuomIiIhIYREREaKuX1lZiZCQEGRkZLT4uiru0G4PzMzMMH36dE2HIchHH32ExMRE/OMf/8Do0aMBAIcOHcLHH3+Me/fuYe3atSrZp6CgQHb9mLOzs0rOi6uLubl5i4mrnp4eOnXqBAcHB4SEhLR6ld+zLF26FHPmzMEnn3yi8g/SdKF9X11Y6SYiIiIihd28eRPLli2TXVX19P9KCk2KAwMDcfXqVaxfvx7jxo3Dnj17cPPmTVlFdMqUKYLWB4BLly4pVL3etm0bpk6d+sLcJaxuPXv2xMaNG+Hr6yv3fO/evXj33XdRXl4uaP1bt24hICAAubm5suMQ1dXV8PT0RFpamk7c9/7ZZ59h7dq1mDx5Mjw8PAA8OvOekZGBxYsX4/Lly/jmm2/w+eefY968eW1e39jYGL/++qtWdnO0J6x0ExEREZHCQkJCUFpailWrVsHa2lrl54lzcnKwd+9euLu7Q19fH3Z2dpg4cSJMTEwQHR2tkqTbwcEBY8eORVhYGGbMmPHMq5dmzZoleC96tqqqqhaHpQ0YMEAl90MvXLgQd+/exZkzZzBw4EAAwNmzZxEcHIxFixYhNTVV8B5iO3ToEKKiorBgwQK555s2bUJmZia+/fZbuLq6Ij4+Xqmke9KkScjPz1db0q3LXQdCsNJNRERERArr0qULDh48KLuDWtVMTExw6tQp2Nvbw87ODtu2bcPo0aNx+fJlODs7o76+XvAeJ06cQHJyMlJTUyGVSuHv74+wsDBZJVGbKXpOVhfOyL7yyit45ZVXEB8fL/d84cKF+OWXX3D06FFB65uamiIrKwsjRoyQe56XlwcvLy9UV1cLWl8dOnfujBMnTsDBwUHu+cWLFzF06FDU1taipKQErq6uqKura/P6iYmJWLNmDUJDQ+Hi4tJsNsDTXQjKag9dB0Kw0k1ERERECrOxsWnWUq5K/fv3R3FxMezt7TFkyBBs2rQJ9vb22Lhx4zOvEGuroUOH4p///CdiY2ORnp4OiUSCP/zhD3BycsKcOXMQFBSktUlAezonGxMTgylTpiArK0t2R/d///tflJWVYf/+/YLXb2xsbJZEAoCBgUGzKd3aqmvXrti3bx8WL14s93zfvn3o2rUrAKCurg5dunRRav3H1fE1a9Y0e01PT09lMxTaQ9eBEKx0ExEREZHCMjMzERsbK0uGVW3Lli1oaGhASEgICgoK4O3tjaqqKhgaGkIikcDf31/le96/fx8JCQlYuXIlpFIpDA0NMXPmTKxbt05lib6mHD58GO7u7njppZc0HUqLKioq8MUXX6CoqAgAMHDgQLz77rvo2bOn4LWnTp2K6upqpKamytYrLy9HYGAgzM3NsWfPHsF7iO1f//oX3nnnHfj4+Mg6MX755Rfs378fGzduRFhYGGJjY5GXl4ft27drONpnaw9dB0Iw6SYiIiIihZmbm6O+vh4NDQ0wMjJqVklUxVncJ9XX16OoqAi2trbo1q2bStfOz89HUlIS0tLSYGxsjODgYISFheHatWuIjIxETU0N8vLyVLqnupmYmODEiRMv5KCssrIy+Pr64syZM7CxsZE9Gzx4MNLT01V+J7hYDh8+jA0bNqC4uBjAo26QhQsXYtSoUWqLwcXFBfv375f9PrbVs46lHD9+HGPHjkVNTY0KotReTLqJiIiISGEpKSnPfT04OFhNkSgvLi4OycnJKC4uho+PD+bOnQsfHx+5e6GvXbsGe3t7NDQ0aDBS4bTxrvHS0lKF3mdrayt4r6amJmRlZclV0idMmCB43ReN0J+j9tB1IASTbiIiIiLSqCVLlij83ri4OMH7OTo6Ys6cOQgJCXlm+7hUKkVqaqpOfIjwPNqYdOvr67c4DK6pqUn2XE9PT9AHHg8ePMDLL7+MEydOYPDgwUqvow1KSkqQnJyMS5cuYf369bCyssIPP/wAW1tbODs7qyUGoT9HLXUdlJaWwsXFRae6DpTFQWpERERE1CYPHz7Ed999J3f1j6+vLzp06KDUesePH5f7urCwEA0NDejfvz8A4Pz58+jQoQOGDx8uLPD/34ULF1p9j6Ghoc4n3Nrq6T/vx5qampCWlob4+Hh07txZ0B4GBgawtbVV2SAwTfn5558xefJkjB49Gv/5z38QFRUFKysrnDx5EomJidi1a5emQ1SIjY0NCgsLkZ2dLft740XqOmClm4iIiIgUdvHiRfj4+KC8vFyWFBcXF8PGxgb//ve/0a9fP0Hrx8XFITc3FykpKTA3NwcA3LlzB6GhoRgzZgyWLl0q+Ht4rL6+HqWlpZBKpXLPXV1dVbaHpmljpbslWVlZ+PDDD3H+/HksWbIES5cuVXoi92OJiYnYvXs3vvnmG9mkb13z6quv4s9//jOWLFki92eZl5cHPz8/XLt2TS1xqOLnKDs7G9nZ2bh161az6fFJSUlCQ9RqTLqJiIiISGE+Pj5oamrC1q1bZYnM7du38dZbb0FfXx///ve/Ba3fq1cvZGZmNmubPX36NLy8vFBRUSFofQCorKxESEgIMjIyWnxd16ujT9L2QWqFhYVYsWIFDh48iLlz52L16tWwsrJSydpubm64ePEiHjx4ADs7OxgbGzfbW9t17twZv/76K/r06SOX+F65cgUDBgzAvXv31BKH0KQ7MjISa9asgbu7O6ytrZsdL2jvZ7rZXk5ERERECvv5559x9OhRucqhhYUF/vGPf2D06NGC16+pqUFlZWWz55WVlbh7967g9QHg/fffx2+//YZjx45h3Lhx2LNnD27evImoqCjExsaqZA9toa31tZKSEvz1r3/Ft99+i5kzZ+Ls2bMq/2Bg6tSpLZ4d1yVmZma4fv06+vTpI/f8+PHj6NWrl4aiaruNGzdCIpEgKChI06FoBJNuIiIiIlLYSy+91GLyW1tbC0NDQ8HrT58+HaGhoYiNjZXdS3zs2DEsX74cfn5+gtcHgJycHOzduxfu7u7Q19eHnZ0dJk6cCBMTE0RHR2PKlCkq2UdsDQ0NyM3NRUlJCWbNmoUuXbqgoqICJiYmsjPRqvqgQpXeffddJCYmwtPTE/n5+c2ukVKVjz/+WJR11SkgIAArVqzAzp07oaenh8bGRhw+fBjLli3D7NmzBa9/6dIlhT7s2LRpE7p37670PlKpVK1XnGkbtpcTERERkcJmz56NwsJCJCYmyiXF8+bNw/DhwyGRSAStX19fj2XLliEpKQkPHjwAAHTs2BFhYWH49NNPm7UIK8PExASnTp2Cvb097OzssG3bNowePRqXL1+Gs7Mz6uvrBe8htqtXr8Lb2xulpaW4f/8+zp8/j759+yI8PBz379/Hxo0bNR3iM+nr66NTp04YMGDAc9+nbPt3XV0dli1bhvT0dEilUrz22mv4/PPPYWlpqdR6miSVSvHee+9BIpHg4cOH6NixIx4+fIhZs2ZBIpEoPbzwMX19fYwdOxZhYWGYMWMGOnXqpKLI5a1YsQKdO3fGqlWrRFlf2zHpJiIiIiKFVVdXIzg4GPv27YOBgQGARxVXX19fSCQSmJqaqmSfuro6lJSUAAD69eunkmT7sREjRiAqKgqTJk2Cr68vzMzMEB0djfj4eOzatUu2rzabNm0aunTpgsTERFhYWMjO2+bm5mLevHkKTWjXlMjISIXeFxERodT6S5YswebNmxEYGIhOnTohNTUVo0eP1ulzw2VlZfj1119RW1sLNzc3ODo6qmTdEydOIDk5GampqZBKpfD390dYWJjsAzUhnrwKsLGxESkpKXB1dYWrq6vs747HVHEVoDZj0k1EREREbXbx4kW5q38cHBw0HJHitmzZgoaGBoSEhKCgoADe3t6oqqqCoaEhJBIJ/P39NR1iqywsLHDkyBH079+/2YCtQYMG6US1XlGHDx+Gu7s7XnrpJYXe36dPH8TExODPf/4zAKCgoAAjR47E77//jo4ddft0bUNDA+7duyf4SrWW1k1PT4dEIkFGRgacnJwwZ84cBAUFKd0h4OnpqdD79PT0kJOTo9QeuoJJNxEREREppKamBp07d4a+vr7c88bGRtTW1sLExESpdf38/CCRSGBiYtLque3du3crtcfz1NfXo6ioCLa2tujWrZvK1xeDubk5Dh8+jEGDBskl3YcOHcKf/vQn3Lx5U9MhqkxbJ7AbGBjg6tWr6Nmzp+yZkZGR7M9YF+zbtw+3b99GSEiI7NnatWvx97//HQ0NDRg/fjy2b98uu1ZPVe7fv4+EhASsXLkSUqkUhoaGmDlzJtatWwdra2uV7vUi0W/9LURERET0otuzZw/c3d1bvKLo999/x4gRI7Bv3z6l1jY1NZVNmTY1NX3uP2IwMjLCsGHDdCbhBgAvLy+sX79e9rWenh5qa2sREREBHx8fzQUmgrbWCBsbG5u1Lz8+C60r4uLiUFdXJ/v6yJEjWL16NVatWoUdO3agrKwMf//731W2X35+Pt59911YW1sjLi4Oy5YtQ0lJCX766SdUVFRg6tSpKtvrRcRKNxERERG1ysvLCzNnzsTcuXNbfD0pKQnbt2/Hjz/+qObIFPPk+dLW6ML50mvXrmHSpEloamrChQsX4O7ujgsXLqBbt274z3/+o7K7rrVBW++I1tfXx+DBg+VayU+dOoUBAwbITdjX5nu6rays8OOPP8LNzQ3Ao5/fs2fPyu6W379/P8LDwwWf3Y+Li0NycjKKi4vh4+ODuXPnwsfHR66b5dq1a7C3t0dDQ4OgvV5kun2ogYiIiIjU4vTp00hISHjm63/84x/xt7/9TY0Rtc3x48flvi4sLERDQwP69+8PADh//jw6dOiA4cOHayK8NuvduzdOnjyJtLQ0nDp1CrW1tQgLC0NgYCBefvllTYenUS0NYNO1Su3du3dhYWEh+/rQoUOyM+oA4OzsjIqKCsH7fPnll5gzZw5CQkKe2T5uZWWFxMREwXu9yJh0ExEREVGr7ty589xK14MHD3Dnzh2l1nZzc5O1l7dG2erkgQMHZL+Oi4tDly5dkJKSIjsTe+fOHYSGhmLMmDFKra8JHTt2xFtvvaXpMLROW6eet3VQmzr06tUL586dg62tLWpra3Hy5El89tlnstdv374NIyMjwfsoUik3NDREcHCw4L1eZEy6iYiIiKhV9vb2yM/Pf+bdyvn5+bCzs1Nq7WnTpgmIrO1iY2ORmZkpN4TK3NwcUVFR8PLywtKlS9Uaj7IqKipw6NAh3Lp1C42NjXKvLVq0SENRqZ6iH8goa/LkyW0a1KYOf/7zn/H+++/jr3/9K/bv348ePXpg5MiRstfz8/NlXRqqUF9fj9LSUkilUrnnrq6uKtvjRcakm4iIiIha5efnh48++ggTJ05E9+7d5V67ceMG/va3vylddVX2PmZl1dTUoLKystnzyspK3L17V62xKEsikWD+/PkwNDSEhYWFXGKqp6fXrpJusUdQaeOIq9WrV6O8vByLFi1Cjx49sGXLFnTo0EH2empqKt544w3B+1RWViIkJER2VvxpujR8TptxkBoRERERteru3bt49dVXUVpairfeektWZSsqKsLWrVthY2ODo0ePokuXLirZr6CgQHYPuLOzs2yglCrMnj0bBw8eRGxsLDw8PAAAx44dw/LlyzFmzBikpKSobC+x2NjYYMGCBVi5cmWzK9x0SUNDA3Jzc1FSUoJZs2ahS5cuqKiogImJicrvon6Wtg5q00bKtsgHBgbi6tWrWL9+PcaNG4c9e/bg5s2biIqKQmxsLKZMmSJSxC8WJt1EREREpJDffvsNK1euxPbt22Xnt83MzBAQEIC1a9eq5M7gW7duISAgALm5uTAzMwMAVFdXw9PTE2lpabC0tBS8R319PZYtW4akpCQ8ePAAwKPz0WFhYfj0009hbGwseA+xWVhYIC8vD/369dN0KEq7evUqvL29UVpaivv37+P8+fPo27cvwsPDcf/+fWzcuFEtcbSHpLutd5k/Zm1tjb1798LDwwMmJibIz8+Hk5MT0tPTERMTg0OHDokU8YtFdz8WIyIiIiK1MjU1RUJCAv73v//h5s2buHHjBm7fvo2EhIRmCffhw4dx//79Nu+xcOFC3L17F2fOnEFVVRWqqqpw+vRp1NTUqKxl2sjICAkJCbh9+zaOHz+O48ePo6qqCgkJCTqRcANAWFgYdu7cqekwBAkPD4e7uzvu3LkjN3F9+vTpyM7O1mBkukfZOmpdXZ3sejlzc3PZsQsXFxetvlJN1/BMNxERERG1iZ6eXqsVZ2WHU2VkZCArKwsDBw6UPRs0aBC++OILeHl5KRXvsxgbG+vsoKjo6Gi8/vrryMjIgIuLCwwMDORe14W7xg8ePIgjR47I3Z0NPBraV15errY4xB7Ups369++P4uJi2NvbY8iQIdi0aRPs7e2xcePGZ14hRm3HpJuIiIiIVE7ZyltjY2OzBBIADAwMmk3obgs/Pz9IJBKYmJjAz8/vue/dvXu30vuoS3R0NH788UfZ2fqnB6npgsbGxhYHdV27dk1lswEU8SKftg0PD8f169cBPBpo6O3tja1bt8LQ0BASiUSzwbUjTLqJiIiISGuMHz8e4eHhSE1NRc+ePQEA5eXlWLx4MV577TWl1zU1NZUlo6ampiqJVZNiY2ORlJSEkJAQTYeiNC8vL6xfvx6bN28G8OjDgtraWkRERMDHx0cleygyqE1XJtaL4ckbB4YPH46rV6+iqKgItra26NatmwYja184SI2IiIiIVE7Z4VRlZWXw9fXFmTNnYGNjI3s2ePBgpKeno3fv3mKEq3N69OiBgwcPwtHRUdOhKO3atWuYNGkSmpqacOHCBbi7u+PChQvo1q0b/vOf/8jOGitLWwa1qYOyg9RIPZh0ExEREZHKCZkI3dTUhKysLBQVFQEABg4ciAkTJqg6RJ0WHR2N69evIz4+XtOhCNLQ0IC0tDScOnUKtbW1GDZsGAIDA+UGqylr2rRp6NKlCxITE2FhYSH7eczNzcW8efNw4cIFFXwH2qEt/70tWbJE4XV1YTaALmB7ORERERGpnJBzxXp6epg4cSImTpyosnjc3NwUjkkXpjbn5eUhJycH33//PZydnZudg9eFc+nAo6vanmxxViVtGdQmlKpb5I8fPy73dWFhIRoaGmTzAc6fP48OHTpg+PDhqvsmXnBMuomIiIhI5YQ0U2ZnZyM7Oxu3bt1qNjwtKSlJqTWnTZumdDzayMzMrNWBcLqgoqIChw4davHPWugVcdoyqE2Ip1vkJ06ciC5dumDdunVKt8gfOHBA9uu4uDh06dIFKSkpsmv/7ty5g9DQUIwZM0Zl38eLju3lRERERNQmilTelBUZGYk1a9bA3d0d1tbWzarTe/bsEbQ+aQ+JRIL58+fD0NAQFhYWzSawX7p0SdD6/v7+MDU1xebNm9GlSxecOnUKlpaWmDp1KmxtbZGcnCz0WxCd2C3yvXr1QmZmJpydneWenz59Gl5eXqioqBC0Pj3CSjcRERERKUyMytuTNm7cCIlEgqCgIBVF/GwFBQU4d+4cAMDZ2Rlubm6i70n/Z9WqVVi9ejVWrlwJfX19la8fGxuLSZMmYdCgQbh37x5mzZolG9SWmpqq8v3EIHaLfE1NDSorK5s9r6ysfKGnuqsak24iIiIiUlh4eDjc3d1x8uRJWFhYyJ5Pnz4d8+bNE7y+VCrFqFGjBK/zPLdu3UJAQAByc3NhZmYGAKiuroanpyfS0tJgaWkp6v6qsmvXLuzYsQOlpaWQSqVyr+nCufT6+noEBASIknADQO/evXHy5Em5QW1hYWEqG9SmDmK3yE+fPh2hoaGIjY2Fh4cHAODYsWNYvnx5uzi+oC3E+QknIiIionbp4MGD+Nvf/iZa5W3u3LnYtm2b4HWeZ+HChbh79y7OnDmDqqoqVFVV4fTp06ipqRF8jlhd4uPjERoaiu7du+P48ePw8PCAhYUFLl26hMmTJ2s6PIWEhYVh586dou7xeFBbTEwMEhISMHfuXJ1JuIH/u8v8MVXfZb5x40ZMnjwZs2bNgp2dHezs7DBr1ix4e3sjISFB8Pr0CM90ExEREZHCzM3NcfjwYQwaNEjumqJDhw7hT3/6E27evNnmNZ+8wqixsREpKSlwdXWFq6trs6ncqrjCyNTUFFlZWRgxYoTc87y8PHh5eaG6ulrwHmIbMGAAIiIi8Oabb8r9OaxevRpVVVXYsGGDpkNs1cOHD/H666/j999/h4uLiyh/1mIOalMHse8yf6yurg4lJSUAgH79+sHY2Fgl69IjbC8nIiIiIoU9rrxt3rwZgGoqb09fYTR06FAAj4Y5PUnINWRPamxsbJbgAYCBgUGzxExblZaWytrwX375Zdn526CgIIwcOVInku7o6Gj8+OOPsquqnh6kJlRrg9p0IelWV4u8sbExXF1dVbYeyWOlm4iIiIgUpq7Km5imTp2K6upqpKamomfPngCA8vJyBAYGwtzcXCcmpPft2xfffvst3Nzc4O7ujnnz5mH+/PnIzMxEQEAAqqqqNB1iq8zNzfHZZ58hJCRElPVtbGywYMEC0Qa16So/Pz9IJBKYmJi0em5bV+5713asdBMRERGRwtrDcKoNGzbA19cX9vb2sLGxAQCUlZVh8ODB2LJli4ajU8z48eORnp4ONzc3hIaGYvHixdi1axfy8/N1ZgDWSy+9hNGjR4u2vtiD2tRF1S3ypqamsqq/qampSmKk52Olm4iIiIheOE1NTcjKykJRUREAYODAgZgwYYKGo1JcY2MjGhsb0bHjoxpaWloajhw5AkdHR1lLtbaLjo7G9evXER8fL8r6H3zwAbp27YoPP/xQlPXVQey7zEk9mHQTERERUZvo+nAq0g7Tp09HTk4OLCws4Ozs3OycvdDWZnUMahMbW+TbB7aXExEREZHC2sNwKgDIzs5GdnZ2ix8cJCUlaSiqtqmurkZeXl6L38Ps2bM1FJXizMzMRG2FF3tQmzqI0SLv5uam8PevC/e96wJWuomIiIhIYe2h8hYZGYk1a9bA3d0d1tbWzRIQXRiktm/fPgQGBqK2thYmJibNEkpdGKQmNrEHtamDGC3ykZGRCr83IiJCZfu+yJh0ExEREZHCLCwskJeXh379+mk6FKVZW1sjJiYGQUFBmg5FaU5OTvDx8cEnn3wCIyMjTYejlXr06IGDBw/C0dFR06EorT20yBPby4mIiIioDcLCwrBz506dHk4llUpld1zrqvLycixatEjnE+5du3Zhx44dKC0thVQqlXtNaGtzeHg4Pv/8c9EGtamDulrkCwoKcO7cOQCAs7Mz3NzcVLY2sdJNRERERG3QHipvK1asQOfOnbFq1SpNh6I0Pz8/BAQEYObMmZoORWnx8fH46KOPEBISgs2bNyM0NBQlJSX45Zdf8N5772Ht2rWC1hd7UJs6iN0if+vWLQQEBCA3NxdmZmYAHs0K8PT0RFpaGiwtLUXZ90XDSjcRERERKUxXh1MtWbJE9uvGxkZs3rwZWVlZcHV11ckPDqZMmYLly5fj7NmzLX744evrq6HIFJeQkIDNmzfjzTffhEQiwQcffIC+ffti9erVKjmTLvagNnUQ+y7zhQsX4u7duzhz5gwGDhwIADh79iyCg4OxaNEipKamirb3i4SVbiIiIiJSmK4Op/L09FTofXp6esjJyRE5GuGeN8ROT08PDx8+VGM0yjEyMsK5c+dgZ2cHKysr/PTTTxgyZAguXLiAkSNH4vbt25oOUePEvsvc1NQUWVlZGDFihNzzvLw8eHl5obq6WpR9XzSsdBMRERGRwsSuvInlwIEDmg5BpZ6+IkwX9ejRA1VVVbCzs4OtrS2OHj2KIUOG4PLly2Bd8JG8vDzk5OTg+++/F6VFvrGxsdmaAGBgYNAufsa0BZNuIiIiIlJYexhO9SJxcXHB/v37YWNjo+lQmhk/fjzS09Ph5uaG0NBQLF68GLt27UJ+fr7K2sLFHNSmDmK3yI8fPx7h4eFITU1Fz549ATwa0rd48WK89tprou37omF7OREREREprD0Mp3qRdOnSBSdPnkTfvn01HUozjY2NaGxsRMeOj+qAaWlpOHLkCBwdHTF//nwYGhoKWl/sQW3tQVlZGXx9fXHmzBnZBzNlZWUYPHgw0tPT0bt3bw1H2D4w6SYiIiIihYWGhj739eTkZDVFQorQ5qRbbAMGDEBERATefPNNud+Hx4PaNmzYoOkQtUJTUxOysrJQVFQEABg4cCAmTJig4ajaFybdRERERETtlLYn3dXV1cjLy8OtW7eanSGePXu2oLXby6A2XW+RJ57pJiIiIiIiDdi3bx8CAwNRW1sLExOTZtfPCU2628Ogtidb5Pfu3dusRV4VsrOzkZ2d3eIHH0lJSSrZ40XHpJuIiIiI2oSVN1KFpUuXYs6cOfjkk09gZGSk8vXVMahNbGLfZR4ZGYk1a9bA3d0d1tbWch98kOqwvZyIiIiIFMbhVLpFm9vLjY2N8euvv4oWm9iD2tRB7BZ5a2trxMTEICgoSEURU0v0NR0AEREREemOx5W3zz//HIaGhvjggw/w008/YdGiRfjtt980Hd4L49KlSwq9b9OmTejevbvI0Shn0qRJyM/PF219fX19WcINAAEBAYiPj8fChQt1IuEG/q9FHoCsRR6AylrkpVIpRo0aJXgdej62lxMRERGRwkpLS2X/k/7yyy/j7t27AICgoCCMHDmSE6HVxMHBAWPHjkVYWBhmzJiBTp06tfi+WbNmqTkyxU2ZMgXLly/H2bNn4eLi0uz6OV9fX8F7iDmoTR3EbpGfO3cutm3bhlWrVqkgWnoWtpcTERERkcL69u2Lb7/9Fm5ubnB3d8e8efMwf/58ZGZmIiAgQCXnTKl1J06cQHJyMlJTUyGVSuHv74+wsDB4eHhoOjSF6es/u+lWT08PDx8+FLR+a4PadOFnVYwW+SVLlsitn5KSAldXV7i6ujb74CMuLk7YN0AAmHQTERERURvMnTsXNjY2iIiIwBdffIHly5dj9OjRsspbYmKipkN8oTQ0NCA9PR0SiQQZGRlwcnLCnDlzEBQUBEtLS02Hp1FOTk7w8fERbVCbrvL09FTofXp6esjJyRE5mhcDk24iIiIiUlh7GE7VHt2/fx8JCQlYuXIlpFIpDA0NMXPmTKxbtw7W1taaDk8QFxcX7N+/HzY2Nm3698Qe1KYuut4iT0y6iYiIiIh0Vn5+PpKSkpCWlgZjY2MEBwcjLCwM165dQ2RkJGpqapCXl6fpMAVRdgK7n58fAgICMHPmTJEiE197aJEnJt1ERERE1EasvGleXFwckpOTUVxcDB8fH8ydOxc+Pj5y56SvXbsGe3t7NDQ0aDBS4ZRNuhMTE7FmzRqEhoaKNqhNbGyRbx+YdBMRERGRwlh50w6Ojo6YM2cOQkJCntk+LpVKkZqaiuDgYDVHp1rKJt1iD2pTh/bSIv+iY9JNRERERApj5Y3UTdmkuz1oDy3yxHu6iYiIiKgNysvLsWjRIibcWqK+vh6lpaWQSqVyz11dXTUUke5RdlCbOqjjLnMSH5NuIiIiIlLYpEmTkJ+f/0JWHbVJZWUlQkJCkJGR0eLrutA6rS2uXLmCBw8eaDqMFs2bNw8AsGbNmmav6UqLPDHpJiIiIqI2YOVNO7z//vv47bffcOzYMYwbNw579uzBzZs3ERUVhdjYWE2Hp5BLly4p9OHNpk2b0L17dzVEpH2eHlRIuolnuomIiIhIYe1hOFV7YG1tjb1798LDwwMmJibIz8+Hk5MT0tPTERMTg0OHDmk6xFbp6+tj7NixCAsLw4wZM9CpUyeNxNEezoxrc4s8Ac/+W5OIiIiI6CmNjY3P/IcJt/rU1dXBysoKAGBubo7KykoAj5KvwsJCTYamsMLCQri6umLJkiXo0aMH5s+fr/N3imuKNrfIE5NuIiIiIhKBi4sLysrKNB1Gu9W/f38UFxcDAIYMGYJNmzahvLwcGzdufOYVYtpm6NCh+Oc//4mKigokJSXh+vXr+MMf/oDBgwcjLi5O9kECka5j0k1EREREKsfKm7jCw8Nx/fp1AEBERAR++OEH2NraIj4+Hp988omGo2ubjh07ws/PDzt37sS6detw8eJFLFu2DDY2Npg9e7bs+yTSVTzTTUREREQq1x7OyeqS+vp6FBUVwdbWFt26ddN0OG2Sn5+PpKQkpKWlwdjYGMHBwQgLC8O1a9cQGRmJmpoapdrOFR3Utm3bNkydOhXGxsbKhK8V+N+bdmPSTUREREQqxySAWhMXF4fk5GQUFxfDx8cHc+fOhY+Pj9ywvmvXrsHe3h4NDQ1tXl9bBrWpA/970268MoyIiIiISAcsWbJE4ffGxcWJGIlqfPnll5gzZw5CQkKeeQ7dysoKiYmJSq1fWFiI5ORkLFmyBH/5y1/g7++PsLAweHh4CAmbqM1Y6SYiIiIilWPlTfU8PT3lvi4sLERDQwP69+8PADh//jw6dOiA4cOHIycnRxMhaqWGhgakp6dDIpEgIyMDTk5OmDNnDoKCgmBpaanp8J7rRWqRb8+YdBMRERGRyjHpFldcXBxyc3ORkpICc3NzAMCdO3cQGhqKMWPGYOnSpRqOUHH19fUoLS2FVCqVe+7q6qrSfe7fv4+EhASsXLkSUqkUhoaGmDlzJtatW6e1E99fpBb59oxJNxEREREpjJU37dCrVy9kZmbC2dlZ7vnp06fh5eWFiooKDUWmuMrKSoSEhCAjI6PF11V177tYg9rU4cSJE0hOTkZqaiqkUilb5HUUrwwjIiIiIoU5ODjA09MTW7Zswb179575vlmzZjHhFlFNTU2L91hXVlbi7t27Goio7d5//3389ttvOHbsGF5++WVkZGQgJSUFjo6OSE9PF7x+XFwcXFxcMGrUKFRUVODrr7/G1atXERUVhT59+mDMmDGQSCQoLCxUwXcjDt5l3j6w0k1ERERECmPlTTvMnj0bBw8eRGxsrOz3/tixY1i+fDnGjBmDlJQUDUfYOmtra+zduxceHh4wMTFBfn4+nJyckJ6ejpiYGBw6dEjQ+o6Ojq0OapNKpUhNTUVwcLCgvdRFF1vkiUk3ERERESlBl4dTtQf19fVYtmwZkpKS8ODBAwBAx44dERYWhk8//VQnugxMTExw6tQp2Nvbw87ODtu2bcPo0aNx+fJlODs7o76+XtMhag1dbpEnJt1EREREJAArb5pVV1eHkpISAEC/fv10Itl+bMSIEYiKisKkSZPg6+sLMzMzREdHIz4+Hrt27ZJ9X0Kpa1CbGMS+y5zUg0k3EREREbUZK28k1JYtW9DQ0ICQkBAUFBTA29sbVVVVMDQ0hEQigb+/v6D11TWoTUztsUX+RcSkm4iIiIgUxsqb5vj5+UEikcDExAR+fn7Pfe/u3bvVFJXq1NfXo6ioCLa2tujWrZvg9QIDA3H16lWsX78e48aNw549e3Dz5k1ERUUhNjYWU6ZMUUHURK3rqOkAiIiIiEh3fPnll61W3qysrJCYmKjmyNo/U1NT6OnpyX7d3hgZGWHYsGEqWy8nJwd79+6Fu7s79PX1YWdnh4kTJ8LExATR0dE6lXTrcos8sdJNRERERERqsmTJEoXfGxcXJ2iv9jCorT20yBMr3URERESkBFbeSBnHjx+X+7qwsBANDQ3o378/AOD8+fPo0KEDhg8fLniv/v37o7i4GPb29hgyZAg2bdoEe3t7bNy4UWeG/D15l3lLLfKkG5h0ExEREZHCWHnTHDc3N1l7eWsKCwtFjkY5Bw4ckP06Li4OXbp0QUpKCszNzQEAd+7cQWhoKMaMGSN4r/DwcFy/fh0AEBERAW9vb2zdulU2qE0XtKcW+RcZk24iIiIiUhgrb5ozbdo0TYegUrGxscjMzJQl3ABgbm6OqKgoeHl5YenSpYLWf+utt2S/Hj58OK5evarSQW3qUFdXBysrKwCPfm8qKyvh5OQEFxcXrf1ghZpj0k1ERERECmPlTXMiIiI0HYJK1dTUoLKystnzyspK3L17V+X7qXpQmzq0hxZ5YtJNRERERG3Aypt2KSgowLlz5wAAzs7OcHNz03BEips+fTpCQ0MRGxsLDw8PAMCxY8ewfPnyVq9EexZ1DmpTh/bQIk9MuomIiIioDVh50w63bt1CQEAAcnNzYWZmBgCorq6Gp6cn0tLSYGlpqdkAFbBx40YsW7YMs2bNwoMHDwAAHTt2RFhYGD799FOl1lTnoDZ1aA8t8sQrw4iIiIioDbZs2YKGhgaEhISgoKAA3t7eqKqqklXe/P39NR3iC8Hf3x+XLl3C119/jYEDBwIAzp49i+DgYDg4OCA1NVXDESqurq4OJSUlAIB+/frB2NhYJevGxcUhNzf3mYPahJ4ZJ1IUk24iIiIiUlp9fT0rbxpgamqKrKwsjBgxQu55Xl4evLy8UF1drZnAtEivXr2QmZkJZ2dnueenT5+Gl5cXKioqNBTZ87W3FnliezkRERERCaCLw6nag8bGRhgYGDR7bmBggMbGRg1EpBg/Pz9IJBKYmJi0em579+7dgvZS96A2VWlvLfLEpJuIiIiIWsHKm/YZP348wsPDkZqaip49ewIAysvLsXjxYrz22msaju7ZTE1NZXeNm5qairqXGIPa1EGdd5mTerC9nIiIiIiey9PTU+7r51XecnJyNBHiC6esrAy+vr44c+YMbGxsZM8GDx6M9PR09O7dW8MRal59fT2WLVuGpKSkFge1qersuJh0tUWe5LHSTURERETPxcqb9rGxsUFhYSGysrJQVFQEABg4cCAmTJig4ci0h5GRERISEvDpp5+KMqhNHXS1RZ7ksdJNRERERApj5Y2EcHNzk7WXt4b3vgOzZ8/GwYMHW2yRHzNmDFJSUjQcISmClW4iIiIiUhgrb9ojOzsb2dnZuHXrVrPhaUlJSRqK6vmmTZsm6vrqHNSmDmLcZU7qx6SbiIiIiBSmq8Op2pvIyEisWbMG7u7usLa2Vrh6rGkRERGirq/OQW3q0B5a5Int5URERETUBu1hOFV7YG1tjZiYGAQFBWk6FMEKCgpw7tw5AICzszPc3Nw0HBGRajHpJiIiIqI2q6urY+VNgywsLJCXl4d+/fppOhSl3bp1CwEBAcjNzYWZmRkAoLq6Gp6enkhLS4OlpaVmA9SQ9tYiT2wvJyIiIiIlGBsbw9XVVdNhvLDmzp2Lbdu2YdWqVZoORWkLFy7E3bt3cebMGQwcOBAAcPbsWQQHB2PRokVITU1t85rtYVBbe2uRJ1a6iYiIiKgVrLxphyVLlsh+3djYiJSUFLi6usLV1RUGBgZy742Li1N3eG1mamqKrKwsjBgxQu55Xl4evLy8UF1d3eY1IyMjFX6v2OfLiR5jpZuIiIiInouVN+1w/Phxua+HDh0K4NF1bU/SlaFqjY2NzT4sAAADA4Nm09gVxUSatBEr3UREREREpHZTp05FdXU1UlNT0bNnTwBAeXk5AgMDYW5ujj179qhkH10b1NYeWuRJHivdRERERESkdhs2bICvry/s7e1hY2MDACgrK8PgwYOxZcsWwevr6qA2se8yJ/VjpZuIiIiInouVNxJLU1MTsrKyUFRUBAAYOHAgJkyYoJK1/f39cenSJXz99dfNBrU5ODgoNaiNSBlMuomIiIjouTicinSRGIPaNEXXWuRJHtvLiYiIiOi5mEiTWLKzs5GdnY1bt241G56WlJQkaG0xBrWpm662yJM8fU0HQERERES6p6CgAFu2bMGWLVuaTdUmUkRkZCS8vLyQnZ2N//3vf7hz547cP0KNHz8e4eHhqKiokD0rLy/H4sWL8dprrwleXx2evMu8qqoKVVVVOH36NGpqarBo0SJNh0cKYns5ERERESmMlTdSFWtra8TExCAoKEiU9cvKyuDr64szZ840G9SWnp6O3r17i7KvKrWnFvkXGdvLiYiIiEhhT1benh5OtWjRIg6nIoVJpVKMGjVKtPVtbGxQWFgo2qA2dWgPLfLESjcRERERtQErb6QqK1asQOfOnbFq1SpNh6K11HWXOYmLlW4iIiIiUhgrbyTEkiVLZL9ubGzE5s2bkZWVBVdX12Y/V3FxcYL3E3NQmzqIfZc5qQcr3URERESkMFbeSAhPT0+F3qenp4ecnBxBe0VGRmLNmjVwd3eHtbV1s7vmdeVnVcy7zEk9mHQTERERkcLaw3AqejGIPaiNSFFMuomIiIioTVh5I11gYWGBvLw89OvXT9OhCKLrLfLEpJuIiIiIiNqh9jCorb20yL/omHQTERERUZuw8kba6ulBbSkpKXB1dRVtUJvY2CLfPnB6OREREREprLXKG5EmHT9+XO7roUOHAgBOnz4t91xXfm7Fvsuc1IOVbiIiIiJSGCtvROrTHlrkiZVuIiIiImoDVt6IxKXuu8xJfKx0ExEREZHCWHkjEpc67zIn9WDSTURERETP1d6GUxERqROTbiIiIiJ6LlbeiIiUx6SbiIiIiIiISCT6mg6AiIiIiIiIqL1i0k1EREREREQkEibdRERERERERCJh0k1EREREREQkEibdRERERERERCJh0k1EREREREQkEibdREREOiokJAR6enrN/rl48aLgtSUSCczMzIQHSURE9ILrqOkAiIiISHne3t5ITk6We2ZpaamhaFr24MEDGBgYaDoMIiIijWClm4iISIe99NJL6NGjh9w/HTp0wN69ezFs2DB06tQJffv2RWRkJBoaGmT/XlxcHFxcXGBsbAwbGxu8++67qK2tBQDk5uYiNDQUv/32m6x6/vHHHwMA9PT08N1338nFYGZmBolEAgC4cuUK9PT0sH37dowdOxadOnXC1q1bAQBfffUVBg4ciE6dOmHAgAFISEiQrSGVSvGXv/wF1tbW6NSpE+zs7BAdHS3ebxwREZGasNJNRETUzhw8eBCzZ89GfHw8xowZg5KSErz99tsAgIiICACAvr4+4uPj0adPH1y6dAnvvvsuPvjgAyQkJGDUqFFYv349Vq9ejeLiYgBA586d2xTDhx9+iNjYWLi5uckS79WrV2PDhg1wc3PD8ePHMW/ePBgbGyM4OBjx8fFIT0/Hjh07YGtri7KyMpSVlan2N4aIiEgDmHQTERHpsO+//14uIZ48eTLu3LmDDz/8EMHBwQCAvn374u9//zs++OADWdL9/vvvy/4de3t7REVFYcGCBUhISIChoSFMTU2hp6eHHj16KBXX+++/Dz8/P9nXERERiI2NlT3r06cPzp49i02bNiE4OBilpaVwdHTEH/7wB+jp6cHOzk6pfYmIiLQNk24iIiId5unpiS+//FL2tbGxMVxdXXH48GGsXbtW9vzhw4e4d+8e6uvrYWRkhKysLERHR6OoqAg1NTVoaGiQe10od3d32a/r6upQUlKCsLAwzJs3T/a8oaEBpqamAB4NhZs4cSL69+8Pb29vvP766/Dy8hIcBxERkaYx6SYiItJhxsbGcHBwkHtWW1uLyMhIuUrzY506dcKVK1fw+uuv45133sHatWvRtWtXHDp0CGFhYZBKpc9NuvX09NDU1CT37MGDBy3G9WQ8APCvf/0Lr7zyitz7OnToAAAYNmwYLl++jB9++AFZWVmYOXMmJkyYgF27drXyO0BERKTdmHQTERG1M8OGDUNxcXGzZPyxgoICNDY2IjY2Fvr6j2aq7tixQ+49hoaGePjwYbN/19LSEtevX5d9feHCBdTX1z83nu7du6Nnz564dOkSAgMDn/k+ExMT+Pv7w9/fHzNmzIC3tzeqqqrQtWvX565PRESkzZh0ExERtTOrV6/G66+/DltbW8yYMQP6+vo4efIkTp8+jaioKDg4OODBgwf4/PPP8cYbb+Dw4cPYuHGj3Br29vaora1FdnY2hgwZAiMjIxgZGWH8+PHYsGEDXn31VTx8+BArVqxQ6DqwyMhILFq0CKampvD29sb9+/eRn5+PO3fuYMmSJYiLi4O1tTXc3Nygr6+PnTt3okePHrwrnIiIdB6vDCMiImpnJk2ahO+//x6ZmZkYMWIERo4cic8++0w2nGzIkCGIi4vDunXrMHjwYGzdurXZ9VyjRo3CggUL4O/vD0tLS8TExAAAYmNjYWNjgzFjxmDWrFlYtmyZQmfA586di6+++grJyclwcXHB2LFjIZFI0KdPHwBAly5dEBMTA3d3d4wYMQJXrlzB/v37ZZV4IiIiXaXX9PTBLCIiIiIiIiJSCX58TERERERERCQSJt1EREREREREImHSTURERERERCQSJt1EREREREREImHSTURERERERCQSJt1EREREREREImHSTURERERERCQSJt1EREREREREImHSTURERERERCQSJt1EREREREREImHSTURERERERCQSJt1EREREREREIvn/AME523Nsdu0zAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Chamar a função para criar o gráfico de barras\n",
    "plot_pca_importance(importance_df, pca)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10655438-0cdb-4e6a-8b29-afe7437551bf",
   "metadata": {},
   "source": [
    "## Treinamento do modelo de Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "f60157dc-0212-41f6-bfca-558f4353945a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error: 28069447.831891663\n"
     ]
    }
   ],
   "source": [
    "df = df.drop(columns=['consumption_categ', 'max_temp_categ'])\n",
    "\n",
    "rf_model, rf_feature_columns = ttrain_random_forest(df)\n",
    "\n",
    "# Fazer previsões no conjunto de teste\n",
    "X = df.drop(columns=['beer_consumption_liters'])\n",
    "y = df['beer_consumption_liters']\n",
    "\n",
    "X = df.drop(columns=['beer_consumption_liters', 'date'])\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "y_rf_pred = rf_model.predict(X_test)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65a6fbf4-8cb6-49e4-9ea2-4f6554999a4e",
   "metadata": {},
   "source": [
    "## Acurácia e distribuição dos erros para o modelo Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "7c4e5297-be30-4f87-b634-a54743b5b524",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotar os gráficos de acurácia e distribuição dos erros para o modelo Random Forest\n",
    "plot_accuracy(rf_model, X_test, y_test, y_rf_pred)\n",
    "plot_error_distribution(y_test, y_rf_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3d93a6a-c9f1-4a9b-b527-4046ef9d0fb2",
   "metadata": {},
   "source": [
    "## Treinamento do Modelo XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "9aa91027-872d-430e-9987-0b3b01d97165",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df = pd.read_csv('data/data.csv', sep=';')\n",
    "df = df.drop(columns=['date', 'holiday_name'], errors='ignore')\n",
    "#df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "9bde0372-fae0-4108-be91-0984c7a951dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error: 27710793.821470834\n"
     ]
    }
   ],
   "source": [
    "model, feature_columns = train_gradient_boosting(df)\n",
    "# Fazer previsões no conjunto de teste\n",
    "X = df.drop(columns=['beer_consumption_liters'])\n",
    "y = df['beer_consumption_liters']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caa01a1b-742b-4bd4-b9e0-64998a30bb79",
   "metadata": {},
   "source": [
    "## Acurácia e distribuição dos erros para o modelo XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "8119c578-5747-4ccd-9401-2d0cc90cac86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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//fcbY8eONSIjI42goCCjf//+xgMPPGA0NjYes47jTQ9+aC2SjFmzZh3Wx/Gmo3/66aeN/v37GwEBAUZCQoLxs5/9zNi/f793/86dO40f/ehHRq9evYzAwEAjOjraOPvss43PP//82D9EAOhELIbhc74CAAB+asqUKfr1r3+tqVOnml0KAKCL4xolAECnccEFF+jll182uwwAQDfANUoAAL/32muvqaamRm+++abi4+PNLgcA0A0wogQA8HubNm3Srbfeqn379ulXv/qV2eUAALoBrlECAAAAAB+MKAEAAACAD4ISAAAAAPjo8pM5eDwe5eXlKSwsTBaLxexyAAAAAJjEMAxVVVUpOTn5mAuNS90gKOXl5SktLc3sMgAAAAD4ib179yo1NfWYbbp8UAoLC5PU/MMIDw83uRoAAAAAZqmsrFRaWpo3IxxLlw9KB0+3Cw8PJygBAAAAOKFLcpjMAQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwAdBCQAAAAB8EJQAAAAAwIfd7AIAAEDXlpOTo5KSknbpOzY2Vunp6e3SN4DujaAEAADaTU5OjvoPGKC62tp26T8oOFhbsrIISwDaHEEJAAC0m5KSEtXV1uqa3zyqhPRebdp3YU62Xnn4TpWUlBCUALQ5ghIAAGh3Cem9lNpnkNllAMAJYzIHAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBhalB68MEHNWbMGIWFhSk+Pl4XXXSRtm7d2qLNpEmTZLFYWtx++tOfmlQxAAAAgO7A1KC0ZMkSzZo1S8uXL9eCBQvU1NSkqVOnqqampkW7m266Sfn5+d7bI488YlLFAAAAALoDu5lP/sknn7S4P3/+fMXHx2vVqlWaOHGid3twcLASExM7ujwAAAAA3ZRfXaNUUVEhSYqOjm6x/ZVXXlFsbKwGDx6sOXPmqLa29qh9NDQ0qLKyssUNAAAAAE6GqSNKh/J4PLr99tt1xhlnaPDgwd7tV199tTIyMpScnKz169frN7/5jbZu3aq33377iP08+OCDmjt3bkeVDQAAAKAL8pugNGvWLG3cuFFfffVVi+0333yz9+shQ4YoKSlJkydPVnZ2tnr16nVYP3PmzNHs2bO99ysrK5WWltZ+hQMAAADocvwiKN1666364IMPtHTpUqWmph6z7bhx4yRJO3bsOGJQcjqdcjqd7VInAAAAgO7B1KBkGIZ+/vOf65133tHixYuVmZl53MesXbtWkpSUlNTO1QEAAADorkwNSrNmzdKrr76qd999V2FhYSooKJAkRUREKCgoSNnZ2Xr11Vd13nnnKSYmRuvXr9cvf/lLTZw4UUOHDjWzdAAAAABdmKlB6bnnnpPUvKjsoebNm6frr79eDodDn3/+uR5//HHV1NQoLS1Nl156qX7/+9+bUC0AAACA7sL0U++OJS0tTUuWLOmgagAAAACgmV+towQAAAAA/oCgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4IOgBAAAAAA+CEoAAAAA4MPUoPTggw9qzJgxCgsLU3x8vC666CJt3bq1RZv6+nrNmjVLMTExCg0N1aWXXqrCwkKTKgYAAADQHZgalJYsWaJZs2Zp+fLlWrBggZqamjR16lTV1NR42/zyl7/U+++/rzfffFNLlixRXl6eLrnkEhOrBgAAANDV2c188k8++aTF/fnz5ys+Pl6rVq3SxIkTVVFRoX/+85969dVXdc4550iS5s2bpwEDBmj58uU67bTTzCgbAAAAQBdnalDyVVFRIUmKjo6WJK1atUpNTU2aMmWKt03//v2Vnp6uZcuWHTEoNTQ0qKGhwXu/srKynasGAKBzy8nJUUlJSbv0nZWV1S79AkB785ug5PF4dPvtt+uMM87Q4MGDJUkFBQVyOByKjIxs0TYhIUEFBQVH7OfBBx/U3Llz27tcAAC6hJycHPUfMEB1tbXt+jzV1dXt2j8AtDW/CUqzZs3Sxo0b9dVXX51SP3PmzNHs2bO99ysrK5WWlnaq5QEA0CWVlJSorrZW1/zmUSWk92rz/rO+XaKPX3xC9fX1bd43ALQnvwhKt956qz744AMtXbpUqamp3u2JiYlqbGxUeXl5i1GlwsJCJSYmHrEvp9Mpp9PZ3iUDANClJKT3UmqfQW3eb2FOdpv3CQAdwdRZ7wzD0K233qp33nlHixYtUmZmZov9o0aNUkBAgBYuXOjdtnXrVuXk5Gj8+PEdXS4AAACAbsLUEaVZs2bp1Vdf1bvvvquwsDDvdUcREREKCgpSRESEbrzxRs2ePVvR0dEKDw/Xz3/+c40fP54Z7wAAAAC0G1OD0nPPPSdJmjRpUovt8+bN0/XXXy9J+utf/yqr1apLL71UDQ0NmjZtmp599tkOrhQAAABAd2JqUDIM47htAgMD9cwzz+iZZ57pgIoAAAAAwORrlAAAAADAHxGUAAAAAMAHQQkAAAAAfBCUAAAAAMAHQQkAAAAAfBCUAAAAAMAHQQkAAAAAfJi6jhIAAPA/TW6Piqoa1NDklt1mVYDNogCbVVHBDtmsFrPLA4AOQVACAKAN5OTkqKSkpN36j42NVXp6erv1X1xv0ZasQhVU1KusplFHWhLeabcqIyZYmTEh6hEbosAAW7vVAwBmIygBAHCKcnJy1H/AANXV1rbbcwQFB2tLVlabhqUmt0df5tQp8Yd/1dKiAEmV3n2hTrtCnDa5PIZcbkN1jW41uDzaVlitbYXVslstGpkepVEZUXLYOZMfQNdDUAIA4BSVlJSorrZW1/zmUSWk92rz/gtzsvXKw3eqpKSkzYLSip2l+vV/1mtPaa2cSX1ktRgamByhHjEhSggPVKiz5UcEj2GooKJeu0trtLO4RqU1jfp2d5k25lXotMwYDUoOl5XT8gB0IQQlAADaSEJ6L6X2GWR2GcdU3+TWo59u1Qtf75JhSBFOq/Z8/pKuvfJy9eqfcNTHWS0WJUcGKTkySON7xii7uEZf7ShRRV2TFm0t0paCSp03JEkhTj5aAOgaGCsHAKCb2JxXqe899ZX++VVzSLpidJqeOS9OFd+8LudJXG5ksVjUOz5UPzgtQ2f1jZPDZlVeRb1e/26vCivr2+8bAIAORFACAKAb+GZHiS7/2zLtKKpWXJhTL1w/Wg9/f6iCA1r/UcBmtWh4WqSuGJOmyOAAVTe49OaqXG0pqDz+gwHAzxGUAADo4t5fl6fr5n2r6gaXTusZrc9un6hzjnGa3cmKDnHoytFp6hETLLfH0KebCrVxX0Wb9Q8AZiAoAQDQhc3/epdue32NmtyGzh+SpBd/NFZRIY42fx5ngE0XDEvW8LRISdLCLUXaWlDV5s8DAB2FoAQAQBf18vI9uvf9zTIM6brxGXryqhFy2ttv7SOrxaKJfWI1JCVCkvTZ5gKVKbTdng8A2hNT0wAA0AV9sjFff3h3oyTp1rN7646pfWWxtP/03RaLRWf3i1Ojy6OthVXaohQ50wa3+/MCQFtjRAkAgC5m+c5S3fb6WhmGdNXY9A4LSQdZLBadOzBBPWND5JFVcRfNUb2HjxwAOhdetQAA6EK2FFTqppdWqtHl0dSBCbr/osEdGpIOslktmjE4UaGqky04QlmN0XJ7jA6vAwBai6AEAEAXUVHbpB+/uFJV9S6N7RGtJ68aIZu140PSQXabVf21T576alV6HPp6R4lptQDAySIoAQDQBXg8hma/sVa5++uUHh2s//vhaAUGtN/EDScqUE0q+fCvkqQ1e8u1o6ja5IoA4MQQlAAA6AKeX5qthVuK5LBb9ew1IxURHGB2SV51O1Yo1d4ckBZsLlRFXZPJFQHA8RGUAADo5JZll+rPn26VJN134SANPjA9tz/JDKhUUkSgGt0eLdxSKMPgeiUA/o3pwQEA6CSysrIO21Ze79bsz0rkMaSzewSpj61Yq1ef+LVAR+qzPVgt0rkDE/TKihztLatTVn6VBiaHd8hzA0BrEJQAAPBzlWXFkqRrr732sH1xF/9OwX3Hq7F4t178yx2a72po1XNUV7f/tUNRwQ6d1jNaX+8o1dLtxcqICVaIk48iAPwTr04AAPi5uupKSdL5P/md+g0d5d2eU2PVd6V2WWTovCEpinjitZPuO+vbJfr4xSdUX1/fZvUey8i0KG0vrFZRVYMWbyvW+UOSOuR5AeBkEZQAAOgkYpIzlNpnkCSput6lD1bskeTRaT1jNSgzulV9FuZkt2GFx2e1WjRlQIJe+y5HO4qqlV1crV5xoR1aAwCcCCZzAACgkzEMQwu3FKrB5VF8mFOjM6LMLumkxIU5NSq9uebFW4vV5PaYXBEAHI6gBABAJ7M5v1K7S2tls1o0dWCCrCYuKtta4zKjFRZoV3WDS6tz9ptdDgAchqAEAEAnUtvo0pfbm2e1G98zRjGhTpMrah27zaoJvWMlSSt371d1g8vkigCgJYISAACdyFc7StTg8iguzKkR6ZFml3NK+sSHKjE8UC6PoWXZpWaXAwAtEJQAAOgkKtwOZeVXSZLO6Rcvq6XznXJ3KIvFool9m0eVNudXqqiqY2beA4ATQVACAKAzsNq0vTFCkjQ4OVyJEYEmF9Q2kiKC1Deheda7L7eXyDAMkysCgGYEJQAAOoGwUReoxghQYIBVpx+4tqerOKNXrGxWi3L312lXSY3Z5QCAJIISAAB+r0F2RZ5xtSTpjN6xCgqwmVxR2woPCtDwtEhJ0vJdZYwqAfALBCUAAPzcHsXJ6gxWmLVRg5LCzS6nXYxKj1KAzaLiqgbtZFQJgB8gKAEA4MeKqxpUpOZrk3oHVMjSySdwOJogh03DUiMlSSt2MqoEwHwEJQAA/JRhGPpye7Eki2o2L1G4rcnsktrVyIwoOWxWFVc3KLuYUSUA5iIoAQDgp3aX1mrv/jpZ5FH50pfMLqfdBQXYNCytefRsxa5SRpUAmIqgBACAH/J4DH21vUSSlKz9clUUmlxRxxiZ3jyqVFLdqB3F1WaXA6AbIygBAOCHNuVVqqy2UYF2q9JUYnY5HSYwwOadAW8FM+ABMBFBCQAAP9Pk9mj5rlJJ0rieMbLLY3JFHWtEeqQCbBaVVjdqT2mt2eUA6KYISgAA+Jl1ueWqbXQrPNCuISkRZpfT4QIDbBp84PtetWe/ydUA6K4ISgAA+JEGl1urdjeHg3E9Y2Szds3pwI9nRFqkrBYpt7xOBZX1ZpcDoBsiKAEA4EfW5JSr3uVRVHCA+ieEmV2OacICA9TvwPe/mlElACYgKAEA4Cfqmtxak1MuSTqtZ4ys3XQ06aCRGVGSpB1F1SqvbTS5GgDdDUEJAAA/sXrPfjW6PYoNdahPfKjZ5ZguNtSpjJhgGZJWHwiQANBRCEoAAPiBmgaX1u4tlySN7xkji6V7jyYdNPrAqNLm/ErVNrpMrgZAd0JQAgDAD6zO2S+Xx1BCuFOZsSFml+M3UiKDFB/mlNtjaH1uhdnlAOhGCEoAAJisttHlDQGnZTKadCiLxaKR6c2jShv2VcjtYQFaAB2DoAQAgMnW7i2Xy2MoPqz5mhy01Ds+VMEOm2ob3dpRVG12OQC6CYISAAAmqm9ya93e5tGksZnRjCYdgc1q8S68uy633NxiAHQbBCUAAEy0bm+5Gt0exYQ61JNrk45qSEqErBYpv6JehSxAC6AD2E/lwStXrtQbb7yhnJwcNTa2XN/g7bffPqXCAADo6hpcbq05MNPd2B6MJh1LiNOuPvFh2lpYpXW55Zo6MNHskgB0ca0eUXr99dd1+umnKysrS++8846ampq0adMmLVq0SBEREW1ZIwAAXdL63Ao1uDyKCg5Qb9ZNOq5hac2fL7YVVjNVOIB21+qg9Kc//Ul//etf9f7778vhcOiJJ57Qli1bdPnllys9Pb0tawQAoMtxuT1ac2AR1TE9omVlNOm4EsMDvVOFb8yrNLscAF1cq4NSdna2zj//fEmSw+FQTU2NLBaLfvnLX+rvf/97mxUIAEBXtDm/UnVNboUF2tUvIczscjoFi8Wi4WmRkqQNuRVipnAA7anVQSkqKkpVVVWSpJSUFG3cuFGSVF5ertra2rapDgCALsjjMbT6wGjSyPQoWa2MJp2oPgmhCgqwqbrBpYI6fm4A2k+rg9LEiRO1YMECSdJll12mX/ziF7rpppt01VVXafLkyW1WIAAAXc2O4mpV1DUpMMCqQcnhZpfTqditVg1Iah6B21VtM7kaAF1Zq2e9e/rpp1Vf3zw95+9+9zsFBATom2++0aWXXqrf//73bVYgAABdiWEYWrVnvyRpWGqkAmys1HGyBqdEaHVOuQrqLbKFxZldDoAuqtVBKTo62vu11WrVb3/72zYpCACArmzv/joVVTXIbrVoWGqk2eV0SlHBDqVGBSl3f51Ch001uxwAXdRJBaXKykqFh4d7vz6Wg+0AAMD/HBxNGpQcriAHp4611pCUiOagNHSq3MzqAKAdnFRQioqKUn5+vuLj4xUZGXnEhfEMw5DFYpHb7W6zIgEA6AqKquqVU1Yri6V5Ege0Xs+4EDmshhQWo1X5DRpjdkEAupyTCkqLFi3ynnL3xRdftEtBAAB0VQdnuusTH6rwoABzi+nk7FareoR4tK3Kps921uqnZhcEoMs5qaB01llnHfFrAABwbNX1Lm0vbF5Wg9GkttEj1K1tVTatyW9Q7v5apUYFm10SgC6k1VPtzJs3T2+++eZh29988029+OKLp1QUAABdzbrccnkMKSUySAnhgWaX0yWEBUh1u9fJkPTGd3vNLgdAF9PqoPTggw8qNjb2sO3x8fH605/+dEpFAQDQlTS5Pdqwr0KSNCI90txiupjq9Z9Kkt5alcukDgDaVKuDUk5OjjIzMw/bnpGRoZycnFMqCgCAriQrv1INLo8iggKUGRtidjldSu22ZQoJsCivol7fZJeYXQ6ALqTVQSk+Pl7r168/bPu6desUExNzSkUBANBVGIahNQcmcRieFinrEWaMxSlwN+nM9CBJ0hsrc00uBkBX0uqgdNVVV+m2227TF198IbfbLbfbrUWLFukXv/iFrrzyyhPuZ+nSpbrggguUnJwsi8Wi//73vy32X3/99bJYLC1u06dPb23ZAAB0qF2lNSqva5LDbtXAJNYYbA+TM5sncfh0U4EqaptMrgZAV9HqoPTHP/5R48aN0+TJkxUUFKSgoCBNnTpV55xzzkldo1RTU6Nhw4bpmWeeOWqb6dOnKz8/33t77bXXWls2AAAd6uBo0pDkCDnsrX7bxTH0jLKrf2KYGl0evbdun9nlAOgiTmp68EM5HA79+9//1h//+EetW7dOQUFBGjJkiDIyMk6qnxkzZmjGjBnHbON0OpWYmNjaUgEAMEVJdYNy99fJYpGGpkWYXU6XZbFYdNnoNP3xg816Y2WufjC+h9klAegCWh2UDurbt6/69u3bFrUc1eLFixUfH6+oqCidc845uv/++496HVRDQ4MaGhq89ysrK9u1NgAAjmZdbrkkqVdcqMIDWWC2PV00PFkPfZylDfsqlJVfqQGc5gjgFLU6KLndbs2fP18LFy5UUVGRPB5Pi/2LFi065eKk5tPuLrnkEmVmZio7O1t33XWXZsyYoWXLlslmsx3W/sEHH9TcuXPb5LkBAGithia3tuQ3LzA7LJXRpPYWE+rUlAEJ+nhjgd5cmau7LxhodkkAOrlWB6Vf/OIXmj9/vs4//3wNHjxYlnaaxefQiSGGDBmioUOHqlevXlq8eLEmT558WPs5c+Zo9uzZ3vuVlZVKS0trl9oAADiazfmVcnkMxYQ4lBIZZHY53cJlo1P18cYCvbMmV7+d0Z9rwgCcklYHpddff11vvPGGzjvvvLas57h69uyp2NhY7dix44hByel0yul0dmhNAAAcyjAMrcttXmB2WGpku/0xES1N7BOnuDCniqsatHhrkaYO4vpmAK3X6j+1OBwO9e7duy1rOSG5ubkqLS1VUlJShz83AAAnYk9ZrSoOTAneLzHM7HK6DbvNqpnDkiVJ76xh9jsAp6bVQemOO+7QE088IcMwTqmA6upqrV27VmvXrpUk7dq1S2vXrlVOTo6qq6t15513avny5dq9e7cWLlyomTNnqnfv3po2bdopPS8AAO1l/YHRpIFJ4Zz+1cEuHpkiSVqYVaSKOtZUAtB6rT717quvvtIXX3yhjz/+WIMGDVJAQMvZfN5+++0T6mflypU6++yzvfcPXl903XXX6bnnntP69ev14osvqry8XMnJyZo6dar++Mc/cnodAMAvVdQ1aVdJjSRpKJM4dLiBSeHqlxCmrYVV+mhDvq4am252SQA6qVYHpcjISF188cWnXMCkSZOOOSr16aefnvJzAADQUdYfmBI8IzpYUcEOc4vphiwWiy4emaKHPt6id1bvIygBaLVWB6V58+a1ZR0AAHR6Lo+0qaB5/T4WmDXPzOHJeviTLfp2d5n2ltUqLTrY7JIAdEKndOK0y+XS559/rr/97W+qqmpeKyIvL0/V1dVtUhwAAJ3J3lqrGlwehQfa1SMmxOxyuq2kiCCN79m8MP27a5nUAUDrnHRQOriw7J49ezRkyBDNnDlTs2bNUnFxsSTp4Ycf1q9+9au2rRIAgE4gu6r5bXVoaqSsTAluqotHNE/q8Paafac88RSA7umkgtKGDRs0ceJESc0Lzo4ePVr79+9XUND/FtK7+OKLtXDhwratEgAAP+dMGaCKJqtsVosGJYebXU63N2NIkgIDrNpZXOOdhRAATsYJB6W33npL11xzjZ599llJ0pdffqnf//73cjhaXqjao0cP7dvHMDcAoHsJG/k9SVL/xDAFBthMrgahTrumDmxecJY1lQC0xgkHJY/HI7fb7V1d/OB9X7m5uQoLY3E9AED3UVbnVnC/MyQxJbg/OXj63fvr8tTk9phcDYDO5oSD0uWXX65//etfuvnmmyVJ5557rh5//HHvfovFourqat1zzz0677zz2rxQAAD81YKdtbLY7IpxehQfFmh2OTjgzD6xig11qLSmUV9uLza7HACdzEldozRy5Eh9+eWXkqTHHntMX3/9tQYOHKj6+npdffXV3tPuHn744XYpFgAAf9Pk9uiz7FpJUq9QRi38id1m1QXDkiVJb6/m9DsAJ+ek11Gy25sfkpqaqnXr1un111/X+vXrVV1drRtvvFHXXHNNi8kdAADoyj7fXKj99R65q/crJY0pwf3NJSNSNe/r3VqwuVCV9U0KDwwwuyQAnUSrF5yVmkPTtdde21a1AADQ6byyIkeSVL3+M1kHXmxyNfA1OCVcveNDtaOoWp9sKNDlY9LMLglAJ9HqoPTSSy8dc/8Pf/jD1nYNAECnsLukRl/tKJFFUtW6T6UrCUr+xmKx6OIRKXr00616e00uQQnACWt1UPrFL37R4n5TU5Nqa2vlcDgUHBxMUAIAdHmvfdc8mjQ80andlUUmV4OjmTk8WY9+ulXLd5ZpX3mdUiK5RADA8Z3UZA6H2r9/f4tbdXW1tm7dqgkTJui1115ryxoBAPA7jS6P3lqZK0ma2ivY5GpwLKlRwRqXGS1JenctkzoAODGtDkpH0qdPHz300EOHjTYBANDVfLqpQKU1jUoId2p0ktPscnAcl4xsXlPpndX7ZBiGydUA6AzaNChJzRM85OXltXW3AAD4lVcPTOJwxeg02awWk6vB8cwYkiSn3artRdXalFdpdjkAOoFWX6P03nvvtbhvGIby8/P19NNP64wzzjjlwgAA8Fc7i6u1bGeprBbpirHpKtyZZXZJOI7wwABNHhCvjzYU6L11eRqcEmF2SQD8XKuD0kUXXdTivsViUVxcnM455xz95S9/OdW6AADwW6992zyaNKlfvFIig1Rocj04MRcOS2kOSmvz9Nvp/WVlJBDAMbQ6KHk8rD4OAOh+6pvcemtV8yQOV49NN7kanIyz+8cpLNCugsp6fbu7TKf1jDG7JAB+rM2vUQIAoCv7dFOB9tc2KSkiUJP6xZldDk6C027TeYOTJEnvruV6agDH1uoRpdmzZ59w28cee6y1TwMAgF955eAkDmPSZLfx98bOZubwZP175V59tCFfcy8cJIedYwjgyFodlNasWaM1a9aoqalJ/fr1kyRt27ZNNptNI0eO9LazWDj/FwDQNewoqtK3u8qaJ3EYk2Z2OWiFcT1jFB/mVFFVg5ZuK9aUgQlmlwTAT7U6KF1wwQUKCwvTiy++qKioKEnNi9DecMMNOvPMM3XHHXe0WZEAAPiDV1fslSSd0z9BSRFBJleD1rBZLbpgWLL++dUu/XftPoISgKNq9XjzX/7yFz344IPekCRJUVFRuv/++5n1DgDQ5TRP4tAclK4ZxyQOndnM4cmSpM+zClXd4DK5GgD+qtVBqbKyUsXFxYdtLy4uVlVV1SkVBQCAv/lwfb4q611KiQzSxL5M4tCZDUmJUGZsiOqbPFqwucDscgD4qVYHpYsvvlg33HCD3n77beXm5io3N1f/+c9/dOONN+qSSy5pyxoBADDdqwfWTrpqbJpsrL/TqVksFl04rHlUidnvABxNq4PS888/rxkzZujqq69WRkaGMjIydPXVV2v69Ol69tln27JGAABMta2wSqv27JfdatHlo5nEoSs4ePrdl9tLVFrdYHI1APxRq4NScHCwnn32WZWWlnpnwCsrK9Ozzz6rkJCQtqwRAABTvXZgNOmc/vGKDw80uRq0hZ5xoRqaGiG3x9BHG/LNLgeAHzrlxQPy8/OVn5+vPn36KCQkRIZhtEVdAAD4hfomt95Zs0+SdNVYJnHoSjj9DsCxtDoolZaWavLkyerbt6/OO+885ec3/zXmxhtvZGpwAECX8dnmQpXXNikpIpBJHLqYC4Yly2KRVu7Zr71ltWaXA8DPtDoo/fKXv1RAQIBycnIUHBzs3X7FFVfok08+aZPiAAAw27+/az7t7rLRTOLQ1SSEB2p8zxhJ0nvrGFUC0FKrg9Jnn32mhx9+WKmpqS229+nTR3v27DnlwgAAMNue0hp9vaNUFot0+ejU4z8Anc7BSR3e4/Q7AD5aHZRqampajCQdVFZWJqfTeUpFAQDgD95Y2bzA7Jl94pQadfh7Hjq/6YOS5LBZtbWwSlsKKs0uB4AfaXVQOvPMM/XSSy9571ssFnk8Hj3yyCM6++yz26Q4AADM4nJ79ObKXEnSlWOYEryriggO0KR+zdeeMakDgEPZW/vARx55RJMnT9bKlSvV2NioX//619q0aZPKysr09ddft2WNAAB0uC+2FquoqkHRIQ5NGZBgdjloRzOHp+izzYV6b22e7pzaT1auRQOgUxhRGjx4sLZt26YJEyZo5syZqqmp0SWXXKI1a9aoV69ebVkjAAAd7uAkDpeOTJHDfsqracCPTR4Qr1CnXfvK67Q6Z7/Z5QDwE60aUWpqatL06dP1/PPP63e/+11b1wQAgKkKKuq1aEuRJOmKMayd1NUFBtg0bVCi/rM6V++uzdPoHtFmlwTAD7TqT2QBAQFav359W9cCAIBfeGvVXnkMaUyPKPWODzW7HHSAg7PffbghX01uj8nVAPAHrT6X4Nprr9U///nPtqwFAADTeTyG/n1gtjtGk7qP03vFKDbUobKaRn21vcTscgD4gVZP5uByufTCCy/o888/16hRoxQSEtJi/2OPPXbKxQEA0NGW7SzV3rI6hTntOn9IktnloIPYbVZ9b2iy5n+zW++u3aez+8ebXRIAk510UNq5c6d69OihjRs3auTIkZKkbdu2tWhjsTBbDACgc3rt2+ZJHGaOSFaQw2ZyNehIFw5vDkqfbS5UbaNLwY5W/z0ZQBdw0q8Affr0UX5+vr744gtJ0hVXXKEnn3xSCQlMnQoA6NzKahr12aZCSdKVnHbX7YxIi1RadJD2ltXp86wiXTgs2eySAJjopIOSYRgt7n/88ceqqalps4IAAGgvOTk5Kik5+vUn72+rUaPbo55RdjUWZmt14Yn1m5WV1UYVwkwWi0Uzh6Xo6S926L21+whKQDd3ymPKvsEJAAB/lJOTo/4DBqiutvaobZJ+9IwccRn67vUnNOq3H5/0c1RXV59KifADM4cn6+kvdmjx1mLtr2lUVIjD7JIAmOSkg5LFYjnsGiSuSQIA+LuSkhLV1dbqmt88qoT0wxdGL22waHFhgGwWQ9ffeJMc1ptOuO+sb5fo4xefUH19fVuWDBP0SQjTgKRwZeVX6uONBbp6HKdgAt1Vq069u/766+V0OiVJ9fX1+ulPf3rYrHdvv/1221QIAEAbSkjvpdQ+gw7bnrW5UFKl+iaEq2e/xJPqszAnu42qgz+4aHiysvIr9d+1+whKQDd20kHpuuuua3H/2muvbbNiAAAwQ4PLrW2FVZKkQSkRJlcDs10wLFkPfrxF3+4qU155nZIjg8wuCYAJTjoozZs3rz3qAADANNsKq+XyGIoKDlByRKDZ5cBkyZFBGpsZrW93len9dXn6yVmHn6oJoOuzml0AAABm25RXIUkalBzBdbeQ1DypgyS9uzbP5EoAmIWgBADo1oqrGlRY2SCrRRqQFGZ2OfAT5w1Okt1q0eb8Sm0/cFomgO6FoAQA6NYOjib1jAtVsOOUV81AFxEV4tBZfeMkSe+tY1QJ6I4ISgCAbsvl9mhLQfNoweDkcJOrgb+58JDT71g3Euh+CEoAgG5rR3G1GlwehQXalR4dbHY58DPnDkxQUIBNOWW1Wru33OxyAHQwghIAoNvauK9SkjQoKZxJHHCYYIddUwclSGJSB6A7IigBALql/bWN2ldeJ4ukgZx2h6O4aHiKJOmD9XlyuT0mVwOgIxGUAADd0qa85tGkjJhghQUGmFwN/NWEPrGKCg5QSXWjvskuNbscAB2IoAQA6HbcHkObDwSlQckRJlcDfxZgs+r8oUmSOP0O6G4ISgCAbmdXSY3qmtwKdtiUGRtidjnwczMPnH736aYC1Te5Ta4GQEdhwQgAQLez8cDaSQOTwmWzMolDZ5eVldVufcfGxmpUeppSIoO0r7xOi7YU6bwhSe32fAD8B0EJANCt1LqkPaW1kqRBTOLQqVWWFUuSrr322nZ7jqDgYG3JytIFw5L1/JJsvbt2H0EJ6CYISgCAbmV3tU2SlBoVpMhgh8nV4FTUVTdfZ3b+T36nfkNHtXn/hTnZeuXhO1VSUqKZw3vr+SXZ+mJLsSrqmhQRxAQgQFdHUAIAdB8Wq3bXNF+ey2hS1xGTnKHUPoPa9Tn6J4apb0KothVW65ON+bpiTHq7Ph8A8zGZAwCg2wjMHKE6t0WBdqt6x4WaXQ46EYvF4p3UgdnvgO6BoAQA6DbChk6TJPVPCpfdxlsgTs6Fw5IlSct2lqqwst7kagC0N94lAADdwv46t4J6j5XEaXdonbToYI3KiJJhSO+vY1QJ6OoISgCAbuGL3XWy2OyKdngUG+o0uxx0UjOHN48qvUdQAro8ghIAoMszDEMLdzVPCZ4Z6jG5GnRm5w1Jks1q0frcCu0srja7HADtiKAEAOjylu8sU361W56GWqUGE5TQerGhTk3oHSuJUSWgqyMoAQC6vNe/y5Ek1WQtkZ13Ppyig6ffvbs2T4ZhmFwNgPbC2wUAoEsrr23UxxsLJEnV6z41uRp0BVMHJcppt2pXSY027KswuxwA7YSgBADo0t5Zs0+NLo96RNrVWLDD7HLQBYQ67ZoyMEESayoBXRlBCQDQZRmGode/3StJOjcz2ORq0JXMPLCm0vvr8uT2cPod0BWZHpSWLl2qCy64QMnJybJYLPrvf//bYr9hGLr77ruVlJSkoKAgTZkyRdu3bzenWABAp7J2b7m2FlbJabdqYkaQ2eWgC5nUL14RQQEqqmrQip2lZpcDoB2YHpRqamo0bNgwPfPMM0fc/8gjj+jJJ5/U888/rxUrVigkJETTpk1TfT0rYgMAju3gaNL5Q5IU4jD9LQ9diMNu1XlDEiVx+h3QVZn+rjFjxgzdf//9uvjiiw/bZxiGHn/8cf3+97/XzJkzNXToUL300kvKy8s7bOQJAIBDVTe49P765g+wV45NN7kadEUXDkuRJH20MV8NLrfJ1QBoa6YHpWPZtWuXCgoKNGXKFO+2iIgIjRs3TsuWLTviYxoaGlRZWdniBgDoft5fl6faRrd6xoVoTI8os8tBFzQ2M1qJ4YGqqnfpiy1FZpcDoI35dVAqKGiezjUhIaHF9oSEBO8+Xw8++KAiIiK8t7S0tHavEwDgf17/tnntpCvHpMlisZhcDboim9WiCw+sqfTWqn0mVwOgrfl1UGqNOXPmqKKiwnvbu3ev2SUBADrY5rxKrcutUIDNoktGpppdDrqw749q/v/1xdYiFVc1mFwNgLbk10EpMbH5IsnCwsIW2wsLC737fDmdToWHh7e4AQC6l39/1zyadO7ABMWGOk2uBl1Z34QwDUuNkNtj6N21jCoBXYlfB6XMzEwlJiZq4cKF3m2VlZVasWKFxo8fb2JlAAB/Vd/k1jtrmj+wXjmGSRzQ/r4/uvk0/zdX5sowWFMJ6CpMD0rV1dVau3at1q5dK6l5Aoe1a9cqJydHFotFt99+u+6//36999572rBhg374wx8qOTlZF110kal1AwD808cb81VZ71JKZJAm9I41uxx0AxcOTZbDbtXWwipt3MckUkBXYTe7gJUrV+rss8/23p89e7Yk6brrrtP8+fP161//WjU1Nbr55ptVXl6uCRMm6JNPPlFgYKBZJQMA/Ngry/83iYPVyiQOaH8RwQGaOjBBH6zP11ur9mpIaoTZJQFoA6aPKE2aNEmGYRx2mz9/viTJYrHovvvuU0FBgerr6/X555+rb9++5hYNAPBLWwoqtXLPftmsFl0xhllP0XEuO3D63bvr8lhTCegiTA9KAAC0lVdXNI8mTR2YoPhwzjxAx5nQO1aJ4YEqr23S55tZUwnoCghKAIAuoabBpbdXN0/icM24DJOrQXdjs1p0ycgUSdJbq1iaBOgKCEoAgC7h/XV5qm5wqUdMsE7vFWN2OeiGDq6ptGRbsQor602uBsCpIigBALqEV79tPu3u6nHpTOIAU/SMC9WojCh5DHmnqAfQeRGUAACd3vrccq3PrZDDZtX3RzGJA8xz2YFRpTdX7mVNJaCTIygBADq9g5M4nDckUdEhDpOrQXd2/tAkBQZYlV1co7V7y80uB8ApICgBADq1yvomvbs2T5J0zWlM4gBzhQUGaMbgJEnSm6tyTa4GwKkgKAEAOrX/rtmnuia3+iaEanRGlNnlAN7T795fl6f6JtZUAjoru9kFAADQWoZh6JXlzafdXTMuQxYLkzig7WVlZZ1Ue4dhKC7YpuJal/724XKdmR50xHaxsbFKT09vixIBtAOCEgCg01q1Z7+2FlYpKMCmiw+sYQO0lcqyYknStddee9KPjZhwtSLPuFp/em2Rit64+4htgoKDtSUri7AE+CmCEgCg03rlwCQOFw5LVnhggMnVoKupq66UJJ3/k9+p39BRJ/XYapf0aZ4UlDlCP33ibQX7fOIqzMnWKw/fqZKSEoIS4KcISgCATqmsplEfbsiXJF1zGh800X5ikjOU2mfQST9uY22u9pXXqTwwSX0zo9uhMgDtickcAACd0n9W5arR5dGQlAgNTY00uxzgMIOSwyVJG/MqWFMJ6IQISgCATsfjMfTqtwcncWA0Cf6pT3yonHarqupdyimrNbscACeJoAQA6HSW7SzVrpIahTntumBYstnlAEdkt1k1ILF5VGnDvgqTqwFwsghKAIBO56VluyVJF41IUYiTy23hvwalNAelXSU1qmlwmVwNgJNBUAIAdCq5+2u1YHOhJOmH4zNMrgY4tthQp5IiAuUxpM35lWaXA+AkEJQAAJ3Kv5bvkceQzugdoz4JYWaXAxzX4JQISdLGfUzqAHQmBCUAQKdR3+TWv7/bK0m6bnwPc4sBTlCf+FA57FZVMqkD0KkQlAAAnca7a/epvLZJqVFBmjwgwexygBMSYLNqQGLz6OfGPE6/AzoLghIAoFMwDEPzv9kjqfnaJJvVYnJFwIk7ePrdzuJqJnUAOgmCEgCgU/hu935l5VcqMMCqy0enmV0OcFIOndRhYx5ThQOdAUEJANApvPjNbknSxSNSFBnsMLcYoBWGph6c1KFSHuZ0APweQQkA4PfyK+r0yaYCSdJ1p/cwtxiglXrHhyoowKbqBpfy6zh1FPB3rNIHAPAbOTk5KikpOWz7qxuq5PYYGhTnUG3eDq3OO/m+s7Ky2qBCoPXsVqsGp4Tru937lV1lM7scAMdBUAIA+IWcnBz1HzBAdbU+0yfbApT6s3myhURq8d/v1ahffXNKz1NdXX1KjwdOxeDkCK3cvV/FDVbZY1LNLgfAMRCUAAB+oaSkRHW1tbrmN48qIb2Xd/ueaqtWltkVZDN0822/Umsnu8v6dok+fvEJ1dfXt1HFwMkLDwpQZmyIdpbUKGz4eWaXA+AYCEoAAL+SkN5LqX0GSWqeEvzL7/ZKatCIHrFK7xHd6n4Lc7LbqELg1AxNjdDOkhqFDpmsuiaP2eUAOAomcwAA+K2CynoVVTXIZrVocHKE2eUAbSI9OlghdkNWZ4iW5tSZXQ6AoyAoAQD81tq95ZKkvgmhCnJw8Tu6BovFol6hbknSR9trZRjMFQ74I4ISAMAv1TS4tKOoeeKF4amR5hYDtLEeoR55Gmq1t9Klr3YcPtMjAPMRlAAAfmnDvgp5DCkpIlDx4YFmlwO0qQCrVL3hc0nSvK93m1sMgCMiKAEA/I7L7dH63ApJ0vC0SHOLAdpJ1eoPZJG0aEuRdhYzbT3gbwhKAAC/s6WgSnVNboUF2tU7LtTscoB24dqfp1FJTknS/G92m1sMgMMQlAAAfsUwpNU5+yU1jyZZW7twEtAJfK9viCTprVW5qqhrMrkaAIciKAEA/EpBvUX7a5vksFk1KDnc7HKAdjUk3qF+CWGqbXTrje/2ml0OgEMQlAAAfmV7ZfM04INTwuW0MyU4ujaLxaIbzughqfn0O5ebBWgBf0FQAgD4jYD4TBU3WGWxSMOYxAHdxEUjUhQd4tC+8jp9sqnA7HIAHEBQAgD4jfAxF0uS+sSHKjwwwORqgI4RGGDTD07LkCT9bclOFqAF/ARBCQDgF0pr3QoZMFGSNDI9yuRqgI71w/EZCgywasO+Ci3LLjW7HAAiKAEA/MT722pksdkV6/QogQVm0c3EhDp1+eg0SdLflu40uRoAEkEJAOAHKmqb9NnOWklS33C3ydUA5vjxhJ6yWqQl24qVlV9pdjlAt0dQAgCY7uUVe1TvMtRYtEuJgVyfge4pPSZYM4YkSZL+zqgSYDqCEgDAVPVNbs37epckqXLFf2RhfVl0Yz+Z2FOS9N66POXurzW5GqB7IygBAEz11qpclVQ3Ki7YppotX5pdDmCqoamROr1XjNweQ//8apfZ5QDdGkEJAGAat8fQ/33ZfIrRhf1CJA/XJwE/PauXJOm1b3NUUt1gcjVA90VQAgCY5uON+dpTWquo4ABNzgwyuxzAL5zZJ1bDUiNU3+TRP75kVAkwC0EJAGAKwzD07BfZkqTrTu+hQDtvSYAkWSwW/fycPpKkfy3brf01jSZXBHRPvCsBAEyxaEuRNudXKsRh0/Wn9zC7HMCvTB4QrwFJ4appdGveN7vNLgfolghKAIAOZxiGnly0Q5L0g/E9FBnsMLkiwL80jyr1liTN+3qXKuubTK4I6H4ISgCADvfVjhKt21uuwACrfnxmptnlAH5p+qBE9Y4PVVW9Sy8xqgR0OIISAKDDPbWweTTp6rEZig11mlwN4J+sVotuPbt5VOmfX+1STYPL5IqA7oWgBADoUMt3lurb3WVy2Ky6+cDimgCO7HtDk5QZG6L9tU2az6gS0KEISgCADvX0gWuTLh+TqsSIQJOrAfyb3WbVLyY3z4D3tyXZqqjjWiWgoxCUAAAdZtWe/fpqR4nsVot3UU0Ax3bBsGT1TQhVZb1L/ziwQDOA9kdQAgB0mMcWbJUkXToyValRwSZXA3QONqtFs8/tK0l64atdKq1uMLkioHsgKAEAOsTynaX6ekepAmwW/Xxyb7PLATqVaYMSNTileV2l55dkm10O0C0QlAAA7c4wDD322TZJ0hVj0hhNAk6SxWLRHVP7SZJeWrZHhZX1JlcEdH0EJQBAu/tye0nzTHd2q249u4/Z5QCd0qS+cRqdEaUGl0dPLdpudjlAl0dQAgC0K8Mw9JcFzaNJ14xLZ6Y7oJUsFot+Na15VOm1b/cqu7ja5IqAro2gBABoV4u2FGnd3nIFBlj1s0nMdAecitN6xmjKgHi5PYYe+niL2eUAXRpBCQDQbjweQ385cG3SdeN7KD6M0STgVP12Rn/ZrBYt2FyoFTtLzS4H6LIISgCAdvPuun3anF+pMKddP2HdJKBN9I4P05Vj0iRJf/ooSx6PYXJFQNdEUAIAtIsGl1t//rR5NOmnk3opOsRhckVA13H7lL4Kcdi0LrdCH2zIN7scoEsiKAEA2sW/lu3RvvI6JYQ79aMzMs0uB+hS4sKc+umBUdpHPtmi+ia3yRUBXQ9BCQDQ5irrm/T0FzskSb+c0ldBDpvJFQFdz4/P7KmEcKdy99fpn1/tMrscoMshKAEA2tzzi7NVXtuk3vGh+v6oVLPLAbqkIIdNv53RX5L09KIdyiuvM7kioGshKAEA2lRBRb1e+Lr5r9u/md5fdhtvNUB7uWh4isb0iFJdk1t/+ijL7HKALoV3LwBAm2q+XsKjMT2iNGVAvNnlAF2axWLRvRcOktUifbA+X99kl5hdEtBlEJQAAG1mdc5+vb1mnyTpD98bKIvFYnJFQNc3KDlC14zLkCTNfW+zmtwekysCuga/D0r33nuvLBZLi1v//v3NLgsA4MPjMXTf+5slSZeNStXQ1EhzCwK6kTum9lVUcIC2FlbppWV7zC4H6BL8PihJ0qBBg5Sfn++9ffXVV2aXBADw8d+1+7R2b7lCHDbdOb2f2eUA3UpksEO/mtb8e/fXBduUX8HEDsCp6hRByW63KzEx0XuLjY01uyQAwCFqGlx6+JMtkqRZ5/RWfFigyRUB3c+VY9I1Ij1S1Q0u/eG/m2QYhtklAZ2a3ewCTsT27duVnJyswMBAjR8/Xg8++KDS09OP2LahoUENDQ3e+5WVlR1VJgB0W88tzlZhZYPSo4NZXBY4CVlZbTtT3Q8H2LUhV/o8q1D/WrxRPzx7SJv231FycnJUUtI+E1PExsYe9XMkcCi/D0rjxo3T/Pnz1a9fP+Xn52vu3Lk688wztXHjRoWFhR3W/sEHH9TcuXNNqBQAuqedxdX6+9KdkqS7zhugwAAWlwWOp7KsWJJ07bXXtnnfEWdeq8jTr9Tv3l6nUSmhGtS3c/3xIicnR/0HDFBdbW279B8UHKwtWVmEJRyX3welGTNmeL8eOnSoxo0bp4yMDL3xxhu68cYbD2s/Z84czZ4923u/srJSaWlpHVIrAHQ3hmHoD+9uVKPbo7P6xmnaoASzSwI6hbrq5jNezv/J79Rv6Kg27dttSJ/ubVBdSJQeX7xL/9fJglJJSYnqamt1zW8eVUJ6rzbtuzAnW688fKdKSkoISjguvw9KviIjI9W3b1/t2LHjiPudTqecTmcHVwUA3dN76/L09Y5SOe1W3TdzENOBAycpJjlDqX0GtXm/Yxo2a2mRtGBnnb7JLtHpvTrf9d0J6b3a5WcDnKhOMZnDoaqrq5Wdna2kpCSzSwGAbq2irkl//KD5+oqfn9NbGTEhJlcE4KC4QENVaz6WJN355npV1TeZXBHQ+fh9UPrVr36lJUuWaPfu3frmm2908cUXy2az6aqrrjK7NADo1v786VaVVDeoZ1yIbprY0+xyAPjYv/gFJYTYtK+8zrvGGYAT5/dBKTc3V1dddZX69eunyy+/XDExMVq+fLni4uLMLg0Auq01Ofv18ormRS3vv2iwnHYmcAD8jdFYp5+PjZTFIr25KlefbSowuySgU/H7a5Ref/11s0sAAByivsmtX7+1XoYhXTIipVNe+wB0FwPjHLr5zJ7629KdmvP2Bo3MiFJsKNdyAyfC70eUAAD+5cmF27W9qFqxoU794XsDzS4HwHHMntpX/RLCVFrTqN/+ZwML0QIniKAEADhh6/aW6/kl2ZKkBy4erKgQh8kVATgep92mx64YpgCbRZ9nFerFb3abXRLQKRCUAAAnpMHl1p1vrZPHkC4YlqxpgxLNLgnACRqUHKG7zhsgSfrTR1u0IbfC5IoA/0dQAgCckKcW7tC2wmrFhDg090LWNgE6m+tP76FpgxLU6PZo1qurVcmU4cAxEZQAAMe1cneZnl3cvND3/RcNVjSn3AGdjsVi0SOXDlNqVJByymo1h+uVgGMiKAEAjqmyvkm/eH2tPIZ08YgUzRjCgt9AZxURHKCnrhohu9WiDzfkaz7XKwFHRVACAByVYRj63Tsbta+8TunRwbpvJqfcAZ3diPQozTlwvdL9H2bpm+wSkysC/BNBCQBwVG+v3qf31+XJZrXoiSuHKywwwOySALSBH53RQxePSJHbY2jWK6u1t6zW7JIAv0NQAgAc0e6SGt397kZJ0uxz+2pEepTJFQFoKxaLRQ9eMkRDUiK0v7ZJN720UrWNLrPLAvyK3ewCAKA7ysnJUUlJ+5zuEhsbq/T09FPqo67RrZ++vEo1jW6Ny4zWT8/q5d3XXrVnZWW1eZ8Aji4wwKa//WCULnz6K20pqNKv3lynp68aKavVYnZpgF8gKAFAB8vJyVH/AQNUV9s+p7oEBQdrS1ZWq8OSYRi6650N2lJQpdhQh564coRsBz44tXftklRdXd1ufQNoKTkySM9dO0pX/99yfbShQA9FbfGutwR0dwQlAOhgJSUlqqut1TW/eVQJ6b2O/4CTUJiTrVcevlMlJSWtDkr/Wr5H76zZJ5vVoqevHqnEiEDvvvasPevbJfr4xSdUX1/fpv0COLYxPaL18KVDNfuNdfr70p1KigjUDWdkml0WYDqCEgCYJCG9l1L7+Ncscqv2lOm+9zdLkubM6K/TesYcsV171F6Yk92m/QE4cZeMTFV+Rb0e/XSr7vtgs5IiAjV9MEsBoHtjMgcAgCQpv6JOP3t5tVweQ+cPSdKNE/iLMtCd3DKpl64Zly7DkH7x+lp9t7vM7JIAUxGUAACqbnDpR/NXqqiqQX3iQ/Xw94fKYuGCbqA7sVgsmnvhIE0ZEK8Gl0c3zPtOa/eWm10WYBqCEgB0c26PodteW6Os/ErFhjr0wvVjFOrkzGygO7LbrHrqqpE6rWe0qhtc+uE/V2hTXoXZZQGmICgBQDf3xw82a9GWIjntVv3fD0crLTrY7JIAmCjIYdM/rxujURlRqqx36Qf//FbbCqvMLgvocAQlAOjG/vHlTs3/Zrck6a9XDGdRWQCSpBCnXfNuGKOhqREqq2nU1f+3QlsKKs0uC+hQBCUA6Kbe+G6v7v+weZHX30zvr/OGMMMVgP8JDwzQSz8aq4FJ4SqpbtCVf1+udVyzhG6EoAQA3dCH6/P127fXS5JuOjNTPz2rp8kVAfBHkcEOvXbTaRqRHqny2iZd/X/LtXxnqdllAR2CoAQA3czirUW6/d9r5DGkK8ek6a7zBjDDHYCjiggO0Ms3jtPpvWJU0+jWdS98q883F5pdFtDuCEoA0I0s2Vasn/xrlZrchr43NEkPXDyEkATguEKcdr1w/RhN7t88dfjN/1qp+V/vMrssoF0RlACgm1iwuVA3vbhSDS6PJveP12OXD5fNSkgCcGICA2x6/gejdMXoNHkM6d73N2vu+5vk9hhmlwa0C4ISAHQDH67P189eXqVGt0czBifquWtHyWHnLQDAyQmwWfXQpUP06+n9JEnzvt6tn/xrlarqm0yuDGh7vEsCQBf3xsq9+vlrq+XyGJo5PFlPXTWCkASg1SwWi26Z1FtPX938WvJ5VqFmPvO1dhSx1hK6Ft4pAaCLMgxDf12wTb9+a708hnTF6DQ9dvlw2W289AM4dd8bmqx/33yaEsMDtbO4RjOf/lofb8g3uyygzfBuCQBdUJPb0K/eXK8nFm6XJM06u5cevGQI1yQBaFMj0qP0wW0TdFrPaNU0uvWzV1brvvc3q8HlNrs04JQRlACgi7EGhuqBL8v0n9W5slkt+tPFQ3TntP6yEpIAtIPYUKdevnGcfjKxeT22F77epZlPf63thZyKh86NoAQAXUh5o0VJ1z2u9UWNCnbY9I/rRuvqcelmlwWgi7PbrJpz3gD987rRiglxaEtBlb731Fd6adluGQaz4qFzIigBQBexJb9SXxTaZY9MVEKITW/99HSd3S/e7LIAdCOTByTo49vP1Fl949Tg8ujudzfp6v9boT2lNWaXBpw0ghIAdHJNbo8WbSnSp5sL5TEsqsteqUfPjdXA5HCzSwPQDcWHBWre9WN0zwUDFRRg07KdpZr2+FL948udrLmEToWgBACdWHFVg17/dq827KuQJA0Id6vorbkKdfDyDsA8VqtFN5yRqU9vn6gzeseovsmj+z/M0sxnvtKqPfvNLg84IbyTAkAnZBiGVufs17+/26uy2kaFOGy6aHiyBka6JfEXWwD+IT0mWC/fOE4PXzpEYYF2bdxXqUuf+0a/enOdiqsazC4POCaCEgB0MvtrGvXmqlx9ub1EbsNQZmyIrh6XroyYELNLA4DDWCwWXTEmXV/8apIuH50qSXprVa7O+fNiPfPFDtU1MpU4/BNBCQA6CbfH0He7y/TKtznKr6hXgM2is/vF6YKhSQp22M0uDwCOKTbUqUe+P0zv3HK6hqZGqKrBpUc/3aqz/7xY//4uRy63x+wSgRZ4ZwWATmDf/jp9sa1IpdWNkqSM6GCd0z9e4UEBJlcGACdnRHqU/nvLGXpvXZ7+/NlW5e6v02/+s0F/W7pTt53TRylM+AA/QVACAD9W3eDSV9tLtPXAwo2Bdqsm9o1T/8QwWSwsIAugc7JaLbpoRIpmDEnUv5bt0dNf7NDO4hrd/u+1Sg6zKWTQ2SIvwWwEJQDwQ01uj1bn7NeqPfvV5G7+tDA4JVyn94pVUIDN5OoAoG047Tb9+MyeunJsul78Zrf+78udyqtqUuz37tAneYZGOfdrcHK4nLzuwQQEJQDwIx6Poc35lVq2s1S1By5wTgwP1KR+cUoIDzS5OgBoH6FOu2ad3VvXnd5DD771jV5anqO6kCh9taNEK3aValBShIanRyqC043RgQhKAOAHPIah7YXVWrGrVPtrmyRJ4YF2ndE7Vn3iQznNDkC3EOq069IBofrTdT/SJX96U7sbglVa06i1ueVam1uuXnEhGpEWpeTIQF4X0e4ISgBgIsMwtKOoWst3lamspnmihsAAq8b2iNaQ1AjZrUxOCqAbcjepR6hHZwxPV05ZrdbsLdee0lplF9cou7hGMSEODUwO14DEcAU5OC0P7YOg1MXk5OSopKSk3fpvaGiQ0+lsl75jY2OVnp7eLn0DJ6s9f5eysrIkq127q61atHyPdwTJabdqZHqUhqVFyGnnjR/AqcvKymqXfjvqPdtisSgjJkQZMSEqrW7Q2r3lyiqoUmlNo77cXqKvd5SoV1yoBiWHKy06WFZGmU5Je773dcbPeQSlLiQnJ0f9BwxQXW1tOz6LRVL7TEMTFBysLVlZne6XCF1Pe/4uWRxBCh02XSk//YdWldklNclht2p4WqRGpkVywTKANlFZVixJuvbaa9ulfzPes2NCnZo8IEETesdqa2GVNuVVqqiqQduLqrW9qFqhTvuBUaYwRQY7OqyurqK9P0d2xs95BKUupKSkRHW1tbrmN48qIb1Xm/ef9e0SffziEzr/J79Tv6Gj2rTvwpxsvfLwnSopKelUv0Domtrjd6neLWVX2ZRdZVWT0fwXT4fFrbG9EjQ4JZwRJABtqq66UpK65Hu2M8CmoamRGpoaqeKqBm3Kq9CWgipVN7j07a4yfburTPFhTvVLCFOfhFCFBTIBxIloz8+RZv+faS2CUheUkN5LqX0GtXm/hTnZkqSY5Ix26R/wN23xu1RS3aB1B04VcR9YFCRIDcr9+HlddMllGpnRvy1KBYAj6urv2XFhTk3qF68JvWOVXVyjzfmV2ru/VkVVDSqqatCXO0qUEhmkvgmh6hMfZna5nUJ7fY7sjAhKANDGPB5DO0tqtG5vuXLL67zbE8KdGp0RrfINi7Rl/QJZL73MxCoBoOuw26zqlximfolhqm10aXtRtbYVVCmvol77yuu0r7xOS7YVK9ZpV+iI81Ra6za7ZHQCBCUAaCP1TW5tzKvQ+twKVdW7JEkWi9Q7LlTDUiO909muMrlOAOjKgh12DUuN1LDUSFXWN2l7YbW2FlapuKpBRfVWxUy9RTd9UKTh677WtEGJmjooQb3iQs0uG36IoAQAp6i4qkHrcsu1taBKrgOn1wUGWDUkJUJDUiI4Px4ATBIeGKBRGVEalRGl/bWNWp2VrZWbtiswZYDW7i3X2r3leviTLeodH6opAxJ0dr84jcyIUoCNpRlAUAKAVnF7DO06wul1caFODUuLUL+EMNl5owUAvxEV7FC/cI8+fPlOLfjqWxXY4vXppgItyy7VjqJq7Siq1vNLshUWaNfEvnE6u1+8zuobp7iw9lkWBf6PoAQAJ6Gqvkkb91VqU16Fahqbz3H3nl6XFqnkCFaLBwB/Fx1k05SRGbr2tAxV1DVp8dYifbGlSEu2FWt/bZM+XJ+vD9fnS5KGpUZoYt84nd4rViMzIpmltBshKAHAcXgMQ3tKa7VhX4V2l9R4VxILCrBpcEo4p9cBQCcWERSgmcNTNHN4itweQ+tyy7V4S5EWbS3Sxn2VWpdboXW5FXpq0Q4FBlg1NjNGE3rH6PResRqYFC6rlT+OdVUEJQA4inq39O3uMm3c97/JGSQpNSpIQ1Ii1CsuVDbeIAGgy7BZLRqZHqWR6VGaPbWfiirrtXhbsb7eUaKvd5SqpLpBS7cVa+m25gV9o0McGtsjWmMyozW2R7QGJHHadVdCUAKAQxiGoQ2FDYqd+Rt9tC9AhkolSU67VQOTwjU4JULRIaz4DgDdQXx4oC4fnabLR6fJMAxtK6zWVztK9PWOEi3fWaqymkZ9sqlAn2wqkCSFOu0akR7pDU/DUiMV5OBUvc6KoAQAkvbXNOo/q3P16ooc7SypUUj/M2VISooI1JCUCPWJD+WvhADQjVksFu9aTTdOyFSjy6N1ueX6dleZvttdplW796uqwaUvt5foy+0lkppHqPomhGlYaoSGpUVqaGqE+iaEMateJ0FQAtBtGYahFbvK9MZ3e/XBhnw1ujySpEC7RcXffqCLzpuqwYP6mFwlAMAfOexWjekRrTE9oiU1z4a6paBSK3fv17e7y/TdrjIVVTUoK79SWfmVev27vZKaz1AYfGD5iH6JYeqfGKa+CWEKcfKx3N9wRAB0OwUV9frP6ly9uXKvdpfWercPTArXtadlKENFmvDAc4q86FwTqwQAdCY2q0WDkiM0KDlC153eQ4ZhKL+iXutzy5snhNhbrg25FapqcGnVnv1atWd/i8dnxASrX0KY+ieFq29CqHrGhqpHbLCCHXxcNws/eUhq/itIg8utBpdHDU0eNbjccnkMeQxDhtE861eRwhUyeLLyXcGy51XIbrUowGaV3WqR3WqV3Wbxbgty2BhWhl9pdHm0MKtQb6zcqyXbinVgXViFOGy6YFiyrhiTpuFpkbJYLFq9usTcYgEAnZ7FYlFyZJCSI4M0fXCSJMnjMbSrtEbrc8u1Oa9SWwqqtKWgSsVVDdpTWqs9pbX6bHNhi36SIgKVGRvivfWICVFKVJBSooIUzoyr7YqgZIKcnByVlLT9B7GsrKzDtjW6PKqqb1J1g0tVDS7V1Lv+93WDS3WNzeHIdfBT4zGlKPb8X2pbo7Qtq+i4re1Wi4IcNgUF2BTksCnYYVNwgF1hgXaFBdkVHhigsEB7l1iPoL2O6UGxsbFKT09vt/67sm2FVfr3d3v1zpp9Kqtp9G4fmxmty0en6bwhify1DgDQZk7kM0GGpIwkaUZSgKRoVdS7lVPh0p4Kl/ZUNCm30qW8KpeqGptHpfIr6vVNdulh/QQHWBQXbFNcsE2xwTbFhdha3I8MtJ7w7KxH+hzZ3fHpoIPl5OSo/4ABqqutPX7jE2ULUEBUkuxRKQofd6mWF3pkVO5VeW2Tag8siHmiHDarnAFWOe1WBdisslgkqyyyWKSq/cXKy85SWt8hCo+KkcvdHLBcbkNNHo9cbkMuj0dNLkNuw5DLY6iq3tViWuUjcdqtCrTYFXfx7/TSukrtcO9Vr/gQ9YwNVVQnmF2sXY6pj6DgYG3JyiIsnaCymkZ9uCFfb63K1bq95d7t8WFOfX9Uqi4bnabM2BDzCgQAdElt/ZnAGhgme3SyAqJSFBCdLHt0quyRibKHx8kWHKHaJuNAuDryZy3D45a7ukzu6lK5qkrlPnirLpWrqsT7teH63x8Sq6ur26T2roCg1MFKSkpUV1ura37zqBLSe53UYw1DqnFJFU0WVTZZmv9ttKrKJUn/+2vBvgZJDfXe+067VaGBdoU6D7kduB/ssMlpt8lpt8pht8pqOfpfHVYtXK11b83VjLl/1/BhQ45Rp6FGt0d1jW7VNblV1+hW7cF/G92qqm9SZb1LVXVNqnd5mk/3k1XBfcfrv1tr9N+t6719RYc41DM2RL3iQtUzrvnfXvGhSosK8psZyE7lmJ6IwpxsvfLwnSopKSEoHUNto0sLNhfq3bV5Wrqt2DtKardaNGVAgi4fk6qJfeL85v8NAKDrac/PBFnfLtHHLz6k83/yO/Xrny6Xp1G1bqnWZVGt26Jal0V1Lv3va7ckq0328DjZw+PkPEbfDqshS0O1yvdu1boKp8p3lirUaVfIIZ8bA+1WWY7xObErIiiZJCG9l1L7DDrqfo/HUFltowor61VU1aCiygaV1jSoyX3kU+QcNqsc7hoVblqhgcNHqn/fPooKdigyOKDDT22zWCwHwpdNkcdpe/DUwJ07s/XBq//UtT+brSpLsLKLqpVXUa+ymkaV1TRqpc8Fjw6bVT3jQtQnIUx940Ob/00IVUZMiGkLgB7vmKLtNbk9+mp7id5du0+fbS5sMYI6OCVcFw1P0UUjUhQbeqy3BwAA2lZ7fCYozMmWJMUkZ5xQ3x6PodpGt6obXC1uNQ0uVdf/777LY6jRY5ECwhTUc7QK3FLBrrLD+rNZLQfCk63lH98PBKkQp10hDnuXWoidoOQHPIah/TWNKqxqUNGBYFRc1XDE64ZsFouiQxyKCXUoNtSp2FCHYkKdCnHYtHrR+3rlgz+rx5i/q39iuAnfyclz2K2KCXWqLshQ1eoP9OORczVy5EhJzSMEO4trlF1c7f03u7hGu0qqVd/k8V4A6dtfr7hQ9U0IVd+EMPWJD1W/xDClRQXL2oV+cbuzuka3lm4v1qebCrQwq0gVdU3efRkxwZo5LFkXDk9R7/hQE6sEAMBcVqul+QyiwKN/3DcMo/mP1g0urV3xlZZ89I5GzbxBYXGpB0JVc9Cqa3LL7TFUUdfU4n33SIId/wtS4UEBiggKUFOdRfbo1KP+wd9fEZQ6mNtjyB6Tqj01VmVvK1ZhZf1RQ1GAzaL4sEDFhzsVH+ZUfFigIoMCus0H/mCHXYNTIjQ4JaLFdo/H0L7yOm0rrNK2wmptL6zStqIqbS+sVoPL412v4FCBAVb1jg9V3/gw7+hT34QwpUQGdZufZ2dWXtuohVlF+nRTgZZuL1Z9k8e7LzbUoe8NTdbM4cneWesAAMDxWSwWOQNscgbYFKUa1WxYoB7fv0zDByS0aOfyeJpDU/0ho1JHGKnyGFLtgUstiqoaDukhQCk3Pa9NxY0a17Hf4ikhKHWgF7/ZrQc/KlTKj5/XylJJpeXefQE2i+IOhKGE8OZ/o4ID+NB3BFarRWnRwUqLDtbkQ36R3R5De8tqta2wStuLqr1BKru4eQRq475KbdzXMkAFO2zqHR+qPvH/C099EkKVEhnEz95Ebo+hjfsq9NWOEn25vVjf7d4v9yF/TEiNCtK0QYmaOjBBo3tEd6lhfgAA/I3dalVEkFURQUefjtwwmk/1OxiiqhpcqjwwAlVSXqX9NQ1KDO1cMx0TlDpQZHCA6l2GPI31igtzKC0u2jtaFBXiOOZECjg+m9WiHrEh6hEboqmHnLrrcnuUU1Z7yOhTtbYVVGlnSbVqG91an1uh9bkVLfoKcdjUMy60ub+YYPWICfF+HR3iIES1g71ltfpye4m+2lGsb7JLVV7bcmi/f2KYpg5K1LRBCRqYFM4xAADAj1gslubrlJx2xfvsy92+SY/NukwJ16w0pbbWIih1oEl94/X4tFhdPPl0Xfb0W0rtE2d2Sd2C3WZVz7hQ9YwL1fTBid7tTW6P9pTWaFth8+jT9gP/7iqpUU2jWxv2VWjDvorD+gsLtLcITqqulTNtsGpczSMhjG4cX4PLrc15lVqTU661e8u1Ome/cvfXtWgT5rTrtF4xOrNPrM7qG6eMGKbzBgCgM+tsf+QkKHWgiOAApUcESIbn+I3R7gJsVvWOD1Pv+DCdNyTJu73R5dHu0hrtKqnR7pIa7S6t1Z7S5q/zKupVVe86LEQlXv2QPsmTlLdDoc4Di+o67Qo7sKhu8+3gArvda3rNuka3sourtb2oSuv2Vmjt3ubVyBvdLX8P7FaLRqRHakLvOE3oE6thqRFM5Q0AAExDUAJ8OOxW9U0IU9+EsMP21Te5lVNWq90lNdpTWqtdpTXauLtAqzbvlDM2RR7D4r2oMf8o/dssFgU7bQp22BTisCvYeeBfh807tWaww6Ygh032TjI61eT2qKiqQfnlddpZXKPtRVXaUVSt7UXV2ldeJ+MIk9xEhzg0Ii1Sw9MiNSI9SsPTIxXq5CUJAAD4Bz6VACchMMB2WIhavbpJo2ZP1S+fflsxPfqpqt6lyvomVdW7Dtz+93Vdk1tuw/DelxqO/mRqDlUBlgAl3fiM7lpUotQN3ykiqHl9rMigAEUGByg8KEDBh4SrYIdNwQHNASwowCa7zSK71Sqr5dhD3oZhyOUx5HI3Lxhc3XBo7U2qrHN5FwsurKxXQUW9CirrlV9Rr5LqhiOGoYOiQxzqHReqgcnhGpEeqRFpUUqLZsIMAADgvwhKQBuxWHQgsNiVEB54xDYuj6d52swGt2oaXd5/D/364H63YRy4WeSIzdCWkiZtKSk6pRoDbBbZrP8LTm7PgXDkMVrMKtcaDptV8eFOZcaGqHd8aPMtrvnfGBZ8BQAAnQxBCehAdqtV4YFWhQcefXpNqXl0p8ltqN7lVk72dr3613v06JPPKiYpTeW1TSqva1RFbZPKa5un3axtcqvuQMiqO7B+QV2T+7B+m9zGgcXejn+dXIDNorDAAIUfuL4qPMiuMGfzdVYJ4YFKiAhUUnigEiMClRQRyGyAAACgS+k0QemZZ57Ro48+qoKCAg0bNkxPPfWUxo4da3ZZQLuwWCxy2C1y2K2KdBiqz1mv09OCNHJk+gn34fEYanB55PJ45HL/b9TI5fF4R5Ls1uYRpgCbtflfq1U2m0V2q6XbTToBAABwqE4RlP79739r9uzZev755zVu3Dg9/vjjmjZtmrZu3ar4eN+Z2gFIzQvzBjlskjrX4m4AAAD+oFPMvfvYY4/ppptu0g033KCBAwfq+eefV3BwsF544QWzSwMAAADQBfn9iFJjY6NWrVqlOXPmeLdZrVZNmTJFy5YtO6x9Q0ODGhr+N5NYRUXzWjeVlZXtX+wJqK6ultS8QnFDXW2b9l2Yky1JKti9TdkhwW3ad3v3X5y7S5K0atUq78+orVmtVnk8bb+G1datWyW1zzGV2v9n014/l47ov7Me0878u9SeP5vO/BpG7eb0T+3m9N+ZX2c6c+1d4f9MdXW16Z/JDz6/cazpeg+wGCfSykR5eXlKSUnRN998o/Hjx3u3//rXv9aSJUu0YsWKFu3vvfdezZ07t6PLBAAAANBJ7N27V6mpqcds4/cjSidrzpw5mj17tve+x+NRWVmZYmJiOvTC9MrKSqWlpWnv3r0KDw/vsOfFsXFc/BPHxX9xbPwTx8U/cVz8E8fFP5l1XAzDUFVVlZKTk4/b1u+DUmxsrGw2mwoLC1tsLywsVGJi4mHtnU6nnM6Wa7ZERka2Z4nHFB4ezi+lH+K4+CeOi//i2Pgnjot/4rj4J46LfzLjuERERJxQO7+fzMHhcGjUqFFauHChd5vH49HChQtbnIoHAAAAAG3F70eUJGn27Nm67rrrNHr0aI0dO1aPP/64ampqdMMNN5hdGgAAAIAuqFMEpSuuuELFxcW6++67VVBQoOHDh+uTTz5RQkKC2aUdldPp1D333HPYaYAwF8fFP3Fc/BfHxj9xXPwTx8U/cVz8U2c4Ln4/6x0AAAAAdDS/v0YJAAAAADoaQQkAAAAAfBCUAAAAAMAHQQkAAAAAfBCUjmH37t268cYblZmZqaCgIPXq1Uv33HOPGhsbW7Rbv369zjzzTAUGBiotLU2PPPLIYX29+eab6t+/vwIDAzVkyBB99NFHLfYbhqG7775bSUlJCgoK0pQpU7R9+/YWbcrKynTNNdcoPDxckZGRuvHGG1VdXd3233gn8MADD+j0009XcHDwURcUtlgsh91ef/31Fm0WL16skSNHyul0qnfv3po/f/5h/TzzzDPq0aOHAgMDNW7cOH377bct9tfX12vWrFmKiYlRaGioLr300sMWSO4uTuS45OTk6Pzzz1dwcLDi4+N15513yuVytWjDcWl/PXr0OOz346GHHmrRpqNe23Byjvd/H6137733HvZ70b9/f+/+E3ldaavXuO5s6dKluuCCC5ScnCyLxaL//ve/Lfa31WemtniN606Od1yuv/76w35/pk+f3qJNpzsuBo7q448/Nq6//nrj008/NbKzs413333XiI+PN+644w5vm4qKCiMhIcG45pprjI0bNxqvvfaaERQUZPztb3/ztvn6668Nm81mPPLII8bmzZuN3//+90ZAQICxYcMGb5uHHnrIiIiIMP773/8a69atMy688EIjMzPTqKur87aZPn26MWzYMGP58uXGl19+afTu3du46qqrOuaH4Wfuvvtu47HHHjNmz55tREREHLGNJGPevHlGfn6+93boz3Pnzp1GcHCwMXv2bGPz5s3GU089ZdhsNuOTTz7xtnn99dcNh8NhvPDCC8amTZuMm266yYiMjDQKCwu9bX76058aaWlpxsKFC42VK1cap512mnH66ae32/fuz453XFwulzF48GBjypQpxpo1a4yPPvrIiI2NNebMmeNtw3HpGBkZGcZ9993X4vejurrau78jX9tw4k7k/z5a75577jEGDRrU4veiuLjYu/94rytt9RrX3X300UfG7373O+Ptt982JBnvvPNOi/1t8ZmprV7jupPjHZfrrrvOmD59eovfn7KyshZtOttxISidpEceecTIzMz03n/22WeNqKgoo6GhwbvtN7/5jdGvXz/v/csvv9w4//zzW/Qzbtw44yc/+YlhGIbh8XiMxMRE49FHH/XuLy8vN5xOp/Haa68ZhmEYmzdvNiQZ3333nbfNxx9/bFgsFmPfvn1t+012IvPmzTtmUPL9JT7Ur3/9a2PQoEEttl1xxRXGtGnTvPfHjh1rzJo1y3vf7XYbycnJxoMPPmgYRvNxCggIMN58801vm6ysLEOSsWzZslZ8R13D0Y7LRx99ZFitVqOgoMC77bnnnjPCw8O9v0Mcl46RkZFh/PWvfz3q/o56bcPJOd7/fZyae+65xxg2bNgR953I60pbvcbhf3zfy9vqM1NbvMZ1Z0cLSjNnzjzqYzrjceHUu5NUUVGh6Oho7/1ly5Zp4sSJcjgc3m3Tpk3T1q1btX//fm+bKVOmtOhn2rRpWrZsmSRp165dKigoaNEmIiJC48aN87ZZtmyZIiMjNXr0aG+bKVOmyGq1asWKFW3/jXYRs2bNUmxsrMaOHasXXnhBxiHLhh3vuDQ2NmrVqlUt2litVk2ZMsXbZtWqVWpqamrRpn///kpPT/e2wf8sW7ZMQ4YMabFY9LRp01RZWalNmzZ523BcOsZDDz2kmJgYjRgxQo8++miL04M66rUNJ+5E/u/j1G3fvl3Jycnq2bOnrrnmGuXk5Eg6sdeVtniNw7G11WemtniNw+EWL16s+Ph49evXTz/72c9UWlrq3dcZj4u9zXvswnbs2KGnnnpKf/7zn73bCgoKlJmZ2aLdwRfIgoICRUVFqaCgoMWL5sE2BQUF3naHPu5obeLj41vst9vtio6O9rZBS/fdd5/OOeccBQcH67PPPtMtt9yi6upq3XbbbZJ01ONSWVmpuro67d+/X263+4httmzZ4u3D4XAcdj3OoccO/3O0n/nBfcdqw3FpW7fddptGjhyp6OhoffPNN5ozZ47y8/P12GOPSeq41zacuJKSkuP+38epGTdunObPn69+/fopPz9fc+fO1ZlnnqmNGzee0OtKW7zGBQUFtdN31zW01WemtniNQ0vTp0/XJZdcoszMTGVnZ+uuu+7SjBkztGzZMtlstk55XLplUPrtb3+rhx9++JhtsrKyWlzAuW/fPk2fPl2XXXaZbrrppvYusVtqzXE5lj/84Q/er0eMGKGamho9+uij3qCEE9PWxwXt52SO1ezZs73bhg4dKofDoZ/85Cd68MEH5XQ627tUwC/NmDHD+/XQoUM1btw4ZWRk6I033iDAAMdx5ZVXer8eMmSIhg4dql69emnx4sWaPHmyiZW1XrcMSnfccYeuv/76Y7bp2bOn9+u8vDydffbZOv300/X3v/+9RbvExMTDZrw5eD8xMfGYbQ7df3BbUlJSizbDhw/3tikqKmrRh8vlUllZmffxnd3JHpeTNW7cOP3xj39UQ0ODnE7nUY9LeHi4goKCZLPZZLPZjnvsGhsbVV5e3uKvjIe26eza8rgkJiYeNkPXif6+cFyO71SO1bhx4+RyubR7927169evw17bcOJiY2OP+38fbSsyMlJ9+/bVjh07dO655x73daUtXuNwbG31maktXuNwbD179lRsbKx27NihyZMnd8rj0i2vUYqLi1P//v2PeTt4buS+ffs0adIkjRo1SvPmzZPV2vJHNn78eC1dulRNTU3ebQsWLFC/fv0UFRXlbbNw4cIWj1uwYIHGjx8vScrMzFRiYmKLNpWVlVqxYoW3zfjx41VeXq5Vq1Z52yxatEgej0fjxo1rw5+OeU7muLTG2rVrFRUV5f1r+fGOi8Ph0KhRo1q08Xg8WrhwobfNqFGjFBAQ0KLN1q1blZOT423T2bXlcRk/frw2bNjQ4oVywYIFCg8P18CBA71tOC6tcyrHau3atbJard7TIjrqtQ0n7kT+76NtVVdXKzs7W0lJSSf0utIWr3E4trb6zNQWr3E4ttzcXJWWlnoDbac8Lm0+PUQXkpuba/Tu3duYPHmykZub22K6w4PKy8uNhIQE4wc/+IGxceNG4/XXXzeCg4MPm8bQbrcbf/7zn42srCzjnnvuOeIUupGRkca7775rrF+/3pg5c+YRp7ocMWKEsWLFCuOrr74y+vTp022nB9+zZ4+xZs0aY+7cuUZoaKixZs0aY82aNUZVVZVhGIbx3nvvGf/3f/9nbNiwwdi+fbvx7LPPGsHBwcbdd9/t7ePgFK133nmnkZWVZTzzzDNHnIba6XQa8+fPNzZv3mzcfPPNRmRkZIsZjX76058a6enpxqJFi4yVK1ca48ePN8aPH99xPww/crzjcnDq3KlTpxpr1641PvnkEyMuLu6IU+dyXNrPN998Y/z1r3811q5da2RnZxsvv/yyERcXZ/zwhz/0tunI1zacuBP5v4/Wu+OOO4zFixcbu3btMr7++mtjypQpRmxsrFFUVGQYxvFfV9rqNa67q6qq8r5/SDIee+wxY82aNcaePXsMw2ibz0xt9RrXnRzruFRVVRm/+tWvjGXLlhm7du0yPv/8c2PkyJFGnz59jPr6em8fne24EJSOYd68eYakI94OtW7dOmPChAmG0+k0UlJSjIceeuiwvt544w2jb9++hsPhMAYNGmR8+OGHLfZ7PB7jD3/4g5GQkGA4nU5j8uTJxtatW1u0KS0tNa666iojNDTUCA8PN2644QbvB9Du5rrrrjvicfniiy8Mw2iebnL48OFGaGioERISYgwbNsx4/vnnDbfb3aKfL774whg+fLjhcDiMnj17GvPmzTvsuZ566ikjPT3dcDgcxtixY43ly5e32F9XV2fccsstRlRUlBEcHGxcfPHFLcJ0d3K842IYhrF7925jxowZRlBQkBEbG2vccccdRlNTU4t+OC7ta9WqVca4ceOMiIgIIzAw0BgwYIDxpz/9qcWbmWF03GsbTs7x/u+j9a644gojKSnJcDgcRkpKinHFFVcYO3bs8O4/kdeVtnqN686++OKLI76XXHfddYZhtN1nprZ4jetOjnVcamtrjalTpxpxcXFGQECAkZGRYdx0002H/RGnsx0Xi2EcMl8yAAAAAKB7XqMEAAAAAMdCUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAAAAAHwQlAAAAAPBBUAIAdErXX3+9LBbLYbfp06ebXRoAoAuwm10AAACtNX36dM2bN6/FNqfTecS2TU1NCggIaLGtsbFRDoej3eoDAHRejCgBADotp9OpxMTEFreoqChJksVi0XPPPacLL7xQISEheuCBB3Tvvfdq+PDh+sc//qHMzEwFBgZKknJycjRz5kyFhoYqPDxcl19+uQoLC8381gAAJiMoAQC6rHvvvVcXX3yxNmzYoB/96EeSpB07dug///mP3n77ba1du1Yej0czZ85UWVmZlixZogULFmjnzp264oorTK4eAGAmTr0DAHRaH3zwgUJDQ1tsu+uuu3TXXXdJkq6++mrdcMMNLfY3NjbqpZdeUlxcnCRpwYIF2rBhg3bt2qW0tDRJ0ksvvaRBgwbpu+++05gxYzrgOwEA+BuCEgCg0zr77LP13HPPtdgWHR3t/Xr06NGHPSYjI8MbkiQpKytLaWlp3pAkSQMHDlRkZKSysrIISgDQTRGUAACdVkhIiHr37n3M/SeyDQAAX1yjBADo1gYMGKC9e/dq79693m2bN29WeXm5Bg4caGJlAAAzMaIEAOi0GhoaVFBQ0GKb3W5XbGzsCfcxZcoUDRkyRNdcc40ef/xxuVwu3XLLLTrrrLOOeOoeAKB7YEQJANBpffLJJ0pKSmpxmzBhwkn1YbFY9O677yoqKkoTJ07UlClT1LNnT/373/9up6oBAJ2BxTAMw+wiAAAAAMCfMKIEAAAAAD4ISgAAAADgg6AEAAAAAD4ISgAAAADgg6AEAAAAAD4ISgAAAADgg6AEAAAAAD4ISgAAAADgg6AEAAAAAD4ISgAAAADgg6AEAAAAAD7+Hw4us8Gj8CKQAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotar os gráficos de acurácia e distribuição dos erros\n",
    "plot_accuracy(model, X_test, y_test, y_pred)\n",
    "plot_error_distribution(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c21737a-8da4-4208-9c1b-5af96b4214a2",
   "metadata": {},
   "source": [
    "## Comparativo de predição entre Random Forest e XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "0bbf28ad-85bb-4bc4-b86f-2e59f5698f4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data = pd.DataFrame({\n",
    "    'avg_temperature_c': [30.0],\n",
    "    'min_temperature_c': [25.0],\n",
    "    'max_temperature_c': [35.0],\n",
    "    'precipitation_mm': [10.0],\n",
    "    'weekend': [1],\n",
    "    'is_corinthians': [1],\n",
    "    'is_sao_paulo': [0],\n",
    "    'is_palmeiras': [0],\n",
    "    'is_flamengo': [0],\n",
    "    'is_vasco': [0],\n",
    "    'is_cruzeiro': [0],\n",
    "    'is_gremio': [0],\n",
    "    'is_atletico_mineiro': [0],\n",
    "    'is_bahia': [0],\n",
    "    'is_internacional': [0],\n",
    "    'is_holiday': [0],\n",
    "    'is_city_match': [1],\n",
    "    'month': [4]\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57cb11dc-139e-4c25-bc93-53b06e37547a",
   "metadata": {},
   "source": [
    "### XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "b4fdc765-9aae-4aa0-9929-241de54562db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted beer consumption: 6670.0326695356425 liters\n"
     ]
    }
   ],
   "source": [
    "predicted_consumption = predict_beer_consumption_xg(model, feature_columns, new_data)\n",
    "print(f'Predicted beer consumption: {predicted_consumption[0]} liters')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64672240-549d-44b2-9122-5e31d78ea5b3",
   "metadata": {},
   "source": [
    "### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "206b980b-7ab5-47ef-ab01-6686edc77234",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted beer consumption: 19606.5 liters\n"
     ]
    }
   ],
   "source": [
    "new_data = new_data.reindex(columns=rf_feature_columns, fill_value=0)\n",
    "predicted_consumption = rf_model.predict(new_data)\n",
    "print(f'Predicted beer consumption: {predicted_consumption[0]} liters')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e7d7a2d-2a3d-4d20-8a6e-1ea98b40ac4c",
   "metadata": {},
   "source": [
    "## Exemplo de Abordagem com Bayesian Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "f6f65587-3ffc-4d6f-bfc1-94765eb580d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c1f8b6956ea142b9a2667208c768a501",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4c8756718cab45efb24723097fab058b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'beer_consumption_liters': np.float64(25461.0)}\n"
     ]
    }
   ],
   "source": [
    "# Converter colunas categóricas para strings\n",
    "categorical_columns = ['weekend', 'is_holiday', 'has_match', 'match_type', 'is_flamengo', 'is_corinthians',\n",
    "                       'is_sao_paulo', 'is_palmeiras', 'is_vasco', 'is_cruzeiro', 'is_gremio',\n",
    "                       'is_atletico_mineiro', 'is_bahia', 'is_internacional', 'is_city_match']\n",
    "df[categorical_columns] = df[categorical_columns].astype(str)\n",
    "\n",
    "# Definir a estrutura da rede\n",
    "model = BayesianNetwork([('avg_temperature_c', 'beer_consumption_liters'),\n",
    "                         ('precipitation_mm', 'beer_consumption_liters'),\n",
    "                         ('weekend', 'beer_consumption_liters'),\n",
    "                         ('is_holiday', 'beer_consumption_liters'),\n",
    "                         ('has_match', 'beer_consumption_liters'),\n",
    "                         ('match_type', 'beer_consumption_liters'),\n",
    "                         ('is_city_match', 'beer_consumption_liters')])\n",
    "\n",
    "# Aprender os parâmetros da rede\n",
    "model.fit(df, estimator=MaximumLikelihoodEstimator)\n",
    "\n",
    "# Fazer inferência na rede\n",
    "infer = VariableElimination(model)\n",
    "\n",
    "# Definir as evidências\n",
    "evidence = {'avg_temperature_c': 27.3,\n",
    "            'precipitation_mm': 0.0,\n",
    "            'weekend': '0.0',\n",
    "            'is_holiday': '1',\n",
    "            'has_match': '0',\n",
    "            'match_type': '0',\n",
    "            'is_city_match': '0'}\n",
    "# Calcular a distribuição posterior do consumo de cerveja\n",
    "prediction = infer.map_query(variables=['beer_consumption_liters'], evidence=evidence)\n",
    "print(prediction)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "1e60bcfc-59af-4ace-a346-f9cb661003a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Criar o gráfico usando networkx\n",
    "G = nx.DiGraph()\n",
    "\n",
    "# Adicionar nós e arestas ao gráfico\n",
    "for edge in model.edges():\n",
    "    G.add_edge(edge[0], edge[1])\n",
    "\n",
    "# Desenhar o gráfico\n",
    "pos = nx.spring_layout(G)\n",
    "plt.figure(figsize=(10, 7))\n",
    "nx.draw(G, pos, with_labels=True, node_size=3000, node_color='skyblue', font_size=12, font_weight='bold', arrowsize=20)\n",
    "plt.title('Bayesian Network Structure')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c4bc8af-0ecf-4970-bb48-ce3ff94ce07c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}