Pre_processing_Modeling.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "014c351a",
   "metadata": {},
   "source": [
    "# Pre-processing and Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b1c964b",
   "metadata": {},
   "source": [
    "## Import and Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "0a12e074",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
    "import xgboost as xgb\n",
    "from xgboost import plot_importance\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a4cceb4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('df_eda.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d11db380",
   "metadata": {},
   "source": [
    "# Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0a08c41",
   "metadata": {},
   "source": [
    "## Categorical Features\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2e6cd0f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Customer ID', 'Customer Status', 'Churn Label', 'Churn Category',\n",
       "       'Churn Reason', 'Referred a Friend', 'Offer', 'Phone Service',\n",
       "       'Multiple Lines', 'Internet Service', 'Internet Type',\n",
       "       'Online Security', 'Online Backup', 'Device Protection Plan',\n",
       "       'Premium Tech Support', 'Streaming TV', 'Streaming Movies',\n",
       "       'Streaming Music', 'Unlimited Data', 'Contract', 'Paperless Billing',\n",
       "       'Payment Method', 'City', 'Gender', 'Married', 'Dependents',\n",
       "       'Subscription Type', 'Age Category', 'Community Type'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categorical_features = df.select_dtypes(include=['object', 'category']).columns\n",
    "categorical_features "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6e4a138",
   "metadata": {},
   "source": [
    "I droped the following columns:\n",
    "`Customer ID`,`Customer Status`, `Churn Reason`,`Churn Category`, `Phone Service`, `Internet Service`,`City`,`Age Category`\n",
    "Then tranform categorical features using One-Hot Encoding to avoid introducing artificial order or importance among categories. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "301eb41e",
   "metadata": {},
   "outputs": [],
   "source": [
    "features_to_drop = ['Customer ID', 'Customer Status', 'Churn Reason', 'Churn Category', \n",
    "                    'Phone Service', 'Internet Service', 'City', 'Age Category']\n",
    "\n",
    "data_for_encoding = df.drop(columns=features_to_drop)\n",
    "\n",
    "df_encoded = pd.get_dummies(data_for_encoding, drop_first=True).astype(int)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ecb056a6",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Satisfaction Score</th>\n",
       "      <th>Churn Value</th>\n",
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       "      <th>Subscription Type_Internet Only</th>\n",
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      ],
      "text/plain": [
       "      Satisfaction Score  Churn Value  Churn Score  CLTV  Number of Referrals  \\\n",
       "0                      3            1           91  5433                    0   \n",
       "1                      3            1           69  5302                    1   \n",
       "2                      2            1           81  3179                    0   \n",
       "3                      2            1           88  5337                    1   \n",
       "4                      2            1           67  2793                    1   \n",
       "...                  ...          ...          ...   ...                  ...   \n",
       "7038                   5            0           45  5306                    0   \n",
       "7039                   3            0           59  2140                    1   \n",
       "7040                   4            0           71  5560                    4   \n",
       "7041                   4            0           59  2793                    1   \n",
       "7042                   4            0           38  5097                    0   \n",
       "\n",
       "      Tenure in Months  Avg Monthly Long Distance Charges  \\\n",
       "0                    1                                  0   \n",
       "1                    8                                 48   \n",
       "2                   18                                 11   \n",
       "3                   25                                 19   \n",
       "4                   37                                  6   \n",
       "...                ...                                ...   \n",
       "7038                72                                 22   \n",
       "7039                24                                 36   \n",
       "7040                72                                 29   \n",
       "7041                11                                  0   \n",
       "7042                66                                 30   \n",
       "\n",
       "      Avg Monthly GB Download  Monthly Charge  Total Charges  ...  \\\n",
       "0                           8              39             39  ...   \n",
       "1                          17              80            633  ...   \n",
       "2                          52              95           1752  ...   \n",
       "3                          12              98           2514  ...   \n",
       "4                          14              76           2868  ...   \n",
       "...                       ...             ...            ...  ...   \n",
       "7038                        0              21           1419  ...   \n",
       "7039                       24              84           1990  ...   \n",
       "7040                       59             103           7362  ...   \n",
       "7041                       17              29            346  ...   \n",
       "7042                       11             105           6844  ...   \n",
       "\n",
       "      Paperless Billing_Yes  Payment Method_Credit Card  \\\n",
       "0                         1                           0   \n",
       "1                         1                           1   \n",
       "2                         1                           0   \n",
       "3                         1                           0   \n",
       "4                         1                           0   \n",
       "...                     ...                         ...   \n",
       "7038                      1                           0   \n",
       "7039                      1                           0   \n",
       "7040                      1                           1   \n",
       "7041                      1                           0   \n",
       "7042                      1                           0   \n",
       "\n",
       "      Payment Method_Mailed Check  Gender_Male  Married_Yes  Dependents_Yes  \\\n",
       "0                               0            1            0               0   \n",
       "1                               0            0            1               1   \n",
       "2                               0            1            0               1   \n",
       "3                               0            0            1               1   \n",
       "4                               0            0            1               1   \n",
       "...                           ...          ...          ...             ...   \n",
       "7038                            0            0            0               0   \n",
       "7039                            1            1            1               1   \n",
       "7040                            0            0            1               1   \n",
       "7041                            0            0            1               1   \n",
       "7042                            0            1            0               0   \n",
       "\n",
       "      Subscription Type_Internet Only  Subscription Type_Phone Only  \\\n",
       "0                                   1                             0   \n",
       "1                                   0                             0   \n",
       "2                                   0                             0   \n",
       "3                                   0                             0   \n",
       "4                                   0                             0   \n",
       "...                               ...                           ...   \n",
       "7038                                0                             1   \n",
       "7039                                0                             0   \n",
       "7040                                0                             0   \n",
       "7041                                1                             0   \n",
       "7042                                0                             0   \n",
       "\n",
       "      Community Type_Suburban  Community Type_Urban  \n",
       "0                           0                     1  \n",
       "1                           0                     1  \n",
       "2                           0                     1  \n",
       "3                           0                     1  \n",
       "4                           0                     1  \n",
       "...                       ...                   ...  \n",
       "7038                        0                     0  \n",
       "7039                        1                     0  \n",
       "7040                        0                     0  \n",
       "7041                        0                     0  \n",
       "7042                        1                     0  \n",
       "\n",
       "[7043 rows x 52 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_encoded.astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dd81b64",
   "metadata": {},
   "source": [
    "## Preprocessing for numerical data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8b86f699",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7043 entries, 0 to 7042\n",
      "Data columns (total 51 columns):\n",
      " #   Column                             Non-Null Count  Dtype  \n",
      "---  ------                             --------------  -----  \n",
      " 0   Customer ID                        7043 non-null   object \n",
      " 1   Satisfaction Score                 7043 non-null   int64  \n",
      " 2   Customer Status                    7043 non-null   object \n",
      " 3   Churn Label                        7043 non-null   object \n",
      " 4   Churn Value                        7043 non-null   int64  \n",
      " 5   Churn Score                        7043 non-null   int64  \n",
      " 6   CLTV                               7043 non-null   int64  \n",
      " 7   Churn Category                     1869 non-null   object \n",
      " 8   Churn Reason                       1869 non-null   object \n",
      " 9   Referred a Friend                  7043 non-null   object \n",
      " 10  Number of Referrals                7043 non-null   int64  \n",
      " 11  Tenure in Months                   7043 non-null   int64  \n",
      " 12  Offer                              7043 non-null   object \n",
      " 13  Phone Service                      7043 non-null   object \n",
      " 14  Avg Monthly Long Distance Charges  7043 non-null   float64\n",
      " 15  Multiple Lines                     7043 non-null   object \n",
      " 16  Internet Service                   7043 non-null   object \n",
      " 17  Internet Type                      5517 non-null   object \n",
      " 18  Avg Monthly GB Download            7043 non-null   int64  \n",
      " 19  Online Security                    7043 non-null   object \n",
      " 20  Online Backup                      7043 non-null   object \n",
      " 21  Device Protection Plan             7043 non-null   object \n",
      " 22  Premium Tech Support               7043 non-null   object \n",
      " 23  Streaming TV                       7043 non-null   object \n",
      " 24  Streaming Movies                   7043 non-null   object \n",
      " 25  Streaming Music                    7043 non-null   object \n",
      " 26  Unlimited Data                     7043 non-null   object \n",
      " 27  Contract                           7043 non-null   object \n",
      " 28  Paperless Billing                  7043 non-null   object \n",
      " 29  Payment Method                     7043 non-null   object \n",
      " 30  Monthly Charge                     7043 non-null   float64\n",
      " 31  Total Charges                      7043 non-null   float64\n",
      " 32  Total Refunds                      7043 non-null   float64\n",
      " 33  Total Extra Data Charges           7043 non-null   int64  \n",
      " 34  Total Long Distance Charges        7043 non-null   float64\n",
      " 35  Total Revenue                      7043 non-null   float64\n",
      " 36  City                               7043 non-null   object \n",
      " 37  Zip Code                           7043 non-null   int64  \n",
      " 38  Latitude                           7043 non-null   float64\n",
      " 39  Longitude                          7043 non-null   float64\n",
      " 40  Gender                             7043 non-null   object \n",
      " 41  Age                                7043 non-null   int64  \n",
      " 42  Married                            7043 non-null   object \n",
      " 43  Dependents                         7043 non-null   object \n",
      " 44  Number of Dependents               7043 non-null   int64  \n",
      " 45  Population                         7043 non-null   int64  \n",
      " 46  Subscription Type                  7043 non-null   object \n",
      " 47  Age Category                       6916 non-null   object \n",
      " 48  churn_rate                         7043 non-null   float64\n",
      " 49  Population Density                 7043 non-null   float64\n",
      " 50  Community Type                     7043 non-null   object \n",
      "dtypes: float64(10), int64(12), object(29)\n",
      "memory usage: 2.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "aeddce36",
   "metadata": {},
   "outputs": [],
   "source": [
    "numerical_features = ['Satisfaction Score','Number of Referrals', 'Tenure in Months',\n",
    "                        'Avg Monthly Long Distance Charges', 'Avg Monthly GB Download',\n",
    "                        'Monthly Charge', 'Age','Number of Dependents','Population Density']\n",
    "numerical_data = df_encoded[numerical_features]\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(numerical_data)\n",
    "df_encoded[numerical_features] = scaled_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50c12ff7",
   "metadata": {},
   "source": [
    "### Drop unnecessary columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "33a8bc9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_final = df_encoded.drop(columns=['Churn Score', 'CLTV','Total Charges', 'Total Refunds',\n",
    "                                   'Total Extra Data Charges', 'Total Long Distance Charges','Total Revenue', \n",
    "                                    'Zip Code', 'Latitude', 'Longitude','Population', 'churn_rate','Churn Label_Yes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "755edae9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Satisfaction Score', 'Churn Value', 'Number of Referrals',\n",
       "       'Tenure in Months', 'Avg Monthly Long Distance Charges',\n",
       "       'Avg Monthly GB Download', 'Monthly Charge', 'Age',\n",
       "       'Number of Dependents', 'Population Density', 'Referred a Friend_Yes',\n",
       "       'Offer_Offer A', 'Offer_Offer B', 'Offer_Offer C', 'Offer_Offer D',\n",
       "       'Offer_Offer E', 'Multiple Lines_Yes', 'Internet Type_DSL',\n",
       "       'Internet Type_Fiber Optic', 'Online Security_Yes', 'Online Backup_Yes',\n",
       "       'Device Protection Plan_Yes', 'Premium Tech Support_Yes',\n",
       "       'Streaming TV_Yes', 'Streaming Movies_Yes', 'Streaming Music_Yes',\n",
       "       'Unlimited Data_Yes', 'Contract_One Year', 'Contract_Two Year',\n",
       "       'Paperless Billing_Yes', 'Payment Method_Credit Card',\n",
       "       'Payment Method_Mailed Check', 'Gender_Male', 'Married_Yes',\n",
       "       'Dependents_Yes', 'Subscription Type_Internet Only',\n",
       "       'Subscription Type_Phone Only', 'Community Type_Suburban',\n",
       "       'Community Type_Urban'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_final.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1f3a6e2",
   "metadata": {},
   "source": [
    "# Train Test Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e9c2b62a",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df_final.drop(['Churn Value'], axis=1)\n",
    "y = df_final['Churn Value']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4c704cdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5c76739a",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "348704ae",
   "metadata": {},
   "source": [
    "## Base Line: Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "a8a672a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9481902058197303\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.97      0.96      1009\n",
      "           1       0.93      0.89      0.91       400\n",
      "\n",
      "    accuracy                           0.95      1409\n",
      "   macro avg       0.94      0.93      0.94      1409\n",
      "weighted avg       0.95      0.95      0.95      1409\n",
      "\n"
     ]
    }
   ],
   "source": [
    "logistic_model = LogisticRegression()\n",
    "\n",
    "logistic_model.fit(X_train, y_train)\n",
    "\n",
    "predictions = logistic_model.predict(X_test)\n",
    "\n",
    "accuracy = accuracy_score(y_test, predictions)\n",
    "class_report = classification_report(y_test, predictions)\n",
    "\n",
    "print(\"Accuracy:\", accuracy)\n",
    "print(\"\\nClassification Report:\")\n",
    "print(class_report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "5ae87c97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefficients = logistic_model.coef_[0]\n",
    "feature_importance = pd.DataFrame({'Feature': X_train.columns, 'Importance': coefficients})\n",
    "feature_importance = feature_importance.sort_values('Importance', ascending=True)\n",
    "\n",
    "feature_importance.plot(x='Feature', y='Importance', kind='barh', figsize=(8, 8), \n",
    "                        title='Feature Importance: Logistic Regression')\n",
    "plt.xlabel('Importance')\n",
    "plt.ylabel('Features')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30f84412",
   "metadata": {},
   "source": [
    "## XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "43093bd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9474804826117814\n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.97      0.96      1009\n",
      "           1       0.93      0.89      0.91       400\n",
      "\n",
      "    accuracy                           0.95      1409\n",
      "   macro avg       0.94      0.93      0.93      1409\n",
      "weighted avg       0.95      0.95      0.95      1409\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model_xgb = xgb.XGBClassifier()\n",
    "\n",
    "model_xgb.fit(X_train, y_train)\n",
    "\n",
    "predictions_xgb = model.predict(X_test)\n",
    "\n",
    "accuracy = accuracy_score(y_test, predictions_xgb)\n",
    "\n",
    "print(\"Accuracy:\", accuracy)\n",
    "print(\"\\nClassification Report:\")\n",
    "print(classification_report(y_test, predictions_xgb))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "e8441ae3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9msmTJ79SXU/7888/uX79OsWLFwfAzMyM6tWrs27dOp3PJSsri2XLllGyZEnc3NwAqFu3Ljt27FA7+Nl++uknTE1Nc/0iW7hwYVq1akXv3r25efOm+kDz8/5fE/9+MsIvhBCiQDg7OzN27FhGjBjBpUuXaNiwIUWKFOHvv//m8OHDmJmZERoaioWFBb6+vnz77bcUK1YMZ2dndu3axaJFiyhcuLBOmRUrVgTgxx9/xNzcHGNjY0qVKoWVlRWdOnXi008/pVevXrRs2ZI//viDKVOm5PslWFqtllmzZtGlSxdu3rxJq1atKF68ONeuXePEiRNcu3aNuXPnFvRlyperV6/yySef0KNHD1JTUxkzZgzGxsYMGzYMeDI9asqUKXTs2JEmTZrw2WefkZ6ezrfffsvt27eZNGlSvurx8PAAnqwr/9FHH6Gnp0elSpWoX78+hoaGtG/fnsGDB/Pw4UPmzp3LrVu3XrlNX331FatWraJZs2YMHTqUatWq8eDBA3bt2kWTJk0ICAigXbt2LF++nEaNGtGvXz+qVauGgYEBf/75Jzt37qRZs2Z88sknzJs3jx07dtC4cWMcHR15+PAhixcvBtCZftOtWzeWLFlCfHz8c+86ZS/F2a5dO50pXp6engwfPjzH1J4hQ4Zw9uxZhg4dyu7du9UXb6Wnp6urK+np6eX40vXgwQMOHjwIPFntKiEhQV1N56uvvlLzTZw4kfr16xMQEMDAgQMxNDRkzpw5nD59mhUrVqhfyMaMGcPmzZsJCAhg9OjRFC1alOXLl/Prr78yZcoUdcnPpk2bqu/PsLa25o8//uD777/HycmJMmXKAP/3uzBjxgy6dOmCgYEBZcuW1bmrIv7F3uUTw0IIIf49slfpOXLkyHPzbdiwQQkICFAsLCwUIyMjxcnJSWnVqpWyfft2Nc+ff/6ptGzZUilSpIhibm6uNGzYUDl9+nSuK+98//33SqlSpRQ9PT2dVXGysrKUKVOmKC4uLoqxsbHi7e2t7NixI89Ven755Zdc4921a5fSuHFjpWjRooqBgYFSokQJpXHjxnnmz/a8VXquXbumk7dLly6KmZlZjjL8/PyUChUq5Ih16dKlSt++fRVra2vFyMhIqV27thITE5Pj/A0bNijVq1dXjI2NFTMzM6Vu3brKvn37dPLkFZOiKEp6errSvXt3xdraWtFoNDqrtGzatEmpXLmyYmxsrJQoUUIZNGiQsnXr1hyrJj3bhqfb7OTkpJN269YtpV+/foqjo6NiYGCgFC9eXGncuLFy9uxZNU9GRoYydepUtW6tVquUK1dO+eyzz5QLFy4oiqIoBw4cUD755BPFyclJMTIyUqysrBQ/Pz9l48aNOWLgBSvPZGZmKj4+Poqtra1y48aNHMcfPXqkVK5cWXFyclLS0tJ0jm3cuFFp2rSpYmNjo+jr6yvm5uaKp6enMmDAAJ02ZV8nnlqdp1ChQoq9vb3y0UcfKdHR0Tnq3bNnj1KnTh3FzMxMMTExUWrUqKFs2rQpR75Tp04pTZs2VSwtLRVDQ0OlcuXKOr+TiqIo06ZNU2rWrKkUK1ZMMTQ0VBwdHZVu3brlWL1o2LBhir29vVKoUKE8V8cS/04aRZH3aQshhBD/BNHR0QQEBPDLL78892FiIYR4GTKHXwghhBBCiPeYdPiFEEIIIYR4j8mUHiGEEEIIId5jMsIvhBBCCCHEe0w6/EIIIYQQQrzHpMMvhBBCCCHEe0xevCWEeKeysrK4fPky5ubm6stkhBBCCPFiiqJw584d7O3tKVQo73F86fALId6py5cv4+Dg8K7DEEIIIf61kpOTKVmyZJ7HpcMvhHinsl/bfnz8DMyNTd5xNEIIIcSbUax72wIvMy0tDQcHB/VvaV6kwy+EeKeyp/GYG5tgbiIdfiGEEO8nCwuLN1b2i6bEykO74r3h7OzM999/n6+89+/fp2XLllhYWKDRaLh9+/YbiSkxMRGNRsPx48ffSPlCCCGEEC8iHX7xVl29epXPPvsMR0dHjIyMsLW1JTAwkAMHDuS7jPDwcAoXLpwj/ciRI/Ts2TNfZSxZsoQ9e/awf/9+UlJSsLS0zHf9eQkKCqJ58+Y6aQ4ODqSkpFCxYsXXLv957t27x5AhQ3BxccHY2Bhra2v8/f3ZvHnzG61XCCGEEP98MqVHvFUtW7YkIyODJUuW4OLiwt9//01UVBQ3b9587bKtra3znTc+Ph53d/c33hHX09PD1tb2jdYB8Pnnn3P48GF++OEHypcvz40bN9i/fz83btx4Y3U+evQIQ0PDN1a+EEIIIQqGjPCLt+b27dvs3buXyZMnExAQgJOTE9WqVWPYsGE0btxYzffdd9/h4eGBmZkZDg4O9OrVi7t37wIQHR1N165dSU1NRaPRoNFoCAkJAXJO6QkJCVHvJNjb29O3b18A/P39mTZtGrt370aj0eDv7w/AsmXL8Pb2xtzcHFtbWzp06MDVq1d12nDmzBkaN26MhYUF5ubm1K5dm/j4eEJCQliyZAn/+9//1Liio6NzndKza9cuqlWrhpGREXZ2dgwdOpTHjx+rx/39/enbty+DBw+maNGi2Nraqm3My6ZNmxg+fDiNGjXC2dmZKlWq8OWXX9KlSxc1T3p6OoMHD8bBwQEjIyPKlCnDokWLXiquPn360L9/f4oVK0b9+vUBiI2NpVGjRmi1WmxsbOjUqRPXr19/brxCCCGEeHukwy/eGq1Wi1arZcOGDaSnp+eZr1ChQsycOZPTp0+zZMkSduzYweDBgwGoWbMm33//PRYWFqSkpJCSksLAgQNzlLFmzRqmT5/O/PnzuXDhAhs2bMDDwwOAdevW0aNHD3x8fEhJSWHdunXAkxHrcePGceLECTZs2EBCQgJBQUFqmX/99Re+vr4YGxuzY8cOjh49SnBwMI8fP2bgwIG0adOGhg0bqnHVrFkzR1x//fUXjRo1omrVqpw4cYK5c+eyaNEivvnmG518S5YswczMjEOHDjFlyhTGjh3Ltm3b8rxmtra2bNmyhTt37uSZp3PnzqxcuZKZM2cSFxfHvHnz0Gq1Lx2Xvr4++/btY/78+aSkpODn54enpycxMTFERETw999/06ZNmzzjSE9PJy0tTWcTQgghxJsjU3rEW6Ovr094eDg9evRg3rx5eHl54efnR7t27ahUqZKa76uvvlJ/LlWqFOPGjeOLL75gzpw5GBoaYmlpiUajee5UmaSkJGxtbalXrx4GBgY4OjpSrVo1AIoWLYqpqSmGhoY6ZQQHB6s/u7i4MHPmTKpVq8bdu3fRarXMnj0bS0tLVq5ciYGBAQBubm7qOSYmJqSnpz83rjlz5uDg4MAPP/yARqOhXLlyXL58mSFDhjB69Gj1pRmVKlVizJgxAJQpU4YffviBqKgodVT9WT/++CMdO3bEysqKypUr8+GHH9KqVStq1aoFwPnz51m9ejXbtm2jXr16ahtfNi5XV1emTJminjd69Gi8vLyYMGGCmrZ48WIcHBw4f/68zvXJNnHiREJDQ/O8RkIIIYQoWDLCL96qli1bcvnyZTZu3EhgYCDR0dF4eXkRHh6u5tm5cyf169enRIkSmJub07lzZ27cuMG9e/fyXU/r1q158OABLi4u9OjRg/Xr1+tMT8nNsWPHaNasGU5OTpibm6tTfZKSkgA4fvw4tWvXVjv7ryIuLg4fHx+d5bNq1arF3bt3+fPPP9W0p78AAdjZ2eWYXvQ0X19fLl26RFRUFC1btuTMmTPUrl2bcePGqbHr6enh5+f3WnF5e3vrnHf06FF27typ3r3RarWUK1cOePKcRG6GDRtGamqquiUnJ+fZLiGEEEK8Punwi7fO2NiY+vXrM3r0aPbv309QUJA6mv3HH3/QqFEjKlasyNq1azl69CizZ88GICMjI991ODg4cO7cOWbPno2JiQm9evXC19c3zzLu3btHgwYN0Gq1LFu2jCNHjrB+/XrgyVQfeDKC/7oURcmxVq6iKIDuGrrPfqnQaDRkZWU9t2wDAwNq167N0KFD+e233xg7dizjxo3j0aNHL4w9v3GZmZnp5MnKyqJp06YcP35cZ7tw4QK+vr651mVkZISFhYXOJoQQQog3Rzr84p0rX768OnofExPD48ePmTZtGjVq1MDNzY3Lly/r5Dc0NCQzM/OF5ZqYmPDxxx8zc+ZMoqOjOXDgAKdOnco179mzZ7l+/TqTJk2idu3alCtXLseIeqVKldizZ0+eXxryE1f58uXZv3+/2pkG2L9/P+bm5pQoUeKFbXoZ5cuX5/Hjxzx8+BAPDw+ysrLYtWtXgcbl5eXFmTNncHZ2xtXVVWd79suBEEIIId4N6fCLt+bGjRvUqVOHZcuWcfLkSRISEvjll1+YMmUKzZo1A6B06dI8fvyYWbNmcenSJZYuXcq8efN0ynF2dubu3btERUVx/fp17t+/n6Ou8PBwFi1axOnTp9VyTExMcHJyyjU2R0dHDA0N1Xo3btyoTofJ1qdPH9LS0mjXrh0xMTFcuHCBpUuXcu7cOTWukydPcu7cOa5fv57rF4NevXqRnJzMl19+ydmzZ/nf//7HmDFj6N+/vzpP/lX4+/szf/58jh49SmJiIlu2bGH48OEEBARgYWGBs7MzXbp0ITg4WH0gOTo6mtWrV79WXL179+bmzZu0b9+ew4cPc+nSJX777TeCg4Pz9aVMCCGEEG+edPjFW6PVaqlevTrTp0/H19eXihUrMmrUKHr06MEPP/wAgKenJ9999x2TJ0+mYsWKLF++nIkTJ+qUU7NmTT7//HPatm2LtbW1zkOk2QoXLsyCBQuoVasWlSpVIioqik2bNmFlZZVrbNbW1oSHh/PLL79Qvnx5Jk2axNSpU3XyWFlZsWPHDu7evYufnx9VqlRhwYIF6vSbHj16ULZsWby9vbG2tmbfvn056ilRogRbtmzh8OHDVK5cmc8//5xu3boxcuTIV7qm2QIDA1myZAkNGjTA3d2dL7/8ksDAQLVDDzB37lxatWpFr169KFeuHD169FDvrLxqXPb29uzbt4/MzEwCAwOpWLEi/fr1w9LS8rW+wAghhBCi4GiUp+/hCyHEW5aWloalpSWpqakyn18IIYR4Cfn9GypDcEIIIYQQQrzHpMMvhBBCCCHEe0w6/EIIIYQQQrzH5E27Qoh/hOuLFpJeAO86eJusP//iXYcghBBCvJCM8It/nMTERDQaDcePHwcgOjoajUbD7du332lc71J4eDiFCxd+12EIIYQQ4l9IOvyiwCQnJ9OtWzfs7e0xNDTEycmJfv36cePGjdcqt2bNmqSkpGBpaVlAkebu6tWrfPbZZzg6OmJkZIStrS2BgYEcOHDgjdabH23btuX8+fPqfkhICJ6engVStqIo1KtXj8DAwBzH5syZg6WlJUlJSQVSlxBCCCHePunwiwJx6dIlvL29OX/+PCtWrODixYvMmzePqKgofHx8uHnz5iuXbWhoiK2tLRqNpgAjzqlly5acOHGCJUuWcP78eTZu3Ii/v/9rxV4QMjIyMDExoXjx4m+kfI1GQ1hYGIcOHWL+/PlqekJCAkOGDGHGjBk4Ojq+kbqFEEII8eZJh18UiN69e2NoaMhvv/2Gn58fjo6OfPTRR2zfvp2//vqLESNGqHmdnZ2ZMGECwcHBmJub4+joyI8//phn2c9O6cme3hIZGYm7uztarZaGDRuSkpKic15YWBju7u4YGxtTrlw55syZk2cdt2/fZu/evUyePJmAgACcnJyoVq0aw4YNo3Hjxmq+1NRUevbsSfHixbGwsKBOnTqcOHFCp6yNGzfi7e2NsbExxYoVo0WLFuoxjUbDhg0bdPIXLlyY8PBw4P+mM61evRp/f3+MjY1ZtmyZzpSe8PBwQkNDOXHiBBqNBo1GQ3h4OMHBwTRp0kSn7MePH2Nra8vixYvzbDuAg4MDM2bMYODAgSQkJKAoCt26daNu3boEBQURGxtLo0aN0Gq12NjY0KlTJ65fv66ev2bNGjw8PDAxMcHKyop69eqpL/USQgghxLslHX7x2m7evElkZCS9evXC5JmHLm1tbenYsSOrVq3i6Xe8TZs2DW9vb44dO0avXr344osvOHv2bL7rvH//PlOnTmXp0qXs3r2bpKQkBg4cqB5fsGABI0aMYPz48cTFxTFhwgRGjRrFkiVLci1Pq9Wi1WrZsGED6enpueZRFIXGjRtz5coVtmzZwtGjR/Hy8qJu3brqXYBff/2VFi1a0LhxY44dO0ZUVBTe3t75ble2IUOG0LdvX+Li4nJMtWnbti0DBgygQoUKpKSkkJKSQtu2benevTsRERE6X3y2bNnC3bt3adOmzQvr7NKlC3Xr1qVr16788MMPnD59mh9//JGUlBT8/Pzw9PQkJiaGiIgI/v77b7XMlJQU2rdvT3BwMHFxcURHR9OiRQvyeqdfeno6aWlpOpsQQggh3hxZpUe8tgsXLqAoCu7u7rked3d359atW1y7dk2dltKoUSN69eoFPOncTp8+nejoaMqVK5evOjMyMpg3bx6lS5cGoE+fPowdO1Y9Pm7cOKZNm6aOrpcqVYrY2Fjmz59Ply5dcpSnr69PeHg4PXr0YN68eXh5eeHn50e7du2oVKkSADt37uTUqVNcvXoVIyMjAKZOncqGDRtYs2YNPXv2ZPz48bRr147Q0FC17MqVK+erTU/76quvdO4MPM3ExAStVou+vj62trZqes2aNSlbtixLly5l8ODBwJO7HK1bt0ar1ear3h9//JGKFSuyZ88e1qxZQ/HixRk9ejReXl5MmDBBzbd48WIcHBw4f/48d+/e5fHjx7Ro0QInJycAPDw88qxj4sSJOtdHCCGEEG+WjPCLNy57pPfpOfjZnejsdFtbW65evZrvMk1NTdXOPoCdnZ16/rVr19QHiLNH7rVaLd988w3x8fF5ltmyZUsuX77Mxo0bCQwMJDo6Gi8vL3W6zdGjR7l79y5WVlY65SYkJKjlHj9+nLp16+a7HXl5lbsCAN27dycsLAx48hDyr7/+SnBwcL7PL168OD179sTd3Z1PPvkEeNLunTt36rQ5+4tZfHw8lStXpm7dunh4eNC6dWsWLFjArVu38qxj2LBhpKamqltycvIrtVUIIYQQ+SMj/OK1ubq6otFoiI2NpXnz5jmOnz17liJFilCsWDE1zcDAQCePRqMhKysr33Xmdn72F4vschYsWED16tV18unp6T23XGNjY+rXr0/9+vUZPXo03bt3Z8yYMQQFBZGVlYWdnR3R0dE5zsueX//slKZnPR1ntoyMjBz5zMzMnltOXjp37szQoUM5cOAABw4cwNnZmdq1a79UGfr6+ujr/98/DVlZWTRt2pTJkyfnyGtnZ4eenh7btm1j//79/Pbbb8yaNYsRI0Zw6NAhSpUqleMcIyMj9Q6JEEIIId48GeEXr83Kyor69eszZ84cHjx4oHPsypUrLF++nLZt277xVXay2djYUKJECS5duoSrq6vOllsH9HnKly+vPnzq5eXFlStX0NfXz1Fu9peZSpUqERUVlWd51tbWOnPsL1y4wP3791+6jYaGhmRmZuZIt7Kyonnz5oSFhREWFkbXrl1fuuxneXl5cebMGZydnXO0O/uLiUajoVatWoSGhnLs2DEMDQ1Zv379a9cthBBCiNcnHX5RIH744QfS09MJDAxk9+7dJCcnExERQf369SlRogTjx49/q/GEhIQwceJEZsyYwfnz5zl16hRhYWF89913uea/ceMGderUYdmyZZw8eZKEhAR++eUXpkyZQrNmzQCoV68ePj4+NG/enMjISBITE9m/fz8jR44kJiYGgDFjxrBixQrGjBlDXFwcp06dYsqUKWo9derU4YcffuD3338nJiaGzz//PMfdivxwdnYmISGB48ePc/36dZ0Hjbt3786SJUuIi4vL9XmFl9W7d29u3rxJ+/btOXz4MJcuXeK3334jODiYzMxMDh06xIQJE4iJiSEpKYl169Zx7dq1PJ/pEEIIIcTbJR1+USDKlClDTEwMpUuXpm3btpQuXZqePXsSEBDAgQMHKFq06FuNp3v37ixcuJDw8HA8PDzw8/MjPDw8zxF+rVZL9erVmT59Or6+vlSsWJFRo0bRo0cPfvjhB+DJKPaWLVvw9fUlODgYNzc32rVrR2JiIjY2NgD4+/vzyy+/sHHjRjw9PalTpw6HDh1S65k2bRoODg74+vrSoUMHBg4ciKmp6Uu3r2XLljRs2JCAgACsra1ZsWKFeqxevXrY2dkRGBiIvb39S5f9LHt7e/bt20dmZiaBgYFUrFiRfv36YWlpSaFChbCwsGD37t00atQINzc3Ro4cybRp0/joo49eu24hhBBCvD6NktfaeUKIf6X79+9jb2/P4sWL81zp558kLS0NS0tL4r+bhvkLnoH4p7H+/It3HYIQQoj/sOy/oampqVhYWOSZTx7aFeI9kZWVxZUrV5g2bRqWlpZ8/PHH7zqkl1KsW/fn/mMlhBBCiFcjHX4h3hNJSUmUKlWKkiVLEh4errPSTlJSEuXLl8/z3NjYWBwdHd9GmEIIIYR4y6TDL8R7wtnZOc+329rb23P8+PE8zy2Iuf5CCCGE+GeSDr8Q/wHZS4n+k/29cCL3TYxf+XzbL8YUYDRCCCHE+0NW6RFCCCGEEOI9Jh1+8dZcuXKFL7/8EhcXF4yMjHBwcKBp06bPfVHVq/D39+err74q0DLzEh0djUaj4fbt2/nKr9FonrsFBQW9kTjPnz+PqakpP//8s056VlYWNWvW5JNPPnkj9QohhBDi3ZMpPeKtSExMpFatWhQuXJgpU6ZQqVIlMjIyiIyMpHfv3pw9e/atxqMoCpmZmToPtr4NT79ld9WqVYwePZpz586paSZvaFlKNzc3Jk2axJdffklAQAB2dnbAk/cCXLx4kQ0bNhR4nRkZGa/0UjEhhBBCFCwZ4RdvRa9evdBoNBw+fJhWrVrh5uZGhQoV6N+/PwcPHlTzJSUl0axZM7RaLRYWFrRp04a///5bPR4SEoKnpydLly7F2dkZS0tL2rVrx507dwAICgpi165dzJgxQx01T0xMVEfiIyMj8fb2xsjIiD179hAfH0+zZs2wsbFBq9VStWpVtm/frhN7eno6gwcPxsHBASMjI8qUKcOiRYtITEwkICAAgCJFiuRrhN7W1lbdLC0t0Wg02NraYmNjg4eHh07dnp6eFC9eXN0/cOAABgYG3L17N1/X6llffvklnp6e9OjRA4CzZ88yevRofvzxR4oXL05YWBju7u4YGxtTrlw55syZo3P+kCFDcHNzw9TUFBcXF0aNGkVGRkaOz2bx4sXqXRx5zYcQQgjx7kmHX7xxN2/eJCIigt69e2NmZpbjeOHChYEno+7Nmzfn5s2b7Nq1i23bthEfH0/btm118sfHx7NhwwY2b97M5s2b2bVrF5MmTQJgxowZ+Pj40KNHD1JSUkhJScHBwUE9d/DgwUycOJG4uDgqVarE3bt3adSoEdu3b+fYsWMEBgbStGlTkpKS1HM6d+7MypUrmTlzJnFxccybNw+tVouDgwNr164F4Ny5c6SkpDBjxoxXukYajQZfX1+io6MBuHXrFrGxsWRkZBAbGws8mT5UpUoVtFptvq/Vs3WEhYWxZ88eFixYQFBQEG3btqV58+YsWLCAESNGMH78eOLi4pgwYQKjRo1iyZIl6vnm5uaEh4cTGxvLjBkzWLBgAdOnT9ep4+LFi6xevZq1a9fmuSpQeno6aWlpOpsQQggh3hyZ0iPeuIsXL6IoCuXKlXtuvu3bt3Py5EkSEhLUTvrSpUupUKECR44coWrVqsCTeefh4eGYm5sD0KlTJ6Kiohg/fjyWlpYYGhpiamqKra1tjjrGjh1L/fr11X0rKysqV66s7n/zzTesX7+ejRs30qdPH86fP8/q1avZtm0b9erVA8DFxUXNX7RoUQCKFy+ufnF5Vf7+/vz4448A7N69m8qVK+Po6Eh0dDTly5cnOjoaf3//l7pWz3J0dOT777+ne/fulChRgsjISADGjRvHtGnT1DfzlipVitjYWObPn0+XLl0AGDlypFqOs7MzAwYMYNWqVQwePFhNf/ToEUuXLsXa2jrPdk6cOJHQ0NBXvEpCCCGEeFkywi/euOxpHRqN5rn54uLicHBw0BmRL1++PIULFyYuLk5Nc3Z2Vjv7AHZ2dly9ejVfsXh7e+vs37t3j8GDB6v1aLVazp49q47wHz9+HD09Pfz8/PJV/uvw9/fnzJkzXL9+nV27duHv74+/vz+7du3i8ePH7N+/X40jv9cqN127dsXOzo6+fftiaWnJtWvXSE5Oplu3bmi1WnX75ptviI+PV89bs2YNH374Iba2tmi1WkaNGqVzJwTAycnpuZ19gGHDhpGamqpuycnJL3uphBBCCPESZIRfvHFlypRBo9EQFxdH8+bN88ynKEquXwqeTX/2QVCNRkNWVla+Ynl2StGgQYOIjIxk6tSpuLq6YmJiQqtWrXj06BHw5h6izU3FihWxsrJi165d7Nq1i7Fjx+Lg4MD48eM5cuQIDx484MMPPwTyf63yoq+vrz6wnH3tFixYQPXq1XXy6enpAXDw4EHatWtHaGgogYGBWFpasnLlSqZNm6aTP7cpW88yMjLCyMjohfmEEEIIUTCkwy/euKJFixIYGMjs2bPp27dvjk7h7du3KVy4MOXLlycpKYnk5GR15Do2NpbU1FTc3d3zXZ+hoSGZmZn5yrtnzx6CgoLUZSnv3r1LYmKietzDw4OsrCx27dqlTul5ti4g3/U9T/Y8/v/973+cPn2a2rVrY25uTkZGBvPmzcPLy0u9s1FQ1wrAxsaGEiVKcOnSJTp27Jhrnn379uHk5MSIESPUtD/++OMVWyqEEEKIt0mm9Ii3Ys6cOWRmZlKtWjXWrl3LhQsXiIuLY+bMmfj4+ABQr149KlWqRMeOHfn99985fPgwnTt3xs/PL8dUnOdxdnbm0KFDJCYmcv369eeO/ru6urJu3TqOHz/OiRMn6NChg05+Z2dnunTpQnBwMBs2bCAhIYHo6GhWr14NPJnCotFo2Lx5M9euXVNX0HlV/v7+/Pzzz1SqVAkLCwv1S8Dy5cvV+ftQcNcqW0hICBMnTmTGjBmcP3+eU6dOERYWxnfffadep6SkJFauXEl8fDwzZ85k/fr1r9VWIYQQQrwd0uEXb0WpUqX4/fffCQgIYMCAAVSsWJH69esTFRXF3LlzgScj3Bs2bKBIkSL4+vpSr149XFxcWLVq1UvVNXDgQPT09ChfvjzW1tY55pk/bfr06RQpUoSaNWvStGlTAgMD8fLy0skzd+5cWrVqRa9evShXrhw9evTg3r17AJQoUYLQ0FCGDh2KjY0Nffr0eckroysgIIDMzEydzr2fnx+ZmZk6zxEU1LXK1r17dxYuXEh4eDgeHh74+fkRHh5OqVKlAGjWrBlff/01ffr0wdPTk/379zNq1KjXaqsQQggh3g6NIgtlCyHeobS0NCwtLTk/bSjmJsavXI7tF2MKMCohhBDiny/7b2hqaioWFhZ55pM5/EKIfwSb7sOe+4+VEEIIIV6NTOkRogAlJSXpLG357Pa86UVCCCGEEG+CjPALUYDs7e3zfMNs9nEhhBBCiLdJOvxCFCB9fX1cXV3fdRj/Sn/O64m5iWG+8zt8+dMbjEYIIYR4f8iUHiGEEEIIId5j0uEX/zqJiYloNJrnTp15286ePUuNGjUwNjbG09PzvakrL/7+/nz11VfvpG4hhBBCvBzp8IuXFhQUhEajYdKkSTrpGzZsQKPRvKOo3q0xY8ZgZmbGuXPniIqKyjVP9nXTaDTo6+vj6OjIF198wa1btwq8LiGEEEKIbNLhF6/E2NiYyZMnv3Rn9Z/s0aNHr3xufHw8H374IU5OTlhZWeWZr2HDhqSkpJCYmMjChQvZtGkTvXr1eiN1PU9ebc3IyHil8oQQQgjxzyUdfvFK6tWrh62tLRMnTswzT0hISI4pJ99//z3Ozs7qflBQEM2bN2fChAnY2NhQuHBhQkNDefz4MYMGDaJo0aKULFmSxYsX5yj/7Nmz1KxZE2NjYypUqEB0dLTO8djYWBo1aoRWq8XGxoZOnTpx/fp19bi/vz99+vShf//+FCtWjPr16+fajqysLMaOHUvJkiUxMjLC09OTiIgI9bhGo+Ho0aOMHTsWjUZDSEhIntfEyMgIW1tbSpYsSYMGDWjbti2//fabTp6wsDDc3d0xNjamXLlyzJkz54V1/fXXX7Rt25YiRYpgZWVFs2bNSExMzHGdJ06ciL29PW5uburUqNWrV+Pv74+xsTHLli3jxo0btG/fnpIlS2JqaoqHhwcrVqzIs00Ac+bMoUyZMhgbG2NjY0OrVq3yzJuenk5aWprOJoQQQog3Rzr84pXo6ekxYcIEZs2axZ9//vlaZe3YsYPLly+ze/duvvvuO0JCQmjSpAlFihTh0KFDfP7553z++eckJyfrnDdo0CAGDBjAsWPHqFmzJh9//DE3btwAICUlBT8/Pzw9PYmJiSEiIoK///6bNm3a6JSxZMkS9PX12bdvH/Pnz881vhkzZjBt2jSmTp3KyZMnCQwM5OOPP+bChQtqXRUqVGDAgAGkpKQwcODAfLX70qVLREREYGBgoKYtWLCAESNGMH78eOLi4pgwYQKjRo1iyZIledZ1//59AgIC0Gq17N69m71796LVamnYsKHOSH5UVBRxcXFs27aNzZs3q+lDhgyhb9++xMXFERgYyMOHD6lSpQqbN2/m9OnT9OzZk06dOnHo0KFc2xETE0Pfvn0ZO3Ys586dIyIiAl9f3zzbPXHiRCwtLdXNwcEhX9dLCCGEEK9GluUUr+yTTz7B09OTMWPGsGjRolcup2jRosycOZNChQpRtmxZpkyZwv379xk+fDgAw4YNY9KkSezbt4927dqp5/Xp04eWLVsCMHfuXCIiIli0aBGDBw9m7ty5eHl5MWHCBDX/4sWLcXBw4Pz587i5uQHg6urKlClTnhvf1KlTGTJkiFr35MmT2blzJ99//z2zZ8/G1tYWfX19tFottra2zy1r8+bNaLVaMjMzefjwIQDfffedenzcuHFMmzaNFi1aAFCqVCliY2OZP38+Xbp0ybWuxYsXU6hQIRYuXKg+QxEWFkbhwoWJjo6mQYMGAJiZmbFw4UIMDZ8sfZl9B+Crr75S68v29JeWL7/8koiICH755ReqV6+eo01JSUmYmZnRpEkTzM3NcXJy4oMPPsjzGgwbNoz+/fur+2lpadLpF0IIId4g6fCL1zJ58mTq1KnDgAEDXrmMChUqUKjQ/91ssrGxoWLFiuq+np4eVlZWXL16Vec8Hx8f9Wd9fX28vb2Ji4sD4OjRo+zcuROtVpujvvj4eLXD7+3t/dzY0tLSuHz5MrVq1dJJr1WrFidOnMhnC/9PQEAAc+fO5f79+yxcuJDz58/z5ZdfAnDt2jWSk5Pp1q0bPXr0UM95/PgxlpaWeZZ59OhRLl68iLm5uU76w4cPiY+PV/c9PDzUzv7Tnr0GmZmZTJo0iVWrVvHXX3+Rnp5Oeno6ZmZmudZfv359nJyccHFxoWHDhjRs2JBPPvkEU1PTXPMbGRlhZGSUZ3uEEEIIUbCkwy9ei6+vL4GBgQwfPpygoCCdY4UKFUJRFJ203B4KfXpKCzyZp55bWlZW1gvjyR7hzsrKomnTpkyePDlHHjs7O/XnvDqxeZWbTVGUV1qRyMzMTH0x18yZMwkICCA0NJRx48ap7VuwYEGOkXQ9Pb08y8zKyqJKlSosX748xzFra2uduvOK6WnTpk1j+vTpfP/993h4eGBmZsZXX32V54O+5ubm/P7770RHR/Pbb78xevRoQkJCOHLkCIULF84zbiGEEEK8HdLhF69t0qRJeHp6qqPm2aytrbly5YpO57gg184/ePCgOlf88ePHHD16lD59+gDg5eXF2rVrcXZ2Rl//1X/NLSwssLe3Z+/evTrz0vfv30+1atVerwE8WWLzo48+4osvvsDe3p4SJUpw6dIlOnbsmO8yvLy8WLVqFcWLF8fCwuK1Y9qzZw/NmjXj008/BZ58obhw4QLu7u55nqOvr0+9evWoV68eY8aMoXDhwuzYsSPHVCEhhBBCvH3y0K54bR4eHnTs2JFZs2bppPv7+3Pt2jWmTJlCfHw8s2fPZuvWrQVW7+zZs1m/fj1nz56ld+/e3Lp1i+DgYAB69+7NzZs3ad++PYcPH+bSpUv89ttvBAcHk5mZ+VL1DBo0iMmTJ7Nq1SrOnTvH0KFDOX78OP369XvtNvj7+1OhQgX1WYOQkBAmTpzIjBkzOH/+PKdOnSIsLExnnv+zOnbsSLFixWjWrBl79uwhISGBXbt20a9fv1d6oNrV1ZVt27axf/9+4uLi+Oyzz7hy5Uqe+Tdv3szMmTM5fvw4f/zxBz/99BNZWVmULVv2pesWQgghRMGTDr8oEOPGjcsxfcfd3Z05c+Ywe/ZsKleuzOHDh/O9gk1+TJo0icmTJ1O5cmX27NnD//73P4oVKwaAvb09+/btIzMzk8DAQCpWrEi/fv2wtLTUeV4gP/r27cuAAQMYMGAAHh4eREREsHHjRsqUKVMg7ejfvz8LFiwgOTmZ7t27s3DhQsLDw/Hw8MDPz4/w8HBKlSqV5/mmpqbs3r0bR0dHWrRogbu7O8HBwTx48OCVRvxHjRqFl5cXgYGB+Pv7Y2trS/PmzfPMX7hwYdatW0edOnVwd3dn3rx5rFixggoVKrx03UIIIYQoeBrl2V6aEEK8RWlpaVhaWpKamlogU5KEEEKI/4r8/g2VEX4hhBBCCCHeY9LhF0IIIYQQ4j0mq/QIIf4R4ha0RWti8MJ8FXptfAvRCCGEEO8PGeEXQgghhBDiPSYdfvHGJCYmotFoCnTt/dd19uxZatSogbGxMZ6enu86nDcqPDxcXnwlhBBCCOnwv8+CgoLQaDRMmjRJJ33Dhg2v9JbY98GYMWMwMzPj3LlzREVF5Zon+7plv/HXxsaG+vXrs3jx4ny97fd9Fh0djUaj4fbt2+86FCGEEELkk3T433PGxsZMnjyZW7duvetQCsyjR49e+dz4+Hg+/PBDnJycsLKyyjNfw4YNSUlJITExka1btxIQEEC/fv1o0qQJjx8/fuX6hRBCCCHeNunwv+fq1auHra0tEydOzDNPSEhIjukt33//Pc7Ozup+UFAQzZs3Z8KECdjY2FC4cGFCQ0N5/PgxgwYNomjRopQsWZLFixfnKP/s2bPUrFkTY2NjKlSoQHR0tM7x2NhYGjVqhFarxcbGhk6dOnH9+nX1uL+/P3369KF///4UK1aM+vXr59qOrKwsxo4dS8mSJTEyMsLT05OIiAj1uEaj4ejRo4wdOxaNRkNISEie18TIyAhbW1tKlCiBl5cXw4cP53//+x9bt24lPDxczZeamkrPnj0pXrw4FhYW1KlThxMnTuS4tvPnz8fBwQFTU1Nat26dY4Q8LCwMd3d3jI2NKVeuHHPmzFGPZU+NWrduHQEBAZiamlK5cmUOHDigU0Z4eDiOjo6YmpryySefcOPGjRzt2rRpE1WqVMHY2BgXFxf1M3z6Gi1cuJBPPvkEU1NTypQpw8aNG9U4AgICAChSpAgajYagoCAA1qxZg4eHByYmJlhZWVGvXj3u3buX5/UVQgghxNsjHf73nJ6eHhMmTGDWrFn8+eefr1XWjh07uHz5Mrt37+a7774jJCSEJk2aUKRIEQ4dOsTnn3/O559/TnJyss55gwYNYsCAARw7doyaNWvy8ccfq53RlJQU/Pz88PT0JCYmhoiICP7++2/atGmjU8aSJUvQ19dn3759zJ8/P9f4ZsyYwbRp05g6dSonT54kMDCQjz/+mAsXLqh1VahQgQEDBpCSkvLSb/2tU6cOlStXZt26dQAoikLjxo25cuUKW7Zs4ejRo3h5eVG3bl1u3rypnnfx4kVWr17Npk2biIiI4Pjx4/Tu3Vs9vmDBAkaMGMH48eOJi4tjwoQJjBo1iiVLlujUP2LECAYOHMjx48dxc3Ojffv2amf90KFDBAcH06tXL44fP05AQADffPONzvmRkZF8+umn9O3bl9jYWObPn094eDjjx4/XyRcaGkqbNm04efIkjRo1omPHjty8eRMHBwfWrl0LwLlz50hJSWHGjBmkpKTQvn17goODiYuLIzo6mhYtWuR483K29PR00tLSdDYhhBBCvEGKeG916dJFadasmaIoilKjRg0lODhYURRFWb9+vfL0Rz9mzBilcuXKOudOnz5dcXJy0inLyclJyczMVNPKli2r1K5dW91//PixYmZmpqxYsUJRFEVJSEhQAGXSpElqnoyMDKVkyZLK5MmTFUVRlFGjRikNGjTQqTs5OVkBlHPnzimKoih+fn6Kp6fnC9trb2+vjB8/XietatWqSq9evdT9ypUrK2PGjHluOU9ft2e1bdtWcXd3VxRFUaKiohQLCwvl4cOHOnlKly6tzJ8/X1GUJ9dWT09PSU5OVo9v3bpVKVSokJKSkqIoiqI4ODgoP//8s04Z48aNU3x8fBRF+b/ruHDhQvX4mTNnFECJi4tTFEVR2rdvrzRs2DBHrJaWlup+7dq1lQkTJujkWbp0qWJnZ6fuA8rIkSPV/bt37yoajUbZunWroiiKsnPnTgVQbt26peY5evSoAiiJiYm5XrNnjRkzRgFybAenNlROz276wk0IIYQQT6SmpiqAkpqa+tx8MsL/HzF58mSWLFlCbGzsK5dRoUIFChX6v18ZGxsbPDw81H09PT2srKy4evWqznk+Pj7qz/r6+nh7exMXFwfA0aNH2blzJ1qtVt3KlSsHPJlvn83b2/u5saWlpXH58mVq1aqlk16rVi21roKgKIr6wPPRo0e5e/cuVlZWOvEnJCToxO7o6EjJkiXVfR8fH7Kysjh37hzXrl0jOTmZbt266ZTxzTff6JQBUKlSJfVnOzs7APVax8XF6Vzn7Hqelj2d6el6evToQUpKCvfv38+1HjMzM8zNzXN8pk+rXLkydevWxcPDg9atW7NgwYLnPjMybNgwUlNT1e3ZO0JCCCGEKFjy4q3/CF9fXwIDAxk+fLg67zpboUKFcky/yMjIyFGGgYHuS5GyV7F5Ni0/K9lkd5qzsrJo2rQpkydPzpEnu1MLTzqe+fHs6kNPd9ALQlxcHKVKlQKexG5nZ5fjmQTgucthZsfz9LVasGAB1atX18mnp6ens//0tX76+gF5Tp95WlZWFqGhobRo0SLHMWNj41zreTbO3Ojp6bFt2zb279/Pb7/9xqxZsxgxYgSHDh1Sr9XTjIyMMDIyemG8QgghhCgY0uH/D5k0aRKenp64ubnppFtbW3PlyhWdznFBrp1/8OBBfH19AXj8+DFHjx6lT58+AHh5ebF27VqcnZ3R13/1X0cLCwvs7e3Zu3evWhfA/v37qVat2us14P/bsWMHp06d4uuvvwaexH7lyhX09fV1HnB+VlJSEpcvX8be3h6AAwcOUKhQIdzc3LCxsaFEiRJcunSJjh07vnJs5cuX5+DBgzppz+57eXlx7tw5XF1dX7keQ0NDADIzM3XSNRoNtWrVolatWowePRonJyfWr19P//79X7kuIYQQQhQM6fD/h3h4eNCxY0dmzZqlk+7v78+1a9eYMmUKrVq1IiIigq1bt2JhYVEg9c6ePZsyZcrg7u7O9OnTuXXrFsHBwQD07t2bBQsW0L59ewYNGkSxYsW4ePEiK1euZMGCBTlGuZ9n0KBBjBkzhtKlS+Pp6UlYWBjHjx9n+fLlLx1zeno6V65cITMzk7///puIiAgmTpxIkyZN6Ny5M/BkBSQfHx+aN2/O5MmTKVu2LJcvX2bLli00b95cnYZkbGxMly5dmDp1KmlpafTt25c2bdpga2sLPFnJp2/fvlhYWPDRRx+Rnp5OTEwMt27dyneHuW/fvtSsWZMpU6bQvHlzfvvtN50VigBGjx5NkyZNcHBwoHXr1hQqVIiTJ09y6tSpHA/45sXJyQmNRsPmzZtp1KgRJiYmnDlzhqioKBo0aEDx4sU5dOgQ165dw93dPb+XWwghhBBvkMzh/48ZN25cjukf7u7uzJkzh9mzZ1O5cmUOHz780ivYPM+kSZOYPHkylStXZs+ePfzvf/+jWLFiANjb27Nv3z4yMzMJDAykYsWK9OvXD0tLS53nBfKjb9++DBgwgAEDBuDh4UFERAQbN26kTJkyLx1zREQEdnZ2ODs707BhQ3bu3MnMmTP53//+p34J0Wg0bNmyBV9fX4KDg3Fzc6Ndu3YkJiZiY2OjluXq6kqLFi1o1KgRDRo0oGLFijrLbnbv3p2FCxcSHh6Oh4cHfn5+hIeH5zodJi81atRg4cKFzJo1C09PT3777TdGjhypkycwMJDNmzezbds2qlatSo0aNfjuu+9wcnLKdz0lSpQgNDSUoUOHYmNjQ58+fbCwsGD37t00atQINzc3Ro4cybRp0/joo4/yXa4QQggh3hyNkp/Jv0KIVxISEsKGDRsKdIrU+yYtLQ1LS0tSU1ML7K6SEEII8V+Q37+hMsIvhBBCCCHEe0w6/EIIIYQQQrzHZEqPEOKdyr4duX16A8xMDHLNU+OzzW85KiGEEOKfT6b0CCGEEEIIIaTDL/7ZwsPDn/sSq1eVmJiIRqP5xz5MGxISgqenp7ofFBRE8+bN31k8L0Oj0bBhw4Z3HYYQQggh/j/p8L+CoKAgNBqN+qZZFxcXBg4cyL179951aK8tOjoajUbD7du385WvSJEiPHz4UOfY4cOH1evzMpydnfn+++9fMuK3Z+3atfj7+2NpaYlWq6VSpUqMHTuWmzdvvvG6Z8yYQXh4uLrv7+/PV199la9zL168SNeuXSlZsiRGRkaUKlWK9u3bExMT82aCFUIIIcQ/inT4X1HDhg1JSUnh0qVLfPPNN8yZM6dA167/tzA3N2f9+vU6aYsXL8bR0fEdRfRmjBgxgrZt21K1alW2bt3K6dOnmTZtGidOnGDp0qW5npORkVFg9VtaWr7SnY6YmBiqVKnC+fPnmT9/PrGxsaxfv55y5coxYMCAV46nINsmhBBCiDdLOvyvyMjICFtbWxwcHOjQoQMdO3ZUpzEsW7YMb29vzM3NsbW1pUOHDly9ehUARVFwdXVl6tSpOuWdPn2aQoUKER8fDzyZFjF//nyaNGmCqakp7u7uHDhwgIsXL+Lv74+ZmRk+Pj5q/mybNm2iSpUqGBsb4+LiQmhoKI8fP1aPazQaFi5cyCeffIKpqSllypRh48aNwJNpLgEBAQAUKVIEjUZDUFDQc69Dly5dWLx4sbr/4MEDVq5cSZcuXXLk3b9/P76+vpiYmODg4EDfvn3VuyL+/v788ccffP3117neHYiMjMTd3R2tVqt+2cqWlZXF2LFj1RFsT0/PHG+ZPXz4MB988AHGxsZ4e3tz7Nix57br2XMnTJjAtGnT+Pbbb6lZsybOzs7Ur1+ftWvXqm3NnoazePFiXFxcMDIyQlEUUlNT6dmzJ8WLF8fCwoI6depw4sQJnTomTZqEjY0N5ubmdOvWLcddk6en9AQFBbFr1y5mzJihXqvExMQccSuKQlBQEGXKlGHPnj00btxYfQvxmDFj+N///qfmHTJkCG5ubpiamuLi4sKoUaN0OvV5te3ChQv4+vpibGxM+fLl2bZtW76vqxBCCCHeDunwFxATExO1g/To0SPGjRvHiRMn2LBhAwkJCWrHWaPREBwcTFhYmM75ixcvpnbt2pQuXVpNGzduHJ07d+b48eOUK1eODh068NlnnzFs2DB1OkafPn3U/JGRkXz66af07duX2NhY5s+fT3h4OOPHj9epKzQ0lDZt2nDy5EkaNWpEx44duXnzJg4ODqxduxaAc+fOkZKSwowZM57b7k6dOrFnzx6SkpKAJ9NenJ2d8fLy0sl36tQpAgMDadGiBSdPnmTVqlXs3btXjX/dunWULFmSsWPHkpKSotOhv3//PlOnTmXp0qXs3r2bpKQknbspM2bMYNq0aUydOpWTJ08SGBjIxx9/zIULFwC4d+8eTZo0oWzZshw9epSQkJCXuhuzfPlytFotvXr1yvX40yPvFy9eZPXq1axdu1Z9PqBx48ZcuXKFLVu2cPToUby8vKhbt646FWj16tWMGTOG8ePHExMTg52dnc6beJ81Y8YMfHx86NGjh3qtHBwccuQ7fvw4Z86cYcCAAbm+tfjpuM3NzQkPDyc2NpYZM2awYMECpk+frpP/2bZlZWXRokUL9PT0OHjwIPPmzWPIkCF5xp0tPT2dtLQ0nU0IIYQQb5AiXlqXLl2UZs2aqfuHDh1SrKyslDZt2uSa//Dhwwqg3LlzR1EURbl8+bKip6enHDp0SFEURXn06JFibW2thIeHq+cAysiRI9X9AwcOKICyaNEiNW3FihWKsbGxul+7dm1lwoQJOnUvXbpUsbOzy7Pcu3fvKhqNRtm6dauiKIqyc+dOBVBu3br13GvwdL7mzZsroaGhiqIoSkBAgDJjxgxl/fr1ytO/Xp06dVJ69uypU8aePXuUQoUKKQ8ePFAURVGcnJyU6dOn6+QJCwtTAOXixYtq2uzZsxUbGxt1397eXhk/frzOeVWrVlV69eqlKIqizJ8/XylatKhy79499fjcuXMVQDl27Nhz26koivLRRx8plSpVemG+MWPGKAYGBsrVq1fVtKioKMXCwkJ5+PChTt7SpUsr8+fPVxRFUXx8fJTPP/9c53j16tWVypUrq/vP/s75+fkp/fr1e248q1atUgDl999/f2Hsz5oyZYpSpUoVdT+3tkVGRip6enpKcnKymrZ161YFUNavX59n2WPGjFGAHNv26Q2UA/Ma57oJIYQQIqfU1FQFUFJTU5+bT0b4X9HmzZvRarUYGxvj4+ODr68vs2bNAuDYsWM0a9YMJycnzM3N8ff3B1BHwe3s7GjcuLE6FWbz5s08fPiQ1q1b69RRqVIl9WcbGxsAPDw8dNIePnyojpAePXqUsWPHotVq1S17FPj+/fu5lmtmZoa5ubk65ehVBAcHEx4ezqVLlzhw4AAdO3bMkefo0aOEh4frxBYYGEhWVhYJCQnPLd/U1FTnzoednZ0ab1paGpcvX6ZWrVo659SqVYu4uDgA4uLiqFy5MqampupxHx+ffLdPUZR8P4Ds5OSEtbW1un/06FHu3r2LlZWVTtsTEhLU6VhxcXE54nmZ+J4XN5Cv2NesWcOHH36Ira0tWq2WUaNGqb+v2Z5tW1xcHI6OjpQsWfKl4h42bBipqanqlpycnN8mCSGEEOIV6L/rAP6tAgICmDt3LgYGBtjb22Ng8OSFQffu3aNBgwY0aNCAZcuWYW1tTVJSEoGBgTx69Eg9v3v37nTq1Inp06cTFhZG27ZtdTqkgFom/F+nLbe0rKws9b+hoaG0aNEiR7zGxsa5lptdTnYZr6JRo0Z89tlndOvWjaZNm2JlZZUjT1ZWFp999hl9+/bNcexFD/jmFq/yzPvinu3UPt1Jfzbvy3Jzc2Pv3r1kZGTkiOVZZmZmOvtZWVnY2dkRHR2dI++bWG70aW5ubsCTjvnTS3w+6+DBg7Rr147Q0FACAwOxtLRk5cqVTJs2TSffs23L7brm58uFkZERRkZG+WiBEEIIIQqCdPhfkZmZGa6urjnSz549y/Xr15k0aZI6rzq35Q8bNWqEmZkZc+fOZevWrezevfu1Y/Ly8uLcuXO5xpVfhoaGAGRmZub7HD09PTp16sSUKVPYunVrnrGdOXPmubEZGhq+VL0AFhYW2Nvbs3fvXnx9fdX0/fv3U61aNQDKly/P0qVLefDgASYmJsCTTm5+dejQgZkzZzJnzhz69euX4/jt27fz7Lx7eXlx5coV9PX1cXZ2zjWPu7s7Bw8epHPnzmrai+LLz7Xy9PSkfPnyTJs2jbZt2+aYx58d9759+3BycmLEiBHqsT/++OO5ZcOT65qUlMTly5ext7cH4MCBAy88TwghhBBvl0zpKWCOjo4YGhoya9YsLl26xMaNGxk3blyOfHp6egQFBTFs2DBcXV0LZArH6NGj+emnnwgJCeHMmTPExcWxatUqRo4cme8ynJyc0Gg0bN68mWvXrnH37t18nTdu3DiuXbtGYGBgrseHDBnCgQMH6N27N8ePH+fChQts3LiRL7/8Us3j7OzM7t27+euvv7h+/Xq+Yx40aBCTJ09m1apVnDt3jqFDh3L8+HG1c96hQwcKFSpEt27diI2NZcuWLTlWSXqe6tWrM3jwYAYMGMDgwYM5cOAAf/zxB1FRUbRu3ZolS5bkeW69evXw8fGhefPmREZGkpiYyP79+xk5cqT6RbBfv34sXryYxYsXc/78ecaMGcOZM2eeG5OzszOHDh0iMTGR69ev53qHRqPREBYWxvnz5/H19WXLli1cunSJkydPMn78eJo1awaAq6srSUlJrFy5kvj4eGbOnJljqdW82la2bFk6d+7MiRMn2LNnj86XBiGEEEL8M0iHv4BZW1sTHh7OL7/8Qvny5Zk0aVKenctu3brx6NEjgoODC6TuwMBANm/ezLZt26hatSo1atTgu+++w8nJKd9llChRgtDQUIYOHYqNjY3OKkDPY2hoSLFixfKc0lGpUiV27drFhQsXqF27Nh988AGjRo3Czs5OzTN27FgSExMpXbq0zlzxF+nbty8DBgxgwIABeHh4EBERwcaNGylTpgwAWq2WTZs2ERsbywcffMCIESOYPHlyvssHmDx5Mj///DOHDh0iMDCQChUq0L9/fypVqpTrEqTZNBoNW7ZswdfXl+DgYNzc3GjXrh2JiYnqcxlt27Zl9OjRDBkyhCpVqvDHH3/wxRdfPDeegQMHoqenR/ny5dVpY7mpVq0aMTExlC5dmh49euDu7s7HH3/MmTNn1JecNWvWjK+//po+ffrg6enJ/v37GTVq1AuvSaFChVi/fj3p6elUq1aN7t2751gRSgghhBDvnkZ53QnO4pXt27cPf39//vzzT7XzJ8R/TVpaGpaWlqSmpmJhYfGuwxFCCCH+NfL7N1Tm8L8D6enpJCcnM2rUKNq0aSOdfSGEEEII8cbIlJ53YMWKFZQtW5bU1FSmTJnyrsP5z/v88891lsx8evv888/fdXhCCCGEEK9FpvSI/7yrV6/m+bZXCwsLihcv/pYj+m+RKT1CCCHEq5EpPULkU/HixaVT/w8QvaQVZia67zmo2/3XdxSNEEII8f6QKT1CFLDExEQ0Gg3Hjx9/16EUiPDw8Df+kjAhhBBCvDnS4Rf/CBqN5rlbUFDQuw4x3xwcHEhJSaFixYqvVU522599CVd6ejpWVlZoNJpc3+D7OpydndXlOoUQQgjxfpApPeIfISUlRf151apVjB49mnPnzqlp2W/IfZsyMjIwMDB4ccZn6OnpYWtrWyAxODg4EBYWRo0aNdS09evXo9VquXnzZoHUIYQQQoj3m4zwi38EW1tbdbO0tESj0eik7d69mypVqmBsbIyLiwuhoaE8fvxYPV+j0bBw4UI++eQTTE1NKVOmDBs3blSP5zYtZcOGDTovCgsJCcHT05PFixfj4uKCkZERiqKQmppKz549KV68OBYWFtSpU4cTJ07k2ZZnp/RER0ej0WiIiorC29sbU1NTatasqfOFJi9dunRh5cqVPHjwQE1bvHhxri/7OnXqFHXq1MHExAQrKyt69uyp86bkoKAgmjdvztSpU7Gzs8PKyorevXuTkZEBgL+/P3/88Qdff/21enfhaZGRkbi7u6PVamnYsKHOl7To6GiqVauGmZkZhQsXplatWvzxxx8vbJ8QQggh3jzp8It/vMjISD799FP69u1LbGws8+fPJzw8PMdbXUNDQ2nTpg0nT56kUaNGdOzY8aVHwS9evMjq1atZu3at2mFv3LgxV65cYcuWLRw9ehQvLy/q1q370mWPGDGCadOmERMTg76+fr7esFylShVKlSrF2rVrAUhOTmb37t106tRJJ9/9+/dp2LAhRYoU4ciRI/zyyy9s3749x5uSd+7cSXx8PDt37mTJkiWEh4cTHh4OwLp16yhZsiRjx44lJSVFp0N///59pk6dytKlS9m9ezdJSUkMHDgQgMePH9O8eXP8/Pw4efIkBw4coGfPnnm+dTk9PZ20tDSdTQghhBBvjnT4xT/e+PHjGTp0KF26dMHFxYX69eszbtw45s+fr5MvKCiI9u3b4+rqyoQJE7h37x6HDx9+qboePXrE0qVL+eCDD6hUqRI7d+7k1KlT/PLLL3h7e1OmTBmmTp1K4cKFWbNmzUu3w8/Pj/LlyzN06FD279/Pw4cPX3he165dWbx4MQBhYWE0atQIa2trnTzLly/nwYMH/PTTT1SsWJE6derwww8/sHTpUv7++281X5EiRfjhhx8oV64cTZo0oXHjxkRFRQFQtGhR9PT0MDc3V++sZMvIyGDevHl4e3vj5eVFnz591PPS0tJITU2lSZMmlC5dGnd3d7p06YKjo2Ou7Zk4cSKWlpbq5uDg8FLXUQghhBAvRzr84h/v6NGjjB07VueFWD169CAlJYX79++r+SpVqqT+bGZmhrm5OVevXn2pupycnHQ600ePHuXu3btYWVnp1J+QkEB8fPxLlf10fHZ2dgD5iu/TTz/lwIEDXLp0ifDw8FzvDMTFxVG5cmXMzMzUtFq1apGVlaUzdahChQro6enpxJGfGExNTSldunSu5xUtWpSgoCACAwNp2rQpM2bM0Lk78Kxhw4aRmpqqbsnJyS+sXwghhBCvTh7aFf94WVlZhIaG0qJFixzHjI2N1Z+ffcBWo9GQlZUFQKFChXj2HXPZc9ef9nSHObtuOzu7XFfDedmlKp+OL3u6S3Z8z2NlZUWTJk3o1q0bDx8+5KOPPuLOnTs6eRRFyXMKzdPpz7tG+Y09+7ynr2dYWBh9+/YlIiKCVatWMXLkSLZt26bzsHE2IyMjjIyMXlinEEIIIQqGdPjFP56Xlxfnzp3D1dX1lcuwtrbmzp073Lt3T+3U52edfC8vL65cuYK+vj7Ozs6vXP/rCg4OplGjRgwZMkRnhD5b+fLlWbJkiU779u3bR6FChXBzc8t3PYaGhmRmZr5SjB988AEffPABw4YNw8fHh59//jnXDr8QQggh3i6Z0iP+8UaPHs1PP/1ESEgIZ86cIS4uTh1Fzq/q1atjamrK8OHDuXjxIj///LP6sOrz1KtXDx8fH5o3b05kZCSJiYns37+fkSNHEhMT8xqtejkNGzbk2rVrjB07NtfjHTt2xNjYmC5dunD69Gl27tzJl19+SadOnbCxscl3Pc7OzuzevZu//vqL69ev5+uchIQEhg0bxoEDB/jjjz/47bffOH/+PO7u7vmuVwghhBBvjnT4xT9eYGAgmzdvZtu2bVStWpUaNWrw3Xff4eTklO8yihYtyrJly9iyZQseHh6sWLGCkJCQF56n0WjYsmULvr6+BAcH4+bmRrt27UhMTHypjvTr0mg0FCtWDENDw1yPm5qaEhkZyc2bN6latSqtWrWibt26/PDDDy9Vz9ixY0lMTKR06dI5HgzOi6mpKWfPnqVly5a4ubnRs2dP+vTpw2efffZSdQshhBDizdAoz05sFkKItygtLQ1LS0v+N7M+Zia6zwrU7f7rO4pKCCGE+OfL/huampqKhYVFnvlkDr8Q4h/Bv8ua5/5jJYQQQohXI1N6hBBCCCGEeI9Jh18IIYQQQoj3mEzpEUL8I2xd2hJTkyf/JDUN3vqOoxFCCCHeHzLCL4QQQgghxHtMOvzijbty5QpffvklLi4uGBkZ4eDgQNOmTYmKiirQevz9/fnqq68KtMy8REdHo9FouH379kudl5ycTLdu3bC3t8fQ0BAnJyf69evHjRs33kyg/9+uXbswMDBg7969Oun37t3DxcWFr7/++o3WL4QQQoh3Rzr84o1KTEykSpUq7NixgylTpnDq1CkiIiIICAigd+/ebz0eRVF4/PjxW68X4NKlS3h7e3P+/HlWrFjBxYsXmTdvHlFRUfj4+HDz5s03Vrefnx9ffvklQUFB3Lt3T00fPHgwRkZGTJw4scDrfPToUYGXKYQQQoiXJx1+8Ub16tULjUbD4cOHadWqFW5ublSoUIH+/ftz8OBBNV9SUhLNmjVDq9ViYWFBmzZt+Pvvv9XjISEheHp6snTpUpydnbG0tKRdu3bcuXMHgKCgIHbt2sWMGTPQaDRoNBoSExPVkfjIyEi8vb0xMjJiz549xMfH06xZM2xsbNBqtVStWpXt27frxJ6ens7gwYNxcHDAyMiIMmXKsGjRIhITEwkICACgSJEiaDQagoKCXngtevfujaGhIb/99ht+fn44Ojry0UcfsX37dv766y9GjBih5nV2dmbChAkEBwdjbm6Oo6MjP/74o055f/31F23btqVIkSJYWVnRrFkzEhMT86x/woQJGBoaMmTIEAB27tzJggULWLp0KUZGRkyZMgUXFxdMTEyoXLkya9asUc/NzMykW7dulCpVChMTE8qWLcuMGTN0yg8KCqJ58+ZMnDgRe3t73NzcXnhNhBBCCPHmSYdfvDE3b94kIiKC3r17Y2ZmluN44cKFgSej7s2bN+fmzZvs2rWLbdu2ER8fT9u2bXXyx8fHs2HDBjZv3szmzZvZtWsXkyZNAmDGjBn4+PjQo0cPUlJSSElJwcHBQT138ODBTJw4kbi4OCpVqsTdu3dp1KgR27dv59ixYwQGBtK0aVOSkpLUczp37szKlSuZOXMmcXFxzJs3D61Wi4ODA2vXrgXg3LlzpKSk5Oj85nYtIiMj6dWrFyYmJjrHbG1t6dixI6tWreLp9+BNmzYNb29vjh07Rq9evfjiiy84e/YsAPfv3ycgIACtVsvu3bvZu3cvWq2Whg0b5jmybmxszE8//cSPP/7Ihg0bCA4OZvjw4Xh7ezNy5EjCwsKYO3cuZ86c4euvv+bTTz9l165dAGRlZVGyZElWr15NbGwso0ePZvjw4axevVqnjqioKOLi4ti2bRubN2/ONY709HTS0tJ0NiGEEEK8QYoQb8ihQ4cUQFm3bt1z8/3222+Knp6ekpSUpKadOXNGAZTDhw8riqIoY8aMUUxNTZW0tDQ1z6BBg5Tq1aur+35+fkq/fv10yt65c6cCKBs2bHhhvOXLl1dmzZqlKIqinDt3TgGUbdu25Zo3u9xbt269sFxFUZSDBw8qgLJ+/fpcj3/33XcKoPz999+KoiiKk5OT8umnn6rHs7KylOLFiytz585VFEVRFi1apJQtW1bJyspS86SnpysmJiZKZGTkc2MZPXq0UqhQIaVKlSpKRkaGcvfuXcXY2FjZv3+/Tr5u3bop7du3z7OcXr16KS1btlT3u3TpotjY2Cjp6enPrX/MmDEKkGNb+UM9ZeOihsrGRQ2fe74QQgghnkhNTVUAJTU19bn5ZIRfvDHK/x+t1mg0z80XFxeHg4ODzoh8+fLlKVy4MHFxcWqas7Mz5ubm6r6dnR1Xr17NVyze3t46+/fu3WPw4MFqPVqtlrNnz6oj/MePH0dPTw8/P798lf+6crtWlSpVUn/WaDTY2tqq7T169CgXL17E3NwcrVaLVqulaNGiPHz4kPj4+OfWNXLkSLKyshg6dCj6+vrExsby8OFD6tevr5al1Wr56aefdMqaN28e3t7eWFtbo9VqWbBggc4dEQAPDw8MDQ2fW/+wYcNITU1Vt+Tk5PxdJCGEEEK8ElmHX7wxZcqUQaPREBcXR/PmzfPMpyhKrl8Knk03MDDQOa7RaMjKyspXLM9OKRo0aBCRkZFMnToVV1dXTExMaNWqlTod5tlpN6/L1dUVjUZDbGxsrtfi7NmzFClShGLFiqlpz2tvVlYWVapUYfny5TnKsra2fm4s2eXq6+urZQH8+uuvlChRQievkZERAKtXr+brr79m2rRp+Pj4YG5uzrfffsuhQ4d08uc2detZRkZGarlCCCGEePOkwy/emKJFixIYGMjs2bPp27dvjs7g7du3KVy4MOXLlycpKYnk5GR1lD82NpbU1FTc3d3zXZ+hoSGZmZn5yrtnzx6CgoL45JNPALh7967OA68eHh5kZWWxa9cu6tWrl2tdQL7rs7Kyon79+syZM4evv/5a5wvFlStXWL58OZ07d37h3ZBsXl5erFq1iuLFi2NhYZGvc/JSvnx5jIyMSEpKyvOOxp49e6hZsya9evVS0150J0EIIYQQ/wwypUe8UXPmzCEzM5Nq1aqxdu1aLly4QFxcHDNnzsTHxweAevXqUalSJTp27Mjvv//O4cOH6dy5M35+fjmm4jyPs7Mzhw4dIjExkevXrz939N/V1ZV169Zx/PhxTpw4QYcOHXTyOzs706VLF4KDg9mwYQMJCQlER0erD6k6OTmh0WjYvHkz165d4+7duy+M74cffiA9PZ3AwEB2795NcnIyERER1K9fnxIlSjB+/Ph8t7Vjx44UK1aMZs2asWfPHhISEti1axf9+vXjzz//zHc5AObm5gwcOJCvv/6aJUuWEB8fz7Fjx5g9ezZLlixRr1dMTAyRkZGcP3+eUaNGceTIkZeqRwghhBDvhnT4xRtVqlQpfv/9dwICAhgwYAAVK1akfv36REVFMXfuXODJVJUNGzZQpEgRfH19qVevHi4uLqxateql6ho4cCB6enqUL18ea2vrHPPLnzZ9+nSKFClCzZo1adq0KYGBgXh5eenkmTt3Lq1ataJXr16UK1eOHj16qGvYlyhRgtDQUIYOHYqNjQ19+vR5YXxlypQhJiaG0qVL07ZtW0qXLk3Pnj0JCAjgwIEDFC1aNN9tNTU1Zffu3Tg6OtKiRQvc3d0JDg7mwYMHrzTiP27cOEaPHs3EiRNxd3cnMDCQTZs2UapUKQA+//xzWrRoQdu2balevTo3btzQGe0XQgghxD+XRlGeWgdQCCHesrS0NCwtLVn5Qz1MTZ7MMmwavPUdRyWEEEL882X/DU1NTX3ugJ/M4RdC/CN81Gntaz+PIIQQQoicZEqPEAUgKSlJZ0nLZ7fnTS8SQgghhHiTZIRfiAJgb2/P8ePHn3tcCCGEEOJdkA6/EAVAX18fV1fXdx3Gv9qaZZ+oc/jbdY18x9EIIYQQ7w+Z0iOEEEIIIcR7TDr8QryC7KVE8xIdHY1Go+H27dvvPBYhhBBC/LdJh1/8awQFBaHRaPj8889zHOvVqxcajYagoKACrTMkJARPT88CLfNlXLlyhS+//BIXFxeMjIxwcHCgadOmREVFvbOYhBBCCPHvIh1+8a/i4ODAypUrefDggZr28OFDVqxYgaOj4zuMrOAlJiZSpUoVduzYwZQpUzh16hQREREEBATQu3fvN1r3o0eP3mj5QgghhHh7pMMv/lW8vLxwdHRk3bp1atq6detwcHDggw8+0Mmbnp5O3759KV68OMbGxnz44YccOXJEPZ497SYqKgpvb29MTU2pWbMm586dAyA8PJzQ0FBOnDiBRqNBo9EQHh6unn/9+nU++eQTTE1NKVOmDBs3bsw15nv37mFhYcGaNWt00jdt2oSZmRl37tzJ9bzsuxaHDx+mVatWuLm5UaFCBfr378/Bgwd18j4vlszMTLp160apUqUwMTGhbNmyzJgxQ+f8oKAgmjdvzsSJE7G3t8fNzQ2A/fv34+npibGxMd7e3mzYsAGNRqOzIlFsbCyNGjVCq9ViY2NDp06duH79eq5tEkIIIcTbJx1+8a/TtWtXwsLC1P3FixcTHBycI9/gwYNZu3YtS5Ys4ffff8fV1ZXAwEBu3rypk2/EiBFMmzaNmJgY9PX11bLatm3LgAEDqFChAikpKaSkpNC2bVv1vNDQUNq0acPJkydp1KgRHTt2zFE2gJmZGe3atdOJGSAsLIxWrVphbm6e45ybN28SERFB7969MTMzy3G8cOHCOvvPiyUrK4uSJUuyevVqYmNjGT16NMOHD2f16tU6ZURFRREXF8e2bdvYvHkzd+7coWnTpnh4ePD7778zbtw4hgwZonNOSkoKfn5+eHp6EhMTQ0REBH///Tdt2rTJEXO29PR00tLSdDYhhBBCvEGKEP8SXbp0UZo1a6Zcu3ZNMTIyUhISEpTExETF2NhYuXbtmtKsWTOlS5cuiqIoyt27dxUDAwNl+fLl6vmPHj1S7O3tlSlTpiiKoig7d+5UAGX79u1qnl9//VUBlAcPHiiKoihjxoxRKleunCMWQBk5cqS6f/fuXUWj0Shbt27VKfvWrVuKoijKoUOHFD09PeWvv/5SFEVRrl27phgYGCjR0dG5tvXQoUMKoKxbt+6F1+VFseSmV69eSsuWLdX9Ll26KDY2Nkp6erqaNnfuXMXKykq9FoqiKAsWLFAA5dixY4qiKMqoUaOUBg0a6JSdnJysAMq5c+dyrXvMmDEKkGNbNLuOsmJxA2XF4ga5nieEEEIIXampqQqgpKamPjefjPCLf51ixYrRuHFjlixZQlhYGI0bN6ZYsWI6eeLj48nIyKBWrVpqmoGBAdWqVSMuLk4nb6VKldSf7ezsALh69eoL43j6PDMzM8zNzfM8r1q1alSoUIGffvoJgKVLl+Lo6Iivr2+u+RVFAZ6swJMfL4pl3rx5eHt7Y21tjVarZcGCBTne/uvh4YGhoaG6f+7cOSpVqoSxsbFOO5529OhRdu7cqfNW4XLlygFPPoPcDBs2jNTUVHVLTk7OVxuFEEII8WrkxVviXyk4OJg+ffoAMHv27BzH8+owK4qSI83AwED9OftYVlbWC2N4+rzsc593Xvfu3fnhhx8YOnQoYWFhdO3aNc8OfZkyZdBoNMTFxdG8efPXimX16tV8/fXXTJs2DR8fH8zNzfn22285dOiQzjnPTh3K7VplX9dsWVlZNG3alMmTJ+eIKfvL07OMjIwwMjJ6YZuEEEIIUTBkhF/8KzVs2JBHjx7x6NEjAgMDcxx3dXXF0NCQvXv3qmkZGRnExMTg7u6e73oMDQ3JzMwskJg//fRTkpKSmDlzJmfOnKFLly555i1atCiBgYHMnj2be/fu5Tj+Muv779mzh5o1a9KrVy8++OADXF1d8xx9f1q5cuU4efIk6enpalpMTIxOHi8vL86cOYOzszOurq46W27PHgghhBDi7ZMOv/hX0tPTIy4ujri4OPT09HIcNzMz44svvmDQoEFEREQQGxtLjx49uH//Pt26dct3Pc7OziQkJHD8+HGuX7+u0/l9WUWKFKFFixYMGjSIBg0aULJkyefmnzNnDpmZmVSrVo21a9dy4cIF4uLimDlzJj4+Pvmu19XVlZiYGCIjIzl//jyjRo3SWa0oLx06dCArK4uePXsSFxdHZGQkU6dOBf7vTkjv3r25efMm7du35/Dhw1y6dInffvuN4ODgAvuiJIQQQojXIx1+8a9lYWGBhYVFnscnTZpEy5Yt6dSpE15eXly8eJHIyEiKFCmS7zpatmxJw4YNCQgIwNramhUrVrxWzN26dePRo0e5rir0rFKlSvH7778TEBDAgAEDqFixIvXr1ycqKoq5c+fmu87PP/+cFi1a0LZtW6pXr86NGzfo1avXC8+zsLBg06ZNHD9+HE9PT0aMGMHo0aMB1Hn99vb27Nu3j8zMTAIDA6lYsSL9+vXD0tKSQoXknxchhBDin0CjPDspVwjxxixfvpx+/fpx+fJlnQdk/y2WL19O165dSU1NxcTEpEDKTEtLw9LSktTU1Od+gRNCCCGErvz+DZWHdoV4C+7fv09CQgITJ07ks88++9d09n/66SdcXFwoUaIEJ06cYMiQIbRp06bAOvtCCCGEePPknrsQb8GUKVPw9PTExsaGYcOGvetw8u3KlSt8+umnuLu78/XXX9O6dWt+/PHHdx2WEEIIIV6CTOkRQrxT2bcjf5gbgInJk5uOwV1+e8dRCSGEEP98+Z3SIyP8QgghhBBCvMekwy9UGo2GDRs2vOswCkxiYiIajYbjx4+/61CEEEIIId4Z6fC/Q0FBQWg0GjQaDQYGBri4uDBw4MBcX7T0NqSkpPDRRx+91Tr9/f3Va5Db5uzs/FbjATh27BhNmjShePHiGBsb4+zsTNu2bbl+/fpbj+VVhYSE4Onpma+8169fx9bWlgkTJuQ41qZNG6pWrcrjx48LOEIhhBBCvC2ySs871rBhQ8LCwsjIyGDPnj10796de/fu5brOekZGBgYGBm8sFltb2zdWdl7WrVvHo0ePAEhOTqZatWps376dChUqAOT6Uq036erVq9SrV4+mTZsSGRlJ4cKFSUhIYOPGjdy/f/+txvIqFEV56RdeFStWjB9//JHWrVvTtGlTPDw8AFizZg2bNm3i999/R19f/qkQQggh/q1khP8dMzIywtbWFgcHBzp06EDHjh3VaTXZo7SLFy/GxcUFIyMjFEUhNTWVnj17Urx4cSwsLKhTpw4nTpxQy3z6PEdHR7RaLV988QWZmZlMmTIFW1tbihcvzvjx43VieXpKT3R0NBqNhtu3b6vHjx8/jkajITExEYDw8HAKFy7M5s2bKVu2LKamprRq1Yp79+6xZMkSnJ2dKVKkCF9++WWendCiRYtia2uLra0t1tbWAFhZWalp165do1GjRmi1WmxsbOjUqZPOSHtWVhaTJ0/G1dUVIyMjHB0dc7Tr0qVLBAQEYGpqSuXKlTlw4ECen8f+/ftJS0tj4cKFfPDBB5QqVYo6derw/fff4+joqNPup23YsEF9++zTn8H8+fNxcHDA1NSU1q1b61zPoKAgmjdvTmhoqPpZfvbZZ+oXIID09HT69u2r3m348MMPdd6Sm/05RUZG4u3tjZGREUuXLiU0NJQTJ06od0rCw8PzbDPAxx9/TIcOHejcuTMZGRlcu3aNXr16MXHiRNzd3dm0aRNVqlTB2NgYFxcXQkNDdUb9Q0JCcHR0xMjICHt7e/r27fvc+oQQQgjx9siw3T+MiYkJGRkZ6v7FixdZvXo1a9euVUe7GzduTNGiRdmyZQuWlpbMnz+funXrcv78eYoWLQpAfHw8W7duJSIigvj4eFq1akVCQgJubm7s2rWL/fv3ExwcTN26dalRo8Yrx3v//n1mzpzJypUruXPnDi1atKBFixYULlyYLVu2cOnSJVq2bMmHH35I27ZtX6rslJQU/Pz86NGjB9999x0PHjxQ14HfsWMHAMOGDWPBggVMnz6dDz/8kJSUFM6ePatTzogRI5g6dSplypRhxIgRtG/fnosXL+Y6am1ra8vjx49Zv349rVq10unEv6zsz27Tpk2kpaXRrVs3evfuzfLly9U8UVFRGBsbs3PnThITE+natSvFihVTv7QMHjyYtWvXsmTJEpycnJgyZQqBgYFcvHhR/ayz802dOhUXFxeMjY0ZMGAAERERbN++HQBLS8sXxjtjxgw8PDwYN24ccXFx6ltzIyMj+fTTT5k5cya1a9cmPj6enj17AjBmzBjWrFnD9OnTWblyJRUqVODKlSs6X0CflZ6eTnp6urqflpb2chdWCCGEEC9HEe9Mly5dlGbNmqn7hw4dUqysrJQ2bdooiqIoY8aMUQwMDJSrV6+qeaKiohQLCwvl4cOHOmWVLl1amT9/vnqeqampkpaWph4PDAxUnJ2dlczMTDWtbNmyysSJE9V9QFm/fr2iKIqyc+dOBVBu3bqlHj927JgCKAkJCYqiKEpYWJgCKBcvXlTzfPbZZ4qpqaly584dnbo/++yzF16PhIQEBVCOHTumKIqijBo1SmnQoIFOnuTkZAVQzp07p6SlpSlGRkbKggULnlvewoUL1bQzZ84ogBIXF5dnHMOHD1f09fWVokWLKg0bNlSmTJmiXLlyRT0eFhamWFpa6pyzfv165en/ncaMGaPo6ekpycnJatrWrVuVQoUKKSkpKYqiPPn8ixYtqty7d0/NM3fuXEWr1SqZmZnK3bt3FQMDA2X58uXq8UePHin29vbKlClTFEX5v89pw4YNOvGMGTNGqVy5cp5tzEtUVJSip6enWFhYKImJiYqiKErt2rWVCRMm6ORbunSpYmdnpyiKokybNk1xc3NTHj16lK86xowZowA5th/mBiiLwusri8Lrv3TcQgghxH9RamqqAiipqanPzSdTet6xzZs3o9VqMTY2xsfHB19fX2bNmqUed3JyUqe6ABw9epS7d+9iZWWFVqtVt4SEBOLj49V8zs7OmJubq/s2NjaUL1+eQoUK6aRdvXr1teI3NTWldOnSOmU6Ozuj1Wpfu56jR4+yc+dOnXaWK1cOeHIHIy4ujvT0dOrWrfvccipVqqT+bGdnB/DceMaPH8+VK1eYN28e5cuXZ968eZQrV45Tp069VPyOjo6ULFlS3ffx8SErK4tz586paZUrV8bU1FQnz927d0lOTiY+Pp6MjAxq1aqlHjcwMKBatWrExcXp1OXt7f1SseWlTp061KhRg06dOuHk5AQ8+RzGjh2r8zn06NGDlJQU7t+/T+vWrXnw4AEuLi706NGD9evXP/ch32HDhpGamqpuycnJBRK7EEIIIXInU3resYCAAObOnYuBgQH29vY5Hso1MzPT2c/KysLOzo7o6OgcZT09r/zZcrJXAno2LSsrK9e4sr8YKE+9l+3pqUYFVc/zZGVl0bRpUyZPnpzjmJ2dHZcuXcpXOU/Hkz1F50XxWFlZ0bp1a1q3bs3EiRP54IMPmDp1KkuWLKFQoUI61wVyvzbPyq47P9OENBqNWsez+RVFyZH27O/J69DX19eZ7pSVlUVoaCgtWrTIkdfY2BgHBwfOnTvHtm3b2L59O7169eLbb79l165duT5kbmRkhJGRUYHFK4QQQojnkw7/O2ZmZoarq2u+83t5eXHlyhX09fXf6JKV2XcVUlJSKFKkCMBbX8/ey8uLtWvX4uzsnOt8+zJlymBiYkJUVBTdu3d/Y3EYGhpSunRpdblUa2tr7ty5w71799SOdm7XJikpicuXL2Nvbw/AgQMHKFSoEG5ubmqeEydO8ODBA0xMTAA4ePAgWq2WkiVLYmVlhaGhIXv37qVDhw7Aky8WMTExfPXVVy+M+WVX68mLl5cX586de+7vqYmJCR9//DEff/wxvXv3Vu+IeHl5FUgMQgghhHh1MqXnX6ZevXr4+PjQvHlzIiMjSUxMZP/+/YwcOZKYmJgCq8fV1RUHBwdCQkI4f/48v/76K9OmTSuw8vOjd+/e3Lx5k/bt23P48GEuXbrEb7/9RnBwMJmZmRgbGzNkyBAGDx7MTz/9RHx8PAcPHmTRokWvXOfmzZv59NNP2bx5M+fPn+fcuXNMnTqVLVu20KxZMwCqV6+Oqakpw4cP5+LFi/z888+5roJjbGxMly5dOHHiBHv27KFv3760adNGZ/nTR48e0a1bN2JjY9m6dStjxoyhT58+FCpUCDMzM7744gsGDRpEREQEsbGx9OjRg/v379OtW7fntsPZ2ZmEhASOHz/O9evXdR6SfVmjR4/mp59+IiQkhDNnzhAXF8eqVasYOXIk8GTVokWLFnH69GkuXbrE0qVLMTExUacECSGEEOLdkg7/v4xGo2HLli34+voSHByMm5sb7dq1IzExERsbmwKrx8DAgBUrVnD27FkqV67M5MmT+eabbwqs/Pywt7dn3759ZGZmEhgYqK4aY2lpqU45GjVqFAMGDGD06NG4u7vTtm3b13ouoXz58piamjJgwAA8PT2pUaMGq1evZuHChXTq1Al4spTosmXL2LJlCx4eHqxYsYKQkJAcZbm6utKiRQsaNWpEgwYNqFixInPmzNHJU7duXcqUKYOvry9t2rShadOmOmVNmjSJli1b0qlTJ7y8vLh48SKRkZHqXZe8tGzZkoYNGxIQEIC1tTUrVqx45WsSGBjI5s2b2bZtG1WrVqVGjRp89913aoe+cOHCLFiwgFq1alGpUiWioqLYtGkTVlZWr1ynEEIIIQqORnl2MrIQ4rWFhISwYcOG506DCgoK4vbt2+q7D/6r0tLSsLS0JDU1FQsLi3cdjhBCCPGvkd+/oTLCL4QQQgghxHtMOvxC/AcsX75cZ1nNp7cKFSq86/CEEEII8QbJlB4h/gPu3LnD33//nesxAwODd/qAbfbtyMk/1sHE9MlqTF92jHxn8QghhBD/Fvmd0iPLcgrxH2Bubq7zIjYhhBBC/HfIlB4h8uH+/fu0bNkSCwsLNBoNt2/fzjXtXVMUhZ49e1K0aFE0Gg3Hjx/PNU0IIYQQ/x3S4Rf/acnJyXTr1g17e3sMDQ1xcnKiX79+3LhxQyffkiVL2LNnD/v37yclJQVLS8tc096Umzdv8tVXX+Hs7IyhoSF2dnZ07dqVpKQknXwRERGEh4ezefNmUlJSqFixYq5pBUmj0eS6rVy5skDrEUIIIcSrkSk94j/r0qVL+Pj44ObmxooVKyhVqhRnzpxh0KBBbN26lYMHD1K0aFEA4uPjcXd31+ks55b2sjIzM9FoNOp7BXJz8+ZNatSogaGhIXPmzKFixYokJiYycuRIqlatyoEDB3BxcVFjsrOzo2bNmjpxPpv2shRFITMzM9c3HgOEhYXRsGFDnbTChQu/cn1CCCGEKECKEP9RDRs2VEqWLKncv39fJz0lJUUxNTVVPv/8c0VRFMXPz08B1M3Pzy/XNEVRlPT0dGXQoEGKvb29YmpqqlSrVk3ZuXOnWnZYWJhiaWmpbNq0SXF3d1f09PSUS5cuPTfOzz//XDEzM1NSUlJ00u/fv6+UKFFCadiwoaIoitKlSxedmJycnHJNUxRFycrKUiZPnqyUKlVKMTY2VipVqqT88ssvatk7d+5UACUiIkKpUqWKYmBgoOzYsSPX+ABl/fr1L7rceUpNTVUAZfKPdZSZyxooM5c1eOWyhBBCiP+S7L+hqampz80nI/ziP+nmzZtERkYyfvx4TExMdI7Z2trSsWNHVq1axZw5c1i3bh1Dhw7l9OnTrFu3DkNDQ4Bc07p27UpiYiIrV67E3t6e9evX07BhQ06dOkWZMmWAJ88DTJw4kYULF2JlZUXx4sXzjDMrK4uVK1fSsWNHbG1tdY6ZmJjQq1cvRo4cyc2bN5kxYwalS5fmxx9/5MiRI+jp6WFoaJgjDWDkyJGsW7eOuXPnUqZMGXbv3s2nn36KtbU1fn5+ah2DBw9m6tSpuLi4FNiIfXp6Ounp6ep+WlpagZQrhBBCiNxJh1/8J124cAFFUXB3d8/1uLu7O7du3eLatWsUL14cU1NTDA0NdTrdz6bFx8ezYsUK/vzzT+zt7QEYOHAgERERhIWFMWHCBAAyMjKYM2cOlStXfmGc165d4/bt28+NU1EULl68SLVq1TA3N0dPT08nzmfT7t27x3fffceOHTvw8fEBwMXFhb179zJ//nydDv/YsWOpX7/+C+Ns3769+mUi28mTJ9WpRk+bOHEioaGhLyxTCCGEEAVDOvxC5EL5/6+n0Gg0+T7n999/R1EU3NzcdNLT09OxsrJS9w0NDalUqdI7izM2NpaHDx/m6Mg/evSIDz74QCfN29s7X2VOnz6devXq6aQ5ODjkmnfYsGH0799f3U9LS8szrxBCCCFen3T4xX+Sq6srGo2G2NhYmjdvnuP42bNnKVKkCMWKFct3mVlZWejp6XH06NEco91arVb92cTEJN8ddGtrawoXLkxsbGyux8+ePYtGo6F06dIvFSfAr7/+SokSJXSOGRkZ6eybmZnlq0xbW1tcXV3zldfIyChHPUIIIYR4c2RZTvGfZGVlRf369ZkzZw4PHjzQOXblyhWWL19O27ZtX2rk/IMPPiAzM5OrV6/i6uqqsz07/z6/ChUqRJs2bfj555+5cuWKzrEHDx4wZ84cAgMD1dWE8qN8+fIYGRmRlJSUI04ZaRdCCCHeP9LhF/9ZP/zwA+np6QQGBrJ7926Sk5OJiIigfv36lChRgvHjx79UeW5ubnTs2JHOnTuzbt06EhISOHLkCJMnT2bLli2vHOf48eOxtbWlfv36bN26leTkZHbv3k1gYCAZGRnMnj37pcozNzdn4MCBfP311yxZsoT4+HiOHTvG7NmzWbJkySvFePv2ba5cuaKz3bt375XKEkIIIUTBkg6/+M8qU6YMMTExlC5dmrZt21K6dGl69uxJQEAABw4ceKlR82xhYWF07tyZAQMGULZsWT7++GMOHTr0WiPnxYoV4+DBgwQEBPDZZ5/h4uJCmzZtcHFx4ciRI7k+GPsi48aNY/To0UycOBF3d3cCAwPZtGkTpUqVeqUYu3btip2dnc42a9asVypLCCGEEAVLo2Q/9SeEEO9AWloalpaWpKamYmFh8a7DEUIIIf418vs3VEb4hRBCCCGEeI9Jh1+Id0yr1ea57dmz512HJ4QQQoh/OVmWU4h37Pjx43kee3bZTCGEEEKIlyUdfiHesfyuX/++m7bmE4xN9RnWLvJdhyKEEEK8V2RKj/jXS0xMRKPRPHek/F0LCQnB09NT3Q8KCtJ54Ze/vz9fffWVuu/s7Mz333//1uITQgghxPtLOvwiX4KCgtBoNGg0GgwMDHBxcWHgwIGy1jqo10Wj0aCvr4+joyP9+/cnPT1dzTNw4ECioqLyXeaRI0fo2bPnmwg3h6VLl2JmZsbFixd10i9fvkyRIkWYMWPGW4lDCCGEEG+GdPhFvjVs2JCUlBQuXbrEN998w5w5cxg4cOA7jenRo0fvtP5sYWFhpKSkkJCQwJw5c1i6dCnffPONelyr1WJlZZXv8qytrTE1NX0ToebQqVMnAgMD6dKlC1lZWWp6z549+eCDD+jbt+9biUMIIYQQb4Z0+EW+GRkZYWtri4ODAx06dKBjx45s2LABgGXLluHt7Y25uTm2trZ06NCBq1evqudGR0ej0Wj49ddfqVy5MsbGxlSvXp1Tp07p1LF//358fX0xMTHBwcGBvn376txFcHZ25ptvviEoKAhLS0t69OiRa6yxsbE0atQIrVaLjY0NnTp14vr16+rxNWvW4OHhgYmJCVZWVtSrV0+tJzo6mmrVqmFmZkbhwoWpVasWf/zxx3OvTeHChdVr06RJEz7++GN+//139fizU3pe5NkpPRqNhoULF/LJJ59gampKmTJl2Lhxo845GzdupEyZMpiYmBAQEMCSJUvQaDTcvn37hfXNnz+fixcv8t133wEQHh7Onj17CAsLIyMjg8GDB1OiRAnMzMyoXr060dHR6rl//PEHTZs2pUiRIpiZmVGhQoXXerOwEEIIIQqWdPjFKzMxMSEjIwN4MtI+btw4Tpw4wYYNG0hISCAoKCjHOYMGDWLq1KkcOXKE4sWL8/HHH6tlnDp1isDAQFq0aMHJkydZtWoVe/fupU+fPjplfPvtt1SsWJGjR48yatSoHHWkpKTg5+eHp6cnMTExRERE8Pfff9OmTRv1ePv27QkODiYuLo7o6GhatGiBoig8fvyY5s2b4+fnx8mTJzlw4AA9e/ZEo9Hk+7qcP3+enTt3Ur169Xyfkx+hoaG0adOGkydP0qhRIzp27MjNmzeB/8fencflmP3/A39dbXd7SMstLSolpCRMGiqhbCP7EknIXraYhmRs2ZJlhqGhMmMJk2XImsqSNcqWpYRQn1DuhDb3+f3h1/V16y6VkuH9fDyux3Sdc65z3td1Zzr3uc51rvfPMQwYMABubm5ISkrCuHHjMGfOnErXraWlhY0bNyIgIADHjx/HtGnTsGbNGhgaGmLUqFE4e/Ysdu7ciWvXrmHgwIFwdXXFvXv3AACTJk1CYWEhTp06hevXr2PZsmVQVVUtt63CwkLk5eVJbIQQQgipRYyQShg5ciTr06cPv3/hwgWmqanJBg0aJLX8xYsXGQD26tUrxhhjsbGxDADbuXMnX+bFixdMSUmJRUZGMsYYGzFiBPP29pao5/Tp00xGRoa9ffuWMcaYoaEhc3NzkyiTnp7OALCrV68yxhgLCAhg3bp1kyiTkZHBALA7d+6wxMREBoA9ePCgTNwvXrxgAFhcXFwlrsp7AJiioiJTUVFhAoGAAWC9evViRUVFfJnAwEBmZWXF7398PR0cHJivry+/b2hoyEJCQiTamDt3Lr+fn5/POI5jhw8fZowxNnv2bNayZUuJuObMmcMAsNzc3Eqfi4eHB5ORkWE//fQTY4yx1NRUxnEce/LkiUQ5Z2dn5u/vzxhjzNLSks2fP7/SbQQGBjIAZbZ5mzuzJTu6fboCQgghhDDGGBOJRAwAE4lEFZajEX5SaQcPHoSqqioUFRVhZ2eHTp06Yd26dQCAq1evok+fPjA0NISamhocHR0BAI8ePZKow87Ojv+5QYMGMDc3R0pKCgAgMTER4eHhEi+ecnFxgVgsRnp6On+cra1thXEmJiYiNjZWop5mzZoBANLS0mBlZQVnZ2dYWlpi4MCBCA0NRW5uLh+Tp6cnXFxc0Lt3b6xZswaZmZmfvDYhISFISkpCcnIyDh48iLt372LEiBGfPK4qWrVqxf+soqICNTU1ftrUnTt30LZtW4ny7dq1q3IbAQEBEIvF/J2TK1eugDEGMzMziesZHx+PtLQ0AICPjw8WLVoEe3t7BAYG4tq1axW24e/vD5FIxG8ZGRlVjpMQQgghlUfr8JNKc3JywoYNGyAvL49GjRpBXl4eAPD69Wt069YN3bp1w99//w0tLS08evQILi4ulXqotnS6jFgsxrhx46Q+JGpgYMD/rKKiUmF9YrEYvXv3xrJly8rkCYVCyMrK4vjx40hISMCxY8ewbt06zJkzBxcuXECTJk0QFhYGHx8fHDlyBJGRkZg7dy6OHz+OH374odw2dXV1+fX0zc3N8erVKwwdOhSLFi2qsXX2S693KY7j+IdsGWNlph0xxqrchpycnMR/xWIxZGVlkZiYCFlZWYmypdN2xowZAxcXFxw6dAjHjh1DUFAQgoODMWXKFKltCAQCCASCKsdGCCGEkOqhDj+pNBUVFamd19u3b+P58+dYunQp9PX1AQCXL1+WWsf58+f5zntubi7u3r3Lj77b2Njg5s2bn91BtrGxwT///AMjIyO+4/oxjuNgb28Pe3t7zJs3D4aGhti7dy+mT58OAGjdujVat24Nf39/2NnZYfv27RV2+D9W2jl++/btZ51LZTVr1qzMg7LlfQZV0bp1a7x79w7Z2dno2LFjueX09fUxfvx4jB8/Hv7+/ggNDS23w08IIYSQL4um9JDPZmBgAAUFBaxbtw7379/HgQMHsHDhQqllFyxYgJiYGNy4cQOenp5o2LAh/wKq2bNn49y5c5g0aRKSkpJw7949HDhwoModx0mTJiEnJwdDhw7FxYsXcf/+fRw7dgxeXl549+4dLly4gCVLluDy5ct49OgRoqKi8OzZM1hYWCA9PR3+/v44d+4cHj58iGPHjuHu3buwsLCosM2XL18iKysLT58+RXx8PBYsWAAzM7NPHldTxo0bh9u3b2P27Nm4e/cudu3ahfDwcACo0gPHHzMzM4O7uzs8PDwQFRWF9PR0XLp0CcuWLeO/YEydOhVHjx5Feno6rly5gpMnT36x8yaEEELIp1GHn3w2LS0thIeHY/fu3WjevDmWLl2KlStXSi27dOlS+Pr6ok2bNsjMzMSBAwegoKAA4P0c9fj4eNy7dw8dO3ZE69atERAQAKFQWKV4GjVqhLNnz+Ldu3dwcXFBy5Yt4evrCw0NDcjIyEBdXR2nTp1Cjx49YGZmhrlz5yI4OBjdu3eHsrIybt++jf79+8PMzAze3t6YPHkyxo0bV2Gbo0aNglAoROPGjTF06FC0aNEChw8fLvcOQ01r0qQJ9uzZg6ioKLRq1QobNmzgV+n53OkzYWFh8PDwwIwZM2Bubo6ffvoJFy5c4O/mvHv3DpMmTYKFhQVcXV1hbm6O9evXf/Y5EUIIIaRmcKw6E30JqaK4uDg4OTkhNzcX9erVq+twvguLFy/GH3/88dU/FJuXlwcNDQ3M29wZispy8B9ytK5DIoQQQv4TSv+GikQiqKurl1uO5vAT8o1Yv3492rZtC01NTZw9exYrVqwo8w6Dr9mMAXsr/J8VIYQQQqqHpvQQ8o24d+8e+vTpg+bNm2PhwoWYMWMG5s+fDwDo3r27xLKaH25Lliyp28AJIYQQUqtoSg8h34EnT56Uu2JQgwYN0KBBgy8c0f+p7O1IQgghhEiiKT2EEJ6enl5dh/BJc/b1g0BZDisHHKnrUAghhJBvCk3pIV8FIyMjrF69utz8Bw8egOM4JCUlfbGYvjXz58+HtbX1N9MOIYQQQiqHOvxfkYSEBMjKysLV1fWLtDd//nxwHCe1veXLl4PjODg6OtZom+Hh4XW6Sk9eXh4CAgLQokULKCkpQVNTE23btsXy5cuRm5vLl3N0dATHceA4DjIyMtDR0cHAgQPx8OHDCuv/8DiBQAA9PT307t0bUVFRtX1qhBBCCCFSUYf/K7JlyxZMmTIFZ86cwaNHj75Im0KhELGxsXj8+LFEelhYGP9G3G9FTk4OfvjhB4SFhWHmzJm4cOECzp49i8DAQCQlJWH79u0S5ceOHYvMzEw8efIE+/fvR0ZGBoYPH/7JdkqPS01NxT///IPmzZtjyJAh8Pb2rq1TI4QQQggpF3X4vxKvX7/Grl27MGHCBPTq1Yt/SyoA2NnZ4eeff5Yo/+zZM8jLyyM2NhYAkJmZiZ49e0JJSQlNmjTB9u3bPzlNBgC0tbXRrVs3RERE8GkJCQl4/vw5evbsKVFWLBZjwYIFaNy4MQQCAaytrXHkyP/Nty6ddhMVFQUnJycoKyvDysoK586dA/B+Lf5Ro0ZBJBLxo+Clq8gAwJs3b+Dl5QU1NTUYGBhg06ZNUmNmjMHU1LTMy71u3LgBGRkZpKWlST3ul19+waNHj3DhwgWMGjUKrVq1QrNmzdCrVy9s374dEydOlCivrKwMXV1dCIVC/PDDD5g0aRKuXLlS4fX88Dh9fX388MMPWLZsGTZu3IjQ0FCcOHGCL3f9+nV07tyZv9Pg7e2N/Px8Pk9GRgbPnz8HAOTm5kJGRgYDBw7kjw8KCoKdnR1/bTmOQ0xMDGxtbaGsrIwOHTrgzp075cb5qc8TeP/2YzMzMygrK8PY2BgBAQEoLi6WKLN06VLo6OhATU0No0ePRkFBwSevESGEEEK+HOrwfyUiIyNhbm4Oc3NzDB8+HGFhYShdQMnd3R07duzAhwsqRUZGQkdHBw4ODgAADw8PPH36FHFxcfjnn3+wadMmZGdnV6ptLy8viS8YW7Zsgbu7O/8G3FJr1qxBcHAwVq5ciWvXrsHFxQU//fQT7t27J1Fuzpw5mDlzJpKSkmBmZoahQ4eipKQEHTp0wOrVq6Guro7MzExkZmZi5syZ/HHBwcGwtbXF1atXMXHiREyYMAG3b98uEy/HcfDy8kJYWJhE+pYtW9CxY0eYmJiUOUYsFiMyMhLDhw8v9wFWjuPKvUY5OTnYvXs32rdvX26ZiowcORL169fnp/a8efMGrq6uqF+/Pi5duoTdu3fjxIkT/Lr5LVu2hKamJuLj4wEAp06dgqamJk6dOsXXGRcXx3/+pebMmYPg4GBcvnwZcnJy8PLyKjemynyeampqCA8Px61bt7BmzRqEhoYiJCSEz9+1axcCAwOxePFiXL58GUKh8JNv2S0sLEReXp7ERgghhJBaxMhXoUOHDmz16tWMMcaKi4tZw4YN2fHjxxljjGVnZzM5OTl26tQpvrydnR3z8/NjjDGWkpLCALBLly7x+ffu3WMAWEhISLltBgYGMisrK1ZUVMS0tbVZfHw8y8/PZ2pqaiw5OZn5+voyBwcHvnyjRo3Y4sWLJepo27YtmzhxImOMsfT0dAaA/fnnn3z+zZs3GQCWkpLCGGMsLCyMaWholInF0NCQDR8+nN8Xi8VMW1ubbdiwQaLuq1evMsYYe/r0KZOVlWUXLlxgjDFWVFTEtLS0WHh4uNRzzcrKYgDYqlWrJNJtbGyYiooKU1FRYUOGDOHTHRwcmLy8PFNRUWHKysoMADMzM2Pp6enlXs/S43x9faXmtW/fnnXv3p0xxtimTZtY/fr1WX5+Pp9/6NAhJiMjw7KyshhjjPXr149NnjyZMcbY1KlT2YwZM1jDhg3ZzZs3WXFxMVNVVWWHDx9mjDEWGxvLALATJ05I1AeAvX37ljH2f593qU99ntIsX76ctWnTht+3s7Nj48ePL3OeH7bzscDAQAagzDY5wpnN2O1S7nGEEEIIkSQSiRgAJhKJKixHI/xfgTt37uDixYsYMmQIAEBOTg6DBw/Gli1bAABaWlro2rUrtm3bBgBIT0/HuXPn4O7uzh8vJycHGxsbvk5TU1PUr1+/Uu3Ly8vzdxV2794NMzMztGrVSqJMXl4enj59Cnt7e4l0e3t7pKSkSKR9eKxQKASASt1t+PA4juOgq6tb7nFCoRA9e/bkr9HBgwdRUFAgMeVFmo9H8ffu3YukpCS4uLiUWafe3d0dSUlJSE5OxpkzZ2Bqaopu3brh1atXnzwXaRhjfPspKSmwsrKCiooKn29vbw+xWMxPw3F0dERcXBwAID4+Hk5OTujUqRPi4+Nx6dIlvH37tsznUdlrX9nPc8+ePfjxxx+hq6sLVVVVBAQESDxfkpKSwk8rKvXx/sf8/f0hEon4LSMjo8LyhBBCCPk81OH/CmzevBklJSXQ09ODnJwc5OTksGHDBkRFRfErx7i7u2PPnj0oLi7G9u3b0aJFC1hZWQGAxFSfD5WXLo2Xlxd2796N33//vcJpIB93mD/sxJaSl5cvU14sFn8yhg+PKz22ouPGjBmDnTt34u3btwgLC8PgwYOhrKwstayWlhbq1atXZoqQgYEBTE1NoaamVuYYDQ0NmJqawtTUFPb29ti8eTPu3buHyMjIT57Lx969e4d79+6hSZMmAKRft1Kl6Y6Ojrh58yZSU1Nx48YNdOzYEQ4ODoiPj0dcXBzatGlTJu6qXvuKPs/z589jyJAh6N69Ow4ePIirV69izpw5KCoqquLZSxIIBFBXV5fYCCGEEFJ7qMNfx0pKSrB161YEBwcjKSmJ35KTk2FoaMiP6ru5uaGgoABHjhzB9u3bJVaLadasGUpKSnD16lU+LTU1FS9fvqx0HC1atECLFi1w48YNDBs2rEy+uro6GjVqhDNnzkikJyQkwMLCotLtKCgo4N27d5UuX5EePXpARUUFGzZswOHDhyv8oiIjI4NBgwbh77//xpMnT6rVnqysLACU+8baikRERCA3Nxf9+/cHADRv3hxJSUl4/fo1X+bs2bOQkZGBmZkZgP+bx79o0SJYWVlBXV1dosP/8fz9qqjM53n27FkYGhpizpw5sLW1RdOmTcssS2phYYHz589LpH28TwghhJC6RW/arWMHDx5Ebm4uRo8eDQ0NDYm8AQMGYPPmzZg8eTJUVFTQp08fBAQEICUlRaJT3qxZM3Tp0gXe3t7YsGED5OXlMWPGDCgpKVX4IOrHTp48ieLi4nLXyffz80NgYCBMTExgbW2NsLAwJCUl8V9KKsPIyAj5+fmIiYmBlZUVlJWVyx2V/xRZWVl4enrC398fpqamn5xKsmTJEsTFxaF9+/ZYsGABbG1toaKigmvXruHcuXNo2bKlRPk3b94gKysLAPC///0PixYtgqKiIrp161ZhO6XHlZSU4MmTJ4iKikJISAgmTJgAJycnAO/v2AQGBmLkyJGYP38+nj17hilTpmDEiBHQ0dEB8H70vVOnTvj7778xbdo0AO+n7BQVFSEmJga+vr7Vum6lPvV5mpqa4tGjR9i5cyfatm2LQ4cOYe/evRJ1+Pr6YuTIkbC1tcWPP/6Ibdu24ebNmzA2Nv6s2AghhBBSc2iEv45t3rwZXbp0KdPZB4D+/fsjKSmJXwrS3d0dycnJ6NixY5k18rdu3QodHR106tQJffv2xdixY6GmpgZFRcVKx6KiolLhS7F8fHwwY8YMzJgxA5aWljhy5AgOHDiApk2bVrqNDh06YPz48Rg8eDC0tLSwfPnySh8rzejRo1FUVFTh6H4pTU1NXLx4ER4eHlixYgXatWsHS0tLzJ8/H4MHD0ZoaKhE+dDQUAiFQgiFQjg5OeHZs2eIjo6Gubl5he2UHmdiYoK+ffvi1q1biIyMlFi9RllZGUePHkVOTg7atm2LAQMGwNnZGb/99ptEXU5OTnj37h3/AjSO49CxY0cAwI8//liZS1SuT32effr0wbRp0zB58mRYW1sjISEBAQEBEnUMHjwY8+bNw+zZs9GmTRs8fPgQEyZM+Ky4CCGEEFKzOFaVid7kP+Px48fQ19fHiRMn4OzsXNfh1JqzZ8/C0dERjx8/5kfGyX9LXl4eNDQ0MDnCGQJlOawccOTTBxFCCCGE/xsqEokqfCaOOvzfiJMnTyI/Px+WlpbIzMzErFmz8OTJE9y9e7fMw7DfgsLCQmRkZMDb2xtCobBK04rI16Wy/7MihBBCiKTK/g2lKT3fiOLiYvzyyy9o0aIF+vbtCy0tLcTFxX2TnX0A2LFjB8zNzSESiT57WhAhhBBCyLeMRvgJIXWKRvgJIYSQ6qERfkLIf4r7oX7ot9+1rsMghBBCvjnU4SeEEEIIIeQbRh1+QgghhBBCvmHU4SfkO5aQkABZWVm4utJUGkIIIeRbRR1+Qr5jW7ZswZQpU3DmzBk8evSorsMhhBBCSC2gDj8h36nXr19j165dmDBhAnr16oXw8HCJ/NK37iopKcHJyQkRERHgOA4vX77kyyQkJKBTp05QUlKCvr4+fHx88Pr16y97IoQQQgipEHX4CflORUZGwtzcHObm5hg+fDjCwsJQukrvgwcPMGDAALi5uSEpKQnjxo3DnDlzJI6/fv06XFxc0K9fP1y7dg2RkZE4c+YMJk+eXGG7hYWFyMvLk9gIIYQQUnuow0/Id2rz5s0YPnw4AMDV1RX5+fmIiYkBAPzxxx8wNzfHihUrYG5ujiFDhsDT01Pi+BUrVmDYsGGYOnUqmjZtig4dOmDt2rXYunUrCgoKym03KCgIGhoa/Kavr19r50gIIYQQ6vAT8l26c+cOLl68iCFDhgAA5OTkMHjwYGzZsoXPb9u2rcQx7dq1k9hPTExEeHg4VFVV+c3FxQVisRjp6enltu3v7w+RSMRvGRkZNXx2hBBCCPmQXF0HQAj58jZv3oySkhLo6enxaYwxyMvLIzc3F4wxcBwncczHL+UWi8UYN24cfHx8ytRvYGBQbtsCgQACgeAzz4AQQgghlUUdfkK+MyUlJdi6dSuCg4PRrVs3ibz+/ftj27ZtaNasGaKjoyXyLl++LLFvY2ODmzdvwtTUtNZjJoQQQkj1UYefkO/MwYMHkZubi9GjR0NDQ0Mib8CAAdi8eTOioqKwatUqzJ49G6NHj0ZSUhK/ik/pyP/s2bPxww8/YNKkSRg7dixUVFSQkpKC48ePY926dV/6tAghhBBSDprDT8h3ZvPmzejSpUuZzj7wfoQ/KSkJubm52LNnD6KiotCqVSts2LCBX6WndDpOq1atEB8fj3v37qFjx45o3bo1AgICIBQKv+j5EEIIIaRiHPt4Yi4hhEixePFi/PHHHzX+kG1eXh40NDQgEomgrq5eo3UTQggh37LK/g2lKT2EEKnWr1+Ptm3bQlNTE2fPnsWKFSs+ucY+IYQQQr4+1OEnhEh17949LFq0CDk5OTAwMMCMGTPg7+9f12ERQgghpIpoSg8hpE6V3o7sss0bx4dtrOtwCCGEkP+Myk7poYd2CSGEEEII+YZRh5/8Zzx48AAcxyEpKQkAEBcXB47j8PLlyzqNq6YYGRlh9erVdR0GIYQQQr4x1OEntS4jIwOjR49Go0aNoKCgAENDQ/j6+uLFixefVW+HDh2QmZkpdXnJmuTp6QmO4/hNU1MTrq6uuHbtWq22+yUtXLgQQqEQOTk5EunJyclQUFDA/v376ygyQgghhHwu6vCTWnX//n3Y2tri7t272LFjB1JTU/HHH38gJiYGdnZ2ZTqYVaGgoABdXV3+RVC1ydXVFZmZmcjMzERMTAzk5OTQq1evWm/3S/H394e+vj4mTZrEpxUXF8PT0xPDhg1Dnz596jA6QgghhHwO6vCTWjVp0iQoKCjg2LFjcHBwgIGBAbp3744TJ07gyZMn/MucgPdTWpYsWQIvLy+oqanBwMAAmzZtKrfuj6f0hIeHo169ejh69CgsLCygqqrKd9Q/FBYWBgsLCygqKqJZs2ZYv379J89DIBBAV1cXurq6sLa2xuzZs5GRkYFnz57xZWbPng0zMzMoKyvD2NgYAQEBKC4ulqjnwIEDsLW1haKiIho2bIh+/fqV22ZYWBg0NDRw/PhxqdOXkpKSwHEcHjx4IHH++/btg5mZGRQVFdG1a9dKrZsvJyeHrVu3Yv/+/dizZw+A9+vu5+TkYO3atRCJRPD29oa2tjbU1dXRuXNnJCcn88cnJyfDyckJampqUFdXR5s2bXD58uVPtksIIYSQ2kcdflJrcnJycPToUUycOBFKSkoSebq6unB3d0dkZCQ+XCgqODgYtra2uHr1KiZOnIgJEybg9u3blW7zzZs3WLlyJf766y+cOnUKjx49wsyZM/n80NBQzJkzB4sXL0ZKSgqWLFmCgIAAREREVLqN/Px8bNu2DaamptDU1OTT1dTUEB4ejlu3bmHNmjUIDQ1FSEgIn3/o0CH069cPPXv2xNWrVxETEwNbW1upbaxcuRIzZ87E0aNH0bVr1yqd/+LFixEREYGzZ88iLy8PQ4YMqdSxzZo1w5IlSzBhwgQcPXoUQUFBCAsLg5qaGnr27ImsrCxER0cjMTERNjY2cHZ25u/QuLu7o3Hjxrh06RISExPx888/Q15eXmo7hYWFyMvLk9gIIYQQUosYIbXk/PnzDADbu3ev1PxVq1YxAOx///sfY4wxQ0NDNnz4cD5fLBYzbW1ttmHDBsYYY+np6QwAu3r1KmOMsdjYWAaA5ebmMsYYCwsLYwBYamoqX8fvv//OdHR0+H19fX22fft2iTgWLlzI7Ozsyj2PkSNHMllZWaaiosJUVFQYACYUClliYmKF5798+XLWpk0bft/Ozo65u7uXW97Q0JCFhISwn3/+mQmFQnbt2jU+7+NzZYyxq1evMgAsPT1d4vzPnz/Pl0lJSWEA2IULFyqMtZRYLGaOjo5MRkaG+fr6MsYYi4mJYerq6qygoECirImJCdu4cSNjjDE1NTUWHh5eqTYCAwMZgDJbl23elTqeEEIIIe+JRCIGgIlEogrL0Qg/qTPs/4/sfzgHv1WrVvzPHMdBV1cX2dnZla5TWVkZJiYm/L5QKOSPf/bsGf8AsaqqKr8tWrQIaWlpFdbr5OSEpKQkJCUl4cKFC+jWrRu6d++Ohw8f8mX27NmDH3/8Ebq6ulBVVUVAQAAePXrE5yclJcHZ2bnCdoKDg7Fx40acOXMGlpaWlT7vUnJychJ3DZo1a4Z69eohJSWlUsdzHIc5c+ZALBZj7ty5AIDExETk5+dDU1NT4rqlp6fz12369OkYM2YMunTpgqVLl1Z4Pf39/SESifitMlOOCCGEEFJ91OEntcbU1BQcx+HWrVtS82/fvo369eujYcOGfNrH00A4joNYLK50m9KOL/1iUVpPaGgo33lPSkrCjRs3cP78+QrrVVFRgampKUxNTdGuXTts3rwZr1+/RmhoKADg/PnzGDJkCLp3746DBw/i6tWrmDNnDoqKivg6Pp7WJE3Hjh3x7t077Nq1SyJdRub9P1X2wfSnj58P+PCcK5NWHjk5OYn/isViCIVCiWuWlJSEO3fuwM/PDwAwf/583Lx5Ez179sTJkyfRvHlz7N27V2r9AoEA6urqEhshhBBCag91+Emt0dTURNeuXbF+/Xq8fftWIi8rKwvbtm3D4MGDv8gqOwCgo6MDPT093L9/n++8l25NmjSpUl0cx0FGRoY/r7Nnz8LQ0BBz5syBra0tmjZtKjH6D7y/exETE1Nhve3atcORI0ewZMkSrFixgk/X0tICAIkHkEvfR/ChkpISiYdl79y5g5cvX6JZs2ZVOr8P2djYICsrC3JycmWu24df1szMzDBt2jQcO3YM/fr1Q1hYWLXbJIQQQkjNkavrAMi37bfffkOHDh3g4uKCRYsWoUmTJrh58yb8/Pygp6eHxYsXf9F45s+fDx8fH6irq6N79+4oLCzE5cuXkZubi+nTp5d7XGFhIbKysgAAubm5+O2335Cfn4/evXsDeH8349GjR9i5cyfatm2LQ4cOlRnhDgwMhLOzM0xMTDBkyBCUlJTg8OHDmDVrlkQ5Ozs7HD58GK6urpCTk8O0adNgamoKfX19zJ8/H4sWLcK9e/cQHBxcJk55eXlMmTIFa9euhby8PCZPnowffvgB7dq1q/Y169KlC+zs7ODm5oZly5bB3NwcT58+RXR0NNzc3NCiRQv4+flhwIABaNKkCR4/foxLly6hf//+1W6TEEIIITWHRvhJrWratCkuX74MExMTDB48GCYmJvD29oaTkxPOnTuHBg0afNF4xowZgz///BPh4eGwtLSEg4MDwsPDPznCf+TIEQiFQgiFQrRv3x6XLl3C7t274ejoCADo06cPpk2bhsmTJ8Pa2hoJCQkICAiQqMPR0RG7d+/GgQMHYG1tjc6dO+PChQtS27O3t8ehQ4cQEBDAd9537NiB27dvw8rKCsuWLcOiRYvKHKesrIzZs2dj2LBhsLOzg5KSEnbu3Fm9i/X/cRyH6OhodOrUCV5eXjAzM8OQIUPw4MED6OjoQFZWFi9evICHhwfMzMwwaNAgdO/eHb/++utntUsIIYSQmsGxDycFE0L+s8LDwzF16lSJtfr/C/Ly8qChoQGRSETz+QkhhJAqqOzfUBrhJ4QQQggh5BtGHX5CvhMtWrSQWFbzw23btm11HR4hhBBCaglN6SHkO/Hw4cNyl/LU0dGBmpraF47oPZrSQwghhFRPZf+G0io9hHwnDA0N6zqECvX/NwjH3YPqOgxCCCHkm0NTesh/Xnh4OOrVq1fXYdQKR0dHTJ06ta7DIIQQQsh/GHX4v2PZ2dkYN24cDAwMIBAIoKurCxcXF5w7d44vw3Ec9u3bV3dBVsLgwYNx9+7dWm8nPDwcHMfBwsKiTN6uXbvAcRyMjIxqtM2oqCgsXLiwRuv8WHx8POTl5XHmzBmJ9NevX8PY2BjTpk2r1fYJIYQQUrtoSs93rH///iguLkZERASMjY3xv//9DzExMcjJyalSPcXFxZCXl6+lKD9NSUkJSkpKX6QtFRUVZGdn49y5c7Czs+PTt2zZAgMDgxpv70u8p8DBwQFTpkyBp6cnkpOToaKiAgCYNWsWBAIBgoJomg0hhBDyX0Yj/N+ply9f4syZM1i2bBmcnJxgaGiIdu3awd/fHz179gQAfrS6b9++EqPX8+fPh7W1NbZs2QJjY2MIBAIwxiASieDt7Q1tbW2oq6ujc+fOSE5O5ttMS0tDnz59oKOjA1VVVbRt2xYnTpyQiMvIyAiLFi2Ch4cHVFVVYWhoiP379+PZs2fo06cPVFVVYWlpicuXL/PHfDylpzS+v/76C0ZGRtDQ0MCQIUPw6tUrvsyrV6/g7u4OFRUVCIVChISEVGr6jJycHIYNG4YtW7bwaY8fP0ZcXByGDRtWpvyGDRtgYmICBQUFmJub46+//uLzhg4diiFDhkiULy4uRsOGDREWFgag7JSeoqIizJo1C3p6elBRUUH79u0RFxfH5z98+BC9e/dG/fr1oaKighYtWiA6OrrCcwKAJUuWQEFBAbNnzwYAxMbGIjQ0FH/99RcEAgGWL18OY2NjKCkpwcrKCnv27OGPzc3Nhbu7O7S0tKCkpISmTZvy8RNCCCGk7lGH/ztVuhzjvn37UFhYKLXMpUuXAABhYWHIzMzk9wEgNTUVu3btwj///IOkpCQAQM+ePZGVlYXo6GgkJibCxsYGzs7O/B2D/Px89OjRAydOnMDVq1fh4uKC3r1749GjRxLthoSEwN7eHlevXkXPnj0xYsQIeHh4YPjw4bhy5QpMTU3h4eGBihaYSktLw759+3Dw4EEcPHgQ8fHxWLp0KZ8/ffp0nD17FgcOHMDx48dx+vRpXLlypVLXbvTo0YiMjMSbN28AvP/C4erqCh0dHYlye/fuha+vL2bMmIEbN25g3LhxGDVqFGJjYwEA7u7uOHDgAPLz8/ljjh49itevX6N///5S2x41ahTOnj2LnTt34tq1axg4cCBcXV1x7949AMCkSZNQWFiIU6dO4fr161i2bBlUVVU/eU6KiorYunUrNm3ahH379sHLywu//PILbG1tMXfuXISFhWHDhg24efMmpk2bhuHDhyM+Ph4AEBAQgFu3buHw4cNISUnBhg0b0LBhw3LbKiwsRF5ensRGCCGEkFrEyHdrz549rH79+kxRUZF16NCB+fv7s+TkZIkyANjevXsl0gIDA5m8vDzLzs7m02JiYpi6ujorKCiQKGtiYsI2btxYbgzNmzdn69at4/cNDQ3Z8OHD+f3MzEwGgAUEBPBp586dYwBYZmYmY4yxsLAwpqGhIRGfsrIyy8vL49P8/PxY+/btGWOM5eXlMXl5ebZ7924+/+XLl0xZWZn5+vqWG+uH7VhbW7OIiAgmFouZiYkJ279/PwsJCWGGhoZ8+Q4dOrCxY8dK1DFw4EDWo0cPxhhjRUVFrGHDhmzr1q18/tChQ9nAgQP5fQcHBz6m1NRUxnEce/LkiUSdzs7OzN/fnzHGmKWlJZs/f3655/Ap8+bNYzIyMqxNmzasuLiY5efnM0VFRZaQkCBRbvTo0Wzo0KGMMcZ69+7NRo0aVek2AgMDGYAyW5e/f6523IQQQsj3SCQSMQBMJBJVWI5G+L9j/fv3x9OnT3HgwAG4uLggLi4ONjY2CA8P/+SxhoaG0NLS4vcTExORn58PTU1NiRc6paenIy0tDcD7h0BnzZqF5s2bo169elBVVcXt27fLjPC3atWK/7l01NzS0rJMWnZ2drnxGRkZSawrLxQK+fL3799HcXEx2rVrx+draGjA3Nz8k+ddysvLC2FhYYiPj+fvXHwsJSUF9vb2Emn29vZISUkBAMjLy2PgwIH8S69ev36N/fv3w93dXWqbV65cAWMMZmZmEtc4Pj6ev8Y+Pj5YtGgR7O3tERgYiGvXrlX6nABg7ty5EIvF+PnnnyEnJ4dbt26hoKAAXbt2lWhz69atfJsTJkzAzp07YW1tjVmzZiEhIaHCNvz9/SESifgtIyOjSjESQgghpGrood3vnKKiIrp27YquXbti3rx5GDNmDAIDA+Hp6VnhcaUPdpYSi8UQCoUS88lLlc6v9/Pzw9GjR7Fy5UqYmppCSUkJAwYMQFFRkUT5Dx8A5jiu3DSxWFxufB8/RMxxHF+e/f+pQKX1lGJVeAedu7s7Zs2ahfnz58PDwwNyctL/KUlr48M0d3d3ODg4IDs7G8ePH4eioiK6d+8utS6xWAxZWVkkJiZCVlZWIq902s6YMWPg4uKCQ4cO4dixYwgKCkJwcDCmTJlSqfMqvW6l51N6zQ4dOgQ9PT2JsgKBAADQvXt3PHz4EIcOHcKJEyfg7OyMSZMmYeXKlVLbEAgE/LGEEEIIqX00wk8kNG/eHK9fv+b35eXl8e7du08eZ2Njg6ysLMjJycHU1FRiK53Pffr0aXh6eqJv376wtLSErq4uHjx4UFunUi4TExPIy8vj4sWLfFpeXh4/D74yGjRogJ9++gnx8fHw8vKSWsbCwqLMUpcJCQkSy3p26NAB+vr6iIyMxLZt2zBw4EAoKChIra9169Z49+4dsrOzy1xjXV1dvpy+vj7Gjx+PqKgozJgxA6GhoZU+r481b94cAoEAjx49KtOmvr4+X05LSwuenp74+++/sXr1amzatKnabRJCCCGkZtEI/3fqxYsXGDhwILy8vNCqVSuoqanh8uXLWL58Ofr06cOXMzIyQkxMDOzt7SEQCFC/fn2p9XXp0gV2dnZwc3PDsmXLYG5ujqdPnyI6Ohpubm6wtbWFqakpoqKi0Lt3b3Ach4CAgApH6WuLmpoaRo4cCT8/PzRo0ADa2toIDAyEjIxMmRH5ioSHh2P9+vXQ1NSUmu/n54dBgwbxDy//+++/iIqKkliZiOM4DBs2DH/88Qfu3r3LP9ArjZmZGdzd3eHh4YHg4GC0bt0az58/x8mTJ2FpaYkePXpg6tSp6N69O8zMzJCbm4uTJ09KfW9AZampqWHmzJmYNm0axGIxfvzxR+Tl5SEhIQGqqqoYOXIk5s2bhzZt2qBFixYoLCzEwYMHP6tNQgghhNQs6vB/p1RVVdG+fXuEhIQgLS0NxcXF0NfXx9ixY/HLL7/w5YKDgzF9+nSEhoZCT0+v3BF5juMQHR2NOXPmwMvLC8+ePYOuri46derEz7kPCQmBl5cXOnTogIYNG2L27Nl1tkLLqlWrMH78ePTq1Qvq6uqYNWsWMjIyoKioWOk6PrX+v5ubG9asWYMVK1bAx8cHTZo0QVhYGBwdHSXKubu7Y8mSJTA0NCwz5/9jYWFhWLRoEWbMmIEnT55AU1MTdnZ2/DME7969w6RJk/D48WOoq6vD1dUVISEhlT4naRYuXAhtbW0EBQXh/v37qFevHmxsbPjfEwUFBfj7++PBgwdQUlJCx44dsXPnzs9qkxBCCCE1h2NVmbhMyDfq9evX0NPTQ3BwMEaPHl3X4XxX8vLyoKGhAZFIBHV19boOhxBCCPnPqOzfUBrhJ9+lq1ev4vbt22jXrh1EIhEWLFgAABLTmQghhBBCvgX00C75bq1cuRJWVlbo0qULXr9+jdOnT1f4wqj/svHjx0ssq/nhNn78+LoOjxBCCCG1iKb0EPIdyM7OLvd5CXV1dWhra3/hiP4PTekhhBBCqoem9BBCeNra2nXaqa+MAQfW4djwOXUdBiGEEPLNoSk934m4uDhwHIeXL1/WdShftfnz58Pa2rquw/hq4iCEEELIfx91+OuQp6cnOI4Dx3GQl5eHjo4Ounbtii1bttT4+vQdOnRAZmYmNDQ0arTeDzk6OvLnIxAIYGZmhiVLllTqxV0V8fT0hJubW80E+QGO47Bv3z6JtJkzZyImJqbG2/qYkZERf62UlZXRsmVLbNy4sdbblSY+Ph7y8vJlXhL2+vVrGBsbY9q0aXUSFyGEEEJqBnX465irqysyMzPx4MEDHD58GE5OTvD19UWvXr1QUlJSY+0oKChAV1e3Si+Wqo6xY8ciMzMTd+7cgY+PD+bOnYuVK1dKLVtUVFSrsVSHqqpquS/SqmkLFixAZmYmrl27Bjc3N4wfPx6RkZFfpO0POTg4YMqUKfD09JR4y/KsWbMgEAgQFBT0xWMihBBCSM2hDn8dEwgE0NXVhZ6eHv8yo/379+Pw4cMIDw/ny4lEInh7e0NbWxvq6uro3LkzkpOTAQB37twBx3G4ffu2RN2rVq2CkZERGGNSp/ScPXsWDg4OUFZWRv369eHi4oLc3FwAAGMMy5cvh7GxMZSUlGBlZYU9e/Z88nyUlZWhq6sLIyMjTJ48Gc7OzvwoeulIfVBQEBo1agQzMzMAwPXr19G5c2coKSlBU1MT3t7eyM/PB/B+aktERAT279/Pj4jHxcUBAJ48eYLBgwejfv360NTURJ8+fcq8GGzLli1o0aIFBAIBhEIhJk+eDOD9CDsA9O3bFxzH8fsfT6URi8VYsGABGjduDIFAAGtraxw5coTPf/DgATiOQ1RUFJycnKCsrAwrKyucO3fuk9dKTU0Nurq6MDU1xaJFi9C0adMydxxKXbp0CV27dkXDhg2hoaEBBwcHXLlyRaIMx3H4888/0bdvXygrK6Np06Y4cODAJ+MAgCVLlkBBQQGzZ88GAMTGxiI0NBR//fUXBAJBhb8Lubm5cHd3h5aWFpSUlNC0aVOEhYVVql1CCCGE1D7q8H+FOnfuDCsrK0RFRQF43/nu2bMnsrKyEB0djcTERNjY2MDZ2Rk5OTkwNzdHmzZtsG3bNol6tm/fjmHDhkkd1U9KSoKzszNatGiBc+fO4cyZM+jduzc//Wbu3LkICwvDhg0bcPPmTUybNg3Dhw9HfHx8lc5FSUkJxcXF/H5MTAxSUlJw/PhxHDx4EG/evIGrqyvq16+PS5cuYffu3Thx4gTfMZ85cyYGDRrE3wnJzMxEhw4d8ObNGzg5OUFVVRWnTp3CmTNnoKqqCldXV/7OwYYNGzBp0iR4e3vj+vXrOHDgAExNTQG870AD799cm5mZye9/bM2aNQgODsbKlStx7do1uLi44KeffsK9e/ckys2ZMwczZ85EUlISzMzMMHTo0CrfoVFUVJS4Vh969eoVRo4cidOnT+P8+fNo2rQpevTogVevXkmU+/XXXzFo0CBcu3YNPXr0gLu7O3JycirV9tatW7Fp0ybs27cPXl5e+OWXX2Bra/vJ34WAgADcunULhw8fRkpKCjZs2FDh8qaFhYXIy8uT2AghhBBSixipMyNHjmR9+vSRmjd48GBmYWHBGGMsJiaGqaurs4KCAokyJiYmbOPGjYwxxlatWsWMjY35vDt37jAA7ObNm4wxxmJjYxkAlpubyxhjbOjQocze3l5q2/n5+UxRUZElJCRIpI8ePZoNHTq03PNxcHBgvr6+jDHG3r17xw4fPswUFBTYrFmz+PPV0dFhhYWF/DGbNm1i9evXZ/n5+XzaoUOHmIyMDMvKyir3Om3evJmZm5szsVjMpxUWFjIlJSV29OhRxhhjjRo1YnPmzCk3XgBs7969EmmBgYHMysqK32/UqBFbvHixRJm2bduyiRMnMsYYS09PZwDYn3/+yeffvHmTAWApKSnltm1oaMhCQkIYY4wVFxezsLAwBoCtX79eahwfKykpYWpqauzff/+VOJ+5c+fy+/n5+YzjOHb48OFy6/nYvHnzmIyMDGvTpg0rLi6u1O9C79692ahRoyrdRmBgIANQZuv616JK10EIIYQQxkQiEQPARCJRheVohP8rxRjjR+YTExORn58PTU1NiRcmpaenIy0tDQAwZMgQPHz4EOfPnwcAbNu2DdbW1mjevLnU+ktH+KW5desWCgoK0LVrV4n2tm7dyrdXnvXr10NVVRWKior46aefMHz4cAQGBvL5lpaWUFBQ4PdTUlJgZWUFFRUVPs3e3h5isRh37twpt53ExESkpqZCTU2Nj69BgwYoKChAWloasrOz8fTp03LPsTLy8vLw9OlT2NvbS6Tb29sjJSVFIq1Vq1b8z0KhEMD7te8rMnv2bKiqqkJJSQmTJk2Cn58fxo0bJ7VsdnY2xo8fDzMzM2hoaEBDQwP5+fl49OhRuXGoqKhATU3tk3F8aO7cuRCLxfj5558hJydXqd+FCRMmYOfOnbC2tsasWbOQkJBQYRv+/v4QiUT8lpGRUen4CCGEEFJ1tA7/VyolJQVNmjQB8H4euVAo5Oeuf6hevXoA3ncynZycsH37dvzwww/YsWNHuZ1H4P1Um/KUrhB06NAh6OnpSeQJBIIK43Z3d8ecOXMgEAjQqFEjyMrKSuR/2LEHJL/YfKyiB4zFYrHUaUwAoKWlBRmZmvsu+3Ec0mKWl5cvU/5TKy35+fnB09MTysrKEAqFFZ6vp6cnnj17htWrV8PQ0BACgQB2dnZlHnz+MI7SWKqy4lPp8XJychLnUNHvQvfu3fHw4UMcOnQIJ06cgLOzMyZNmlTuw9oCgeCTv0eEEEIIqTnU4f8KnTx5EtevX+eXQ7SxsUFWVhbk5OT4h0ulcXd3x+zZszF06FCkpaVhyJAh5ZZt1aoVYmJi8Ouvv5bJa968OQQCAR49egQHB4cqxa6hocHPk6+M5s2bIyIiAq9fv+a/DJw9exYyMjL8Q70KCgpllva0sbFBZGQk/xCzNEZGRoiJiYGTk5PUfHl5+QqXDFVXV0ejRo1w5swZdOrUiU9PSEhAu3btKn2O5WnYsGGlr9Xp06exfv169OjRAwCQkZGB58+ff3YMn1LZ3wUtLS14enrC09MTHTt2hJ+fX7kdfkIIIYR8WTSlp44VFhYiKysLT548wZUrV7BkyRL06dMHvXr1goeHBwCgS5cusLOzg5ubG44ePYoHDx4gISEBc+fOxeXLl/m6+vXrh7y8PEyYMAFOTk5lRmQ/5O/vj0uXLmHixIm4du0abt++jQ0bNuD58+dQU1PDzJkzMW3aNERERCAtLQ1Xr17F77//joiIiBo9f3d3dygqKmLkyJG4ceMGYmNjMWXKFIwYMQI6OjoA3nfcr127hjt37uD58+coLi6Gu7s7GjZsiD59+uD06dNIT09HfHw8fH198fjxYwDvV9wJDg7G2rVrce/ePVy5cgXr1q3j2y79QpCVlcWvTvQxPz8/LFu2DJGRkbhz5w5+/vlnJCUlwdfXt0avw6eYmprir7/+QkpKCi5cuAB3d/cK79LUlMr8LsybNw/79+9Hamoqbt68iYMHD8LCwqLWYyOEEEJI5VCHv44dOXIEQqEQRkZGcHV1RWxsLNauXYv9+/fz02E4jkN0dDQ6deoELy8vmJmZYciQIXjw4AHfKQbej0j37t0bycnJcHd3r7BdMzMzHDt2DMnJyWjXrh3s7Oywf/9+firHwoULMW/ePAQFBcHCwgIuLi74999/+WlGNUVZWRlHjx5FTk4O2rZtiwEDBsDZ2Rm//fYbX2bs2LEwNzeHra0ttLS0cPbsWSgrK+PUqVMwMDBAv379YGFhAS8vL7x9+5Yf8R85ciRWr16N9evXo0WLFujVq5fE6jrBwcE4fvw49PX10bp1a6nx+fj4YMaMGZgxYwYsLS1x5MgRHDhwAE2bNq3R6/ApW7ZsQW5uLlq3bo0RI0bAx8cH2traX6TtT/0uKCgowN/fH61atUKnTp0gKyuLnTt3fpHYCCGEEPJpHGOM1XUQhJDvV15eHjQ0NND1r0U4NnxOXYdDCCGE/GeU/g0ViUTlTnEGaISfEPKV2PPTlLoOgRBCCPkmUYefkO/A+PHjJZbV/HAbP358XYdHCCGEkFpEU3oI+Q5kZ2eX+0ZbdXX1L/Y8gDSVvR1JCCGEEEmV/RtKy3IS8h3Q1tau0059ZQw48CeODZ9e12EQQggh3xya0kMIIYQQQsg3jDr85LsQHh7Ov5X4W+Lp6Qk3N7e6DoMQQgghXzHq8JMKZWdnY9y4cTAwMIBAIICuri5cXFxw7tw5vgzHcdi3b1/dBVkJgwcPxt27d2u9nfDwcHAcJ/XFU7t27QLHcRW+Lbmq1qxZg/Dw8M+q4+7du1BWVsb27dsl0sViMTp06IC+fft+Vv2EEEIIqVs0h59UqH///iguLkZERASMjY3xv//9DzExMcjJyalSPcXFxZCXl6+lKD9NSUnpi7yZFgBUVFSQnZ2Nc+fOwc7Ojk/fsmULDAwMarQtDQ2Nz67DzMwMS5cuxZQpU+Dk5AShUAjg/YvJUlNTv/ovc4QQQgipGI3wk3K9fPkSZ86cwbJly+Dk5ARDQ0O0a9cO/v7+6NmzJwDwo9V9+/aVGL2eP38+rK2tsWXLFhgbG0MgEIAxBpFIBG9vb2hra0NdXR2dO3dGcnIy32ZaWhr69OkDHR0dqKqqom3btjhx4oREXEZGRli0aBE8PDygqqoKQ0ND7N+/H8+ePUOfPn2gqqoKS0tLXL58mT/m4yk9pfH99ddfMDIygoaGBoYMGYJXr17xZV69egV3d3eoqKhAKBQiJCQEjo6OmDp1aoXXTU5ODsOGDcOWLVv4tMePHyMuLg7Dhg2TKCttSs7UqVPh6OjI7+/ZsweWlpZQUlKCpqYmunTpgtevX0s9XiwWY9myZTA1NYVAIICBgQEWL15cYbwAMGXKFFhbW2Ps2LEAgNu3b2PevHnYtGkTtLW1ERYWBgsLCygqKqJZs2ZYv349f2xRUREmT54MoVAIRUVFGBkZISgoqNy2CgsLkZeXJ7ERQgghpPZQh5+Uq3Sd9n379qGwsFBqmUuXLgEAwsLCkJmZye8DQGpqKnbt2oV//vkHSUlJAICePXsiKysL0dHRSExMhI2NDZydnfk7Bvn5+ejRowdOnDiBq1evwsXFBb1798ajR48k2g0JCYG9vT2uXr2Knj17YsSIEfDw8MDw4cNx5coVmJqawsPDAxWtOpuWloZ9+/bh4MGDOHjwIOLj47F06VI+f/r06Th79iwOHDiA48eP4/Tp07hy5Uqlrt3o0aMRGRmJN2/eAHj/hcPV1RU6OjqVOr5UZmYmhg4dCi8vL6SkpCAuLg79+vUr97z8/f2xbNkyBAQE4NatW9i+fXul2uQ4DmFhYTh9+jRCQ0Ph6emJwYMHw83NDaGhoZgzZw4WL16MlJQULFmyBAEBAYiIiAAArF27FgcOHMCuXbtw584d/P333xVOWwoKCoKGhga/6evrV+maEEIIIaSKGCEV2LNnD6tfvz5TVFRkHTp0YP7+/iw5OVmiDAC2d+9eibTAwEAmLy/PsrOz+bSYmBimrq7OCgoKJMqamJiwjRs3lhtD8+bN2bp16/h9Q0NDNnz4cH4/MzOTAWABAQF82rlz5xgAlpmZyRhjLCwsjGloaEjEp6yszPLy8vg0Pz8/1r59e8YYY3l5eUxeXp7t3r2bz3/58iVTVlZmvr6+5cb6YTvW1tYsIiKCicViZmJiwvbv389CQkKYoaEhX37kyJGsT58+EnX4+voyBwcHxhhjiYmJDAB78OCB1PY+PD4vL48JBAIWGhpabnyfsmXLFiYjI8P09fXZy5cvGWOM6evrs+3bt0uUW7hwIbOzs2OMMTZlyhTWuXNnJhaLK9VGQUEBE4lE/JaRkcEAsK5/BVc7bkIIIeR7JBKJGAAmEokqLEcj/KRC/fv3x9OnT3HgwAG4uLggLi4ONjY2lXpQ1NDQEFpaWvx+YmIi8vPzoampKfGm1/T0dKSlpQEAXr9+jVmzZqF58+aoV68eVFVVcfv27TIj/K1ateJ/Lh3BtrS0LJOWnZ1dbnxGRkZQU1Pj94VCIV/+/v37KC4uRrt27fh8DQ0NmJubf/K8S3l5eSEsLAzx8fH8nYuqsrKygrOzMywtLTFw4ECEhoYiNzdXatmUlBQUFhbC2dm5yu2UGjVqFIRCIXx8fKChoYFnz54hIyMDo0ePlvjMFi1axH9mnp6eSEpKgrm5OXx8fHDs2LEK2xAIBFBXV5fYCCGEEFJ7qt3h/+uvv2Bvb49GjRrh4cOHAIDVq1dj//79NRYc+TooKiqia9eumDdvHhISEuDp6YnAwMBPHqeioiKxLxaLIRQKkZSUJLHduXMHfn5+AAA/Pz/8888/WLx4MU6fPo2kpCRYWlqiqKhIoq4PHwDmOK7cNLFYXG58Hz9EzHEcX579/ykzpfWUYlV4MbW7uzvOnz+P+fPnw8PDA3JyZZ+Rl5GRKVNncXEx/7OsrCyOHz+Ow4cPo3nz5li3bh3Mzc2Rnp5epq6aeihZTk6Oj7X0eoSGhkp8Zjdu3MD58+cBADY2NkhPT8fChQvx9u1bDBo0CAMGDKiRWAghhBDy+arV4d+wYQOmT5+OHj164OXLl3j37h0AoF69eli9enVNxke+Qs2bN+cfGgXed5xLfwcqYmNjg6ysLMjJycHU1FRia9iwIQDg9OnT8PT0RN++fWFpaQldXV08ePCgtk6lXCYmJpCXl8fFixf5tLy8PNy7d6/SdTRo0AA//fQT4uPj4eXlJbWMlpYWMjMzJdJKn3coxXEc7O3t8euvv+Lq1atQUFDA3r17y9TVtGlTKCkpISYmptIxfoqOjg709PRw//79Mp9ZkyZN+HLq6uoYPHgwQkNDERkZiX/++afKKzkRQgghpHZUa1nOdevWITQ0FG5ubhIPOdra2mLmzJk1FhypWy9evMDAgQPh5eWFVq1aQU1NDZcvX8by5cvRp08fvpyRkRFiYmJgb28PgUCA+vXrS62vS5cusLOzg5ubG5YtWwZzc3M8ffoU0dHRcHNzg62tLUxNTREVFYXevXuD4zgEBARUOEpfW9TU1DBy5Ej4+fmhQYMG0NbWRmBgIGRkZMqM+lckPDwc69evh6amptT8zp07Y8WKFdi6dSvs7Ozw999/48aNG2jdujUA4MKFC4iJiUG3bt2gra2NCxcu4NmzZ1LX+VdUVMTs2bMxa9YsKCgowN7eHs+ePcPNmzcxevTo6l0IvF/RyMfHB+rq6ujevTsKCwtx+fJl5ObmYvr06QgJCYFQKIS1tTVkZGSwe/du6OrqfpMvOiOEEEL+i6rV4U9PT+c7JB8SCAQSI7/kv01VVRXt27dHSEgI0tLSUFxcDH19fYwdOxa//PILXy44OBjTp09HaGgo9PT0yh2R5zgO0dHRmDNnDry8vPDs2TPo6uqiU6dO/Jz7kJAQeHl5oUOHDmjYsCFmz55dZ8s2rlq1CuPHj0evXr2grq6OWbNmISMjA4qKipWu41Pr/7u4uCAgIACzZs1CQUEBvLy84OHhgevXrwN4P3J+6tQprF69Gnl5eTA0NERwcDC6d+8utb6AgADIyclh3rx5ePr0KYRCIcaPH1+1E//ImDFjoKysjBUrVmDWrFlQUVGBpaUlvzypqqoqli1bhnv37kFWVhZt27ZFdHQ0ZGToESFCCCHka8CxqkxK/v+aN2+OoKAg9OnTB2pqakhOToaxsTHWrl2LiIgIJCYm1kashNSp169fQ09PD8HBwZ81Yk4k5eXlQUNDAyKRiB7gJYQQQqqgsn9DqzXC7+fnh0mTJqGgoACMMVy8eBE7duxAUFAQ/vzzz2oHTcjX5OrVq7h9+zbatWsHkUiEBQsWAIDEdCZCCCGEkK9dtTr8o0aNQklJCWbNmoU3b95g2LBh0NPTw5o1azBkyJCajpGQOrNy5UrcuXMHCgoKaNOmDU6fPs0/YPxfsmTJEixZskRqXseOHXH48OEvHBEhhBBCvpQqT+kpKSnBtm3b4OLiAl1dXTx//hxisRja2tq1FSMh5DPl5OSUu2qOkpIS9PT0vnBE/6f0dmS3rb/h6IhJdRYHIYQQ8l9Ta1N65OTkMGHCBKSkpADAf3K0k5DvTYMGDdCgQYO6DoMQQgghdaBay2i0b98eV69erelYCCH/n5GR0We/02L+/PmwtraukXgIIYQQ8t9VrQ7/xIkTMWPGDPz22284d+4crl27JrER8i3w9PQEx3FSl7WcOHEiOI6Dp6dnrbR96dIleHt710rdHxs9erTUtxlHR0dDXl4ely9f/iJxEEIIIaR2VOuh3cGDBwMAfHx8+DSO48AYA8dxlXrrKiH/Bfr6+ti5cydCQkL49fQLCgqwY8cOGBgYfFbdxcXFkJeXl0grKiqCgoICtLS0Pqvuqli9ejUsLS0RGBiIoKAgAMDLly/h7e2NOXPmwNbW9ovFQgghhJCaV60R/vT09DLb/fv3+f8S8q2wsbGBgYEBoqKi+LSoqCjo6+tLvHzuyJEj+PHHH1GvXj1oamqiV69eSEtL4/MfPHgAjuOwa9cuODo6QlFREX///Tc8PT3h5uaGoKAgNGrUCGZmZgDKTukRiUTw9vaGtrY21NXV0blzZyQnJ0vEunTpUujo6EBNTQ2jR49GQUFBpc5RTU0N4eHhCA4OxoULFwAAU6dOhVAoxNy5c/HkyRMMHjwY9evXh6amJvr06SPxcrW4uDi0a9cOKioqqFevHuzt7fHw4cNKX2NCCCGE1K5qdfgNDQ0r3Aj5lowaNQphYWH8/pYtW+Dl5SVR5vXr15g+fTouXbqEmJgYyMjIoG/fvhCLxRLlZs+eDR8fH6SkpMDFxQUAEBMTg5SUFBw/fhwHDx4s0z5jDD179kRWVhaio6ORmJgIGxsbODs78yvv7Nq1C4GBgVi8eDEuX74MoVCI9evXV/ocHR0dMXHiRIwcORK7d+/Grl27sHXrVhQVFcHJyQmqqqo4deoUzpw5A1VVVbi6uqKoqAglJSVwc3ODg4MDrl27hnPnzsHb2xscx5XbVmFhIfLy8iQ2QgghhNSeak3p2bp1a4X5Hh4e1QqGkK/RiBEj4O/vz4/Snz17Fjt37kRcXBxfpn///hLHbN68Gdra2rh16xZatmzJp0+dOhX9+vWTKKuiooI///wTCgoKUtuPjY3F9evXkZ2dDYFAAOD9+wH27duHPXv2wNvbG6tXr4aXlxfGjBkDAFi0aBFOnDhR6VF+AAgKCsLRo0cxZMgQBAcHw8LCAlu2bIGMjAz+/PNPvhMfFhaGevXqIS4uDra2thCJROjVqxdMTEwAABYWFp9s59dff610XIQQQgj5PNXq8Pv6+krsFxcX482bN1BQUICysjJ1+Mk3pWHDhujZsyciIiL40faPl6NNS0tDQEAAzp8/z7+bAgAePXok0eGXNh/e0tKy3M4+ACQmJiI/Px+ampoS6W/fvuWnDaWkpJR5uNjOzg6xsbGVPk8lJSXMmDED06ZN4/+NJyYmIjU1FWpqahJlCwoKkJaWhm7dusHT0xMuLi7o2rUrunTpgkGDBkEoFJbbjr+/P6ZPn87v5+XlQV9fv9JxEkIIIaRqqtXhz83NLZN27949TJgwAX5+fp8dFCFfGy8vL0yePBkA8Pvvv5fJ7927N/T19REaGopGjRpBLBajZcuWZVa+UVFRKXOstLQPicViCIVCiTsKperVq1f5k6gEOTk5yMrK8qP5YrEYbdq0wbZt28qULX2wOCwsDD4+Pjhy5AgiIyMxd+5cHD9+HD/88IPUNgQCAX+nghBCCCG1r1odfmmaNm2KpUuXYvjw4bh9+3ZNVUvIV6F0zjoAfu59qRcvXiAlJQUbN25Ex44dAQBnzpypsbZtbGyQlZUFOTk5GBkZSS1jYWGB8+fPS9xdO3/+fI20HRkZyT8sXJ7WrVujdevW8Pf3h52dHbZv315uh58QQgghX1a1Htotj6ysLJ4+fVqTVRLyVZCVlUVKSgpSUlIgKysrkVe6es2mTZuQmpqKkydPSkxZ+VxdunSBnZ0d3NzccPToUTx48AAJCQmYO3cuv0a+r68vtmzZgi1btuDu3bsIDAzEzZs3P7ttd3d3NGzYEH369MHp06eRnp6O+Ph4+Pr64vHjx0hPT4e/vz/OnTuHhw8f4tixY7h79+4n5/ETQggh5Mup1gj/gQMHJPYZY8jMzMRvv/0Ge3v7GgmMkK9NeSPcMjIy2LlzJ3x8fNCyZUuYm5tj7dq1cHR0rJF2OY5DdHQ05syZAy8vLzx79gy6urro1KkTdHR0ALx/N0ZaWhpmz56NgoIC9O/fHxMmTMDRo0c/q21lZWWcOnUKs2fPRr9+/fDq1Svo6enB2dkZ6urqePv2LW7fvo2IiAi8ePECQqEQkydPxrhx42ri1AkhhBBSAzjGGKvqQTIykjcGOI6DlpYWOnfujODg4Aof2COEkA/l5eVBQ0MDIpGowmlDhBBCCJFU2b+h1Rrh/3htcUIIIYQQQsjXqVpz+BcsWIA3b96USX/79i0WLFjw2UERQmqWqqpqudvp06frOjxCCCGE1KJqTemRlZVFZmYmtLW1JdJfvHgBbW1tvHv3rsYCJIR8vtTU1HLz9PT0oKSk9AWjkVR6O7JbxCYc9RhbZ3EQQggh/zW1OqWHMcav0/2h5ORkNGjQoDpVEkJqkampaV2HQAghhJA6UqUpPfXr10eDBg3AcRzMzMzQoEEDftPQ0EDXrl0xaNCg2oqVEKk4jsO+ffsqLOPp6Qk3N7cq1WtkZITVq1dXO65PCQ8Pr/EXZxFCCCGEfKxKHf7Vq1dj1apVYIzh119/RUhICL/98ccfOHPmjNS3kBJSytPTExzHYfz48WXyJk6cCI7j4OnpWe36Hzx4AI7jkJSUJJG+Zs0ahIeHV7ve6qroy8jgwYNx9+7dLxuQFHfv3oWysjK2b98ukS4Wi9GhQwf07du3jiIjhBBCSE2o0pSekSNHAgCaNGmCDh06QF5evlaCIt82fX197Ny5EyEhIfzc8YKCAuzYsQMGBga10qaGhkat1Ps5lJSU6nTufCkzMzMsXboUU6ZMgZOTE7+sbnBwMFJTUz9594QQQgghX7dqrdLj4ODAd/bfvn2LvLw8iY2QitjY2MDAwABRUVF8WlRUFPT19dG6dWuJstKm1VhbW2P+/PlS627SpAkAoHXr1uA4jn/51cdTehwdHTF58mRMnjwZ9erVg6amJubOnYuKnmEXiUTw9vaGtrY21NXV0blzZyQnJ1f+xD/y8ZSe+fPnw9raGn/99ReMjIygoaGBIUOG4NWrV3wZxhiWL18OY2NjKCkpwcrKCnv27OHzc3Nz4e7uDi0tLSgpKaFp06YICwv7ZCxTpkyBtbU1xo59/9Ds7du3MW/ePGzatAna2toICwuDhYUFFBUV0axZM6xfv54/tqioCJMnT4ZQKISioiKMjIwQFBRU7etCCCGEkJpVrYd237x5g1mzZmHXrl148eJFmXxapYd8yqhRoxAWFgZ3d3cAwJYtW+Dl5YW4uLjPqvfixYto164dTpw4gRYtWkBBQaHcshERERg9ejQuXLiAy5cvw9vbG4aGhnyn90OMMfTs2RMNGjRAdHQ0NDQ0sHHjRjg7O+Pu3bs19rB6Wloa9u3bh4MHDyI3NxeDBg3C0qVLsXjxYgDA3LlzERUVhQ0bNqBp06Y4deoUhg8fDi0tLTg4OCAgIAC3bt3C4cOH0bBhQ6SmpuLt27efbJfjOISFhcHS0hKhoaHYvHkzBg8eDDc3N4SGhiIwMBC//fYbWrdujatXr2Ls2LFQUVHByJEjsXbtWhw4cAC7du2CgYEBMjIykJGRUW5bhYWFKCws5PdpkIAQQgipXdXq8Pv5+SE2Nhbr16+Hh4cHfv/9dzx58gQbN27E0qVLazpG8g0aMWIE/P39+Tn3Z8+exc6dOz+7w6+lpQUA0NTUhK6uboVl9fX1ERISAo7jYG5ujuvXryMkJERqhz82NhbXr19HdnY2BAIBAGDlypXYt28f9uzZA29v78+Ku5RYLEZ4eDjU1NQAvL9OMTExWLx4MV6/fo1Vq1bh5MmTsLOzAwAYGxvjzJkz2LhxIxwcHPDo0SO0bt0atra2AN7fIaksAwMDrF69GmPGjIGenh6OHj0KAFi4cCGCg4PRr18/AO/voty6dQsbN27EyJEj8ejRIzRt2hQ//vgjOI6DoaFhhe0EBQXh119/reqlIYQQQkg1VavD/++//2Lr1q1wdHSEl5cXOnbsCFNTUxgaGmLbtm38qC0h5WnYsCF69uyJiIgIfvS8YcOGXzSGH374QWJ5WTs7OwQHB+Pdu3eQlZWVKJuYmIj8/HxoampKpL99+xZpaWk1FpORkRHf2QcAoVCI7OxsAMCtW7dQUFCArl27ShxTVFTET4WaMGEC+vfvjytXrqBbt25wc3NDhw4dKt3+qFGjEBAQAB8fH2hoaODZs2fIyMjA6NGjJb4IlZSU8M9FeHp6omvXrjA3N4erqyt69eqFbt26lduGv78/pk+fzu/n5eVBX1+/0jESQgghpGqq1eHPycnh50qrq6sjJycHAPDjjz9iwoQJNRcd+aZ5eXlh8uTJAFDu6k4yMjJl5tUXFxfXemwfE4vFEAqFUu9A1OTSmh8/CM9xHMRiMR8DABw6dAh6enoS5UrvOnTv3h0PHz7EoUOHcOLECTg7O2PSpElYuXJlpWOQk5ODnJycRJuhoaFo3769RLnSL0U2NjZIT0/H4cOHceLECQwaNAhdunSReLbg41hL4yWEEEJI7atWh9/Y2BgPHjyAoaEhmjdvjl27dqFdu3b4999/aV1xUmmurq4oKioCALi4uEgto6WlhczMTH4/Ly8P6enp5dZZOme/Ms+RnD9/vsx+06ZNy4zuA+87tVlZWZCTk6vSNJma1Lx5cwgEAjx69AgODg7lltPS0oKnpyc8PT3RsWNH+Pn5VanD/yEdHR3o6enh/v37Fd65U1dXx+DBgzF48GAMGDAArq6uyMnJoRfxEUIIIV+BanX4R40aheTkZDg4OMDf3x89e/bEunXrUFJSglWrVtV0jOQbJSsri5SUFP5naTp37ozw8HD07t0b9evXR0BAQLllAUBbWxtKSko4cuQIGjduDEVFxXKX5MzIyMD06dMxbtw4XLlyBevWrUNwcLDUsl26dIGdnR3c3NywbNkymJub4+nTp4iOjoabmxs/Z16a9PT0Mu8FqM6bb9XU1DBz5kxMmzYNYrEYP/74I/Ly8pCQkABVVVWMHDkS8+bNQ5s2bdCiRQsUFhbi4MGDsLCwqHJbH5o/fz58fHygrq6O7t27o7CwEJcvX0Zubi6mT5+OkJAQCIVCWFtbQ0ZGBrt374auri59+SeEEEK+EtXq8E+bNo3/2cnJCbdv38bly5dhYmICKyurGguOfPvU1dUrzPf398f9+/fRq1cvaGhoYOHChRWO8MvJyWHt2rVYsGAB5s2bh44dO5b7ILCHhwfevn2Ldu3aQVZWFlOmTCn34VuO4xAdHY05c+bAy8sLz549g66uLjp16gQdHZ0Kz+HD+eqlYmNjKzymPAsXLoS2tjaCgoJw//591KtXDzY2Nvjll18AvL/DUfowtJKSEjp27IidO3dWq61SY8aMgbKyMlasWIFZs2ZBRUUFlpaWmDp1KgBAVVUVy5Ytw7179yArK4u2bdsiOjoaMjLVWvWXEEIIITWMYxUtPF4JBQUFUFRUrKl4CPkiHB0dYW1tXWaNf/Ll5eXlQUNDAyKR6JNfAAkhhBDyfyr7N7RaQ3Dv3r3DwoULoaenB1VVVdy/fx8AEBAQgM2bN1cvYkIIIYQQQkiNq1aHf/HixQgPD8fy5cslXmxkaWmJP//8s8aCI4TUjCVLlkBVVVXq1r1797oOjxBCCCG1qFpTekxNTfm3jKqpqSE5ORnGxsa4ffs27OzskJubWxuxEkKqKScnh18+92NKSkpllvn8kmhKDyGEEFI9lf0bWq2Hdp88eSJ1lRGxWFwna6QTQirWoEGDr36JzIF79+HoSI+6DoMQQgj55lRrSk+LFi1w+vTpMum7d+/m3/hJCKmYo6Mjv9LNfwnHcdi3b19dh0EIIYSQSqpWhz8wMBCTJ0/GsmXLIBaLERUVhbFjx2LJkiWYN29eTcdISK3JysqCr68vTE1NoaioCB0dHfz444/4448/8ObNm7oO77PNnz8fHMfB1dW1TN7y5cvBcRwcHR2/fGCEEEII+WKqNKXn/v37aNKkCXr37o3IyEgsWbIEHMdh3rx5sLGxwb///ouuXbvWVqyE1Kj79+/D3t4e9erVw5IlS2BpaYmSkhLcvXsXW7ZsQaNGjfDTTz/VdZjlevfuHTiO++R690KhELGxsXj8+DEaN27Mp4eFhcHAwKC2wySEEEJIHavSCH/Tpk3x7NkzAICLiwt0dXWRmpqKN2/e4MyZM+jWrVutBElIbZg4cSLk5ORw+fJlDBo0CBYWFrC0tET//v1x6NAh9O7dGwAgEong7e0NbW1tqKuro3PnzkhOTubrmT9/PqytrfHXX3/ByMgIGhoaGDJkCF69esWXef36NTw8PKCqqgqhUCj1jb5FRUWYNWsW9PT0oKKigvbt20u8NCw8PBz16tXDwYMH0bx5cwgEAjx8+PCT56mtrY1u3bohIiKCT0tISMDz58/Rs2dPibKXLl1C165d0bBhQ2hoaMDBwQFXrlypsP4nT55g8ODBqF+/PjQ1NdGnTx88ePDgk3ERQggh5MuoUof/4wV9Dh8+/E1MeyDfnxcvXuDYsWOYNGkSVFRUpJbhOA6MMfTs2RNZWVmIjo5GYmIibGxs4OzsLLHqTVpaGvbt24eDBw/i4MGDiI+Px9KlS/l8Pz8/xMbGYu/evTh27Bji4uKQmJgo0d6oUaNw9uxZ7Ny5E9euXcPAgQPh6uqKe/fu8WXevHmDoKAg/Pnnn7h58ya0tbUrdb5eXl4IDw/n97ds2QJ3d3eJZXUB4NWrVxg5ciROnz6N8+fPo2nTpujRo4fEl5cPvXnzBk5OTlBVVcWpU6dw5swZqKqqwtXVFUVFRVKPKSwsRF5ensRGCCGEkFrEqoDjOPa///2P31dVVWVpaWlVqYKQr8L58+cZABYVFSWRrqmpyVRUVJiKigqbNWsWi4mJYerq6qygoECinImJCdu4cSNjjLHAwECmrKzM8vLy+Hw/Pz/Wvn17xhhjr169YgoKCmznzp18/osXL5iSkhLz9fVljDGWmprKOI5jT548kWjH2dmZ+fv7M8YYCwsLYwBYUlJSpc8zMDCQWVlZsaKiIqatrc3i4+NZfn4+U1NTY8nJyczX15c5ODiUe3xJSQlTU1Nj//77L58GgO3du5cxxtjmzZuZubk5E4vFfH5hYSFTUlJiR48eLTcmAGW2buERlT4vQgghhDAmEokYACYSiSosV6U5/BzHgeO4MmmE/Fd9/Pt78eJFiMViuLu7o7CwEImJicjPz4empqZEubdv3yItLY3fNzIygpqaGr8vFAqRnZ0N4P3of1FREezs7Pj8Bg0awNzcnN+/cuUKGGMwMzOTaKewsFCibQUFBbRq1arK5ykvL4/hw4cjLCwM9+/fh5mZmdR6srOzMW/ePJw8eRL/+9//8O7dO7x58waPHj2SWm9iYiJSU1Mlzh0ACgoKJK7Ph/z9/TF9+nR+Py8vD/r6+lU+J0IIIYRUTpU6/IwxeHp6QiAQAHj/R338+PFlpkRERUXVXISE1AJTU1NwHIfbt29LpBsbGwN4/zIq4P27JYRCocRc+lL16tXjf5aXl5fI4zgOYrEYQNmpcNKIxWLIysoiMTERsrKyEnmqqqr8z0pKStX+ku3l5YX27dvjxo0b8PLyklrG09MTz549w+rVq2FoaAiBQAA7O7typ+eIxWK0adMG27ZtK5OnpaUl9RiBQMD/P4QQQgghta9KHf6RI0dK7A8fPrxGgyHkS9HU1ETXrl3x22+/YcqUKeXO47exsUFWVhbk5ORgZGRUrbZMTU0hLy+P8+fP86vi5Obm4u7du3BwcAAAtG7dGu/evUN2djY6duxYrXY+pUWLFmjRogWuXbuGYcOGSS1z+vRprF+/Hj169AAAZGRk4Pnz5+XWaWNjg8jISP6BZkIIIYR8farU4Q8LC6utOAj54tavXw97e3vY2tpi/vz5aNWqFWRkZHDp0iXcvn0bbdq0QZcuXWBnZwc3NzcsW7YM5ubmePr0KaKjo+Hm5gZbW9tPtqOqqorRo0fDz88Pmpqa0NHRwZw5cySW0zQzM4O7uzs8PDwQHByM1q1b4/nz5zh58iQsLS35DvjnOnnyJIqLiyXuTnzI1NQUf/31F2xtbZGXlwc/Pz/+boc07u7uWLFiBfr06YMFCxagcePGePToEaKiouDn5yexDCghhBBC6kaVOvyEfEtMTExw9epVLFmyBP7+/nj8+DEEAgGaN2+OmTNnYuLEieA4DtHR0ZgzZw68vLzw7Nkz6OrqolOnTtDR0al0WytWrEB+fj5++uknqKmpYcaMGRCJRBJlwsLCsGjRIsyYMQNPnjyBpqYm7OzsaqyzD6DcOxmltmzZAm9vb7Ru3RoGBgZYsmQJZs6cWW55ZWVlnDp1CrNnz0a/fv3w6tUr6OnpwdnZmUb8CSGEkK8ExyozwZgQQmpJXl4eNDQ00C08AkdHetR1OIQQQsh/RunfUJFIVOFAW5XW4SeEkNqyu69bXYdACCGEfJOow0/If5iqqmq52+nTp+s6PEIIIYR8BWgOPyH/YUlJSeXm6enpfblACCGEEPLVog4/If9hpqamdR1CjRm87wgOewyq6zAIIYSQbw5N6SGEEEIIIeQbRh1+Qj7hzZs36N+/P9TV1cFxHF6+fCk1ra4xxuDt7Y0GDRqA4zgkJSVJTSOEEELI94U6/OS7lZGRgdGjR6NRo0ZQUFCAoaEhfH198eLFC4lyEREROH36NBISEpCZmQkNDQ2pabUlJycHU6dOhZGRERQUFCAUCjFq1Cg8evRIotyRI0cQHh6OgwcPIjMzEy1btpSaVtNiY2PRo0cPaGpqQllZGc2bN+ffJUAIIYSQukcdfvJdun//PmxtbXH37l3s2LEDqamp+OOPPxATEwM7Ozvk5OTwZdPS0mBhYYGWLVtCV1cXHMdJTauqd+/eQSwWV1gmJycHP/zwA06cOIH169cjNTUVkZGRSEtLQ9u2bXH//n2JOIVCITp06ABdXV3IyclJTasqxhhKSkqk5m3cuBFdunSBrq4u/vnnH9y6dQt//PEHRCIRgoODq9wWIYQQQmoBI+Q75Orqyho3bszevHkjkZ6ZmcmUlZXZ+PHjGWOMOTg4MAD85uDgIDWNMcYKCwuZn58fa9SoEVNWVmbt2rVjsbGxfN1hYWFMQ0OD/fvvv8zCwoLJysqy+/fvVxjn+PHjmYqKCsvMzJRIf/PmDdPT02Ourq6MMcZGjhwpEZOhoaHUNMYYE4vFbNmyZaxJkyZMUVGRtWrViu3evZuvOzY2lgFgR44cYW3atGHy8vLs5MmTZWLLyMhgCgoKbOrUqVJjz83NlZpeUFDARCIRv2VkZDAAzDUissJrQQghhBBJIpGIAWAikajCctThJ9+dFy9eMI7j2JIlS6Tmjx07ltWvX5+JxWL24sULNnbsWGZnZ8cyMzPZixcvpKYxxtiwYcNYhw4d2KlTp1hqaipbsWIFEwgE7O7du4yx9x1+eXl51qFDB3b27Fl2+/Ztlp+fX26c7969Y/Xq1WPe3t5S8xcvXsw4jmMvXrxgL1++ZAsWLGCNGzdmmZmZLDs7W2oaY4z98ssvrFmzZuzIkSMsLS2NhYWFMYFAwOLi4hhj/9fhb9WqFTt27BhLTU1lz58/L9P+qlWrGAD29OnTyl98xlhgYKDEF5HSjTr8hBBCSNVUtsNPy3KS7869e/fAGIOFhYXUfAsLC+Tm5uLZs2fQ1taGsrIyFBQUoKury5f5OC0tLQ07duzA48eP0ahRIwDAzJkzceTIEYSFhWHJkiUAgOLiYqxfvx5WVlafjPPZs2d4+fJlhXEyxpCamop27dpBTU0NsrKyEnF+nPb69WusWrUKJ0+ehJ2dHQDA2NgYZ86cwcaNG+Hg4MAfu2DBAnTt2rXC66iurg6hUPjJc/mQv78/pk+fzu/n5eVBX1+/SnUQQgghpPKow0/IRxhjAFCleflXrlwBYwxmZmYS6YWFhdDU1OT3FRQU0KpVqzqL89atWygoKCjTkS8qKkLr1q0l0mxtbT/ZfnWeXRAIBBAIBFU+jhBCCCHVQx1+8t0xNTUFx3G4desW3NzcyuTfvn0b9evXR8OGDStdp1gshqysLBITEyErKyuRp6qqyv+spKRU6U6ylpYW6tWrh1u3bknNv337NjiOg4mJSZXiBIBDhw6VeRPvx51wFRWVCusyMzODSCRCZmZmlUf5CSGEEPLl0Co95LujqamJrl27Yv369Xj79q1EXlZWFrZt24bBgwdXafS6devWePfuHbKzs2FqaiqxfTjFpipkZGQwaNAgbN++HVlZWRJ5b9++xfr16+Hi4oIGDRpUus7mzZtDIBDg0aNHZeKs6rSaAQMGQEFBAcuXL5ea/zW8m4AQQggh1OEn36nffvsNhYWFcHFxwalTp5CRkYEjR46ga9eu0NPTw+LFi6tUn5mZGdzd3eHh4YGoqCikp6fj0qVLWLZsGaKjo6sd5+LFi6Grq4uuXbvi8OHDyMjIwKlTp+Di4oLi4mL8/vvvVapPTU0NM2fOxLRp0xAREYG0tDRcvXoVv//+OyIiIqpUl76+PkJCQrBmzRqMHj0a8fHxePjwIc6ePYtx48Zh4cKFVaqPEEIIIbWDOvzku9S0aVNcvnwZJiYmGDx4MExMTODt7Q0nJyecO3euSqPmpcLCwuDh4YEZM2bA3NwcP/30Ey5cuPBZD6Q2bNgQ58+fh5OTE8aNGwdjY2MMGjQIxsbGuHTpEoyNjatc58KFCzFv3jwEBQXBwsICLi4u+Pfff9GkSZMq1zVx4kQcO3YMT548Qd++fdGsWTOMGTMG6urqmDlzZpXrI4QQQkjN41jpk3+EEFIH8vLyoKGhAZFIBHV19boOhxBCCPnPqOzfUBrhJ4QQQggh5BtGHX5C6pCqqmq52+nTp+s6PEIIIYR8A2hZTkLqUFJSUrl5Hy+b+a0bui8Whzz61HUYhBBCyDeHOvyE1CFTU9O6DoEQQggh3zia0kO+eZ6enlJfsFVX9fyXcByHffv21XUYhBBCCPkM1OEntcbT0xMcx4HjOMjLy8PY2BgzZ87E69ev6zq0Cj148AAcx5WZbrNmzRqEh4fXevul14zjOKioqKBp06bw9PREYmJirbf9sczMTHTv3h1A+deFEEIIIV836vCTWuXq6orMzEzcv38fixYtwvr16/+z67NraGigXr16X6StsLAwZGZm4ubNm/j999+Rn5+P9u3bY+vWrV+k/VK6uroQCARftE1CCCGE1Czq8JNaJRAIoKurC319fQwbNgzu7u78FJHCwkL4+PhAW1sbioqK+PHHH3Hp0iX+2Li4OHAch0OHDsHKygqKiopo3749rl+/zpeZP38+rK2tJdpcvXo1jIyMyo3pyJEj+PHHH1GvXj1oamqiV69eSEtL4/NLX0DVunVrcBwHR0dHAGWn9FQ2/piYGNja2kJZWRkdOnTAnTt3Pnnd6tWrB11dXRgZGaFbt27Ys2cP3N3dMXnyZOTm5vLlEhIS0KlTJygpKUFfXx8+Pj4Sd1CMjIywZMkSeHl5QU1NDQYGBti0aROfX1RUhMmTJ0MoFEJRURFGRkYICgri8z+c0iPtupw6dQry8vLIysqSiH/GjBno1KmT1HMrLCxEXl6exEYIIYSQ2kMdfvJFKSkpobi4GAAwa9Ys/PPPP4iIiMCVK1dgamoKFxcX5OTkSBzj5+eHlStX4tKlS9DW1sZPP/3E11Edr1+/xvTp03Hp0iXExMRARkYGffv2hVgsBgBcvHgRAHDixAlkZmYiKipKaj2VjX/OnDkIDg7G5cuXIScnBy8vr2rFPW3aNLx69QrHjx8HAFy/fh0uLi7o168frl27hsjISJw5cwaTJ0+WOC44OBi2tra4evUqJk6ciAkTJuD27dsAgLVr1+LAgQPYtWsX7ty5g7///rvcL0vSrkunTp1gbGyMv/76iy9XUlKCv//+G6NGjZJaT1BQEDQ0NPjtc95ETAghhJBKYITUkpEjR7I+ffrw+xcuXGCampps0KBBLD8/n8nLy7Nt27bx+UVFRaxRo0Zs+fLljDHGYmNjGQC2c+dOvsyLFy+YkpISi4yMZIwxFhgYyKysrCTaDQkJYYaGhuXG8bHs7GwGgF2/fp0xxlh6ejoDwK5evVru+VQl/hMnTvBlDh06xACwt2/flhsPALZ3794y6W/fvmUA2LJlyxhjjI0YMYJ5e3tLlDl9+jSTkZHh6zc0NGTDhw/n88ViMdPW1mYbNmxgjDE2ZcoU1rlzZyYWiz8ZS3nXZdmyZczCwoLf37dvH1NVVWX5+flS6ywoKGAikYjfMjIyGADWI2JfudeEEEIIIWWJRCIGgIlEogrL0Qg/qVUHDx6EqqoqFBUVYWdnh06dOmHdunVIS0tDcXEx7O3t+bLy8vJo164dUlJSJOqws7Pjf27QoAHMzc3LlKmKtLQ0DBs2DMbGxlBXV+enqjx69KhKdVQ2/latWvE/C4VCAEB2dnaV42aMAXg/zQYAEhMTER4eLvGyLhcXF4jFYqSnp0ttn+M46Orq8u17enoiKSkJ5ubm8PHxwbFjx6ocl6enJ1JTU3H+/HkAwJYtWzBo0CCoqKhILS8QCKCuri6xEUIIIaT20Dr8pFY5OTlhw4YNkJeXR6NGjSAvLw/g/eovwP91XksxxsqkSVNaRkZGhu8Il/rUdJ/evXtDX18foaGhaNSoEcRiMVq2bImioqJKn9fHne+K4i895w/Ll04fqorSLxKlX1DEYjHGjRsHHx+fMmUNDAyktl8aQ2n7NjY2SE9Px+HDh3HixAkMGjQIXbp0wZ49eyodl7a2Nnr37o2wsDAYGxsjOjoacXFxVT09QgghhNQSGuEntUpFRQWmpqYwNDSU6HiamppCQUEBZ86c4dOKi4tx+fJlWFhYSNRROnIMALm5ubh79y6aNWsGANDS0kJWVpZEp7+iZSNfvHiBlJQUzJ07F87OzrCwsJB4CBYAFBQUAADv3r0rt56qxF9TVq9eDXV1dXTp0gXA+876zZs3YWpqWmYrPYfKUFdXx+DBgxEaGorIyEj8888/ZZ5DACq+LmPGjMHOnTuxceNGmJiYSNz5IIQQQkjdohF+UidUVFQwYcIE+Pn5oUGDBjAwMMDy5cvx5s0bjB49WqLsggULoKmpCR0dHcyZMwcNGzbkV8txdHTEs2fPsHz5cgwYMABHjhzB4cOHy50mUr9+fWhqamLTpk0QCoV49OgRfv75Z4ky2traUFJSwpEjR9C4cWMoKipCQ0Oj2vFXx8uXL5GVlYXCwkLcvXsXGzduxL59+7B161Z+adDZs2fjhx9+wKRJkzB27FioqKggJSUFx48fx7p16yrVTkhICIRCIaytrSEjI4Pdu3dDV1dX6vKjFV0XFxcXaGhoYNGiRViwYMFnnz8hhBBCag6N8JM6s3TpUvTv3x8jRoyAjY0NUlNTcfToUdSvX79MOV9fX7Rp0waZmZk4cOAAP9psYWGB9evX4/fff4eVlRUuXrxY4Tr/MjIy2LlzJxITE9GyZUtMmzYNK1askCgjJyeHtWvXYuPGjWjUqBH69OnzWfFXx6hRoyAUCtGsWTNMmDABqqqquHjxIoYNG8aXadWqFeLj43Hv3j107NgRrVu3RkBAAP+cQGWoqqpi2bJlsLW1Rdu2bfHgwQNER0dDRqbs/xoqui4yMjLw9PTEu3fv4OHh8XknTwghhJAaxbGPJ0AT8pWIi4uDk5MTcnNzv9gLr0j1jR07Fv/73/9w4MCBKh2Xl5cHDQ0NiEQieoCXEEIIqYLK/g2lKT2EkM8iEolw6dIlbNu2Dfv376/rcAghhBDyEerwE0I+S58+fXDx4kWMGzcOXbt2retwCCGEEPIRmtJDCKlTpbcje209hn9H0BcGQgghpLIqO6WHHtolhBBCCCHkG0Yd/jpmZGSE1atXl5v/4MEDcBxX4dry34NPXadvnaOjI6ZOnVrXYRBCCCHkP+ir6PAnJCRAVlYWrq6uX6S9+fPng+M4qe0tX74cHMfB0dGxRtsMDw+vs5Vm5s+fD2tr6zppuyKlnwPHcZCTk0PDhg3RqVMnrF69GoWFhRJlL126BG9v70rV+1/7clBUVITly5fDysoKysrKaNiwIezt7REWFvbJtwYTQgghhHzKV9Hh37JlC6ZMmYIzZ87g0aNHX6RNoVCI2NhYPH78WCI9LCwMBgYGXyQGArRo0QKZmZl49OgRYmNjMXDgQAQFBaFDhw549eoVX05LSwvKysp1GGntKCoqgouLC5YuXQpvb28kJCTg4sWLmDRpEtatW4ebN2/WWtvv3r2DWCyutfoJIYQQ8nWo8w7/69evsWvXLkyYMAG9evVCeHg4n2dnZ1fmLajPnj2DvLw8YmNjAQCZmZno2bMnlJSU0KRJE2zfvr1SI7za2tro1q0bIiIi+LSEhAQ8f/4cPXv2lCgrFouxYMECNG7cGAKBANbW1jhy5AifXzrtJioqCk5OTlBWVoaVlRXOnTsH4P168qNGjYJIJOJHtOfPn88f/+bNG3h5eUFNTQ0GBgbYtGmT1JgZYzA1NcXKlSsl0m/cuAEZGRmkpaVVeM7luX79Ojp37gwlJSVoamrC29sb+fn5fL6npyfc3NywcuVKCIVCaGpqYtKkSRKjz9X9HOTk5KCrq4tGjRrB0tISU6ZMQXx8PG7cuIFly5bx5T6ua/78+TAwMIBAIECjRo3g4+MD4P3Ul4cPH2LatGn8tQaAFy9eYOjQoWjcuDGUlZVhaWmJHTt2SMTi6OgIHx8fzJo1Cw0aNICurq7E5wS8fwOut7c3dHR0oKioiJYtW+LgwYN8fkJCAjp16gQlJSXo6+vDx8cHr1+/Lvf8V69ejVOnTiEmJgaTJk2CtbU1jI2NMWzYMFy4cAFNmzbly4rF4gpjW7VqFSwtLaGiogJ9fX1MnDhR4nMsvct08OBBNG/eHAKBAA8fPqzUZycSieDt7Q1tbW2oq6ujc+fOSE5O5vOTk5Ph5OQENTU1qKuro02bNrh8+XK5500IIYSQL6fOO/yRkZEwNzeHubk5hg8fjrCwMJQuHOTu7o4dO3bgw4WEIiMjoaOjAwcHBwCAh4cHnj59iri4OPzzzz/YtGkTsrOzK9W2l5eXxBeMLVu2wN3dnX+La6k1a9YgODgYK1euxLVr1+Di4oKffvoJ9+7dkyg3Z84czJw5E0lJSTAzM8PQoUNRUlKCDh06YPXq1VBXV0dmZiYyMzMl3gYbHBwMW1tbXL16FRMnTsSECRNw+/btMvFyHAcvLy+EhYVJpG/ZsgUdO3aEiYlJpc77Q2/evIGrqyvq16+PS5cuYffu3Thx4gQmT54sUS42NhZpaWmIjY1FREQEwsPDJa7d53wOH2vWrBm6d++OqKgoqfl79uxBSEgINm7ciHv37mHfvn2wtLQEAERFRaFx48ZYsGABf60BoKCgAG3atMHBgwdx48YNeHt7Y8SIEbhw4YJE3REREVBRUcGFCxewfPlyLFiwAMePHwfwvsPdvXt3JCQk4O+//8atW7ewdOlSyMrKAnj/xcnFxQX9+vXDtWvXEBkZiTNnzpS5lh/atm0bunTpgtatW5fJk5eXh4qKSqViA96/7Xbt2rW4ceMGIiIicPLkScyaNUuizjdv3iAoKAh//vknbt68CW1t7U9+dowx9OzZE1lZWYiOjkZiYiJsbGzg7OyMnJwcAO//rTZu3BiXLl1CYmIifv75Z8jLy0s958LCQuTl5UlshBBCCKlFrI516NCBrV69mjHGWHFxMWvYsCE7fvw4Y4yx7OxsJicnx06dOsWXt7OzY35+fowxxlJSUhgAdunSJT7/3r17DAALCQkpt83AwEBmZWXFioqKmLa2NouPj2f5+flMTU2NJScnM19fX+bg4MCXb9SoEVu8eLFEHW3btmUTJ05kjDGWnp7OALA///yTz7958yYDwFJSUhhjjIWFhTENDY0ysRgaGrLhw4fz+2KxmGlra7MNGzZI1H316lXGGGNPnz5lsrKy7MKFC4wxxoqKipiWlhYLDw//5PlKs2nTJla/fn2Wn5/Ppx06dIjJyMiwrKwsxhhjI0eOZIaGhqykpIQvM3DgQDZ48GDG2Od/DtLMnj2bKSkp8fuGhoZ8XcHBwczMzIwVFRVJPfbDshXp0aMHmzFjBr/v4ODAfvzxR4kybdu2ZbNnz2aMMXb06FEmIyPD7ty5I7W+ESNGMG9vb4m006dPMxkZGfb27VupxygpKTEfH59Pxvqp2KTZtWsX09TU5PfDwsIYAJaUlMSnVeazi4mJYerq6qygoECifhMTE7Zx40bGGGNqamoV/g5+KDAwkAEos/XaeqxSxxNCCCHkPZFIxAAwkUhUYbk6HeG/c+cOLl68iCFDhgB4P71j8ODB2LJlC4D387a7du2Kbdu2AQDS09Nx7tw5uLu788fLycnBxsaGr9PU1BT169evVPvy8vL8XYXdu3fDzMwMrVq1kiiTl5eHp0+fwt7eXiLd3t4eKSkpEmkfHisUCgGgUqPcHx7HcRx0dXXLPU4oFKJnz578NTp48CAKCgowcODAT7YjTUpKCqysrCRGku3t7SEWi3Hnzh0+rUWLFvxIdmkcpTF+7ucgDWOMn47zsYEDB+Lt27cwNjbG2LFjsXfvXpSUlFRY37t377B48WK0atUKmpqaUFVVxbFjx8o8M/Lx5//heSYlJaFx48YwMzOT2kZiYiLCw8OhqqrKby4uLhCLxUhPT6/yeX6sotiA93dhunbtCj09PaipqcHDwwMvXryQmFKkoKAgUU9lPrvExETk5+fz1610S09P56eRTZ8+HWPGjEGXLl2wdOnSCqeX+fv7QyQS8VtGRkalzp8QQggh1VOnb9rdvHkzSkpKoKenx6cxxiAvL4/c3FzUr18f7u7u8PX1xbp167B9+3a0aNECVlZWfFlpykuXxsvLC+3bt8eNGzfg5eVVbrmPO2XSOmofTmEozavMQ5EfT33gOK7C48aMGYMRI0YgJCQEYWFhGDx4cLUfaK2ow/lhekUx1sTn8LGUlBQ0adJEap6+vj7u3LmD48eP48SJE5g4cSJWrFiB+Pj4cqeRBAcHIyQkBKtXr+bnuU+dOhVFRUUS5So6TyUlpQpjFovFGDduHP88wYfKexDczMyszBfH8lQU28OHD9GjRw+MHz8eCxcuRIMGDXDmzBmMHj1a4lkLJSUlic+1Mp+dWCyGUChEXFxcmXKlK0/Nnz8fw4YNw6FDh3D48GEEBgZi586d6Nu3b5ljBAIBBAJBpc6ZEEIIIZ+vzkb4S0pKsHXrVgQHByMpKYnfkpOTYWhoyI/qu7m5oaCgAEeOHMH27dsxfPhwvo5mzZqhpKQEV69e5dNSU1Px8uXLSsfRokULtGjRAjdu3MCwYcPK5Kurq6NRo0Y4c+aMRHpCQgIsLCwq3Y6CggLevXtX6fIV6dGjB1RUVLBhwwYcPny4wi8qn9K8eXMkJSVJjAKfPXsWMjIy5Y5kf6wmPocP3b59G0eOHEH//v3LLaOkpISffvoJa9euRVxcHM6dO4fr168DkH6tT58+jT59+mD48OGwsrKCsbFxmWcwPqVVq1Z4/Pgx7t69KzXfxsYGN2/ehKmpaZnt4+dCSg0bNgwnTpyQuHalSkpKKnzg90OXL19GSUkJgoOD8cMPP8DMzAxPnz795HGV+exsbGyQlZUFOTm5MufVsGFDvpyZmRmmTZuGY8eOoV+/fmWeNSGEEEJI3aizDv/BgweRm5uL0aNHo2XLlhLbgAEDsHnzZgCAiooK+vTpg4CAAKSkpEh0yps1a4YuXbrA29sbFy9exNWrV+Ht7V1mFPNTTp48iczMzHLXyffz88OyZcsQGRmJO3fu4Oeff0ZSUhJ8fX0r3YaRkRHy8/MRExOD58+f482bN5U+9mOysrLw9PSEv78/TE1NYWdn98lj3r59K/HFKikpCampqXB3d4eioiJGjhyJGzduIDY2FlOmTMGIESOgo6NTqXg+53MoKSlBVlYWnj59iuvXr2PdunVwcHCAtbU1/Pz8pB4THh6OzZs348aNG7h//z7++usvKCkpwdDQEMD7a33q1Ck8efIEz58/B/B+msrx48eRkJCAlJQUjBs3DllZWZU6v1IODg7o1KkT+vfvj+PHjyM9PR2HDx/mV2yaPXs2zp07h0mTJiEpKQn37t3DgQMHMGXKlHLrnDp1Kuzt7eHs7Izff/8dycnJuH//Pnbt2oX27dtX+kuJiYkJSkpKsG7dOv6a/PHHH588rjKfXZcuXWBnZwc3NzccPXoUDx48QEJCAubOnYvLly/j7du3mDx5MuLi4vDw4UOcPXsWly5dqtIXYkIIIYTUnjrr8G/evBldunSBhoZGmbz+/fsjKSkJV65cAfB+BZDk5GR07NixzNSIrVu3QkdHB506dULfvn0xduxYqKmpQVFRsdKxqKioVPhSLB8fH8yYMQMzZsyApaUljhw5ggMHDkgsmfgpHTp0wPjx4zF48GBoaWlh+fLllT5WmtGjR6OoqKjSo/t3795F69atJbYxY8ZAWVkZR48eRU5ODtq2bYsBAwbA2dkZv/32W5Xiqe7ncPPmTQiFQhgYGMDR0RG7du2Cv78/Tp8+DVVVVanH1KtXD6GhobC3t0erVq0QExODf//9F5qamgCABQsW4MGDBzAxMYGWlhYAICAgADY2NnBxcYGjoyN0dXXh5uZWpXMEgH/++Qdt27bF0KFD0bx5c8yaNYu/m9CqVSvEx8fj3r176NixI1q3bo2AgAD+eQ5pBAIBjh8/jlmzZmHjxo344Ycf0LZtW6xduxY+Pj5o2bJlpeKytrbGqlWrsGzZMrRs2RLbtm1DUFBQpY791GfHcRyio6PRqVMneHl5wczMDEOGDMGDBw+go6MDWVlZvHjxAh4eHjAzM8OgQYPQvXt3/Prrr5VqnxBCCCG1i2OfM9H6K/T48WPo6+vjxIkTcHZ2rutwas3Zs2fh6OiIx48fV3ok/kv6Xj6Hb9GX/uzy8vKgoaEBkUgEdXX1Wm+PEEII+VZU9m9onT60WxNOnjyJ/Px8WFpaIjMzE7NmzYKRkRE6depU16HVisLCQmRkZCAgIACDBg36ajr739vn8C2hz44QQgj5ttX5i7c+V3FxMX755Re0aNECffv2hZaWFuLi4spdreW/bseOHTA3N4dIJPrsaUE16Xv7HL4l9NkRQggh37ZvbkoPIeS/pfR2ZJ+tZ7FvRIe6DocQQgj5z6jslJ7//Ag/IYQQQgghpHzU4SekAm/evEH//v2hrq4OjuPw8uVLqWl1jTEGb29vNGjQABzHISkpSWoaIYQQQr4/1OEn36WMjAyMHj0ajRo1goKCAgwNDeHr64sXL15IlIuIiMDp06eRkJCAzMxMaGhoSE2rLTk5OZg6dSqMjIygoKAAoVCIUaNG4dGjRxLljhw5gvDwcBw8eBCZmZlo2bKl1LSaxHEcv6moqKBp06bw9PREYmJijbZDCCGEkM9DHX7y3bl//z5sbW1x9+5d7NixA6mpqfjjjz8QExMDOzs75OTk8GXTMflnzAAAmN9JREFU0tJgYWGBli1bQldXFxzHSU2rqnfv3kEsFldYJicnBz/88ANOnDiB9evXIzU1FZGRkUhLS0Pbtm1x//59iTiFQiE6dOgAXV1dyMnJSU2rKsYYSkpKys0PCwtDZmYmbt68id9//x35+flo3749tm7dWuW2CCGEEFJLGCHfGVdXV9a4cWP25s0bifTMzEymrKzMxo8fzxhjzMHBgQHgNwcHB6lpjDFWWFjI/Pz8WKNGjZiysjJr164di42N5esOCwtjGhoa7N9//2UWFhZMVlaW3b9/v8I4x48fz1RUVFhmZqZE+ps3b5ienh5zdXVljDE2cuRIiZgMDQ2lpjHGmFgsZsuWLWNNmjRhioqKrFWrVmz37t183bGxsQwAO3LkCGvTpg2Tl5dnJ0+elBofALZ3794y6R4eHkxNTY3l5ORUeH6lRCIRA8D6bD1bqfKEEEIIea/0b6hIJKqw3H9+HX5CqiInJwdHjx7F4sWLoaSkJJGnq6sLd3d3REZGYv369YiKisLPP/+MGzduICoqCgoKCgAgNW3UqFF48OABdu7ciUaNGmHv3r1wdXXF9evX+Tcyv3nzBkFBQfjzzz+hqakJbW3tcuMUi8XYuXMn3N3doaurK5GnpKSEiRMnYu7cucjJycGaNWtgYmKCTZs24dKlS5CVlYWCgkKZNACYO3cuoqKisGHDBjRt2hSnTp3C8OHDoaWlBQcHB76NWbNmYeXKlTA2Nq7wLdTSTJs2DVu3bsXx48cxaNCgMvmFhYUoLCzk9/Py8qpUPyGEEEKqhjr85Lty7949MMZgYWEhNd/CwgK5ubl49uwZtLW1oaysDAUFBYlO98dpaWlp2LFjBx4/foxGjRoBAGbOnIkjR44gLCwMS5YsAfB+vfv169fDysrqk3E+e/YML1++rDBOxhhSU1PRrl07qKmpQVZWViLOj9Nev36NVatW4eTJk7CzswMAGBsb48yZM9i4caNEh3/BggXo2rXrJ+OUplmzZgCABw8eSM0PCgrCr7/+Wq26CSGEEFJ11OEn5APs/7+Woirz8q9cuQLGGMzMzCTSCwsLoampye8rKCigVatWdRbnrVu3UFBQUKYjX1RUhNatW0uk2dra1lps/v7+mD59Or+fl5cHfX39ardHCCGEkIpRh598V0xNTcFxHG7dugU3N7cy+bdv30b9+vXRsGHDStcpFoshKyuLxMREfupMKVVVVf5nJSWlSnfQtbS0UK9ePdy6dUtq/u3bt8FxHExMTKoUJwAcOnQIenp6EnkCgUBiX0VFpdL1fiwlJQUA0KRJE6n5AoGgTHuEEEIIqT20Sg/5rmhqaqJr165Yv/7/sXfncTWm///AX3fb6Zz2Up0iJSk1hGTJUpnRhEGWGfuS3ViyDaaPqCwTZjBmBmMs1djyNeJDyL40iEQYJUrRcEwz0snWot6/P/y6P472RIb38/G4H9O13Nf1vu9zzLnOfa77ulfj2bNnKmX379/Hli1b0L9//ypdOW/RogUKCwuRmZkJOzs7le3V+feVpaamhn79+mHr1q24f/++StmzZ8+wevVqeHt7w9jYuNJtOjk5QSKR4M6dOyXirMkr7N9//z309fXRuXPnGmuTMcYYY9XHA372wfnpp5+Ql5cHb29vnDp1ChkZGYiOjoaXlxfq1q2LRYsWVak9e3t7DB48GMOGDUNkZCTS0tIQFxeHJUuWYP/+/dWOc9GiRZDL5fDy8sKBAweQkZGBU6dOwdvbGwUFBVi1alWV2tPT08NXX32FadOmITw8HKmpqbh06RJWrVqF8PDwasWYnZ2N+/fv4/bt2zh8+DA+//xzbN26FWvWrKnyzb6MMcYYezN4Sg/74DRq1AgXLlxAUFAQ+vfvjwcPHkAul6NXr14IDAys0lXzYqGhoVi4cCFmzJiBu3fvwsTEBG5ubujWrVu146xTpw5iY2Mxf/58jBs3DgqFAiYmJujSpQs2b96M+vXrV7nNBQsWwMzMDCEhIbh16xYMDQ3h4uKC//znP9WKccSIEQAAbW1t1K1bFx06dMD58+fh4uJSrfYYY4wxVvMEKr7DjjHGakFOTg4MDAygVCqhr69f2+Ewxhhj/xqV/QzlKT2MMcYYY4y9x3jAz1gt0dXVLXOLiYmp7fAYY4wx9p7gOfyM1ZKEhIQyy15dNpMxxhhjrLp4wM9YLbGzs6vtEN4pY/bcwfYhTWo7DMYYY+y9w1N6GKvA06dP0bdvX+jr60MQBGRnZ5eaV9uICGPHjoWxsTEEQUBCQkKpeYwxxhj7sPCAn32wMjIyMGrUKFhaWkJLSwvW1taYMmUKHjx4oFIvPDwcMTExOHPmDBQKBQwMDErNe1OysrIwdepU2NjYQEtLCxYWFhgxYgTu3LmjUi86OhphYWGIioqCQqFAkyZNSs17E8aOHQt1dXVERES8kfYZY4wxVn084GcfpFu3bsHV1RU3btzAtm3bkJKSgp9//hlHjx6Fm5sbsrKyxLqpqalwdHREkyZNIJfLIQhCqXlVVVhYiKKionLrZGVloW3btjhy5AhWr16NlJQUbN++HampqWjVqhVu3bqlEqeFhQXatWsHuVwODQ2NUvOqiojw/PnzMsufPn2K7du3Y+bMmdiwYUOV22eMMcbYG0aMfYC6dOlC9erVo6dPn6rkKxQKkslkNH78eCIi8vDwIADi5uHhUWoeEVFeXh7NnDmTLC0tSSaTUevWren48eNi26GhoWRgYEB79+4lR0dHUldXp1u3bpUb5/jx40lHR4cUCoVK/tOnT6lu3brUpUsXIiIaPny4SkzW1tal5hERFRUV0ZIlS6hBgwakra1Nzs7OtGPHDrHt48ePEwCKjo6mli1bkqamJh07dqzMGMPCwqht27aUnZ1NUqmU0tLSyj2mVymVSgJA/TZdrdJ+jDHG2Ieu+DNUqVSWW49v2mUfnKysLBw8eBCLFi2CVCpVKZPL5Rg8eDC2b9+O1atXIzIyEl9//TX++OMPREZGQktLCwBKzRsxYgTS09MREREBS0tL7Nq1C126dMHVq1fRqFEjAC+uhoeEhGD9+vUwMTGBmZlZmXEWFRUhIiICgwcPhlwuVymTSqWYMGECAgICkJWVhZUrV6Jhw4b45ZdfEBcXB3V1dWhpaZXIA4CAgABERkZizZo1aNSoEU6dOoUhQ4bA1NQUHh4eYh+zZs3Cd999B1tbWxgaGpYZ54YNGzBkyBAYGBigW7duCA0NRXBwcJn18/LykJeXJ6ZzcnLKrMsYY4yx18cDfvbBuXnzJogIjo6OpZY7Ojri4cOH+Pvvv2FmZgaZTAYtLS2VQfereampqdi2bRv+/PNPWFpaAgC++uorREdHIzQ0FN988w0AoKCgAKtXr0azZs0qjPPvv/9GdnZ2uXESEVJSUtC6dWvo6elBXV1dJc5X8548eYLly5fj2LFjcHNzAwDY2tri999/x9q1a1UG/PPnz4eXl1e5Md68eROxsbGIjIwEAAwZMgR+fn4IDAyEmlrpMwZDQkLK/ULAGGOMsZrFc/gZewURAUCV5uVfvHgRRAR7e3uVB2idPHkSqampYj0tLS04OzvXWpyJiYnIzc2Fl5eXSpy//vqrSpwA4OrqWmF7GzZsgLe3N+rUqQMA6NatG548eYIjR46UuY+/vz+USqW4ZWRkVDp+xhhjjFUdX+FnHxw7OzsIgoDExET06tWrRPn169dhZGQkDmIro6ioCOrq6oiPjxenzhTT1dUV/5ZKpZUeoJuamsLQ0BCJiYmlll+/fh2CIKBhw4ZVihMA9u3bV+LhXhKJRCWto6NTbluFhYX49ddfcf/+fZWbgQsLC7FhwwZ8+umnpe4nkUhK9MUYY4yxN4cH/OyDY2JiAi8vL6xevRrTpk1Tmcd///59bNmyBcOGDavSlfMWLVqgsLAQmZmZ6NixY43Eqaamhn79+mHLli2YP3++ylSdZ8+eYfXq1fD29oaxsXGl23RycoJEIsGdO3dUpu9Ux/79+/Ho0SNcunRJ5UvO9evXMXjwYDx48AAmJiav1QdjjDHGXh9P6WEfpJ9++gl5eXnw9vbGqVOnkJGRgejoaHh5eaFu3bpYtGhRldqzt7fH4MGDMWzYMERGRiItLQ1xcXFYsmQJ9u/fX+04Fy1aBLlcDi8vLxw4cAAZGRk4deoUvL29UVBQgFWrVlWpPT09PXz11VeYNm0awsPDkZqaikuXLmHVqlUIDw+vUlsbNmzAZ599hmbNmqFJkybi1rdvX5iammLz5s1Vao8xxhhjbwYP+NkHqVGjRrhw4QIaNmyI/v37o2HDhhg7diw6deqEs2fPVumqebHQ0FAMGzYMM2bMgIODA3r27Ilz587Bysqq2nHWqVMHsbGx6NSpE8aNGwdbW1v069cPtra2iIuLg62tbZXbXLBgAebNm4eQkBA4OjrC29sbe/fuRYMGDSrdxl9//YV9+/ahb9++JcoEQUCfPn14TX7GGGPsHSFQ8Z1/jDFWC3JycmBgYIB+m65i+5A38yRgxhhj7H1U/BmqVCqhr69fZj2+ws8Yeyes61m/tkNgjDHG3ks84GesFr28NOarW0xMTG2HxxhjjLH3AK/Sw1gtSkhIKLPs1WUzGWOMMcaqgwf8jNUiOzu72g7hnfHt3vtYMLjs+YeMMcYYqx6e0sMYY4wxxth7jAf87K3x9fUt9cm25REEAbt3734j8VTHiRMnIAgCsrOzy6zj6+sLQRDK3WpTenq6Six6enr46KOPMHHiRNy8eVOlbmFhIUJCQtC4cWNIpVIYGxujbdu2CA0NFetU53VljDHG2NvDA372QSgoKHhrfa1cuRIKhULcgBdr9L+aV9uOHDkChUKBy5cv45tvvkFSUhKaNWuGo0ePinWCgoLw/fffY8GCBUhMTMTx48cxZswYPHz4sBYjZ4wxxlhV8ICf1RpPT0/4+flh1qxZMDY2hlwuR1BQkFhuY2MDAOjduzcEQRDTALB37160bNkS2trasLW1RXBwMJ4/fy6WC4KAn3/+GT4+PtDR0cHChQsRFBSE5s2bY9OmTbCxsYGBgQEGDBiAR48eifsREZYuXQpbW1tIpVI0a9YMv/32G4AXV8Y7deoEADAyMoIgCPD19S1xXAYGBpDL5eIGAIaGhpDL5fjll1/g5eVVYp+WLVti3rx5AP53xTw4OBhmZmbQ19fHuHHjkJ+fX6k4K8vExARyuRy2trbw8fHBkSNH0KZNG4waNQqFhYXieZ4wYQK++OILNGjQAM2aNcOoUaMwffr0KvXFGGOMsdrDA35Wq8LDw6Gjo4Nz585h6dKlmD9/Pg4fPgwAiIuLA/C/q+PF6YMHD2LIkCHw8/NDYmIi1q5di7CwMCxatEil7cDAQPj4+ODq1asYOXIkACA1NRW7d+9GVFQUoqKicPLkSSxevFjcJyAgAKGhoVizZg2uXbuGadOmYciQITh58iSsrKywc+dOAEBycjIUCgVWrlxZpeMdOXIkEhMTxWMBgCtXruDSpUsqXx6OHj2KpKQkHD9+HNu2bcOuXbsQHBxcqTirS01NDVOmTMHt27cRHx8PAJDL5Th27Bj+/vvvarf7qry8POTk5KhsjDHGGHuDiLG3ZPjw4eTj4yOmPTw8qEOHDip1WrVqRbNnzxbTAGjXrl0qdTp27EjffPONSt6mTZvIwsJCZb+pU6eq1AkMDCSZTEY5OTli3syZM6lNmzZERPT48WPS1tamM2fOqOw3atQoGjhwIBERHT9+nADQw4cPK3fQpRxD165d6csvvxTTU6dOJU9PTzE9fPhwMjY2pidPnoh5a9asIV1dXSosLKxUnOVJS0sjAHTp0qUSZUlJSQSAtm/fTkRE165dI0dHR1JTU6OmTZvSuHHjaP/+/Sr7vPq6ViQwMJAAlNgCNidXug3GGGOMESmVSgJASqWy3Hq8LCerVc7OzippCwsLZGZmlrtPfHw84uLiVK7oFxYWIjc3F0+fPoVMJgMAuLq6ltjXxsYGenp6pfaXmJiI3NzcElNu8vPz0aJFi6odWDnGjBmDkSNHYvny5VBXV8eWLVuwbNkylTrNmjUTjwMA3Nzc8PjxY2RkZCAzM/ONxUlEACDeWOzk5IQ//vgD8fHx+P3333Hq1Cn06NEDvr6+WL9+fbX68Pf3V5kSlJOTAysrq9eKmzHGGGNl4wE/q1WampoqaUEQUFRUVO4+RUVFCA4ORp8+fUqUaWtri3/r6OhUqb/i/+7bt6/EQ68kEkm5MVVFjx49IJFIsGvXLkgkEuTl5aFv376V2vfleN9EnElJSQCABg0aiHlqampo1aoVWrVqhWnTpmHz5s0YOnQo5syZo1KvsiQSSY2eT8YYY4yVjwf87J2mqakp3kBazMXFBcnJyTX+0ConJydIJBLcuXMHHh4epdbR0tICgBIxVYWGhgaGDx+O0NBQSCQSDBgwQOVqPgBcvnwZz549g1QqBQDExsZCV1cX9erVg5GRUYVxVkdRURF++OEHNGjQoNxfCpycnAAAT548qbG+GWOMMfbm8ICfvdNsbGxw9OhRtG/fHhKJBEZGRpg3bx66d+8OKysrfPHFF1BTU8OVK1dw9epVLFy4sNp96enp4auvvsK0adNQVFSEDh06ICcnB2fOnIGuri6GDx8Oa2trCIKAqKgodOvWDVKpFLq6ulXua/To0XB0dAQAnD59ukR5fn4+Ro0ahYCAANy+fRuBgYGYNGkS1NTUKhVnZTx48AD379/H06dP8ccff+D777/H+fPnsW/fPqirqwMAPv/8c7Rv3x7t2rWDXC5HWloa/P39YW9vj8aNG4ttKZVKJCQkqLRvbGyM+vXrV/ncMMYYY6xm8YCfvdOWLVuG6dOnY926dahbty7S09Ph7e2NqKgozJ8/H0uXLoWmpiYaN26M0aNHv3Z/CxYsgJmZGUJCQnDr1i0YGhrCxcUF//nPfwAAdevWRXBwML7++muMGDECw4YNQ1hYWJX7adSoEdq1a4cHDx6gTZs2Jco/+eQTNGrUCO7u7sjLy8OAAQNUliytKM7K6Ny5MwBAJpPB2toanTp1wi+//KLyy4m3tze2bduGkJAQKJVKyOVyfPzxxwgKCoKGxv/+93HixIkSvwoMHz68WueGMcYYYzVLoOK79Bhjbw0RoXHjxhg3blyJNe19fX2RnZ39Tj1h+E3KycmBgYEBAjYnY8Fg+9oOhzHGGPvXKP4MVSqV0NfXL7MeX+Fn7C3LzMzEpk2bcPfuXYwYMaK2w3lnzOwhr+0QGGOMsfcSP3iLsbfM3Nwcixcvxi+//AIjI6Mab3/8+PHQ1dUtdRs/fnyN98cYY4yxdxtP6WHsPZOZmVnm02v19fVhZmb2liMqX2V/jmSMMcaYKp7Sw9gHyszM7J0b1FfGpj1/Y+IQHvAzxhhjNY2n9DDGGGOMMfYe4wE/e+MEQfhgVpypSWFhYTA0NHxj7fPrwhhjjH0YeMD/Ft2/fx+TJ0+Gra0tJBIJrKys0KNHDxw9erS2Q3ujFAoFunbtCgBIT0+HIAglHtJUFSdOnIAgCOVutb3++61btzBw4EBYWlpCW1sb9erVg4+PD27cuFGrcTHGGGPsw8Nz+N+S9PR0tG/fHoaGhli6dCmcnZ1RUFCAgwcPYuLEibh+/Xpth/jGyOU1u9xiu3btoFAoxPSUKVOQk5OD0NBQMc/AwKBG+6yK/Px8eHl5oXHjxoiMjISFhQX+/PNP7N+/H0qlstbiejk+LS2t2g6DMcYYY28JX+F/SyZMmABBEHD+/Hl8/vnnsLe3x0cffYTp06cjNjZWrHfnzh34+PhAV1cX+vr66NevH/766y+xPCgoCM2bN8fGjRtRv3596Orq4ssvv0RhYSGWLl0KuVwOMzMzLFq0SKV/QRCwdu1adO/eHTKZDI6Ojjh79ixSUlLg6ekJHR0duLm5ITU1VdzH19cXvXr1Umln6tSp8PT0FNOenp7w8/PDrFmzYGxsDLlcrvJE2OK+i6eONGjQAADQokULCIIAT09PnDp1Cpqamrh//77KfjNmzIC7u3uJc6mlpQW5XC5uUqkUEokEcrkcubm5sLS0xLVr11T2+fHHH2FtbQ0iEn8h2LdvH5o1awZtbW20adMGV69eVdnnzJkzcHd3h1QqhZWVFfz8/PDkyZMS8bwqMTERt27dwurVq9G2bVtYW1ujffv2WLRoEVq1agXgf79SZGdni/slJCRAEASkp6ertLd7927Y29tDW1sbXl5eyMjIEMsq+xpNmjQJ06dPR506deDl5SWWFf/6IpVK0aBBA+zYsUOlrdmzZ8Pe3h4ymQy2traYO3cuCgoKxPLi9+OmTZtgY2MDAwMDDBgwAI8eParwPDHGGGPs7eAB/1uQlZWF6OhoTJw4ETo6OiXKi+dpExF69eqFrKwsnDx5EocPH0Zqair69++vUj81NRUHDhxAdHQ0tm3bho0bN+Kzzz7Dn3/+iZMnT2LJkiUICAhQ+SIBAAsWLMCwYcOQkJCAxo0bY9CgQRg3bhz8/f1x4cIFAMCkSZOqfHzh4eHQ0dHBuXPnsHTpUsyfPx+HDx8ute758+cBAEeOHIFCoUBkZCTc3d1ha2uLTZs2ifWeP3+OzZs3V/nBVDY2NujcubPK1X4ACA0Nha+vLwRBEPNmzpyJ7777DnFxcTAzM0PPnj3FwezVq1fh7e2NPn364MqVK9i+fTt+//33Sp0fU1NTqKmp4bfffkNhYWGV4n/V06dPsWjRIoSHh+P06dPIycnBgAEDqtxOeHg4NDQ0cPr0aaxdu1bMnzt3Lvr27YvLly9jyJAhGDhwIJKSksRyPT09hIWFITExEStXrsS6deuwYsUKlbZTU1Oxe/duREVFISoqCidPnsTixYvLjCUvLw85OTkqG2OMMcbeIGJv3Llz5wgARUZGllvv0KFDpK6uTnfu3BHzrl27RgDo/PnzREQUGBhIMpmMcnJyxDre3t5kY2NDhYWFYp6DgwOFhISIaQAUEBAgps+ePUsAaMOGDWLetm3bSFtbW0wPHz6cfHx8VGKcMmUKeXh4iGkPDw/q0KGDSp1WrVrR7NmzVfretWsXERGlpaURALp06ZLKPkuWLCFHR0cxvXv3btLV1aXHjx+XOE+vejXO7du3k5GREeXm5hIRUUJCAgmCQGlpaUREdPz4cQJAERER4j4PHjwgqVRK27dvJyKioUOH0tixY1X6iYmJITU1NXr27FmFMf30008kk8lIT0+POnXqRPPnz6fU1FSxvDiGhw8finmXLl0iAGKcoaGhBIBiY2PFOklJSQSAzp07V+qxE5X+GjVv3rxEjABo/PjxKnlt2rShL7/8sszjWrp0KbVs2VJMl/Z+nDlzJrVp06bMNgIDAwlAie2nTSll7sMYY4yxkpRKJQEgpVJZbj2+wv8W0P9/ttnLV5dLk5SUBCsrK1hZWYl5Tk5OMDQ0VLnqamNjAz09PTFtbm4OJycnqKmpqeRlZmaqtO/s7KxSDgBNmzZVycvNza3yFdeX2wUACwuLEn1XxNfXFykpKeKvEhs3bkS/fv1K/UWkIr169YKGhgZ27dolttWpUyfY2Nio1HNzcxP/NjY2hoODg3ie4+PjERYWpvKUWm9vbxQVFSEtLa3CGCZOnIj79+9j8+bNcHNzw44dO/DRRx+V+ctHWTQ0NODq6iqmGzduXOL9UBkvt/Gyl89Bcfrltn/77Td06NABcrkcurq6mDt3Lu7cuaOyz6vvx4pef39/fyiVSnF7eYoSY4wxxmoeD/jfgkaNGkEQhAoHaURU6peCV/M1NTVVygVBKDWvqKhIJe/lOsXtlZZXvJ+ampr4ZaXYy/O3y4vn1b4rYmZmhh49eiA0NBSZmZnYv38/Ro4cWaU2imlpaWHo0KEIDQ1Ffn4+tm7dWum2Xj4H48aNQ0JCgrhdvnwZN2/eRMOGDSvVlp6eHnr27IlFixbh8uXL6NixIxYuXAgA4pezl89vaef25ZhKy6vsa1SVL07FbcfGxmLAgAHo2rUroqKicOnSJcyZMwf5+fkq9av6+kskEujr66tsjDHGGHtzeMD/FhgbG8Pb2xurVq0q9abP4hs3nZyccOfOHZUrnomJiVAqlXB0dHxb4YpMTU1VVsMB8FrLaQIQV4cpbW776NGjERERgbVr16Jhw4Zo3759tfsZPXo0jhw5gtWrV6OgoAB9+vQpUeflexwePnyIGzduoHHjxgAAFxcXXLt2DXZ2diW26qxwIwgCGjduLL7+pqamAKByfks7t8+fPxfvrwCA5ORkZGdni3G+7mv06n0esbGxYtunT5+GtbU15syZA1dXVzRq1Ai3b9+udNuMMcYYezfwgP8tWb16NQoLC9G6dWvs3LkTN2/eRFJSEn744QdxWkXnzp3h7OyMwYMH4+LFizh//jyGDRsGDw+PMqdkvEkff/wxLly4gF9//RU3b95EYGAg/vjjj9dq08zMDFKpFNHR0fjrr79Ulqn09vaGgYEBFi5cWOWbdV/l6OiItm3bYvbs2Rg4cCCkUmmJOvPnz8fRo0fxxx9/wNfXF3Xq1BFXvJk9ezbOnj2LiRMnIiEhATdv3sSePXswefLkCvtOSEiAj48PfvvtNyQmJiIlJQUbNmzAxo0b4ePjAwCws7ODlZUVgoKCcOPGDezbtw/Lli0r0ZampiYmT56Mc+fO4eLFixgxYgTatm2L1q1bA3j912jHjh3YuHEjbty4gcDAQJw/f168MdnOzg537txBREQEUlNT8cMPP4jTpBhjjDH278ED/rekQYMGuHjxIjp16oQZM2agSZMm8PLywtGjR7FmzRoA/1u+0sjICO7u7ujcuTNsbW2xffv2WonZ29sbc+fOxaxZs9CqVSs8evQIw4YNe602NTQ08MMPP2Dt2rWwtLQUB8DAi+kpvr6+KCwsfO1+AGDUqFHIz88vczrP4sWLMWXKFLRs2RIKhQJ79uwRr947Ozvj5MmTuHnzJjp27IgWLVpg7ty5sLCwqLDfevXqwcbGBsHBwWjTpg1cXFywcuVKBAcHY86cOQBeDOS3bduG69evo1mzZliyZIk43edlMpkMs2fPxqBBg+Dm5gapVIqIiAix/HVfo+DgYERERMDZ2Rnh4eHYsmULnJycAAA+Pj6YNm0aJk2ahObNm+PMmTOYO3dupdtmjDHG2LtBoFcnADNWi8aMGYO//voLe/bsee22Fi1ahIiIiBLr6584cQKdOnXCw4cPxSVRWe3JycmBgYEBlEolz+dnjDHGqqCyn6H8pF32TlAqlYiLi8OWLVvw3//+97Xaevz4MZKSkvDjjz9iwYIFNRQhY4wxxti/E0/pYe8EHx8f9OzZE+PGjVN5Emx1TJo0CR06dICHh0e1V/opT0xMjMpyna9ujDHGGGPvEp7Sw1gVPXv2DHfv3i2z3M7O7i1G8+/HU3oYY4yx6uEpPYy9IVKplAf1jDHGGPvX4Ck9jFVTWFgY3/TLGGOMsXceD/jZW5eZmYlx48ahfv36kEgkkMvl8Pb2xtmzZ8U6xUuUvsv69++PGzduvNE+PD09IQhCmZuNjQ2aNm2K0aNHl7r/tm3boKmpib/++qvMPjZt2gQdHR2kpKSo5N+7dw9GRkZYuXJljR4TY4wxxt4unsPP3rqOHTuioKAAISEhsLW1xV9//YWjR4/C2dkZn332GYAXA/5du3aJD8IqTUFBATQ1Nd9S1LUjKysL+fn5AICMjAy0bt0aR44cwUcffQQAUFdXx5YtWzBv3jzcv38fMplMZX8vLy/o6upW+MCsPn364K+//kJMTAzU1F5cB+jevTuePn2Ko0ePQhCEN3B0L/AcfsYYY6x6Kv0ZSoy9RQ8fPiQAdOLEiTLrWFtbEwBxs7a2JiKiwMBAatasGW3YsIEaNGhAgiBQUVERZWdn05gxY8jU1JT09PSoU6dOlJCQILaXkpJCPXv2JDMzM9LR0SFXV1c6fPhwiT4XLFhAQ4cOJR0dHapfvz7t3r2bMjMzqWfPnqSjo0NNmjShuLg4cZ/Q0FAyMDAQ08Xx/frrr2RtbU36+vrUv39/ysnJEevk5OTQoEGDSCaTkVwup+XLl5OHhwdNmTKlwnOXlpZGAOjSpUsq+f/88w9paWlRWFiYSv7t27dJTU2N9u7dW2HbmZmZZGZmRt9++614bPr6+pSenk55eXk0c+ZMsrS0JJlMRq1bt6bjx4+L+6anp1P37t3J0NCQZDIZOTk50b59+yrss5hSqSQApFQqK70PY4wxxir/GcpTethbVbx05e7du5GXl1dqnbi4OABAaGgoFAqFmAaAlJQU/N///R927tyJhIQEAMBnn32G+/fvY//+/YiPj4eLiws++eQTZGVlAXixLn+3bt1w5MgRXLp0Cd7e3ujRowfu3Lmj0u+KFSvQvn17XLp0CZ999hmGDh2KYcOGYciQIbh48SLs7OwwbNgwUDk/iqWmpmL37t2IiopCVFQUTp48icWLF4vl06dPx+nTp7Fnzx4cPnwYMTExuHjxYrXOZTETExP4+PggNDRUJT80NBTm5ubo2rVrhW2Ymppi7dq1mDt3Lg4fPoxp06Zh5cqVsLa2xogRI3D69GlERETgypUr+OKLL9ClSxfcvHkTADBx4kTk5eXh1KlTuHr1KpYsWVLu8qR5eXnIyclR2RhjjDH2Br2d7x+M/c9vv/1GRkZGpK2tTe3atSN/f3+6fPmySh0AtGvXLpW8wMBA0tTUpMzMTDHv6NGjpK+vT7m5uSp1GzZsSGvXri0zBicnJ/rxxx/FtLW1NQ0ZMkRMKxQKAkBz584V886ePUsASKFQEFHpV/hlMpnKFf2ZM2dSmzZtiOjF1X1NTU3asWOHWJ6dnU0ymey1rvATER04cIAEQaDU1FQiIioqKiIbGxvy9/evsN2XDRs2jNTU1Khnz55E9OLXEUEQ6O7duyr1PvnkE7Htpk2bUlBQUKX7CAwMVPkFp3jjK/yMMcZY1fAVfvbO6tu3L+7du4c9e/bA29sbJ06cgIuLC8LCwirc19raGqampmI6Pj4ejx8/homJicrDr9LS0pCamgoAePLkCWbNmgUnJycYGhpCV1cX169fL3GF39nZWfzb3NwcANC0adMSeZmZmWXGZ2NjAz09PTFtYWEh1r916xYKCgrQunVrsdzAwAAODg4VHndFPv30U9SrV0+8yn/s2DGkp6djxIgRVWpn7ty5KCoqwty5cwEAFy9eBBHB3t5e5fyePHlSPL9+fn5YuHAh2rdvj8DAQFy5cqXcPvz9/aFUKsUtIyOjGkfMGGOMscridfhZrdDW1oaXlxe8vLwwb948jB49GoGBgfD19S13Px0dHZV0UVERLCwscOLEiRJ1i5fMnDlzJg4ePIjvvvsOdnZ2kEql+Pzzz8WbYYu9fANw8U2qpeUVFRWVGd+rNxELgiDWp/8/FejVG2CpBu6bV1NTg6+vL8LCwhAcHIzQ0FC4u7ujUaNGVWpHQ0ND5b9FRUVQV1dHfHw81NXVVeoWT9sZPXo0vL29sW/fPhw6dAghISFYtmwZJk+eXGofEokEEomkqofIGGOMsWriK/zsneDk5IQnT56IaU1NTRQWFla4n4uLC+7fvw8NDQ3Y2dmpbHXq1AEAxMTEwNfXF71790bTpk0hl8uRnp7+pg6lTA0bNoSmpibOnz8v5uXk5Ihz4V/XiBEj8OeffyIyMhKRkZEYNWrUa7fZokULFBYWIjMzs8T5lcvlYj0rKyuMHz8ekZGRmDFjBtatW/fafTPGGGOsZvCAn71VDx48wMcff4zNmzfjypUrSEtLw44dO7B06VL4+PiI9WxsbHD06FHcv38fDx8+LLO9zp07w83NDb169cLBgweRnp6OM2fOICAgABcuXAAA2NnZITIyEgkJCbh8+TIGDRpU7lX6N0VPTw/Dhw/HzJkzcfz4cVy7dg0jR46EmppajSx72aBBA3z88ccYO3YsNDU18fnnn792m/b29hg8eDCGDRuGyMhIpKWlIS4uDkuWLMH+/fsBAFOnTsXBgweRlpaGixcv4tixY3B0dHztvhljjDFWM3jAz94qXV1dtGnTBitWrIC7uzuaNGmCuXPnYsyYMfjpp5/EesuWLcPhw4dhZWWFFi1alNmeIAjYv38/3N3dMXLkSNjb22PAgAFIT08X59yvWLECRkZGaNeuHXr06AFvb2+4uLi88WMtzfLly+Hm5obu3bujc+fOaN++PRwdHaGtrV0j7Y8aNQoPHz7EgAEDSqzJX12hoaEYNmwYZsyYAQcHB/Ts2RPnzp2DlZUVAKCwsBATJ06Eo6MjunTpAgcHB6xevbpG+maMMcbY6+MHbzFWi548eYK6deti2bJlNTIF59+IH7zFGGOMVU9lP0P5pl3G3qJLly7h+vXraN26NZRKJebPnw8AKtOZGGOMMcZqEk/pYewt++6779CsWTN07twZT548QUxMjHiD8ZvStWtXlWU1X96++eabN9o3Y4wxxmoXT+lh7ANw9+5dPHv2rNQyY2NjGBsbv+WI/oen9DDGGGPVw1N6GGOiunXr1nYIjDHGGKslPKWHsQo8ffoUffv2hb6+PgRBQHZ2dql5tY2IMHbsWBgbG0MQBCQkJJSaxxhjjLEPCw/42QcrIyMDo0aNgqWlJbS0tGBtbY0pU6bgwYMHKvXCw8MRExODM2fOQKFQwMDAoNS8NyUrKwtTp06FjY0NtLS0YGFhgREjRuDOnTsq9aKjoxEWFoaoqCgoFAo0adKk1LyaJAiCuGloaKB+/fqYPn068vLyarQfxhhjjFUfT+lhH6Rbt27Bzc0N9vb22LZtGxo0aIBr165h5syZOHDgAGJjY8V57ampqXB0dFQZLJeWV1WFhYUQBAFqamV/787KykLbtm2hpaWF1atXo0mTJkhPT0dAQABatWqFs2fPwtbWVozJwsIC7dq1U4nz1byqIiIUFhZCQ6P0/12EhoaiS5cuKCgowOXLlzFixAjo6OhgwYIF1e6TMcYYYzWIGPsAdenSherVq0dPnz5VyVcoFCSTyWj8+PFEROTh4UEAxM3Dw6PUPCKivLw8mjlzJllaWpJMJqPWrVvT8ePHxbZDQ0PJwMCA9u7dS46OjqSurk63bt0qN87x48eTjo4OKRQKlfynT59S3bp1qUuXLkRENHz4cJWYrK2tS80jIioqKqIlS5ZQgwYNSFtbm5ydnWnHjh1i28ePHycAFB0dTS1btiRNTU06duxYqfEBoF27dqnkjRw5krp161bucb1MqVQSAFIqlZXehzHGGGOV/wzlK/zsg5OVlYWDBw9i0aJFkEqlKmVyuRyDBw/G9u3bsXr1akRGRuLrr7/GH3/8gcjISGhpaQFAqXkjRoxAeno6IiIiYGlpiV27dqFLly64evUqGjVqBODF/QAhISFYv349TExMYGZmVmacRUVFiIiIwODBgyGXy1XKpFIpJkyYgICAAGRlZWHlypVo2LAhfvnlF8TFxUFdXR1aWlol8gAgICAAkZGRWLNmDRo1aoRTp05hyJAhMDU1hYeHh9jHrFmz8N1338HW1haGhoaVOrc3btzA8ePH4evrW2advLw8lSk/OTk5lWqbMcYYY9XDA372wbl58yaICI6OjqWWOzo64uHDh/j7779hZmYGmUwGLS0tlUH3q3mpqanYtm0b/vzzT1haWgIAvvrqK0RHRyM0NFRc676goACrV69Gs2bNKozz77//RnZ2drlxEhFSUlLQunVr6OnpQV1dXSXOV/OePHmC5cuX49ixY3BzcwMA2Nra4vfff8fatWtVBvzz58+Hl5dXhXEOHDgQ6urqeP78OfLy8tC9e3f4+/uXWT8kJATBwcEVtssYY4yxmsEDfsZeQf//0RSCIFR6n4sXL4KIYG9vr5Kfl5cHExMTMa2lpQVnZ+daizMxMRG5ubklBvL5+flo0aKFSp6rq2ul2lyxYgU6d+6MwsJCpKSkYPr06Rg6dCgiIiJKre/v74/p06eL6ZycHFhZWVX6GBhjjDFWNTzgZx8cOzs7CIKAxMRE9OrVq0T59evXYWRkVKWn3xYVFUFdXR3x8fHi1Jliurq64t9SqbTSA3RTU1MYGhoiMTGx1PLr169DEAQ0bNiwSnECwL59+0qszS+RSFTSOjo6lWpTLpfDzs4OAODg4IBHjx5h4MCBWLhwoZj/aj+v9sUYY4yxN4eX5WQfHBMTE3h5eWH16tUlnj57//59bNmyBf3796/SlfMWLVqgsLAQmZmZsLOzU9lenX9fWWpqaujXrx+2bt2K+/fvq5Q9e/YMq1evhre3d5Wekuvk5ASJRII7d+6UiLOmrrIXf+Ep68m+jDHGGHu7eMDPPkg//fQT8vLy4O3tjVOnTiEjIwPR0dHw8vJC3bp1sWjRoiq1Z29vj8GDB2PYsGGIjIxEWloa4uLisGTJEuzfv7/acS5atAhyuRxeXl44cOAAMjIycOrUKXh7e6OgoACrVq2qUnt6enr46quvMG3aNISHhyM1NRWXLl3CqlWrEB4eXq0Ys7Ozcf/+fdy7dw8nT57E/PnzYW9vX+a9B4wxxhh7u3hKD/sgNWrUCBcuXEBQUBD69++PBw8eQC6Xo1evXggMDKzSVfNioaGhWLhwIWbMmIG7d+/CxMQEbm5u6NatW7XjrFOnDmJjYzF//nyMGzcOCoUCJiYm6NKlCzZv3oz69etXuc0FCxbAzMwMISEhuHXrFgwNDeHi4oL//Oc/1YpxxIgRAF7cSyCXy+Hu7o5vvvmmzHX7GWOMMfZ2CVR85x9jjNWCnJwcGBgYQKlUQl9fv7bDYYwxxv41KvsZylN6GGOMMcYYe4/xgJ+xWqSrq1vmFhMTU9vhMcYYY+w9wJNsGatFCQkJZZa9umwmY4wxxlh18ICfsVpU2jr1jDHGGGM1iaf0sHeSp6cnpk6dKqZtbGzw/fffv1abQUFBaN68+Wu1URZfX99SH+LFGGOMMVbbeMDPasyrg/Riu3fvrtJDrEoTFxeHsWPHvlYbX331FY4ePSqm3+Yg/cSJExAEAYIgQE1NDQYGBmjRogVmzZoFhUJR5fYEQcDu3btrJLa8vDx89NFHpZ7fWbNmwdraGjk5OTXSF2OMMcbePh7ws38FU1NTyGSy12pDV1cXJiYmNRRR9SQnJ+PevXuIi4vD7NmzceTIETRp0gRXr16ttZgkEgl+/fVXhIWFITo6WsyPjY3FihUrEBYWxstlMsYYY/9iPOBnb13x1JpNmzbBxsYGBgYGGDBgAB49elTmPq9O6REEAWvXrkX37t0hk8ng6OiIs2fPIiUlBZ6entDR0YGbmxtSU1NL9Fv8d3h4OP773/+KV95PnDgBALh79y769+8PIyMjmJiYwMfHB+np6WI7hYWFmD59OgwNDWFiYoJZs2ahso+zMDMzg1wuh729PQYMGIDTp0/D1NQUX375pVgnLi4OXl5eqFOnDgwMDODh4YGLFy+qnAsA6N27NwRBENOpqanw8fGBubk5dHV10apVKxw5cqRScbVs2RJz5szB6NGjkZ2djdzcXIwYMQITJ05Ep06dcObMGbi7u0MqlcLKygp+fn548uSJuP/q1avRqFEjaGtrw9zcHJ9//nml+mWMMcbYm8cDflYrUlNTsXv3bkRFRSEqKgonT57E4sWLq9TGggULMGzYMCQkJKBx48YYNGgQxo0bB39/f1y4cAEAMGnSpFL3/eqrr9CvXz906dIFCoUCCoUC7dq1w9OnT9GpUyfo6uri1KlT+P3336Grq4suXbogPz8fALBs2TJs3LgRGzZswO+//46srCzs2rWrWudBKpVi/PjxOH36NDIzMwEAjx49wvDhwxETE4PY2Fg0atQI3bp1E78QxcXFAXjxZF+FQiGmHz9+jG7duuHIkSO4dOkSvL290aNHD9y5c6dSscyZMwcWFhbw8/NDQEAAACAkJARXr16Ft7c3+vTpgytXrmD79u34/fffxXN74cIF+Pn5Yf78+UhOTkZ0dDTc3d3L7CcvLw85OTkqG2OMMcbeIGKshnh4eNCUKVNK5O/atYtefqsFBgaSTCajnJwcMW/mzJnUpk2bMtuytramFStWiGkAFBAQIKbPnj1LAGjDhg1i3rZt20hbW1ul32bNmonp4cOHk4+Pj0qsGzZsIAcHByoqKhLz8vLySCqV0sGDB4mIyMLCghYvXiyWFxQUUL169Uq09bLjx48TAHr48GGJsgMHDhAAOnfuXKn7Pn/+nPT09Gjv3r0qx79r164y+yvm5OREP/74Y4X1iiUmJpK2tjZpaWnR+fPniYho6NChNHbsWJV6MTExpKamRs+ePaOdO3eSvr6+yutZnsDAQAJQYlMqlZWOkzHGGGNESqWyUp+hfIWf1QobGxvo6emJaQsLC/EKd2U5OzuLf5ubmwMAmjZtqpKXm5tbpSvI8fHxSElJgZ6envgALGNjY+Tm5iI1NRVKpRIKhQJubm7iPhoaGnB1da1S7C+j/z8dqPjG5szMTIwfPx729vYwMDCAgYEBHj9+XOGV+idPnmDWrFlwcnKCoaEhdHV1cf369Upf4QcAR0dH9O3bF15eXmjVqhWAF+ckLCxM5aFg3t7eKCoqQlpaGry8vGBtbQ1bW1sMHToUW7ZswdOnT8vsw9/fH0qlUtwyMjIqHR9jjDHGqo7X4Wc1Rl9fH0qlskR+dnZ2iZs+NTU1VdKCIKCoqKhK/b3cRvFgubS8qrRbVFSEli1bYsuWLSXKTE1NqxRfZSUlJQH439x8X19f/P333/j+++9hbW0NiUQCNzc3cUpRWWbOnImDBw/iu+++g52dHaRSKT7//PMK93uVhoYGNDT+97+GoqIijBs3Dn5+fiXq1q9fH1paWrh48SJOnDiBQ4cOYd68eQgKCkJcXBwMDQ1L7CORSCCRSKoUE2OMMcaqjwf8rMY0btwYBw4cKJEfFxcHBweHWoiofFpaWigsLFTJc3Fxwfbt22FmZlbmyjQWFhaIjY0V56k/f/4c8fHxcHFxqXIMz549wy+//AJ3d3fxC0VMTAxWr16Nbt26AQAyMjLwzz//qOynqalZIvaYmBj4+vqid+/eAF7M6X/5ZuPqcnFxwbVr18p9SJiGhgY6d+6Mzp07IzAwEIaGhjh27Bj69Onz2v0zxhhj7PXwlB5WYyZMmIDU1FRMnDgRly9fxo0bN7Bq1Sps2LABM2fOrO3wSrCxscGVK1eQnJyMf/75BwUFBRg8eDDq1KkDHx8fxMTEIC0tDSdPnsSUKVPw559/AgCmTJmCxYsXY9euXbh+/TomTJiA7OzsSvWZmZmJ+/fv4+bNm4iIiED79u3xzz//YM2aNWIdOzs7bNq0CUlJSTh37hwGDx4MqVRaIvajR4/i/v37ePjwobhfZGQkEhIScPnyZQwaNKjKv5qUZvbs2Th79iwmTpyIhIQE3Lx5E3v27MHkyZMBAFFRUfjhhx+QkJCA27dv49dff0VRUdE7+SWPMcYY+xDxgJ/VGBsbG8TExCA1NRWffvopWrVqhbCwMISFheGLL76o7fBKGDNmDBwcHODq6gpTU1OcPn0aMpkMp06dQv369dGnTx84Ojpi5MiRePbsmXjFf8aMGRg2bBh8fX3h5uYGPT098ap6RRwcHGBpaYmWLVti8eLF6Ny5M/744w84OTmJdTZu3IiHDx+iRYsWGDp0KPz8/GBmZqbSzrJly3D48GFYWVmhRYsWAIAVK1bAyMgI7dq1Q48ePeDt7V2tXx1e5ezsjJMnT+LmzZvo2LEjWrRogblz58LCwgIAYGhoiMjISHz88cdwdHTEzz//jG3btuGjjz567b4ZY4wx9voEokouIM4YY29ATk4ODAwMoFQq+QFfjDHGWBVU9jOUr/AzxhhjjDH2HuMBP2MfgJiYGJVlNV/dGGOMMfb+4lV6GPsAuLq6IiEhobbDYIwxxlgt4AE/Yx8AqVRa7rKajDHGGHt/8ZQexhhjjDHG3mM84GdvTVhYWKlPXn1d6enpEASh1qas+Pr6olevXmLa09MTU6dOfa02a+pcvalz/rKgoCA0b978jfbBGGOMser74Af8vr6+EAQBgiBAU1MTtra2+Oqrr/DkyZPaDu21nThxAoIgVPhQqOJ6RkZGyM3NVSk7f/68eH6qwsbGBt9//30VI37zir8caGho4O7duyplCoUCGhoaEAShSk+oXblyJcLCwmo20Eo6fvw4unXrBhMTE8hkMjg5OWHGjBkljo0xxhhjH64PfsAPAF26dIFCocCtW7ewcOFCrF69Gl999VVth/XW6enpYdeuXSp5GzduRP369WspojfH0tISv/76q0peeHg46tatW+W2DAwM3vhV9NKsXbsWnTt3hlwux86dO5GYmIiff/4ZSqUSy5Yte+vxMMYYY+zdxAN+ABKJBHK5HFZWVhg0aBAGDx6M3bt3AwA2b94MV1dX6OnpQS6XY9CgQcjMzAQAEBHs7Ozw3XffqbT3xx9/QE1NDampqQAAQRCwdu1adO/eHTKZDI6Ojjh79ixSUlLg6ekJHR0duLm5ifWL7d27Fy1btoS2tjZsbW0RHByM58+fi+WCIGD9+vXo3bs3ZDIZGjVqhD179gB4cSW7U6dOAAAjIyMIggBfX99yz8Pw4cOxceNGMf3s2TNERERg+PDhJeqeOXMG7u7ukEqlsLKygp+fn/iriKenJ27fvo1p06aV+uvAwYMH4ejoCF1dXfHLVrGioiLMnz8f9erVg0QiQfPmzREdHa2y//nz59GiRQtoa2vD1dUVly5dKve4yjrW0NBQlbywsLASx1pYWIhRo0ahQYMGkEqlcHBwwMqVK1XqvDql51X5+fmYNWsW6tatCx0dHbRp0wYnTpwo0Xf9+vUhk8nQu3dvPHjwoNz4//zzT/j5+cHPzw8bN26Ep6cnbGxs4O7ujvXr12PevHkq9cs75wAQGhoKR0dHaGtro3Hjxli9enWJ/gYMGABjY2Po6OjA1dUV586dKzW2tLQ02NnZ4csvv0RRUVGJ8ry8POTk5KhsjDHGGHuD6AM3fPhw8vHxUcmbPHkymZiYEBHRhg0baP/+/ZSamkpnz56ltm3bUteuXcW6ixYtIicnJ5X9p02bRu7u7mIaANWtW5e2b99OycnJ1KtXL7KxsaGPP/6YoqOjKTExkdq2bUtdunQR94mOjiZ9fX0KCwuj1NRUOnToENnY2FBQUJBKu/Xq1aOtW7fSzZs3yc/Pj3R1denBgwf0/Plz2rlzJwGg5ORkUigUlJ2dXeo5OH78uFhPIpHQ7du3iYho06ZN1KxZM9q1axe9/Fa5cuUK6erq0ooVK+jGjRt0+vRpatGiBfn6+hIR0YMHD6hevXo0f/58UigUpFAoiIgoNDSUNDU1qXPnzhQXF0fx8fHk6OhIgwYNEttevnw56evr07Zt2+j69es0a9Ys0tTUpBs3bhAR0ePHj8nU1JT69+9Pf/zxB+3du5dsbW0JAF26dKn8F5uI0tLSCACdP3+e6tSpQzExMUREFBMTQ6ampnT+/HkCQGlpaURElJ+fT/PmzaPz58/TrVu3aPPmzSSTyWj79u1im6++hzw8PGjKlClietCgQdSuXTs6deoUpaSk0LfffksSiUQ8ptjYWBIEgUJCQig5OZlWrlxJhoaGZGBgUOZxLF++nADQvXv3yj3eypzzX375hSwsLGjnzp1069Yt2rlzJxkbG1NYWBgRET169IhsbW2pY8eOFBMTQzdv3qTt27fTmTNniIgoMDCQmjVrRkREV69eJQsLC/r666/LjCkwMJAAlNiUSmW5x8IYY4wxVUqlslKfoTzgf2Wwdu7cOTIxMaF+/fqVWr94QPjo0SMiIrp37x6pq6vTuXPniOjFANHU1FQcLBG9GJgHBASI6bNnzxIA2rBhg5i3bds20tbWFtMdO3akb775RqXvTZs2kYWFRZntPn78mARBoAMHDhDR/wbyDx8+LPccvFyvV69eFBwcTEREnTp1opUrV5YY8A8dOpTGjh2r0kZMTAypqanRs2fPiIjI2tqaVqxYoVInNDSUAFBKSoqYt2rVKjI3NxfTlpaWtGjRIpX9WrVqRRMmTCAiorVr15KxsTE9efJELF+zZk2VB/yXLl2iqVOn0ogRI4iIaMSIETRt2jS6dOmSyoC/NBMmTKC+ffuK6fIG/CkpKSQIAt29e1eljU8++YT8/f2JiGjgwIEqX/aIiPr371/ugP/LL78kfX39Co+3MufcysqKtm7dqrLfggULyM3NjYhenHM9PT168OBBqX0UD/jPnDlDxsbG9O2335YbU25uLimVSnHLyMjgAT9jjDFWDZUd8PM6/ACioqKgq6uL58+fo6CgAD4+Pvjxxx8BAJcuXUJQUBASEhKQlZUlTlG4c+cOnJycYGFhgc8++wwbN25E69atERUVhdzcXHzxxRcqfTg7O4t/m5ubAwCaNm2qkpebm4ucnBzo6+sjPj4ecXFxWLRokVinsLAQubm5ePr0KWQyWYl2dXR0oKenJ045qo6RI0diypQpGDJkCM6ePYsdO3YgJiZGpU58fDxSUlKwZcsWMY+IUFRUhLS0NDg6OpbZvkwmQ8OGDcW0hYWFGG9OTg7u3buH9u3bq+zTvn17XL58GQCQlJSEZs2aiccPAG5ubtU61lGjRsHNzQ3ffPMNduzYgbNnz6pMmSr2888/Y/369bh9+zaePXuG/Pz8Sq9Kc/HiRRAR7O3tVfLz8vJgYmIiHlPv3r1Vyt3c3EpMZXoZEVX6Ruryzvnff/+NjIwMjBo1CmPGjBHrPH/+HAYGBgCAhIQEtGjRAsbGxmX2cefOHXTu3BkLFy7EtGnTyo1HIpFAIpFUKnbGGGOMvT4e8APo1KkT1qxZA01NTVhaWkJTUxMA8OTJE3z66af49NNPsXnzZpiamuLOnTvw9vZGfn6+uP/o0aMxdOhQrFixAqGhoejfv7/KgBSA2CYAcaBWWl7xF4qioiIEBwejT58+JeLV1tYutd3idkqbN11Z3bp1w7hx4zBq1Cj06NFDHJS+rKioCOPGjYOfn1+Jsopu8C0tXiIqkfeylwe3r9Z9HU2aNEHjxo0xcOBAODo6okmTJiWW9vy///s/TJs2DcuWLYObmxv09PTw7bffljl//VVFRUVQV1dHfHw81NXVVcp0dXUBVO+Y7O3toVQqoVAoYGFhUW7d8s558Xtl3bp1aNOmjUq94nilUmmF8ZiamsLS0hIREREYNWoU9PX1K30sjDHGGHuzeMCPF1fGS3sK6fXr1/HPP/9g8eLFsLKyAgBcuHChRL1u3bpBR0cHa9aswYEDB3Dq1KnXjsnFxQXJycmv9XRULS0tAC9+GagsdXV1DB06FEuXLsWBAwfKjO3atWvlxqalpVWlfgFAX18flpaW+P333+Hu7i7mnzlzBq1btwYAODk5YdOmTXj27Jk4EI2Nja1SPy8bOXIkJkyYgDVr1pRaHhMTg3bt2mHChAli3qs3V5enRYsWKCwsRGZmJjp27FhqHScnpxLHUNExff755/j666+xdOlSrFixokR5dnZ2pVYOMjc3R926dXHr1i0MHjy41DrOzs5Yv349srKyyrzKL5VKERUVhW7dusHb2xuHDh2Cnp5ehf0zxhhj7M3jVXrKUb9+fWhpaeHHH3/ErVu3sGfPHixYsKBEPXV1dfj6+sLf3x92dnbVnmLysnnz5uHXX39FUFAQrl27hqSkJGzfvh0BAQGVbsPa2hqCICAqKgp///03Hj9+XKn9FixYgL///hve3t6lls+ePRtnz57FxIkTkZCQgJs3b2LPnj2YPHmyWMfGxganTp3C3bt38c8//1Q65pkzZ2LJkiXYvn07kpOT8fXXXyMhIQFTpkwBAAwaNAhqamoYNWoUEhMTsX///hKrJFXFmDFj8Pfff2P06NGlltvZ2eHChQs4ePAgbty4gblz5yIuLq7S7dvb22Pw4MEYNmwYIiMjkZaWhri4OCxZsgT79+8HAPj5+SE6OhpLly7FjRs38NNPP5U7nQcArKyssGLFCqxcuRKjRo3CyZMncfv2bZw+fRrjxo0r9X1alqCgIISEhGDlypW4ceMGrl69itDQUCxfvhwAMHDgQMjlcvTq1QunT5/GrVu3sHPnTpw9e1alHR0dHezbtw8aGhro2rVrpd9vjDHGGHuzeMBfDlNTU4SFhWHHjh1wcnLC4sWLyxxcjho1Cvn5+Rg5cmSN9O3t7Y2oqCgcPnwYrVq1Qtu2bbF8+XJYW1tXuo26desiODgYX3/9NczNzTFp0qRK7aelpYU6deqUOUfc2dkZJ0+exM2bN9GxY0e0aNECc+fOVZlaMn/+fKSnp6Nhw4YwNTWtdMx+fn6YMWMGZsyYgaZNmyI6Ohp79uxBo0aNALyYBrN3714kJiaiRYsWmDNnDpYsWVLp9l+loaGBOnXqQEOj9B+7xo8fjz59+qB///5o06YNHjx4oHK1vzJCQ0MxbNgwzJgxAw4ODujZsyfOnTsn/mrUtm1brF+/Hj/++COaN2+OQ4cOVeqL3YQJE3Do0CHcvXsXvXv3RuPGjTF69Gjo6+tX6TkSo0ePxvr16xEWFoamTZvCw8MDYWFhaNCgAYAX74dDhw7BzMwM3bp1Q9OmTbF48eISU5SAF6/PgQMHQETo1q3be/EAO8YYY+zfTqCanBT9ATt9+jQ8PT3x559/ijflMsYqlpOTAwMDAyiVSp77zxhjjFVBZT9DeQ7/a8rLy0NGRgbmzp2Lfv368WCfMcYYY4y9U3hKz2vatm0bHBwcoFQqsXTp0toO54M3fvx46OrqlrqNHz++tsNjjDHGGHvreEoPe69kZmYiJyen1DJ9fX2YmZm95YhYRXhKD2OMMVY9PKWHfZDMzMx4UM8YY4wx9hKe0sNYDTpx4gQEQUB2djYAICwsrFLr4f+b+Pr6olevXrUdBmOMMcYqiQf8/yLVGWgJgoDdu3e/kXiq49UBcWl8fX0hCEK5W21KT08vNaYhQ4agXbt2UCgUMDAwqLX4rl27hn79+sHU1BQSiQSNGjXC3Llz8fTp0yq1U3ycrz59eOXKlQgLC6u5gBljjDH2RvGAn1VKQUHBW+tr5cqVUCgU4ga8WMv+1bzaduTIEZWYVq1aBS0tLcjl8jf+paSs1yM2NhZt2rRBfn4+9u3bhxs3buCbb75BeHg4vLy8kJ+f/9p9GxgYvHe/WjDGGGPvMx7w/4t5enrCz88Ps2bNgrGxMeRyOYKCgsRyGxsbAEDv3r0hCIKYBoC9e/eiZcuW0NbWhq2tLYKDg/H8+XOxXBAE/Pzzz/Dx8YGOjg4WLlyIoKAgNG/eHJs2bYKNjQ0MDAwwYMAAPHr0SNyPiLB06VLY2tpCKpWiWbNm+O233wC8uGLcqVMnAICRkREEQYCvr2+J4zIwMIBcLhc3ADA0NIRcLscvv/wCLy+vEvu0bNkS8+bNA/C/X0KCg4NhZmYGfX19jBs3TmWwW16clWViYqISp4GBQZm/YOzevRv29vbQ1taGl5cXMjIyVMqr83q8iogwatQoODo6IjIyEq1bt4a1tTW++OIL7N27F2fPnsWKFStU2lyzZg26du0KqVSKBg0aYMeOHWJ58YO3WrRoAUEQ4OnpqXJ+ixUVFWHJkiWws7ODRCJB/fr1sWjRoiqdS8YYY4y9QcT+NYYPH04+Pj5i2sPDg/T19SkoKIhu3LhB4eHhJAgCHTp0iIiIMjMzCQCFhoaSQqGgzMxMIiKKjo4mfX19CgsLo9TUVDp06BDZ2NhQUFCQ2DYAMjMzow0bNlBqaiqlp6dTYGAg6erqUp8+fejq1at06tQpksvl9J///Efc7z//+Q81btyYoqOjKTU1lUJDQ0kikdCJEyfo+fPntHPnTgJAycnJpFAoKDs7u8LjBkC7du0iIqKMjAxSU1Oj8+fPi+WXL18mQRAoNTVVPE+6urrUv39/+uOPPygqKopMTU0rHWdF0tLSCABdunSpRNnx48cJAD18+JCIiEJDQ0lTU5NcXV3pzJkzdOHCBWrdujW1a9dO3Ke6r8erLl68SABo69atpcbt5eVFzZo1U2nTxMSE1q1bR8nJyRQQEEDq6uqUmJhIRETnz58nAHTkyBFSKBT04MED8fy+/D6cNWsWGRkZUVhYGKWkpFBMTAytW7euzPOXm5tLSqVS3DIyMggAKZXKMvdhjDHGWElKpbJSn6E84P8XKW3A36FDB5U6rVq1otmzZ4vplwfLxTp27EjffPONSt6mTZvIwsJCZb+pU6eq1AkMDCSZTEY5OTli3syZM6lNmzZERPT48WPS1tamM2fOqOw3atQoGjhwIBGVHBBXxqvH0LVrV/ryyy/F9NSpU8nT01NMDx8+nIyNjenJkydi3po1a0hXV5cKCwsrFWd5igf8UqmUdHR0xO3ixYulDvgBUGxsrLh/UlISAaBz584RUfVfj1dFRESU+UWEiMjPz4+kUqlKm+PHj1ep06ZNG/HclvXF5uX3YU5ODkkkknIH+K8KDAwkACU2HvAzxhhjVVPZAT8vy/kv5+zsrJK2sLBAZmZmufvEx8cjLi5OZdpFYWEhcnNz8fTpU8hkMgCAq6triX1tbGygp6dXan+JiYnIzc0tMeUmPz8fLVq0qNqBlWPMmDEYOXIkli9fDnV1dWzZsgXLli1TqdOsWTPxOADAzc0Njx8/RkZGBjIzM2skzu3bt8PR0VFMW1lZ4ezZsyXqaWhoqJzLxo0bw9DQEElJSWjduvVrvR5VQUQl7i1wc3MrkX71Jt3yJCUlIS8vD5988kml9/H398f06dPFdE5ODqysrCq9P2OMMcaqhgf8/3KampoqaUEQUFRUVO4+RUVFCA4ORp8+fUqUaWtri3/r6OhUqb/i/+7btw9169ZVqSeRSMqNqSp69OgBiUSCXbt2QSKRIC8vD3379q3Uvi/H+7pxWllZwc7OrtL9lpX3Oq/Hy+zt7QG8+OLVvHnzEuXXr19Ho0aNqhVrWaRSaaXrFpNIJDX6fmCMMcZY+XjA/57T1NREYWGhSp6LiwuSk5MrPVitLCcnJ0gkEty5cwceHh6l1tHS0gKAEjFVhYaGBoYPH47Q0FBIJBIMGDBA5Wo+AFy+fBnPnj0TB6SxsbHQ1dVFvXr1YGRkVGGcNen58+e4cOECWrduDQBITk5GdnY2GjduDKDmXo/mzZujcePGWLFiBQYMGAA1tf/dk3/58mUcOXIEISEhKvvExsZi2LBhKuniXzkq81o1atQIUqkUR48exejRo18rfsYYY4y9GTzgf8/Z2Njg6NGjaN++PSQSCYyMjDBv3jx0794dVlZW+OKLL6CmpoYrV67g6tWrpa7+Ull6enr46quvMG3aNBQVFaFDhw7IycnBmTNnoKuri+HDh8Pa2hqCICAqKgrdunWDVCqFrq5ulfsaPXq0OJ3m9OnTJcrz8/MxatQoBAQE4Pbt2wgMDMSkSZOgpqZWqThrkqamJiZPnowffvgBmpqamDRpEtq2bSt+Aaip10MQBKxfvx6ffvop+vbtC39/f8jlcpw7dw4zZsyAm5sbpk6dqrLPjh074Orqig4dOmDLli04f/48NmzYAODFU4ulUimio6NRr149aGtrl3i+gLa2NmbPno1Zs2ZBS0sL7du3x99//41r165h1KhRr3fiGGOMMVYjeFnO99yyZctw+PBhWFlZiVduvb29ERUVhcOHD6NVq1Zo27Ytli9fDmtr69fub8GCBZg3bx5CQkLg6OgIb29v7N27V1zisW7duggODsbXX38Nc3NzTJo0qVr9NGrUCO3atYODgwPatGlTovyTTz5Bo0aN4O7ujn79+qFHjx4qS5ZWFGdNkslkmD17NgYNGgQ3NzdIpVJERESI5TX5erRv3x6xsbFQV1dHt27dYGdnB39/fwwfPhyHDx8uMZUmODgYERERcHZ2Rnh4OLZs2QInJycAL35J+eGHH7B27VpYWlrCx8en1D7nzp2LGTNmYN68eXB0dET//v0rvI+EMcYYY2+PQERU20EwVlVEhMaNG2PcuHEqN4ACL9aJz87OfqeeMPwuEgQBu3btqvLTm2taTk4ODAwMoFQqoa+vX6uxMMYYY/8mlf0M5Sk97F8nMzMTmzZtwt27dzFixIjaDocxxhhj7J3GU3rYv465uTkWL16MX375BUZGRjXe/vjx46Grq1vqNn78+BrvjzHGGGPsTeIpPYy9IjMzEzk5OaWW6evrw8zM7C1H9H7jKT2MMcZY9fCUHsaqyczMjAf1jDHGGHtv8JQe9kZcv34dbdu2hba2dqkPgaoN6enpEAShSk+S/bfHIQgC37zMGGOMfeB4wM9U+Pr6QhAECIIADQ0N1K9fH19++SUePnxYpXYCAwOho6OD5ORkHD169A1F+27w9PQUz9nL2/Pnz0utb2VlBYVCgSZNmrzlSEt348YNyGQybN26VSW/qKgI7dq1Q+/evWspMsYYY4zVBB7wsxK6dOkChUKB9PR0rF+/Hnv37sWECROq1EZqaio6dOgAa2trmJiYVCuO/Pz8UvMLCgqq1d6bNGbMGCgUCpVNQ6PkjLn8/Hyoq6tDLpeXWl4b7O3tsXjxYkyePBkKhULMX7ZsGVJSUrB27dpajI4xxhhjr4sH/KwEiUQCuVyOevXq4dNPP0X//v1x6NAhlTqhoaFwdHSEtrY2GjdujNWrV4tlgiAgPj4e8+fPhyAI4gOv7t69i/79+8PIyAgmJibw8fFBenq6uJ+vry969eqFkJAQWFpawt7eXpz+8n//93/w9PSEtrY2Nm/eXGEMAHD+/Hm0aNEC2tracHV1xaVLlyo89s2bN8PV1RV6enqQy+UYNGhQpR4iJZPJIJfLVTbgxZOOFy5cCF9fXxgYGGDMmDGlTulJTExEt27doKurC3NzcwwdOhT//POPWO7p6Qk/Pz/MmjULxsbGkMvlKg8SA4CbN2/C3d0d2tracHJywuHDhyuMu9jkyZPRvHlzjBkzBsCLKVnz5s3DL7/8AjMzs3LPdX5+PiZNmgQLCwtoa2vDxsYGISEhle6bMcYYY28YMfaS4cOHk4+Pj5hOTU0lJycnMjc3F/N++eUXsrCwoJ07d9KtW7do586dZGxsTGFhYUREpFAo6KOPPqIZM2aQQqGgR48e0ZMnT6hRo0Y0cuRIunLlCiUmJtKgQYPIwcGB8vLyxL51dXVp6NCh9Mcff9DVq1cpLS2NAJCNjY3Y3927dyuM4fHjx2Rqakr9+/enP/74g/bu3Uu2trYEgC5dulTm8W/YsIH2799PqampdPbsWWrbti117dq13HPm4eFBU6ZMKbXM2tqa9PX16dtvv6WbN2/SzZs3xWMqjuPevXtUp04d8vf3p6SkJLp48SJ5eXlRp06dVPrQ19enoKAgunHjBoWHh5MgCHTo0CEiIiosLKQmTZqQp6cnXbp0iU6ePEktWrQgALRr165y4y92+/Zt0tfXp19++YXatGlDw4cPJ6KKX+9vv/2WrKys6NSpU5Senk4xMTG0devWMvvJzc0lpVIpbhkZGQSAlEplpeJkjDHG2AtKpbJSn6E84Gcqhg8fTurq6qSjo0Pa2toEgADQ8uXLxTpWVlYlBnQLFiwgNzc3Md2sWTMKDAwU0xs2bCAHBwcqKioS8/Ly8kgqldLBgwfFvs3NzcUvAEQkDo6///57lf4qimHt2rVkbGxMT548EcvXrFlT4YD/VefPnycA9OjRozLreHh4kKamJuno6Ijb9OnTiejFgL9Xr14q9V8d8M+dO5c+/fRTlTrFg+Dk5GSxjw4dOqjUadWqFc2ePZuIiA4ePEjq6uqUkZEhlh84cKBKA34ioo0bN5KamhpZWVlRdnY2EVV8ridPnkwff/yxymtbnsDAQPF99fLGA37GGGOsaio74H83JhGzd0qnTp2wZs0aPH36FOvXr8eNGzcwefJkAMDff/+NjIwMjBo1Spz+AQDPnz+HgYFBmW3Gx8cjJSUFenp6Kvm5ublITU0V002bNoWWllaJ/V1dXcW/KxNDUlISmjVrBplMJpa7ublVeOyXLl1CUFAQEhISkJWVhaKiIgDAnTt34OTkVOZ+gwcPxpw5c8S0oaFhqbGXJj4+HsePH4eurm6JstTUVNjb2wMAnJ2dVcosLCzE6UZJSUmoX78+6tWrJ5ZX5nhfNWLECMydOxd+fn4wMDCo1Ln29fWFl5cXHBwc0KVLF3Tv3h2ffvppmX34+/tj+vTpYjonJwdWVlZVjpUxxhhjlcMDflaCjo4O7OzsAAA//PADOnXqhODgYCxYsEAcAK9btw5t2rRR2U9dXb3MNouKitCyZUts2bKlRJmpqalK32XF9HJbFcVA1Xie3JMnT/Dpp5/i008/xebNm2Fqaoo7d+7A29u7zBuIixkYGIjnrLzYS1NUVIQePXpgyZIlJcosLCzEvzU1NVXKBEEQz0VpxysIQrn9lkVDQ0O8obgy59rFxQVpaWk4cOAAjhw5gn79+qFz58747bffSm1fIpFAIpFUKzbGGGOMVR0P+FmFAgMD0bVrV3z55ZewtLRE3bp1cevWLQwePLjSbbi4uGD79u0wMzN77aepmpubVxiDk5MTNm3ahGfPnkEqlQIAYmNjy233+vXr+Oeff7B48WLxivOFCxdeK9bKcHFxwc6dO2FjY1PtlXucnJxw584d3Lt3D5aWlgCAs2fPvnZslTnXwIsnEPfv3x/9+/fH559/ji5duiArKwvGxsavHQNjjDHGXg+v0sMq5OnpiY8++gjffPMNACAoKAghISFYuXIlbty4gatXryI0NBTLly8vs43BgwejTp068PHxQUxMDNLS0nDy5ElMmTIFf/75Z5VjqiiGQYMGQU1NDaNGjUJiYiL279+P7777rtw269evDy0tLfz444+4desW9uzZgwULFlQ5tqqaOHEisrKyMHDgQJw/fx63bt3CoUOHMHLkSBQWFlaqjc6dO8PBwQHDhg3D5cuXERMTozLF6HVUdK5XrFiBiIgIXL9+HTdu3MCOHTsgl8tVpjUxxhhjrPbwgJ9VyvTp07Fu3TpkZGRg9OjRWL9+PcLCwtC0aVN4eHggLCwMDRo0KHN/mUyGU6dOoX79+ujTpw8cHR0xcuRIPHv2rFpX/CuKQVdXF3v37kViYiJatGiBOXPmlDpl5mWmpqYICwvDjh074OTkhMWLF1f4JaEmWFpa4vTp0ygsLIS3tzeaNGmCKVOmwMDAAGpqlfsnqqamhl27diEvLw+tW7fG6NGjsWjRohqJrzLnesmSJXB1dUWrVq2Qnp6O/fv3Vzp2xhhjjL1ZAlVnsjNjjNWQnJwcGBgYQKlUvvZ0L8YYY+xDUtnPUL4ExxhjjDHG2HuMB/yMfQC++eYb6Orqlrp17dq1tsNjjDHG2BvEU3oY+wBkZWUhKyur1DKpVIq6deu+5Yj+h6f0MMYYY9VT2c9QXpaTsQ+AsbExL5HJGGOMfaB4Sg9jb1hYWBgvUckYY4yxWsMDfvZO8/X1hSAIEAQBmpqaMDc3h5eXFzZu3Cg+BfZDdOLECQiCgOzs7Ndua9SoUWjatGmJpwnv378fmpqab+XhY4wxxhh7c3jAz955Xbp0gUKhQHp6Og4cOIBOnTphypQp6N69O54/f17b4f3rff/993j06BECAwPFvOzsbIwdOxZz5syBq6trLUbHGGOMsdfFA372zpNIJJDL5ahbty5cXFzwn//8B//9739x4MABhIWFAQCUSiXGjh0LMzMz6Ovr4+OPP8bly5fFNoKCgtC8eXOsXbsWVlZWkMlk+OKLL0pcIQ8NDYWjoyO0tbXRuHFjrF69WixLT0+HIAiIjIxEp06dIJPJ0KxZM5w9e1aljbCwMNSvXx8ymQy9e/fGgwcPShzT3r170bJlS2hra8PW1hbBwcEqX14EQcD69evRu3dvyGQyNGrUCHv27BHj6NSpEwDAyMgIgiDA19cXAPDbb7+hadOmkEqlMDExQefOnfHkyZNyz6+enh7CwsKwbNkynDt3DgAwdepUWFhYICAgAHfv3kX//v1hZGQEExMT+Pj4ID09Xdz/xIkTaN26NXR0dGBoaIj27dvj9u3b5fbJGGOMsbeIGHuHDR8+nHx8fEota9asGXXt2pWKioqoffv21KNHD4qLi6MbN27QjBkzyMTEhB48eEBERIGBgaSjo0Mff/wxXbp0iU6ePEl2dnY0aNAgsb1ffvmFLCwsaOfOnXTr1i3auXMnGRsbU1hYGBERpaWlEQBq3LgxRUVFUXJyMn3++edkbW1NBQUFREQUGxtLgiBQSEgIJScn08qVK8nQ0JAMDAzEfqKjo0lfX5/CwsIoNTWVDh06RDY2NhQUFCTWAUD16tWjrVu30s2bN8nPz490dXXpwYMH9Pz5c9q5cycBoOTkZFIoFJSdnU337t0jDQ0NWr58OaWlpdGVK1do1apV9OjRo0qd6ylTppCDgwP93//9H0mlUkpMTKQnT55Qo0aNaOTIkXTlyhVKTEykQYMGkYODA+Xl5VFBQQEZGBjQV199RSkpKZSYmEhhYWF0+/btMvvJzc0lpVIpbhkZGQSAlEplpeJkjDHG2AtKpbJSn6E84GfvtPIG/P379ydHR0c6evQo6evrU25urkp5w4YNae3atUT0YsCvrq5OGRkZYvmBAwdITU2NFAoFERFZWVnR1q1bVdpYsGABubm5EdH/Bvzr168Xy69du0YAKCkpiYiIBg4cSF26dCkR58sD/o4dO9I333yjUmfTpk1kYWEhpgFQQECAmH78+DEJgkAHDhwgIqLjx48TAHr48KFYJz4+ngBQenp6qeerIk+fPqXGjRuTmpoarVixgoiINmzYQA4ODlRUVCTWy8vLI6lUSgcPHqQHDx4QADpx4kSl+wkMDCQAJTYe8DPGGGNVU9kBP0/pYf9aRARBEBAfH4/Hjx/DxMRE5YFSaWlpSE1NFevXr18f9erVE9Nubm4oKipCcnIy/v77b2RkZGDUqFEqbSxcuFClDQBwdnYW/7awsAAAZGZmAgCSkpLg5uamUv/VdHx8PObPn6/Sz5gxY6BQKPD06dNS+9HR0YGenp7YT2maNWuGTz75BE2bNsUXX3yBdevW4eHDhxWex2JSqRQzZsyATCbDlClTxFhTUlKgp6cnxmpsbIzc3FykpqbC2NgYvr6+8Pb2Ro8ePbBy5UooFIpy+/H394dSqRS3jIyMSsfIGGOMsarjdfjZv1ZSUhIaNGiAoqIiWFhY4MSJEyXqlLccpiAI4n+LV/xZt24d2rRpo1JPXV1dJa2pqVmijeL9qRLPsSsqKkJwcDD69OlTokxbW7vUfl6NszTq6uo4fPgwzpw5g0OHDuHHH3/EnDlzcO7cOTRo0KDCuABAQ0MD6urqKsfVsmVLbNmypURdU1NTAC/ue/Dz80N0dDS2b9+OgIAAHD58GG3bti21D4lEAolEUql4GGOMMfb6eMDP/pWOHTuGq1evYtq0aahXrx7u378PDQ0N2NjYlLnPnTt3cO/ePVhaWgIAzp49CzU1Ndjb28Pc3Bx169bFrVu3MHjw4GrH5eTkhNjYWJW8V9MuLi5ITk6GnZ1dtfvR0tICABQWFqrkC4KA9u3bo3379pg3bx6sra2xa9cuTJ8+vVr9uLi4YPv27eLN0GVp0aIFWrRoAX9/f7i5uWHr1q1lDvgZY4wx9nbxgJ+98/Ly8nD//n0UFhbir7/+QnR0NEJCQtC9e3cMGzYMampqcHNzQ69evbBkyRI4ODjg3r172L9/P3r16iUuK6mtrY3hw4fju+++Q05ODvz8/NCvXz/I5XIAL1by8fPzg76+Prp27Yq8vDxcuHABDx8+rPSA2c/PD+3atcPSpUvRq1cvHDp0CNHR0Sp15s2bh+7du8PKygpffPEF1NTUcOXKFVy9ehULFy6sVD/W1tYQBAFRUVHo1q0bpFIprl27hqNHj+LTTz+FmZkZzp07h7///huOjo5VONuqBg8ejG+//RY+Pj6YP38+6tWrhzt37iAyMhIzZ85EQUEBfvnlF/Ts2ROWlpZITk7GjRs3MGzYsGr3yRhjjLGaxXP42TsvOjoaFhYWsLGxQZcuXXD8+HH88MMP+O9//ytOP9m/fz/c3d0xcuRI2NvbY8CAAUhPT4e5ubnYjp2dHfr06YNu3brh008/RZMmTVSW3Rw9ejTWr1+PsLAwNG3aFB4eHggLC6v0dBgAaNu2LdavX48ff/wRzZs3x6FDhxAQEKBSx9vbG1FRUTh8+DBatWqFtm3bYvny5bC2tq50P3Xr1kVwcDC+/vprmJubY9KkSdDX18epU6fQrVs32NvbIyAgAMuWLUPXrl0r3e6rZDIZTp06hfr166NPnz5wdHTEyJEj8ezZM+jr60Mmk+H69evo27cv7O3tMXbsWEyaNAnjxo2rdp+MMcYYq1kCVWbSMWP/ckFBQdi9ezcSEhJqOxT2ipycHBgYGECpVJY7bYgxxhhjqir7GcpX+BljjDHGGHuP8YCfsQ/Ay0uAvrrFxMTUdniMMcYYe4N4Sg9jH4CUlJQyy+rWrQupVPoWo1HFU3oYY4yx6qnsZyiv0sPYB+B1lgBljDHG2L8bT+mphhMnTkAQBGRnZ7/Vfm1sbPD999+/dju+vr7o1avXa7fDPkyCIGD37t21HQZjjDHGKumDG/BnZmZi3LhxqF+/PiQSCeRyOby9vXH27NnaDq1CcXFxGDt2bKXrp6enQxCEEivTrFy5EmFhYTUb3EvCwsIgCEK5W2lPxX2bqvrlqba+5JUnKCgIzZs3r1TdrKwsTJ06FTY2NtDS0oKFhQVGjBiBO3fuvNkgGWOMMVbrPrgpPX379kVBQQHCw8Nha2uLv/76C0ePHkVWVlZth1am/Px8aGlpwdTUtEbaMzAwqJF2ytK/f3906dJFTPfp0wdNmjTB/PnzxTxjY+M3GsO7iohQWFgIDY23908vKysLbdu2hZaWFlavXo0mTZogPT0dAQEBaNWqFc6ePQtbW9u3Fg9jjDHG3q4P6gp/dnY2fv/9dyxZsgSdOnWCtbU1WrduDX9/f3z22WcASr8qnp2dXepV6dOnT6NZs2bQ1tZGmzZtcPXqVbHs9u3b6NGjB4yMjKCjo4OPPvoI+/fvF8uvXbuGzz77DPr6+tDT00PHjh2RmpoK4H9TbkJCQmBpaQl7e3sAJa9KC4KANWvWoGvXrpBKpWjQoAF27Nghlhc/MKpFixYQBAGenp4q7RfLy8uDn58fzMzMoK2tjQ4dOiAuLk4sL766ffToUbi6ukImk6Fdu3ZITk4u9TxLpVLI5XJx09LSgkwmg1wux40bN2BlZVXiC9aMGTPg7u4O4MUvBIaGhti9ezfs7e2hra0NLy8vZGRkqOyzd+9etGzZEtra2rC1tUVwcDCeP39eakwVEQQB69evR+/evSGTydCoUSPs2bMHwIv3RKdOnQAARkZGEAQBvr6+AF4M4JcuXQpbW1tIpVI0a9YMv/32W4lzd/DgQbi6ukIikSAmJgaenp7w8/PDrFmzYGxsDLlcjqCgIJWYlEolxo4dCzMzM+jr6+Pjjz/G5cuXxXMUHByMy5cvi7+alPWrzZw5c3Dv3j0cOXIE3bp1Q/369eHu7o6DBw9CU1MTEydOFOtWJq6Xffzxx5g0aZJK3oMHDyCRSHDs2LHKnHrGGGOMvWEf1IC/eBnC3bt3Iy8v77XbmzlzJr777jvExcXBzMwMPXv2REFBAQBg4sSJyMvLw6lTp3D16lUsWbIEurq6AIC7d+/C3d0d2traOHbsGOLj4zFy5EiVwerRo0eRlJSEw4cPIyoqqswY5s6di759++Ly5csYMmQIBg4ciKSkJADA+fPnAQBHjhyBQqFAZGRkqW3MmjULO3fuRHh4OC5evAg7Ozt4e3uXGJTPmTMHy5Ytw4ULF6ChoYGRI0dW+Zy5u7vD1tYWmzZtEvOeP3+OzZs3Y8SIEWLe06dPsWjRIoSHh+P06dPIycnBgAEDxPKDBw9iyJAh8PPzQ2JiItauXYuwsDAsWrSoyjEVCw4ORr9+/XDlyhV069YNgwcPRlZWFqysrLBz504AQHJyMhQKBVauXAkACAgIQGhoKNasWYNr165h2rRpGDJkCE6ePKnS9qxZsxASEoKkpCQ4OzsDAMLDw6Gjo4Nz585h6dKlmD9/Pg4fPgzgxReJzz77DPfv38f+/fsRHx8PFxcXfPLJJ8jKykL//v0xY8YMfPTRR1AoFFAoFOjfv3+JYyoqKkJERAQGDx4MuVyuUiaVSjFhwgQcPHhQ5bUuL65XjR49Glu3blX597RlyxZYWlqKX5JelZeXh5ycHJWNMcYYY28QfWB+++03MjIyIm1tbWrXrh35+/vT5cuXxfK0tDQCQJcuXRLzHj58SADo+PHjRER0/PhxAkARERFinQcPHpBUKqXt27cTEVHTpk0pKCio1Bj8/f2pQYMGlJ+fX2r58OHDydzcnPLy8lTyra2tacWKFWIaAI0fP16lTps2bejLL78s81iK2/fx8SEiosePH5OmpiZt2bJFLM/PzydLS0taunSpyvEeOXJErLNv3z4CQM+ePSv1GF7m4eFBU6ZMEdNLliwhR0dHMb17927S1dWlx48fExFRaGgoAaDY2FixTlJSEgGgc+fOERFRx44d6ZtvvlHpZ9OmTWRhYVFhPESln8uAgAAx/fjxYxIEgQ4cOEBE/zsHDx8+VKmjra1NZ86cUWl71KhRNHDgQJX9du/eXeKcdOjQQSWvVatWNHv2bCIiOnr0KOnr61Nubq5KnYYNG9LatWuJiCgwMJCaNWtW7nHev3+fAKgc68siIyNVzmtFcRG9OFe7du0iIqLc3FwyNjYW3/dERM2bNy/zvV8cN4ASm1KpLPdYGGOMMaZKqVRW6jP0g7rCD7yYw3/v3j3s2bMH3t7eOHHiBFxcXKp1E6ubm5v4t7GxMRwcHMSr635+fli4cCHat2+PwMBAXLlyRaybkJCAjh07QlNTs8y2mzZtCi0trSrFUJwujqEyUlNTUVBQgPbt24t5mpqaaN26dYl2iq9MA4CFhQWAFzdBV5Wvry9SUlIQGxsLANi4cSP69esHHR0dsY6GhgZcXV3FdOPGjWFoaCjGFB8fj/nz56s8QGrMmDFQKBR4+vRplWN69fh0dHSgp6dX7vElJiYiNzcXXl5eKnH8+uuv4vSsYi8fS2n9AS/OaXF/8fHxePz4MUxMTFTaTktLK9H266D//xgOQRAqFderJBIJhgwZgo0bNwJ48d6+fPmyOOWpNP7+/lAqleL26lQtxhhjjNWsD+6mXQDinHAvLy/MmzcPo0ePRmBgIHx9faGm9uI7EL30PLLiaTqVUTxwGj16NLy9vbFv3z4cOnQIISEhWLZsGSZPnlyphxy9PPitqpcHbxUpbcBXnP9q3stfUIrLioqKqhyfmZkZevTogdDQUNja2mL//v2lrtpT2nG83G9wcDD69OlToo62tnaVYwJQ4guYIAjlHl9x2b59+1C3bl2VMolEopIu7fUsr7+ioiJYWFiUel4MDQ3LjOlVpqamMDQ0RGJiYqnl169fhyAIaNiwYaXiKs3o0aPRvHlz/Pnnn9i4cSM++eQTWFtbl1lfIpGUOD+MMcYYe3M+uCv8pXFycsKTJ08AQFwJR6FQiOWvLmtZrPgKNQA8fPgQN27cQOPGjcU8KysrjB8/HpGRkZgxYwbWrVsH4MUV1JiYmCp9kSjLyzEUp4tjKP6FoLCwsMz97ezsoKWlhd9//13MKygowIULF+Do6Pja8ZVl9OjRiIiIwNq1a9GwYUOVXxiAF/P6L1y4IKaTk5ORnZ0tHpuLiwuSk5NhZ2dXYiv+0laTSjuXTk5OkEgkuHPnTokYrKysXqs/FxcX3L9/HxoaGiXarlOnjhhTea8tAKipqaFfv37YunUr7t+/r1L27NkzrF69Gt7e3q+1alLTpk3h6uqKdevWYevWrdW6t4Mxxhhjb84HdYX/wYMH+OKLLzBy5Eg4OztDT08PFy5cwNKlS+Hj4wPgxY2Mbdu2xeLFi2FjY4N//vkHAQEBpbY3f/58mJiYwNzcHHPmzEGdOnXE1W+mTp2Krl27wt7eHg8fPsSxY8fEAfSkSZPw448/YsCAAfD394eBgQFiY2PRunVrODg4VOmYduzYAVdXV3To0AFbtmzB+fPnsWHDBgAvrqRLpVJER0ejXr160NbWLrEkp46ODr788kvMnDkTxsbGqF+/PpYuXYqnT59i1KhRVYqlKry9vWFgYICFCxeqLNdZTFNTE5MnT8YPP/wATU1NTJo0CW3btkXr1q0BAPPmzUP37t1hZWWFL774Ampqarhy5QquXr2KhQsX1ni81tbWEAQBUVFR6NatG6RSKfT09PDVV19h2rRpKCoqQocOHZCTk4MzZ85AV1cXw4cPr3Z/nTt3hpubG3r16oUlS5bAwcEB9+7dw/79+9GrVy+4urrCxsYGaWlpSEhIQL169aCnp1fqlfNFixbh6NGj8PLywtKlS9GkSROkpaUhICAABQUFWLVq1eucGgAvvsBNmjQJMpkMvXv3fu32GGOMMVZzPqgr/Lq6umjTpg1WrFgBd3d3NGnSBHPnzsWYMWPw008/ifU2btyIgoICuLq6YsqUKWUOIBcvXowpU6agZcuWUCgU2LNnj8qV4IkTJ8LR0RFdunSBg4MDVq9eDQAwMTHBsWPH8PjxY3h4eKBly5ZYt25duXP6yxIcHIyIiAg4OzsjPDwcW7ZsgZOTE4AX8+B/+OEHrF27FpaWluKXmtKOo2/fvhg6dChcXFyQkpKCgwcPwsjIqMrxVJaamhp8fX1RWFiIYcOGlSiXyWSYPXs2Bg0aBDc3N0ilUkRERIjl3t7eiIqKwuHDh9GqVSu0bdsWy5cvL3cqyeuoW7cugoOD8fXXX8Pc3FxcinLBggWYN28eQkJC4OjoCG9vb+zdu1dcErW6BEHA/v374e7ujpEjR8Le3h4DBgxAeno6zM3NAby4H6VLly7o1KkTTE1NsW3btlLbqlOnDmJjY9GpUyeMGzcOtra26NevH2xtbREXF1cja/APHDgQGhoaGDRoULWnVDHGGGPszRDo5cnq7F9FEATs2rVLZU39f5MxY8bgr7/+Ete7LxYWFoapU6e+U0+1ZeXLyMiAjY0N4uLi4OLiUqV9c3JyYGBgAKVSCX19/TcUIWOMMfb+qexn6Ac1pYe9G5RKJeLi4rBlyxb897//re1w2GsoKCiAQqHA119/jbZt21Z5sM8YY4yxN++DmtLD3g0+Pj7o2bMnxo0bBy8vrxpvf8uWLSpLWb68ffTRRzXe34fs9OnTsLa2Rnx8PH7++efaDocxxhhjpeApPey98+jRI/z111+llmlqar6xef6senhKD2OMMVY9PKWHfbD09PSgp6dX22EwxhhjjL0TeEoPY4wxxhhj7zEe8L8FJ06cgCAIb33VGRsbG3z//fev3Y6vr++/diWgtyUoKAjNmzev7TDeCkEQsHv37toOgzHGGGOVxAP+CmRmZmLcuHGoX78+JBIJ5HI5vL29cfbs2doOrUJxcXEYO3Zspeunp6dDEIQSTxZeuXIlwsLCaja4l4SFhUEQhHK3EydOvLH+K8PGxkaMRSaToUmTJli7dm2txlQVWVlZmDp1KmxsbKClpQULCwuMGDECd+7cqe3QGGOMMfaG8Rz+CvTt2xcFBQUIDw+Hra0t/vrrLxw9ehRZWVm1HVqZ8vPzoaWlBVNT0xpp79Wn89a0/v37o0uXLmK6T58+aNKkicoTeI2Njd9oDJUxf/58jBkzBo8fP0ZYWBjGjx8PQ0ND9O/fv7ZDK1dWVhbatm0LLS0trF69Gk2aNEF6ejoCAgLQqlUrnD17tkYevsUYY4yxdxNf4S9HdnY2fv/9dyxZsgSdOnWCtbU1WrduDX9/f3z22WcASr8qnp2dXepV6dOnT6NZs2bQ1tZGmzZtcPXqVbHs9u3b6NGjB4yMjKCjo4OPPvoI+/fvF8uvXbuGzz77DPr6+tDT00PHjh2RmpoK4H9TbkJCQmBpaQl7e3sAJaf0CIKANWvWoGvXrpBKpWjQoAF27Nghlhc/HbZFixYQBAGenp4q7RfLy8uDn58fzMzMoK2tjQ4dOiAuLk4sL57CdPToUbi6ukImk6Fdu3ZITk4u9TxLpVLI5XJx09LSgkwmg1wux40bN2BlZVXiC9aMGTPg7u4O4MUvBIaGhti9ezfs7e2hra0NLy8vZGRkqOyzd+9etGzZEtra2rC1tUVwcDCeP39eakyl0dPTg1wuh52dHRYuXIhGjRqVmNqyadMm2NjYwMDAAAMGDMCjR49q/LxV9TjmzJmDe/fu4ciRI+jWrRvq168Pd3d3HDx4EJqampg4caJY19PTE35+fpg1axaMjY0hl8sRFBRUZtsff/yx+NThYg8ePIBEIsGxY8dK3ScvLw85OTkqG2OMMcbeHB7wl6N47fbdu3cjLy/vtdubOXMmvvvuO8TFxcHMzAw9e/ZEQUEBAGDixInIy8vDqVOncPXqVSxZsgS6uroAgLt378Ld3R3a2to4duwY4uPjMXLkSJVB3tGjR5GUlITDhw8jKiqqzBjmzp2Lvn374vLlyxgyZAgGDhyIpKQkAMD58+cBAEeOHIFCoUBkZGSpbcyaNQs7d+5EeHg4Ll68CDs7O3h7e5cYlM+ZMwfLli3DhQsXoKGhgZEjR1b5nLm7u8PW1habNm0S854/f47NmzdjxIgRYt7Tp0+xaNEihIeH4/Tp08jJycGAAQPE8oMHD2LIkCHw8/NDYmIi1q5di7CwMCxatKjKMRXT1tYWXz8ASE1Nxe7duxEVFYWoqCicPHkSixcvFstr4rxV9TiKiooQERGBwYMHQy6Xq5RJpVJMmDABBw8eVIkhPDwcOjo6OHfuHJYuXYr58+fj8OHDpbY/evRobN26VeXfx5YtW2BpaYlOnTqVuk9ISAgMDAzEzcrKqtR6jDHGGKshxMr122+/kZGREWlra1O7du3I39+fLl++LJanpaURALp06ZKY9/DhQwJAx48fJyKi48ePEwCKiIgQ6zx48ICkUilt376diIiaNm1KQUFBpcbg7+9PDRo0oPz8/FLLhw8fTubm5pSXl6eSb21tTStWrBDTAGj8+PEqddq0aUNffvllmcdS3L6Pjw8RET1+/Jg0NTVpy5YtYnl+fj5ZWlrS0qVLVY73yJEjYp19+/YRAHr27Fmpx/AyDw8PmjJliphesmQJOTo6iundu3eTrq4uPX78mIiIQkNDCQDFxsaKdZKSkggAnTt3joiIOnbsSN98841KP5s2bSILC4sK4yFSPZcFBQVin6tXryYiosDAQJLJZJSTkyPuM3PmTGrTpg0R1dx5q+px3L9/nwCovA9eFhkZqXKePDw8qEOHDip1WrVqRbNnzxbTAGjXrl1ERJSbm0vGxsbi+5iIqHnz5mW+l4v3USqV4paRkUEASKlUlrkPY4wxxkpSKpWV+gzlK/wV6Nu3L+7du4c9e/bA29sbJ06cgIuLS7VuYnVzcxP/NjY2hoODg3h13c/PDwsXLkT79u0RGBiIK1euiHUTEhLQsWNHaGpqltl206ZNoaWlVaUYitPFMVRGamoqCgoK0L59ezFPU1MTrVu3LtGOs7Oz+LeFhQWAFzdBV5Wvry9SUlIQGxsLANi4cSP69esHHR0dsY6GhgZcXV3FdOPGjWFoaCjGFB8fj/nz56s8dXfMmDFQKBR4+vRppeKYPXs2dHV1IZVKMXHiRMycORPjxo0Ty21sbFTW/7ewsBCPt6bOW00cx8vo/z93TxCEUvt/9TheJZFIMGTIEGzcuBHAi/fq5cuX4evrW2afEokE+vr6KhtjjDHG3hy+abcSiueEe3l5Yd68eRg9ejQCAwPh6+sLNbUX35nopQcWvzzNoyLFA63Ro0fD29sb+/btw6FDhxASEoJly5Zh8uTJkEqlFbbz8uC3ql4e7FWktAFicf6reS9/QSkuKyoqqnJ8ZmZm6NGjB0JDQ2Fra4v9+/eXumpPacfxcr/BwcHo06dPiTra2tqVimPmzJnw9fWFTCaDhYVFucdb3Hfx8dbUeavqcZiamsLQ0BCJiYmlHtP169chCAIaNmxYqeMozejRo9G8eXP8+eef2LhxIz755BN+mjFjjDH2DuEr/NXg5OSEJ0+eAIC4Eo5CoRDLX13WsljxFWoAePjwIW7cuIHGjRuLeVZWVhg/fjwiIyMxY8YMrFu3DsCLK64xMTFV+iJRlpdjKE4Xx1D8C0FhYWGZ+9vZ2UFLSwu///67mFdQUIALFy7A0dHxteMry+jRoxEREYG1a9eiYcOGKlfKgRfz+i9cuCCmk5OTkZ2dLR6bi4sLkpOTYWdnV2Ir/tJWkTp16sDOzg6WlpZV+pIE1Nx5q+pxqKmpoV+/fti6dSvu37+vUvbs2TOsXr0a3t7er7UKUtOmTeHq6op169Zh69at1bpXgzHGGGNvDl/hL8eDBw/wxRdfYOTIkXB2doaenh4uXLiApUuXwsfHB8CLGx/btm2LxYsXw8bGBv/88w8CAgJKbW/+/PkwMTGBubk55syZgzp16oir30ydOhVdu3aFvb09Hj58iGPHjokDwUmTJuHHH3/EgAED4O/vDwMDA8TGxqJ169ZwcHCo0jHt2LEDrq6u6NChA7Zs2YLz589jw4YNAF5cSZdKpYiOjka9evWgra1dYklOHR0dfPnll5g5cyaMjY1Rv359LF26FE+fPsWoUaOqFEtVeHt7w8DAAAsXLlRZrrOYpqYmJk+ejB9++AGampqYNGkS2rZti9atWwMA5s2bh+7du8PKygpffPEF1NTUcOXKFVy9ehULFy58Y3EXq6nzVp3jWLRoEY4ePQovLy8sXboUTZo0QVpaGgICAlBQUIBVq1a99vGNHj0akyZNgkwmQ+/evV+7PcYYY4zVHL7CXw5dXV20adMGK1asgLu7O5o0aYK5c+dizJgx+Omnn8R6GzduREFBAVxdXTFlypQyB16LFy/GlClT0LJlSygUCuzZs0flqvrEiRPh6OiILl26wMHBAatXrwYAmJiY4NixY3j8+DE8PDzQsmVLrFu3rtw5/WUJDg5GREQEnJ2dER4eji1btsDJyQnAi3nwP/zwA9auXQtLS0vxS01px9G3b18MHToULi4uSElJwcGDB2FkZFTleCpLTU0Nvr6+KCwsxLBhw0qUy2QyzJ49G4MGDYKbmxukUikiIiLEcm9vb0RFReHw4cNo1aoV2rZti+XLl7/VqSc1cd6qcxx16tRBbGwsOnXqhHHjxsHW1hb9+vWDra0t4uLiamQN/oEDB0JDQwODBg2q9BQpxhhjjL0dAr08+Zy91wRBwK5du1TW1P83GTNmDP766y/s2bNHJT8sLAxTp05FdnZ27QTGkJGRARsbG8TFxcHFxaVK++bk5MDAwABKpZJv4GWMMcaqoLKfoTylh73zlEol4uLisGXLFvz3v/+t7XDYSwoKCqBQKPD111+jbdu2VR7sM8YYY+zN4yk97J3n4+ODnj17Yty4cfDy8qrx9rds2aKyzOXL20cffVTj/b1PTp8+DWtra8THx+Pnn3+u7XAYY4wxVgqe0sM+eI8ePcJff/1VapmmpiYvMfmG8ZQexhhjrHp4Sg9jlaSnp6fywCzGGGOMsfcJT+lh7wVBELB79+7aDuNfxcbGBt9//31th8EYY4yxN4wH/O+Z+/fvY/LkybC1tYVEIoGVlRV69OiBo0eP1nZob5RCoUDXrl0BAOnp6RAEocwHoFXGiRMnIAhCuVtYWFjNBF9NZQ3Yv//+e9jY2Lz1eBhjjDH2buIpPe+R9PR0tG/fHoaGhli6dCmcnZ1RUFCAgwcPYuLEibh+/Xpth/jGyOXyGm2vXbt2Kk9PnjJlCnJychAaGirmvfpQsn+L/Px88fkPjDHGGHv/8RX+98iECRMgCALOnz+Pzz//HPb29vjoo48wffp0xMbGivXu3LkDHx8f6OrqQl9fH/369VO5aTUoKAjNmzfHxo0bUb9+fejq6uLLL79EYWEhli5dCrlcDjMzMyxatEilf0EQsHbtWnTv3h0ymQyOjo44e/YsUlJS4OnpCR0dHbi5uSE1NVXcx9fXt8RzAaZOnQpPT08x7enpCT8/P8yaNQvGxsaQy+UICgoq0XfxlJ4GDRoAAFq0aAFBEODp6YlTp05BU1MT9+/fV9lvxowZcHd3L3EutbS0IJfLxU0qlUIikUAulyM3NxeWlpa4du2ayj4//vgjrK2tQUTiLwT79u1Ds2bNoK2tjTZt2uDq1asq+5w5cwbu7u6QSqWwsrKCn58fnjx5UiKe11F8jkNCQmBpaQl7e3ux7NGjRxg0aBB0dXVhaWmJH3/8UWXf5cuXo2nTptDR0YGVlRUmTJiAx48fi+VhYWEwNDTEwYMH4ejoCF1dXXTp0kXlyxJjjDHGahcP+N8TWVlZiI6OxsSJE6Gjo1Oi3NDQEABAROjVqxeysrJw8uRJHD58GKmpqejfv79K/dTUVBw4cADR0dHYtm0bNm7ciM8++wx//vknTp48iSVLliAgIEDliwQALFiwAMOGDUNCQgIaN26MQYMGYdy4cfD398eFCxcAAJMmTary8YWHh0NHRwfnzp3D0qVLMX/+fBw+fLjUuufPnwcAHDlyBAqFApGRkXB3d4etrS02bdok1nv+/Dk2b96MESNGVCkWGxsbdO7cWeVqPwCEhobC19cXgiCIeTNnzsR3332HuLg4mJmZoWfPnigoKAAAXL16Fd7e3ujTpw+uXLmC7du34/fff6/W+anI0aNHkZSUhMOHDyMqKkrM//bbb+Hs7IyLFy/C398f06ZNUzmvampq+OGHH/DHH38gPDwcx44dw6xZs1Tafvr0Kb777jts2rQJp06dwp07d/DVV1+VGUteXh5ycnJUNsYYY4y9QcTeC+fOnSMAFBkZWW69Q4cOkbq6Ot25c0fMu3btGgGg8+fPExFRYGAgyWQyysnJEet4e3uTjY0NFRYWinkODg4UEhIipgFQQECAmD579iwBoA0bNoh527ZtI21tbTE9fPhw8vHxUYlxypQp5OHhIaY9PDyoQ4cOKnVatWpFs2fPVul7165dRESUlpZGAOjSpUsq+yxZsoQcHR3F9O7du0lXV5ceP35c4jy96tU4t2/fTkZGRpSbm0tERAkJCSQIAqWlpRER0fHjxwkARUREiPs8ePCApFIpbd++nYiIhg4dSmPHjlXpJyYmhtTU1OjZs2cVxmRtbU0rVqwokb9ixQqytrZWid3c3Jzy8vJK7N+lSxeVvP79+1PXrl3L7PP//u//yMTEREyHhoYSAEpJSRHzVq1aRebm5mW2ERgYSABKbEqlssx9GGOMMVaSUqms1GcoX+F/T9D/f5zCy1eXS5OUlAQrKytYWVmJeU5OTjA0NERSUpKYZ2Njo7JUpbm5OZycnKCmpqaSl5mZqdK+s7OzSjkANG3aVCUvNze3yld1X24XACwsLEr0XRFfX1+kpKSIv0ps3LgR/fr1K/UXkYr06tULGhoa2LVrl9hWp06dStws6+bmJv5tbGwMBwcH8TzHx8cjLCxM5UFf3t7eKCoqQlpaWpVjKk/Tpk1Lnbf/cnzF6ZffB8ePH4eXlxfq1q0LPT09DBs2DA8ePFCZdiSTydCwYUMxXdFr4+/vD6VSKW4ZGRmvc2iMMcYYqwAP+N8TjRo1giAIKoO10hBRqV8KXs3X1NRUKRcEodS8oqIilbyX6xS3V1pe8X5qamril5VixVNeymq3rL4rYmZmhh49eiA0NBSZmZnYv38/Ro4cWaU2imlpaWHo0KEIDQ1Ffn4+tm7dWum2Xj4H48aNQ0JCgrhdvnwZN2/eVBlAl0VfXx9KpbJEfnZ2dokbiqvypaY4vtu3b6Nbt25o0qQJdu7cifj4eKxatQqA6mtU2mvz6mv6MolEAn19fZWNMcYYY28Or9LznjA2Noa3tzdWrVoFPz+/EgO87OxsGBoawsnJCXfu3EFGRoZ4lT8xMRFKpRKOjv+vvXsPqjn//wD+PHQ7Wh2U2ogkFBIpknBcSoMZZce6R7tl2F1ktcjQFrGLddlxySXXtXJbjHZM7mpyabvPonZrldXaXKIoDMr7+8fv19k9W2s71+r0fMycmfp83ud9nq8+ndOrT5/zrrvec7dt2xY3b95U2padnV2jiVRF9ZnsqqqqGvtCQkIwadIk2NnZwdHREd7e3mo/TkhICFxcXBATE4M3b97ggw8+qDEmJSUFHTt2BACUlpYiLy8Pzs7OAIC+ffvi1q1b6NKli1qP7+zsjLS0tBrb09LS4OTkVKc5/vkejJSUFEW+9PR0VFZWYv369Yq/7Bw9elStrERERFR/eIbfgMTExKCqqgr9+/fH8ePHkZ+fj9zcXGzatElx6YaPjw9cXV0xdepUZGZmIjU1FdOnT4dcLoeHh4feMw8fPhzp6en47rvvkJ+fj8jIyBq/AKjK2toaUqkUZ86cwYMHD5TOgvv5+UEmk2HlypUqv1n3n7p3744BAwZg8eLFmDx5MqRSaY0xK1aswMWLF3Hz5k0EBQXByspKsSrR4sWLcf36dXz22WfIzs5Gfn4+4uPjMXfu3Do9/oIFC5CQkIAVK1YgJycHOTk5iI6OxpkzZxAWFlanOa5evYq1a9ciLy8PW7duxbFjxxAaGgoAcHR0RGVlJTZv3oyCggIcOHAA27dvr9sXh4iIiBoMNvwGxMHBAZmZmRg2bBjCwsLg4uICX19fXLx4Edu2bQPw1/KVrVu3xpAhQ+Dj44POnTvjyJEj9ZLZz88PERERWLRoEfr164fy8nJMnz5dozmNjIywadMm7NixA+3atYO/v79iX7NmzRAUFISqqiqNHwcAgoOD8fr163+9nGf16tUIDQ2Fu7s7iouLER8fr/gLhKurK5KSkpCfn4/BgwfDzc0NERERsLW1rdNjDxgwAGfPnsWFCxcwaNAgDBo0COfOncPZs2fh6elZpznCwsKQkZEBNzc3REdHY/369fDz8wMA9OnTBxs2bMCaNWvg4uKCgwcP4uuvv67TvERERNRwSMS7LrYlMkAzZ87EgwcPEB8fr/Fcq1atwuHDh2usr5+YmIhhw4ahtLRUsSQq1e7Zs2eQyWR4+vQpr+cnIiJSQV1/hvIafmoynj59irS0NBw8eBCnTp3SaK6Kigrk5uZi8+bNiI6O1lLCpqn6nAPX4yciIlJN9c/O/zp/z4afmgx/f3+kpqZi1qxZ8PX11WiuOXPm4NChQwgICFB7pZ93SU5OxqhRo/51/9//221j9/jxYwBQWiqWiIiI6q68vLzGCn1/x0t6iBqgly9f4t69e/+6X92VfRqisrIytG7dGnfv3n3ni5UhefbsGTp06ICioqImcxkTa24aNQNNs27WzJrrixAC5eXlaNeundL/SvonnuEnaoCkUqlBNfXvUv0CJZPJGswLqL40xf9DwJqbjqZYN2tuGhpazXU5WcZVeoiIiIiIDBgbfiIiIiIiA8aGn4jqlampKSIjI2FqalrfUfSGNTcNTbFmoGnWzZqbhsZcM9+0S0RERERkwHiGn4iIiIjIgLHhJyIiIiIyYGz4iYiIiIgMGBt+IiIiIiIDxoafiHQqJiYGDg4OMDMzg7u7O5KTk985PikpCe7u7jAzM0Pnzp2xfft2PSXVLlXqLi4uxpQpU+Dk5IRmzZph/vz5+guqRarUfOLECfj6+qJt27awsLCAl5cXzp49q8e02qFKzVeuXIG3tzcsLS0hlUrh7OyMjRs36jGtdqj6nK529epVGBkZoU+fProNqCOq1J2YmAiJRFLj9ssvv+gxseZUPdavXr3C0qVLYW9vD1NTUzg6OmLPnj16SqsdqtQcFBRU63Hu2bOnHhPXkSAi0pHDhw8LY2NjERsbK3JyckRoaKgwNzcXv//+e63jCwoKRIsWLURoaKjIyckRsbGxwtjYWPzwww96Tq4ZVesuLCwU8+bNE/v37xd9+vQRoaGh+g2sBarWHBoaKtasWSNSU1NFXl6eWLJkiTA2NhaZmZl6Tq4+VWvOzMwUcXFx4ubNm6KwsFAcOHBAtGjRQuzYsUPPydWnas3VysrKROfOncXIkSNF79699RNWi1St+/LlywKA+PXXX0VxcbHiVllZqefk6lPnWI8dO1Z4enqK8+fPi8LCQvHTTz+Jq1ev6jG1ZlStuaysTOn4FhUViTZt2ojIyEj9Bq8DNvxEpDP9+/cXs2fPVtrm7OwswsPDax2/aNEi4ezsrLRt1qxZYsCAATrLqAuq1v13crm8UTb8mtRcrUePHmL58uXajqYz2qh53LhxYtq0adqOpjPq1jxx4kSxbNkyERkZ2SgbflXrrm74S0tL9ZBON1StOSEhQchkMvH48WN9xNMJTZ/TJ0+eFBKJRNy5c0cX8TTCS3qISCdev36NjIwMjBw5Umn7yJEjce3atVrvc/369Rrj/fz8kJ6ejjdv3ugsqzapU3djp42a3759i/LycrRp00YXEbVOGzVnZWXh2rVrkMvluoioderWvHfvXty+fRuRkZG6jqgTmhxrNzc32NraYsSIEbh8+bIuY2qVOjXHx8fDw8MDa9euRfv27dGtWzd88cUXePnypT4ia0wbz+ndu3fDx8cH9vb2uoioEaP6DkBEhqmkpARVVVWwsbFR2m5jY4P79+/Xep/79+/XOr6yshIlJSWwtbXVWV5tUafuxk4bNa9fvx7Pnz/HhAkTdBFR6zSp2c7ODo8ePUJlZSWioqIQEhKiy6hao07N+fn5CA8PR3JyMoyMGmfLoU7dtra22LlzJ9zd3fHq1SscOHAAI0aMQGJiIoYMGaKP2BpRp+aCggJcuXIFZmZmOHnyJEpKSvDpp5/iyZMnjeI6fk1fx4qLi5GQkIC4uDhdRdRI43z2EVGjIZFIlD4XQtTY9l/ja9ve0KlatyFQt+ZDhw4hKioKp06dgrW1ta7i6YQ6NScnJ6OiogIpKSkIDw9Hly5dMHnyZF3G1Kq61lxVVYUpU6Zg+fLl6Natm77i6Ywqx9rJyQlOTk6Kz728vFBUVIR169Y1ioa/mio1v337FhKJBAcPHoRMJgMAbNiwAePHj8fWrVshlUp1nlcb1H0d27dvH1q1aoWAgAAdJdMMG34i0gkrKys0b968xpmRhw8f1jiDUu3999+vdbyRkREsLS11llWb1Km7sdOk5iNHjiA4OBjHjh2Dj4+PLmNqlSY1Ozg4AAB69eqFBw8eICoqqlE0/KrWXF5ejvT0dGRlZWHOnDkA/q8pFELAyMgI586dw/Dhw/WSXRPaek4PGDAA33//vbbj6YQ6Ndva2qJ9+/aKZh8AunfvDiEE/vjjD3Tt2lWnmTWlyXEWQmDPnj0IDAyEiYmJLmOqjdfwE5FOmJiYwN3dHefPn1fafv78eQwcOLDW+3h5edUYf+7cOXh4eMDY2FhnWbVJnbobO3VrPnToEIKCghAXF4cxY8boOqZWaes4CyHw6tUrbcfTCVVrtrCwwI0bN5Cdna24zZ49G05OTsjOzoanp6e+omtEW8c6KyurUVyWCKhXs7e3N/78809UVFQotuXl5aFZs2aws7PTaV5t0OQ4JyUl4bfffkNwcLAuI2qmXt4qTERNQvUSZ7t37xY5OTli/vz5wtzcXLGCQXh4uAgMDFSMr16W8/PPPxc5OTli9+7djXpZzrrWLYQQWVlZIisrS7i7u4spU6aIrKwscevWrfqIrxZVa46LixNGRkZi69atSsvalZWV1VcJKlO15i1btoj4+HiRl5cn8vLyxJ49e4SFhYVYunRpfZWgMnW+t/+usa7So2rdGzduFCdPnhR5eXni5s2bIjw8XAAQx48fr68SVKZqzeXl5cLOzk6MHz9e3Lp1SyQlJYmuXbuKkJCQ+ipBZep+f0+bNk14enrqO65K2PATkU5t3bpV2NvbCxMTE9G3b1+RlJSk2Ddjxgwhl8uVxicmJgo3NzdhYmIiOnXqJLZt26bnxNqhat0Aatzs7e31G1pDqtQsl8trrXnGjBn6D64BVWretGmT6Nmzp2jRooWwsLAQbm5uIiYmRlRVVdVDcvWp+r39d4214RdCtbrXrFkjHB0dhZmZmWjdurUYNGiQOH36dD2k1oyqxzo3N1f4+PgIqVQq7OzsxIIFC8SLFy/0nFozqtZcVlYmpFKp2Llzp56TqkYixP+/I46IiIiIiAwOr+EnIiIiIjJgbPiJiIiIiAwYG34iIiIiIgPGhp+IiIiIyICx4SciIiIiMmBs+ImIiIiIDBgbfiIiIiIiA8aGn4iIiIjIgLHhJyIiIiIyYGz4iYiIGoCgoCAEBATUd4xa3blzBxKJBNnZ2fUdhYjUwIafiIiI/tXr16/rOwIRaYgNPxERUQMzdOhQzJ07F/Pnz0fr1q1hY2ODnTt34vnz5/joo4/QsmVLODo6IiEhQXGfxMRESCQSnD59Gr1794aZmRk8PT1x48YNpbmPHz+Onj17wtTUFJ06dcL69euV9nfq1AkrV65EUFAQZDIZZs6cCQcHBwCAm5sbJBIJhg4dCgBIS0uDr68vrKysIJPJIJfLkZmZqTSfRCLBrl27MG7cOLRo0QJdu3ZFfHy80phbt25hzJgxsLCwQMuWLTF48GDcvn1bsX/v3r3o3r07zMzM4OzsjJiYGI2/xkRNCRt+IiKiBmj//v2wsrJCamoq5s6di08++QQffvghBg4ciMzMTPj5+SEwMBAvXrxQut/ChQuxbt06pKWlwdraGmPHjsWbN28AABkZGZgwYQImTZqEGzduICoqChEREdi3b5/SHN988w1cXFyQkZGBiIgIpKamAgAuXLiA4uJinDhxAgBQXl6OGTNmIDk5GSkpKejatStGjx6N8vJypfmWL1+OCRMm4Oeff8bo0aMxdepUPHnyBABw7949DBkyBGZmZrh06RIyMjLw8ccfo7KyEgAQGxuLpUuXYtWqVcjNzcVXX32FiIgI7N+/X+tfcyKDJYiIiKjezZgxQ/j7+wshhJDL5WLQoEGKfZWVlcLc3FwEBgYqthUXFwsA4vr160IIIS5fviwAiMOHDyvGPH78WEilUnHkyBEhhBBTpkwRvr6+So+7cOFC0aNHD8Xn9vb2IiAgQGlMYWGhACCysrLeWUNlZaVo2bKl+PHHHxXbAIhly5YpPq+oqBASiUQkJCQIIYRYsmSJcHBwEK9fv651zg4dOoi4uDilbdHR0cLLy+udWYjoLzzDT0RE1AC5uroqPm7evDksLS3Rq1cvxTYbGxsAwMOHD5Xu5+Xlpfi4TZs2cHJyQm5uLgAgNzcX3t7eSuO9vb2Rn5+PqqoqxTYPD486ZXz48CFmz56Nbt26QSaTQSaToaKiAnfv3v3XWszNzdGyZUtF7uzsbAwePBjGxsY15n/06BGKiooQHByM9957T3FbuXKl0iU/RPRuRvUdgIiIiGr6ZwMskUiUtkkkEgDA27dv/3Ou6rFCCMXH1YQQNcabm5vXKWNQUBAePXqEb7/9Fvb29jA1NYWXl1eNN/rWVkt1bqlU+q/zV4+JjY2Fp6en0r7mzZvXKSMRseEnIiIyKCkpKejYsSMAoLS0FHl5eXB2dgYA9OjRA1euXFEaf+3aNXTr1u2dDbSJiQkAKP0VAACSk5MRExOD0aNHAwCKiopQUlKiUl5XV1fs378fb968qfGLgY2NDdq3b4+CggJMnTpVpXmJ6C9s+ImIiAzIihUrYGlpCRsbGyxduhRWVlaK9f3DwsLQr18/REdHY+LEibh+/Tq2bNnyn6veWFtbQyqV4syZM7Czs4OZmRlkMhm6dOmCAwcOwMPDA8+ePcPChQvfeca+NnPmzMHmzZsxadIkLFmyBDKZDCkpKejfvz+cnJwQFRWFefPmwcLCAqNGjcKrV6+Qnp6O0tJSLFiwQN0vE1GTwmv4iYiIDMjq1asRGhoKd3d3FBcXIz4+XnGGvm/fvjh69CgOHz4MFxcXfPnll1ixYgWCgoLeOaeRkRE2bdqEHTt2oF27dvD39wcA7NmzB6WlpXBzc0NgYCDmzZsHa2trlfJaWlri0qVLqKiogFwuh7u7O2JjYxVn+0NCQrBr1y7s27cPvXr1glwux759+xRLhRLRf5OI2i7eIyIiokYlMTERw4YNQ2lpKVq1alXfcYioAeEZfiIiIiIiA8aGn4iIiIjIgPGSHiIiIiIiA8Yz/EREREREBowNPxERERGRAWPDT0RERERkwNjwExEREREZMDb8REREREQGjA0/EREREZEBY8NPRERERGTA2PATERERERmw/wEXEdGjMyCTxwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importances = model_xgb.feature_importances_\n",
    "\n",
    "feature_importances = pd.DataFrame({'Feature': X_train.columns, 'Importance': importances})\n",
    "feature_importances = feature_importances.sort_values('Importance', ascending=False)\n",
    "\n",
    "plt.figure(figsize=(6, 8))\n",
    "sns.barplot(data=feature_importances, x='Importance', y='Feature', orient='h')\n",
    "plt.title('Feature importances: XGBoost')\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}