[2629da]: / Model Buliding / hearts_notebook.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pandas.plotting import scatter_matrix\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 'cp':'Chest Pain Type (CP)'\n",
    "- 'trestbps':'Resting Blood Pressure (trestbps)',\n",
    "- 'chol':'Serum Cholestoral (chol) mg/dl',\n",
    "- 'fbs':  'Fasting Blood Sugar (fbs) > 120 mg/dl',\n",
    "- 'restecg': 'Resting Electrocardiographic Results (restecg)',\n",
    "- 'thalach' : 'Maximum Heart Rate Achieved (thalach)',\n",
    "- 'exang': 'Exercise Induced Angina (exang)',\n",
    "- 'oldpeak' : 'ST depression (oldpeak)' ,\n",
    "- 'slope' : 'Slope of the ST Segment (slope)',\n",
    "- 'ca' : 'Number of Major Vessels (ca)',\n",
    "- 'thal' : 'Thal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</th>\n",
       "      <th>trestbps</th>\n",
       "      <th>chol</th>\n",
       "      <th>fbs</th>\n",
       "      <th>restecg</th>\n",
       "      <th>thalach</th>\n",
       "      <th>exang</th>\n",
       "      <th>oldpeak</th>\n",
       "      <th>slope</th>\n",
       "      <th>ca</th>\n",
       "      <th>thal</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "      <td>212</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>203</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>155</td>\n",
       "      <td>1</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>145</td>\n",
       "      <td>174</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>125</td>\n",
       "      <td>1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>148</td>\n",
       "      <td>203</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>161</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>138</td>\n",
       "      <td>294</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  slope  \\\n",
       "0   52    1   0       125   212    0        1      168      0      1.0      2   \n",
       "1   53    1   0       140   203    1        0      155      1      3.1      0   \n",
       "2   70    1   0       145   174    0        1      125      1      2.6      0   \n",
       "3   61    1   0       148   203    0        1      161      0      0.0      2   \n",
       "4   62    0   0       138   294    1        1      106      0      1.9      1   \n",
       "\n",
       "   ca  thal  target  \n",
       "0   2     3       0  \n",
       "1   0     3       0  \n",
       "2   0     3       0  \n",
       "3   1     3       0  \n",
       "4   3     2       0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"heart_complete.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1025 entries, 0 to 1024\n",
      "Data columns (total 14 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   age       1025 non-null   int64  \n",
      " 1   sex       1025 non-null   int64  \n",
      " 2   cp        1025 non-null   int64  \n",
      " 3   trestbps  1025 non-null   int64  \n",
      " 4   chol      1025 non-null   int64  \n",
      " 5   fbs       1025 non-null   int64  \n",
      " 6   restecg   1025 non-null   int64  \n",
      " 7   thalach   1025 non-null   int64  \n",
      " 8   exang     1025 non-null   int64  \n",
      " 9   oldpeak   1025 non-null   float64\n",
      " 10  slope     1025 non-null   int64  \n",
      " 11  ca        1025 non-null   int64  \n",
      " 12  thal      1025 non-null   int64  \n",
      " 13  target    1025 non-null   int64  \n",
      "dtypes: float64(1), int64(13)\n",
      "memory usage: 112.2 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age         0\n",
       "sex         0\n",
       "cp          0\n",
       "trestbps    0\n",
       "chol        0\n",
       "fbs         0\n",
       "restecg     0\n",
       "thalach     0\n",
       "exang       0\n",
       "oldpeak     0\n",
       "slope       0\n",
       "ca          0\n",
       "thal        0\n",
       "target      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram (for distribution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(figsize=(12, 8))\n",
    "plt.suptitle('Histograms of All Columns')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Boxplot (for outlier detection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1200 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='box', subplots=True, layout=(5, 3), figsize=(15, 12), sharex=False, sharey=False)\n",
    "plt.suptitle('Boxplots of All Columns')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter plot matrix (for relationships between variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LL/Pkk08Gvf2G6qoPXHvttUyYMIE//elPjBgxAo/Hw9q1a3nxxRcZOXIkc+fO7dRnVRSFiy66iFdeeYUBAwYwZswYVqxYwdtvv92p/e+Mzz//nOeee44zzjiD/v37o+u6v/xgW5UBhBBCHEK6MeGdEEKIMPTee+/pF1xwgT5o0CA9KipKN5vNenp6un7xxRfrW7ZsafL8119/XZ80aZJus9n0qKgofdy4cQHZtLds2aLPmTNHj46O1uPj4/Vzzz1Xz8rKapJdW9d1/a677tJ79uypGwwGHdB/+OEHXdd1fe/evfoJJ5ygR0dH60BABu+qqir93nvv1YcMGaJbLBY9NjZWHzVqlH7zzTfr+fn5/ucB+nXXXdfu49AwS3xLmsv0Xlpaql9xxRV6SkqKHhERoU+fPl3/+eef9ZkzZzbJdP/OO+/oQ4cO1c1mc8DxmDdvnh4ZGdnsezbOYH7RRRfpERER+ubNmwOe98EHH+iA/uSTT7b6GVRV1f/2t7/pgwcP1s1ms56UlKRfdNFFenZ2dsDz2pslfuzYsXpKSorucrlafM5RRx2lJyUl6S6Xq8NZ4htat26dPm/ePD09PV23WCx6ZGSkPm7cOP3+++/XCwoKgv6szWXiLy8v16+88ko9NTVVj4yM1OfOnavv3bu3xSzxjY9TS3/Txt+zuizxH3zwQcDzGh+nbdu26X/4wx/0AQMG6Ha7XY+NjdUnT56sz58/v13HTAghxKFB0fVGRWqFEEIIIYQQQgjR7WQNuxBCCCGEEEIIEYYkYBdCCCGEEEIIIcKQBOxCCCGEEEIIIUQYkoBdCCGEEEIIIYQIQxKwCyGEEEIIIYQQYUgCdiGEEEIIIYQQIgxJwC6EEEIIIYQQQoQhCdiFEEIIIYQQQogwJAG7EEIIIYQQQggRhiRgF0IIIYQQQgghwpAE7EIIIYQQQgghRBiSgF0IIYQQQgghhAhDErALIYQQQgghhBBhSAJ2IYQQQgghhBAiDEnALoQQQgghhBBChCEJ2IUQQgghhBBCiDAkAbsQQgghhBBCCBGGJGAXQgghhBBCCCHCkATsQgghhBBCCCFEGJKAXQghhBBCCCGECEMSsAshhBBCCCGEEGFIAnYhhBBCCCGEECIMScAuhBBCCCGEEEKEIQnYhRBCCCGEEEKIMCQBuxBCCCGEEEIIEYYkYBdCCCGEEEIIIcKQBOxCCCGEEEIIIUQYkoBdCCGEEEIIIYQIQxKwCyGEEEIIIYQQYUgCdiGEEEIIIYQQIgxJwC6EEEIIIYQQQoQhCdiFEEIIIYQQQogwJAG7EEIIIYQQQggRhiRgF0IIIYQQQgghwpAE7EIIIYQQQgghRBiSgF0IIYQQQgghhAhDErALIYQQQgghhBBhSAJ2IYQQQgghhBAiDEnALoQQQgghhBBChCEJ2IUQQgghhBBCiDAkAbsQQgghhBBCCBGGJGAXQgghhBBCCCHCkATsQgghhBBCCCFEGJKAXQghhBBCCCGECEMSsAshhBBCCCGEEGFIAnYhhBBCCCGEECIMScAuhBBCCCGEEEKEIQnYhRBCCCGEEEKIMCQBuxBCCCGEEEIIEYYkYBdCCCGEEEIIIcKQBOxCCCGEEEIIIUQYkoBdCCGEEEIIIYQIQxKwCyGEEEIIIYQQYUgCdiGEEEIIIYQQIgxJwC6EEEIIIYQQQoQhCdiFEEIIIYQQQogwJAG7EEIIIYQQQggRhiRgF0IIIYQQQgghwpAE7EIIIYQQQgghRBiSgF0IIYQQQgghhAhDErALIYQQQgghhBBhSAJ2IYQQQgghhBAiDEnALoQQQgghhBBChCEJ2IUQQgghhBBCiDAkAbsQQgghhBBCCBGGJGAXQgghhBBCCCHCkATsQgghhBBCCCFEGJKAXQghhBBCCCGECEMSsAshhBBCCCGEEGFIAnYhhBBCCCGEECIMScAuhBBCCCGEEEKEIQnYhRBCCCGEEEKIMCQBuxBCCCGEEEIIEYYkYBdCCCGEEEIIIcKQBOxCCCGEEEIIIUQYkoBdCCGEEEIIIYQIQxKwCyGEEEIIIYQQYUgCdiGEEEIIIYQQIgxJwC6EEEIIIYQQQoQhCdiFEEIIIYQQQogwJAG7EEIIIYQQQggRhiRgF0IIIYQQQgghwpAE7EIIIYQQQgghRBiSgF0IIYQQQgghhAhDErALIYQQQgghhBBhSAJ2IYQQQgghhBAiDEnALoQQQgghhBBChCEJ2IUQQgghhBBCiDAkAbsQQgghhBBCCBGGJGAXQgghhBBCCCHCkATsQgghhBBCCCFEGJKAXQghhBBCCCGECEMSsAshhBBCCCGEEGFIAnYhhBBCCCGEECIMScAuhBBCCCGEEEKEIQnYhRBCCCGEEEKIMCQBuxBCCCGEEEIIEYYkYBdCCCGEEEIIIcKQBOxCCCGEEEIIIUQYkoBdCCGEEEIIIYQIQxKwCyGEEEIIIYQQYUgCdiGEEEIIIYQQIgxJwC6EEEIIIYQQQoQhCdiFEEIIIYQQQogwJAG7EEIIIYQQQggRhkzdvQNdTdM08vLyiI6ORlGU7t6dbqOqKpmZmQwcOBCj0djdu9Ot5Fj4yHHwkeNQT46FjxyHenIsfOQ41JNj4SPHwUeOQz05Fj5yHOrpuk5lZSU9e/bEYGj/uPkRF7Dn5eXRp0+f7t4NIYQQQgghhBBHmOzsbHr37t3u54dtwF5WVsasWbP8t2tqati9ezcFBQWcddZZZGVlERMTA8C8efO4+eab27Xd6OhowHeg6l5/JMrJyWHEiBHMfuhDeiQn8ODc4STH2Lt7t7rEvuIqrnxtlf+2t7KYNf+6nAl3voPRGsFzF45nUGr4fTdySqp5+IutlFd7OGZQEtfPHhTa7dd+Jzr723C7VU599hd0XQdAURTeu2oq8VGWgOd9szmfV3/di6LA1TP7M2NwSqf2P1SCOQ47D1Tw+FfbqXJ6OWFEClccM6Dd7/Pyz7t4d2W2/3b/5Cj+e/HEDu/3wVB3LPpe9xrWiEiuOLo/1xzb/s94uKg7DnXniLgICx9cM627d6vLLNtVxHM/7sLr1Tkpw8wN5x4X8mvook15vLY0C4MCf5o1gOmDkkOy3bOf/5UKh8d/+4G5I0KybbmGduwaeqDcwQOfbaakys1R/RO55YQhXbXbB12orqEdtTm3jH98vQOHR+X0sT34w5R+Xfbe32w5wBOLtgLgKi9k/VNXMuevH2OPiOLaYwcwdUBSl+1LZ9307lo255X7b88d04sbOtje6u7vRHs99sVmPlqbh1fVMRoUZg5O5F/njQ/Z9uUaWn8NPWtUAleePMkfj7ZX2AbscXFxrFu3zn/7H//4B0uWLCEhIQGAZ555hlNPPTXo7dZNg4+JiQnrH8/BVvfZKzUzjnKNp37K5d8XhO7HGc6SdTNme5Q/oDSpLgCM1gjM9ihSEuOJiYnszl1s1j8+3k52pQ6Y+GJ7GUcPdzJzSOiC3LrvRGd/G6qqYo2IwqtqABgNConxMUTZ6wN2h1vl37/m4vH6pkY9tSSHUycO7MTeh04wx+Ef724mrwbAxEebSjl2lMrY9Ph2vU9ifBwmW4n/dlR0dNidk/z7Y7HjMdrYXeENu33sCnWf2WiNwGSLxB5pO6KOw5NL1lHp8k3de3NtIRDaa2iVw81zS/f7zwf/+jGH300ITcdQRGQ0NbrLfzslIS4k+y3X0I5dQ+/4dCf7KnTAzDeZFUwcXMmpo3t11a4fVKG6hnbUE29spMCpACbeXFPE7NEZDEwNLijoqNREFyab72+uumoAKPcaqXYb+OcP2Swe179L9iMUoqKjMdm8/tvxcR3/e3b3d6K99lTqeI02MIIK7K0gpPsr19D6a+grK/MBgl6WfcgknXv11Ve54ooruns3Drp+d37R4r+DweVR8ag6pTWetp98mEiLtfOHyX0wmwzYzUYundYPALPRwO8n9KFPQmiC9e35FfySWYiqqiHZXlmNO+B2XrkjJNsNpXVZpazNKuOPx/THajJiMRm5dFpGQLAOUO5w4/Fq/ttOr4bDHZrj1JUqnPW/G13X2V/ubPG55Q43S7YXkFvq+7tdOCWdMX3iMRkUkqNs3BbGI026DiaDbxbAkcyr6pgNCredMLi7d6VL1bjrG6+qprXyzI4pd6oB54Mql4dvt+RT7nC38qr2uWXOYKKtZkxGAyeOSGNiRmKnt9mcI/Ea6tV8AXvDa+ixg5PIKXG0eN1rfB3LL3c1+zwRvCpX/e9U03XyK1u+HoXa9EHJHDMoEY9Xw9xoXa7DowbdDnK7VX7ZWUjmgcpQ7ma73H7iEFJjbBgNCkPTYrjq6EOns6GjBiRFY1R813oD0C/x4AxamYwGoq3mI/Ia6vZquDyqfzArWGE7wt7QsmXLKC4uDhhRv/3227nrrrsYPnw4jz32GP37N/+DcrlcuFz1F4SKioqDvr+HkjKHF6Pupl9iRHfvSpe67thBXHesb4pTTk4OAF/eOCNkPX4v/JjJm8uz0HWd/slRzL90YqcTbZw6uiev/LoHXddJiLRw0vAeIdnXULl/4Sa+23oAgEkZCXx/26wWn5sWa2dEz1j/tLMJfeOxWw69RCRzhqXy4ZpcdF0nNcbGMQObDwZySx1c+fpKKhwezCYD/3f6SKYPSua5Cw+NETlFAQWF44aEZpryocpkVPDqsC2/MmRTtg8F0/on8XOmb2Q9IymS1SHefq94O8N7xrAlrwKHW8Wlajzw6WZi7WZeuXQSabEdn2o+c0hKSGciNcegKJw+tudBfY9wsyWvEpPBN0K0szaoOnVUDz7fXsT32wsZmhbDixePb3LdO21sT577YRearhNjN3Pq6PC6jh3Kjh2awhcb8gDoFR/B5PSELntvt1tlX7EDs8mAu7Yjp87kjISg2j8Ot8q8V1eQW1qDQVH444z+XDy1X4j3uGV9EiL5+Nqju+z9wsHMwUm8vzobRdFBUZiU0b6ZgsH6KoTt7EOJzWwkp3awJs54GAfsr7zyCpdccgkmk29333jjDfr06YOu6zz77LOceuqpbNmypdnXPvbYYzz00ENdubuHlGirEVuEmX0lNd29K4eVhevz/NMFdxdW8dPOIo4dmtqpbV4+PYOxfeLYV1zNrMEpTdaEdye3W+X7bQX+2yv3lJBf7mi1of38heNYvKUAk0Fhzoi0rtjNkLtpzhCmZCRSUOli9tDkJjMJ6ry9Yp9/Ha3Hq/Hasr2HVMAXbTUSGWHmp53FTMw4dNYiHgy6rvPxmhyuPObwH3Wp8/g5o/luaz4Oj8qoWC8f3hb693jhwvEs3lLAcz9kUlI7Clvu8PD28qywXud8w3GDGN2/B6N6x3X3rnSZzAOVrMsu9d9essPXmbNo8wF0oxWAbfkVrM0qazKj4Q+T+zIsLYY9RdXMGJxMYpS163b8MHf374YxY3ASxZVuThiRhqULO8EXb8snq7YdqeNr+9x6wmAS4+OYPSy46/vizfnklvq2pek6H63O7dKA/Uj0254S4iPMuL0aFpOBzXkyuBlKLo9KnN2MroNR9bb9gmaEfcBeXV3Ne++9x4oVK/z31WV5VxSF66+/nttuu43i4mISE5uObt11113ccsst/tsVFRWSJb6BCKsJk8lApCXsvwqHFJvJSAW+AE1RFOIjQhNcj+8bz/i+B6fnszMsFiMWowGX1zftzWRQ2hwxNxqNnDzq0B9dmTqw7QA21mYOuB1lNbfwzPAUYTVhNBpIiAyfTqLuFHEEni/rGt11M5JCre58sGhzPiV763M7xIXo3HmwzB3b64gbMYqxmzAaFNTakVSLyXeut5oNeGoHjxRFafFvNzY9vt25PkRwpg/sno7gxIimHS8njezZod9GYqPBCLvlkFm9e8iKsZkwGw2Yjb5jHW098q5xB5PFZMRu8Z0vdXfHvs9h/yv44IMPGD16NEOHDgXA6/Vy4MAB/+MfffQRqampzQbrAFar1Z/sIdyTPnSHokoXXq/KPacM7e5d6XZvL9+D19uxnq/G7vndUGwmA6qmc/rYHiFrnPy4rYCXf95NQStrpbvCx6uzuWfBBl78YSdFVb59ueWEQcTazUTbzFwzawCxLYw2d5Sqqny+IZcl2wvafnKI/bitgJd+2tXh437F9H4kRllwqzrp8XbuOtk3YrhlfzkL1uRQUBF++QgaqnB4yEiM4OKj0rt7V7pUdkkVL/20i7V7faOJbq+G2Wjg7t8N6/J9+XxdLje8vYalOwu7/L270l0nD6VfYiQRFhP9EiNwez1syCrlpZ928eO2jv32l2UWsXBt7kHJk3H2c7/w0MKNId9uOEuJsXPl9AyirWbiIyz8aZYvQeDYXrHE281EWU0cMyCJrfsr2n3M1+wr4aWfdrGroOpg7vph7/MNubz6y26qnKFpy7TX1IFJHDs4ifIaD1ptR857K/bxwaqsoLc1fVAyxw1JxuXVsJmN3HfK8KC3kVvqYMGaHLbny0hxe1w7cyCxVhMFFU7MCtx2gsQEofSXE4dQWuOmsMrJ+eM7NqM07LtQXn755YBkcy6Xi1NOOQWXy4XBYCApKYlPP/20G/ewYw5WErlgeTQ4UOXh8ldX8s2ts7p7d7rVM99l8snmcj6/fpp/+UVH/bizCKdXw2hQWL6nFIdb7fQa7ce/3MrbK3zr4l/+ZQ+fXHs0KbG2Tm2zIy59ZQW/Zhbh0XQMwPzfsvjk2qM5dXSvg5btV1VVLn9tNZkFvrWSswYn88hZow/KezXW8Li/+uveDh33i15ewZ7CagCcXp2UGDufrcvl74u3o2o6Lywx8d+LJ9AvKTyTulW7NZbtLuGH7YUcP/zQXL4QrB35FVz4v+U4PSreyiIAXF6Vkmo3763M6tKZLv/32WZeWboXTYfPN+7nb2eP5NyJfbvs/btSWqydt646ime+28H/ft7D2qwynvh6J3azAaPBwAWT07kziA6TfyzezoI1vlkBbyzfxxuXTwlpvoztB6rZWZbFL5nFR9Q19JJpGVwyLQOon3Xx2cY80tOSOW5IEp9uyOenzEJe/20fr7dxzN9bkcVjX21D1TReWLKbly6ZwPi+Xbf++nBx07tr/Xlk3vwtiy+un47N1jXN/JzSSt5fnYtb1VGrfEtanvx2B0ZrJAvX7+fNK6a0e1tFVU5+2F6Ey6NS6NV4b3UWD/Ua1e7Xb8+v4Lq31uLweDEZDdz7u2GH7LK7rvL3xdvYcsDXWba31MktH6zl1cva/zcTrbv2rTV4ajuy/vXd3g5tI+wD9p9//jngdmRkJKtWrWrh2aKjdtYGE0eKYfd+haM2K3Gi7kt8VuXS2JZfyep95UwZ0LlMwgvX5nKgwomu+7LiLt1VGPQ6rsYWrMulsrbX3OFReXdVFjfM7vpMm2uzS/3ZgTWgtMbV6r78c/F23vptHwAXTEnnthOb9tz+32eb+WhtLgZF4bJp/fw15ssdbq57ay2ZBZUUVLrAlw+Fr7cc4JGzDs7na+zLTfv9+QgqnR7mzV/B/nInZoPCjbMHcVELa+sWbcrnX4u34/So7K9womk6mg7rc8pYsbuIj9bm+qeUFlW5OOWZXzAbDYzuHcvrQTRuuoqqw6OfbzxiAvbXlu7D6fGNDmq1f/8ql4YBL5+tz+Vv54zpsn15Z2UWdXmcNB2eXLzjkA/Yq5xezn9xGbsKq/CovqSNlx3dz58b4N3lWVQ6vdSlr3K4NSKtCos25/sD9jeW7eXVX/cCcOm0vv4AsqFvt9TPyNtf5gjJubg5R9o19Ixnf2FDju/aOaunb7JmtUtjV2El1Q2yleeVOfhtd+s5XN5dme2vPuD2qsxfui8gYK/7ruwtqsStgsVkID7CQkZyBPuKaoi1W3j8nFEM7xF7MD5q0I5+7FtSkxJ444op9IjreMLEYH21KR9XbbumylXNtzsOdFnJvH8tzsSt1k75rf3R+s6XKssyi/B6ve0eCFmwJpf8Cgd1ybS/WJ/PQ6e1P2D/cFUODo/vO+hVNT5emxtUwL4jv4IrX19FhcNDn4QIPrhqapd1fHSX15buDbj94/aiTm/T5XIx+bEfqXR50auKARj5wNcYrBHMGZbMS/Mmd/o9DhWeBokYO1pn5fD+Bop2C64a4KHt9V93+YN1gAOVgeV4MgsrOh2wF1e7/Q1sp0ejtLrz5Ykqatz+xqtXg+LKzm+zqtrNOS8to6jKzcjY9k2hs5qMQP1zFRTSE5qvMuB0enlj2V5/YPrGb/u4ZuZAomwmFqzO5vFF29F0jSqX6s84/L9f9/gD9v98l8meoiq8quY/nuhQ3oUllGJsZv/fz6uq7CmqxmxQUFV45vvMZgP2pxZv4z8/7kKrLYfmaTgrVIf5v+4JyGtQVuPBaFQwKLA2q5Q3l+1tsSOgO+0t6fx37lDRI9aG26vh1XQ0T+Altsajt/Cqg6PaHfj+JYdBCbHHvtzKnqIqnB4NHSisdPLa0r2cO7E3sXYLJQ3Od+Br5NS4VeJqTwRut8r/ft6NR9WocHp59KttrM0updqlEWE1cvsJQ+kVbyfKZqLSWZ9PpEdM1wVQh6uVewpZn1PuD8y+rV2qoOM719V1cIHvmKe2MSMpIbI+p4fTo7Iuu5QLXlyG3WJiVK8YCivd7CuuxunV8Wrg1VQ8qpP8cicpMVaKq1384+sdvHLppJB/1o5QdZ0DFU7uX7iJl+Z13T65GrRrdGBjdlmXBexWU8srbFWdoGYtljrcNPgoVLmCO9+lxtqodHpxeVVMBgOxQQbbd3+8gf3lDjTNN1r/2OKtQXUYHIq8jaLIUFzhLnttLeXOuo6TwC1+s/XwXtp1MEjALgA4uv+RM/1sdxsjIYYQdF+kRtvILatB0yHCYiQ5uvNT100mBbz1J72oEPT4nvXfpWTWHo8f8ovb9Zr75w7j0c+3UVDlxG4x8ruRPTh2aAqv/pzJzsIaRvSM5dzxvbFYjDhVLw0rvOg6OL1eqNa44+ONeDUdXfddHCxGBZPRgKLp/t54Z20SO5TAv4mut305KXe4Wbg2l/gIC3PHdrzR8sQ5o7nl/fVUODwMSIlnXVZ9dmS3V+WVX/YwLC2acqeX/HIHDreX//60x38BbLyE0wDsKa7hzSuP4o6PNnCgwkm5wxPwratyd+36Q9HUkLRoVF1H1aGDZVNDxmKAhjG73Rz26WfaVOMJ/GF4VZ1yh5sN2aUcMziVtFg7+4prAhqOCuDRNDIPVJIcZaLC6aXG5fWP7H2ydj9Ggy8p4IFyJ+/8cSoPzx3BX7/YQrVL5bSxPRneKzxGYQ9l5Q6V1k7BHlUlPT4St6pzxrheASPfP2w7wJ6iGk4ckUaveF/nyXmT+7Auu4zyGg+KQaG02k1OqYNoq4lt+RXE2ptJ0tno/d21J9ziKhefrc8jLdbOSSO7dzaQq3EU1MUqHV3XsTcoJbrVx10uF1Zr+yoCxDRKeGYMskkWazXi9mp4VB1d04gIcgnMvhKHv5NdVWHr/q6vBd/VLEZwNjglh2IQb3+5VJ8KJQnYBQYFcrs5iVlXGtUzssXHDAr8flLnqwhceUwG//1pF6qmM7xnTEjqANe4Go2yVXU+UVlBg1H65oJgt1tFBf/6wyqHu8la9fIqNxe/vIId+ZW+JDGmHBZtzufliydiNZuZOTjZX/Zn+sAkkqJsrN5b4p9WX/eublXHq6nMHpaCyWTC5XJxxpherNpXSlGlC6X2uQoQ2UYGU4dbZd4rKyms9H2vf9tTzCNndmzN+/CesSy6aYb/9vkvLmNzbrlvWpMOL/+ymwqHB4NBwW424vSoTRpqBuqnQanA1vwqnli0jX//YTxG4K0V+3j6+0xUVaNHnJ1Lp/Tr0L6GiqqqzSaLSorsujJB3e3TdTn+TpeuHU9vKspqosRR34nTswun2bakrNrZqSSut8wZyG+7CnF53L5+SAW8ms69C7fwyJkGrjt2AI9+uQ2PV8PlVYm1GrBafbNStu6v4J+b8nF7NVy1wXrd+cGrQYXTy/rsMgCGpEXx0sUTAALKLrprv99dWfrqcHHskGTMBvwZ4SOs9R1IFiOgadw8ZzBHNyhd6fV6eea7nXy4xlfy9L2VWbxy6WSW7S7i0S+3UVrtQQcMqo5b8W3YU9tT1jcxgnKHB6+qoum+zt0Ii4mESDMOj4bFZOSK6f0orXIz75UVlNaWBVyXVRpUvoNQsltM3Dqn65esNRRp67rvtrmVtzIqtDtYB7A2ihYNhuA6KH/OLMZTOyvPi86qfaVtv6iBnnE2iqp8M3wMCgxKCc/cMqEUZbfgrKpvD9pMnQ/Z4yNM7GnfOJBoBwnYBZoOhVWu7t6NLnOguuXRS02H7flVnR6FufCovswZnkJpjYchaaGpTNBoRhErQ3AmHNk7hqWZvu0YGo1iv7NiHy8s2Y2q6Rw/NJmsUifb8yuItJh49MyRTMxI5JVf9vD8j5kUNjjRO7w6P+8sYuY/fsRkVDh7fC9/FuHhPX3HdUK/BOxmI44Go2yJUWYMwIgeMVz31mq+2pSPDvSItvDSJRO4+H/LqXT7ps8mtFGDfvW+En+wDrBiT3AX7Na8+8eprNlXwkers/lxh2+dV41bRdWh3NH8d6u5gO+9VTl8tj6P5Ggrlx2dwVc3HEN2WQ3je8d2OulhZ3yzOZ/HvtqGW9UYHBU4Bd7jDX2W7XC180D4jKo0/l7tL+3+kYuTnv6Zkf168P410zr0+gVr86h2q1jMBuLMJgwGBbNRwatqfLF+P2eP70W83cSBcgceDYocGmaXi4ykSManx/Lol1txq4FTgBtyqxrfbM7n/z7fTH6lC4PiW7rzt7NHs3R3Ee+uyEbX4fcT+/Dn2iU4on0yC6tpuEqkxll/w61CQbXKVa+v4sxxvXjkrNF8sjaH+xdupqJB5vLCKheLNuby1eYDlDRYMqbhm4mlKAo2sxFFUThldA/+fs5Ylu8q4uHPN1NQ6cSg6DxyxkiibRZ6xNqJj7Lw2bpcf7AO8Etm59fhdsR/zp/A+EFpxEV2fVLYhnLLunAgxtBygKfq4Ha7sVjaVzlGVQKj/2A7THPLq/3tJU2H7JLg8ktM6JfAhhxfdnkFOG5w95TK60o2Y+BRVkLQTb0zP3yuoYcDCdgFAFWuI6chvnRH62tnHvtyM29c1bFGaJ3skmoe+WIblU4Pv5/Yh9PHhX4dWXFN5/9mL1wwnlP/8yuFVS7GDIxnX4PHXv55L97aBvGCtXlYzb4andVuL08s3gG6zpqs0hZ71t1eLwaDiQ/X5HLZ9IwmZd6+vmk6t36wgT2F1SjoVLhU3F6Nj9fkkFVa39DIq3Dzzeb8gLwD+eWtzy74eHU2BypcGBRIiDATFxHauufj+yawu6jaH7A37kxpzBeI6E2SjdR4NLJLHDz17Q4uPTqjSxMUteTZH3fhqg3MN+SUBTxWeuT06xFhDe13pjMa/9JLnd08R7/W1v0VvL08iwumBF/u77Wl+9B1MCoKpTVuFMX3f6vZwK+ZRXy9OR9jo2maHk2nyuXlsS+3c6DChUZ9bdrGR0TVfN/lUocHj6qj6To7C6q49NUVRFlN/uboe6uyuWxa34DRd9G6JdsOBNxu7ttY49F4b2U2ydFWFq7Lo8oV2Onk1WDL/kr2FjXtfEqJsXLexN5UuzSm9E9g4bo8nvpmJw6PSkGFC1UHj8PLI19u49M/H+N/Xb+kSAyK4l9D31bH7sHy3JJMhu+r4oFTh2E0dt8Mjp+6sATqxuzyVh9vb7AO4NYCz3iaFtz5bl1WYCm3UkdwbaV1+0r9M3YAvt9exOwRPYLaxsHkcrmY/eQvFFW76BUbwXe3zer0NnPKA5dP1IRgVV7VoZ9qJaxIwC6OOI0vBo2Foib2nR9tZG+xr1f3X99sZ0TPGAamtr7GK1jR9s7/fB/+Yisl1W40TWdjTuN6pc1Hobqu+9dxezVfsGpRwN346Q1G7OsOeVm1kye/20l5tQdN1zEbFS48qi+frsulsNqDohMQrNdZsqMgICmKo5WkX28u28s3WwswGhQ8qm/K7GNnhjZhzMK1uWQV13DMoGR2FVaxv8zZauZPt6pjMkBz7Q4NqHR6Wbg2t0nHzu7CKj5dl0uv+AjOndh0qUaVw83ry/dhQGHetIzQlKvq7vnfYSIhqv1TOLtaOP2Jgm1MN3l9bZ4ARQcVHZeqYjO6qXL5ZtM07gzLr3Dy5eZ8/+9NAxIjzdS4vDga5PjQga155b5g3f9evtkKTo9GnN1EpcuLgkKVyysBexCKKto3cuvV4cUlmRiNxoBcJnUcHrXJ1FujAqeP7cWfZw8B4IlFW/2lyqpdasDfclt+Ba/+spvLpvsqC4zqHcc1MwewcH0esXYT958afP3uUMgurWG/4wAJEWZumjOkW/YBoCsnRGWXtd5uqq6uJjKy5eWIDW3fH9gWCTbJZztS3LQqq9RRv4RNh50F4TVSfNpzv5FTO3tiV1E15/93Ge9ePbWb96opo6FpMjvRcRKwiyNOj6jWR856tvF4exQ3mCLu1XT2lVSHPGDPiO98A/PXnUX+aYpqoy7VS6b25X+/7EHT4ZRRaWSXOdldWEWZw+tL5lL7PF33rQN1N1rzrIBvOv2wZAoqHbhUlYv+t5y8Mgc1DeZTLt9dQozdjM0IrhZ6dbNKWm8M7MivINpmpkecnW2107AsRgWjwUBCpCWkx/6Zb3fy3qoswJcx/8WLJ3D5/JVklba+j61duBQdVu4pYFTvWDRVQwMirWaufmM1NbUJ6HbkV3JPowbola+vJrt2evSvu4p5IwTl4K6e2Z+/fe1bOzyiRyyrO73FQ1NJ5ZGT16OjBqZEc/6k3m0+r6zaSU6Zk6GpUZhMJlRV5aSRKXy6br//OQ3b2AajkUiLQmkzS0zqklQ25PZqKErTVrqrUbSv4FubGWkzUljtQdN0TEaFS+evCshTIVoX0UYOkYZqvLQYOe7YXxGQmwFgcLKd9DgbeSWVbM2vZmtOCV5No7lVzF4V/vXNDvYUV/Pw6b5O2QuP6suFR3VvyUO3V0VRNfa1cd062HrFdV0Tv7Sy9c+qKO1fE701t/XR+rYMSrGxvaD+/B0R5GFonPA+0hpeST5zGy2JCqflWw2lRpnIrZAEuqEiAbs44jTX09+QHmxK0mZMyojn+9pSNwmRFib2C30W/n3FnW8MlDoaJJ1r9Ngl0zI4d2I6TrdKfO3UwoIKB7P/uSTguXERZl6eN45zX1gRcGyrnB7cKryzIpt3VuYQaTbg8GiNE77j0aC4uuW5U2nRFtyNGnwNL58XvPQbG3PKUBSFCyanc+6E3ny5aT/lNR40HQoqnLyxbC8Xh6hM2tJd9esiXV6V77cVkBpjbTNgb40XeHNFHu+uzEMDLEYDPeNsAcnrVu4NXIefX+7wB+vgG42vcrg7PVJ48qgezB6SQqXbi6OskNdv7NTmDlmlXZhhOVjhkCbtk2unMzi95dra/uetzeHhz7bgUTXSYu28cfkk/vzuOvLKHCRFWfnjMX25d+HWgJH0kiq3vyCGpdFykuZO35UutdmAriGLwbc0xWg0cvKINBaszUVHwaAo5JbWUOX0hqTyxpHgqunpPPXD7k5vp7DGjVGBKIsRHZ3BKVFsyK3gjgWbm32+1aQQaTFR4/LgVH1/T4Blu0o6vS+hVFztxaS6GdEjtJ30wYq0dd0soZw2OieCCdhrgizj1lhipB2oD9ijbMENwhgbJLlTAE0Pr8LHUTYTVe76tltCZHietworJVgPpfDqNhKiC+wsaD0BiTMENZYvOqovkRYj6HDyyLQm67dDoSQE61id7ta3YbcY/cE6wIerc6lslO/gb2eOZEyv+KbbVn3TVX1lsXxr1D2a7i/B1JiB5kuJGI0GLGYTJoMvE63FpDCypy9r69LMQjbWrrPWdZ0PVucwJj2eW48fhM1sINZuIsZu5q3fslr9nMGoK0VUWuMmr8zJo19tY+W+sqC2odC0Fx98U0g1HZxejfxyJ64GSfl6xNUnMPJ6vfzlw3UcqHBRWOlC03Ri7OaQTeu1WIwkhvGU8K4wbUD4JhoKh4wjae3Mt/DsD7v82b7zyx3c/L4vWAdfYrivNheQEGnBYlSwGBVirEZsFhMxNhNmgxIwpb0hBWg4m7qts+EJI1I5e3xv+sTb+HxDHlVujRq3hkfVcKs6F/1vOQ9+uqldn+lI9/jXmZ3eRqTFQM8YO9UulSq3itOjsTm3otV8IBajgVcvm8xxw9Kwm41Yak+ivdrxXbzqtZUMuOsLBt3zBc98u73T+98eP+7oujXkzckuDi7ZWme0VW2hqqqq3dvqbP6QnEbT88uC7HzNSIrw/1/HV90mnMQ0us7HRYTntbrJMknRKRKwiyOOzdT6haWsuvOZte78cB27i6rJr3Dy0s+72bK/c1O8mpMY2fmp+8GcT3fkV/Dfn3YF3JccaWFMui9Yb28FmZYmMDTX4I60GBiaFsO49HjuOHEIPWLspMdH8MjZvhJtdVmE69Qlqh3dJ564CIu//Fuo8v4sWJOD2aQQazfj8mgdXkvsm5praLXWqUfTOWdibwalRnNU/0QePcM35XNZZhGn/PtXlu8uxWL0dYZous4/zxnTwb0RzSlzuNt+kmiTqTbze7VLpcqlkplfSWGFk4IKJ2U1HryaztPnj2Voj2iG9ojmzpOGEW0zEWn1le1qqea82QjeIH6AG3LK2ZBbzr5iB2W1Sah0wO3VibAoFFY5+WbLAd76bV/rGxIcaGd9ZaPStBM2xmpieI9oEiMtZBZUBawVbquB7/ZqLFibw3MXTeCyo/vSOyGCyRkJ/OeC8U2euz6rlGvfXM29Czby0/Z8vt1a4EtWp8JT33W+w6Ght37bx4OfbmL1nvqRfl928u6dEt+VLfzGVWYaS05ufwdoj4T2rXVvSV6jMsXNVCht1aacwPba15vzO7U/oaY0WqSvh6Rqugh34TmPQoiDqEechXX5LV9Iy2o631Bfn1vpnx5eWuNl+c5ChvfoXKm4xo7q3/kRwEEpUewoaF/Pd3ZJDZqmYzUpuL06igIXHpVOWqxvdKO9hQZsJoXqZmYxNMzKWsfp1fjvRePwaArnvrAUVddxeFT+8fVOXrt8MuP7JnDc0BR+2O5LMndtbfm4Ub3jOHFEGt9uPYDFaODPx3W+Hu7rS/fw7Pc7cKvg8ngxGkDt4FCnBlS5fesyW2qjJkdZufPkwDXr67JKuXPBRvLLHLhUHTMKERYjGclRnS5FKAKtCbJ2r2jeldP7cesHG/23CxvkyvC6VfLKnIzoFcun19dn+95TXM3XW/JRFAMXTUlnY24py/YENqKDbYRnlTrJKnUGnGfMRt+UeGuDTtzGo3OiKXs71rCP7hXLVTMyePizLbi8GuPT45l/+WSW7izkz++spbgmuFFPowJxdjO5pTV8tWE/f5jch7+c1HyN9f1lDi6bv4JKpxeDorBkR2HAebazSckaeuqb7XywOgeAryoCy8g5Ojm1u7OMXTnC2cZBdTgc2O3tm5WTZO/cYITaycmHZc7Ak8vmvNAPuHRG36RIdhf72mNGg0JGYkTbLxKHPAnYxREnoo0a183kLgpa42vXzqLOT01rHNDuLWr/FLOWjOsTy87CKnQdTK3UUQU4un8SKdE2CiqdWIwwpX+CPwNuRZWrzdJmdZoL1qH5wLWuHm9mQWVAfd2Gn/2p88fh9Xqb1C6/f+4I7vnd0JCV1flxZyFF1V5fRmtCM3ih1P5RLUaIsZopatCI/cuJTbML/7yzCK+qEWk14a7xoGo6RoOB309oO/GXCE5LI7siOBUOL1aTgquZ4XCDAh5VY0tuBVMbTDu959Th9Im3869vd/LOymyibCYSI01UO704O7keoOFemAwwMDmKcqfvt2Q3mzhjbM/OvcER4Oi+MSzc0PJ0778cl861J/hmBM0d08t/fr7lvbV8si6vzTwyDU3uF0dBhQuP5lsvtHpfGb/tLsFkNPDw6SOYO6ZpydRvN+VQ4u8Y0sktdWA2+pZXgC/wD5XVWWX+/6uNLvyd/a52VnkX5s3sHWuiqJVSs15v+9cz7yoo69S+RJoVqkKwtLFO63Phut6FU/qy/UAVbo8Xm8XMH6Z0b5JF0TUkYBdHnO1tBM+hSJMRaTX5684qwKmjOt8IbHz5SYnp/LqlVVll/s4FrZlW1O7CKu5ZsJHSag/TBiay8PrpvLl8L4mRFs6d6Ku9vGZfCbe8t67d79ncSHpL6vYtPTGCCIvJnzE9JcYW8LzGwXqdUNbAdThVf6eEjm8dsdngS5rXUXXb82r4g3WTwbdW88cdhZwxPjAQH5cex3ursrFbjBgM0CvWzj1zhzO5X2LHd0I0KzXGyu4QJHY80vWOt+NtoTfPZFCwmY0MTmuanOuN5VmotSXjqpxeYmxmnEa9zWktVqNvhK090+VdHp35l44nr8LDlrwKpg1MpE8np+MeCRZvL271caceeN41mUyszyrl47V5rb6uR4yV/RWBS9IqHF5evmQ8V725lpySGurTrqj8+Z113Pr+elJjbPSOt/PYWaPolxTFikZ1uDVgzZ3HcdMH64mzW3jqD+Pa8zHbZVBKFLsL6zqQAwO74T1iQvY+HdGVfY5FbaySMBjavzM7Czt33rWbAmuABxtup0RbKais/x4e1T+8rq8zh6Tw/EVW1meXMSUjkf7JUd29S6ILHLSAPTMzk127djFjxgzsdju6rgeVJVKIg8XdRk9vG0vc2+XNKyZy4f9W4PbqnDE2jWmDQp/Aqq1SZ+2RX16/jebizke+2EpWie9K/PXmfCb1S+DcCX146tsdrN67gT/O7M+dH2+kuLr9ywiC6ffW8QXdsXYjNx8/kMe/2o7ZCIOSo7j1/XWcOroHRVVO/vH1TiwmhRkDk3CqOn3ibWSXOumXGMm1s/qHJHA/ZXQPVmeVBiTN60yw3lDDvhKv5ls2EGNvenqePiiZW+cM5putBaTH27n9xMEh7ZQQ9YqqwjdL/KHgxSW72Jpfyc6CSmJsJiqcXjQd0uOtRNnMVDhVRvaM5orp/ZtNcGg2gNOj+s4XGri8Wrsa3pP7xrIyuwJvO0bYNOAvH2/m5UsnA/D0d5nE2k3cPHuQ1GVvhdPV+onvsw37mZSexE+7iih1eDh7fE+ufqPtApFeTSPCYqCmNiq31CY8ufDlVRRXu5udxeVWfSPomq7z18+38seZ/dnVaJmXAsRF25h/+RT2FlVx54cbMBrhxtmDSIlp3zTtltzzu6FYzUb2FdcwZnQ0qx+vfT+bqdtrYwcRI3daSU3ruX/aW4MdQDEE063fVKGj8Rrv4Cy55WiOe+pXSqrdDEuL4eXLJnd4Xw6WR7/Yyrb8Ssb3iePFeZO6e3dEFwh5wF5cXMx5553H999/j6Io7Ny5k/79+3PllVcSFxfHP//5z1C/5RGj351fNHv/3sdP6eI9ObQVFbcesOshCMJeWLIXVdPR0Vm2u5j8cod/rXeoFFZ2PjledRtZ4rflVVDqcBFjM+FR4acdBbz66x5yyxy4vRrfbsvH5fbiDWaOY5BcLhceTeGZ73ah6jpFFW4+XJNDcrSVXzMLOVDh9l+Q31qZQ1KkmVKHl4RIM7/tLqbC4WlSv7wjLprajx+2F/DdtsJOb6stqq5z/LCUZh87c3xvzhwvU+APtgKpwx7g8w25VDtVpqS0fYJ85tudvLfKV5mhsNJFlNVEWqxvVsy8o/tz8sg0Fm/Zz6hecfSMs/P5hlxG9oylX5JvpMjtVrGZjdRVNVSgxVH6xsZnJPLbnvavOc0traGgwsHN763DUVuVYV9xDf+TRnCLlDYWR+8pdnLpGyuJsBhRdPh4TU67psGXVHuIsRkw2Yyoqo5BUdhTWIVbaz3o0gCn28vW/eXc+PYajEYDhtr7DQpccXQ/wPe9uvatNZTXZg1furOIG+cM5oxxHT+fGo1G7jhpKAA5Ob617DpQ5vRy3VurefbCCR3edmdpIepQbo+2luvX1NQQEdG+tdYJdgtV7s63bzrKbrdzz8nD+HFnARd1cLr5TzsKyCquYVLzl/FOueDF31i62zfLZfHWAm54ew3PNJN4URxeQh6w33zzzZhMJrKyshg2rD4hyHnnncfNN98sAbvodtVtNBzUECSH/npzvr+BkVPm5vvt+7lgcv/Ob7gh9eAGFDP//j25Fb73qPF4MCrww/ZCyhwerEYD5c6uqbFpMpnYsb+SytoWgUfV/Y2/CqenSUPO5dXRdR23V8NiNLA1vzJk+/LypZPpf+cXbZaQ6iy3qnHXx5s4bWypvzEoulZldy9ADSNXzF/BitoM2GmmtvNxbMwr8/8/wmLEo+rYgcRIKxP7xnLGc79S4/KiA1aTAZvZiNlk4P/OGMnUjAQuf30Vm/IqUBRfNYWaIKayPPv97qCyx287UM3by7P9wTr4AnbRsuh2lJFSteB/Q1YjlDk1FN0X9AbTDVxc40WpXdAWYTHSI85GXISZL26Y4X9OTrnDH6wXVrrwqDr3LtjI+6tyePuqo4La1/ZYtquo7ScdRDVdGLC39ZcuKSlpd8Du9nZfsA5w/4KNvLkiC02HBWvy+O/FEzh+eFq7X//ApxtZsCYPXdeJ9Fa0/YIgrd4XuCTlh+3hlcVeHBwhD9gXL17M119/Te/egT2WgwYNYt8+KZciul9bl4KSEMShjRsa7y7PDnnAfuAgl1htXJImwmLAaFBweTScjRrQRjpfG9pqVNDRm2R/Hn7/14zuHUekxUi1W8VsVHC6NfLKnM026KwmhRqPgrW2Ru/wnh1bRzjl0W/wGu30jLXx8rxJDEyN5r0VWcEtwu8gVYMDtSUBf9hWwK1zBjNnRPsbDKLzurCtG/ZWNciYX7dEpiUFFQ625lWQX+7EZFRIirJyzcz+pMXYmdw/gX8u3k5NbX4Pl8dX7k3HF0Rd+spKRvSMIbe0xr/0JJhgHYIr9VZn/i+ZJMVE4vD49qtfkmRdbo3TGdqShyZ8uWMaFBBo9hSrAAkRRqpcKi616alYr32O06MCZgamBOZG6B1rJy7CTFGlC7eqY1B8SU035ZZTVu0kLjIwN0pnyTLQesEcC6//G9E9PlxbPyNE1eGxr7YGFbAv3lyAXpuAp7SNpQId0bgiT7VLCp4fCUIesFdXVzfbi1ZUVITV2vkkWUIcbAdjXK36YIzWheAcfcqoVL7YeKDZxwyKgtYg663FaGjxbc0mBbUjLeWG74fe7LF3qTqb95fz+4l98Hg1qp0evtjkm8FgUALLO9lNcPywNHon2MkqqaFfUgTXzhrUrvf/YFUWby/PxuLyjSQ63BoGq05OqYO/fb2NFy4cz/NLdpEUYaKo2nvQAzqv5jsmlU4P//p2R5OA/Zedhby1PItYm5nbTxrS7Dpg0XF1U2qF77fv1Hw/NGMbDe9/Ld6Jji/xpkfVGNUzhounZvgfzyquobK2xdk44PJqOjmlNZS2UfIr0mygOlQJJIAyl86YOCsxEVH0io3gxuM7XwbycFYUguVYDTUOzZq7kliMCmajAZvFjEcDVVfRdZqsa7eZDViMRs4Y14sbj60/9/+4rYB//5CJxWhgQnoc324vxFxbGcVkUIhqR6m6YE0bkNT2k44QvXo1zebfkqLqzgXrnR1A8HgDzy1V7a1ZWyvSYqTK6TuHdUWnjVynjgwhT0kxY8YMXn/9df9tRVHQNI2///3vHHvssaF+OyFC7mCMrXg7Wxi0GT3iOj8aEGExYTUpmAxgtwSeDq6fNQCLUcFkUBjbO4b0xCgSIpsmYrIYYXTvuE7vy4ieMdjMzTeadB00VadHrJ34SAs2sxG72YjVZMRmMtAj1kZ6gp2nL5jA4+eM5vrjBnH3yUPwqjpvL89q873XZ5XyyBfbyCyoZF12WeB7AzUuL27VF1CYzSZsXZR+1wBUu7xNGhDZJdXcu3ATG3LK+DmzkFs/WN8l+3MkaaPK4RHlnlOG4VF9M2vOGN96xYua2lHqaJuJhEgLvRLqz6hfbdjP8tqp9dB8YOZwqxjbOPYGQ+hHlLYfqGJ/uYs7fzcMu0USObamzNm1+R2MCvRNsHPC8BRi7WYm9UvkmEHJ/vNw3dfFAKRGWzlpVCoDkiKx1P4di6qc3PrBenbkV5BZUMWW/Cru+d1Q4iMsxNrN3Hbi0BYrjTT0ydocnvpmB/vL2pfw9aftLZe+O9y09YspKOi6Y3HcwMCZFckRwf2e+zaqaz61X2xQr3/07FGkRNuItJmYM0xmxonQCHmX4t///ndmzZrFqlWrcLvd/OUvf2Hz5s2UlJTw66+/hvrthAhasg0KW2lv9EsMfWPN5e38FMLGJcRmDOl8731+hYuk2pFZlx5Ym/amE4Zw0wlNa4HP+deP7CzwzcdPjrKw8t45FJXXMPGxHzq1L29cNQ27xciQe7/C1SBANSqQFGXlp8wCCit8x9FoUHzTHxWFcyb04v/OHBWwrSqnl9OeXUppbfb6n3YU8MLFEwOeo9aWhzIajazaV+ovIeV/39r3iLaZuHx6BnaLkROGp/L15ny8mh7SEdjUaAvRNjN7i2sCEvh5gXKHl35JgRl2t+2vDAji29uAFO3XzhxnR4T7Fm7CWTuD5p3lOa0+9/KjM9iSV4nD4yXWbubSaf38j63eV4K3jUxYDo+G1aSgac3PuAFweiDKZqQqRDOXjIrv915Y0fKFwe1W/QHgkc7cxb+NKIuBEb3jePK8wHJs+WVVnP/SSoqrXBiNBi6f3pf3VuTw5Yb9fLlhP7/uKuafvx/LjvxK3N7670pZjZt50/ozb1r7l6nd9dF6Pt+wH4D3VmWz8NqjSYltvdO8IsiR2VCL7MIs8ZN62/gtp+XfTzAjzVbaXrrYmp2lgSP0Li243te/nDyMOz/agMerEW0zc+tJw9p+UQOT+yXy3W2zAF8iwv8E9eq2WRRwN/gNxphbfq44fIQ8YB8+fDgbNmzg+eefx2g0Ul1dzVlnncV1111Hjx49Qv12YaGl7O0gGdzD0aAUK4VZLV8OvHroG2VxoZiu3KiRdP6kjmUvbWhS3wR/DVljO2rAzPr79+xtUJvaVdsISort3LwEBVBrA9WrZ/Tn1V/3gK4zd0wvThiRhkHRueL1VdS1uWxmA/MvnUy03cTwnk17v3/YfsAfrEPgGlzwlZx6a7kvp8Z5k/vwu5E9eH7JLlwNEk+9fvlEilwmpg5I9Jf+uX/uCC6YnM5Lv+xm4ZpcnCGK6g5UujlQ6SbKamwy/c5sVCiuCuzwGd83niiriaratcBDu7ne7+FofO8IVudI8jEITB7maeM7PzY9ng+unsqe4moGp0QGlEc7YVQa767KxquqLa7o0fHlcDhmcDL7SirZV+Rs0jGm6jrXHJPBk99kdmrqa89YC0aDwb9etfGaZ4AFa3J45vtMvKrGCSNSue/UEZ14x8NDRIQFKlruhB7bI4IN+2tC1qFZ7tJYs6+U3FIHveLtOJ1eznlxGVklNdjMBq49dgBfbsznP9/vwu3VsZl80+eX7vIl5xrdO55om5nK2mnKveODv179tLM+gVyV08PC9blcNWNAq68xdWHA3JyuLOtmsUYCLQfswZQfjYow4arp+LT44wan8Mqy+pxZA4LMSXHC8DTG9opjy/4KJvZLIMp20Cpgd8hxw1NZtLl+KePccenduDeiqxyUb2FaWhoPPfTQwdi0EJ22q6j1vtuDsR7IrHT+p9a4rPBZz/3Kjkc61yF0w/GDSI2xsqOgkrEJKZz2aMvP/WDVvoBgHaDCqfLhyizmjk7t1H7owI/b8pncP5GP1+YSY/d1GS/dU8yjZ49mxa4ivA1K+7hVjSkDElvcXkZSJAaDb5QOCFif6HarvLl8n7+D4J3l2VwypS8vXzKR//2yhwiPhSeAUb0TiIlpGggPTI3m6hkD+HrzAbxOD94QfmFcHq3Jul6TQSEuIrALPTHKyn8vnsDbK7JJiDBz1TEZiNBKiI4CJGAH3/KAuqC2PWNV8VEW4qN8gfprS3fzzoocoqwm/nb2aJ67cDwvLMlk6a7SFl/v0XQ0TaWo0oPZqOBq1EkwODWK62cPocLl5cWf9nbwU0FxtZdTRqeREmUjwmLiqhlNR1xfWLLLPzq7aFM+v5/YhyFpR3YHWYTNArQcsK/b3/R3YwQUA1iNvqz/LXXYKPiWWTXst7QYFVRN5+nvdvDEOWN45sed7Cv2zfJyuFX+8/0uatz1nUAur47ZiP86EmUz8fZVU3jq251EWkzc9bvgRkzBt60KR/265P5JbdcVT4tuuoSsK7m6MG/br7uKW308ISGh3dsq7kSwDlDtCezGMwW5vsntVnn6+x3sK3awMbecP89uXx6c1lz12ipmjurT7pw6rXnh4onc9sFaVu0t5fihqdw7VzoRjwQhD9g3bNjQ7P2KomCz2UhPTz+iks+1NvouukdbCW71g5ACvF9yVMi32Tibekdtzi1nXW45yW10KrhaSPK0t7iK/WWdb8A+8fV2/nHOWP/tKpcXxaVQXOUiKcZGTN2IsgLJkYHnEFVVeWt5FjVulT9MSWdkrziunjGA91dlYzMbefTMkfXPhYCawHrtfWPS4/n3BfHk5OTwRBv7qmk6JkUJabAOoCgQF2HGZjZQ5fRiMCikJ0TwVKOpoAD9kqK4uwMNT9E+y3e33gA9ktw0eyD//mEXuqYze3gqr7TzdZtyy3jym53+zrE/vbWaxTfPZMbgFIbe+xXOFn5ACnDKqDTWZpdjMRlQdRWv5pttMjA5khcvmYCqqizZXkS01ehPYhcst1djydb9jOyTyPHDUimpcvDJ+v2kRNsY1iOad1dkU1zlwmquHx1UZa0EkS3kGmmJzQCRdjNeTSfKYqCmvOWLsKJApMWE1+n1L0sxKL7/1H2PvA3+Bh5V8y/XqGNQoG9iJE+cM9p/X7+kKJ46v+l5tL2ePm8st7y/niqXlxOGpzK7HVnDO/q9DBVbF06VbuuTHjhwgNTU9nXsdzZp3Mbc8oDbmYXBldR5dNFWvtqYj1vV2J5fTo84G+dM6BPUNj5cnc2BCidTkn2dBWuzS8ks89AnLoK5Y9ufgK8ls4akYDOZmD4oudPbEoeGkAfsY8eO9a9VqStr0HDtitls5rzzzuO///0vNltoS2gI0R4ZUbCurOXHo8ydzzbVeJT0upmhHwFNCMF0twte/I2ltYHJuq2+KX+ZByoYHRGByWSiqMqJw+2lT0IUZ09I58HPtgassQZ4Z0UO763K7fS+uFWNao+vMfTuymxcHpUIq4nL56/k3T9O5dQxPfhxeyEGRWFeg3WxANe9vY6NuWUAfLutgPeumsK1xw7k2mMHNnkfu8XIWeN68fFa3z7PHdOTWHtwIyG7Civ99XxDxahAQqQFo0Hh/EnpIenVFx3X3Y3tcHLD8UO44XhfPoucnBxe+XP7Xrd1f4U/yAIoa5D9/bxJfXitwbTVhvonRXL0oGR6xu4jp8xBlM3Mn48dyBXH1I+AlzvclNe46UzTXgeKHTor95SwPb+CJ77eTozNhMOtUuX0YjUbcHs1HB6VuAgLRw9MYniv4BJQHY6GpMXw/c6ydj/frUOcUaGsxkN5M+k2TEp9OT6zwff3315Qhabr1Lg1NF0h2mrkjLE9cLtVbpg9mO+3FXCgwgmKgs3kG1WvK+v26JmjOG9yy9OEi6tcGFD8s0DaY3BaDJ/fcEy7nw+gdOWc9GbMHt65mW+h1J6kfnUePakXdyzqeJvC1Gi9fLAJRH/bVUyZw4Ou+2Zw/LqzMKiA/cFPN/HNFt+U9Q+cZQA4PRqeGi/fbjvQ6YD9taW7+efinei6zucb8vjrGSOZO6bznQAivIU8YF+wYAF33HEHt99+O5MnT0bXdVauXMk///lPHnjgAbxeL3feeSf33nsv//jHP1rcTr9+/bDZbP6g/q677uK8886joKCASy65hF27dmG1WnnhhReYPn16qD+GOIxtLWv98U5WJwOaZj9++rvdPH9J+6eEtUcIZtmzOqs+Y3Ndu/qil5cTExvL9AFJfLP1AJqmMzkjgT/OHEBqjJXSare/NrLZoFDt9gaMeHRUUpSN8X3jOXZoKt9tPYDLq2I0GCiqcrEuq5RHzhxNQYUDq9nYJMDesr++R31/mYPMwupWp63ecsIQf9AfbDm0Z77dyQtLMvFoHfvMdRmwGx8yRYHaVHr8nFkkAXs3k3HUzjt2aAr//GYH1U7fFNcRPet/kw+dPpLJfWN56PNtON0eKt06ESaIjbBiNxs45okl/r/BxLRoLp4SmLMj80AV+ZWhqQduQMPl0al2+ioy1I38G1Qdi8lAQqSF966eSlqsPSTvd6jrE2SFEk2H/FbWvNddcxUgIcrCnOGp7CisxgBEWY1cOrUvP2cWc+fHm4i2mvnX+WP49tZZ7MivoNrl5ao3VmP2qKi6zuyhqa0G63/9fDNf167//cPkPlx37ME5zyrAid0cMO/Ir+jW92/I623/NPf5a0raflIrrI0GXcxBJhNweNSAOuyuIBuFK/fW73+Vq0HHvk5IEmV+temAf0BU1XQ+WZsrAfsRIOQB+yOPPMLTTz/NiSee6L9v9OjR9O7dm/vuu48VK1YQGRnJrbfe2mrADvDhhx8ycuTIgPvuvPNOjjrqKBYtWsTKlSs555xz2LVrV1C9dx0l09sPDxEKuFo5/yZGdr6wW+MpXTOHhr4ea3EI2qp6C8eh2unlk3V52GvL5qzYU8L5k9Ixmww4GkyN92g6JqMBi0nB2866yI1nH9RxOl28sGQ34/vEUVztxu3ViLGZiLKZyUj2rResS/7WWJzdQnG1LzeBzWwkrY3svRB8oA6+tW0frM7G2ImaXzMGJbF8dxGNl+l5NXB6dCKs0KMd+y8OriiLgSq3VLjtjKQoGx9cfRQv/byHlCgb1zfqhDplbB96xEfxy84ibGYFp0cnKcrCQ59vDjhHrMoq54Snl/DGFVPok+A7F9z5UdNShi2dW9riUsFuU1AMvpk+ddtxqxpmo+98IsF6vc835R+U7epAfrmbHYXV/OP3Y1iyrZCZQ5NZn11GYZXv/J5dWsMFL/7GMYOS+b8zRxJrtzD/skm8uyKbAcmRXDa95czv+eUOvt5cH+y8vzKba2b0DyohWnsM7xHDSWP7NVtlpSvVtPOa3BXqqrK0R6mjc0HtMYNT2JhbgVfTMSoKk/q1nO+mJXXnAAXwBLHvAMnRNv9sIkPtaL/ZqGA1G5g+MPh9aaxPQgSbG0z7H9RMskxx+Al5lLtx40b69m2avbpv375s3LgR8E2b379/f4e2//7777Nnzx4AJk2aRGpqKr/88guzZs1q9vkulwuXqz7JWEVF+PQ4iu6RnmqnNL/lMlg9QtAw6xNvYW9pbQkyYFx6aEfXQ2VqRjw/Z5ag4ZuK2FDDkFRRFHrE2bjvlGFc+drqgOedPa4X8REm/v3jnna9p92s4PXqAWVJAMocbhasyeGDVdlEWEx4VQ81Ho3HzhrWZmP57+eO5h+Lt+P26lw1IyPoKe5t+cfX29hXXMMFE3tjUHwJiDxelY50lu8oqKRPQgTbCwITMxkUSI2xMqJXLPfPHR6iPRcddcPswTz61bbu3o1DXp+EKB4+fVSLj4/vG8/4vvH+21sarT+tk1Xs4L6Fm5l/2WSqnF4OlDdNHlpX+jKYoN1iVIi2mRnXJ55oq5HPNuzHoCgYFB0NhVG943jmD2OD2OLhL9ba+uLoWKtClM1Mbitr1VuiA7uLqiitclPh9FBa5cZYG/RUu7w4PCqqZmBNVimPfLGVJ84Zw8hecfzfmXFtbrtxP6uiKCEP1gHev2ZqswlLu5qlEx3LwWqrs6xnz57t3lZKrLVTs2dumD2Y/WUOVmeV0Tchgr+fNbrtFzUwLC2arBJfG9Fo8FUZCMYTZ4/ir59vpczhYcaYGFY+5qvtPn1471Y7lNrrsTNGUO30kllYxYiesdwpuWyOCCEP2IcOHcrjjz/Oiy++iMXiazR7PB4ef/xxhg4dCkBubm67kk9ceOGFaJrGlClTeOyxxzAYDGiaRnJyfZKFfv36kZWV1eI2HnvsMclYLwKM6BPH+tYC9oTOj7DnNGioqMCK3YUhzyzcO8hpic254+ThFH64ngqnlx7JCeytvT8uwsKJI1P5cHUumqYza0gKI3vFMbKXLylaXe9xpNXI3DE9ue6t1S2+R2PxkVZ0HfLKA0vAmExmNB2cHpVYu5nEKAuKonDc0LaTqgxJi+GlSya1ex+Cce2bq/l5ZyEAv2YWcdb43ny1MZeOLnHOLXORFmP2Bxd1JvaN5/1rpoVgj0UoXDq1Hz/sOMCW3EoiTXY6n6VBtMfwXrGcMDyVzzYEjuJq4C/V+Pv/LsXRKBN0/yQbTg/UuL14Nb1JecSGzIpve6oOdrORt6+chKopRFiNqLrOr5nFRFpNPHTaCGYOSQn1Rzzk3XTScL7a9nOLj58wvAcnjOzBVW+0/7pQxwCY0Hnky63ous6SHYVcO2sAfRMj2ZBThkFRiLH7mq5FVcEFdSkxds4Z78tfoigKlx/dL+j9a4+fdxQyZaiFpKjunSkVGeKO69YMSYlkW0HLyd1KSkranSn+kqkZ3PZBfQLrWHvwnSq3zBnKwnU5zBycjC3Ismy7Cqv8nQ9eDUqrWy5X15yUGDv/vmA84Mv5AfDJddND1oljMpl47qIJIdnWwRRtgsourFRwuAt5wP7ss89y2mmn0bt3b0aPHo2iKGzYsAFVVfn8888B2L17N9dee22r2/npp59IT0/H4/Fw7733Mm/ePN54442ABHZQn9iuJXfddRe33HKL/3ZFRQV9+gSX7VEcXqxK69+Zaf07n1SocfLjXQdhLZnZ0PnpbsN7xfLljTNwu1UKCvbz4W3w4y3HkpLiu7DeeeIQvF4CLnhRNhNlNR50wGhQyCmtDpgm3xa3V8ViMpIeb8fpdlPtVlF1A0ajgUiTgT4JdvJrg/nx6XEHZQQkGA0zznpUDbvFyCNnjOL6d9dR41L9ZQCNStN16S3Jr/Dw2fXT6BFtJcJsxGQyYbF07+cUgfaVVLNqbxkeVae0suUOPhF6/75gAoNStvOvbzMD7j92iK/zLrOgKiDXyPt/nERxlcpdC9bj8erERVo4ZXgKH63Pb5IkE3wlMs2G2vWpqsY5LyzHbjFgNhgwmQyYDL62RUFl6yVAj1QDkyOJtZsod/ha4z1ibQEdWh+szWPR5gMYaLlMqgHoE2fhzT9OY9W+Ev6xaDteVSPSZsGt1bftdF3nl13FvH3VUWzMLeXmd9fj8KgYFIWTR7adqb2xm+YM4dqZAzEag6sNHozbP1xHZNRunr1oPJM7MB07VAamtl16LlQ8ntaDWru9/TMXZw9JZWTPGAorHJhMRs4e3zuofVm5p5A/vLQSr6bz6FfbuPvkoVw5Y0C7X59dGvhZFm8p4P7TgtoFAaTGWalso4yyaL+QB+zTpk1j7969vPnmm+zYsQNd1znnnHO44IILiI72rbO4+OKL29xOerovaYjZbOamm25i8ODBJCb6TnyFhYX+UfZ9+/b5n9scq9V6RJWR6yh74/nQh7GtBa3XVv5lVxmTB/YI6XuWOELfzWi3hK73vGGw2DA4N5lMNEwP8Y+vt5FdUh+8lDu8fL+1AIvZSHV7g3YdKp1eIi0GomxWLju6F2PT48gsrGHWkGRSo2wsWJeLzWzk9HHdn0ilV7ydshrfSI7BoDCpXzzDe8ZgNRlRwB+0J0ZaKKl2tztp4b0LNrHwz8FlHRZd5/aPNuCp7YHpYH5BEaQXlmTy+tJ9GA0Kv5/YixirEYdHRdd96zZvmuNbE6zqgdNv7/54Mx5Nq83orlNd5uTj9ftJjjJTVOWhuVOT/z5do9KlUenCF6gDaTE2vJrOW79lce5E6eBvbGt+pT+RIEBJTdOR7kq3iklp+bejA8cO70GfhEj6JESSkRjFhpwypg9K5t0VWexuUIprZA/fyOSoXvH8b95Eft5ZxLC0aCZmdCwY7orOUadH5ZnvMnnziu4L2O3Gg5/bqU5Za4mB8C1PbW/QHh9lYVBqFFklNUQYdGYNCa502d0fb/Z31Gk6/OeHzKAC9sRIC7kNZgCO6t39yxsORfvLQ1tJ50h3UH7NUVFRzJgxg379+uF2+07kP/zwAwCnndZ2N1V1dTUej4e4uDgA3nnnHcaN89XPPPfcc3n22Wd58MEHWblyJfn5+ZIlPgQmZwS3RudQ1tasDK+381k8G6/nGt0n9GvYy5ppJIXaLzsL+Xz9fhIiLWSXVLFoc0GT5yzfW8r5E3vz9dYD7C5svTMEICXKzJ4SJyXVXtyqmye/3cmJI9L406yB9EmIJLukmg25ZVhNRqYPSupQcrhQeuHCcdz+4UaKqtycMa4HRw9I5IWfdjOiRwzZJVXkeFXQoLSm/cE6wP7aBsHHq7P5dP1++ibZeei0ltf6iq4VZe26xq7wVXd44cdduLy+wPvf3+/i3t8NY8G6POIizPytwTrUXnE28soc/plMe0tqUButXfdoUFDpwQhEW41Uu9UmwaMBaDiz3qsF5u4wm7puDfChxOHyBpzrXC101kZZTbhVDY+qYTUZqXLXH2wdOFDh4MUlu8gsrOK4oalcMi2Dp77Zwbb8SgalRaGqMKZP4BrdfklR9EuKanMft+SW88Zv+4i1m7nx+MHYu3AGk9OjYTZqRJi7d9ZUYnTXXTvdjacVNlLXnm+Przbs57utBei6TrXLy50fb2TxzTPb/XqbJfDcbTYGNyD13c1HM+fppRRVuRjeI4bnLzo4y+0Od3ERZqqbyTUiOibkLZLdu3dz5plnsnHjRhRFQdf1gGns7ckUeeDAAc4++2xUVUXXdfr378/rr78OwN/+9jcuvvhiBg0ahMVi4Y033uiSDPGHu/VZpd29C12mrUQsRkPnL7I2s4LDU9+iORgdIs1N9eyI3YVV7Cqoopc1sDd0Y04Z93yyCa+qUVDhRNebL3nn9mq4VA1N883UaDg9Ps5mpKxBZjYFOGFUT55sMNXVrcHnG/PZsr+C1y+fxDVvrvGvkd+UV8H7V08NyefsqLhIGy/Nm4Sqqvy0s4gb3l3HuuwyAEqq3f4Gf7CV7YakRfHdlnzuWbARr6azfLdCUaWbZy8M/7VpR4I/Tu/L0l3FMrreRQoqnHhUzX/+UFWdt1Zm8/VNMwCocrj5ZnM+GUmRXDOjP898t9OfmKqlWEHVfTlELLpGUpQFVdMprfGg6WAx+qpkNIw1FSA+woRH00mMMHPHid2b5TtclbRSoq1O71grsZEWSqrcODwqHjXwj6QA2/dXsXZfGUajgWW7ivl8XS5LavOFKIrCzccPajNJV5XDzbLdJWQkRTIw1TeLs6DCwQ3vrvXnOdhbXMMLF3fdeVXVQNF0xqfHddl7Nsfj6boFxG3FxBUVFe1ew51TVhMwsFLjCu5znDU2NWAp28S+cUG93maz8fZVU9i2v5KJfcMzYfChYHianVwJ2EMm5JHujTfeSEZGBt9++y39+/dn+fLllJSUtKuMW53+/fuzdu3aZh9LTU1l8eLFodxlAZQ5w6f8x8GWlhAJe1peU15S3fYocVsaBusAH63MDvkoe7+kzmez/2rjfh5ftA2vqmF1lwU8tnxPCV7VN9rV2mz3CpfKZ+tyKanxEmExEm31dXi888cpPPLFNpbtrq9JGm0zkhDRNMOwDmSV1PDNlnx/sA6QV+ZAVdVuX8euqiqXvbaKXQVVFFa5sBgNxNrN/inTDTUu6deYSYGYCDN/mjWQ+z/ZjKO2F8Sj6WzIOXI6zsLdmuwKf3k9l2KVpHMH2Zj0eFKibewp9p1/DQocqPDNQimtcjPv1RUUV7vQNN2XP8NowNDKlOuGFMWA2Wjgnt8N5efMQj5ek4tHDRyRt5sNGA0KZqMRk0HBajIxKE3KJTVnW1HrOVkUICM5ksEpUXywJo/K2unzJsXX6WtUfMc+u7QGHYWkSDMYDaxuMHCg6zq/ZBa1GrCXVrm5dP4KiqpcGA0Kfz5uEOdO7MP67PKApIR7iqo69XmDlRZrxWSzse1AZZe+b2Mrd+bBySO65L2SIsyUOVueAu3xtH969LkTevH6sn2U1bhRFIWTRgSXq2BVVoW/HQKQF2TQ+MO2Azz02RY8qka0zcxLl0zwl5MU7bd0T/MVP0THhHzh8rJly3j44YdJTk7GYDBgNBqZPn06jz32GDfccEOo306IoFU5Wj95Vx2EzostBzrfYLA2mhgwb1rny4O8uzIbb+3IR4Uj8II6sW88JoNCVTt6tytcKqoOlS7V/y+vpIa9jRpKNS6Vsmp3syceTYcoi5kYe31AnxZr69Zg/but+ZzyzE/M+PuPrN1XSo3Li9vry0BdUu3G0EwCw7bmEBkUGNs7jvsWbmZXUWBWXadHhnPDxcSMBH8NXdE13rlqElFWIzaTQqTFSHLtcpgF63IprvadtyucXkpqs8XbTG03YYwK2MwGLCYjg5LtfLwmF01vWoLK4dGocqm4vV5Ka9xszC3jlKd/brHM3JFMaWPtjw78nFnCy0uzqHB60WvvMxgUoiwG0qKtpERZsJqNaLpOtVtFURTG9IkL2M5R/Vte/33BS79x9N++Y1NuOW6vhqrpfLDal5F7VO9YbA2mo6cndr7ySzDyy10cKHcyOKXtqfsH087SrhthT4ptPaANpg57XKSNCoebSpdKhdOLNcgcS0cPTA6Y2TuqV3CJhN9ekeWfEVLp9PDuyuygXn+wFZQ7Oempnxj/18XM/ffPVDnDMxW7Sa6fIRXygF1VVaKifCeppKQk8vLyAF8d9u3bt4f67YQI2r42etujDsJaN6e788k3Gud0eeSLrZ3eZkwr5U7Gpsdz/9zh9I63E2kxYDEEru8M2LdmGnDfbS1A0wI7P7w6bM4tJT6qacK8+Agzw3vFccucQb4RLrOB+04ZGtTnCbV/LN5BWY0Hj6pR49EobZA80OHRsBgVrEGuc1V12H6gEqdHbRI0jOgRxabcMi546TcueOk3NuWWdf5DiA6ZPjCZpGgLBZVOnO7O57UQbUuLi+K2EwZjMfkC7CfOGQlAcoPzhUfTcKs6JVXuNtfN2kwKQ3tEUe1SKalyctErK9sckS91qDg9GjpQ7VZ59Kttnf1Yh52YqNbrsLckNcbGY2ePZnivGCpdKl5Vx2yESIuJxEgLM4ckc+GUvsRHWOgRa2tSFeiZ73Zw9vNLOeXpJazPKkXVdVQdCqvcFFe5iKg9F6fF2vn7OWOYOiCJk0am8eS5Yzr9mYNhNPgqqGzI6d7OnrSYzs/Ca6/Ve8pafTwlpf3lEW95by3lDZbSPffj7qD25YIp6fz5uIGM6h3HeRP78H9nBpcbJsYW+P1OjAwuF0CVw839Czdx3Vtr+G1XUVCvbY97PtlIbmkNHq/G3qJqHvh0U8jfIxTSE2VWQiiFPGAfOXIkGzb46idOmTKFJ554gl9//ZWHH36Y/v07PyIoRGeVVLa+/q44yJqb7dEjLvQnrpKqzq8NuueUYSRHWfCqOqOb6YWePSyN+08dTt/ECJKibVjbMaJV58vNeRwzsGl210XbSoitna6m1P4zGxQuntaXuAgL9y7YRJXTi8uj8eCnne+U6Iy6gMBsNBDZTEdOlVtv9v7WxNZ2kpRVN/37bTtQyaWvrmRjThkbc8q48vVVHdhrEQr/99lm1maV41Gh7CBUeRBNFVU5+ff3u/CqGlUuD/NeWcl/vtvJ2PRYZg9LRdV0vF4dA+D0aq0meYwwG0iJtrGrsIYaj0a5U6Wkpn1/R722PnuExUh5jZv3VmSx7gjK89IWbzDZNWuZFOgdb2dUz1iibWY8qoZX09B0BY+qUVTl4tkfdrF5fzmlNW5Kajy8+use3vptHwBvLtvL/37ew478CrYfqMKpagEdyG5Vp9pd34Ezvm88/zh3DPedOoKoLqxHDqAYFIwGApLsdYcesV2XdK6tIYnc3PYvKtpTGDio0pF5ZyeNTOP0MT05K8iScAB3/24YA1OiibaamZyRyLypLVeias7tH23ku60HWJddyj8W7wj6/dtS7VbxqipOr4pX1ZrMjgwX+RWhb0sfyUK+hv3ee++luto3zfP//u//OPXUUznmmGNITEzkvffeC/XbCRG0tGgT+a00wPcUd376erTFSGWDi/Vjp4d+pLh/Yud/vj/vLKK42oPJqJBZUN3k8Vd+2cMrv+5B13ViI8wMSo1iyY7AHmOj4htRaNw2sZktjOgdy4fr9jfZblapw59J36BA73gbl0zJ4PcvLqWwyo0CRGg6iuLq1jXsc0f34MM1uei6zrQBSaREmXh9eU7Acyqc7W+UGRVf5l6HW6W6menvBRUeDAr+jMbVTi8F5U5SatdSi67z447C7t6FI86WvAocbg9Or46mg8ur8vR3O3n9t328f/VRVDtcLN7q+7touo7Do6E3M70dINJmYmBaFFlbHc082rJIiy8/haIoaLW12J/5ficGReHG4wdxzgQp81ZQGdwxBd/sqmW7Szjp6Z8Z3iOa5NoM5kVVLlyqhg0jVQ4Pv2b6Ej1WuVTi7EY21S5JWLWv1J+IzGI04NZ01NrpElajgsVkoCgEndih4PHq6F6dmQO7r6QbwJackrafFCK9rZDTyuEPprzy3HE9WJtTnyfBFuQsti37y/nz22txelRMBoW7fjeck0a2fx18YpSV1y6fHNR7NpRVUt+W8mqhX2I5ulc0y3YVowNedKYP6N7vWUtKqsOzI+FQFfIR9hNPPJGzzjoL8CWP27JlC0VFRRQUFHDccceF+u2ECF4bwd+wtM5ndK9uFL2u2980GO6sUlfng9jPNuSh1TaCaprJKPvVpv3+0io78itZn11G4wFlTYd4e9MpkiVVbp77IbPJ/eDL6qxTG8BGWvBo8MWmPKqcXgy1CYmcHpW+CRHduob9pjlDeHneRG6bM4jNeeV8vLZp50Mw2fpVHfYV15AcbSXKYmyyxEDHN7JXJzHKKsF6N0mL6d5ygkei0b1isJmNAdPWvZpOjcvLef9dxpebC6hy+UaVDIpCQqSF1BgrCRFmbCaDL3Fc7Y+qwuFhUwemJNe4NU4emca/zhvLSSPSMNVuUNN1Plvf9Pd/JJo0qO0AITXaQt8EO8kNps8rgFvV/Fm/PaqGV/UF50VVLmrcqv/vp+NbnrBibwnFVS6OH57inyJvNCicN7EPN8weRIzNiKV25tfwnuFRLzvebiIl2sqW/K5NdtdYchvrykPJZW59mUQwa9jnDOuBvcFlf0oruQyas2B1Ls7apINeTeeTtV2bMnRoWv330GYKffvlt90lAZ2U325vWm43HPSM6dqZLYe7kAfszUlISGiyFkmI7mJqo/7IUYOSOv0ejftUH1iwsdPbbMwdgul2sTYTpTVuiqpczSaXi4/wnXAraxMHKYrSZCRdh2ZrpUdYQGljMpum+7atAAOSojAaDSRFWrEYfY270mo3H6/u3oQvQ9Ji+GBNHmU1bhydPOYGxRe0Vzg8RDWTPyDCYuTeU4Yxe1gqxw5N5f0/dm9JuyPZGeN7E2n1BYBmo1y/DqalmYWc/p9fmPfqKq48pj8R5vrOLEXxBXmlNe7a7O0KRqOBK6b355ubZnLG2F6cM7EPY9N9S3rqCjd4vDol1e4W8260RAe+3HSAKRmJDO8ZuEwoIVIaoACpka0ncbMB7109ld7xEVhMgR2TiqJw5oReXD2jP1ajEZOiY1RA1XRSYqzYzEYaVl7NK3Pw7+93curoXjx8+gimDkji6hkDeOTMUfx59mCe/P1Yjh6YxIVT+oZNSUybxYjRoJDahXXQm9MroevWsBdWtT6ampqa2u5tbdtfSZTdQqTFSLTNRHWQSdV6xAV+7sQO5lzoqCfOHsUFU9KZMzyVh88MfZb+3LL6qeY6kF3S+cpGB8O4VkridW/dn0OTFDAXRxyrxQy0PKUvzhb6RlkHlvy1KSO58xlozUYDmuYLnJXaYa2Xf97FMcPTmZiRyMOnj+CeBZsorHRhMRmIsBgprWl6YR6YENFkNCHCWnccA4NcA/UdGjq+URZd15k6MIk/TO7DN5sLKHd6MBkUsktrePiLrYzvG0+/pO7LuOtVNVRNazMDfEvqSr0ZDQpRVhOT+yeSV+qguNqNER2v5gs0hqRGctLoHpw3pW8I9150xDkT+rB9fyUr95YSpSrs7e4dOkx5vV5uem89DrevUT5/qZMH5g7n9WV72FvsINJqIj7CRF5tI9VsNJAWa2dyRjzPfL+DqQOTOGF4GkVVTv7w39/ILKzGoNQnyIywGKh2awHnnbZU1ZanOndiH7blV7B6bxlpsTbuP2V4aD/8IarC2frU8/RkO/2SovjrGSN58LPN2M1GcsscgMKEfnFcPXMQH6/OprjGjUvzdWTqOozoEU25S2XV3hL/LAuHR2NZpm8Z1hnjenPGuMA1ybOHpzF7eHBlvw62xEgrQ9ITueX4wd26H2mxXRew1y1xa0l2djZ9+rRvOYlLVWsTT/oGV5qpntqqy6dnsKeoig055fSOj+Cuk7o2ea3RaOS6YwcBkJOT08azg9c/OYLiaje67uvQHJQcnsndVreS90PSuAZPAnYBQIy1SyZbhIVhqdH8urvlOrK7ijpfO9VsIKB2+W/3zOn0Nk0G31TyOudM7HwjpbDKTazN19epar5e6HdXZrNgcyn3nTKcOSPSePnSSTz3407eXp7tX0PYkM0Eq3LL/funAMcOSaa0xkNBpROLUcGr6ii1JX1UHapd9RnS67L8Otwq1x07iOuOHcT4vy7GU/thVVVja15ltwbst84ZUpsArr6nXwH6JdjZU9Jy54/dpGC3mLCYDGi6jtloICHSwvXHDqJXvJ37F27iu60HKK12YzQoHKh0c9mrK3n3yqOwHIRqBSI495zqC9BycnJ466bu3ZeGDqfx/pJqrz9YB3C4vRw7JIXzJtcneqpyejnj2V84UOHEbDQwbUAi1761FlXT+GhNLjcfX8Nl0/szZ0Qqe37a41+mEm01EWUxYjJ4ibCYKK3x4PZqbQbuxgZDvPed2jV1rA8l+9uoa33jib5gpX9yFK9fPqXJ449+sYV3V2b7qy9oum8WS+/ESP576gjOee4XVmeV+2Z1AdGtVDNpj4JyJxFWU7Ozmg6Gd6+eSkxM90/P7xXXddfMST3MrNjf8ih7QkLLo62NnTwijY/X5LE9vwKz0cDlR/cLen/+ekZwmeFDrazSSV6Fk4PxLbjjpGFc8+YaHG4vUTYzd/6u8+eoPrFGssvrw+hQDFuVhklOicOFBOwCCAwuD3e9k1rvjRyYHN3p99j56Cm88etOVu0t4+kLJ3V6exAYrAO89OMezp88oFPb7BFj5ZdMD7oONDi5qprOl5vymTPC1ylw7axBnDO+Ny6vxrVvrSEzvwKvCrGRZm4/fiD/t6g+E6oOxEZYeOmSCewpqiEtxsruoio8Kkzol8DfvtzK8z+1XqZlcGo0m2uTDUXbzEwd0Pm8Ap0xZUAiX914NGc8u5Si2kQqOpBb7sCg0GKpqMn9E3notBFE28xEWEzkltaQHh/hD8YfPn0kV88YwHkvLvN3hhyocLIht4yJGeGZSEYQdGWAUDsIE3a6TUqsjbRYO/nlvo6vtFh7k7wNUTYTi26czrYDVaTF2rj7402otcmcdF3ni435XDa9P99tK8RuNqBqOgpw0vBU/nTsQPom2P3noqzSGpZsL+BvX+9scZ/UIPJSHIlOHJrGX9jk/x42Lh6ydncpp4xseTT1h+2F6LqOyajgVnVsJoXUaBtzR/cE4KwJ6Ww/sAVV1zEqCmdNCC5Ld0OXvbqCVXtLMBoMXDk9g+tnD+rwtg41Ow+0PDARakkJCbD/QIuPB7OG3Wg08sqlk9hdWEVilIXYLs7y31l/fms1n2/MRwfMztAn/hvfN4Hvb53FroJKhqREYwtBR1RhVeDfJxTp4nrE2dhVJJniQ0UCdgF0fwO0KxWWt3wqirYaGZ3e/p7g1lx89CAuPjokm2pWwxI2HbU1vxKr0YCq6+iN1vb3iQ+cTpdSW9P1g6um8q/vdlDjVrlpziAKKlwYFCWgQ+Hrzfn85cQhDEyNZvmeYv79XSa6rnP9sQPZnFfWZD/SE+z+zOgAb14+iX99u5PyGi/XzMogLrL7E6/1TojitcsncMq/f/Pf51Yh2qqgY6DK1bRBsnx3CX96aw09Yu3cffJQBqY27QzqFW8nOcpKQWX9lN/0xNbXiIruYTcbMFuNjO3TvR1Ih5sPrp7Ck9/5AujbTxjW7HNMJhMje8UBMDAlkmUN6hv3rF2zmhptJa+0xj9CPrJ3DP1rlw7V/facBdX885uWg3XwJUH7/X+X8buRaVx6dEbHP9hhKr/KRYTFSI1bRVHA2qj9YG4j0VZKjJX8cgdWkwGjAab2j+eG2YMZm+77XV0wJZ1om5GfdhYxY1ASc8f0Cmr/3luRxUdrc/F4vew44FsioWoary3b2yUB+yUvL2dE31QePn1EtyZNTe7CNfRtlZmNiAj+mtY/BMv+usOXm/L9nVmOELTTmhNlMzEmPXTXoeZyE3VWYpS9xYBd0sIETwL2w0C/O79o9v69j5/SrtcrwJg+caHboTAX0cL0/4EpkfxpzvAmCUvCVYQtNIlUzEYFMwru2sPSJz6C4f1SuXH2wGafb7OZuLvBWs6kKBs3HDeAv3653X+f06PidKuoqsq9CzZRUzvl9b6FmxnTq+lF+G9njwm4bTKZ+MtJzTfcu1OvmKazM44bmsqeIgc79pfjbHBtjjAbcHg0CiqdVDg83LlgIx9eM63Z7f79nNE8vmgbDrfKxVP7+TtHwk3jkbQjzejecSTGx3Hfqd27lvlwa+vERdp46LT2T2H9y0nDyCtzsim3nL6JETxxpu+1z5w/huveWceBcifTBiYyb1r/Jq+9e8FG1EZtaGPtLJmGjdTc0hr+98sehvWMYYrMdmnCl4/DF4xq7sBvZM82rqFPnz+WG95ZR0GFk6MHJTb7t587plfQgTr4Snr954dMNF3H6fHi8Kj+AYmuSn68v9xB4Y5Cnvwuk9tOGNIl7wkQazVSXttxbAQm9Ou6721kM5ViGjKZJNwIZ2ajgivYZAFtGN0rljVZpai1eSrAd+0yAImRXZsI8HBwhDe/REKEkZQoM66DkRUtTB0/omfA7bofwcnDUzl3Ysen3jWWXVLFmn2hmw7VuJ9+aErnR2HvOnkodovvQpoW69veK5dN5uHTRwY1MnDxURkBszRMBlA1L6v2llDprJ/R4PB4uffUUUQ0qKt69tiejO97aIxYxkXbGN6jfpQ8NcrMycPTmDEogdgIM73ibERZa7McK77awHVlXcpqp9JXOdxsyS0PyDg/MDWa/82bxFtXHRVUvdiuNii5+2c6dKc7Tx7Cw6cPp1d813aoRDRq6/aKPbSmiHaW1+tlxd5i9pfV54t46vxxfHvrLF6+dLJ/SmhcpI23rjyKb2+dxY2zB7Nlf3nAVFy3W6XK5SXBXt/0UYDXLp/IzMHJRFh8v90oq297uq6zt7B9JTmPoElqDE6L4bihKXg1HU2HM8fVB9YGYELf1gPFpCgbb1/l+zv9+bhBLN9VTH5ZFct3FeMMMiN4Y/uKavylSm1mE3azEUXxVRa4fHq/Tm07WLmlwder74zrZw8ixmoiwmJkxpBkZg1N6bL3PmNs650rbre7i/ak+50xpqe/UzXSdmiEWamNypjW5TbqjJvmDKFvgh2LUSHG7junWswGIq1GbpjdvQkZD0XS5dWMlkasD0clNSomzcO0qCOnATiwUUbNupng//5xNy8uz2fno+2bmdCap77ZwatL96BpOv2To1h4/fROb3Ny/0SW7S4GwGJUuObYzk/tmzYwmRX3HE9RlRNnWRF9HurYdiwWIzE2k7/+vFuFuc8uIz7CTIXTQ4TZiNVsZFBqNNE2A/2So9hbVIXJYGBQj87nDOhKX944g8c+38Trv2VxoMrDNe+sA3ydFIkREGs3c9a4nvxp1gCufWudf6r7pH7xbM+v4MZ31lHp8hBjN/P8heO7NZlesKYN7LoGYDi69q01WCOi+NOsAfxhctdl8u8dZ2dHUX3jf0q/uC577+7mdHqZ+9yv5Jc7MBoN3DZnMBdN7dfqaxZtyufxRVvxeDXSEyJ45dLJ2C1GLBYjo3rFsiGnDJvHjdOrEW0z8eHqPCqcHtA1jIBeO9YebTNz7NDkdu1najOlLQ9nv+0qwVGb/Oa33fUd0wYDDElr3zntqw37uWfhRhwuLy5Vx242EBdh4d0/TqFPQsfOi9MGJpIQaaGk2hcgnj+5D38+dgBRVlOXjvKaDAqnju7aztfSGjearoGuU9HJjo9gjevZ+gCCxXLktDH/ef44HjljGPnVbkyOCvo82d171LYZgxJ5c0V9vfphIWiX7S+rIbvUiVvVcTh830eXR8NjUPlxR2Gb5/HDSTBVSlrbhjjS6bCxNsHXkeD1ZXsDbjdMuOfR4Kmvt3b+PX7bS6XTS7VbZev+Cj5Z2/nSHu/88Sj+fOwAThyeyofXHMXoPp1fa19c5eLK11Zy2asrefKbHW2/oAVXv7ac/RWBa9gcHo1ql0qszUxytJXrjxvIixdO4N2VOWSX1GA0GNCBN5ft6+Sn6Hrvr87D0WhWileDSpfK7CEpPHzGaHrERTL/8klcPaM/fzlxKI+dPZqXf9lDpcs30l7h8PDSz60n3ws3b/yW3d270K0KK93klzt5+ec9Xfq+O4sCR+o+21TYpe/fnf736x5/QjpV1Xj5l7aP/Su/7vFXmcgqqeGTdfXn3//8YSyXHd0PVfclpqtyeflyQx478isxGgy+GtqKwhXT+zMuPYYrXlvF5fNX+vehJY3Pf4ezb7fkk19ZvzZ1x4H6yipeDT5bn+e/vbuwiov+t5zT/v0L//4uMHfAc0sy8Xg1XF7fSL3Lq1Ph8PCvbzI7vG+xdgvzL5vMVcf0595ThnPfqSOIi7R1abB+0VF9efr8ccwe1rUB+4erc32zCQwGduRXsHhLfpe9980fbWn18fLyI6eNCWCz2eiX2P2VAtrrm62B15SNuZ1PWHj7Rxtw106zb5zH88ftR841DDofrIOMsAt8X6SCyiOnsWFtI9tFcmznp/1WOb3+E5RH1SmtCc10sFtPDG090Yc/38LW/b4T85K8jp1Av9uSz+KtRc0+pihgMCj0T472j0g2Lq1jMh56/YZ1QXdjiqKwJLOI4ioXiVFWYu0WLplWn7TK2mgRuM18aM2j9YZ4jduhRtN1vJrO/oquzXzb+Kg3V17xcBVpDfyNtOd8YWn0nAhz/TnHaDRyyqg0HvlyGzq++t9uPbCMUYTVRGKkhZd3+GY0lVS7+evnW3n2wvEtvucRtKqMWLsRpbZ2enMaXmEf+HQze4qqAHhvVTaT+yf4cwJY6pLTNSriHdHJ82JilLVbkwXOm5bRLWXdGpYjVBSFqC5cp1HpbL2NExsb20V7IjqirFEbtSYEpaManncbMxxuiVi6wKHXUhYhpeD74fRNbL3U2eFkQkZSwO0Gy6mJt5u58KjOX+gTIy0Y8B1fq0khPSE8s36HoiNhR0EljXP5mAy+YxBjN5MSbePWE+rXK50xrjeTMxIwGhQirCbuCHEnxMHmdqtEW81NEn+ZDL4qA15Vo6iFjLk3HT+Y9IQIjAaFfomR3HCIlRgamnRkJ4pRFAWDopAY2bXTO0f3DJyeeNKwI2dpwmXT+zO6TxxGg0KkzcR9p7adjPK2EwYTH2HBZFCYlJHA6eMC19caDQYizEYUaut8W00cMzjZN8JuNnLLnEHkltcEvKZxg7Yx66HV99YpkzKSGdM7FoPiaz8c32CttMkAg1Lrg9UKR33npq7r5DVY1/3QacOJi7BgNxuxGBXsZgN9EyO563fhl3D0UHDT7EHYzEaMBgOzhqQwbWD7lnOEwpT+Sa0+fiStYT8U9YgNXNITF4K196/OG0eszYSi+JLage98YVTgqmOk+kawZIT9CJcWa8Vit3PJ1K5bj9ndhqTFMGtIMjtrp/GNyejJ88Cmh04MWa/4WRN688la33qgHnF2pg3ougtnMM4c24snv92BqulEWjp2Orh4Ul+e/WEXNbXr10f3iuWTNtbsv3zp5A69VziwWIzMHJrMyj2+dZvDe8aQFGnlp52+GQoDU6Kb5Emokxhl5Z0/Tu2yfQ0Vg+LLm3D36eO6e1e6VUq0BbPd1maCpVC7+YQhPPjZFryqht1s5E/HHVkJe9668qignj82PZ7PbzimxcdTYuwcMyiZjbllAEzsl8DT5wd+t3NLHXy6bj+VTg8GReG0MT2b2VJtA9SgcFoXfye62yfX1Z/jc3JyePUGX6N/SHpSwBr2E0em8vbybHRdJznKxnENOptG9orj5zuO69L9PpydNzmd8yaHLnFuMP40K4MPVufi9Kj+kf66Dp3e8fYjag37oeiWOcO45YP1aLqOQVGarbARLKvVyvoHTwR854g+/4END4aunX0oyUiMZF+JL4FpjN1ERxYXSsB+hLvhuEGM7t+DUb3juntXutTLl0zgq835RFpMDIry8HyIt3/7iUOZPiCJgkoXJ4xIC6gxHk7OHN+bIanRbD9QSYbdybiHg99GVKSFn24/jie/3U7veBtXzzy0Ro074qnzxvHN5ny8ms4Jw1MwGo38sO0A1W4vJ49I69bauwfDOeN7ccnMoSHJm3Aou2n2YPr1SGLqwNZHk0Lt2KGp9ImPYGNuORP7xdMn4ciZEXWwPHvBWBZvKcBkUJgzoula417xdl6/fBK/ZhYzMCWqxWvkOeN7cfSwPpw5oc9B3uPwd8vxgzln6qCA89+1swYxuW8CuWVOZg1NJtYugdvhKC02iu9vnc6zP+whTo/ntmfhD1N6kxQXH/KlfCL0ThvXi9RYK5+uy+O4oSnMHh6+1WoORT/cPot/fr2NKreH66b2IPmx4Leh6EfSYjigoqKC2NhYysvLW+zlOVyyxLdWhz0nJ4c+ffq0ehyOFHIsfOQ4+MhxqCfHwkeOQz05Fj5yHOrJsfCR4+Ajx6GeHAsfOQ712hOHNkfWsIsjktfr5bWlu/l49cHLev3Vhv28+stuqrq4vEo4ent5Fm8vz+ru3ThoFm/J5+Wfd1NW3bXJyLrK/F93s7c2cdSR7PWle/hqw/7u3g3RjbbklfPST7vYccCXrHP+r7tZmnlkZTxuydvL9+D1yvXuSFVW7eTln3ezZIfv9/Dein18sOrwve4fbnbkV/DST7tYn1Xa3btyWPp4dTavLd3d4XOkTIkXR6TTnl1KdokvqdDQ6OYzfnfG7R+uZ9FGX8P+tWX7+PzPxzTJjn6k+P0LS/2Z6D9ak8NHf5rWzXsUWvcu2Min6/PQdZ35S/fy2fXTiIvsfKWBcPLCkl28sbqQ1y6fzPCeR2623+d+zMRky+fHHQX87Zwx3b07oot9tyWf2z7cgFfV0Kp8GeRfWLIL0/IDXDNzANceO7Cb97B7PfNdJp9sLufz66d1aRk10f3Kqp3M/c9SymrceCp9VWOe/HYHRmskC9fv580rpnTzHorWLN9VzJ/eXo3Hq2E0Gnhw7nDOGNe7u3frsHHpKytYvc+X9+jtXzq2DRlhP4z1u/OLZv8d6dbsK/EH6wCb8kJfH3RJgxqTxVUuvtqU18qzD19FVU5/sA6+HtyC8sNrFPq7bQX+MltlNW4Wrj88/9ZOj8prS/d29250O13X/SNI4sjy2rJ9eFVfuSOvVl/2SNd1PlmX2127FVZyS2tYve/IqrktYMHaPH8lhcYrbTdkl8nMizD36tI9eLy+c5qqaof1jMjusDa7ftZCdm3yuWAdkl2gN9xwA59++in79u1j48aNjBw5st2vVVVfJushN7+F0RqepbYOtpycHLKzfVPBs7KyiIuL694d6mpVTtTKYlTdd3LSa0dKQnksDDUluGt8pb0URcHmKScnJyck2z5YDsZ3wuv1olcV46lt3JoMBiqL8nFXhu+pJ9jjYHKU4q70lSpSFIUId1rY/63bq+5YOMsKMNujsLsjDpvPFozGxyEq0nZEHgc4OOeJQ4XFVYa7wtdZ4ygtAOq/ExZb9BH/nXCWFWCLiEapKSInx9HGqw4/R/JvI8pbgaeyCF3Xm/w2bCYj+fn53byH3eNQ+U7Y3PXnNgBLghrS89mhchwOFqW6BLfH12mlu3yDVnXxaLu3cSgmnfvpp5/o378/06dP5/PPPw8qYF+5ciWTJx+6JaWEEEIIIYQQQhyaVqxYwaRJk9r9/PAd5mrFjBkz2v1cl8uFy+Xy305J8dUAHXzT6xitEVx/7EAumprBsl1F3L9wE/vLXS1t6pCSGGFiyR2zA+57cOEmft3lW1vkKi9k/VNXkp2dfcRnbMzJyWHEiBH0+tN8DLWzLjY9dGKntjnyga+b3Bfu2/RUFJH/yrX+30aVS2vlleEr2mbACFS46kb1FfomRrCgtm6ww61y+rO/+KftKYrCB9dM9Zcbqvs+9LnW933QurFL0wTYrAYSIq18eWP7z3uhcjB+G4eK5n4b3XUcDsZvPxhHP/adf0aSq7yI3S9c0+QaWucvH67nu60FeFStW387oWZQQNfBZjZgNNQfhyP9twHN/z7+n737Do+jOB84/t3d63fqxXKRLPfejY0NppkOhtBJKDElIaH9CISWBiShhARCKIFAaAmhhR5sMM009957U7FkdZ3K1b39/XHSSSfJtupJtt7P8+ix727L3Nzu7MzuzDtHCodZQdNUPv/FSYeMM3PGX7+h0uOPvG563EP3l5fdWU4crrxsS1o6+j160vpN61Vnj+3H784b0+ptdUX6umOb3X0N7W6N8yLkqyX/2bkMHdq2mCdHZIO9LR5++GEeeOCBZu9rVgea1UlaShLx8fGkJAYw2Zyo3qNj/mRXnLVZQzw+IR6TLdxNTfeFx3DHx8f3+gZ7/fdXrY5IQdLRPGmp0tLTt1k/RKT+3FBpW3ednsJsM6MqBirh7kcmTcXudEXyyubXsdqdBOtaE5qqkJqUhN0SPvebHQ/d2OjQAM2qYXfau+U87Ypz40jR0rnRXfnQFed+W5gdTqgb32i2h68hTa+hjdNlslaj66FuPXc6m6qE/9XMKpqiYLKFr6G9/dyAls+PI4XZqqGpCsnx8dgO0WC3OVxUhxoe6DQ97qH7y8vuLCcOV14eaprhQ22rXpumv+pB6zetVyUmdLzOfSTXL3tjeQkt56+mta29edQHnbv33nuprKyM/NWPo9AUhanZyVwyNQuAqYNSOHNsBpZGOaIpYFK6I9UdowDf3XNqs/f/75ThDExxoqkKA5KOrItqR7UlAF9bLiytdaRsE0BVFPrE2xiZ1qRS1o3ngqWFnatK+H2LFr3ctccNZPrgVFxWEyZVISPeyi9OG9awjEXj+lmDsZo0LCaNa48bFGmsN2Y1q6iKQqrTTIJdI9Zf36yC027CaTPx67NHxXjv4hd9uzsFPcfPTxyCxaShaSpnjskAml9D691+2nCGpbswqQo2k0q8reHcORIrHJoaLmtMqsIPJvSjf6IDVVVIj7N3d9K6TVdde7qKVncs2swKprrfUwHMmoJZU7lqRvYhG+sA954zCqfVhKa2fNy3JDuxc9LfXrH8nTpzXx3d1rFpHdu/s8nre85NbdP6g1KazxKjKgqD0pz88rQRHUhZWJo1+vXk/kfHg0ZxaEfkGPZ62dnZbR7D3t4J6482eXl5ZGZm9pp8OFTjvLflxcFIPoRJPjSQvAiTfGggeREm+dBA8iJM8iFM8qGB5EWY5EOD9rZDj8Qb3kIIIYQQQgghxFHviGyw33TTTQwYMIC8vDxOPfXUNg/cF0IIIYQQQggherojssH+zDPPkJeXRzAYpLCwkJ07d3Z3koQQQgghhBBCiE51RDbYhRBCCCGEEEKIo5002IUQQgghhBBCiB5IGuxCCCGEEEIIIUQPJA12IYQQQgghhBCiB5IGuxBCCCGEEEII0QNJg10IIYQQQgghhOiBpMEuhBBCCCGEEEL0QNJgF0IIIYQQQggheiBpsAshhBBCCCGEED2QNNiFEEIIIYQQQogeSBrsQgghhBBCCCFEDyQNdiGEEEIIIYQQogeSBrsQQgghhBBCCNEDSYNdCCGEEEIIIYTogaTBLoQQQgghhBBC9EDSYBdCCCGEEEIIIXqgHtNgNwyju5MghBBCCCGEEEL0GDFtsF911VVUV1c3e3/v3r2ccMIJsUyKEEIIIYQQQgjRo8W0wb5582bGjRvHokWLIu+9+uqrTJgwgT59+sQyKUIIIYQQQgghRI9miuXOli1bxm9+8xtOOeUU7rjjDnbs2MGnn37K3/72N6699tpYJkUIIYQQQgghhOjRYtpgN5lMPPLII1itVv7whz9gMpn45ptvmDFjRiyTIYQQQgghhBBC9Hgx7RIfCAS44447+NOf/sS9997LjBkzuOCCC5g/f34skyGEEEIIIYQQQvR4MX3CPnXqVGpra/n666859thjMQyDRx99lAsvvJBrr72Wv//977FMjhBCCCGEEEII0WPF9An71KlTWbt2LcceeywAiqJw9913s3TpUr799ttYJkUIIYQQQgghhOjRYvqE/cUXX2zx/YkTJ7Jq1apYJkUIIYQQQgghhOjRYvqEHeDf//43xx13HP369WPfvn0APPHEE3z66aexTooQQgghhBBCCNFjxbTB/uyzz3L77bdz9tlnU1FRga7rACQmJvLEE0/EMilCCCGEEEIIIUSPFtMG+1NPPcULL7zAr3/9azRNi7w/depUNmzYEMukCCGEEEIIIYQQPVpMG+x79uxh0qRJzd63Wq3U1NTEMilCCCGEEEIIIUSPFtMG+6BBg1i7dm2z9z/55BNGjx4dy6QIIYQQQgghhBA9WkyjxN95553cdNNNeL1eDMNg+fLlvPHGGzz88MP885//jGVShBBCCCGEEEKIHi2mDfZrrrmGYDDIXXfdRW1tLT/60Y8YMGAAf/vb37j88stjmRTRSPY981p8f+8j58Q4JUIIIYQQQggh6sW0we7xeLjiiiv4yU9+QklJCbt372bRokUMGDAglskQQgghhBBCCCF6vJiOYT///PP517/+BYDJZOK8887j8ccf5wc/+AHPPvtsLJMihBBCCCGEEEL0aDFtsK9evZpZs2YB8M4779CnTx/27dvHv/71L5588slYJkUIIYQQQgghhOjRYtpgr62tJS4uDoDPPvuMCy+8EFVVOfbYY9m3b18skyKEEEIIIYQQQvRoMW2wDx06lA8++IDc3FwWLFjA6aefDkBRURHx8fGxTIoQQgghhBBCCNGjxbTB/rvf/Y5f/vKXZGdnM336dGbMmAGEn7ZPmjQplkkRQgghhBBCCCF6tJhGib/44os5/vjjKSgoYMKECZH3Z8+ezQUXXBDLpAghhBBCCCGEED1aTBvsABkZGWRkZES9N23atFgnQwghhBBCCCGE6NFi2iVeCCGEEEIIIYQQrSMNdiGEEEIIIYQQogeSBrsQQgghhBBCCNEDSYNdCCGEEEIIIYTogaTBLoQQQgghhBBC9EDSYBdCCCGEEEIIIXogabALIYQQQgghhBA9kDTYhRBCCCGEEEKIHkga7EIIIYQQQgghRA8kDXYhhBBCCCGEEKIHkga7EEIIIYQQQgjRA0mDXQghhBBCCCGE6IGkwS6EEEIIIYQQQvRAR2yDfceOHcycOZPhw4czbdo0Nm/e3N1JEkIIIYQQQgghOo2puxPQXjfccAM//elPmTt3Lu+88w7XXXcdS5Ys6dA2PX6dLzYXsu1AFSlOC3PGZ7BoVzkZiTYKymv5amsxlx+TyeOfb6egopbh6XZ0QyWEgtsboMobwGpSmTNhADOGpPLtzgPs3l/JrlIPZdUBrBaVk0elsj7Xze6iGjx+HVUFp00DQ6HKGySgw8SseKq9OqU1Pix6kP3ecPrsJki0QEAxEdJ1rGYTfRMdTB+UTILTwrB0F+XVfl5atIfTR6Vz2xmjyC2rYeXecsb1T6C4ykdRlY/Tx2R0wi9w9Bl73wKucjh48MFzOmV72ffMA+DKY5L540UzOnWbAHsf6Zx03v3OWpbuKuXKcS4A/rc2nxmjVAanufhmWxELNhWgh0LoIcgtcVPpDVFWG8DAIMNp5vypWSTYLGzIK+dfy/IAOGOwDZ/JSX+XldX73WwprAagf7yFKq8fvx+8jdLwxCXj2HrATW65j/OGO7jl/d0A/PmS8ehAkt3CMQOcXPLPlSQ5Lbz+k5mRdb3eIG+szCE1zkr/RAe5ZbUMSXfw+aZCVuVUMikrgTtOH3XYfKio8fLu6v3YApVR73+/o5hFO0pwWsEXBL9uMCDRxoJNBxia5mTe+nyKa0NR66iAAuh1r11mqA40fD441YHPr1Pr91HhBZsKQ9MdVPl1+sTb8AYMLBqcO6E/BW4fp45MZ+qgFACK3B4W7SxFNQwWbi/BYVU4eUQGp3Xieb1sTymFFV5GxoUTPfa+BahWR6cdc0eKH/ztK9YWeFDdJUD35kNXnPttcfU/l+L2+nn09LYfZ9/vKOK/q/I4YWgqF03NqnuvmPIaP2eMzsBi0fjxPxezPs/NmP4JnDOhD39fuBuTqnDe+L5MykzisS92UFkToF+SDbOmgAKJNhPL91RgqOA0qwSCQQrcOjpgAwwFfEZDOjQg0Q5VPvDXnbJj+7mYNSyNYreXRIeNiQMTOHd8fwBKq318u72Yoekuxg1IbPG79dZzY/78+dz4bThzv795AtCQF2ZgSJqZvonxrN1XSk0QhqVaCaJRWuWh0mPgsACqgsusUlajY7eqmBU4fngaeRV+qrx+4m1mrj9hCKeObjjm1ueW8daKPIb3ceLXISPBRmGllxEZcZwwPD1Sjqc7LZTU+smIt3PW+L54vV5+8c4GUpxW/njB+E7Ni835lWw7UMUge/iqNvPhzzln8iD+dMnkTt1Pa3RnOVG/72AnlJc3vPQdC7a7gfZ9j5kPzWe/28AGbG3H+nf+dzWLdpTysxMHc/VxQ9q8flP/W5vP7AlmMhLsHd4WwMb8CpbsKuXE4WkMz4jvlG12xbFz/EPzyHN3zjFxpKvP35Cvtl3rK4ZhGIdfrGcpKipi+PDhlJSUYDKZMAyDvn37snTpUrKzsw+5rtvtJiEhgcrKSuLjGw5yj1/n6peWsSGvEm8whFlVUBVItJuo8gep9bctmzQaKuuxYtUUfHpDOkdnuPDpBt6ATpUviFlVsJk1+ibaeeSM/gwbnE1lZSXjH/quxe0dTSdU44Kosb2PnENeXh6ZmZlk3vY2qtXBFRodbrQ33V9nNNpb+g4d/Y1O/NOX7CsPVzKC7hLyn53LtPs+xO6KY2iak+93lOINhg6zla5l0RRcJoMyX8N7ZhV2PHQOwWCQs55cRGGlB18whKYqxFlNFFf7aXzGDktz8vkdJx10HxU1XuY8vZiKWj+BqhK2/fUqKisrefzrHN5ZmUe1P9ZncwMVsFs0/m/2MM4Z34/rXl1BYWUNFZ6G38WqKZw5ri9/u3xSh/f31Jc7eGtlLoZh4Aq6+ey3F0bODTi6yoVDmfHgfAqqwkdR/bnRXfnQFed+Wwz71XwCoXBehNwl5D47t9k19GBe+GYnjyzYhh4CVYHzJ/Yn1Wlh/sYCAAamOFm9txRv951iUWwmlTPHZnDnGSO57tUVVHkDqIrCzScP5bJpWZHlml43oPecGxB9TLZ0fnSme88Yzg0nD+P7HcVc+8oKArqBAWgKhAwwaWA3m7j8mAF8svEAZdU+agMhNBXsZo1TRqTy6aaiSP0oxWlm1W9P75S0vb86j79+sR09ZGD2VPDN7y+O5MPIPg4+/cXJnbKf1mhaTvQFlsTomDzc8dCWc6NxY71eW9Yfec+8qAcCbV3/pEe/Ym+ZJ/L6mmOzuO8H41q9fmP15cS0+z4kIT6B56+eQnaqq13bqvfx+nx+88EmdD2EWVN5+keTmDk0rUPb7IprzLhfzaOqrprS3dfQ7tY4f0O+WnKfuLTV19B6R2SX+NzcXPr164fJFO4goCgKWVlZ5OTkNFvW5/Phdruj/lqyeFcx+ys8+PTw0RUIGfh0A79u4GljYx1i31gHohrrAJsLq/EGwimp9enU1DU6Cio8rNxbFvP0HSn+0wU/3msremZ+1zfWmwoEQyzdVdbtjXUIP9Gu9ke/F6hL1jfbSyisDF9YgyEDbyBEtS9I0zN2d0nNIffx/pr9VNSGd9L4HuY320uoDXRvSyIEeAM68zcW8sHaPKq8Aaq90b+LTzdYta8cTyfcWFiwqTCSB6U1vsMsffSqb6wLIo11CB+PbfHaslzqLquEDPhiywEWbiuKfL7zgLvHNNYBfMEQi3aW8OG68LkGEDIMPlq3v5tT1nMc7AZ4V3lp8T4AnvhiB8GQESnfdQMMIKiHy+13VudTUeuPLFN/+fpia0lU/aisJkBneX9tPnrd+VHtj97u1gPte5LWWQq6de/RprbhmGnaWG+rlms1rde4sQ7w2vLmbYv2qPEHeW91foe389rSHPT6tooe4sXv93R4m12hqvurj0eVI7ZLvKIoUa8P1lHg4Ycf5oEHHmj2fl5eXtSdDcXjxldZQsjtRTfC3VlRIKib0GuCba6k9AQq4FOsAOjVfhRNwRc0Awq6O/yNcnJyIl1VmsrLy4tRSrveob5jbm4uAL6KIsx2V+T9zt5fT9ym7i6JVH68FeFKtKf8ABZHHEoghF4baNb4jTVNATQIBqPfz8vLw+yrIlhVQsgw0P0hDEC3qAR90WesoimHzCtX0E2gqgTDMPCUh/MhJycHrbaUUFU13X7fQgWTJ4TFa8FXWUyo2kewUSNHAQyzg6KCPDRN69CuTN5yfJXhimZtWTgvOvPcOFI0Pt/qz43uyoeuOPfbu//6vMjJySExMfGw69oD5ejuqkg5YjIsqJoNX234ZpARChGs6rwGVEdpCiiqDas3CV9lceR9k8Mfleddcd04UtjdJVQ1et3S+dGZbFZnuM6muwm6Swg1uSipCvh9Ki6HlVqPn6AeIhgwUAC/VcVh0XBXNVzLVKXzfiuTpxxfZQUAtWUHgIZ8UOg95cThyssPfjW71Wnp6Pfo6PqN60UADpvW7nysLyfq61Umr7PDv4nVW47fXdqQvoCpR9Yve9I1tLs1zgu9rku8rrftTvUR2yV+2LBhlJaWHrZLvM/nw+dreEq0atUqTjnllBinWAghhBBCCCFEb7d8+XKOOeaYVi9/RD5hT09PZ9KkSbz22mvMnTuXd999l+zs7BbHr1utVqxWa+T1xIkTgfBdr8ZP2JfsKuF3H26MvI63m3n358dx/CNfEgyF8OsG/qBBslOj2mdgGAapLgsAmqpEukQBXD0jm6tmNKTlh88vZfP+Shr3WE92mnjogvE88L9NAJTXBvAG2vYYT1Mg2WGipCZIfYcDRVFYce9JWCyWQ66bl5fHmDFj6P/zVyLjSTY+cEab9n+kGnvfgqjXAXcJhS/d2OyY6G3qj4nD5cPEBz4j1Og+39nj0vl4fVGz5VLsKhaLGUVReOsnMzjtiW8OeYy7LArVLQw/SbEp/HjWEJ74YmfkPVVRWHvf6bz8/S4e+7zhfQW47dShvLkiN/Le4DQX/7hq6kH329Th8sHv1znuz1/h8XfOY3e7RWVwiou3ftY5gQk7U28uJyY9sCAy9KK+jOiufGhaZsV6/421tpxorWqPnwufWxLpJacoCu/9bAanPfEtNb7wE4j6y6tad50bkubk/ZuO5+bXVvL1jtKWNntQqU4z1b4A3mDLn7usKnoItEYDBtPjbHx0y6yo5XrzufHcwh08/fXuyOuWzg+7WcVmVgnoIap9rSsrFYh6smlSYUiaC3fd0ITiKl9UbyeXTWPpvacedHvfbS/mznfWRl6bVRWbpaEHkqYqzLvl+A73SqrX9JhwWFSW//q0Ttl2a3RnOTH+vgWRnqgtHQ+vnpfKlClTWrWtq/+5lNW50cFf2/I9Jj6woFmvuKOlvITwGPuSRsM6+ifaWPCLEzu0za44dhpvs7uvod2tcV6EfLXkPzuXoUOHtmkbR2SDHeAf//gHc+fO5aGHHiI+Pp5XX321VevVF8zx8fFRJ09KYgCTzRl57XBaiY+Px+JwYQR0TLqBroUw2cyY0AkZBiZb+EaA3azhaTTONTkpIWrbDpcL1RqgcV8Gm91GenJiZJ8m3Y+qtrHBripYHGY0vWGAr6oopKamHnbd+vSpVkfk5OktjdU4q4PGI5q1Rt+/t+RBS+q/++HyQbU6oFHlOrNPKqq1utlymk3DZDGjqQopSfGY7Q78hzjGTVYVVWn+uTPRTt+0JDSbM1Kp11SF+Ph4+qWloFobxpYqQEpSIiZbQ8wAV1xcm37Xw+WDrutY7C58ykFq/G1ktmjYXa4eeez15nLCbHeiB+uOt7rv3l350FIgr+76HVpbTrSW2aZjtTsJ1rXKTapCUlISFrsLD3WV0iYNdqcrvO/kpARUq6eFrR6cK96Ox+1BPUgbTbNqkVke6tmcjmbftTefG5l9klGthZHXLZ0fJquGzWIi5A+itjKqT9Ngvaqq4HS5qCVcx1EDGmqjBSw20yHzPC01gMnmilw3LGYNi1mL3HC2mDSSkpJalbbWaHpMWGxat5YTViV2x6TV7qD+vkxLx8PJJ7c++F5KUiJqUUODVKFt38NscxBqMmTsaCkvAWzOONRgw0h9l8vZ4W13xTWm8Ta7+xra3VrK37beKDwig84BjBgxgiVLlrB9+3ZWrlzJmDFjOrS9qYNSOHNsBiZNJc5q5vbThgNw00lDsJg0bBaNgSl2nBYTAxLtDExxoqkKY/ol8PglE0hxWjGpChMzk7h0yoCobf/yjBEMSnFEKgBWTeGpH41n6qAUzhgT3me/RDvD+zQf+2XWFPol2EhxRt9bURVIc1n4+UlDOWFYKqqioCoK50/o167vf+2MrMMvdJTYdJDIlGPvW0D2PfOa/Ylol00dgKaGj7cZQ5K59+wxDEl1Ri0zMNlOvMOGxaQxd+YgXHYLf7pwfHg8OuELaH3lW1VgdN84kuNsxNmiCzCTAnMm9OOyY7KZlp2MqihoqsLlx2QCcMkxWQxMDp9bCnDuuAyumJ7F+AGJmFSFNJeNX54+olO/v6Zp/PK0YZiVwy9b77ghyVhNzVdQgL4JVm4/fXjnJbAL3X5677nALv3lzMMvFCMnDY1uVPz6jCPjeGkNu0XjuuMHYTVpWE3h/9stGg/MGYPVpKIqCslOEzYtfEM60W7mkQvDEZt/O2csLmtDmWFWwzfzNAXsZgWzGn3Ouawa7904k8wUV6Qsakyrm0nlvjmjGdM/ITzrhM3M7849/LSQvckPjx2Eq9GT6v4J1qjPrSaV00dn8Ns5o3BYTVibPBoyqw3lfz2TCq9eNxmHOVwtVYCJAxL4+xWTGJoeh6YqjMuIw2XRUJTw7CGPXHToyN3TslOYPaoPmqpiM2v84rQRXDE9C7NJxW7WuPGkjk/XdTCaAi9e3frurl1h28Oxi8K97aHO29eL10zDbm5onlwydcAhlm7u/Z9H94a598zOrQN0t79fMQmbSUFRwGHWeOHqjk8feN306LbDsFRzh7e56JaJB/3M0fHN9zpH5Bj2jjjYtG69Tf1UE709H6Dl6Xka6y1TT8gxESb50EDyIkzyoYHkRZjkQwPJizDJhzDJhwaSF2GSDw3a2w49Yp+wCyGEEEIIIYQQRzNpsAshhBBCCCGEED2QNNiFEEIIIYQQQogeSBrsQgghhBBCCCFEDyQNdiGEEEIIIYQQogeSBrsQQgghhBBCCNEDSYNdCCGEEEIIIYTogaTBLoQQQgghhBBC9EDSYBdCCCGEEEIIIXogabALIYQQQgghhBA9kDTYhRBCCCGEEEKIHkga7EIIIYQQQgghRA8kDXYhhBBCCCGEEKIHkga7EEIIIYQQQgjRA0mDXQghhBBCCCGE6IFM3Z2A9vB6vVx++eVs3rwZh8NBRkYGzz33HNnZ2Z26H7/fz39W5JNbUk1ZjQ9V07jhpEF8vbWYtfvKMakKAxIdrNhXRrLLyiMXTeS9VbmszSnDrEFmihN3bYBKX5ANueWUVvuYNSiekMnOlv2VBEIGb149mi0VKot3FLMhr5RKj87I9DhsdhNWs4njR6SyKaeS1HgbFTU+1uSW47SYGJYej1/X2VlUjc2kMm5AIkPSXeiGQY1fZ1JmIpnJrqjvs7u4mrJqH5OyEiPvjb1vAarVwd5HzunUvDsSZN8zD4Dvb57QzSnpWf7+5Q4umjGMYRnxrN5Xxu6SGjKTHTgsGrpu8MGaPPYWV4ECA1PjOWNcGoo/yLzNJby1PA9Ngaeumsw7K/dR6wkwKD2Bfy3LRQVeuHoKeeXV5BRWsnBPBbtLvDhN8Op1x5KZbGP1PjcTsxK56bUVePxBLpo6kKnZydgtGiMy4vnT/M2kx1m5ZtaQZuneVujG49eZmJUEgK7rrMmpINllZXCaq9nyh7M+t5zkZAOLqrIxvwKHzcwJg1PZXVrDg/9bT16lj2MHJVFY4WFvhZdUO6zK9wHhO6F2DVwW8IegxgdJTtB1sJhM/HBaJpdMH8S2fDfbitws2V2Ky6Jy5vh+DEh0smJvGSeNSCcrycGa/Ar6JdjITHa2mM4NeRVoisLo/glt/o4Hs7ekmgNVPjJUHei95cT97y/jlWUlxPtLgO7Nh/ryCuiW/defX6ntuM2fU1zFvI2FTB+UwuTs5Gafby6oJLekihV7ypk+NIXTRvejsNLD7iI3lbVBMpJsrN1bQUGVhzirxth+CazNdePXdYqrfAxMcbByXwU7C0upK5oYM8BGiduPZjKTbDVw+wxqAzop8TY8/hBl1V5KPTAtK47TRmfw0doCThmZzvlTMjFrCvsrvUzqn4hf19mQ72ZQmpOMBHuztPfWcwNgxL3zsFvh4+vD19Cx9y3gsmOHUFYboF+ijY25FZTV1IKiMTrVwuYynZtPHkh+eRBPwMf+cj9XzRjErtJq5q3OZ9uBSq6bNZgKXwjNCJFb7uW8SX0JBFWG9XGSW+7BF9SZnJVEerwdj19n1b5SKmsDjOoXz87iGrKTHQxJc7JybxnFVX5G909oV/nfET96fjE3nTqasyZmxXS/0FBO3N4Pbr01tsfkNffMYyEQdHe8vPzLp1/y9NdeoH3lXV55Fe+s2M9pozMYM6Dt18YXvtnOu6vz+c25ozl+WJ82r//y97tYk1vJzVPCx97yXaUcO9KGy25p87ZasnZfOfM27Oeyqf0ZmpHYKdvsimvMDf+cz4KdBnonHBNHuvr8Xf+rWe1aXzEMw+jMBMWC1+vlq6++4qyzzkJRFJ5++mk++ugjPvvss8Ou63a7SUhIoLKykvj4+IMuV13jZ+afF+L2Bjsz6TGhKpBgN/HQD8Zz1vi+APzzu928sngvhmEwND2O38/uQ3Z2Npm3vY1qdQDdUwnsLo0LpqC7hPxn50blRWO9JV/y8vLIzMwk87a3MdscTM5MYGNBFd5ACAUwaSp+PdRl+7eYFEwK1AaiiyQF6J9kZ3+Fh1DdR33irSz71amRZf706Vb+t24/hmEwNTuZxy8Zz0//vZqthW4UReHK6Vn87KShrUpHfT5Mu+9DagwL/qBBQA+hKuCwalR59c76yodkUhUy4q0YgKYq3HLKMC6Zmhm1zD3vrOe7ncUAzB7Vh9+fP7bD+/33kr08/+1uQoZBulrDB3ef3yvLiVMencfusvD/WyojYpkPjcurerHc/yPzt/DxhgIMw2BEXICXbz7rsNfQeu+tyuXudzcQCBloClxzXDa/OXdM5PPf/28T767OpdLTcF5N6BdHuTdIfrkHPcY1FA1w2Uy4bCbS46z49RAVtQHMJpX7zh3NySPDlffG5WVvOzegbdfQjtIAQwn/X1EgPc7GA3NG8czCXWwurELXDVDArClYNJUkp4XCSi96CFw2jVtOGcb1swZ3erqaanpMnDO2D89cObXL91uvaTkRy0b7xHvmUVH3/46Wl40b6/Xasv7iHcVc/fIKgiEDVYHbTxvOzacMa/X6pz32FTuKPZHXd5w6mFtOHdXq9U/405fklIfTX58X0+77kPSUJF788VTS45vf+GuL57/ZycOfbMMgXD/662Xj+cGkzMOtdkhdcY2ZcM88Kuv+393X0O7WOH9Dvlpyn7i01dfQekdkl3ibzcbZZ5+NooRL8GOPPZbdu3e3uKzP58Ptdkf9tcZjX22j2nfkNdYBQgbU+nWe/64hT95dnUf9vZmdRVUs21PWXcnrdi0VTCKabsDKnEp8wRAGEIIubawD+INGs8Y6gAEUlTc01gEOuH1Ry8yva0wArNxbxgfr9rO1MHyuG4bB+2vy25UmTyCEXw/ngW4Qs8Y6QDBkkFcRvujrIYPXl+VEfV5e7Y801gG+2lqEx9/x9L29MpdQXV7mltd2eHtHqt29t4hs5pONDefX+ryKNq371Fc7CdSdvLoBb6/Mi3zm9+t8tvkAbk/0cbtufxUV1b6YN9YBdKC67jzaWVRDfnm44h4Ihvj30pxDrNl7zHjwk5juTydcrwkZYBhQXuPnsc93sLe0Fj1kEKr7PKAb+PUQuWUegiEDA4Man847q/IOt4suMW/jgW7Zb73H98duXxWH+fzsNtS7mjbW2+q3H24iWFfmhIzwA6u2aNxYB3j8i7atX99Yb6qsxt/sOt4eTy/cRX3RaAAPztva4W12hcrDLyLa4IhssDf15JNPMmfOnBY/e/jhh0lISIj8ZWa27i5UepytM5MYcwoKdosWeW01NfxfURTibObuSJY4gihK+O5tT6AdpqSyNFpAVRQyXLbIDT2IPv7bQjnI/2NBabLPxuczgM2iYVIbljBpCpb2fc0oVnMnbEQcVcxao+tHG88EpzX6eDI3OlctFg2zpjbbogKY2nnOdob69KhKuDypZ5dzA4BBSbHtYt6UooDTYor6bSD8u6l1nzde1tZNx9JRUcHuJPNj+DTVaYse7Wvp4O9/uPpHW8R3Qpd4ixZ93DetG4ij0xFfnjz00EPs2LGDBx98sMXP7733XiorKyN/ubm5rdruz08axqi+cZ2Z1IMyd+KvYFLBalLJTHbw0AUN3WPvPmMEyU4LdrPGnAn9GDcgsfN2eoTpTd1w2kNVwGnRuGP2EJIcZjRVwWZWSbCb0Fqoq9dXkjoqPc5CsrP5jSSLppDdJ44+cZbI/k4flR61zO2nDSfebsZhMXHNcYM4bngaF0/uj92skeSwcNeZI9qcHofFRJ94K6kuCyZVwWZSGdXX1WmFZqKt5Qa2SW0Y1nLKyDRsZo20OBv3njUyajm7ReNnJw3BaTERZzVz88lD0bSOX7h/ddYoUl1W7GaNU0akH36Fo9RbF6R2dxIOquVoBl3njtMbzq/Ljmlb18snLptEkt2MqoDdrPLoReOiPr9t9jAGpjTcIFcVuOmkIQxJd+G0aFi08FCZWEm1qQxMtmMza5w7PoPjh6ViM2v0T3Jwz1ltL0eORq/f2L4xmO3l0MBpUbGbVSwmlVF94/n7lZOZPboPTouG1aTismi4rBqpcTbOHptBvN2EWVMYkGjj7naU/53hpasndst+68WyrtOZ++rotl6bewwJNhOqAjazyvNXTW7T+necGj18YsWdM9u0/uVT+0f+b6ur4NvMGpOzkvjxjI7HNfjXtdOwauFbpzazyts/bVv6YuXvJ/SURz5HhyNyDHu9v/zlL7z55pt88cUXJCYmtmqd1o5hP9rVj7Xq7fkALY9FbKy3NPDlmAiTfGggeREm+dBA8iJM8qGB5EWY5EOY5EMDyYswyYcG7W2HHpFR4gEef/xx3njjjTY11oUQQgghhBBCiCPFEdlgz8vL44477mDw4MGcfPLJAFitVpYtW9bNKRNCCCGEEEIIITpHzBvs5eXlvPjii2zZsgVFURg5ciTXXnstycnN52Y9mAEDBnAE9+QXQgghhBBCCCEOK6ZB57755hsGDRrEk08+SXl5OWVlZTz11FMMGjSIb775JpZJEUIIIYQQQggherSYPmG/6aabuPTSS3n22Wcj0Yx1XefGG2/kpptuYuPGjbFMjhBHhIPNG99bguEJIYQQQgjRW8X0CfuuXbu44447oqYe0jSN22+/nV27dsUyKUIIIYQQQgghRI8W0wb75MmT2bJlS7P3t2zZwsSJE2OZFCGEEEIIIYQQokeLaZf4W2+9lf/7v/9j586dHHvssQAsXbqUZ555hkceeYT169dHlh0/fnwskyaEEEIIIYQQQvQoMW2w//CHPwTgrrvuavEzRVEwDANFUdB1PZZJE0IIIYQQQgghepSYNtj37NkTy90JIYQQQgghhBBHrJg22F9//XX69OnDtddeG/X+Sy+9RHFxMXfffXcskyOEEEIIIYQQQvRYMQ06949//IORI0c2e3/MmDE899xzsUyKEEIIIYQQQgjRo8W0wV5YWEjfvn2bvZ+WlkZBQUEskyKEEEIIIYQQQvRoMW2wZ2ZmsmjRombvL1q0iH79+sUyKUIIIYQQQgghRI8W0zHs119/PbfddhuBQIBTTjkFgC+//JK77rqLO+64I5ZJEUIIIYQQQggherSYNtjvuusuysrKuPHGG/H7/QDYbDbuvvtu7r333lgmhfdX53LRsSNw2RqywO/XWbS7hJyyGuKsZs6b0BeTqXkWnfjol9R4Azx80USmDkzmD/M2sW1/BU6bmcwUJxdMGkBJlZevtxfhNKtkpbg4ZlAqtb4A/1maw/mT+rEut4Lvtheh4afEo6AoYNVULKrBCcMzOH9qJqP7JpBXXsWL3+7DaVU5dkgaxw9LA2DJzhIAZgxNjaRrW6GbTfsrMakKk7KSyEx2UuT2sC63ktH9EuifZG/2XcbetwCT1cHuR87p7Czu8bLvmQfA9zdP6OaU9FzVHj9LdpcxKNXJir1lFLk9DEx1sXhHCaoCp43NYOaQNCwafLujhGteWQnAHacOY1exG8UIUe4N8c32UhTgjDFp7C6uItlp5YHzx/PSot1oisqDF45vcf8b8ytYsrOEFJeFqVkJfLjhAKlOKz+cPrDD323JzhJ0DI4fmtaq5bfkl/P2qnyOG5bCqaPCQ3v2llRz3wcbWb67lBAweYCT7SVeEiwKJZ4gqgEpcTYunJTBgk0lKIrCMYOSWLm3nDi7Rr8EByVuD4GQwdRBqSiKwllj+7K/0kNJle+gZVCsjb1vAarVwd5eVk78b9VeHv1sJ5NSw9OMdmc+1JdXwBH9O1TUeFmwqYiRGXFMyEpq9rmu67y7Oo+yGj+XTR1IksvSbL0ByQ6+3lrI2txKanwBUlxWrp6ZTWayi2W7i3lu4U48QR0NFYtVYVNuGRW1kJ1iIcNlY2epB28wiILGsD4OZg1PZ3dRFQlOK0lOKzMHpVLh9ZNoN1NWE8AX1ImzmTl+aAq55R6W7S4jy+YBeu+5AXD1P5eQYDNx90nh8nDsfQsYZnXQZ3AiKXYTaQl2+ifaWJdbRXK8CbvJxLGD0liXVwEG+PUgBZUeDrj93HbqMKYOSmVXUTUr95Yxc2gymcmu7v2C7fSrd9Zx+azhHD+sT8z3PeyeeQSAT348mFGjRsV03z98cB5LqiDoDtdPO3JufLZyP7e8v4YBiTa+vHN2m9dfvKOY57/dzbkTMrh4atvrC7llNWwtqGLqwORIGdQWy3aVklNew+SkUJvXbY3FO4r5dGMhF07pz8Ss5E7ZZldcY37939X8Z1UBfZVKIHxMpCQ6WXPf2Z2y/SNJff6u/9Wsdq2vGIZhdGaCWqO6upotW7Zgt9sZNmwYVqs1Zvt2u90kJCQw6u53SE9J5uNbZuGymfD7dea+uoI1OeV4gyHMqsLgNBcf3zwzqsLc+IBuC5MCwTbktMui8eOZA3nhuz349fCKVg1OH9MXi0ll6e5SAI4dnMJjl07kjeX7+NsXOyip9qMAGYk2bjhhMK8u3ketP4jVpPHwReOYPigFgLy8PDIzM8m87W1UqwM4siuBbdX4dwy6S8h/dm5UXjTW3flysGOus9NVf0xUVlYSHx9PebWfua8sp6TaR1GVj4De/ABWgAkD4rFbTSzZVdbufcdZNTY8cGbUey9/v5vHPt9OjU9HUaC+pFIUGNU3jnm3ntDu/d31zjoW1d30mjYohb9eNjHyWdN8APhwdQ63/3cjumGgKnDJ1AGcNaYvc19Z0e40HIxJVTBpYFZV+ic5mpVBsdSby4nnFm7jkQU7gZbLiFjmQ0tlQHf9Di2dH61VUOHh4ucW4/YEUFWFm08eyk9OGBK1zHlPfcem/W4MINFu5n+3zMKsKlzw7CLcngAGCmbVoNyjR61n0RQun9qPfy3L7+hXRFXAYVbxBQ0UBXQD4q0mBqY6yCmpIRAyoKaMjY9d0SvPDYBB98yj/oqg1JSy9+kfH/Qa2lrXHzeQ99bsJ6CHsJo1nr9qCpMHdk5jJBYal5ea1cEvTh3KraeOiNn+m5YTsWy0H3fPPOrPvI6Wl5+t3M9P31kT9V5b1n910S7u+9/WyOs54zN46kdTWr3+wq0HeOB/mwnoIeJsZl64egqZyc5Wr//QvM28uSIXwzBw6VUsffDSdpWXB/OPhTv402fbCRmgKfDIRWO5pB03JRrrimvMj577nsV7ww317r6GdrfG+Rvy1ZL7RNuPiZiOYa/ncrk45phjGDt2bEwb602VVvt4a0UOAIt2l7CvtAZvIIRhQEA3yC+v5fPNxZHlS0pK2r2vtjTWAar9Ov9akhNprAP4dFixt4zvdzSkaenuUio9ft5dnU+VN0jIMNANA3dtgOe/2U2tPxheN6jz+rKcdqf/aNLemy69zYfr8imp9gG02FgHMICdB6o61FgHqPLp5Jd5ot57Y0Uu3oCOAYSM8L7qU7GtsLrd+6r2+Fm8qzTyevmeUsqr/Ydc55mvd6PX3TEIGTBvfQFPfLm93Wk4lGDIIFBXYDQtg0Ts/OXznd2dhKPOq4v34vYEAAiFDN5akRv1+eb8SrYdqI6c55WeAG+tyOGlRXsi6/kCerPGOoBfN3h9eccb6xA+x2v9IXTDwK8bGIZBjT/Ilv1uPMFQ3f6ap6G3eOzTLTS+Ihzs+tBWryzeR0AP568voPPcN7s7ZbvdwQBe/H5vt6bhrFdjl3+HO/P++MfW17t+1qSx3laPNym7P9lY2Kb1X1+eEzkOq7wB3mxSTh3Ox+sLqH8WWlbjbdO6rfH8oj2E6k453YC/fdEzr1X1jXXRObqlwd6T9EkI3zBIdVlRlHDXdAg/xVMUhX6JtsiyqampLW2iy9gtzX8ei6ZiMTe8bzap2DUNp8WEqiqR9zVVieruD5BgN3ddYsVRJ8XZum5gmqa0etlD6Z8cPWTDaTGhoLS4rNry261it2iYtUbnkKbitGiHXCfBYYlKidWkkuzo+vNJUZRIGSViy6r1+stjp0uLiz6WHdbo8y7BYYk6txUFUl0W+sRbo9472OlvMXWgYGhCabIpVVHQVLXZ+73RiIy4Ltmu2Rx9zqU4j+w6S0t1uFhydf9oqojf/Kb1T1MdHaxONK37mtS2/Q7xtujjLsXZtmuw3dxQrildUGA4LdHfL07q9r1Cr62R2M0mTh+Twbnj+wMwbkAiP5yWSd94GxZNIcFh5tIpA5qNsUtsUsFIaaHSbjcpNF5KVWBQohlzXU2kNafvuL5OXpk7jcEpjsjyAxJt3DJ7GHedPpIkh4Ukh4U7Th2OxaLx23NGMTLDhdNiIsFuZnxmIi9ePZWJmUm4rCZG9Y3njtOHH3R/cb3oSIhFN5zse+a1+HckmTOxP6eN7kOc1Uxmkg2L2ryh7DBrXDp1ID+ZNajd+1GA2SOajyP/00XjyEpxYNUUnGaV9DgLFjXcWL5l9tB270/TNO44fVjkHPpF3Tl0KM/8cDLpcVY0BVxWjacun8Djl04gydG5NSKzqtA/wUZqnBW7xcRFk/v3qC6hvakL26Y/nNXdSTioe9t/unWr62YNZsaQVOwWExkJdh5pEruif5Kdm08eit2sYTGpzBiSwhXTs7jm+Ib1MpPtzBqajLVR41wBBibbeeMnM3GYO3YxU4FEu4kBSQ5SXRYy4iw4LFo4bacMYUSfeGxmjeyUI3N8dWc4d+IA+jd6mDEps/XdOs0qmFr4iawmle/uOpnsVCc2s8aIjHjuO2dMZyQ35hTAblZ584bpMd9vYxv/GLvyujOvDRt/H72tISm2gyzZss9vnYFFC+eGCrx23TFtWv9XZ49iaHoccVYz0wal8OMZWW1a/6ELxpHiCl/DTx6R3qZ1W+Nf10wl3mZCUyDJbuKt6zp+nE3sgps7hzomjvB7cd2iW8awd6f6MeydOZ7kSNSRcYhHm5bG6TbWngtRZ447764x7L2V5EMDyYswyYcGkhdhkg8NJC/CJB/CJB8aSF6EST40aG87tBc9VxVCCCGEEEIIIY4c0mAXQgghhBBCCCF6IGmwCyGEEEIIIYQQPZA02IUQQgghhBBCiB5IGuxCCCGEEEIIIUQPJA12IYQQQgghhBCiB5IGuxBCCCGEEEII0QNJg10IIYQQQgghhOiBpMEuhBBCCCGEEEL0QNJgF0IIIYQQQggheiBTdydACBE72ffMa/H9vY+cE+OUCCGEEEIIIQ5HnrALIYQQQgghhBA9kDTYhRBCCCGEEEKIHkga7EIIIYQQQgghRA90xDbYd+zYwcyZMxk+fDjTpk1j8+bN3Z0kIYQQQgghhBCi0xyxQeduuOEGfvrTnzJ37lzeeecdrrvuOpYsWdIp2/7Jq8s5UOnln1dPIT3RCcDqfWXMW5fPloIqUuNtBAI6a/aWUVQbxGoCl80MgKoHSHQ5UBTQVIXjshNYnV9DTlkt1d4AXj28j1A702YCrCYIhiAQApMCs0ekcstpI/liSyGLdpQwul8Ccyb2Y/LA5Gbr7y2pZk1OBRmmGgDG3rcA1erodUHHGgdf+/7mCd2Ykp7t56+tZF9pNbNHpuM0a3h1nfW5VXy1vSSyzLBUK4kOG/F2E19uK222DRMQrPt/nEUlxWnCFwxSUNVwFhwzwMm6/BpsFjh5kIuPtlZjABdO6sf954wm3mWlsrKSs55ZToLDzANzxvLmilymDExizri+3D9vM30TbMwelUFuWS1D0h18vqmQVTmVTMpK4I7TRx32u1bUeHl39X5sgUoAyqp9fLkzj6HpLkqr/ewoqqKPS+UPH2+lpDaEATjN4A9AoAN5DOE7p+kujfJaHU2DUf0SOHFYCntLvQxJdXLT7OGRZYvcHhbtLEU1DBZuL2FKdhJXzcjuYAoOrbeWExPunUelAUF3+HjvznxoXGZ1x/4ve24Rbm+AJ87qC8C/Fu/h8uNHkOqyNVt254EqFmwqxGpWOWFYOv9atJdKr4/J2cn0i7fx5ZYDfLu9GL8eJBA0CIZAUcCsQoLdDIZOcU0Ij948HXFmGNYnnl2FbiqD0Z/ZNIizqlT7Wl63X7wJi0mjoNKHVYPZo9I5dVQGS/dWUF7lYU2em4HJNlA1Thyewg0nDm++kSZ667nR0jW0Pi+SbZDsMFHuNfD6dFQVxmfFs6fYy363P2o7DsAD4fLUBGkuM7kVAep/vj5xKg6rlTiTiq4o6AGdotoAiXaV3HI/qXaVICrxVhPHDEljdN84Ply7n3SXyp4SH/2T7bw4dzrV1dVc8s+VxNtMzD1uCBaTwgG3H02By6Zlteo7f7m5kL2ltZw/qV/Ucb85v5JtB6oYZPdG8iElwcGa+3tXOVG/784oLzv6PTq6/qB75mEA/eJh8a/avv6yPaUUVngZGReuHbyyaDfnHTOU7FRXm7fVkkn3z6PcC33jFJb8+uxO2WZXHDudeUwc6erz4mpLbbvWVwzDMDozQbFQVFTE8OHDKSkpwWQyYRgGffv2ZenSpWRnZx9yXbfbTUJCApWVlcTHxzf7fPRvP6E20NCQWH7PSSzcXsrvP95Ejb+9zezYc5jgN3PG8aPpDReilXtKufPdDfiDOqHqMpY+eCmZt72NanUAvStSeOOCKeguIf/ZuVF50VhHLxZHyrby8vLIzMyMnBtNz4XuYjOrfH7TFGY9saLFzxXClT0ATYUUh4Xiaj+NC7ZhaU4+v+Okg+6josbLnKcXU1HrJ1BVwra/XsXsh+fjwYLbEySghwgEQ7TQBuhyCjC6Xzzzbp1FfrmH615dQWFlDRWeUOTzU0el8cKPp3X6vuuPid5YThyujIhlPrR03sZy/0PunYded0Lp7hLynp3LqLvfITkxiQ9unhnVePlmWxG//O86ymr8hOrWOeIqGXWmDUzk7Z8f1+JnvfncgLZdQ7ubVQNfk8LbrCoYGNjNGqP7xfPWDTMPuY37PtrA+6v3YxgGCXZL5Lh/f3Uef/1iO3rIwOyp4JvfX9wry4nOLC87+j06e30rsK0N6z/15Q7eWpmLYRi4gm4+++2FjLr7HZyueF69dhqj+yW0elutSZ8J2NnB37krjp2edA3tbo3zIuSrJfeJSw/aDj2YI7JLfG5uLv369cNkCncQUBSFrKwscnJymi3r8/lwu91Rf4fStIFy/8dbeHNFLp4jqLEO4AnCWyui8+PtVXn4g+GrVkDvjqZHz3CwRquI1hMa6wDeQIjr/rPxoJ83bgzoIaj2BZs1EHaX1BxyH++v2U9FbfjJT/09zCpv+M54rT/cYO+uM8YAthWEy60P1uZR5Q1Q7Q1Fff79zuY9G4ToLHqjE6rxuVXp8fP+6vyoZd9ZlUeVN3wOGhy5jXWA1bmV3Z2EHulIu4Y2bawDBEIGeihc3m/e76aixnvIbXy5uShybWh83L+/Nh+97s5Utb+jfa2OXsOOsGOmMV8bl1+wqTByrJTWNKztDei8unhv5yWsTvDwi4ijQLd1ifd6vVx++eVs3rwZh8NBRkYGzz33HNnZ2RQVFXH11Veza9curFYrzz33HMcffzwAtbW1/OpXv2Lnzp0MHz6cRx55hAsvvJCDdRR4+OGHeeCBB5q9n5eX1+KdjfpuG/UG2uIoOVBJqKqM4BFU89AAqy9EXl5ew3uecnyVxQDUlh0AwFdRhNke7qLTeNmjWdPf2FtRBETnRWPtyZem+zgStpWbmwtATk4OiYmJB1021hQFRg5OZ/Ou1qVHt6oEfdE3GxRNOWR+uYJuAlUlGIaBpzx8PHjKD2BxxKFX+TCM6EZLrKmmcPot3gp8lcWEqn0EG1VCVZupS87f+mOit5cTLZURscyHls7F7tp/fV54K4qwOOJwBPs0u84Eq0oIBkORJ+xHKpNZPWg+y7nR4HDX0J5Iqfs3YFUxayoVxYVUlx+8Sqx6yvG7PeF1FSVy3Js85fgqK4Dur1d1ZzlxuPLy+1/NbnVaOvo9unt9k7ccX2W423NtWUN5aba7sPsdHf5NuuJ37uptdvc1tLs1zgvdFz429LY+ODW6icfjMebNm2eEQiHDMAzjqaeeMk477TTDMAzjmmuuMe677z7DMAxj+fLlRlZWlhEIBAzDMIwHHnjAuOyyy4z4+Hhj+/btRp8+fYzS0lKjT58+xp49e5rtx+v1GpWVlZG/r776qvGNf/mTP/mTP/mTP/mTP/mTP/mTP/mTv5j8LV++vE3t5h4zhn3lypVcfvnl7Ny5E5fLxZ49e0hLSwNg2rRpPProo5x00kmMGTOGV155hTvvvJO5c+cyf/580tLSWLVqFUuXLm22XZ/Ph8/X0CWlvLyc7OxscnNz2zR2oCt8vC6fP85riG7vsJj46pcnx2TfeXl5jBkzhuG3/QvN6qBfooP3bmx5rN7RrmlePHflFCZmNQ/Yd7Srz4eecG50p67Oh4ueXUR+eUPQkfMn9ufes0d3+n46Q28+Jh6ct4n/rdsPgK+yhN3P/SxSRjitZr48REyEo1l3HROn/GUhtf6Gzp+/OWc0507oH7P9N9Wbz42tBZXMfXl55HXQXcqOZ2/osXmxNqeMn722KvLapKp8f8/sTt9P07rE+AFJPH/11E7fT0/X3efG3e+s45vtRZHXw9Lj+ff102OeDuj+vOhOcg1tmdvtJjMzk7KyMpKSklq9Xo+JEv/kk08yZ84cSktLCYVCkcY6QHZ2dmR8ek5ODgMHDuQf//gHc+fOZdu2bdhsNj7//PMWt3uwLvHx8fHdfvL0SalFszojr212c8zSVL8fzepAszqxO53dnh/dpXFemGwuMlKTe2Ve1H/nnnBudKeuzgeHMw6tVom8TklK7LH53ZuPiaSERDRreAyzyRa+wVJfXtocll6XH/W665iwOVz4lIYxwn1Skrr1N+jN50a6X8Vkc0WGIqqO8PjvnpoXGalEpddi1roknU3rVXFxcT0yP7pad58biQnxaNaGuDXObvwdujsvupNcQw9N07Q2Ld8jgs499NBD7NixgwcffBAIjw9qrGknAEVRGDFiBEuWLOG6667jZz/7GWPGjGlx2/feey+VlZWRv/pxZz3B7NEZzBqWhqaq2C0mfnnGiJinQVUUEuxmHjiv5fzrTTRVZc74fgzP6N2FSGfKvmfeQf96q/vmjCbBbkFTFYb1ieO22UO7O0miBb88fRhD0+NQVYU4mwUATQmX1XedGfuyure7/bTh2C0mNFXlhOFpzB6d0d1J6rWyU138YFI/NE3FYtK4esbA7k7SIQ3PiGfO+Ib0/vzEIV26P1VR6BNv4/fnj+3S/YiW/fqcMQxMcaKqCikuK3+Q36FbyDW0c3X7E/a//OUvvPfee3zxxRc4HA4cjnC4/+Li4shT9n379pGVFZ6eLCsri71790Z9dvbZB5+D0Gq1YrVau/hbtN1/V+ZSXO3l/vNGkx5v77Z0LL731F55l6va4+f15bnYzCon9g/ft1p0z+xOzYv63/jiyQO69TcWPYvNonHZMZmM7hfH7FFHRqPjua93ce4xgxndN6G7kxIzJpOJ928KDxPKy8sj8xGYe3w2WX1SmdONXbF7qwunZHLhlMyY71fXdd5cEZ6d4bKpWSS5LFGfP//tLiYM6stpY46Mc7mz/P78cfz+/HFA+Py4G3jxu11ce8oYEuyWQ6/cDR68cBwPXjguJvvqrfWqwkoP764OB0ftqPxyDx+szWNAooPzJ7WtvHXZTHx866wOp0F0jMlk4sELx/Ll5iLS1Gp+KNfQDunWBvvjjz/OG2+8wRdffEFiYmLk/UsuuYRnnnmG+++/nxUrVlBYWBiJEl//2SuvvMKePXv45ptveO6557rpG7TPr99fz9fbwtHa560v4LVrj21WCRBdR9d15r66koKKcMTXz+xtnbTj8H793nq+3t7wG7/+k2N7ZCVGxNbm/EpuemMN/qCOoijkl3u4euag7k7WYb27Opf52yt46vJJjBuQ2N3J6TZvr8jFZCtjfV4Ff/hBbCr/onvd/t/1rNxbBsCnmw7wxk+OxW5p6Mr435W5fLCpnD0lNfy0i5/c9nRvrsjlu321vHn9sVgsbevuKY5spdU+rnllBW5PIDIbUXsVuT1c98oKqnzhITAb8yv59bk9M86LOLjNBZXc9J9wfcdXGY6SLtfQ9uu2LvF5eXnccccdVFRUcPLJJzNx4kSmTw8HhfjTn/7E4sWLGTZsGHPnzuXf//53ZM71O++8E4/Hw9ChQznjjDN45plnSE4+sgKErdpXEfl/RW2AZXWVAREbO4trIo11gG2FVZ2+j6a/8fLd8hsLmL+pEH/dfGyGYfDVto5VbGIpEAyxYPOB7k5Gj7ByX3l3J0HEyPq8hrnYi6u8bMqvaLaMYRh8s/3IOZe70gG3l21FnX9NFT3b4p0luD2dMw/9tztKIo11gGV7pP50JPpsY0N9JxwYvYFcQ9uu256wDxgw4KBzp/fp04fPPvusxc+cTidvvfVWVyaty6W6rFR5w4WRSVUYmuY8zBqiM2Uk2LCaNHx1BUmi3dzp+0iNs0YuOCZVYUj6kTE3rehaw9Kij4P+ibZuSkn7NE1/b5Xq6nnDrETXSHFaKKgM3+A1m1SyUhwtLtc3UYY9AVhMGgMSW84jcfQakuZCUxX0UMcnnhrRJw5VUQjVtRHS46W8PRIN7XPw+oJcQ9uuww12t9vNV199xYgRIxg1alRnpOmo96eLxvPg/C1UeQNcPHkAQ/vEdXeSepUEu4Xfnz+G57/bjUVT+dG4vnxxX+fuo/FvfOmUAQw+yhs6vTmIXFucP6k/eRW1LN5ZSmaSg9+cc2QEexyY7GTWmKw2jyU82mSnuEhJTuR358q1rrd49OLxPPLJVjwBnbkzBzaLRzIw2UlW31Tul2OCQWkufn7qaBni1wuN7p/ArbOH8cGa/WgOP6sOv8pBjRuQyM0nD+V/6wtIcpj5rZxbR6Rzx/cnp6yWRTtKiUvSWYVcQzuizfOwX3rppZxwwgncfPPNeDweJkyYwN69ezEMgzfffJOLLrqoq9LaKdxuNwkJCVRWVvbKoCD18vLyyMzM7PX5AJIX9TqSD+1psO995Jw2rxMLcjw0kLwIk3xoIHkRJvnQQPIiTPIhTPKhgeRFmORDg/a2Q9s8hv3bb79l1qxw9MX3338fwzCoqKjgySef5I9//GNbNyeEEEIIIYQQQogWtLnBXllZGQny9umnn3LRRRfhcDg455xz2LFjR6cn8Gi2eX8lL3y7i837Kw+/MOGIi++vzqPI3RAwrcjt4f3VeWwuaN02mrr7nXW8uWxfu9Y9kum6zicbCli4tSGI1q/fX4fP1/kR4zvT6n3lfLgmn0qPv7uTItphQ14FH67Jp7S6+XFWWu3jznfW8diCLd2QskO76+21rM3pfYF/6svX7YVuAD5Zv59le0q7JS07D1Tx/uo88ss9h1+4C7y3KpfXluwlGAx22T7W5ZTzwre72FVU3a7166+RC7cWHvQ8E52jtraWHz2/hJ++uiLy3qcb96Pr+iHWOrhthe5OOb4rary8+N1uvtxc2KHtHKke+2wLt7+1Bnc3HPvVHj8frslnXU44oNh1Ly+POj5Ez7Z4RzG3vr6aj9fmd9o2m15D7313HU9/1Tvbigu3HuCTDQXtLiPbPIY9MzOTJUuWkJyczKeffsqbb74JQHl5OTbbkRVAqTt9ubmQX76znqAe4u9f7+JPF4/n9NHheVzzyz0k2DRcjaYB+3BNPo99vg09ZPDcNyYevGAsAL9+fyPVviCaqnDHaSPaPMZ03oZCPt3u5uvtxTx31dTO+4I93E/+vZrN+RWgwJTU8Hsfri3kq50LWf2bk7Fae15AjJe+38NLi/ZgGAb//H43/7pmeqeMFfT7dYpr5AZAZ9pVVE2feBsuW0MR+9byHP76xXYUDBK/tfLy3GPISAiPhy1yezjh0a/xBkMowMfrC1l458ndlPrm5m86wGc7q3j+6imcOrp3zDedW1bDT15dRVmNj1B1uJH+5wVbsTjyuHRqJredNiJmaVm49QC/+3AjvkAIp1XjmSunMLpvQsz2f83LyyNTm72s1XTJPj5Yk8f9/9uMrod49ptdPPujKUwfktKqdUurfXyxuYC/f72bSk+Aap9OstNCissSOc+CwSC7S2rJSnRgs3VevN395R7MNmfUVG+9wbg/LESvG1D55eqtADz22XY+3lrJyz+eiqa1nB/V3iAH3N6oQKyfbyrkj/O3ENRD2M0mnrliEiMy2t5ttqLGy5ynF1NR60dRFM6bUMwfL2g+dVRptQ8VpcvG2ueV1TDC6TxoHnSV0x77mh3F4fNz/oYClt8zm/gYBfeq9vi56qUVFFV5I1N4Ldtbjmr1MeI3n7Dtj2fFJB31uup8P1q9uWwfv/pgIyEDPt5QwIb9ldx7dsem0qu/hha5PSg14Wvo/9YXMn+bm082FjDv1hM6I+lHhHvfXc/CbQfAgKHJ7Tse27zWbbfdxhVXXIHL5WLgwIGcdNJJQLir/LhxMqdea726ZB9BPQRAUA/x2pJ9zB6Rxs//s4ZN+ysxm1R+efpwzh0fboC/tyY/En0zp6yWH72wDABNVUh2WtBDBu+tyW9XUCgD+GprUed8sSPAtkI3S3eX4g3oKMDCkobpJWoCOu+vLeTy6QO7L4EH8fH6/ZGZFcpq/Hy6uYAfTutYOlfuKeXe9zdS6w+SQvueaokG1d4gF/x9EYWVHiwmjQfOH8254/uj6zoPf7oVtyeAooA3aPDBmnx+dtJQAF5dvBdvMFweGITP8WpvMKrB391CwJ8/3dprGuxvLM1hR1EVugF6VfhpVUlNAC3o4+1VuTFtsL/w7W7yK7yEDNBq4JXv9/DoJRNjtv/VOQ1lZF55bZfs4/VlOeh118RAMMTLi/e0qsH+yPwtfLyhgJJqH2ZVxRfUCRkGtf4gZo/CR2v3c+GU/lzy7BJKqn1YzRp/uXgCJ41M75R0//jlZcTFJfDghWOZPqh1NxiOdM9+tT3SWAfwBUKR/+8qqmZbYTWj+ze/ofTBmjx+//FmAsEQ/ZIcfPizmdhsJt5dnR+pD3kCQd5dnc+vzm57g/39NfupqA3ffDYMo8V6zR8+3sSCTeGedT+clslNJw9r834O55pXVpCanMgzP5pMdmrsAs7uLG64meYNGryweDd3nB6b4F4LtxVTVOWtexUdGssXDFFbW4vDEZvZAwoqPFz6jyVU1PqxW0w8fcUkpmX3jnOzvf7+zS7qA/yHDHh7ZW6HG+yvLNrD1gPhKR6D1Q3T9BnA5v29a+rHTzYUUOUL906rcLvbtY02d4m/8cYbWbJkCS+99BLff/89qhrexODBg2UMexukxUXf9UxxWflscxGb6rrHB4Ih/vnd3sjnSc7w1GO6HsIbCD+FUxTwBkKRSk79Mu0R1Ds+FceRwhvQ8QXq5sIGPI0qGwBam8+K2IhvMv1cv4SOTyP07De7qfWHC5H9ld3T1fZo8vevd1BYl4/+oM5TX+0Cwk/Mvf76+deh2hekb6Pfb2hqHEqj7aiqQg9qq0f4e1E5sTavPNIoaRya1QAqaruuW3hLdhbXRCpTugEb8tt3wW8vq6nhSaGmdE0BmeyMftrZmqmcyqv9fLyhAMMwUKCuLAtnlKaEz6i+CTae/HIHJXVdhH0Bncc+39apafcEgvx94a5O3WZPdqi6hklVSI1r+cn1Mwt3Eai7Mbm/vJbnvtsNQEqT7aXHte+p8KBUF4rSUJI6rdGFaGGlhwWbDmAYBoZh8PaK3HZ3Tz2citoAz329u0u2fTBNS2d/oGu+W0v6Jzmi8r6pWPZa/Mtn2yI3bjz+IH/5tHPP96NR0/LXZe34dMefbz5w0M96T00irCagYxD+3r4mbY7WateVd+rUqVxwwQU4nc7IE79zzjmH4447rl2J6I0ePG8sY/on4LKZGd0vnofPH4vFpFDjC1Jc5aO02o8eavhRf3vOaEb1jSfJacGsKVhMKhZNxaQpJDktjOobz2/Paf/dsMyk3jOcIdVlI95uRlPCPRSSGhVUKjCmf2K3pe1Q7p8zmsFpLpKdFi6YPIATR3T8CZHaQ29OHKksTbpAVtT4uOKFpfx72V7i7CbMmoKqhOd2btwb5oKpAzhuaDJmTcFqUrjz9BGYTD2vxX7JMQO6OwkxM7Z/ImZVQQG0unqoqoQbJANiXF5mJzfc3FGAkRmxnSbyd3NGkeKykmC3MPe4rul99MiFYxmeEY/LZmZCVhK/O+fwTwY37C+nuMpHSbUPu1nFYlLJSnaQEW8lM9nB2WP7Mmdi/0jjvZ6pCwo+k3rwxsrR5phBaVGv688PtzfI7JHpzaa+q9e0PWcxhX+Hu84aybj+iSQ5LMwamsY1M9t3jJ00Mp0LJvcjzmYmI8HOny6K7vXZ9CdSVKVLu63H+ua/wxz9BY8b1jm9SFpj8sAkfjQ9k2SnhQFJ0U/SbVrX5nNTTc9FtRedm+311vXH4DCHD1iLpvDadVM6vM1+iQfvURFn7V2Vz1SXFU1V0BSFuHY+jWnXWi+++CJ//etfI0Hmhg0bxm233cb111/frkT0Fv9bm8+inaVMyErgh9MG8uZPZ0R9nh5nwx8MoYcMdMVAafTMLcVl5Z8/PgaABz7ayPtrwkEhrpyexX3njW13mhTCF7GsFGe7t3Gk6Z9kZ874vry7Oh9VhcsnZ7KGcF7YLBp9D1LZ6G6ZSXamZSezv8LDrGGpnbLNX8wezp3vrqPSE2RQqrNDc6f2Vv9dmcuqveVMH5zMzScP5qttB9hbUouqKOiGwd7ScDdFs6KQFmfDYdb43XnNb669dv2MZu/1FJoSvoinO3tebIeucvvs4XyyoYBCtw/VEq5cpMfbcLkc3Hn6yJimJTvFyfJ9FZHXI/rEdlqcc8f3jwzPysvL4+4u2Eei08a7P5/Z6uV1XefBeVuxaCq1/iBVXp27zxzO9ScMjVrO49cxaQqaqhLQdeLsZu49p/N+v0pPgHhziNtO7fyu1T1VapwFl1Wjxhd+gpvoNJMDxNtMLNxewi3VfpwWjSe/3kl5tY/Lp2UxbkAid58xgnvf34g3oDMkzcVPZ2UDkGC38NxVHW8gADxw3jgeOK/lz9Lj7Vw8uT/vrclHURSunZndKftsSZ94G7fMju0xkRZnJ6csPGTFZlYZlBrbet3Mwankl3nQPCE+bPR+vD22Y/nvPWsEq3MqOOD2Emcz8btzO9a1uzd4a9V+kpwWkupev7mygLvP7FiclOevmMwxD3+BTyfSmlHq/vr00Hp2V7l2ZjZPLtxBKARnjcxgQzu20eYG+29/+1v++te/cssttzBjRriCuWTJEn7xi1+wd+9e6RZ/EB+vz+dPC7ZhGAbf7SzGFwgx97hBTZbZjx4KETLAblIwmnQa+WR9AevyKrhkaia/Pjtc4ejoUzibScFhM0W6W/YGHr/Ool0lePw6igKLd4WDYWgquCwqeRW1XRaMpiN+88Emvt1RDMCS3aX846op7QrM09jo/gnMHJzCij2lnDOiL+90RkJ7kbeW5/BkXcTT73eVEAwZHDckGUIGQ9JdLN/bMPa3X7KD16+djsWi8fH6fB79dAvnju/H6H7hi2JlXYTdZJcl0jjqKXQDrBrs7aYI5d1hTV4FgZCBRVMiXVEqanyYLHZOGxPbcfwb8t2oSrhrvqrAsr1l/CymKeh51uZWUFDpxWpS0RQNXzBEdl0DpaDCw3+W7cNqUnl/zX7Kanw4rSasJjOv/+TYSLDHzuAPhKjxBfnf+gLGDUjstO32ZIWVXhxmFV9dHBiz0tAgK63y8cinmyiv1dm0v5JqX5B5Gwp46cfHMHt0BstHZ+D1BjscCGx7oZsP1uYzul98VHlZWu3jf+v2k5Fg58yxzc/T204bwS2nhG/qdNVT3x9Ny+SU8YM69ThrDYtJRQV0wK7BvtJaMpNj02jPLavh9rfX4Qvq+CqLoz4rrQmi63rMnrInOm385eLxfLQun5lDUiPX2KPJt9uLWLyzlFNGp3fK+PzG8Q8Acko7HqtkU2EVdosJnyeIxdTwANKkgNnUu56wL9xeDHVDtxrHhGmLNpeYzz77LC+88AI//OEPI++dd955jB8/nltuuUUa7AexbHdZZPgAwIq95VEN9teX5fDvxXupu2FNbcAgt6zhhHnyy+3887twhPD/rsrjhaunMHlgcofT5Qka+L3BqLQd7bbkFrOruC5vDVhZ16gKhqC4OkB2Ys9rrANsLWwI0hHQQyzfU9bhBvtlzy1mWd33X7VlT4e21VbZ98xr8f29j5wT03R0xPK9DVOdGYbBnz/dSlF1eOzc+v1VJDvMkejRxw9JwWLReOyzbby6eC+GYfDWijxevfYYspMd/PilFRTXBe1Zvqec35/f/p4zXcHtNyit6j0N9g/X5nPA7cMAdE94zHptwCCv0sfge+axO4bHaX1lp75LsbWXVXaaWrmnlF++ux5vQMftDf82qgK/fGcDvzs7wF8+30FlrZ+aRmMF/cEQSU4La3MrObMTG1JBA2r8IV5fto9fnR2bAF/dLTPeRHF1IPJIobg6XG6VVvsJmTXmrT+ALxhCU8PBzwCufXUFn912IukJtg431jfmV/Djl1bgD+ooisLWgip+ecZIyqv9/Pil5ZTXjV9em1POPS38Jl3dcHx9eS7vbSzn/vPGcPLIPl26r8Z2NJoOscwbwmWJ3bCq1fsq8AVbHjMf69Ani3cWc9PrawjqIf67Kp//m13LdbMGxzYRXeit5Tk89MkWQiGDN1fm8mijWaba66wxGXyzvZigHkJRFE4f3fHj9skvt1FRd+301ZUDBhAwYHth7wo6t3JfOf66+B07a9p3M6TNV31d15k6tfn0X1OmTOnS+VmPdJOzkqICcozrH93Q+nBtHr4mpVq1r6Hw+2RjYaRR7Q/q/Hdlbqeky6wpWDWVkl40rdcX20sO+pkBzNtUfNDPu1PjaXBMmsqU7KRDLN06a3MrIv/vPbdsOs/EzMSo12VNziOLSeGKY7P4zTmjI1HFP9t8IOpcfnN5Liv2lUca6wBLd3XPXN+HM29D75nbuLBREMam50b7Qsa03xnjMkhymHFaNFJcVs4Z1zfGKehZPlpfQCAYIsVpQSXcxdJhVtH1EM9/t4cqb6BZgERfMITVpDGuhejlnaHWF7sAX93ts62lUedEXdxbVFXBbtZQFAgZRqSSrhC+YTJvw/5O2f/bK3PxB+uDeBp8Vhfc6vudxZHGevj1wa/1XS0YMvhoXUG37R/g8c+3xmxfEzITDvnU1Ov1HvSzzvbG8tzIrAOGYfDx+u79HTrb+2vzCdV1i9X1EG8tz+nwNmcMTeVvl03kR9OzeOSice2acaqpdfmVB/2sF8WvBYgEBwcItbMC0ebbb1deeSXPPvssjz/+eNT7zz//PFdccUX7UtELXDB5AP5giCV7ShnbL4Hrm9ztq6z1N+uW3vgpSorLSl6jJ+6D0zon6JDVpKBpCinOnvlUuSvMGpbO37/Zd9DPx/XQoHMPnT+Wv361g8JKLz+Y2K9T5mG2mTV8utxoa6+rZmRjGAarcyuYkpXE459vp7y2YfqSgckObjwpehxjitPCvpJqgiEDk6owrI+TgSlONFWJTN2Y2EPPx74x7uLZnWYNT+f7XaUEQ+2MztqJbjxpGCZFZXOhm+OGpDJnYs8aMtEVCio8vPjdblLjrfzsxOhx6VnJ4WBGqhoOwKqHjMgN8SHpLvZXetFUqH/AbtbAaTHz6EXj6J/UNcew3dJ7AluN6ZeAqhCps2h1Qb1SXRaq6u5bOC0ahhIegmZWFUyayoiMOF5flsO2A5VcNjWr3V2Vh6RFd/Our79kpzpRFCVyQzS5m4e2ddWx1lrHDe2cWDetkZ3q4uEfjOPtVXmYPUqzeDhOZ+zG0w9MiQ521qcVM0409b91+azcV8Y54/v1uCnhMuJtbGrUGK4vDztqYlYSE7M6/iCo3uBUFxt72fRtB5PsNEfqhhZb+2oU7Q4699lnn3HssccCsHTpUnJzc7n66qu5/fbbI8s1bdT3dpdNy+KyaVnN3r/yxWXklntQlYa7TqoCfzh/TGSZJy6bwM2vr6Gw0ssxg5L5yQlDOiVNyU4r/dLi+dtlkzple0eCY7KT0RrltdPa0D3OoikMiXGgltayWDTuPrNzg129+7Pp/ODZpXj8OhlJdvI7detHp22Fbh6cv4Van85FU/pz9cxBXF332axhqZz39CJqfUEyEmy8Ond6s/Vnj0hl2e5SQka4i3Oc1czgNBe3zh7G2yvzcFlN/KYVEbJjLd6qseAXJ3Z3MmJmXGZCw7y0TT7re5Bpq7rST0/snDI/Fqo9fn71wUZyyzxMykrkd3PGHH6lRkqqvVz07GKqvOEKzoo9Zbw4d1rk8+tnDWZ/hYf1+ZVMH5REUZWPvHIvIzPieOaKKTz55XbeX51PlS+IRVPoE2/nyR9OIDO566LrnxDDiNzdbVhGPFdOy+LtVbmoisq1pwzhzmfgkQvH8ciXOXgCIa6cnsWsYanc8d91VHuDnDuhH++syuXDtQUYwNsr8vjwpuMY3o5hXT+eOZitBVUs2V1Gepw1Un8ZNyCRG04YzEfr9pNgN3PfnO4JNpaRYGd0Vhq/mD308At3oj4uMwfq5rtWgMuOyYzp/mcMTWXG0FTy8vL4c6P3L58a2xuMvzxjJB+v28/+Si/xdhP3t/E4ePrLHTz/3W4Mw+DDtQU8eflEThjec87v3587miW7Simv9ZMWZ+2R9QWA3503hkufW9riZ4OSe8/Nf4DHLp3Ig/O3oushrpqSzdxH2r6NNjfYN27cyOTJkwHYtSs872haWhppaWls3Lgxstyh5mMU0bbsd6Mq4ScF3kCIRIcZh0Xj/bX7uXBKuMBNddmaRZXvDPP/7wTi42Mbcbi7fb+rJKo3g8ff0JUxoBt8vb2IM8f364aUxd7QjEQ2PnAmEI7+nPlQNyfoCPCbDzayvyLcXfrvC3dxzMBkhvaJA8JPGdbff8Yh1/9qewkOS8NNoo/WFXDhlEwurvvriTY+cEavKyce+2zbQYNxljTqRSGae/jTrazaF46NsWBTIdkpDq6eOegwazVYuLUo0lgHWJ/XvGvloW4C3Dp7OLfOHt6GFHfcd93Y/bo7/P6Ccfz+gvC0aXl5edwJTMxKZv7/ZUct979bZkX+P+q3n0RulHsCIZ74Yjt/v7L5EMvWePiiCS2+f9WMbK6akd3iZ7Hy7+umd0t5WVob3Vvu3VV5XHdCbG8aNNZd141XFu0hEDJIiws/WX/m61384QfjDrNWgwWbG4ag6nqI99fs71EN9qe/3Y1JUyLf77lvd3PTyT1vlor3V+URV/dAzN9kGre8ytgNkegJThieHjmG3G43c9uxjTY32BcuXNiO3Yim/rN0H4t3ldRNqxYuGEJGeKykzx8kZBhU1PrZXVzNR2vzGZDs4OIpmWwrdPPflTl8uSUcHGLSwEQunjyAjQVutuyvwmICh9XMScPTmD3q8EEopj/4Odl9U/jktpO69Pv2JA6zFjX+rnGl3CA8tVtn+L831lBU5ePes4YzPrPjAQIBLn1uMfnltdwyeyiXT8vulG0++PEm1udXcsbAntkNuydZuPUAu4trUACrWSVkGKzKKefj9fvpm2DnsmlZLN9bynNf7yIYNBjZNw6HRePc8f2o9gV54osd5JRUU+3TMQCNcFTjDXkVLUaYrj//+yc5uGRq9zXmx963gIR4BxseOHICAnaUw3TwcqA7bkdf9twiNu53c8rwVJ668phuSEHrFVdFx3LIq2heOQsGg/zlsx24PX5S4qzYLRpXTx9IQIf1uRUEdAPDMAgBSQ4LbyzfR7HbzwWT+7GrqIZPNhYwNTuJGUOSuPWNdZgUlfvPG8OXW4tIsJu4YnpWJLjYXz7dxsp9ZcyZ0Jcrjs3uku+sKd09cCK2vt+6n5+8tg5NU3j54vC86cc9/AXnTBnCnWeOZP6GAsprAlx6zAAyEuz87N8r8TYKAqhAJCDnW8tzWJ1Tzjnj+7bYMPpycyGfbT7A9EHJkYcYEO7t9MmGAoakubp1mMgnGwrYVuhmfFL45v/TX+7ghLFZHD8s7TBrdq5Qo8qMQbguGEt/mr+J57/bi9kbDsZ6yl8W4nDF8d4Nx5Ka0LZu2099sY2/f72LJIeFxb86tU3r5pd78AV0vMEQFk1tVh4dTt8EO5vy3YQIRzQflt51PXPa44DbS0WtH28whMOsRR4gdNSZjy9ka1Et6S4zy39zeoe3N7JvHO+syiMQgpAvup9ab3uku7e4gjP+tphQyOAv57UvAGKHQkjm5uaiKAoDBgzoyGZ6nXveWc8nmwpw10VPtJkUkp1WTJpCXrkHr27g1YME9BA//dcqPIHwciv2lLFibzm7SxqmX8itKGTehkIsqoKnLsCLpsDnmw5QWOnjimMHHjItNf4QWwprmPjAAtbed+gng0cLTT104T0wqeMXuZP//DX7ysK/0yX/WMaC/5tFdgfjDhzzx88protAfs97m3BaNOZM7Fgj7tqXl/P19nCQvWUbemags57ivytz+duXO/AGdLwBnUSHmb4JNl78bjc1db00vt1RzDfbS6jxBTGAb3eWkGg38c7qPEqr/fiCoagbRDqwr6yGW95cw1OXT4pqtOeXe7jh36uo9YfP/+2FVfy6G+eTrfLBmN/OY9Mfekej/fJpWXy9vaTFYIxNA5p1tRP/9BX76qbU+9/GIqpeWsor1x4b0zS0xXkT+7K10I0eMrCZNX4wqXmPpcteWM72Qje1dedOmsvCV1sOENQViqu9hAwDvx6O81Ba4+Pxz7dh0TTeWplDlTeAYYSDsdb4gpGntuc89T39Em0ArMqp4G+XT+KGf6/ki80HMAhH6i2s9HLHGZ07tAig0tt7el3klbq58pU14RdBuODZ5QBUenXeXJnHvHV5uBxWVEXh000F1HgD7CtvuGmjAEkOM3eeMTJq1owFmw7wxGUTOWlkQ6P94/X5/Ob9jeghg082FlLo9nHjyUPZeaCKn7+2OhKZfE9JLbeeGvunjM9/s4tXl+wF4M3q8DX0w3X5zN9eyT1njYjpFJ1Nh+6ku2LXYH/l+508++1eAHx1jbOiKj+q38P0Rxay6+HWXzfeWLqHx77YCYDH7WPor+ax86HWrz803UmFJ/zgy6OESHS2ramz84A7kpdBA4rcPWt2lAMVHmr84RRW+XSqPR0ve457+AvyK30AFFUHGP3b+Wz+w9kd2mZJlT8SR6TpsRnra2h3O+mxRZH/3/LWxkMseXBtviUcDAb57W9/S0JCAtnZ2QwcOJCEhAR+85vfEAj0ngtWR6zNrcDjDz9hMwgfyIPSXdx26nDS46zE20wkOcy4PcFIYx3CXe6qvM0bm3qoYeoUCM/V6wnofL29qNVpqp96oTf4zfvbD/n5I5/s7PA+8itqMYzwbxHQQ50S1b+kOvq3f6Hu4tgRq3MqIv8P9aKp/dpj4bZiDMMg0WEm3m5meJ84rjw2O9JYB1iyuxRvIBjVyKv1BSmvCeALhmgpi2v9OoFgiM/rIh3X+3ZHUaSxDuGpILtbTS8q4rcUuEmPs5BgM5HsiN30SC3JKY+uMC7eVXaQJXuGc8f358nLJ3HjSUN58cdTWwyQuau4GsMI93DSDfDrIfaW1lLQKDq/poQDRvmCIXx1Nb/Saj/+uuudPxCMijZsAEE9fD5urAvKtGpveeR8DDWKKC7a729fHfoaWRUIDy8DqPQEmvWwGN7Hyae3zSIjwc7X24oauh+HQnywNjqSykdrCyLBOA3D4Mut4XrNF1sORE0jtmR39wxJaDwUItgoErRhGHy5pXtnnHlofuyixD+1cPdBP9MNqK1t/VRWz3wdva1gG6Nqby+qJsVpIc5mItlhpqKmbfXbfU3K2w/Wds7sBp1le3F11OsV+yo6vM36xnq92kDH64NvdkL0etGgzQ32m2++meeff55HH32UNWvWsGbNGh599FFefPFFbrnllq5I41EnLT78NB3Cd5o1RWFImoMRfeIwm1ScVhM2s0a/RFtULID+ifaoLk8HU9+Npy2RI7Ve1D/lR4cJxPKDiR2bzxLApKqRGzKGAdMGd7xLfP1czPWmD+p4NM/kRtHIJe7EoTWOPFvfzX18ZkIkQjKEo7dqanSxGgiFb9ootDx1nqXu5BueEd0DY1RGPGqj3yQjwdbxLyFabURGPGaThstmwmLu2nmbD8dujj6mUnvoLAKNTcxK4opjB5Kd2nLPonibKTKvvAKYNZV4qzkS30FTlcjxb9JUTHXnldWkUn+KtVSRr38vxRUe35neKEK0AgzuoUFFjyTnjzv0NdIEmNSG387e6PwJB0PLIj0+HHQqMym6njKmX/SY5xEZcVGv6+s1o/rGR12z+iV2TxCrAVH7jb6GdvexdubYjtdlWmv6oMRDfu5wtL4+Or2DU9YOT4/DpCm4rCYsJpWslLZ1x7c3Ke8HpfSsMqNPfHRdYHBax9Nn7oLq37A+cYdfSLRamxvsb7zxBq+88go33HAD48ePZ/z48dxwww289NJLvPHGG12RxqPOny8ez6mj+tAnzkLfBCvjBiSwcGsx1/5rBUNTnQxNj+OYQcn846qp3HLyUIamx3Hs4BTuPnMEBkrUj9YnzsqFk/oRb9NQlfAPqikwql8Cd5/e+m5/V0zrPcMaThodPYdx43JqfP84zprYPJJ/WyXYGgp8VQGL1vEK/xkjGroJWjS4ohMC67zzs5kMTnWSYDMzc0jnjLM/Wv3ytGGcMSaDIekuLpkygCuOHcjovgnccdoIhqbHMTU7mX9fN53zxmVEnaNmTcGsqVjUhmPNpIJZhfQ4C1MHpfDjGdnNuk5OzEri1tnDGJoex7RBKTx8QeuD5nSVH/aicuKscX2ZOzObIekuZgyOntanjT0sO+yOU6IDtj180fjYJqAL/P2KyQzrE8fgVAdj+8cztn8ij148nj/8YCwjMuKZOTSF2aPSGZLu4tZThjJreBpD0+P44w/GcvGUAfRNsGI2qZGgRgA2Dap9Ov2T7Dx2STiPXpp7DAMSbRgGqCr07aIbXwmxHS7crY4f2Y9p2YmR15dOji677jxjGMdkJzOsTxz3njWKU0ekR8o+u1nltNF9Iss+fvEEZgxJpX+Sgwun9G82A84dp4/g3PF96Z/kYNawNP580VgAThyRzk9nDWJIuotZQ9N4oJsiwv9uzhhOGp7GkHQXl04Nl4+D0lycM74fN57UvrGq7XXTiQ3lRN84C3eeFbs8OWXkwW8OtLWh8djlk3E0akH+8tTWB6yE8IxMlx+TxZB0F6eN7sMvT21bAMqvbz8Bp0VDBfomWHn/5uPbtH5X++Bn0xmc4sBp1hiZEcdr13d8eNTJI6PjLQxJ6HhMjtd/OoOsZDsqYGty0/miCX1aXuko1Rn3Q9pc7bDZbGRnZzd7Pzs7G4ul59/174jnvtnJx+sKSHVZ+cul40l1te3C/9SXO1iTW8HwdBd/vXRCJCDOsQ99QUm1D8OApZ4gb99wLGPr5gJvPBXcc1/vxG7RsFs0AsEg5R6dGr+O2xtkVN8Ecssbuhz9YFJ/LK0InmYxqVjMKtsP1Bx22aPFgSbRKeufesbZNE4Z0TmFSOMo0iEDNu+vZEYH50TdWVqNSrgHhaooLNpZetCnV63lsmjMHJpKXrmH8YkB3uzQ1o5umqa1GJn6/En9OWNUH27771ou/Pti8sqju/45zBpBw8BhMxH0Bgnq4fd+c+4oFmwqItFh5qIpLTeEL5ma2a3B5pr6Zlv3dvGMNZOqYFJVNCO6suEPxbY3yqJd0d19F24r4sQRPSdqcWO6rvOnBdvZWVTNlIGJB41ePLZ/Iu/deFyLnx0uWNecif3x+HVO/+s3hAyDgG7g18PxIUJGiFqfTmZy+KlTRoKdkKHgqmvYv7M6n/EDEliwuQjDgJNHpPLpxgI2F1QTbzdz2uh07jqz7dMkVfai4SIAd50xkn98txuLpnHRWCd/bfTZ6P4J3HByQyPp6a+2Y9YUQoaBSVP5dFMB/12RR2lNgBlDUnj+6kNHij9YRPirZw5q0+wDXcFu0XjwwvDNoby8PO4Gnr9qardERx83IAGLpqAbRotBTLvSZ5sKDvpZCPD7/a1uI3y8Pp9G8Qn57+pCbj61bTcfbpnd/ngGqQkONv3+zHav39WsVitf3Xlyp25zeZMhdzlVbRyHcBAVNX5CgN6kO9R3PXxYV0/U5gb7TTfdxB/+8AdefvllrNZwVzOfz8eDDz7IzTff3OkJ7Cm+3lrE3xfuwjAM9pXWcONrq7nrjBHM39gwZc2SnSUs2FzIiIw4fjgtHOytsNLDS4v2sr3QzbZCN6qqsmV/BetzyxnVP4EfHpNFcZUvMg6v1q8z98UlqIoJHYMhqU7sFo3y2gBxVhM1vgC1Pp26eBME9CBfbi3inLF9KK7W8AZ0RvWN54KJrZuWzB8MEQyEKKpuWxTNI9nOYneL71d5dZ74aifnjO/LsHbMDduY3awS1OsigasQ7+j445ftRTWRwB3eoMGOopa/R1s8MG8Tby7LRQe+8fSuaYkO5y+fbSMuLo6fnzAYlz1c0Siv9vP897sxQgY/OWFwpNvtrW+vZeGWA7Q07KvCGyTeplFW0zC23e3Tufe9jZFu7ne9s54X57Yt8vdby3NYuK2I6YOSueb42DzJKa7yHX6ho8Tnmwp5eP5mfDro7uhzI9CKoUmd6etd0dOavbMqj/vPGxvTNLTWX7/cybz14TGf2wrdJDstkethSz5Yk8ufF2ylpCpA/0Qb/7hqalT5uzm/kndW55ERb+O647Px6/CPb3ZS49M5Y0wfPt10AE1TCAXBX/ezbNzvZvTv5uM0mxjVN47Sam84yJESvglz7/sb8QZCGISnnTMpEDCguNrHgaVeBiY7IzfKRXPVHj8/f20FxTXhMeTrNkePqX3h211kp7roG2/lwflb2VpYFRmq4PYGeXDeNiDc+2ze+gLW5nxBtTdIMASzR6bztx9NPui+73l3LZ9uPMDgFCfvHeLJ584DVbyxIodEu4UbZg0mt8LDE19sx2HR+O25Y3DZuq6bzMPzN3Pc6MyYBpwD+Nl/1kb+/9mWIj5ak8d5k2LTKyp4mCBibXmg98XmwkgMBICcsrYHfVu49QDfbC9mbP+Edk2XetU/l7LtQBVnj83g/vO7v3dbUy9/v5tle8o4eUR6p5RVFi36prRJ7fgT9tMf+xq3L1xGND08iqp71x3OzqgxtKrEuvDCC6Nef/HFFwwYMIAJE8J3PdetW4ff72f27NmdkKSeaVVOeSQwCsDOompueG1V+AmMprI6p4I1OeUEQwafbz5AsdvPT04YzPWvrqS81k95rR9dN0iNs1JRG2R1bSX7yj18t72k2YFcUhsCwg3o0pqKyPua0vygh/AY6UK3j09umUWVPxhpRLRF48jzR7t5Kw4dMOeFb7by6GXTOrSPOeP789G6/YQMg4x4G3PGdnxe96bjNeetL+D+8zp2IXlrRbixDuDrXeXnYS3YWIDJ5mZtTgX/+Um4y9kN/1lFft0T9OV7yyJPCBftLGmxsV7P7dWbvacb4YBMCXYzhW2MQvvakr08umAbhmGweFcpVb5gTOadDnTOTfcjwp8XbKWurtEpF9uOaHp/oNrX/HjqKXYXR19LthRUHXTZzzcVcsfb6yPXtd2lHs5+8jt21EWEzq2bQcEbqI8EXkNxtY8tBeGblQl2M69fP5WfvrqKbUW10cEe/Qa1/gDFOxs9yTGoC2AWPf1V/bkbDhRqsDa3XBrsh7A8ryTSWAfYWx7da21NXiU//fcqEuxmNuVXHjRoWP1xnVfRcCPww/UFaNoaHr9sUrPl7/twI2+uCAelW51XyQmPfsW3d53SbLnSah83/mc1NXVBO7fsL2dNXhXVdZH8N+RXMv//Tmj9F26jr7YW8d2+Wjz+ULf2kHris/Uxa7BvzK845Oc1NTU4na0ba33A3XIvyNb6ZlsRv3p/Ix5/kHnrwzMyXXt863tinPu3b9lYV269siQHVYXfzek5jfanv9zB89/tjlz/A3qIKzs4RLLpQztPWyP9tWB7ce9pV8RCqxrsCQnREV4vuuiiqNeZmT2ny2ZXmTO+L68vy8Ef1PHrITwBnZARDtSV4jSzYm90946VOWWcXJRGeW34JLCbNSqC4YtHIGREuufV+FsfvfJgNzAV4MrpWVgsGimdNIf40Wx17qF7E3y1tePdfh+8cBynje7D/kovF07oh60L7uaXdMIdyraWydn3zOvwPo80+8pq0XUdj1+PNNYhXKkocnu4/b/royLFt0Wg7geY2MbuiwsbRVY2DINFO0ti0mDvTXLLWh/VWDQ4eUQa6/MqMAwDTVWYPbJ51/1gMMim/VXMX5/X7LoWCMGOQjfDMuJZurss0lgH2LTfjbvR9GmVngBr9rmp8odwWDRq62ZfaS8D0DSVORM6foP1aPb5ukNH2jcbIdyeQLOGV2t9va0IrzfItqIqRqTHRa6fn24qjFpuf3nLNzpX7yuPqluta9RYBzpt3upDMQyDRbtKurXBnlseu1uNRTWHvgbu37+fYcNa101d72CE8vfX5FPk9mIQrh9/uDa/TQ32nU0amp9tKuJ3czqUpE713c7iqOv/wm1FHW6wi56vVa2Il19+uavT0eMNz4jnhaun8MaKXFbuDj/RKqsNYBgGtX6dKVnx7CqpiZxEQ9NcZKU4cFhM1PqD2MwaQ11WTh3dh++2F1NaE240mk0d63aiAg9dMJZzx/fldx9uIL/cw4+mZTF7dOyigx5pZo9O5aPNB+/+ffohgqe0xUktVFQ705SsjkfgrB8TLw4u1WVF0zRcdo0kh4UCt4dqTxCrSUVTQmzIq8CsKm3uJq0AQ/u40BSV4mo/m/dXMrpf8+mvWjIhM5HlexpuEo7sK9FYO9v4AQks21vR3ck44lwyNZNEu5m1eRUcPyS1WeyOihovF/x9CSXVvhbLHlUh0iX++x3FlFb7sZtVVEWhQvFjNGqSB/UQC7cVUVETIBhqXUlmVlvuKWIxgUlRefLyicwceugx9L3dZdOzeGPlwae6UkzhmW6SHBb2lR78KZtVBUOBpvc7B6Y4mPbIl9T6gzgsJm46aQg5ZbWkOswccDc8jVdVhX9+t5vrZ0UPCRrZNzzjTv0N0YFpDrYVVOOvmwYuydG18ZYOVPqwBjVGd3BoXUedMTZ2x3GiFSoOMWKqtY11gJS4jj3gcHv8UTcC3d62TeuW6rJETUU4KTOxQ+npbCP7xrFqbzm6Ee55O6GHpU90jTa3Fk855RQqKiqave92uznllOZdk44mkwcm8+eLJzA5OxmrWSPebzXP/gABAABJREFUZsaiqUwckMALV03l/2YPY/yAROaM78evzx5Jgt3C8UNTqPQEqPIGuOa4bO48YySvXjOdk4anMTEziT+eP5bXr5vW/giCCjz3zW6m/PFL3l2Vz/I9ZdzxznpW75OADgczYWDiIT8f2s0X2YNJbVLHOGVUx58CZSUd3YEiO2JSZiLTBqXw1A8nRt77/ZxRVHuD6IZBMGRw0l++o9ITPGxj3aTAyD7R3QENoKTKy56SapbsKuGaV1ZQ3cqKxa2zh/PDaVkM6xPH+RP780AHh0aI5m47tf1BizpbkwC7JNl7dk+q08ZkcOcZI1sMtPm3L3dSUh2u2atAssOM06ygAPFWjScvmwjATf9ZxfwNhXiDIco9Qap8QQJ6iIBu4LBomFSFkmo/H64roCag49ONgz5dV+v+HGaV608YwrTsRCyqggaYVYX0OCtpLhuD0pycMLxnBvPrSRKshw64m53s5E8XjuOVa49h2qBk4qxas8qmCrwy9xiumZlNdqIVTQk3Psb0i8PrD1FVN6bd7Q3y5wXb+Hp7MfsrvVF1JSNk8PKiPTwyf0vkvT98vIm5L69AAbKSnJwwLI1nLp/CXy+bwKi+8UzISuLla9oWL6StQoAvGB421Z1iOVXrrae1PVDjwRyoalsDuylvk56rVZ62xV754rbjGJjswGFWmZ6dxFNXTOlQejpbaXWAoBGuQ+hGeAhIR41sMgVbRnzH64ZxbR+dKw6hzbexvv76a/z+5l2KvV4v3333Xackqqf7zdmjuff9DRRWepmSncits4dx53vrWbm3DFUBm1nD49ep9Pr5fEsRCfZwwLGXvt+Ly2bi9WW52M0a9541kqF1J8mJw9NYVdfIrvY179anQGTO2pARrsApCgR08Ok61b5wAeWwaOh6iIXbipk8sPXTdHXzNMMxtXDboYOrfbg2n2tP7DmV9Xoul43yCi8Y4UB2Tedmbo8+SU4Kq8INULOl49s7mjx6ycRmkX5LPEFMqkowpFNb95juYPOra0r4CVCy08KjF40nLc7KeU8vIljXuFeA0ppwN82QAd5giPV55a1+uverc7pnGqPe4h/f7qFuKunIv93FaNptvOcOYT8se5NhW4qiMG5AEkPSnNx37pjI7CarcyqiboQFdAO17odIclrZst9N9Gj0aGYVLpuayVfbiimt8ZHisvL69dObzazx4Zp8Xlm8F6tJ5Zeny7CS1nhpycHjwCjAHy4YF+kt9OLcaeSW1XDeU4so9zR0SzebFD7fWkylN0BGkpPzJmdy++kjAJj58BdRv2v9YeANhlAV0FQFf6MbNBvyw0EZv99ZzKcbG7rNB41QZArEE4anx/xmzJp95YdfqAst3xO7/V97/GD+vWQfe0prWywv2zKGfVCKk9W5DYE2tTaWvzuKo4czuT1tuwFgqGaOGZRMXlktUwf1vOluV+eUR+Xxop2lHd7miAwn2w5URc6p7GR7h7fZi2LUxkSrG+zr16+P/H/z5s0UFjYUirqu8+mnn9K/f2wjYsbSP7/bzTfbivEFQ0wbnMyYfnE4rRpDUp2c9/T3FFTURaEFitz5mDWF644fhC8YpKIqQP1l6hdvrAUlfAH6fkcRmckOMAxKagJUHSKQkEFDpa2+gaAY4LRo+AN6pPtPUA9hNWscPyT6yYbHr/PXL7ZTUevnR9OySG3SNjuSK4BtNX1QEt/vrjjo5xMGtK5b8qHkl3k4/5nv8QR05s4cyJ3tmCaoqZpKL3pdV05dh5Gd0BNgbL8E1uwrRw+14+5dLzSxfyIBPRT5HeDgDQbdAF03IBTi8c+3caDKi9poDIJBdAyBkG5w/0fr6RPvRFNVbjxlCNOyU5pt9/NNhSzYfICByQ7mjM/ghe/2gAK3nDKMjISOX2QPpZvbrTGV6rJGGgoxDgrfTFqChYKKhhvlI/p0bDrHtiqt9vG3L3cQCIY4d2jHHpvcetIwvt9Zwt6ScKXa4w+yOqec9XnlrM6tICvZTkGlh8Im02+qClTUBggZBk6LSm0geMjfJRCC15bnRl7vr/By2uPfcvyQJEwmEzsOVJPoMDMwxc7O4ipqvTo3/HsFkwem4rSo9E1y8ItThrVqetTeZmSy46CfGcB1ryxnVN94Eh0WFCCEgaIYUUOwfEGDlxbvBcJP25ftKeOtlbk4zBpFldE1fWddzB+rphIy6m6g6eEp4jx+ne0Hqjnh0a/on2hD10NomorXH2RLgZtbXl/NH84fzb5SD3/9Yge6YZDiMBNnN3PLKUNJj29dmen1Bvn1Rxs5UOXj6hkDOb0Vww4d3XzsTMnqeF2mtTbnV7KnNHxOt3Re2mytnwb5scsn8e7ahiEX549rW6M5I8FKcaMgai5b22bpeWj+Zj5al4+uG6zPqyAz0d6jglCO7BPH/rou+wowKSupw9scmh6HQUO7Liul48PsNKAXNS26XKvr6BMnTkRRFBRFabHru91u56mnnurUxHWX577ZSVm1n+uPH0y8FU7/2yJyyxsCWKzLLY88Ofvfuv2EQgbBRgWUT4f5Gwr49VnD8fpDNA4NFmj0SEDXYWdx2wMbGYQvWBdM6s/6vAq2FDaMEfPpBr//wSimD4mu6P/irbVsqIviuWpfOX85KzaRQ3uiBSv2HPLzlfv2A80j1LbFyY8tjNzAeebr3UwZmMgpo/p2aJvFTUq+a/65jK2PnNOhba7YUxoZP1jrl9HshxPultu21tuB6gAHWhkgcHuRlx1FXhwWjRtfq2T+LbNIT2io6CzbU8of5m1GDxks2hHi1cV7sdb1tNi8v4r3b2p5XuvO0t3R0mOptLp9AbO6QuPGOsCqRk+fYuGm/6wmty7g4tKNFR3als1m4qObZ/H2sr08/fVucuoCh/l12FZQxdaCqmbHmc0EyU4r5TUBgkaI7UW17bp5FAgZLNzRqJtyGazNa8jL0lqdz7ccwGpSSXVZ2F/h4W+Xd+xacDT6bFPOIT8vcPspcJdg1RSChoFJVfAHD1561F95Go9Pr2fV4NTRfQgZMCojDk1V+HJrESZFwTBCrMmpwBMMP23fX+7BZTNjNXRKa4OoSnjavj3FNRRV+6jxBqite0qfEW9ja2EV//3ZzFZ952v+tYKNdU/y78qvpN91Nsb2TzzkOsWd0FW5IwrKYxel++ynvj/k57quo2mtu4Fx939XR71+b30Zj/+o9WnZcSB6Zoqy2rYF6P3fuv2R47U2EOLNFTltbrD/4OlvKaj0ccv0zn9Cf8LwNBbtKiGgG1hNKjOHNL+x31aPfb4j6vXbq/J49JIJHdqmNNY7V6sb7Hv27MEwDAYPHszy5ctJS2votmmxWEhPT2/1ydiTzX1peaRr+vwNhZTXeKlpFLHSAPy6gRYyqKmrvLfUkbjap/PT19YQbzcf8sl5e/l1+HpbCQ9fOJbrXl0FhLvIK4rC+eOb3/nd22jaNm9Aj0xZ0RttPMz05ZuLOr4Pf5NG3X9X5He4wd5UZzQnth7ovcdBW+0tqeby55d0eaPVAEKGgS+gs3xfadRcvst3l9VNSxXuceP2Bkgzh594FlV5qfb4I3PGi45Zurvj3QyPFvmNompXeTs+O8Vd76xj0c4SDlQ2n76ppfMrFAKzppDsslBa7SdACEVpPlSgs/jqur7sLq4+zJK90zd7W3f18etGeOheMPyvyxqO5N+W2Ul0AzRV5a+NGg8/OWEIAC99v4d1eW6MuqZBCIi3aZw4Io1/L80lZITTsLXQjd2iRXoq1j8BLqj0trohmdNo1ghdD/H9zpLDNth9h7hJEQtrCro+Gn5rLV26lBNOaN1Ueh+tK+jQvtoYY66Z2iZj4Ivb2Ld79G8/iQyZu+e9jR1LTAtW55STaDfj1w2smsLKvWVcMLn3PoTrLVrdYB84cCAAoVZGYj1S1Y+FAqj0+KMa6/UMIGhARd24mJZyRAFySmuJ64LpvOrV+oNMy0rGYlIJ1PXRtZlULJbmFfbsVGfkCbvNrDFWokrH1EWTe2bUfvWgI7BFU++uzqfG18GaQCupioLVrDFtYPSd82mDk/nvqlz0UEMFuF56nE0a652ou8et9yT9E+2RJ+xxbexe2pLVdWN7HVYTbm8w0nXSblbwBJoHj/OHoLDCi4GCYRgogEltHl28sw1Jj+3QgyPF8VlWvs85fCOmvoFsVsL1JKumELJoVHtb/8MpBkxpEig2GAzyn+U5vLsqj4DesC1VgSHpcfRrOjRIAbvFRI03gKI0nNt9E2ytftCUleyIPGHXNJXjWwio2FRnBO46WowYMaLVy8bbNDzV7T+5rVq4p2t7OSwm/I3GvWcktL47PxBprHeVBKuJA1XhXlcKRPXCE0evNkeZevXVV5k3r2Eu5rvuuovExERmzpzJvn37OjVx3aFxA1tT1cN2u7No4XHkliZRMSxaOLpppTdIXBeV2SoGLqeFf117DINTnQxLd/HBjS13if3rZROZM74fs4am8dglE0iL770n+IXjDt196IyRHR8P1NTKnMM81m+HzojA2T+xa8c8H01GZ8Rj0ro+MJ8KHJOdzN+vnNzsQjx9UAq/PWc0M4ak0ifejtVkosobZFi6i39cNbnL09abuGxS2a73zBWTOW10H04ansZDF4zt8PYSneG8jbOZSLSbmZydyFXHDuCCSQM4a2wGEwY0v6HsC0EwZGAoMCDRyrTBqZw4LIUkR+ffFFeAH0zqz6MXjO/0bR8NLpw2tFXLWTUFu1nFUMJPyotrghAKccdpw7GZWndH7PhhqfxwWviBkdcb5Oy/fcvY+z/j/o+2sKekBlVVSbRrDEy2c8HEfrxw1WRmDknFaVbDAeoUyEq288JVU5g2OIVZw1I5f3xfZo/qw3NXtj7698tXH8PpYzKYlJXEoxePP+TTdU2BfvFWlvzqtFZvvyukxrCa5zrMfbzExMRWb+v00R2bAWf6kOg6XP/EtlWW5kzoh9WkoCngtKhcdkzbusN39b3eL7Y2dAM1gI/W5nfxHtvnuuN7zrj/o0Gbr3QPPfQQzz77LABLlizh6aef5oknnuDjjz/mF7/4Be+9916nJzKWnv7RJO59bwPeQIgrj81EAR6ctwW/Hr7779fD3VXru1T5dQiFdI4dnMK+sppwVzpDwWpS8AZDmFSFeIcNkxakvI2RKhtTAZtZoTZgRCLGJzrChdD0wal8ccdJh1zfbtG45+yGwGd5ebEb29TT5Fc2n+WgsYyE1kUybYsvtxzgnrM7N6r38D4dDyiTV972GAq91Vnj+7JhfwVvLM+hvLb953IkaCTh87hpgB6zBt/vLOHr7cXYTAqD0lz87bKJDK8LMnjamAziHWZuf2stqhpu9JTW+FsdPEm0zsBkR+QpRm+X4rJy/3nhhnpeXl6Htzco1cG2wipMqsK9Z43gsroGWWNn/PUbth2I7pIeItw9fn+lj9Q4OxdO6sf3O0vDT0yNlnu7tcYf5wxjdV4N8zcWYtFUHr90Aqe2IqhYb5XZioBU6XEWzHU3OPMbzWld7TdYva+0bsqxhsJPBbJS7OSVe6K6zK/f7+a2t9bw6AXj+dNnW8ktqw3fuAG8gRCqCoEgKEqA73aWMueZxfztsoncdtpw3l6Zh8Oi8fCF4aj1L18zrd3f2WYz8dilE1u17Lr7z2g2w0h3aOPQ7Q5JsFuoDhy8vPR4PFitrWs41wY71nVm8c7o6Pj5h5ogvgW/Ons0vmCI3LJapmQnc8nUzDat/8vThvHnujHhiTaNzm5O1/iif9hqTwx/6Db4eF3h4RcSrdbmBntubi5Dh4bvrn7wwQdcfPHF/PSnP+W4447jpJNO6uz0dZkrXljKlbNGNgskMbZ/Iv+7ZRYAX24p5J1V+Vw8NZO7zgzPqz7z4S/Y3ySCadCA73eVMjjFzolj+rAxt4K1+Q1jgzsjUmIIqK3rnm/RFCwmlfGZiZHPq71BfvnftRRV+bhwUn+unJHdwT0evazaoat1gWDnd3tOdnT+07qpWYkd3oaiNI7bKxr7YE0eS3I9DEi0c+fpI7BYNO46cxR3nTmKc5/8jm2FVYedf70l9WuY1XBX36bCXfnCS3mDBnuKq7n97XV8fOusyDKBJoNA9e4OY34UKnTLzazO8t6qXP6zPJdEuwmTCl9tLUFTFUIqPPLJVlbmVJCZYGNzYTUTMxOYNDCJVKeZnXVPZpvSDViXW8Ga3IpOSd/v/rcDVYVUp4XXb5jO/R9u4dfvb2RU33ie/uHEqKEm9320gfW5brLtPWd8cKx9tmn/YZcprfa3+NsBLNzePD6EARh6qNn49vJqPyv2lDHr0a8orvUTCoGlfopbwjdwVKC8NohKkBpfkOtfXcHYAUlMHZjEXWeMJMkV294yEx9YQGpyEst/fWpM99uUK4bzYHsCh643xcW1fhjmtoIO9kjsYJUm4K3h/dV5BEKwpcDNL09vfXd+gMW7y+ifGO7e4Kvs+BCipgYkO9hc0HAzc3hGzxziKje8O1ebG+wul4vS0lKysrL47LPP+MUvfgGEp2zweI6cC9iu4ioe/mQrw/q4WpyvfOeBKn7/8RaCdWPDy2oCPHvlFEqrD34A7i71sPv/2Tvv8Diqqw+/U7Zq1buLLPfejTsGU0InoffQS2ghoecLSUhIIIEkBHCAJBBaIPTQe7WNce/dlqze+662zsz3x0grrfpqV8XWvM/jhNW0u7Mz995z7jm/U1XQ7u/RTrNTVI2FY5J5/OKWENhrWymYPvzpXrKS7f1ec/Rw4dvcrqML3t1Yyh/Oi+41D1TURveEwNOr8rj39MjCU69cks1T3+SgEX6t0yOdv399EMliZ1thLY2+AL8/Ww+PXXuwit2l9SGl3XpDT0X5VVWjro0Hfen4VGaOTGRrQQ2yKHC54aCLOvk1xmSjGY8nwIOf7sbnV7lgcnh53TuKavnt+7tRVBW/ouENqGgQdHZ5BJV3NhcCuiN6bU4VoqhrraQ6zCAIlHagHh5NN2Oz4Vfa4OP4R1YGK7FU7q/gplc28/xVCwB46MPdvLVRXy/bVV8RxRYcXnyyuWuVeOjY0QK69kBHonMakNfBSqhK6Ao9gE+DGIuI3SRR7fQHnaAa+vyoqM6LoumrrBVOL/+6/Khu2xtNAiqUN3g5+qEvWHnP8f167daU96PPsdrd9Rvp8Xh6XId9b0lkYo8SEMmyy5yHVgaf0Vp3gGP/9CVf39W+OlZnhI7X+tP5oydWcfHSiVzTJJgYCe42OfK1EUTvGhw+hG2wn3jiiVxzzTXMnj2bffv2cdppelmpnTt3kp2dHe329SmKqrLuUHU7g31tbhUfbSvB51cQm9RJCqob8fl8DLDoJ6APhIkxoV671iq+qqqx/lCNYbD3kr7QBa4apIt1d58ymQvmD2dLfh3T43yM+/tAt2jwoLWSoM5t9QOuPVSFLAqoantxrL7AYpY5aUp6u7///ZI5HKp0Em819/sKksHQ4tx/rCGvSnd0fr4hvJJy63OrUZrEapWO3hkNAopeqzugKmiagkkSsJokJKlFULW/aG5fc73vg+UtI8KOSFf+jhDye5lRJwI2kxRx5RyzBGvvPZGtBTX8+Nl1IWlFKrr4bjOFNQO3kFQWprr4kcw333zDqaee2qN9Iw3wViMMHGzrUMqvDu8ZOmFyGm9sKkLTNJKaUlcPVLj4w0d7ACI22k1tNbN6qAdhcHgTtsG+YsUKfvnLX1JQUMCbb75JcrIu4LVx40YuuuiiqDewLzHLEsdNDDVq//jxHt7dUkRAUan3BEiwmRBFgSnD4jCbzYjCwNcW1ABfQOG+/22nuNbDCVPSmJIZx+oDlQDIkshJU9tP8AH+8uledhbXM9w0SC3IQYC9D86ZETM4O1SfT+G51fkUVLvJSxwcXtrsez7o8O+HIqw5Hy4mSQxO3me3Sj84YXI6z60+hCQofaoGmxFr4uL5o5g0PJ4fdJJPm51iqFgb9D2tS1rVe8KLPFg+KY0nvjqIL6AgS0Iw/7gZlRZNB9B1HSRRQFVV6twBfP1ssLdGEHQByGaWT0hlW0GtrlQvDM4+vT8YmwgHa7rfry2xVglnFMrcTkqP5Z0tRTz33SHMsogk6PMeh0Xmp8eP5x8rc4OluSZnDlwu+aRBGqo8ECxYsKDfrpUeZ6awtqWfCrfgtNhGWyY1TOXoi+eP4os9ZdS4/JwwJZXPmv6uavDGpqKIDfZJ6XHsK2vxms2KQnqkweAnbIM9ISGBJ554ot3f77///qg0qL9YMjaFa0+cFhRyauaznWVAU+dvlZmdlcCskYlcvTQbRVFIjTFT4fQSUPWXelqmg/0Vjbj9KiZJLwfhsJgorO1br+62wvpgrdi9ZQ08dPZ0spNjKKhp5JIFWR0qmP7jm4O8uUkXDNpaN3TD+cbFwIEuVgimj4q+eNf8MalRP2daTLjDUHvu/2AnX+/Vn4WteysjPt+RxAM/nMa3eS5Gp8RwWauQ8ynD4nnykrm88P0hdhbWcKgmeqsosqCLyJ02I5MHDIXqAcVE5Cs9RwrxNhO1jfoE2NzDMljNOL0BpmTGkl/TyPLxqTisIs+szkcUdNEwDbCZdKNL1fSw+EsXjOLjnSU4vQoWUSDg7dtYFpMIsiSgqpDsMDeFtApcPH8k/3f61OB+Vx89Boss8t3BKibFxvPTv/ZpswYti8emcXBDefc7tuKkKSl8l1PTZah8nM1Etavrt84iCYxMiuHJbw7i9gXwBlSsskiMReao0cmcd1QWs7MSeWV9PskOM9cfPSasdkYLkwgnTx9Y4cLkflSJtwFdzXrDyWG3iuCJwE/nbRsKG6ZvbWpmHNuLW6JpTp4W3u949QvrOVSpOzmfW91SU14QYNaIyMWCK5xezJKAomrIokB+5eGTjmzQe3pVD2XlypU8/fTT5OTk8PrrrzN8+HBefPFFRo8ezdKlS6Pdxj7hzxfM7lDF06+qlNR50DSIscj8/MSJjEtv6WhirCaEpjD5ukY/Tr/GtOFxZMTZcPkUTpiSxgPv7w45Z2+jczqrkC2L0OAJYG4K+9I0jR1FdSEq8B2xr7wvgr0PP7oy1gF2FUe/8/Mp0V+NiUbaUmio1yDI9xhEzMlO4tgZ2R1uWzA2mYkZMSx66KuoXvOHs4f3WInYoG/ROuuAhyBPXjqH37y7C7+ictEx6Vz0554dV1Lr5sp/r8fj11dV95Q7+e91i0iPj+GZVbmUN3iJt8qIooDHH6DBqyAokB5nITnGQmNToXWX19PVZUKQRX0VHzofQ9tiM8ucN28EC0cn8/sPdyMKCmNSYzhr9oh2+166KJtLF2VTWFjIT3vcqiOLjb0oUzo+LY5dxQ24vEq7yhh2s0ii3YymasRaJLwBBV8HC/ECkBJrYW+ZE03TsJok4qx6tIMsCXy7r5zlD3/Fn8+fyX2tHC39TWa8BdlqZX/ZwFbjqen5axMx3V2qrq6O1NSeLVzIsqALFfSSSmeo06czJ1FnJMeYiDFLKKqGWRawmcIzlSqcLU58pSm1LsYiMXt0Mg+dOzO8xnRAot2MpVXaR4qREjckCNtgf/PNN7nsssu45JJL2LRpE16v/mA2NDTwhz/8gQ8//DDqjexP6lye4GDi9Ab4yUubqHB6SI+zcvNx4zhn7nD+8vHeYF/irHBxsAKgluFxFgpr3bjajDS9dRR21scEVKh1+WgSjUcAthXV4vYp2Myhqx9/+XQvmwtqmZDu4OhxSXyfU9WUmzuEw/kccLAL38XIuOjX9W1WDI0m04dHHg49ZVgsq/dXogKiyxDZ6oxAIMDNr2xhb2kDlXWNNPRR9sCe0nou/ucaJEHA7VeRREiKsXD3yRON8Pd+ZnZWHOvzjJxl0KunvPGTxUBLWbez/76aCxZP4Nouwju/3VeBy+sPVjj5PqeaH/zlG700qqoFjfUaly+YXuILKPzynZ2YJD0tJdbS8/5Y31PDJIKi9tzfUu8J8PL3efx71SFUIMkmUun08rsPdrF8YhorD1SSlWjjl6dPbTfGDkVmjXawqzw8a/CJr3M63dboU2n0dX8+ASiu9SAJTarymp7Pu3hcMhsO6TH6lU4v9769g8sWZPGfdfm4PQFkWSTebubBs9pHVfYFJXVeRI/E3GH9uMTdAcn9WOkzzgxdVcztqbEOcOq0TF7b1H0lgs4QiSx1dcm4ZNbkVOsr2JLE8snh6UFNzYxjXW41AFZZ7y/W/uKEqJX6++2ZEzn+r5U4PQESY8z8+rSBc04Z9B9i97uE8sADD/DUU0/xz3/+E5OpRfhs8eLFbNq0KaqN628+2VFMbZs4nP0VTmrdAfaWOfnZq1t4/It9nTr+iuq95JY1dLwxyvhbtUEDPttZzgPv7wzZ57nVuby5qZCcCicf7yhlf0Ujv/vhVM6YMYy7TprQL+0cjHRlrAM4+0Bx87V1eVE/53c54Yk/dcS7m0uCDiVfuG7oIUIgEOCEv67k011l5Fb1nbHusEhUNvhYm1PNukM1bM6vYXN+LdsKa7njjW19c1GDTpk6LHGgmzCoKa5t5ImvDvDdgc7Tq2ZnJQSN9Wb2lTvJrXRR6fTg9AVo8PjbqR4D+BXdkCtvUxqoK3s5gO7QVtWW3Pie4g5owb6w2q3i9gXYcKiaP328h60FtXy9r4IHPtjZ5TmGCmXVAyOm1vybBjR91VQFECC3IlSTp9bl5ZFP95FX4eRQjZuDFS72ldZz/Uv9O0f97cedOyn6g4p+jJTuylgHaGzsuW5Ss8Blb7GawzZtQthcUE9A1Qho4PUrbAuzfOQzV8zn8sXZ/GBqBn+5IPIV9bY8/OlB3D4FDah3+3n0y/1Rv4bB4CPsp3rv3r0sW7as3d/j4uKora2NRpsGhF3FtdzyypYu9wmo4OomTEcFLAOg2OhXNVYeCM1B3l8e6jzIq3SxfFI695w6mcXjop9TfaSQ3wd6fH1l5EVKaX0/xswdplz/0ibyqxrbhXFGk+aOOKCqTaWJmv6/6ZpdlZM06Bt2FtUOdBMGPaqqsa2oc8fhhIw45A5mGSogiSJpDivHT07Haup8KtL2tetJeGo0hGFrGgP4Vd04rPcEqG30U9ifMcaDmHV5/bMw0YxAx2VHBcAsiYiCRmKMHhYsCALThsejqCpqUzhy8zNU5+7fftRwgrfwyis9Tx/b0kWf0hPiLKFevXDt9+9zKoNjr1+FT3aUht2GO06axJ/Pn8XEjMhz1tuycn8FPkVD1fRn7MvdZVG/hsHgI2yDPTMzkwMHDrT7+6pVqxgzZmDEPaLBB1tLgnlvzUiCLgLVmu5McUEQsMgSSfboh1V3dX0BkIXQn/OUaZlITfn2giBw3CSjzFtPOGdm9HXi54zsx9i0MDCmE92zr8yJ3MdF6gV0MSVJ0MUsLSYJSRAwN72/04b1n9JxaZ2bn7y0kYv/+T3vb+19WOLhTqLdyAtszb7Serbmh0qDW00Sp3UjrDU5s/2EtdmIXzgmmdNnZGI3y4hNz353zB+diKkfotLbNiWgahw9PqXvL3wY8LPTRvbr9cyyLkZoavOjSE3P0dETU/nw1mXcf+ZUnrvyKP547gxiLDJik5J/c/c9IT1U+GxXcR27iiOPVOuMYXED24cMJo368847usf7jk2JbL6UFh96vMNq6mTPjpHE0Lm0PMjKpslSaPtMg6x9Bn1D2Fbl9ddfz09/+lOeffZZBEGguLiYNWvWcMcdd/CrX/2qL9rYLxw3OZ2nV+YGPbJWWeCFq+azan8Fr20qorLBi0WWEEWB6cNi2VvqpLrR387gMckiP5w1jInpsfzhw924m1RwLZIe4icJIEkiyQ4zyQ4LJ05K5sXvC/EpCk6PgqLpRpQs6vlZigYZcWbmZyezcGwKK/eVYZFl1udWUVTfEpYWYxY5vk2ezdLxqfzlvJmsOlDJ7KxEjpnYucEeax06eXm3HTuaR7/O7XT7rKxREV/jhMlpfL67RUX38YsXRXzOtgJKZ8/KjPic2ck2DlUZCqNdkZVsp7bRh4CKChyVFc93ubW9Pp9IU+kqQX+/JUFfxavzBJBFkR/NymRUciwmSRfiSoqxcMmCrGh9nW65+83tHGiKznkmZ+hWDkiLt2GRBfwBPSd6MCH1c3vufXMrH2wvRdM0JsXqgk6nThvGdSdMZWRS19oK792ylJ+/upntRXWMTY1hfLqDygYfE9JjuXKp7uR/4iKZ1zcWgKZx4pQMXt1QQHmDl7xKF6Io0OhVkCSByxZmcd8Z0/jte9t5dnV+8BoWqbmWu95HSoIejr8xrzakz5wxzMGCMck8tzovmFZmEUCQBAT0sHjQx9NGX0uYvijAwtFJXDNAiuODjfkjsoCC4Oe2E8lmoV0RiDUL1IUhICYBcTaZFIeZEcl2JqU5qHUHWDAmmaQYM/9elYvLF2DWiAQavAEmZcZy+WL9dzl7bosj4b/XLeRfK3OxSCJeRSUxxsxPj2vRW7jxpY2s3F+BIAgcMyGVxy+eE/Z96PJ7CPDEJXOjes5wue64/nteZ4+IY3Nh55of4eRv3/6DKVz9wsbg58x4S1htGZXsYFdJPQFF7ytHp4an/zIuzUGFszr4edm45LCO72umD4sPEQyePzry9lklAU+UI0JGxJsp7C5XwqDHhG2w33XXXdTV1bF8+XI8Hg/Lli3DYrFwxx13cPPNN/dFG/uFudlJ/N9pk/nXqhwcZplnLp/LiCQH88ek8POTJvPLt7ezr6yBRr/ChrxaAk3qkWZJpKFVXVFfQOH9rcV8H2vl2AlpVLq8jE+L5c6TxnPCX76lxu3HJov897oFwYnOLSdM5ty/r2ZTqzwZTQO7WWJiRlxQ7Afg4gVZPPrZPt7fXoIg6KE+giAya2Qity0fy5lPrCS/2k2izcS/Lj+KeaOTmdeDlznePHQ8dA57151/VWPkHcy5c0ew8VANPlXl2AmpDE+MfIU90QKtUwfnZkfeSX9y6xJ++ORayurdzBmZzrMRn/HI4+ql2dz40mZ8ioYkQrVb4Y9nT+eltXkU17oZl+qgpNZNfm37cNlm47wZVdPz61JizFQ6fWiKhiQJ+PwqoqALKG0rauCR86M7eQyHSmfL99CGcAzGTcvH8dXecurdfhR/30RM9ZSMWBOlDS3KxwuzE/r1+h/tKGsSK9UFTgF+debUHk/C/3LB7C63LxqXwqJxLavXp8wYxrpDVdzwwkbqPH7i7SbGpMbw5uZiPt5ZhssbmmMkCCLXH5PNjuJ6NhfUoKoa9W4/Fhk8rXYtqvWwMb+OW0+YwBsbC6h2+chKtJNX3Yjbr7SqBS8SZxWRJQGrSeTU6Rncc3LXVViGEtOGJ+AwizibnBop8RZaq7Q4LBLLJ6dz+aJsJmfG8fuPdvLlrnLsZomRSTFszq/C5VVR1fbpC4IocPqsYfzuh9ND/u7zKdz8383kVjWSEmvh8iVjuhxXs1McPHDW9A63VTo9rGpKIdQ0jW/2VeD0BHBYo/OeOywiklni0c/388LV/Vd/vC2yuf/6rUsWjWLz69s73e52u7HZejYPOn5KaNROdlJ486ebl49lbW4Vjd4AJknk+mPCc1x4/CqyqI/XsiiQWz24UmFqPX5MooCiaUiCQFEHc49wibOAp1U6aHgxCR1zwuR0nvu+oPsdDXpEWG+zoiisWrWK22+/nf/7v/9j165dqKrKlClTcDgOfwXjK5eM5solozvc9sBZ03ngvZ38a/Wh4N+8AQ1vIHS4CahQ4w5Q43ZysNzJsRNS2VVSx1F/+BK/omGRBNzeAEf/6RsARifb+enx49iQXxtyHlkS+L/TJnPhfH21t87t477/7WDNwQoqnfoMRAN8KoxKMPPbH03jwU/3sbOoHlXThSjueXMrr/9kSY++e2H9IE2y7gN2FVZ1uX1vUU2X23vCQx/uosatT7A/313Kprwa5oyKTMSqrc7Ph9uLuWRhZNEAFS4/dW4fvoBGSd3gGpQGCw9+uDcYqhtQYU9pA3e/tZ04i8RdJ0/gd+/vwduJZ1qFdnkHjT6VQr+HOIuMV1HwBVQ9pUUUCagaeVWNLH/kay5dkMXVA7Cit3BMMh835ezFhhlKeCSRmWBj3qgEVh+oIiHeyu7uD+kzWhvrAKtzavv1+mKT6jro6VXRYO3BKn793k68AZV5WfFsKaynttGHKECsxURRnTsoRlfd6Kc6rxaA2sb2dbo9AZV/rcrh+cuP4sZX6nAqAQ6Uu9pVaHF5A2wtqGVzfi1xVhmHRWZ3WQOa1vKaCoDNLJJoM/PMFfMYmRQTle97JLE+tyJorAOU1oUOTvVehVOmpeNXFI7+05e4fQrLJ6VxzZLRXPyv74MVAUBPO2yt1xFQNf63qZAvd5djkkTGpsbw9KVz+Nd3uexsCl8vqXVz8T/XIAgCjd4AZhnS4uysuHgOmQndG3dWWUYQ9IUR0CMoomnaurwqsqC0C+Hvb8rr+i967o8fdd1D9tRYBzjtb9+EfF4TZkTbhIw4TpyUxncHKxmXHsfRYWo26aXcWqJObYMsxEpGw9+UwqtpGmYxcsd6eWPoOdr3suFjG8Lzh74grKdQkiROOukk6urqsNvtzJs3j/nz5x8Rxnp3vL+tiFfCVPpWga/2VbC9qA5/02jkVbQQhffcqkZue629ArQIfNg0aT5U6eQHf/2WD7eVUOEM6OVM0AcZsyTyl/NnMibVwYZD1cGQelWDvWVG3fWO+HBb56rGAKv3Vne5vSccauWR9Qbg4x3RzwXeGYXcu4v/tY6yei9uv8KOCIVejkRqnD5K6tx4Amq7teZ6r8J97+zu1FjvClUDn6qSaJOxymJQqNIbUBEFjcoGD49/uZ99pf1fVuy+06dyz8mTuHxRNn85L/oKt4cLz6zM4eOdpdS6/RwsH9p96U+OGYtZlpAkkZOndp2z3lNuf30LRTWNVNS7eWNTMQVVTiqcPsoafORWuTpUju8KnwK3vrqJGrcfv6J1WE7VoxAcI+s8ASoavKhNn5t1JJaOS+LqJaMNY70LnvpiX7f7VDZ4uea59VQ6fbh8Cu9vK+G8p9eEGOvQovjemgavSlGth+JaN+tyq7nvnZ0hKQoN7gCFNW5K6tyUO30U1/nYX9bAza9s7lH7HVaZSxZkYZJETJLIZYuysUZpdR1a5mDmAS4B+Mqa/lvdrHB2vegTjij1zpLI+tsXvsvlna3FFNR6WHWggge7cSa05Xc/nIYoCnj8KvE2E784aXBF15S1EqHVgEpXNMzr6PNkF6UcDcIn7B5q+vTp5OTkMHp0xyvRRyoHylzB/PZw0BWfwztGAOJsZmqa6mL/+Nl1VDZ42w1qmgZZiXbimkK8hyda2dPKSE+KMUSTOqK7dWRXH0QBl/XB6nXAH7kWckMflLA7krjlv5uRBIHOXv1IHhVF0fCgomgqJklCEATkplxaAEXVOFju6pe6wW05Y9ZwoKXm9lBk5b5yfIGmMlJh9uFHGtcuGxust15YWMjfonBOp0/vv5od0K3Ht+4qMphEPUfY06YLrHSF1ycG2pRHddhM/Pn8WaTFDU6R0MHC/oruy26VO300+EJfHH+YpTb8ioZF1lMZfnbiBL7dW0GVywsCmGWRgNK8yqjvX+3sebm5u06ezF19lObgsIhIFom6AR5fB1PMXFVVFQkJCf1yrY93lAZTVf1NKuq//eG0Hh//7rYSHBY9AgdBYOXBSk6MkqMyGjR4AyECnZVGFZkhQdhxHr///e+54447eP/99ykpKaG+vj7k35HKOXOHEWsLT/gCdPG41uE0HangtvXBmiVdKGPZhFQCAb2cTGuVagGwSmAzCTT6A1z/0kZyKpxcvXQMCTYZmyzgsEj9KlR1OHFcetfbr+wDlfhJadE3umJtkYcbLZuQGgxxlXoi0TyAZN/zQaf/+orC2kYcVpm0WAtJMSYcbbQe4iLQfrjt+PEMT7BgkvQeQNM0fYLQRLLDwtETjPKLA0VGvGG09SVTmyofiIKAWRKQBX1s00t1CZ1OTqyywE9PnMAF88Ib37qqsCKij9MrLpxtGOs94I5juxc8ffn7vHb3PNXRfo1IEiDWInY4NxLQFbvPmzeCtDgbr16/iBUXz+Efl80lxiIH1bFFdCfP8YOoEo4kCpw7Z/iAtmHxqP6Lfu1ueSg1tedj2W3LsyNqS70ndMW5MczFjd3FLbaMpmlszIs8TTKa/GjGsGAFBFEQIk6N7CsGVvnlyCPs+3nyyScDcOaZZ4bksmmahiAIKEo0KqAOPkYmOXjt+oWc+fhK3H4VWRSINQnIJhNVLl+HYbFxFonXrl/Exvxavthdyqb8OqwmkbJ6b8jK3H+vn8+9b+8kv6qROIuIXxWYn53ET5ePR5Ylkh0WKhs8iIKGJApcviCLL/dVUN+kpuPxK3y6s5Qbjh3H81fO55NdpczNSmwn3GGgc+tZi/nyqe863b54VuRe92aV3GZibJGHxrU959IolBj620WzmT4sjo0FNZw4agTnPBHxKY8ospNj2F/WgCwJJNqt/POyWfz9m4NsL3KydFwyhbVu3t8Wfo3W+aMS+Mlx48mvaaR4WwkAqqryf6dNptrlpdLp5+olo6ImgmQQPmfNHcHX+ypwegNgkylqtc3WUXFxg7D4zzULeWZlDg2eAFcsyuKltQX4lAAC4LCamZDu4Lv9lWzKr2VEoo04u4kGT4Cz54xg6fhU7n1zG8kxMrWuQFC4rLP121nDYjl+agZ/+Wx/u30EINYmc9PycSwcZ5Rt6wlzJo4FWlT629raokC7UpiSIPDAD6ez8kAlu0saGJtso8GvcsXibCRB4MMdpWwpqGFXcT2apovPzRuZwC3HT2DBWF1g1WaWmJWla8G8fM0CXluXz4c7S6n3BLDIIlOHR7/mdW+48KgsTpiZzeIwc6ejzWVL+k8DZUKGgx2lnYeyh6MSv3RCBiu+OhTMo142Ibz3sm1JTkeYqQmzRiawpykdTRQEFo0dXCrxd54ymayUGL7eW87pMzI5bcbAOoY648SpqXy0s+MU1BiLMYaGS9izwX//+9+MHDkSSQp9AVRVJT8/v5OjOubWW2/l3XffJS8vj+3btzNtmh6yUl5ezo9//GMOHjyIxWLhqaeeYunSpQA0NjZy9dVXs379ekRR5KGHHuLss88O92v0ipGJNuLsFiz+ADWNAao8GtOSzShoVDl9wbBJAUhxmPjglmWkxVuZNCyeSxaO4r0tRXx3sIrxqTG8tqmIerefW48bx1GjU5mSGYe7KUQw4A3w+Z5yjv/rN5w2PZNXr13I/e/vxK9o3H3yJMamOShu2MK6XF08TRAEJmboFTdnZiUyMyt8cbOh9OpUdBM2FxMFZVVZEvC1cuJURCFkKSvRwqGalrbPGBGZiF0z1xwzlmsIDX/uy1Xrw4knLpzFE18dpMHr5+qlYxiZ4uDBc1oUry97Zm27Y8SmlUJF0wWVTLLItGGxbC9uwBdQmZDm4LUmMcgHz5lJnFXijU0lqJrIiq8O8oezpkcsUNhXDJ3ij7BgdDLXLRvDGxuLGJYOO1tt86v9GyNvk4VgyTGA1JgjQ8yntajizcePD/73b97dwfNr8jBJIrcdP54fzm4/IR2dEoPVJJORIFNR70EDzLKEy6cEqzOomr4iX+kOcKiqkWSHmRqnL2jgO8wSqqZx90kTuXhhdkTfZSiNoa1XICG0EgaAwywiiWJIKVJJ1PApGg+cNaPDczZXs3nsi31szq9l2fiUYNm/jpiQEUdWSgyCIBDfFG326voCzpozolffKZrcduLEsAzUvuJQTf8FxWendm2wh6MSX1DjRpZFVEUFAQqquk/BaM2pMzLZVliHx69gkkVOmhpeCdxbjh9PvE1md0kDx01K67Ik8kBxwVFZXHBU9KJozaIuYh1NJmcm8tWeCjxKy9whyS4TH2/nnZ9EXup4qBG2ZXLVVVdRUlJCWlroA1xVVcUJJ5zA5Zdf3uNznXvuudx1111BY7yZe+65h4ULF/Lxxx+zfv16zj33XA4ePIgsyzzyyCNYLBYOHDhAbm4uixYtYvny5SQm9v0EV5Ik5mUn8vH2UlRNwyQJVDr9xFlM+PxaUBVcQ6+LmBZvBWBrfg13vLENlzfAcZPSuGrZWK5aNjbk3MvGpfD+1pLgCmqiTZ9IvL+9hAvnj2RFm3qeNx4zmu8OVOL0Bpg+PJ7lk7qJ8+6GwR0MHV0mZHQd8h6NexFjkfE1qRkLwNlRmEQ0tkmkFYbUr9Y1nTkYDj10WkTnddjM3HNq5xEX3g5C7VqnaSpNCdDbihpItJuQRAGnT6HO7ePL3eU8992hprxLDbtZosHj529f7Of5q+ZH1O6+IsE2dFb8txfW8sL3efgDKuWltSHb+tlexyJqtNZ7TusgtPhIYVdRHW9vLsLlDaCocMfrW9hZUs8v2ryH1x0zllUHKlmbU4Wi6bXTY20mZFHA5QsEHejupmou3+dUMTHdwSG5kSqnD1XTiLPJTBueELGxDnQocnekMm24A1Fo6eukNha7wywyJtWB0xOgoakEn6rBXz/bzT1vb8ckCkiigFmWmJOVEDK/ufX4CT1uR9uVVLvlyH0vekOKo/90jGaNjOX97Z1Hm4WjEq+htgi9atDQVqyiG86fO4IX1+RxqKqRBLuJ644JX3Prx4uHlk6XLEC0M+EnZMTQXPW6+Res9yh4RDef7S3jvHmDM5R/sBK2U7g59L0tTqcTq9Ua1rmWLVvGiBHtDZnXXnuNm266CYCjjjqK9PR0Vq1aBcCrr74a3DZ69GiWLVvGO++80+k1vF5vVPPsH71gNuPTHcRZTSTH6Dntx0xMxWaRkAQwiQKpDnNwkAK4881tlNa5afD4eXdrMZ/uat+pPf71gZABv1kwQ9O0oLBKa/7y+QFkSSDBbqKgppH3thS12yccxCG0PPDt3sout+8ri1yLIT3WSqxFwmYSSY+zcCAKKtNtB60dUVCJN4gMpzdAisNMc4R0cz5sMxr66pNfUal3t+TV1Th9PPrFfiqdXuo8fupabeuNuGV/UT2ERAq/2F2GvxO1uf42zurazKT2V/Zfuab+5lCVE6dHN7g1wK/CB9uKeX9b6BgXCATYUVSHWRaxmkRcfg2rLLB0fGo7V2ZD0/t1xeLR3Hf6VB740RQeOns6954ymScv6bpGvEF7ql1KiGMy0EZMrqYxwG/OmMroFAeJdhNxVhlREMiv8eL2KdS6A1S5/FS7vHy7r4J/fnuwV+04Y9Zwjp2Yit0sMyzBxi9OmRTJ1zri2N6mXHBfsjan6/mIz9dzc3BXcUNI6orTG96488yqQ9S5/STaTWgaPPrZ/rCOH4qE6RPpES98l9cuBSmganj8Gr/8384OjzHonB67I3/+858Devj1fffdh93eskqpKApr165l1qxZETeoqqoKVVVDBCqys7OD4fb5+fmMGjWqw20d8eCDD3L//fdH3K7W3H/mNO55cxsuX4DhiXZuO34887KTeeCDXWhNk+2RiS3eRFerzkbTNAqqGtuds8ET2iE1z9mPm5TGuPTYdvu3nuADEdfQHpEUfaG1wUphbfv735qyhsj9jGnxFhq8+m8kSyLj0yMXf3FYZDx+Hxq6UE9GXPgiiAbRJSPeRp3bT3qcFbdPweNX8DZbGs0IAjEmvca6IAicPj0TFQg0lY+wmyT9GMBmkrj+mP6vvd5ThpBfj0mZ8QhCUbBPb01/p7CLQqiKukk6cn+JRLsFsywGy7o1f9O2tb5rPQH8Te+QKAjYTQKvXLuYtHgrU371Ef5W8Z0CMGNEwqBSej6c2V/exqndxkMiiAJFtY1csyybRz7dF3R8uXwKrUtuNP9nd2NyV/y+kxB7A6gL09CNhHFpMXy2p/PtHfWjnZHiMCE19XkCYLOEl4xV0RDaV1Q3Ds6yZ4MJswytzZBojDBSU9Wbjn75cKtnGYTxm2zevJnNmzejaRrbt28Pft68eTN79uxh5syZPPfcc1FpVNsV/LYveluxu6649957qaurC/4rKOhdXcq9pfW8vamQoho3c0Yl8v7NS3nt+sW8dv0iHDYzJ0/L4JqloxmfHstxk9L45WlTg8eeMCWNgKrhDajEWk2cM2dYu/NfdNTIoEqqKMAvT53Euzcv5Xc/mt5he344s0UlMt5m4sxZ7c/ZE+xmkdQYEzctH9er4w9H7j0ttLyH3OpxE4GfHB15XtAj587gqNFJTMqI45enTiY7JXKD/bx5IzDJApIAyQ4zFy/IjvicBpHx8LkzmJIZR7zNxA3LRpMWZ0VuJXcsCnqebJLDwp/OmcE7Ny3hnlMnMybVweRMPcdRkkTOmjWC165fzIe3HM3SARYq6oobjx28zoRo07pPXzJWFz1qjqCY288aA+fPC+3f7z55Yr9evz+ZPzqR2VmJxFkkfbJulvQxbmZoHmqKw8qUYS15whMz4oJpaMeMTwn+VnEWiVeuW8iTl4amlbVmV0kdb28qpLSu95ELJ00ZvO9ttPnRnJHEmFumj6mOFuexCRiZ7GDxmCROnzGcj25dxps/WcxtJ0wgxiwFKwGIApgkAbtF5sohFn7cV7ROWRKA+07pv/rh1x8zhjhzxyZFUowJi6XnCwznzssiLdaMLIBFgh/NDG9+e+68EdhM+r2QJZFz5w5OUbbBxLVHh6bpnjQtsjRbgPtOm4JVbh95KAgwMaP/KhgMBlIcLbozFrltDFjP6PEK+1dffQXAlVdeyd/+9rc+E9RITtaFRyoqKoKr7Hl5eWRl6UZUVlYWhw4dCtl26qmndno+i8USVkfREZ/tLOWBD3YRUDVsJpkVl8xmYkYcw82hOTlXLBnNFUs6GXia/QqaGlL7tZk7T57M9BHxfLyjjPPnjmDx+K4H/wvmZzF9eDz7y50sHZ9CsqN339Ekiohi53Wmj1QmpNrYX+FGAOaOTiIPWJCdyPPXLg6JHuktaXE2Hr0guqGWW/Lr8DU9PJUNPurcvuAE1WBgOFDhZH+FE39A5ZUNRZw3dxhPfJWDGQ1RFLl8YRZThiUwdVhcu0iZpy+dw2e7K7CZxEEpatMRvRG0PJxp7tMLCwt5DLho/ggmZmVwZWf9fB8RYw7NRbWFqXp8OCFJEs9dfhSf7iml2ukj3mZm2fhUEjvIx331+sW8viEfVdXHRNBFy1YfrMZqEpFFkeeumsusrKROr/fR9hIe+mg3AVXDbpZ5+rK5jEnt+WTSIgvY7RInTAlP2OpwZ0SClYMVjQgCjE2KYXPzBkngtavmIsv69NJmlrCZbVyxZDSzRiawen8lqQ4zibFm8qvcnDo9k8wEo5ReNNjy65P4+aubKaptZMWFs0mJ77/ISafPj7tp2bTZHLGaBGSTwHG90FgSBBFJFBBEEbXT+g8dMzEjjpeumc/anOoOx16D9pwyLZP/rjtEjVvBYRG5MEqCdnazCUULIDc5c86YkcHkURncfNz4bo48spAFCZrrHvTS4OqVSnxfc95557FixQp+85vfsH79ekpLS4PCdM3bnnvuOXJzc/nmm2946qmn+rQ9b24qCuZouf0B3txUxC9O7bnD4vNd5ciSgIxAg1fhnc3FIeq4zZw8bRgnT+u5J3HK8HimRFjGxG6RkCWRd7YUc968kRGd63BhU141JfU+HE1hVjuK9Rqbz1w5PyrGel+xIa86+N8q8MdP9vKvy48auAYdBvSVGF0zr28oDIZ7+gIK//m+EFkUkEX92dpaVM+9raJtWiNJEidPO7xCdP/82T5OGMLlIn9x2tQBUX9+c1NhyOcnvjp4RAv2mM0Sp/ewVNF5beqxv7ulGE3TmiJdND7cVsacUZ2XhXpzU2FwfG/0BXhzUyF3ntTzXOikGDOy2TTkxtDiOm/QcdQ8hgL4FY2Pdldy4YKYdsfNykoMlmUz6Bv+EuWFgh5f99MDNGuwNpsjiXYzstWiC0MqSrvqUp3x9qYiGjx+zE25R1/sKuf+M8NrT0a8rcPqEgYd89rGAswmE+kmfSX4jY2FES8kPP9dHj5FxSKL+Jq8OA+eM3NQVFDob8qcLWnL3l7qBQyopOZNN93EO++8Q2lpKSeccAIOh4MDBw7wxz/+kcsuu4zx48djNpt58cUXg97aO++8k6uuuopx48YhiiIrVqwgKalz73lbmuvEFxYW9vihkdzVeOuqgp/NHltICazuj6/BV6+H2gmCgNWfHtbxfUFzaoC7pgyzPRZTjG/A29RvOD0oDVUomm5oaU79t83PzychIWEAG9YNjdUEWr3pKUJ4z2F3ND8T+fn5BOq7FuY73Blx4/Odbnv9Ml2luCfPg8ldjbeupc5onNVEVX1LPqYlWT2s36vmZ8JbW47J5iAu9fD+Pr2l9bsxEH2E5KkhUN+Sl2mLjR2w32Gg70V3yJ4afPUtIp8xStf3SvbU4K1rcYaa3D3rV40xtP0Y6q0tx2J3kEj90LkXrRjs70ZfkiG7UBoq0TTw1JYDLe+G3SRTUlLS43PZA/X4GyqDKa+SYD9sn6fD5ZnQ+8GWuYzJQ8T33B6oxVevn9Ndoz8Tg/0+9BVqfWVQh0bz6XPEZnu0pwhaOEoQRwDr169n/vzBWTLJwMDAwMDAwMDAwMDA4Mhl3bp1HHVUz6Nkh5zBXlNTQ1JSEgUFBYd1WMa1z2/gUFXLKsKPF2Vz2aLsHh9fWFjI1KlTmXvPK0gWO6NTHfzjsnl90NLBT/O9GOzPxGXPrA0RRbrx2HGcFYX67s2Eex8UReH0x1eFlPR5/soFDEs8vPMRD5fnoT9o20+cM3skNywf2/2BRxht70OC3czrNywe6GYNCIfT+3Hh02uocrVEJtx10qSoKcUbY2gLkT4Tt7+6hW1FtcHPp04fxs9O7Hk99sHCQL8bZ69YHaxOA/Dg2TOYl93zCNRo0fbdkESBD25Z2uOQ+COJgX4mBpJ/fHuQ1zc0RenVVbD10WuG5H0AOOVv3wYrAyneRjY+dBHV1dUkJvY8RWhAQ+IHguYOIy4u7rB+aGJiY5FdLYZSUmJ8WN+neV/JYke2xuBwxB7W9yMSmr/3YH8mYhyxyN4Wrc3kpPB+8+7ozX0w22MhoIf1iIJAanICcb0UQBwsHC7PQ3/Qtp9ISBia96TtfbDFWIfkfYDD6/2wO2KpU1qmOSlJCVFrszGGthDpM+GIi0OuajE0E+OjO7b1FwP9blhjHLgFvSytIAikRvF5D4e274ZZlsIyTI4kBvqZGEiSEhKQrXq6keLVw8CH4n0AsNodeJpEHpornYXrwDpyi7ke4dxx0gSSYyzIosCcrETOn9u7lVZJFEhxWLjzpCO3TNCRwh0/mEiC3YQsCiwck9xjUaa+5MZjx2IzSZhkkUsWZPW6WsGRRPY9H3T473BGEgWmDIvjijCieI5EZEkk1mLijh8cfqt/Q5HbThxPnE3vM4+dmNon1RiMMTRy7vjBRDLjbUiiwMSMOK5dNnTKR0aTnx4/HodFRpZETp2eyfQRCQPaHpMsYjNJ3Hjs0IvKMoDLF2UxfXgCkiiQZB/ac8Obl48LzpXP7aW9NuRC4uvr64mPj6eurm5IenmaKSwsZOTIkUP+PoBxL5ox7oNOpPehr5Xp+xPjmdAx7kMLxr3QMe5DC8a90DHug45xH1ow7oWOcR9a6K0daqywGxgYGBgYGBgYGBgYGBgMQgyD3cDAwMDAwMDAwMDAwMBgEGIY7AYGBgYGBgYGBgYGBgYGg5ABNdizs7OZNGkSs2bNYtasWbz66qsAlJeXc/LJJzN+/HimTZvGqlWrgsc0NjZy0UUXMW7cOCZMmMBbb701UM03MDAwMDAwMDAwMDAwMOgzBrys2xtvvMG0adNC/nbPPfewcOFCPv74Y9avX8+5557LwYMHkWWZRx55BIvFwoEDB8jNzWXRokUsX758yJaMMDAwMDAwMDAwMDAwMDgyGZQh8a+99ho33XQTAEcddRTp6enBVfZXX301uG306NEsW7aMd955p9Nzeb1e6uvrQ/4ZGBgYGBgYGBgYGBgYGAx2Btxgv+SSS5g+fTrXXHMNFRUVVFVVoaoqqampwX2ys7PJz88HID8/n1GjRnW4rSMefPBB4uPjg/9GjhzZd1/GwMDAwMDAwMDAwMDAwCBKDKjB/u2337J161Y2bdpEcnIyl19+OQCCIITs17ZUfOvt3ZWRv/fee6mrqwv+KygoiFLrDQwMDAwMDAwMDAwMDAz6jgE12LOysgAwmUzcdtttrFy5kuTkZAAqKiqC++Xl5QX3zcrK4tChQx1u6wiLxUJcXFzIPwMDAwMDAwMDAwMDAwODwc6AGewul4va2trg51deeYXZs2cDcN5557FixQoA1q9fT2lpKUuXLm23LTc3l2+++YYzzzyzfxtvYGBgYGBgYGBgYGBgYNDHDJhKfFlZGeeccw6KoqBpGmPGjOGFF14A4I9//COXXXYZ48ePx2w28+KLLyLLelPvvPNOrrrqKsaNG4coiqxYsYKkpKSB+hoGBgYGBgYGBgYGBgYGBn3CgBnsY8aMYfPmzR1uS09P59NPP+1wW0xMTLBeu4GBgYGBgYGBgYGBgYHBkcqAq8QbGBgYGBgYGBgYGBgYGBi0xzDYDQwMDAwMDAwMDAwMDAwGIYbBbmBgYGBgYGBgYGBgYGAwCDEM9sMQp9s3KM9l0PcoinJE/WZun4LPpwx0MwwMOqWu1fvmdPtQFON5PVzoj9/rSOqP+5Ijbewy6JhovnNGf9v/1BnvaJ/h8ym4I5jvDpjonEH4+HwKN7y8ib2l9cSYZf5w1jTmjU6O6JxnPfkdifEJPHTOdGZlJUappQZ9waoDFfzmnV24/QGmD09gxcWzkCRpoJvVax79bC9vbipCEODSBaO47pixA90kA4Mgbp/CdS9uIKfCiclTC8DZT63BHhPLXSdP4uRpGQPbQIMuueXlTWzKr8FqkvjlaZNZPim9T65jjKHds2p/Bb95dyduv8LMkYn8/ZI5A90kgz7gp//dzMa8GtSGqojP1V/vr4FOjdPHtS9toKTWTVKMmccvmk12imOgm3XE8MJ3uTyzKhdFgxPGxvbqHD022B977LEen/TWW2/tVWOGIo9+tpePdpRiM8v86vQpzBnVfsA/WO7k1+/tpKimkQZPAIss4vIFeOyrA7wQocFeUuel3NPAHz7cxWs3LInoXIc78x74jIuWTuT+M6cNdFM65IkvDuD2BwDYXlTLu1tLOGvOiAFuVc8pr3dz++vbKK3zMD7NwdaCWhAADV5am8fVS7ORJIlNedU8/MleTJLIr8+Yytg0Y9AYaOb+7jMmjEjl3ZuXHNZOonB4cc0hciqcADi9fgCKaz1IbpEHP9xlGOyDjPJ6Nz9/bRsldY3UuvzUefzYzfoU5/EvD/TZhL/S6aM+4OLRz/bx3NUL+uQag5EX1xziP2vzkUWBi6d13Uf/7Yv9uP36ytLWghre21LEGbOGd7hvndvH7a9tJa+qkbGpDv56wSxs5sj7nLUHq/jrF/uwyhK/+9EURiYdeePKxzuKufON7fgVlVOmZvDXC2f327W/2F3KhkPVAPgiXBX/eEcpm/JrAPD4FVZ8dTCs91dRFH722lZ2lzSQmWDlr+fPItlh6fHxgUCA+97Zyf5yF8dOSOXm48eH/R0ON57+9iAltW4Aql0+Hv/yAH8+f1bE5z3jsZXsL3di8eq/59wHPsNmd/D4hTM5ZtLQGUP//V0eAVUD4OOdpb06R48N9r/+9a892k8QBMNg7yFb8mt4Y1MRmqbh9AZ44INdvHVje6P5in+vo7bRhzegElA00uMsiKKApkWnHRqwuaA2Oic7jPH4VV5ck8d5c4YzbcTgWylR23xWovUA9BMPfrQ3aABtyq+h0a8Qa2npghQF3P4AN7y0CbdPd0xc+dw6vr3ruAFpb1dk3/PBQDehX/EGVHaVNPCz17bw2EVzB7o5/YLayfulAfnV7v5tjEG3/OGjPeRWOqls8OJV9N+uwRNAFonaWNkRfkVDCahsL67ru4sMMsrr3fxzZQ5K0wT0qa8Pdrl/29uvdvF7/PWzfewuqQd0x/RjX+7n7pMnRdJcKp0ebnplE94mp8EVz27gizuOjeicg5Hb/rsVT0CfKbyztZgfzR7GMRP7Z2VabTtBiQCtzQvbWV/cGU+vzGFjnm4gHix38seP9/Cnc2f2+Pi739rBp01G1b6yBpIcFi5ekBVWGw432v58Xb2jPeX21zezo7geDXC6dKe316/i9wT4yctb2PXbkyO/yGGC1q4XDJ8e57Dn5ub26F9OTk7EjRoq1DT6Qjqmxg5yG/717X6K69w0+hRkERAgoGrYTDI3RjGEWECI2rkOZ1QNthXVD3QzOuSmY8diNekrDZMz4zhr1rABblF4NK9SAkiiQJrDTKXTR6XTx9HjUjCbJQ6WNwSNdYDaRj+BQKCj0xn0Mxqwr8w50M3oNy5dkEVWkh0Au8nIHhvsOD16PxFoNdPUgDpPgAuO6vtIJLM8NCJPAOrdgaCxDuANdL2i+pNjxmBpuj9ThsVx9Pgkbnt1Mxc+vYYVX+0P2bfBE9rf1zdGnlO7r7QhaKwDVLm8EZ9zMOJTWswuVYPvc6r77donTs1g1kh9oUOWdNPi2uc3cPmz69heWBvWuX4wJY3pwxMA/b36SZhz3drG0Geo7TPVHXtLG4L/rWka63IjD/Ef7Fy/bAx+RaOiwYvLq3DDstERn3NfibNTM9XnH1raBMdPSqOqab47MaN30T0Rz0KaDU5BMAy+cFkyJoXs5BgOVbkQBIEzZ2WGbF9zoJLn1hSABooG3oDGsHgrr103n/R4e1RDU1uvdA51loxNGegmdMgxE9P4aHQyDb5AWOFdg4WL52dx//u78AdUYq0yjT6FRJv+3G3MqwVgYloscTYT9W7duE+PsyLLxrM5WJgxPH6gm9BvOGxmXrluEeX1btw15WT/rmWbSTLGu8HGJQv0/sUkiagBNThRjLWIfLqrnAvnj+rT65vEofNMjEuPZebIRLYW6KuYR09IZV0X+x8/OYOjx6YGx66fvbqF9bm6Mfny2nzGpsYGU0wuWziKLQW1ePwKdrPMJYsi/91mjEgkxirjajLcMhNsEZ9zMCIJoSujyydEljIZLisumUOV00t9RSljfg+HqpzILo2739zGhz9d1uPzSJLEU5fNpcrpJdYsYw4zJeLi+SP5dm8FDV4/ZlnikoXhrY7PzU4gr8oF6LbN8ZPTwjr+cOSdLcWYJIEkuwlBgLc3F3NPZmTj/RVLs7nz9W2oGiFLggKQmXhkvoOdsTanmoSm+W5uRWOvztHrmfALL7zAww8/zP79und0woQJ3HnnnVx22WW9PeWQw2yWeOGqo1iTU02Sw8yUNi/HgQonmqaR4jBT35S7/sp1CxgWxdwrkwhmWWBSZlzUznm4YhIh2WGi3uPvfucBwmyWSI5CPt9AsHxSOhPS49hXVk9mvJWrn9+A1OSJd/oCuH0KNqvMf65ZwMOf7MUsS/zfaZGFQg4mOgujP/TQaf3ckvAxiRBjEUmLH1qDLEBanI3Cev2dM4kgS5CdPPTuw2Bn+aR0xqU5OFDu5JmVOazPqyXGLGIzy1Q29N2KqlkWsZglRjZFYwwV/n7JHFYdqMBhlkkRXfy5m/1bj13l9Z6QbQcrGgDdYJ+Vlcgr1y5gZ3E9M0YkRMU57bDK/Ofqhfz5073YzBL3HUHjSmuykmwU1rhRNYi1SvjU/nciJTssuGtD5yj1ngCKooS9yNTb3z47xcEr1y5kS2ENE9LjGB6mcXj/mdNJjrGwo6iek6emc8bMjvUWjiQONTkomudkBTWRp32dM2ckAb/KqxsKGWEx8zgwe0Q8IzKS+dsFPU9ROBKoc/uD99br6V10Qa8M9r/85S/cd9993HzzzSxZsgRN01i9ejU33HADlZWV/OxnP+tVY4YikiSxdHxqh9tOnJLOS9/n4fQGSIoxc97cEVEXSkmJtWCyWTl+sqHAmRJrYWSKg4lpvVNwNOie4Ym24OA5OsVBbqUeYj0pIzYoLJSd4mDFJUMjT/pwISXWQozDxqnTh45ITEekxFqQrVYWjeu4zzYYWEYmxTAyKYYZIxK49Jm1wUidxWP7bqUxOcaEyWYekmPo0qb3oLDQFdZxx09O59nVuWiahs0kccq00OjCtDgbaXHRdYqNTXPw90uP7HFl/ugUPIEKAFIdVmaNGBwRUdOGxfe7WGmiwxyR0OStx0+IYmsGP6fNyOSbfRUEFBVREDhlenT6swsWjOKCBaMoLCzkceDFaxcSFzf0FghnjEhgS1NE0ogEe5cRSZ3RK4P98ccf58knn+THP/5x8G8//OEPmTp1Kr/5zW8Mgz1KZMTbePaK+XywrZis5Jg+USW+eH4WM8ZkGiUzgB8vyubyZZPCDr8y6B3P/nge/92QjySKXNgPOaYGvefi+VmcPGcMEzOG3kDbmksXjiI7I6VThWuDwUGyw8K/rziK97eVkBFv4fQZffd7GWNo+Fy1dDSjU+zsL3NywpR0xqQeeYrtA8GD58zg7U2FVLl8nDN7BA6beUDbc8XibBIS4jl/rjG+D3YWjE7myYvnsOpAJTOzElgQYQUqg1Aeu3Amb2wswu1XOGViAm/1wkzulcFeUlLC4sWL2/198eLFlJSU9OaUBtBhyNDwRFtIferfvLuDtbnVJMdYePDsaYxMionomu9tLWZDibdXYUNHGhfPHzngA1xX5FQ4+eX/dlDT6OOY8ancc+rkgW5SRJjNEj9e3HNhk1fW5fGf7/ORJZE7fjCh08gUg+jz3tZiShpFHjp3xkA3ZUB5d2sxCYdcjE11MGUA8vl7E1Y6lHhudS6vbyzAIkvcfcokrjl6THBbX92797eXDNkxtKf3dG9JLb95bze1bj/HTUrjzpMmsXxSuuHk6AMGstTrY5/v58MdxcieWgDe3lyEPaaBjDir8VsPchRF4R+rcthdXMf6vGomZcQSP4jnw4cbqw5U8cr6AvyBAIK/d+kGvTLYx40bx2uvvcYvfvGLkL+/+uqrjB9/5NcrjAZOT4Ar/r2OgppGYswyqqagagInTknnvtOndnjMO5uL+GxXGQD1bj+//2APT10WWYjXgQoXhxo07npzK/+5ZmFE5zqc+PtXB3jp+zwkUeDymXoI/Ozffc6CCcN59Yb2zqjBwP3v7QoKoby3rZgFY5IG1SD44ppDPLM6F02D8+eN4KblLX3B2oNV3PP2dtz+AD+Yks5vfzg9rHOX1rl58uuDQWXiBz7Yzce3GQZ7f7Gv3MXBugImZjq4csmY7g84Qql3+2nU3Pz6vZ283o/9xLb8ai7851o8ARWHRebb248mIXZo5Uzf9J+NbMyrIc5m4omLZjOhTbRHToWTZ1blNpWA8vP793fz7i1LURSFn/xnM7tK6om3yTx8zsyoOlvq3X4aK5z8/sPd/P2SOVE772Dn4n+u4fucagTgB9kdTyW/2VvO7z/YTV61C0kQSIwx87/NRWQn2njmuzxqG33MGJHAP348r38bf4Ty9Z5yfvPeTjwBhTNnDOMXp03pt2tvyK3i6W8P4vYrKA21AOwvcyJaVO5+YxvrfnliWOe7+42tfLOvAodF5k/nzmDOqKQ+aLVBM3/9fD8fbishoGrkVDTym3d38tcLZkd83qufW8eO4nrsfr3s5XF//opYRxwPnT2DBX2YqjTYuOuNbVQ6dS2Vh0t7V3Wgx2XdWnP//ffzq1/9ipNPPpnf/e53PPDAA5x88sncf//9/Pa3v+1VQw5HAoEA6w5VUV7n6X7nNtz3zg52FddR4/KRW+mitM6Homp8vKOUXUUd13OtcIYK50RDHE3VIKDCruLBWcqsLyipdfOPbw/S4PFT2+jj8S904URVg3V5NazaXx6V63y0rYR/r8oJlhuKlIY2v3dpffjPXV+hKArPrMrFH1AJKCqvrCugxtlSjueet7dTVO2ist7L25uK+XZfePe4utEXUkbIPcRKggwGNOCZlbkD3Yx+xePR+/jqpjJQvqbn2+Xt31KD17+0iUa/iqrpAk6X/ntDv15/oHn+uxy+3VeByxugqLqRn7y0kUpnaP9X4fSG1GtubCoP+Z+1+ewsrkPTNIprPdz26hY8UeqTAZzeAF6/EsyXHwpsyathTU41alMFmw+2lXa436Of78flC6Bq4AmoeJr67ce/PkhelYtql4/VByp56psDvW5LJPOwI4373tlBeb2bukYf/11fwNb8mn679le7y3H7FFStpSa70vR8VDX6UZSej9kfbSvhox2luLwByuo93P3m9j5qtUEz3+wtx69oTTaBxvrcyJ+dx77Yx/cHq6h3+yio1pXR691+yurd3PPWtojPfzhR5fLp74YGTm8/is6dc845rF27lr/+9a/873//Q9M0pkyZwrp165g9O3KPzOFArcvDWU9+T2WDB1kSue+0yZw9d2SPj99XWk+jv6VmpiegUlLrQQPufmsbL12zoF04yqgkGwFFBU3DYpY5e0708vI8/qEz2Siv99DoCRBoKjVhaVW7VNP01dxIufONrXyyoxRN03h+TR7v33I0Dmtk5cnmZiXwzKpDqECsReDU6ZndHtNX/G9zIU5PgAuPGhEsu1bX6Ke+yZCxmyX8akunVFDlItA0l27wBthbUsuyCWm8ui4fUYTz5nVddmVKZjyTMuLYU6o7lpZPNFbXBwR16DhKKp0ezv77d9S4fGgu3SNe5fIjKT7Gp/dvzm1NY6iztrw+8j7qcKKkVv/+iqrh9qvkVDZy0l9X8uA504OOwXPnDmdMqoOcCl3I8oTJ6Xy9p5yV+ysJBALUeVQ8AZV6t5+lD38V7I8vXTgqJHQ+XBo8Ci7Nj9BpxeEjj9I6D618I8FSYksf/JyLj57IPadObfq7vsFmknB5A2gapMZayaty4m6a//gUhb0lvVswcHoCnP7YNxTXeTBLIvedPpUL5odXwutIotLpxe3X77nbH6CgtpGZWYn9cu2RyXaaZ1Jt34TWzvaeUFjbSEBRCKgaoiDg9vWvg3Qo4rBIwd9NA6KRPXSo0oWr6T0PNP2/x68hihrlfVi5YzASaPUOhPk6BOm1BTF37lxeeuml3h5+2POPlblUNuge3YCi8uQ3OWEZ7ILQ/hdr7uwq6j08+dVBVE1jV2kDc7Pi+Xh7KQcrGzFJAiZJ4Lc/msRJ04ZF46sAMIQWB5iZlYiv1e13tfF2ZUWhPM83eyvQmiYrVU4vH+0o7tYo7Y4PtpcEO1SXV+PdLYVctqj/w5Ov/Pc6NhzSa+j+d30B7996NKA/v83fWdPAJOo9/qr9ZUFjvZkthXWc/ffV7C9rAOCtTUW8ct2iLq/7j8vm8PW+ChxWU48FUXYU1RJvk6NeXWGo4g5jleRw57Ev9lNa5yaggtpqRVbTYHdRbb+2pe2CcH+v8AMcqnTS6FPoS9lBpyfAvrJ6pqTHYW3l4Lx8cTYvr8unsWmFVgJ8AYXb/rsZSdBLV72+sZBXr1vAl3sqSLSb+HRXGbf+dzOqpuELqPgUDQH996t0+XB6/SQ7LLyw5hCXLBgVrFLRW9bk9C7M8XAkK6XjMbLWo/CPbw9x7pzhjMtI4Kolo/nL5/uItcpMzojl8sWjWDY+lWP//HXwGAHQWtWwf+STPWwprGPpuGRuOGZcl+34yyd7OFStz8N8ispDH+/mgvlZbM2vIS3OesTWW+8MT6tFIABPoP/6ibW5XUfN+f3+HmtIHD85mYc+0lA0AI14uynyBobJA+/tZE+5kxMnp3L54iM/DexguTPkc1kUFq6aI9M6wuUbOnOJaNFrg11VVQ4cOEB5eTmqGtpJLFu2LOKGDTYOlDWwu6Seo0YnkRFvw24KvXUmqet6l4qicNeb29lTWk9WUgxJMZ2LOZQ2+Hh2dQ6SKCKLAt8dqAx6ZAKqhl+Br/dWtDPYn1mZQ06Fi4sWjGTa8IRefc+hwLMrD4Z8VtoYk5tyq5k/JrIVXEmARp+Chv5sjEqJTBwQoNLpCxrsKrByf9WAGOybWoXZ5VW52Jpfw7ThcZhEAbFp8myWhOAK++XPtg/fTbaZ+HZfFf6mm7+zuB6nJ9BlFIIkSRw/uX2lhIc/2cP720owiSK3nTguqAh99ENfUljrRhTg7NnDePj8oRH905fUuNTudzpCKKl10zynCLT52lXugb0Pjf3sYP3l29t5d2sxmqYxOS56F/92Xzmf7Chj7qgERiTbuemlTXj8CrFWEy9fu4DsFN3Rtr9cd+yJgr46oQENTY5WUdBXcPeW1lPl9DN9RDx3v7md7w5WggZWk4hZFpFElUBAo2kBEk9AD5FPjDHjUxQkH3yxt5wkh7lXCsltn5Ejmd2dpO2BPjZd9uw6blw+gcsWZXPspFRqXL7gbwmQnezA5alB0fSxcnqmrinw0Ie7+c/aPAC2FdRiEkWubop+aP2sNC+O7G6zMt/gDjD7t59S2+hHEODCeSP4wzn9X+/5pL9+w8iMFJ68ZE5U6sj3lLbLQPmV/ReJs7uo69J+gtDzmvBf7K7CZhLxN62w1/Vzh3fvm1t5a3MRiqqxKa+GWIsprAW5w5FKV6hzJxpZQ3ubFmQMokOvDPbvv/+eiy++mLy8vOCKWjOCIISVq3I48MXuUn77/m4CiordLPPkJXNItEvIkkCDO0Cs1cSvOxGKa+bvX+fwfZMHvraxFk1rmXx0hE8BFBWLJLTbJ6BCRav8YIDbX9vCpzv1PLJPdpXy8jUL2onyGOhU1Dd2uX3V/nJuOH5iRNfQ0IKOgIAKDlNk4fAAFlnE1+rdWji670VYimrc3Pv2NqqdPo6ekMrdJ0/CIku4fQFUVcMTULnuxfWMS48joCjBEEi/omE3Sewqqm3nEAF4eX1RyKq7qmm9Shk4UNbAO1t0QyKgqDzxxUFOnzGc577LpbDWjYbukHl7S4lhsEeBIWSTEG8ZvGrs/d20tzYVBkOY1zdF10TKF7tKuf31bSiqynvbiomzycEc5waPn4c/2cv80YnsL3NR7/GhaRpWk4jbp4Y8h6oGbp9CvN3EoeoGLn9mA56AGjReAk2G/bA4C1UuX9BJCLqBE1BUJBUuf3Ed+U15lj+aPZw7T5oUle95JLKrpLbL7fVuP//4Noejx6eQneJol9731wtm8JOXNlPt8jE7KyFolG/Kr8EfUPAp+sr7hzuKufroMXy6q5S7Wj0rxbUebj5+PGfMHsHavJrgHMlmlqhpMu40DV7fVNSpwf7y2nye/FrPnb/1+HERR8C1pqTOQ6Wvhj99vIc/ntv/DoNmwrCRI6bW3XWIc1tboStGJNjxBjT8qgZoyFJ4cltOT4Dzn/6Oolo3iXYzz1x+FGPTeh5l98mOUrxNE5SAT+G1jYWDymB3egKc+cRKSuo8ZCfF8N4ti4Opib2lL8Z2taPJn0Gv6dUvfMMNNzBv3jw++OADMjMzw/KcHY68vqFIzx1HF7L56Subya1yBScwogi/fmcHRXVuRCArJYZ/XDYvJBxrbW4V9Z4AdpOIKIrUuLwIgM0kotE+lKkZbycP/Pg2dUtbT6K8foX3tpVwu2Gwd0hxjbPL7YIUeddV2cqhoosJlkSsTNzQJnR/W3FtROfrCb95b0cwVOrdLUXEWSRSHWZyq/womoYkCjT6VLbm16AhkOawoAICGje8tIF6d8du2rYh8j5F488f72ZCZhxnzOy5NoPbr4RMBAJN0T5urxKy2hDOZMHAAKCul8Iw/UGgn5vm9rcygKN07f9tKUZpel81TdNXRQFvQMWvaHyys5QvdpcHo9da93+SEBoZpet6yFz3wqYQYx1aVh1L6r3E2WQEf4DmbskqC8RaZVYerAga6wCf7SwzDPYuSO9m1djlB9XppazBG7KyDrDuUBX7Shp47qqjSHFYAfhqTxk7iupxevx4Wj1fu4rq+GpPGe9sLgp5Vr7YU87Nx4/n4gVZrMutYm1uNfE2E1MzHLy5paW0cGczU48nwMOf7AnO6x78aA9nzRoWsdHTjKrpTus1Bwc2TaKxsf9C4j3d5JkHwgjPF8VmY13H6Q1vhf23725nb2kDiqZHXdzz1lZev2FJj4+va7O8nFMxuFaKz3/6O3Iq9f5qd1kDP/73Bl6+dvBVeZo1MpFPdkdHxNmglwb7/v37eeONNxg3ruv8oiOFxFb5M/VuPyW1nhBvVJXLT5WrpUPZV1rPz1/bEszJvfE/G1l9oAoNcHp0af7mMcntV8mMt1BW5+3Uw2WWoG26xzvbiqhz+zh37ghmjkwgLdZKjcuHT1FRVYL59a3x+RTuensbB8udpEldhy8dydR1YkQ2Myw28ry3tuGRmhD9GfbqfZVRP2dbKhs8BBQNWRJQVI0nvjyAKApIgoAmgCDqof8AcTYTDd4AGnrOaNlBXzdnD+WJr3Owm0Te3FjEc1fNb7f9UKWTf67MwW6Sufn4ccTbzEwfkcBRo5NYn1uNKAhc2CQ4dPWS0fxrZQ7VTastS8alRHgnDIYamQk2RAZnVEF/Z7CbZRFvU6cm96q2THsmZ8bx9d6WydxR2UnsK2ugqLZJG0bVHXCC0HLtZjryv+XXdB3+qwK17gAOc8uv6g1oTM10kJlop7bRT0BRsZgk0mKtEX23I50Ee/f3x+1Xue2VTdx7yhTOnK07YR/+ZA/Pf5eHPxDgvnd2YpYEEu0mJElEUVVK60PHDHcAHv5kL6dOy+TbfRXBv49oVe/+0QtbIqcUReHr/ZVUu/SQ+AuO6tj5W+PxB411AH9AxekNkBAlgx10Z0GyY2DrWBfVdr04EU26K9xiMvU8D/3D7SUhn2uc4RnsmwpaIvtUYE+YVZDaOgStUXwuokFBTWiU6N7SwVnlafUBw1iPJr16ChcsWMCBAweGjMF+10mTqHR5KaxupLbRjyyCr4tZXECB2lYqbp9sLw1RX2zbr7Ut19WWjiYnxbVeXt1QyOubipg3KpG/nD+T617YwMEKF1aTyLf7K1nx1f6QWth/+2o/63P1lfiSutour3kkU96FEAboHstos+lQ5zl/vUWNwqrxgbIG7nhjGzWNPrIsoRPef63MIbeykQZPAIsskhxrQdNUdMknPdzO01RqSkBXiY/EuNHD1zU25dfw3pZCnvjqIF5F5bTpmfxk2Rh+8p9NwdJJu0sbeOmaBQA8esFsciqcOCwSaXH6RM5sllhzz/F8uqeUZLuFRYbBbhAmWYm2QWmsDwSLxyYHhSbT7A7yonDOxBgTY1MdOD1+xqTF8tj5s9hUWMO1z28IKgsDwUi21lhlAXdA65Uuu7PV4K0BX+2p5Nv9lXgDep+m+RVOmprWizMPHd7Z2rMnoLTex22vbeHDHSXMyUrg6W9yQtSSvYpGaYMPk9B+XtRMQY0bWRI4c+ZwNuTXMCrJzsNnz+hwX0mS2HjfDzhQ1kBijLnD/PF/fHOQV9YX4FP0cGuzJDJlWBwJMdFz0thMIlabzHVHj43aOXvDmtz+W+F3dWOwu1wuLJae5fObxNDYiHD74Zo2JZAbu5qwd4AsCfhaPafx1sGVHjVtWDxrclqiaheNGZz1zMP0sxh0Q48N9m3bWmrm3XLLLdx+++2UlpYyffr0dp6zGTM67kwPVxIdZv7546MAOPaRryivc4e8zG2RJTh3zojg5+7WVp3erjuTTqLl9RqXisb+0jq+3FPO0eNTaWilHryloDZk/4ohVkahM3zdqFMeKo9+PdcYc5SWpVoxPQrCgo98uo/9ZQ0EFJUKd2hu6ivr8omxyMiiQECFX506kXv/twuvX0FRFFRVN9TNkkC8Taaih72zLHYu0CQJAiZJ5MlvcnA2PcvvbClmQnospbVu6jwBBHSV7DOfWIlVlrhi0Sje3lJMjEXmN2dMDk68zGYpKEDXE747UMEzq3Kx+mp7fIzBkcvHO8sGugmDhn9fOT9YynFpJoz+dWTnu/21LXyfU4Xbp2C3SPz53OlYrTLFtY1IkgAddCUSLWPpzFHx1LkC7CqNfAXRr4E/oGvKCEBqrKXTFDUDncQuRHNbo6EvOHyzr5xPdpZ16mDxd+F5MYkCBypcPHJe17ngtS4Pn+wsZ3RaDPOz2xswu4rr+OOHu1mfV0ucTSbFYcbjV7nrpIlRLwWXEWdl+fThnDJj4EqvAjQOotL0otjzOdDwpFCRXlOY9nK1O3SOF258o69Nzl53UZn9zYtXHcUVz29gd0kDs0fG88Qlcwe6SQb9QI8N9lmzZiEIQkgu6FVXXRX87+Zth7voXGmdmwc/2oPLG+CyhaM4ZmKop/3apWP43fs7g7lRzXej+fPUYQ7uO20aC8ZG1+MlC3reb0chmtVuBZfHz9zsJD7aWRr8jaZmhuawnzN3BOsOVeMPqJiiUWTxMMXUjeZCFATd29FWdKc3pDlkyp0tA0c0Vo3X5ZTjavI+Bzyh722z4rvFJGEVBMamx7Piojk8/vUB9pbUI4kCtY1+fIpKIAxxEbWr6BRV46hRcXy1rxpV04izyFjNEiIaNa0GzVp3AKXChapp3PLfLdibSjIdKHcGy8x1xVd7yljx9UHQ4CfHjmFkop2bX9mMP6Diq6/o9niDI599JdGPijmc+dFs3QldWFgY1nGvb8jnhTV5xFpN/PGcadzx2jbWHmqpNFHd6OeMFd+RZDexv9yJpwPtAAEwm/TQeJMksK+0kRUXzeLy59YHxaEiobUpYZJFjp+cHvy8Jb+GP368B7df5ZIFWZw3b/CITw0Uk9MTeH9Hz1dvff7eRUMA1Ln9HD+pfcTDf77P48s95QxLsHL9sjFc9M+11Db6EASBHy8axR2tNAhqXR6ufG49DW4/jX4Vn6KQHmclxiJx7tyeO3V7Sm5VIwXf5xFrk7j9B5Ojfv6eEv1lgs6Jt0BdF2tC4egDNLhCPQ39XQGs7XQm3Bz6vkaWZV66evDlrBv0LT1+g3Jzc/uyHYOGn7+2lbwqPb/71+/t5L8ZsWTEt+RLXbJwFAXVjby7tQhfQKPK5cNmEoMe558cM47ffrCDnIpGbCaB06YPY0S8hcKuerIeENDAKoEqiAQUNUQ5XtXgyW9yeP/Wpdx+4gS+3V/JxHQHNxwbmrKwYHQyz15+FJvyaxhuamTx7yNq0mFLYVXXnW91H1RCaS1o1FvkNo6GJWMiV4mv7aI81Y3HjuXxLw8QUFVOmzGMMakOxqQ6iLXJnPfUGrwBlRizgEmWiLXKIQZ1V8hAR9ntoqCHSH68qyU3v6rRT5ZF6jQ6RFG1kMG1qLblxztQ1sDzaw4Rbzdz07HjgnWWFUXh9x/sxt2UdPf7D/ZwwbwR+IdSXSaDbqn3DR6hQhOhi86ZMYPb4frquny2FdaSnWxnxTc5KE35wmc+vrrDfuJQVSOHqvS+oaO3UBbBYZGRRf2ddfv8/Oz1rSitBkKzJDSFOXdN2/xUmq6ZaDORnWTn7lMnMn1EQnDbr97ZSVVTGtUTX+5n8dgUhicOrfrebfl4R1FY+0dqb208VM0p01tWq7/aU8aT3xxE0zT2lNazpaCG2kZ9VNE0jXe2FIcY7LtKGmj0BpBEAVkERdUXmc6YOazHtcHDRdXglXWFA2qw919RN0iKsVLn7XxJ32rtecrB/7YWR9SWSHtuQQhNRY2CTzCqOD0Brn1hPQXVbsalOfjXj+dETTDRYPDS41941KhRwf9+8MEHSU9PD1lhB3j22WepqKjg7rvvjl4L+5ny+pYOxx9QOVDhDDHYcyqcFNW6MYkCifEm0uIt1DX6URSV8Wmx/Oa9XcGSa24/vLi2AFmEEyalUFDlIrfa3WtvoUcBUVA7LAXn9Cmc+reVjEq1MyrBznGT0lAUhV/+bye7SxrITrXz4FkzgkZXuKskRxLdZaj3hU5MNKpbFDeEOhpu+M8mVt1zQkTn7MpEPWvOCM6aM4K9JXUU1rpxun08+vl+nll9KDgg1nk0ku1yWCGknUnRdZZlkl/j4blVBzrcpk/AWg5Mi7OiKAo3vbyZL/bogieJdhMHypw8dZkeNub2KUFjHcAbUJg+Il4XPlIMo91AZzAJzrV1MVa6B28U23Orc/nnyhwAXF4Fj1/BJAkEVA1nN8r7nbn8JElEEDR8AQVZFPEGNGpc/pA+oyfGOnTcF9tMIjNGxHKgvJG739jOjceOC4ZJO1ulmQVUjZLaxiFvsPsD/ZdeZ5FFPttdxsnTMpg3Wo9c3FFUj6Zp1Ln9eAMqNS4fAiA25T7bLTJvbSzguTWHiLWauPeUCVhNEh6/giiAJoIsCoxL7Xmpr97g9w+uUOq+pMrVdfx9Y2MjcXE9q1xU3cVCQk8wCV2nWXRHeqyZklYCiIvHDC4NnHvf2saOIj0CbGNeNb95bzcPnDV9gFtl0Nf0KmLm6aefZtKk9iVPpk6dylNPPRVxowaSya3CyBPsJqa3KcX1s1e3sOpAJYV1XvaUOqlq8OLyBihr8PHdwaqQcl7NBFT4Zl8VGYkxaFpkJfC6SJ2n0a+yt8TJx7vKOfvv3/HT/27h2/0VVDg9rM+t5pFP90R07SOF7mRPugrZ7i3TM2Kjfs7C2sgnTd11AK9vKODaFzfyq3d28qMnvwsx1pup9wSo9/R8YmLpRa9T4Qw9vwCcOj2Ti47K4oXL5zFjZAILxyTz4pXzeXldAesPVeur76pGvTvAgfKWXFeHzczMkYnBz9OHJ7B4XCoP/mg600ckDLrB2WBgmD4s+u9stBjMKdbrWoW7W2QBQQCXTwkpDRcOIrq4ZXmDH6+il32LschoWsfO694QZxE5UK5HQZU3ePm//+3gqufWUef2sWRcS3pbVpKdGVHQDjncEfuxvrI7oFLT6Odnr23lo+0l1Dh9OCwSLrcXp1fBr2gEVBWzLGEzy6TFWrnp2Gx+9e5OdhbVszanip+/uo0Vl85hUmYcoiiS4rDgV1Qe/7JjR3C06Kws75FIfTfTkXDKukWKo41IXLiz7rduXEpGrAWLJDA53cETF8+KWtuiQUUbUb2Suv6MpTAYKHoVQ1FaWkpmZnsxjdTUVEpKSjo4oj0ej4cLL7yQXbt2YbfbycjI4KmnniI7O5tjjz2W/Pz8oDfu8ssv52c/+xmge+muvvpq1q9fjyiKPPTQQ5x99tm9+Rod8ugFM/n3d3nUuv1cuiCLgKLh9inYzBKKolDl8uHyBtBUDRWocPqCk4au1g78qsY3/VCGq7ktfkVlTU41VlOLdWSIzunIQFd3orYP+r41edXd7zQAyN2Ekb6+sTAYdlpW5+lwwu1XCdbI7QmdaSzGmgXcfq3D8DOLLOBWNJrFYyVR4I/ntogQLZ7YknPa4PVjkkQEmkWPNEYkha6I/f2SOby/TQ/rPGVqhv7/MzI5ZUYmhYWFPHdrj7+OwRFKgn1wh50PVqYNj2VrgW60m2SJEycl8t729gJ+ze9nd39v210ENAgoKt0s1odFvTtAQAugaS3hr1/tqeAnL23k5WsXcezuUurdAU6blonZbDwXDf24cGwRBWKtMqqm8damAh77cj81Ti+13panxKcAfoWfLhvNTcvH8+RX+1uiOTTIqWxkfnYyj14wm/Of/i54XEBVURSlz8LixW70coYSTqeTpKTI0/h6gqtN5xCu2yQt1syZs4eTW+lkydiUQRdu/oMpaazLrUbV9BSfs2YPG+gmGfQDvXoKR44cyerVqxk9enTI31evXs2wYT1/cK677jpOOeUUBEHgiSee4LrrruPTTz8F4LHHHuP0009vd8wjjzyCxWLhwIED5ObmsmjRIpYvX05iYmK7fXuDJElcc/QYAH7y0ka2FdZikkXuPmkSp0zPRBZDDZxoefh7i90k0OjX2k1yZElkRKKNek9ADyOURM6aHX1xlcOR7irQR55t3p44a89rkPYnk9Jj2Fasrz63nVpsya9hX1kDLm8Ah1nGbpJo9CodOqbiLELIBKo3rPvlSewvqeOsp9aEhK06LAIKIlZZwddUemnp2PYD/66iOn7xvx3UuLz4VY3EGDNun8KC0Yn89cJZ7fYPR0G+L8m+54NOtx166LR+bIlBa9bm1g50Ew5Lbjx2PCICu0rqWTQ2GUXR+GBHWWhdY5OIRRKp9wRCxq0p6XYUTWRvedfq71KUkxU6yjDQgI15NSiKwvGTM6J6vcMdSx/5LFpXAgBdbNejaJTVebDIIrtLGvD4Feo7KIVrM4l8vbeCm5aP590toTn2QtNTNjzRxpJxKaw+UIkgCJw6LbPPjHWAM2YYz00zPS3pFg3CrOLWjj9+so8X1xzCp6h8n1NNSqw5rPlCjdPHnz7ZQ5XLx7Ejov98rdxf2bJQqMHnu8o4feaIrg8yOOzplcF+zTXXcNttt+H3+znuuOMA+OKLL7jrrru4/fbbe3QOq9XKqaeeGvy8cOFCHn300W6Pe/XVV3nuuecAGD16NMuWLeOdd97hiiuu6HB/r9eL19uynlpfX9+j9n28o5RthbWAnsv+9Lc5/GBKGqqqItN5rl1/42laDmhtsIsCZMRbeOrSubj9Cmtzq5g5MoEpmfGdnsegb5mfNTjv/SnTMthW3HFY4K/e2YlZEmkEGrwBhsVbiLGI1HewRB6NlFqnx8cv39nRLsfUIptQNRVPQMBqFrDKEmoHwfx/+GgPFQ16Hp1ZhEsXZnPevBHB2uwGBuHgGbxp4oOCj7YX88O5dqzW9tOI1oKnP3lxfYhje0yyDYfVRJXLBwKkOSxYZJFz5w7nrNnDOOfptV1eVxZ18dV+URjQ4Bdvb6emMcCoJDt3/mCiscIO2KwmqIu+crYCjE+1c6iqEQGwmmXqPQE9qsKv4qv3dJoO4rDo4fDf7C2nyhXatnFpLaVf/nTuTHYV1WGWRcal923ay+7S7hRzhg7CYRRt8MaGfNxND1qDJ8CLa/LCMtjvfmsbO4v1HPOte3teTaGnbMqrCfn8fe7gjOA0iC69MtjvuusuqqurufHGG/H59Jxtq9XK3Xffzb333turhjz22GOcccYZwc933nkn9957L1OmTOHBBx9kzBh91Ts/Pz9EAC87O5v8/PxOz/vggw9y//33h90eqVXfUu/2E1BU3H6NRr86aIx1aFnhbz2GZcZbuWrJGDITdENlTB8Lqxh0z3vby7jjtMEnCvLXz1uM9bbr42X1bqpdPjRN31bn9ndorANRKa107Qsb2FHcfoLT4PFjMYkEFC34b09pe8ebp5WQXHOeomGsGxj0Dfe/t5On1pTy3s1LcXRgtDezp8yF3SSgaHp0zAlTMvjZiRPZWVRLVrI95B3dkl9DraszWUqdOIuEzWLC5eu7ItOSAGZZwGaS+WxXOTazxM7iOvyqym/OnNZn1z1cqHH2XZmrQ1WNyKKIJ6CieENnW50Z6yYR5mQl8tszp7GzpA6TLJJg0419GVgyLoV/r8rhyqX6PHLK8P5xoO/qYDwbqlRVVZGW1r48X0fEiOCKwB8Xa4aGrruRLnG1ee4qw0wnLaptidMMJ12wp8iSSOtYFJN0+DhDDHpPrwx2QRD44x//yH333cfu3bux2WyMHz++1yEvf/jDH9i/f39QsO7FF19k5MiRaJrGihUrOP3009m1a1fI9ZtpXRe+I+69915+/vOfBz/X19czcmT3dVRPnJrB+9tL+Hh7CT5Fw69onPbYt7g8EfQC/YSqaozpi2LiQwR7H5yzzjU49QM6Ch079W/fMm54GnUuH60rnSmBvl1y3FlY3+Gamf7+KUGHgk/RqG4luvLQBzt54ft8NDRiLBImUcTpVfnjx7t56puDrLhkDlOGDc4IBwODw5nKBg+vrs/n6qY0so7ITrZT2eBBRB+7F4xOwmaWgorfz67K5aPtxewubSDOKodUfeiIareC3MfhD2ZZJCnGHFQWbyansruEqqFBjFkGV98sXfhVPbdcECDGLNHoU7osqyUC2SkO7jp5As+szmFMSgxzsxL5aGcpmqZXWHj+u3ysJpFv91fy7yvn90m7O2IIac51S0xMz+ekjRHauN2YBd1iliS8Sst7nxJm6aDpwxL4cm85iqpik6MfkZPkMIdEkYxI6ItZq8FgIyIlBYfDwVFHHRVRAx555BHeeustPv/8c+x2/aFrNqgFQeDmm2/mjjvuoKqqiuTkZLKysjh06BCpqakA5OXlhYTWt8VisfTakfC3C2czY085IgHcAZW8vijQ3QdcuWQUi8YZSte9pS9+ZeEw8oBWu7xszKtuZ8z30fwsSFdrNm3H32ZHwpb8ap5e2aJc71cUzp6Vzoc7SvArApVOL7/83w7eunFJH7TYwMAgLa7r8fXJi+Zw19vbKa51c8bMDI6fksGnu0r536YifAGVLYW1weoqTq+CJMDUYQ72ljpDHIat6eu6yG6/SrXTy+TMWHyKitoUynbUqP4RzRrsiFLf/gBa0/9IotCtTpAK1Lq9nPvU9zQ2rYzOzkog2W7C7Q9Q51EJNJ1kW2FdRO16fUM+eVWNXLJgVDCCsSsOn1G/71HDWGmO9OmKNADE3+ahK+1OAr8NCTaRygYvKpCg6H3bmoOVLJlkxWGLvG5wcRtbZG9Z15ofBkcGAyp9+Je//IVXXnmFzz//nISEBEAv/VBVVUV6uq76/Oabb5Kenk5ysu6NP++881ixYgXPPfccubm5fPPNN1ErJVfn9vH+1hKSHRZOnpbBLS9vwukNDLiwXE+xmUQWjEnmumPGD3RTDmv64ufuKmR0sNL2PphEffVjIF4Hs9SkBNyE3OQA+Xx3WUh7FFXDZpVConAafUYyskH4DCatksGIVZZYOimdM2Z2ndtptco8dtHs4Odv95Vz1+vbUFQVl1dpF1WjaPDT5WNBlLj/3Z0U1Q1MdJJX0dhaWE9Wko0pI+M5dmI6583rPjpvKODuhxdDA2p6cCFJAK8vgKIJQVX2faVOzCYJVdMQBDVoOMdEoJZ35xtb+Xi7XgXpjU2FvHvjUtLirV0eY4QqtxDOwplNhAhLsUdE2zB2JcxZz7/X5Af7tapG/Rn+1Ts7SF1ZxLNXzIs4Vc/TxpPp8vVdiorB4GHArIjCwkJuv/12xowZw/LlywH9hf7yyy857bTT8Hq9eh5qSgrvvvtu8Lg777yTq666inHjxiGKIitWrOhVqYg7X9vC9SdOY06Tx9zp9nH5M+upcOp5cW9sLGB3ST2Jdpmqvl5ajAImEZZPTOPvl84d6KYc9iRF7gBth9c/OL0+ZrHjsHhJFIixSPgDKoqql1qLVHk1Es6YMYzcShfbi+oQBYFTZ+jVKM6ZPYK/f50TdKrZTCI3LBvHF7vKqXP7kSSRKxdnD1zDDQ5b4qxQ3Xdp0ocVB8ud/Pq9nfgDCpdO1YW6vr7ruGDp1XD4ZEcZiqoSUNROZeNe+L6AxBgLCALxFom6aNZw6yHNfUphjS50tqAphP/ltfmsPlDB1LjBPy/oK8ZnxHGotqb7HfuYZulRp1dDRcMkgNUskRJr4fLF2by+sZB4uxdPQCXWIvPAj3qvP/DdgZayvC5PgHe2FnHtsrFdHpMa2weTicOU1uLP3ZEeb+VQTe8730idrUl2E2WtlunHJIeXYtra3m8Oz692+fEJjby8Np/bTpwYQet04c1WEftY+iDs3mDwMWAG+4gRIzrNP9+wYUOnx8XExPDqq69GfP2VByrYULKR165fxNg0B2sPVVPh9BBQVGob/XzTUEGsRcJmlpGFQK9C8GRBF9npTCglmphlCaev8y5KURT+uTKX6kY/F88fObChFYOc2j6QKch0DE5Pe0ePdYxZZsaoRKZkxvHs6kP4lYFdoZZFWD45jaT8OvKr3UiSwLxRehnH0WmxPHbRTH79v100+hQmZsSyq6SO929ZwqqDVUzOiGdsmiG6aBA+dYaxHuTKf6+jtN6DBuzanxvRuY4anch724qDFU46oqzBQ0CF0jrPgOYBC4BJFtA0jU92lqGoGn/9fD+apvFFQ2W3xx+p5JUNnLFuM4kk22Wmj0xiR1EdZXVumv3hfg3iZJEnLp5NdoojqhERcTYT9W7diBMEgfFp3SvM9yRsfqgQjsHevHDWWyRZIBBB3syCMcl8trucgKJhMYksHZca1vFLxqXw7b4KNMBm0d1K3oBKwB2gNAoDi80s4W1VmifuMIzgNAif9rWRhhC+gMJnu0sBGJFoRxQEKp0+vE0ic7XuAIGAgs0ihW3gigIk2E0ofWSstzX/vAGF9NjOw7Nuf2MbL36fxwfbirn+xY3UdKPEO5Tpi59sV1n0Q5ai8fJ25EwSRYE9pQ1UunykOsyY5e6dDfY+cvCKAiTFWBgRb+WjnaVYTCKyKPDs6haj4fQZI8hMsJHkMFPe4OWBD/agaSKnzxhuGOsGvcZIpGihqM4TFF+ta4xsZflHs0dwwzFjEQU9nLmjfswX0AUkB8JYj7VIJMeYsJtEYq0yiXZ9lTTZYeaLvRXBhYbuBG+PZEpqB+a6MWa9/0+Ns/PkpXO5cflYzLIUUtLWr2hc98JGzv77arYXhjbU6QkQCPTu+X3iojlkp8SQ7LBw6cIsjp3UveJ5tdOYZzVjtXadPtAaV4TTJSHCd/MXp01hamYcyQ4zi8emcPXS7LCOf+6q+Tx49nRuWj6WV69ZpLcJkETd7ogUX5uQeHd/rAoaDDhD2mCXRIH52XpI/MSMOK5aOjpkgqBqcMmCUSwcnUSMVe5UQETu4C5qmh4C0xev0fLxSfxo9nBSHWZEwCQKWGQJl7fzwWFPq/IiTm+A7UWRia8cyST1gbPS3jvdwy6Jxpq91EUPsL2wDr+qEW8zdXmOWIvEyOToqpTKAlhlgZOmpPPS1fOJs1tCJshtx+N6T8sI7wsolEfooTcwMGhB6PRD7xieYCPRbkIUBcxSyxgqAHaTQEDVGJ8WMyCiXU6vglkSiLOZCCgqlU4vo5Lt3H/GNKZlhp8CcCQyfUT3/X00f7txKXb9eREEBEHg9BmZAJwza0RIXrokCjT6FFy+AGX1Hn73we7gtlte3sTih75g3u+/5LEv9oXdhrFpDt675Wi+vnM5d508uUfH+PpqxeYwpLGxsfudmoiJcAHA1karINzTbc6rJafShatprlxQE74U8QXzs7jjpElBnYMYi4jdLDNvdOSC0IIQOnETBkRZyKC/GbIG+9jUWO49ZXIwh93tU3h3S3G7/cwWkSqnj8Yuws0lARKsUsgAZTOLmPto1TGgQUa8lYvnjyQzwUpanIUEu4nKBj9f7ynH42nf1oyEFu+mSRYZlzp0y76ldZNWNmVk96Fu4XLilMyonzM2Gk6ATvp5WRQ4dXoGoiAgSyImSUAArLJIax0dUYCLjhrJ3vKeD8bdEWsRmTwsjg9uXcaTl81jQkYcY1IdnDglHUEQkESBqZmxPPThbnY1OZ5mjUwIHp+VZB/Sz7dBdJg+wjDOmpmc4cBmErHKAhndCG01896WIv7w4W4+217Mra9s4sKn1/CPbw6yan8FD3+6F4tJwmoSsVtMpDgsyKKeQqaoUNvo5/uc6j4bQ7vD7VNp8PiRRAGzJFLvDpDoMHPPqZM5a85wxqQ6OGVa9Pv0w4Wrlo/rdh+xlxa7LEJbrbaCGjc/nD2MyZmxJNtlvt1XQUmtmzW5VZhkCassIKKPW8n2Fo+7u2netqOolm/26dERiqry/Hd5vWtcmFwwd0S/XKczer6mHTmx3VgTo0aN6vG5TpzSs3rtnSG2dReF+Sw+9e1B/E3OFqfHz+NfHgi7Db95ZzuX/GMNuRX6HGVMSixXLRnNxQuywj5XW9oq7itG/cAhwZBNfPjPtQtDBHO+O1hBeUP7Vbm/fbovqIgqAFPSrewu84TYOV4FVE3BbhJQNN2gGJFgprjOhyaoeDvJpYmzSNR3I6bT3Ae2fj33lTnJqWxk/ugkEuwmahv9uLwBdpTUc8srm0iJtfLezUtDlMn/fN5M/vjxHurdAS6aP5JhMUM3VMvUzSRQEiKfJc4YHsu2Ij2qwSzAL0+fEvE52xP5GkZb8RKASxeO4ugpWczKSiQz3sZHO0o51mEmxiajKBprDlSyq1QvIzIs3tphhEkzVy4ayfPfF4RUWhDoXGleABaNSeaU6cPYV9YQEtL+mzOn8bMTfTz+xX4+2lHKpoJaPtlVxj8vm8tjF83hjY0FuH0K584diSQZIiwGkbFkdDLbC+sHuhmDgr9fOpc/f7YPX0Dj7AmjOPHBrvd/4btc/rEyF03TeHHNIWLMMhaTyAvf5zEvKyEYLRNnNemdgQAOi4zLp+BXNFRNYUure+8wC5hEEVmWWDouhXe2FPc6ei070UppvYeOSrmLAthNEl5FRW5lcbpaVZr47Q+nA7pw7t962YbDndyKriOYJNr38cPizcwakcianCo8fgW/qrUr2yc3OYDf3lKMs9XcSBAENufVsr+sHrdfI7faw9F/+oqMeDN1jQGSHbr3OiPWgkmWKKhpbFqJzwB0gyY0Qqt/DJwK18BUOGgmLa7/1uS83dzScFIRtDZzsHBnOllJNqoaW6JK423hmTr2Np7CcHPEj334Kw5V6YsYK7fq0RwvX7ewVyKdHdG2cpU/jJJ5BocvQ9Zgb0tzDrskEAyLj7fJ1LUqK6IBu8o6Hqj8ql5SKj3OjCgKJDusxFgtHKp0oWkBYkwCtV4VTQOrBGnxNr0TEnx4/Qqd2e3Nr6GAXiKkecUToKTWw8vXLmRLfi3/9/Z26poEUSobPDy3Opebj28p75bssPCnc2cGPxcWFoZcZyhVH+muSlBpFMKp371lGY99vo/8ahd3nTSZhJjo+7obuhshe8CUYfFsLghNj7h88ejgwHLWnBGcNSd0lWD0PR8E/7uw1sOY5I6/290/GMtli8fx5uYSGr26cKMAmATwddJ0iyzw5d5KthXWIkkSn+wq5dEL9JJQX+wu5d+r89hWWIvFJGKWRHwBhW/3VzIuPZZz5xollwyix+bC2uBEcQh1jx0yMikm+B62HTs6YuWByqBRpKgabr+CxSSiaRoJdjOyKARrY586I4O3NhUFx1ot+D8tOH0a1y4dwf+drqt851e72JRf184o1KOAhKCgXUelKa87djx//GgXnjaeygS7CaVpVW1YnBVvQKPO7UMUBS44amBXSgcb2wqrutwuCuCwmqh1+9GARLsJQRDZU9aA3SJjt+hTz8oGT8jcR9Pgu5xqbjw6mz99fjD49xiLjAh4A1rwNw2oGkU1+mCuqBpJDgvHT03nmsVjWJdXzWNf7GfFVzk8/W0uPz9hAgvHJPN9ThWiKHDh/OiNFU63j1+/t4viWjeT21QOeH1DEff/cEbUrhUuS8an99u1OhvTm2lsbOyxwTosIbL50sSMeLYUNgSflXE9EAhszS9Pm8KF/1hDo18lNcbM3T+YFNbx+dUtEYd9URbaapbwtrJN4rpJWzQ4MhiyIfFtmZgRxw3HjGVSZizxNplJGbH8/qxpYYV1qUB5gxdF1ZiXncxbNy5h069+wIIxyditZtIcJhJsJh45bxbf3nUc39x1HK/fsBirWcZhkYjrIsTZIsHUYQ7SW4UjTh8eT7zNzDET04IDYDMJ9vBeYGsPhMWOFIbFd/3Ym8XIe9iHP9nDE18d4H9birnkX9+j9IHSelps5KvIz14+nyVjk8lKtHLenK7rKTfT9u48+W0e/3fS+Hb7LR2XjMMqc8q0DGxmCYssMiY1hnnZiR2eV0BfSVE0LbhCvvFQDYqiUOP08cAHe8itdOJXVGpdLWq9U4cbocsG0eeUqZlIooAg6EKMBj1nbEpLZIzFJAbLDtnNMlcfPZrfnz2d4yalce3RY7jp2LH4FQ2HRcJuagpm7aAL3t0U1VNa56aiwRusud0aDZAlkRFJNtJjLZja/G4Oi4mjxyfhaDNeisAxE5LxKrpB+H+nTub9WxZz/5lT+c81C7jhmO5DwIcSJrHrsWdcqh27RcIk6RGHFknvq0cmteS+i4LAqdMysMotAcwJdhMev8LLG4qItUhYZAFZhLRYC1cdPRqxzdAtCHr6od0sc/+ZU7jx2PGYzRKNfoXdJfVomoY/oPL3rw/yz8uP4oufH8s3dxzT4xz0nvDbD3bzfU4V+dWNvLu1KGTbQOewq/0ojJju6PqZsNt7rnNjahO21xPh29YsGJPMsAQr6bFmMuMszM0Or/TzqxsKiLOZyIizIEkC7+0oCet4qY/Hi7b9l8MyOA12I84xuhgr7K24ZOEoLlkYmmeTU+7k8a8OEFB0g6J19yughxQ3CzQKgEUWmTkigZ//YCJPfXOAr/dWkBFnQRRiqXf7OWVaBqfPajGMJmbEMTrFQUWDBzCh4cckifpqudaiVCyIIoIg8dBZU/hwRwmjkmO45ugxwfP87sxp3P76VqpcXiySyP6KlnCgniC1HQmPYM6fP5oHPjnY6fZlE4dFfI1/rszB1xSqcaDCxfNr8rhq6Zhujuqa8SlW9le2rP4/fP7ciM4HkOgw859rFwL6ytmjPTjGLAnB7wZQ7vRS6mwv65oZr3u1/3juTO48eSKqAmnxVl5em8+a3JrgnFwAJqTHUFbvRRJFLHLLWxZjlpEkiZI6Z1BdNd4q4/QpTBkWx0lTM4L1kfuC7FbRBAZDiyuWjqbK5eGjnWWkp2u8PNANaoV1kHfXd540ARXIqXCycEwyo1PsHCx3ccr0DEYmxTAyKSZYKsnjCSA2RbaJooDdIjE3K55v91eHnHNSuu4EeH5NHooGcTaZusZQYVe7SeD16xcxaVg8L645xNPfHKS20Ydf1ZgxPJ57T53MyCQHb1y3iMUPf90cjU9GnIlv9lZiaQo1+/2He/jijmM524ja6ZDjJqXz1tbyTrffecokthXWc6iqkYLqRgKqSkDVcPsCZCfbsVtkTpqawblzRzJnzSFe+O4QeTUuGjwBfIrKiCQbdW4/ZkkECUanxHDGzOE43V4e+mQ/jV6FgKphkUASBKaPiOf4yRnB67dV4m42XNN6qL8QDqX1nUfkDYvvA7XZMBCikN7XU64/Zjy//WBPp9tjYnquK5PsMGMzifgCKoIAaV1UQOqIs+aMoMrl4/ucKsalOrjjxPYLCl1RXOumxuXTnzFZJKfSFdbxD587nbvf2K6LZ2Y4KOr+kLBYPjGNVzcUoKoaoihwUhT0NEwCwfKI0WJSup2dZdHTNxrqGAZ7N9x6wkRuPWEiAJf983tWHtRDwUwiWE0Sd5w0kd9/sIuAAnE2kRiLmeMmpfHy2nz+/tVBNE1jZxGcOj2T56+a3+E1/vCjafz+w900+hRuPW48F8zPYu3BKm58eRPVLh+iAHEWkaXjUljU9K8tC8Ymc+PycTz00W4UTeOtjUX4/CoPnjOzgyu2ZyhpVkwangR0brBfvrjn4iid0TqlSAOqopDLFu+wQpPBbhLBNABOlvJ6N4vGJPPN/pYaxA1elZe+PxSyn00WqPMGaH5SUxwtA+75c4fx+oYCDpQ3IEkiPzthHJcvbnFmfLS9hGdW5SKKAj9rSusYl+ogM8FGSa0bSRJZPjGZxy+e02ff06BjbENsofn2kyZz+0mTKSws5OWftfy9v8XQZEEXG22mrQryYEOSJH5xaugq5vGdLGparTJXLR0dFAK7fPEobj1+Aic88iUHKlvUmb/YVcYvz5iG3dS8Wi9hN0tUNnhRNA2zJLJobAqThsUDcNmibOaPTqKwppHFY1OxtfrRMpNj+Nflc/nDh3to9AaYOyqBr/e19Gmtq04YtOf02Vnc/8FeKprKlk1sY5S4vAq3najPm/7zfR5///oANS7dISuJIs9eMS8o+HvZomy2FdaRU+VCUzW0gMoPZ2Ty9tZSyuo9pMdZ+e2PpgJw0cIxXLRQHyse+2Ifn+0qIzPexl/OnxXavhnDeXFNHruK65FEkSuWZPfZvThuYho5FS40TcPcFBkmi3qt7PuaUjgGihOn9p8wYlkXjgsITzfgkvlZvLmpiNwKF5Ikcv2y8Bc7rjl6TMiiVjjUury4/Soa4FcV5DBV2H80eyQ/mq07+woLCxn56141o1MeOGs6XkVld3E9c0YlcPsPJkZ+0j6wAf50/ix+tOI7/Gr7cG7TIHc6D0YMgz0MXrx2IT98YhU5FXpoXnqclY+2l5BgN1Pj8uP2axwzMYlz5w7nZ69tC+mgdpV0Ll40ZXg8/7l2IYqiBEOBF4xNZvWdy9mQX8WW/BrGpsdzyvSuO981BytDrrmzi2u2RR5CIZ+SGCp81vzVJSDGLHGgopG0+MhUxqcPi2NLoZ4bbjdLXLlkdETnA9hb0hI1EVDhg+3FLBjbd6vLbXG6fVz9/AaqXb7g/Wt+alRNQKAlv3BEUkynNdBlWebtm5ZwqNJJgk1ul99/yvTMds+62Szx3OXzeG1jETazyPkDrL47VDGZh04/0RFyU+3whL6o09gFdnOoQGl3pRYPN249fgK3Hj8hZAyscYfmA5c1GYfXHz2GbUW17C9zkhpr4YUrF7DyQAWSKHBxm9zkiRlxTMzoOGWm3h3AG1ARRYFNBXWYJDGoDD1teHy0v+IRx/pfnkhBtRObWcZTW8nIX+vjQYJN5sRJ+mr3/729ja/3VlBS50HTwGbS7++qA5XMGZUU/L33lTUEHTEA24sb+OS2ZV1ev/mZ6YxXr1/c6RgTTa5YMppRyXb2ljYwNX44y34PNx03jmOmZDGvD6O/OkIWCRHy60hIua9oTnuJBrIs8+7NR3OwrI70+JgQAeX+wBPQV9ZVTUOWBApqB1+Z2IfP7dliXE+RZPC36nKjMdJPHZ7IRz9dxic7S0gVh3HBky06RokxAxt9cjhiGOxh8uYNC/nblwfxB1QuWziK8/+xBpMkktaUgP6r06cgSRLHTkjh673lQQN6dlZCp+d8f1sRf/hgD96AypmzMvn1GbpX1mqVWTohnaUTeiYcsnxiarB0CYSWuuqOtjlDRzLTRyRhlQXcTUtWCTaZAvR0B03TmJIZeVm3t29eyj+/PUhZnYerjx4TssLce0K7UGs/L/PtLG2g2qVPms2ygC+g550Kgl5Gxa+q+BSNBJuJt29cEjzu2VW5vLDmEKAr0Dd7vbNTOjboFUXh013lmGUhJMzRYTNz1dLIHR8GvSc7eWiVyyuvd7P6QBXxqu78tJpFJLNEdnLP8zGjQbzdTL23ZbU5Na4/Czb1PeX1bm56eTMldR5GJNh48pK5TMmMZ+WBllXv5vxns1ninz8+KuT4sekd9yVd8d62YlyeAGZZRJYEjpmYSrLdTEqcpVc56+ahpNwKPPrZXt7eXIQoipw30Qbo0RGLJg3nsz1lnDQlgy0FtQCYRAGvogUjIUYm2Dj9sZXUuv1MyYxj1vC44EKIIAgcOzE1Km3sbIyJNssnpbN8UnpQkPHao8dGTRE8PEJrsLRVO+9LTp85jH9/l4vLq7arHCOLAkIHmhNdcesrm1h1oBKHReYPZ08PptD0B7NGJpBX5QKEqD6Pg5n0OBt51S1jTLjK+h3h8ync//5OdhTVY/e3iBsHtCPP6dwdrYVWeztSGAZ7mMiyHBJ+Ems10dAUPhdrMZHQ9JCfPXcknoDGZ7tKmTosjjtO6lxl8lf/20ltk8L7f77P54czhzErKzyRjHCv2YxZFrCYJU6Y1H9qogNNndsfkgLgbnJJm2SBGKuJWneAhCjYJdcuGxv5SVoxIsHK7jJ9UiOKAkvGtE+N6EtGJ9sxyxK+gEJyjAW/qjJjeDwXzM8iJcbMiq8OkGA3c/+Z04IecZ9P4bnvclGaOqoX1hzikgWjQsJT23Ldi5vYU6obSB/tKOOR86LrSTboPaPTho7AX0G1i2ue34DTG8BfrxuOc0clkpGazO9On9qvbVG1UPEqtS+khweQv32xn+JafbJYUNPIE1/v58VrFnDd8+vZkF/DxHQH//5xxyllvWFtbhUbD1XT4FUQgMQYM7NHJvDjxb13CIbjID/cKapx88amIn1xQFV4aW0+AIqm8UBTHvMr6wtIc1ipbfST7DBT7wkwNTOW65aN5eV1BdQ06s7fncV1HH3MWK5YYmFHUR3HT0rjvHmR16oeipilFqNAV+rvP4N9WLyVtDgbhdWNKE0Wu1kWkWWR0SkxYZVafWdTAR9tL0XRNGob/dzzxjZW3XN8XzW9HQ+cNZ0Eu4mdxfWcOCWDH80+8iP6rls2lt++vxNfQMMkCVy6KDvic/7tq32sOViFqkFVvZ7LbpIFTCYR6xCLiXdY5KCdZ+7lAqlhsEfIX86byWNfHkDVNG45blxIp3TxgiwuXtD9wNPgbYlDCagaWwvqemWwh3PNZuaPTmJ0Zgq/PK1/J6ADyb6yegKqFgyF9zWttCfHmJElgcAgTeg3ywI2k6iXBjSJFNe7uz8oiqTF2fjdD6fy79WHsJsl7jp5IiOTWjwbz1zRfkKtEFrWRNVoUszvePDOqXAGjXWAtTlVIWGyBjqdieEdeui0PrmeWRKwW6UQ9e8jnbc3FeNs6pubRatWXDJvQFbOAm3Upr1tC1gf5rQtouFr+n7/uPyoDvaOnNc3FGIziQRU/d5mxFp7baybJQGzSRxSpVH9ihKSftf8fqzeXwmSHv2RV+Xi12dO4aPtZdS5/Zw9Zxinz9AFd1/4Pj/kfN6AGp083CFORoKV4hoPGnp6n8Nq7rdrf7W3Ao9fISXWglfVV0+XjEvCHhPH7Sd2nrrQERvza1FaPV/NkX39SU8WvI4kLlk4imqXj435NUxIj+Vnx0deGWNrQV27snbJMWZkq5l+LGAwKLCaBax+3VC39lJ/6rA02G+99Vbeffdd8vLy2L59O9Om9VzYo7m8VmFhYVQmXnHAL5c3r047KSx0hn2OeLWeinovGnpo+jiHr0e1biOhoKAAgF8sSyMhIYGq8vDKVhzOpAg+JE81Xp+KAJi9uhqxu6aMpVOysfrrKCys6/okA4DVX09MoOn5UsDkrqGwMHqGbPMzkZ+fT0JCQof7ZNvg/hOa8ssbayhsrOn2vEcPE/lsVxkAx09Oo7aqnNpO9m10+VEaqgg0qfbFmGVKSvr32Wx9HwL1ld3s3beMuPH5sPaPdr/RfC/s/hqGmSROyJb7vG8aLJi9NXjrKgBorNaf367ejb5kYmyA0pIqNE1DFARmJtoH7HfoST8RLmeMt7B2Zy0NHj9xNhNnjB3Zp9/P5Kkh4KzG1vR5ZnL497P1u2E2BbD6ov/+DVZkYE6yypqcKkDg6GECawHVWYkXPT1QFARiA/XcvqQ5EkwL3p8fjrfw59w8vAGFjHgbR2cKR8S964t3Ixx+OM7Kf9aWo2oaM5LiGW5y99t9lT21eOsqAS3YX965JFW/D2HOqeYmK/zHVY1fUREEgbSkgevvImWgn4lwOGuijbOa0luiMe+am6KxemsViqoFx1J3TRk2RzxnzMg+bH/T3mD11ONQ9BV2zacvtoVb7lnQwpFuHCR8++23jBkzhqVLl/L++++HZbCvX7+e+fOjF1pnYGBgYGBgYGBgYGBgYNAT1q1bx1FH9TyK7LBcYV+2rGv10NZ4vV683paSWmlpaYDu9ertCvtN/9nIdwcr8bdyjkgipMXqnuWSutASXrFWkQZP/4QwCoDdIiIAY1NjgzW221JYWMjUqVMZ/pPnEC26mM+O+0/qlzYONNN+/UnIZ399JaXP3hjVe9H2GmNSrLx7yzFRPSdEt53N96H53Xhl7SGeXX0ouD3RbqKm0U9pnTeoEB9jEbGbJRo8AdzRLuLZRIpN5M5Tp/Do5/sBqKj3hpS4AkJU621mkYCi4mt6PyUBxqTG8PZNSzu9xmsbCvjLp3rupbeukpynbmDuPa8gWexIosAHtywNhuUvevBzXF6lXahXtJFEXTToo1uXdqhyXOP0ccE/1wRDUwVB4J2blnapDxAuzf1EJP3lkcBA95d98e73lp48Ez9/dQvbi2oBqHT6MMsCcVYT9R4/voBKQNHf1+Zx8+FzZzIrKzF4/Efbi7n/vZ0AeAMa/n5IU5IABIICsgl2MydOSef1DQXBfSakx7LikrnAwD8TA8mMX39C6xlNR2NoNGjOMmj961tNIumxZqpcvg6fDanVb5gcY+G/1y9iS341N7y0MbiPLIp9khM90M/EQPYTHc0lWt+Hvx9v6/HcPdLvEe3jRWBbGMdf8NQaqht1O8BbV8HWR69hwm0vIFnsnDptGL86M7IU1L6eC/bFOftinn040fpeqN5Gip68gnHjwks7OCwN9nB48MEHuf/++9v9PS4urtcTUEdsHLLVjdLKapBFkK36pFr0hE6YrTYTLq1/6roKgNxUozcmNrbT79j8d9FiD748Q2VC3nZCITV9jua9aHuN1MTeP2+dnROi206p1XePi4sjKTER2VoR3B7jsOLUvIgeSTeOBZAtMjabTKPmRRT7ZlJtj7eRnpKIyebQQ4J9EmIb/1drg91kkSEQINBssItgi+n8XQBIT05Asuj5+LJVF0eRLHZkawxmWSIxscWYMNscuPH3Sd3S1kii/l2SEpM6LGsjmnyYbTFBQT9ZEklJjItqvn/zPYukvzwSGOj+si/e/d7Sk2fCEReLXKWPebJfRpZFZKsJWfOjSgpqK4PdZLORkpwQcq70ZE/wfZQkFaWfDHZNaBnHbTFWkhISkK3VLd8rNi7k+8PQHEPj7XbqWi9YdDCGRgMR/Tlp/etLJpEYh43agKfDZ0Ns9RvaHTbi4uLISAHZ6gg6N80mqU9+q4F+Jgayn+hoLtH6Ppx+es/1VSSLvd3wGs73iPQ+tD1eFsI73uZwIKv6mK14W+YTkiWGhPjBPxfsi3P2xTz7cKKj+xvuXO2Il+m79957qaurC/5rzieJhDtPmsiEtJjgzZMF+M3pU5g+PAFJFBieYEVEHzhSHP/P3n3Ht1GfDxz/3J2m94rjOLHj7JANGYQRGkqZYZcCLRRSaOluKVBauih00f4oUEahtJQCpVDKHi0khBEI2XvvxCPeQ7Zszbv7/SFbtrxi2bJs4+f9ehliSXf31fnW8x3P18afvzyX/NTY1I10N116VpKFUakOVFUhM8nO3VHU4iUOo5xex0vMFYvEXRNHOMP/VoD/fGtRn9fZXizKeeWJuV2+94V5ecwryMCiKmQk2vjVJTO4ZE4uaQlWVAWcVpVLT8zllxdNJ8Vpw9p8cGrdHaRdUJuXS7Bp2NucKhpw0excPjs1hyvn5mHVVHJSHCTaNFQllPBpzpgUnM1JnzISrXxtUQHTRqdh0xQ0RSE31ckPzp7U7fYvmj2aBeMymssQKoDVouK0anxrcWS2/zsvPAG7JbS9WOWZSrRpOK0KavM835oSeu3ahWO7nIM2yWlj6anjsFk07BaNmxaN77fkfDPufIeCH7/V6Y/ofynt7tSfmTS4p3W79ezJjEp1oqkKM8ekMjYzEYuq8JnJI5iRmxKaHq/5PnXR7FymjYqc93zx1GzOmDwCTVVJdVoZlRzb5Fl2S+SZqwJ5WU5OnZCJRVNJtlu57ZzJXLsgn+m5qWiqwohkBz88VxKjAWz9zfHvPROyEshNtaMpof0bzbVSJTQN0uy8VAqynOFnLauqMCk7icevncvknBScNg2bRUEhVIGckWjlM5OzsagKKU4rNzdf9yfnpHDRrFw0TcVm0fjmZ2I7g0tXfvi58XHZTlf6Kwlpf2/rcLt12aOMVH57QeR5OmNkdJVIXz0tMnHzsh+cGtXyt5wzmRSnFYuqcMr4TCCU02HciERuO7vv15AfnRN5/D5y9cw+r/O0cZHPGbGodvv7Oc7jf0j02JAcw96ioKAg6jHs9fX1pKam4nK5hlXtTnvFxcXk5eUN+/0Asi9ayH4Ikf3QqmVf5N38QpctZ/F8KBwocky0kn0RIvuhleyLENkPIbIfWsm+CJH90Kq3ceinvoVdCCGEEEIIIYQYioZkwP7tb3+bMWPGUFxczOc+97moB+4LIYQQQgghhBCD3ZAM2B955BGKi4sJBoOUlZVx4MCBgS6SEEIIIYQQQggRU0MyYBdCCCGEEEIIIT7tJGAXQgghhBBCCCEGIQnYhRBCCCGEEEKIQUgCdiGEEEIIIYQQYhCSgF0IIYQQQgghhBiEJGAXQgghhBBCCCEGIQnYhRBCCCGEEEKIQUgCdiGEEEIIIYQQYhCSgF0IIYQQQgghhBiEJGAXQgghhBBCCCEGIQnYhRBCCCGEEEKIQUgCdiGEEEIIIYQQYhCSgF0IIYQQQgghhBiEJGAXQgghhBBCCCEGIQnYhRBCCCGEEEKIQUgCdiGEEEIIIYQQYhCSgF0IIYQQQgghhBiEJGAXQgghhBBCCCEGoQEN2Ovr63n11VfZvXv3QBZDCCGEEEIIIYQYdOIasF955ZU8/PDDAHg8HubNm8eVV17JrFmzeOmll+JZFCGEEEIIIYQQYlCLa8C+cuVKFi1aBMArr7yCaZrU1dXx4IMP8utf/zqeRRFCCCGEEEIIIQa1uAbsLpeLjIwMAN5++20+//nPk5CQwJIlS9i/f388iyKEEEIIIYQQQgxqcQ3Y8/LyWL16NY2Njbz99tucc845ANTW1uJwOOJZFCGEEEIIIYQQYlCzxHNjN998M9dccw1JSUmMHTuWxYsXA6Gu8jNnzoxnUYQQQgghhBBCiEEtrgH7t771LRYsWEBRURFnn302qhpq4B8/fryMYRdCCCGEEEIIIdqIa8AOMG/ePObNm4dpmpimiaIoLFmyJN7FEEIIIYQQQgghBrW4z8P+xBNPMGPGDBwOBw6HgxkzZvC3v/0t3sUQQgghhBBCCCEGtbi2sP/85z/n/vvv57vf/S6nnHIKAKtXr+YHP/gBR44ckW7xQgghhBBCCCFEs7gG7I8++ih//etf+eIXvxh+7eKLL2bWrFl897vflYBdCCGEEEIIIYRoFtcu8bquM2/evA6vz507l2AwGM+iCCGEEEIIIYQQg1pcA/Zrr72WRx99tMPrjz/+ONdcc008iyKEEEIIIYQQQgxq/d4l/pZbbon4/W9/+xvLli1j4cKFAKxZs4aioiKuu+66/i6KEEIIIYQQQggxZPR7wP7kk08yY8YMLBYLiqIwd+5cAA4ePAjAiBEjGDFiBDt37uzvogghhBBCCCGEEENGvwfsLpeLl156iezsbMaPH8/69evJzMzs780KIYQQQgghhBBDWr+PYU9PT+fw4cMAHDlyBMMw+nuTQgghhBBCCCHEkNfvLeyf//znOeOMM8jNzUVRFObNm4emaZ1+9tChQ/1dHCGEEEIIIYQQYkjo94D98ccf5/LLL+fAgQN873vf42tf+xrJycn9vVkhhBBCCCGEEGJI6/eAHeC8884DYOPGjXz/+9+XgF0IIYQQQgghhDiOuATsLZ588sl4bk4IIYQQQgghhBiy+j3pnBBCCCGEEEIIIaInAbsQQgghhBBCCDEIScAuhBBCCCGEEEIMQhKwCyGEEEIIIYQQg5AE7EIIIYQQQgghxCAkAbsQQgghhBBCCDEIScAuhBBCCCGEEEIMQhKwCyGEEEIIIYQQg5BloAsghBBCDLSCH7/V5Xsff2d2HEsihBBCCNFKWtiFEEIIIYQQQohBSAJ2IYQQQgghhBBiEJKAXQghhBBCCCGEGIQkYBdCCCGEEEIIIQYhCdiFEEIIIYQQQohBaMgG7Pv37+fUU09l8uTJLFiwgF27dg10kYQQQgghhBBCiJgZstO6ff3rX+emm25i6dKlvPjii9x4442sXr26x8s//clhrj59CllJjvBrNW4/f1qxl/9tL0NT4MFrZ/D65ipW7q2gttGHoZs4HBpVjfpx168BmgJ+szffLjrjUlXGjkzncKWbem+QcSMSuG7hOC49KY+imkY2HKll5uhUKht87DjmItlpYazdC8CMO99BtSdw5J4l/V/QQaTtFE4tUzbFel+03cZQWGeKtwqA21/YwqULJ3LejFwufmglRTWNnDg6haO1Xhq9Xuo84DVal0+zQGayxuFaHaOzDfTACVk2Dlf7MYB0FcqbT7GsBI3J2U7ys9I5f5zG9f85ggocavPdK+oa+erTGxmZ6uCbiydRVNPECaOSWX2wmg/3VjB9TAq3nnNCh20u31mGbsJ5M3I6LVON28eKA8XUe/2sPVhNcY2boGGyv9xDoJffsyfsGqQl2Jg7OgFdtaKpCjecNp554zJD37few6oD1aimyfv7qphbkM6XTymIaRnWHq6mrM7L1OT+/KZDz0BeL/vj3I/GOfe9j9sb5G+XjgY6v4e2OFDewPYSF/MK0klPsPPL17ezs8TFrLw0zpySzXu7y1lfVEvAb+Dy+PH4TYLNyyZaQDGg0YDObp9JGlwwK4cXNpf1y/dMtUFueiKqCpOzU8hOdTA6zUl6go1zp+VwoMrNqgNVTEj0AXIPhY730L5QIeI+kqTBiHQnyRYVj25SUdeEOwAjEqHer5BoNVFUKyfkJGOzWhibYafM5afW3cTu8iby0pxcOjePZBus2FdNil0jxWnHYdUYlZaApsBVC/J7VLYVu8o4Ut3EJSfmRhz3u0pc7C1vYJyz9bnKYU9g3zC7TrRsO1gfepboy7nR1+8Rq+VHJsLan0e//BWPrqKopomfnZkNwBtbSjhrtpWcVGfU6+rMzJ+9RUMQspyw4c7B/3wZi2NiqGvZF4avqVfLK6ZpxiGkjK2KigomT55MVVUVFosF0zQZNWoUa9asoaCgoNtl6+vrSU1N5YQfvUhGWjqvfudUspIc1Lj9nPGH93D7jx+MDxXnTctmf2Uj3oBOgy8IhkmjX0dVFTKMetbd80Xybn4hfIMdTidQ2wtTsL6KkkeXxnRfdDan82BfZ9v9YHEkYAzyK8ORe5bQ2NjI9F99EPH6yGQbNY1+Am2e+iaNSGT5rYvDv3/vuU1sPFoLwOy8dP58zUnh94qLi8nLy+Os3/2X0iaFxkFwTbCoCrefO4Uls3K58an1lLkaqfOEvqACfO6EEfz1+gUx2dZDK/bz7w1FmKZJUrCeZT+/POLcaO/Tct043jzseXl5A3a97I9zv7fbb7lOtL+HtvhwbwW/eH0nQd3AqipUNHhpCgzyi0kPpDktjEp1UOryohsmhruaXfddK/dQOr+HDhXJdo1puSn8++undvu5O1/fziubjmGaJqlOW/i4f2VTMfe/uw/dMLF66vjw7iuG5XUils9Uff0esV7eAhyIYvnJP/0vfj10zWvZFwvufI3UlFQev24uBVlJPV5XT8oHQ+v5crhfLw1fE0UPXInL5SIlJaXH6xiSXeKLiorIzc3FYgl1EFAUhfz8fAoLCzt81ufzUV9fH/HTwuXx88qmEgCeXHWIpsDAP5jH0oo9lXibv1OTT8ft1zEBvTlwH666ezAXIYM9WG9x55t7O7zW5DcignWAQ1WN4X+7Pf5wsA6wtaiWWre/w3oavAG8wd72GYitoGHy3x1lvLqlmAZvAHebLg4m8PGB6pht652dZbTU41Y3+mK2XvHp0/Ye2uLFjcUE9dDxWdcU+FQE6wBNfp2DlY34mq8JQWNwXBsGwqfpHmoYBruO1VPX6O32cyt2VYSvi22P+1e2lKA33zDdfumR1JWhfMwEj/+RCC3BenuN/iAvt7teCtFTQ7JLvM/no7i4mMmTJ5OQkEBOTg5eb+cX29/97nfcddddHdfhqsLq9JAQHElxcTFZqhu9oTp84f00sNlUfKYVAN3txzRNDDPUIufzhR7wfXUVWJ2h2r7i4uKBKmpctXTNaeGtqwBiuy/ab2MorLOz/TCYFRcXk+/0dtgvukMj6I2skFI0JbyvdF2Hxhp8wdBnrJpGXWUpjXUaEKoQBPDUlqPrdoKD5Jpg8RjYvDZ8rkoMt49gm6+oOiwxO38t3lp8rlCXraaa4x8Tn5brRmfnV4uWY2Kgrpf9ce73dvst1wlvXQW2hOTwPbSF5qnF56oEQA/qBBujfdwdnDSLiqKGumsbCnhqY3/fGCp6cg8dKoJ2FaumUldZhru260di1VOLv94DhBqJWo57i6cWn6sOgKaacmB4XieO9yyx5idn9bgsff0eg2n5ln3hqS3HlpCMxZs46J8F+2Od/fGcPZS03Rd6c5d4XY+u4XRIdokvLCxk6tSpuFwurFYrDz30ELfddht79+7t0CXe5/Ph87W2Em3cuJHPfvazcS6xEEIIIYQQQojhbt26dcyfP7/Hnx+SLez5+fksWLCAZ599lqVLl9LU1ISiKMcdvw4wfvx4INRiEs3YgVhbdM8Kaj2tLQ+aAk5b6wiFUydkcd9VJ8Zse59/dBX1ntbuWt+an87SC89g9Df/gWpPQAG233VuzLY3mO0pdbH0yXXh34P11ex/9OvhfXHjqfn84NyOScoG2pefWEuZyxP+/VuLJ3LZSWNitv7i4mKmT5/e43Pjxn+sZ+exuvDv7Y/Z1zcX89v/7Q7/nmC38N6tZwKhhG5XPd6aJFJRFN789unYbFoMvgms2FPOT1/eFv7dYdH44PaeVdRFsx+ufOwT9pW7w63wdovK5Sfl8tMl03tc1vuW7eX59YU0+VvHpCc5NJb/YDFJjoG9RLfsi5Zzw6opbP7FOQNapoEQ7bnxadYf+6Ky3sM5D3xEoLkraSgvQxb3Xz2Xv3xwkCc/ORT+bGainak5yaw62NpiccKoVJ78SmxyOPRU+3Mjwaqy7mdnx7UMA+Xt7ce47cXt4d+D9VWU/v1bPTomvvbUBo5Uu8O/Lz21gGsWFkR85pv/3MDmwtZhSyfmp/PotfOOW64XNhRx37I94d9THFaW3bK4w+eq3V4ufOjjcBd3RVFicr1tOSYm3/w0mj2BWWPSefy645c7Vmbc+U7E7xfMGMkfvjAnbttv0f7cUBTYcMdi7HZ7j5b/5+rDPPz+gfDvqU4b7/zgM/1V3A6+9PgaDlU1hH//3LQcfn3pzF6tqz+ul199aj07SurCvy8Yl8mDXzyp6wV64II/fUhhTWtP5YxECytvP6tP6/zNWzt5Y+sxINSr+dBj3wgfEwA7hknMAXD+n1aGh4rpviY23vNFJk6cGNU6hmTADvCXv/yFpUuX8tvf/pbq6mquvPLKTj/XVZf4lJSUAX3wsicmoRqt42YtqoJmbQ3Yk1NSY1q+hMRkmszWngZZ6WkAqPaE0I/CsHkQzfarWBxJ4Zu1mhC6SLXsi/xRWYNyXyQmJWPxtR4jmRmxPUZa1tXTcyMpORnN3loJ1P6YzR6RgWZPDP/ucNrC75tWPzZnEkbz38CiqaSnp6BpsQnYR2b4IrZtd1h7vK+i2Q/OxGQ0u4HRHLBbrCrpqWlR/V0y0lPR7AmoSuhirgJWh5XsjJRwno6B0vI9Ws4Nm0UZlOdGf4v23Pg06499oasOrI5E9GBrpVVK8/UkKyM18jqS6CQlNRXN3lp5mZiUHPe/S/tzw+qwDJtjIzfbE5FcTmv+d0+OicTkZCyNrR07M9I6Xi+Tk1PQ7P6I33uyb0dmprU7VuydLqfaErA4EsPXbU1VyEhJwdHHgL1lW5o9Ac2eSHJyfI/L9gn/RmWlD8gx2f7cUBUYMWJEj5cfkZke+XdM6Pzv2F8Sk5PQGlpzVKSl9v5a1x/Xy+R2z15pqX1/FkxMSkFtbH2+tDv7vs/TU9PQ7C4ALI5QN/CWYwKGT8wB4EhICucUUxQFIOrn3SGZdA5gypQprF69mqVLlzJ58mQee+yxTj93xx134HK5wj8tYxEH2j+Wzseqhf5oVk3hsWvnkJXsQFUVctMTuPPCqTHd3i1nTybZbsWiqZw7PYfZ+ekR739v8fiYbm8wK8hK4tITc9E0FZtF47pTxobfS7Zb+MrpEwawdF277ZwppCVYsagKC8dncuGs0QNanrsvmdbtMXvOtBxOm5iFpqo4bRZuO3dy+L1Up43rTy3AZtFwWDVuWjQ+ZsE6wKkTR3Dm1JFoqorDqnHL2ZNitu62bj1nMqNT7WiKglVTmJqTwm3nRLetb31mPNNzU7FrKgqQaNdYemrBgAfrnXnn5tMGugjDWsGP3+ryZyhLT7Jx42kFWFQFVYHsFDt3XjQNgK+cPp5ZeWloqkKiw8LPLzyBny+Zyuj0BFRVISvJzt2X9LxHS6wpClhVhV9dPG3AyhBvp08ayeSRSSiEKldOnZDR42VvO3symYl2LKrCSfnpXDG3433s7otnkJPqRFUVclKd3H3xjB6t+6LZo1kwLgNNVUiwR95z2kpyWLjm5HwsWmj8+pdPKehzsN6WqiiMTHFw9yU9K3esLCxofa5LtGnceUnvWoVjRVVCP+dMGxnVcl+Yl8+8gtDfMdFu4Y4l8e3x+KtLZpCeaENVFcZmJvKTQdbj8pcXTyO7zbPXzy7se/meWHoSiVYNRQG7pvDwl2b3eZ23nTOJidnJqKpCssMW8d4ZE3t+zfg0+M6ZE3FaNawWlSvm9q5n7JAcw97i3nvv5fnnn+fdd98lLS2tR8u0TOsWbTr9T5uWqauG+34A2RctZD+EyH5oJfsiZLDsh+4C83hNkTNY9sVAk/3QSvZFiOyHENkPrWRfhMh+aNXbOHTwNeH00H333cdzzz0XVbAuhBBC9EVXQfNwmlNWCCGEEPEzJAP24uJibr31VsaPH8+ZZ4aSWNntdtauXTvAJRNCCCGEEEIIIWJjSAbsY8aMYQj35BdCCCGEEEIIIY5ryCadE0IIIYQQQgghPs0kYBdCCCGEEEIIIQYhCdiFEEIIIYQQQohBSAJ2IYQQQgghhBBiEIpr0rnXX3+909cVRcHhcDBx4kTGjRsXzyIJIYQQQgghhBCDUlwD9ksvvRRFUTpkeG95TVEUTj/9dF599VXS09PjWTQhhBBCCCGEEGJQiWuX+OXLlzN//nyWL1+Oy+XC5XKxfPlyFixYwJtvvsnKlSuprq7mtttui2exhBBCCCGEEEKIQSeuLezf//73efzxxzn11FPDr5111lk4HA5uuukmdu7cyQMPPMANN9wQz2IJIYQQQgghhBCDTlxb2A8ePEhKSkqH11NSUjh06BAAkyZNoqqqKp7FEkIIIYQQQgghBp24Buxz587lhz/8IZWVleHXKisruf3225k/fz4A+/fvZ8yYMfEslhBCCCGEEEIIMejEtUv8E088wSWXXMKYMWPIy8tDURQKCwsZP348r732GgBut5uf//zn8SyWEEIIIYQQQggx6MQ1YJ8yZQq7d+/mnXfeYd++fZimydSpUzn77LNR1VBj/6WXXhrPIgkhhBBCCCGEEINSXAN2CE3hdt5553HeeefFe9NCCCGEEEIIIcSQEdcx7N/73vd48MEHO7z+8MMPc/PNN8ezKEIIIYQQQgghxKAW14D9pZde4rTTTuvw+qmnnsqLL74Yz6IIIYQQQgghhBCDWlwD9urqalJTUzu8npKSIlO5CSGEEEIIIYQQbcQ1YJ84cSJvv/12h9f/97//MX78+HgWRQghhBBCCCGEGNTimnTulltu4Tvf+Q6VlZV89rOfBWDFihX88Y9/5IEHHohnUYQQQgghhBBCiEEtrgH7DTfcgM/n4ze/+Q2/+tWvACgoKODRRx/luuuui2dRhBBCCCGEEEKIQS3u07p985vf5Jvf/CaVlZU4nU6SkpLiXQQhhBBCCCGEEGLQi+sYdoBgMMi7777Lyy+/jGmaABw7dgy32x3vogghhBBCCCGEEINWXFvYjx49ynnnnUdhYSE+n4+zzz6b5ORk/vCHP+D1ennsscfiWRwhhBBCCCGEEGLQimsL+/e//33mzZtHbW0tTqcz/Ppll13GihUr4lkUIYQQQgghhBBiUItrC/vHH3/MqlWrsNlsEa+PHTuWkpKSeBalU29uK+GPy/ZwuMoLQIbTQoMnSGCAy9UTdg10E4IGKMDoNAf//c7ppCTZu11uxp3voNoTADhyz5I4lHRwKPjxW+F/B+urgNZ9EYv90Hb9EJt92x/rfHX1UW5+bQfQuh/m/Xo5uSPS+fYZY7nj1T0ETbCqYBig93mLXbOooBtgtns90apw6qQRVNd72VRcjwJ8Z/F4bj3vhPBn9pbV89v/7mZ3aQPZyXbSEiwcqmykyW8wryCNOy+aTl5GYlTlueihj6j1a1gtKv6ggcevo5sdy9efNAVSHBYev24u88dlxXHLkWJ5bgwlLedcy7khWl3251V84ZRJfOMzEyNe13WdX721mwMVjczJTyPZpnHfu/vwBU0sKiyeMoLiGg/7KtxoisKELAd7KzyYhK4BeWkOjtR443qetZdsVzlhVAojkx1sP1ZPk1/njElZ/OrSmThtWsRn5R7a8R4aa5NHJjFxRBIPXj2bhfe8R5W79alMARwazM7P4OFrTuSjfVX85cODHKpyE9DBpsHIFCdZyXZ+fekMXE0B/vLRISyqwi3nTGbaqNQelaG0zsMPXthCbVOAy07M7XDct9WyHz769izy8vL6+vV7rD+eEXqz/c6Oh2jL0tfv0nb5285L4zuLT+vxsvvKqjnngTVA6Pg6HOW2n119iJ++thuANL0OgEsf+ZhF0/O46+KZUa2rM6WlpZzyp03h32P1d+7P59ZYHBNDWdt9a/iaerWOuLawG4aBrnd85C8uLiY5OTmeRengUKWb/3t7bzhYB6gZIsE6gE8PBesQCiiK67xc9OiqAS3TYNX+ohTt+/2xzYFaZ0uw3pY3YHCk2sMPXwkF6wCBfg7WIXT8dvaQ3hgw+WBXBZuK64HQZx764FDEZ25/cRtrD9VQ5fax81g9Hx+o4ZjLR50nwEf7qrj9xW1Rl6ewuol6n051Y4AGn04wzsE6hCrhaj1Blj65Ps5b7lx/HMeD1XD6rr1RWtfEn98/yCcHKiNev3f5fpbvKudwlZvn1x3lnrf34mu+kAQNeHd3JXvK3RgmBAyTPc3Besv7hwc4WAdo8BlsOlrHm9vLOFrdRJXbx1vbS/n1mzsHuGSDQ7zPjX3lbj7aX8ncX78bEaxD6Jrs0WHD0Rqu//s6fv/2HvaWu/Hrofd8OhTWethf3sA3n93Iz1/bwf7yBnaX1nP7f3p+X7jpmQ3sLHFxrLbz474zix6J/r4TS/H8O8VyW31dV/vl7327LqrlW4J1CB1D037+36iWbwnWAaoagwCUuTy8vLGEJz8+1NViPdY2WIfY7PvB+owqWsU1YD/77LMj5ltXFAW3282dd97JBRdcEM+idHC4yk3QGOjHhNiqbRwq1Q1CdO94R3Jtkx+9+fxtfxYHDZMqtz/qbQ6mq4E3YAx0EYTowDRNtpW4Il4rrG5tPQgGzUF1HkWjpTdNS/l1w6S4ztvdIqKfNXi7rjY2TCiv9+ILGF0ec66mAJ5A6zrqPIFOG5E6U9PYeg/p7LgX3RvKwVtTIHZXsV1lDTFblxhe4hqw33///Xz44YdMmzYNr9fLl770JQoKCigpKeH3v/99PIvSwbyCDNISrANahlhbMC5joIsgmnU/MGHwUZRQV7DBIqFdYdqXbdqoVOzW0OXMorR+RgEcVo3ZeWlRb1NRBs8eGJXqGOgiCNGB02ZhycyciNc+d0J2+NxJtGu060E+qK4r3bFbVDQF1OYCO6wan5k8YmALNUgMRPOKoijMze+6+7pFVThtYhZZybYuH2ynjUpmdHprl/2pOclomtbFpyPNaXMP6ey477TMPVrz8DCUuj9b2x1A00dGN5yuq+NP01Qum5Pbu0K10X4sc5JNjrThIK5j2HNzc9myZQvPP/88GzduxDAMbrzxRq655pqIJHQDIdVp48ml8/nPxmIe//AgiqLw9dPGsmJPGTvKGvEHQyexRYHGLipkbUCQ5kBBAdMMdSNW6L61zmlR8AR7XoPnUMGiqTQFDFQgM0ljfHYqjb4glfVN2CwWzp6Ww88umt7jdQ6li2lfHblnSbe1vbHYF+23sbcf1hmrco778VuYwIhElRJg2qgUzptTwDfOGMsVf1nH0epGZo1Jxhs0OVxeT40vch3zxqTSFNTZVdb7qRkvPEFhT5UDr99E0wMcdYdOMguwZOYo5o5LZ0qWnW88vx27pvLu90+JWP6RL83h2bWFrD9SS36Gk6mjklm5t4o6T4DPnpDNFxeMjbpMXzo5j+J6g+w0B9X1AaqbvDT6glS7PNRG32AfISvBwug0O1uPNUa8PirFSiBo0ug3yE5USXQ6yM9M4JEvndS3DcaIXCdEi4tm53LjmdPJy0iKeP2yk8YwItnO5sI6TpuYxYhkK99/fiuF1Y3kZyTy5VPGEjR0Hnj3AJmJVq4/ZSx/fv8gVY0B8jIcXLMgn6dWH+VQZSP+5o4lo1Nt1Hn8NPpD99PsJAvl7mC/fC+7CpfPzSM3zcmM0cm8t6eCusYAF88ZzdnTuw7ShtO58ed258ZngWf6YTsqMD7LycnjR3DKxAwunDWa37y5kxc3lZDhtISGASom+RmJfG5aNtefOp6SWg/PrD7ElsI6Suq8jMtMYNzIJNKddm4+ezJuj59/ri3EYdX40vz8HpflkWvm8teVBymqbeLak8d2OO7bc1pg96/je0z0xzNCb7cdy3VF+z36uvz+3y5hwa+XUekOcNKYZF76zhlRLX/oniXM+9UyGrxBvnrGOH7+KCyZmcsVCydz8oTMqNbVmQP3LGHWnf+l3meSnWhh3c/P7fM6++v5sqtjYjhdL2NFMVsmQ4+DlStXcuqpp2KxRNYTBINBPvnkE844I7qTojfq6+tJTU3F5XKRkpLS79sbrIqLi8nLyxv2+wFkX7SQ/RAi+6GV7IuQtvth1m8/6vQz8XgA6e+Kxp6QYyJE9kMr2Rchsh9CZD+0kn0RIvuhVW/j0Lh2iT/zzDOpqanp8LrL5eLMM8+MZ1GEEEIIIYQQQohBLa4Bu2manY4Lra6uJjExujEiQgghhBBCCCHEp1lcxrBffvnlQChpyNKlS7HbW1Nw6brOtm3bOPXUU+NRFCGEEEIIIYQQYkiIS8CemhrK7GmaJsnJyREJ5mw2GwsXLuRrX/taPIoihBBCCCGEEEIMCXEJ2J988kkACgoKuO2226T7uxBCCCGEEEIIcRxxHcN+++23R4xhP3r0KA888ADLli2LZzGEEEIIIYQQQohBL64B+yWXXMLTTz8NQF1dHQsWLOCPf/wjl1xyCY8++mg8iyKEEEIIIYQQQgxqcQ3YN23axKJFiwB48cUXycnJ4ejRozz99NM8+OCD8SyKEEIIIYQQQggxqMU1YG9qaiI5ORmAZcuWcfnll6OqKgsXLuTo0aPxLIoQQgghhBBCCDGoxTVgnzhxIq+++ipFRUW88847nHPOOQBUVFSQkpISz6IIIYQQQgghhBCDWlwD9l/84hfcdtttFBQUsGDBAk455RQg1Np+4oknxrMoQgghhBBCCCHEoBaXad1aXHHFFZx++umUlpYye/bs8OtnnXUWl112WTyLIoQQQgghhBBCDGpxbWEHyMnJITk5meXLl+PxeACYP38+U6dOjXdRhBBCCCGEEEKIQSuuAXt1dTVnnXUWkydP5oILLqC0tBSAr371q9x6663xLIoQQgghhBBCCDGoxTVg/8EPfoDVaqWwsJCEhITw61dddRVvv/12PIsihBBCCCGEEEIManEdw75s2TLeeecdxowZE/H6pEmTZFo3IYQQQgghhBCijbi2sDc2Nka0rLeoqqrCbrfHsyhCCCGEEEIIIcSgFteA/YwzzuDpp58O/64oCoZh8H//93+ceeaZ8SyKEEIIIYQQQggxqMW1S/y9997LZz7zGTZs2IDf7+f2229n586d1NTUsGrVqngWRQghhBBCCCGEGNTi1sIeCAT41re+xeuvv86CBQs4++yzaWxs5PLLL2fz5s1MmDAhXkURQgghhBBCCCEGvbi1sFutVnbs2EFmZiZ33XVXvDYrhBBCCCGEEEIMSXEdw37dddfxxBNPxHOTQgghhBBCCCHEkBTXMex+v5+//e1vLF++nHnz5pGYmBjx/n333RfP4gghhBBCCCGEEINWXAP2HTt2cNJJJwGwb9++iPcURYlnUYQQQgghhBBCiEEtrgH7+++/H7N17d+/n+uvv56qqirS0tL4xz/+wbRp02K2fiGEEEIIIYQQYiDFNWCPpa9//evcdNNNLF26lBdffJEbb7yR1atX93j5pz85zNWnTyEryRF+zePXeXdXGcdcXnJTHZw7LQebTQNgb1k9qw9UUdPk561tpfgCOmNSLZS6g9Q3BfD4DQwT0uyQlZqI26cTMAzmj0mhqMHPgfJ6gkHITYXDtWA0bzPHCmWBzsuoNP9A6+dVwGx+XQM0FaZmJ5CW4iQQNLBpGpOyEzhv1mhOGptBUU0jG47UMnN0KhNHJnOkys3mwjpyLI0AzLjzHVR7AkfuWdLjffdpUPDjt8L//vg7s4HY74uWbVw2K5H7v7Q4pusEYlbOCT9+Cx0osNZ1eO+h9/axt9TFpJHJVNUHGJvlJCvRxs3/2Q5AlhVOn5aDxaKwu8jFzoomAMbYoNgfWodVgYAZ+neyTcGimjR5wddmO9NH2Cly+bBqGudNTOBf2xtQgS+dnIfdopKb5mR6hsK1/9yNw6rwxPULeH59EXPHprNoUjpX/WUdmUk23vz+ZwCoqPfwwe4Kqhr9zMpP4/SJIzp8t+U7y9BNOG9GDgB1jV5e2nQMR8DV4bMf7Klgf0UDOUkqD31wmLrGAE2+IEEDnDao9fZq14el2RTyMhyU1PsZmexg/vg0puZksGRWDh/sqWR0moN54zLD323VgWpU0+T9fVUk2BXOnJLD2dNz+laINtYerqaszsvU5NDFabhfJ4L1VQNckqFnb1k9u47Vs2BcJgcrG9hb1sCFs3Ipd3m5d9luUpwWKur9HKpoINGu0eQPEgiaTMlNxa7BMZefareHeh8kWMAbBB3ITbawYHwWO4/VU9nQRF0Pzz2t+f92FVChKRj6Pc2usHB8BtVNAYI6TMxO4mhNI2l2GznpTj43bSSqolDb6OfcaTkcqHKz6kAVExJDV7Dhem6c/eO32N/87/b30FGJCiOS7eyv9uJpfr5RaX2OAchNgnq/gh4w8Zihh9FUh8LMMWnsKqunya+jmJCXkUCDT8cXDBI0FKyajl2zMTE7kT1lbnJT7BxzeXFYNVISrZw6IYspI1OxAa9uP0Z+RgI/vXA6brebL/xtAykOC0tPm4DNonDWCbG5Zu4qcbG3vIFxTm94P2SlJbDpzvgfE/3xjBDttluul305N/r6Pfq6/MQfv0UQGJuu8uGPzo96+fb30De2lHDWbCs5qc6o19WZRb97hyJXkClZDt657ayYrLM/jp1YHhNDXcu+sPuaerW8YpqmGcsCxUNFRQWTJ0+mqqoKi8WCaZqMGjWKNWvWUFBQ0O2y9fX1pKamcsKPXiQjLZ1Xv3MqWUkOPH6d6/6+ll3H6vEEdBJsGjNHp/LU0gV8uL+SX76xk9I6b8QNZzBLtKlcd2oBy3aW4w3oWDWVaxbk8a/1xfiDOoa7hjW/uZK8m19AtScA8b+4D6S2F6ZgfRUljy6N6b5ou36ITdDefp0Q23K27AeXy0VKSgrn3PcB+yoa+7T+eFOBj370WW54ch2HqxvRDZNkh4Wr5+fz4wtOCH/ue89tYuPRWgBm56Xz20uncdHDn1DX5CfQUMXe+78c3g/3/Hc3/1pXSJM3SDCO30UD7FaV9EQbiqJw3cKxLJmVy41PrafM1Uidp/VqZNcUzps5ij9dfWKft/vQiv38e0MRpmmSFKxn2c8vH5bXia7OjVm//ajTz8djv3R2DYjn9gGKi4vJy8sLnx+deXtHGb/77y6ChkmTXyegGyiARVWo9cTzLOo7VYEEq0ZqgpUUh4VSlxfdMDHc1ey679pheW7A8e+hg8noFBsl9f7I19IcnDIhi3u/MLtP635lUzH3v7sP3TCxeur48O4rBuyY6I9nhN5su6/PVH39HrFePkGBXb/r+fKd3UMX3PkaqSmpPH7dXAqyknq8rs6M//FbEbFIohV2/iq2z6zQP8+Xcr0Ew9dE0QNXdnsP7Uxcs8THSlFREbm5uVgsoQ4CiqKQn59PYWFhh8/6fD7q6+sjflq4PH5e2VQCwCcHKzlW58EbDJ0G3oBOYU0TGwtreWlTCS5PYMgE6wAev8EL64vwBnQAArrB02sK8QdbftcHsngDqruH3v7yyrahFfgCHKrqXS3gQDKAlzcVU9XoI2iYmECTX2fFnorwZ9wefzhYB9haVMuza4qoawo90LWvw/zvjlJM04xrsA6h1sSmgBH6HqbJf3eU8eqWYhq8AdzeyKuRTzfZeLQWj7/v5/U7O8vC+6C60XecTwvR0cubigkaoWOo3hPAFwgdr3VDLFgHMEzwNN9HD1Y24mt+RggaQ+mJILYG4h7aF+2D9RZrD1Wj9/FZ6JUtJejNx7rb30V3STHkjpm2mqJs1uzqHtroD/Jyc8zRF+2vPI1y2A0LQ7ZLfPskdV11FPjd737X6bzvPlcVVqeHhOBIiouLUTz1+FxVGG4fumGiqQp+047RWI3mqcFsqCLoHTpBrkUBm+bE19R6aqc5rdQ1909rqikHwFdXgdUZqu0rLi6Of0EHQPvurd66UDAXy33RWRfawb7Olv1QWFhIWloahruaYHDoPZTafCPQG6oINt/FFE1FdfrC+0rXdWiswddceWXVNNKVdAINVZimiac2cj9YvbX465sI+uK/L1QFAqYNXVWwWBKxeW34XJUYbh/BNpcjBTCtCVSUFqNpWpfr6wmLtxafK1RZ01QT+3NjqOjq3Oiqe3w89kt3XfNjuf2Fv13R6etrfnIWRUVFQOv50RmrtxafqxoAo8GPoYDfomD4DfQh16cPFFXBhw2jueLeUAhfJ4b7uQGd30MHE4XQUMK2fIqdBKuF0tLSPq3b4qnF56oDBv65qj+eEXqz7c6OhzU/OavHZenr9xjo5Tu7h3pqy7ElJGPxJg76Z8H+WGd/PGcPJW33hd7cJT7qykJzgHg8HvOSSy4xJ02aZM6ePds899xzzcOHD5umaZrl5eXmueeea06cONGcPn26+dFHH4WXa2xsNC+99FJTURRz0qRJ5ksvvWQahmGOHDkyvHxbXq/XdLlc4Z/33nvPJHTtlh/5kR/5kR/5kR/5kR/5kR/5kR/5idvPunXrooqbB7SF/aabbuL8889HURQefvhhbrrpJpYtW8aPf/xjFi5cyNtvv8369eu54oorOHjwIBaLhXvvvZfU1FTOOOMMlixZwre+9S3q6+spKCjodPy63W7HbreHf58zZw4Ak29+Gs2ewHfOnMi1p4yL0zcePIqLi5k+fTpFRUVRjaH4NNhT6mLpk+vCvwfrq9n/6Ndjui8+e+/7NPlbu3/+bMk0Lpw9Oibr7i/9cUzUNXo5/8GPwz1gFEXhze+eTmabZI+DTbT74Zz7PqDe29on7ZZzpnLlvLz+LGLctOyLluvlBTNy+cXF0we6WHHXfj8k2q2suHXxQBdrQAzne0db7Y+J3LQEXv7WaQNdrAHRfl88du1c5uRnDHSx4m44nxsvbCjivmV7gFAP1kOPfSN8PKiKwsofLg4PYx1Ohsoxceu/N7PqYGsr8AmjUnnyKwtitv6hsh/6y2m/W4Fuhnpp6r4m9j1wHRMnToxqHQN29jgcDi644ILw7wsXLuSBBx4A4IUXXuDw4cMAzJ8/n5EjR/Lxxx+zePFi/v3vf/OPf/yDlJQUli5dSmNjI7/85S95663Ox8f4fD58vjZjSBpDY4k1ewKaPZERmenD8uBp+c4pKSnD7vtn+1UsjqRwEKkmhDK7xnJfOBKS8CmtQdzIIXCc9ccxYbMlYHUkhsf4qarCiIwMkhyD98Yd7X5wJCbTaLZeY0Zmpg36v3VPtXyPlutlWurwu15Ax/3gSLANy/0Aw/ve0Vb7Y8KZmDhs90fbfWFxJJGTlTEs98VwPjdGZqah2RMBsDhCXX5bzg2LppKRMfwqcGDoHBMpqalodk/498Sk5JiWd6jsh/5iTUiE5iGmLUO6ox2+OGiemh988EEuuugiqqurMQyDESNap2EqKCgIJ5QrLCxk7NixZGdns3r1am6//XaSkpKYPr3zVp+uxrBrisK8ggy+MC+/V+XdXlzHnrIGFk3KinqahkOVbu5+cxduX5DL5ozmmoVje1UG0TsFWUnMGZ3MRwdrUYCLp45kZ4y3cd0pY7n3nX3opskJOcmcNS0208esPVxNUU0TZ00ZSXqSLSbrjKW3d5QRCOpcMDMHTdNwOCx8+ZQCnl1zFICrF+QNimD94wOVPPLeAQC+feZETp/Ucdq3nrrt3Mn86s3d+AI6c8emc1FzT4pdpS52ltSzcHwGeRmJ4c/f89/drDtSw+g0J7++bAapzsH3d2zP4zfIStK47ewpA12UuCpzefhofxXpZihZqcdvYFUNlp4S/2t2V8eTiBTvTPqNPgO7qnPr2ZNivu6hxuM3OG1CKpNzOj6QD/Z7Vyy9sqmY007IY+LI5IEuStxcNHs0D63Yz8HKRoxgqIJeN0HF5GuLxke9vr9/fJj/bi8lLcHKnRdNk2teP/v5kqnsPFZPqctDRoKNuy+JTU+6X7y6jQ/2VpGpuAH48hNrSU9L5RcXTmP8iMGX76K/fPMzE/jTin0YJlwwfSS7erGOgX9yBn7729+yf/9+HnvsMTwez3ETyrV9v/177d1xxx3ccsst4d/r6+vJy8tj1R2f61DL4/L4eX3LMUYkO8JzM3fmlU3F3Ld8H4Zp8teVh3jsy3OjOvB++sp2CmtCNZCPfXiQE8emMW1Uao+Xj6Xn1h5h1rhcTpmYNSDbHwhV9R7WHa2j5TBatqss5tt4b08liQ4LhmlS2xRgb1k9Uzp5iInG4x8e5Ok1RzFNk3+sOsJTNywgM8l+/AXjwOXx8+W/raWo1kOCTeO1rcf42/XzAbj1nCnces7gCfR0XeeXr+3CEwgNWbjz9Z0su3lRr5O1XThrNBfOGs1rm0toCgTx+HU+3FcZntbKadV45JqTmJKTwn82FPHGtmMAlNd7+c1bu/nDFbNj9t36S4JdQ1HgjR2lfOFT0t3/eI5Uubnp6Y00+oP4XaGugtkpdiwOOyv2VnLjGRPiVpYVu8v46Ss7aPLrpDgtPH7tPKaNHph7hohkAkETHnj3AIunxqZidqjKTrFTXOeh2u2LuDfd9sJm3t1dicOq8tQnR3j6Kyd/qoP2P39wgCfXl/Pry2Zw+sTeVwYPJduL62jwBUmyW9D9oXupTVXQVI395fXHWTrShsPV/H3VYUzTpNTl4Wev7uSpG2LXPVt0lJbo4E9Xz2H1wWrm5KX1eeo5gL98eIBn1xVjmiZH62uBUCV4lU/lZ6/u4F9fW9jnbQwVe8vdWFQNMCmq9fZqHQMesN977728/PLLvPvuuyQkJJCQEJqfr7KyMtzKfvToUfLzQy3h+fn5HDlyJOK9tl3r22s/hr0rbo+f659YT6U7tCPXHa7mFxd1XsP02tZjGM0VBY3+IK9uLuGWHgQknxyo5J1dZeFgHcAwTUpqPAMWsP991RGsm6q4adE4rjt1eIzl31hYizfYWtHj7ofs/3vLGnA1j2tu8uvsL2voc8D+dpupQmqb/Ly9oywmvTNe3ljE9hIXp4zs3fIev84XH/2EXc1ztvuCOrtL6ymp9TA6PbreJ/Hg9uvhYB1CUzjWeYJkJkUXsG86WsNrW0uYNzaDFXsqWH+4BoDXtxwj2WEJT2vlCei8tKmEn1yQwtGayKnyKhqGxrRpDV6dJtPP5sLaYROwv76llMbmPBShCQLB5QlgNYPUNnU+TVR/eeT9g1Q2+DCBRl+QRz44wCPXzI1rGUTXDDN0zR/uXJ4AWAKUu7zhgP3eZXt5bWspumHibr7cLdtVxlULete7cagI6AYvbSyJe8D+2IcHqKr3cdMZE8hOjV+umF2l9VQ2+DFMk6A3dN10eXVUM8D/dpRxr673uFL8SE1TRGNcXZyvt0PBsl1lrDpQyVlTR3LG5Ow+r2/T0Vpu+c8WAkEDTVX4yQXTum247In391aG/47tm1bjfQ8daG9uLQnHHeuPRFeB1WJA52G/7777eO6551i+fHnE9DBf+MIXeOSRRwBYv349ZWVlnH766R3eO3z4MB9++CEXX3xxn8uy9khNOFgH+ORAdZefTU9orRk2TJP95Q089sGBbudA/t+2Ur717GZe3lhCZYOfhub5aEckOThl/MCO7TFNk2W7Ko7/wU+JOaPj0E1NCT3EGSaYhkm7TiO9ktbmuFMUhbGZCX1e5x/e3s0v39jFixuLueWFrb1ax/t7KthT2TrPfJPfwGpRSXWEbs4ev85jHxw47jkSL6lOG9NzWyvIpuakRN1T4ZMDldz41AZe3ljCT1/Zwfu7m6du8etsL3HR4I2cbzq3+cHp0tm5OK2h/aIqCktmjurLV4krEyir9xz3c58Wo9I6Puw2+Q0afEE8vvjOJ17l9oUfeExCvTPE4BLQh94UmLHW5Deo9QQZm9567qzcWxl+0DRM8AUNRmcMvorc/jAyOb494Jb+fR2PvHeAf28o4vJHV1HXGL/rhImBaZrh55622jaQ9MRZU0ZGPGd/ZvLw6KXQU/9cfYTbXtjKyxtL+N5zm3lzW9/ndn91SwluTwCXJ4DbG+St5p6AfbFoYhZdPfou6sMwxKGo7TnQ29mSB6yFvbi4mFtvvZXx48dz5plnAqHW8LVr1/L73/+eL3/5y0yaNAmbzcYzzzwTzi75wx/+kBtuuIGJEyeiqiqPPPJITJJZjElPQFOVcHKstAQrv3x9Bx/uqyLJrnHnhdOYNy4TgF8smcYdr2yn1OWhosHLthIX20pcrNxfFe7i8czqIxTVerh0di7TRqdy/4q9NPqCWC0KdovCyBQ7S08bx4WzR5E0CMawZiUPfBni5XBtZKtmy7lzzV/X8PsvLmBablqft2FRlda5XxWF7NS+37i/OH80t7xQjS9oMHlkcp/GXbd4b09rDWjA6N1VpLi2kfYjUyZnJ1FW72Oi08ZFD33E4epQQP/ChmLeu20xALVuP09+chhVga+ePi6u58Gj15zIK1tCN6TL5uRGvfxLm0oINj+gm6aJXzcxvcFwoL69uJaZo9M4WNWIJ6Dzt48OseZQNV9ckM/frp/HR/urOCEnOXxNGSqOtesh8Gn2hXl57CmrZ8ORWhIdyWxs816pK74VF/Pz0ymq8WACqgKfnTx8hjANFdGFJENftdvH31cdxmHROH9867Xbr5tsLnZxenOrX3qijdQEK66mACZw3vSR/d7q/Js3d7FiTwVOm8rPLpgW9yF/VW4/GRYnXzmtIK7b3XHMFf63yxPgowPV4Zwq/W1UirNDoN7W8YavtpWeZOOpGxbw9o4yctMcnDm1l93/PqXe3F4a3p+6YfLKphIunNW3v3OTP0BVY0uiZJ2qhr5X9nz7s5M4WtPIqgPVpKWkUgR8ddF4xudmcdYJw3v4UG8MWMA+ZsyYLk/gkSNHsmzZsk7fS0xM5N///nfMyzMlJ4VvL57Ii5uKSXZYOW96Dn9asQ+AmqDO79/Zy3++cSoQupg89uW51Lr9XPjwR/iDOrVNQcpcXm78xzrGZiTwzq5yAN7dVc703BRKar0EDJOA38SmwYwxaYMi2VxOipMxI9O5c8nwmaqpsLrz7ihbi11c/NAq1v30bDL6OL4u0apSo4BpgsOiUNfY9xa5p1YXkeK0AqHuRP/bXsr5fWyhzU62U1Lb+yDs3+sKeWr10YjXVGDnsXq+8c9NfPescRxobn1XgKPVjRTXNDEmI4GvPbMhHPisO1Ib1/FMmqZxxdzed+2eNDKJZW0yFWYn2yl1ecIP7U0Bk1KXF5tFo8mvU1znpbjOy4f7qnjo6tl8+ZSCPpV/oJS6hlfL7plTswnoJploPNfmdV+8O4qoChY1VDNvVRX80pg76OjDKGL3+3Vu/MeGcK/ElVsi7yFtH/Z/e9lM7nx9B3WeABfOHMXS0/p36N3aw9X8d0cpEBqe9Yd39vJKnAP2rCQbFovKIx8c5O5LZsRtu8kOK75A6OKkqSpT4pj0bmtRXbeVVu1zUx1PZpJ9UDwjD0aj05zsLGmtnJkQg+Rt7+8uj/h9U2Ftn9cJ8Icr5gChRtq8n8BV8/OHZZb4WBjwMeyDyVUL8jl3eja/fGM3T60+jC9ooCkmLo9OVYOPm/6xnhPz09lSVIOBwg/PnYLDolJR78UwQy0fu0vr2VfuDq/TF9TZcLQWm0Wlsbk7sG7AjNGdH7Cbjtbynw1FZCbb+d7iidhsvUuE1VOJdo3sZNunOgFMe/tK3V2+FzThpU2FfO2M6OZHbK/Bp4cf4DwBg4xEa5/WB9DkC1DvCaIbBgk2jXpP4PgLHceDV8/m/Ac/xtUU4IScZPZFufxjKw9hGAZJNpVGv4FBqMeCx+dH1w1+8+be8GdNQjftBJvCvW/vZsPR0A3BroKuG3j8Os42x7vbG8QbDJI1SOZsv/edPewoqefMqVlce3IBz60rpLLeR5LdQkA3UJVwnwoME4rrPKQlWGlsE915Ajo/f20n88dnhrPDV7t9WDSFh1ccoMkf5CunjRu02YWj7do4lG04XM1PX95O0DDxuSoHtCx7SusJNAfpPt1k57HejYETIhYOVLsprmukwRNEURQ8gcjx+/srWn8fne4MJyBtS9dDuUP+8uFB9pW7OX9GTkzGtdc3Rd4Xaxv93PiPdSTardx98QmkJcbvftIU5yFg//f5mdz41Hr8usEX5o7pNFt/f1mxs7zb9/1+P07n8BgK0d9+f/kMGrxBDlW6mZabyk+WTOvzOmuaIo/VWFVK/2dDIS9uLGa0JVSpd+OT6xidnc49l83GMQhmDBpKZG+18+W/r+dIVSNGczdXwzDDgdeyPRUs2xMaq6oBH+6rJNGuhR+k0pwWFEXBrkFJnRdQSbRbmDAike0lLlQl1MqYkWRjS2Fdh20fqXJz63+24g+GzpTi2iYeuOpEIPRQH9CNqKeQO571R2rZWu6jujHAg188MabrHqxS7N1XgmQ6+35atB3DrJuwu7SBuQV96/5s1RQamsfO+nWTqaP6fjO+6809uL1BNFVhb3NF09FqN1McicetLHI1eqhq8IYfSto2+tV4DNLsQaxWC3ZNwdd8Ei2amMH2knoe+eBQ+LM+A+o8gYhg/c/vH+DxlYfQDYN5BRk8+ZWBzRB71+s7eHFjMRCqef77x0eoafSjqQrVjX6SHBrJDgu+xtaHxaABVe6OlSq1TQG++9xm/vD5WXzjmU1Uur24PAESbRYsmsKGo7W88I1TBuV0b75h1Iz48YGqcOLAgbazNDIgWrV/+OQcEYNPhtNKbVOA0KggE78nsgfZsp2lnDZpBGMzkztNPLrpaC0/fmkbRbVN+IIGTqvKpsJaEuxan7twf3bqCP65NpkDFQ0YhkFlU4DqxtAwuGsr3bz5vUV9Wn9PJdos3HB6QVy21eL7/96CqzmJ7jNrC/naGRMYlRafILne130Ssd7OwtJbuq5TVOshN8XZ7w1f8WaxWHj8unkxXWd/3Ole3VjM7S9txzQhWB+aaWXtkVrUUh8bC+v46Edn9cNWP716FZmsWLGCFStWUFFRgdFu3Ovf//73mBRsoByrC3XlUhUFmwZBRcEMGrTvgagDum7ib2q9UdU2BTFNKHMFm+efNEiwm9zyuUnc++5+Nh+tRVHA69eZOirUgvbxgUqeW1tEmtPCCaOSw8E6wIHmAOrBd/fzwsYiAM6ZNrLL7PW94QsaBPwGnxyoitk6B7sP93ffWrbuaB2Xd2wQiIq/3YN+SV1jF5/sufVH6sL/DhomL64/xOy8k/q0zh3FtTQ0V6UazTf6rz61gcz0NB7+0kldTlf47Nqj/Pn9A7h9epcX+vNn5rD6SB2V7tYb+aqDNaQm2Dss4w2aePw6H++v5JUtx1ixu4ygboICaw5V88mBSk4dwOlxthS1dj8LTTXjxW5RafKHelK4PDqhq0L3FCA9wUphdRM/e2U7e8rqUVXwBQwMwyQ90YbbF2R/WcOQG9/+aXNifjpPrT6Kx6+jx6A3Syw1xTfnnRARCus8EXlL2o9u3F/l47q/byArycb8ggx+umQy1/99Iy5PgM+fOJodx+opqfPgaW7taPIb2CwmH+yt7HPArmkaf79+LluL69lZ4uIP7+wJv3csTrknfn/5LE6clBv3SteSutahCAHd5ImPD/KzC+PTJb+opvsZT9xud1T5pnRdZ2+Fm6xEG9kp0VU6VLt9XPzwx1S7/STaNZ654WSZBnMA/PnDgx2uDS3aHquiZ6LOEn/XXXdxzjnnsGLFCqqqqqitrY34GepGprQmB3NYLYxKdfS45skEPP5g+PMGoGGyt8LNFSeNIdFuQVNVUBQMA4pqGvnZqzvYUlTLB/sqeXN7GVZL659k/IhEdF3npU1FmKbZnM29nLJ+uOnUeYbPFAu19d0Hz5OyE2O+zYoYjP1tX2n0ypa+zx9/uLrNFINtXnd5Ajz+4aGOCwA//M8W7nxtB6Uub6ibO5DcSa+Fz07J4isnR44T9+smM0d13t17a0ktv35rF1uLavEFQz1bdAO8AWNApwA5UN7AyJTIDP0jku2h8kVZLZ1gVVFVhcxEG2sP1+DXDbwBIyJZT6LNwqScwdklfjgxTBPTMNANo8uHDiGGJcOMuGYFOrkQGqZJQDdZdaCSxf+3kr3lbioafPzlo8NsKa7FE2it4DQJ3RvSYtC7DUJB+0lj0zl3eg52a+u9aWRKfLrDn1SQMSh6SAV7m466N9s6zvvRJJ3TdZ2vPLWBrz21gS/8ZQ2vbCqOqiw/enErpS4vvqBBTWOA7/97c1TLi9jwBaRmOZaivjo+9thj/OMf/+DLX/5yf5RnQP1veylWxcQT0LFqKledmMtNiybw2T++j7uHWX68OhHTGNR6gswYk8pfPjyIAqTYFXQU1hyqYmpOMoGggS+gU90Y4Fidl5mjk8jNSaYgI5Hvf24ymqY1J+sIXezqmvxc+7e15KQ5efjq2TEbj2UOoyRGFosN6DoAHBnjYQcAmf0wvUuite+zMnZ3P++sB9s3ntnI8l1lHQJVXTdas+I3u/mF7Z1OjXXOtFG8sP4we6si/wbbjtYSNEy8bR7kFMCmKaQmxP/hZ/XBKt49cIjVh2owTZPMRDvJTisefxBXkw9fL8YnpiSoWFWF4tom/EEd0wztM5umcMHMUaiqwtLTCgbFw95wt/pgNXXNvU6CgWF0gRTiOLztrn2dpRNTgHqvnzaX8+Yg3wQj1IvRaBPEmSa8tLEETVV7NSbX7Q2ybGcpBVmJnDQ21JKbnergkS+exEMfHCDJpvHry+KXAG4wmD4q9o0PvWW39/wZ6L/by1hzsIqWw+zP7x/gspPG9Hj5Yy5vRIVSlTv6Cv+imkb2lTdwUl5Gr3I8Pf3JIXYfa+DaGX1PCDdUZSXZOFrbeWNVin1AZxUfkqIO2P1+P6eeemp/lGVAHap0c8/beyiuaUI3wTANXtxUwmtbj/U4WG/Rcp3QFLBbNX735i52lLrb1CjrbC92sfZwDYk2S0TXkG0lbnaUuPnB2RN5ZXMJV87N5dzpI3nqk6PhxFbl9V5KXR4+d/9HTByRxOIpI/jG4r4lSRv42bHj57MnZLJvVWmX708eGftELTUNsW8hzohBZU37IBtCLcijUp18/6xJ4dd2lbj46avb2XmsHtOMXC4/w45uQHFdZJe4xoDJsU4u1ov++EGnZTlnxiieW19ESV1r92MTyEyyMXMAurP94rUdVPkt2C0q6QlWAoZBvSdAYU1Tr8d7lbqCQBBViZyrNiPByuSRyby3p4KfvbIDTQ3NF/+TC07ocliC6F8r98k48U+bgh+/1enrR+5ZEueSDG0Lx2dFXMNslo4hu6oQEaxHLD8hna1FLsoaIoea1HmD/PXjwyRYNW4+Z0qPy1PX6OXiRz6httGPoijccNo4bj57MgAnT8jk5AnDc3jRB/uq+MLJE+KyrRQV6rt5VLZae5549+P9FbStE9pfGd2QwuR2PTWsanQZ6j/cW8Gdb+wkEDRIdlj563VzycvoeeXHJQ9/zNbi0DC65z4YPsNN2xuV5oSizhOk1nmlEjxaUVdxfPWrX+Vf//pXf5RlQB2uchPUW7ummiY0+YJU9iLQUgCbGvpHk19nY5GLQDDyzuX26fxzzVEWT+44LtcA/rj8AD95ZTuz7l7O2ztKsVlUFCBgmJiExrzWNvopqm3in2sLWbG7792jh4tn13QdrANUumI/1/THB2KfZXp3Rd/HxVs6uZH973un8+I3T40YN/bjl7dTXOchaJgYtAbrSXaVRr+Ju4shFU09zCputyhkJTm4oYspf9zegalSUgBvQA93ia73eGOSnKV9LrOyBj8Pv7+fvWX1bC6sY2thHbtL67n9pW0x2JrojaK6+M61LsRQsf5o1fG7xHfa7g5WFbYU1aN2EUSZJjy15jC72swpfjz/WldMbaO/eXmTl6LsQh1rf/ngIFtjNC1WXxTHcZxwd8E6QENDQ/cfaGNjJ0mZo1Ha7tpdH+WQz3+uPUqgufthgzfA8+uLolp+e5sp1+I4KmHQWb6r+5kDRHR61MJ+yy23hP9tGAaPP/447777LrNmzepQa3bffffFtoRxMq8gg7QEK5UNPvy6iarQ6wzBTqtCUyC0rNZ8T2oftxiAN2jwxKrD3a6ryW9wtCbyomuEepThaB7vbpom+8vdnHVCr4o77CjHif2W7zzGaVNyYrpNr39wjuWxqNC+t29n2VzLGrzUNPg7jKNXlVAXb8Wqga/339EfNHFYIKGTSnjThMLqxk6zDfe3FIcFty9Igk3jspNGs2pfBZ8cruuXbdW3qZTwG+ANBqlrHD65JQabkUk2DvkkMY4Q7XnbzfnU2aOSYZgk2RXcvtY3NULTRZUfpyHE1aRzySOrGJ3qZM7YNP5w2axuM33npER2t3YOcFbwh94/wGNrjvG7S2dyZQymquut82aOHLBtt+f19vxaOj03mQOVvW84KWvXsy/a+v4ke+SDSHqUQ/Ik50lIVz1sRO/0KGDfvDkyYcOcOXMA2LFjR8TrobHWQ1Oq08YT18/n+bVH2Vbiwq/D/nIX9d4ALQmCT8xLZXNR97W+CuAJtJ6tuglODTxdHLi9mSXpjImZ7C5voMYdwDBMEu1WzpsR2wDz08xqB7pJaLqztO8t1+1ZLLF/gIjF2TYrL42NR2rRTbB2U0SvX+902ES9N0hagoW7LjiBm/65vdflsGrgDcKsvI5dF0emOpmTnx7V+rYW1vLylmJm5KbyhXm9e2BKcVqxO51857OTwufXDaeN57JHPmJPeeyPkfaq3YNnDvrh6OI5Y3hgxYGBLoYQg496/AeXJLuGYZpYVHBY1dCMND184FGUUKt9qctD4LDBfe/upbzBz5bCWhRF4YfnTOL8Wa3Z5C+fm8f7eytZc6iaRLtlUIxV1w34wzt7BjRgX7mvmm8uHrDN99qS2aN5bWtr62x2lDmA+hon3nH+FG57cRtldV6mjU7hK6eOjWr57CQb5c3j5qPsjf+poqlgDOMeBrHWo4D9/fff7+9yDAo5qU5uPmcqALVuP9c9uRZLc2vjZSeN4XuLxzH5F8u7XUdGghWXNxDRDaarYD1adk3BYdM4WOmmxu3H49cJGga/vnQGBVkyzrWnRiZDdTcBe3567BPEjU6NfeAViyqAe78wi2/+czNVjT7GjczkSBefS3Na8AeCndZUB3STWXl9m3LNMCDJYWH8iEQyEq3UNM9nrgCFNY18/ZkN/OmqE/nn2qM4bRrXnTy2yxaXTUdr+OrTGwgEDV7ZdIyDFY38+ILou5+89M3TSEmJzGfgtGm8/YPF4d+n/fx/NPUyIZmmRFbYWdXQUIOWa4cCHK5s5O7Xd/LTJVPjPo/tcLelqG6giyDEoGS3HH80pdevk5ZopdEfwO3TWVCQxro2U5O25dBCvRBNI3K2Eq052ll1sJrSOg+1TQFM4LYXt1Hv1bmqTTD80Jf6NsVpvxjgYE3RB0+0lJra8zw0x2ojW9c9geim1Uyyq7jajJGOduxvdoqTp284OcqlWk0cmYzFEqrU9ykOoutQ/+kxnIcD9Ieok865XC50Xe8wn2JNTQ0Wi6XDA+5QlZ5k4+mvnMx/d5SSm+bgzKmhrkUOi4q3i6Pwsjk53HbuNC5/dBXl9d3PSRktBdA0la+fMY5HPziEN6gTNEPZi+96cxdjMxPJT0/gO89vZl9FA9nJDu6/ck5EN2KXx893/rWZotomMkx3TMs3lKjHuYiMyYp9hu4Ea+zv3LG4Fr63u5wdx0JJQcpKqrv83GkTR/DennK87boyakoo2+/7eyvQ6H3NdtAEV6OPD/ZWUt8UCCe1MwF/0GDT0RoW/eF9PMEgoPDGlhJe++6i8PJvbCnh4fcPEDRMUh3W8Pgz0zR5f19lrwL2rmw6WsP3n9+Cy+PvdbAOHbuR6gZkJNmoafTTMl+eXzd5ZUsJlW7f4Hwg/RRbd3D4JgsSojsuz/EDqIAJle7Wz3UVrFsUsGoqSVYNi6pQ2eAPV2Q2BQwyTJOxmU4OVTaG84foBry7pzwiYB9sNFXhpzG87/RGaT/k4+ktn89HcnLPpiv9aG/ktbchygRlOcl2XN7Wcez2KCOdkloPN/97M5VuH1NHpvDgVXO6HZLR3q8uncEv39hJvSfIqZPGsDG6zX9qyMiA2Io66dzVV1/N888/3+H1F154gauvvjomhRos0pNsXLNwbDhY13WdrGR7pzvNaVFw+w2ufnw1mqpEv2OPwwQSrRpfmp+PzaLSNoddeb2X5bvK+OuqQ+w85iIQNCipbeLeZXsj1vGnd/dzqNJNIGhQWNP/XXoHq3013b//9tbYJ8rYciz2FSSxuBj+6q094X93Vg+1pbCWJQ+uZNXBKgqyErn+lHwS21Q+6CaU1Hn5ycs7+twN7UcvbOQXr20PtbS0eV0BArqB2x8MTYNmmuwqbU1gs+uYizte3k5hTRNNviCHqhsx2kTDI2I8pd5tL26jqNYTMea8N9r//QygttHP1GwnWnMGZk0Fp1UNV6rEw8f7Kznv/pWc8Yf3+P3/dsdtu4NND/MlCjHsbIthQrWgCQ1+g6rGAGUN/g73kUSHlVvOnkpSc9SlAAk2jVHHmX71G89sYM5d7zD/18v5z4bCmJW3p1RMJmcPbAOWRR08U2fpes/vl58c7ltl6eHqyKRznijT6/zhnT0cq/MQCBpsL6nj7590n2uqvfEjknj6hpN59dun8aWTo+tOHw1/L6aWFUNX1Gfz2rVrOfPMMzu8vnjxYtauXRuTQg00j1+ntpN5GzVNQ2/Okt2ebprsOlZPIBgkGAyS5Ih999XKRj8n/WYF1Y2B8MO+QijQKm/w4W6XCMbbLuODR05uoLsZ2EMOV8c+QVwPhvxFLRZH2PG6LN3z9h4qXB78AZ3iWg8zx6TRGOj4ZWLx9d7bW9tp7xWTUHf5therlnQZVW4vS59cT6NfxxMwqHT7SLRpnDN9JDmpTmblpfHw1bNjULoQt8fP4SinmImGbsKeCg8Wi4pNUxiZbEdRFLLazAP7/p5ybn9xK3/+YD8ltR5+/up2fvHaDirqY5PV/L7l+2jwBdANk9WHuu518Wlnsw6eh10hBpPKhvglUdUNk/Ejknjju6dx/vSR5Gc4SUuwMiq562FmK3aVsepAFbph4g3oPPDu/riVt0XAgK//c0Pct9uWaxA98wWDPT9metCBo1t96PgW2n67/eaOwX4sroldo01JrYdLH1nFmfd9wBce+6TTeEV8+kTdJd7n83V64gUCATyeoT8Nzn82FIW61uoGiyaO4J4rZrX7hIm1XWZtBchKtoczzEMomLKpoWzPsdS+G61NU3BYNfIzErlgZg4f7auktsmPw6qx9LSCiM8uPa2ATYW1uH1BEm1R/+k/NcYmw9FuZhhJjH2PeGbm9nwOz56KxSOT09rx5rjrWB1zbAk8+P4+1hwKdUdQgFSnxiPv9d+Dj6Z2DPxV4HeXz2TRxEy+/a8tbDhag6ooXDF3DACbCuto8PjDywUNWDAuk/uvmgNAUU0jphm7wOtvHx9GVXqXLLKnTLN1ur3sZDuj0xP58fmhOYnXHq7mztd3ohsmH+wO8PiHh3BaNVRVYUeJi5e/dVqft6/3cnaMTxvNlAF4g1lXc6qL/jd5VDJs6/+pZBXg5xeGupVnpzj54sljuePl7RimwT/XHaUxqDN7dCqPfnCA0nof8wrS+L/LZtPUrrGiZcafgxXuUOt8WnxmHOlpkr3+0tm0rQPFYun5M6cV6EvMril96yH1lVML+PFLW3AHdLITbVy3sO9DL654bDWjsjJ56ZsLSUvsW06jh1bsp7IhlAn/WJ2HP39wgJ9eOK3PZRSDW9RR2/z583n88cd56KGHIl5/7LHHmDt3bswKNlCe+OgwweZEHR8dqGRLYS1z8tOpcnvZXVIXepjWVFTFRFUVxqTZ8QZNLIoZcXFWFEi2Q523fx/us5LtjE5P4Mq5o0ly2nj+ayezr6KRsZkJZCZFdgWekpPCC984hf1lDSTo9Uy/u//KNZi5jzO7SE6Mu1ADWG2dzFc2CKQ67XgCkfkWbvjHelJSUqltbH3dBOo8OnVRVMrZtdAUPj11Un4KNpuF99uMWTCAc08Ygc1m49mvLWRXiQuHTWP8iFCSxTGpDrxt7swWhXCw/v3nN7PhSA2aqvD1MyZwzcK+d00LmpDqtFLT1McmgG6YhB70rJrCLedM4YzJ2eH31h2qQTdMAkGdykYdE6j3BMlIslFe78Xt8ZPk7FuN05dPGctD74UqLSeMSBq24+/qpdFCiE61n0atM05L9F2R20p2qDx6zYmcPql1arLVh6ox2syZ9cmBSl5YV0ilO1Rp+7/tZdQ2BfnnjSfz94+PcKCiAVVV+OL8fL7y5Do2HKlBURSunDuGn100vfeF66FZo3s2Zru/WJTB00somlmkRiUrFDb0/sE5L8PB4erWB70kW3QVFwHDwO03afIbuK0mmLGp+Kho8HLfu/u5+5KZfVpPsN28cbrMIzcsRB2w/+Y3v+Fzn/scW7du5ayzzgJgxYoVrF+/nmXLlsW8gHHXyXn5wZ4Kbv3PVvxBnUafTktGLEdzk2CjTw9nL20RNMHth89NGcE7eyr7rbiNXj/VDSrn/ukjZo1O5dZzpnDS2K6nwEp12pg3LpPi4qHfG6K3/Me5tvVHA6OvH9JlxuJWnGhpPeDbrq/RF6R9L7D2Wc1bjEjQuOjE0Tz1SWH4fZXognWAbcfq6Wx6XrP5ZrT2cDVPfHQYu0Xl1nMmU5CVRLHLi8Oq4AuYKAokNo9zXHu4mnWHqgnoBqqq8szqozEJ2G88dRxrDlbjLqolYPRfUhW/bjBvXBa1jQFu/Md6RiTZuWPJVOaNTeeFDUXUe/Xwtg2g3hNgWm5qn4N1gCvm5nHmlGxqG/04Ai5euLXPqxySbFFWOAkxXPxnY/FxP9OXOZhzU22cPCGT6aNCyY1dHj+7SuqZOjIJRVHC94QEm4Umf5troQmF1aEhS698+zS2FtaSneKgot7LEx8fAkL3k5c2l8QlYC+q7fnc4/2h0dd/FcvRMqMIKjOSEyhs6P3Qs6vm53HP2629AedHOS3sA+/uxx/UsagKdU1+/rh8L7+/InZD6/rqW4snsLWolhq3n5xUBzedMX6giyTiIOpn/tNOO43Vq1eTl5fHCy+8wBtvvMHEiRPZtm0bixYtOv4KBrmvLhqHVVNRFIXFk0cwJz+dh94/gD+oY5hmS/JmDKDJr7O/ykNNu2C9hU+HXWX1jEzq3UN0T4ZQ1nkNDlY1UVLn5b09FdzywtZebWs4GZPS/Y4dmR77KdhsUXQH66lYVAG424ztaL++/HRHRJc6q9axNktVQpnhX9hQEhHMG4Rau6PRWbAOcN6Dn7ByXzk/fXk7O4+52FRYGz7OT8pPI9lhI9GukWDTyMtIAMCCSU1TgJqmAFVuH9VNsZm1IT3JxhPXzSXRbunXDKjzxqbzo3On8Mfle9lTVs9HByq54+UdnDIxi58umUZGgiWibtFu0Xjs2thlkc9MsjNx5MC2Dg20hOE7akiIbo1KO34Le1+6JJfX+3ltcynn/ulDPtxTxlV/WcNtL27lgRUHuHLuGBaOz+Sahfn85PwTcLZpPdUUhUnZrVPczs5PZ1SaE6tFjWjhVaNo7e2LotqBzdJe5x2aLa8lrr5VdLywIbJCaW1hXVTLtx9KYNVi01MhJ9XJ7ef2feaAek8AX1BHN0yaAkGaBlGuAtF/evVIMmfOHJ599tlYl2VQuGJuHpfNycXj18OtVS1zjqqKgqK0tsC2TD3VnTpPEIdVRVFCY1N7anymk8k5Kew5VseR2p4FGz7dpKbJj67rMmdzN6qPM0VIWmLfu6+3PzbOmzGqz+vsD762wzha/q8oZCbZeebG+YxIcLByfwU/eXU7NU0d+zeqigKmQpMv8r2WTL71MWiiPFzdxLf/tRnDMElLCJ2T1e7QOZGV5ODP18zhZ6/sIMVh5fHrQsNy/HrophvUQ4XRYviA9tyGIoKGiUWN/TyjCqHpgH5ywQnsOOaKGE9+rDbUK+a8GTn4ggFu+fc2DDNUaTIi2UbOcbImi+g0DJ7GKSEGlfSE2A8bUwCbRcEXNNHN0O91TQHuenN3uIeaN6Czv8LNQ186idI6D69sKsaqadi0ILoB88em85fmissXNxbx0sZiEu0WfrbkBM6eNpJ3d5ejKgpfO2NczMvfmXhVDHS5/Thu63jPw9E8kyqKSu8niYXC2sgepE1RJpP6/pkTuebJ9UCo4ezH5/c9yH7re4sYl5t9/A/2wH3L91Fc68UwocEX5L7le3n4S0N/SLLoXp/aEDweD4FA5FPNp2Eedk3TSHK2Xlx+dckMbnxqPXVNAaaMdFLT6KemMYBVU7qdh9navAqrRSPZbuD26j1uFa1y+zi0M/rpxQK6IcH6caQ6FCqaur61eP19f1L/w+XT+dErOzFNmJ2XzLWnFPR5nf0hxa5R1zweu2WPfPTDxWRkZIQ/s2xPJXarhewklbI2zeAWBT5/Yi4FWYn8cfn+iKnUTGI3K4ECWFWFWq9Ooz9U8z4pO5TELxgM8tNXd3GszksJXn766k4euWYur24pIaAbWDSF9AQr2d1kFO4pj1/njle2sXJvZevQmBhLtCn8+rJZzMlPJzPJxhMfHcETCFWGzMlPDX9ubEYSo9Kc6LqBqiqkOPohU+Iwl2RRqDve+BkhhqERSbHPyWIChh55D/HrJsW1HlIcFuzND1Rbi+s45XfvUtngC1eYptg1kp1WgoSSmx0ob+DBFfvDFZ53vLydJ6+bz7hMB2WuACt2V/Dh3kpuPnsyJ4/L7FO5a91+fvraDkrrPExNiXx2OGNiRhdLxUc802ZmJWlUuru+5zscPb8HTxiRRIW791MHZiXYIp5Von0i/tZzm8P/Dhjw9afX8exNp0a1jje2lnC0qokzxoSqTTKTYtdzc0+pK9xwqJuwvdgVs3WLwSvqgL2pqYnbb7+dF154gerqjlP+RDPX4lAxITuJD37YOpXdvrJ6vv7PTRyr634cuN2ismBcBol2C69vLY1qm/W+7i+1lk6yYKpAZb2Pe9/ezW3n9b1G8NOquq77h/AdhX2/+P13R6iyRQGOVnlxe4MkOWLbxzYhBs9MVZ1MB9KSzXXFrjJ+/dZuKht8KEpoDHtbQRNe3lzCDacVMC7Tyf7KyO5/ncz+FqbS/cNEsl3B7QsNQVEVcHmCEbX3LVOrfXyghmPN3Q510+SdneUs+v171Db5sVtUmvw6Hr/B7edN6WZrPSbbzoMAAQAASURBVPN/7+zh7e1lrVPP9TGWS7CqHSr8Zo5O408rDnDvO3u5Ym4ej117Eq9sKSE31RkxBn9OfjqXzMnlnR1lOG0aP4rB9xOR0pNs1NXEZiiFEJ8me4r6Z7rH9vcMBUhzWrBoGg6rRkA3qHb78AaMiCFY9T6dpoBOXnP296M1jRG9kyobvFz051Ucq22kKWBi0xSyku3c+dpO3r75jD6V+e63drG1KBRcFhVH5ivaXtLNdDRxEM+n8YXjM3ljW0WX70eTdM7ax3lwzXbfPNrp6F3eyB6D645EV3nwjWc2sHxXOQbwsK/3FQ9d8bR7bvD44jfNohg4UfeY+eEPf8h7773Hn//8Z+x2O3/729+46667yM3N5emnn+6PMg4Kb2wt4RevbWftwWom56Rw+7lTSO8mYlKBUakJPLF0Ae/siL6l/HismsLIFDvONgPdTUBR4ZUtx3h/T+y3+WlRc5xq52MxGHa2cn8VhhkKSms9AZ746FDfV9pOfkbfu0B7u+kh8rPXdlLl9mFi0uTXqffqHRqVAwY8ueoIc/Kj61lj7abKWwFSnHZy0xxkJVo7HU7SUurcNAeg4AsaePwGhmlS1xSgya9js6jkpDqYlZfG6ZNGRFW+zpTX+/DpsWuz6Kx3ztrDtRyra8LlCfD3VYfx6wY/PHdqpwnzfnjuVN69dTFvfHcRp0zMilm5REhtXycD/hQJBoP8cdlefvvWLlwxygchhq53d9b1y3oVIjsuaWqoh+IlJ45mxa2LOXl8JqqidJoY1jBD5+yv3tzJj17aTpnLS7XbS70nwLisRMpcHkxaW+51w6CktonfvbUTr7f3AU91Y9fnQ3nD8DlXPtnXdbAO0TXmbSuq61NZqtu19Ec7L3v7wCg5ysaW9/ZUoJuh55ZGb+yrTfzByHX6opjjXgxdUTf5vfHGGzz99NMsXryYG264gUWLFjFx4kTGjh3Ls88+yzXXXNMf5RxQf37/AI99eBDTNHl9aykPXDmHkjoPqtL1uB0D2F/hZtJP3upwsVABu1XtUEvWUwrgCZr4GnxgRpYh1RGqRDhWN7DZSYe79tnUj1TFvqbdG+h7n+wRyTbKu8j25mlO86sqCpqqkOywYNUUytrNd+U34D8bo5uTt7vpYe0WhRtOG0uS3cbmolo+2l+FYZiU1rc+/GQ2V5blZSSSaNNo9Ida4C0KOG0qTYHQfOKKonDe9JyoytaVMyZn8t/t0fWUiZYBoTGcho7TqlFc52FabupxlxOx5++ui8gwc+Xja9lfHrqGvfFJ/QCXRgw4jZg33yqARQ0F3i33z6ABDd4g4zId/PDFrYxMtmGzaJid5EZJtGnUNvp5evVRgnqod5YeBDBx+3S05mZWTdExTahsvu/9a10RKw9U87/v966lfcmMUTz0/gFM08RpjXykdkSbeXUIqz/OI2f74bPd6aTjX1T6utdPykthQ1Hrde77n50Q3fbj/mcfPsfZcBZ1C3tNTQ3jxoUSdqSkpFBTE5oz+fTTT2flypWxLd0g8c7OsvCUFLpu8NKmYi6cNQpNVWmbPNLSyd7sLCZPtKtkJNo4dUJGt4FLZ9p+vKUFV1HAYVGxW1ScNo2MRBvnzYhNkPJplHycAU1J3b/dK1pnB0cf2ax9Dyje/v5nmDgigSSbxuLJkePt5reZHjAryYZNU8IPPX2R5tD4x1cWdDj2VSX0o6gq/1pXzBMfHyY72Y7dooXfVwgF5bnpoWzwO0vq0DSFUakOUhwWTBSsmsrE7CS+vXgCD1w5OybTubk9fp5ZXUiKMzbDGhRCQwy6Ov2DzVPGTcvpj6NR9ERqLMacfEocqHCH/10jLezD3pnTouux1HLVtGkKaV20VibYNLKS7YxsN8d7kzfIT17ZxdvbS3l6dSEXzx7F5BGJHZb3BU1GpdrRDTOiEcWqKRyocPPdz04kPdFGfoaTK+aOxqKpJNhC95bimiaq3L1r5LhqQT4PXDmbby2eyB+/MCvyew9wPqF4piE9XhoVNYpnh8ykvu230c2zxbRItEW3vl3l7ojfn1pTFNXyX5g7BouqoCqQEYMkxu21T2YYzXADMXRF/fQ5fvx4jhw5wtixY5k2bRovvPACCxYs4I033iAtLa0fijjwRqc5OVTZegJPGZlMYW0TLo8fTVUIGiYOi0pmkg3DMPDpJm5PgJbElBqhh2+LpnD6+Awum5tHeqKN0yeN4M/vH+Dh9/f3KIulVQVTUQi2a75NsGpkJtv5wtzRjE5LYPHkbNJ7OZXccDAp186moq4fOudPSuvzNtrPWT4lJ/ZTZNljMFVcepKNd28N5WcoLi7m2R+0vvfX6+fz6uZiahv9fHFePn9ddZgP91dSkJnAuiM1fZpnN6CHxhH6dRPTJDxdos2ikmBR8Dav/M1tZfx96TyeW1fIM6uPhCsMjjbPtTsmIwGrphLQDZIdFnJTHXz9MxN6fQ64u+gauaXERW2TnyS7BX/AwKcbnXbL7AmLAoqqkJ/u5PKTcnno/YN4O2nNNQyDLz+xnvfb5M8Q8TM6zUlpfR+bej4lkuwWGryhFjJrDCrtxNB2wqgUXtteefwPEroXjky1c/lJeWwrdnGgogG3LxjOwaMAc8akollU5uWns7W4jvJ6X2srO4Bh4gvq2C0a20rq+efXTmbJgx9T0+hHN0MtT6pikuKwYFFD95WWdQOkJdi4cdF4rpmfT8tt8729lfia7zMOq0ZWH5KCzRuXybxxmRQXR04nlpMW+yliozE+O/bZ/LuS7LDS0E3CXru952U5fVI2L23ufW+2vy+dz/kPrMSnm2gq3HPZzKiWt6iRWXYSuhvD14lfXzaLi+aMpqzOy9RkP1PvjWrx43LaNTxtusEnJ/T9ed+mhWbXEYNX1E/8X/nKV9i6dSuf+cxnuOOOO1iyZAkPPfQQwWCQ++67rz/KOODuu2I2335+E4U1HqbmJLGtxMXz6wsJBA1smkogqOMLGtQ2+nHaLHz+xNG8ua2U8nofKJBk1/jN5TO5cNboiPU+vGI/f/v4MLoOCVYFqwouX9dRQKi1vvV9FUi2q/zu8zMYnZ7AhKyk8FR0oms3LZrKN/7V9Xz100al9Xkbs0ensqk5c2eiTeHsE/re46F9orZZo2MzI8MjK/azt7yBhTkda2kvPXFM+N/fPWsS3z1rErVuPxc9vJKSOl840B6flUBhrYdA+7EAnXB5dX75+g5QlHDPFYdFYf74TFLtFjYcaU1oFDQM8tKd3HjaeP6zsTj8gJXWXJ2fk+rkpxecwNNrjuKwqtxx/gmMH9G7Vukv/XUNO0pcmO6OCZUmjkjCalEJBA1SnRaCpok3YOA+zrR1VhUyEm1UNvhD4zNVSHFYcXmClLo8vLW9nKUn5/HUmqLQFHtm6xz2hglHa5r43r82cd+Vs8LJAAdSyjC6vJTXd59UdCDZ49xw98AX5/CrN3YR0E2uOi2LGz6dt3rRQ8dLiguhHofzxqbxhbl5nDpxBKPSnFz9l9UAZCZaKHcHUYATRiXxyndODy93wQMfdloZ6tfBr+vUe/xkpzhZdvNn+NHLW/l4f2W4Ire4zsddF0/nqU+O4tODKKikJVi55/KZfO+5zXywtwJVVbjhtAJ+f/lM/rh8HwC3nzu17zulHU2B+z8/PebrjUZ6UvwC9q+fOYE7X9sTk3WdPD4rImC3RdmAnJFgQVWaK21MGJfdsUdGd362ZCq3v7QDCP0d//TFk6IrAIRnH2hfiRMLOcl2ahpbA/ax6QndfLpnkh1WqhtbK1zsMaiXPWFkArvLY5AUSgC9CNh/8IPWJrgzzzyTPXv2sGHDBiZMmMDs2bNjWriBUOHy8tNXt+P2Bfnm4gmcMTkbh8PCE0sXAHDm/71PldtHQDfwBU2cihEar2KGxswapsn5M3O5ZuFY9hxz0ejXmVuQQUFWZBDx8Ir93Ld8XzgAU3SI9rAOJZlT2XS0jt/+b18ocBqRgDdgMCUnmbsvia5Wcbg4XN59Fvg+JigFwG8YWNRQ0hFViU2LVPtHpJLavgcUNz+/mTe2HcM04c01NT1a5itPraO4rrWHgsOq8n9fmE2q08Z3/rmBYw1e6j16l0nUTaCo1otPN7GqCoZpEtBNDpa7URQIGAqaFurmtWRWLpqmkZ2qMWt0KqsOVqOgcH6bcelnT8/h7D6OU395YxHbi+uA0ENhezmpTu68cBr/XFNIgk3jx+efwOh0Jwt/vYwyd9etCoYJwaCORYOADooBbk8AuyU0vOBgpZtdpR3zGwRNCDY3Qb2/t4IbntrI0zee3KfvGAvDqcG5pmnwJp07Tj1RzI1KsZOVZMevG+SkxC8IEINTbuLxa+7S7Cpz8zP41X/3oOu7mJKTwo2nj+P3b++hzBUKNkxgd5mbv7y/n5J6L29tK40IGjpzrM7Dt5/dwO8/P4cr5uXx0f4qmgI6qgI5qXa+ePJYvnhy5DCoHSV1fLC3AtM00XWTpz45ysafn81Z0/pn6GCSXUWzafx++UGeWNq3aeP6xIxfV+lKV/c3h4SEngeVH+6OzIkT7eyan3/0EzzN8WzQhCv/sppdd5/f4+Xf21MZzg1lAqsPVjIhe/AMTyusjowW9lf0PUfShKwEqhtbn43TYzB1owTrsdXnJpv8/Hzy8/NjUZZB4fp/rKO4JnSQ/eDfW3n126eQlxE6UYPBINWNoYuSVVMxTIPRaQlUNfpxWNXwuJI1h6v41uJJFGQlsaWwlj8u24fNonLL2VMYnR4aVfT8hsKIAKyz65FCqOXRMEw6q9A2gTpPkCdWHSU7yYonYLJyfzWJNo1dx+rxBQx+f8XQr0SJtT9/cKTb959dd4Rbl/StZryiwY+zTTeqtYdqOlTa9FVXyeKisXJfZTgDe7CHGdC3l3RMOrVyXxV//egQjT3sU9UyrCMj0YqBSXWboFdTFcZlOnFYrXxpQR4Ahyrd7K9wk50cChbe3VPBTy6c1qNt9URPegacOXUkZ04dGfFaraf77KyGCXVePdy90yT08GFt7qzpbz83I+Bsk5DSaQ197nBV43HLJ2Ir2MnfZri67on1VLlDlXR37Dsc120X/PituG5PHN/fPzlw3M/4TJP/bCpBb76v7C2rp94T4IWvL2TR799Hb74omib85aNDBHSThh7URDX6Dd7aXs7yne9wxdxcLKpCUA+NFx6d1nlQqOtmuDdXaJvxObdjOKlIr3x8OH7zc7+zq/uZiWpqasjI6Nm89KujnEatvcKayMaMngw5bWvVwerwM7lhwjNrCrn2lHF9KlMstR9B1+jve5b4TUWRx0pZ/eCtsB6uehSwP/jggz1e4fe+971eF2YwqGiTidof1NlS5AoH7BaLhYxEG9VuH7pu4LSqPHPjPB5beYTlzRcrTVVYMDZ0UfrZK9t5fn0hhhGanmTj0RqWff8zlLs9VNYfP3GPwxpKoJVoVSht6PqENAG3X8cXMDBN8Pp17FaV3WWSzbczo9MU9lR3fcNOsvW9RXx0mpMDzbWeVovKyeN7dqOKRloMkmIl2S3hlsTOuiHuLaunwRNg3rjWVgK93QcVRaHB09TjYB1aEwzrmGimic2iUtngxaopGKbC4WoP4OG7z23h1W+fFko4pyh4/cFQksUox5Qdz1UL8vn3hiL2lzd0SKxX5fbyjac3Ut7g47KTcjhhZDqVbi8zRqeiH+fBz6TjjAEAqhoaTGDRFHTdjKi8s6gKCTYNwzSax9LB2KzouvSJvstKsVNSJwnWgHBFNYAnIFMIDXeJdivHSxN/Yn46hys9ePxgmCZNfoM7X9/Jn1bYSHRY8LVpSXf7dQJRVpD5DfjX+mMApDo0khxWjta0tugFg0He21fFyCQ7s/PTWTg+kzWHqlFVhSvn5UW1rWj5gwbpSSq3nzelX7czmMwYlcL+iq4rllNSej6EzxZtNub2y1tUAm2C9GjXlurQaGiTz6Ygs+9dzmNpbn4GnxxqHbr32Skju/m0+LToUcB+//3392hliqIM+YB9dLqDw5Whi47DqnFyQWR3pmdunM83ntnE3nI36CaXP7qWf311PhkJdgprmzh/xkjmjcvkrysP8uLGQoLN1wzDgCPVHq59ci2uJj9mlx2GQxTAFzDBNAhYrEzPSWJnmbvLzwd0I5zEJWhC0G+QkdDzrosJMQhSh4oZeZnsqa7q8v1puX0fG/7k0rn84vXd1DX5+eqicTFpXXdaVDzB1pvQZ6f0fe7theMzKNxYAnS8qd27bC+vbi7BNE1m56Xz52s6H8dlBnX+3fzgFK3ahgBjMpxUN3oImhAwTLQ250aV24eu6xRkJWFVVY41BVAUhYwEO+f/aSU2TeXui6czOz+9m630zMvfOo2iGjdNtVVMbTNG99KHV1HcPE3igysOo3AYk1D2YUtz0slo2TQLTb5AeMw6hPZ/kkNj2qhkzpk2ipGpdp5fX8yoVAe/unBgx0IORz8+7wS++/yWgS4G0HH60DR7fLMCj0xxUOYKtVol2Ac+l4IYWFctKGD7G12PV56Zk8iT1y/gxY0l/Oa/u/H4QkOkvEGDY67QtTTFqaGY0OTXO+1pBK33pGSHRqLNQnWDr9Pu0S6vTpLDyvTme3cwGOSiRz6huKYJRVG4cu4Y/nr9fErrPDitCmmJ/ZsMTtNUDAMajtMDq7/lx7EX94IJabyytetEcdFkMp+Q5ex2qNnxnDAqhQ1H68K/j0iOLvnK2HRnxLC/2aPTel2W/jAyNfLZflRq34/nVDtUt+mYMHwigqGjR3few4fj2wVuIP3rq6dw5+s7qPcE+M6ZE8ludyLkZSSFWtVME2/QpNLt468fHeU3l0eOF++s2zDAhiO1JNq05qmqdIJGx5bN0HykCrppYtFUfAGdghFJ6CbsK3dj0RQCzfOMKgpYFAWnVUU3WrveKoDLE6Ck1sOGIzXMHJPabTIu58DOPhJX7+7qOlgHWHO4rs/bSEt0cM3CfCobvMwviM0YNqum0Pb+X93Y94Gsy3dXhKZXM8Fodz99ZUMxFQ1egiaUuUr59Rs7+dlFHQNHrxFKktZ2al6HppCRZKPBG6DBZ2BT4YScBHaUNkW0OOvA0Xbd1wxA13U0TaMgMxFN09hbVo9f18lJcaAbBvsr3eGpWr7z3GY++tFn+7wvIHR+FzfVRbxW6oqc7qel+AHdpLPHMZsK3fXAsyhQ3cn46ESbBmao6/2Ni8YDdEhUKeLH5Qlgb77WWvvY4tNX7WOUum6Sk/aH5246mbvf2I0/qHPtzHEs+n1cNy8GmafXFHb6esvUm0drvVz/5HpmjU7G6w92yL8C0ODRmZabEpoy0Ij8hNacdFNTYdaYVP523Vwykpxc//fVfLivY64VVYEvLxzLNxZPBODN7WXhoY2mafL6tlJ+dtF0RqU5+XBvBY+v3IKmKdzyucnMiUFlb3uaAn7d4KEPDnDyhIEbw36s6zaemHtpU/eV9jU1NYwY0bPpAA/V9K1n07TRkQH7hCh7qG0tiRwT/ub2Y3zrrEl9KlMsfbQvcoaGN7eVcseSvg0RrG6XEmmAR3OITkhVeTtJDgt/vHJOt5+pavCHW7MN3eS1rSV8Y/E4/rhsPxuP1pKd4uDqebl8sKccXzAy+ZZhgsOm4vUb2C0aaTYLFQ2RFyeTUBeytvaWNeD2BrCorcG6BiRaFZITQnOPNvmNcBddqwa6aXD939fiCehYNZVfXzqD0yd1fsGs9gyf03Nclp3Nx7q+IaTEYNrMn72yjf9sLMEwTXJT9/L2zZ/BGeVcoO2FumqHQuLQFGh9DyLsLfPDd7KqqiZ/eKyUbsJrW4+xaPKIDq19KqHeKI16a/iqE6pRT3ZY8QT8ZCZZqWoy0FToJKdbmEIocL30xDxsFpWbFoXGjSXZrXgDBvXeAIZh0vb0aPD1bytGgk3rcmylCRGt7BYVRqQ4cDX5cXcRtXfV89Pt10m0aWT2IKGT6H87j7mwWVRsFvD7hvc8t1lJDh784olA/2Q9FkPLjBwn+yo7JpQymqdYa/DprDtcw/rD1V1e70ygxu3DblHxBSOvlS2VuhZVobzexz/XFPO9z02isH1UQeiecc60EeFgHUIzcyhtZiGxaaH7nNvj5643duELhq7nP3llO//9/hnRffkoJPXxnt9XjjhetlIc3YcTqampPV7XKRMyeLkP07oda5eQt7ze28UnOxdo95Di6csctv1gRLKdqjZDSvIynANYmq5ZoNNGDdE7vQrYi4uLef311yksLMTvj0x89Wmd2q2tgswEqhv94aDF49e5+i9rqPcG8QUNims97Cip49qT8ymv9/Hm9siMl5fPHoVmsbCjpJ6cFDuvbSmJyPqrEJpiIdGu4QnojMtKwmEJXTSykm2U1/uwW1UCuolHh7MK0vniwrH84N9bKHP5UDEZm5nE+MxE1h8NJe8I6AYvbCjqMmAfTs6bOYbNxw52+f6YET2/sXTlpU0lBJozzhTVenhhQyHXn9q3pCUz81LZfLSWoGGSaNeYnZfW53L+6eo53PjUBrwBg+wUO0Vt3kt1WKhwR57fh6sayXCqERU8p03K4o4LpnL+nz4OvxbQTayaiqYqJNp11Oax2BkJNkakONh1rL7D2G6nVcVh1fjOmRPDLcwtHFYV3Wid+7xtg+fkLrK3Vrm9/GPVETITbXzl9PGdfqYn/nbdfL72zAa8AR2HVaHeG/lw+fk5o9hT6aa8zkeiw8KY9ARm5ibzyAeHjjPwpSNdNyh3+QgGg4NiGrfh7LK5Y3h7ZzlB3YiqO+enUTAY5G+rjtDo07lwgmSJH+4yUxOAjtNftlAI5TppOWtUpfMcKWdNzeZAZSP7K93Ue/x0iIuaA+7iuiYeWL6PcpcnvC6bprB4chbzx2XytTMmhBcprfOw5lA1E7MTOVrtwW5R+ekFJwBQ1egPB+sA9d5guDdXLFk1ldyMBH592YyYrjdaiYnxqzCYmZvGe3u6PiaisWhSdkTAnpkQ3b2wvF2vOJc3urDRqmn42gTtSbbBdS8+MT+dvWVuDEINd/PHxT5HUixYLRCUiD1moj4KV6xYwcUXX8y4cePYu3cvM2bM4MiRI5imyUknRT9X4VB02Ulj2FPegNunowB2i0K9T8cwTPzNUYg/aPLa1lI2/OxsnC9u4dXNxzBNkxSHlbJ6P8v3FOPxh1oc7RYNw9QJGJBgVclOcfD7K2aF53EEeHbNUR798GAo4ZcCiXYLNk3Fr+uMTkugwRNg1Y/OiijnQyv2hwN2f9BgzcFqzv/TSi6cNYpLJkXWyA2nx9Fjru5rW8dnxraFUwGMGFTQXr9wLJ8cqEI3QvNwnhWDud1PHp/FjrvOA0IVcXn3tL532qQRvLu7jEafjkVVSHVaOXtaDve/uw8VA5NQIH3vFbNJ6WRc6/isBO75/CyufOwTyup92Cwqs8ek8cxXF3Kkys3iez+M+Pz6n55NUhe19OUuL4l2C4lttvO5admkOGx8/7MTOnze7Q1y2SOfUNcUqnD4+EBVeGrGnjpY0cAnG8uZnJ3Mtl+eG3795N+8G+4VY1Hh/f1VZCbZmTkmlaBucmJ+Kl87bRxPrT7ao6zHbfl0k7+sPMiy3WW8/p1FUS0rYmtBQSZ/uW4ur28+Rq4lnW/3LJVLv2g73AQg3jOrXfDQxxwob8QEnloev8zTQ0l+Rv+Oix5Mahq6v4cqSqi34snjMnh/byWmaYZavTGpbDM2+d09FfzzxpMpqfOw45iLt7aXUlTdFJ4211RCeUKWzBzFq1uOoWkaLTHouBGJPH596zX95uc389H+Cuqagtgtocris04YyQNXnxj+TF66k4LMRI5Uh/IUzRydGvNgHeCjH50VVZK1/pIei8m0e2jRpBE80Vypp3XyQKmqPS9LSW1k7w1P+7Tox5HsiPybOizR7Ye8jAT2lDWEhp0CU0f1vRHn8ZUHuWDueKbFYF2Nfp1Raa3Xm5rGvs8YlGCBphgH1yOSHRTWRte7QXQt6oD9jjvu4NZbb+Xuu+8mOTmZl156iezsbK655hrOO++8/ijjoHHT0xvYeLSWRLvGdSeP5ak1RzFNA4umcc70kby7qxyap2Oyagr+oIHXG+T/rpjDWVNzOFzp5o1tx3hze1m4dTFogBEIBURZiVasFpV7r5gVkZUb4JqFYxmblcAvXt2JafiobPCHt/PKlhJe3XqMohoPS09rbcX91uLxHKpqZF95PSW1XpxWlXpPgOfWFTElKTKr5HCawGh2Tvfdh+zWvtemnj9jFG9uO4ZhwsgUO1+Y1/exyD94YUs4ieHhGg9/+eAAX2/TDbA3imoa+eF/tlHl9lHgjBwmcP9Vc3hxYxGbC2vJS3OyZHYuo9Od+AJGeHxTUDcpdXnIzk/HrkXOD732cC2XP/oJ5S4vQSM0RKNlyMbIFCdWNXy6YNOUcLB+3RNrWXWgCkVRuOKk0dxzxWym5CQxNjORo80PWqdMyOKuiyPzRrT1/t7ycLAOsLU4+iDj5n9vIag5UBSFg5VuvrF4Ine+vh2XN/TAaVFC52+jT6e+qYHdzfOpv7+vkvvePUCSTSMr0YJfD2WdrW4KREwvoxJ6GNC05iSTOlian3QOVzZS1+jt9+RIonsLCjJZUJBJcXEx3x7AcpyYn8qGwtZj+LKTxsR1+wcqGsPnfO1x5skerupi8NA8VIxK7nrcmKrA1Jxkrl6Qz5dPKeB/20spdXm5cFYOlzy8KuKzZfU+ljy0Ek1RSbBpoCgYpommNA+8MkMz78wek0Kyw8L7e8pw+3QME1xNQUpqPYxOd/LyxiJW7A4NQdRN8AQMkuwaaw9HjnfXNI2/XT+fFzcWYdNUrpjbPzlCLn7oIwpyR/Cnq+eQ6hy4IU7WGM+m0p1xI5JwWjW8ASOyC1wv+DvMhxfdE2qKI7JG0xFlC/kVJ43hN//bjWmGKuWXntb3WQX+s6GIt/a4ePDqOcwck9andV06J5cthaHellaLymVz+n4cxzpYB7hs1gj+9GHR8T8oeiTqyGT37t0899xzoYUtFjweD0lJSdx9991ccsklfPOb34x5IQeDf60tZPXBULIyf1Bnxb5K3vre6by6+RjTRqdwzrQcDla4+eJfV1PvCWLVFGaOScXRHIScNyOH1QeqePKTwx26Ahsm+HWTqkY/mgJrDlV3CNgBdpS4qKj3RiSDaBnP6w/q3LtsL//45AgLxmXwhytmo2ka9181J7T9B1bS0BxomKZJlXv4PFy0V32c8aiVDX1/IL3vqjksmZVDVYOf82bmkBSDm3aDN7K19q3tpX0O2H/3v70UNddmb6nqOPfpFXPzuGJu5M2q7bRuummSkWTF79dDzSptbqwevw6mgW6G3jJNk6PVTaFpEQ2D9AQr1Y0BjOab4p5SF7oOK/c3JwU0TZ7fUMw9zcfygnHp7Cuvx6KqLD5OhvwJI5LQVCVc1uReZLb2BnQsWqjcK/dXccr4TF7ZdAyrqqAroXGWqhIaqtJZd0+3X2f66DQuPXEMZ0zM5MtPrOVQdWtts6aAw6bxxytnsaXQxTNrjobfc1g1CdZF2L520yWt3Bubrqcidup9wycPjM3e+bXJqilkJli45/OzmDkmjWW7yrjrzZ14AwYvbCiktqnjc0coBYmBTzdJd1o4a2o2u8vcFNc2YVEVKht8/Py1XTz0pZP4wrx8nltXiN2iEjQMrvzLJ1g1Fa9fRzfMcMtuy+U41dmxYsFp0/jyKQW9+t73/Hc3JXUevnJaASeN7bobckmdl9pALfcv38cvLx64bvHHXPGblvKTA1UEDR0wO+2xGQgEejzMq316nvY5Do7HZtVwWkK5ZSxq58dBd1bsrcBhUdFNE01VeWVTKdNH973buT+o886u8j4H7FNzUjDMUMv6qDQnE7MH57Sv/+zl7EGic1H3l0lMTMTnC10EcnNzOXiwdSxwVVX32beHsip3ZLcOXyA01dTNZ0/mnGmhrskTspP45Edn8rMlJ/CLi6bx7FcXRiyTlWSltpPs0G3pJjyx6hDLd5Z1eK/G7Y+oZ1QIBfsmJi5PAI9fp7TOw7u7ynlzW0nEsktmjgqPw8zPSODkgsE55iUeDlc1dPt+tN2Yu3LWCTlctSA/ZjXs7W+C47L6PjdoYy8StiXaNawKWBVwWhRczanr2wetGqGkQS3HqW6E5kdNc1rISLDS4Au1hphAU8Dk5ue3svpgRYft+Xw+imoaeXFjCZZQ5M+f3j3QbRmn5aby7TMnkp3sYGxmIg80V1xFo+245VGpDqrcvnASI2sooXtEF/3ONHgCfHHBWJ74+HBEsA6h5HOTRiZzzvRcbjl7EieNTcMwIcVp7TDrhBjeGtqNwSw5zrCeWDtranZoJggFJufEca4oMSgZZuf3yKBuUufVyUwMtXD+9q3dNHqDuL0B9pS58XUzfZtpmHiDBmdMyWZ0mhNLcyutXzfYcKSWH/5nC8t3laHQnOTUF6Ta7SegGyjN49otmobNopDqtDBuRCIPXj0nZt/5xn+s49m1R/lgbwVfe3ojByu6TsHuCxrUe4NsONIxo3089TXRbTR0w6C2KTTzkb99qxTRdYl/b29kFvROVtetm84YR5LDisOqYbdZue6UsVEt3+gLEjBM/EEz9L08setVNKmb2Zp66mevbqeuyR+q0Kr3ctebXU+x2FPj2z1Ppjr6fuxUNw2uZH1DXdTNTgsXLmTVqlVMmzaNJUuWcOutt7J9+3ZefvllFi5cePwVDFHXLczn5U0lVLt9qKrClfM67yJjsVi4tova2yp3gGS7hZrjBO0KCh/sq+Ds6aGKgIp6D2kOG189fTz/3V6GL+ghaBAeX1PvCWIYJroJum7ibwqw51h9xJRQ3z1rEounjKCiwcuiCSOoqIjMwHnZ7Mgu8p9mxXUds9tGUAZnS8nUUUnsKg09JNhUOHVC3xMIXntyPr/5724CukFaD2uhs5Pt7GsO0pOtFmY0z1Gan5FAcW1TaBYDE9KTrKHj1AztTwVo9AbRNI2DFe4OveZcHn+4u3l7TX6dqgZfuKbd24Ma96+dMSEiGVG0rjk5nzVFHnJSHdx10TSSnDYKshI5UtXYnAFfI9lhwaIquDyBTh8qZo4OTRn0+raOFXAAY9JCwzO+/s9NbDpah6qEvmtuDOZVFbFR5vKgdze1QRy0zg8R4rTGd5bcv14/n7WHq/H6dSYk+sm7M7brL/jxW7Fd4QBwxmDWjqFiT1ljp6+bzf+pbvSRm+4MJ141wkOfQlNeqiZomkKK00qTL0hTIJQTxTRMPjd1BGPS7Hzz2VoafUGCBjR4/by4sSQ03Ruh4Nxube5GD6iqwqwxKXz+pDzGZSeyIEZTqUZ+59aKfn9QZ/nuMiZkH6eH2wAnq5w1pu/jpXtqY2Fdhxlk2ormGuro4/Vtxug0Xv/O6by/t5J5Y9OYnBN9PoFA8w3dFzQpSO970pCxGYksmp7PJSf2vfu6JxD5/NObhpf2Fo7N4FBV67PxpBg0CHV3PAw3bWfD6CzHQ09EHbDfd999uN2hoOGXv/wlbrebf//730ycOJH77x/ArDz9LC3RwZvfXcQH+8oZn5XEtNzoL4QTshNJS7AdN2D3B01mjE5F13VuemYTe8rqsaoKs8akM3N0Cp+bls2yHaXUeoLhWmirRUEPtM7N3llFdmfdcBJsKhmpdq5Z2LcM5kNJisMB1Hfzifg+DPfUNz8zkXuX7yOoG+RnJHBxDMYtnT09h2m5qRyudjMCN1N78CBe6fbjtKqYpknQMDlY4WZCdhJ/vuYkHnh3PxuO1GCaJlaLRsAfDE1BGGoYp6bJz5tbjvHGtpKIm05L1/IP91ajKa016ukJVux2O7rhJWiY4UqqaLvI9cb1p47ju+0SB73x3UUs21VGulPj2bVFrD5YTVA3sVuU/2fvvOPjKM4G/Oz1k07d6i6SLffeC8YYML0EQg8Qeqih19ACIZCQBAiEFkJC/aimm16Nce+9S1ax1cvpdH13vz9WOunUT+VOsubh5x+6u93Z9+Z2Z+adt+Fslhgn1WZi4ZgUQAtdaY4KfLr5ENXOVeRWNC6A/bLCt9tLAxshgsjgcHm56vV15Fc60TtbhouEk+nDYll9oHHMOnNa78TetkdDEtTDsaxbWxsGeX85pdNtxJgGjsI+NKHtxbxXUfnLFzu444QxXDBzKC8t24+kA4OKtimsg8vnZnPh3GxMOokjHv8ej9+LXqcp3vd/vI3ccidur4xX1mZjd4NCL4FFB6kxJl66eDp3fbiNQzUujAYdVx05ImDk6A3S4qzY6y2tep3ErHa8FM0GHSaTjpnDer7GeyiU1oYvRffCUcm8tboARVVbDWGPiuq8Aphs675XYnq8ld/MHtqlc3cWB68P311/kN8fN7Zb8vzn0pk9lojwpmNGctmrq/H4FaKMBm5e1P0a8e9vCB7X1xW274naGYbEW8ivFknnAEal2thTUouiQkq8lbwutBGywj58eGN5pKioKJ577rkuXLZ/YrMYgqzWoZISa+WxsyZy/osr29x10kuaC1iNy8eHGw+yJq8Sl1dGUVWKql2kxFqQDtqRdLqAsg6QGG2mur7UnEEvcfSolE7JFGc1IkkS//pxH6+0Ejd/ODI22cZntHS9biCxB+pgl9a4uXPxZmo9fi6dN4zTJnd/gX3alExmD0/kYLWbiZmxPZbdNjPBSmaClcLCzsW7NdQeb3DSl+vNJ7KiUu30YjTo8PoUfLKC3S2j0qiAqwo8vGQboCnj1U4fSDA43kKp3UNuRR1mg44Ys56x6TH88Veaa7iiqliNukDSOoshcvVtjx+Xxv0fbWFNXhUGvQ6v4kdSJSTUwHOtk+CMaRmcNDGd7UU1OH1ym7vNO4vtxEeZqK5/rdfpmDeybz6LfXMrq3d4Y1U+W4tqcPsUFEfL+s/hZHdJsFfQsr0ihr2vUenqm55ZvcGwxPZjZneVOLj9vU28c/VcTpqYTl65nW+3l1LlkvnVFG1cBK1coF/WynUqMvhlmaW7y/ErKq56q0ODRR209ZFer2f28CRGpMXxf1fMZnuxnYx4CymxvVuL+sWLp3HX+5uprPNx/swh7cawSxKkx0fxYATj1wE8bXis9QbHjkvj2qOG887aAkyGqKASsb9fGFpZ1Z7Iet4dlGaPsr/5GxFmU2E1sRYjXr+C2aBj20F7l4yITekNS/j4wXFCYW+CJEno6Hpfd3n95fV6KSwsJD8/P+hfKNx4441kZWUhSRJbt24NvF9aWsqJJ57IyJEjmTBhAsuWNdZ3djqdXHDBBeTk5DBq1Cg++OCDrn6FiDA7O4nbjhuFSS+1mpgjyqTHbNCxJreSPSW11Lq1WBpZbcyoraoqk4fEYapXWtLjrSy5/giOHZfGxMFx3H/qOGaPCG3BrxtAdYbLO5jEeqJu5OWvrmHdgUp2F9u5/+Nt7C5uz6LfeVJirUwZmtArpWg6y7nTByNJEpIkMT9nUMDd7HevrWVrUQ21Lh8un0xmvBWbWd/iPvfLKj6/isWoJy3OwqTMeEanxWHQa8ORXicxOMnGK1fMJWuQFu81ITOeuSMGoZckjHpdmyEp4WJvk/jFWLMBg14KDMJRRh3RJj1xVs2NbkNBNfFWY6tuzCpgNOi4edEoFo5OYVxGLA+cOrZXXDp7gjAmHY44W4tqcHhkfIoaFo+O9qjzBruTNq8zLIg8fWtJ37uY2oiN1src6jAbdLh8MruLaxmRYuPYcRk8dvYUXrh4ekBZB7jpnU24fdqmrorWh7VuP65mBdklINlmZMqQBH41JZPHzpockGPK0IReV9YBBtksvHzpLD68/gjOm9W+5dagg5IaF498uq3X5WoPfZgH7NtOGMPqe4/j7avnAmAza5vvH2061MGZwRyKsJI3fVh84G8JOL0HDC49ydaDNeh1ElaTHp1OYmN+9z3ATpmUHvR62tD4bre5fO/hm9csVKqdPhKjTSTZTF3eAArZwr57926uuOIKli9fHvS+qqpIkhRSnMrZZ5/NnXfeyfz584Pev/vuu5kzZw5ffvkla9as4eyzz2bfvn0YDAb+/ve/Yzab2bt3L7m5ucydO5ejjz6ahITIuh6Fwg3HjuTSI7J54ac9PPvD/ha7LZIkcfToFA5VB1t1GhQfvU7iknnZPHHWFIod7oBS8/QFU+kKMWYjNx7TvWzj/Yl4a/u3/dGjO+ed0B4NdboBZFlhQ351l+Ko+iJ/OGUc1y0cjtcPKfWx1m63n8o6TyCpkEkvcccJo/nDh1sDSelAW5TFWA2MSY1l2yE7ZoOOG44ZQYndy8r9FYGkbrOzWz7P//7tDEpr3JgMRDyD+sTB8eRXalZPq0nPc7+Zyl+/3M324hp09ZsKC0drOQZmZyfyokHX6q6qBMzMTuTkSemc3GzC7IukxAyc2HqLUYeuPjwj0tuZ49JtbCpqdFE8ZWLvuf4KuoY5xFrP/Zkka+sxvXOGJ1BYpz0tMWYj4zLbn/Nyy+u0jVq/tm7UoVmnm+YDkQCbWc/tx4/pUFHua2w71DMb9V1lwcj2q6mEixqXD7/f3+ks8aNSbOyv7J7S/sTXu1h3oIqsQVE8eMr4NjeZWuOhX03g5rc3UOnwMiI1ht8f3bfWx7Ozk1h3QFPSJUlibk73N/gfPHUCRdVu9pfaSYmx8I9zJ3e7TUkSEewNDE2MIq8+9DE+qmtevCEr7JdddhkGg4HPPvuM9PT0oEzKobJgwYJW33/33XfJzc0FYObMmaSmprJs2TIWLlzIO++8wyuvvAJAdnY2CxYs4OOPP+bSSy9ttS2PxxPIag9gt0d2AG3AZjFw4ews3liZj8PjR5IgxWZmTHosC0YNYkhiFNsPVQct8o06LeHXb2YPCcQTZlm6l3HS45fR62FwYu/vUPcVzpw8mCe/y23z8xkjuj/JjUiOZmuRVjfZYtSzYFT3E8QVVDq44pW1VLl8nDYhgwd+Nb7bbXaV5gqzxWKor7WuvXb7VSZmxPLcRdM489lfAoq8RQ/P/2Y64zLjcLi8WE36gLeAoij8sKuUqUMSuOHY1mOyUvpIMrbzZw6hxO5CVVTOnTWUGcMH8dbv4vnjpzsosbu5eO4wxmXEsXR3KXtKHHh9cotEMQBHj07iqfO6ttEWCU7oxRjRvsapkzL5amsxHr+C0mymjDGFVzmbkZUYpLCPF/kN+hzHj+v+Rm9/YfzgYEW8wXno9EmZFNYp1PlULp2X1WaFlHKHm+vfXE9BlQuXT8aok/ApaiDbe0KUAb9fJcqiJ8FqYlRqDOM7UP77Eh6/gtmocNTo7s/7oWAAmjoIHj02vOO1w+Xlu51lGFyaMumVFQyyzNAkW6eVdYA7Th7Plzt/CryelhFaArS3Vh9g8XotJjuvoo4o4y7uPXVcp88fnRbLFzcfhcPl7ZGSvD3NhXOGYTbq2JBfxdwRSd0K1W0gwWbilmNH8sbKPE6emBEwBHaHI0YMYsnWtsNPBxLPXTSNuxdvweXxc+cxQxh/V+hthKywb9y4kXXr1jFmzJjQr9YJKioqUBSF5OTGgS4rKyvgbp+fn8+wYcNa/aw1HnvsMR566KFekbUrPPfDXt5ek4/ZoOeRX03gjStn8++luSRFG7n35DEYDAbu/2gL/16a2yKOx6torriPf7mbyYMTesRiW1nnp+ZgLee/uJJvb1vY7fb6A81DDZtnbCyrdTI4sXsZMl+/fCZ//nwnFXU+frcgm/T47m+InPfiKg7VuFGBV1bmMTbDxjkzQytX0lt4vXIgqypolvTTn1vOX389nmizEVnR7mWr2cioVC3+sflEeNHcrDYrLPQllu0p476PtuKTFSxGPXEWLbu+wWDgkTMby7H9/audvLbiAF6fjLuVFPIpNhP/vnhG2OTuCVbnDpzY6REp0cRGmahweNE3yZmgk+CE8eFVzt5fWxD0+pVfcrtcS1rQO2w72P0kTf2Farc/KCdHvWMUT/+whzFD0/jvJdPbDdu68a2NbD+oGU90ksTIFBuj02JYsb8Ct0/GYtBR4fHhcypUOrwUVDpZurecP/1qfI/kg+ltNI9XiWEJ4a2P3XxLePshO1PbibXvSRwuLxf/dw2ltW48NZortE7SoZN0jEuPCamtbUVVQfdXXnVosfh7Sx2UOzz4ZRW9TmJvB6V826IvKusNnD19CGdP77nQwLdXHeAPH21FUeHL7aVsOVjDPSd3fpOjNWrdoqxbA3/5fCebC6sBePTLXV1qI2Qzwbhx43q93npzq32Dm2xrnzf/rDn33HMPNTU1gX8FBQXtHt+b7C628+LSfVTVeSmucXH7+5uYkBnP0xdM5cHTJwR2IH/eo/VvW84Lbp/M/35p20IcKipQVB3ZpErhJL8s2MuiuS61v7z1kjWhYDAYePD0CTx9wdQey/Zd7vAEJjBFhS+29Z2dS3d9NvimFFe7uP29Lfj8MlajHqtRj19WqKwLX+ba3uDdtQWBckVun8y7a1sfUz7bfAhVVQOJ8poSZdJiPO//OLIxjqGyr6z7z0Z/4cP1BwFIspmINmtjs82s5SdYti+8WeNrvcFL8YMDaLzuLwy0ObTpqNa0Ks3e0lp2FbddoxygrEnImNmgY0Z2Ak+cN5U/nDQWm9lItcuPT1bx+FV8CrhlBVlWeHNVaHmSIoXVpEOvk3hj9YGwXre5wl5aG75Y8B92lTW5nnZDJEQZSYg2se5AdUjhsh9uOBh0f1WHWAe90uHRaqirWnk2kfOjY577aV8guaOi0ua6JhQO2UW/N/DLvka9eU9J1zaQOqWw2+32wL+//vWv3Hnnnfz4449UVFQEfdYT7uZJSZqrd1lZWeC9AwcOMHSoFrs0dOhQ8vLyWv2sNcxmM7GxsUH/IkVepTOovJPT23IAK6pyUef14/TIxJgN6CQtgYmE9v8GesJi24AEpPcRV+NwoErtxzKZdCE7noSFpCalTnTASWG28rVHrM3copSLJGmu8cOSGq0MQxKjesSt/bPNRTzz3R72l7W/MOwNBtnM1Hn82N0+ZEUl2db697HVK3nGeheOhudXL4G+fjeu2N65zPx9hUExfdfi0NOkxprxygp2lw93/Vjt8at4ZQWrKbxjhLVZfHRCD1SyEPQsYg7VMOikdseJzzYXER9lCCiXJoOec+othadNyeSxsyaSEmPGYtRRn4c0YMFP7GLsZ6RIiu5+/e5QMDabhDPjul9Lu7NkJkS1GSJrNepDSpR7/LjUoLwhNnNoyfP8CpgMEjpJS5RqDsEdv7+wbG8Zz3y3h/UHembzuHl1JJvZ2O02hyd1363+cCHK2HgPNiRYDpVOnRUfH09CQgIJCQkcd9xxrFy5kmOPPZaUlJTA+w3H9ATnnHMOzz77LABr1qyhuLg4kJiu6We5ubn89NNPnH766T1y3d5mwfBBDLI1DuANWRhlWeY/P+/nT59u47f/XYUiqzi8fmQFbjtuFFfOH84fThrDmLRYbBYjc0cM4sZjR/WITElRBsamx/D27+b0SHv9gaNGJga5wVuaZO/WS3Ds6L6RqKU5b101h5Ep0QyKNnHhnCF9xh2+gauOzA7EMuolrTzZ7OxEPrpuLlctGM5VC4bzwdXzOtVWwzPxxNe7KK4Jtlw9/e0eHvt8J2+vyed3r60jrzy8SnuNy4vbp+Dyav8umjO41eOeOHcymQlRxEeZOX5cClfOH87c7AQMeh2yoqLX67igi3ViI4EOePr8aZEWI2xMHBKn/c71/0ArXeiXVUamhNfV9c4TxwQWsDoJ/vrrie0eLwgfDZvpp04YOPkdjhmTTFJ044I+O0kzICRFm7nhmJFtZm1vGLsPVrvRSzA43sqDp44J8kKbn5PM3SeOxWzUKubodRKxVgOj0mJ59MzI5W0JhWizkbHpsTx6Znif05QmGyV6CRaMCt9aZtqwBC6YNYTEaBODE7SNgkHRFlJjLTxwWmiu1RfMyeLo0ckYdJpX0+uXzw7p/BnDEvDJKkp9daWsQeHbuAgHn20u4p7FW3h7TT63vLOBZXvKOj6pA965ciYpMWYMOol4q4G3fjez223+flEONrMOiUbDRQNpseHdzIo09502lvQ4K8k2C9cdNaJLbXRq2+mHH34I/J2Xl8eQIUNa7JYpihJyWbfrr7+ejz/+mOLiYhYtWoTNZmPv3r389a9/5eKLL2bkyJGYTCZef/31gLv4HXfcweWXX05OTg46nY5nn32WxMTwxOh0F4vFwKe/P5LXVuSRFG0KZDy95d1NrDtQRZ3Hj8PjJ9lmJsVkJjHaxPXHNCbfuqqLP3J7/HTXsRH1OogEu8tdQYUQgxyWVdhR5mD6sL43mGQNsvHNrQsjLUab3HPyOO45eRzVdW7eWFlARryFX9dbTkLdYGp4JgC+31nK21fNDsST/by3cXJy+fx8v7OMy+eHbyd3a5E9yNthQ0ENx45tuUAdlRbLlzc3JtZ8+ts95Fe5sFn0yH6Vh04dx/Hj+sci32bWERtnbhE+cjjz9dZiYi0GYi0GPKqmnKTGmjFYLBRUhdf92WLUk2Qz4fHJRJn0SLqBk5G8r5MWp90T6wpqIi1K2FAUicx4C16/giRJZMRqCtHbV89tdz3RMHbbXT7qvDJFNW6e+G4vOWmxjEtvrCN90qR0UuPMLN1dzoJRg9qted4X+e62hRFZV9ndTSqyqLCpoIq0+PApq9cfPZLrjx5JYWEhH98Fb109p0v9UFzjoqDKRWqs5rWyeEMRk4d23iCYX+UkMdqI26fVKXd5WyZ87c98s70Upd7txK+ofLH1EPNHdi/BodlsZvW9i3pCvACqCjEWIxJ+VF+wzti8dOPhzvycZObnaL9RV73RO6WwH3XUUYG/jznmGA4dOkRKSrA7bkVFBYsWLeKSSy7p9MWfffbZgLW8KampqXz99detnhMdHc0777zT6Wv0NWwWA9c1KxGxrT75ilEvoapaZk2LTj+gSiiFE7fHDzrQNcTr1GshOgnQgWeADSQ9TXy0pc0s752l4ZkAqHJ62VJkZ26OZi1Ij7MEYnglSWJUanjdrpJsZhwebWFk0OsYkdy566/Yr8UwWQx6MECRvf/EvMZYjOglie93lTJtWP8podkdRreT1DM5Jrwbej/tKQ/Utwb4dkdJtxdogp6lJ8PU+jp7KxxU1PmItWobWfvLqjt1XlqsNnZ7/IpmddNJ+PwKP+wsDVLYAaYNS+x3inqk8SlqIDRNAupaCbvsDyzbW47T27j5sDG/OqTzc1JsmA16zPXJQockHF7P5pDEKNbmVQZej0gOLalfuPhuRwk6SSLWasTj1X4LnaT98w+k3f8eIuTAjoZ6681xOBxYLELB7AopMWbyK52YDHrio2BEio3UGAv3nzo20qIdloxNjyU1xkKFw4MkSaQmRZGHVt8+xWZmbFp8hCUUNDwToMU4Zic3uiD/6YwJ/PGT7ZTVelg0NiXsisvfzp7MI0u24/D4OW/m4E6XPxmSGBX4TpIkMb7ZArWvI0kSY9IGTkzaSRPTya1wsHxvJbEJCuvQvFwGJcSHfWzOHhTFpoLGWMXRaX1zgdYRWXcvibQIPU5Wko0haUn8cQDN10PjrViN+oCVLKGTseWPnKmN3b/sLcfjk7GY9EiSxLj0geXl11uMT49h28FaFFUlPsrI7OH9c1NvXFosep2EXJ/zKS3E/BAXzBpGSY2bNXlaHfY7jh/dG2JGjFuOzcHp8bOruJZJQ+K5fH52pEVqlTHpcUhSUVBycL1OwqjXMTGzf61/+gKdVthvvfVWQFu03X///URFNbrZyLLMqlWrmDJlSo8LOBD4+zlT+OuXO3B6ZS6eM4yjRvedZGKHIzariafPn8KLP+/HpNfzmwnRzH8YjshJ4tpFE0mw9a/ENocjzZ+JtLjGHfI4q4knz5sSMdkyE6w8f9H0kM976PQJPLJkG4dqPBw7JqVfPecjU2M4ZmJWj9R77U9ct3Ak1y2EwsJCngde+u2MiLi63rpoJD5ZZW+pg+nD4rlgVt/KXzGQeemSyNwTkcRmNfGXX09sMocO5psHOj6vYex2eeXAWHj06GSOHpPa+0IPAJ69cDqPfbETh9vPRXOGktlPLcvjMuO44/jRfLTxIAnRJu49KfTNsJuPO7yU9Kbo9XoeOK3v53M4cUIaxTUulu4pJzYZ1gHzRiQxKDGB+04ZOBucPUWnFfYNGzYAmoV9y5YtmEyNSo3JZGLy5MncfvvtPS/hACAzwcrTFwycZE59gRnZSczI1ioSFBYWAvCv30wfcAuvvsrh+ExYTXr+fOakSIvRJZ67UDwbkUSv1/OHk8UCR9B3aG0O7Sz9eSzsy6TFWfnn+VMjLUaPcNqUTE6bMrA2iA9HLj0im0uPyKawsJB/om0qibVE1+i0wt6QeO6yyy7jn//8p+hwgUAgEAgEAoFAIBAIepGQY9j/97//9YYcAoFAIBAIDgMOx1h1gUAgEAgiRcgKu6DvsHxvGdsO2jl1UsaAylDbE/j9ft5cnU+M2cisVC2J4v+tyuXKo8cHSggKQue9tfl4fArnzxw84Pvx/1blo5cIlG/sz7zyy35On5nT6QR7gp5nU34Vq/MqOWZMKiNSxO8QDtraeMj7yymBv1/5ZT8zRmYyL6d/JvgKN0t3l7KruJZfTc4kJcRkYoKO+WxzEWV2D+fMGIrNEtk5+J3VB4iPj+OcGf1/DhwI7C6289PuMmZlJYZURi8UXluey4iMFE6alN4r7R/ODOwVdT/m6e9285+fc1FVlf8sy+Wd380Ri+kQOP3Z5RTUZ+weE+MD4Onv9vLRtho+u2HegFc2u8JvXlrJlsJqAN5dV8AnNxwZWYEiyK+f+4U9JbUAfLixiLd/NzfCEnWPF37ax+vrynj18lmMyxDZXcPNB+sKePizHciKwgs/7ef5i6cxKysp0mIJ0J4Nw6oSrjlqRIuSrYJg/vH1Ll5dnoeqqrz8Sy7vXT2HIYli3dJT3Pz2Br7bUQLAGyvzWXLDfCwRVNqf/HY3enM0H286xBtXzI6YHIKOWbWvgmv/bx0+v4Jer+OPp43jjKmDe/w6z/24F4OlmB93l/LXsyf3ePuHM7pICyDoGp9uOhQoleD0+HljxYEIS9R/WH+gMqCsA2w9WBP4u6jKyboDNa2dJmgHt9vP1qLGfsstq2NfqSOCEkWOgkpHQFkH2H7QTnWdO4IS9Qxun8yry/MiLcaA5P9WFyArCgBev8wry/IiK5AgCFVV+WhjUaTF6PN8tulgYN1S5/bz1uqCCEt0eLFsb3ng79JaN9/uLomgNI1sLqjG7/d3fKAgYvxveS4+vzbHyLLC/63K77VrqarKT7vLeq39w5V+aUa88cYb+eSTTzhw4ABbtmxhwoQJnT5XlrW6oYWFhf06cZ7eVYnX3qgQRcsxIWVqLSjQJsr8/Hzi4+N7Wry+jcONXFuBrGqDk+qoAMBdXYolKgbJWU5hoSuSEkaE7t4TqqMCb/3zpdfpcFeXUOit7kEJw0N3+8Hp8aM4KvDXK1hGvY7qsmIcVf1vuG3oC3d1KUarDas3KuSM0IcDkR4vje5KvPbGOuxmryFiv0NDX4y86XWM1oFpHS0sLGzxbJgsoc3BhxOdfT4M7kq89sbNcpsv4bDqs0iPE1JdJV63V/tbkjC5qigsVDs4q+dp/mxYDHqKi4vDLkdfINL3RGexeKvx2huVaFOi3KPPZvN7whZtOaye/VCw2+1Aoz7aWSS1aUX7fsLSpUsZPnw48+fP57PPPgtJYV+zZg2zZs3qRekEAoFAIBAIBAKBQCBoyerVq5k5c2anj+9/Jh9gwYIFnT7W4/Hg8XgCr1NSUgBtt6c1C/vkP36F3GQLw2LUYdCBy6sEvd/XOWb0IDISogLxTAAGvYS//kt4asrY9NSVZF77CjpzFABbHzohIrKGmwkPfhX02mcvp/i/1/VoXzS/xuzseF6+tHsxXM3bhJ6Vs6EfRt38GnpzFA6P0q22e4pBVh3TshP4entF0PtbHzqBd1bn8aclu4LejzLpcHpbyt5eX727toAnvt4JgKemnP0vXMP0u99CX38/ZA2ykWwz8smmyFgJDDrY+GCj/Cv2lfPAx1sDr2OtRhZfe0SPX7ewsJDx48cP+HGiN8aIrsrSQDivP/HBr2iY/hr6oq059M73N7EhX/MGcHr81LhDsyL0BSQJ0mLNDIq28NbVc1o9puHZaKsfBhKtjRN9nfQ4M3qdxJLfz0ev13d4/AlP/kSNyxt4fcPROVw0NzvomEiPl5EcJzoaL08A/tFJWbr7PSJ9/nkvrKDSqekdDWvthnXVyRMyeOD08Z1uqzfki0SbkZ5DI03TvlA8Toqev5ScnNBynvRLhT0UHnvsMR566KEW78fGxrY6yeot0aiKtjSRJDAZ9UgS6HUyahf0FwmIhJ6fmBBPXJwVg6XRbT7KpMfp1RZPskdzS9OZowIPz0BZdDRfUDQoZT3ZF82vkZYY3+NtQs/K2dAPenMUenM0OvrGQjsqzkp6UgI6c3CYQmxsLOmDktBbomjqJ2Qw6dFJLWVvr69Sk+LRm6O18y3as6E3R2GwaO/ZbDGkJkWhM9u7+3W6hF4vBcmfFO8LyAZgjTL3yvPb0OZAHyd6Y4zoqiwNhPv6DY+Yvsn3b02G2NhYDBZNsTHq/OjU/he7qpPAYLFgjbG22c8N77fVDwOJ1saJvo7BYsFk0JOQ0Lls2JYoGw6l0fiTnJTQ4neP9HgZyXGio/HypSaVFUJpq4FQvkekz7fabBgUTb1qWGs3rKvi47o/XvT2WrA32oz0HBppWuvfzmwUBrXRU8L0Ve655x5qamoC/xriKNriNzOHoJe0CTtnUDS3HT8Kk0GPzWLErJdCurbJIDE4ITxlS5KjdAG5k20mnjhvKtcfNZzhyTb0OonMhCie/c00hiVFo9dJDE7oH5Nqb5DXwcTR0eedYd6IxkWASS/xzEWdd3tpC2Oz1z0h59Xzs1q8p5MkUmMtnDQumYZb3qQDg05qdcCIM+tJizV3W5bW0AGnTc7gT7+eisXQePXMeO16p07JZHRqDDpJ22CLsxhIiDKSEBW8F3ns6PZLLp02OZNZ2YnodRJRJu3cSZnxGHQSg2xmbjthFPefNh6bObQBtifQ6+CqI4MtOTOykzhxQhoGvY4Ys5FbjhsZdrkOd944VWTDb+CY0clIaBvQw5Oj2z321uNGkRFvRa+TmDA4npnD4mmYOfUSmEKbRnsVCbAYJBqeap0EZr1EvNVIrNXIbYtGdaqdrLuXtPpvoGMKcc3UUzS/qlEvoWvyptWow2rUc93CEZ1u855TxhJtNqDXSczISuxUqbJTx0W21F9PrBEica3utvXrycG5NUJdnZw8blDQ609umBHS+bceP4pYqxGDTmLucK2ah06SyE6O5vbjRocoTUvOmJgS9Pr2Y4Z3u81BHR8SMvG90OZApl/GsDeQlZUVcgy73W4nLi6OmpqaAbW705zCwkKGDBky4PsBRF80IPpBQ/RDI6IvNEQ/NCL6QqNpP0x69OdWjwmnwhRJxD2hIfpBQ/RDI6IvNEQ/NNJVPfSwt7ALBAKBQCAQCAQCgUDQH+mXCvv111/P4MGDKSwsZNGiRSEH7gsEAoFAIBAIBAKBQNDX6ZcK+7PPPkthYSF+v5/i4mL27t0baZEEAoFAIBAIBAKBQCDoUfqlwi4QCAQCgUAgEAgEAsHhjlDYBQKBQCAQCAQCgUAg6IMIhV0gEAgEAoFAIBAIBII+iFDYBQKBQCAQCAQCgUAg6IMIhV0gEAgEAoFAIBAIBII+iFDYBQKBQCAQCAQCgUAg6IMIhV0gEAgEAoFAIBAIBII+iCGcF3v66adbfV+SJCwWCzk5OSxYsAC9Xh9OsQQCgUAgEAgEAoFAIOhzhFVhf/LJJykrK8PpdJKQkICqqlRXVxMVFYXNZqO0tJThw4fzww8/MGTIkHCKJhAIBAKBQCAQCAQCQZ8irC7xjz76KDNnzmTPnj1UVFRQWVnJ7t27mT17Nv/85z/Jz88nLS2NW265JZxiCQQCgUAgEAgEAoFA0OcIq4X9vvvuY/HixYwYMSLwXk5ODn//+98566yz2L9/P48//jhnnXVWOMUSCAQCgUAgEAgEAoGgzxFWC/uhQ4fw+/0t3vf7/RQXFwOQkZFBbW1tOMUSCAQCgUAgEAgEAoGgzxFWhf3oo4/m6quvZsOGDYH3NmzYwLXXXssxxxwDwJYtW8jOzg6nWAKBQCAQCAQCgUAgEPQ5wqqwv/zyyyQmJjJ9+nTMZjNms5kZM2aQmJjIyy+/DIDNZuMf//hHOMUSCAQCgUAgEAgEAoGgzxHWGPa0tDS++eYbdu7cye7du1FVlTFjxjB69OjAMUcffXQ4RRIIBAKBQCAQCAQCgaBPElaFvYExY8YwZsyYSFxaIBAIBAKBQCAQCASCfkFYFXZZlnnllVf47rvvKC0tRVGUoM+///77cIojEAgEAoFAIBAIBAJBnyWsCvtNN93EK6+8wimnnMKECROQJCmclxcIBAKBQCAQCAQCgaDfEFaF/e233+bdd9/l5JNPDudlBQKBQCAQCAQCgUAg6HeENUu8yWQiJycnnJcUCAQCgUAgEAgEAoGgXxJWhf22227jn//8J6qqhvOyAoFAIBAIBAKBQCAQ9DvC6hK/bNkyfvjhB7744gvGjx+P0WgM+vyDDz4IpzgCgUAgEAgEAoFAIBD0WcKqsMfHx3PmmWeG85ICgUAgEAgEAoFAIBD0S8KqsP/vf/8L5+UEAoFAIBAIBAKBQCDot4Q1hl0gEAgEAoFAIBAIBAJB5wirhR3g/fff59133yU/Px+v1xv02fr168MtjkAgEAgEAoFAIBAIBH2SsCrsTz/9NPfeey+XXHIJH3/8MZdddhn79u1jzZo1XH/99eEURSAQCAQCgUDQCbLuXtLq+3l/OSXMkggEAsHAI6wu8c899xz//ve/+de//oXJZOLOO+/km2++4cYbb6SmpiacoggEAoFAIBAIBAKBQNCnCavCnp+fz7x58wCwWq3U1tYCcPHFF/PWW2+FUxSBQCAQCAQCgUAgEAj6NGFV2NPS0qioqABg2LBhrFy5EoDc3FxUVQ2nKAKBQCAQCAQCgUAgEPRpwqqwH3PMMXz66acAXHHFFdxyyy0cd9xxnHfeeaI+u0AgEAgEAoFAIBAIBE0Ia9K5f//73yiKAsA111xDYmIiy5Yt47TTTuOaa64JpygCgUAgEAgEAoFAIBD0acKqsOt0OnS6RqP+ueeey7nnnhtOEQQCgUAgEAgEAoFAIOgXhNUl/v7770eW5Rbv19TUcMEFF4RTFIFAIBAIBAKBQCAQCPo0YVXYX3vtNY444gj27dsXeO/HH39k4sSJ5OXlhVMUgUAgEAgEAoFAIBAI+jRhVdg3b95MVlYWU6ZM4aWXXuKOO+7g+OOP59JLL2XZsmXhFEUgEAgEAoFAIBAIBII+TVhj2OPi4nj77be59957ufrqqzEYDHzxxRcce+yx4RRDIBAIBAKBQCAQCASCPk9YLewAzzzzDE8++SQXXHABw4cP58Ybb2TTpk3hFkMgEAgEAoFAIBAIBII+TVgV9pNOOok//vGPvPbaa7z55pts2LCBBQsWMGfOHB5//PFwiiIQCAQCgUAgEAgEAkGfJqwKu9/vZ8uWLZx99tkAWK1Wnn/+ed5//32efPLJcIoiEAgEAoFAIBAIBAJBnyasCvs333zDvn37uOiii5g7dy5FRUUAVFZW8u6774ZTFIFAIBAIBAKBQCAQCPo0YVXYFy9ezAknnIDVamXDhg14PB4Aamtreeyxx8IpikAgEAgEAoFAIBAIBH2asCrsjzzyCC+88AIvvfQSRqMx8P68efNYv359OEURCAQCgUAgEAgEAoGgTxNWhX3Xrl0sWLCgxfuxsbFUV1eHUxSBQCAQCAQCgUAgEAj6NGFV2NPT09m7d2+L95ctW8bw4cPDKYpAIBAIBAKBQCAQCAR9mrAq7FdffTU33XQTq1atQpIkDh48yJtvvsntt9/OddddF05RBAKBQCAQCAQCgUAg6NMYwnmxO++8k5qaGo4++mjcbjcLFizAbDZz++23c8MNN4RTFIFAIBAIBAKBQCAQCPo0YVXYAf785z9z7733sn37dhRFYdy4cdhstnCLIRAIBAKBQCAQCAQCQZ8m7Ao7QFRUFDNmzIjEpQUCgUAgEAgEAoFAIOgXhDWGXSAQCAQCgUAgEAgEAkHnEAq7QCAQCAQCgUAgEAgEfRChsAsEAoFAIBAIBAKBQNAHEQq7QCAQCAQCgUAgEAgEfZB+q7Dv2bOHefPmMWrUKGbNmsX27dsjLZJAIBAIBAKBQCAQCAQ9RkSyxPcEV199Nb/73e+49NJLef/997niiitYsWJFp89/bXku588fzSCbJfBepcPLP7/bxbYiO0k2E7ceP5w3Vh5ke1E1ZXYXTq/MpKEJ/LCrArX+HCPgq//bogedCujB5wM/oKLtiujQXjcnClAN4GrlQx2gNHmtB+RmryUgJUrCbDFjMeowGfTUunycPjmDm08YG9Teir3llNZ6OH58WuC9CQ9+hc4cRd5fTumwzw4nsu5eEvh72Q2TAa0vbOYotvdQXzS9Rk/1b2+2GV1XDsCnG4uYO1bH8GQbD3y0maV7yshOsJIUa2XfoUr2lLtx+BrPH2SFOIue3Co56H5toOl9m2ozUOJoebN/dPUs7vl4GxUOLwaPj4P17Q+K0jMqxcrQQQmcOT6W376xjSijnhcvnsHbawqYPiyBUyakcdeHW/CrKmdOzeSk8WlU1Hn5ZW8Fo1NjGJcZ1+r3/mZbMbIKJ05Ia/Pz+HgnZoOe/1uZR2GlA5PRAKrE5oIavJ3p3BCJNsKY9Fi8fpXx6TZuXDSGNXlVZMZbmJGdBECp3cUveysw6ySK7G5kRWVEso3jxrf+PbrCqtwKiqvdjInRfoiBPk747dqzEcl+6I1nPxQe+XQb1W4v103XnqfW5tCm7Cq2s/2gnVnZSeSW1/LeukIW5AxiXk4yry/PZduhWoYkWciMszI0KZqnv9lNWZ2bS+Zlc/GsYVz6yhryKmqRkEiJteDyeCipVUiNNfKbWdm88MNu7K1Nqt0kwQxZybGYjTrSY61EW3Q4vQo5ybFcOT+bveUOftlbzohoT89fvJ/T8Hx0h4npUVS5ZMrtHrwKLBiZQEZ8FJsL7YCKxaSnqMLFrOEJTBicwNBEK06vQqJVz95yFxlxFuxuHzuL7ewpcTBjWCI3Hz8av9/Pm6vzsZkNRJmMmAwSJXYvegnOmzW0WzJvL6phV0kt2VZ3oB+SE6JY98DAGid6crzs7vfo7vk5dy/BDwxL0PHTXSeFfP7Zz/9CQaWT+45OAbR11bGTjaTFWUNuqzWOfOwrCmr8jB5k4avbj+2RNntzfdkX5tBI09AXisfZpfMlVVXVjg/rW5SWljJq1CjKy8sxGAyoqkp6ejorV64kKyur3XPtdjtxcXGMvet9EuMT+OiGeQyyWah0eFnw+Pc4vHK75/cnZg6L571rjwDg71/v4sP1hQCkx1v5ywmZjByexZCb3w1MsAPpAWo6MPnt5RQ9f2mgL6Kg20p70/Yb6G7/9nabDf0w68GPsdpiqKnzUOXqX8+DBMzJTqDK6afW40Ovk7jx2JGcPX1I0HE3vrWedQeqAJg8JIHnLpwW+KywsJAhQ4Yw68GPcSgmnF6ZSA6SGXFmdDodv50zjFMmZXDFq2sorXVT7fSBqm0KxlsNLBidwj/Pn9rt6z3z3R7eWVuAqqrY/Ha+vv/XA3KcaG+MgPD2Q288+6Ew58/fUVyrKSMmTxV7nrq4xRzalC+3FvPY59vxKypOrw+7S0ZWQZK0DTx/v1t1aGNLeqwZp09GVlQURwXbn7iImpoaJj36c6vnHE7PSmv3IGjfsWHMbPp8hAudBFaDDrdfQQLk+jGxKTnJURj0eoqqnDi9Mga9hKKAiorVqGdcRizvXD2vS9f/cH0hT367G1lRMbqq+enhswfkONGT42V3v0dPnx8lwfbHOn/+qHs/xytrd2HTdVVcbBz//u10sgbZOt1Wawy/e0mQcSTaCNv+1D/WlwNxLQHBfaF4nBQ8dS41NTXExsZ2uo1+6RJfUFBARkYGBoPmICBJEkOHDiU/P7/FsR6PB7vdHvSvgRqXlw/XFwHwv1/24/T1L+WkI9blVwf+/nZ7SeDvQ9Uu1uZVRkCivkFbC48Gurb3dXjh8yv9TlkHbaG29aCdSqdm/ZIVlY83Hgw6xuHyBpR1gE0FVVQ5WreXu/1KRJV1AJdPQVVVPt9azEcbC6l1+6hz+1FUzQNHBeq8MusOVOHqgQ3Hr7YV07CPW1EnrIgCKHG4A387PY33WNM5tCkfrC/Er2j3kN2pKesAqto/lXXQnrNDdg8ev7ZU9iut+RMJwo2igtOnINffW63dXvvLnBRVOZEVFVkFj1/Fp6jICqiqyvaDdqrr3K2c2TEfbixCrr/XHV5fB0cPXDpad/VlnCGOWQ3KenPqvH4+aGW8DJXmI0+duO0GBP3WJV6SpKDXbTkKPPbYYzz00EMt3vfUlGO0uojyp1JYWMggnQO5tiIw8B4OGPUShYWaVV3vqsRjb5iQJGS79sh7qksxWrXdvoZjD3caXHMacFeXAj3bF82v0R/abOgHV1UJpqgY/PZ+qqxFGfG5QdFp+5FGmzeon2RZhrpKPH5N8TDq9VSXHaKuWg9oG4Kg9YMsmwOKR6RQZCMegw6DIRqT24Snpgy/04ff1zht6w06VJ2F0kOF6PX6bl3P4K7CU6NtWzkre/7Z6C+09mxEqh9649kPBcVeHlC6vTVaX7irSzFFxQTm0KYY3VV4aiq0cx0e/IeJbquTwGfUoUjgqtL6IT8/v9XfBw6vZ6W979gwZjZ9PsKJTtI2g6B1hd2gA9mr15R0b/DN6DPrMOp1VJcV46gKfUlscFXhqakGwFmpGUYG4jjR0Xi58g/HdlqW7n6PvnR+83WVwR3d59eCvdFmpOfQSNO0L+R6l3hZDs3A0m9d4keOHElFRUWHLvEejwePp1HxWLduHcccc0yYJRYIBAKBQCAQCAQCwUBn9erVzJw5s9PH90sLe0pKClOnTuWNN97g0ksvZfHixWRlZbUav242mzGbzYHXU6ZMATQrWiixA5Fg8doCXli6L/A6Pc7Ka1fM7pG2CwsLGT9+PNPvfgu9OYrsZBv/vnhGj7Td32jeF89dOI2RqX373ugNGvqhLz4b+0prueaNdYHXRoOOz29c0CvXaqsf7nxvIxsKqgOvjx+Xxh0njukVGfoKzZ+Ns6YO4ZqjR0RarLDTvB/io0y8d03XYl77O31pnKh0eDjv343JZnWSxKfXz8dk6p6XSWcQc2gjfemeiCTN74k5w5P40xkTIy1W2Onv98PNb29g28GawOvTJmdy47Eju9RWf++L7vDvpft4b229901NGZueulLMoWi51IYMGUJOTk5I5/VLhR3gxRdf5NJLL+XRRx8lNjaWV199tVPnNbiLxsbG9vmHZ1BiPAZLdOB1tC26x2RuaEdvjsJgicZmi+nz/dFbNO0Lo9VGSlICsbHRHZx1+NHQD33x2Rjk12O02gKhLxajoddkbKsfbLFxGCyNwWJx8XF9rp96mubjRHx837s3wkHzfrBGWwZkP0DfGidUoxeT1YZSPy4Y9ToSEmK7HRbSGcQc2khfuiciSfN7YqD2R3+/H2wxMRgsjSUoErox7/X3vugOifHxGCxavqwGN3AxhzYS6jzVbxX20aNHh1TGrT9y2pRMftxdxtq8SmwWA7cdP7rHr6HXSQyymbnjhJ5vu79h1Os4d/oQhiQOPGW9rzMkMZpzpw/hgw2FGHQ6fn9MaDuTPcHtx4/i92/VUWJ3kz3IxjVHZoddhkih10mMy4jl0rlZkRYlohj0OmLMRm4/flSkRREAcVYTl8zL4s1V+egkuPLI7LAo600Rc2gjbZV1G0jZoEG7J4YmRnHzIjFO9EfuOGE0N729kXKHh5EpMVx1xPBIi9QvuWTuUFbnVrL9UA2JUZqns5hDu06/jGHvDg1l3UJNp3+40VCGZaD3A4i+aED0g4boh0ZEX2iIfmhE9IWG6IdGOirrNlAUdnFPaIh+aET0hYboh0a6qof2y7JuhxOlNV0rJSLoPtV1bhxuf9BrQXhxuP1Bv0F/x+32H5b3UZkYp/oEh+t8cbh+r8Od5nOoQEOMlxri/hCANr77/dp9UOFw4xb3RJfoty7x/Z28cgcX/Wc1NS4vcVYjr14+mxEp4S+HMlC58a0N/LirFEmCU4abADjp6WUcNX4Yz100PcLSDQzuen8TX2wtBuDMaRk8dHr/Ts7zj6938fqKPBQV5ucMOqzuo9Oe/ZmM5CTev2YO8dGWSIsz4NhaVM2Vr62lzu0nyWbm3d/NJSWu//8Oh6pdnPfvFVTVebFZjLx8yQzGZcRFWixBJ2htDhVonPbszyTEx/PaAF/XnfT0MgyWaM6bMYQ/nDIu0uIIwozD7efM536huMaF3lUFwClP/4w5KobbjhvFRQM8xC5UhIU9Qvx5yQ5qXF4Aalw+Hv18e4QlGjjsLrbz465SVFVFUVQ+3ngQAFVV+XlPGVuLqiMr4ACgtMbNF1uLUVUVVVX5aMPBfr/r+uaqA8iKetjeRyV2N098uyfSYgxI/rxkB3XuBguFh0e/2BFhiXqGx77YSVWdNg863D4eWXJ4fK/DnbbmUEEjdpePR5YM7HVdw/3x7tqBU29b0Mg/vt5JcY0LAJevcX3nlxWe/2lfW6cJ2qDPKOwulyvSIggGKAMqiYNAIBAIBD2ImEMFAoGgdwmrwn799de3+n5dXR0nnXRSOEWJOPeeMpY4qxGAOKuRP5ws3IXCxai0WI4alYwkSeh0EmdMyQBAkiSOHJnMhMz4yAo4AEiJs3DChDQkSUKSJM6YmoHF0r8jdC6cPQy9Tjps76PUWAu3LupaLVpB97j3lLFE1z8fSTYzfzhpbIQl6hnuOWkMCdGaO7XNYuQPJ4+JsESCztDWHCpoJNZq5L4B7gbecH+cO2NwpEURRIDbjh9DWpwVAIuhsXqHXq/jdwsGTpWdniKsWeJHjhzJeeedxyOPPBJ4r66ujhNPPBGAn3/+uddl6GtZ4g9Vu0iPt4b9uiJjo5YQxaA3UF1ezJAhQzhwsISh6SmRFitiROKeaPgNbH1IWe9OP7jdftyy/7CJ827oi735JYwYIp6NSI+XkZovmtIbfdEXvleo9JV7IpI0n0NFlnjtnth1oJhRQ1MjLU7EaOiHAwdLSExI7FPze7gR44QWAumsKiY7O5v9RSWkJyb2ewNNd+iqHhrWHvv666+ZP38+SUlJ3HLLLdTW1nLCCSdgMBj44osvQmorKysLi8WCxaItjO+55x7OO++83hC7V+lvi5TDiQalqrrZa0H4ONz63GIxYDkMc3kmHwYJzg4HDtf54nD9Xoc7zedQgUaauJ8B7f4YyMq6QCMlzkJhbYOHmGVAK+vdIay9lp2dzVdffcXChQvR6XS8/fbbmM1mlixZQnR0dMjtvf/++0yYMKEXJBUIBAKBQCAQCAQCgSCyhH2bY8KECXz22WcsWrSI2bNn89lnn2G19t5upMfjwePxBF7b7fZeu5ZAIBAIBAKBQCAQCAQ9Ra8r7FOnTkWSpBbvm81mDh48yBFHHBF4b/369SG1feGFF6IoCrNnz+axxx4jOTm5xTGPPfYYDz30UOiCCwQCgUAgEAgEAoFAEEF6XWE/44wzeqXdpUuXMnToUHw+H/fddx+XXHIJn3/+eYvj7rnnHm699dbAa7vdzpAhQ3pFJoFAIBAIBAKBQCAQCHqKXlfYH3zwwV5pd+jQoQAYjUZuvvlmRo0a1epxZrMZs9ncKzIIBAKBQCAQCAQCgUDQW4S1DntPUVdXR3V1deD1W2+9xdSpUyMnkEAgEAgEAoFAIBAIBD1MWJPOybLMk08+ybvvvkt+fj5erzfo88rKyk61U1JSwllnnYUsy6iqyvDhw3nttdd6Q+SwUe5wc+l/11BidzM0KZo3L5slSh/0Ik99s5u31uSjlyR+O8kGwNF/+4EL5o/m9hPGRFi6/oG4Z3uOK15ZzebCGuKsRp6+YCrjMuIiLVIQCx//nrFZabx66QwMBvEbDzTeW5vPk9/sQVZVTsoyRVoc3G4/F/1vNQcq6kiNtfDfS2aSEqHSgwsf/56kxASe/c1URqUNzDrLgmAWPv49malJvH75zMOudOlAoKDSwVWvrafC4SEnxcbrl8/sU/Nef157Hf23H4iyxfDnMyewYFRKpMXpV4TVwv7QQw/xxBNPcO6551JTU8Ott97Kr3/9a3Q6HX/84x873c7w4cPZsGEDmzdvZsuWLXz88cdkZWX1mtzh4J7FWzhQUYfbJ7O72M6Dn22LtEiHLQWVDv63PBenx0+t28fzP+4DwOXz89qKA+SVOyIsYf9A3LM9w0tL97E6txK3T6bE7ubuDzZHWqQWuP0ymwuqeeLbPZEWRRABHv9yF7VuH06Pn3fW5kdaHP70+Q52Fdtx+2QOVNRxz4eRe2bcfpniGhd3f7AlYjII+hZuv0xeeR1/+FDMif2Ruz/YSlGVE7dPZmtRDY9/tTvSIgXxhw+2Bq297u9Hay+Xz0+108sDH/cfmfsKYd2SefPNN3nppZc45ZRTeOihh7jgggsYMWIEkyZNYuXKldx4443hFCds7Cq28+DH27C7fSwam8qtx49ucUytxw+A26/gl1W+2lbCJUfUMC69b1naDgcqHT7q3H78qvZaV9/3dR4Fi16m1OEha5AtghKGj+IaF3ct3kJprZucKE/HJzSh4Z5toMrpC+n8jzcU8fKyXCQJrl2Yw4kT0kI6vz3u/2gLaw9UkRxj5vGzJpEW13ulIzvL377ayQ87S4mzGvnTrybwxdZivth6iMo6L7Kiotdp1TRcXiXCkrbE4VHQI1Ph8HZ88GHMWc//QnxcHA+dNp5xmeEbm2tcXm5/bxOFVS5Gp8Xwj7Mnodfrw3Z9n9x4Tyqq2uvX+++yXBavL8Bs0POHk8YwIzsp6PMqZ+N96JVVVuyv4Ff/WsYNR+dw3PieG0c6Q51HwSDJVDsH1rPxzup8Xl95AINex0UToiMtTp+i4Z6orAttTu0u6w9U8ejnO3D5/Jw5dTBXHjk8rNdvzrkvLMcSFcNNi3I4ekxqRGUJhao6L06vjKKCXgdlte5IixRErTt4rVVd13fHnkX/+JGCKhcGl+ZBXedR0EsyJpe/gzMPL37aVcqT3+7BLyucMymp4xNaIawW9uLiYiZOnAiAzWajpqYGgFNPPZUlS5aEU5Sw8tCn2ymoclLj8vHBhiJW7C1vccxV87NRkfDLKkhg0MMjn+2IgLSHP1EmQ0BZB/DVv1Dr/w1NiIqIXJHgz0t2sLe0FrvLx4r9FSGde9X8bIx6bQixGPVcv3BEp891eWWe/HY3FXUeyh0e/vbVzpCu3R7vrS3g+52l2F0+9pU6+FMfeI5+2lXKRxuKqHH5yK90ctt7G3lnbQE1Lh+qquJTtHtQr5M4f2bfrGKhAqV2V6TFiCh2l4+D1S4e/DS81oHHv9zJ9oN27C4fa3IreWHp/rBef96IQYG/s3t5M3N/mYP//ZJLtdNHid3Nw608v1cvGI7FqNeeHVnBYtBR7vDwly97bhzpLCqgqGA2hm8DJdJUODw89+NeqpxeymrdPPP93kiL1KdouCcSosIbPvLwp9s5VOOi2unjleV57Cq2h/X6zalyeilzuHn08/A/l90h2mJAURt/x7QIhdu0xZVN1l5mo55rQ1h7hZNb3tnA/vI6fLJCrVtT0FVAVcGgb1nu+3Dm0c93UFbrpsrp5d9L93WpjbBa2AcPHsyhQ4cYOnQoOTk5fP3110ybNo01a9Yc1pnc65pYIlVVpbS2cdf10SXbWbLlEFajnjOnpPHp5mLMBh0GvQ5H/Q1+34ebeWt1AQCLxqbw4m9n9phsk/74FZYoG69dPpNZwwd1fMJhQH5lXdBrqcm44ZdVKh3ePmGRDQd2d9d3OY8dl8YH19lYk1fJ/Jxk0uM732e1bi9VdV5qPX4kINZqxOWVsZr0vPzzfv73Sx4GvcRtx4/itMmZIclV2mw33O7unOX/wU+28M22UvSuqk4df+8HW/hhVyk2i4Enzp3MhMz4dmRqfOb9ssKOQ7X4ZRWTQUeSzcSIQVH8bsEIRqXFtNtOoA2/n0teWcv+sjoy4628ctksbGGIYXP0Qet/b3LN62vZVFhDlK8agEM1HnRuPU6PHFY5qp3Bz2m4PR2eu2g6P+4sxeH1MSVRZch9vXetMocnyIrv9GrffdW+Cu79aAsun8wpE9P55Ib5fLShiH98vYtqpx+HR2aQzcyekhpuensT1U4fM7ISefqC3k9IKwHRpoGjsFfVeTlU48Yra7+TyTOwN/JaQy+B0RDevM5ltW6K7W5UwGrUU+bw0NKfs/doaw51+2RkWQ6bV5Db7WbuX5dS4/ZhMej45Pq55KTFd/p8i0GHTgJZ1X5HpL6Vn7s7a69wUlzjod4WEfg/aEq71x/eOTTSuHyN39evdM1LLax34Zlnnsl3330HwE033cT999/PyJEj+e1vf8vll18eTlHCymmTM5DqtcLUWAvHjkkGtAXI22sKsLs0S8JPu8vJSYnBoNchSRKnTkoH4M1VBciqNnh8vb2UvIqe2zVVVM0N/7JX1/RYm32dcRlxtLW3pwD7y2rDKU5EOWdGJoZ6V+wYizHk87MG2ThnxtCQJ4wok5G6epczWdU2tawmPaU1mrWmxuWlwuHh4U+3hyzTWdMGE2fVvotBJ3H2tMEdnvPjzlI+XH+QWreP0tqOF59fbD7Ep5u14w9Vu7jtvfZjaI8fn0pyjLZLX+X0o6qaJ43br+Bw+zl9aia/nj6kU8o6wIOf7GBzQTUOt49dxXbuWrypU+d1F4czvC6ekeRf3+3hl73lONw+CqucQZ9VuUIL/+guF8waElj8R5kMnBcBL4yFY1I4dVJom2ddYcbQeIYnN1rxG1zc7/pgMyV2N3aXj7fXFFBQ7WRXSS2qpI3b3voNsLsWb6Wg0kmt28cPO0t4dXnveyOoQOUAChdxuP0BZR3A6RlYG3mdQVbDv7FW6/GjqA3rOhlLGK2Y7c2hC0YOCmsIz7kvraHK5UNRwelTOO+l1SGdX+nwBhRMv6J5VvU1urr2Cid7S2ra/KxqgLnEHzUqOfD3mPSYLrURVgv7X/7yl8DfZ599NoMHD2b58uXk5ORw+umnh1OUTvPjzlIeWbIdr6xw8ZxhXLUgdNeTK48czuzsRIqq3Rw1Khlr/U58flWdtnCvx+1Xef2K2fy0u4zMeAsTB8fjdmu7pQ2owO5DDrKSejYbrdfftR2f/sihGhd6oGG4MBqCJ7XVeZWcOqVjJe9wYNawJKwmA6W1HoYndM/t67PNRfzj6z2oqsrvFozgN7OHtnlsucON1ajDJytIgNGgx+H2U+pwIyuNiz+PX8Hv94eUoTUtzsqbV8xhZW4FI1Ns5KR2PDjmljuCnsWOONDs2a1r4qmwdHcpD3+6HY9f4cI5Q7nmqBzirCbeuHwmy/ZV8ujn26mq86KoKn5F5YgRSVy3cGSnrw1Q3Mw1vSJMMWyuAbQpfqim78QtTsiIIc5ioKDKTXaS5pFxuKLX63nl0hl8v7OMhChjIH7d6W28+VRV5UB5HWUOD1FGfWAcyUqKbrG5UlDROevvU9/sZvH6QixGPX/+9QRmZXUuztBkkDAZdRjCbE2NJDsOtb0QFzTcExJtWgZ6DTWwXtQBxbXh22BtbQ71+xV0isr8nOQ2zuodypt9b5c3tIlLr5ewmnQoihbD7gzxfIFGNxw4Dzv+dMZETt5bjtsvMyXVxGvXhN5GRGeYOXPmcOutt/ZZZR3gng+3UGJ3U1Xn5dkf9lFQ2bUM4hMHx3PihLSAsg5w0oQMkmxaKIAkSRw1WlPmT5yQxsTB8QBYLJaAtRDAatRx/ISMrn+hNpiTndjjbfZVBsdHoTSZSJVmxoE7F0U2UUs4uemdDRRVOfH5ZVbndq6sYls89Ml2ymvdVNTHpFfXta3wZA2ykZMSg1GvhX+Mz4jFZjEwITOerEGNCYymDInvUjmVBJuJkyamd0pZBzhzagbx9fGGktTxKuvs6YOJszYef9y4xvIk93ygjRnVTi8v/LiPfaXamGGzmjhxQhoXzxmGTiehkyTirCZu60IZwSvmZwcsrnq9jgvb2RzpSSZ2cWe4P3LJvGFYTdq9p2t2T9hM4Z067/5gK/vL6vD5ZTYV1vCXL3aF9frhRq/Xc9z4tKBkc0eNTg48m4NsZk6akMEl87LQ63UY9TqsJgOXzsvi9CmNHm3RZgMXzR3W4fU25Vfx319yqXZ6Ka5xcWcHHjNNMeklDHodZ0zpfe+DvsKxY4MT+w2saNSOMeklTEYDF83q+N7rSZq62soqpMeFL9S0tTnU5ZdxePxhz/nx+2NyAvekBJwUYiLK82cOw6TXYdRLWE0Grpif1dMiDghmZcdHWoQ+xdycQRw9JrXL3iZhL9z3+uuv88ILL5Cbm8uKFSsYNmwYTz31FNnZ2fzqV78Ktzgd0jTuQFYUCipdDElsPenO377ayYp9FaTHWXn01xMCC/q2sFkMfPb7I3lvbT6ZiVEcP65xUMmrsHPaM8updcvoJEiIMjJtaDzPnj+pZ75YPRaDREq8hX+cM6VH2+3LFFY7aeG2UM+oQWZstr6ZIb64xsX9H2+lqs7HorEpXLMwp9tthprZvS3cbi2G1F3/vJgMChV1fuLbSB789692kl9Rh9MrE2s18Ns5WYHPrluQzV++2o1RL3HjMd3/jp0hPtrCpzfM48MNB7F6U7ngydaPe+iTrfywq4w4q5FnLpjE+nw7I5JtLBzTqLDXuv3U1e/Im/Q6NhZUccs769lVUodRLzF3eBLPXTCFnSV1nDwxvUsubfNyknn7qjn8tLuMuSOSOu1K310sXQib6K+MSotl8bVz+HpbKSmGTE6vvyck4JEzJ4RVlkPVLmqbxM0f7EPW/97iULWL6/9vPZV1Xo4YMYi/nT2ZY0alUGx3cc6Modz67kZ2FtvJSoxiaJKV/aV1vPTzfm47fjQzhiWw41AtI1Ns3PB/G3B4/Jw6KZ3b29gcy61o5jHj6bxpyOVViDKpHDd24NQULqx2oq+P8YXwx2r3dfSSxIhBURw9KryWZbWJ8UFR4WC1h+lh2jNobQ51ehV0khb6Fqqn3K/+tYytRTUYDTqePm9ySIaqC+ZksXhDEVuL7GTEm3nojIkhfZffzB7KmDQbG/KrOXZsyoCpGjTmvi9w+xWMOvj65oVkp3Sv+kNabBQSwcvtBqxGMWaESlh77Pnnn+fWW2/l5JNPprq6GlnWFiDx8fE89dRT4RSlU7y+Ig9FUQPlHdLirMzKSmj12A/XF/LRhiJK7G42FlR1OvbWZjFw2fzhQco6wNnPraTWrfWPokKN00eZw4PF0rPZKg16iRqXjxvf2dCj7fZlnC43TY3qvia70rvLPXy77VD4heoEt7+7kZ93l7OpsJrnftrHsr1l3W7z9Cb5FSyGrseYWSwGfLIcyLTvl1VSY7V7dcXeci58aSW/eWkly/aWsXR3Ka/8kkeF04esagm1HvhkK6CVr/rrN3vwKyoun8J9YazVGR9t4bL5w5nfxiLr001FLF5fRIXDw/4yBw9+uoMrjhwepKxrqIE4Qo9f4d4PNrO5qBaPX8HhkVm6u4yvd5ZyxZHDuxV/NiotlqsWjAibsg7w1ZaisF2rLzAk0cYVRw5n6pDGcV8F7ng/vDW3D1QEJ8rcV941T6/+xO/f2sCekloqHB4+2VTEO6vzOWlSOpfNH85T3+xixb5yquq87Cl18M2OUqpcPvIq6rj3oy3My0nmiiOH8+cvdnKgoo4Kh4fXVhxg6e7SVq+1aGxawNtNUUEnwTkvLOe/y3I7lFNWoc4rc+6LK3r0+/dlDJJCkxB2vH4Rw96UWo/mCXPPR5331OgJXM1+h0NV4R0nms+hDfOgT1ZCUtaf/GoHmwprkFVw+xR+/9bGkOT4+1c72VVci1EvUVbr5dZ3QzsfYNqwRK44cviAUdZn//kb3PX3j0+Bk5/+qdttWoxSq8o6gMs3sMaMjflVXPzyKs5/cQXf7yjpUhthtbA/88wzvPTSS5xxxhlB8ewzZszg9ttvD6coHbIxv4oXl+4nxmJAAhKiTXx63RFtDjrNF1TlHSQb8fv9XPd/G9lT6iAnOZrnL5yKwWDgzZUH+HTTQSqbWT4VoLoVa+hT3+xi+f5KMuItPHL6eGwdWPWb01ATsa/VmexNlu5t3/V76Z4yFo1PD5M0nWdzkR1vfT3kOrfMd9tLux0bdt3ROUzIjGVzQQ3Tk7OZ9/euteN2+4kyGXD7NMuUQZIosbuxGq3c//E2XPXv//HjbZw7IzMoC7SKlsTrrGd/ZsKQBHxNFh0Oj7/D7LJfbDnEayvysJoM3HXiaEanafkdXv55P2+tzsdi1POXsyZ2W7HdXRIco2d3+Xni612szK0kM97Kn04fh81qIslmQcKDX5ap86k0T6yuqHCwquXz9uDHm3l3bRE6SeIPJ43hwrlZ3ZK3N3B4Bk6uC2gcX2Pk4JhdvxzefqhrFkNZEmYL+/K9ZfxpyQ78ssq5Y3onyZHb7efat9aTV+FkXHoMVc3yMuwpaUwGml/lwumVA0qjDqA+rN/RJHCyabIoVVXZV+pgwaiWlnCbxcBH183l7bWFfLKxiBqXn4PVLv77Sy7jM2OZnd1xPHvNAArY3Hbw8N8w6g6KqiUr626YWXdZc6CG30VUAg2vrIaUJX5TUXBiZV+IWbUPVDhx+xVkRUUnad6JgvYpbzbeunogr5WI/W/k3o+2BHS4v3/TtZC2sFrYc3NzmTq1ZYkVs9lMXV1dK2dEjgMVzsDi3GYxEGMxYGmnbNLpUzKxGrXPJUnixAmp7bb/4Cc7WLGvnPJaNyv3V/DgJzvYmF/F8z/to6DKSXMPM7NBYuHoYOXs4w1FvLeukKIqJ2tyK3l4Sej1phvqTHoG0G7X5LT2EzYdmdU343Rt5sbJTpJUUmN7Jj5twagUbjh2JEMSu+7+ZLEYGJUag9mgx2zQMyzZxogUGw6vHFDWQQsxOXZMKvFRpqC4R0mF4lov32wrwdYkz8O0ofHtTvLFNS7+8uVO8iud7Cq2c/dizfK5/WANz3y/hxK7mwMVdfz+/7rvQXLujEyizI3P+OAEK4vXa8/f6twK/lxfa3Z2ViI2iwGL0YBJL2Ft5rlgMelb1FrfcbCa11cW4PIp1Hll/tiF7PjhIMxlhSPKpxsbx9dNBdVBnxnDXEPW1KzGd6w5vNFst723mcJKJ8U1Lp76bk+vXOPOD7ewNq+S8lo3S3eXYbMYGr1/jHoumN3o25sUbQqy8KqAXL+ZOW1YozfEvBGNinaMxchpU9p2q42PtnDNUTmYmmzKq6pKXlnn1iYDqazwhPTDN+lhT6KEkMi0Nzh6ZP8s1XvnCaPRNXmehiaGdr8NijbiVzRPN1nRStwJ2sfWrCxlT3is98Xs+pGitsmGrq+LHklhnfWzs7PZuHEjw4YFB9V88cUXjBs3LpyidMiCkcm89PN+qpzartP8ke1bMocn2/jfZTP4YWcpo9Pb35HfV+rgk01FODwyRr2E2aAjr9zBfR9t4VCNC6NOR3KMBa9PJiXOQkacmdOnDG5Rjzq3mVtkiT30jKBGnYTRIAUUkYGAZGxf69hc4uG4MMkSCqdOSue/vxxAVlRirEZ+Pa1vJTl6+6pZPPHtHj7eUITXJ/Ov7/Zww7EjGZsey+aCaqqcPowGHd/vKuOj647g1eX72V/mZEdJLW6vNrBLEhw/Po3BCVFYjHp+NbX971hY6cQvNw5+NfUTxL4yB3KTXfnaEGJS22JIoo33r5nDu2uLGJVqY1eJg9zyxsX8IbubTflVbDtUg6qqHDkykbxKN2W1HkweiTirgSNGJjMqNYYnv93D377ezQ3HjODUSZlsKbQH1Sn1KyrVdW7io3s2BKa7JMcMnIX6vrK2rYgpMeH9XUam2NhYoFn5JWDCkLiwXr9pTLe/eZbOHmLbwRoc9XH6FqOO1FgLVy3IZlexgzOmZDIipdE1Va9Tg2IjzQaJS+ZmkZEQFTRm/OPcKby3Np/8ShcXzx7GIJv2u/n9fm58exN7Sh2MSrXx7IXTA+csHDWI99YVAhBrNXL0mM55MWX04fJKPc2+iuC1xgDaq+g0DVULwolOCq53XdSFNWF3eOGnvSxeV4TRXdXiM7/f32kL+7jMeD64Zh6PfL6dkck2Hjt7ckhy6PQ6GvZKVMBqFvHSHTE6PYbVudWB10MSuj+eNbfaD2SmDIln3QHtuRiaGE1ohQY1wqql3XHHHVx//fVaqTJVZfXq1bz11ls89thj/Oc//wmnKB2SYDPx6uWzWLL5IOlx1kAt2PYYkhjNb+dlt3vMe2vzuffDrYEaplrtWK0ec255HYoCbkWh2unj4jnDuPvksW22ddLEdD7dfAi3T0aSJI4f175VvzXMRgmDQc+iAZQwJyuhfYX95Il9sy/W5FVj0GmTss+vsLGwhuPH9Z1FosFgYOnucuxuP3a3n3//vJ9pw+J58aJpzPvrD0g6kFSVf/2wl+nDEpg2LJGf9lTglRX8KujRLGmnTs4IuLV3xKTMeNLjrByqd3lrsK4dPTqV+KhdVNdvuE0e3DMKzpBEG7cdPxqAEYdq+HzzIWrcXuxOP4qqctn/1uCrV2h+3FPJu1fNZlVeFfFWI6fVZ5Ge+9h3ONzaxsIDH29j/ogkTp6YxgOfbAvEkCVEGfucsg5gGUDJpU6amM7Lv+Th9PihWYhTYXV4XSyvOCKbRz7bgcsvYzPrubyDeaanGZMWw45Dmptqss3C7h5u3+H2c6jGFVDA3T6Fs2cM5vhxaZzaSp7VM6YM5oP1BwPPS1ZSNNce01ga8eWf9/PeukJiLQYeP3sS58wIjkN98JMd/LxHywFSXOPigY+38PCvtMRUNx83momD4yiodHHyxDRSYjs3xg4kC/vMYcHj88AKlOkYCc0L59J54ane0RbzR4Qv6d2qfRU898M+VFXFa68N+sxq0DxpQ2HKsATev/aILspSHvR6wwFRhrAjkqKD18UxPZBgNisxmlW5LTdvBiJPXzCND9cX4vTKLMqJ5f2bQm8jrAr7ZZddht/v584778TpdPKb3/yGzMxM/vnPf3L++eeHU5ROkWQzt6uA/+PrXXyzvYSkaAOpNgvlLh+LxqS0eU5euYM/f74zoKwDGHRw3JhkvtpegtOnvS8BOp3E7lIHy/aUtWndH50Wy0u/ncH3O0sZkxbToRdAaxgkicx4C787MrwLwEjyS6693c/3ldYxNqPvlbkrsbvxKyqqCj5JYXuRvUWywt7iL5/vYHuxnfEZcZw4LpU/frodn6xw/cIcTprUGO/f4JECmjvpu2sKeXFpLlV1Hrwy+FAxKiob86t4+vu9ATehKJOea47K4ZgxKQxP7nySF5NJq9n8/voibBYDZ0/XXM1tFgMfXj+P/yzNJTnGzBVH9mypPlmW+XBdEQk2Y33dZ5VSuwdZBbNOc2GWZYXiWg/HjEnl0c93sHhDEedNzwiyVvr8CoXVbiZkxvPD7Udxwxvr2VlSi8Pt44i/fMdjv57YasxtpHAOoNCZNbmVOL1+ZBXkMMesN+ekCam8seoAuWV1TBocH1TuLBz835Wz+PfPeTi9fk7LsTDmkZ5tv8TuRi9JWAxa7K9JL7FgeKM77zur81my9RDJNjNmvY71BdWMS7ehAPkVLiRUrnp1NR5ZJTPOyscbD+LxyyDBVa+t5ZtbFwZdL68y2M09rzy4dnvzsmUdIdG5cpCHC7vKnB0fNIAx6CX0Oomle6o4YeLg8F1XhaZbi+XO8FnYt9d7lrVGV56Nl5bu44MNRcRbjTxx7pSQErQ2t+x6/CKWuiNkJfg3kqTuz3l7y2o7PmiAsLeklq+2leCVFVLN/cAlHuCqq67iqquuory8HEVRSEnpO4vRUPhoQyGvLs9DVVX2lsroJInkGDP7y+oYkhjF0WNaWrt3HKxFlpWgciiDYsxsKLDj9gUn4fLLMruK7Tzw8TYWXzOPBFvrVuHhyTaGJ9uocXm58/1NlNZ6OGViOufMGNLq8c3xqyqFVS5ufHsTr10xO+R+6I/olPbddHaV1HAqneu/cKKi0BD6ovhVspLCY4F95rs9fLr5IKCFc7y56gBqvd/dfR9vZe6IhIA1eNrQBH7cpWViNuolVudVIknQkHtEBXyyitEANS5/wDLj8MicP3MotnbyRKzYW87Lv+RiMui5/fhRAcXeZjVx6REtN5wG2Szteqh0h2e+38vnW7VqAt5mypxHARNaospZQxO5/PW1HKioo9btY+X+CqwGCa+iopMkBsVYGJOqfY/0+Cgq3X7q6pXiomo3N721gTX3HtulWvS9gd01cFzcPtpYSEO0RaQtiHe8v4n1B6pRVJXvd5by1De7ufm4UWG7vsFg4LqjtRKLhYWFPdr2rmI7T327B1lVkSQJq1HHsKToQM6YtbkVPPPDXlRVZWN+NXVeP1H1Makev4LZoGNveR07S+pIizWx/kBl48aSquWjac7pkzLYWlSDoqjodBKnTe5+klGdbuAo7LmHhMWyPcwGTWHPrQhvbqbmo/OGAxUtQil7ixMnpPPC0v2aR1IznD41pLJuy/eW8cQ3e/D6ZSQJrnh1DZ/ftKDTsoxLj6XY3mhlT4oOXz36/kqFIziRaVlt9+f6PSUiOWUDt723iXKHtoH2SFHr1Uo6IiKrwNLSUnbt2oUkSUiSRHJyeGtV9gRbC7XdRL/coESpeHwyZqOeXcW1rSrsR45KJs5qRFFV6rwKBh1cMmcYL7VSOsblUzlY7SbGoqew2hlQ2J/+bjdfbyshNdbMP8+fFlBw7vtwK+vzNdeTp0sdZCdFdcoK4/RodTILK/tW0r/eZHtx+9aBvcV9sy9czdKNby92cEYYrru/PLg/HK6mFmKZ/eVOpkVb2JRfxcEaNzEWI0MTLNS4ZXLL64ix6NGhVTrQoSk/z/4QfM/rJLjl7fUYjQZuXTSSnNTgxH9VDi/3fbw1UOf9tnc38eH1mrvcZ5uL+PfS/ViNeh49c1JQrGtPk1fu4J4PtmjuwSpEWwyB7wb13jFo7rE6CX79wi/sLnHQkHBVQquVazLoGZVq4+VLZgQtYqrqgi0iLq+fyjo/KXF9Q2HviVwA/YW4ECtu9CZLd5UGMiXLsso324vDqrD3Jre+u5Fqp484ixGXX+H8GZncfIwWdvLSz3v525e78coq0SYdikogNtXrl/HK4JUbrWfVTh9GfXDYRvPXAOfNGkqCzcSyPWUcNTKZY7vhqSShPeuJUd13Ie0vbChs30ttoFPnUTDpFU6eEB4PuLb4bnspD5wenmulx1t553dz+N/yXKJ9Nu56Kvhzr9fbaYX9m20luHyNu/zbD4Vmqc1OtiHtKg9stI5JC28ugXBw5F+/p6zWw+DEKL699ahut+fwyIG8IBLBuRC6SsN6TQCVTbw+XF3sl7AGJNrtdi6++GIyMjI46qijWLBgARkZGVx00UXU1PSvHdvTJmdgNOiCSh9U1vkw6iUWjW09ltxmMfDeNfMwGXQY9VrmyheX5pIZ17qrjwrY3TJmg7Zz/+mmIv7zcy4HKupYnVvJNW+uCxxb1CSmUlFVdhR3boBTqM8SH2GXz3AyNK793dasQX1zN9Zk0KGrVwR1uvBlij5+XCq6epc2nSQhSfX3DeBVYGh9ToBr31zP7mI7tW4faw5UU1nnwa8oVDr96HUEFFsVqHX70EkQbdIRbdShl2B7cS2bCqq4pZWaqYXVzqDBv7JesS2odPDAR9vILatj+0E7V762tlf74nevr2NrUQ1un4Ld48fnV0i2GYgx64kyab+PpNOe27wKFzuLG5V16r+7R9as8sV2Dx9sOBTU/pj02KAEThnxVlLi+k4s+0Aqtzwiue8s8mrcwR1fWH14uCR7vTI19RuAOp1EtEnPxXOHY7EY2JRfxWOf7wp4sGib3BLGekt2axWDXH4VFUiLNWE16ogx6zljauuZ4Y8fl8bDv5rYLWUd6jPUq1DaQSnXw4mcMHl39Vf0OtCjsrs0si7BSdbw5hzJGmTjodMn8pvZWS0+i4rqfMLSLUXdi3veVlgT5BW15TDbYFr0j58oqHLh9ivsLXVw1nO/dLvNM6ZmoNdJ9etLiaNGd9+QGuEiCX2KMemNRqiuJq0N69N85ZVXsmrVKpYsWUJ1dTU1NTV89tlnrF27lquuuiqconSbyUMT+NtZEzHotHg7s0FCr4c/nT4hyDq4/kAV1725npvf2UBRlYv0eCtGvR5LfaknWVE4b2YmqbFmzTLXyi/y2Bc7A22pqoqsqtR5ZVbsLeeEJ3/ihZ/2MmlwLOW1HkrtHtw+uUUJuI4wDZxcUqwran/w/n5X30ySccbUwcRaDESZ9GTGWzvMoN4Z7A4Px/ztByb98Stuf29jq8ecNDGdx349kbOmDebxsyYRbTZg1EkYdNqmU36VF7fbT7XTQ51XxuHR6iOrquaKFmXUcctxo7h4rhbLJ6EprFajnkvnZXPxvGFEW/SU2j2U2T3sKbYz+r7PGXv/Fyxemw/A6JQYkpsMcg1J6XYUO/A1yRJf7ezdRXNlnRefX8brV1BVGJVq4+kLZ/DlzUdxzYIcok16FKXR4t6afivRmLxtd7ONtTcun8mVR2QxOtXGedMH88nvO+8GKOhZat1+rEZdYIyPJC1L4h4e7tcmk57hydF4ZZkKhxen14/DoyVkXLG/vIWVJzXWzP8um8lJE1LbLK03Jj2WxdfOZ9GYVK0clAo1YQjlUOWBY01aXyRiU9vDr2gbs3tLI+utV+rqGzusOrQs8Z2lytk9T67i2mD37hrn4VVerNgenPQ0rwdCL65dOJLB8VYkFeKtBv5yVmiZ+VtDPTymqR7h7hPGkBBlIsps4PfHjOhSG2FV05YsWcJ///tfTjjhBGJjY4mJieGEE07gpZdeYsmSJeEUpUfIq3ChkyRkRcUgSQxNiObI0Y0x+Vpc+WY2FVSxJreSm97RakGPSmtU6K0mA8eOTeeSI7IwGFq/u1ftq+Dln/dz2uQMDHodLq+i1ZdUYXeJg+d+2McveyrqM99ocX255aE9wBWH2YDWHqdObT+b/vmzI+vG1ha3LBrF+IxY0mItXDI3q1t10xs45dlf2F/hxO7288veijaPmz8ymVuPH83cnEEMTYzCbNABEoqqUljtxGIx4PZrdU8b1tg6ScWglxiTHst1R4+kyqkEXK58sorFpOeOE8fw+6NGUOtW8CkqXkXFLYPHr+LyKdz+vlZX3WTS879LZnLejKFcdkQ2/zp/KgCzhsUHZTMNJWFdVxicaMEtN3oKbDtUy+zsJDITrNy4aCTRZkOrSnpT4ix6bBYDOkli4ZjgHB4Gg4F7TxvPV7ccxV/PmdxuTL+gdzltcgZmox6rUY+xjbE5XDSfqFW5byzEe4IXL5qBhIRRL2Ex6rnqtbWc+8Jynv1hb4tj95c50Us6Hj9nKjlthL5cMHMINW4vm4uqqXb5+HF3GXcv3sI7q/O59o11/OXzHci9oFznVYW3hFYkueKoYR0fNMBRgfwIhxrOzQpv+ce2UCCkPCw3HZsT9NoUYhl1uytY4T/cVrcz6qvhNHDs6O7nAvvdq2vIq3QiAxV1Pk57Zlm32wz1dzucuf39zVQ5vTg9fh77YleX2girwp6UlERcXMsBJC4ujoSEhFbO6Lt8vb2Yf363B6NOcxGOjTKx+No5QcfkVzhx+fwoikKV08f2ohp+2FnCK5dM5+K5wzhxYjpvXDGL9HgrsqISZdRj0rXyk0gSGwuqmTYskb+dNQmLsfEYFZAVlUN2N35ZRVZUfLLCmrwQrcQDKMPtN1vbVkwBlu3um+5Td76/kY0FNRRWuXj+x31sKazudpsVjqZZ3Tt3zvu/m0tyjAmTXiLWYuDvX+1mTV5La5jFoCfGYmDhyAQm/fErPtt0EL2kVUYw6GBmlvbMH6h2YzboMOmllooJ4HJpu8kJNhM3LhrJlUcOx1Q/E8RHW3jn6tmcODGd82YM4Z2rZnWlGzrN1fODk9tVOX18sfkQj3y6jbOeX47T27ZlwGKQSIs188Bp4zh9SiaPnDGBE+tjHB1uP9e9sY6zn1/OO6vze/U7CDrHvJxkzp6WSYzFyNj0zpUZ7DWaDc+HS7L+p77Zzbn/Xo7D7SfWakRVoaDSxbaiahyell9SAR74ZCtut5/F1x7BCWMbPcl0aM/Y8ePT2X7Qjr/JgLT9oJ2nvt3NT7tKeXV5Hje/s7H3v9xhzM5D4S1r2F/paqxqT7G+oO+sZZzOzofxjE6PI66+droOOG5caEkhu9vvfr+fu97fxFnPL+fp73q6iGX3eeXy2Zw1JYMhCVYunTuUx8+d0u02m4fR9kReK9fhtlPSDUrsLirrvFQ6vF32+Aqr+ea+++7j1ltv5bXXXiM9XXsAi4uLueOOO7j//vvDKUq3WbG3HFXVMsxadXqijPoWdZNzUmJIjDaxp8SBV1Yw6iX++Ol2Xv7tDO48MTh79c5DtUSbDUSbtezQQagqZbUebnt3I9ceNYLhg6LZfqg2kBzCaNAhy0og87zXr5IW07mESQ0x0aObJfk6nBkc1/4+1fjMzsdahZNle8sDE1GV08vnmw8ycXB8t9ocPsjK1kNaJs/ObtlYLAbiosyB2FJZUdlaaA9YzxtwePz4VPjbN/sD7ykqxJj06HQSp0/SXPpHpUQTYzFQ7vBo+0ZNGtFLYLVqOR5W7avgn9/vwWzQ8fCvxjEkUbOwDUm08bezu+++1RnmjhgUVOVBBzz/495ANmBXa4G19cRHGRmcEMWvp7eszXvla2vYVqTl8Xjsix1kJUUze0R4S3cJgvlpVykfrC/C6ZMpr43swndwvIX8qsZ5oWGzqz/z6vL9/PeXXFRVxe1XqKrzYjXpkSTQ6XToJJnWUqsUVDo56ZmfSY4xM3yQlaGJVqrqvKiqNhfe88FmJg6Ow2rUB8ZLm9nAnhpXQIn/bmcpVQ5vm9VXBO2TFiv6rTPMCXP5xeZYzeE1xHy2uYjXVxzA7Klu8ZnJ1Pl7ZktRDTarCVt9eqeCytBydgyJs7C7SalGc4geUncs3sq324sB2FNSyyCbhd/MbjlvR5IDVU4cHh/7y3smn4muWRk3Xw/ktTJI4Ot+M4cF1U4vrvrO8Hi7tpMRVgv7888/z8qVKxk2bBg5OTnk5OQwdOhQli9fzosvvsi0adMC//o6J01KR98k4Hzi4JaeA1aTnpcvmYHNYiDapCcx2oRfVliTV8nDn27j5nc2sDZXs/bOy0mi1uOn1N64KGvIPmuzGjlQ4eCLLYc47Zll5JXXYtBLmrKuh6fOnUJCtAmjXlNwLHoo7mRJhjFpMfxqSgbvXTOvW/3Rn3B62x+8fX10V1CHhKIS+GfuAX+j2SMGafkXJIiydH44mJjZaHE0G/QcNTqFjNjgLMlVLn/LzSdg0uA4/nzmhED9dkWRiDbrMep1mAw6suNNpMSYyYwz89Wt8wGornNzw1vr2VJYzdq8Sn77395NLtcW8dEWFo5KDngKRJt0gf0Fv6y0EmusYdSB1WggLdbM+gMtvV+KqhotVrKisiqvfS+QSGEZQC5uH24opMrpw+1TcHoja9JeetexJEUZkIDsRCuvXTmnw3P6Cn6/n9ve3cj5/14R5D2yNq8aj1/G5ZPRqVpS1rOnD2ZQtDaORJn0JNtMHDUyiej6tb4EOH0KuRVOth2sYcmWEiZlxHH8+DQGJ1gx6yXW51fx2ooDXDx3KKdMyuCyI7J56PRxQR5Aein8JbcOJwbZOl8Te6CiB6YPS4yoDDGG8CXQ3VpUzX0fbWP7QTurclvOX6HUYp+dnUil00NRtZuiajdDE0L7HiPTYwPKjQSMSQstNGBPSW1gbPL4ZVa38n0iybnPL2ftgWqqnH6W7innmte7vx5SmgWct5UjJBQmZEbYM60P4Wyyc9HWOrEjwmphP+OMM8J5uV5lVlYST507hXfXFjA8OZrbTxjT6nEpsVaOGZPCL3u1mpAWo57PtxwKlMpavb+SKUPjKa/1oMhKkKujBKTYTEiSloTD3SRFs1kPNrO2eh6dFsOYtFiq6ssGGPQ6Fo3pXEzLu9fMIzZ2YD1UUR2sNeJNfbM8j9EQrFAPie/+oml3iYNBNm0y9NR0/nv/6YyJZC/LpajayRlTMrXYcZ2WoEtWGjMnt8Yti0YFlRw8aHfh9ikk1q/KfZLEsjuOCri9g1bWpWmW+Oblz8LJy5fN4q+fb+ObnWUk20xkxlvJragLqhjRHJ+i7bBuKKjm9vc28X9XzSatSXWIUak2VudWAtrze0wnn9+wM3AiZzhU4454/fUGHvh4C15ZxWbWU+H08b9l+7ls/vBIi9Uprn5jfeDe3nHITmqsBZdPZtvBajxNnpnBCVbuOXkc584Yyj+/20O0Sce9p4zHZjFw3osrWJVbGfR7uH0KUSY9+dVOPrnhSC5/ZU2g7KCqqhTbvfzh5EZPtgmZcewpsWPU60iPtzIqpe9UAehvJNtElviOkIG3Vh/g8mZhVOHkyNHxYbvWqv2VyO3k1vD7/ej1ndvx/Xh9IS5v49P++dbQ6lYfOyaFn/doXrAQukeSTtdYhUJWVVJi+1bloE1F1UGvl+0pb/3AEEiJMVHQxHBgMXZ/dz57kE2UgOxBwqqwP/jgg+G8XI/z2eYiXlueT0WdhxnD4rl2YQ7PXTS9zeP/t2w/3+0qY3RKNBfOGUqp3cPYtBge/mwHsqIioeLyq1TsKEZCh6dZzSSTQeLNq+Zy30dbKKtf8DTgV1VMQEK0CY9fJtlmYnBCFGmxZi6Zl83koZ0boI7+2w9kpibxyQ3zQ+6P/sqhmvYzkBbUtrQK9wmUYHfrgqruyzl5SDz7yzSXeF0nd8APVbt46NNtePwKd5wwmnEZcfVZ4n2oKu0qOTFmiTsXb+HVy2cC8MKP+wAVi1HHgQonsgIpNmOQsg4waXAC0WYDdfUL8rQ2SiH2NqvzKnju+33kVjhwuPwUVDrZWGAnxWbA4Wk/bs7plYkyGyitdXPZ/1ZzysQMkmPMrM6r5KiRWjK/QzVufjN7KBMy48PzhUJEHUBpX6P7UMacbQdrqW1yf63KrQyrwt70mb94UmiJHbcftFPnlQPVEd5bV8Aveyuw1wc46iSt2kRBpYsrXlnN/aeO45qFw3ntlwM8+e0ubjl2JIVVLd0+ZVV7prISo3lteS7F1S7qPH6izVpCxyNygt2R37pqDk98s5Nf9lYwYlA0pQ4vNmvPuXb3wPq23/DJpsJIi9AvUCKca2J9Qfi8SBaOTuHZH/fia6X2p14Cs7nzSu/764Pvr1C78dfTh/D0d3s4UOki1qLnD6eMC+n8ZJsFnWRHUTW3bl1f26lutshqLfVVqCTZLEBjee3MhO6HhhbViFwXDRh7IDxApCDuJKvzKrjvo23YXT4UFQornazYV8ns7ESykqO5ZsHwoN3D99bm8+S3e1BVlU35VZw+OZObjh3Jyc/8jNsXHJun6SDBQ5IeSLKZuOXtDSDRIqFXWoyZacMSuf2EUVz35nqq67O8R1sMLTJPt0eZw0uFr4Zj/vYD399xdIi90j8ZHNe+Jdmk62ODcz3FjsaNBhU4VN39yfj240ez86Cd3Io6TpiUxppOnHPRf1ZRWr+pcdkra/ju1oXYLAacXqVDi2StR8WvuPjLku0s3VNOnU/RYsKblEIrdfh45NNt3Hfa+MB5NouB1y6fxRPf7MZqMvDgqa17tPQmpTVurn9jPW6fVrqu8bvKHKhqqaybJJDrvxtopezKHR68fpUDFXU8+e1uJCDOauCrbcWMSo3hrpPGMLuTcY/bi2p4feUB4qNN3HjMSKxhUDA9PRDX1l84f/Ywlu2twCerRHpI2NAsjGL53rKwXr/pM79x575On5dX7qCizhuYv1x+hUqHmxqXL/D8qKqWJMony6zOreSCl1ZiMxsDCRzXH6ikxN765qSiwve7SllzoBKdJOH2KZj0CufOHML8HC0hXaXDyxWvrqHG5UOSwO2TWV9QzXVvrufD647osecmwvnFwkqGrW9ZHPsaBh0YDRK/mpoRUTkOlFd2fFAPMSLFxinj03hnXSHNvalDrcedYDWSR9cNEhf/ZyV5lZqyWOOWmfPot6z8w6JOn7+lsDowZvkUAkaNvkKs1UCZozF2MyGq+xuPNc5gr8UyR/cNQpsL+maJ5EjQE0uIXlfYExISOh27UlkZvsElVH7eXY7PLwcGHo+skl/losp5iFiribJaD5My4/h08yFGp8ZwsMYdcMcB2FxUzboDVXh8MhajjroOYiLNRh2VDi9F1a27/mYkRPHMb6aRV+6gvNYdyKirKAqyLHfa9aiB3IqeSVzRH/hqc0m7n3+z7SAPnNG9JGZut5/7P9tGpcPD1QtHMCur55PPrNjX/eflr1/u5Oe9ZfhllaKijgfXTflV5FXUIataAgyttKCdcamxnXYfdvkUlmxrdHFrvhkFsO5Ay+82Ki2WFy6e0cmr9DzrDlQF3PJ1Utsu/w0k2IzYXX68qkqMWYfdreDxq/VxuI0nV9TXnF2fX83l/13NuMw4zpw6uN0kN6V2Fze+vSGQVCuvvI7n2/H2EYROjMmAQS/1CYW9+WxhbyWDem9S5mich9qrhNCcVfsrMRt0KKqMrGix4yW13qCxQkWzYpkN2pxV6fBQXuvBoNMhSVBS4251jGg41+GRcXtlLbcH4Kvz8uryPCZkxrEwJ5l5f/kOt7+xpGSUAWRVosblI7fMwbjMvlH6qj+xLsQKJVl3t122N+8vp3RTmr7H3BFJHDF2KNcdndPxwb3InvLw7SL9tKuE11cXAOB3B49PCuDxeDptZa91d68O+9pmVZJK7KGF0FU3S2++paimjSMjQ1qsNUhhz4jvvjV8V0nwpkRxdfet467u/YyHFd4esHX0usL+1FNPBf6uqKjgkUce4YQTTmDu3LkArFixgq+++qrPZ4k/ctQgXl95AMmnBO0WOjwKBr2f5Xsr+HBDEYqisjavktGpMUiSFFDaJ2XGM31YAhajHrdPxqSXAlm2W0MvSdS1U7vHVO8CkxptosYl460340kSISvr0L4b8+FGQpRKQTsbpkk94G190f9Ws6tYi93ZWFDDR9fPDWQ17ymiTN33g3pjRV4gjtTjbn9yL3e4uer1dQFFVQG8foWshGh0PajRSFLkk/W0RtPn12LQtft8ApTWahY9VYVatxJQutp71up8ChsOVLGruBajHs6Z0brSvqmgJqh0TV+zABwOvLnqAK56r5FWvDwHFMk2c8DCHmXq/LJh9vBETAY9sqriqt+krnYGJ0S1GHTYzAY8fhlFVQOxo756f+Lm1Sdao2n6CFmFOq/MY5/v4NX4vEDul4ZDtP0xFa8ss3h9oVDYu4DHO3A2+LvC8xfN6BO5gcLpQvvCT+173oRShz3K0j3Jm4eXhrq+bZ4h3dPH3GcSohq9RCV6pmpDdTPtuoMIP0EE6PUs8Zdcckng3y+//MLDDz/MW2+9xY033siNN97IW2+9xcMPP8xPP/3U26J0Codbq7943Rvr2NokscOsrCQeOWM8s7ISMeobO05FS36jKCpKEzOAwytzy6KRjEqLZXC8mc1FVfzhwy1cf/QIJg+OJcZiIKYVz2yp/l9H/hOVLj//XZbL5a+vRVFV9DoJi1GPQafjyldW8a/v9nSvIw5jDnWQA8ND9we//CZlSLx+meV7e957JKYH4i89/s6Pyuvzq3E1s64pisrN763n4c82t3pOKGr8hPRo0uPMLByZxIcbipj152/ZWdT1fttf5uDhT7fx1De78LZTbq0zPPLpNu77eCu/nT2Y+CgTKXFmrj8qG4uh7eg2FU1ZjzKGNsxq56ks3d12IpmJg+OCksIMS+q5BFqyLPPsD3v44ydb2V06cBPG1Hn8A2ojsz3euHI2R+QMYlZ2Iv84t/PeR1mDbDxzwRQGx0dhNuhIshlpGBV0aM/GkMQo/v3baczKTmRkSgxWow6rsfGpastBr8Httq3nr9blY+X+1scPg047//WVB7jwpRVUObpWF3egsqlQKOztceNb63n55/0dH9jLhHOfUekgYN/h6PymcnPPhLgQy9N1d9w2NjNAmAx9K0GFR1Yw6SUMOi3Xlb2bHgmC/kFYy7p99dVXnHjiiS3eP+GEE/j222/DKUqbXPzyKj7fcoif95Rx+StrKa1pjOM4dVImb189l5MmZBBt1mPSS+gkGJYUxe+PGR7k+j8qNYbzZw3D7fOzt8zJlqJavt1ZypPf7GFXcS1VTh+OVsqHqTQONoNa0+jrMerg8S93sGJ/FV5ZxSdrGwZ2t49VuVW8uHQfj3y6rYd65fDigtntx/j/etLgbl8jLa7R9cuo1zEjq+ctxlU9kBxvdGqjFaCjKXFKZjzmZpmVFGDpnkq+3N4yptZAYyWDphh1UqsDz2c3LWTJ9Ufw/e4KKpw+Sms9nPzMisDneeUObnxrA3e9vwlHBxNUlcPLtW+s46ttxby3rpCb3t3Ywbdrm6teXcM7awtYsa+cp37IxeXz4/WrLN9fxeQhcW0qFNCQLV9lcHznsyqb9BKSJDE7u+17Ji3Oyj/OmczcEYM4cUIaT5wzKYRv1D53Lt7C/63K55vtJTzw4cAdQ7whbGYd7qTHW3nh4hm8fOksRqWGZjmcl5PMM7+ZSlqcBb8MVU5f0POfHmsmzmrmzGmZjE6PQa+T0DfJotSaO/yQeDOzhycxMjkaQyuDiaJqm9rNTzWgjXOyolnlvbLK8n2VnP7szyF9p4HOFfP6Vk3qvsbq3Ar++d0envthb0TlGJcavoo3w5Pad8uOi+u8J8uJEzK4cNZgrAYdSVEGfrxtYUiyDEsMdpO0tDZItMPwlGBvyOPHpYZ0fm8zeXA8kiTR8N/MdtYKgsOHsCrsSUlJfPjhhy3e/+ijj0hK6vkY365woMKBy6fg9Mo43D5WH2isv7i9qIYHP9pKRa2T5BjNumkzGah1+9lRXMeZUzOJNhsYnxHHE+dMZG9pLdVOX1CpNrvbT1mdH6WdbNo6tCQ81U4/05rVMdQDmfFmdpc6cDcrI+WTFSyGRu1hdStxwAJYsrn9fvlmT/sx7p3hhfMn4PUr1HllThiXyoiUnnWHB9hb2X2FffE1swPWrKwOYgFS4iw8e8G0Vj8rb2X3Kc6iw9aKa9ukwbGt1vPeVlTNR5uKgt5TAJfLhcPt54KXVvHDzhI+33KIc19c3q6sm4uqcXgalfo9JV13Gd9ZXAto1nJZUXH7FGrqPGwoqGZNblWb8bUNuP0qB1qpR98cCZgxOJYpQxO47ugRXDQ3q93jpwxN4O/nTOb+U8f3aLbrncWNVnX3AFZad3fjnhEEMzotlkfOmEBclCGw6FDQ8llsKKjmlGeWcsd7m/l6WwkWo4H0OAttqRomg8QPty/kN7OH4PIrGPSNXi56wGLUtUh61UCM1YjJILWIoS+ocnPnu5u4/s11PPjJFvx+YbFqj1X5fSumt6/h8al4/QrL9na/3FZ3KKpsxSrUS3zfjkcYwJ49nff6LKis4721hbj8ChVOP49/E9rGx493HkNsvbHAIMHOR04K6fz5I5ICY4pBglkj+pZCPCLZhlEvIUlaud9hiaJE5UAgrFniH3roIa644gp+/PHHQAz7ypUr+fLLL/nPf/4TTlHaxOlV8NevwF0+haEJmmVsf5mDG97aQGGVE7+iotcBqoStXvNYuqeMOq+MXidRUOXk+Z9yuWzeMKKbxfupdByTp9BQDkRlfVGwS6oiQY3Lj7uV+gA2syHgTgvaIknQEpu+/cWYz9V9d7+jnlge2Kh5a20hp03OYN7I5G6325SoHtg8n//4Ulz191JuRcdJRmaPSMKk1wVyJrSHrCitlorLK3PgbEUPvPntjdx4dMtSVSaTiVW5lTjcjYuPgx0kRBmbHoPZoA+4/GcmdD0xwZDEKKqdXiRJSzbn98s0hPv3lMuhXoK0OAvnzcninBlDeqjVrjE0MZpqZzUAhp6oF9NPibUYKKsL34L3cGf+yGTOmprJ4183LtxVwCvLePwgoeKVVWLMeqYNTaG8zkdlXbCreoxZz8TB8RgMBn7ZU4HD7cPjb6xOIQNyO7klHF4fRp2O1mbg9zYUam76Jj07Dtby7jXzuv2dD1dshp7b0GgrIV1/TkbnU1QUvxLxijMdbSb3JG5f+2Pl4MGd91y87e31NM3L/NaaAh47q/NeZJ9uKgJJIqZeaX/8yx3ceeLYTp+/MrcyyDvw2+2lnDops9Pn9za/7Csnztq4AFy2p4yTJqZHUCJBOAjrauzSSy9l+fLlxMfH88EHH7B48WLi4uL45ZdfuPTSS8MpSptYjDp09Qtzs0HiQL0V88mvd1FU5QwkilMUbVCudvqo8/ipdnrrSzZpK/k1ByqxWU08dd6UFp3c1u4/QLSx/QFeVbW44eZtWAwSZ07N5MojsxmdFsupk9L529ndy3R+uFLcgbGz2tv9eKXma8Z//dD9nALN76OTxnd/gG6a/bk5brefhz7Zyl3vb6KgstHaOCLZGth9DuRcaIVaL5S14rZf6Wrdauvw+CmtaxlLuqWgklFpMUHu+B2VMUmJtfL4WROZPiyBhaOSeercKe0e3xrbiqr565c7OXlCGgtGJTM2PZZbjxvVo9bsBvQ6MOh1TBoch9/v59El27n0f6v43WtreOqb3UHHbsyv4q9f7uTD9b1TC/lvZ03k2LGpTBuawJ0nju6Va/QH1E5WNxG05Mutxfz1y50sqy8/t/1gDbe9u5GvtpVqoWRNjm3Y+1PRPFicHj/jM2PJiAvOKG3Q1eeEqPciU1WFapc/JKXEL4PF0PoJqqolrPMrCvvLw1e/uj+yv0p4ILSHDs0TJN7W83NFKPREZurO4uwgEbvT2XlDyPr87uVO+XJrMV6/jNMn4/Er/LK3ouOTmpDTxCNSkiRmDEvoljw9zZj0mKDXEwaLxJkDgbDXYZ89ezZvvvlmuC/baVJiLciKZr0z6nVMGRLHP77exfe7ygI1iBVVq7GMpMWn1tWXlfHWu8smRsHwQZqLSmqcpcVevr+dQbSuFct5UyRAJ0lYjXqsJj1RRj1Ws4GFo5K544RR6PV6bjx2VKvnvrY8l3KHl/NmDuz4s7lD4KMdbX8+Pq3nE4wMjut8DHNbNLcbJUZ3fzHQnrfHef9ZGcg+vmxvOV/dfBQ2i4FDdk+nkrrIgNyKbt7WuSaDjoWj03h1RT75lY0W9PP+s5af7jiSJ86dzL++34vJqOeRX41vo5VGZmQnMaOTNc1b447Fm1ENmmX+nOmDefZCrWxaYaWLd9YW9GhCMq8MZp3E6LRYzntxOZsLqgIlUX7ZW8Ge0lqevXA624tquPndjfjqs+AWVrn4/bEje1ASsFlNPPyrCVr7hb2zKdAfaG9jdaDh9cr8d3kuXr/KMUPaXza8szqfZ37Yi6qqLNl8kBuPyeGvX+7C7ZPxySqyohJt1iMrKmaDnhiLgco6L476xJCyCnFWIxMy4jlY7cbpbcger+Lwyny7q5zZf/6GKmfo3g8qUOVq/8l1+1RSYsK+NOpXLBqbyLoCsanRJhL4ZRWlvcVeGDCGMaJpUqaNdYVthxHFx8d3ui2bCaq7kQfSbNAFQkZl1JCzvP/97Inc85GOfaUOFoxM7jA8Ldxct3AksgzbD9mZPiyBC2YNi7RIgjDQ6xZ2u93e6X99gZcvmc7koQmMSovlz2dMZEiijaW7y9BJWuIKnQRWo45hyVEkRpsYZDMjSZoyFWsxoJdUJElia2E1t761nvP/vaJHF/bHj0vGqJcw6CWGJpgZnhzNxIxYJg+Jb7ec253vb+LFpftZvL6QK15dQ/UAdvX8vB1lHeC7Pd2vP9mclLgeqBXXjCXbirvdRmux5A3kldfh8St4/ArVTi/r87XY/xpno3VFBcxdWNu2pgsNjjfy1qoDXHdU8OTjkxU+21jCglEpvHvNPN64YjY/7SrjtGd+5q73N7Yab7pqXwX3LN7Eq8u7nqnX16Q0zOomdV0fPn08U4bE0gNV9YI4aNe8EfaW1gWXqVJUNhdqMaPf7SwNkmtVrshT0VtUd0EhPFy57q31vL7yAO+szee29zYC8MePt7D9YMtY5p/2lKOqKk6vTGWdl/8sy8Vdv2A26iWizHpyUmJYODqFFXcdw9K7jiGjyYamrGrzlSQpGHQS6XFmMuODx8+SWm+7ZVHbo/lZzccio15i0ZieDV863PhkU2gWywGHqiVX1YeY7KynCeeqOjmu/aRz+fn5nW6rtZC5UGhe1s1sCG331WAwoPgVKuu89FSC+Ac+2sLyvS2T83aVSYPjGJliY6Kwrg8Yen0bOT4+Pih7emuoqqbkyq2Z48LMkEQbb1wxO+i97EHR7C9zYNRLGPV6bjx2JGMzYrl78RZUVcWg05LYWI16aj0y5bVeSmu9rOvhxCyxZj1r8qqprs9+u66gFqhFQlskFVW7uPLIljHAAJsLGmWpdfvY3KRk3UBj1jBYdqDtz6ek9fw1DSFOGJ0hOsRyYa1hMRtwOlt3b/TKSmBRLCsqw+tLhzVf8JolCDX93U3HDuOp74J/hFV5dlbvt9NcTdJJEvNGNlrKH/t8O//5ORdZha1FdrYW2Vly04LA56vzKrjmzXX4ZYXPNh8ir9zJg6dPCFFCgsatoQmNi5H7PtlKaa2X5FgLB6vdPbYh5/LKuN1+EqNN1Lm9gX7Q6yC9XqGZkBmLtFYK5Klong1X0HM4PUJhb2BXfeJFgIo6zff1y23F/HzAyXvXzCVrUKMLaU5yNL/sKcNRXxbvYJULhUbrQFZSNB9ef0RQ+6W1wf60br/KW2vqE1A6tNh1SdLc1nsSqwFSYy2U1npx+xX0OomUWAtzRgzq2QsdZpw8LpEdJaK0W1sogEdWqXV34Cd+GOHqYLzMzOx8DPjQBAt7y7ueVDe3LNjSv6csNG+Qs5//hbUHqgH4x9d7UBSVGxd1Lzzs6+3F/JhXx9PnT2HBqPYrFXXExxuK+NvXu1BVlY82FvGnX03gqNHda1PQ9+l1hf2HH37o7Uv0On8/eyK3vqclnpuTnchVC0bwj692YjFIWIwGjsxJBkllc2E1JbWegOtyR2sLo65lrHNb6CQ4fkIqH68/2KJdFU0JX7qnrE2FPSXOTG2pNqAa9DqGdVCC43BmewdJ4NcXtf95ZzDqJHxNgiuNup53s0/tYEe7M5jbsQCoTVfHKhTb3Qxupd53vM1Kbf2ivDPEWwwkRUcRZ9ZR42k8y99GA5PSraw7UI1Zp3LPhzvYUlRNg3FNBfY1m4w/Xn8Qf5OkeL/s65o16Kojs1me7yIj3sLQJCsPfLyF82cOZWN+deAYva5tuUPFYtSxvrCKl347nXs+2EJemQNVkogy6TljSgYAR49J5dpqN9/vLCUzwcrNx47iv8ty0Unwm5lDMZn6Vr3Y/kydCNMNkBRtpsyhLaAtTUxObp/Ml9uKueaoxrrJNx2bwyebDuL2y5gNOmIsRrIHRVPj8hEXZeJvzZJHfb/9EHXe9ju71iOTGmPC6VOo8/hJitJT51VxdnYCbQOvDDOzEvhuRxmgMiEjhlMnD+a48Y27truK7Xy7o4QxaTEcO7YXdnP7Icv3iyzx7SGhhdQ4wxlEHmGKOqiEUlFRQXp65/LujE6PZ2951z0Im68JnN7QxomtBxt9E1Tg3bWF3VbYAWRZ4dPNh7qtsH+3sySwPpMVla+3FQuFfQDQ6wr7UUcdFfS6urqal19+mR07diBJEmPHjuWKK64IqUZjb1Hh8LB4XSHJMWbOnNaY0dJgMPD0BVMDr69/cx1fbtMeGJ0k8bsjR5CWYOHLrYc6nQDHVu9PK/uUTp1z/LhU9Ki0FeIuKwpD2smE/fezJ/HoFzupdfk5Z8YQhsUP3NXoEAu0VxEtqweMK2ozU9D49J4vu+HuAQtgib3tQDFF1TaKAJAkXPUxpjqpMfusBNx72miueX1jix0qi0EKxJHZTDpUFZx+hWq3nwc/3UGKzYRH9gdleW6NDUVOCqp38UBdy7rKEhBnDR7GJg2O49PNBwO/QUYXwxHOmTGUK46J5Y73N/H0t1pZmS+2FDMkISqgYJj1OvxKz2jsZoOenOQYUuIsvPW7uRTXuLjkv6txePw8++M+Cqrd3HXiGC6cM4wL52hhAxe+tJK8Cm1x8uPuMl65bFaPyCLQ8pQMoPV2uzxx3mT+/vVufLLM6TkpnP6I9r5OJzF1cHBCJr1ez3FjU/l866HAe2dMzeTs6S2rH6zYW879H22hM97tVU4fu/98Mmc/v5xDNS5MRojyKZS3kqiys+hUWLyhUc6CKg+/nZcdeP3ttmLuXLwZJIgyGSiodHHpEdmtNTWgGJEUxYoDtR0fOEBR0UI7jBFOXBkXxlQMFTXthxImJna+NNqgqO4J3nz9FSqGZr9bkq3n6tlPyIjp+KAOGD4omnUHGsP0RqZ2v01B3yesmVXWrl3LiSeeiMViYdasWaiqypNPPsmjjz7K119/zbRprdd4Dgc1Li+X/m91oIzM+vwq/nTGxFaPXb6vAkVRUQFFVfnH17uQJLC7ZEw66GgzT0LLeOvyq51S1semR/PCxTOY9edv2jwmOcbCfae0nYgrJdbKU+c1bjoM5GRSBzoIUR+XmdrtazTPNbNsXyULx2Z0u92mbCzsfoRae7ffiGQbueV1+BUFo15lzYEqth2yc/yYQXy5oxydBJfMGUJlbeuZmpNijKiyhKoqlNT6gizwigqltV5iLAZkVcUnq20mwFMh4F7bFJtZT0K0ib/+egKPf7mDWKuRa47K4bxZQ8ktr+OnPWVkxFn45/ndG1e+216Cxy9j0Em4fTAh04a/QMHlkxkxKJ6le7sfR24x6Hj4jPGkNInl/WLrIQ7VuNFJEG02sKJZpttSuyugrAPsKanF4fL2Shb7gcjUrARW5VZ1fOAAYHiyjecu1J6jhrkjMyGKc+fmMHtEy8SOdxw/Gl99tvXZ2YmtKusAX2wrxq+AUQ9eP5j1kBZnRUUNVGhpwCer/OXzHdx23EheX1WA2yez41DXLb0SaGEn9QOLToIyR6Pyv7/MwR2LN1FTn/3RL6v8sKtMKOxAdno80IGrWjfpz+Xe9JLmMZUYY+744F5kdjctuaFQ1YH9oLq6mtTUzq2tNnRzbRNjMVLRJAdJqMGDg+NM7CxrXChmD+q+QpwRH8XC8UO4ZF7rXrCh8PtjcvhiyyH2l9cxPiNWjEkDhLAq7LfccgunnXYaL730EgaDdmm/38+VV17JzTffzNKlS8MpThBr8yqDar6uaWehppOCFYvCalfAQuBVtKR0VqOeyjaSFsVa9dgsRmqr2nchMht0/P2cSZw2OZN/fL2LckdLS4JO0rLZ33bcKKzCHbZTLByq56M9bedLmJ3T8/XrvR1k/+8Klh7IZ2M16tp0K332wmlc/do68qucyIrKM9/vRS81bkYoKry//iC3LbK2qmyPGmRj0tAE/vndvlbbV4Fajx9UMOgkxmXEsL+0Fkczs6aE5obr8jf+Zka9xNaHTsTt9nP800upqvPilRXeW1vAZ79fwN0nj+VuOl93tS1ue3cjtW4/PgX8iorVqLKp0E5F/VixsbD7rqF6CZ44bxInT2yM8fN6Zd5eXUBd/UaFx68wPiPYCyneYiLKZMBZb+2PMRuFst6DJEe4JFNfZ/G1RxAb2/pYaTLp+WMn8kYMHxRNpdMfCA2zmo18cfNRHP/kTy3GFBV4c9UBPtpUxCfXzWf1gQpufrs0ZLlTbEZq3X5czXZVFTU4ROjLbYdAbbS0uX1yUHK8gczMjMjlzmhLkYe+o8xHmfVEmQ0RzzGSHBO+vFB6tMowbTFoUOddFzNjzWzuRmji8ORoKupj0AESokNTdYYmx1LUxPuweRm1rvDBdW2Pl6Fy/r9XsqtU26zfWGjnujfW8txFM3qk7Z7ECC1yEgm6TlhTWK5du5a77roroKyD5m5+5513snbt2nCK0oJhidH8P3v3Hd9GeT9w/HN3WpZlecQrw4mTOHuHJIQwAoS99+iAFChQSikt/RXogNKW1VKgtGWUUfaGUiC0CYSZEMgekD0cj8Txlixb83S/P2TL2/GUlfj7fr0ClnT33KNH94zv3XN3JrWxc07rYLA2LiuJJou2ms5nUsEfar/pcnl1Sqp9B73m96KZQzl7WmQQ/9GWA83yB5EGclR6IlceNYIL6s9g7C7z8PyXe1i7V84MtWdtSccl/+9V+zv8vDuq63rwjJJ29PROqgCDmzzruOXkvVEZDlISzaQ7LOj1M0pazhyoDehomokka+um5JMdle0G65oSuf478phCSEkw8dq181h49Mhm+VCAkYMSOGLkIM6bkoVZi9zx9c8XRma/LN9dTlVtoP55qwa7y+q46tmVvXYDy7UF1QxyWLBoCgpw0oRMKmqD+AI6Hl8It69n29GUyMGHD79tfrZqY3E1Hn+IJJsJk6qgqgr3XtB8xo/FonHv+ZPJy0xiXLaT+y5se0aQ6J5u3oRcdMFlR+SgqAqqEjloF9TDfLChmANuH01npaqAvf4mm7W+EIs27eO5L/NbP+uyE0o9wXYfrXr76Y3XqY7JSCLRZiLRaqq/W72NO84++OMkB4LX15f3dxbimi8YmYE1eUjvH/zvipe+jt3d/A/2lNmu3CV+exdvEtfS1JyUZsHNlKFd+x0euWQ6s3LTyE5O4Kypg5vdo6Oz3lhdEDnR5u79Gw+uK6xu9nrplq4fuIwFszwds1fFtDidTicFBQWMHz++2fuFhYUkJfXvNRh5WUn8/ORxvL66kCSbmV+fOb7dZYenJbK3sg5dD1NS0zwQSzQrpCVaqfYG6Wg0cbDHc2oKbCxuPHuX4bCy60Dza8YMIoOcq46JTIfZXOzixlfW4Q/pqIrCL04Zx7kzOn9nzoHCdJDrmzIcvT9TYeaIlF5PszeunB6cmkhp/T4caCPozkiysa/aG7ljutF62rqqKJwwPgOb2cT/vbWxU9vMSDRh0jT2u/0ogKKANxgmwaJxzTEjefnrQoL1N41LtJr4+P9ORNd1vvf0SjKTIme4PttRwXkzcxid6UDTVML+SOCsKFBQWcfOslrGZfd8sJScYCYQ0slIsmLWVG4/YyJn/+0Lqn0h9M7esKIDugF6yODdDfs5a2oJCyZGbmo1LM2OWVNJtEYChswkG4McradXzho5iOd68Kx50b5af/8/teRwZ7OZSEkw462fJWI2qUzNScWsqYTCOqoCmqqQ4bBS44ucq1EUBU1V2LrfQ3fvxKKHW7dlZg2eW7GXWSPTmDg4mZMnZbOjrIYvtpeTlWzjrnMmySy2esfkpfDiqoF7Wd3BpDssmGxmFn1zgJMmde5Ga30hlrcWPljVyMjo/KMSkzt63mxn8qIqNFRwVQGMrp2btNlM/KsH94P52Wvr+Whz5KZ5L/uru51OezSFZm1fgrl/75XQnnYeQCS6KaZn2C+99FKuvvpqXnvtNQoLCykqKuLVV1/lmmuu4fLLL49lVtp07oyhvPTDuTz+/SPISWv/JmG/OXM8c0YOItPZenrcgglZTBicjGFEKpVC9wpZUSAtsXGA/shl03C0uLlWGNh6wMOlT6yguMrLOxv2Rc/shw2DRZv2s7vMwysr97K5B9f6HW50peNfxFB6fyrstgOegy/URfZeGDv+/bJpDElNQNNUjmoj8PvDuZOYnpPK6IxEzPVnwlQlsk8nWhRuPGE0gxwJPLd8Z+c3qqjRYNeo/4/douEN6KQk2vj1meOxW00k2cz86aLIHaW3lXgoqGx8jNDagsgMktx0Bz+Zn4dSn6+0RAtmk0qmo+dTV99bX8wZU7IYl+1keJqdW08bT3ZyAhlJtmjd7i1hA+56/1teW1nA6j0VZCcncOtp4xmeZpez5/3kwpnDooPQ/n2a8uGnxOXltZUFrN1bxZ8unMrQVDvZyQncdc4kxmQncdXRI7BoCiYNzp0+hBeuPpJRGQ4SbSbmjkpjy3535HKabrCqkbP1aQlK9HdVFUi0mKiqDfDehsYZVjccP4ZXrj2Khy+dQbJcbhI1Mqv5jQatvfCI0cPR0A5uBBwLphjusonWjq/X9/s7f6Z5dA9volbi9kfvqxM2oLwuto/X+2p348wGTx88HvTYsc0vLzhzmpyYGwhieob9gQceQFEUrrjiCkKh+iPqZjM/+tGPuO+++7qU1o4dO7jyyispLy8nJSWFZ599lokTJ/ZFtltxJFi49bRxXP7El60++6bYBQq4fZHvpynw1BVH8Nhnu1mZ33qaus2k4mvjuVB6GJxNjjLe979tVLfznKGiai+/f3cTqS2CFFWBq59bTSCkY9JUfnf2RE4Y3/Mbqh3qpmYnsLem/SlX49N7/0YxNd7e7zBSEnt+59KXVxZRVOklFA6zuqD1/vnx1gPMHJ7ChCEOXvm6kHA4jDdokO20cP70oWzc5+bfa/dS5ev8+f4Mh5mdpY3lHwYq64LRs1fvbiiJXv7x9rpijhubSVayDZOq4PaFUBQYYo+MRHy+EC+vKsBmUvCHDPSwwa9Pn0BqL1x//MjHOzDZEpk9Mo1nFs6Ovj8y3YHLG8TlDVLrj5wF7On0aQMoqPRx53vfku6wcu2xI7li3khOn9J/Z2cGukEOC/UPRuiV2SwiIr/cw7XPr6E2EEJVFG48IY//3Xxc9PN/ry3ixa8KCdZXqlV7qrjxBBhkN7O1xMWqPeV4O3lPELtZoa7Fsv5w5NrKSq8ROdBXfxauoc+Wy8kOLlFtPhbx9/Dxer0lXm5Ul52cwOQRGfxsQdenUvemrBieYg/qHe8DXXkSlP8gj3k8mF0tnsO+/yCPnGvL5mIX3+53M290epcPvDgTzFTXRQ4a9MWVVXkZTrbsb/yO/X1gSMRGTAN2i8XCX//6V+6991527dqFYRjk5eVht3e9Vbnuuuu49tprWbhwIW+++SZXX301K1as6PT6z3+5h8uOGUd6kyDXG9D5aHMJH24pwaSq/OKUPFblu3l/QzEF5R5QDCYOSeG9DSXtTsXbXdH8FuS6Ab98cyPeYNtrDE9R2N7G5WAG8L9vSrjgb5+iaSZWF7jarfh6GD7fUU6i1UQ4bGA1q4zJSopO5wUI6WH+va6YkemJrCuoJtvUs2uEDmX5B7nZ3+b9Pb/7ekuVtb1/lLU20PMpu89/lR9Np7Z+/tIvX1/PeXPzeGN1ESt2lRPUDcwmhbBu4Ncj+2a1N8i9i7cDsGhTCV0JjzeXtN739LDB0g37+HxXOav2VGAzq/hCOh9s2EeyFXJSHejBAFX1F+4fMTxyhmf57nJKa3xoqordErkxXF1Ap8oTwGbR+GhzCakOC8fktZ6O9+G3JegGnDa542crr86vQtd1Vu2t5NWvCxmVbuPDb33Rp0H05rXOvmCYEpeXB5dsY0iqjZMmSMDeX+74zzf9nYXDxvqCKvaU13Lc2Aze29D43HWPL8jfP94BGGQ6rVTXhXhl5V7cvmD0DFmJy8t1z65mW3mk3fC3cYC7PS2D9Qae+srbcHVU0yczfr2nktMe+pThKXayUxM4aWIWqqJQVRvg1InZ7Cz3sHxnOaMTY3vWLp4882Xnr0ceiBaMz+DEqcPRtP69hGJf70/sa1dZTcdjnLKysk4/h31jUc8OmtktzUMbm6lrv8P7G4u57a1NeAM6gxwWXr5mLnldOOs/e0Qq20tqMIDE+ptxvLe+mAXTzGR38zGzTf38pLEs31nGjlIPU4clc92xPb/zvIh//XJLALvdzpQp3Z/iWVpaytq1a1myZAkAF154ITfeeCP5+fnk5uZ2Ko1HP93Jq+sreOfGeaQ7bHgDOlc88zVr91ZFB+D/XrevVZC8rayky/kt6yBY217eftAVDMPa4s4F1uGwQWVt5NFZihdq/dVYR2mtlvnBs5Ez7mFPzx9FdaiqCXU8mfm/23s/YF+7p7rX03R14ax2ew64Wg86P/j2AEt21aAZjXf4DB7kgdS9cUu9q19ZF/276Z3rn/tqX6tlP6y/yUpuugNNVdDDBv5QmFDY4E+Lt/LE57tIMJsocUcOoJ09dQi3ndF41/ibXlkbfY7puxv2RR9Z1RaHxcTrqwv4zTubY3IjslAYqn06P3xuLQvn5nDneVP7fqOild3ldQdfSBzUS1/t5fHPdhE2DJ78YjeX1N8gtdzjxx8yqPKGuP3f36AATquGy6c3m9Hg141osB4rWw/UsvVAZJsvfl2A3ayRbDfz6Kc72e/yoYcNwp7Y3dAr3lhMvfdc6sPR45/t4plVpdx73hROn9p/B117eKK6Sw52SmLQoM7fayX/YM+IO4hKT/MTZ2U1XTvDftubm/DUn8gorQlw65vreevHx3Z6/ZdXFkRjB1f9jWkf+XgHz60u5Z9XHEFuuqNL+WnpJ6+tYdO+yD2tVuZX88f3N3PnuXLZ3OHukLzwqLCwkCFDhkTvNq8oCsOHD2/zLpR+vx+3293sXwOXN8C/10aeHfHlrjL2NXk8G/TNVJa+Egw3Tts0AF8ocqbuuDEZZDhszMpNw2JSomfcg710F+1DUX517O+E0fUJWbHR3j4eNg6Nx3GMznRw/fGjSbFbUBRItUcGkiUuHzvLGm/SuHRr411UPd5ANFgH2FBYRVUbj0zMdiYwNNXOnWdP5Jlle2N+13AD+ODb+Lz7qxCd9d6GfYTrT2W7vJGDymdOHUKoSYUKG5F/tcFwq8sPTP08Sgkb4A1G+stdZbXRM/yhcHxMA+8Pjy/L7+8sdEnubYva/NeXdD3Miyv39uk2Diae+vBxd3wYs21tL2sesAe6WFU9LWYvbizu2kmc9u5HWxsI8fbaHjyvrt7SLWXNXr+8srDHaYr4d0jedN/v91NUVMTYsWOx2+1kZ2fj87UdEt17773cddddrdNwlWNO8GIPZVFUVITideN3lRNyx2to1b5km4ZPN9CD4WgAppkUEtJ0fnzkKCANgH98shO/K1LR6yojj5HyV5diTogc7SsqGhh3fQ25m1+D4KuOBEW9WRYttxGvaSqe8ugzkFuWg8Om4umFs/h9peG7nzXaxlmjx3LL6+vZVVaJn8hgyTDA74uM9h2J1ujyuq5DbWX0Bo1mTaO6bD+11ZEZKYWFkc7v7lMGk5KSAviwh1zo7uqYH8SzmhP7tV42lMVAbyf6oo3obl4a9Nfv0LBPFBQU1NePjpl8VfhdjQNesy+VK6Zm8ubnNVTV+qmPhSM3aDWpGHoYq0VF10EPh7FYNHw9fHxiTymqgh8L4foDDmEFvFX9u0/0p3S9nKZXNrVVPw4F3fm95t6ztM33v/rVgmjd8NWXg9XXv+2Eldht/2Dt5Ve/WtDpvPS4vfOU0/LKma6sr7vLm/X1qQ5zl9Zvqyy8VQew2JMw+Xrepxu1lYSazEJMtJnicnwZT31of2taFro/Mnuvq48fVgzjIM+4ikMNj4ZzuVyYzWb+9re/8Ytf/IJt27a1mhLv9/ub3Z1yzZo1nHjiiTHOsRBCCCGEEEKIgW7lypXMnj374AvWOyTPsA8fPpw5c+bw0ksvsXDhQurq6lAUpVPXr48aFbk5w9ibn0ez2rnxhDy+d9RInvpiF48s3dnuVJZDkVlTSG9yt2yTpkSnIfpdZWx4+BqG/uhZVGvkpn/f3HVqv+Qz1ibfubjZ66C7nJJnbujVsmi5jUMhzbbKIZ41/e5n/PXzZnepvXnBWB5euj362mE18e8fHwNEbi557j+W0XCsUlEU3rj+qOhjm4qKipg0aRJH3PYKmtVOaU2AcNjot0tkFCJ3sZ48NJmXfjg3+n6VJ8ClT65o9j3+8+NjevVZ0Q1lMdDbib5oI7qblwb99Ts07BOFhYU4nc6DLn/1s6soqGw8HXvV0blcfmQuABc9vpztJZ5ov6sqYNZUgno4rvrihufBK0T+r6mRWXq7H79+wNcN6Nu+w2pSMGuN950Zn+3k2auObLbM08t28eTnu6Ov0xKtfPDTxicPrC+o5PoX10Rfm1SVZbct6NV8QtfrxuGqrX4DOl8/etre9fb6KrCxm+s31I2G8cSFM3K4/oTRnU6rLcf/6WPKm9wba2iKjcU/m9+jNPtjfDlQ2ktoXhZhfx3Fjy0kL69rT5E4JAN2gCeeeIKFCxdyzz33UFFRwSWXXNLmcu1NidesdjRrIhmDUnE6nWSmpkR2ojgaJPSU2aRisjUG7HaLRl39tTkNUzJUqz1aeQZKB9NyQKHVv+7Nsmhr0BLvabZVDvGs6Xe32R0Y9XNrFUVhcEYKJlti9PMEuyW6vC2gY01IJFQfEWiqQnpqajTQbVhOs9ox2RIxBUzohtFvAUQkSIBER1Kz76yaA1gSEqPPtDdpKumpzl69M3HD9gZ6O9EXbUR389Kgv36Hhu06nc5O5cHuSMLU5P59aamp0fUcDieqNRztd1UFNE1F18Nx1RerSqR+qQooCmiKgskmfWiDvuw7rBYNpcl9Yu1Jrfe7jNRUNGtje2+z25otk50OJpsjenDTYtb65Lfqat04XLXVb3Tl0Xo9be96e32T0v31G+pGw3giJaXn+4YtMQk11Hj5rsOReEiOLwdSHWmrfLs6VjskbzoHMG7cOFasWMHChQsZO3Ysjz/+eJvL3X777bhcrui/hmuMNEVhVm4aF88aDsD35o1kwuDmj23QFLCZOr6jeLzQlMi/BhZN4a+XTWVURuQu2kNT7fzjOzMZMSgRTVUYlhr/AVlfOVjH0RfPbI3XNPPSWj9iRFHAZla47tjcmN7w6YfHjCQrydqpZQe1eAb9j0/II8GsYTapXD4nh+PHZ3Pm1CGYNBWH1cTPTh4TXdZi0bjm2FFYTRoWk8ZVR49s86y02aSSYNa4Yu4I0hLN9EdL0HBGL9tp4xenjG32mSPBwsJ5I7GYNKwmjWuPHdXvjxE6nDxzijzbtjfceuo4BiVaMakKR4xI5YIZQ6KfPfrdaSTbzGhKJCjOTDQzcYiTvAxHv9S3liyaQrLNhFlTSLObuWzWcIam2FFVhcykgbt/xOq55hYVXvrhEQxLi5R5usPKH8+d1Gq57x2Vy7ThqWiqQqLNxO2nj2/2+dhsJ2dPHYKmqVhMGj+a37MznPGuP26y15t6un9dc1Rms9epXXnuLHDN0cObvV7ys3ldWv/USY2PkbXUD8w1VWHiECcLj8rtWmba8Oh3Z2AzKSgK2M0aT17R/lNu+tOVnRvOiU46JK9hb/DAAw/w6quv8tFHH3Xq5jcAbreb5ORkXC7XgDq601JRURE5OTkDvhxAyqKBlEOElEMjKYsIKYdGUhYRUg6NpCwi4qUc2gvOY3WgJV7KIR5IWURIOTTqbhx6yE6Jf/DBB3nllVe6FKwLIYQQQgghuq+jM/bLbpwWw5wIMTAckgF7UVERt9xyC6NGjeKEE04AwGq18vXXX/dzzoQQQgghhBBCiN5xSAbsw4YN4xCeyS+EEEIIIYQQQhzUIXvTOSGEEEIIIYQQ4nAmAbsQQgghhBBCCBGHJGAXQgghhBBCCCHikATsQgghhBBCCCFEHJKAXQghhBBCCCGEiEMSsAshhBBCCCGEEHFIAnYhhBBCCCGEECIOScAuhBBCCCGEEELEIQnYhRBCCCGEEEKIONQvAXsgEGDbtm2EQqH+2LwQQgghhBBCCBH3Yhqw19XVcfXVV2O325k0aRIFBQUA3HTTTdx3332xzIoQQgghhBBCCBHXYhqw33777WzYsIFPP/0Um80Wff+kk07itddei2VWhBBCCCGEEEKIuGaK5cbeeecdXnvtNebOnYuiKNH3J06cyK5du2KZFSGEEEIIIYQQIq7F9Ax7WVkZmZmZrd6vra1tFsALIYQQQgghhBADXUwD9tmzZ7No0aLo64Yg/cknn+Soo46KZVaEEEIIIYQQQoi4FtMp8ffeey+nnXYamzdvJhQK8de//pVvv/2WFStW8Nlnn8UyK0IIIYQQQgghRFyL6Rn2efPmsXz5curq6hg9ejRLliwhKyuLFStWcMQRR8QyK0IIIYQQQgghRFyL6Rl2gClTpvDcc8/FerNCCCGEEEIIIcQhJeYBu67r/Pvf/2bLli0oisKECRM499xzMZlinhUhhBBCCCGEECJuxTRK/uabbzj33HMpKSlh3LhxAGzfvp2MjAzeffddpkyZEsvsCCGEEEIIIYQQcSum17Bfc801TJo0iaKiItauXcvatWspLCxk6tSpXHvttbHMihBCCCGEEEIIEddieoZ9w4YNrF69mtTU1Oh7qamp3H333cyePTuWWRFCCCGEEEIIIeJaTM+wjxs3jgMHDrR6v7S0lLy8vFhmRQghhBBCCCGEiGsxPcN+zz33cNNNN/G73/2OuXPnAvDVV1/x+9//nvvvvx+32x1d1ul0xjJrUdtL3Nz29ibqAjo/mJfL+Owkbn9rPVtL6zAMUIBwJ9LRFNCNvs5tawqQYFY5Oi+dv106A5st8hMXV3m554Mt1PiDXDJrGNPTIstPvnMxqtUOQP59Z8Y+w/0k97ZF0b9D7nKgsSx6oxxO/NMSdlcGo697I82mee6tNJ/9ZBu/W7wTaCyHBs8t38Vd720lDJhVMGkqqgK1geY1QAMMOlcvuuP4Mek8e/WRLPjzx+yq8AKQalPx6wqpdjNJVo2tpbUATMhMJD05AcMIs6nQhTugk2TV+NvlM5g/LqtL231hRT4f766huKqOOr+Opip4gyF8oV7/is2oSuSfzaySkmAhJ83OXy+dQWayDYCnvtjNZ9vL2LLPTW0gRHKCmdd/eCTDM5J6Zfulbi9/XLSFqrogxw2JHNPtzbpxKGmocy3bCIhteznttkW4mryO9e/w8OItPPLpbgwD5g2O1PTzH13OxUeN4fr5zQ+267rO7979lg+3lGJSVcZkJfLNvhqqav1YTSrpDgsFlT76oXvskEqkHctMsvDC1Ufy3sb9LNl8gHSHhb9eNp10h63N9aQPbbt+9Idsh0ogrOIN6viDRrRPGuy0YjGp9W2rSnKimTS7hZ+fMpaJg5P7Lb+Hu57UjZ6Od5quf+08lV+dc3qn13157SZ+9XpBt7e9vqCSq55bjS8QZm5mpKU77x/LOHZSDned0/N7dW3cuJFzXi7sdv7a07TMxgAf9uK4tb/70P7WtGzD/rpupRHTM+xnnXUWmzdv5pJLLmHEiBGMGDGCSy65hG+++Yazzz6b1NRUUlJSmk2Zj7XrXlzLjgORQfq9/9vKdS+tYfOBOsJG14KS/gjWIZLHumCYT7eX8vM3N0Tfv/WtjawvrGJXqYc//28beytq+yeDcaBlR9DVzzujabAOMPOunqfZUm/ksyFYb8ud9cE6QDAM3mC4VbAOoNN3wTrApzvKufOttdFgHaDKF6YuqFPs8kWDdYAtpbVsLKxm2c5KXH4dwwC3T+e6F9d0ebsvfLWXjUUuStwB3H6dKm/fB+sAYQNCYfD4wxRV+9hYWM31L0Xy/+G3JTz7ZT6r91RQXhvAGwxT4vZz0RNf99r2b3v7G9bsrWJ3mYcnv9jd7LPe2OcOFfH0XV0tXsc6bw9/sjvaB362rRKA/dV1PPrJLr7cWdZs2Qc+3MHb6/ZRWuOnqNrLJ9vKKavxEwpHDvbtjcNgHSJtmAEcqAlw8RMreO7LfPZV1bGxsJofv7S2v7MXV+KpbjRV4glTWRfC2yRYB9jv9rO30sueCi+7y2vZUFDNlv1ufvnGxn7Lq2hfT/evluv/88uujVCaBuvdyc/3nl5FZW2QuqDOh1tLAShxeXl7TTH/Wrb7IGsfXNNgvTv5a0vLNHb0OMX4bScOVTE9w/7JJ5/EcnPd4vY2Blq6HsYV6stQpO/oYSiqbjyKU17jj/4dChvsrejeER7RPZXegy8j2vfB5rKDL1QvqLeus8FQ10MEwzAIx0FkYQBl9fV3a0kNhmEQbHFE0O0PtrFm9xxwN+6sYSMOCkDELcMw2FjsYl5eRvS9goo69HioOD3g8Yewm7Xo61K3v4OlxaHEgGi7Xu0Nous6mqZ1uI7oudzbFg2YM6q+oB79u2UXurmkJsa5EYeLmAbs8+fPj+XmumVcdhKbiqoBcCaYyXBY2Fjk7tMziH3BZlI5aULjFOAZw1P4fEck6Emxm5k6NKWfcjYwXTo1s7+z0GUmNXKmNx48cMlkrvzX+k4ta7dq1AWbZ3yQw9rlbdrMGuaQ0u/Bh6YqzMqNXMNyyqQs/r2uGLtFxe2PfEcFmJjdO9PhAWbnpvHh5si9RhxWc6+lKw5dqkKbB68SLCbOnJLd7L2TJmTy5c7yNg+cHSrGZDgo8wQIhCID77mj0vo5R6I3qAAKaIoCwPjsJAnWY2SgBOsAQ1JsFNSfpdGUxvc1TeX86UP6KVfiUBfTgB2gurqap59+mi1btqAoChMnTuSqq64iOTk+riN6+YdzefjD7VR5/Vx/XB4ZDjMPL93Jh5v3U+vXSbGZ8ATDVNT48QbDhIzI9b16ODKlTgGGJFtJsVvx+PwEAkEqvGGaziS2mejVqbUqkJZoxqKpmFSDURlOzpk+hAuOyIkuc++FU3ltZQHltX4unDmMUE1FszQGUmOaf9+ZHU7V6Y2yaLqNmUPs3P+dnj8FoWW+ezufCS1ag42/OYFzHvuack+AmTnJ1Pp10hPNbC4qY0/j7SaYmJ2Iqhp8s6/7szayLHAgEPl7ymCVTfsjFSYBePrqOcwbk8Hj3wlz46sbMakKNx83nP/tqGbK0GQWjE3l5je+JcGs8pPjc6nwQm56Av/dWMLGYhfjBzt56squl/+Dl0zji3wPJS4/pW4/DotGXTDExmI3YcOgzhekTj94Op3lMEOG04ZZVVFVGDHIgdNuZnyWk6uPHQXAuGwnj31vJku+PUCFx8vaQjeThyZxz/nTei0fvztnMpOHJnPA7ePIjBHMvqvxM2knGj/rz7zEevubfnM8p/3tK/x6mPsuOYIFj8HZ04Zw9QmTyElzNFv2/JnDyEiy8taaQhLMGieMy+T9jfvZfqCGNIeV2bkpLN1Sypb9NehGZEBrUaCuC/G93Qx1PZhUYtNgkN1MpTeIbsCUIQ48AYMaX4gTxmZw94XT+Ka4mldXFjImK5Er5406aJpSNzrm0EA1abj9XW80UxJMOG0aZZ4g3mAYDbBq4NUjZ8wVwGnVOHv6UAiH+aakBtUw2FvlJcmiMn9CFlZNxa+HsagqKQlmEm1mvjN7eJfzIvpeT9u73lxfAfZ0cf3Pf3kiP35pDcXVXhZOHcb5j8KZU4Zw0dyxHDl6UJfSOlj+Gl4fCmm2/GwgORH4uIdpKIYRuzmPq1ev5tRTTyUhIYE5c+ZgGAarV6/G6/WyZMkSZs6c2ed5cLvdJCcn43K5+u3GdvGgqKiInJycAV8OIGXRQMohQsqhkZRFhJRDIymLCCmHRlIWEfFSDrEIkjo6YLPsxmlxUQ7xIF72if4m5dCou3FoTM+w/+xnP+Occ87hySefxGSKbDoUCnHNNddw88038/nnn8cyO0IIIYQQQgghRNyKacC+evXqZsE6gMlk4pe//CWzZs2KZVaEEEIIIYQQQoi4FtPHujmdTgoKClq9X1hYSFJS7900SQghhBBCCCGEONTFNGC/9NJLufrqq3nttdcoLCykqKiIV199lWuuuYbLL788llkRQgghhBBCCCHiWkynxD/wwAMoisIVV1xBKBS5TbrZbOZHP/oR9913XyyzIoQQQgghhBBCxLWYBuwWi4W//vWv3HvvvezatQvDMMjLy8Nut8cyG0IIIYQQQgghRNyL+XPYAex2O1OmTOmPTQshhBBCCCGEEIeEPg/YL7jggk4v+/bbb/dhToQQQgghhBBCiENHnwfsycnJfb0JIYQQQgghhBDisNPnAfu//vWv6N9er5dwOExiYiIA+fn5vPPOO0yYMIFTTz21r7MihBBCCCGEEEIcMmL6WLdzzz2XF154AYDq6mrmzp3LX/7yF8477zwee+yxWGZFCCGEEEIIIYSIazEN2NeuXcuxxx4LwJtvvklWVhZ79+7l+eef55FHHollVoQQQgghhBBCiLgW04C9rq6OpKQkAJYsWcIFF1yAqqrMnTuXvXv3xjIrQgghhBBCCCFEXItpwJ6Xl8c777xDYWEhixcv5pRTTgGgtLQUp9MZy6wIIYQQQgghhBBxLaYB+x133MEvfvELcnNzOfLIIznqqKOAyNn2GTNmxDIrQgghhBBCCCFEXOvzu8Q3ddFFF3HMMcewf/9+pk2bFn1/wYIFnH/++bHMihBCCCGEEEIIEddiGrADZGdnk52d3ey9OXPmxDobQgghhBBCCCFEXIvplHghhBBCCCGEEEJ0jgTsQgghhBBCCCFEHJKAXQghhBBCCCGEiEMxv4ZdCCGEEEKIw1XubYvafD//vjNjnBMhxOFAzrALIYQQQgghhBBxSAJ2IYQQQgghhBAiDknALoQQQgghhBBCxKFDNmDfsWMH8+bNY+zYscyZM4fNmzf3d5aEEEIIIYQQQohec8jedO66667j2muvZeHChbz55ptcffXVrFixole34fEGWLq1jOwUG0eOHNTss83FLrYdqOHovEF8tKUMgJMmZLB8ZwXjspIorfGzo7SGc6cNJTPZFl3P7fHzu0WbCesGY7KTqHDVsXR7OXlZDm46cSwfbjnA3vJaZuam8YOjR7KjxM3fPt6JzawyNMWO1QRnThvCt/s8AJw2OTua9qdbS9vcZkfm3fsh00cO5sVr5/W0uA4pK1as4PL/VAKw7MZpAEy+czH/++EkJk6c2CvbuPv9bymorOOuc6aQndK53+NgrnhyBdtKPfzuzHGcPn14r6T5j493sGxHORdPSOj0Om+vKaTGH2Ty4CTWFrqZPzaDsdlOFjzwCf6gzqIbZrOyyItuRPbR7z/1FQAvXDM3mobH4+E7/1pHnT/Ij+aPZMUeF0lWE785awJLNpdiMSksmNC4f+u6zn+/LSHJamb+uMzo+4GAzuLNJaQmWjhmTAYApW5vtC5OHJrcqe9UXevjrbX7sAVd7S6z80AN/1q2k837PYzLTuL/TpvAzjIP764rZsSgRNLsGlv3e9hVVoPHH8IfCpNotXD5kcNIS7Tw6Ke7SbebSLCZsagq184fRU6ag/3VXt5eW4g3oDM3L51j8jI6/VvEwuQ7F5OdamflHQPrhkl/XrSJJ78sINfqAyLloFrt/XLjqJP+9DE7K70cNzqV538Y+/a6oc7PH9L14/yfby9lW0kNZ00dAsD7G/cxLjuJ48Zmsr3EzWfby9D1MLkZSc36tC93lvHtPjdnTR3C4JQE/rtxPyVuLxfPGs6avRW8taaYvHQbX+6pImdQIj84eiSvfl1AmcfLsGQHs0ensb2khp2lHn5xah7DUpN47JOdrCuo5LrjRnLEyLbr2dq9VRRW1nH8+Az8Qb3DtmTynYuxWe1sH2A3E9u9ezcn/nML0NiHvvz1Hq45YRImU2RouWJnOaU1fhaMz2B7aS2FlXVYTApFVV7GZiVSWRsiO9lKictPok1lb7mXE8dnMTrTEd3O9hI3/1lfjFlTOGvqUKrqfLywopCJQ5PQFJVJQ5zkZSTxnw3FjMlMYtaIFBZtKmFXeQ3+oMHckYM4fepgQqEQL60swGHRsFstWEwKB9wBNAUundO5vnTp5hLyK+o4d8YQ0h2NfXrDeHBkgq+3ivew0JP2Mr/MzcNLdzEhy8F1J4zp8vqfbCnhxa8KOGlCJpfPze3y+m+s3ssX2yv4/lE5zG6nnehP//xsO++s28935w7nu3NH9kqa3/vncpbtrmZiZiIf/Pz43knzsWUs2+vC6isH+rcP7W9jbl9EyIAPrhzVrfUVwzCMXs5TnystLWXs2LGUl5djMpkwDIPBgwfz1VdfkZub2+G6breb5ORkXC4XTqez3eU83gDfe2YVZTU+FEXh8jk5/Li+0fjPumL+8uE29LBBRW0AFQMUhXAYBjksuL1BQmEDk6qQZDPz1o/mMTglAbfHz5z7P8YXDB/0OyrAtBwn3xTXEAo3/kSaApqq4EwwYTVpTM9J5R/fncl9H2zh5ZUFGIZBks3MOzcc3WHQXlRURE5ODjk3v45qteMwq3zzh9MPmq/DRdM7uIbc5RQ/tjBaFh9cMbLHQfv8P33C3so6IPKbLb91QY+D9om//S91Tfadxy6b0uOg/fInVrBiT+TARUM5HKxuLHxmJWv2VhIIhQmGDRItGmaTSmVtsNlyQ+u/b3F14yDGpMLOeyIN9cjbFtFW42PWFDKTrAAcNTqdBy6ehq7rXPXcGnaW1gBw/NgM7r5gKrquc8Uzq8ivqAXg1EnZXH3MKK5+dhU1/iCaqnDTgjFcdEROh+VQXevj7L9/SXVdgGBNOdse+n6rcvhk6wGuf2E1fr1xPZMKiqIQ1LvXjDqsGo99dwa3vLGRck8Aw4i8972jcrn1tPHdSrM3tWwnEoAtA6Sj/fkrq3h7QynQuo2A2N7tOe+2RYSavB7qNLP8V6fEbPsNdR4gU6vl4zsvOmg70eDhD7fzzPI9GIaB1axhGGECIQNFUTh1UhZLt5biqgsSNiAlwcS8vAz+8d2ZPLJ0O099EVkv0Wpi2rBkvtxVAYClvr05WK1TILqMRVPIy7CzuSTSVqgK3H/+JC6ek9tsnX9+tovnv9qLYRg4rCZCYQNfUEdTFW45eRznzhgKtK4bMLDuAN5WHzrh1jcZnp3B+zfO45GPd/H2umIahpgG4PYGqQvomFQIhcFhUfEGDWxmldqAjs2skmA28eQVRzBzRBpf7izjRy+uxe2L7P0Os4InZNAwatUAm0VFVZT6nCjYTFBZG6KhmTZrCmdPyWZziYfiqrrI9rXIeM3AIMGsMXGIk9eu6/gg2J3vbuLfa/dhGAbJCRbeuXEe6Q4b/15bxEMfbUcPG5i91Xz2+0jdmHrPF22mE4t9JBZ3qG9vGxA5gNOTupFf5ubkh5cR1A0UBWbkJPP2Dcd0ev1XvsrnV+98i0GkDbhg+hD+ctmMTq9/25sbeH1NEWEjMn7766XTOWv60E6v31RDO9HZ9rIzrnthJYu/LYu+/sFRw7nz3Ck9SvPYez+i0OWPvrZpsPXunu0vJ//5I3ZURNLs7z60vzWtL2F/HYUPX9LlfeKQnBJfWFjIkCFDokdxFUVh+PDhFBQUtFrW7/fjdrub/euMpVvLKKuJBBqGYfC/b0qin/17fTF62EAPG/iCkaAlqBv4QmF0PUxdQCcQigRWNb4gr60qBOD5lQWdCtYh0rltKHQ3C9YBdAMCukFtfdSwvrCKKk+A/31bEu0Ya3xBXl7Zuiw64ulkvg4HHXU0AOc/v6fH2yioD9Yh8ps9uGRrj9Osa/Eb3fafLT1Oc1V+ZZfXWVdYBUBQNwgbEAob1HqDrZarrvHhDzR/PxSG1XvKeXPV3nYH20HdIBiMDNC+3l2BrutsK/FEg3WAZfUD93UF1dFgHeDTbWW8vbaIGn9ku3rY4D/r9x30O/173T6q6wIAtHcM8801xc2C9Ybv091gHaDWr3P3om24vSHCRqTe1wV0Pt5yoNtp9iVvf2cghhqC9XgQavG62N26vvWlhjoPUFRV18GSrb23YV+0Trnqgri8kW9jGAaLNpXgD+ro9fu+x6+zvrAKlzfAu+sb16v1h/h8e3k0zYpOBOtAs2UCusGWksa2ImzA08v3tlrng28a+9Liai8VnsiAUw8b/Ht9cRe++eFrzh/+2+5nxVV1rNnr4sMtB6LlWFrjxxfQ8QZ0wgYE9Uj5e/xhdCMynom8bxAI6Tz7ZeR3+dfyfOoCOgaR37Im2BisA+hAIBTGU98wB/Uw5U2CdYCQbvDxtnKKq+rQw2F0A/whg2DYQA9H9sPN+9xU13Z8dnzp5tLG/dgb4N9rI/tCw3gQwBOIbb08lKxevbrTyz744c5ov2oYsKmoc+P2Bn/7eGe07hvAf78t6WjxVj74poSGobduwCMf7+zS+n1t6ZayZq9fXlnY4zSbBusAPr2dBbugIVgXveOQnRKvRI+oRrQ3yL733nu56667Wr1fVFTU4ZENk7cKv6uchi7fpNopKipq8lkVhmGguwMoJgUF0EMGAcOCXhsEDALmyPGQxGAaRUVFDMKDXlNOZ+c0mOuPQrclbFXxh8xYNA13xX40byUBd+NAqmGb7SksjFRwf3Up5gRHtEwGgmylnKIms5591ZGBeUNZjM2y9bgswjXlNI3jhlhSepxmyF3e7HWazd7jNI26SkL1BwIayqGgoICUlJR211FqKwkEQ+iByOAnZFFRFQj5m++sYQuE/BqhuuYtv8VbRZYp3Or7NFtXseIHEi0m9u/fT6DGR8hdjl5feSw2M0VFRYQ9dQTd5YTr37cnWLD47fhdjR2a2RE4aDk5Qm6CNeUYhoG3qu1yMHkr28xz07N4XaUqkJoVZqenGj0QjpwRUBWUTuQ5FgZyO6HUlBOs/2FbthEQ23Joa7+L5fYb6jxAoDpStw7WTjQw+aoIuCOXcOkhAwODgCnSN1pNKt5gOLrvayYVQ7VRXbofzdu4HoBJUQjU1/NwIEy4i5VOUSJny5r2qYmD9FblaPJW4ndFAnvDr6Or4PdpAGjOYHT5gVw3JiaF2Le/8WBvQ/3wVZdisyeh1JWjeavwuyKH+PTaAHrAhO4NoocjbWaYyBhHNyLtYCgMqqYQMCkkBCwUFRWREHARqikn1MFBUVUDPQwBv0ooDGE9jN7kN1YVMClWAv4QQT2MHjSiZ14BglYVs6ZSXVaCp6r9IbHqrSLgjnwfRVGwh7IoKiqqHw9WA1BXGTnQWlBQ0G7/Fot9JBbb7qj/bqtuZGdP6/T2M7TaZmNlk1ntUt4TQy5CTdoOzW7q0vpaXSUhTyD6OmlQuNtl11AWnW0vO8OobRy3ASTauvb92tIXfUzTNPu7D+1vTctC90diNV3v2lGRQ3ZK/JgxY6ioqDjolHi/34/f33iUZ82aNZx44okxzrEQQgghhBBCiIFu5cqVzJ49u9PLH5Jn2DMzM5kxYwYvvvgiCxcu5K233iI3N7fN69etVitWqzX6evr06UDkqFdnrh2YcufiZmfP7jxrPBfPHsFLX+Xz7Jf50fdHpCXy1ML2C/6+/25haZNprjNHpHL/hdOir69+dhXf7quOvp43Op0HL+38NTddVVRUxKRJkzpdDoeTO/+9gbfWN06RCrrLKXnmBo647RU0q51HvzuTMVk9K5MTH/iEukDjRNbfnDmRs6Z17xqoBpPvXNzs9eh0O//5ybE9SrOp3tonfL4QJzz0aXTWi6IoDHbaqPFHyqO8xk/LKzC+uevUbm+vt3VUDtU1Po554LNm77189RymDk/l2udX8eWuxrNOKpDptNIwGej0yYP5+Snj+jr7vaqhLIb+6FlUqx2zprDujthdO92f/vn5Lt5YXX+myFXGhoevibYRKXYLb1wfuxu/taz7KrCxn+pMvPQdHm+A+Q98hr/+lLkCzB2dxpNXtN8P//l/W1myuYQSl79Zv55mN/H5rQu6tP2WdQPiqx3rS3srPFzzXOMU51BNBWsfvKpZWSSYVbT6iy7vPHsSp08Z0h9Zjan+rhvTfre42cy+n5yYx3XzR8dk21c89RVrCyNTFxvGVP3dRsSD/t4nOmvWHz9sdsmuSYX1d/asPbv8nyvYVBy5nKHlODvWfWh/a9qHh/11FD+2kLy8vC6lcUgG7ABPPPEECxcu5J577sHpdPLcc891aj1Ni0xtczqdnao8qtXerGPPSk/D6XSSlpKCyZYYfd+elNRhesnJyZhsjVN0kpOSmy3vSEpCszZe/5TkTO7Tyt2QdmfL4XCSk52Gam28JkqrH2BoVjvmBAeZg1JxOhPbW71TbHYHfqXx98walNrjcm4YCDVITu54n+uq3ton7PYQZpsDPRxp/FVVIcGRgLe+PExBE3qLKY7xtA92VA4WiwWtRZuQnR6pq8nJyajWxusgVQXMCY03GkxJPvTqWkN+Vasd1WrHYlIOue/QXZE2PnIApmEKm2a1Y7IlkpBoi2k5tKz7JrX/6ky89B02m47JZicYbAzYU5M77jeTU5Ix2WpQfVqzOmxNtHT5u7SsG03fO9xlGGbMCY7oQVmTHpnF2FAWCqCZVTQ1crQya1DagCib/q4bmi0RI9xwoBwGp6fELB8Zg1JQSyN9vNakPgyE370j/b1PdJYtIZGA2jhFW1N73tcnO5NRyyMnapqOs/ujD+1vLftwaIxHO51Gb2Um1saNG8eKFSvYvn07q1evZtKkSX2ynVMmZqIQGQyMSrdHz5JedMRQZg5PxaQqDEq08suDnDn78fxRjM50oKkKQ1ISuPnk5o+p+P25E0lPsqGqCkNS7dx5Vv/fIfpw9fNTJ9G0mtgtkWpg1lQuOSKHnLSeBesAvzh1HAkWE5qqcuyYDBZMzD74Sgdx2azGM/RmFd658bgep9kXTCYTC+flYtZUTJrK5bOHc+tpE0iymTFpKpfOGY5Va7wHxRmTs/oxt11js9mYOyot2iZMHeokLzsFgLvPn0yGwxIJ1DW49rhcBqckoKkKY7KSuG5+146mxqPFNx/d31mImSuPGs6UoSloqkKaPTJLy6SpJFnN/OKUsTHNy2/PaL69l384J6bbj0cWi8aP5o/EpCqoCgxKNPP7cyZ3uM71x44kLzOJDIc5+p5ZU/jXlZ2fltieS2Yc/meQG2QnJ3D5nBzMJpUEs8bCebnRz1QFTpqQicNmRlNVjhubwfHjM9tPTPSa78zOQVMiv8GoQYl876jeedxXZzx55Zxm/XqD3NsWtflPxJdXrz+Spr/eXy7u2V3nAf515QySbSYUJdLOQv/1of0ts0mfY2mjnnTGIXkNe0909rFuh7u+eNTEoUrKIkLKIULKoZGURYSUQyMpiwgph0ZSFhFSDhFNy6E/H28XD2SfiJByaNTdOPSQPcMuhBBCCCGEEEIcziRgF0IIIYQQQggh4pAE7EIIIYQQQgghRBySgF0IIYQQQgghhIhDErALIYQQQgghhBBxSAJ2IYQQQgghhBAiDknALoQQQgghhBBCxCEJ2IUQQgghhBBCiDgkAbsQQgghhBBCCBGHJGAXQgghhBBCCCHikKm/M3C4eG99MTtKPZw2JZuJg5MBeOSjbby9bh9H5KQwZ9QgVuVXomAQ1A2mD0/l+3OHo2kaoVCIBz/awdLNB9DDcN7Modx44hgAXvhyD39bup2agE5OWiI/OnYEy3ZXUVkbQEEhxW7mnKmD+bakhtX5lQyym/n+USOZNjy1zXwu21nGyt2V5Cb4AJjx+8UMSU/li9tOik1BxYmzH/4fm0p0AK6bEwZg8p2LOXrMIF654cRe2cYLK/Kpqg1y4RHDGJqa0CtpTr3zf3j8OhcfMZj7L57ZK2l2RYXHz0tfFeBMMPH9ucP5z/p9fL2nkslDnWwodrFjv4fJQ5K48aQ8/rNuP1VeP5U1ft5Zvx+TpvLiNbM5YkQ6hZW1PLc8n8+2l2FgcNKkLBYeNZLs5AR2llRzwysbsKgKL141h5QkGwCr95Rzw8vrsZlV/vGdaby2ah8Oq4lfnDIGk6lvm7LHP9vJnrJaxmU5qPaGOG5MOsPTEnnk4x3RPNQGw7z41V6+3lVOQUUtjgQLqQkmSmoCjM9O4sqjcpk1chA+X4gfvbya9YUuEkwqiQlmUu0WKmp8+MNhxmc7+d6RuRw/PrPDPP13434+3V7KUaMHcd6MYX36/SffuRjVaif/vjP7dDvx5nv//JIvd1eRGKwC+rcc5vxxCaWeIOMz7fzv5yfEdNs+X4gHl26nLqBzyUR7j9PTdZ1nl+/hlVVFBHSdC2cMpdIbBOCqeaN4eWU+6/ZW4/ZF+rlTJw/BHwrx2fZyFozP5Mfz8/jJ6+vYXVrLxUcMYfHmEjbvqyEnNYF3fnQMr60tYvuBGi6cNYw5uYN4YUU+FR4/F88aHm2Ll+0oY+WeSuaMSuOYvIxuf5eBWjee+GQr9y7eBcCTFw4BYMbvl3De7FH86sxJDHJYmy3/6Cc7KaysZXtpDRWeINcdO5LL5+YC8PLXBWworOLMqYP5fFsZSzaXENLDmEwaM4enMDwtEZOmUFzlZVZuKhfPGt7l/Ja6fDzy8Q5MmkJqggkFhbJaPyZV5ZZTxuOwdb8PeX9jMdtLPExNDQFw4WPLOWVaLv932oRup9kdmzZt4uyXCgCYmGnhg5+fHNPt//G9TTyzvADVWxnT7Q5E936wmc93lHPqhCxuPmVcr6R5zH0fUVTtJ8Wmsf53p/VKmmNuW0QQCLnLgYHbXla6vVz61Nd4g2EePndUt9JQDMMwejlfcc3tdpOcnIzL5cLpdPZKmn9buoNXV0UaSatJ47HvzeSDDcU88sluGgpXA1BAN0BVwGkzMX9cJn+9bAaX/XMFq3ZXotcvqwDXHjeSyUOS+MmrGzvctgooKmgKBPTI/1PsFl754ZGMzW7+/f73TQl3L9pM2DAIuMpZfd9l5Nz8OqrVToJJZcsfT++V8oh3jy/7mvveL4++DrnLKX5sYbQs7rhgCFfNmdGjbdz25ka+2FkGgDPBzMtXzyXVYelRmiNvW0TTynrN0cP5zdlTepRmU0VFReTk5LRbN7wBnUufWEFFrR+A5AQzRVVe9HCYukA4mjdVAYumkGRRqPIZhMLNm5iVvzqR7z+9km0HPNH3FGDC4CT+dcV05v3pC/T6VWwmla1/PJ1yVx2z7v2kWTpJVg2AsdlO3vrRvN4pBFqXw82vrmPplgME9DBB3SA90YLVpOINhvGHIrV2VLods9nEN0UufKFwm+lmJFl46NLp/N/rG9nv9nWYhySrib9cOo1TJma3+fnbawq56/3NhMMGiqLw0wVjuPrY7nUCHWkoi4a6AQyYjvYHz3zFJ9srgNZtBMS2HMb/ehE+vfF1TqqVL26N3UHWc/7+BXvKagFICLpYde9lPepDf/rqOt7fsC9azwFMCtgsGoFQGD1sNPusKQWwajQrj6Y0BeyWSNtg1lRmDk9hS0kN0NgWf7Wngns+2ELYMFAVhV+fOZHTJrdd19ozkOvGxqIDnPP31dHXLevHhGwHb99wDAn1v8NPXl7Lp9tKqfE3/mgK8NClU9lVVsdzX+ZjGAbegE6ojd/doikEwwYWTcFq0rjm2JHctGBsp/Pr84U4+a+fU1Xrpy4YRlMUwvVDX7tFY3BKAkt+Nr9bZfHPz3bx3Ip8AHRPBV/ffSk5N7+OZrNz4cwhPHBxz8YSXZF726Jmr8+dmMZfrzgqJtt+8rPt3P3fHUDj/uByuZh6zxdtLj9Q6srBxlXdcfOr6/jPhn0YBigKXD0vl9+cPalHac7+wxLKaoPR1xYNtt/ds99o/O2L8NXX5/7uQ/vb2F9/QKC+UzP8dRQ8fEmX9wmZEt8LvtzVGPz5QzqfbC3lzbX7mgVXOtAQtxgG+IJhvil2AbD9QA1Nxx4GsGjjfh7/fM9Btx0G9HAkWKd+G75AiPc27m+17EdbDkQ7KYPmvaK3nSDjcNQ0WG/L79/e1+NtrC+sjv7t9gZZvbfnR5xbjmNe+rqwx2l2xcbi6miwDrCrrBbDMNDDzfemsAG+kIFPp1WwDvC3j7ZT4fE3e88AKj0+nli2t9lA3RcK4/P5eHp5frv52lXmafez3rBmb+Tsakg3CBtQF9SpC+i4vIHoMrvLa9lf7SWgt1+ParxBlmzaT2lNx8E6RNqR99a3vx8u2rSfcH3ZGobBks0lnf06opM+qw/W40HL4LSwyt/2gn0kv7wu+nfT/b67vil2tQrIQwaEwwYBvf1gHSJtRXvBOtBs3aAeZk1+VfR1Q1vctC8MGwYfbz3QjW8xcP3qrS0dfr63oo4t+93R1+sKqlstYwD/Wr6XT7eV0nDeqK1gHSCgGxhGpD8xDINPtpZ1Kb9ri6qorgsQJtI/BesPCIWNSPu5v9pLuefg7XJbvtjZ5OB/k/bfMODTbR2PNfrafzbH7kz3Pz49+HhV9I7Pd5RhNIknPvim5/1/02AdGmOKnvB10I4PNIEmHVN3i0UC9l4wNLVxiqCiKEwY7GRMlqPVckqTv02aQkb9lLHUBEuzzwBGZTiYNzKtU9tXaPJDKqBpKtOHJbdablRG+1MZW27/cHZ0rq3Dz48a3vPp6xnOxumAJk1tc3/oqUmDk3o9zY6MHGTHYtKir53WyBRCVWm+9yhEznKZVdDU1nvW2ZPTsZlaNz02i5lTJmc32xdVBWw2GwsmtD89PCXB3LUv0kVZzsj+oqoKCmDRVEwmBbPW+B2SE8wkmE1oSvs1yWJSmTA0GWsb370lVVGYNLT9I6/jspv/9qPSEw+apuia9KSezYjpSxbt4Mv0JmeT6cIWrecbz3BYW/U5KpH+U6Xj/qgrfZWiKGQkN2+LR2c6GJXRvL5I/ema78zO6fBzZ4KJEYMaxxuZTmuby83JTSWn6fipnfTUFv/PSevaZRl5GUmYNTW6bylEzkxCZB9JsJhId3Q8LmjP8GaXuzX/BkNSeudSuO4a4ozdyG52busxp+gbg5Ob76st27PuiHGXMuD0Rk2UgL0X/O6sCRw3JoMxWUlcd9wo5o/L5NmrjmR8tgOrppCeaOaMyRnkpCUwLMXGsNQEjhk9iD9fPBWAf14xi2nDHJi1yNSvSUOSeP7qI/n12ZOZNTwl+kObFJg1IpncQXZS7SZSbRq5gxK4YOYQjhmTziC7mZFpdq6fP5oFbUylveH4MZw3Yyh5mUmcOqnxcxVYdOOxMSip+PDS9QuavW5ZkXrjGvY/XzSVWblpjMt2cvvpE8hN73nA/vh3pkb/dphV3vxxbH+zTGcCvzt7IuOynUzPSeX1647k+HGZjEhPZM6IVHIHJZBoURmTmcgdZ01k1sgMJg5OIjWhcbB/9uQs5owdyq2nT2BcViJmNRLYTxycxK/PmMDckRncdMIobGYVu1nl7nMj07xmjUznghlD0BQwqXDhjMGMGJTI2Gwnj363b6/lf/z7M5k2PJW8jESOGJ7ClGEpfHdOLn+6eGo0D49/fxb3XTCZI0elkWRV0RSwmhQSzApWTSEzycI1x4zm8jkjeOWHc0luEgCZVLBpkYMcqgJpiSYumT2M6+fntZunX542gTOmDGZYmp0Txmfxh3N7Nh2uswbSFLaVvz653cB4fEbfHiRqac3/zY3+rdDzqYpd9Y/vzGRMVhK56YncdkbPr8v988VTOXZMOmZVwaTC6EF2Jg11MjozkVtPH8fUYU4cVg2LBjaTwqTBDkal20m0aIzPdvDi1bMYlGjBqinkDbJhqm/ENRX+emmk7R2WZufKebk8f9WRzdriURkOfnzCGM6ZHukLz5sxlOuPb7+uddbPj+84iD2cfGfeaDIdjXVgxtDGA4hpdjMPXDy92TXsj3/3CKbmpJCXbsNmirSJR41K49dnTeLBi6ZxdF46w9LsfHf2EEYNskd/T5MKaYlmjh2bwYTBSYxMT+TYMRk8eHHXLgXLTLbx+/MmkZvuYEymgzm5qRwxPJkxmYmMynDwt8u6P239N2dN4vhxGeRlJnFZ/YEMu0VlTEYi7954TLfT7Y6WAfqXvzojZtt+8sq5pCXIbbFi4e3rjmR0eiKJFo0Jg5N48Zq5B1/pIHa16NtX3TKnx2l2NF7IaPsY3mHr9+dMxKIpmDWF78zpXl8h17APUH1xXc2hSsoiQsohQsqhkZRFhJRDIymLCCmHRlIWEVIOEU3LQa5hl30CpBya6m4cKmfYhRBCCCGEEEKIOBQ3AbvP5+O8885j7NixTJ8+ndNOO438/PxWy3366afY7XamT58e/ef1emOfYSGEEEIIIYQQog/F1QUn1157LaeffjqKovD3v/+da6+9liVLlrRabuLEiaxevbqNFIQQQgghhBBCiMND3Jxht9lsnHHGGSj1t+6cO3cuu3fv7nG6fr8ft9vd7J8QQgghhBBCCBHv4iZgb+mRRx7h7LPPbvOzbdu2MXPmTGbPns2jjz7aYTr33nsvycnJ0X85OQPnTq5CCCGEEEIIIQ5dcTUlvsE999zDjh07ePzxx1t9NnPmTIqKikhOTqaoqIgzzjiD9PR0LrnkkjbTuv322/n5z38efe12uyVoF0IIIYQQQggR9+LuDPsDDzzA22+/zX//+1/sdnurz51OJ8nJyQAMGzaMyy+/nC++aPuxEQBWqxWn09nsnxBCCCGEEEIIEe/iKmB/8MEHeeWVV/jwww9JSUlpc5n9+/cTDocBqKmp4f3332fGjBkxzKUQQgghhBBCCNH3ehyw67rOAw88wJw5c8jOziYtLa3Zv84qKirilltuobq6mhNOOIHp06dz5JFHAnDNNdfw7rvvAvDWW28xZcoUpk2bxty5czn55JP5wQ9+0NOvIYQQQgghhBBCxJUeX8N+11138dRTT/Hzn/+c3/72t/z6178mPz+fd955hzvuuKPT6QwbNgzDMNr87Kmnnor+feONN3LjjTf2NNtCCCGEEEIIIURc63HA/tJLL/Hkk09y5plnctddd3H55ZczevRopk6dyldffcVNN93UG/mMK96Azu/f+5bCKi/z8tK44fgxANz17jcs31WB06qxp7wWb9Bg7qg0nvnBHAD+780NfL6tlBpfCMMwyEq2kZJgYseBOjB0akMH37YC2M0quh7GF258b3CyjXHZDoam2MmvqGNkup3fnjERi0XrML3Jdy5Gtdq5cnY2d114RA9K5dCSe9ui6N8hdznQWBb5953Z4/TfXVfEz9/YQDgMs0em8Np1R/c4zR0lbi576iu8/jDz8gbx1JWze5zm5iI3Z/79CwzA7Kts9tnuMg/3/Xcr/lCYq47OZU95LS99vZf9Li8KCuOyk7j55LGMTnfws9fXs6eslspaP8Fw821YVAi0eE8FzCr469+3AroKCgpZTisBPcyEwU5uPX08EwdH7lmxbEcZTy3bgwqoKvhDBidPyCTBovHM8nxsJo27z5/MxCHJ3LNoM5/tKCcrycojl00jJdF20LJ48vNdvLm2GEuLcmipuMrL3R9sYfM+FyUuL/6QQduHGrsmwaQwNjuJBy+ZwehMx0GXf39jMa+vLiLJauZXZ0xgaGpCL+Sibb1ZNw4lDe1EyzYCiGlZLF++nO++Vx19He+/QyCg84cPNrOnvA6zBvtdfnyBEIMSLQwblMgdZ01kkMPabJ0lm0t45KMdVNcF8IV0fIEwCRaNrGQr+6p8VNYFgUjb8ePjR3P6lMFc+s8V1Pj1aBoqECbSJ04d6mRPeQ1uv9Hq86bsZlAUDatJ47zpg7njnMld+q4N+8TsofDGT+L7d+lN7fWhtgQ7iTYzoXCYwU4bSVYTuhFm+4Fa6pp0DlZNISctAV8wjN1q4qjRadxy/Aim3/NFs98o2WZiw+9O5fa3NrCmoJo9ZZ5oH6MCiVaNcdlJ5FfUUl0XxKTCuCwnobCBXw+TnGDhTxdO5V/Ld/PG6iJUVeGkDG0AAACMS0lEQVT350zi4tnD+6xsZvx+CRlpyXz682Ox2Q7e9/SWpr8JxL6daNleir5RU1PDjHs/JxSO1KNtd5/RK+k23X/euWwo06dP77U0+7sP7W+XP76MFfkuANLNgW6l0eOAvaSkhClTpgDgcDhwuSIZOuuss/jtb3/b0+Tj0h/f/5bPd5QBsKfcw/A0O9W1Qd5cUwTA9iYDiE+2l/H3j3dQFwixaEMxdcHGwUN+hbfL2zaA2hYRkQHsc/koq/FhAFlOG3vKPZg1lTvOntSpdJ9bVcJdF3Y5O4ek2S06tZZyb1vU44bkp69tiAZxX++p5rnlu7jy6NE9SvOix1fg8kWO6izdWsoTn+zguhPG9CjNhmAdwNsiqr7l9Q2U1vgA+L+3NmKEDco9gejy6wqqufM/32I3aeRX1jYbODfVMliHyKDZ3+R9f8ObGBRV+1AV+Hp3Bb98YyPv33QsVZ4Ad/znW/whnYraAHrYIDPJyqMHaqjxhVCVSDo3vLSWa48bzaurCjEMg31Vddz06gaev/rIDsthZX4Ff/9kJ+GwQcBd0+Gyv3xzA1tL3FTUBjtcrqu8IYNNxW6uf3ENH/58fofL7i7z8Of/bSMUjvwat761kRev6fg79obeqBuHipaD3/7UNFiH+P8d7l+ylY+3lkbqqycSRIXCUFjlpaTGz21vb+TJKxoPOPp8IW5/axPeQLBZH+kJ6JR5mg9uwsDfPt3FU8t24w0ZrT6DSJ+4odjdKl9tNEVEjgPo1AZ0Xvi6gCnDUjh/5rAuf+dVxV1e5ZB17sPt141AGAL1B1dqfLWoCoTbOKLp1w12ltUBkaBjf7WXF74saPUbuXwhJt3xX1RFwePXmx0cDQM1fp3Ve6uj74XCkd9eAVQF7BYfP3h2JYWV3si6usFtb2/q04A9qBuUuAOc9Y+v+eiWjtvyvhTLdiKe2svD3ez7vyBUX1H8usH0uxaz/s5Te5Rmy9/vvFeLye9hwC77RKOGYB2g1NOJs7Nt6PE17MOGDWP//v0A5OXlsWTJEgBWrVqF1WrtaNVDVlG1r9nr7SUevt3nanNZw4BV+ZXsOOAh3NZooRfp4UjHGK7vHQur6vp2g4eoshhso+X45JOtPT/i7A02BsSGAV/nV/U4zY7ODFfVNQ6Uvf4QvlCLwZIBvqBOqceP3ss7t2FE9udqbxBd19nv8uIPRb6/Hjai+3ggpBPUG7ft8gbZvM/V7PKaEnfz+tqWb4tc0TQPptzjJxDqm8psGFBdd/Cjr3vKPdFgHaCs5uDfUYhYKayMHIwO1c8+0Y1IW9Owx5a6/c2WL3b7CIR0wu1cFtcWf6jzy3ZWOGywvdTT6+kebjaUdH7Zzvykev0y7bWqdfVHfbvyixs0HiioaHKgGdo+gNAXSqVdFn2gZdtX4+teACgOLT0O2M8//3yWLl0KwE9/+lN++9vfMmbMGK644gquuuqqHmcwHp0wLgNFiZzSM5tUTpuUzflHDMOkRYqzaaFqClx1dC7nzhiCxaSi9GG+EswqVpOKqiooisKJ4zP7cGuHrnundfz5aV0/udJKgrl51frFyT07uw4wMj0x+remwDXHjOxxmg5r+5dMTBqSHP17aIqdNLs5eiYbwKwpDE5JYM7IFDS1dx84oShgMalMGJyEpmnkZTjIckamFtpMKub6upacYCbNbomuNy47iQtmDo1+rigKx+WlH3R7p00eTIKlcxOOZuSkYj/IpSbdpakKk4cmH3S5WblppNjN0dczh6f2SX4GMufhebw5JhaMz0RRFKxmFVUBi6agAOb6BuTIUYOaLT8600Fmkg1Vad1DttVnmlQYmtK7U40VwGpSOXViVq+mezh67vSDX7LTQFPa/g0h8r5CpC/RNJX0xLbb4EmDk9BUFVM7CbXV+6gKmOr3t+nDk9GarGu3xOYBSfPHHLzv6UtHDI7dtvLS4+qhU4e1kYOaX/42a0RK/2RExFSPp8Tfd9990b8vuugicnJyWL58OXl5eZxzzjk9TT4uLTx6JENTEthaUsOC8ZlMrB9gP3HFEby7bh9Thibz9Z4KdpbVctOJecwfFxkAOCxm/rOumIo6P6FQmLzsJOaOTOOfX+wh02FlS4mLwqrmZx7GZVipCxiU1QZQgWGpdkalJxIE1uyppC6oMyk7idFZTiYPTWbKMCdf7qxk8lAnJ4zv/MAjnqdX9rbLLz+TBzcsip5pv20i/KT+byvw+I09L4stfzidMx76jEpvkHvOm8zk4T3vuBf/bD43v7qO3eWR/WremIwep/nNXadxyl8+paDKy/FTM3miyWePXDaNl1cWUuMP8t0jR1Dm9vP62gK2FbtRFI3ZuclcOW8kjgQLT36+i+0lLrYfqOWA24vPF6QmBIkWlZMnZvDh5nJ0w8CqGvhCMCwtgePGpfHUF5HLSH4yfyjvf1OJM8HM7NwUSt1BZo5I5Tv10xYtFo1//WA2r3xdgN2ikWI3sbfCx5lTB+OwmPjHZztw2iz89MTRmEwmHq+vixOHJPOdIw8+9XFwSgKv/HAuz63YQ0IwkV893P6y9100lVdW7mVbSQ27D9RQUO2FsEFlXYAEs4arLogvHBlEDk624guEqPZGZgck2lSykywUVfkI6pEDE4oCozISSEqwclxeJjcuOPhlDskJFv61cDZvrCkiPdHKpXP6bnpnUwOpndh415lMvXMRLU4GA7Evh/z7zmw2vTDef4dL5wwn02nlm2I347McfLGrHKuq4rRbGJaa0OaU87d+NJe/f7wLX1DHGwyx3+VnWKqNnDQHRVW1fLmzgsq6AFlOK89dNYcsRwI3v7aWr3ZV4Nd1UhNtjEixsXF/DWmJFn5+8mgWf1vGV7srqfUFMWkwKs2BroQpqPShKgaDk22MSndSFwihmRRuOiGP6d08+BXvv0lvmj9/PtPWLYqeaX/4xEQufiwSfF9+xBAqfSECgTAThzpJc1jwBcNsLKxmy/4aqmu9qKqJuaPSSE+ykZxgwuUNcfbUIRw5ehAXPrqMjUUuzCpYzCZOmZTNny6axufbS1n8zQGKqzxsKK4hLdFEotXC8NQExmU7qar18/nOCgYnWZibl45JheJqH5kOGzcuGMPOkmpufHUDiRYTL13Vt/frGZWeyMnTRvDrszp3SWJvadpOpABv/TR2++RHvzidGXcsoqp7l+eKLvj4/07k8n9+yYZCN8eMTuWfC3t+OVxf9DEt02z52UCy6pY5zP3LSnTgoUumcNHDXU9DMdq7NXsn3XvvvWRlZbU6m/7MM89QVlbGrbfe2pPke53b7SY5ORmXy4XT6ezv7PSboqIicnJyBnw5gJRFAymHCCmHRlIWEVIOjaQsIqQcGklZREg5RDQth6n3fNHmMgMlYJN9IkLKoVF349Aez2F54oknGD9+fKv3J02axOOPP97T5IUQQgghhBBCiAGpxwF7SUkJgwe3vlAmIyMjejM6IYQQQgghhBBCdE2PA/aGa9ZbWr58OUOGDOlp8kIIIYQQQgghxIDU45vOXXPNNdx8880Eg0FOPPFEAJYuXcovf/lLbrnllh5nUAghhBBCCCGEGIh6HLD/8pe/pLKykhtuuIFAIHJ7SJvNxq233srtt9/e4wwKIYQQQgghhBADUY8DdkVRuP/++/ntb3/Lli1bSEhIYMyYMVit8hBbIYQQQgghROfIo8CEaK3HAXsDh8PB7Nmzeys5IYQQQgghhBBiQOvxTeeEEEIIIYQQQgjR+yRgF0IIIYQQQggh4pAE7D2k63qnl62rq6Ouri76et++fXg8HmprawHYu3cvtbW10dcA1dXV+Hy+6Gu/39/sc13Xm+VB13VCoVCn87hhw4ZO51903b59+3o9zaVLl/Z6mk33y5b7D7S/D7nd7ujfDTedbLpOKBSiqqqq2XYa0mq6Xzfw+XzNth8IBNrMT6y09b0b8hMKhaKfezwePB4Pfr8fn8+Hz+ejqqqKuro6fD4flZWV1NbW4vV6KS8vp7a2NlrmDXW4afk13UY8OO3Oxf2dhX6Tn58f/fvPf+7fcnj66bav7YxHLetO0/oeCoWa7f8N/2/ZlwHU1tYSCoXw+XzRvxvSaEjH7/dH1/P7/dTV1REKhfD7/Xi9XtxuNzU1Nc2Wa7nt7nrooYFbN9rS0M41tP+6rkfHLA2/ecPvUFZWFv1/y9+goS1tuj40/61qa2vbHPM0aKuPiYWW+1ms/f73/ddOvPDCodNGHepcLlevp/nMM73/+z30UGOa1w/gsURP9do17APFKyv38s/P96DrOjazid1lHkJG5LOxWQ6OGp3Gf9btR1HgyqNyCRsGT36xG28w3Gd5MqkK4bCBAaCApioMdtp48KKpPPzxTvZW1pHttPH378wgOzmh2brffbsEddEiFGDPALqhR9ObmoTc5QBMvnMxqtXeKzc2GffrRfij44p1vZJmsxuxfLioV9J87OPt3L9kR+SFJ1IOx/75UzLTUjljUgbPryyi1q9jUhXMmkJaooXCqtaDoImDk9i8v6bb+bCoYCgKQd1o9ZmqwLRhKXxbXE2gvhoNS7Gx7LYF3d7es8v38OyKfDDge3NHcM2xo1otM+uPHxI2JZCZZOWpK2YxcWgyl/1zBRuLXHgDOq1z2nM2k4LVpIECJgWCYbCZNe49fzILJma3Wv6fn+3i5ZUFoMBV83K5Yt7IPsgVFNG4/w2UG/98uiOfhU9/CzS2Ec954IV+KIemdf8Pty1iMLAihtt/9JOdPPXFbsIGHDuk4+P8xVVefvLKWkpr/OQOSuSqeSO4/qW1BHQDTYWMBJWS2vb7Q6X+n1kFfx91m3aLSl2gMXGzpjB31CAe+84MHAmWZsu+t76Yvy7dQVAPc/rkwdx2xoRmnz9dDf8aYHUDOu5Du2vGMDu3njaZ7z61krYOoUzITqTGHybJBFvLvM3a4EGJZh66dDrHjc0EYPYfP6TME0ABLp45lD9dMr3b+eqqWfd+ii0hkdeum8v04Wkx227T3+SZ23pnjNCd7YdW9P5JBdHo6c938IcPtkdfP3vFdI6fOLRHaU6+bRGe+r9/30vt2RV/WsTnlZG//3JPZJ9YxsAbS0Dzuhn213WwZPvkDHsXPfH5bgIhHbcvxPbSxmAdYPsBD2+sKkQPhwnpYZ5evoe31xX3abAOEAobhAEDMAwI6QZlNX5+8tp68itqMQyD/S4vD3+4o900+iL4iFft3YG0s593hr/FaGPW7//X4zRb6o18/uWjxn0iVL+bGoZBucfPP5ftpdavEzYgoBvUBcLU+No+k9GTYB0gEKbNYB0gbMCGwsZgHaCouvtnTgIBnX8t30MwFCaoh3l+RT7eQOvhYSAUJmwYHHD7+MuH23n6i918W9x3wTqAL2Tg9oXwBnQq6kIEQzreQIh7/7u11bIeb4AXvtpLUA8TDIV5etmeHp0pFM01BOvxaH+Mt/fUF7sJ6mH0cJgPt5R0uOxDH23ngNuHYRjsKffwk1fXEaiv23qYDoN1iPRFYfouWAeaBesQaXu276/mn1/sabXs3z/ZiTeoEwobvL9pP9tK3K2WGWh6o+9py7qiOq55fk2bwTrAlpLIeGZbi2AdoLouyN0fRNrJhxZvocwTmbFkAG+uK+6T/LbHMMCvG9zw0rqYbrelvvqd+ntbA13TYB3g6hfW9zhNz8EX6bKGYF30DgnYu0DXdYxwpJsItzNiNwyj2d/9NYA2MNCN5pn063174EC0ry4Yn4GU0UHk2dZHHS3fl3pzszrQ9NhA5IBEx7+PP6TjD8Wm/hht/B1qo8EJ6s2X1Q1o47iDED3WdM83DtIIBFv0M3p7nWUcCrRRx5t+HcMw2lxG9J7OlG6bfROg1/9YrnYOLMfaobTvi0NXf43LRGxJwN4FmqZx/oyhKIpCokUjK8mC0uTz9EQL88dlAZHn0585ZTDzx2Zh7uNSVpTmr1UFkqxmbj99HGmJkel9SVYz189vPe13IDrYNJy+mKaz+Q+9n+aNx9t6nMa504e0+b7dauLMqdlYTSoKoClgMSnYLW3vzKmWNt/uko6qSW56YrPXDqvW7e0kWDTOnjYERVFQFIUzpgwmOaH1F9DUSMVyJpi5fv5orjoqlyGpdqymvqvQCpBgUrFoCgkmFbOmomkq1x43utWyqQ4Lp07Kin6Pc6cPIcHS/XIRzf34mBH9nYW4cc60wSj1Hc30nJQOl71u/igc1sjVdoMSrdxy8hi0+iqjAIlxsIu2bD40BbJTErnqmNxWy142Jwe1/rvPGTmIKcNS+j6Dca6vprIOTrJwx5nj2v08yxlpp4c5za0+s5s1bjg+0k7+7twp2OsHXgpw5MjYTUtvYFIV7jp3Ysy321Qspxz/YVLMNjXgXTKj+bjtlpPH9FNORCwpxsEOlx9m3G43ycnJuFwunE5nt9IocXnRw5DttLCnvI6t+12YNJXTpkQq0a5SD5oKuekOAAora9laXM23pS4STRZOnTSEt9fs4dMtBzh2/GBUJcSaPdXsc9VwwRGjqQsGSLGZCQQNdpa6GDssmYnZyVhNZgrLq9lX7Scj2U5aoo1RGZHrxRRVRTEMgmEDXyDE2OwUHDYTgYBOQVUdQ1PtzQbzRUVF5OTkMPrm17lw7nDuv/TIHpbsoadhCteyG6eRk5NDzs2vU/DQxb2W/sOLv+XrPVW8cv0xvZbmmQ8s4ttyePpkGwsWdP8a7qa2Hajm863lHD/EYOzYsSz7Jp9po4fisJkorPRQ6vaTmmjFboKgoZCTlsjtb6xlQ2EVx47L4sfHDsfpdLJsRxn/3VBIos3Cz06ZwKNLt1Dr0/EEdXYfcGE1mTl+YhajMxzkDrKzcZ+b5VtLGJ7h4CcnTaC6xseHW0vJSLRSE/BjAFaTiWxnApOGJGEymXji0x1kJlk5/4jhPf7eDfV4aGrz+zo01I1vdhfj1k1MGZoSva41FAqx9YAHmwZlniCBUAiHzcQrK3ZR5QkxLjuJrGQbG/e72Ly3giNyM7BoOmsL3djNKkk2C/urvQxyWJg8PI1LZo+gvDaELxDCF4LZuanU+HWq6gKMzUxk6wEP2ck20h3tH5wprvKiqbS6P0VvaCiLnJtfJ9dq5/MBdM0ZRG44d8UrOzhjpJXbL59Pzs2v99p9LrrqnD8sYmMtnJULf78+9tsvrPTgDYSxh9zk5OR02Id6AzrFVXUMT7VjsWiUe3x8sa2UI0emkem0sXr3Ab7KdzN1WDKhsIJZNdhX7Wfq8FQUxcCkKZgUDcUI8fa6fYzPsLDfFeCAO8T03FRmj0yjoNLLjhIXq/aUY7OYOHpsJokmM9tKXbg9AcZmO/AGQmzbV80+tx+7xcrcsRkcOWoQZk3D0A3+981+xmY7GJbmiOa1LRUePzW+YLRPh+Z1w2q1s2OA1Q1ouw+97oRxDE1LZNLQZMJhKK6oodwbZN7INNYUupg/NoOtBzwEfH7eWrufU/IcfLDDzU3HDmPWuBw0TaPM7efDLcV4fSGGZljZUljHeTOGM3yQjT3lkfFMOOjj6S8LyMu0M8iZyOgMR6t28v0NxQxLsTN9RGpMyqNhn3jtiy2cMHUkGU5rTLbbVH9fH5x72yIUdzn5jy3E5XIx9Z4v2lyuo/y1N73+ULzmuWGf6EnM0ZZNBS5eXZnPdcfnMjw9uVfS/MkTi3hvD0xzwH9+0ztl/dBDi/jrATC7y9n52MJ+7UP727TbF+EyYOOvju1WHCoB+wDVV43IoUjKIkLKIULKoZGURYSUQyMpiwgph0ZSFhFSDhFNy6G/A/b+Dv5ln4iQcmjU3ThUpsQLIYQQQgghhBBxSAJ2IYQQQgghhBAiDknALoQQQgghhBBCxCEJ2IUQQgghhBBCiDgkAbsQQgghhBBCCBGHJGAXQgghhBBCCCHikKm/MyCEEEIIIYQQ/am9x8DBofkceHH4kDPsQgghhBBCCCFEHIqrgH3Hjh3MmzePsWPHMmfOHDZv3tzmck8//TRjxoxh9OjRXHvttYRCoRjnVAghhBBCCCGE6FtxNSX+uuuu49prr2XhwoW8+eabXH311axYsaLZMnv27OG3v/0t69atIzMzk3PPPZenn36a6667rkvbev7LPVx2zDjSHbboe5WeAH9duo3/bipBU+CR703m3XXl1PqD7K2oY2eJC7NZo7xW7zBtC6CoYNLAaYGKOggYXcoeAEOSLOjhAH5dxWrSqPUF8YQgO8mEWdUIhcNYTCoj0xO5YOZwSmt8LNtZztgMB6dNHczMEWnN0luxs5zSGj+nTMqOvjf5zsWoVvuAm+rTdNrTshunAZGysFrt7OilsmjYRgawqpfThN6bntWQZrpRDsB764s5aoLKqAwHd76ziZV7KpiS46TcFcBiMthYVMO+miAAZmDasCQU1aCo0sd+T+PBMxWwApjAW//26HQ7BeV1BFvk4ZRxaXy738PQ1ATuPimLk5/eDsDkwQ5OHp9BTTDM+VMz+f1/d5CWaOWx782KrltaXcs1z69BVRUWTMhiaLKNycNS+GxrGW+vL2JstoO/XnZEt8tn2Y4ylu8op7rWS6knwJbiKvZ5wt1ODyBBAbMZ/AHw17833Gmi2hfCpKjYrCayHCbOO2IE+91+ThqfyayRgyLf1+1l+c4KxmUlMXFoco/y0Z6v91RQUu1jfFLklxqo7cT0Xy2iOgwhd6Ru9Gc59EXd74o/vvct1b4ANxwR2efa6kPbs76gij3ltRw3NoNAKMz7G/cxLjuJ48Zm8ubqvbz0VSHVHi/VXp2JQxKZNDiZT3dWUlBeSygM47ISqAsalNT4mDjYgbsuREG5D12BUH3faoZW7UpnWACjybpWBbJSbCTZNMZmOkm0qWQk2Tl5QhYThyazeZ+L5TvLGZ0YqbkDtW78+LZFNOyRTftQ1WoHOv97mAEdaGhRHQqYrSrDU+0MSrLynbm52M0azyzfjcNiotYfJL/Sy7FjBjE4JRGTEeaNdcUkWk38+ISx5GUlcN+ibQT1MOOynczITSG/rI70JCtnTxuKruss2VyKxaSwYEJ2BzlrbenmEvIr6jh3xpAO9/vJdy4mwWpn2wBrJxq23dBeika/fH09Vy+YwOyRGb2S3hkPfcLmA3XMGe7k9RuO7ZU0+3J8GQ99aH9rKIuwv65b6yuGYXQjlOx9paWljB07lvLyckwmE4ZhMHjwYL766ityc3Ojy/35z38mPz+ff/zjHwB88MEH/OlPf+LTTz/t1HbcbjfJyclMuPVN0lJSeefGeaQ7bFR6Ahz3p4/xBDoOxg8Vdg1+c84UvnPkcAAeWLKNf68tAmBwSgL3nTqUMaNyybn59WgHO5AqUNOGKeQup/ixhdGyMEOPg/aW10H1RtDe1rVVPf3N2iqHOXf+hwRHEu7aAJXe+Jy9YjerbP7D6dTW1jLpD582+8ysgmE0DuQBUhJMrL/z1E6lXVRURE5ODi6Xiwc/LeDN1UX92i6oQIJF46cLxnDm1CFc/dwqanxBVEXhpgVjuHhWTq9u729Ld/Da6kIMw8ARcrPktxcMyHZi5G2LaNiFWrYRENty6Iu63xVz715KSY0PAIu/ih0Pf79VH9qel77ay+Of7SJsGCRYNFy1fnwhA0VRmJCVyNd7XbH6Gj2SZjdz0cyhvLG2mJAeJuypYPOD3xuQdQM67kP7kwIYLV6bNAWbSeW4sRn4Q2G27HcDcNTodB64eFqn0r3z3U38e+0+DMMgOcHS5n7f0HcMxHairf3B5XIx9Z4v2ly+o3y1dx15d75LV9Pq7WvYm+4TZpudJ75/BCdN7NqBopbG/3oRviZDkoxEjVW/Pa1HacZqfCntZSRgL3z4ElwuF06ns9NpxM0Z9sLCQoYMGYLJFMmSoigMHz6cgoKCZgF7QUEBI0aMiL7Ozc2loKCg3XT9fj9+vz/62u12R/92eQP8e20xPzxuNP9avpu64OERrAP4dHhtVUE0YP9o84HoZ/urvazOr+yvrPW7jhpk6N5ZmoMp64M0+1IwFI7bYB2gLhg5H3Pn+9tafRZs4+R3dTe/y2fby/u9XQgDvqDOB9+UEAyHqfFF9tCwYfDuhn29HrAv/raEhuO4FbX+gyx9+IqLI9lx4oDHF/27zt9YH5r2oe15b8M+wvX70/5qH0Fdx2rSMAzjkAnWATz+UDRYBwiFezbL5lB2sD60P7WstwYQ0g0wwfKd5SRaG4e9X++uQNd1NE07aLpLN5dG28XO7Pdi4OjsQQHdgL98uL3HAbuvxZCk7CCzfsXhIW4CdogE6U21d/K/6XIHmyBw7733ctddd7V63+8qx5zgxR7KoqioiHTVg15TgR4+PIZpJsDqD1NUFDmrrnkr8bsbBl0Kujsy2PBXl2JOcABElz3ctZyu5asuBXq3LNqaEhbvaTaUg7fqABZ7EiF3fAdrRUVFDE/wtSqXlmdYmi7fGYWFhUDk4KBWV0G4xkOov8fmKpi8YSw+C35X4+EfU2Kg1+utyVeF3xWZslVX2ft141DRVt3or3Loi7rfFWF3OXp9pQq4ImXhqy7FYk+K9qHtiexPkQPlYX+IUEhH0epvnxMIN5sJE880k4oWtlDnCwDgrZK60aCt+hFPVAUCfhWHzYweUKMHW+xmE/v37+9cGt4qAm4vEBmDtrXfN/QdA7GdaKu9LCgoaHd6fEf56s46vZVWR9P5u7pOUVFRq33CmRGO+7FgX6TZ331of2taFnr9lHhd79qBlriaEj9mzBgqKip6dUp8yzPsa9as4cQTT+zLryKEEEIIIYQQQrSycuVKZs+e3enl4+YMe2ZmJjNmzODFF19k4cKFvPXWW+Tm5jYL1gEuvPBCjjnmGO644w4yMzN5/PHHueyyy9pN12q1YrVao6+nT58ORI6EtnXtwLTfLY6eSQCwmVUCwTD9fYKtq04cl84j32n/RltFRUVMmjSJoT96Nno9yTd3de4a30Pd5DsXN3sddJdT8swNvVoWLbehAht7OU3o3Xw2lMPYm59Hs9qp9YfjZlrwyDQreyqbn/F3WFV8bZyhM6sKwRYzZcZkJvLvHx8DgDegc+4/lkVn5yiKwveOHMajn+4GIrNvdj9+PTk3NO4Pc3JT0cMGq/ZW98G365jdrJKeZOWDnx4Xfe/7T37FuqLG6cQJZpVVvzm5V7Z36eMrqKyLlLXfVcaGh68Z8O1EX7QR3c1Lg1hu/+h7l6Ib9bOy6utHe33oL9/cwLqCKgDq/CFqfPoh139aTQprfnsK//x8F//4eGe0HTRpKi9cNZtJQ1OkD22irfoR71Ql0vavuv14LBbLQZc/9aHPcHkD0dc3npDH944ayQ0vrWHHgRqg/9vL/mwnDtZeTgFe6WReevo9+nv9GXctiY5BGsqivfZyoBjI7SU036fC/jqKH1tIXl5el9KIm4Ad4IknnmDhwoXcc889OJ1OnnvuOQCuueYazjnnHM455xxGjRrFXXfdxdFHH004HObEE0/k6quv7vQ2Gq5VcjqdbVYezZaIEW4YyIPFrBHS9EPugsa01JQOG4eGz1SrPVp5Bkpj0nJAodW/7s2yaLmNBK3304TeTbOhHDSrHc2aiIre6uY9/VUNMtKS2Ftb0+w9zaphUnVaXkpqMqnoLeawJyQmRcvKFtCxJiQSqq/nmqqQPSgdzRq5z4PJFpmu1LA/KECSMxndMFCtAWJNM6skJNqb/dZJyUmoZY13W7BYtV6rvwkOB6ZwpGtomLo10NuJvmgjupuXBrHcvtmeSMN1IeYEb3T7beXB6XRiskXqiVkNoRE65PpPiyVSn9JSUtBsdhqO/5k0lYy0VJzOJOlDm2irfsQ7VQFVUUhPT+/U8ja7A0+48aBxxqBUnE4nDocTkytSN/q7vezPduJg7eWiLtxgrKffo7/X12x29Pozf1qT/WCgtA9tGcjtJbS9T3Xm3hnN0uitzPSGcePGsWLFCrZv387q1auZNGkSAE899RTnnHNOdLkf/vCH7Ny5k927d/PUU09hNpt7LQ/fmZ2DpkQa87z0RG45ZSxOq4Zy8FXjggJkOCw8eOmM/s5K3DrYnSl7486VLSvWlrt7/26YvZHPiZmJrd5TFYUsp42bFozGoimoCiRaNIam2DC10WLYTH1bO8wqvPnj48h0NM6UGWQ3oWkqTrsFS5M2z6Ip3HDcCJJtjccis5wWfnbymMZlLBrXHDsKq0nDYtK46uiRXDQ7hzkj09BUBbslsq7VrKIqCoNTbNxy6ljuu2AKqQlda2B7ymJSSLKb+fUZE5q9//BlM0hJMKMoYNYUfnPWhHZS6LqfnzIWZ4IZk6pw1KhBvZbuoeaZUxL6Owtx40fzR2MxaWiaymmTOr5h0s9PHsuQlAQ0VWHysBROmpCJST1UelAwqfDbM8YC8L05w5k4JBlVUTCpChcdMZS8rKR+zmH/64+7O3dlD1KVyPJWk4pVU0iwtG63NVXh/BlDO53m7WdOINFqQlMVZuWmcfGsyA19f3HKWDIcNjRVYXx28wDklLH9237G8nfqzW31NK3TxvQstBnqbL7+g98Z1aX1r5s/EpMaGTtlOa0HX6Ef5d62qN1/Ir7EzTXssdLwWLeu3k7/cNP00VUDuRxAyqKBlEOElEMjKYsIKYdGUhYRUg6NpCwipBwipBwaxXtZ9PZj7NoT7+UQS92NQ+PqDLsQQgghhBBCCCEiJGAXQgghhBBCCCHikATsQgghhBBCCCFEHJKAXQghhBBCCCGEiEMSsAshhBBCCCGEEHFIAnYhhBBCCCGEECIOScAuhBBCCCGEEELEIQnYhRBCCCGEEEKIOCQBuxBCCCGEEEIIEYckYBdCCCGEEEIIIeKQBOxCCCGEEEIIIUQckoBdCCGEEEIIIYSIQxKwCyGEEEIIIYQQcUgCdiGEEEIIIYQQIg6Z+jsDQgghhBBCCCEOTbm3LWr3s2U3TothTg5Ph2TA7vP5uOyyy9i8eTN2u53s7Gwef/xxcnNzO53G0q0HOH2qHZutsQgCgQCvry4mv8JDosXEj08YzUuriiks91BZ60fVNK47fiQ/eXEte8u8pCeZyHCY2FnmIxiCjGQTmQkalX4Dk6IwyGFBx8AIKxRXe6jyGCRbYVCKjRKXj1ofDE6AhKQE9JCBy+vD7QWbGdIcFqwWjbCuU1kbINFqwmYxURfQSbWb0XUFnx7CrGpcfmQuejhMmcdPrS/A/mofF84azqlThuDyBthc7GZsdhIub5C9FR7MqkKKEQRg8p2LUa128u87s7d/prjX0Lg0NCST71xMwUMX93r6P0iAO+/snfJt2iD21m928gNL2FEe5LqpCQCs3FXBEWNspDosPPbxdjYUu5g2NJmqOh9+XWHHgRrW51dRFwanVeEH84aQlpDA8t3VLNlaDsDELDvFlXU4bTAiK41lOysBOH1COit3l2MKwoFwYx7evG4uOWk2vt5ThUlT+dVb67CaNO44ZwrbD7hIT7Rx1tRhfO/JL8l0WvnX1Ue1+V0KK2vZ5/IxY2gKhhHi2S8LGJGRyGmTh3S7fHYeqGHJ5n3sr/aTYA7jDylsKKiioMrLhCFONhdUUxU8eDoaoNf/7dTAagYFqPLBuAwLZrPGgZoA47KcDE21M26Ik7FZToqqvMwZmUZOWiIA3oDOxuJqRqTZyU5OYFNRNZqiMHFocre/48EM1Hbi5pc+4Z1NdZjckf26P8uhL+p+V7yztpDKuiCn5FqAtvvQ9ny5o4y1hdVcOms4GU4rEKlXL6zIp7zWz22nj6eo0sszX+zGH9Q574hh/HfTfvaW1VAXMvjJ8aPYXl5HflkdP5o/gi1ldWwudJNoNfHBN/vwB4KcOnkw2w/UsL7QQwhI0cCvg7dJPjQg0wb7fY3v2U2QmWiiwBUixQYTBydhs1rJdFj57lG5eAJ6tK4BlLp8rNlbxWCTHxi4dQPa7kMHpyVjs6qMGpRIjddPYVUttQFIt8ABHwxJBL9iIkEJUVoHo9JMbC0NYTeB027ijMnDWLa7nKFpNnJTkzh5ciYlriBZTjOfb69g+rAU1hdVc/z4DKYPT8NTG+CN9cWMz0ykJhhmmNNCQZWXsmoPy3ZXc0RuKtfOHxvTcjny7sVcc/wEbjl9cky3C42/yRjgwxjvkw3bDvVCe/mTJxbx3p7I391Z//bXV/LK2jKmDrby7k9P6vL6f160iX9vKOGOsydy2pShXV7/X8t2sa7QxY1HOLq87uFM2kvY+Ktju7W+YhiG0ZsZigWfz8fHH3/M6aefjqIo/P3vf+fdd99lyZIlB13X7XaTnJzMhFvfZEjGIN7/8THYbCYCgQBH3vcpVXWdGHkfIo4bM4hSd4AafxBfUCdsgNsXxKQoZCgelt99KTk3v45qtQP9MwjsL00HvyF3OcWPLYyWRW+UQ8sjjb0RtLd19LKneW2rHObc+R+czmRK3V5cPr2DtXuXWYGQAZ1tkFp+9zfXFPK3pTsIhQ0yHWZ2lNbiCYRRFDhieApv/ujoTqVbVFRETk4OLpeLZ77ez+Of7cYXCh98xT6iKuCwmvjtWRM5aXwWP3h2FWUeH2ZNZVhKAnsqagFYMCGL35/buwPEhrIYiO3E3N8toqQ+sGvZRkBsy6Ev6n5XnPyXT9lZXothQJJezTcPfK9VH9qeX7yxjrfX7iNsgEVTWHLzMSz65gB/Wbyd/qtVnee0qqQ5bNx2+gTSHGZ+/OJafEEdta6SjQ98d0DWDei4D+1tpvq+oSlVge8dmcNba/dRF9AxiFzjadC6D8l2WvnqV10P2rqqZXuZk2zli9v7frsNWrYTsQzaD7Y/dKVuNA3WG3Rl/Tl/WERpbffXP/LuJRyoaYwFrpo7lDvOm97p9Y+7fykFVZHOo6EsXC4XTqez02nESkdnxbvanh3sDPtAHUtA87IJ++sofPiSLu8Th+Q17DabjTPOOANFUQCYO3cuu3fvbnNZv9+P2+1u9q/BAbePl1YVAPDEsnxc3sMnWAf4fEcFNf7Id3J5Q7i8QQwDgmGD6sPsu3ZFR41KZz7vjn95D75MPKkLhGIarAMEuxCst+XVlYWEwpEUtpdFgnUAw4B1BdXdSvO9jfv7NViHSP5r/SFe/rqAV1bvpcwTGQj4AiFW5ldGl/t4ayneQGx/s8NZie/gywwUu+qDdYCq2lD0/aZ9aHve37if+mpJQDf4zX828866fYdEsA7g8YcJ6mFe/Govj368C18wUsd8oYFb1/qij+xIy2AdIGzAS18X4g3q0X4jTNt9SInb34e5a1+hq3+222BHv269ua7sMy2D9a5qGax3VdNgHeCZr4q7tH5DsC5Eb+rzKfGPPPJIp5e96aabur2Ns88+u83P7r33Xu6666521x3kiEzvy0yyRQ4AHHoTDtqlNP1bibw2jMj/VaWdlYQ4RNnMWvRvTVUi+3v9a1Xp3g5vMcXHMU1FgQSLRrLN0ux9rUlFNmkKFq3lmkL0rpZVqaEPbY9J1YDGID/NbqH6EJrJ1vB9EywqFi0+2gMRoanQz8dTRScNpLOpQvSFPu99HnrooU79e/jhh7uV/j333MOOHTu4++672/z89ttvx+VyRf8VFhYCYNE0jh2TwXkzhgFw6ezhTBvW/BpQi3ZoR7V/umAyEwY7sZo0xmclMXpQIjazhsNmYtzg+JuaEysH6zj6omOJ1zQHJbR+z2rSyMtM4pjRaT1OvysykyxYOzkgTklofazxV6ePJyPJhs2scfbUIUwckoSqgElVuPa4kd3K0y9OGUtWkrVb6/YGDTBrCjmpdm4/fTzfnTuCOSMHYTNr5AxK5Mcn5JFoMZFkNXPjCXlomkTsveVfp/b+1N5D1SVHDMOkKmgKHDE8FWjdh7bnvvMnY9EUVAWykqw88p2Z/N+p43Ba4z/4VYHByTYGpyRw++kTuOvcSeSk2TFrKkNSBu7+EcvgSwEcFqXZYFUBbCaFZxfOYURaIiY1sn85LCoJZhVzi7HbGZOzYpbfpn51Sl6/bLdBLH+n3txWT9P63YXNrznPG9S1fvGquc3XX3XLnC6tf9msxvVt5vhv58Sh4ZC8hr3BAw88wKuvvspHH31ESkpKp9ZpuIY9Xq8niZWm1+kO5HIAKYsGUg4RUg6NpCwipBwaSVlESDk0krKIkHKIkHJoFO9lEetr2OO1HGKpu3HoIXmXeIAHH3yQV155pUvBuhBCCCGEEEIIcaiIecBeVFTEu+++S0FBAYFAoNlnDz74YKfTuOWWWxg1ahQnnHACAFarla+//rrX8yuEEEIIIYQQQvSHmAbsS5cu5ZxzzmHkyJFs27aNyZMnk5+fj2EYzJw5s9PpDBs2jEN4Jr8QQgghhBBCCHFQMb0bwu23384tt9zCN998g81m46233qKwsJD58+dz8cUXxzIrQgghhBBCCCFEXItpwL5lyxauvPJKAEwmE16vF4fDwe9//3vuv//+WGZFCCGEEEIIIYSIazEN2BMTE/H7/QAMGTKEXbt2RT8rLy+PZVaEEEIIIYQQQoi4FtNr2OfOncvy5cuZOHEiZ555JrfccgubNm3i7bffZu7cubHMihBCCCGEEEIIEddiGrA/+OCDeDweAH73u9/h8Xh47bXXyMvL46GHHoplVoQQQgghhBBCiLgW04B91KhR0b/tdjuPPvpoLDcvhBBCCCGEEEIcMmL+HHaAQCBAaWkp4XC42fvDhw/vj+wIIYQQQgghhBBxJ6YB+/bt27n66qv58ssvm71vGAaKoqDreiyzI4QQQgghhBBCxK2YBuw/+MEPMJlMvP/++wwePBhFUWK5eSGEEEIIIYQQ4pAR04B9/fr1rFmzhvHjx8dys0IIIYQQQgghxCEnps9hnzhxojxvXQghhBBCCCGE6IQ+D9jdbnf03/33388vf/lLPv30UyoqKpp95na7+zorQgghhBBCCCHEIaPPp8SnpKQ0u1bdMAwWLFjQbJlD7aZzSzaXsKu0hjS7lRPGZbJmbxU6Yc6aOrTD9QorPXy5s5JZuWmMznQA4Pb4eeSTnXy7vwqfP0xagoLZYmXBxCwunjUiuu7XeyoorKjFpCkYYYO1BVUMSrRx8ynjevRd3lpdyOxxQ5k8NKVH6RyKcm9bBMCyG6cBMPnOxfzvh5OYOHFir6T/4oo95JfXcdMJeTgd1l5J85Wv8llXUM0NC0aRO8jZK2n+75t9fLmjgtNHdb45ePHLPdQEQpwycTCr8yuZk5vMukI3hVVeRmcmctbUoZS6fHyyrZQpw5LZW17H3goPY7KTKKioYVeplyvm5VLq8aOhcFReOo99ugOb2cQPjh7JexuKsZs1FkzMjm7T7/fz4NJdZDisHD8ukz3ltRw1Kg2bWeX9TSWkJVo4bmxmr5RJR77cWcbKPRVYVIWdB2rIyXDg8QbRNIXkBCuFlbVU1PiYMjyVSdlJrNhdiTPBwjFj0hmWYo+WycQhydE0P9q8n/9tKuGCI4YxLy+jz79DV02+czEnjM/kuevm93dWYuqNr3fx5yW7mJYWBCLlkOK0s/GuM2OelxteWMnSLWUsnDec28+aEvPtL91cQl1QZ8agzi1fWFnL1v01zByRyqAW7Z/LG2Dl7kpGZzoYleFgyeYSAiGds6YORdd1lu2sIMlmJhzWeXfDfs6YMphhaVb++uFONFXltEnZbD3g4oDLh6IYoCiYVZUkm4XByVZOHD+YVIeFzftd7K/2Mm90BgkWrUvft7rWx+JvSxmfncS04antLjf5zsWMyHTyxe2ndin9w8G4Xy3CaoYPfhjpQ3/04mr+eeWRJCYmsqmomnKPn2XbDrD1QC0PXTKVzJREdh6oibbdjgQL0LivzBqRRmVdgNX5leRlJbK7tI5yj48yVx3ltSEumzOceWMi7ePOkmoe+3QPx45L57wZOd3K//sbi9FQOX3q4N4pkHo/ePprrjx+POd0M1890TCuefc7OUydOjWm23Z7/Dy0dAfpqgeAmXctxmK3s/kPXW8vNxW4uPn1tUwemsRfL5/V5fX/u7GYv3+8i3OmD+a648d0ef3Pth1g6eZSvn/UCMZk985YS0TaS5vVzvb7Yt+H9rcT/rQUj19n6U/ndmt9xTAMo5fz1Mxnn30W/Ts/P5+cnBw0rXnHGQ6HKSgo4Morr+zLrACRM/7Jycm4XC6czq5Xwh8+t4rPtpcS0CPTEzRNwaSASVOZmpPCS9e0/UOs3VvJtS+swR/UMWkq9180lbnDU5lz/8f4guE215k3ahAvXzuXX/97Ix9sKsHlDRJu8WtlOCys+s3JXf4eRUVF5OTkMOHWN7EkOPjpgjH84JhRXU7nUNXQqQGE3OUUP7aQnJtfR7Xaye+FhuS8fyxjQ5ELwwCbWWXlrSf2OGi/9PEv+Tq/CgBNgcU/PZq87JQepXnbmxt4fU1RZL/yVLD3H1cetG6c9vBnbD/gIWyAAtgtKt5gGMMAA9BUmJidRKknQJ0/RF0wDGGDMJHPGyhASoIJu9VEZW0AfyhSD8yqgsUUmfwzd9QgnrxyNgBTf7cYty8U+f4qZDttpNrNBPUw+6p9KIrCgglZPHTp9B6VSUPdaKscfv32Jt5YW0Qg1Had7YhFBbNJQ1VA01R+fcZ4Lp41nDv/s4nnVxRgECmTm0/K46cn9exAXG9pKIuGupGdBF/9emB0tA8u/pZHPskHWrcRQK+0E5019c4PcPsba8/0IUm8c9NxMdv+9S+sZvnOyOVsQy1eFv/mgg7bic+2lXLne98SDIVJspp5/PszyU2PHKQudXv5wbOrqK4LYlIVHFYTBZV1AEwc4iTJZmbLfjeuOj+1ASNaLzo7UFEVyE2zc+6MIby5ppiwYZDltPH8D2ZHA8SDKXX5uOCx5bi8QVRV4brjRnPDCXnNlmlZNyC2+0R/a68PNdns/Oyksby2upB9VV6atpT/d8oYXltdhB42SHdYeXbhHNYXVXHXe5sJ6mEwwBMIEQzp+EJGtE9p6uYT85iXN4jLnvw62gedMjGTJ66Y3aX8f+fJr9hUVA3AjOGpPH/1kd0qh6Za7hOXzRrKfRdN73G6ndX0N4HYBu1lbj/H/Gkp/pCBXlNO0aPdby83Fbg4+9Fl0deJZpVv/3B6p9f/y+LN/O2TPdHXR+am8Nr1R3d6/T++9y3PfJlP2IiMtZ5ZOIv547I6vX5THY0n4kHLfaaprrZnHaW17MZp0l7WC/vrKHz4ki7vE30+JX7+/PnRf1dddRWTJ09u9t78+fOZOnUqV111VV9npcdCoRBf76kkVD8RIAwEdYNAfRS9sbCaco+vzXX/+flu/MHIiiE9zNNf7OaRT3a2G6wDrMqvRNd1Pt9eTp0/1CpYByjzBMgv69nlBHrY4NXVRT1K41DSUaMCMP72jj/vjG+K3TQcCvMFwzzyyc4ep7l6b1X0b92A3767pcdpvrdxf3S/CrW1g7VhZ2lt9G8DCITChJsMrPQwbC6pweMLEg4b6GEDndYDLwOo8YfwB/XGgN8Av26ghyP14us9lYRCId5YvTcarDdsA2Cfy8ee8shg3zAMPtte2rUC6KIlm0sIdiNYBwiEoS4QaQN0PczzK/YC8Pba4mjZGBB9Px6V1PR3DmLn7/XBejxoGqwDrN8X2x/iq90V0b/3lHsOuvwrKwuj9aTGH+TVlYXRz95YU0R1XWTGQiAUZmuTnWpTkYtNhZF2riFYh84H6wBhAw7U+HllZSHh+kb4gNvH/zYf6HQaz3+Vj8sbyWM4bPDGmoHTP3bGSX/6uN3Pwgb8a/keDMOgZUv5j092otf3M+UeP+9tLObllQWRYB0o8/ipC+gEdKNZn9LUc1/lc8e730b7LQP4ZFtZl/Jf6vJFg3WA9YXVVNe2PXbribfWFvd6ml1xzsuFB1+ol9y/eDP+UORHaes0YGFh5/NyzQsrm72u7WCc3JYnPs9v9vrr/OourR89iUFkrHXPB1u7tL4QfSGmN51rmPreksfjwWazxTIr3WIymTBrauSQbhMNhahpKg5T29OKU+3mZq+dNjO56XY6erKdpoGmaVhNKoqitNxsZNsKpCX0fLq1wxrTBwb0q4yDFNeI9M6dhemI2uTHUhTITbf3OE2T2nwPyElJ6HGaFtP/t3ffYVFc6x/Av9t3YemCoAKrUgQRsEAC+rMrMUaj1xZTLDEar5oYSyyxRJMYo8arJKYaY7lGvcaSxG40mqjYxRJBFOmKgogg0nff3x+ElQWkLrsLvJ/n8ZGdnTnzztk5Z86Zcqb6r1YUlt7/S30WABAV79iVJC8UCCD8Z96SZUEkFP4TnxBisRgqu/LLilAggKhEADJx9W57rS65RFRhma0OC3lRnSCV6MZsXs1bd1ndkPDPoCURPW0qCKtQACwVuscTW/OndWoT86cVsFAo0ElPLBJqy3PpeqU6hALATKLbvLGvxh1O9ha6xwAuk7p8mltU+L2lvPz8MpfptoPsLeSwlD+dJhAUHTIq2sUUEnGZ31Iiqt7OYikTQ1Rinxb9c6eHvolFBm1il6GfB/GqRmWnrPB3c3au+uMBTS1rF7msVNmv7q8gE+suYWduyJxkrHwGqU2mT5+O6dOnQyAQYMGCBdrP06dPx9SpUzFixAj4+/sbIpRamxXiiSbmEogERQfx1vZmaGIhh1IuwdSebpDLy6/0P+zfFl5OlpBLRFA1McfSIe3welBLtGtuVe78YgGw6KW2AIDZL7SBqok5zKQiKCRCFNclYgEwyL9ZrW61VkjEcLRSYPkQwz7rZEznK3n+9NCM6j9iUNqsEE9IRQKIBEC75lZ4PahlrdP8ZJAPJP+cL2pmKcPy4f61TvP7NzrATCKCSFD1Bu2k7q0hEwshEQKWcjEsFVLYW0hhLhVCJACszMSY2rMV2rvawlwmgYOFFNYKESQiARRiAYQoalBbykRwtTNDUys5glrZQCISQiYWIsDVCuYyMSwVErz/zxgNAS3t0dW9CcTCokdQnCxlsJBJ8JKvE0YHqWAmE8NKIcW8/nX7yshFA7zRxFxa2XkIreJ2g1AAtLCWol1zSyikYjS3McOyIT4AgLVvdIRCIoQAgFImwg+jq3drpyE1plvYopY8e1sVBu6/zeilW3+cntrBoOuf268NrBQSmMvEGBnoUun8s19oA/emFrCQSRDQ0hbjuqi0340IdEFXd3tYyCRo2USJaX3cYCGXwFwuxqQerTGxuxssFRK0bmIOpayobrJSiOFQohMtQvmNFwEApVSI3l4OWPNaBzS3MYOFTIIBvs3QzbPq41uMDm6Fzm5NoJCK0dRSjuVDKz8++jqaVzn9+m71a7p1VMlWj4uNHP8Z0QFN/3lkqZiVXIT/vR0EF9ui36SPd1P0a+eED170gptD0b7Sq40DPByUsJJLYCUXw0yie6HCXCLExrEB+O9bz8POXAIBijrra0a2r1b8crkY7/Rwg1IugVIuwXu93SB+xsWWmhIKgJ2Tavasqr5EGbC+ntLTHW0cLSASlD2BUt3q8rd3uqJkEi/7Ve929LAZnXX2m3Wjqrd/bBgTCHNpUd3TRCnF+tHVW55VTk/XPeoN6xInMWtwnQyAAZ5hB4AePXoAKHqePSgoCFLp0wOvVCqFSqXCzJkz4e5e/YEhqqu2z7A3FKb+XI0hcV4U4XwowvnwFOdFEc6HpzgvinA+PMV5UYTzoQjnw1OmnheGfobdVPPBkGraDzXIfdDHjh0DAIwdOxahoaGN/sdijDHGGGOMMcYqY9AHl9evX2/I1THGGGOMMcYYY/WWcUfEYIwxxhhjjDHGWLm4w84YY4wxxhhjjJkg7rAzxhhjjDHGGGMmiDvsjDHGGGOMMcaYCeIOO2OMMcYYY4wxZoK4w84YY4wxxhhjjJkg7rAzxhhjjDHGGGMmiDvsjDHGGGOMMcaYCeIOO2OMMcYYY4wxZoK4w84YY4wxxhhjjJkgsbEDYIwxxhhjjDFWMdWcfc/8Lu6z/gaMhBkSX2FnjDHGGGOMMcZMUL3tsN+6dQvBwcHw8PBAYGAgIiIijB0SY4wxxhhjjDGmN/W2w/72229jwoQJuHnzJmbNmoVx48YZO6RK3byXiW+O38SXR6Jw8laqscMBAOy5fAfXkh4ZOwyDKywsxMawGOy6mKidtuVsLAoLC40YVeUuxafj1/A7SM/KN3YoVZKamYf3toVj9eEoY4dSpw5H3MPa49H4+VwijkbeM3Y4erfn8h3cy8gxdhgGl/gwC2v/uo3wuHQAwL4rd3E6+oFRYrmSkI61f93G7ZQso6y/rsWkZmH3pSTEPdDP9v11MwVr/7qNlIxcvaT3LHwMfXoMPfj3XajV6gqXM9Tv0ljtvXoH60/GICvX8G2ZrJx8/Bp+B+EJRfXlh79cw+Jf/zZ4HMx0bQqLxYGrycYOwyiO3biPvVfvVFpHPku9fIY9JSUFly5dwuHDhwEAQ4YMwZQpUxAXFweVSmXc4J4hLDoVU7aE41FOAQiAlUyMIZ1aYMFLbY0a1xd/3IL0dDLe7eWOYZ2cjRqLIQ38KgyJD7MBAG0sCgAAXxyNxi/XM7B3SjDEYtMrGj+ejMWPp2JBRPjhZAw2jX0ONkqpscN6ptTMPHRedhT5aoJAAByKvI8DU7saOyy9m7/7Gn67chdP8ooaSE3MJfg/z/v4fJifkSPTny/+uIWNF1Lw/aiOUDVRGjscg7h5LxOv/XAWuQVqFD4u6qSvPnoTEsVd/Kt9c0zv62mwWHZdTMRHeyOh1mjw7Z8x+OaNDghU2Rls/XXtdPQDzP3lGgoKNZCKRVg5zA8dXG1qnN7nh25g0+l4EBF+PBWHXf8OhpO1Qo8RP8XH0KfH0JWHb2LvjQysH90JIpGozDIrD0dhY1gciAjrTsXi57efh7Nt46hPDOG9beE4GnkfALD5TAL2TekCudwwbZmsnHy88eN5pDzORV5GUX25M/wuhLJH2Pf3PZyb19sgcTDT9vXxaIjl93D8ZgqWDW04baTKzNlxFSeiiy7UtrSq2bXyenmFPTExEc2aNdN2qgQCAVxcXJCQkFBm3ry8PGRmZur8M4YNYfHIKVBDQwAR8CRfjT+jTOMqu4YIv16+a+wwDOZS/ENtQwMA/r6bof37Tno2LsZnlLeY0e29ehdEBAB4+CQfByNM+yzll0dvIl9dFC8RcOt+w7wyePRGCtQagpoANQE5BYSzMWk1Potqqp7kF2LXpTvGDsNgNobFI7eg6DfU/FPuAICIcOSfRrGhbDmXCLVGAwDIL1Rjw8k4g66/ru24lISCwqfb9/OFxEqWqNjeq8naujIrtwBbzpVtG+gTH0OfHjNvp2Qh6l75df3eK0+PYU9yC7H1XO1+Z6brZIm7f1Ie5+LITcPVU8eiUpHyuPiuCdL5LjUrD3l5eQaLhZk2IsKfN02j/2MoYTFPy+at+49rlIbpXUasghUrViA6OhoCgQDXrl2Dj4+P9iBQ2tKlS7F48eIy05OSkmBpaVnXoWqZFTxC4eMHKMwvapSIxEIIFXlISkoyWAwlJSYWHShz0u9DamYBiXm+0WIxuKxcqB+nQU1FvwVlpQEAch+lQG5mAUH2AyQlmd7tv5LcdORlPG0ISXLskJRU9ipGTRXvEwkJCbC2tq51ek3FT6B+/ADFRVMoFtSLfay6+SDOSUd+Zg7U/5RtjUIEAcmRnGzaJ1SqonQ9Ic41rxe/oT6YFT5CfmZRoyInPeWf/4vyQQiFQfNBkvsQ+Znp2s+yfLHRjx36qicAQJybjryMpw04SW7ttk+c8xD5mU87lOYFNnrPLz6Glj2G5qTfh8LcEvmZqUiiso1Sca7u76Ksg9/FmOqibFSH4MlD5OcWPS4nEAggzUlHUlL5bWN9E+c++ufKOiH7YdGJgrxHKZAolBAJgNTUxtVBK1YX+0Rh5rMfy6pueTJUWsX5kPvPPqE0lzeosl8Z4ZN0ZOcX3YlE+UX9i+pe1BHQs3q6JuzXX3/F66+/Djs7O+zduxdt27aFk5MTzpw5U+aW+Lw83TN7Fy9eRM+ePQ0cMWOMMcYYY4yxxu7cuXMICAio8vz18gr7yy+/jI4dO+Lvv4sGs9i5cydUKlWVnl9v1aoVAMDjvU0QycwwpYcbXg9qiR9O3MYXR6OhqXenLyrmZCUDAKQ+zodYJICNmQQAMCnABmNe6orm/94AocwMAPD34hCjxWlIPh8e0vlckPkA936cpNe8KL2O+pBmeflgyv5eHIKztx9g6v/C8SRPAwIgAKCUCyGEAI/zis5eioUCuNqZYffkLlVKNykpCW3btkXHOVuRli+G2siVggCAUAD4NLdCzzb22Ha+6Ey1Wq3Bo1w17MyLyrRAIMCvk7tAIa3dXRcjvj2Nh9lFJznzMlJxZfVbjb6eqIs6oqaxFDPk+vuF/oVCddHV1OJ9IjExsUp3qY3bcB4JD59oP7dpaoEb/9wSmJFTgAI1oUBt+gdeiUgApVSEAk1xPjxAzLcTG33ZAAx/7JCJhbA1l0ApF+sMruZsY4ZRwa5Ysi9SO83aTIqfJwYDAO6m52D0+rPa70RCAfa906Xc5+1rovjY0Rjriaq0JaoaS223o7bLt//osE6d5GAhxR8ze9Ro/cV50XHOVohkZhjS3hkTe7SuclqVpV+svrQvq3rcaMgyMzPh7OwMNze3ai1XLzvsAPDdd9/B19cX/fv3h729PTZu3FjufM+6JV4kM4NIZg57OxtYWlrCwca6qGIx/XZDlQkAiOVyAIAoXwyxSACxvGiQsiY21gAAocxMW6E2lkJUukEh+uezPvOivEaLqadZXj6YMktLSzjYqSGWKyFEIQhFg3JI5BIIBQQhihpyYpEQCnNllfOqeD6RzAwigRhkAh12kRAwV1rAzsYaYvnDoulqDSQo1JZpsUiIJjaWtW58KpRKiDVFhwZ1XtHtq429nqiLOqKmsRQz5PrlZkrt8/zqvBzt+qsSg5nSAuKnd0HDxsYK4oyiTq9YUwDSaKAuNP0Dr1gsgFwhgSb/nxOB8sZbNqQyM5Qcg9zQxw6xRAixXApzcyly8fSNKWYWStjb2EAsN9dOU5jLtb9LgVAGqUKpHZNCKhbBxqbmgxuWVryexlhPVFZfxn3Wv0ZpFavOdtR2eYncHOp/xtQAADOlosbrL84LkcwMYrk5rK2rVm9WNf1ipp6mqER5aCz1ZGWq21arl4POAYCnpyecnJywb98+XLhwAW3blj/a+ty5c5GRkaH9V/wchUggQCeVLYZ1cgEAvB7cEl5OFjrLigR1uw11beGLnmhlr4RIKEBLe3M4WSkgFgkR0tYRfi76O0jVN5UdOKpzYNHXOo2VpqScaQIBIJcI0NPDdEahFgt1C2PxVWU/FxuE+DhCIRFCKABszCV4s7MrnmvVBEqZGGKhAI6WMkzr417tdUrEQtiZS2CtEENopLqgqLMugKOlHDP7euC151zg52xTtF1WZhgd5AqpWASZWIQJ/9dKL1eKpvf1gKVCArFQgKBWprMPGNp3Pert+Wy9m9LDDQqJCBKxEIPaN6vWsrNDPGFnLoNYKEBHVxss/5cPfFtYQywUQGVvjrbNrWAh099YHHVBJABUduZYM7I9HK0UEAoFcLCom1Hn64PoOjiePYtMCEhLtFTNpUJYm0nhYCHH6lfao5PKFmKhALbmUrzf1xNBbk3Qy6spxCIhLGQSzOzroV3WTinDa8+5QCIWQiERYVL32l3prMyowOZ1mn5l6qLdYYh11TatzaMCdT6/2tGpWsuvGOqD4kO+RCjALxODqrW8b/OnfYnidERCAbybWWJMkKpaaZVn8v+56Hz+/F/etU6zLnzqa+wIjEc1Z1+5/2qjXj7DXkylUmHv3r3w8fGp8jKZmZmwsrJCRkZGoz7Lk5SUBGdn50afDwDnRTHOhyKcD09xXhThfHiK86II58NTnBdFOB+KcD48xXlRpLHlw7M653Gf9a9xP7TeXmFnjDHGGGOMMcYasnrZYZ88eTJatGiBpKQk9O7du9oP7jPGGGOMMcYYY6auXj6k99VXX+Grr74ydhiMMcYYY4wxxqqgotvF2bPVyyvsjDHGGGOMMcZYQ8cddsYYY4wxxhhjzARxh50xxhhjjDHGGDNB3GFnjDHGGGOMMcZMEHfYGWOMMcYYY4wxE8QddsYYY4wxxhhjzAQZtMOekJAAIioznYiQkJBgyFAYY4wxxhhjjDGTZtAOe8uWLZGamlpm+sOHD9GyZUtDhsIYY4wxxhhjjJk0g3bYiQgCgaDM9KysLMjlckOGwhhjjDHGGGOMmTSxIVYyffp0AIBAIMCCBQtgZmam/U6tVuPs2bPw9/c3RCiMMcYYY4wxxli9YJAOe3h4OICiK+zXrl2DVCrVfieVSuHn54eZM2caIhTGGGOMMcYYY6xeMEiH/dixYwCAsWPHIjQ0FJaWloZYLWOMMcYYY4wxVm8Z9Bn29evXw9LSEtHR0Th06BBycnIAoNyR4xljjDHGGGOMscbMoB32hw8folevXvDw8MCLL76I5ORkAMBbb72FGTNmGDIUxhhjjDHGGGPMpBm0w/7ee+9BIpEgISFBZ+C5ESNG4ODBg4YMhTHGGGOMMcYYM2kGeYa92OHDh3Ho0CG0aNFCZ7q7uzvi4+MNGQpjjDHGGGOMMWbSDHqF/cmTJzpX1os9ePAAMpnMkKEwxhhjjDHGGGMmzaAd9q5du2LTpk3azwKBABqNBitWrECPHj0MGQpjjDHGGGOMMWbSDHpL/IoVK9C9e3dcuHAB+fn5mDVrFq5fv46HDx/i1KlThgyFMcYYY4wxxhgzaQa9wu7t7Y2rV68iMDAQffr0wZMnT/Cvf/0L4eHhaN26tSFDYYwxxhhjjDHGTJpBr7ADgKOjIxYvXmzo1TLGGGOMMcYYY/WKQTvsV69eLXe6QCCAXC6Hi4sLDz7HGGOMMcYYY4zBwB12f39/CAQCAAARAYD2MwBIJBKMGDEC3333HeRyuSFDY4wxxhhjjDHGTIpBn2HfvXs33N3d8f333+PKlSu4fPkyvv/+e3h6emLLli1Yt24d/vjjD8yfP9+QYTHGGGOMMcYYYybHoFfYlyxZgtDQUISEhGin+fr6okWLFliwYAHOnTsHc3NzzJgxA59//rkhQ2OMMcYYY4wxxkyKQa+wX7t2Da6urmWmu7q64tq1awCKbptPTk42ZFiMMcYYY4wxxpjJMWiHvU2bNvjss8+Qn5+vnVZQUIDPPvsMbdq0AQDcuXMHTZs2NWRYjDHGGGOMMcaYyTHoLfFfffUVBg4ciBYtWsDX1xcCgQBXr16FWq3G3r17AQAxMTGYNGmSIcNijDHGGGOMMcZMjkE77MHBwYiLi8PmzZtx8+ZNEBGGDh2KV199FRYWFgCAN954w5AhMcYYY4wxxhhjJslgHfaCggJ4enpi7969mDhxoqFWyxhjjDHGGGOM1UsGe4ZdIpEgLy9P573rjDHGGGOMMcYYK59BB5175513sGzZMhQWFhpytYwxxhhjjDHGWL1j0GfYz549i6NHj+Lw4cNo164dzM3Ndb7ftWuXIcNhjDHGGGOMMcZMlkE77NbW1hgyZIghV8kYY4wxxhhjjNVLBu2wr1+/3pCrY4wxxhhjjDHG6i2DPsPOGGOMMcYYY4yxqjHoFXYA2LFjB7Zv346EhATk5+frfHfp0iVDh8MYY4wxxhhjjJkkg15h/+KLLzB27Fg4ODggPDwcgYGBsLOzQ0xMDPr162fIUBhjjDHGGGOMMZNm0A77119/je+//x5r1qyBVCrFrFmz8Pvvv+Pdd99FRkaGIUNhjDHGGGOMMcZMmkE77AkJCQgODgYAKBQKPH78GADwxhtvYOvWrYYMhTHGGGOMMcYYM2kG7bA7OjoiLS0NAODq6oozZ84AAGJjY0FEhgyFMcYYY4wxxhgzaQbtsPfs2RN79uwBAIwbNw7Tpk1Dnz59MGLECAwePNiQoTDGGGOMMcYYYybNoKPEz5s3D82bNwcATJw4Eba2tjh58iQGDBjAg84xxhhjjDHGGGMlGLTD7ubmhuTkZDg4OAAAhg8fjuHDhyMtLQ0ODg5Qq9WGDIcxxhhjjDHGGDNZBr0l/lnPqWdlZUEulxsyFMYYY4wxxhhjzKQZ5Ar79OnTAQACgQALFy6EmZmZ9ju1Wo2zZ8/C39/fEKEwxhhjjDHGGGP1gkE67OHh4QCKrrBfu3YNUqlU+51UKoWfnx9mzpxpiFAYY4wxxhhjjLF6wSAd9mPHjgEAxo4di9DQUFhaWhpitYwxxhhjjDHGWL1l0EHn1q9fb8jVMcYYY4wxxhhj9ZZBB51jjDHGGGOMMcZY1XCHnTHGGGOMMcYYM0HcYWeMMcYYY4wxxkwQd9gZY4wxxhhjjDETVG877Ldu3UJwcDA8PDwQGBiIiIgIY4fEGGOMMcYYY4zpjUFHident99+GxMmTMCYMWOwY8cOjBs3DqdPn9ZL2isORiI5IxeL+nvDUinDL+FJuHbnETSFGkTdz0ITSzlaNzFH0sMsXEx4hOx8DSzkYjS1kCE+NRMSiQQaABoimIsJhSRCXqEGeYUaZGUXwMpcgoc5BcgtrH5sEgBiESARC5BbQFBrAI+mMgS1ckRUymOkP8nHgpe8EOTmUO7ycQ+yEJ7wCI7iJwAAnw8PQSgzQ9xn/WueYfWQas4+7d8np/gB0H9euM/ZhwIAnw/wxtDOLfWSZnHcLS2BYx/oJ87uy44iPj0XL6rKnr9buj8CaU/ysLBfUVl49DgXs3dfw6GIFACADMDLHZvD2UaOvVfvISqlaL8SAtD8k4YIgLrE31IhIJcAj/OA4iIw3K8Jfr32ADIJ0KOVBX6LfAwC0NJWgf7+TfFaYCtICp+gW+g5mMvEWDOyA7adT0RHVxv08bLHW5suoqmVHP/u7o7Eh9lo7WCGwxH3EB6fAX8XK8zo61Vm236/fg9qAl7wcQQAPHqSi52X7kJekAEAeJiVh6PRSXBzUCItKx+3Uh7DUSnER3tvID1bAyEAkagorRx1meSrRQhAIQLUgqLPduZSjOjkBHO5GVrbK9G9TdnyfCUxHetPxqGjygZvBKlqF0AlGns9UZj5AIBx86FknWWM9Y/49hQycwuwup8TAGBTWCxe6eKJJkp5mXmj7z/Goev3IJMI0dXdAd//FY3rdzLg62wNvxbW2HkxAfcy81CoIeTkFUJDhAI1IBMCVmYS5BVqoJCKcD8jH7mkm7YAQFsncyQ/ykZaju6XMjyta9QASi0KCwkgFQvwOJ+gFAMkFKKlnRJvBLdEoVqDwxH30MW9CUYHt9JZ7uStVKQ/yUeItyOkUpHOd429bABlj6EtLCXwc7aEpUKBs7FpyM1XIz8/H2l5ZX8TKYB8AEohIJWJoCE1HuU+/d5KDEhlEvg1t8DDHDXiUzPwuABoohAi5YkGCjEgEgphpZDAxkKKds0sEZH8BE3kAlxNfgIHpRSDOjrDXExYfyYRlnIxxnRuDalYgPuZ+RAJgBGBLlXa5qMR9xCXlo2X2zfT2e8j7mQg6v5jtFTkavPBytwM1z5pXPWEPuvL2m6Hvpa3EgFXllR/+bOxabj3KBdtLAoAABtOxWBggBtUTZTVTqs8/h/uw6M8oKkSODtfP79zXew7pfcJVnMCIipdf5q8lJQUeHh44MGDBxCLxSAiODk54cyZM1CpVBUum5mZCSsrK2RkZJT7PvieK44hJi0bACCXCBDU0hanbqchv5YNckPb+lZAmU77hdg0vL/zGvIL1dBkPcSZJcPh/N52CGVmAIzTCDSWkhVTYeYD3PlmjF7zomT6gH467aXT1EenveWcfdoGVHE+FJeNLp8dRdI/LScziQinZwah0/JTKFAbvsqwlACZBVWb10EpRWpWvk7D0N3eHL/P6K79/O7WS7gYnw4A8HO2waeDvDFgTRgeZeej4PEDRK16A72W7kcOpMjMKUSBWo3CQkINzrHVmqVcjFcCnPFBf2/ttCPXk/H25ktQU1EHpreXPdaODtT7upOSkuDs7Nwo64m6riNqGksxQ66/9dx9KC726swHSPpmDLxm74CttQ1+mRKs03n5MyoFM3++godP8qGhsh20+qCnpz1+HFtUnhb99jd+j7gPAFDZmWPTmwEQiUSNumwAlZcPUycRCkAgKCQieDezxP/eDq5w/g9/u4bdl+6CiGClkGr3+92XkrDqyE2oNQRJziP8+dHQRllP6LO+rO12GHv5L4/ewv8uJIKIoCzMxOEF/4LX7B0wV1pi45uB8G5mVeW0qhKfCMBtPbdZAf22g0u2L30/PVHu/A2p/iwvP4GibaysH/os9fKW+MTERDRr1gxicdENAgKBAC4uLkhISCgzb15eHjIzM3X+VSTuYbb279wCQlhMOgrrWWcdAObu/LvMtO0Xk5D/z8YUqOvhRunJswpSXZq5R/+PbMRWvCtXSUWN6bsZTy9zZBeoMfXnCKN01oGqd9YBICuvsMx2xTx48vT7nHxtZx0oulL905lEPMrOBwAUn8N8nFu00uz8QhSojdNZB4BCtQYHr9/TmfblsdvaDhQBOBmdZvjAWKNRstiXLFsZOfnYfemOzrw7LibhcW5RGayPnXUACLv99GrQXzef/h2X9gRXkvRQ8dZzxjiG6luBpugORSJCxN1MPHqSW+H8RyNStMeGkvv97st3oNYUTc/Kr8aBqpF5owHsM1V16Po97b6S9iRPOz23QI2NYXF6X1/jbc03LvX2lniBQKDz+Vk3CixduhSLFy8uM/1ZHXdBQQ40/7ROBAJAKhAhL18NTT1reTiayctso7mgAIW5RR2X4v81eU9PUFR2MqOhKLnNAKD+57M+86L0OmwVAr2nCeg3zuJ80KaZnwPNPzu+UAC0tXfEH9fLxmB6hNDkaXSmiERP81+tVkOszkVuQdFhTioWobkFQZOfDSJCYW7RNhbnB+XngQhGqwM0GiFkSt3f2l5WCMrL1naIJAJxnZTf4jQbez1RF3VETWMx9vqL80Kdlw2BQIAmco1OLGaCfFB+NjSFmnp33CwmLlGeZJo8PMktanSLhALIKVfn5H9jLxtA+eXD1AlQdEJJAyEkIiE0ednIVOc/c34p5UGdl1O0bIn93gz5JtOuMmY9UVl9+dXikCrHUtvtMPbyCuQjVbtP6LYnbMRqk28L1kWaJduXz6onGlL9WdE2Fm9ndW9wr7e3xLu7uyMtLa3SW+Lz8vKQl/f0DNedO3fg7e0NxhhjjDHGGGPMkBITE9GiRYsqz18vr7A7ODigffv22Lx5M8aMGYOdO3dCpVKV+/y6TCaDTCbTflYqlUhMTISFhUWZq/R1JTMzE87OzkhMTKzW8wp1GYNarUZ0dDQcHBygUqmMGpuxFOdJXFwcYmJi0LNnzwaVD9Xd74r3CTc3N4j+GU3NFPZdQyre3j/++AP+/v7afNBHmqaSh9WJR61W4/Llyw2ubFRHyX2iVatWXF/GxSElJUWnnqhuGvU5/0rnAx9DG94xtKb7Kber6k99aai6qKEeQ2vavuSy4YyEhAQIBAI0a9asWsvXyw47AHz33XcYM2YMPv30U1haWmLjxo1VWk4oFFbrjIY+WVpaGn0HLRlDQECA9tYMU4jNWGxsbNCxY0cADTMfqrNNAQEBtU6jIejYsaPet9fU8rCq8TTkslEdxfkANO68sLGxgaura63SaAj5V5wPfAxtuMfQmmwLt6uK1Jf60hCxNcSyUay67UsuG4CVlVWNtr3edtg9PT319ho3xhhjjDHGGGPM1NTLUeIZY4wxxhhjjLGGrt5eYa9PZDIZPvzwQ51n6U0lBlOIzVhKb3tDywd9/LaNbf+oi+01tTysbjymFr+hNfR6oqq4PilSehsawjbVVEMtG7X9TXmfMP19wpC/UUPcH2q6TQ0xL6qqttteL0eJZ4wxxhhjjDHGGjq+JZ4xxhhjjDHGGDNB3GFnjDHGGGOMMcZMEHfYGWOMMcYYY4wxE8QddsYYY4wxxhhjzARxh50xxhhjjDHGGDNB/Fq3RighIQEJCQkAABcXF7i4uBg5IsaYqeF64inOC1YS7w9PcV4U4Xxg7Nm4fNQed9jriEajwcmTJ3V20C5dukAoNN5NDWfPnsW0adMQGxsLFxcXEBESExPRsmVLrFu3Dl5eXkaLzdA0Gg3WrVuHrVu36vxGr7zyCsaNGweRSGTkCKsvLy9P5/2OO3bswIkTJ9C+fXuMGTPGeIGZuIyMDPz66686+8HAgQNhbW1tUmnWRnXiuXHjBt58802uJ9C48yIhIQHjx49HbGwsBg4ciE8++QRyuRwAEBQUhNOnTxs5QsMoWXZSU1Oxf/9+PH78GK6uro1qfyitIZWNn3/+GcOGDQMAPHjwAKNHj8bJkyfRvn17bNq0qcLORUPKh5ooWU8MGDAArVu3xo4dO5CQkICkpCQEBwebRLvKkO0jbl8+1djLh14R07uTJ0+Sq6srPffcczR8+HAaNmwYBQYGkqurK504ccIgMaxevVr7d0xMDHl7e5NAICB7e3u6evWqzrw///wzBQQEGCQuU/H222/TwIEDaf/+/RQREUEuLi60f/9+GjhwIE2YMMHY4dVI+/bttX9//fXX5OvrS0uXLqXOnTvTRx99VOV0Hj16RBs3bqSPP/6YPv74Y9q4cSOlp6fXQcTGt2vXLnJ0dKQRI0bQrFmz6P3336fhw4eTo6Mj7dq1y2TSrI3qxvPcc8/Rjh07ykxvjPVE6bxwd3cnosaRF/369aM1a9bQhQsXaNSoURQcHEyZmZlEROTv71/ldOpzfVK67Dg5OVFwcHCZstMY9ofSGlLZKHnsHD9+PM2ePZuSk5Np5cqVNGjQoAqXbez1Zcl6wsPDg2xsbGjHjh0UERFBbdq0MZl2lb7aR1VRun15/fp1k8mHmqpp/jX28vEsxfVldXCHvQ60a9eOzp8/X2b6uXPnyMfHxyAxlCxcr7zyCq1Zs4Y8PDxox44d1Lt37zLze3h4GCQuY7p+/br2n4uLi85nJycnIiLSaDTUunVrI0daMyUb0YGBgZSUlERERJmZmVXe70yts1nXPD09KTY2tsz0mJgY8vT0NJk0a6O68VRUFzS2ekKlUpVbTxA1/LwoeQwhIlqyZAkFBATQo0ePynz3LPW9Pilddop/8/LKTkPfH4gabtkoeez09fWlwsJCnc8Vaez1Zcm6wM3Nrdx6whTaVfpoH1WVm5tbudNNIR9qqqb515jLR8n6sfS/kvVlVfEt8XUgNzcXnTp1KjM9ICAAeXl5BomBiLR/R0REYOvWrdiyZQuys7ORkpKi/U6j0eC///0v7OzsDBKXMfn4+EClUoGIcPfuXbzwwgvaW5MePHig/V8gEBgzzBorGbdarUbz5s0BABYWFhCLq1bU586di9OnT0OlUulMj42NRb9+/TB48GC9xWsK1Gp1mW0FgJYtW0KtVptMmrVR3XiaNGmC//73v3jttde0j/A01noiOTkZ3bp1g7m5OQQCAR48eNBo8iI7O1vn8wcffACpVIpevXrh8ePHVUqjvtcnpctOybJRXHYay/4ANNyykZeXh8jISBARhEKhzi3LlbUHGnt9WbKeEAgEmDBhQpl6whTaVfpoH1VnXQ8ePECTJk10pptCPtRUTfOvMZePkvVlacV9jmrR6+kERkREL7zwAi1evJgePHignfbgwQNatGgR9e3b1yAxtGrVivbv30979+4lb29vIiK6desW9ezZk0QiEbVt25Z8fHzI2tqaevToQVFRUQaJy5hUKhXduXOHiIh++OEHatasGU2ZMoVWrFhBVlZWNHnyZGrevDn98MMPRo60ZszMzCggIIA6depElpaW2ttXNRoNtW3btkppPOvMcGXf1VcjR46ksWPH0oULFyg1NZUePHhAFy5coLFjx9KIESNMJs3aqG48xfWEjY1No68nSueFWCxuNHkxaNAgOnDgQJnpK1euJIFAUKU06nt9UrrsnDt3jgICAkgqlZKlpSWXjQZSNlxdXally5akUqlIpVJRYmIiEVGV7iZp7PVlyXqiZLvqpZdeIgAm067SR/uoqkq3Lz///HOTyYeaqmn+NebyUbK+LK1FixbVTk9AVE7Xn9VKamoq5syZg+3bt+ucWRk+fDg+++wzODg41HkM3bt31zkjtnnzZjRv3hwpKSno27cvfvzxRwCAs7Mz7O3t6zweUzB16lQMGzYMXbp0AQDExcVpB0c5fvw4Ro0ahSFDhqBly5ZGjrRm/vzzT53PHTt2hFKpxL1797Bz505Mnjy50jReffVVyOVyTJ48Ga6urhAIBIiLi8NXX32F7OxsbNu2ra7CN4qcnBx8/vnn+N///qcdHMbV1RVDhw7F+++/DzMzs1qnKRAI4OLiUqs0a6Om25iamorExEQAjbueAJ7mxbJly7BmzZpGkRfFd4OVHGio2J07d7RXWCpS3+uTZ5Wdfv364eWXX4ZCoeCy0YDLRnZ2Nu7fv1+lNkFjrS9L1xMl21VZWVnw9vY2iXaVPtpH1VEyH4CiQedMIR9qqrb51xjLR3n1ZbEpU6ZgzZo11UqPO+x17OHDhwAAW1tbg6730aNH5Y4ArVarkZeXZ/BOA6sf6qIDyxhrnLg+YYwxxmqPO+x1oOQrQtLS0jB69Gjt6w8qe0WIvkilUvTr1w9vvfUW+vfvb9TXydU3e/fuxUsvvWTsMPSqIW6TvhjiFYzp6emwsbHRW3rVZYqvmWSsPuCyw1jtmXIbxJCxmXI+1FRD3CZTxEecOrB06VLt33PnzoWPjw+ioqIwcOBATJ061SAxtGzZEl27dsXcuXPRokULzJkzBzdv3jTIuuu7X3/91dgh6F11tkmj0eCvv/7C5s2bsXnzZvz111/QaDR1GJ3xnDp1Cq1atcKsWbOwZ88e/Pbbb3j//ffRqlUrnDx5skZphoaGav+OjY1F27Zt0axZM7Rs2RLXrl3TV+hVVhfbyFhV1ef6hMsOY/phyu0qQ8ZmyvlQUw1xm0wRX2GvA+3bt0d4eDgAwM/PD5cuXdKOOurn54crV67UeQwdOnTApUuXAACnT5/G+vXr8b///Q9+fn546623MGrUqDqPoT5ISEjQuXJiiLsfTNmpU6fw2muvwdHREa6uriAixMfH4/79+9i8eXO5z+LUZ76+vvjxxx/LvNXh/PnzePPNN2vUwS5Z9kaOHIkuXbpg8uTJ2LlzJ7799lv8/vvveom9qupiGxmrivpen3DZYaz6uF1VhPOB6VWNhr5jFfLy8qKIiAi6fv26zrsLiYj8/PwMEkN5I5s+efKE1q9fT127djVIDKYsMjKSgoKCyNHRkQIDAykgIIAcHR0pKCiIIiMjjR1ejcTHx1Pfvn3J3d2dZsyYQTk5Odrvnn/++Sql0a5dOzp//nyZ6efOndP7u0pNgbu7e42+q0jpd/qWZKjyX1JdbKM+aTQaGj9+PNnY2BAAsrKyoqlTpxo7LKYH9b0+MfWy0xAcO3aMAFB6evoz51m/fj1ZWVkZLKZiH374oVHq7PKMHj2aXn75ZWOHUSFTblfpo31UVaacDzVlyPxj5eNb4utAdnY2+vfvj/79++PRo0dISkoCAGRkZBjsuTcq58YJMzMzjBkzpsxoj43RmDFjMGPGDCQnJ+Ps2bM4d+4ckpOTMX369Hp798HEiRMxcOBAbN26FampqTrvQc3Nza1SGrm5uWWuJgFAQECAdjTYhqR169b46KOPkJaWpp2WlpaGxYsX13g018zMTBw4cAD79u1DYWGhznfllcu6VhfbqE8HDx7Ehg0bsHfvXiQnJ8PHx8fYIZmMMWPGYNCgQcYOo8bqe31i6mWHMVNiyu0qfbSPqsqU86GmDJl/pXXv3h3vvfdena6jOowVD3fY60BcXBxiYmIQGxuL2NhYtGjRAgAgkUiwc+dOg8Rw/Phxg6ynvkpPT8eQIUPKTB86dCgyMjKMEFHt3bt3D5MnT0bHjh2xceNG9O/fH7169UJGRobOK/4q0tgaqJs2bUJcXBxUKhWUSiUsLCygUqkQHx+P//73vzVK09nZGcuXL8fnn38OBwcH3LlzBwCQkpICqVSqz/CrZNOmTYiPj9duo1KphKura622UZ9u374NJycnBAcHw9HREWKx2Ngh6U1+fr6xQzCq+l6f1EX9wFhDZcrtKn20j6rKlPOhpgyZf3WhQRyLjX2JnzVMP//8M/n4+JBcLidbW1vq1asXZWVlERHRjz/+SG3atCGZTEaenp701VdfaZcbO3YstWvXjnJzc4mIKD8/nzp06ECvvvqqXuMLDg6mTZs2kVqt1k5Tq9W0YcMGCgoK0uu6DMXT07PMtBUrVlDHjh3Jzc2tSmmkpKTQm2++SUqlkszNzUmpVJJSqaSxY8fS/fv39R2ySUlLS6O0tLQ6S7+wsJCePHlSZ+lXRV1vY3WNHj2aAGj/ubq6Urdu3Wjy5Mk0efJksrKyIltbW5o3bx5pNBrtcl999RW5ubmRTCYjBwcHGjJkiBG34qni2KdNm0Z2dnbUtWtXun79OvXr14/Mzc3JwcGBXn/9dUpNTdUu86y68sMPP9TJGwB07NgxIiJKSkqi4cOHk7W1Ndna2tLAgQMpNjZWJ5Z169aRt7c3SaVScnR0pMmTJ2u/i4yMpM6dO5NMJiMvLy/6/fffCQDt3r1br/nRkOoTfZYdjUZDy5Yto5YtW5JcLidfX1/6+eefSaPRUK9evSgkJES7v6enp5OzszN98MEHRFRUj7z55pukUqlILpeTh4cHrV69Wif94tunV6xYQY6OjmRra0uTJk2i/Px87Tx3796lF198keRyOalUKvrpp5/I1dWVVq1apZdtLCk3N5feeecdsre3J5lMRp07d6Zz584RUfm3xK9fv56cnZ1JoVDQoEGD6PPPP9e5Jb74VvVvv/2WWrRoQQqFgoYOHVrmtvqK2hpERLNmzSJ3d3dSKBTUsmVLmj9/vk4elb4lPiYmhlq3bk0TJ07UaTvo07Pqg9K3xFeUp0RP83Xv3r3k6+tLMpmMAgMD6erVqzrrO3XqFP3f//0fyeVyatGiBb3zzjvatlp1mXK7Sh/to6oy5XyoKUPmX0ml2wgAKDo6usp14KeffkpOTk7k6upKREX7u5+fH8lkMurYsSPt3r2bAFB4eLh22YqO2eXFU/rYW1e4w8707u7duyQWi+k///kPxcbG0tWrV+mrr76ix48f0/fff09OTk60c+dOiomJoZ07d5KtrS1t2LCBiIgeP35MrVq1ovfee4+IiGbPnk0uLi706NEjvcZ469Yt6tmzJ9nY2FDbtm3Jx8eHrK2tqUePHhQVFaXXdRnKoEGD6MCBA2Wmr1y5kgQCQbXTM7XOXV2Ii4vT+3NZ8fHxFBISYjLPem3fvl3794MHD6h///5kaWlJ3bp1o/j4eIPHU9KjR4/oo48+ohYtWlBycjKlpKRQt27dSKlU0tSpU+nGjRu0efNmMjMzo++//56IiM6fP08ikYi2bNlCcXFxdOnSJQoNDTXqdhQrjv3999+nGzduUFhYGDVp0oTmzp1LkZGRdOnSJerTpw/16NGDiCquKx8/fkzDhw+nF154gZKTkyk5OZny8vLoyZMn5O7uTm+++SZdvXqVIiIi6NVXXyVPT0/Ky8sjIqKvv/6a5HI5rV69mqKioujcuXPajpharSZPT0/q06cPXb58mU6cOEGBgYF10mEvqT7WJ3VRPxARffDBB9SmTRs6ePAg3b59m9avX08ymYyOHz9OSUlJZGNjo22Ajhgxgjp16qTtSObn59PChQvp3LlzFBMToy0f//vf/7Tpjx49miwtLWnixIkUGRlJe/bs0SlDRES9e/cmf39/OnPmDF28eJG6detGCoWiTjrs7777LjVr1oz2799P169fp9GjR5ONjQ2lpaWV6bCfOXOGBAIBLV26lKKioig0NJSsra3LdNjNzc2pZ8+eFB4eTn/++Se5ubnpnNivrK1BRPTxxx/TqVOnKDY2ln777Tdq2rQpLVu2TGc9xR32a9eukZOTE82ZM0fv+VOsovqgdIe9ojwletph9/LyosOHD9PVq1fppZdeIpVKpd2Xrl69SkqlklatWkU3b96kU6dOUfv27WnMmDE1it+U21X6bh9VxJTzoaYMmX8lPXr0iIKCgmj8+PHa42Bubm6V6kClUklvvPEG/f3333Tt2jXKzMwkW1tbev311+n69eu0f/9+8vDw0Omw3717t8JjdnnxFBYW1tn2l8QddqZ3Fy9eJAAUFxdX5jtnZ2fasmWLzrSPP/5Y56xjWFgYSSQSWrBgAYnFYvrzzz/rLNaUlBS6ePEiXbx4kVJSUupsPYaQm5urvTOhtKSkpFqn3xAHWerXrx+tWbOGLly4QKNGjaLg4GDKzMwkIiozYKQx06yNkgNQjh8/nmbPnk3Jycm0cuVKGjRokMHjKW3VqlXas99ERZ1eLy8vnSvqs2fPJi8vLyIi2rlzJ1laWmrz1JR069ZN5zdesGAB9e3bV2eexMREAkBRUVEV1pVE5Q80tW7dOvL09NTJn7y8PFIoFHTo0CEiImrWrBnNmzev3DQPHDhAYrGYkpOTtdPq6gp7RepDfVIXZTkrK4vkcjmFhYXpTB83bhyNHDmSiIpOsslkMpo7dy6ZmZlV2sifNGmSzl0mo0ePJldXV52G5LBhw2jEiBFEVHSHBQCdAQFv3bpFAPTeYc/KyiKJREI//fSTdlp+fj41a9aMli9fXqbDPnLkSHrhhRd00hgxYkSZDrtIJKLExETttAMHDpBQKNTu11Vpa5S2fPly6tixo856/Pz8KCwsjGxtbWnFihXV3v7qqKg+KFkXVJanRE877Nu2bdPOk5aWRgqFQtuxeeONN2jChAk66zlx4gQJhUKdk1PVZYrtqrpuH5XHFPOhpoyRf8W6detW6UC05dWBTZs21Z7EJiL65ptvyM7OTmffXrt2rU6HvbJjdlXjqQsN52FBZjL8/PzQq1cvtGvXDiEhIejbty+GDh2KwsJCJCYmYty4cRg/frx2/sLCQlhZWWk/BwUFYebMmfj4448xe/ZsdO3atc5itbe3h729fZ2lb0gymeyZ3zVv3rxKaURERDzzu6ysrGrHZOqKn8sCgI0bN+LTTz9Fr1698Pvvv9f4uay6SLM2qMRAd2fPntW+ZnL69OnYuHGjweOpiueff14nr4KCgrBy5Uqo1Wr06dMHrq6uaNWqFV544QW88MILGDx4MMzMzIwY8VMlB1m7ePEijh07BqVSWWa+27dvo2/fvuXWlTY2Ns9M/+LFi4iOjoaFhYXO9NzcXNy+fRspKSm4e/cuevXqVe7yUVFRcHZ2hqOjo3ZaYGBgdTezSup7fVIXZTkiIgK5ubno06ePzvT8/Hy0b98eADBs2DDs3r0bS5cuxTfffAMPDw+deb/99lv88MMPiI+PR05ODvLz8+Hv768zT9u2bbWvkwUAJycn7WvooqKiIBaL0aFDB+33bm5uFe53NXX79m0UFBSgc+fO2mkSiQSBgYGIjIxEQECAzvyRkZEYPHiwzrSgoCAcPHhQZ5qLi4t2fKDieTQaDaKioiASiarU1tixYwdWr16N6OhoZGVlobCwEJaWljrrSUhIQO/evfHJJ59g2rRpNc+IKnhW26n071JZnpYUFBSk/dvW1haenp7aeYrrkp9++kk7DxFBo9EgNjYWXl5eNdoOU2xX6aN9VF2mmA81ZYz8q0hV6sB27drpjBsUFRUFX19fyOVy7bTSx77Kjtml62JD4g470zuRSITff/8dYWFhOHz4ML788kvMmzcPe/bsAQCsXbsWzz33XJllimk0Gpw6dQoikQi3bt0yaOyNnY+PD1QqVbmjmT948MAIEdWt7Oxsnc8ffPABpFKpzgioppBmbeTl5SEyMhJEBKFQqFPW6sNgMaVZWFjg0qVLOH78OA4fPoyFCxdi0aJFOH/+PKytrY0dHszNzbV/azQaDBgwAMuWLSszn5OT0zPryrNnzz5zUDaNRoOOHTvqNLKL2dvbV/omEiIy2O9e3+uTuijLGo0GALBv374yDd3iRnF2djYuXrxY7jFw+/btmDZtGlauXImgoCBYWFhgxYoVOHv2rM58EolE57NAINCuu7zfo6LptVGcZul97ln7YU1jKE6r5HZW1NY4c+YMXnnlFSxevBghISGwsrLCtm3bsHLlSp357e3t0axZM2zbtg3jxo0r06HXp4rqg5Kqm6elFc+j0Wjw9ttv49133y0zD78znJmqqtaBJY/FQPnlo3R9U9kx25h4lHhWJwQCATp37ozFixcjPDwcUqkUp06dQvPmzRETEwM3NzedfyUbpytWrEBkZCT+/PNPHDp0COvXrzfiljQurq6uOHnypPYNByX/NW3a1Njh6Z2Xl1eZKzczZ87Eq6++itu3b5tMmrVhCq+ZrK4zZ86U+ezu7q5tbIvFYvTu3RvLly/H1atXERcXhz/++MMYoVaoQ4cOuH79OlQqVZk6r7gxUV5duXv3bgCAVCqFWq0uk+atW7fg4OBQJk0rKyvtSOZHjx4tN6Y2bdogISEB9+/f1047f/58nWx/fa9P6qIse3t7QyaTISEhoczv5+zsDACYMWMGhEIhDhw4gC+++EJn3z5x4gSCg4MxadIktG/fHm5ubtWOpU2bNigsLER4eLh2WnR0NB49elSjbaqIm5sbpFIpTp48qZ1WUFCACxculHsF19vbu9zyX1pCQgLu3r2r/Xz69GkIhUJ4eHigadOmlbY1Tp06BVdXV8ybNw+dOnWCu7s74uPjy6xHoVBg7969kMvlCAkJqfOTrhXVB8Wqk6cl8y49PR03b95EmzZtADytn0rnUXH6jJmC0sfBmtaBbdq0wdWrV3VeKXrhwgWdeapyzC7vuGwQBr8JnzV4Z86coSVLltD58+cpPj6etm/fTlKplPbv309r164lhUKhHQzp6tWr9OOPP9LKlSuJiCg8PJykUin99ttvRET0ww8/kIWFBd2+fduYm9RovPvuu3TixIlyvys5ynRDURfPZRnzWa/qePLkCcXExBg7jHKfYVcqlTRt2jS6ceMGbdmyhczNzenbb78lIqI9e/ZQaGgohYeHU1xcHH399dckFArp77//NtIWPFX62bY7d+6Qvb09DR06lM6ePUu3b9+mQ4cO0dixY6mwsLDCupKIaMmSJeTi4kI3btyg1NRUys/P1w461717d/rrr78oJiaGjh8/Tu+++672md4NGzaQXC6n0NBQunnzJl28eJG++OILIioaZdzT05NCQkLoypUrdPLkSXruuecIAP3yyy96zY/6Xp/UVVmeN28e2dnZ0YYNGyg6OpouXbpEa9asoQ0bNtDevXtJKpXSxYsXiYho/vz51KJFC3r48CEREa1evZosLS3p4MGDFBUVRfPnzydLS0ud0czLG/tg6tSp1K1bN+3n3r17U4cOHejs2bN06dIl6tGjh/bYrG9Tp06lZs2a0YEDB3QGSHv48GGZZ9hPnz5NAoGAli1bRlFRUfTll18+c9C53r170+XLl+mvv/4iDw8PeuWVV7TzVNbW+OWXX0gsFtPWrVspOjqaQkNDydbWttzR6ImKBsTt0qULde7cmR4/fqz3PCKquO1U+jetKE+Jnj7D3rZtWzpy5Ahdu3aNBg4cSC4uLtrneq9cuUIKhYImTZpE4eHhdPPmTfr1119pypQpdbJ9jNXE+PHjKSAggGJjYyk1NbXGdWBGRgbZ2trSqFGjKCIigg4ePEht2rQhAHT58mUiqvyYXV48dfXGiNK4w870LiIigkJCQrSvG/Hw8KAvv/xS+/1PP/1E/v7+JJVKycbGhrp27Uq7du2inJwc8vb2LjMIyuDBgyk4ONhgIzEyxgynvA77pEmTaOLEiWRpaUk2NjY0Z84c7SBrJ06coG7dupGNjQ0pFAry9fXVGR3WmMobjObmzZs0ePBgsra2JoVCQW3atKH33nuPNBpNpXVlSkoK9enTh5RKpc5r3ZKTk2nUqFHUpEkTkslk1KpVKxo/fjxlZGRol/3222/J09OTJBIJOTk50TvvvKP9rvi1blKplNq0aUN79uwhAHTw4ME6zR9WRKPRUGhoqPb3sbe3p5CQEDp+/Dg1bdqUPv30U+28BQUFFBgYSMOHDyeiopMIY8aMISsrK7K2tqZ///vfNGfOnGp32O/evUv9+vUjmUxGrq6utGXLFnJwcNCeGNOnnJwceuedd7T7a2WvdVu3bp32dW0DBgx45mvdvv76a2rWrBnJ5XL617/+pe2sFntWW6PY+++/T3Z2dqRUKmnEiBG0atWqZ3bYiYo67cHBwfR///d/NX71WUUqqg9K/6YV5SnR03zds2cPtW3blqRSKQUEBGg7JsXOnTunrWPMzc3J19eXlixZovdtY6ymoqKi6PnnnyeFQkEA6MaNGzWqA4mKXuvm6+tLUqmUOnbsSFu2bNGmWayiY3Z58RjqtW4Cojp4aKmROnjwID755BP8/fffEIlECAoKQmhoKFq3bg0ACAsLw6RJk3Djxg34+Phg/vz5GDx4MMLDw7WDJURERGDmzJn466+/YG5ujr59+2LVqlVo0qSJEbeMMcZYQ3Xq1Cl06dIF0dHR2uMVa1ySkpLg7OyMI0eOPHPAQlOxaNEi/PLLL7h8+bKxQzFZx48fR48ePZCenm4SY3uwuqWv31ulUuG9997De++9p7fYTNlPP/2EsWPHIiMjAwqFwtjhVMg0H2Csp548eYLp06fj/PnzOHr0KIRCIQYPHgyNRoPHjx9jwIABaNeuHS5duqQdAb2k5ORkdOvWDf7+/rhw4QIOHjyI+/fvY/jw4UbaIsYYYw3N7t278fvvvyMuLg5HjhzBhAkT0LlzZ+6sNyJ//PEHfvvtN8TGxiIsLAyvvPIKVCpVnb6VhTGmH927d280nWp92rRpk3ZclV9++QWzZ8/G8OHDTb6zDvAo8Xo1ZMgQnc/r1q2Dg4MDIiIicPLkSQgEAqxduxZyuRze3t64c+eOzitHvvnmG3To0AGffvqpdtqPP/4IZ2dn3Lx506ivE2CMMdYwPH78GLNmzUJiYiKaNGmC3r17lxkdmzVsBQUF+OCDDxATEwMLCwsEBwfjp59+KjO6PGOMNRT37t3DwoULce/ePTg5OWHYsGFYsmSJscOqEr7Crke3b9/Gq6++ilatWsHS0lI7GmlCQkK13/9X/K94NE9jjC7N9E+j0WDZsmVwc3ODTCaDi4sLlixZgri4OAgEAmzbtg3BwcGQy+Vo27Ytjh8/buyQGWMNzKhRo3Dr1i3k5uYiKSkJGzZsgJ2dnbHDYgYUEhKCv//+G9nZ2bh//z52794NV1dXY4dVJYsWLeLb4SvRvXt3EFGjuB3+We0qAJg9ezY8PDxgZmaGVq1aYcGCBSgoKDByxLUzZswY/PnnnwgNDYVAIIBAIEBcXByAon5Ep06dYGZmhuDgYERFRWmXu337Nl5++WU0bdoUSqUSAQEBOHLkiJG2wjhmzZqFuLg45ObmIjY2FqtWrYKZmZmxw6oS7rDr0YABA5CWloa1a9fi7Nmz2ncC5ufnV+v9f5cvX9b5d+vWLb5NrYGYO3culi1bhgULFiAiIgJbtmzReb3R+++/jxkzZiA8PBzBwcEYOHAg0tLSjBix8Y0ZMwaDBg0ydhh1pvhkTW0boCqVCqtXr9ZLTIzp0/HjxyEQCGr92jB97+N8Wylj9V9F7SoLCwts2LABERERCA0Nxdq1a7Fq1SojR1w7oaGhCAoKwvjx45GcnIzk5GTtKyHnzZuHlStX4sKFCxCLxXjzzTe1y2VlZeHFF1/EkSNHEB4ejpCQEAwYMAAJCQnG2hRWDdxh15O0tDRERkZi/vz56NWrF7y8vJCenq79Xl/v/2P11+PHjxEaGorly5dj9OjRaN26Nbp06YK33npLO8+UKVMwZMgQeHl54ZtvvoGVlRXWrVtnxKiLGKJhq6+OK2PMuLgjzBgzhMraVfPnz0dwcDBUKhUGDBiAGTNmYPv27UaOunasrKwglUphZmYGR0dHODo6QiQSAQCWLFmCbt26wdvbG3PmzEFYWBhyc3MBAH5+fnj77bfRrl07uLu745NPPkGrVq3w22+/GXNzWBVxh11PbGxsYGdnh++//x7R0dH4448/MH36dO33r776KjQaDSZMmIDIyEgcOnQIn3/+OQBor7xPnjwZDx8+xMiRI3Hu3DnExMTg8OHDePPNN6FWq42yXUx/IiMjkZeXV+EIvEFBQdq/xWIxOnXqhMjISEOEVytEhMLCQmOHwRhjjLFGorJ21Y4dO9ClSxc4OjpCqVRiwYIFDfqKsq+vr/ZvJycnAEBKSgqAooGxZ82aBW9vb1hbW0OpVOLGjRsNOj8aEu6w64lQKMS2bdtw8eJF+Pj4YNq0aVixYoX2e0tLS+zZsweXL1+Gv78/5s2bh4ULFwKA9rn2Zs2a4dSpU1Cr1QgJCYGPjw+mTp0KKysrCIX8U9V3NR2FsvSjFIZW3vNSGzZsgEAgwKFDh9CpUyfIZDKcOHECRITly5ejVatWUCgU8PPzw44dO7Rppaen47XXXoO9vT0UCgXc3d2xfv16ANCO+dC+fXsIBAJ0795dJ47FixfDwcEBlpaWePvtt5Gfn6/9rnv37pgyZQqmTJkCa2tr2NnZYf78+TqPnXz99ddwd3eHXC5H06ZNMXTo0DrMtbIqes4OAGJiYtCjRw+YmZnBz88Pp0+f1ll+586daNu2LWQyGVQqFQ8SxkySIZ+v/M9//oN27drB3Nwczs7OmDRpErKysnTmOXXqFLp16wYzMzPY2NggJCRE5+43jUaDWbNmwdbWFo6Ojli0aJHe8oIxVrcqaledOXMGr7zyCvr164e9e/ciPDwc8+bN02k7NDQlB40sbjtqNBoARY9c7ty5E0uWLMGJEydw+fJltGvXrkHnR0PCvUA96t27NyIiIpCbm4srV66gW7duICLt87fBwcG4cuUK8vLycOHCBWg0GkgkEri4uGjTcHd3x65du5Ceno7s7GxERkZi1apVRu+0sdpzd3eHQqHA0aNHnznPmTNntH8XFhbi4sWL2oEHjaWi56VmzZqFpUuXIjIyEr6+vpg/fz7Wr1+Pb775BtevX8e0adPw+uuv488//wQA7TNmBw4cQGRkJL755hs0adIEAHDu3DkAwJEjR5CcnIxdu3ZpYzh69CgiIyNx7NgxbN26Fbt378bixYt14ty4cSPEYjHOnj2LL774AqtWrcIPP/wAoOjxk3fffRcfffQRoqKicPDgQYOPC1HZ+AXz5s3DzJkzcfnyZXh4eGDkyJHauxYuXryI4cOH45VXXsG1a9ewaNEiLFiwABs2bDDoNjBWGUM+XykUCvHFF1/g77//xsaNG/HHH39g1qxZ2u8vX76MXr16oW3btjh9+jROnjyJAQMG6NyxtnHjRpibm+Ps2bNYvnw5PvroI/z+++91kDOMMX2rqF116tQpuLq6Yt68eejUqRPc3d0RHx9vhCj1TyqVVvvO2xMnTmDMmDEYPHgw2rVrB0dHR+3JVFYPEDOYjRs30okTJygmJoZ2795NzZs3p9dee83YYTEDWrRoEdnY2NDGjRspOjqaTp8+TT/88APFxsYSAHJxcaFdu3ZRZGQkTZgwgZRKJaWmpho7bOrWrRtNnTpV+/nYsWMEgH755RfttKysLJLL5RQWFqaz7Lhx42jkyJFERDRgwAAaO3ZsuesozoPw8HCd6aNHjyZbW1t68uSJdto333xDSqWS1Gq1Nj4vLy/SaDTaeWbPnk1eXl5ERLRz506ytLSkzMzM6m+8HmRmZpJMJqO1a9eW+a54u3/44QfttOvXrxMAioyMJCKiV199lfr06aOz3Pvvv0/e3t7az66urrRq1aq62QDGquFZ9cWRI0e00/bt20cAKCcn55npeHt705dffqn9XNk+vn37drKzs9N+HjlyJHXu3LnCOLt06aIzLSAggGbPnv3MZRhjpuVZ7apffvmFxGIxbd26laKjoyk0NJRsbW3JysrK2CHX2vjx4ykgIIBiY2MpNTWVjh49SgAoPT1dO094eDgBoNjYWCIiGjRoEPn7+1N4eDhdvnyZBgwYQBYWFjp1NbcjTBdfYTege/fu4fXXX4eXlxemTZuGYcOG4fvvvzd2WMyAFixYgBkzZmDhwoXw8vLCiBEjtM8XAcBnn32GZcuWwc/PDydOnMCvv/6qvQJtijp16qT9u/jukj59+ui8mnDTpk3a1xL++9//xrZt2+Dv749Zs2YhLCysSuvx8/PTefVGUFAQsrKykJiYqJ32/PPP69yJEhQUhFu3bkGtVqNPnz5wdXVFq1at8MYbb+Cnn35CdnZ2bTe/yqoyfkFFz55FRkaic+fOOvN37txZu32M1Qf6fr7y2LFj6NOnD5o3bw4LCwuMGjUKaWlpePLkCYCnV9irGlNxXCXrZMaYaXtWu+rll1/GtGnTMGXKFPj7+yMsLAwLFiwwdrh6MXPmTIhEInh7e8Pe3r5Kz6GvWrUKNjY2CA4OxoABAxASEoIOHToYIFqmD2JjB9CYzJo1S+d2Pdb4CIVCzJs3D/PmzdOZXnxbkpeXl85t8aau5NsLip+T2rdvH5o3b64zn0wmAwD069cP8fHx2LdvH44cOYJevXph8uTJ2gEYq6uqj4pYWFjg0qVLOH78OA4fPoyFCxdi0aJFOH/+vEHeU1uV8QsqevaMqvBaSMZMXWXPVxYPxurm5gaFQoGhQ4c+8/nK+Ph4vPjii5g4cSI+/vhj2Nra4uTJkxg3bpz2PcvVLXfFcRXHxBgzfc9qVwHA8uXLsXz5cp1pDeENFh4eHmXGuRkzZozOZ39/f512gkqlwh9//KEzz+TJk3U+8y3ypouvsDPGKlWV56W8vb0hk8mQkJBQ5rWExc+wAoC9vT3GjBmDzZs3Y/Xq1dq7TKRSKQCUu54rV64gJydH+/nMmTNQKpVo0aKFzrSSzpw5A3d3d+3rTsRiMXr37o3ly5fj6tWriIuLK3PwqitVGb+gIt7e3jh58qTOtLCwMHh4eGi3jzFTYYjnKy9cuIDCwkKsXLkSzz//PDw8PHD37l2deXx9fWtc5hhjjDFTwVfYGWOVUqlUOHv2LOLi4qBUKsu9AmVhYYGZM2di2rRp0Gg06NKlCzIzMxEWFgalUonRo0dj4cKF6NixI9q2bYu8vDzs3bsXXl5eAAAHBwcoFAocPHgQLVq0gFwuh5WVFQAgPz8f48aNw/z58xEfH48PP/wQU6ZM0Xl7QmJiIqZPn463334bly5dwpdffqkdSX3v3r2IiYlB165dYWNjg/3790Oj0cDT09MAuVf0JojZs2dj1qxZkEql6Ny5M1JTU3H9+vVKb9kFgBkzZiAgIAAff/wxRowYgdOnT2PNmjX4+uuvDRA9Y9VTlfqiNDc3N+zatQsDBgyAQCDAggULKlyudevWKCwsxJdffokBAwbg1KlT+Pbbb3XmmTt3Ltq1a4dJkyZh4sSJkEqlOHbsGIYNG2bSjxoxxhhjJfEVdsZMgEqlAhHB39/f2KGUq6rPS3388cdYuHAhli5dCi8vL4SEhGDPnj3aV7ZJpVLMnTsXvr6+6Nq1K0QiEbZt2wag6Ar4F198ge+++w7NmjXDyy+/rE23V69ecHd3R9euXTF8+HAMGDCgzOuXRo0ahZycHAQGBmLy5Ml45513MGHCBACAtbU1du3ahZ49e8LLywvffvsttm7dirZt29ZBbpWvsvELKtKhQwds374d27Ztg4+PDxYuXIiPPvqozC1wjJkCQzxf6e/vj//85z9YtmwZfHx88NNPP2Hp0qU683h4eODw4cO4cuUKAgMDERQUhF9//RViMV+rYIwxVn8IiB+EZIzVc927d4e/vz9Wr15t7FAYY4wxxhjTG77CzhhjjDHGGGOMmSDusDPGGGOMMcYYYyaIb4lnjDHGGGOMMcZMEF9hZ4wxxhhjjDHGTBB32BljjDHGGGOMMRPEHXbGGGOMMcYYY8wEcYedMcYYY4wxxhgzQdxhZ4wxxhhjjDHGTBB32BljjDHGGGOMMRPEHXbGGGOMMcYYY8wEcYedMcYYY4wxxhgzQf8P1ZQQ0PQx09oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x1200 with 196 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_matrix(df, figsize=(12, 12))\n",
    "plt.suptitle('Scatter Matrix of All Columns')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Line plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Layout of 3x3 must be larger than required size 14",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[23], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkind\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mline\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msubplots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlayout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfigsize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m12\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msharex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msharey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m      2\u001b[0m plt\u001b[38;5;241m.\u001b[39msuptitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mLine Plots of All Columns\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      3\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n",
      "File \u001b[1;32mc:\\ProgramData\\anaconda3\\envs\\ds_ml\\lib\\site-packages\\pandas\\plotting\\_core.py:1030\u001b[0m, in \u001b[0;36mPlotAccessor.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1027\u001b[0m             label_name \u001b[39m=\u001b[39m label_kw \u001b[39mor\u001b[39;00m data\u001b[39m.\u001b[39mcolumns\n\u001b[0;32m   1028\u001b[0m             data\u001b[39m.\u001b[39mcolumns \u001b[39m=\u001b[39m label_name\n\u001b[1;32m-> 1030\u001b[0m \u001b[39mreturn\u001b[39;00m plot_backend\u001b[39m.\u001b[39mplot(data, kind\u001b[39m=\u001b[39mkind, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n",
      "File \u001b[1;32mc:\\ProgramData\\anaconda3\\envs\\ds_ml\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\__init__.py:71\u001b[0m, in \u001b[0;36mplot\u001b[1;34m(data, kind, **kwargs)\u001b[0m\n\u001b[0;32m     69\u001b[0m         kwargs[\u001b[39m\"\u001b[39m\u001b[39max\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39m(ax, \u001b[39m\"\u001b[39m\u001b[39mleft_ax\u001b[39m\u001b[39m\"\u001b[39m, ax)\n\u001b[0;32m     70\u001b[0m plot_obj \u001b[39m=\u001b[39m PLOT_CLASSES[kind](data, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[1;32m---> 71\u001b[0m plot_obj\u001b[39m.\u001b[39;49mgenerate()\n\u001b[0;32m     72\u001b[0m plot_obj\u001b[39m.\u001b[39mdraw()\n\u001b[0;32m     73\u001b[0m \u001b[39mreturn\u001b[39;00m plot_obj\u001b[39m.\u001b[39mresult\n",
      "File \u001b[1;32mc:\\ProgramData\\anaconda3\\envs\\ds_ml\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\core.py:500\u001b[0m, in \u001b[0;36mMPLPlot.generate\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    497\u001b[0m \u001b[39m@final\u001b[39m\n\u001b[0;32m    498\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mgenerate\u001b[39m(\u001b[39mself\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m    499\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_compute_plot_data()\n\u001b[1;32m--> 500\u001b[0m     fig \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mfig\n\u001b[0;32m    501\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_make_plot(fig)\n\u001b[0;32m    502\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_add_table()\n",
      "File \u001b[1;32mproperties.pyx:36\u001b[0m, in \u001b[0;36mpandas._libs.properties.CachedProperty.__get__\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mc:\\ProgramData\\anaconda3\\envs\\ds_ml\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\core.py:555\u001b[0m, in \u001b[0;36mMPLPlot.fig\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    552\u001b[0m \u001b[39m@final\u001b[39m\n\u001b[0;32m    553\u001b[0m \u001b[39m@cache_readonly\u001b[39m\n\u001b[0;32m    554\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mfig\u001b[39m(\u001b[39mself\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Figure:\n\u001b[1;32m--> 555\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_axes_and_fig[\u001b[39m1\u001b[39m]\n",
      "File \u001b[1;32mproperties.pyx:36\u001b[0m, in \u001b[0;36mpandas._libs.properties.CachedProperty.__get__\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mc:\\ProgramData\\anaconda3\\envs\\ds_ml\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\core.py:570\u001b[0m, in \u001b[0;36mMPLPlot._axes_and_fig\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    566\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msubplots:\n\u001b[0;32m    567\u001b[0m     naxes \u001b[39m=\u001b[39m (\n\u001b[0;32m    568\u001b[0m         \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mnseries \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39msubplots, \u001b[39mbool\u001b[39m) \u001b[39melse\u001b[39;00m \u001b[39mlen\u001b[39m(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39msubplots)\n\u001b[0;32m    569\u001b[0m     )\n\u001b[1;32m--> 570\u001b[0m     fig, axes \u001b[39m=\u001b[39m create_subplots(\n\u001b[0;32m    571\u001b[0m         naxes\u001b[39m=\u001b[39;49mnaxes,\n\u001b[0;32m    572\u001b[0m         sharex\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msharex,\n\u001b[0;32m    573\u001b[0m         sharey\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msharey,\n\u001b[0;32m    574\u001b[0m         figsize\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mfigsize,\n\u001b[0;32m    575\u001b[0m         ax\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49max,\n\u001b[0;32m    576\u001b[0m         layout\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mlayout,\n\u001b[0;32m    577\u001b[0m         layout_type\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_layout_type,\n\u001b[0;32m    578\u001b[0m     )\n\u001b[0;32m    579\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39max \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m    580\u001b[0m     fig \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mplt\u001b[39m.\u001b[39mfigure(figsize\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfigsize)\n",
      "File \u001b[1;32mc:\\ProgramData\\anaconda3\\envs\\ds_ml\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\tools.py:276\u001b[0m, in \u001b[0;36mcreate_subplots\u001b[1;34m(naxes, sharex, sharey, squeeze, subplot_kw, ax, layout, layout_type, **fig_kw)\u001b[0m\n\u001b[0;32m    268\u001b[0m         warnings\u001b[39m.\u001b[39mwarn(\n\u001b[0;32m    269\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mTo output multiple subplots, the figure containing \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    270\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mthe passed axes is being cleared.\u001b[39m\u001b[39m\"\u001b[39m,\n\u001b[0;32m    271\u001b[0m             \u001b[39mUserWarning\u001b[39;00m,\n\u001b[0;32m    272\u001b[0m             stacklevel\u001b[39m=\u001b[39mfind_stack_level(),\n\u001b[0;32m    273\u001b[0m         )\n\u001b[0;32m    274\u001b[0m         fig\u001b[39m.\u001b[39mclear()\n\u001b[1;32m--> 276\u001b[0m nrows, ncols \u001b[39m=\u001b[39m _get_layout(naxes, layout\u001b[39m=\u001b[39;49mlayout, layout_type\u001b[39m=\u001b[39;49mlayout_type)\n\u001b[0;32m    277\u001b[0m nplots \u001b[39m=\u001b[39m nrows \u001b[39m*\u001b[39m ncols\n\u001b[0;32m    279\u001b[0m \u001b[39m# Create empty object array to hold all axes.  It's easiest to make it 1-d\u001b[39;00m\n\u001b[0;32m    280\u001b[0m \u001b[39m# so we can just append subplots upon creation, and then\u001b[39;00m\n",
      "File \u001b[1;32mc:\\ProgramData\\anaconda3\\envs\\ds_ml\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\tools.py:112\u001b[0m, in \u001b[0;36m_get_layout\u001b[1;34m(nplots, layout, layout_type)\u001b[0m\n\u001b[0;32m    109\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(msg)\n\u001b[0;32m    111\u001b[0m     \u001b[39mif\u001b[39;00m nrows \u001b[39m*\u001b[39m ncols \u001b[39m<\u001b[39m nplots:\n\u001b[1;32m--> 112\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[0;32m    113\u001b[0m             \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mLayout of \u001b[39m\u001b[39m{\u001b[39;00mnrows\u001b[39m}\u001b[39;00m\u001b[39mx\u001b[39m\u001b[39m{\u001b[39;00mncols\u001b[39m}\u001b[39;00m\u001b[39m must be larger than required size \u001b[39m\u001b[39m{\u001b[39;00mnplots\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m\n\u001b[0;32m    114\u001b[0m         )\n\u001b[0;32m    116\u001b[0m     \u001b[39mreturn\u001b[39;00m layout\n\u001b[0;32m    118\u001b[0m \u001b[39mif\u001b[39;00m layout_type \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39msingle\u001b[39m\u001b[39m\"\u001b[39m:\n",
      "\u001b[1;31mValueError\u001b[0m: Layout of 3x3 must be larger than required size 14"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='line', subplots=True, layout=(3, 3), figsize=(12, 10), sharex=False, sharey=False)\n",
    "plt.suptitle('Line Plots of All Columns')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='bar', subplots=True, layout=(3, 3), figsize=(12, 10), sharex=False, sharey=False)\n",
    "plt.suptitle('Bar Plots of All Columns')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation heatmap (to show relationships between columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(df.corr(), annot=True, cmap='coolwarm', linewidths=0.5)\n",
    "plt.title('Correlation Heatmap of All Columns')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(columns=['target'])\n",
    "y = df['target']\n",
    "# Feature scaling (Standardizing the data)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "smote = SMOTE(random_state=42)\n",
    "X_resampled, y_resampled = smote.fit_resample(X_scaled, y)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_resampled,y_resampled,test_size= 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original dataset shape: [499 526]\n",
      "Resampled dataset shape: [526 526]\n"
     ]
    }
   ],
   "source": [
    "# Display the class distribution before and after resampling\n",
    "print(f\"Original dataset shape: {np.bincount(y)}\")\n",
    "print(f\"Resampled dataset shape: {np.bincount(y_resampled)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8578\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.83      0.86       109\n",
      "           1       0.83      0.89      0.86       102\n",
      "\n",
      "    accuracy                           0.86       211\n",
      "   macro avg       0.86      0.86      0.86       211\n",
      "weighted avg       0.86      0.86      0.86       211\n",
      "\n"
     ]
    }
   ],
   "source": [
    "### Logistic Regression\n",
    "lr = LogisticRegression()\n",
    "lr.fit(X_train,y_train)\n",
    "y_pred = lr.predict(X_test)\n",
    "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.4f}\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9953\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.99      1.00       109\n",
      "           1       0.99      1.00      1.00       102\n",
      "\n",
      "    accuracy                           1.00       211\n",
      "   macro avg       1.00      1.00      1.00       211\n",
      "weighted avg       1.00      1.00      1.00       211\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dt = DecisionTreeClassifier()\n",
    "dt.fit(X_train,y_train)\n",
    "y_pred = dt.predict(X_test)\n",
    "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.4f}\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9336\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.94      0.94      0.94       109\n",
      "           1       0.93      0.93      0.93       102\n",
      "\n",
      "    accuracy                           0.93       211\n",
      "   macro avg       0.93      0.93      0.93       211\n",
      "weighted avg       0.93      0.93      0.93       211\n",
      "\n"
     ]
    }
   ],
   "source": [
    "svm = SVC()\n",
    "svm.fit(X_train,y_train)\n",
    "y_pred = svm.predict(X_test)\n",
    "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.4f}\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8436\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.84      0.86      0.85       109\n",
      "           1       0.85      0.82      0.84       102\n",
      "\n",
      "    accuracy                           0.84       211\n",
      "   macro avg       0.84      0.84      0.84       211\n",
      "weighted avg       0.84      0.84      0.84       211\n",
      "\n"
     ]
    }
   ],
   "source": [
    "knn = KNeighborsClassifier()\n",
    "knn.fit(X_train,y_train)\n",
    "y_pred = knn.predict(X_test)\n",
    "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.4f}\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 1.0000\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00       109\n",
      "           1       1.00      1.00      1.00       102\n",
      "\n",
      "    accuracy                           1.00       211\n",
      "   macro avg       1.00      1.00      1.00       211\n",
      "weighted avg       1.00      1.00      1.00       211\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rfc = RandomForestClassifier()\n",
    "rfc.fit(X_train,y_train)\n",
    "y_pred = rfc.predict(X_test)\n",
    "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.4f}\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 324 candidates, totalling 1620 fits\n",
      "Best Hyperparameters: {'max_depth': 20, 'max_features': 'sqrt', 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 100}\n",
      "Accuracy: 1.0000\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00       109\n",
      "           1       1.00      1.00      1.00       102\n",
      "\n",
      "    accuracy                           1.00       211\n",
      "   macro avg       1.00      1.00      1.00       211\n",
      "weighted avg       1.00      1.00      1.00       211\n",
      "\n"
     ]
    }
   ],
   "source": [
    "param_grid = {\n",
    "    'n_estimators': [100, 200, 300],  # Number of trees\n",
    "    'max_depth': [10, 20, 30, None],  # Maximum depth of the trees\n",
    "    'min_samples_split': [2, 5, 10],  # Minimum samples required to split\n",
    "    'min_samples_leaf': [1, 2, 4],    # Minimum samples required at a leaf node\n",
    "    'max_features': ['sqrt', 'log2', None]  # Number of features to consider at each split\n",
    "}\n",
    "\n",
    "rfc = RandomForestClassifier(random_state=42)\n",
    "\n",
    "grid_search = GridSearchCV(estimator=rfc, param_grid=param_grid, cv=5, n_jobs=-1, verbose=2)\n",
    "\n",
    "grid_search.fit(X_train, y_train)\n",
    "\n",
    "best_params = grid_search.best_params_\n",
    "print(f\"Best Hyperparameters: {best_params}\")\n",
    "\n",
    "best_rfc = grid_search.best_estimator_\n",
    "y_pred = best_rfc.predict(X_test)\n",
    "print(f\"Accuracy: {accuracy_score(y_test, y_pred):.4f}\")\n",
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
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