Assignment 1- Data Exploration and Python Functions- By Preethi and Alvin.ipynb

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   "source": [
    "#Assignment 1- By Preethi Susan Abraham and Alvin Varghese\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing the csv file\n",
    "data=pd.read_csv(\"C:/Users/Preethi Abraham/Desktop/Brandeis Studies/Big Data 2/datasets/notebooks/Assignment 1/nces-ed-attainment.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>Year</th>\n",
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       "      <th>Total</th>\n",
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       "      <th>Black</th>\n",
       "      <th>Hispanic</th>\n",
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       "      <th>Pacific Islander</th>\n",
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       "      <th>Two or more races</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1920</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>---</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1940</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>38.1</td>\n",
       "      <td>41.2</td>\n",
       "      <td>12.3</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1950</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>52.8</td>\n",
       "      <td>56.3</td>\n",
       "      <td>23.6</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1960</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>60.7</td>\n",
       "      <td>63.7</td>\n",
       "      <td>38.6</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1970</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>75.4</td>\n",
       "      <td>77.8</td>\n",
       "      <td>58.4</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "      <td>---</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "   Year Sex   Min degree Total  White  Black Hispanic Asian Pacific Islander  \\\n",
       "0  1920   A  high school   ---   22.0    6.3      ---   ---              ---   \n",
       "1  1940   A  high school  38.1   41.2   12.3      ---   ---              ---   \n",
       "2  1950   A  high school  52.8   56.3   23.6      ---   ---              ---   \n",
       "3  1960   A  high school  60.7   63.7   38.6      ---   ---              ---   \n",
       "4  1970   A  high school  75.4   77.8   58.4      ---   ---              ---   \n",
       "\n",
       "  American Indian/Alaska Native Two or more races  \n",
       "0                           ---               ---  \n",
       "1                           ---               ---  \n",
       "2                           ---               ---  \n",
       "3                           ---               ---  \n",
       "4                           ---               ---  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Viewing the first few lines\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Replacing the dashes with NaN values\n",
    "data=data.replace('---',np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
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       "      <td>1920</td>\n",
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       "      <td>22.0</td>\n",
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       "      <td>1940</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>2</th>\n",
       "      <td>1950</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>52.8</td>\n",
       "      <td>56.3</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>3</th>\n",
       "      <td>1960</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>60.7</td>\n",
       "      <td>63.7</td>\n",
       "      <td>38.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1970</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>75.4</td>\n",
       "      <td>77.8</td>\n",
       "      <td>58.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "   Year Sex   Min degree Total  White  Black Hispanic Asian Pacific Islander  \\\n",
       "0  1920   A  high school   NaN   22.0    6.3      NaN   NaN              NaN   \n",
       "1  1940   A  high school  38.1   41.2   12.3      NaN   NaN              NaN   \n",
       "2  1950   A  high school  52.8   56.3   23.6      NaN   NaN              NaN   \n",
       "3  1960   A  high school  60.7   63.7   38.6      NaN   NaN              NaN   \n",
       "4  1970   A  high school  75.4   77.8   58.4      NaN   NaN              NaN   \n",
       "\n",
       "  American Indian/Alaska Native Two or more races  \n",
       "0                           NaN               NaN  \n",
       "1                           NaN               NaN  \n",
       "2                           NaN               NaN  \n",
       "3                           NaN               NaN  \n",
       "4                           NaN               NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Reading the new data where dashes are replaced with NaN's\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=data.rename({'Min degree' : 'Min_degree'}, axis=1)\n",
    "data=data.rename({'Pacific Islander' : 'Pacific_Islander'}, axis=1)\n",
    "data=data.rename({'American Indian/Alaska Native' : 'American_Indian_or_Alaska_Native'}, axis=1)\n",
    "data=data.rename({'Two or more races' : 'Two_or_more_races'}, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "      <th>Two_or_more_races</th>\n",
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       "      <th>0</th>\n",
       "      <td>1920</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1</th>\n",
       "      <td>1940</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>38.1</td>\n",
       "      <td>41.2</td>\n",
       "      <td>12.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1950</td>\n",
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       "      <td>high school</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>3</th>\n",
       "      <td>1960</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>60.7</td>\n",
       "      <td>63.7</td>\n",
       "      <td>38.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>4</th>\n",
       "      <td>1970</td>\n",
       "      <td>A</td>\n",
       "      <td>high school</td>\n",
       "      <td>75.4</td>\n",
       "      <td>77.8</td>\n",
       "      <td>58.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "   Year Sex   Min_degree Total  White  Black Hispanic Asian Pacific_Islander  \\\n",
       "0  1920   A  high school   NaN   22.0    6.3      NaN   NaN              NaN   \n",
       "1  1940   A  high school  38.1   41.2   12.3      NaN   NaN              NaN   \n",
       "2  1950   A  high school  52.8   56.3   23.6      NaN   NaN              NaN   \n",
       "3  1960   A  high school  60.7   63.7   38.6      NaN   NaN              NaN   \n",
       "4  1970   A  high school  75.4   77.8   58.4      NaN   NaN              NaN   \n",
       "\n",
       "  American_Indian_or_Alaska_Native Two_or_more_races  \n",
       "0                              NaN               NaN  \n",
       "1                              NaN               NaN  \n",
       "2                              NaN               NaN  \n",
       "3                              NaN               NaN  \n",
       "4                              NaN               NaN  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Analysis\n",
    "\n",
    "### Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 214 entries, 0 to 213\n",
      "Data columns (total 11 columns):\n",
      " #   Column                            Non-Null Count  Dtype  \n",
      "---  ------                            --------------  -----  \n",
      " 0   Year                              214 non-null    int64  \n",
      " 1   Sex                               214 non-null    object \n",
      " 2   Min_degree                        214 non-null    object \n",
      " 3   Total                             212 non-null    object \n",
      " 4   White                             214 non-null    float64\n",
      " 5   Black                             214 non-null    float64\n",
      " 6   Hispanic                          204 non-null    object \n",
      " 7   Asian                             168 non-null    object \n",
      " 8   Pacific_Islander                  93 non-null     object \n",
      " 9   American_Indian_or_Alaska_Native  131 non-null    object \n",
      " 10  Two_or_more_races                 157 non-null    object \n",
      "dtypes: float64(2), int64(1), object(8)\n",
      "memory usage: 18.5+ KB\n"
     ]
    }
   ],
   "source": [
    "#Getting an idea of the datatypes\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Coverting the data types of different columns\n",
    "data.Total = data.Total.astype(float)\n",
    "data.Hispanic = data.Hispanic.astype(float)\n",
    "data.Asian = data.Asian.astype(float)\n",
    "data.Total = data.Total.astype(float)\n",
    "data.Pacific_Islander = data.Pacific_Islander.astype(float)\n",
    "data.American_Indian_or_Alaska_Native = data.American_Indian_or_Alaska_Native.astype(float)\n",
    "data.Two_or_more_races = data.Two_or_more_races.astype(float)\n",
    "data.Sex = data.Sex.astype(str)\n",
    "data.Min_degree = data.Min_degree.astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 214 entries, 0 to 213\n",
      "Data columns (total 11 columns):\n",
      " #   Column                            Non-Null Count  Dtype  \n",
      "---  ------                            --------------  -----  \n",
      " 0   Year                              214 non-null    int64  \n",
      " 1   Sex                               214 non-null    object \n",
      " 2   Min_degree                        214 non-null    object \n",
      " 3   Total                             212 non-null    float64\n",
      " 4   White                             214 non-null    float64\n",
      " 5   Black                             214 non-null    float64\n",
      " 6   Hispanic                          204 non-null    float64\n",
      " 7   Asian                             168 non-null    float64\n",
      " 8   Pacific_Islander                  93 non-null     float64\n",
      " 9   American_Indian_or_Alaska_Native  131 non-null    float64\n",
      " 10  Two_or_more_races                 157 non-null    float64\n",
      "dtypes: float64(8), int64(1), object(2)\n",
      "memory usage: 18.5+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>214.000000</td>\n",
       "      <td>212.000000</td>\n",
       "      <td>214.000000</td>\n",
       "      <td>214.000000</td>\n",
       "      <td>204.000000</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>131.000000</td>\n",
       "      <td>157.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2005.476636</td>\n",
       "      <td>42.771226</td>\n",
       "      <td>47.210280</td>\n",
       "      <td>35.188318</td>\n",
       "      <td>27.675000</td>\n",
       "      <td>62.020238</td>\n",
       "      <td>50.786022</td>\n",
       "      <td>42.667176</td>\n",
       "      <td>44.457962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15.599052</td>\n",
       "      <td>30.145454</td>\n",
       "      <td>31.322836</td>\n",
       "      <td>32.355828</td>\n",
       "      <td>26.853377</td>\n",
       "      <td>27.026613</td>\n",
       "      <td>33.240224</td>\n",
       "      <td>32.097566</td>\n",
       "      <td>31.578896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1920.000000</td>\n",
       "      <td>4.100000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>2.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2005.000000</td>\n",
       "      <td>22.125000</td>\n",
       "      <td>22.300000</td>\n",
       "      <td>10.125000</td>\n",
       "      <td>7.600000</td>\n",
       "      <td>46.550000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>16.550000</td>\n",
       "      <td>25.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>36.100000</td>\n",
       "      <td>42.650000</td>\n",
       "      <td>23.200000</td>\n",
       "      <td>16.600000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>24.400000</td>\n",
       "      <td>34.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2014.000000</td>\n",
       "      <td>84.400000</td>\n",
       "      <td>85.900000</td>\n",
       "      <td>70.625000</td>\n",
       "      <td>57.025000</td>\n",
       "      <td>81.050000</td>\n",
       "      <td>90.700000</td>\n",
       "      <td>83.050000</td>\n",
       "      <td>87.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2018.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>96.400000</td>\n",
       "      <td>93.500000</td>\n",
       "      <td>87.200000</td>\n",
       "      <td>98.500000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>95.100000</td>\n",
       "      <td>98.200000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Year       Total       White       Black    Hispanic  \\\n",
       "count   214.000000  212.000000  214.000000  214.000000  204.000000   \n",
       "mean   2005.476636   42.771226   47.210280   35.188318   27.675000   \n",
       "std      15.599052   30.145454   31.322836   32.355828   26.853377   \n",
       "min    1920.000000    4.100000    4.500000    1.100000    0.600000   \n",
       "25%    2005.000000   22.125000   22.300000   10.125000    7.600000   \n",
       "50%    2010.000000   36.100000   42.650000   23.200000   16.600000   \n",
       "75%    2014.000000   84.400000   85.900000   70.625000   57.025000   \n",
       "max    2018.000000   94.000000   96.400000   93.500000   87.200000   \n",
       "\n",
       "            Asian  Pacific_Islander  American_Indian_or_Alaska_Native  \\\n",
       "count  168.000000         93.000000                        131.000000   \n",
       "mean    62.020238         50.786022                         42.667176   \n",
       "std     27.026613         33.240224                         32.097566   \n",
       "min     15.000000         10.000000                          2.100000   \n",
       "25%     46.550000         24.000000                         16.550000   \n",
       "50%     66.000000         34.000000                         24.400000   \n",
       "75%     81.050000         90.700000                         83.050000   \n",
       "max     98.500000        100.000000                         95.100000   \n",
       "\n",
       "       Two_or_more_races  \n",
       "count         157.000000  \n",
       "mean           44.457962  \n",
       "std            31.578896  \n",
       "min             2.900000  \n",
       "25%            25.700000  \n",
       "50%            34.700000  \n",
       "75%            87.900000  \n",
       "max            98.200000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Summary of data\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "A    78\n",
       "F    68\n",
       "M    68\n",
       "Name: Sex, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Count of different genders 'M','F','A'\n",
    "data['Sex'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b88fda65c8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "sns.countplot(data['Sex'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b89070f0c8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['Min_degree'].value_counts()\n",
    "sns.countplot(data['Min_degree'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b89054a548>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data['Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>White</th>\n",
       "      <th>Black</th>\n",
       "      <th>Hispanic</th>\n",
       "      <th>Asian</th>\n",
       "      <th>Pacific_Islander</th>\n",
       "      <th>American_Indian_or_Alaska_Native</th>\n",
       "      <th>Two_or_more_races</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>41.2</td>\n",
       "      <td>12.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56.3</td>\n",
       "      <td>23.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63.7</td>\n",
       "      <td>38.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>77.8</td>\n",
       "      <td>58.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   White  Black  Hispanic  Asian  Pacific_Islander  \\\n",
       "0   22.0    6.3       NaN    NaN               NaN   \n",
       "1   41.2   12.3       NaN    NaN               NaN   \n",
       "2   56.3   23.6       NaN    NaN               NaN   \n",
       "3   63.7   38.6       NaN    NaN               NaN   \n",
       "4   77.8   58.4       NaN    NaN               NaN   \n",
       "\n",
       "   American_Indian_or_Alaska_Native  Two_or_more_races  \n",
       "0                               NaN                NaN  \n",
       "1                               NaN                NaN  \n",
       "2                               NaN                NaN  \n",
       "3                               NaN                NaN  \n",
       "4                               NaN                NaN  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "race=data.iloc[:,4:11]\n",
    "race.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Percentages')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "race.boxplot()\n",
    "plt.xlabel(\"Race\")\n",
    "plt.ylabel(\"Percentages\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1b890a4bac8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BVZuPYeaENKwovBM9kmL1M76MYuzVNQeRM3aAnqQTtaTAOH180ceGeZ92XmCyzYLF+Zm44TtJKMzN0OM29LVuj88/idggUr15tp1EF6ECG7efRF52Kn4x6zZ0S7QixR6LymoX8xMiikqBq/yXF4xBUX4mutssqHR6wnJiwN8Xm583AmLDTptAWk6h/fnx+25kPkEdVqS+oSbFHoseSbERJ1O0Z8tski5pLJbPxuVp9sTM9ddfj5deegmnT5/G6dOn8corr6Bfv34tcGnUVWmd6G2flmPhtFFY+lQWCnMzMGJoL0wdNwQQgOemDtcbhBR7rOEqS21VF7UfSRKhSiJ8ggBVEvVZ+sUle7Hn6Fm8uuYgZk1M1+/liKG9kDN2EJ55bTvyXvgYK9YdQkFuBhxON9ZuOx503412TmnldojaklGcayLF+8A+dkwZNxhvrD2Ex37+ZxQs24F6rw9zGe90mZpqZyscLqzddiKonXU43ejVLQ51Li+WrzsEW7wFs3PSI8bYtT1tXPFErUKV/GWP5kwahsLcDGz7tByzc9KD8rsFT9yKaqcHz7y2A3kvfIyC3+yAxSzi+mv8EzSBr52dk45e3eKCJhEjrQpk20nUyOhzxARg0thB2LrvFOo9MorXH8asienYtOMfmDNpGPMTIopKsqxAkBWYVBWCrMAjq4Y5cWBf7Ber9oflH3MmDUOc1YT/fm4MluRnQUD4TgG2ddQR+PuGAuq9MvKyU7H36NdBfUNth4sJapP9PVlWYJGAgpD8++oIY7F8Ni5dsxdALly4EAsWLMD48eNhMpkwatQoLFiwoAUujboq7QDYf7u5N+YHHCpV+GgG4qxmnP22Dj5ZwdMPfQ8mSYTb44PZJBrWExVF8CDKdhKpfIgtvrH8iLZ6Oy87Ff2utkESRb0UAuAvYQIALz59G3yyAkEAivKzoCiqvrIl9J6z3A61pYuVyQkcFAyM9+uvTUThsp1BK0sWrNiNl2bfhqL8LMiKAotZwpIns+CTFUiicRvHeO/arqydFSBAwIIV/ra2yunBlHGD0T3JGiHGWD+bWp4kiXA4PUEHiM+amI6/fHoai/MzoTTUbw+MVaCxrXzx6Swk2ywNta8BSRIgiYAgB3cqI9WbZ9tJ5Gf0OTI3NwNJNgvirSZMG5+G5esOYc/Rs6hyejBhdH/EWk3Mx4moQ7iUvliFw4WVH/p3lH8npSFXFgGvV4FJFCFBhcq2jjogo8/4WRPT8b/7Twf1DSOdlxR6TqMiq+hh81f78MoKZFlFdU09n41mavaOmR49euD111/H/v37sWfPHrz88svo1q1bS1wbdVGhB8ACDdvh3t6LL89U49nXd+CV0oMQBAElmz7HwuI9UKGGrZxk6ZX2Fal8CNTgrcJl5Y7GQ8YM6rtWOT2octajsKHUScGyHah1e2GRgHmPjeA9p3Z1sTI5kmgc76E12gF/fdZvq+tRsGwHphVtxTOvbceFWg9iRAEmtnFk4EraWUFW4Atoa8vKHZj7xi6UbikLWwFV0FCXm6ilRTp4NPOma/z1rBtWuvoM8gK7zYqqhl00j7/wMeb9diectZ6wSRmgsd48204iY0bP4gsle/HlmQt4omgrCpbtwL233YCBfez6eZA/+tVf/YM0qsL8hIii2qX2xcrKHVhYvAeiCFyo9eDZ1/z9seeW7YCjzqufGcq2jjqSSPl2xtCrg/qGkSZltPJn04q2omDZTjjqvFAazmuasWQrnvzFNry14WiEHTh0qZr9u/rqq6/w7rvvoq6uDqqqQlEUnDp1CqWlpS1xfdQFmWB8AKx2qCvg75R7fTJm56Tj7Le1kERBryeqzeZGmvWlthGpfIggAItmjILDWY/qGg+27juFSWMH+RujkJUoA/vYMTsnHQtWfBI28FiUn4m+VyXynlO7aqpMTowkQoaAn08fhTPna1C65TgcTrc/UTHYATN13BDDQfai/EwIATWTGe+kMYo/u80KAMZxB/8mUotZxPy8EbBaTHDWebF22wlk3nQNSrd8gbzsVNjizHDWeVG65QtMG58KTs1QS4vUdvbpZYMAAT5BgCQKsEj+vMBus2LC6P6wxZmRlBATMS8IjVWZbSdRkwKfxYF97PpzZk+06pMxr645iLzsVP/EP/ylhyVRgE8RoALoru9eU2GNMUH1ynzGiKhdaSv9FUXFohmj8OaGI6hyepAzdgCu6ZEASRQxYmgvvUIH4B9QhipE7I8xn6CORqtGFNi/W7vtBJISLEF9QyB8d4yMyM9C4I70wDNMv5NigyiAz8ZlavbEzE9+8hPceOONOHjwIMaNG4e//OUvGDp0aEtcG3VRsqzALEmG2+GcdV4M7GPHI3cP1nfUpNhjMffRDCQlWCB7FX5IRgmjgecRQ3vhQq0nvOyTLQaQFX1l6+KSvbDbrJgybjCcdZ6IA99iwwy/CQBklVXrqM1FKpNjMfvL9ITGerItBhJUKLKqx3qFw4URQ3uhW5I1wllZgISGmskA4510ofGn1cvWSkKGxp3XI0OSRFSFlJAqmJqB+FgT9hw9G9RBBYDH77uRK56oxWidPhEwzBGcBqX5Xnw6C99UuvCr3+1HhcOFpU9lNdlWhmLbSV1d6GBLYD9J+xyx26xh/atZE9OxavMxlJU7kJRgAdB4HmTo50x3mwVeWYHdZsW5c872e7NE1OWZLRIqQ/phcx/NgNksYsHy3Y35b24GAH/5dK0tUwx26mpjD4KqMp+gDsViFjFl3GC8Utr42T47Jx0p3WKhygDgLzVmVPLs59NHRc63xfDFp3abFSn2OFRW1vDZuEzNLmVWW1uLhQsXIisrC7fffjvefvttfPbZZy1xbdSFSQbb4mfnpGPtthOYMLp/WJmzF972b7kP3GIXeAA3ta7QQ0PNFglury/sEL3H77vRcNb9H2eq4ajzAoC+EuWnj9yMV0oPorrGE7T9WPtZksg13NQ+AuPdJIlhbVVBbgYUxbjE1JdnqlHp9ABojPU3592FaePT8PX5GsNYV6GyPSNdU/GXM3aAnngD4XGnDc69EBKbRe/shU9W2dZSizLKDbSSCEYH7UbKEercsj4pAyBiXsC2krqy0OdNexYilSLR/l1bFGVURvrVNQcxYXR/pNhj0TM5FssLxmDa+DQUGTynLq/C54+I2p0kiXD71PASjW/vxdnKuuD8t2Sv/xytgjH6jhgxpPQZwHyYOi5FRljf8JXSg6j41oVTZy/ALauAJBnujjnTxNjEc8t2YPqSrXhj7SHMnJCGF5/O0p8funzNzp6Sk5MBAH379sWJEyeQmJgIQeDNoOaRZQW2eDPyslNRlJ+Jpx/6HmIsEhxON2xxZsOZW63MWegZD9S6jDp8lU4P3vnwc6z88Jh+D2dOSIMgCBHvnXbPZFmBICt63de1206wZiVFjdB4/+lr2yGrCp5+6Hsoys9EXnYqSrd8AZ9svNrKKNZT7HGQFQWlW46HxfpzUzPw5oYjbM8IwMXjr1e3+IvHXYQSUvWe8Ml0trV0pSLlBqu3fKGXPdAO2l1ecKdehswoNkUh+OtGecGsielsK6nLUhQ14uTLxc7C08r9XdvTuIx0UoIFs3PSIYr+s5+MzoOscLjgcNbz+SOidqdKQpP9sNCvyYqin2snB1TwYD5MnYHRWY0VDhcS4y14Y+0hTF/iP0fJa/DMlG45juemhj8Lb244EpZTyAbnPNKla3b70rdvX7zwwgu4//77MXfuXNTV1cHnY1pGzSeoAorXHw4q0TJzQhp62uMMSwf5ZAWFuRl67UQWxW8bkTp8s3PSUevyBdWy/OkjN0e8d9oWYa1R0koraDUr87JTkZRgQUKsBdYYEbKPDT+1vcB412qx+3wquiXG4tU1B1FW7gAAPDE+NWI5xtBYB/zx7nC69Vi3xZnh9vjgqvdiz9GzLCdFAIzb26XvfIq87FSs3faFPlgdGneJ8TGYM2kYVPi3tBu95lyVG2u3ncDi/EworJ1NzRQpN8jLTg0ql+f1qYC+08W4NKSsBJc9Kyt3YOP2k5ifNxIXauvhrPPq5ZbYVlJXVF1bH7EOfOhkvJa7yIoKkyRBlIB6rwLJoARxij0W3RKt+Kay1l/GB5FLuFbXePyliYmIWkFTJRmDXiMDomDcTrk9weOU+k4YWdW/xrPpqCOTGs649SkKRFGAKcKz8E1lbdB4hqKomJ83AqVbjuvjGQ6nG656b9D5NLZ4c1jZa6OxDbo8zfrdHT9+HCNHjoQoihgyZAgefPBB7Ny5E88//3xLXR91UWaLBI+ioiA3Q98u73C6YYu3wFlbj9k56UF1EgsfzYBJEvFacWPN0MLcDNjjzPwQbUWSJKI+wuHTcTHm4HuUmwGLWcLcRzPwwtuNtStn56QjxiLh/juuhySK8CmKfuCvdgZHWbkDxesPY9bEdKzcfBTTxqe20zumriiwIwAFehITWov92SnDYbWIEAQRZpMY1H75d78Mx+adX+pn0MiyCllR4XC6g+J9cclefQX4yg+PGXYaqGuKtNvlumsTMf2BVKzcfBSzJqYHxWVBbgZWbj6q18+em5uBBU/cigUrGj8vtXMEHE63v3a2qrJ2NjVLpFjt1c2fD/RMtkIFsOSdffqZchv+djIsfmdNTMeuQ//Cc1OHY8k7+/SvTxo7SI9rDdtK6qq8PuMVsf468CKWPpWF6hoP9h79Gv92c++gZ+zHk2+GrCiIjzUHnX2n5egvvbsfDqcbhbkZ6JYUA1VB2OtmTUzHxu0nmZ8TUaswOv9CO9vK09Cfspj9Zyi+0HBWrdF4kcXUOAEduBMmNN/l2XTUEUmSiCqXN2isbX7erWGf2QVTM/DbDw4ZjmfMzvGPPzicbvx48s14e+NRfaImxR6Lovwsw4ke5t/Nc8UTM2vXrsXSpUvRt29flJeXo1u3bpg8eTImT57cktdHXZAkiXq5iwfvHICZE9JgtZiQlBCDKmc9fl16AHabNWhVeZzVjDfXHw6azV295QtMG5/KjTOtREuQHE53WOOcM3YAit4JX7k3c0Ia+lxl0++poqpQFBWyrGJc1vVYvu5Q0OF7PZJisGjGKDic9aiu8WDj9pOYPHaQYQJF1BpCOwLz80YgxR5reNbV0pX7sGjGKMz77S7kZadi675TQW3S9oP/xAP/3h8P3jkAHq+CNzccCYr37jYLljyZBa9PwZnzNfpAeaROA3U9kVYqe72KPmhd5fRgdk46eiTFQhCA81VuVDWca1ThcOGFkr1Ykp/FWKNWFSlWY2NM2LrvFMYM76vvis7LTtUHT6qcHn2HrC3Ogg/+cgI/yOwHd72MBU+M9K9cNQmIMUuYNHYQvjxz4aIDLESdndlkvNtFhYqCZTv1Z2ThtFGYv3xXUO7yq9/txzOP3IKKb11I6RaLoiezIMsKHE43PF4FufcM0ftVj95zI362fBfsNitmTkjDVd3jcb7KFZSfExG1NKNduKu3fIFJYwcF9dHeWHsIFQ4XKhwuvVxqr27xcNbVw2o2odbtxeL8TAgCIECAKDbsGJRE7opn77uvAAAgAElEQVShDk+GoE/KAP7nZGHxbvz0kVswc0IarumRAJNJhCD4d8PkZaeGjWds+NtJ/PSRm+H1KjCZRAy5zo6yckfjQmspfHEG8+/mu+L8adWqVdi4cSN69eqFgwcP4uWXX0ZWVlZLXht1UdoHb152Kl5c+WlQKbMfTUrXP2wXl+zVv+fNeXdi4l2DsOSd4NVbPO+o9Wj3yW6z6itc7TYrcsYOwDUR6lRbLSacr3JjYfEefYb+tfc/C7pnVU4PysodWNwweOiTFdS5vbDFmfH9kf1gNgccZup0wycI3GJMrSa0I1C65TienXoL4izGZ105nPWocLhgi/Nv89VWc2vxvmDFJ03G+4U6/6T0mOF98dh9Q2G3xSDWLEKRVaiSyC31XZxW91qLyRFDeyH3nhshhJzBoarA//vvXWE7YsrKHfp281q31zDWvB75kspFEDUlNFZT7LF4ZsotOF/lxtRxQwE0xmzg2YFaewgAbzwzGg//YBDOnKsNWvU6OycdJknAWxs+1zuaVosEWVZRr3CAhbqepPgYw4ESrQ68VqpEgPFOtoQ4C15c9an+vUVPZsLrU8NydLfXp/fDFhbvQYo9Fs9PH4UH/v27iIs1w9OwC1iSRD5/RNRijHbhjhneN6iPZrWYgl5TVu7AwuI9+PWP74DZJOFny3cFtY+2eDOeea1x4nrBE7fCajbp1TuYR1BHE+k8mXirGcXrjiBn7ABc1T0eJknEs1Nvgc8XXur03ttuQGHAgo7C3AyMv+O78DWcv+T1yCz11wrE5nxzr169AADp6elwOBwtckFEsqLCbrPiOymNg/tah0JbgRkoxR6Leo+iT8oA/gbo1TUH2/zauwqpYYC4wuHSz4CZnZOO6Q+k4Y21h3Dqa6fhfXLWeVFd44m44+DVNQcxYXR/AP5yaAoAZ50XXp+Kkk2fY2HxHixYsRuqJMBR58Vvfv8ZvvraifPVbtQrKswWqa1/FdSJBcZ5II9HwTff1hrGeHWNf2eCs84b9O+XGu/1XhljhvfF2m0n8OzrOzDvt7sgA/qhvr987wDKzzrhllVAkhrOZaCuQJssscWbsTg/Ey//6HY8dOdAzF++C+XfNLa5F4u1FHssRFHA4pK92HP0LNZuO4HqGg8cznp4ZMBiNaFeUXG+2o2vvnZi+brD+iHSRBcjSSLUhjKntngz8rJTUZSfidk56fB6Ffy69ADyX9yGswFtaGh7Cfjj9HRFDbxeRZ+UAfzx/ErpQSQlWPVBl7c2HoHDWY/nlu0IO/g88Jp8ggBVEhnL1OmIoqAPlCwvGIOi/Ey9Dry2MKR4/WGUn60xfNYEAHnZqRjYx44Khwv1HsXwcyTGHJxnVzhccLn9efrcN3biiaKt+K9X/oZarwxIEp85ImoRRmNASQmWoD5apFwi3mrWd5UDjZU8fD7/mFNhbgYKpg6H2yNHzCP062A+QVHCKBbFCGOlJknAI3cPxhtrD2Hm0m2Y+8ZOeDwKkuJjLjpesbhkL+q9ctDkiywrEGQFJtV/rowP0K9DUVjO7EpccUsSuhNBkjggSi3DYhYxZdxgvdMe2KH45XsHMDsnXW9AtJWTtW6v4eyw16fwA7OFaaWd/nWusXNXVu5ArcunT46t3XZCP4QagL7Sbu22E9i67xSenTI8LJkCoO80GNjHjinjBqNw2Q48+/oOFK8/jGn3p+LlH92OvOxUyAqwessXuPe2G1C8/rA+gF3p9PB+U4swinPAn7C8vPoASrccD4vxZ6cMx9Z9pwAg7Bm43Hif/kAaXpg5CnabFT5Z1XenaUnV9CVb8dyyHRww7yK0eCxYthOPL/oYp886UVVTj6Ur94W1uYG7DzRarGkrnyCo+irq3HuG6O3o8nWHcL66HvN+u0uPxXtvuwGrt3wBX4RrI9IExum0oq0o/8aJ4vWHUbBsJ2pdPry8+kDQ7kMtn1u77URYbjdrYjr2Hv0aigrDeA7s+IWumtUHXSDAbJGCrinSYAtRRxc4UCLICqAibCGUUX4+Oycdv/rdARSvP4xH7h6MgX3sEftVgiBgYB+7/jX/mXmmoIEcu83a5EQpEdHl0nbhBrZddlvwoLJRLlGYm4ELtR7jPEJV9TGmc1Vu48mbgO8JzXHYtlF7iRSLZkk0HCsFhLAJl5dXH0DlBdcljVc4nPWQBcFwojL0Ok59c4HPxBVosd8YS0ZRS1Fk4JXSg/rAZ87YAXpDUlbu0OuFLntmNJ6fPsp/ONWFesPZ4TPnayDzlJkWpZV2Ch2YDmzItV00edmpWF4wBjMnpOlnGNx72w34aNeXSIi1RNxVkzN2QNgK2aUr9+FclRvF6w/D51MwZnhfwxl9Dh5SS7hYnAfGeFF+JhbnZ2LHZ//EQ3cORIo9FmXlDmzcfhILp43CL2ffjh5JsZcV70ve2QuPV8aUcYOhNgxMRlrFwpjv/IxK6l3VPd6wze1pN461nvZYLMnPQnebBVD9K6p++INBQYPlRgPcr645iDHD+0LmCii6CKM41TqIoROGWj63OD8TeeNvBAA8P20Ulj6VhbzsVKzafAwZQ6/G1+eNV/hXVjf+rEgdyfPVLri8SoRJG6LOTRvIjJSf/3dDfr7yw8Yyl9ruypo6j+Fz9/X5GuSMHaD/fdbEdNTVB0/iTBjdPyyn4TNHRM0hy0rYrsBYsxg0WeNwumG3xWBJfhaWF9yJmRPSsO/zb/SFSYH8OwUbB6sjLWqSlcadADIE5hMUFYzOXFpcshcqVNhtMZg5IQ1F+Zn+c51jJFTX1hvGtygIWLXZP7a6ovBOdE+yRqwIUu+RwyYija5j0Vt7+ExcgSuemCkrK8OwYcP0/7S/p6enY9iwYS15jdTFaLURtc5Dr27xYZ35hcV7UF1Tj/JvnHA43Vi77QSemxq8imLWxHSUbjkOHweTWlRoCTNtYDp04Lms3IHi9Yf1Sdu88Tfi+WmjsHH7SXy87zRWbj6KgpCVLwVTM3D9tYkRz6jRkqYz52siDsRw8JBawqXEuXYWwsurD0AUBNwxrDd2fPZPLGwYXBwzvC9KNh2BJAr6QXmhq7iu7RmHq0LaOKDxTKZXSg9CFIQmd0Iw5ju/0JJ6ZeUOnK9yGba5igrMmTQsLNasZhEmswCXV0FVTT0WThuFnsnBh0VHirGkBAskkYscqGlGcapNvhhNGDqcbqgq8ItVn2LuG7vw9qYjsJglFK8/jLJyB5ISLIa7EwtzM7Bpxz8AACOG9mqyI6md+xWI7SZ1BdpAZqT8HCqwsHgPysoby5Fr7X1igiUsZ9H6Vdf2tGFFwZ1YNMOf04cujmOuQkStIXRXYOBZF9pkTbxZAmQZsWYB1/ZMQFr/nnB75bD2bO6jGTCbBL2tilQG7V/nnPpOAK9sfH4H2zZqa0al1iscLni8CuLNEvr0sqF7khV9eyWiR2L47jLAH98+WfGfD90jAQBQ9tW3hp/9W/edgtBQBjtw0iXSdfCZuHymK/3GP//5zy15HQCA119/HR999BEA4I477sAzzzyDXbt2oaioCPX19fjBD36AOXPmtPj/l6KLVkNUGxT9Z0WN/neNttJ8675TKMjNQFHJXrjqvf5ZYYsJzjqvvkNDkgRw2rblhN6fxSV7kWKPxYtP32Z48GisRUSfXjbIigprjIRp49Pw+H0KJFEERBUzJ6ShV7d4VDnrIasKCpftRF52asR7DvhX4f7k4WGGr5FEAZD5YUDNc7lxLopAd5sF92RdDwhAz+RY2G1WPDE+FSZJgCKr6JEUg0UzRsHhrEd1jUcvx6eqasR4r3C4AEFFYW4GHE43Y76LCoxHzaYd/wiLxbmPZsBiEpHSLRZF+VlQVBWiAFgkARfqvHB7ZL1UQ4o9FotmjAr6uVrHNDTG7LYYf23htn7j1KEYxanD6QYAmCQBcx/NwAtvB8RrbgasJgFF+ZlQFECFin2ff4MXZjYeKOpwuvXJcVucGW6PD3ZbDKaNT8W0+1PhrPVixbrDmDUxXV/5qnUkV20+hgmj+7PdpC5LlhWYJDH8syI3AzEWyfDZSIy3YO22E3joroGG/SqTKACyDEkSMW18KiRJ0PtiFQ4X3B4fnzkianVmiwSPDMiKf1zBIvkPJjdbJFQ6PUFt3oInbsWSJ7MgKypUVcWbG47gnqzr9bZKK/MYmEfMzknHyg+PAYC+MJRtG0UDo3w7xe4/Q9QHf7/PA0AVVPhk/zl0Rn1Gs0nEghW7g3Jni0XE89NGobrWP16xcftJ3Hf7DaisdumTLqaLXAeficsnLViwYMGVfGNiYmKT/12uXbt24fe//z3WrFmDSZMm4c0334TZbMbPf/5zvPnmm5gxYwbeeustJCcno1+/fpf8c10uD9QOFhPx8TGoq/O092W0mdD3azGLuHnIVThYVoFatw8erw8zHkjT/66d5ZAQa8LItGuQFGfGbenfQUKsBYIg4KV39+NPu09BEgXMzklHUkIM1IaDqoz+3x1JYDy3V5yYRAHDh16NAwH3oyA3AyWbjuLU1xfw5H9+D7elX4uh1/fAhu0nccN37Ig3SzAJAhw1HixY8QlK/3wcu498jRuv74H3/lSGwf26ocblxWvvf4YKhwsV39Zh2v2pOHLyvP7/8K/UK0NltRuSKODuzH4YPuQqHPii8ToKczMQb5agdrSHvpk6WhxrtHiOxjavqTjf8dkZzHggDQ/dOQCD+tlRsulzbNz+D9wy5CrEmyWIAKrrvFhYvBurtxzHrkNfY/jQq2EySSh8YyfW/+0f2P7Zv/Cvc7U4cvI8RqZejRFDrzaMd0kUcOfwPog3S0hOsvpjvqxzxbzR/e9oMd1UrtES8W0UjzMn3ITP/3Eek/9jMG5Pvxa3DO4FySRgwXJ/3O0+8jVuvfFqxJsleFXgzPla/Hp1Y3mZWrcPFY66oM9Xo8/bwtwMJMaa4PMZf45eTDQ+322po8UycOXxbBSns3PS8cYfDuHIyfNIH5SCIdd1w/dv7Yf0gT2RmGCBWRCgygoESUDx+iPIGHo1ikr2Ys3Hx1HxbS1mPJCGj/eW40+7T+Hw389j7Ii+iDWJ/rxOELBgxW4cL6/Cvypq8MMfDMY9Wddh7Ih+WLHOv+vG4/Uhf8JNrdZudrX47mzx3BzRdO+buhZVVREXY8Lo4X1wT9Z1uCujDxKsJtS6fbhpQM+g3OPHk2+GJAn4TooNq//nCwy+rjteKT0Y0q+yQJX9g5uCqkKBgHc+/Bz/OXoA7h7VD6IoIDPtWhz6+7moyFWa+t10tHi+WCzHx8dg9ZayS/55k/9jUNS93igfjJbnrCmt+bs3+r0Y/f87GqN4vtT7bbZIOO8MHle4echVSEywwOVRsLB4d1C+u+/zsxgzvDcEAZj7xi4cL6/CmXO1mJ2Tjs+OV6D8rBO1Lg/mTLoZo2/pjXsyr8eyPxwK2lH4zfk6/HjysFbth3WUeG8Nge+9M8Rza97LpvLto19W4vredrzz4ee4pqcNi0v24nf/UwaH043/evhm3HfbDbgrow9irSbMfWNX0HNy5OR53NS/JxRVRa3Li3irGf2uSURcrBlvb/gckijgrow+EBreqNF1zHtsBOJMYocem7gSzc01rnjHTEvr2bMnnnvuOVgsFgDADTfcgK+++gp9+/ZF7969AQD33nsv/vSnP+GOO+5oz0ulVuaRVZRu+QLz80aixuVBdY0Hm3d+ibzsVCQlWJAQa8Ef//cEMm+6BvGxZtR7/asext/xXZRs+lxfVems82Llh8fwXw/fDKm931QnEljj1b+iVcTydYew5+hZvDBzFL6urIHV4m9aqhpWqxTlZwIIr0H5SulB5GWnwlnnjVgDu9/ViQD897is3KEnQapXQb+rkwKuQ/Cv6I4wCUd0OZqKcwCocXmx/m9/x5jhfZF7zxA467xYveULTBufCsC47uuiGaMi1ndd97e/Y8mTWfD6FJw5X6OvTC3MzWiMaxkh18SY7yoC4xECAFVAVU09vjegF0o2HcGeo2dRmJuhT24DjXGnxYvVYgqLvz1HzyJvfKq+Ktrt8SEhzowl+VnwKYoeY14P98rQxQW3m8C/zjn18ysKczOwcMVu2G1WTBjdH7Y4M85+W4frrkkEZH85hNCz47T2VssHeyTFwgRVb/MCSyhoOxsBYOlTWXq+MGnsIHS3WdhuUpcjSSJ88D8nKvydfkFVAVmFB/5VsnabNWg3mqwoqKxy4Y21h1DhcKHK6Qnqf7265iB+8vCwoAEEWVGx5+hZ/XkFgIF97Pj59FEAALMkQgp4bomImssjQ9+lB/hz3qKSvSjKzwoqYTqwj13POVQAgoCgvOGjXV9i4bRRuNCwO6Bk0xFMGjsIktS441fjcLqRzHyCosDF8u2ikr3Iy07Fq2sOBn3O/+tcDa67JhGKR4ZHESKOS6z44xFMHTcE3RKtOHO+Biv+eCR4XMLwOvzPRI/kOFRW1rT576Sji5qJmf79++t//uqrr/DRRx/hhz/8IXr27Kl/PSUlBWfPnjX6dupEBMF/ALEkAtU1HqzddgIAkDEUUBQVZpOAH2T2w9J3Pg3adqeoKhxOt94xB7QtfWD9lRYmywoE+BsQn6Jgz9GzGNjHjtgYs37gp3Zf/nf/aT0Rmp83EnX1Xjgu1GPtthMoK3fAFmdGyabP8aNJwaXJtBrYRfmZMEHAtPGpePy+G4OSIFEU/LVmAUBWeZupRRnFuaZnshX33nZD0Jb3Z6cMBwT/duGnH/oeTJIIZ51Xj3VRFA23+7o9Pn8nQFUhSQL69LLhJw8PM0z4A6+JMd+1aCVpHLXeoK3osyamo8rpgS3OjLTv9sD9/9YfkgjICvDH/z0BRQEkUYxYXgYq0LdXYtBEjCzLjDG6IlobBUHAwuI9+tdtcWbYbVY8cvdgbNx+EmOG90VSggUerwKr1QRfvYK+V9lgt1mDYnTP0bN44N/7I8YsBU3KAJFLKPRIisXygjFBE4tsN6krkSQRjjpvWNlVe5wZsqzok5p2m1X/Hq9PRXKCCaIQPlijKP78JNlmgSgKUNGYn0QqYWiSxIZnVuYzR0QtSlYinfeioLrGgxR7LNK+2wMTRg/QJ13W/fXvmPwfg7D0KX/5VK2PVrLpCKaNT2sok5oGiwQosmpYulqQVY49UFRoKt/WzmbW8u7A8YrC3AzY4s2QVAEjhvbCmOF99UXtW/edgrPOC4fTjXirCXENRxJEGpcIvA7tmRB5JukViZqJGc2JEycwffp0PPPMM5AkCV999ZX+b6qq6geJX6ru3RNa+ArbRs+etva+hDalvV+fT8HXlTUwmwQ4nPUwmwQ8+dBNcLl9+OV7+4Nqfmqd9wqHC6+uOYinH/oenplyC5y1Hn3l71Xd49EjOa7TNBCh8dxecaIoKqpr6+H1+RMTrVFf8k7wypWN20/iifGpcNX7IMtq2GDixu0n4fb4UFbuwJbdX4YlQPMeG3HR+9fVnpXOJDCeo/E+GsW5NjljMZtQ1HBWh7YayycrkGWgstql71xIscdizqRhWPfXv0OSEFSHXUuOuidbkRgX02naqSsRjff/clws12jO+wuMQxmNu7G0uDObRMyamA7JBNyTdT0WFn+ix9dzU4fDYhGx7A//hwfvHIDZOelBk+dzH83w70IwiVd8fZeio9/frqYl4lk7E0vbIZOUEIPZOel458OjYZPahbkZUFUVHp+Mnzw8DNW1Hn0Bh8PpRs/kWHRPig1rIxVFxbzHRmDRW3tC8obw17Ymxnd0a82+YDTd+8Br8S9U2xm2g/Kl2bejZ7d4OJxujBjaC+Pv+C5eXn0g6DNDFKE/u0/cfyOctf7SHF+fr8Fj9w1FZbV/FXm3RCt62OMhikJUPIdNiab71BwddVzjchjdq85y/5qjM/4OIsXzxd6roqg4X+3C0qey9EW82i5ZSRJx7MvzeCE/E7V1Xsxfvito7OF3//MFvj+yHxYW79HHlJJtMXpVBK396ntVIpKTgZdm3w6vT4HZJCIpvm36ap3xXl+qjvzejeK5Ld5PYL49Zdxg9EiOxRvPjIYgCHjsviH45XsHwnKB56ePgtvjQc7YQUHjEgW5GUiyWfCjnGGwWCQk2q7sc7wj38fmaM77jqqJmf3792PWrFkoLCzEuHHjsHfvXpw7d07/93PnziElJeWyfmZlZQ0UpWPVt+vZ04Zz55ztfRltJvD9ihYTHM56fQt9ij0Wz08fhUXv7TEsgaXtjqlwuGCLt8Dl9gV979zcDFRV1UXcYtrRGo3AeG6vODFahVeQmwEloKQI4N86fO9tN6Bw2U7kZaeieP3hoHv46pqDeH76KFQ2JFY9kmJhkRC2PbiprZBd7VmJpKPFsUaL52i8j5HiHPCv4HZ7fPrgeOBKlPl5I/Q2CPDH+surD+DnM0bht2sP4ckHb0JRflbQQZXJCdaoe/9tyej+d7SYbirXaE58h8bh0qeyDOMuxR6LRTNGhZXQW/LOPjw/bRT2HD2LKqcHU8YNxs+nj4IgCDCJAiSocDhqr/h9X4pofL7bUkeLZaBl4lmSRCx44lY4nPX6ZODSp7LCypVpncSnH/qef4D3t42DKP5FODGQVDViLpBkNV1W3tDSulp8d7Z4bo5ouveh1+Iz2PVS4XDBXe/DObcTkiQiLzsVc9/YGfaZsTg/E3NzM+D2+lDvkfWcZsTQXph418CghXLaLpzA59AaY4LqlaOmlElT96mjxfPFYrmjvR8jRvlgtDxnTWnt3/3Ffgcd8d4bxfPF7rdR/0xb7JkzdhCsZhG3D+uNf551hvXHXl3jHz9KiLPoX3ul9CB+lDNMX3hX4XBh0Vt7UJSfCaFh/EgA4PPJqHR7W+G3EKyjxHtrCHzvnSGe2+peavm2y+ODu17WP9f1z+iQnegVDhccF9xwe3xhz0hRQz7+//77E6TYY4Oeg0vVVWO4ublG6y6RvAxff/01nnzySbz00ksYN24cAOCmm27Cl19+iVOnTkGWZWzatAm33357O18ptSafrOgdeMDfQFTX1Bt2LmxxZv3vKfZY2GIt+qov7TUvlOyFr+0uv0vwIfz8jKKSvUhOiPGXxWkwYXR/ffBF21IZqMLhgrPOg7lv7MKzr++ArCj+ciOyApPq3ybMmq3UXiLF+dRxQ1GUn4nYGBNS7LFBcQ7A8ByPCocLSkMNdne9DEGWG2Jc5tkd1KTQONTKM4TGXYXDFVRTW+P/u7+TUFbuwNw3dmH6kq3+r8ky21hqNbKswGo2BeV01TWeoPPkNBUOF7onxYblf6+UHoTVbGoyTmVZYd5AFEIrLxYoxR4LqWHlqywrUFVEyFeAbjZL2DPp3xm/L2xS1Yfg59Bus/I5JKJWYdQ/e3XNQUwbn4YeNgvcHhlFJXsj9seSEiyIizEHfS20II+/JFrHWthNXZeWb1+o8YTl0YtL9iJn7ICg16fYY+Gs80Z8RkySqP+Zz0HbiZqJmTfffBP19fVYsmQJsrOzkZ2djQ8++ABLlizB008/jbvvvhvXX389vv/977f3pVIrUpTwToI2EBVIO5dB+3NhbgaUiLVG2aC0JDlkZwzQMMni8mDWxHT9XgUOvjjrvIb3MC7GjIF97EGdRaJoECnOq2vqUbBsJ14pPYjZOelhg4yRYt0kiRgxtBfjnC5LaByu3XYCsyaGxx0Q+bMy9COQ7S21FV9IXrZ22wkkxscYxqkoGq/w9ykqfIIAVRIhSVHTbSGKaiYAhbkZ+rOm9ZUCS2VoJcsCpdhj/WUFZTVsJ3ykRVYK52CIqI1E6p9pCzy1f4/UH0uMj4HH6wv6mjamFPg15snUkfgUJeJEy9U9EoJygVkT07F224mIz4izzqv/mc9B24maUmbz5s3DvHnzDP9tw4YNbXw11F4kKfwAya37TuG5qcP1VVop9lj8ePLNuKp7XNDhrjKMD4E1iSIgc1V6S4l02G7Fty6s3XYCedmpsMWZkRBr0V+nDSaGHpS+cvNRTBk3GHZbTMM9JIoOkeJcS1bKyh1Y+eExPPPILUGvW7vtRNg5HrNz0vHtBRdyxg6CRRLgZaDTJQqNw7JyBzZuP4m87FTDz8pnpwzH0pWNn5WFuRmIiRH11wYOzjEMqbUZxa/ReXKzJqajstpl2Ob+65xTrwUfeHg5EUUmywrsceawMn+Bz45JEgzzlfPVLvRM9vefAp9JbRAn9BlVoUKSRD6XRNTqIvXPJFEAZFX/90hjD1t2f4m0/j3175ubmwGzmXkydWySKMDt8Rk+G99Wu7Fw2igIgv+suFWbj6Gs3BFxzGLlh8f4HLSDqJmYIQIASQR+PPlm/Op3jfWLJ4zuj4Q4M2ZOSIPVYoLb40NivFnfMg9ZhQxAtEh4duotuFDjaXxdggWiBChsUVqMtgpvccgB5qu3fIGycod+7s+Iob3012mDiQunjUKd24s4qxlrtx3HnqNn8eWZC/jF07f5D04XBMPOI1FbM4pzLVnROJxuSFLw6xxON5JtMfhRzjAIAuD2+BBjkbDij0fgcLpRlJ8JkyT6S380DJZ0tHPQqO0YxeGksYOweec/wjqcOWMH4W8HTiMvOxVJCRbYbTHY9/k3yLrp2rBzjVhCj9qCUfzePPgqbNrxD8yckIbvpNigqire3HAEVU5PxA4iANhtVjicbsRZTZAkkXkC0UXIsgIBDZ39hr5SIEFWYbfFBPWvYiwSfv/xcUwbnwoJKubmZuCFhud3675TKMjN0A8KHjG0F3LvuRHOOi+khBiYODlDRK0s0jiENoAc+O+rNh/DzAlpuKp7PM5XufD+x2WY/B+DkJRgwfKCMbCYRSgyICsKivKzAEEFVDC/oA7HBKBXt7iwPHrOpGHYuq8cmTddg6u6x+PqHglItvnPWHI43bDbYrAkPws+RYFJFCFKwE8eHsbxuHbAiRmKKoKsIjE+eBImIdaMOIuEPr0SmxxYkhUVHo+iH2KlNUayooKb8FqO0So8iyRg0thB+PLMBdhtVvOX2jAAACAASURBVOSMHYBreiTAapGwJD8LsqJCFAVAUHH6rBvL/3gYZeUOANpgS31YgsVVsdSeQuPcJIpwe31wON0A/CtQFjxxKxQZsMWbUZSfBUVRIYqARRIQY5ZwzuGC16dixR+P6PEOAXDUBh9aOe+xEUiyNn2OAnVNkdrbO4b1xl8PnMb8vJGQJAEmSYDZJGLwdT1gizOjusaDtzYcBQAMvb4H21dqF1r8LsnPgldWUFnthgoVd43oC7stBlaTAEUGpo1PhayosJhFvYMoigJ+sWo/ysodGNjHjkfuHhw0Eck4Jmq+eKsZvXvZ4PUqOF+t4PcfH8eksYP0AZnkkM8fSRKQl52KnslWKCowf/musGeSiKi1XGw3oCwrsMWb9QoePlnBtxfcMEkinhifihhJgNcjI0YS4XB6mB9TpyDLCuLNEuJ6xmNxfiY8XgWV1S5s3VeOf7u5d1j+PP3+NKiq2vDsyA0LOGQocuTFHNS6ODFDUUVrVPr0sgUNQp2vvoSBe1XAy6sPBB149fLqA/4VENSiQlfheWXAHmfGi09noSpikiNDlUQUrz8ctMUyZ+yAsEP8FpfsRVF+JifUqF0Fx7mMeLOkdwQsZhHVTg8WrNgRFutejwxBEoPaI6ChlrsqhMX7orf2MN4pIqP2trvNgjuG9cbC4k/0+Fs0Y1RY+zo/bwTbV2pXWp4WZ5HgspoM8wNBVmACoDQsuDEBUCHoE+ETRvfXO5UA45iouSRJhKPOG/Y8zpyQBkFWgwY5g3fd+PP4vOzUoM+bwGeSiKg1XWw3IFSE5cNanqyNHPkA5sfUqciyAsiAIIlYsMLfPyzMzTDMnxfNGIUYUeAkZBThKZoUdWRZ0cuUCbICj6wafnBqx7RJkghVEiGHHDKrvZZlgtqGLCuQL3KvLJIQdhjpNT0SIhzix/tG0SWwbZJlVS/vAVxarBfmZkCJ0E4x3ulyhH4uamWe2L5StGoql9PyOJ8gQJVEvVSZFs+RDh1nHBNdmUiDknLApExTz2VSgoXPJBFFJROAuY8G58NzJg3DmxuO6P00WVHZhlGndCn5s7POqz8LFB24Y4aiXlMfnDEBK76MDkNOscdCFMFTq9rIxe5VpdOD1Vu+CDoDwSSJhvdNO8SPKBpdSazHmkV4ZJXxTs0WGH9amadfvncAdpsVMyek4ZoeCTBL/rU3jDeKBpHaTKPyjtpOGq1ciQrGMVFLaiqHMSHyjhrtufTBEvmZJCJqZ2aTGFQa32wWUeX0NLZxosC8gjqlwHJ/kfLnOKsZ3BoWXTgxQ1FP++C026yYMLo/bHFmuD0+WMwifAErMNduOxF2GHLgYXDU+i71Xu05ehaA/4PhxaezmjzEjygaBSb0A/vYMWF0fyQlWCCJImTAMNaL8jMND62c99gIxjtdlsC2dtbEdL2kWYXDhYXFe5qMN7av1B4itZlG5R31ciJauRJJZBwTXQFJEuEDws5iuNigZJNlfmSlyWeSiKg9+QAsWLE7rH1b8MRIAIAqiXplA+YV1BnJTeTPsyamo2TTEUwbn9bel0kBmD9R1DMBWPDErXA46/FKaeOky9zcDMRZTfqHblm5A6s2H0Nedir6XW0LOwyOWt+l3itNhcMFj7fpQ/yIopE24L16yxe497YbgiaEfz59VMSVqIKqhsV7j+Q4VFbWtM8boQ4psK2tcXkuK97YvlJ7iNRmLn0qq8mV+8DFD/slonBN7XoBmp60v9iOGj6T1NnZEmNhjeFQWUcUqf1y1nnw7Os79Pauu83CNow6NVlWkJhgQV52KmxxZjjrvFi1+RjKyh3Iy1YhtfcFko6fNhT1ZFmB1WzCK6W7g1ZuvVCyF0X5WUErvsrKHShef1hf0cUVD23rcu4V0Lg676KH+BFFGW1QYtr4NBQs2xEU72fO1zS5EjU03kWW/qDLFNjWRirjGSne2L5Se4jUZlbXeC6pnAjjmOjyXGzXS1MTK5dS5ofPJHVm1hgT7v3J+kt+/cZfZrfi1dDliNR+Vdd4ABjsAATYhlGnpSpA8frD4cc9CBx/iCZie18A0aXwRTgwG4JqeMA2ZxzbD+8VdRWyrEA2iPfSLccZ69TqtLZWK+PJeKNoZ9RmMn6JWsfFDreWZcU/KKmq/sVsASvFAw8PBvhcElHHYdR+zZqYjrXbTuivCWwLiTo1QQ3Ls2dNTAcExn80YX5FHUKklQ9Qwa30UYb3iroSo3h3ON1I5vZ4amVa7AWW8UxKsKBHUixMUBlvFJVC28yycgc2bj+JovwsyIrC9pKohTTncGuWKiOijiq8/RKxfN0hlJU79NdcaltI1OGpwMbtJ4PKmW3cfhLTxqe295VRAO6YoQ6hqZVbTa34orbHe0VdSaR4F2SVsU6tKjD2tDKeMWaJkzIU1YzazEljB8EEle0lUQtq7q4X5uxE1FEFtl8mqJg0dhB3AFKXZAIwaewgFK8/jIJlO1G8/nBD3k3RhPeDOgSu3Oo4eK+oK2G8U3th7FFHxLglaht81oiI2BZS18b47xg4MUMdBg+Z7Dh4r6grYbxTe2HsUUfEuCVqG3zWiIjYFlLXxviPfixlRkRERERERERERERE1EY4MUNERERERERERERERNRGODFDRERERERERERERETURjr9GTOiKLT3JVyRjnrdV6qrvd8rFfp74u+Nv4OOLPDedfX7yPffsd//xa6/o7+/5urq77+jYTxfHv4+oltr3p9ouve8lsii7XquVGd5H00xeo9d4X1fTGf8HUR6T53xvV6Orvz+O/J7Z9vViO/78gmqqqoteC1EREREREREREREREQUAUuZERERERERERERERERtRFOzBAREREREREREREREbURTswQERERERERERERERG1EU7MEBERERERERERERERtRFOzBAREREREREREREREbURTswQERERERERERERERG1EU7MEBERERERERERERERtRFOzBAREREREREREREREbURTswQERERERERERERERG1EU7MEBERERERERERERERtRFOzBAREREREREREREREbURTswQERERERERERERERG1EU7MEBERERERERERERERtRFOzBAREREREREREREREbURTswQERERERERERERERG1EU7MEBERERERERERERERtRFOzBAREREREREREREREbWRZk/MHDp0CKWlpfB4PDh48GBLXBMREREREREREREREVGn1KyJmQ8++AAFBQUoLi6G0+lEfn4+3n///Za6NiIiIiIiIiIiIiIiok6lWRMzq1atwpo1a5CQkIDu3bvjgw8+wDvvvNNS10ZERERERERERERERNSpNGtiRhRFJCQk6H+/+uqrIUlSsy+KiIiIiIiIiIiIiIioM2rWxExycjKOHTsGQRAAABs2bEBSUlKLXBgREREREREREREREVFnI6iqql7pN588eRKzZ89GeXk5EhMTERMTg2XLlmHgwIEteY1ERERERERERERERESdQrMmZlRVhaIo+OqrryDLMq677jqYzeaWvD4iIiIiIiIiIiIiIqJOo1mlzO644w785je/gdVqxYABAzgpQ0RERERERERERERE1IRmTcyUlJTA4/Fg8uTJePzxx/GnP/0JPp+vpa6NiIiIiIiIiIiIiIioU2lWKTONoijYvn07fvOb3+Cf//wndu3a1RLXRkRERERERERERERE1KmYmvsDKisrsWHDBvzxj3+EqqqYOXNmS1wXERERERERERERERFRp9OsHTMzZszAwYMHcdddd+HBBx/ETTfd1JLXRkRERERERERERERE1Kk0a2Lm/fffx7hx4xAfH9+S10RERERERERERERERNQpXVEps/Xr1yM7Oxs1NTV4//33w/790UcfbfaFERERERERERERERERdTZXNDFz6tQpAMCJEyda9GKIiIiIiIiIiIiIiIg6s2aVMvv4449x5513Bn1t3bp1GD9+fLMvjIiIiIiIiIiIiIiIqLO5oh0z27Ztg8/nw4svvghVVaHN7fh8Prz22mucmCEiIiIiIiIiIiIiIjJwRRMzx44dw+7du1FZWYmVK1c2/jCTCbm5uS11bURERERERERERERERJ1Ks0qZvffee3j44Ydb8nqIiIiIiIiIiIiIiIg6rWZNzHg8Hvz1r39FbW0tAECWZZSXl2POnDktdoFERERERERERERERESdxRWVMtPMmTMHp0+fxrlz5zBkyBD83//9HzIyMlrq2oiIiIiIiIiIiIiIiDoVsTnffOzYMXzwwQcYM2YMCgsLsXr1alRXV7fUtREREREREREREREREXUqzZqYSUlJgclkQr9+/XD8+HH0798fTqezpa6NiIiIiIiIiIiIiIioU2nWxExcXBw2btyIQYMG4aOPPkJZWRnq6upa6tqIiIiIiIiIiIiIiIg6lWZNzPzsZz/DsWPHkJmZCVEU8cMf/hCPPfZYS10bERERERERERERERH9f/buPTyq+t4X/3utNdckQzKQBKkarMrFApZ4ICmCYFHTiiIKbgnunxC3ERErlFqqCSjSDQS81ILdaAF3ufQIaNmICIdSYEsFLEFkF0RAjhXwWM0FhmRymczMWuv3x2QtZpKZkMxMyFzer+fhechkZvJdsz7zXd/1vX0ooQiqqqpd8Yfr6upQWFiIN998E9dccw0OHDiAsrIyNDU14e6778asWbMA+PLYzJkzB/X19RgyZAjmz58Pg8HQ7r9z/nwdFKVLDjFsdnsKHI7kWXnUlceblWXrkr8bLv94TrY4CYafgY/dngKDQerqYnSYFs/Jfh55/K2PP57r5pZ4fnn88VY/M57bL9k+j3irm4HOuxeMpXPPsoTWVnniLZ7jsV8jUrEWT12hPZ9BvMUyEDyek/18J/Px+x97IsRzsp5LHndr7Ynn9o9w+CkpKQn5O0EQsGjRojZf//e//x1z587FmTNnAAAulwulpaVYt24devXqhSeeeAJ79+7FqFGjMHv2bCxYsACDBw9GaWkp3nnnHTz88MPhFDtuxNsNfKSS7XijhZ8bPwNNvH8O8V7+SPH4E/v4E/34LofHn1jHn2jHEyl+Hskrls49yxJarJWHOobnL7k+g2Q61mCS+fgT7dgT7Xjai8cdnrC2MuvTp0+rf5mZmdi2bRuOHDly2de/8847mDdvHrKzswEAR48eRe/evXHttdfCYDBg7Nix2LFjB7755hu4XC4MHjwYADB+/Hjs2LEjnCITERERERERERERERF1ubBWzLTMI3PgwAE8++yzGDt2LObOnXvZ1y9cuDDg58rKSmRlZek/Z2dno6KiotXjWVlZqKio6FBZe/RI69DzY0U8Lt+LRLIdb7haxjM/N34G8cw/npP9PPL44/v4L9fWiPfji1SyH3+8YTx3DD+P2NaZ94KxdO5ZltBirTzhitd+jUglyvmLRCJ+BqHiORGPtSOS+fjj+diDxXM8H08keNwdF9bAjMbr9eLVV1/F5s2bMX/+fPzkJz8J630URYEgCPrPqqpCEISQj3dEPO7FmpVlQ1WVs6uLccV05fHGW6XhH8/JFifB8DPwibc41mjxnOznkcff+vjjLabbamvw/PL44w3juf2S7fNItHiORCyde5YltLbKE2/xHI/9GpGKtXjqCu35DOItloHg8Zzs5zuZj9//2BMhnpP1XPK4g//ucsIemDlz5gx+8YtfIDU1Fe+99x6uuuqqcN8KV111FaqqqvSfq6qqkJ2d3erx6upqffszIiIiIiIiIiIiIiKieBNWjplNmzbhoYcewl133YV169ZFNCgDAD/84Q/x1Vdf4ezZs5BlGR988AFGjhyJq6++GmazGYcPHwYAbNmyBSNHjozobxEREREREREREREREXWVsFbMzJkzB6IoYsWKFVi5cqX+uLbV2Kefftqh9zObzVi8eDGefvppNDU1YdSoUfjpT38KAHjllVcwd+5c1NXVYcCAAZg8eXI4RaYkIUkivABkRYUkCjAAkGWlq4tFFBbGMyUSxjMlCsYyJRLGMyUCxjHFC8Zq57B1s8Jibn/3pqvJC2dtYyeWiIji3ZWqr8MamNm9e/dln3PmzBlcd911bT5nz549+v+HDRuG999/v9Vz+vfvjz/96U8dLiMlH0kS4WjwYNHqclQ6GpFtt6K0KA/2FCMbOxR3GM+USNqKZ6J4wrqZEgnjmRIB2xgUL1jndh6L2YCxz2xp9/O3vjoOyZcJg4ja60rW12FtZXb11Ve3+Q8AZs2aFdWCEkmSCFUS4RUEqJIISQoMXy+gf2kAoNLRiEWry+HtgrISXQ7jmZKBFuceMJ4pvoSqo1k3U2e6XNsg2hjPFI9afk9kCIxjigvtqXNbxrd/QnEiIoquWLjnC2vFTHuoKi8gFD3tGa2UFVX/0mgqHY2QFbXzAp0oDIxnSgb+cT5r0i0h45ko1rRVRzexbqZO0hUzqdnWoHgT7Hvy70/cyjYGxYXL1bnB4nvuv+Uj3WLgihoioiiLlXu+TpuGJQhCZ701JaF2zS4RBWTbrQGvy7ZbIYmMRYotjGdKBv5x7mzwMJ4pbrRVR7Nups7SFatXGM8Ub4J9T/5ZXcc4prhwuTo3WHwv+M+DXP1FRNQJYuWer3PXxxNFSFtW1tbsEo1JElBalKd/ebTRTs74o1giMZ4pCbSM8017TmPWpFsC4nkO45liTHvaHKybqbO0p20QLVqsQwDjmeJKy+9Jvxw7TEaJcUwxT5JESJdpQ4S+DqDTt7YkIko2l7vnm/No3hXpv2B7hWKW0SSh0aPA4WxCmtWE/AE9cfB4hf57fbRSViFJIs473Vi/8ySKxw1CepoJdpsZVqMIj1vuwqMgukRbKulwupBtt+oXgX45dhQW9AUgAJIIowTGM8Ut/zjPH9ATdwztjawMCwwGEU9OuBkWkwEutxdGI28wKXb4L2UvHjdIj11bihHOBg92HzoLk1HCBWcT62bqFAZRDGgbAL62rkESfVtECwBUAYqiQBQFGICwtrZpuW1D/oCeWDDtVggQIIoI+32JrgRtBmuloxH9cux4ZMxNWLrhCOw2C56ccDO+l5kGo0GEChVeFczPQVecJInwwtfhJzXX1aIk4LzTjUWrywNjVRIhQdXrXP/41mTbrfimygm7zdKpW1sSESUbSRSC3vMZJBFOlxdeRbki/RccmKGYpA20+O/199yUoQCAg8crkD+gJx67byAU1TeA45UvLUHTBm+y7VYsnj6iKw+DKIC2VNJus2DGxFws23gEN9+YiTHDv4/Faw7pHSSP3z8oaDyXTR8ObspAsU6L87vycjCpoD8WrS7H0w8Nxuvv/E+rG82y6cO7rqBEfvyXspcf/xaFBf1R5tcGKSnKw8W6JrY1qNOIEjCzMBdLNxzR425mYS5UqFjx3jGMve0GLNt46XelRXmwpRoBNXAwJVinoH9HXsttGw4er8BX/6z1tTFkBRxipFhmkgSUFOXhr59+jTHDr8ecN/aj0tGISkcj5q86iGy7FU9OuFn/P/Nz0JUULF/BnKI8pFiN+mP+sVo2fThkWWlexShAllUsmHYrqi+6sGbb53A4XZgxMRfrtp+Aw+nivSARURSZJKHVPd8LxfkAAEkUsWTNJ0H6L0ZAFoSgbexwddrAzHXXXddZb01JINhef4vXHMK84mF4/P5BqKlzY+6bB2C3WTD5nptgkMSgS9A8sgKLJLIxTjFBWypZ6WjEuu0nMLMwF1kZVsx984A+82/sbTfgfI0raDwrCiB1UdmJ2ktWVNhtFowYfA3mrfDV05kZ1qAxzcS8FCv8l7KPuuUavYEO+GK1bHU5FkwLnmCabQ2KBrdHwdptJ1A8bpA+a2/tthP4t/sG4I6hvfVBGeDSHtjF4wZh1ZZjeqJSACGTmGrxqYTYtoFtDIoHblnF5/+oxshbrsWF2uDtZYvJoP9/wX8eZGc2XTHB+jAWri7H/KnDQta7JklEvUeG40JTwMB8SVEeGly+68Cpcw4A6JSk00REycotqwH3fHabBTV1bvx61UHMmnRL0Hq7uqYRz/5uX0AbO1IRrcO5cOECVq9ejf/4j//A7373OyxbtgzPPPMMAOC1116LuHCUvELt9VfX6EaTW8GStb7VBRNG98HSDUdQU+cOmpjpn9V1TJZHMcM/gdipcw7UN3rhcDbpsT5hdB8s2xg6nkUmMaU4IIkCCgv6ora+Sa+nvztfz8S8FNP86+ce6cEHEkUheBJItjUoGiRRgMPpwqLV5ShZvh+LVpfD4XShps4NW4oxaExqj2uJSttKYqoRm7dM88c2BsULWVExuG9PlK0uD9ledjZ49J85CYSupFB9GAYpdL3rBVBxoUEflNFeU7a6HPWNXn1Qhu1mIqLoallna/3LlY5GOBs8Qevtmjo3gOBt7HBFNDDz85//HAcOHMCmTZvw3Xff4b333oMocs94iowkiZCC3DTmD+iJHukWSJKA4nGD0C/Hrt+QbtpzGjMm5gYkZpoxMRcbdn7BxjjFDAMuJdntl2NH76tsSE8z6z9fk53WZjxDYCxT7DMA+F5mGtweGfkDeuKa7DRs2PlFq5hmYl6KJf71s0FqPQCTP6AnJEPrpL1sa1CkfFvYiFAU3xY2+QN6ArhUT+4+dDbozWH+gJ7olmpG2fThKB43CIIgtJnEVCeobGNQ3JJEAZKIkO3lmYW52LTntP58dmZTZ9Hqbq8gQJXE5j6M4BM4DJIQst6VFRUWkyFo3Z2eZtKfz3YzEVF0aXV2vxw7SovykNMzTa+Lg7Uxnp08FOXHv9VfH63JHxHV7f/85z+xa9cuvPjiiygsLMTTTz+N6dOnR1woSg7aHtiVjgZAEvVgdDR4sH7nST0Hh5Z3o7CgP0qX74fdZkFhQV/8fFIuAN8X5NQ5B9ZtP6En402zmrBs4xE4nC5fY1zmzSZ1PVlWYE8x4qWnR+Ci043nf+/b5unZKUPgapJx0dkUMp7Xbj+OqfcP6upDILosWVZgMRmQ0c2MiXf1w0VnExxOlx7TthQjXG4vMmxmyG6uM6DYoNXPr8y8DXUNnoBcH/kDeuKRMT/AmX/W4tqeNj0JpLPBo+/7zrYGhSNoPoJH8/DkhB/C7ZFRW+/Gv9zZF+/u+qJVu3jiXf0wf9XH+utefPxHEAUxaOLogPhUga0ffRmwZdrWj75kG4PiggGAYJSCtpcz062ob/LA4XQBgJ5jxgAwdxJFVbC6u7QoDz1sJpQW5QU8PmNiLiodDSHrXUkU4HJ7g9bdmelWrCi5E5IowCQBHjcjmYgoWgwAXnz8R3A4fVtJFo8bpNfFWhvjyQk343tZaVBVoKbOhZ/eeh2+rqjDqXOOqE3+iGhgJjMzE4Avn8wXX3yB++67D14vO1no8kI1ZrqlmPTHLjrdekO7ezcL5ryxHzffmIm7b/2+vpVZ/oCeeG7KUCxecwinzjmwassxzCzM1QdltJklbMJQrJBlBSrEgASQDY1efLDvHyi8q5/eGajF86xJt2Dt9uOYVNCfsUxxQ1ZUVDsasePjM/iXO/vqcb1odbmvvn80DxJUMCMHxRpXk4wXV/4NdpsFMwtz0SPdCqNBQE2dG29sOqrntntt/acB7RfWzxSOoPkI/lAekLx81qRbcN/IG5BqNaJs+ggoqgpBAFa+d0zv5FNUFbX1Hmz+8HTAAE6w+DQAmFTQv1UbnDFM8UCWFYgmQ6v28oyJuVjx3lFMvKsfSh8dCqvJCKMkokeGFefP13V1sSnBhNo2smz6cNhTfHV1dU0jaurcWLf9BABg8j03BeSQ8V8B07N7SsCEkGy7Fc9NycOK947i4PGKoPnCiIgoMrKswGI0YOmGvwWsxNXa0Q6nCxk2C/7z/c/0unhmYa5en0drJWNE79GjRw+sWrUKgwcPxuuvv460tDS4XK4oFIsSXajGjH9i3VPnHNi05zQmjO4Du80Mu82CCaP7Yt6KA/pzDh6vAACUPTUcqupLaGqQRJQ8OhSKV4UElY0XijkttxoxSCLuHXE9ytYcCugMVBUVZpOE6RN+CMgKY5nihrd51cwdQ3vjpbWf4OYbMzGveBgkEVBUIMUiQeHqAooxXkDP+2W3WaCqwAu/P4DicYOw+9BZvRPcKyt45l9vgd1mRcWFethSjZC9rJ+p40JtPeafvPy19Z9iXvEw1NY3ISPNDEEBVKgYe9sN+o3jvOJ8vLHpSKuJTZkZvoFFV5MMk0mCAAEeWdEHeSCogOq7IWQbg+KF2yNj7bYTmFc8DHWNbtTUufHh4a9xx9De8HgV9Ei3wGqS0NToYe4k6hRtbRtpEAXIioJnf7dP/12/HDsAYNH04VAUwCAKMEq+xNOCAFhMBlzVw4Cy6SMgKwokScSKzUf1vg7/gR9GNBFR5LQdnGRFCeiD/vDw15hXPAxGgwBJFPHBvi8D6uKlG46gbPoIlD01HAIERCObS0QDM7/+9a+xbds2DBkyBAMHDsSyZcswe/bsyEtFCeVSwKuQRAEGAE0hGjNi8x5/lY5G9Mux45ExN2HZRt+SMv9k0pp+OXbcN/IGOOsDV988N2Uo0lKMkAQ2XSj2aAkgtVj2ygoym5NN33xjJiwmA174/QE9nkuK8pBpM0HmVFaKA5IkAoJvW4b0NBPsNgvuGJoTsOVOSVEeutvMADsCKYbIiqonk54wuo/e6Z2VYcH9o24MWCUza9ItkCSgV2YqjAYRXg7MkJ9gbd9gAx+SX7tXEyx5eV2jG6s/+FyfoTeveJgenwD0/AT9cuyYMLoPbClG1NS5YTZJqG/04L8/+Rp3D78OriY5YEb2nKI8ZHAGNsURSRKhAHA4Xaitb0LJ8v3ol2NH0b0/CFzJ+GgeejTn5yCKtlB1t0EU4Whww+F0terTaFn3Go0i1mz7PGCQXWsjK4qqdwRq9IGfK32wREQJxn8HJ//ty/rl2HH7/7o2oN9ixsRcOBs8yBvQS9+K0tnoRl3zlpSFSa4FnQAAIABJREFUBf2RlmqJqDwRj+1MnjwZADB79my899573MqMAmgBX7J8P6aW7UbJ8v1wNHhgEMWQifFKi/KQP6BnwBKy8uPfoldmmt5hAkBv5Lg9cqvVN4vXHIIAAarEgRmKLZIkwuX24rkpQ/VEYz17pMJoFJE/oCcmjO6rb9UH+OK5bHU5uKUwxQOtzq+62IAMmwV2mxlT7rnUWQJcimkvk6VTjJFEAbsPncWMibnokW7RY9ZqNraK4dfWfwpZVvF1hRMXapp8A5JECN32DRYjBgClRXmBiUWnDIHVLKFs+nC9TVxT58aE0X2wdMMR2G0WiM3JzzXOBk9zLqSbsGrLMZQs349VW45BllW8/9cv8cDtfVBb59Y7BoHmbdNWl4N3bhRPvAC27fsHnpsyVM/L8f/d3b9VHb3oD+XwcLyRIiRJIlRJhFcQoEqiXo8Hq7tLi/IgSsD6nSdhkETMnzoM84rzMXX8QHi8MmZNusW3HZnNgoWry1FxoQF3DO0dMMiutZHT00xB+0qikcuAiCiZ+SZPCWjyyCgeNwjlx7/FjIm5rSbmAb46ednGI5gwum+r9vXWj77EHUN7o2x1uZ7bLlwR3UU+9thjqKvz7dlaV1eHX/7yl1iyZElEBaLEEmrLMlEK3pgRZBU9bCZMKuiPukZ3wKjlhRqX3mHiP3CjzRL0V+loxIVaFy463ewsoZjiBfDiyr9BADD7kSF4csLNaHB5IAjAo/cObLUqDNBmSPHukmKfVuebDBIkSYDFLCEzwxI8prmVGcUYkySgsKA/Dp/4DrYUo95GURF8lS8A9MiwYhE7t8lPqLZvsBiRZQX2FCMWTR+OsunDMfuRIRAFEa+/8z/6zd/Eu/qh/Pi3sKUYYbdZ8MiYm/Dd+fqATrtNe07j0XsHtrqZXLL2ECaPGQCzSURaiiloHLN5QfFEVlRs3vsPHD5RgZyrbCgtykNmhjVobHMCCEWirUF2re4umz4cK0ru0HPLyIpvm8nX3/kfPLlkD97YdBSiIGLHx2f0Ov2RMTfBbrPAYjIgK8OC4nGD9IH4fjl2VDoa4ax3Y2Zhbqu+Eq6WISIK36V6fR+e/d0+rNpyDLf/r2tx4qvzmD/1VuT0TAvanvDvo/NvX+f0TEPxuEGIdI/JiHqs77//fkydOhV79+7F2LFjYTQasXXr1shKRAkl1P6rbs+lxsxbc++61JiRFbhlFYtWl7faTkRb6nv4xHd46M5++sCNs8ETdEZJTZ2bnSUUc7TvRNVFF1ItRixaXQ6jJGHF5mMQBASsCtP4ZkhxgJFinxbfJqMB5y82wuVW9C0q/XHWH8Uit6xiw86TuDPvOrz1/mf6BBJBCB7Dqgoosgq7zQKZHYDULHTuAQSdLCTLCgQAr63/FI7aJpQFWQWeN6AXnA0eFBb0xbKNR7Bh5xf67D7At60TBAT9u3XN2y10Swk+A5s5OCieaFtI9e6VjpL/2I9Dn38HoyH4Tgwit7SmCFxukF2WFQiyAoOqQtBygapC0BUwdwztrf+8bOMRFBb0hdicd9F/FvYjY25C/oCeqLrowtptJ/DkhJvxxq9Go2z6CL2vhIiIwhOsXl+28QhuvflqzFtxAOcq6kL2LfvT2tfTluzBqi3HUFsf2YKAiHr6ioqKMHr0aEybNg2lpaUoKytDWlpa2O+3ZcsW3HPPPbjnnnv0lTcnTpzA+PHj8ZOf/ARz5szhVmlxJuSWZaKoN2ay7SmXGjO4dEO7ac9pzJiYi/Q03wy/U+ccWLf9BO7Muw5L1h7SO7C15/nPKJkxMReb9pzW92IlihXaDeWmPachSQIqHY1oaPLg4PEKKKqqrwprOUPKJHVxwYnaQYvvhiYPLCYDVFXF+ZrGVrP+ZhbmwsCtJinGyM17utfWN+Hg8QqIkoDicYNgkISgMVxd4+ukKSzoy4FG0kkhBqO/qXJedkszrc3rr9LRiPQ0EzbtOY1emWkBbWJtpvWvn7gVVY6GNicqmUxi0PYyBLaTKX60/K707pUesp0hsZ1BEQg9yB66zlT8kkj7v8aWYgz4uVePVNhtllbbVy/beARF9w7Epj2nceqcA/NXHYQoCjAbBQ7KEBFFKFS9rvXLBetbLi3Kw+5DZwNe4z9Yo22fGslIRVirIRcsWKD/X1VVZGZmYu3atTh48CAAYO7cuR1+z8bGRixcuBA7duxAt27dMGnSJBw4cACLFi3CggULMHjwYJSWluKdd97Bww8/HE6xqQuIEvDslCGorXPDYjLA5faiW5oJogQoIXJmaIM52k2n9sXQbkS1ZWTal2bZxiNYt903o+SqHqmovtiIddtP4NQ5x6VZ2dwyh2KEAcCcR/Pw9p9P6p03jtomZNutcDV5Mfa2G7D1oy9RPG4Q0tNM6JZqhtUswePmoDTFPq3DpMnjRXqaGYqs4j/f/xyPPzAQT064Wb8O2G1miFDB1EkUS0xGEfOK82HvZkG23Yrvqhuwassx2G2WVjFsNklYufkzVDoa8b3MNF9y964+AIoJWj2ozcjLtlvxq8lD0OjyoskjwwsTDM1b4RhNEtwy0KQoyLCZIStq0ITSaVYTiu79QUDC6VPnHFi0uhzZdiuKxw0KaBf7Jyxdt/0EKh2N8HhVvX2hJS/d+tGXmHr/oK77sIg6SNtCygvfCjBbijFoOyMjzRzpziKU5PzrW83l+hbEEK9xNngCfq662AiLOfh27HWNbpw659CfazKKaPIo+nWDiIjC01a97t8HrfXFpVlN2PzhaYy97QZ89c/aVu1rjTZoH+52k2GtmMnIyND/2e12TJw4Efn5+fpj4ZBlGYqioLGxEV6vF16vFwaDAS6XC4MHDwYAjB8/Hjt27Ajr/alryIoKt1vBG5uOomT5fryx6SjcbgWyourJ9CodDXoyPUkS4VUVPTH6qXMOrN1+XP8ZgJ7o0f9L82/3DcBVPVLR0OTB6+/8jz4ow71YKdaIkgCrxYCJd/XDyveOYcbEXH2VzMW6Jj2JmC3FiJo6N1Z/8BkUDixSnJBlBd3TzTCbDFiz7ThESYDD6cLKzZ/B470Ux6lWIzxudmNT7JAkETV1bryx6Shee/tTzCy8VDdrMdyzeypEUYDHq2Ll5s/0toaRnSXkp2XemJmFufB4FLz+zv/g2d/tQ8nyfXA0eGCyGFDtdKNk+T5MLduNX73+EVxuL+Y8GpiDURtsKVm+H6/88XCr3z83xTeT79Q5B7Z+9CUWTR+OJT8bgeJxgwImKhkEAZMK+gdsmzOpoD/byRR3ZFmBSfJNdHK5vUHbGRazBAlsP1P4tEH2juR5CfaaEr/Z1lqd/sf/c1KfmOcv225FXYNb///MwlwsXvNJQH4bIiIKT6h6feNfTukLAk6dc2DVlmMwGkSs3X4cuw59ja0ffYkF027FytI7sWj6cGz96Et9AF17n0h2TxBUVY1Ki6WiogJff/01hgwZEvZ7rFu3Di+//DKsViuGDh2Kxx57DC+99BLWr18PADh79iymTp2KP//5z+1+z/Pn66DE2VZWWVk2VFU5u7oYUaFKEkqW72s1Irn4qRGorXcHzCYsLcpDtxQTzlbUYsfHZ/TO6W6pZuwqP4Obvp8JW4oRBoMIgyiibE3ga22pRkiiAEUGvIoCSRR8M1jb6CzJyrJ1/ocQRf7xnEhxEq54/AxUScK5ilq8sekoKh2N6Jdjx4TRfZDd3YqMNDMuOpsCvhdzivKQcZk9heMtjjVaPMfjeYymRDt+/3r/zqHXYszw72PxmkOXYvrRPGRYL8V0sOOPt5huq62RaOe3o+Ll+FVJRMny/Xp7pV+OHYUFfXFNTxvcbgVurwxbihF1jR4s+kNg+6Otfd/jLZYBxnNHtPV5aDFVPG4QVm051qotXDZ9RNA28ktP3wZZViArwDdVTmzY+UXA7OmXnh7R3NZVIYq+lV5ej6q3fU2SgPPO1m1se/NWOl74Jk61p50c7HjjTWfdC8bSdyEZy6JKIqprGmG1GKE05yf1j/fMDAvcjZ42yxNv8RyP/RqR6urYliSxw3Vmy9eYJAFuWW1Vp/fLsWPyPTdh6YYjAW3k9DQT3B41aP1fNn04hCB/P95iGQgez5Gc76wsG8Y+s6Xdz9/66riYqTc1XR3vXcn/2BMhnpP1XMbDcbesoyVJwK9e3we7zYIJo/vA3s2MVIsRFrMEWVZRW+9GRpoZBqj6aveW7ey5/5aPdIsh6PWhPfEc0cDM+vXr8cknn2DOnDkYO3Ys0tLSUFBQgGeeeabD73Xy5Ek899xzeOutt2Cz2fDLX/4Sffv2xYEDB/D2228DAM6cOYNp06Zx1UwcqbzQgMcW/qXV4ytL78ScN/a3uhld+ORwVF9sRMny/frj/XLsePyBgXDWX9oO7ZqeNpgMEryyAqNBRHqqmclLKS58W12P8zWBMa55deZIWC0SUi0mxjbFrW+r6zG1bJf+szb4eF0vGwRBQIpFQrdUSxeWkKi1SkcDHlvQur3yxq9G42JdE1xuL67qkYqruqfC2eiGx8s6mtqmKCrOfleLxiYvnv3dvla/X1FyB6aW7Q54rF+OHbMfGQJBAAySiAaXB/NWfBxw49f7qm6XjTlFUVFT38Q4pYRV6WjAS2s/wdMTB6O+0Y30NAtURYUoCXh31xeY9JP+yLandHUxiXTaNWHBfx5stc2lQRLhbPCgb04G7DYLqmsaUXmhAc4Gj55vBgDemnsX47oNHR2YISJSFBVffVsTMPFOq5uzMqw4V1GHvjkZ6JFuDXhNNNvZEa1ef/fdd7FixQrs2LEDo0ePxrx58/DQQw+FNTCzb98+DBs2DD169ADg27bsrbfeQlVVlf6c6upqZGdnd+h943FmSTyMMrabJAbdw08QEHRPVUG4tFWZNmKZlWGBCkFfYaCtIjClAIKswOuVcd7lCWtGS7yNxnPFTKB4+wwkSYQkCujenL+g5ffCluIbmfd4ZF9iSVXFxYsNCRfHGq6Y8Um045ckKSC+teXA//7ErQBUeLxKwPFyxUxii5vjD9Fe+e5CPeavOohsuxUvPv4jOGpd+soE1SPj/Pm6Nt823mIZYDx3xOU+j3SLAakWY9DYEkVfTqOWs6dLm1fRaO3dl54eAbfn0krwy8WcP4MkwuORUXGhPqwVMsGON95wxcyVdcXKIonIsJng9sh49X9/ikpHI/IH9MRj9w3E2NuuB1TgwoV6dO+eyhUzcSyWYjtc/n0UaRZjc53uWxGjbYsKXFoR+dU/awJmYmu5DBxOF6CqQT+PeItloHNWzHRUrMVWIsR7uLhiJjHE63FnpJn0PHWKqupbEPuvxDWIQJNHCehv1vqjRZslorZGRJtUCoKAzMxMfPzxxxg2bBgMBgMUJbzGfv/+/XHgwAE0NDRAVVXs2bMHeXl5MJvNOHz4MABgy5YtGDlyZCRFpiss5N6skhB0T1WDJKBn9xQ8O2UIJt9zE1ZtOYaqiy4sbt62DPAN4CxcXQ7/VOiSJMLR4EHJ8v2YWrab+7BSzLkUo/vwm7c/DcibpDW6/8+Br3ChpolxTHHNbBRQ0qLen1mYi9+8/SnmvnkAF51uxjTFHAOAOUHidsPOLwAAdpsFDmcTnmvOB8L6mdpDlhUYoLZqC88szMXL6z7BG5uOYvI9N+lb52lb2gCX2ruyrMKgqhBkpUODKmwbUyIzAHjsvoH6Vqn9cuwYe9sNmPvmAcz8zV49l1OyDWRQbGlZDz+3fB8uOt2wGoXmdoULwKU+EkWGPigD+K4DyzYeQWFBX+bOJSLqJIKswm6z4LX1n6K+0YvX1n8aUA+v33kS1Z3YTxdR3W4ymbBy5UqUl5djwYIFePvtt2G1Wi//wiBGjBiBzz//HOPHj4fRaMSgQYMwdepU3HXXXZg7dy7q6uowYMAATJ48OZIi0xWmJUAtmz48YGQRsu8mteV+wIKsItUowWIy4Lk1vhmDthRj0NU1sqLqAexF60bMotXlvn1Yr+QBE4UgQ9BjtNLRCAFA8bhBsKUY4WzwYN32E5gwug/jmOKe26Niw86T+PUTt0JRVFRcqMfabSf0GYGMaYpV6TYTyqaPgKyoUFUVv3n7Uz1uJ4zu06rTnLFM7RHYFvblGPCvE5duOIJFze3ky7V3O4JtY0pksqxAEAQ9vieM7oNlG1vX0a/M5KRO6jpt1cPB+kjcihL0OnB1lg1mMbIVj0REFFq3FBMWTLsVgNCqHr5jaO9ObVNHNDCzcOFCvPXWW1iyZAnS09Nx+PBhLFiwIOz3mzp1KqZOnRrwWP/+/fGnP/0pkmJSF5NlBQKgD8jIzY9rjREIAqCq+vYKkiTC473UKHE2eIJuASGJAiD7ZkFF+2aWKJokSYRLDmxoV110tUoGnJ5mYhxTXNNi/eDxCtwxtDfS00yYv+pgwHMY0xRrtBmtWoN7yc9GoKbOrc9kBdCuSSJEoWhtYUEQgtaJigoYxODb6fm3dzv0N9k2pgQnioL+nQlVR3u8Cgciqcu0VQ8LqhrQRwJJhAqEuA5wUIaIqDO0vA+cV5zfqh7u7H66iNbdXH/99Vi4cCFuv/12AMCrr76KXr16RaFYlAxkWYEgK8i2pwRsz+AF8M/qOn3Lh017TmPGxNzW26H5vZckBt8aTWKiU4oBLWMa8MX1zMLAuLbbzIxjimv+sb5pz2l0S2VMU+xrOaO1ps6N3YfOBrQ9tPx3/hjL1FFi8+CLv2y7FZIgBN3yLJKta9g2pkTnv2W2NpHPX7bdCqOBW/dR1+lIPewF8Nb7n7Xq95jzKLcwIyLqLC3vAzfs/KJV2oHO7tOIqI7ftWsXli1bpueFURQFFy9exJEjR6JSOEpOiqJiw84vMGNiLpZtPIJT5xzY+tGXWDDtVggQIIpolbxUa5i33BrNAOgrdIi6itwipisdjXA4XbDbzFg8fYSeSNokCYxjimstY33THl/DRtsDnjFNsajljNZNe07jkTE3YetHX6J43CCkp5mQmWHBnEfzsPAPrJ8pAoIa0BbQcsxBUOFVgR42U6utbcKdJc22MSU6WVbQw+bbeqShyYtnJw/FkrWB7Y30VDPOuzxdXVRKUh2ph2VFxcHjFbjodAdsd21LNQHMlURE1Cla3geeOufA9v1fYcG0W+FwNqGmzo2df/sKJUV5KOukNnVEAzMvvfQSfv7zn2P9+vV4/PHHsWvXLqSmpkahWJSsJEmEV1HhcLqwbvsJvVHicnthMopQ3DIgB2nIhMhlwyW/FAskUQga02aTBElVAVUFZBUeGYxjimsGUWwV6x6vjMVPjYBXVhjTFJMkv+1wAOgTQiaPGYC6RjfsNjNMooAMK+tnipAKfcBP63Tb+tGXuGNob6zacgylRXmwpxghNLcLIrnZY9uYkoEiq5AkAY5aFzLSzJhXPAwNTR7UNbiRYTNB5Aox6kIdqYe1tsipcw4sWl0OwDcj+8kJN8Nus8CeYmT9TUQUZcG2Ej76f6vxyN03ITPdArvNjBuu7gaTJHRamzqitb1WqxVjxozB4MGDYTab8eKLL+LDDz+MSsEoOfkv4XU4XVi0uhyvrf8UdpsFwmX219a2RjOoasDWaERdTZst5R/TRoOEFZuPwdviuYxjimeiBMwsDKy/vbLqW+nImKYY5b8dDuDrCBl72w1YtvEInv3dPsx98wDcssr6mSJmADCpoD9WbTmGkuX7sWrLMYy97QZs2nNaTyTasl0QCcYsJTovgBWbj8FokFC25hCeenkPXl73SbvuHYmuhPbWw8HaIjMm5mLDzi+ifm0gIiIfrf/Cv+6dWZgLFWpA3e1xy53Wpo5oxYzZbIbb7UZOTg5OnDiB/Px8CAJnpVD4Qi/hNUL28maS4pMsK7ClGgNiet32Ezh1zoHH7hvIfYMpYbg9CtZuOxEQ62u3ncAz/3oL45xiVssZrWe+dep1NMCE6RQ9jDWi6OK9IyUK7fqwaPpwVDkaA+4XAfDaQETUCWKh/yKivzN69GhMnToVS5YswcSJE3H48GHY7fZolY2SUKglvGXTh3dxyYgipAKrthwLWCKpJwzjjD5KENq2fVr9DTDOKT7IsgIBvi1VWVdTZ2KsEUUP7x0pkciyAkES8dr6T3ltICK6AmKh/yKircymTZuGRYsWoWfPnli+fDmGDBmCZcuWRatslISCLeHVkioRxTPGNiUDxjnFO8YwXSmMNaLI8XtEiYYxTUR05cRCnRvW39q5c2fAz5999hkAoFevXjh8+DAKCgoiLxklPEkS4QVQ6WgAJFFPnsREpZSIWsa2QRQhSkCTR4HkF/9E8UyL88XTR8CrNOeWkTjDj+IHY5g6i9bu1dq3ANjmJYoQ7x0p0bSMaYvZANUjM6aJiDpBLLQjwhqYWbduXcjfCYLAgRm6LEkS4WjwYNHqclQ6GvVRSXuKUd/iwQAAsgq5i8tKFC1abJslEY4Gd8j4J4p3tYxvinOMYYqmttq9gqywzUsUAd47UqLxj2m7zYKqKmdXF4mIKGF1dTsi6gMze/fuDbswlDy8gH5zCviSnS5aXY6y6cMhdG3RiDod458SGeOb4h1jmKKNMUVERERERC1FZds0l8uFzZs3Y+3ataiursahQ4ei8baUwGRFDUhoB/huUmVF5f6plPAY/5TIGN8U7xjDFG2MKSIiIiIiakmM5MUVFRV49dVXMWrUKCxcuBB33303du/eHa2yUQKTREFPrqTJtlv1PbeJEhnjnxIZ45viHWOYoo0xRURERERELYU1MHP06FH84he/QEFBAU6fPo158+YhOzsbM2bMQLdu3aJdRkpABgClRXn6Taq21zZnDVIyYPxTImN8U7xjDFO0MaaIiIiIiKilsO4HHnroIdx3333YtWsXsrKyAACvvvpqVAtGiU2WFdhTjCibPhwQBED1beXApLqUDPzjX1ZUSKLA+KeEwfimeMcYpmhjTBERERERUUthrZiZM2cOPv/8c4wfPx4vv/wyTp8+He1yURKQZQWCrCDbngJBVnhzSklFi3+DqjL+KeEwvineMYYp2hhTRERERETkL6yBmUceeQQffPABXnnlFXzzzTd44IEHUFVVhffeew9erzfaZSQiIiIiIiIiIiIiIkoIEW1tnJ+fj/z8fFRXV2Pjxo1YunQpfvvb3+LDDz+MUvGIiIiIiIiIiIiIiIgSR1grZlrKzMzEU089hd27d+P5558HACxevLjD77Nnzx6MHz8ed999NxYsWAAAOHDgAMaOHYuCggK89tpr0SguERERERERERERERFRl4hoxUxLoijijjvuAAAcPHiwQ6/9+uuvMW/ePLz77rvo0aMHpkyZgr1792LevHlYt24devXqhSeeeAJ79+7FqFGjollsIiIiIiIiIiIioqRk62aFxdz+bmJXkxfO2sZOLBFR4ovqwIw/VVU79Py//OUvGDNmDK666ioAwGuvvYazZ8+id+/euPbaawEAY8eOxY4dOzgwQ0RERERERERERBQFFrMBY5/Z0u7nb311HJydWB6iZNBpAzOCIHTo+WfPnoXRaMS0adPw7bff4vbbb0efPn2QlZWlPyc7OxsVFRUdet8ePdI69PxYkZVl6+oiXFHJdrzhahnP/Nz4GcQz/3hO9vPI44/v479cWyPejy9SyX788Ybx3DH8PGJbZ94LxtK5Z1lCi7XyhCte+zUilSjnLxKJ+BmEiucreayx+LnGYpkuJ1pljsdj1wSL53g+nkjwuDuu0wZmOkqWZXzyySdYt24dUlJS8OSTT8JisQQM8Kiq2uEBn/Pn66AoHVu909WysmyoqkqeceeuPN54qzT84znZ4iQYfgY+8RbHGi2ek/088vhbH3+8xXRbbQ2eXx5/vGE8t1+yfR6JFs+RiKVzz7KE1lZ54i2e47FfI1KxFk9doT2fQbzFMhA8niM53+F8BrEWW7EQ7131OfofeyLEcyycy67A4w7+u8uJmYGZzMxMDBs2DN27dwcA3HnnndixYwckSdKfU1VVhezs7K4qIhERERERERERERERUUTEznrjjuaY+fGPf4x9+/ahtrYWsizjo48+wk9/+lN89dVXOHv2LGRZxgcffICRI0d2UomJiIiIiIiIiIiIiIg6V0QrZqZMmYI1a9YE/V1JSUmH3uuHP/whiouL8fDDD8Pj8WD48OGYNGkSrr/+ejz99NNoamrCqFGj8NOf/jSSIhMREREREREREREREXWZiAZmnE4nGhoakJKS0up3+fn5HX6/Bx98EA8++GDAY8OGDcP7778fdhmJiIiIiIiIiIiIiIhiRUQDM1arFT/+8Y/Rr1+/gMGZN998M+KCERERERERERERERERJZqIBmZarm4hIiIiIiIiIiIiIiKi0CIamHnggQfwzTffoLy8HF6vF3l5eejdu3e0ykZERERERERERERERJRQxEhe/NFHH2HChAnYtWsXdu/ejQcffBC7du2KVtmIiIiIiIiIiIiIiIgSSkQrZpYuXYo//vGPuPHGGwEAp0+fxuzZs3HnnXdGpXBERERERERERERERESJJKIVMx6PRx+UAYA+ffpAluWIC0VERERERERERERERJSIIhqYsVgsOHbsmP7zsWPHYLVaIy4UERERERERERERERFRIopoK7PZs2dj2rRp6N27NwRBwD/+8Q8sXbo0WmUjIiIiIiIiIiIiIiJKKBENzAwZMgTbtm3D3//+dyiKgsGDB8NutwMAPvjgA9x7771RKSQREREREREREREREVEiiGhgBgAyMjIwatSoVo+/9dZbHJghIiIiIiIiIiKimOD2yMjKsrXrua4mL5y1jZ1cIiJKVhEPzISiqmpnvTURERERERERERFRh5iMEsY+s6Vdz9366jg4O7k8RJS8xM56Y0EQOuutiYiIiIiIiIiIiIiI4lKnDcwQERERERERERERERFRIA7MEBERERERERERERERXSGdNjDDHDNERERERERERERERESBOm1gZuzYsZ311kREREQ0UiHAAAAgAElEQVRERERERERERHHJEMmLjxw5gt/85jeoqakJWCGzdetWPPbYY2G/75IlS+BwOLB48WKcOHECc+bMQX19PYYMGYL58+fDYIio2ERERERERERERERERF0iohGOF154AePHj8cPfvADCIIQlQJ9/PHH2Lx5M26//XYAwOzZs7FgwQIMHjwYpaWleOedd/Dwww9H5W8RERERERERERERERFdSRENzBgMBjz66KPRKgsuXryI1157DdOmTcPJkyfxzTffwOVyYfDgwQCA8ePHY9myZRyYISIiIiIiIiIiIiKiuBRRjpk+ffrg1KlT0SoLXnjhBcyaNQvdunUDAFRWViIrK0v/fVZWFioqKqL294iIiIiIiIiIiIiIiK6kiFbMfP3115gwYQK+973vwWw2649v3bq1w+/17rvvolevXhg2bBj+67/+CwCgKErAFmmqqnZ4y7QePdI6XJZYkJVl6+oidDpFUVFT34RKRwOMFiPSU80QxehsiZeoWsZzIsSJFgcerwKjQexwHCTCZ5Cs/OM5Gc5jW7GeDMfflng//su1Nbr6+CKtZyPV1cdPHdMV8dzVMRoJxnds68x7wVg69yxLaLFWnnDFa79GpBLl/EUiET+DUPEcq8d6pcoVq8fflmiVOR6PXRMsnuP5eCLB4+64iAZmZs2aFcnLA2zfvh1VVVUYN24campq0NDQAEEQUFVVpT+nuroa2dnZHXrf8+froChq1Mp5JWRl2VBV5ezqYnQqSRLhaPBg0epyVDoakW23orQoD/YUI2RZuWLliLdKwz+eEyFOIo2DRPgMoiHe4lijxXMynMe2Yr1799SEP/62BDv/8RbTbbU1ujq+u/p629XH39XiLZaBKx/PXR2jkUi2+E60eI5ELJ17liW0tsoTb/Ecj/0akYq1eOoK7fkM4i2WgeDxHMn57uzP4ErEYSzEezifYzTK7H/siRDPsXAuuwKPO/jvLieirczy8vLQt29fXHvttbjmmmvQq1cveDyesN7rD3/4Az744ANs2bIFM2bMwOjRo1FWVgaz2YzDhw8DALZs2YKRI0dGUmSKEV5AvwEHgEpHIxatLoe3a4tFVxjjgJIFY526CmOPYh1jlIiIiIiIklFEK2aWLl2KFStWAAAkSYLH48GNN94Y1lZmobzyyiuYO3cu6urqMGDAAEyePDlq701dR1ZU/QZcU+lohKyokQUlxRXGASWLtmKdqDOxnqVYxxglIiIiIqJkFNH9zpYtW/Df//3fWLx4MX71q1/hb3/7G/bu3RtxocaPH4/x48cDAPr3748//elPEb8nxRZJFJBttwbciGfbrZBEAZDZUZksGAeULNqMdaJOxHqWYh1jlIiIiIiIklFEW5l1794d2dnZuP7663Hy5Encf//9+OKLL6JVNkpgBgClRXnItlsBQN9PnDMjkwvjgJIFY526CmOPYh1jlIiIiIiIklFE9zwGgwHnzp3D9ddfj08++QQjRoxAU1NTtMpGCUyWFdhTjCibPhwQBED1bVcRSZJXSRKhSgK8sgpFUWEQRUhQYz5xbDLzjwNZUSGJQofiwOtVoEoSZEWBJIowSYDHLXduoYnCEGmsA6zjKDwdiT3GGHWFaNSPbTGaJLhlsK1A1EkkSYQXvm0JHU5X83dO7ZTvM3Ue//PYkfMW7uuIiCi+afW/oqgQRRHnaxqhSiKvAx0U0cDME088geeffx5vvPEGfvvb3+K9997DqFGjolU2SnCyrEAAkJVlQ1WVE5HcIkuSiHqPDMeFJizdcASVjkZk262YU5SHjBQjK4UYpsWBAQBktd1xYDRJOPNdLcqaEwZn260oKcpDps3EDheKSeHGOsA6jiLTnthjjFFXiqR+bIvRJKHa6WZbgaiTSJIIR4MHi5q/Y/kDeqKwoH/Ad660KA92XkdiWsvz2N7zFu7riIgovgWr/2dMzMXWj77EpIL+vA50QERbmf34xz/GmjVrkJKSgi1btmDVqlVYuHBhtMpG1G5eABUXGvTOJMCXOHbh6nJ4u7Zo1EncMvSbPsB3vstWl4P9LJSIWMdRZ2OMUSJiW4Goc3kBvVMGAO4Y2rvVd24RryMxr+V5bO95C/d1REQU34LV/8s2HsEdQ3vzOtBBYa2YWblyJR5//HEsWLAg6O/nzp0bUaGIOkpWVFhMhoDEsYCvcpAVlfuUJyBZUUKcb4XnmxIO6zjqbIwxSkRsKxB1LllRA75jthQjryNxqOV5BNp33sJ9HRERxbdQ9b/WDuB1oP3CWjFjs9kAABkZGUH/EbWHby97EZWOBqiSCElqOxy153sFodXzJVGAy+3VE8dqsu1WSKLQKeWnjtPOoSwIUCUJqkFs17kP+l6iGOJ8R7QQkChqJEmEaJKgNNdbkKSwYh1gHUft0/I6aTRJIa+brV7LGKMrLJp1ZMi/wbYCUUht3Vu1+z1EIeA75mzw8DoSh1qeR6B95y3c1xER0ZUVjWt+wPuFqP+1dgCvA+0X1gBWYWEhAOBnP/tZVAtDyaOt/WgBtEogCAAXGzx4e+dJ3DfyBmSmWyELgMEgQVJVAEDP7imYWZjbam98AxC1vcopfJfbgzIz3YwmjxoyOW/L5L0Wk4iSorxW+8abJMDDE05drK18Hd1tJnhkwKsoEEUBNXUuSJIYsAdry3g3GwXWcdSmYHVsSVEeNuw8iYPHK/TrbLC6VpFVqFKIGHs0DyZJYL1KURWqjnzx8R/BYjRAVhSIoggIKqAiIImoJImQIeh1qEESIMhq0H2sTRLYViAKItS9mC3V2Oo7589oknzfP1mBogBmScScojwsbH6f3YfOtvrOlbKtEtN8nXUCSovyWsXD5c6bAQj6OghgAmgiohhxuXxgkiS26oP1r7u164RXVqEoKgzN95At63+tf4/X/Y4Ja2Bm9OjREITgo1+CIGDXrl0RFYoSX6j9aF96egQuOt2tKwybGW/vPIl/ubMvmtwynv/9gVaJiVONElKyUrFo+nAoCmAQBUgIfqNOV16oPSiLxw3C3k+/xshbrg2ZnDdU8t6c7DSUTR8RcjCHqKto+Tre2HQ0IObf3nkSkwr6B9RxMwtzYbeZkWqUIMtKyHjPSjcjxWJgHUdBBatjy1aXo3jcIBw8XoFKR2PQunbe4z+C16tg4R/KYbdZ8MT4QVg0fTg8HgXVNY14+88nmcCRoi5YHWm3WeBwNmHphr+FTCIK+CbqLGyjDvXnccvItJnYViBqIdS9WPG4QVi15VjQBO5Gk4RalxcXnS0GVKf+CIunj4BXUWAxGyAoCsqmDw/ZwUOxw7+zzm6z4MkJN+N7mWkwSmK72piyrMCeYkRZc9tUhYq33v8sYEII2w9ERF0r1DW/bPpwGNoxaBNqwmlmuhkLpt0KZ4MHFpMBHlnGY/cNhNUosq3dAWGtXVq2bBmWLl2K/Px8jBgxAq+//jqWL1+OO++8EyNHjox2GSkBhdqP0CurQSsMj6zg3hHXw1nvDpqYWIZvoFBuHsGVRLDDMsa0POf9cuwoHjcIOT3TMGb49SGT80qSCLcSPHlvTb0bgizDoKoQZJmVP8WMlvk6+uXYUVqUh0fHDmxVxy3dcAQVFxrgxaWVMsHivcmjQnHLEGUFBlUBZJl1HOnaqmNLi/LQL8eOO/OuaxVblRcasPAPvsdOnXOg+qILpcv348mX9uD533+Mg8crmMCRoi5YTqMJo/u0auMt23gEk8cMwPqdJ+GF78ZyYcg6VAi6LYPHLbOtQNSC/zVDa6PMmnQLcq6y4eYbM+FwutCkqAHbnbhloPJCQ6vv6Ysr/gYVKgyqCrvN0vydU5q/cwrbKjHMv7Pu1DkH5q86iOd/fwDqZe6j/bfE8cI321cSBcx98wAOHq8AcOk+3gshalvnEBFRx7WVDyzUoI0XaF5JI0ASxaD9sE0eFXPfPIBnlv4VT728Bz//zV7MffMA3LJ6hY8wvoW1YmbgwIEAgNOnT+Pdd9/VHy8pKcGDDz4YnZJRQtP2I/SvHLLtVighKgxBEJCZYcVFZ1PQ33tkBS5FwYsrL82y5Ayd2OJ/zvvl2PHImJuwbKOvcl/ysxHBLxSqiiavDEkSgw/kMaEYxSj/fB12m0WP91mTbgkayz27p0KSBFQ73bCaJCarpg5rq47VVh4YJKFVbLXsHGfiZroS/OtILd5CxV5doxv3j7oRoiTA41GCPsdiMuBiXRMkUWDbj6gdtGuGfxul0tGI/AE9MfGufli85lDAPVX3dDNcTXKrawbAa0Q8a6uzLtT5DLYlzpyiPFgswWOjuqYRz/5uH+/PiYi6SKj+V0kUQl4HIAAX632r1EP1YXi8MtsEURDRZ1VbW4sLFy6ge/fuAICKigrU1dVFpWCU2ELtR2toTtLassIAgO/O1+s/220WTBjdB7YUI7T8rQIEFI8bhE17TuPUOYe+NI8pp2KD/zmfMLqPfgMIADV17qDn3dcB04Ce3VODnneDKMCrCtwmgWKOAZfyXrk9sh7vWjK8lrFecaEe2fZUlK0ux7ziYcHjXRLhlRXGOwXVVh2rrTwoe2pEq/hzub3IH9ATdwztDVuKEd1SzXhg1PW46fuZsKUY4WzwYPehs74Ejpz9RFHiX0dqM/BaDtQAvvqxps6NVVuO4ckJN8PjVQMGICeM7oP0NBPs3SwQBQHnaxrhhQmGFnm7iCiQds1wOF0B14s7hvbWB2WASzNnX3x8GIDW1wxngwcnvqqGJIrwKgocztZ58yh2teys65djR2FBXwChc8QEm129cHU5Fjw5HPOK82ExGeBs8GDTntNwOF2oqXPrz+P9OVFicXtkZGXZ2v18V5MXztrGyz+Roipk/ysAhLgOyDJwwemC3WYJ6MPwb39Lkoj8AT31lZLApQEf3je2X0QDM1OmTMHYsWMxYsQIqKqK/fv3Y/bs2dEqGyUw//1oIQiAqo2oqkErDEVRsWHnF3j8gYF4dsoQuJpkLN1wBHabBZPvuSkg58yMiblYt/0ETp1zcKQ2hvif85aj8pv2nMaMibmtZne7PV5YTAb813+fxgvF+aipcwec9+f+Yx9XSFFMkmVFz3vl9pvhHSzWZxbmYu22E5g1KReVjkZs/pDxTh3XVh0LXJr55N8Rnm23okeGFRPv6o/Fa8r12dKFBf2DJEsXmCydosa/jtTyZpmNgUnE/dt02qqYDTs/R0lRHjbsPImxt92AZRsv1ZH+cc06kqht2jUjxdK+VZOiAPxpz2n8y519AlbUaNeMkuVso8Qj/8669talwdoYdpsF9Y0ePW+Y1r41mySs3PyZ/jzOpCZKLCajhLHPbGn387e+Og7OTiwPBdfyPtF/oqdBEtu8DsyYmIsPD3+t533U2t/a75+bMhQAAnKLGQDwtrH9IromPvzww7jlllvw8ccfAwCKi4vRt2/fqBSMEp8sKxAAZGXZUFXl1L+4PYIkaXXLKhxOF1Zu/gyzJt2CJWt8AzHF4wYF3Y/810/cim+r62AyilC4l3jM0M65QZICRuVPnXNg60dfYtH04fDKKs5958S67ScwYXQfGA0Cjv7fatyV31s/18HOO2dgUSySZRWi3yyUU+ccWLf9BJ6ccDOuzkqDqgK/efvT5oFk3wyTXYe+ZrxTWLQ6VpJCrD5VgLXbTqB43CB9dUxjkwcvrfskYLZ0sBxHjDeKNllWANmX8NLYvCIwLdWIsqdGoPpiI2rq3PpEm2y7Fc4GD06dc6DB5cGj9w7ECytCtwV9deQIrpwhaoOW1Nf/ehFqZa+sQG+Pv/q/D7d5zeD3L3b58gVA75gDAHuKES89PQKyDH2ADQjd3gy2JU5hQd9WcbB0wxH8vPAWnDrn0J+XbbfCIIqAzPtzIqIrSe+LAwBZ1ftfZVnR+2BVqChdvr9V/2rxuEFYt/0EZhbm4sWVHwf8fvGaQyibPgKP3afAYjZA9TAPbkdFnH2ttrYW11xzDa6++mqcOXMGO3fujEa5KElJkojzTjdKlu/D1LLdKFm+D+edbpiNor7c3uF0XXY/cketC29sOooap5tJBmOMJIlwebyYWZiLbLsV/XLsmFecj38bOxCVFxrhbPBtWQIAVrOEa3vaUFqUBwCXPe+ywuWSFBu0/bdLlu/Hy+sOB8R7YUFffC8zDbX1bgiCAIfThX45dnhkGaVFea3ybTHeqaO0GbDaVqDabCeIvs4TbfuZA0e/gS3V1O4cM0SdQasvV7x3DF/+v1p4PDLSU83YfegsAGBecT7mTx0Gq1lCvxw71m47ARWXryOraxrhaPCwHUjUhpbXi92HzuK5KUMDrh+lRXnwyDKenTIEANp1zeD3L/b4t01999n74WjwQJQEXHS6cbEueC7Xltf/YG2M72WmBX1t927mgOfNLMyFKHXeMRIR0eVJkghVEuEVBECS4HR5UbJ8H6ocjUHrcluKEQ6nC4KAoL9XVBVmUYDdZuGgTBgiWjEzd+5c/PWvf0Xv3r31xwRBQEFBQcQFo+QUbM/a9TtPYlJBf6zfeRLF4wahezeLPkun5awurdMzPc2M4nGD8PbOk5h6/yDO8o0hXgAvrvwb7DYLZhbmwmo2YuNfTuKOob2RnmZCeqoJv542DOcvuvQZsPkDeuLx+weFPO8A97Kk2OJfl1U6GrF22wk886+3wGw0YP3OS/GuqCrmPzEMF2pcWPQH3/LhJyfcjCy7lfFOYbu0XH0EnI1uGCUJbq8M2atgx8dn9KXmLxTnQ1XRrtnSjDfqLF4A6/22JtO2Rnj+sXx4ZRVlzVsrFBb0xc8n5cJR2wSzSbpsHanlpuFqL6LQWm5vcuZbJw6fqMCCabdCVlR8d74eb2w6CofThZKiPNhthoA8eOlpZswrzseGnV/oKyP4/et6LVfGGBD8Pltb3bR+50kU3TuwXdd/bXb1gmm3wuFsQk2dG+drXEFfe6G2CfOn3oq6RjcctU16e5hbmRERdb5g1wIAcDR4AtJHzCzMhd1mgVdWgtblWXYr/v2JW0PuyvD/Kp2w2yzIyOC9YjgiuiZ+/PHH2L59O9LS0qJVHkpyLfes7Zdjx+QxAzB/lW+53MHjFeiXY9f3yN+05zSenTIEtXVuZKSZoQL6nsf6DGHeDXQ5/wuCURLw9EODYZBE9Ei3wuFsDMhvoM3Me/+vX+qxoCUTe/b/Z+/e46Mo7/2Bf2Zmr0mWZIEkoBVURNAAGloSuXgpWPSIGCs9Ek5biDWCYoVD+6pK0AIqBK3Vg/aAVaxBTktoSysXqSct+LMKSlA4ipSbVolVSQIsYXPZ28z8/tjMsJudDQm7SXY3n/fr5UsIu5tnZr77zDPP5fvMHIMnX92DjTuORuyTwFyWlCgkSYQfwIIZo+Fu9qP6wNcoyBuIfpl2nGxoP97rXC1YumY3CvNyGe903oKzoARIEAAV+j1Uuy+edvtwuMaFelcL3nj387B9j7bvOYaFJQVhe8ww3qgraHEakFWUFo3EotU74XTY9FR7kijif/5yAE6HDT+85YqwQZtFdxVgyT3XYMlL7xnWkaF703A/A6KzonXSaMwmAcMv7osv6xv1/UKGDXKitGgkfH4ZdosJj5YW4kzrPnht98tzuT38/vUwbWVM2z1bHenRVsQqmDRmMCq2fhyxD2JZlD3mfLKKR17YFTY50qit6vUH8F/r9wIApk0cih/dlgeLWYIiqwgoStg+B0REFD/R7gX9Mm1wud16X8XGHUexsjKYrsyRbomoy+cX56P2VDMWrd6Fl8pujNgTXLvnu9wePD3/up4+7KQUUztp4MCBHJShuArNWTtskBMlt16JxhZfWCPycI0Lr75+EMvnjoe7yQcVwOqNH6G0aCTWbNofkQ+xfO6EHjoaAsJvCNpmYs///v/gdNhw7x2j0OwJYPXGvRGzt0qLRuoDMkBwcKb4O8NQWjQSmRkW5PZNwy/mXQevL8BGPSWMtg2gwrxcTP/OMGz462H0zxre6XgP7kXjgMUsYMXcCXyIpXOSJBFNfhlnTvvR4j27ES8Qnid4eUU1bBYTdh+oxWm3T+8Mdzf74XRYDTeHJIoXLU5dp7xYWbkPC2aMNhyAmTc9H6qq6j8DgnG87JVqPHDn1bhv2ihc0D8DNouEFfdPQL3B3jRc7UUUZNRJs6ikAGaziCUvvaf/bOnssTjt9urPY22/l4/PGRexr9PKyn14fM44HGvdJ5Lfv57T3soY4xUxIjIzLIbtAQjASbcPzjRzWDug7WTKs8/nE6C07hNrNQs40QBkOSz6ikijjaXLSgoiPp+IiGIT7V7wxL3j9OfD0IGVbKcdNosJq//4Udh94NXXD6Lk1iuR47RDVVX0c1iwfO541LeuWtfu+QDgDyicF38eYkr6Onr0aCxYsACbN29GVVWV/t/5+tWvfoUpU6ZgypQpeOqppwAAu3btwtSpUzF58mQ8++yzsRSXkkBoztof/NtwvPbWJ8iwW/TctBqX2wOvT8HpRq++QiZajmOFefF7VOgNYdrEoXpDfNrEoShfG+wYNLpumRmWsJ/lOO1obPFjzab9sJolCLKCvn1sMKkqBFlhY54SQtsG0KQxg7Fi7Z7W/3cu3lu8MixmCRazAMUnA7LMeKdzCgCoPdWMZ373QdR4c/axoqykQE8NerjGheUV1Vi4aifWbNoPRQ7GGeONuooWp1qbwN3sR/HkyyMGYJ7bsA/9Mu2GcWySRCxdsxuP/noXArICSVVhNUtYs2m/3imsrfYiIuNOmmUV1ag91Rz2s+Mnm+DxBZDjtGPaxKER38toe5EA4PcvAbQdNAHOPhO33RtmyT3XwCQJcDqshu2BulPBjrwAwvckkEQRhXm5Yb/D5fbgi9oz+j6xJxq86OewYPbto/QYCn0W1MqlfT4REcVPtHuBy+2NaGsXT74cTocViqLC5fbo94HlFdVwuT3w+AIoKymA3SzC75MhAHh2/V4sr6gOS2NqNnFfufMRU1tp3759AIA//OEP+s/Od4+ZXbt24Z133sGf//xnCIKA0tJSbN26FU8//TTWrVuHgQMHYs6cOXjrrbdw/fXXx1JsSmBaztryuRMAQcXUa4fg1W0H9GXVWo7xAf3ScabJh4EhGw1GyzEuimD+lR4Uuol5dtbZFCWZGdZ2c8NnZVj1n2tLKDMzrJhfnA9HuhlygB2FlDhCU4NoM0ynTRyKQbkZKC0aCWef9uM90yDeHelmbHrrU9x54+Xs2KAOMVskeGUVA/ultx9v6Rb8Yt37+l5foTNXF5UUQILK2yZ1KVlR9YHDYYOcsFsl5PRNM3yADF1Nrclx2hFoHTDU0iUJqhq2VwZXexGFM+qkcTpsGNg/A+Vzx+spTSqrjuCnPxiNh2eNgT+gRLynodFn+J00mUQ8Pf86eLxczd6TotWZogg408x46oEJCMgqVBVQVRWrNn4IR5oFD88aE5ESXEtJBwFwNYWvtlpYUgAA+r51Wjo74Ow+sbNvHwVZUVBaNBIbdxyNOpGSKe+IiOIr2r2godEX9ro6VwsG9s/AabcX66sOGaa0zHJYIUGF3xd8QtQm1LdNk5aZbsVJj787DzMlxHT/W7duXbzKgezsbDz88MOwWIKzhocMGYLPP/8cgwcPxkUXXQQAmDp1Kt544w0OzKQIrSOzztUMSKIejCfdPqyvOoTSopF6hXDa7cP84nykWc0oD9mb4bE54/TKpvrA1/qeDKEdTMyL37VCO6QtZhGKDMiKAlEUIUmAHFD1TUIVFXq6ucWlhSjMy0W63YSHZxWE7bkxvzgfVouI+6aNgs1i0pdQutwe3DdtFKC2pmNwe1pnbfHhj7pH6J4IiqLCJIqwmAWcaPBieUUwtU5hXm7EJtZLZ4+LGu8LSwqQbjNFjXdJDO4V0jYnPOO99zCqZwOKApMoQpSCPzeJIk66g3E4vzgfi0sLkZVhjbgvlpUU4OXNH+t7Gr36+kHcN20UBvRNh91mgiKr8CoKpNb7MuOMYmW2SPC1tg0kUQzGsF+GxxcIqy9Li0YaPkDarFLEw9/84vyw12jpkmRZgUkSAVGArKiAKMAkiYxjSnnR9o4J/1l4J82wQU7MnHIFfv7rXWGd8R8cPI6ArMDjldEvy4bFpYWorDqiz4rdvudYxL1l4awCSKIAf4ApV7tb22tvkQTDDjMtJk67fYb7A/z6T/ux5J6x8AVkWM0SAGDBf4xGQ6MHAoSI1VblrenR7r5NgSgK+MW6D/QYGTbIianXDsHCVe+E/R5FVaOkU2PKOyKiWLS9F1jNYsS94OFZY7Dhr4fD3qelKNO2HlBVFUvuGQtJFCCIAn75Px/A5faEpZ2UZcVwMpQoCu2WiW0DY+c1MPPKK6+0++933XVXpz9z6NCh+p8///xz/OUvf8EPfvADZGdn6z/PyclBbW2t0dspyUTbiCrLYcFbe79Aya0jICuqPrvmcI0LiqLqgzJAsEH4ypaPUXZXAdb/7yHc8M2L8Pu/Hdb3IMnMsCLNJiHg4eLormK2SDjZ2rhvmzO4MC8Xd982AiqAx2aPw6kzHv0BDgB2fvgVpn9nGFas3QOnw4b7po3CwP4ZaGj04jebD+BHt+Vh6ZrdEb/zgv4ZsEhC6+/dyfzE1OW0BgUEoMl3dk+E0DiXFRUP3Hk1Mh1W3HXrCPz8xV1hdVXVe5+hePJwlLd+V0LjvbLqEO6+bWQH4r2a8d4LGe3TFbrCZfE918BmNsHrl/XXiIKg5w4uzMvFY7PHQRAAkyTC3eIL28/ocI0LS9fsxsuLbkRDoxfLXmGcUfxYbCbUN3j1uq948uUY2D8DzR4/+jvtYfXlxh1HI2bpPTTrWzh1JlhPau27PulWbNxxBJPGDArrcJQRvX3JOKZUpiiq4d4xdrsJX9Y1wmYxweML4MKcDCy55xrUnmqGzWJCZoYVS156NyKlyVMPXIvjJ5vxX5V7wwZDtUkjU68dgr/s+kxfBR+QFVgtIh58/m1+77pZ1M2dHRbD1YOqJEYMsITuPbTpptoAACAASURBVPenN4/i1gmXYvGL74Z9noro6dEkUYCKYCozjVEKvOc27MMDd14dsVK3jBMpiYhiEu1e8GWdG0tnjwNUFcdPNWHbzs8w9doh+OyrM2fb2jPHQFEUw70eH54VXBmppZ0snzte30NGloP7yZiA4OSoDpaJbYNI5zUwc+TIkXiXQ3f06FHMmTMHDz74ICRJwueff67/m6qqEITObSXUr19GnEvYPbKzHT1dhC4VzFu4MyK/7FMPXIsJV38Di18Mn7n1/z74Av2zInOM7z5Qi9nfHYlZU/L0BwutwynHaUf5/ROQk0Lnsm0892ScBFOUNesVbWnRSL2Rrc2SeuSFs9fx8XvHhV2/gryB+nL5OlcLlq7Zra+CmjZxKHx+OcrMWRNUwXgjs6fnX4fsvundfi7o/ITGc6LWeYqi4tjxM3jiN7tRWjQSZtPZDm+jOJ9fnI/MdGtEXXXFJf1R3hqzbeN90pjBUZca95Z4T9Tr31HnamvEcnyh98vQehYIpqA57fZiZeV7WDBjtP6aZ9fv1V+z+0AtPvvqDJbdNx4efwBmSTKMNX9A1QdlgPjGWbJf394mXvGsKCpOnG7RB2XaPuwtmDEa/TIlPeYO17iwbttBlBaNxOABDkiSAEVR9To2tH1337RRyOmbhqfnX4fMdKs+Qy9a+7Ir60vGd2LrymfBRLn2Wj740LhfVlGNx2aHb/C7uPQaBGRF/9mTP55g2Nnu9cl45ncfhH3eysp9WD53AlRVxZpN+7H7QC3+tucLAMDi0kIseem9hG2nJMp1ipVRLLdX5+Vk2sJeqygqTjS0YMGM0XrausM1LtS5gnu1AsD4qy4wbHMuuWesYdsBArBw1c6I1KiZGRbD2Mrtl440q4RfzLsOAVmB2SSG1eFGUuX6xSIVz0G0ujlRj7W7ypWoxx9P0Y4xmY/dKJ6783ii3QuWzh6HjTuO4I5vD9UngX5R26hPrHD2seGVLR9jxuThmDXlSn1ChvYZK9ZW6wP3wbSWwjmPS/v3nmiT96RYrvd5DcyUl5ef8zVbt27Frbfe2qnP/eCDDzBv3jyUlZVhypQpqK6uRn19vf7v9fX1yMnJ6dRnnjzZmHSbv2dnO1Bf7+7pYnQpWRAMG2sBWQ1bVaHNrnls9jh8fbJRbxBq+zdkZlgAVUCTx2/4ebKstnsuk63yD43nno4TVRJx6oxHP++hOYONZkmpCvSUZtreG0bXzHXGgzWb9uOhWd8yXIYvqgpafJH5rutcLfB4A6j3pPZ3x0iyxbFGi+eejuX2qJKIJ36zO+yhtb04X1m5D+VzJ4TFuiPNjKyMyMGa0Hj/eWlhRG7vspICqKoCX4rHu9H1T7aYbq+tEWt8B0Lul21zs4duoqvtJ6PtZxSqztWCM00+SKIQNXdwtNmwscZZIn+/u0OyxTIQv3hWJVHfnyI0Pa3WhhPF4AbSbTv7zCYBggB8UetGRppx597A/hkwmwT4/TJqTzXpM8K9UTY67ar6srfFd6rFcywS6dqrJiki7p0OGwQBYZ3wda5mfVAGiNwrZtggJ4onXw4IMPweBWQFr2z5OGK27QX9jdv0idBOae86JVs8G8VyIMozddtzL0kiTjf78buqQ7h1wqW4KCcDP/vhN+Fye/HH7Uf0NkS0a9nk8eOhWd/CmUafvgIrt1+anqK6znU2NeqF2Y6oE44kAfC1BPcfEAAEAnK7+xEk0vesp3TkHCRbLAPG8RzL9e7qc9AdcZgI8d4dsWR0jKHHngrx3N3XMtq9wOsP4M4bh0EUgSd/PAENjT5s3HEUyyuqkeO0o7RopD6J74k2E6m1z9D6QHKcdkBt/7sQetwdvT+lgljbGl22x9rLL7/cqYGZr7/+Gvfffz+effZZjB07FgBw1VVX4bPPPsOxY8fwjW98A1u3bsW0adO6qsjUjUSDB/Ecpz1so3iN9mBRWXUE86bnY8vbn0bs3/DY7HGGn2c2CVC591SXkBVVf6BzOmxwOmz6NWjbeThskBOSScCDM78Fr0/GysroueTdzcFBtifXvo8nH5iApbPH4UyTFw2Nwb2HZk25ElazifmJqVuEbpTrbvbDbBKixjkQrK9UqGGxXucK7qnUXrw/tmY3ls8djwfuvBr9s+w4frIJqzd+hCyHBffcbvxdYbz3DqGdGwFZCYuF0BisPvA1ltxzDUTB+P5qs5iwdE1wZelpt09PC9Uv04bKqsMYf9UFjDOKLyHYGZjjtOuxOmyQM2zlzH/95Hp9oNAoVd/SKO07SRRwqiG4SemkMYOR09eODLvZcKCHcUypzmwSUZiXi0ljBsORZoaiqpBEEY+22TvGagkfwAlNHxj6/YvWRv/6RCN2H6iNuIc0tvj5veshUQdARBEBRTm7Lx1U/K7qEG6//jJ9Va220nvWlCthtUgonzsBogDDz3PYLWjxBcJWYC26qwCn3Wc3kdZSo764cFLUjaGZsoyIKP6M7gWFebmQRAH1p5vD2tahfarrth0EEBwwEaPcT7SB+4dnjYEkAQKM9z6VRCFscCr6/Yltg7bErvpgVe3ciX755Zfh9XqxYsUKFBUVoaioCH/605+wYsUKPPDAA7jllltw6aWX4uabb+6iElN3EgQV86bnB0ddAb2CkCRB/5mmePLl+OpEI1xuD9ZtO4iZt+RFzFJ/ZevHeHjWmLDP+8l/fBPN3gDMFql7D66XkEQBBz87gUfvLsTMKVegocmD+cX5YZW3ZtrEofhXrRs+n6LfFLSHwbYxsHHHUQDB6+rzKajY+jEe+tU7WF5RjdNuH1xuL1587aOI94ZuakkUL5IooDAvF2UlBcjOsmFg/3S9rmkb50CwvvqiTawDwYFl7fsBRIl3v4IWr4zFL76rLzWeeu0QvPTafsZ7L2YCsKikQE9tFxpHHl9A/3NB3kBIoohXtn5sGC+Kenbl1eEaF5ZXVOOhX70Dd7Mff9vzBXZ++FXEfXRhSQEsUudSyBIBwQEZd5MfazYF6y8tViNWGp5qwZa3P0Vp0Ugs+I/RYfVmnasl2AaYGR6X84vzoQJYX3UIU68dgu17jqGx2Y+yVTvx1Lr3I+pa1peU6hx2C4onD8eaTfuxcNVO+PyRqcie27AP6TZzWLvlcI0LW97+FItLx4Z9/4za6GUlBaisOqK/T7uHCIIAkyRGfO8W3cXvXXfQBkBynHYMG+TE4tJCPDZnHGpPNeP3fzuCL+ub8PCqd1DnasGkMYPDUp1qK71rTzXj03+dwcJV76DFF9A/D4DeGdfQ5NFT8mrvXfZKdXCFVYgcpx0Wc7DTzpFuRvncCXhp4Y0onzue+woQEXURE4BFd4XX3XdNHYETp1si2tbPbdiHWVPysG7bQRyucemvP9nQElH/a30gpUUjseGvhwEIcDX7sXDVTvzyt3v1e8zs8u1YuGonjh0/A0kS9TIZfR7bBpG67Jx0di+YRx55BI888ojhv23evDkeRaIEoqqC/iDuSDPD3ezHlrc/xb3TRkWk8xnYPwPP/m6vPqOr2RuZtmz3gVrcXTQSj88ZF1x+f6oZr2w5AJfbg/K5E8BupfiSJBGCWcR1oy+Cu8mPlZX7sGDGaLz6ejA3fHaWDQ/NHKOnpcvMsOA3mw/gP2fkh3UMarnkLx7owJf1jfrNQUuloCgqZt6Sh9NuHw7XuMLS9oTO1uufaYcJKhv7FFdanBdPHq4/jC6/bzw2/f0TPDZnHFo8/rA411JAPPO7vWGxDgTj/dXXD+LxOeMgKypqTzXpM1TKSgqQmWGBKAjIzrIZpkpjvPdeoiTAbBZx37RRyEy34Je/3avfOxVVxYIZo/Hs+r1wpJlxptkXNptZu79mpJmhqMCqByfC6wug/rQHG3cchcvtgcUUnLxQkDcQG/56OOx9lVWHMPv2kbyHUqcFcHZvrNNuH2ZOuQJlJQXw+uWIGfs/vOUKbHn7U8yakmfYviv+zjD8Z/Fo9MuyASogSQJMkoBJYwbrm1ZrdWVkOh3om14TpSp3iy+s09xmMRmmD7GYRSwsKdBfm+O061kISm69MmobPSCrsNskZDksKCsp0O8R2/ccg6qqeGzNe3A6bPr9w+MLIDPDCtkX6PZz0dvIsgJnmhlPPTABp92+sBUqS2eP0/dtdTf70S/TZhgXNosJNkvwz0teeg/l94/HE/eOg6IGJyg1efxwpBmnSb2gf4Y+IzrHaceSe65Bg9uHZVE2e5akszOttRSUrJ+JiGIT+ryopZsEorcHRFGAy+3R+90G9EvHidMtyO1rQWnRSPTLtCEzw4JmbwDHT7Toe5LNvl013GNa+9wnfrMb5XPHQ8DZ+1P53PGs88+Bg1XUMwQ1Ih3ZvOn5EMVghfLEvcHOy+Mnm1DvatZXywQ31rYYLon7/KszWF5RjfK54/Hor9/V/01WFAZ6HEmSCFezHy63B6s3fqRvOO1u/dnyimoAwfRlwY6RDL3iP3G6JezaHa5xYc2m/XhszjjkONP0m0PbVCbzpudj3baDYWl7tNl6APDiwkkQOrlKj6g9beNciztBCHYUThozGGs27Y/oiIAQ3OjuTJMvop5yuT2oczXjf/5yCD+85QpkOSwR9WBZSQEK83Kx+0At450gSSJa/Iq+qfILD08Kq2eB4DL18rkToELFF7Vu5DjtYfGibZS+dM1uvT7dvucYZk65AlaLBJ8/2HB3pJmx+0CtvsG65u7bRvAeSp0WmgbycI0Li1bvwrL7xoWlPdX+7YODxzFj8nDUnmoybN+1eGXYbSY8+sLZtEyL7ipATl/jtJKh6XQEWWXaHEp52l5OGm1Fb9vvkj+goLLqEEqLRuIbORn6JJHDNa6I92ht9NKikVizaT8W3VWAmVOuxNLW+1FwJUWB/l2vc7WE3Zu0dFbU9WRZgQrx7ObM0PaW84alO73zxssN48LjC8AfUPX3+XwKqnZ/jmvzv6FPloyWktcsiWGdbgIELHnpnbByaM/npta2ddv0ZlxJQ0R0/vTnxRffC6ujF5cWAjBOT2k2ifjp90fDbDJhxdrwOvnyQVk47faibNXOiPRnsnK2vWGU1r3O1QJZUfX7vywrENA68MA2eVRdlsqMqF0q9BUz5XPHo7RoZPCLHlDx+JrdqD3VrKfz+Z+/BDcqdrk9aGoJ4OXNkWlaHpo5Bht3HNXTC2m0HLsUP9osWG30XXuQa5v2wOX2IDPDClEUUFl1GA/NHIOt7/wzIiXJvOn5eGXLxzCbgiP8RqlMntuwD9MmDg1L26PR81QSxVHbONe0jXetk/zZ9XthNkn4w9+OYMGM0QDUiLQe84vzYTGL+kxUo7SMyyuqcfdtI6KmSmO89y4BAC732Y6Vkw0tEXF123VDcPxUE5q9AWS3xlnbuNPSz2j16aQxg7Gych98PgWnG70AwPqV4krLKx1q89+DD3RtY/Tfxl2C5RXV+l6C4Sl0CpDd126YQsdht7CuJEJwj5nQ78DGHUcNU/pZzCJ2H6jF8opqrKzcB7NJgsvtAQBs33MsIp2llnJV+87VnWoO+x6uWFsNUYj8rvP5q/vJBvu0anuBAsFVsS9v/hgLZoyOaCM40i16at0cpx0mk4ibrrlEH5QBjFPylpUUQIIKQVZgUoP/DyhK1I660JWU2s+XV1SD66rIiKOPHdnZjg7/R9RbtX1e1FRWHUG2M82w7t769qfIzLDpgzLA2TpZltWIuvq5DfuCk/XEs+0Ntr/jp8smsnR2jxlKXUZLlgFgxuThETNmZDnYmDNJIupcwU1ip00cinSbCYtLx8JsEgzTtNgsIoonX46B/TNwqiG46sLl9rTmxwf8HJqNG63h37aD+rkN+7BuWzB9iLYUcsNfD+NHt43AR5+cAADMvCUPNqsYdu3+3wdfYNKYwQCAgf0y4PEFDBv0Fw90wGIWsaikIGJ5PDeSpHhrG+daTGqdHSsrw+NdFAT8ZsvH+mqDf7/xcjwTknLK3ezHm+9/geLJw/DkjyegodEHvywbxroAAeVzxwMCN07t7WRF1TtWtBRN93x3RNgy9cwMS+uKQguKJw+Dva8Jy+eOhyAAqhpsqE+bOFRfgh66wqBfpg1Wi4gXF05i/UpxZbTx89Rrh2DTW5/iO4WDsOy+8Qi0zpBWVegz7rX0SY40M/r2seEP24+g+DvDsGDGaLib/WFxrKgqykoKsL7qkN4OYexSb5SZbg37vrncHjgdVqyYO0HfkNcEIKCenTmrTRK5b9oo5PZNx7/qGrFt52cov38CZFnB51+7w/LP17lakJVhDUtltnHHUYgiItKj8fmr+xltsqwNtq1Yu0dfFXva7cMDd16Nfpl2iKIAq0XECxs/wuEal1532kwCPEDUlLyKqsIkibCZBPh98jnLoXXUGQ0etZ1dTaSxWU2Y+tNNHX79ll8WdWFpiBJX2+dFAHqKMkkUkJ2VhifuHQcVwS0ftr7zT9xYMBhNLf6w10+bOBSONDNUqHA6wlNfan0UElS9vRHaL6Ld/x/5USHb3+ehy+6BU6dO7aqPpiQitbNkWcs3qPUemRAc7dVmPxbm5Uak+Xni3nERaVoK83IxY/JwPd2QNsPS2ccKE9SIBiPFRmtwGw3IXNA/A+5mH06d8cAkiZg0ZjDe2PUZHr27EGeafFi65l09JYI28PbDW66ImspJozXoFZ+MrJA8lTarCapf5vJ3ijujOA/r7Lh/Alxub7Bz3BtAszeA794wFABwwzcvwlf1jRGp/WZOuSJsSXC0WBdFQGiNaeZl7d0kUcD2Pcf0GDxc48If/nYEd982AoIgQBQEeAMB/ODfrsCZJp8eX4V5uWF7I4WmhHS5PfqAo8kkQvHJMAER9SvjjWIhywqyHBb8Z/FoOPtYcfxkkx5/t064FNt2/hPfvGKAvkdMaGfx8opq5DjteOqBa3HrhEtRtnqnYRwLQrCOnH37SEAAyudOgKKoELmvDPUyoihEaS/IYelDTJIYMYBjNklYWRm8vxTm5cLd5IPL7dHb6prCvFyogP5zbbWFSRTR32FB+dwJwfTRkgizCD5/dTOjwfAZk4ejb2ZwgE6Bqj9Daym/c5x2PHDn1Zg0ZjBuv/4yeHwBZDks8PtkiJJomJLXJImQJECQjZ+xjcqhb/bczqANZE7qJSI6H22fF50Om+HWABlpZjz663eR47Tjjm9fBqvFhBynHU6HLaJPbn5xPl59/ezkDK2Pou2+MRazGDYJpH9WGk6ebOzhM5J8BDWGpS379u3DM888g4aGhrAVMlu2bIlL4eLh5MlGKEpy3eizsx2or3f3dDHiQpVELGztKNLkOO3BDaFaH5hDj1cbyFlfdQglt47QNyzUFOblYsZNw7H8leqwwZpHXthl8DsmQJDbfyhItmWvofHcU3ESOtjmdNhQPPlyXNA/A2ZJhFkCTrbZePLBmd+CI82i54YPHYwJHaTR5DjDN6tsL/9wKn1XYpFscazR4jkRr2N7cS4h+B0MHXQuzMtFaesm6WWrdkY0cBaXFobtVQN0LtZTmdH1T7aYbq+tEUt8h94TJ40ZjMwMC5wOK+xmEX6frP97syeA/6rcq8dXWUmBYd1637RRMJskbHn7U9x23RBcmJ0OpYs7zxLx+92dki2WgfjFs1H8ZqZb8fb//Qvjr7oQS156t91JGn3SLXj4v98xjGOLWeqW+D2X3hbfqRbPsUika9/Z76UMAX5FgaoAr2wNrvYNfaYy6qR5bM44/PzXkc9bK+ZOAEKetxLpvADtlyfZ4vlcsWyUpUJrT0abLOn1B6AowXSmuX3TkG6WIMsKzBYp4pmuo23UaOVob8JmtM9MtHjqCR05B8kWy4BxPIcea3a2o9MrZrrq9Vt+WdQtcZgI8d4d593oGNte+2TTNp6781q2bW8PHuDAowb36+CKWBUmSQgOsigq3E2Re+pqrw/do7Sj9X8ixHBPiLWtEdOKmZ///Oe44447cOWVV0IQmEeOInV2ybI2Ajvn9lEIGLx394FazL59ZFgaFwgw/B2KqkKK9wFRxCi5JAqwSAJ8sooWv4osh0UfNa8/3QK/X8HpkJyXWuqE0qKRuHigw/DaNbb49BU4Wkd4b+qopp7XXpx7W/+e5bCgtGgksrNsUFRg0aqdWDBjtGFKnn6ZNsNYb/b4UVo0MqLDnQg4G4ezbx8Z1sGhDcoEADjSzUizhW++GG0zxguyM9Dc4sfNYy+G02GFwBmq1MWyHBbcc/tIKApgkgR8fbIJI4b0hxDSdmvbLviyvhGrN36EH92WZxjHA/qmQ4XK+CU6D1p72iaJEKwi7r5tBO749lA0NPrgbvYbtmGynXY0NPoMv48BRWEaqgTR3ibLbdu1JlGEJxDA8oq9+iDJorsKALMESRJx0u3D+qpD59VGjVYOo7Y1VzcSEcUutL0NGPePBmQFaWYxbNC9MC8Xd982wvD1F2Y78OLCSayru0FM7SiTyYS77rorXmWhFNRentn2liyfaQ4uozd6b02tG0vX7NZ/turBiYavEwUhOCuMFUjchTa4JQiGM6qyHBaYJAHNngAG9s8Iu0aHa1xYs2k/ltwz1vDaOR1W9HVY9TQM7KamntCRON++5xhuu24IfH4ZC2aMRp90q2FKnmixnpVhRZbDqqdz5KAMtWXUwSFJIpr8MmpPNcNmMSEzwxoWX233RgJaN/QVRaTbzeiTbmEDm7pUtJnRm//+KXYfqMV//2xi1HaBzWLCtIlD4fPLhnFsMUswccIGUUyC3x8hLOtAWUmBYRvmP4tHI7dvGtNQpRAVwNqt/wjb3HnZK9VYMXcCVJzd+FlLt6tnvIjx97Y3eERERJ1jlOXjolyH4f36q/pGDMrto9fvQHDi+81jL45yfw+mrWRd3fXEWN48dOhQHD58OF5loRSk5ZnNcdoBIDzPbBQBAMsrqlFZdQTzpudHvLey6kjY672+ABbMGB32unnT8/Hiax/B1eyHJMUU5nQO2vUKbdgvr6iGAAFWswmrN36EZ3+3F/OL8yOu0Z/ePGoYH2YE99hgpwslimhxPvu7I5FmNWP1xo+wcNVOvLrtABa2ien2Yt0EFTnONMY7dYoqCXC5vXrcrX09PO60DX+N4s2kqow36nLR6sy7bxuBHKcdPn8goo23sKQgGMurdmLNpv2w20wR7Tstjhm/RLFTBRWlRSNRPnc8ykoKUH3gazw8K7INs/b1f0CSENG+WVhSAIvErBnJQOu8W7hqJ2aXb8fCVe9g6rVDMGyQU39NcAWU2m7GCyIi6lmSJEKVRAQEAQEIWF91SE9BunrjR/jFug8M+94qq45AVpSI+r2y6kin+2wpvmI611988QWmTZuGCy64AFarVf95Iu0xQz3rfJYsa41Bo2X0JkmAy+0Je70vIMNiEbHknrFwN/vQ0OjDum3Bjao+++pMXGb3UHTRGu8B5exsqzpXC159/SDumzYKA/ql44vaRn3z3h/823AuaaeEFy3OoQooXxs+6wQAls8dD5fbC9cZL2Od4i4gq/qGjsDZuFtyz1gIAnDidAu27fwsWOf2TecKA+p20epMAQLK546HCuDv+/6FpbPH4UyTFxl2C17ddkCP5TpXC5569X389Puj9U3FWW8SxY8kiXA1+fX9yLSOG1FU9ZTR7ma/3oaRZaCyNbWVI80Md7MflVWHMLt1fz1KbEaD5dp+n8srqgGc3dxZwPllvCAioq5ltCJ93vR8qKqq7wsX2veW2zcd/6o72/cmiWJE/e5ye5DlsLCfogfFNDCzYMGCeJWDUlhnlyxr6c+cDhumTRwKR5oZHl8AJkmAIKsoKykIq4j69rFj0erg3g4LV+0M+6z29rOh+AhNVzdskBPTJg5FZoYFshzeKXO4xoWla3Zj9YMT9dQIZSUFEOTg7G0uaadEFjXOo+yFdce3h6LZ42esU5dQosTd7ddfhmfX70Vp0Uh89MkJfPtbF0GFykEZ6nZtU9kOG+RE8eTLoUIFIMAqCfi3cZfoaZTK547XB2U0da4WZGXYYIIKQWUqBaJ4itZR/8S94yD0EbDslfA0hIqiYPeB2ojv6d23jeBzVhKINliemWEBEBx4mV+cH/V5u6x1dZSflTARUY+Jdu9ecs9Yw763J388Iaw/wiLBsH5nP0XPiqkdVVBQgNOnT6OlpQWqqkKWZdTU1MSrbNRLmQAsuecauNxefUZwjtOORSUFyEozh63AsZhF+PzBhma0nPqc3dO1tHR166sOYeq1Q/SR+l8/PMnwepjNEjcRo6QTLc4XlxYaxnlDow8XD+zDWKcuYTKY7ZTjtOsbN1880IHyuRNgNgtQ/UxbRt1PqzO1nNczp1wR1qYrKylAut18zn2RzJIIWebjIVG8GQ3wa3/PyrBixdwJCISsVAsAfM5KYtH2fXWkBWdJe3wBOB1WCHJwIkc/hwVP3DsOLrcXDY0+rK86hBmTh8OZZmabgoioh0QbZG+vjv/1w5NglkRIUKHIKvqkBet3URT0wXjW6z0rps03Vq5cifHjx+PGG2/EzTffjMmTJ2PFihXxKhv1UrKswGY2haVpqXO1YFlFNQKt/y7ICqyigNNuH76sdyPHacfGHUcN96ThLK6upaWrm337KL2zGgBONLRE5LacX5wPQVBhFQXucUBJJVqcV1YdidjLY970fGzfcwwAY526hgQ1IhfwvOn52LjjKHKcdnz+tRsLV72DUw3eHi4p9VahqWx/9sNvRrTp1lcdgqqqegxHa8NJYIcvUVcQWwf4Q2n3j589/zbONPvC2jDns28oJQ6j67eopABpNgn9Mm0YlOtAulnS26s+WcUjL+zCQ796B8srqrH7QC2Wtz6LExFRz9AGYELlOO2wWiTDZ8OVlfvw6K93ta5YB1zNfjy86h3MLt+OslU7cdrt6/ZjoEgxtaU2bdqEN998EytWrMCDDz6I9957D2+99Va8yka9WMBgU6q2acm0ZXxOhw3zpufjuQ37sG5bMJfiBf0z9FFhdoh2PVlWi6JnEwAAIABJREFUIAtC2DV79fWD+PGdV+l5qj2+AKwWCS/+eT/zUVNSMorzwzUubNv5Wdiswi1vf4qp1w7By5s/ZqxTl5BlBY50Mx6482r0z7Lj+MkmPXfwvOn5WLftoL7ZOvdZo56ipbJtW28CwKQxg/Hy5o/19tvhGhe2vP1pMI0SBIgiuNKQqCsJqv79C81TH+3+cT77hlLiiHr9fLJh6ppos7KZIpyIqOeErkgPT0UWrOOXzx2P+tZsQtq+20CwTocoRKRB47NiYojpvtq3b1/k5OTg0ksvxaFDh3D77bfjpZdeilfZqBeLthQvdLm81mCsc7Vg3baD+maU2U47zABkWWZuxG7U9podrnFBVlT4AypsFsAfUPHSnz/G4RoX81FT0jKqmz765ARm3DQMDY0+ONLMmDRmsN4QYqxTl1GB53//f/p+bAtm5KOmtjGsEc5OFEoERvVmZoYFuw/U4rTbF7aZuCQJEAIKIINtOKKupAJb3v4UpUUjMSg3o0P3j87uG0qJpTPXryPP4kRE1L3ONUlCkEQ8u36vYd3NAffEFVMqM5PJhJqaGlx66aV4//33EQgE4PUybQbFrr3l8pIkQpWCobu4tBDDBjn194miAIHjvfo5CggCRIsESBICggBVEiFJMX3tozK6ZmlWE9Zs2o+Fq3ZieUU1Dte4zjbqiTqhJ2LaSLS6SVAFxjp1mNkiQdVjWILZInX6M7RYdLk9WF5Rja9PNmHNpv16pxoAxiB1Ga1OVk0iVEmC3E59bFRvOh1W5DjtOFzjwvKKaixctRNrNu0HM5dRTwpta0SLZ+01da7mbm+DxJMJwIzJw7Fm037U1Dby/kFhmLqOiCg+OtNm7ghtaweTqkakTG+3HzVKGjTe63teTPfWOXPm4NFHH8Xq1auxcuVKvPbaa7jhhhviVDTqzaKNBAPBvIihS/cemvUt+HyKPjKsVT69dXNCSRL1cxRtw92uODdG18wiCYZLLU3gTFjquJ6KaSPR6yaVsU4dYrZIOOH2oTwkVhaWFKC/wwK/r+PR0jYWLWYRi0oKsIwxSF1Mq5PXVx3C1GuHhKVCMqqP2T6gZBDa1ogWzx15TbII/V5CME6Nwu9j78XUdURn+fwysrMdHX69xxuA+0zLuV9IKa+zbeZYtVd3mySR9/oEFdPAzLe//W2MGTMGaWlpeO2113DkyBGMGjUqXmXTbdmyBatXr0YgEMCsWbPw/e9/P+6/gxKP0XJrVRIj8iKeafRh9caPmCuxlbb3Tp2rBaVFIyM23O3Kc9P2mvllsFFPMevJmDYSLRUEY506widDH5QBgjFcXlGN8rkTOh3DobGo+GRkMQapG2h1cmnRSP0BE2i/Pmb7gBJdaFsDMI7njrwmmWjfS4DfR4rE1HVEQRazhKk/3dTh12/5ZRHcXVgeSh7n02aOVbS6mwPuiSumtdfbtm3DHXfcAQA4fvw47r33Xrz55ptxKZimtrYWzz77LH73u9/htddew4YNG/DJJ5/E9XdQ8jDKi2izmKLmSuyNQs+RI83c4+emvaWWRB2RaDEdDWOdOkJWlCgxHHu8MAapO2h1cqz1MeOVEkl7udc785pkxe8jERFRfMWrzRy38vBen5BiGph54YUX8OqrrwIALrnkEvzpT3/C888/H5eCaXbt2oVrrrkGWVlZSEtLw0033YQ33ngjrr+DkodRXkSPL8BciSFCz5G72c9zQ0mPMU2pRBLFKDGcnPsUUO+j1cmsjymVdCT3OvOzExFRsnH0sSM729Gh/yi+2GamjoipF0BRFAwYMED/+8CBA6HEYcZnqLq6OmRnZ+t/z8nJQW1tbVx/ByUPo82scvumYRE3J9SFnqONO45ifnE+zw0lNcY0pRKLBCxsc89aWFIAi9TDBSPqIK1O3r7nGOZNZ31MqaEjm51zQ3QiIko2NqsJU3+6qUP/UXyxzUwdEVMc9O3bF5WVlfje974HQRDw5z//Gf37949X2QAEB38E4ewooqqqYX8/l379MuJanu7S20arO3O8WVkqnp5/HfwBBWaTiMx0KwBE/ExMwdHntvEc7byFniOrWcQv5l2HgJya56a3fVdSSWg8n+s6pnpM9/Y4TvbjP1dbo+3xZaTbsOL+CQgoKkyiAKfDBpMpdVfMJPv17W3OFc99+6YjK0vF/f9+NRRFxYr7J0AFUqY+7izGd2LrzLOg0TNG23juyGt6QiLFYSKVBUi88pyvZO3XiFWqXL9YpOI5iBbPqXKs53scqXL87Yl2jMl87EbxrB1Pb2szJ/N1jEUsxx3TwMzSpUvx05/+FI899hgEQUBeXh6efvrpWD4ywoABA/D+++/rf6+vr0dOTk6H33/yZCOUJMv7m53tQH1979ku7HyPVwAQCMg46fG3+7Nz/e5kEhrPHTlvAgBfQNb/3Jlzkwx623clmmSLY40Wz525jqkY0709jo2OP9liur22RnvX1wQACuByNXVd4XoY4zu5Yhk4v3hOlfq4s3pbfKdaPEfTkXjOab32iRDziRSHiVQWoP3yJFs8J2O/RqwSLZ56QkfOQbLFMmAcz6HHmozHFOp84rar4j3RzqXRMSb7tW8bz+1dy1RuM/fWOjvWtkZMAzPavjINDQ2QJAkZGfGfxTFu3Dg8//zzOHXqFOx2O6qqqvD444/H/fcQERERERERERERERF1tfMamHnppZdwzz334PHHHzdMK/bII4/EXDBNbm4uFixYgJkzZ8Lv9+N73/seRo0aFbfPJyIiIiIiIiIiIiIi6i7nNTDjcASX4jidzrgWJpqpU6di6tSp3fK7iIiIiIiIiIiIiIiIusp5DcwUFxcDAGpqavDUU0/FtUBERERERERERERERESpKqY9Zg4dOgRVVQ3TmSUKUUzcsrUnWct9vnrb8Z6vtueJ543nIJmFXrvefh15/Ml9/Ocqf7IfX6x6+/EnG8Zz5/B8JLauvD6JdO1ZlugSrTznK1WOo7N663GHSsVzEO2YUuVYz/c4UuX425OK196o7Ml8PLHgcXeeoKqqer5vvvvuu/H111/jqquuQnp6uv7zeO4xQ0RERERERERERERElCpiWjGTn5+P/Pz8eJWFiIiIiIiIiIiIiIgopcW0YgYAPB4Pjh07hqFDh8Lr9cJut8erbERERERERERERERERClFjOXNH374IW688UbMmTMHdXV1uOGGG7B37954lY2IiIiIiIiIiIiIiCilxDQw8+STT6KiogJZWVkYMGAAnnrqKSxbtixeZSMiIiIiIiIiIiIiIkopMQ3MeDweXHbZZfrfr7/+esiyHHOhiIiIiIiIiIiIiIiIUlFMAzMmkwkNDQ0QBAEA8M9//jMuhSIiIiIiIiIiIiIiIkpFgqqq6vm++c0338QzzzyDEydOYOzYsdi5cycee+wx3HTTTfEsIxERERERERERERERUUqIaWAGAI4dO4adO3dCURSMHTsWQ4YMiVfZiIiIiIiIiIiIiIiIUkrMAzP19fVoaGgI+1novjNEREREREREREREREQUZIrlzeXl5fjtb38Lh8MBbXxHEAS8++67cSkcERERERERERERERFRKolpYOavf/0r3n77bTidzniVh4iIiIiIiIiIiIiIKGWJsbz54osvRp8+feJVFiIiIiIiIiIiIiIiopQW0x4zb775Jl588UUUFhbCZDq7+ObHP/5xXApHRERERERERERERESUSmJKZfbiiy8iIyMDbrc7XuUhIiIiIiIiIiIiIiJKWTENzLS0tGD9+vXxKgsREREREREREREREVFKi2mPmUsuuQSHDh2KV1mIiIiIiIiIiIiIiIhSWkwrZr7++mt873vfw4UXXgiLxQIAEAQBmzdvjkvhiIiIiIiIiIiIiIiIUklMAzM/+clP9D8HAgGcOnUKFRUVsZaJiIiIiIiIiIiIiIgoJcU0MFNQUICGhgZs2LABv/3tb9Hc3Iwf/vCH8SobERERERERERERERFRSjnvgZl//vOfWLt2LTZv3owLL7wQHo8HO3bsgMPhiGf5iIiIiIiIiIiIiIiIUoZ4Pm+aPXs2fvCDH8BsNuPVV1/F1q1bkZ6ezkEZIiIiIiIiIiIiIiKidpzXwMw//vEP5OXlYejQoRg8eDAAQBCEuBaMiIiIiIiIiIiIiIgo1QiqqqqdfVMgEEBVVRXWr1+PDz/8EDfccAP27t2Ld955pyvKSERERERERERERERElBLOa2Am1CeffILKykps2rQJTqcTd911F2bMmBGv8hEREREREREREREREaWMmAdmNC0tLdi8eTMqKyvx5z//OR4fSURERERERERERERElFLiNjBDRERERERERERERERE7RN7ugBERERERERERERERES9BQdmiIiIiIiIiIiIiIiIugkHZoiIiIiIiIiIiIiIiLoJB2aIiIiIiIiIiIiIiIi6CQdmiIiIiIiIiIiIiIiIugkHZoiIiIiIiIiIiIiIiLoJB2aIiIiIiIiIiIiIiIi6CQdmiIiIiIiIiIiIiIiIugkHZoiIiIiIiIiIiIiIiLoJB2aIiIiIiIiIiIiIiIi6CQdmiIiIiIiIiIiIiIiIugkHZoiIiIiIiIiIiIiIiLoJB2aIiIiIiIiIiIiIiIi6CQdmiIiIiIiIiIiIiIiIugkHZoiIiIiIiIiIiIiIiLoJB2aIiIiIiIiIiIiIiIi6iamnC9DVTp5shKKoPV2MTnE60+ByNfd0MbpNTx5vdrajR37v+QqN594WJ0Z4DoKczjSYTFJPF6PTtHju7deRxx95/MlcN7fF68vjT7b6mfHccb3tfCRb3Qx03bNgIl17liW69sqTbPGcjP0asUq0eOoJHTkHyRbLgHE89/br3ZuPP/TYUyGee+u15HFH6kg8c8VMAkq2B/hY9bbjjReeN54DTbKfh2Qvf6x4/Kl9/Kl+fOfC40+t40+144kVz0fvlUjXnmWJLtHKQ53D69e7zkFvOlYjvfn4U+3YU+14OorHfX44MENERERERERERERERNRNemxgprGxEbfeeiv+9a9/AQB27dqFqVOnYvLkyXj22Wf11x08eBB33HEHbrrpJixatAiBQKCnikxERERERERERERERBSTHhmY+fDDDzFjxgx8/vnnAACPx4OysjKsWrUK27Ztw8cff4y33noLAPCzn/0MP//5z/G///u/UFUVv//973uiyERERERERERERERERDHrkYGZ3//+91i8eDFycnIAAB999BEGDx6Miy66CCaTCVOnTsUbb7yBL7/8Eh6PB1dffTUA4I477sAbb7zRE0UmIiIiIiIiIiIiIiKKmaknfumyZcvC/l5XV4fs7Gz97zk5OaitrY34eXZ2Nmpra7utnJS4JElEAICsqDCJIkxmAT6/AqX17xJUyLLS08Uk6jBJEqFKAlQAsqxCUQCTKDCWKelZbCZ4/SpkRYEkirCaBfg8TEtKycdskSBDQEBWgnW0JEBSWUdTzwptE0uiAIskQAYQkFW2iynlae1nWVYhK4AkCZBEQJAZ8xS7tvWrCYhrXHX15xPFgxaniqJCkkQIIuD3K2xfEMVJjwzMtKUoCgRB0P+uqioEQYj6887o1y8jbuXsTtnZjp4uQrfqzPEqiopjx8/gid/sRp2rBTlOOx6eNQYb/noYuw/UIsdpxyM/KsTgAX0gip2Ll0TXNp57W5wYSYVzoCgqvjrRiOYmPzxeGSsr9+mxnaqxDITHcypcx1ik6vH7fAHU1DWivKJaj+mFJQUYnOuA2Szpr0v24z9XWyPZjy9WyX78iqKiscWL040+nHZ7U76OZjx3Tk+ej7Zt4sK8XMyccmWviNOO6spnwUT6LvTGsgQCCr4+1QjXqfB4/8l/fBOZGRZc0D+jW8vT1ZK1XyNWPXX9jPoc4lmXGn3+orsKMCi3D0ym8MQ2qRLDoaLFcyoea2ck2vEbxen84ny8+vpBuNyeqDF7PhLt2DvDKJ6T+XhikczH7fPLsIT0UXTm9bEcd0IMzAwYMAD19fX63+vr65GTkxPx8xMnTujpzzrq5MlGKIoat7J2h+xsB+rr3T1djG7T6eOVJP3GAAB1rhasWLsHpUUjsftALepcLXjiN7tRPnc8hHOM3idbpREaz70tToykwjkIzkARcPxkEwBg9caPwmK7I7GcbHGs0eI5Fa5jLFL1+M0WCT4Z+qAMEIzp8opqlM+dAEGWARgff7LFdHttjVS9vh2VrMcfOjtQBaAoQN2pZsM6esXcCUBrPLeVbLEMMJ47oyfOhySJwZVbrasQQ9vEk8YMjhqnHWkXn0uqxXMsEum70BvLYrZI8Moqak9Gxvszv/sA900bBYtJRE7f9KjlSbZ4TsZ+jVj1ZGyrkhjR5xCvujTa5y97pRrL546HVRLg90VvJ7eVbLEMGMdzItVlPSERj98oTldW7kNp0Ugsr6jGsleq8cS942A3i/DJ6nmv/go99lSI50S8lt0h2Y87O9uBqT/d1OHXb/llEerr3e0ed0fiOSEGZq666ip89tlnOHbsGL7xjW9g69atmDZtGi688EJYrVZ88MEH+OY3v4lNmzbhuuuu6+niUjcyWt7rU1X9xqCpc7XA2ceKspICONLMcDf7gd43KZCSjCSJcDX7ISsqsjKssFpMhrEtK2piVNZEHSRJIk66fUizMaYp+Wh18/KKajgdNhRPvhwXZmdgQL90w3j2ywpskshUDtTlzBYJLX4FLrcHDY0+5PS1h8WkI80MAFHqXcDKOKUUoLUxZEVFRprFMN5z+6bzWZBiIivGfQ6dbcNGS1cW7fMbGn0wSQKy7GbW19RtOhung3IzUFZSgI07jsLd7EezKGB5SIaEspICONMYw0QdkRD9IlarFStWrMADDzwAr9eL66+/HjfffDMA4Omnn8YjjzyCxsZG5OXlYebMmT1cWuouoR0joRW8I92CHGfwQXTYICemTRyKzAwLnA4r/rj9iJ7OjDcDSnQBAMsrqvHEvePR2OJD7akmFOblYtKYwfoA4/Y9x2CSRCBgPBubKBFpsb3i/gnIcdrhdNgwbeJQONLM8PgCsJpFQGYebUpMWvw6HTb88JYr8NyGfXA6bJhfnI8nfzwBDY0+bNxxFIdrXMhx2vHViUYMynWwD5C6lNYZHdoufmjmGBTm5WL3geAenIqqwumwGcbpl/VuOB02ONLNgAruZUBJK7T9rCiqYTvD3eyFz29C/8zetcKE4kcSBb3PQZPjtEMSBUA+d1xp+x+52tTbZSUF6OewADIMPz/NZkbF1o8x5/ZRXXJcRG1F63dzppmhIjxOhw1yonjy5VBUwGwSMPuOEejXx4YHn387bFXN8orq4OqyHjwuomTRowMzO3bs0P88duxYbN68OeI1w4cPxx//+MfuLBb1MG203g/oNwcgWMGvrzqE+//9apSVFGB91SFMvXYIntuwT8+rXXLrCHxv0uVwnfFifdUhNmgoYWlxvmDGaIgisGLtHky/cSiKJw9Hecgs7bumjgAQnCWrLWknSnSyEuwcFEUBC0sK0OzxY/PfP8WkMYORmWGB1y8jzWaC3MJOQUpAAlBaNBKXXtgHX9S6sXDWGKgAlrz0rl43/+eMfLjOeJGZYcFzG/4PP/3+6MSY7URJJ9os1bY/lyGEtYudDhvONHnxo9tG4OaxF+OTL07DbjVjyUvv6h0r86bnY8vbn2LqtUOwblswH3xp0Uhs33MMd982AoIgQOSG05RkzrYxgD3/OI5l941HQFZw/GQTKrb+Ay63BwtmjNafG4nOhwlAWUlBRGe1CcC5nsi0jm6X26On2tMmlHr9MryyCkEEHp41BivW7gmrsyu2foxJYwZDFQBBklDnagYkkfU0dRltsNtoYCX0e+B02DBzyhVhe3qVlRQAABaXFuLL+mZs3HEUADBt4tBg+4WxS3ROfIakhBI6Wr9gxuiwGSTDBjnx7zdeji9q3dj8908x85Y8LF3zrt7QmXrtEL0hk5lhQcmtIyCZhGhp34l6jCSJON3sx7LWBtCTP56AUZf1x8jLsvHIC7v0Wdpb3j7bke10WGHn4AwlCatZwswpV+B0oxfpNhMqqw7h32+8HO4mHxRFxZf1jcjtl4Z0U8c31yPqDpIkwtUUXK3YP2s4Vm/8CA/ceTWe//3/GdbNZpOIKy9xdngGLVGoaLNU+zksEatjHp8zLmzGqraaS5ucdPdtI/DIC7vCOlae27APi0vH4rkN+3C4xgUAyM6y4fbrL9Nfq72XgzSULCxmETOnXAFfQMYVl/THotU7wwbNT5xuwWtvfYJJYwbDH1A4Y5vOiywrcKaZUT53fKf3zdA6urX+jNA6W4vVgf0z4EizYH5xPkRBgLvZj3XbDuJwjQszbhoOd1PkShtmA6Gu0F7aPkFVW78HE6BCRdmqnREDOPdNG4XMDCsOfnYC93x3BPx+Bc+u3xvRrollDxqiVMaBGUoooaP17mZ/2LLJaROHwt3k02ed3H79ZWH/ps0I1B5Sc5x2lN1VgH4ZFnZmU0LQlrQHZOiDMgDQ0OjDHd8eCpfbizpXC0qLRhrHMxvklCQUVcXKymCHoMvtxW3XDYHXJ+v1d47TjvnF+UjLTu/pohLpgisUgqsSSotGYsXaYD3dL9N+zrrZIgnws6lBHRC6EkZtswpG6+RYPnc8XG4PnA4b6lwtqHO14KsTjXq7eNrEoXoMAsCkMYP1NkSoOlcLzjR59UGZwrxcONItKF+7M2xikzZIw7YGJQNFBlZW7sOy+8Zjydr3wtJOhq48yEgzw2wSEWA6YDpPshwc2DMBgKyec6WM/r7Wjm53sx+Febn6hFKjWJ1fnI+Krf/Q6+kcpx0ZdrNhBzhTQ1FXOFfaPllWYLFIaPEbD+DYLCasWLsHi0vHos7VpD/vaf++vuoQZkwezoFGoijEni4AUajQ0fqNO45i3vR85DjtAIDMDAtsIZujawM3QHCz00ljBoc9pNa5WrD8lWr4WddTApAkEU1+GV/WN+FEQ0tYo2bjjqOQJCG4ka/THj2eK6oR6KkDIOogs0WC16+gztWCZq8fDY0+9M+068vegWA8r6zchwBXGFCC0FYuaPWzI82sx6vY+sDaXt3sYyxTB2hxtnDVTswu3x7RHgCCMRUIBBuv93x3BIYNcgIAKquOoKykQI/F0Pc50sx6GyJUjtMOjy/YcijMy8X07wzDyQZP2MQmtjUo2QQURZ/NbTRQqa0Wc9gtyEy39nBpqTfSOrqrD3yN4snD0djiixqrKyv3oXjy5QCCdfbDswqgqjC8Nyjs16AuYJGCqae1NoSetk8SIbX+d9Ltw4nTHsN2hrvZjzpXCyQRYf11mkljBhtOQmFbgyiIK2YooYSO1h+ucWHdtoO4b9ooXJidgYCsovZUk/7v2sDNlrc/1fcyMHy4lVUGOvW4AIDaU81YvfEjlBaNDJuVcrjGBVUBtu85hgdnfgsOuyVqPMsK45kSm08Gvm6d2e0649X3MuADJiUybcXuA3derT9kavX0yYYWPDTrW7BbzKybKSZt87hrgyltZ6nW1DZizab9mF+cj5lTrsCi1bvgcnuQ5bCgfO54AOGzW93NwfR7Wrs4NA1qs9ePX8y7Fk6HFS+9th8zb8nT39t2gAdgPFPik0QBhXm5+nNjtDhWVBWiyPUF1P20fTlcbg/KW1fhtherA/qm4+VFNwKCEFylIwQH03cfqNVfl+O0B+OZC8AoznyyisqqQ3jgzqvRP8uO4yeDq15cbg/KSgrgSLfoe8wsmDFaTxWZmWFBn3QrNu440hqfIjIzrBHtmswMC9saRO2I64qZ2tpavP/++/H8SOpl2o7Wu9we9Em34uXNH2Nl5T5kZVgxvzi4iuZwjQsfHDyOWVOuRJPXh8x0q+EIPhvklAhkRdVnkGzccRQPzRwTNivFJ8uYOeVKSKKIRk/0eJYYz5TgZEXBzg+/wsKSAmzfcwwzb7kCgiAYxrOJ8UwJQttM2m4zYX5xvt7JneO04833v4AoiFj7+gH0iVI3m0QuQqdza5vHve3qcC0F08YdR/WZ1P0y7frsVQmAJAnw+gN6exgITuwo/s5wfHDwOO68cRjWbNqPh371Dh55YRegCujbxwpRFDD12iF4ddsB/XeGrj7XsK1Bic4iCSiePBxrNu3HvOn58PgCfAakhKGlq3Skm3FhtiNsQmm0WLVaJDS2+LHwv9/B7PLtKFu1E9O/MwyFebn6a+ZNz4fAkKYuICsqdh+oRYtXxuIX38XSNbtxuOb/s3fn4VFU+d7Av1XV3elO0oSGLKgj3AFZNAQNSiIElAEmjiLLgK8ERyFqRIgKLjPKooIKCXC944U7LzqKEuC+GhwZZZFxUHBmFByCyAyLLF4X4I6aEOiEztLp7qp6/+hU0SskdJbu5Pt5nvvcSdKUVX1+derUOed3jv18Vrhb1idO79h7Enk/H6C3Mxa+uhs/u+FKvDBzKKpqnFj7/uGgdo3Nyn4NoguJeIDyzTffxL59+7BgwQJMmjQJiYmJyM3NxRNPPNES50edjDZaX/xQDlQFcHsUSJKAKocLx07aUdfggUES8PyDw6AoKgQB+oj+oKuS8dS0IVi2bq/fmq1GSYDMmSXUzgyiqDfGj520QxSAhQVD4ZZlGCUJdQ1udOtiRsXZc2HjeUF+lnejvPa+GKILkCQROddejtLtR3H/+AxIooBX3zuAx6YO9tsIcsG9WZDA5Z8oOhhEEXm5/bB83eewWc2YNvZqpHWLR9GsHEAQMH/Vp40ZBqaQbQ1R8u57QHQhgeu4Hztpx5ZPvkZRYQ4URcV3Pzjwl32nMHlUX1jjjXDUuWE0iCguzIFJEnDG4YLd4cTLGw/AZjWjYEIGrPFGOF0eKFDw8+x/w6LXPgu5L4GqQl9Cp8rh8s7g7uYd8Alc951tDYpmLllFcWPMVjlceOJX12Pe9CwUry3zq5fZ6UdtTVuuUqtTFxZk6+9+67cdwbSrluG/AAAgAElEQVSxVwfF6vz8LIiigCVr/Jd6Wrp2LxY9MBTTx6ZDFAWs2XIIMyYO4h4z1KIkSYSKC2cfmgxS4wCLGb8c2RfPrfZvZ6wo3Y/ih4bjxf/e59fGSEo0wRpvgjlOYlsjili7WGCOa/pQgLPBA8e5+ot/kC5ZxAMz77zzDl599VV88MEHGD16NJ599lnceeedHJihSyIrKrKuSYOj1u1Xcc/Jy8THn59C9yQL7OecOPmjAxt3foX826/RsxA+2nsKp8pr9JfUbl3MkBUF4IZi1M68+8t40CXRhDl5mVhRuh+nq5xI7WZBTZ0bKzd4U4MfzcsMG8+ptngYoHKDPIpqkiSiQVVwWXIiqhwu1Na7EG8xYs/hcr2RrnU2JsYbIXsYz9T+tDq6R/cEVNjrYbOaoarQN95d9vBw/QXUt27umZaIk+U1WPf+ETzxq8FcjoEuSssML/Zp4+blDoAgClBlFTv2nsC4EX38Noaef28WkhJNaJBVFJWU4bGpg/U41bg9KiRRhHSBpfYEqH4DQkUlZQCAN575OZYWDodHUSCJgrejhG0NimKK4h/LZ6rrUbL1S782xrr3j+DXd1/fzmdKHZmWGSMrql53Bi5XWbr9uP7ud+ykHStK92PRAzdi6UPD4VFUVNrr8fLGA7hvfHrIuru6pgGiKKDO6ca4EX0AgROaqGVIkghVEmB3uPDW9qN+GV2By6tCUPHktBvQ4JL1/ZJ8VdjrIcuh2xi/nzsaqluBLd6I4sIcv/uFbY32YY4zYNwTm5r8+S3/MQGOVjwfaoGBGUEQkJycjM8++wy33norDAYDFC4aT5fIZBRxbb9UzF+1y28moCgCY4f3xrO/362/qM6ekgmPrMAjK3770hSVlCHVZkFx4XCYJYEVPrU7D4BFr/1dn4X9/IPDYDKKUBWgaE0ZBl2VjFuH/RQ/nq0FgDDxnMNYpqgnQ8DTq3bhiV9dj/vGX4MGt4I4k6rPFtQa6VodTRQNtDpa219m8qi+2PLJ13obRFta0veFc/WmgyiYkKHX0ZIoADI7TOjCtMxw3w7k0u1HMXpIL+zYewIFEzKw4OVd/hkva8owa/IgdE2Ma5yBGodlD+dAUeCXhTg/PwtGgxiyU0XLHAj1N1VRIciK96VQVjl7laKaJIlQ4B/Ljjo37A6n3sZA499FQYCisF6mlheYGaPVwdYEo18fhqPOjS+/OYPFM4fB7mhAdY0La9//EuNG9MGWT772DrYg/H5jTpcHP0m1IrmrGVs/+Qa3D+/dXpdMHYgWv1oGrpblEiqja+70ISg/443LFaX7g/bKBbyx6tsn5/t7k1GER1H1AZk40ds/x7YG0XkRL4htMpnw2muvoaysDDk5OXjzzTdhsVgu/g+JQlBkwONRYLOacc9tV2P1poOYt2oX6pwefXYh4H1RXblhP0xGEand4v3W2T6/5BOzCyg6aGvKHztpx4KXd+OlN7/A96drUVXTAJvVjMmj+mHZur0o3X4c1gRTmHgmin4eRUGFvR5vbD6M5KR4/PbNffjjx19h7nT/PZXm5WfBJLXzyRI10uro//6Td8ZgajcLxo3oo7dBqmudQfXynDzvPiC+yzEQXYy2jntRSRnmrdqFopIy7DlcDmu8EVUOF2RZCTkTtWtiHBQVWL3pIAqX70Sd06MPymifKSopgyh6N5z2jVUtPrXNqEP9jShWqJJ3kDFwj6XAdsbsKZl49b0DOPHjOUgS9wCjlhWYGaPVwQIETBt7vg9j9aaDuP7qNLy++RCe+t2nep2/csN+jB7SCys37MfkUX2xcedXfvvsau2MLokmuDwyXn33IG4d9lPW19QitPjVVuoAoPdTvPLHAygqzMGr80ZjYcFQbPjwGNa+/yVsXeL89ksKrG//+PFXIdvKdQ0evPreQcwo3oF5q3bBXudmnUwUIOK6fcmSJXj99dexbNkyJCUlYd++fVi8eHFLnBt1Qh5FgawAebn99GUcAPg9NDQV9nrYulgQbxKRYDY0rs8NGEQBEgdlKIoErik/eVRfrNywH4/ceR3ycvvhXG0DKuz1qLDX47V3D+lZNaIgMJ4ppoiNsX7spB1y4yDNR3tPAfDuqSSJgNEgwSQBbhfnSlF0kHzidv22I3jynhtQ5LPWu6IA694/os+A9TTWx0/8ajCXY6BmCWwPAN7OC0edG5NH9cUPZ2pD/j0x3uSXSROuXey6yHIhXEqEYp1HVlFd4/Krkx11bmzb9S2WzMrB2XNOVNe4sH7bERw7ace3359DcWEO9+WgFiX7LKenqbDXwyOrWFG632/AZunavSiYkIE9h8v9Pqvt52GNN+LYSTtcbg9eeHAYVFWFJIkQBKD8bB3e/vA4Rg/pBQFcCYRahha/jjp3UJvD7nBCgLe9Yq9v0OO2sqrer638/IPDYD/nhKPOrde3p8pr8MKDw3C28ffr3j8Cu8Opx7/vvnesk1tOc/eMoegTcen17t0bzzzzDE6cOAFVVbF48WJmzNAlk0QBfyr7FrcM/anfAyLUQyPVZgFUFbJbgSIrENGYAiZzEzGKLtosVW1mVVKiCTarGRazAQlmI06V1/gtX7bg5d368mWQZcYzxQyDJGBOXiY2/+1rfZBGG5z5aO8ppNosKCoczkEZiiq+dfSxk3Y980sTbpmc4sIcCFyOgZohsD2gzTRdv+0I8m+/BiVbv8TsKZl+e8zMy8/CuVpXk9rFUuMSIULjfytwabIL/Y0oFggCEG82hqyT/8/ofnjqd5/6fV7bY4ldVtSSwg2yiyJCDtgkJZr8fqcNyPv+f2u8CQZJwA9n6v2eAbOnZCKxcWl3VtrUErT41bJf/Pa188mktVnPL+WrZZWv3ODdL+mHyhp9GTSN3eHEiR8dfnUzAFjjjfr/Zp3c8i5lzxiKLhHnkP3jH//AmDFj8OCDD6K8vBwjR47EF1980RLnRp2QAcDNg69ETZ1LT4MEgLLDP4RMUX998yF42ulciZpKlhV0t5qweOYwLHt4OBItJuTl9sPydZ+jsqoeO/aewGNTB/svX3Yvlxeh2CPIKmzWOEwfm44z1fVBKe1zpw+Bycj0dYousnw+y+C1+WNgEEU9bvv3tCHBYsC86VwCiiLnF2vzxmDxzGHY8snXOHbSDqfLA7vDifXbvJkAxYU5WPTAUJRuP4oz1U7GJBEAqAJKth4KWkpnfn4WzHGS3/uj9jdtjyWilhJ2aUhJQHZ6GubnZ6G4MAfz87OQnZ6md3Brn509JRM79p7A/Pws9PlJFxQX5iDBKAEQ/FYN0ZZvT7QYWb9Ti9HiV2tzzJo8CL+fOxpLC4fDFm/07gEjK7AYRT3Oj520Y9+RH1FcOByvPDUKV6RY8cSvrg+6B3bsPeH339IGH31/Zp1M5C/i+n358uUoKSnBr3/9a/To0QPLly/HkiVLsHHjxpY4P+pktBdWVRL0GYU2qxk/u+FKbPjwWOOmpyZ0SYjDxp3HsedwOe4fP5ANFYp6bpeMOElEcpIZEIDLkxP12ScP/HIgBAGYNXkQzCYDnC4PjAZ2XlPskWUFCUYJDYqKNzZ/iYfuvBbPzxiG6lrvhqcbPjyGu24ZgK4WI5djoKiiZRJIAGCUMHtKpr4x74rS/bBZzZg1eRAuT06EURK5xCRdMt9YkyQRMyZm4P7xA2EyiliQn4UlJWUoKilDqs2CFx4chj2Hy1HlcDEmiQAoitK4L5MJz80YhnON7Yu3th/F1FsGYNEDN2LRa3/XZ38/fV+2d8m+9j5x6lB8B9l9l4YUAeTlDtD3xtWyHuPjJBQ3LrsuigIgqJgxMcMbmx5vvS0DUAQhZMaNqgKywvqdWka4+JUDVupwu2T9cxAAR60b81Z9qsf2k9NuwCN3XgeDJCLFZoHZKGJq7gB8+/05v/gv3X4UgP8kEtbJROdF3J/tdDpx1VVX6T/ffPPNeOmllyI9LHVisqwA8vl1sFUA81d519XW1rhMtVlQMCEDB/6n0jviLqvte9JETaB1xgCAUZL02Sf1Tg/+6+1/BKXDc/1VikWyrECSRNgdTlQ7GoJim+u9U7RTFRVbPvka025Lx3OrP9P3AHtu9R69bmYHOLUE36XFFJeMrgEdJQL89z+aPSWTMUmdmrZMalb6ZVj46u6g9sXSwuF+91By13icOVPTjmdMHVWopSE9EPVBGcA7qFKs7akhK97JHz490oGd02K4JdLYaKYW1tSlTbXPqZKoL8MKeGN7+brPUTAhA6s3/QPFhTlwOT1BAz4mSdAnoHTmve2auw+Ms8EDx7n6i3+QOoSIB2YMBgOqq6shCN6nxTfffBPxSREB5x8CcpiZI0mJJo64U8ySoOpZYQZJDBnjXH+VYpWWIt/glhnbFHMMAKbmDkBNvYvxS20qsKNEkkS//Y8Yk9TZXax94VEUGFRVv4dE9mhTG9I2VffVnDo61D5kzPqiaBAutgP75ALbMW4Z3NsOl7YPjKMVz4eiS8Rt+FmzZuHuu+9GZWUlHn/8cezatQvPP/98S5wbEYDwm+slJ1lg4LINFKN8U4hVIOwmvswGo1ikxbcHJsY2xRzGL0WL4OVGRMYkdWqsnymaheu3aGpchlpiillfFA3YJ0fUeiLexOBnP/sZfve73+GRRx7B4MGD8eabb+KWW265pGNt2rQJY8eOxdixY7Fs2TIAwJEjRzBp0iTccsstWLBgATwebvXe2YTdXI8PAIpxsqxAkBUYES7GiWKXLCswNGaGMbYp1jB+KVpobQVvFgBjkoj1M0Wr8P0WTedb5wuywqwvigrskyNqPRG3XX788UesWbMGixYtwjfffIMXX3wRzz33HFJSUpp1nPr6eixZsgQffPABunTpgqlTp2L37t0oKirC4sWLcd1112H+/Pl4++23cdddd0V62hRDwm9OxgcAdQyMceqoGNsUyxi/FG0Yk0RevBcoGjEuqaNibBO1nogzZubOnYvevXsDAK644gpkZWVh/vz5zT6OLMtQFAX19fXweDzweDwwGAxwOp247rrrAACTJk3CBx98EOkpUwwKnDnCBwB1NIxx6qgY2xTLGL8UbRiTRF68FygaMS6po2JsE7WOiAdm7HY7pk2bBgCIi4tDfn4+Tp8+3ezjJCYmYs6cObj11ltx880344orroDRaPTLvElJSUF5eXmkp0xERERERERERERERNQuIl7KTJZllJeXIy0tDQBQWVkJVW3+hntHjx7Fxo0b8fHHH8NqteLXv/41du3aBUE4v6amqqp+PzdF9+6JzT6XaJCSYm3vU2hTne16L1VgPPN743cQy3zjubOXI68/tq//Ym2NWL++SHX26481jOfm4fcR3VrzXTCayp7nEl60nc+litV+jUh1lPKLREf8DsLFc0e81ubozNcfy9ceKp4jvZ5o+j6acy7RdN5tQbveSK474oGZ/Px8TJw4ESNGjIAgCNi9ezeefPLJZh/n008/xdChQ9G9e3cA3mXLXn/9db/sm8rKSqSmpjbruGfO1EBRmj9Q1J5SUqw4fdrR3qfRZtrzemOt0vCN584WJ6HwO/CKtTjWaPHc2cuR1x98/bEW0xdqa7B8ef2xhvHcdJ3t++ho8RyJaCp7nkt4FzqfWIvnWOzXiFS0xVN7aMp3EGuxDISO585e3p35+n2vvSPEc2BZXso1NTUW2uL7as65xHIMX2o5RdrWiHgpszvuuANr1qzBNddcg4EDB+L111/HuHHjmn2cAQMGYPfu3airq4Oqqti5cyeysrIQFxeHffv2AQA2bdqEm266KdJTJiIiIiIiIiIiIiIiahcRZ8wAQI8ePXDLLbdAVVXIsoxdu3YhJyenWccYPnw4vvzyS0yaNAlGoxEZGRmYMWMGfv7zn+Ppp59GTU0N0tPT9f1siIiIiIiIiIiIiIiIYk3EAzMrVqzAq6++6j2YwQCXy4WrrroKW7ZsafaxZsyYgRkzZvj9bsCAAXjnnXciPU0iIiIiIiIiIiIiIqJ2F/FSZps2bcLHH3+MW265BX/+859RXFyMq666qiXOjYiIiIiIiIiIiIiIqEOJeGCmW7duSE1NRe/evXH06FFMnDgRx48fb4lzIyIiIiIiIiIiIiIi6lAiHpgxGAw4efIkevfujc8//xwejwcNDQ0tcW5EREREREREREREREQdSsQDMzNnzsQzzzyDkSNH4sMPP8TIkSNx4403tsS5ERERERERERERERERdSiGSA/g8Xiwdu1aAMB7772HEydOoH///hGfGBERERERERERERERUUcTccbMSy+9pP9vi8WCAQMGQBCESA9LRERERERERERERETU4UScMdOvXz+8/PLLuOGGGxAfH6//Pj09PdJDExERERERERERERERdSgRD8z885//xD//+U/84Q9/0H8nCAJ27NgR6aGJiIiIiIiIiIiIiIg6lIgHZnbu3Bn2b2+88Qbuu+++SP8TREREREREREREREREHULEe8xcyJYtW1rz8ERERERERERERERERDGlVQdmVFVtzcMTERERERERERERERHFlFYdmBEEoTUPT0REREREREREREREFFNadWCGiIiIiIiIiIiIiIiIzuPADBERERERERERERERURvhHjNERERERERERERERERtpEUGZpxOJ44dOwZVVVFfX6///v7772+JwxMREREREREREREREXUIEQ/M/OMf/8CYMWPw4IMPory8HCNHjsQXX3wBABg3blyzjrVz505MmjQJt956KxYvXgwA2L17N8aNG4fc3Fy89NJLkZ4uERERERERERERERFRu4l4YGb58uUoKSlB165d0aNHDyxfvhxLlixp9nFOnTqFhQsXYtWqVdi8eTO+/PJL/PWvf8X8+fOxatUqbNu2DYcOHcJf//rXSE+ZiIiIiIiIiIiIiIioXUQ8MON0OnHVVVfpP998882QZbnZx/nwww9x2223oUePHjAajXjppZdgsVjQq1cvXHnllTAYDBg3bhw++OCDSE+ZiIiIiIiIiIiIiIioXRgiPoDBgOrqagiCAAD45ptvLuk4J06cgNFoxMyZM/HDDz9g5MiR6Nu3L1JSUvTPpKamory8PNJTJiIiIiIiIiIiIiIiahcRD8zMnDkTd999NyorK/H4449j165deP7555t9HFmW8fnnn2P9+vWIj4/HrFmzYDab9QEfAFBV1e/npujePbHZ5xINUlKs7X0KbaqzXe+lCoxnfm/8DmKZbzx39nLk9cf29V+srRHr1xepzn79sYbx3Dz8PqJba74LRlPZ81zCi7bzuVSx2q8RqY5SfpHoiN9BuHjuiNfaHJ35+mP52kPFc6TXE03fR3POJZrOuy1o1xvJdUc8MDNixAj06dMHu3btgqIoeOihh9CnT59mHyc5ORlDhw5Ft27dAABjxozBBx98AEmS9M+cPn0aqampzTrumTM1UBS12efTnlJSrDh92tHep9Fm2vN6Y63S8I3nzhYnofA78Iq1ONZo8dzZy5HXH3z9sRbTF2prsHx5/bGG8dx0ne376GjxHIloKnueS3gXOp9Yi+dY7NeIVLTFU3toyncQa7EMhI7nzl7enfn6fa+9I8RzYFleyjU1NRba4vtqzrnEcgxfajlF2taIeI+ZO+64A7169cJdd92Fu++++5IGZQDgZz/7GT799FOcO3cOsizjk08+wS9+8Qt8++23OHHiBGRZxtatW3HTTTdFespERERERERERERERETtIuKMGYvFgh9//BE9evSI6DjXXnstCgoKcNddd8HtdiMnJwdTp05F79698cgjj6ChoQE333wzfvGLX0R6ykRERERERERERERERO0i4oGZ+vp6jB49Gj169EB8fLz++y1btjT7WHfccQfuuOMOv98NHToUmzdvjvQ0qYOTJBEeALKiQhIFGADIstLep0WtSJJE2B1OeASBZU4dHus4aguMM+oIGMdEbU+77yrsdYAk8r4joqjBdgERRbOIB2YWLFjQEudBdMkkSYS9zo2ikjJU2OuRarNgfn4WbPFGPnA7qPNlvotlTh0e6zhqC4wz6ggYx0Rtj/cdEUUr1k9EFO0i3mMmKysLcXFxKCsrw65du/TfEbUVD6A/aAGgwl6PopIyeNr3tKgVscypM2G8U1tgnFFHwDgmanu874goWrF+IqJoF/HAzHvvvYfZs2ejuroatbW1eOKJJ/D222+3xLkRNYmsqPqDVlNhr4esqO10RtTaWObUmTDeqS0wzqgjYBwTtT3ed0QUrVg/EVG0i3hgpqSkBH/4wx+wYMECPP3003jnnXewbt26ljg3oiaRRAGpNovf71JtFkii0E5nRK2NZU6dCeOd2gLjjDoCxjFR2+N9R0TRivUTEUW7iAdmFEVBamqq/nNaWhpEMeLDEjWZAcD8/Cz9gautGxrxBkoUtVjm1Jkw3qktMM6oI2AcE7U93ndEFK1YPxFRtIu4PuratSs++ugjjBkzBgDw0UcfISkpKeITI2oqWVZgizdi+SPD4ZFVKIoKgygCYHpqR6WV+W8fvQlOl8wypw6NdRy1BVlW0N1qQnHhcMiKAkkUYZIAt0tu71MjajKtviwuzIGsqJBEASZJgEtWIQsCJFGAofFzRNRyusSbsHjmMEiSCEkEBFnlfdZJSJIID6DXuaxjKZqEahdcaowy1omoNUQ8MPPMM8+gsLAQL7zwAgDAaDTid7/7XcQnRhROqAciAFQ5XPrGbtpMCFu8kQ/LDiKw3EVJwNlzDVj8xh6WOXU4oeL9DOs4akWSJIaMsa5WEzvYKKpcrGNElhUI8L7kSGDdSdTSfO9Bk1FElcOFJSHuMer4JEmEvc4dVMdaE4yACnZcU1TwbRdAVtGUKUeBbQ0T38WIqJVEPDDTt29ffPDBB/juu+8gyzJ69+4Ng4GJgdQ6JElEVZ1bb/xnp6fh/vEDIYkCikrKYLOaUTAhA9Z4I+wOJ7paTWjSk5eiRriBN63Rb7OakZfbD1emWfH/Pjiil7ejzo23th/FjIkZ4IqxFAu0WK+w1wGSqL+8+r7k+sY76zhqSYF1rYzQz9EGtwdxRgNfPKndNKUTuLvV5M2KCRis8QB4a/tRthWIInChe3BhQTZe3nhA31y7wl7feI8NYpZajGluNoD384LeUQ14y7+opAwFEzKwetNBdlxTu2hqLIf7XKgBx8Uzh7E9QUStIuIRlNOnT+Pdd99FVVWV3++ffPLJSA9NFESGoL8I9O9pw7gRffD0K7vx2NTBsFnNuOe2q7Fyw37OYohR4WZddYk36R2GWhnPmz4E40b08Svv2VMywZYRxYJwsW6LN8IDBMU76zhqSaHi74WZw0LG2LzpWXzxpHYTGKvhOoGn5g4IXZ8KYFuBKAIXuwcT4036/wagv5/NW/Up2yox5ELt0nAd2vY6Nxrcsl/5A9562Rpv1AdpigtzWOVSm2lqLDflXcy3rVHX4GF7gohahRjpAWbNmoUDBw5AVVW//yNqDR5F0QdlZk/J1B+Mjjo38nL76T8D52fseNr5nCk0SRKhSiI8ggBVEvUZK6FmXWnlfvetA/QyNhkNQeW9csN+QGXriKJLs2Id3llbgfHOOo6aK1TcaQLjz2Y1QxSEkDFWvLYMo4f0gqywbUdtR4vfBkWF3eGEzWoGAJhNBj0++/e0YX5+Fu4dNzBsfQpVYFuBqJl8nx8eCHhr+1H9HjKbDLBZzZifn4Xiwhx0TYzTN9UGgMmj+rKtEoMu1C4FgtsUquTNlKmucfmVP+DdXL1LQhz697Shwl7P9gO1qYvFcrjP2axmb6a4okJt/NmXUZLYniCiVhFxxozb7eaeMtRmJElEdnoaxo3og5p6l/5g3LjzKzw6NTPkjB1ZUSMPdGpRF1qPOLAMbVYzJNFb7sldLfrf6xrcIctbUVRIbXYlRBfWnFivsNcDAkLGO+s4ao6LzRbUBv8AYMyQK3HrsJ+i1ulGj+4JIWMsKdEESRQAmZ0r1PpCxe/sKZlYv+0IHHVupNosQRmF4epGASrbCkTNEO7+q3K4AADdkyyYNvZqrCj1dlD+5+M3+02WS0o0sa0Sg3zbBRqt3OLCtSmsZmzc+ZVf+Wvxsm7bYdxz29XY8snXbD9Qm1LCxLKiwO+57xvz/XvagjLG5+RlYt37R3DspB0A4HR52J4golYRccZMeno6jh8/3hLnQnRRRoOI+8cPxMoN+/1m6Bw7aUdlVX3IGTuSyFkM0SbcTBaogl8Z9u9pw7SxV+PV9w7g3nED8eOZWv3v9nMNIctbjLhWI2o5TY11AMhOT4Oj1h0y3lnHUXNcdOar6I2//j1tmDyqH5at24uKs/Vh61WbNY4datRmQsXvyg37MXlUX2zc+RXm5GX6ZXdpgzW+tLpRFIPrWrYViMILd//dfesA3HPb1ThX26APygBAxdl6bPnkaxRMyEBxYQ4SLSa2VWKQFKaulEQhbJsiL7cfjp20Y/22I3huxlAse3g4CiZkYP22I9hzuBwrN+zH/eMHsv1AbUoUxTDPff86yDfmQ2X6rSjdj7zcfvq/t8Yb2Z4golYRcTUyePBgTJw4ETfffDNGjx6t/x/RpQq3/IokiThb7YSjzpspoc3Q0R6QWz/9BnOnD9F/1mbzsDEYfULNytLShV94cBiKZuVgyaxhePyuwVhRul+fpVe6/bhe5lrnDMubotnFYn1hQTbGDLkSCwuy8cDEDBSVlIWMd8Bbx83Lz2LM00VdaOar0SQBELB45jD8+u7r4XJ79GeqySQG1asL7s2CxShybwBqE5IkQgXw2NTBmJ+fhf49bQC88fuT1ETcNz4dV6Qk4IqURL+MQt+60rduNACYz3qTqMnCPT9Su8VjyydfI9Hin/G7cedXGDeiD1ZvOoh5q3Zh3bbDbKvEoAvVleFi4vLkRKTaLN6MAhV46nefoqikTM8wqLDXQxA4IEdtTFCD2gTevWD8s7Z8Y17bE8lXhb0ePboloLgwB7MmDwIEYKNgWWwAACAASURBVAHrNiJqBRHXI6+//jpefPFF9OzZsyXOhzq5pmzCVjAhQ28Ert92BAUTMpCUaEKixYR3//IVCiZkwBpvhKPODWuCEbKHnUnRRhIFZKenYfSQXrDGG6GoKiRR9NsodE5eJuqc3kG4ggkZ+KGyBnaHUy9za7wRoggsfWg4PLICSRS8Lw/sPKQoos3GslnNmDyqL1K6mqECfrE+Lz8LpduPYuLNV10w3p0uD7onxaG4MAeyojLmKazAOtZR58aOvScQZ5RQ6WhAsc8ztqgwR3+mvvbuIUwbezVeeHAYBEGAQRQgQYXbJbf3JVEnEKoNOHd6Fuob3Nj8t69RfrYWz63eg4UF2QC8nSIV9nq9PThr8iCkdUuAySjCiPN1oy3eyHqT6AK0ve+894h3OdU9h8v1v6faLIAK3D68N35ozObVOjGPnbRjyydfo7hwOGRFgTnOAEFReM/FGFlWwtaVkiT6lTngjQmjJOqf17ITAz+jqioaVEAQvBmMjAVqdSr0LD6tDbzlk68xY2KG38d8Y14FQsbvqYoa70oHjT//+yMjWLcRUYuLOGOmS5cuuO222zBw4EC//yO6FE3ZENt3ZuSxk3as3nQQJqOEj8q+w0d7T6GopAzzVu3C6k0HAS5nG5VMkoC83AH67DqXW8Zv39wXlD5sMhr0WSxa9oDd4URRSRleeusLxJkMkFQVBlWFICtsGFHUMQBY9MCNmDb2aqzedBCnq5xYunav/+bqJd7N1bXleMLFu81qhupWIMgKY54uKLCOXb3pIPJyB0BWVH1QBvDGX0292++ZuqJ0P05X1UOSAMgyY4zaTKg24NK1ZXC5ZUz5eX/s+uf3ALybjwdmFNodTiQlmrH2/cMQ4N9RIsusN4nC0QZE563ahRnFOzBv1afIyx2A7PQ0AOdnm1dW1yM5yRJ076XaLJiaOwAGeNvjNqsZbpfMey4Ghasrw2XTSFD1zxskISjj9vG7rkeDW8bTr+zGA8U7MG/VLlTVufXVMIhagwHA1IA2sLeOCqbFfJwkBMX47CmZ2LjzK/2zFfZ6NPA9jIhaQcQZMzfeeCOWLVuG3NxcmEwm/ffp6emRHpo6oQstv2JonK0TKlNm3bbDuH/8QHxfWYvRQ3ohKdEEmzUOJkmAmxN9o45L9u8cNJsMIcu9rsGNx6YOhtEghsweSE4yw1Xvbo9LIGoSWVZgNhqwovTvqLDXh02Vt8YbUbL1Szx9fzYsJkPIeO9qNUFm5gI1QWAdqw0ALp45LDj+ztZjx94TIWYWDoIkcQkzajvh2oBmkwFL1+5FwYQMfLT3FBx17pB1pNvjwfSx10CAAI8gcDYrUROEGhAt3X4UMyYOwr23y5AV4N2/fIVT5TX4zT3Xh7z3kqxxQGNmhd3h5P0Xg/yzpvzLTpYVdLea9KwoSRQRZxTQ4FYgN5a1BMBmjcOsyYNgNhm8Wd5dzViwapdfbC0pKcPSwuHtdp3U8WmZMEsLh8OjqBBFwCAJgBx6xq7RJKHerSAx3oiiwhycqXaie5IZr713UF+WD/DZT4avYkTUwiIemNmyZQsA4M9//rP+O0EQsGPHjks+5rJly2C327F06VIcOXIECxYsQG1tLW644QY899xzMBi4kmNHJYVJgzYZRdQ5PZiTl4kVpfv1TJnHpg7Gyg3en6fffg3uHz8QdkcDqmtc+OPHX2Fq7gDY4o18KYgygZ0vWqZAYLlbLSYYjQKcLlkv+6KSMn3fA2t8HM5wYIainEdR9NgOF+seWcGMSQMhyypWbzqI2VMysXKDT7znZ0EI80JBFChcB7e2Iarv33bsPYEpP++vZ3JpswRffe8An6HUpsK1AbskxOGxqYOR3NWClx69CQpUzJueheK1ZXodOS8/C92T4mA/14BFr51fKlJbDpcxTBRa4POif08bxo3o47fk6lPThuBPu7/FuVpXUHt8Tl4mKs7WwhpvgtutYEnJLt5/MeZCS4lrS5mdcbj0v2enpyEvd4Dfsqjz87PQ3WpCXFoXVFbXw+1RUd/g8Zv0sXHnVzh20g6PonJfDmp15+pcfjG96IEbEWcyQJYVGEQRUuPSKr6xvezh4Xhj82E8fOe1GH9TH3z7/Tn93z9+1/UwSAIUDswQUQuL+Jm4c+fOsH974403cN999zXreJ999hneffddjBw5EgDwm9/8BosXL8Z1112H+fPn4+2338Zdd90VySlTFNNSpYtKymCzmpGX2w+XJydCUYBFr/0dNqvZb4aWoqo4dtKO7PQ0uFwKFpX83a9j6a3tRzFjYga47WB0Cex8KTv8A+ZOH6J3DGanp2HGLzOgqoCqAs+FKPukxDiIIkuWop9vvIeK9fvHD4QkCYAq6B0hVQ6XnhXYrYsZRoPAbBlqslAd3NnpaRAF4PkHh+GHyhqUbj8Ou8OJe267Gh5Z1WcJVte4sH7bERw7ace3359DcWEOn6HUJnzbgFpb7tmCbFTXNMBoFOH2KEhMMEH2qFiz9ZBfh1/p9qOYPjYdS9YEL4fLGCYKL/B5MXlUX6zcsN/vPlq2bi+KCnNgMolwuxW88OAwyIqKKkcDTCYRr717CHm5/fDyxgO8/2KQljXl+65ldzjR1WoC5OCsqtFDegVl5WplbQAQZ5SwY+8J3DmmP1ZvOuj3br7vyI+QRAEehVlV1Dq82V8CGtwyCiZk6MuR2R0N+goG2qQ3W1Ic7A4nHps6GI46Nzyygrzcfnjh9T1BfQ8pNjMnyVGn5HLLSEmxNvnz1i4WOM7VX/yDpGvVyQpbtmxp1sBMVVUVXnrpJcycORNHjx7Fv/71LzidTlx33XUAgEmTJmHlypUcmOnAtNTT5Y8MR1Xj7AWb1YxHp2aiwl6vN/w0xYU5yE5PwwMTM3Cm2qk/fI+dtGPlhv0omJDhXQatHa+JggV2vuRcezk2fHgMBRMykNLVDINBxI9n6rCidD8emzo4ZNm//vQYLpdAMcE33rPSL/OLdUUFXt98CONG9IHRIPptpqvF+ytPjYIoioAkcrNJapLAOlab3Tr3/56fAT13ehZUKKip8+C3b+7DY1MHY96qXQC8M6bn52fBGm+ECsDAJc2oDejLjzw0HA1uGZIk4my1E/9Z+oVfx54lzoA9h8v9Nifv39MGk1HUO1e0tqC+HG47XhdRNAt8XiQlmkJmXJ6pdsJklFC6/Sj2HC73y6QBgMuSE3n/xShZ8e4NdM9tV2PLJ1/ry4K73Aosjcs8+cZEuGV5ZUWFoKqwxRsxY+IgfbKR9vctn3yNqbkD/LKxmFVFLSlU9tfsKZkQBGBFqf+A85vbj2Jq7gB9QDk7PQ33jhsIUYDep+Tb9/DavDGQVcYpdT4mo4RxT2xq8ue3/McEOFrxfDqiVm0nqWrzRpSfffZZPPbYY/jhhx8AABUVFUhJSdH/npKSgvLy8nD/nDoIWVagQtQfqAUTMvDjmdqQy1tclhyP+8cPxJlqJzyygkSLEY9OzURlVT3++09HkZRogiSGX1OU2p4kiVAlAdYEE4ofGg6ogKwoGD2kFzbu/AqTR/WF0SDojaRQSz9lp6fBUetGEZdLoCimrdftUlR0STDh3+eMgNutwBp/FRx1btQ1eLCi1DuArA0kh6rnRElsjPfQS0wQBRIlAdZ4ExbPHAZJFGE0ivj1ir8Fbaq+sGAolq39zK+u1TpntBnTjDdqTb77GpiMImTZ2w40SCIMkoDfvrkvaNZqqi3er67s39OGaWOvxvxVu/w6YtZvOwK7w8l2IJGPwL1EAMAWb0RxYQ4UBRBE6M+Cu28dgO5JFkiiAEEQ8Prmgxg9pBf2HC7XM2nm5GVCVYFnf7+b91+MkkQBebn9sOWTrzFuRB99cAYAYI2DJc7gV+eGW5ZXK2tZ9u49Ezh4M3pIr6D9jIq45wy1oFB7Zq3csB9FhTlBy+r5xqO2hGOoeuzYSTv3lyGiVtWqAzOC0PTE5T/84Q+47LLLMHToUPzxj38EACiK4ncMVVWbdUwA6N49sVmfjxbNSRXrCAKvt8Jepz8kf5KaiBWl+/U9F7SH5cKCG/2yaqaNvdpvVuWcvEyk2Czo3sXSYZa8CoznWIsTRVHxfWUNzp51YvPfvI1/3zKdPSUTCWYDnC5Zb1Bt3PlVUNnfP34gnn5ld1DD/sU5NyGlW0J7XiI1g288x1osX4yiqDjx4zksfmOPPgsrcB+PudOzYLOa9ZmHoWJ97vQhkAQh5ItsR4r3WC//i7U12vL6PB4F3/14zm/t93n5WRh0VTI+2nsKgLcjWxsED6xr3R45aBmbSOMt1su3s2mrePatJ7V2nDajVRsQHHRVMkZef2XQQOG86UNQ3Fif5uX2C5oJu3LDfsyaPAjdkyxI7hrfqu1Axnd0a813wWgq+6acS2DbJNVmwdP3ZaNXjy76PeLxKFg040acq3Hjt2/u83uv+j9j+kESBP0ZYo03IsVm0QdFgba//5oimsopEq0Vy4qiwiOrGD2klz44E1jnLinMwer3vANzqd0sQctOPn1ftl9Z2x3OoMGbcNlYbllBj+6JYeOko5RfJDridxAuniO5Vq0PyZfNakZNndtvWb2507P8Mr9CLeGoTZpbvelgUHy3po5Y1k0Vy9ceKp4jvZ5Y/j5i+dybS7vWSK45ajKLt23bhtOnT2PChAmorq5GXV0dBEHA6dOn9c9UVlYiNTW1Wcc9c6YGihJbs3RSUqw4fbrzJH8FXq8kiQAEZKenYdyIPig/Wwu7w4n12474zZiURBHPNe4p88id1wW9lK8o3Y+lDw3HmTM1F/xvxxLfeI7FOFElET+eqcXLGw/oWQKBDaDnZwxDVU2D3pg/dtKO9duOYNbkQbgixfvAE0LMwqqw18PZ4MFpZ2x9Jy0h1uJYo8VzLMbyxaiSqHd8AN5ZgtqgDHA+Y2HW5EH6zEMt1rW9ZbonmeHyePfS6sjxHqr8Yy2mL9TWaOv4ViUpaO334pIyvPDgMHy09xT697TpGTG+WVpa/D2al9mi8dYR7+/miLVYBtounn3ryYIJGUHtuKLGuH3m98ETMRbPHIYXZg6DLKswSKHbBFekWBEn4oLtwEh1tvjuaPEciWgq+6aeS2DbpMJej8Vv7NH3BtEyacxGAxa9+feg96pH8wYjtZsFj07NxI9nalGy9UvcNz693e6/prjQdxNr8dwSsRyYMaV1BhkNIpISTRg9pFfIyRlLCnNw1y0D9H28stPTsHjmMAgQIIreTiXfspYkMWjwxmaNC5lp831lDQySACFEVm403WftpSnfQazFMhA6ni+1vH3jemFBNkq3H8exk3YAQF5uv6AJbkvXlmHRA0P1eAy3PN+/XdYFRYU5MEgCqqrqWj1zvDPHu++1d4R4DizLS7mmpsZCNH5fsRrHl1pOkbY1xGb/V1vJmjVrsHXrVmzatAmzZ8/GqFGjUFxcjLi4OOzbtw8AsGnTJtx0003tfKbUmrR1QV997wDybx+IlRv2o3T7ccyekgm7w4mikjK899f/QY/uiYAAPasmuasl5MPUw2VXooqsqDCbDBdsAAkCcFlyAuZOH4JUmwWAd9aV0SDh9c2H8N0PDggC9L9p9BR6oiigKP6DKbYucSHj/fKUROzYewJPTRuiD86s3nQQbo+C1947iP8tr2O8U7PIihIy1gBg2cM5mDb2/DJlWpaMb10rSQLjjdqE7FNPhqojbVYzAISMZ7ujARVn61C4fCe++8ERJma5FxeRL1kJPdFDUQB7nRvzVu3CjOIdOF1VH/Jzti5xmL9qF2Yt24mXNx7APbddDY+s8P6LEdp7tlbO81btQoOqwl7nxu/fPYAuCXFhs1oURcWbfz6q/23P4XI8/cpuiCIgyEpQWWt7hhUX5uDVeaNRXJgDi9E7WKPFi7ZaQun245BjbCItRY/AuH554wHMnDQIS2YNQ3Z6Gnp0TwgZ07VON+bkedvA2iQ5X6k2C/512oGCJR/hyf/6FPY6d+MEYiKiltWqNUtz95gJ5cUXX0RxcTF+8YtfoK6uDtOmTWuBM6Nopa0LWuVwQWgceDl20o6/7DuFhQVDsXrBGEzNHYCFr+7GyR+9L+KTR/XV96DxlWqzwCDy4RktJEmEJIronmS+YAPo+8oaGCUJSYkmFEzIQHHjmrDrtx3BnsPlSEo0wSAJQQ37+flZ0ZMCSJ2aJImQJNEvvuPjjGHrqGm3pTPeqUVo9Wy4urXO6UGC2ah3ePtmab0ydzSKC4eH7DhhvFFL8u41522fLSzIxpghVyLRYgqK27zcfvi+siZkPFfXuGCQRPTvaUNSopExS9QEkug/8N6/pw0LC7Khwjswrz0bXG455H3345naoEx3RVH9BvhTbRYs4P0XlTwA3tp+VG9vPnLndTAaRNgdTky8+SrUNbj0rBZfqTYLvj9dg3Ej+qB/T5v++wp7fcgBFa2Ob2j8W5zozYZxu2R0tZowa/Igv/auvhcR0SUIta9M8doyuNwypuYOgMkghYxp+7kGrHv/CJ5/cJi+PJ9vPTYnzztoqB2zqKQMnja9MiLqLCJuMz355JNYvnx5yL/df//9l3TMSZMmYdKkSQCAAQMG4J133rnk86PYIisqbFYz8m+/Bj80vozbrGaMvP5KrNt2GNNuS9cfvNpMX6NBxBubDwftzTBvehacbg8SjBJnbLWyUGnxvt+5NpPlre1Hcf/4DMzJy8Tmv32NudOzsHTt+RR3bZO9+8anIykhTl8LVqOlwQuyClu8ES/OuQnOBk/I/yZRa7lQvGuxrqgq5uRl6kvzuGU5qI6aPSUT52obULx2L56fMeyi8V5cmBP2HqPOI1z8abF3+JvKoOVDtLo1//ZrUFTiXULvudV7AEDP0lo8cxgMUOF2KYw3ahHhlsyx17n94nPxzGF4ffOhoDrysuREvPTmFyH23srChg+P4vbhvTFt7NX4j//3BWxWM2ZNHoTLkxNhlERIUBmz1KlcrC0OeF/8Fz1wI8rP1iEx3gSrxYQ1Ww9hz+Fyv2eFKAp4/K7r/faYmTc9C6/88YDf8Srs9TBIIt776/9g0QNDUV3TAKfLA6ORE+OikoCg/WPm5Wfhg8++02NgYUF22DaE3eFEwYQMFJWUAfDJppXPD85obRHffz8/Pwu2eCNkWfG2aa3moL8bwH3V6dKEywQ0mwwoKinDnLzMoPrssamDUbL1S9gdTvxQWQOTUYI1wYRH7rwOBklEis2Cf1+/T18OTTumrKgcdCaiFhdxvXLkyBGoqgpBCJ7lMG7cuEgPT52MJArIy+2Hl97yvmRrGxFrGxHW1Lv0B68201db5ixwD5q6BjeK1+5HcWEOOAen9VysAQ6cn6E1bkQf2B1OrHv/CCaP6osuCUbMmjwIZpMBjjq33uivrnHhjx9/hbnTh/htlj4/PwsWowi3y9t0T+mW4N3zQFbZmKc2cbF412I9//Z0/P6PB/U6yShJ2PLJUf1nR50bWz75GqOH9EKFvR5rth7C/HuzULSmLGy8C2h8aDPeO60LxZ9vPauoasi61VHnRoW9Hj26J+jraoeKNVlWGG8UkXCx2iXe5Dez1WY1Q1ZU7DlcjiqHy6+OFAWEbN+5PR7cdcsAdEk04an/+hQVdu+yS8+t3oNUm8U7qMhBGepEFEW9aFtc43YreHnjAb9O9yqHC8dO2vW9x0RBwJoth/HIndehe5IFoihAFATYHU6/Y6XaLHC6PBh/Ux+sKN2vd2Jq9yHfv6KMKgTtH1NcUoaCCRnYc7hcr0efvj8bRYU5OG2v19sQWtkmJZoAIOSAindwUECDW0bBhAxs3PkVjp20o6ikTI8H3yXOOPmDWoKWCRg4uU1r85qMEgQBertYGzzWsreSrCa43QrKz9bhv/90FHaHE8WFw0PWd4EDkURELSHigZnU1FSMHTsW1157LRISEvTfP/3005EemjohA4DLkxP1l+z1245gTl6mvhGh70bFgHdw5qOy7/SZPUUlZfpLxrr3j3BmQxsIlT5cVFKGpYXDoUoiJEmAy636laG2X9CYIVfi1mE/xbJ1e/1eELUXgLyf90dRYQ4Un4a71nFI1B7CxvtDwyGYJHjcCkYP6YUfz9TqcQ54lwu5d1x6yNlagHet7gd/OSjoRZXxTr7CxV9x4XDIiqLXs1rm6UtvfREUb6k2Cyqr6vWO7hSbBXGSwFijFhUuVhfPzPHrPPFdjvbYSTs27vwKk0f1bez8E/DY1MF46a0v9Pbd/Pws2KxxgKygwR16PyW2+6izqa5tCPNs8HaGa9k0bgBLAj6ntc21f/9vl3k3qbU7nHjm958B8LZh7ht/TVAmxdzpWbB1MWFpyeecWR4DlDB70FnjjX4/xxkkSKKgtyE0qTYLEi0mLHt4OJKTLDD4ZCaGGoz3fafzjQdO/qDmulC2uNq45HOo2Eu1WRAfZ8Rzqz/zi+Xs9DQ8MDEDHlnFd9+fQ+n247A7nJiTlwmbNQ4mCUHHZGYXEbWWiNtLmZmZyMzMbIlzIYIsKzCbDFhYkK3P9D1TXa9vRKgtX6bN9slOT8NNg6/U18tNSjShS0IcNu48jmMn7ZzZ0AbCpQ+rUGF3NCAx3gSoCCrDLZ98jZHXX4m3PzoWtuyqahrQJcEEg6qy4U5RITDe+/e0YfKovvDIChQ3UFPvQlKiKWh5xa5WE6w+GWKBS32k2ize7FNZ4YsqhRWqvrVZzfDICkRR0OtZm9UMo1EMOTvwntuu1jtKvLOah3NQhlpcuFgNnNlqjTeiZOuXersgcJmdJ6fdgEfuvA4mo3S+I9DlXeVd28srsOOQ7T7qbNye8IOUcT4d5o9NHXzBjnlvWwQwmUR96R+b1Ry0ZGCP7gmorKrHhg+PYsbEQZxZHiO0PehCZRb4/mwyiqhr8Pgtyat1dq/c4M2M+v3c0TBIgt+gX+DgoDbot3rTQcYDXbJwGbjdrSaccbhQVFIGm9WMR/MGo3uSGd9X1uiZ4rOnZMLl9gS9u40b0QfzV+0KGshZUbofSxvbxVpmFwQAqgBF8a6MYJBEZngRUYuKeGDm4YcfRm1tLQ4fPgyPx4NBgwYhMTGxJc6NOiFJElFV0+CXYv/U9Btg9dkUVhCA5x8cBlVRYTSK+kN1z+FyAN4GZcGEDBz4n0rObGgDodKHs9PTUF3rwvL1n+sDaPePH4js9DSMHtILCWYDCiZkYMHL4ctOm7HC8qNo4hvv/XvacM9tV/t1Ii6acSMMorcDXKurFEWFKAh49tXdQS/D2gsr6ypqisD6tn9PG6aNvRrP/H43bFYzfnPP9VhYkI3LkhPx7O+D462oMAevvXdQH5SZO30IJAlQGHjUwsLF6qvvHfAbtHa6PHp9+cDEDL1NB3g79pav+xyzJg+CNd7kNzsb8L7EcEYrEWA0hB+k9M1ec9S5Q7bZuyTEYdnDw5GUEIc/7DiOA/9TqQ+Kptji9eeJ75KBsyYP8m6szZnlMUGSRNS6gwdb5uVnoXT7UQDemFmQnwVBEPDca3+HzWrGwoKhqKl3obrG5Tep4/vKGvRK64Jzda4LDvolJZoYDxSRC2WLa7+vsNdj/su7kJ2ehhm/HIQZv8xAvNmIkq2HMHpIL33f4smj+qJnD6tfGzkwc9CjKHpGjkESYa9t2jKRRESXKuKBmQMHDqCwsBDJycmQZRnl5eV45ZVXMHjw4JY4P+pkZAhYssb/wbts7edY/shwPFtwI6prGrCi1LtMS15uP1yRkhiyEdgzLdG7TEuCEbKHD83W5NsxopXLlWlWv86VPYfLMeiqZOTlDkDp9qMYPaQXLHGGkGX3b5dZUVQ4HAYJEGRu3kvRxXfj3MDO7wp7PRa9+ncsmpHtF+tJiSbYrHGh66oeVhQ/NBwGlbFOFxfYET197DX4z9Iv9CyZM9VOfPDZd5g+Nj1kvNXWuzHttnTce3s6ZAX4qOw73D68N/cBoBYXGKt5uf30zkBtL5mkRBOSbRZM+fkALF0bvmPvihQr4sTgPQi4VwGRV1JCXNjBkQbFu9l6wYQMpHQ146lpQ/QlhLPT05CXO0Bf5ic7PQ35tw/ELUP/DY5aF0xGCfZzzgvel74zy2VFhTnOANUt8z6MMh4AixoHW3z37BIEFfePH4iC8RkQRcAkCWiQFTw2dTAcdW68+5evMPL6K7F608HGgZpsPWNKFS486Jdqs+iZjgCgSiLramq2cKtzyCGW5qtyuNDg8sDtUbD9799i2m3pMBoELJmVg3N1DVi29vMLZg4GZvuFHxTiHlpE1HIiHphZtmwZXnzxRdx4440AgM8++wxLly7F22+/HfHJUefj8XnAaksEWeON8Mgqauvd+qCMNks9cM8ZwNsIPFleg9WbDnrTT6lVaR0jyx8ZjjqnB+Vn6+BpXFLBtwy7JMRh3bbD+jIl4coOAOIk7q1B0UvbOPc399wQFOeOOjcMooS12w/5LcmzsCA7ZLyLAtDNaobdXtuOV0SxQpYVdLeaGveUUQGc73Dr2cOKNVu8cVd+tjZkvJmMBixszNzirGZqTYGDJoIg+O0PWFRShv49bfjNPddj6Vpvp4dHVkLGrUESIHtCRyn3KiACRFEIGqQ0SQLcsnelgcemDsaarYew53A5stPT8PyDwyCKAtxuRR+U0Zb38X1GzJuehZp6V+j2i89gqe99aLOacfq0o32+iE5KW05MX3JJ9WZqQ1ABFfoAnZZZoO3lZY03wmwy4vXNhzBjYgYMgL40lO8ST3/ZdwpP/Gow4oyGoMG/edOH4HSVE2WHf/DLhjzfxvB2cIdaiopZB9QUoVbn8A6gBGcK5uX2w6LX/o5BVyXj9uG99fot1WZpXI3DHHYQ0enyBLWLww8KcQ8tImo5EdcntbW1+qAMAAwdOhRFRUWRHpY6KbHxwes7+KI9TJ+bMRQVdu+GxdrvQ+05k3/7QNQ53Vg8c5j+UkKtS5YViJIEu8O7DF3BhAxkp6f5dUwve3i4vjF1YNlpmTaXJyfCKIlQ/K+/NQAAIABJREFUuAYxRSkPvBvn2qxmJFpMQXGearPg+QeH+cU6AJRuP64vHxEY76LIOVfUNJIk+nWaLHs4B9PGXo0Vpfvx2NTBetzZrOag+vWy5ERU1zRgTl4mUrrGQxLBGavUqnw7a9WADhRtabMz1edn44uiELTMzpy8TO/s1TAb/xKRl+/9JkHAWYcLSwI62KscLuw5XI5vvz+HRQ94l6jS7r/Jo/r6tVsq7PUoXluGosIcvywb7b40GUW4wXuyvWn7b7y1/ahfe9T3ndgab0ScUQr7jj17SiYgCJDV0PvELHpgKIwGUV+CWvtbUUmZviSvNoAza/IgXJFi9WtjqJLIrAO6ZOGWLY0zClg8cxjsjgZU17iwY+8JXJ7sXU0lK/2yoJhbUeqdGOq7363vygahsv3CDwpxzyQiajkRD8wIgoB//etfuOKKKwAA//u//wtJkiI+MeqcDJKAx++6HvUNbr1DSUu3VlXvg9Aab/Sbdbl+2xEUTMhAn590gaPWHTQbmLNx2oYsq3pnysadX+HRqYP1sgAAl1vWN6YGzpfdnLxMJJiNQY2trlYTlzKjqCJJoj7jsGBCBkq2HkL+7QP94rzCXo+z1U6/WAe88b7u/SNY9shwVAfMRpx/bxa6JjLe6eICl1RwuRX819v/0LMNtLirsNfr9aslzqhnJGgzoE1GEYKsMN6o7Qjw69zNy+2HzX/7GtNuS9c7PURBQMnWL/V2n6POjXXvH8FT026Ao87t18m8ID8LXdm+IwpJm0QSbg+FCns9ap1udEmI0+8/3/crTYW9HtU1Lvxp97dY9MBQ72bvogjJANirG/zuSe2di9qW1i7wnbgYKvtpwb1Z+lK8gQNw2uCLJAohY8BR50LXxNBL8mpxs3LDfsyaPAg2q1lfepJZB9QSQi1bapIEVFY36PWZtp+tIAhY9eQoiGFi2RpvxLGTdvxl3ylM+Xl/LF2794J1GPeyI6K2IEZ6gIceeghTpkzBb37zGzz55JO48847MWvWrJY4N+qEJAApNjN6dE/QZ/Ss3nQQ81btwtr3D2NefhacLo++5BXg7fBcvekgoAohZ+N42ulaOhOpcc1g30EXp8vjNzPWYjYgqfEFUHPspB0utxyy3L79/hzsdW5IUsTVFFHEtBmJ/zpdow8Q7zlc7jfbFPDGuskkBsU6ANgdTihKiLWK1zDeqWm0erZ/Txvm52chpatF/zmwjj120o7aeo8+KAOcnwH97ffVjDdqM5IkQlVVSJKAggkZKC7MwU/SrBg3og/WbTuM2VMykWqzwFHnht3hRFFJGeat2oWikjLYHU6oCO5kXlJSBplzrYlCCtcRbm3sdEy1WWA/14CNO49jfn6Wfv8Ftlu09s4vR16FRa99hhnFOzBv1adwuZSge5LvXO1DK2vfgbVQ2U9L1pQhzmTAZcmh92etdbrxfWVNyBiornGF/Zujzq0f44oUa8gJkVrWQeC/lZgxTk0kywoEWYFBVSHIClyyqr9PaQORT7+yGw8UfYRFr32mT+j1pS1XBgA5116uD8oA4esw30GhV+eNRnFhDif9ElGLi/iNfMyYMVi3bh0yMzMxaNAgrF+/HrfccgsAoKysLOITpM7FJauocrhwqrwGebn9/BqVew6Xo3T7Ufz08iTMm56lP2y1lPpzda6QDU2Fz81W5wFQWeVEqs2C/j1tWDJrGBItRr2MJo/qi+XrPsc7O4/jqWlD/Mou3AuC2WTgSx5FDW1GYun243hs6mA4XR788ube6JroPwBzoVifl58FJUxnCeOdmkISBWSnp+mTFk6WeztKwsVdYOYWwHijtucBUNfggTXeCKNBgNkkQQCwcsN+7Dlcrmc+p3az6J3EwPn2ncsth4xjj8JlRIhCCdcR7qhz45c390ZRYQ569rDilyP7wmAQMGvyIKR0NQfdf7OnZOL1zYdQYa/z68C0OxrCZkBQ29LK2ndgLVz2U2VVfdgOa/u5BpRuP+4XA9npaXhuxjDYusTBZJQw/97g+Ni48yv9Z0kMvZydlnXg+2+1rAOippIkEaokwiMIfoPPoQYiS7YeCoq5x6YORrzZgJefGoXLU0L3P4SqwwIHhTgoQ0QtrUWeh71790bv3r2Dfl9cXIx33323Jf4T1EnIiooz1U4c+bYStwz9adADc8/hcvzqFy7EmUQ8mjcYyV3N+NfpGnz8+SlMHtUvzOaUAnNNW4nks+a70Shi0YwbYT/XgASLAYIAzMvPQnFJmf6C8NHeUzhVXqMvU2LrYsb/Z+/O42yq/weOv+42mxlczEySpWTLEtkZZMoojBH1RbI2KXy/ir7J4JulLF/5ZUtUFBFSSOQr2QojS3yzZPvKVmkMhmbMcu895/z+GPc0d+YOxoyZe+e+n49Hj0dznTnz+ZzzPp/7OZ/1yrV0t/ctOdUu09yFRzCZMtdRH9bzERyKSokgCxXCShBWJogrf6YR17cJk2/MSnA2hLuL9Y/XHmZgl3oS7+KOmYHnO9dhzLx4rCEBlAg0M7JvE+wOxW3clSsVKPEmipTpRiNKiQAzKal2Nuw6Q58OtVEU11m2kxZmDuaaP/pxJrzYAoMBLl9NZ9HXPzPs2Udy3Xxc6ndC5GQGRvdrkmOpsTKl/Am1BjLqvZ3652/ENsVaMoBJH+8hrm9jl6UEF68/yvFzSXRp8yCQOSu4W2Q1SgX7u30mZQZE4XN2eizbeEzfWy63zc1tdoWkP9OZ8GILLlxKYfnGEyQlpzO0ewMWrz9KUnI61hB/Jg1uSUqaHVXVXJZDGzewGVOGRKAoGhoaC746zPFzSbdc3sndUlSyJ5HIC+fKBZNu7PP5co8G/PvvEVxLsWEtmXOZvd1HEuj1ZC3GD2zBn9cz96D58rv/8bfHa7Byy0kiG1WSvWOEEB7jrq5hoWlSqIm8MRkNJCZdp80jFfUG+6zCrIEEBVgoEWAhvGwQSckZjJ+/mya1y7Pxh9OM7JtzhLpseVTwTCYjRj8T1+0Kl66loWoQHGDB32Lmq+9PgWZg1Hs7mbfyYOYoPGugy/I6kxbuYfqy/Zz7I5lFX//sdoTeyi0n5SVPFKmscX4+IRkAP4uRAIsJVYWryRn836f7mbcqM87nvh6ZYymprLG++0gCGDSJd5EnJpMRc4AZzWQiQ9UwGAz6Up8zlx/g/VUHc407DYk3UXRMJiNXU+2s234KVYWl32RuTj1+/i7O/pHsto53PiGZl6Zs5l/z4lFvvEdcvpbGyz0a5JhJYzZJ/ArhlHU0uQMoW8qft15qwb//HkFsTF2WbTyGza4yOdsSZIvXH8XPbGRQt3oEBlj0JaQnLdyjN7qn2xzUqGTVZ2tOX7o/xzMpMyCKhrPTY2CXupQvF8TkwRE8WLGU29kCwYEWZizfz0tTNjP3xjvaq70e0TtlhnZvgENV8TcZKBFgybHU07gPfgDApKn4Gw0M7FL3tpd3klkHIj+cKxc467/jPtzF6+/uYP6aQwQH+rlvM/I3YzEbKFsqgPAygfTpUBuTycDTkdUJL5e5V52UYUIIT3BXyx6DQV6YRN74mQw0fugefTSwc+SPc6TOyz0a8PbifSQlp/Pmiy24lmLT1z+udX85Pvv2uMtIr+UbjzGwSz1ZhbwAOUesZNgdmM1GHIrGG+9njqb6998jeKxxZX3N14tJaYyfv5umtcNdNv11Ng46XwRKh/gxZXAEdkXl90sp+ueyuZ4oKlnj3KFozF15EGtIAH061mLMvHgmDW7JzOUHXOLcWUa93KOB/m9ZYz3MGggaWIMsEu/itphMRjI0jZSr6XoDydjYpi5LfV5MSuPyn2k54u7lHg0wgJSvosgoGNi2/zytGtzHlT/TeaxxZT1uV2456baO98nXRwHXzco/+fooLzxVh0Hd6hHgZybd5sAa4o9BRrUKAYCqavpo8qwzZJZtPJY5KOSG/tF1cowsf6xxZcZ9+IO+V0P253JU/yb4mY05vnc++foog7rV454yJfCzmDCjSWN7EVEU1fVdV+HGDJUILl1L41qKDbPZyGQ3e2pMGNiCfp0eIjnVztrtpxjYpS52m4JmMLpfQlLR9NkuBm40Jima1CXEXeVcuiw2pm6uy5ZlLf9G9m3Mh18eYveRBJrWDqd7uxpM/HiXS/lYNsRPZnEJITyCdAoLj2JTNH3dYucoLmdHS5mSAbyzdD/HzyUB8PulFDbvPcvQ7g1ItzkoFezH7iMJLi8gALGdNWTSTMFxjlh586UW/J6YwtyVB/XK0bUUm9s9DXYfSaBHuxrExtSlSvkQfkt0bRw0KBooKgEmI5XCQ3i11yNSQRJFKmuc/2tevP4y4Gz4zm1jXaPBwMJ1PzPpRkX/90Q3DeE3YtoZ7yP6NAJNk3gXOTgAh0NzGbW6fOMJXunZwCX+nHGXdWDCJ18f5dVej9xoNJHyVRQuk8lIhqrxeJMqjJ+/i9iYui71g+PnkvQ6XqXwYDAYmJ6ljgfoy0MeP5fE55tO8HznOhgwYDQi8StEFteuZ+iNkvBXo3tsTF2X9yLnfiRZvz9yfS7vCcFogECLEVXRqJBtT4bj55IYP3837498TDplPJCiqJhNRvwtJuavOcS4F5q7rbdqmkbcezsJs2bOIHAO2DAakSXChcdwll3u9k/afSSBgU/VY8rgCByahsOhsujrI3rZ91jjyjlmf01auIfJg1tmzuIC6VwUQhSpu7qUmRB5paiaPgsGXJdkOftHsssL+/KNJ+gZVZO120/hZzFhDfF3O43VKFFeoBRVwxoSAECAn9mlcrRyy0lKlnB/HxKvpjN/zSHMxr8aB7NPfZdp7sJTZI1zZ4xnfRm4mpyR68a6ScnpGDEQYDTkGuvwV7yHWYMk3oVbiqphNJCjMezS1TSX+HPG3aSFe/QlaJKS0zGbjFK+ikLnXMLst8RkTEb0GTLZ6wfHzyUxf80hziWkcOFSCknJ6S7nCbMGUq5UIB/EPcbALnXxNxowaarErxDZ2B2q20b3UsF+rscpSo5ln7O/PzmfS4vJiL/RgN2moCiq3jCaVZg1EEuW7xnhWbLu7eJnMbq/f2Yjkwe3ZFC3elgsf700W0xGt0tIWmQJSVEEnHsppdscbuP43B9/8meqDYOmcS0lw6VD2l1njnOQnRBCeALZY0Z4FJPRwOa9Z3m9j+tLw8i+jdm896zLsc4lsAZ2qUto6UAC/E051tOVtUILnslooEdUdS5fTc9ROTp+LomNP5x2u6fB5r1nGdWvCSY0aRwUHi9rnDtj2bmZKsBHXx3h1V4Nbxrn0hAu8stkNKBq5HgJXbfjF5dydvPes8RlK3dH92uCSephogg4gIkL97B84wnM5szGwOPnkli55USO+t2ofk2oel9J7r+3ZC7rvWtShgpxCxaz+0b3rJ0uYdZAzEYj2w/8ytjY5sx7PZKxsc3Z+/Mfbp/L7LNgnA2j2Y8zId8znkyvi5oMbjtaEpJSiXtvJ+Pn72bchz/g0H9RxRriz6Bu9fSOG2uIP0g5LIqAs5Px/ntLum1nWL7xBJMW7sFoNOZon8j6/uYk+ywKITxJgbVZOxwONE3DYrHonzVt2jRP53j33Xf5z3/+A0CbNm0YMWIE8fHxTJ48mYyMDJ588kmGDRtWUEkWHsgM9IyqiclkIDamLtaS/oQE+mEwQufWVTn9+5/62qCjbyyB5ZyC6kh36KOCZK3Qu8cM3BsazDuf7uelrnVz7GvQpHZ51u34hUmDW6KpZE55N2gM7FJX7ofwGlnjfFjPR5i+bD8rt5zU4/34uSRWbT3JWy+1wGAwYDRInIuCZwYUs4GRfRvryzCEWQPpEVWTU78mMTa2OSZjZjtJ/MHfmDS4Jap8/4ki5FzCzLkk7dZ954nr14TJC/ewae95klNtWcrNGzHuUFGB0lKHE+KOlCrhn2OPhVH9mhBoMbo8U34mA20eqcj4+X/ttTC0ewP+E39aX2444UoqISUsKA7XZy/r7At5Rr2PQdH0jhbnXl3+fiY+XH1YP8YaEoAGKAYDGhASYMY/PETut/AIiqLq+ydNGtySxKQ0klPtLF5/9K9VVQwa4WWCXNonnIOXJmcrH2WfRSGEp8h3x8ylS5cYOXIkP/zwA4qi0KhRI6ZNm0Z4eDhxcXG3fZ74+Hh27NjB6tWrMRgMxMbGsm7dOqZNm8bixYspX748L774It999x1t2rTJb7KFh1IUlTKl/EnPUJi/5pA+7bRGJSsDOj/EpMERqKqG2WjQR6RDZkOAA8i4UXH0NxpQFFW+bO8SA5kzluatOkSfjrWY8GILNFXDYDAwfdl+kpLT6RlVA4sRHGgoiiajUoTXccZ51r07jEaYMLAFScmZM8b8LEZUm5JZBmmZS09hNLgsISXEnVIUFX+TkSBrIJMGt8ShZJandsXBZ5tOcjHpIDUqWekWWY161UIxYMDfiHz/iSJhMhlJurGsnnNvgk+/OU7ClVTGvdAcs8mAyWTEzwh2240INRnRTEYUVUMj88XEoGmy3rsQeWA0Gtx2mthtissG7fZsm8I7FBVV1XiscSXSbQ6MRgPrdvzCwC513f4d2fDdeymKSgmLiUp6R4uRD748qDdo16hkpU/HWox6b6dL47U1yCJlsvAYzjYfVdVItzlYueWkHsNh1kDQoITFRFBoiRuDlcBsNGAxIZ3KQgiPle+OmTfffJP69evzzjvvoCgKixcvZty4ccydOzdP5wkNDWXkyJH4+WWuhVu1alXOnDlD5cqVqVixIgDR0dFs2LBBOmaKOYddY8FXhxnavQGzPssc6ZCUnI6/xYwFDUXLHC3hrBw6GwKyjxLLvp+DKBgOcLk/o+fG68vNvb/qkL7JuZ/JwOVkm9wX4ZWyx/mkhXv0OHd2Po66MWtPyiBxNymKisOG3lgCmQ0oL/dowFffnyK6VVX9u1JiTxQlBzBp4R6sIQEudbiD/7tE20YVsYb439iz4q9BNVJ2ClEwbrfTxLkpfEiQhaTkDGav+K/+/A1/tiEDn6qLWZOR5MVR1hgxodEzqqa+GkWPqOr6DAPItkF6kaZaiEzu6gwv92jAJ18f1d/L9A4XJXPPBiOAAnYF6VQWQnisfHfMnDlzhpkzZ+o/Dx06lI4dO+b5PNWqVXM553/+8x+ee+45QkND9c/DwsJISEhw9+uiGHGoKruPJHA12aaPUk9OtbudVg9/NQRIRbJwKKrm9v6UCvbn1V6P6KNQbIom90V4rduNc0VR0UxGiXVxVyk3loZyOn4uiU++PsqI3o2Ie2+HxJ7wCEqWJcwWrz+ql52h1kDMJgMGxXXPCqm/CVE0FEXF38/MzOU/uDx/7yz9kcmDI1AUabYs7rIvTQfkukG67NcqPIG7OsPM5QeYdKPOILNghBDeKt/fsw6Hg4yMDPz9/QFIS0vDYLjz16mTJ0/y4osvMmLECEwmE2fOnNH/TdO0PJ+7bNngO05LUQoNDSnqJBSqrPl1LoFx/FwSkxbuATKnpk57uTVWa4kcv3sxKdVtRRKDodhdx+zxXBT5u9n9CbMG6ccV1n0pbvfYl2SNZ0+7j7cb51Awse5p+S9s3p7/W9U18pu/rEtDZf1M1TSv+P7zpLSIW7vTeM4ap86yU6+/hQTkOL641N+8Ka2+6G6+C3rSvc9rWv64fN3t86dqGvfkM1+edF3A89Jzp+5mLLurZ4RZAwnwN7stvwtTcbl/+VEcr0Fu8ZxbXnOrMxgMhhzvZt6sON7r2+XNeXcXz/nNjzdfD29Oe14585qfPOe7Y6ZDhw7069ePrl27YjAYWLlyJe3bt7+jc/34448MHTqUUaNG0bFjR/bs2UNiYqL+74mJiYSFheXpnJcvp6DeGAXiLUJDQ0hMTC7qZBSa7Pk1mYxuN7DU7Ir762Iyuq1Iomm3vI7eVmBkjeeiipPbvj/5uC+3y9eeldx4Wxw7OePZE+9jnsqhfMa6J+a/MLnLv7fF9M3qGgVxf3OLR5PBcNfL2fyS+PauWIY7j+fCrL95Cl+L7+IWz/nhSff+TtJiMpncPn8mgyFf+fKk6wI3T4+3xfPdbNfIc/ldSDwtnorC7VwDb4tlcB/PN81rMagz3Iovx3vWvBeHeM5+L+8kT7cbC554vbw1ju/0PuW3rpHvjpkhQ4ZQvnx5vv/+e1RVpWvXrjz99NN5Ps+FCxcYMmQI06dPp3nz5gA8/PDDnD59mrNnz3Lfffexbt06unXrlt8kCw+XfWr1rTZoM4PbiqQZWR/5brjd+yP3RXizvJRDEuvibsstHkGT2BMeQ+pvQngPExqj+zVhYpbnb3S/JpiQ/Rd8UV7LbyEKm9QZhBDFVb47ZoYPH05UVBSTJ08mMDDwjs+zYMECMjIymDJliv5Zjx49mDJlCv/4xz/IyMigTZs2PPHEE/lNsvACt7uBpfNYqUgWrtu5P3JfhLfLy0a6EuvibsstHiX2hCeR+psQ3kFRVErL8yeyyEv5LURhkzqDEKK4ynfHzKOPPsqGDRt46623aNCgAVFRUbRt25bg4LytgTpmzBjGjBnj9t+++uqr/CZTFHNSkfRMcl+Er5BYF0VFYk94M4lfIYqOPH9CCG8iZZYQojgy5vcEnTt3ZsaMGWzdupWoqCjeeecdWrRoURBpE0IIIYQQQgghhBBCCCGEKFbyPWNmz5497Ny5k/j4eC5evEizZs2IiIgoiLQJIYQQQgghhBBCCCGEEEIUK/numOnTpw+hoaEMGjSIv/3tb5jN+T6lEEIIIYQQQgghhBBCCCFEsZTvXpTvv/+e7du3s2PHDhYsWED16tWJiIigV69eBZE+IYQQQgghhBBCCCGEEEKIYiPfHTNhYWF069aNtm3bsm3bNubPn8++ffukY0bcMZPJiANQVQ2j0QgGDTTwMxlQAIeioaoaZqMRExoADkBRNUxGA2YyN4bzNc7rpqgafhYjqgJGEygKKKqKn8WEqmo4FNWnr5PwDlnj2WQ06M+/BiiKhqqCv8WIomg4VIlp4flMJiOayaB/hwX6m1FulMmqCmaTAZOmSQwLj2UyGUlKTsdhMOj1DLPFgN2uoagqJqMRf4sBW7qjqJMqxC1lL5PdvVc441wzaKAZUFUV4436hhBCCCGE8FwhJQMJ8Pf8Wtsdp9Bms+Hn58fMmTPZvn07f/zxB23btuX111+nRYsWBZlG4UNMJiNJqXYmLdzDxaQ0wqyBDO3egB+P/sHjTStzNTmDmcsP6P827oVm2O0qE7McP6pfE6xBFp9q3Mp63awhAfTpWIt9P/9Bqwb3MWXRXv2zrNfOF6+T8A7Zy4GmtcPp0/Eh0m0O0jMUZi4/IDEtvIrJZOS6XSHpSuZ3WL0Hy9Hl0apcS7G5xPDo/k0oHSgxLDzPX+XyTr38PfP7NR56oByTs9TB4vo1IbSUv3TOCI+WvUzOWgZbzEbGffiDHudffX+K6FZVmfWZa32jdGmtqLMhhBBCCCFyEeBvJvrVNbd9/Nr/i7mLqcndHXfMdO/endWrV3P9+nVGjhxJw4YNMRgMBZk24YMcoHcuxMbUJSTIQrrNQftm93PhcgpzVx7kYlIaABeT0ki4ksrclQddjk9KTqd0iB8oRZuXwuS8bheT0oiNqcvM5QcYP7A5Yz/Y5fKZr18n4R2yxjPAY40rc/FKKoBeBsTG1OWr70/p8ZycamfZxmMM7FIX+SYSnsYBLt9X3dvV4MqfadjsCsN6PkJyqp2VW04y8eM9TB7cUmJYeJys5fLLPRpgsys0q3Mvce/t0Mtqa0gAV5PTKRFgwWQyyixG4bGylslZ3ysmfryHQd3qYQ0JYGj3Boyfv4vYmLp6p4zzuEkL9zDt5db6+bLP8pXYF0IIIYQQt+OOO2Y0LXOU0KhRowosMUIoqoY1JIDeHWq5jEx786UWBPiZ9Zcip+AgP7fH+9rIeUXVuJiURo1KVu4LC8YaEoDRaMjxma9fJ+EdssZzt8hqVAoPJjnNjsOh6p9XubdkjhGsQ7s3QFq0hSdSVM3l+8psNuBvMfN/n+53id/F64+iqJoskyM8jrNcfrxxRUoEWPjq+1M837mOXi+rUckqdQzhNRRVc/tecTEpjeAgP3p3qIVdUYiNqUul8GC3x9kdKgbcz/aX2BdCCCGEELfDeKe/mJGRwc8//8yRI0fc/ifEnTAZDfSIqu4yMs0aEoCmQrrNQZg1UD+2RiUrIYF+OY53jmTzpUU0TEYDTWuH07tDLRKuXKdHVHU0lRyf+fp1Et4hazzPX3OIcwkplAjInD3n/NzhUHPE86zPDoAmPTPC8/hbTPr31Y9H/8BuV11mhTnjt0dUdUxGiWHheZzlcrfI6izbeIxnHq8OoNfLukVWkzqG8BomoyHHewVkxnOJAAtrt59CUTS9DuLuOFXV9Jky2ctziX0hhBBCCHE77nhQ5vnz5/nHP/6hz5zJymAwsHnz5nwlTPgmP5OBe8u5jkzrFlmNj9cd5pnHq/NyjwZ89f0pHmtcmcr3hPDR2sP061Tb7Ug2Xxp1bAae71yHBV8dpnPrqpQtFcj1dBuxMXUZPTdzPfhXejbw+eskvEPWeI6NqUto6QD8LEbKlQ7k+c51GDMvntd6N3Ibz6qqYSqaZAvhlt2u4FA10u0OypcLJsxagqTkDLfxe2+54MwlcIomqULkylkuJyVn8FjjythsKgs2HWZo9wbM+uwAIUEWqWMIr2EGwssE8XKPBjn2qrNYjHSKeIB/f7KXi0lprNxyUo/zrDMc5685xMAudfXZZFlJ7AshhBBCiNtxx/XFBx98kC+//LIg0yIENkXDYMgcieZ8yQkJsrD7SAJXk20M7FqHnlE1mbRwD8N6PsLuIwl0iniAMGsg1pAAukVW0/el8beYUGy+MV5NUVTMFhPRraoyc/kBXu3VEH8/E4qSufTTxaQ0UtLsjI1tSoCfWd/PICk5PXN0tiIbmArPkTWenQ0h04a2IijQjKplNnjY7IrbeDYakVZt4TEsfiZ36roCAAAgAElEQVTOJiSzfOMxHmtcmSrlQ8AI11Jsbr+3LBYjqFIeC8+jKCoGY+ZE+7AygfhbTHrd7OUeDQi1BvLvv0dwLcXGyi0nOX4uiTBroNQxhEdSFJUSFhNBoSWYPDgCRVXRNPho7WGefqw65Ur/9R5y/FwSi9cfzVzW7J4Qzv2RzLYfz/NY48o39pQx0rR2OLuPJOjnl9gXQog7I3t2CSF8jQzkER5FUTWMRoPLCDbnUgPHzyVx+WoG89cc4mJSGsmpdsKsgSz5zzFG9GlEhk3JMeqtbIgfdptvtNJqKsz67ADWkABMJgPBgRbOJyTrjX8Oh6pvchpmDeTlHg2whvjL6GzhkZzx7NxTBgP4mU2cT0imae1wjAaDxLPweDYFlm88pncyWkMCeK13QzbvPev2e2v4sw25p2ygBLHwSBazkbKlAgD0+gWApsGo93a6zCZYu/0UPaNqSpksPJaiqKCAZjIyZl68y4CvlFSbyyCx4+eSmL/mELExdVm55WSO/ZTi+jUBYPeRBP0dRGJfCCHyRlU12bNLCOFz7niPmUaNGhVkOoQAMtd8tttVPvn6KP/4W33mvh5JhbAQhj/bkDBroMtSGc6lBZKS00lLd+iNW/DX+s4+0icDgKJmzo7pFlmNqZ/sIznVzvKNJxjavQE9oqozfdl+l+szc/kBAixmqeQIj+SMZyBHTPfrVEfiWXgFRVV5rHFlvQHv+Lkktu47T4+omthsao7vrXeW/ohDRlgLD6WoGpevpeNQNJf6hbv9vgZ2qScNKcIrqDeWInMO+DKbjHp8OzsfnY2Dm/eedbuf0uSFexjYpR4fxD3G5MEtJfaFEOIOXLue4XbPLgXZf1EIUXzd8YyZMWPGFGQ6hAAyA1I1G0lKTudf7++iRiUrL/dowMdrjxAbUxdryQCX5V9KBJgZ90JzTCaD+/WdNd9Z39lkNLp0XiUmpZGUnM62H8/zzOPV3V4fh6r6zPUR3sUZzxeT0nLEdLrNIfEsvILJaKRUsJ9LvO47epH6NcIoVzogl32S8jFqRoi7SFE0rqXYKB3sT1JyOovXH73J/nUqBjf7UArhacw36ht7jlxgZN/GXEvJ0OP7H3+rT9lSmcuSGU2GzH0cS7ovuxUtc9kdRdXAaMBsMkrnjBBC5IHdobotX+2KSoCUqUKIYkre/YVHURSVALOB0f2b6MuXJVy5TlJyOpMW7mH60v3E9W1Mn461mL/mEMNmfM+4D3ehaeij2pzCrIGgaZhMvhHmfiYY1a+JvvTbyi0nGdGnEW0bVeT3xBS318dklNEnwjP5mSCuX2Y54BzF6ozpQD+zxLPwCn4msIb46/Fao5KV3h1q8fbifZy5kOw2js0Sx8JDmU0GNu89i9GUueRs6RA/wCDlsfBqJjRG92tCy4fv5bNvj+NnMTGybxNKh/hhMBgY9+EuXpyymdHv7UTT4MqfGbm+c8S9t5OBkzcT995OklLtPvMOIoQQBcFiNrotX3+/lIJv7BwshPBFUlsUHsduUygdaGHK4Ag+iHucKveWdOmoSctQciz/8vHaw7zep7HLkgNDuzdgwVeHfeZL3G5TKFfKn0r3hBDXt4nLEm+5LckgswuEp7LbFMqF+DFlSARVK5RkZN/Gekx/vO6wxLPwCpnlciCjbnyHZV0Cx7kcZ9Y4Ht2vCSZkloHwTCZNo9cTtVi/4xdKlvCjb8faLHRXHveX8lh4D0VRKR1koUJoMLuPJDB6bjzvrzpIbExdt8v0hZfNrHNkr4Ms+OpwjuV3fOUdRAghCkKpEv45yteh3RuwfOOJzNmIQghRDHnFe9PatWuZO3cuDoeDvn370qtXr6JOkrjLnNNUzYBmQ++ocaiay94TTruPJDDwqXqMjW1OaoadpD8zWLz+KMfPJfF85zreEegFwJbuwORnQkNj0uCW+rrZF5PSWLz+KLExdQkJshBqDcQCMh1YeDT7jU2i/AIslCzhx6TBLVFUjd1HEriabNPjOTnVTkgJC4pD4ll4HovFRNlgPyYOaommaS6bSTvL5SrlQzAZjZjRpFwWHktRVCrfU5LoVlXR0HAouZTHQVIeC++iKCom019LqB4/l8TVlIxcl5ssU8qfyUMiUJTM5csMhsxnIfuxiuo7SyoLIUR+GY0GSof4MahbPQL8zCSn2lm8/ihJyemZM3FlH0YhRDHk8XXFhIQEpk+fzqpVq/Dz86NHjx40bdqUBx98sKiTJgqRs6HK32Qk48ayGVlfljKXEIDx83fl+NzXvsQNiobRYODDLw8RG1PX5SVz0sI9hFkDmTw4AkVRijqpQtwW1a5gsyuAgYQr1/XZc5MW7gG4EdMtizaRQtyE3abgZzLiMBhdvr+On0ti/ppDTBrcUjplhFcwGg2YNA2bhr5MqpTHojgwk7kksHPj6ZRUm9v3DaMBHOkOwkJDSExMBgU0k9Htsb72DiKEEPllUDSsIQF6WZx1ZQRpvRBCFEcev5RZfHw8zZo1o3Tp0gQFBdG+fXs2bNhQ1MkSRURRVAItRrdLCDj3WPH15Y0URcUaZGFgl7pYzAZ9nw7IvCZxN66VEN5CUVRKWEwEBZgILxPEyz1yLv/ka8+58D6KorrsnQR/lckBFtnQVHgP536AUh6L4sRZf548uCUfxD3G/feWZPRtvlc4O3V8/R1ECCHyK3tZPHlwS6xBFqknC59isyuEhobc1n/C+3l8ffHixYuEhobqP4eFhXHw4MEiTJEoanabon9ZK2rmEgLmm3zui1/iiqJiAFQFyoX4Zc6QUVVMRiN+pr+WiBLCWyiKCgqZHTShJW4s1QdmowGTzDQQXsK5d1L2MtmWLjsRCO9itylSHotix1l/NgOqTaH0bb5XZG1I9PV3ECGEyK+sZTGKJjNlhM/xs5iIfnXNbR279v9i7nJqxN3m8R0zqqpiMBj0nzVNc/n5VsqWDb4bybrrfK3n09fye6eyx7NcN7kG3ixrPPv6fZT8e3f+b1XX8Pb85Zev59/bSDznjVwPz3Y33wU96d5LWnLnaem5U97arpFfxeX+5UdxvAa5xXNxzGte+HL+vTnv7uLZm/OTX76Ud2de85Nnj++Yueeee9i3b5/+c2JiImFhYbf9+5cvp6Cq3rW2b6hzzWIfUZT59bYCI2s8+1qcuCPXIJO3xbGTM559/T5K/nPm39ti+mZ1Dbm/kn9vI/F8+3ztehS3eM4PT7r3kpbc3Sw93hbP3tiukV+eFk9F4XaugbfFMriPZ1+/376c/6x5Lw7xnP1eemOe8sNT4rgwrntiYnK+6xoe3zHTokULZs+ezZUrVwgMDGTjxo28+eabRZ0sIYQQQgghhBBCCCGEEMLnOffHuR3pGQ6S/0y7yynyfB7fMRMeHs6wYcPo06cPdrudp59+mnr16hV1soQQQgghhBBCCCGEEEIIn5fX/XE8Y25N0fL4jhmA6OhooqOj7+h3jcbb34/Gk3hruu+Ur+X3TmW/TnLd5Bp4s6z3ztfvo+Tfu/N/q/R7e/7yy9fz720knvNGrodnu5v3x5PuvaQld56WnjtVXPKRV76a76yK4zXILU/FMa954cv59+a8u0u7N+enMHn7dXKmPz/5MGia5lsLlQohhBBCCCGEEEIIIYQQQhQRY1EnQAghhBBCCCGEEEIIIYQQwldIx4wQQgghhBBCCCGEEEIIIUQhkY4ZIYQQQgghhBBCCCGEEEKIQiIdM0IIIYQQQgghhBBCCCGEEIVEOmaEEEIIIYQQQgghhBBCCCEKiXTMCCGEEEIIIYQQQgghhBBCFBLpmBFCCCGEEEIIIYQQQgghhCgk0jEjhBBCCCGEEEIIIYQQQghRSKRjRgghhBBCCCGEEEIIIYQQopBIx0whSklJoVOnTvz6668ArFq1ig4dOhAdHc1bb72Fw+EAYPXq1URERBATE0NMTAzTp08H4Pfff6dXr1488cQTDBo0iOvXrxdZXm7l3XffpWPHjnTs2JGpU6cCEB8fT3R0NFFRUXqeAI4ePUrXrl1p3749o0eP1q+DN+W3MK1du5YOHToQFRXFp59+WtTJKVS9e/emY8eO+rPx008/+cz1yF5+5PV58lS+cv+y8sU4Lq7xeyvF/b5m54uxDb4T375wL2/FV2Pc17l7r4mLiyMqKkqPhW+//bbQ0uMpcfj555/raYiJiaFhw4ZMmDCh0K+Nr5TBxZ2nxHVRkBj2vTqGL8a7r8R5cb+PTr4Ww3c1fjVRKP773/9qnTp10mrXrq2dP39eO3XqlNaqVSstISFB0zRNGzt2rPbRRx9pmqZpEyZM0NauXZvjHAMHDtTWrVunaZqmvfvuu9rUqVMLLwN5sHPnTq179+5aRkaGZrPZtD59+mhr167V2rRpo507d06z2+3agAEDtG3btmmapmkdO3bUDhw4oGmapsXFxWmffvqppmnek9/C9Mcff2ht27bVkpKStOvXr2vR0dHayZMnizpZhUJVVS0iIkKz2+36Z75yPbKXH2lpaXl+njyRr9y/rHwxjotr/N5Kcb+v2flibGua78S3L9zLW/HVGPd17t5rNm7cqHXq1El/jytMnhqHJ06c0Nq1a6ddvny5UK+Nr5TBxZ2nxnVhkBj2nXvt5Ivx7itxXtzvo5OvxfDdjl+ZMVNIVqxYwdixYwkLCwPg+PHj1K9fX/+5bdu2bNq0CYBDhw6xevVqoqOj+ec//8m1a9ew2+3s3buX9u3bA9C1a1c2bNhQNJm5hdDQUEaOHImfnx8Wi4WqVaty5swZKleuTMWKFTGbzURHR7NhwwZ+++030tPTqV+/PvBXvrwpv4UpPj6eZs2aUbp0aYKCgmjfvr3PXJdffvkFgAEDBtC5c2eWLFniM9cje/lx8ODBPD1PnspX7l9WvhjHxTV+b6W439fsfDG2wXfi2xfu5a34aoz7OnfvNb///ju///47o0aNIjo6mlmzZqGqaqGkx1PjcNy4cQwbNozAwMBCvTa+UgYXd54a14VBYtj36hi+GO++EufF/T46+VoM3+34lY6ZQjJx4kQaNWqk/1yzZk1++uknLly4gKIobNiwgUuXLgGZLwCDBw/mq6++onz58kyYMIGkpCSCg4Mxm836MQkJCUWSl1upVq2aHohnzpzhP//5DwaDgdDQUP2YsLAwEhISuHjxosvnznx5U34LU/br5byOvuDPP/+kefPmzJkzh4ULF7J8+XJ+//13n7ge2cuP3OIgt+fJU/liPPtiHBfX+L0VX4tvX4xt8J349rV4dsdXY9zXuXuvadWqFc2aNWPSpEmsWLGCffv28cUXXxRKejwxDuPj40lPT+fJJ5/k0qVLhXptfKUMLu48Ma4Li8Sw79UxfDHefSXOfSWWfS2G73b8SsdMEbn//vt59dVXGTRoEL169aJGjRpYLBYA5syZQ8OGDTEYDMTGxrJ9+3Y0TcNgMLicI/vPnubkyZMMGDCAESNGULFiRZf0OvOjqqrbz70xv4Uht+vlCxo0aMDUqVMJCQmhTJkyPP3008yaNcsnr0duceBt8eFt6S0IEsfFJ35vpbjl51YktjMV1/j29vQXBIlx35b1veaBBx5gzpw5hIWFERgYSO/evfnuu+8KJR2eGIfLly+nf//+AFSsWLHIrg0U3zK4uPPEuC4qvhjDxTlv7ki8F9849/b03y5fj+GCjl/pmCkiGRkZ1KtXjy+//JLly5cTHh5OxYoVSU5OZuHChfpxmqZhMpkoU6YMycnJKIoCQGJioj6NyhP9+OOP9OvXj1dffZWnnnqKe+65h8TERP3fnenP/vmlS5cICwvzuvwWltyuoy/Yt28fu3bt0n/WNI0KFSr45PXI6/PkqXwxniWOi0/83oqvxbfEdqbiGt++Fs/uSIz7ruzvNcePH+ebb77R/13TNH2W/93maXFos9nYu3cvkZGRAEV6baD4lsHFnafFdVHyxRj2tTqGxHvxjXNfiWVfj+GCjl/pmCkiqamp9OvXj5SUFGw2G0uWLKFDhw4EBQUxf/58fvrpJwCWLFlCu3btsFgsNGrUiPXr1wPw5Zdf0rp166LMQq4uXLjAkCFDmDZtGh07dgTg4Ycf5vTp05w9exZFUVi3bh2tW7emQoUK+Pv78+OPPwKwZs0aWrdu7VX5LUwtWrRg165dXLlyhbS0NDZu3Ogz1yU5OZmpU6eSkZFBSkoKq1ev5u233/bJ65HX58lT+WI8SxwXn/i9FV+Lb4ntTMU1vn0tnt2RGPdN7t5rNE1j0qRJ+j6gn332Ge3atSuU9HhaHB4/fpwqVaoQFBQEFO21geJbBhd3nhbXRckXY9jX6hgS78U3zn0lln09hgs6fgtv+IpwYbVaGTJkCN27d8fhcNCpUyeio6MBmDFjBuPGjSM9PZ0qVaowdepUAMaOHcvIkSOZO3cu5cuX55133inKLORqwYIFZGRkMGXKFP2zHj16MGXKFP7xj3+QkZFBmzZteOKJJwCYNm0aY8aMISUlhdq1a9OnTx/Ae/JbmMLDwxk2bBh9+vTBbrfz9NNPU69evaJOVqFo27YtP/30E126dEFVVZ599lkaNmzok9fD398/z8+TJ/LFeJY4Lj7xeyu+Ft8S25mKa3z7Wjy7IzHum3J7rxk4cCA9e/bE4XAQFRVFp06dCiU9nhaH58+f55577tF/rlmzZpFdGyi+ZXBx52lxXZR8MYZ9rY4h8V5849xXYtnXY7ig49egaZp2txMthBBCCCGEEEIIIYQQQgghZCkzIYQQQgghhBBCCCGEEEKIQiMdM0IIIYQQQgghhBBCCCGEEIVEOmaEEEIIIYQQQgghhBBCCCEKiXTMCCGEEEIIIYQQQgghhBBCFBLpmBFCCCGEEEIIIYQQQgghhCgk0jHjxcaPH8/f/vY3FEXRP1MUhR49ejB9+vQiTJkQefPWW28RExNDTEwMderUoX379vrP6enpbn/n2rVr9OvX75bn/vzzzxk8eHABp1iInJ5//nkWLVqk/3z69Glq1KjBO++8o392+fJl6tSpQ+PGjTl06FCOcxw6dIihQ4cCcPDgQd544427n3AhcvHrr79Sq1YtvTyOjo7mmWee4ccff2T37t106tTpjs9do0YNrly5UoCpFb7MXTytWrWKF198EYCZM2fy5ZdfFlp6EhIS6NGjR6H9PeGb7HY7ERERxMbG3vLYrPULIYQQQgjhGaRjxouNHDmStLQ03n//ff2z999/H5PJJBVv4VXGjBnDmjVrWLNmDWFhYUybNk3/OSAgwO3vXL16lcOHDxdySoXIXevWrdm9e7f+89atW2nbti2bN2/WP/vhhx945JFHCAkJcXuOunXrMmvWLAD+97//kZCQcHcTLcQtBAQE6OXx2rVr6d+/P3FxcUWdLCHy5OWXX6ZLly6F9vfCw8NZvnx5of094Zu+/fZbatasyeHDhzl16tRNj81avxDiZrIPyoiJiaFz58588cUXd3S+0aNHEx8fD8DcuXN59NFHiYuLc/n8TtLYoEGDmx6T3wEk2S1YsICRI0cW2Pk8WV46ffNj2bJlfPDBB3f1b2Q3cuRIFixYkKffOXToEJGRkUDRpPlOLF68mBo1avDf//7X5fPevXuzYcOGOzrn7NmzmTBhQkEkj19//ZUaNWrw+eefu3x+u8/Zu+++y6ZNm4DCH3xTEO5kYLIovsxFnQBx5/z9/Zk2bRo9e/akbdu2aJrG0qVLWblyJSaTiU2bNjFv3jwcDgeBgYGMHDmShx9+mIsXL/LGG2+QlJREYmIiFSpUYObMmZQpU4bWrVvTsGFDjh07xmuvvaZ/AQlRVPbs2cPbb79NRkYGFouFYcOGERERQVxcHNevXycmJoY1a9awYsUKPv/8c+x2O9euXeOll16ie/fuRZ184UNat27NnDlzUFUVo9HI1q1bGTZsGMOHD+fcuXNUqlSJXbt28eijj7JkyRI+++wzxo4dy5UrV4iJiWHYsGHs3r2bN998kw8//JBZs2aRnJxMXFwckydPZsuWLcydOxe73U5AQACvv/76LV9KhShoV69eJTQ01OWz06dPM2HCBK5fv05iYiI1a9ZkxowZ+Pv789NPP/HWW2+RlpaGxWJhxIgRNG/eXP/dxMRE+vfvT8+ePenVq1dhZ0f4iJEjR1KtWjWef/55Zs2axbfffovFYsFqtTJ58mTCwsJ46KGHeOGFF9i+fTupqakMHz6cqKgoUlNTGTduHGfPnuXq1auUKFGCadOm8cADD9C7d2/q16/P/v37uXDhAs2bN+fNN9/k999/Jzo6mgMHDuBwOHj77bfZtm0bJpOJBg0aMHbsWPz8/Ir6sggvt2zZMjp06EClSpVYtGiRXg7HxcVx9uxZjEYjtWvXZsKECezdu5c333yTdevW3bTMrlu3LgMHDmTnzp1cvHiR2NhYnn322aLOqihkzkEZTgkJCXTq1Ik6depQs2bNPJ1r4sSJ+v9/8cUXTJs2jUaNGhVYWkXBy97pW7Vq1bvyd3r27HlXzns3eUualy9fTnR0NIsWLaJ+/fpFnRy3jEYj//73v2nYsCEPPPBAnn539+7dPPjgg0Dm4BtvM2bMGP3/IyMjmTZtGnXr1i3CFImiJB0zXq5GjRoMGzaM0aNHo6oqEydOJDw8nFOnTjFr1iwWL15MqVKlOHbsGLGxsWzevJl169bRuHFjnn/+eVRVJTY2lrVr19K3b18AatasKUuhCY9w5coVXnnlFd5//33q1q3L8ePH6dOnD6tXr2by5Ml069aNNWvWkJKSwsqVK/nwww8pXbo0+/btY9CgQdIxIwrV/fffT8mSJTl+/Dj33nsvp0+fpn79+rRu3ZotW7bQr18/du3aRf/+/VmyZAn+/v6sWrWKxMREIiMjXZa9KV++PEOHDuWbb75h8uTJnDlzhunTp/PJJ59gtVo5efIk/fv3Z+PGjQQFBRVhrkVxl56eTkxMDAB//vkniYmJzJkzx+WYFStW0KVLF2JiYrDb7XTt2pVt27YRGRnJkCFDeOutt3j00Uc5fPgwcXFxemNPQkIC//znP3nxxRfp3LlzoedNFC99+/bFaPxrMYBr165Ro0YNl2MuXLjAokWL2LVrF35+fnz00UccPHiQxx9/HEVRCAwMZNWqVRw7doznnnuORo0asWfPHkqWLMlnn30GwBtvvMGnn37Kv/71LwDOnTvH4sWLSU1N5cknn2TPnj3cd999+t9cunQpR44cYc2aNfj5+TF8+HDWr19fqDN4RPHzv//9jwMHDjBr1ixq165N7969GTZsGN999x3Xr19nzZo1KIrC2LFjOX/+vMvv5lZmt2/fHpvNhtVqZfny5Rw+fJiePXvSrVs3/P39iyinwhOEh4dTuXJljh49ykcffeS2ozoxMZGxY8fyyy+/YDQa6dGjB3369KF379706tWLDRs2kJCQwOjRo3n55ZdZtmwZvXr14oknnmDr1q3MmDEDVVUJCgpi/Pjxt90BlFtnZFZ30hlpt9t56623iI+Pp2zZspQtW1af8Z6cnMzEiRM5ceIEdrud5s2bM2LECMxmM3Xq1OGxxx7j2LFjXtvY6q7Td/fu3bzzzjuUL1+e06dPExgYyMCBA1m8eDGnT58mKiqKUaNGAeQ6mGz27Nn897//5eLFi9SoUYPKlSuTlJTEG2+8wenTp3njjTe4cuUKRqORQYMG0aFDB7Zu3cr777+PzWbjypUrdOnShVdeeYXdu3czffp0KlasyMmTJ3E4HIwfP56GDRvedj5zG1xhNBpZunQpixYtIjg4mOrVq+u/M3v2bD3NBZ22ffv2MXXqVH0w0yuvvELr1q1ZtWoVX3zxBWlpaQQHB7N48eKbnmf37t1cu3aN1157jXbt2nHhwgXKly+f47h58+axefNm0tPTSUtL4/XXX6ddu3acOnWK0aNHY7PZ0DSNp59+OsfgqYULF7Jq1SoWLFiAwWDgjTfe4PLly/rA7xkzZlC2bNmbpjMgIID+/fvzz3/+k+XLl+cYsJLbc/vFF19w+PBhpk6dislkYvPmzVSrVo3g4GC2bt3KvHnzADh16hT9+vVj27ZtnDlzhokTJ3L16lUURaF37948/fTTN01fUZg4cSIlSpTglVde4eLFi7Rq1YpFixbRrFkz1qxZo5eVc+bM4euvv8ZkMnH//ffzr3/9K8fAuew2bdrEu+++i6qqlChRgri4OOrVq5fjuZw2bVqu54iMjKRTp0788MMPXLt2jdjYWPbv38+RI0cwm83MnTuX8PBwTp48yYQJE7h69SoGg4EBAwbQpUsXdu/ezcSJEwkKCuL69eusXLmSHTt25HnwaWRkJPXq1eP48eMMHz4cs9ns9lmEzAEBH3/8MUajEavVyr///W/Kly+fazl1O/Ff0KRjphjo3bs333zzDVWrVqVNmzYA7Ny5k4SEBPr06aMfZzAYOHfuHAMGDGDv3r18/PHHnDlzhlOnTtG4cWP9uLx8mQlxNx04cIAHHnhAr9DWqFGDhx9+mD179rgU1sHBwcydO5etW7dy5swZjh49SmpqalElW/gw53JmZcuWpUWLFhiNRtq2bcunn37K448/jsFg0EedOZdXCA0NpVy5cly+fDnX8zpfFrPuq+Qs0/M6clGIvMg+ajY+Pp4hQ4a4jPR67bXX2LlzJx9++CFnzpzh4sWLpKamcuLECYxGI48++igAderUYe3atfrvvfDCC9xzzz1ER0cXWn5E8bVo0SLKlCmj/7xq1Sq++eYbl2PCw8OpWbMmTz31FK1bt6Z169YuM7iee+45IHOQUvXq1dm7dy9PPPEEFStWZPHixZw9ezZHHaRt27YYjUaCg4OpXLky165dc+mYiY+PJyYmRl+adcaMGXcl/8K3LFu2jLZt22K1WrFardx3332sWLGCDh06MH36dHr37k2LFi3o27cvlStX5o8//tB/N7cy2+mxxx4DoHbt2thsNlJTU6VjxscdOHCAc+fOYTAYcu2oHnOgKOwAABErSURBVD9+PFWqVOG9994jOTmZnj176m0TkFn2ZR0ZvmzZMgAuXbrEa6+9xieffMJDDz3Exo0bmTZtGvPnz7+ttH377bd3pTNy+fLlnDlzhq+//hqHw8Fzzz2nd8xMmjSJ2rVrM2XKFBRFYeTIkXz88ce88MIL2O122rZty8yZMwvi0he63Dp9IXNJr7Fjx/LQQw8RGxvLBx98wCeffEJKSgqtW7fm+eefJy0tLdfBZAC//fYb69atw2w2M3v2bP3vDh8+XG8AvXDhAr1796ZVq1Z89NFHTJkyhSpVqpCQkEDbtm31Nq6DBw8yduxYatWqxUcffcT06dNZsmRJnvLrbnBFqVKlePfdd1mzZg2hoaFu9/zUNK1A05aUlMTQoUOZO3cuDz/8MCdPnuS5557TlxD83//+x5YtWwgODr5lnpYuXUp0dDTh4eE0a9aMJUuW8Nprr7kc89tvvxEfH8/ixYsJCAjg66+/ZtasWbRr144FCxYQGRnJwIEDSUxMZNKkSS4zhT788EM2b97MkiVLKFmypD4rZ+DAgWiaxsCBA1mzZg0DBgy4ZVoHDRrErl27mD59Oq+//rrLv+X23Do7env16kW7du30ZcM7duzItGnTSExMJDQ0lFWrVtG1a1c0TWPo0KFMnTqV2rVrk5ycTPfu3XnwwQc9bjZRVFQUkydP5pVXXmH79u2EhoYSHx9Ps2bN2LJlC+3bt2flypVs376dL774gqCgIGbPnn3LJfpOnTrF2LFjWb58ORUrVmTXrl0MHjxYX9Yu63N5KxkZGaxYsYL169fz6quvsnr1amrWrMmQIUNYvXo1sbGxDBo0iBEjRhAVFUVCQgLPPPMMlStXBuDkyZNs2rSJChUq5GvwabVq1ZgxYwaaptGnTx+3z+LFixeZNm0aq1evpnz58ixcuJC5c+cyYMCAXP9ubvGfdfBXQZOOmWLivvvuo1KlSvrPqqoSERHB//3f/+mfXbhwgfDwcKZMmcKxY8d46qmnaNq0KRkZGWiaph9XokSJQk27ELlRVRWDwZDjM4fD4fLZb7/9xrPPPkuPHj1o1KgRUVFR7NixozCTKgSQ2THzxRdf4O/vrzdsNG/enDFjxujLmDllrfgYDAaXcjg7VVVp3ry5S4PehQsXCAsLK/hMCHETLVq0oFKlSgQGBuqfDR8+HEVRePLJJ3n00Ue5cOECmqZhMplylOEnTpzQlyuYMGEC8+bN4+OPP76tlzch8stoNLJkyRIOHTrErl27mDRpEq1atWLEiBEAmEwm/VhVVTGZTCxdupQVK1bQq1cvoqOjKV26NL/++qt+XNa98NyV5dlfci9duoSqqlJ+izuWmpqqz8ByLjudkpLCkiVLGDBgAN9++y27d+/mhx9+oH///kyYMMHl/S63MtvJ2QnjLL9vVj8RxVPW2bKKomC1Wnn77bdp06YN1apVc9tRHR8frzf+hoSEsG7dutv6W/v376datWo89NBDQGbDZFRU1G2ntWHDhnelM3LXrl106tQJPz8//Pz8iI6O5vjx4wBs27aNQ4cO6Y3m2feE8Oal2nLr9K1fvz733Xeffp8qVapESEgIfn5+lClThhIlSnDt2jX27t2b62AygPr16+f4Xrx69SrHjh3jmWeeATJXDnDuHzJv3jy2bdvGunXrOHXqFJqmkZaWBsC9995LrVq1AHjooYdYvXp1nvPrbnDFzz//TMuWLfUZCN27d8/RtmAwGAo0bQcPHqRSpUo8/PDDQGaj8yOPPMKePXswGAzUqFHjtjplEhMT2bx5MytXrgSgS5cujBs3jiFDhrg0dFeoUIGpU6eydu1azp49y08//cT169cBaNeuHa+//joHDx7U32OdjdIbN24kMTGRefPmUbJkSSBzxvK+ffv0gd8nT57U83ErRqORt99+my5duhAREeHyb7d6brMLDg6mXbt2fPXVV/Tr14+1a9fy6aefcubMGc6dO6fP6ILMZ/bnn3/2uI6Zhg0bkpCQwKVLl9i+fTuDBg1i1apV/P3vf2fv3r1MmjSJUaNG0bVrV/1+9unTh3nz5mGz2XJdJveHH36gWbNmVKxYEchsnyhTpoy+Z7O75zI3zvK5YsWKlCtXTh8kWqlSJa5du8aZM2fIyMjQjwsPDycqKort27fTtGlTypcvT4UKFYD8DT51lrM3exZ37dpFRESEPmPM+Xc+/fTTXP/uzeL/brm7ZxdFplmzZmzfvp3Tp08DsHnzZrp06UJGRgY7duygX79+xMTEYLVa2bVrF6qqFnGKhcipQYMGnDhxgkOHDgFw/Phx9u/fT9OmTTGZTCiKgqZpHDp0iNDQUF566SUiIiLYunWrxLQoEk2bNuXo0aPs2bOHVq1aAZmNdrVr12bJkiUuIwdvxWQy6Z2QzZs3Z+fOnfrmvt999x2dO3eWzQFFoTt9+jS//fYbycnJ+mc7duxgyJAhdOjQAYCffvoJRVF44IEHMBgM7Ny5E4AjR47Qt29fvXyuX78+U6ZMYe7cuZw4caLwMyN8zrFjx+jUqRNVq1blxRdfpF+/fnodA9A3jz1y5AinT5+mcePG7Nixg6eeeopnnnmG+++/ny1btqAoym3/zebNm7Nu3TpsNhuqqjJu3Di+/vrrAs+b8B1r166ldOnSbN++nS1btrBlyxY2bdpEamoq8+fPJy4ujoiICF577TUiIiL4+eefXX4/tzJbCCfnbNk1a9awbt06Fi9eTJs2bVi6dCmjR48mICCA6OhoOnXqpHfcmc1ml8EY58+fJyUl5ZZ/K/sgDk3TOHbs2G2ntWLFinz77bcMHDiQlJQU+vfvz5YtW1yOGT58OCtWrKBChQr069eP2rVr57kzMnvH/cyZM/Vr9Pnnn7vMqvDWZYadnb4//vgjkZGRREZGkpiYyJIlS3A4HDkafd015DoHkzmvjXMv2GrVqgHur43zPFnj4JdffiE1NZWnnnqKI0eO8NBDD+nLxTnvz60GRtyO3M6R9VxZ771TQadNUZQcg5k0TdPfBW83plasWAFkzkSJjIxk6tSppKSk5OgYOnLkCN27dyclJYWWLVsSGxur/1vbtm355ptvePLJJzl69CjR0dF6R2flypWZNWsW48eP588//wTg7bffZubMmVitVrp3707Lli3zdC/Kly/P+PHjef3110lKStI/v9Vz687f/vY3vvzyS7Zv307VqlWpWLEiiqIQEhKSIya7det222ksLM6VBr777jsOHjzIM888Q2JiIhs2bKBBgwaUKFEix+BldwOXs3M34PlO4gtwKQcsFkuOf89LLN+qvLgZ53lu9ixm/35JT0/n1KlTN/27N4v/u0U6ZoqpmjVrMm7cOF555RU6d+7MnDlzeO+99wgMDGTIkCFMnDiR6OhohgwZQqNGjTh79mxRJ1mIHMqVK8eMGTMYN24c0dHRjBgxgqlTp1KxYkXCw8OpVasWnTp1omXLlpQpU4YnnniCJ598ksTEREqVKqWPzBGisAQGBlKlShXuv/9+fbkDgDZt2nD27FmaNm162+eqX78+58+f5+9//zsPPvggEyZMYPjw4XTu3JmZM2cyd+5cmeEo7jrnqFnnf0OHDmXChAlUqVJFP2bYsGEMGTKE6Oho3njjDRo3bsy5c+fw8/Nj9uzZvPvuu8TExDB27Fhmz57tUqF/4IEHGDx4MK+99ho2m60Icih8Sc2aNXnyySfp1q0bXbt2ZeXKlcTFxen/vn//fp566ilGjRrF9OnTKVWqFAMGDOCzzz4jOjqaXr16Ubt27TzVL3r06EHt2rXp2rUr0dHRhIaG0rt377uRPeEjli1bRv/+/V0aC0uWLEnv3r3ZtGkTiqLQoUMHunbtSnJyco54y63MFuJWbtZR3bx5c32UfnJyMn379uXMmTO3POfDDz/MqVOnOHnyJJA5oDT7sks3s3Tp0rvSGdmqVSu+/PJLMjIyyMjIYP369fq/RUREsHDhQjRNw2azMWjQoDwvoeWJbtbpe+XKlds6x50MJgsODqZ27dr64IgLFy7Qs2dPTpw4QUpKCq+88gqRkZHs3r1bH+RwN7Vs2ZKdO3fqjbHuZrucPXu2QNNWv359fvnlFw4ePAhkLve0d+9emjRpctvnUBSFzz//nPHjx+v3b9u2bbz44ot88sknLp0ae/fupU6dOvTv358mTZqwefNm/Zl49dVXWb9+PR07dmTs2LEEBwfr3xE1atSgffv2NG/enPHjxwOZz1ffvn3p0qULZcuWJT4+Ps+d/U888QStW7dm0aJF+mc3e26zDmDMyjkDZs6cOfoMrPvvv99laeYLFy7QqVMnfbaIp4mKimL+/PlUr14dPz8//r+9uwdpq4vjOP7LUyO+DUUqUhBFkboUEUESRaEVl0gUkQpCKb4NggbqEsUXFGl9wVdECCIOoiDt0EVBsFtFSBXE0VkX0U1wEDTmGST3uYkx2qqxT/1+tpsbT/7DOcfLPef/P3a7XRMTE0YGSklJib59+2ZkDy0uLqqgoODabBnpclxubGwYZR69Xq8ODg5undn0K7KyshQTE2OULzw8PNTa2pqKiorCxnXXzaeRxqLNZpPX69XR0ZEk6cuXLxodHY34u5H6/0OhlNlfYnh4+Mpn5eXlxiRm5nA45HA4wrazvr5+77EBvyJ0h5P5Id/MarVqaWnJuJ6dnQ26H3hQSE9PN/4pA9EQrr7r+/fvgw6NC+3n5utA6YeMjAzjgUaKPHcDDyEtLU27u7vX3g/01dD+bWauI28WKAciSQ0NDWpoaLhjtHjKzP0poLq6WtXV1ZKCn5NdLpdcLlfYdjo7O4POqZEuSyWYX8iZhR7Aa77e2dmRdPnyoL293SiXBtxV4OVlqLa2NuOw21A2m+1Wc3boWAo3tvB0NTY2qre31yjhlZeXZ2S89vb2Gpvp/H6/mpub9fr16xvbfPHihcbGxtTR0SGfz6ekpCRNTk7eOqaqqiptbW2pvLxc8fHxevnypT58+BCUdRNYjExISFBSUtKtFiNra2u1v78vp9Op58+fG+cjSFJ3d7ex0fXs7ExFRUVBGQf/V5EWfefn52/Vhnkzmd/vNw4Ev2kz2fj4uPr7+7W4uCiLxaKBgQHl5ubqzZs3cjgcio2N1atXr5Sdna29vb2IL6HvKicnR263W3V1dUpMTFRubm7Y79xnbMnJyZqamtKnT590enoqi8WioaEhZWZmGs8TNwlUDQk9u7G+vl4LCwv68eOH8ZnT6dT379/lcDh0cXGht2/f6vj4WCcnJ2ppaVF3d7e+fv2qZ8+eqaysTAUFBdrc3DT+vqurS06nU6urq2ptbdXIyIimpqZktVqVn5//Wy+ye3p6tL29bVxHGrelpaWamJjQ2dnZlXZqamrk8XhUVlYm6TLDw+PxaGBgQHNzczo/P9fHjx//2LO1CwsLdXR0ZJzrU1xcrNXVVaN06bt373RwcKCamhpdXFwoIyNDY2NjEdvMzs5WX1+fXC6XfD6f4uLiNDMzE7SR9L5YrVZ5PB59/vxZ09PT8vl8am1tld1uD+pDgbh+Z74wizQWS0pK5Ha7jfk5JSVFg4ODSk1NvfZ3r+v/D8nip2gsAAAAgCcsJydHXq/3ysIMAAAAADwEFmYAAAAAAADw6E5OTq7N6kpMTAyqmgCYzc3NaWVlJey9pqYmVVZWRjmi/9xHbD9//tTQ0FDYezabLeiA+8fW1tZmnHkdanJyUllZWVGO6O82ODh4JSMloLOzU3a7/cY2lpeXw1b/kKSKioqoZQb+KXFECwszAAAAAAAAAAAAUfLPYwcAAAAAAAAAAADwVLAwAwAAAAAAAAAAECUszAAAAAAAAAAAAEQJCzMAAAAAAAAAAABRwsIMAAAAAAAAAABAlPwL/xl6UK7meSoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1620x1620 with 90 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b895618c08>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data['Sex'], hue=data['Min_degree'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sex\n",
       "A    42.105263\n",
       "F    45.529412\n",
       "M    40.757353\n",
       "Name: Total, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Total'].groupby(data['Sex']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year\n",
       "1920          NaN\n",
       "1940    22.000000\n",
       "1950    30.250000\n",
       "1960    35.850000\n",
       "1970    45.900000\n",
       "1980    53.966667\n",
       "1990    54.466667\n",
       "1995    37.266667\n",
       "2000    40.058333\n",
       "2005    39.658333\n",
       "2006    39.733333\n",
       "2007    40.391667\n",
       "2008    41.358333\n",
       "2009    41.533333\n",
       "2010    42.133333\n",
       "2011    42.600000\n",
       "2012    43.308333\n",
       "2013    43.533333\n",
       "2014    44.141667\n",
       "2015    45.300000\n",
       "2016    45.783333\n",
       "2017    45.858333\n",
       "2018    46.416667\n",
       "Name: Total, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Total'].groupby(data['Year']).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 3a\n",
    "\n",
    "Completions between years: What are the percent of different degrees completed for a given year range and sex? Parameter arguments are as follows: two year arguments, and a value for sex (’A’, ’F’, or ’M’). Function should return all rows of the data which match the given sex, and have data between the given years (inclusive for the start, exclusive for the end). If no data is found for the parameters,return Python keyword None."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def completions_between_years(start_year,end_year,gender):\n",
    "    return(data.loc[(data['Sex'] == gender) &\n",
    "              (data['Year']>=start_year) & (data['Year']<end_year)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter a year from 1920 to 2018:2016\n"
     ]
    }
   ],
   "source": [
    "while True:\n",
    "  try:\n",
    "    start_year=int(input('Enter a year from 1920 to 2018:'))\n",
    "    # Check if input is in range\n",
    "    if start_year in range(1920,2019):\n",
    "      break\n",
    "    else:\n",
    "      print ('Your number is out of the range of 1920 to 2018')\n",
    "  except:\n",
    "    print (\"You have not entered a number. Please try again\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter a year from 1920 to 2018:2018\n"
     ]
    }
   ],
   "source": [
    "while True:\n",
    "  try:\n",
    "    end_year=int(input('Enter a year from 1920 to 2018:'))\n",
    "    # Check if input is in range\n",
    "    if end_year in range(1920,2019):\n",
    "      break\n",
    "    else:\n",
    "      print ('Your number is out of the range of 1920 to 2018')\n",
    "  except:\n",
    "    print (\"You have not entered a number. Please try again\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input any one of the following: A, M, F:m\n"
     ]
    }
   ],
   "source": [
    "gender=str(input('Input any one of the following: A, M, F:'))\n",
    "gender=gender.upper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>Year</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Min_degree</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2016</td>\n",
       "      <td>M</td>\n",
       "      <td>high school</td>\n",
       "      <td>90.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2017</td>\n",
       "      <td>M</td>\n",
       "      <td>high school</td>\n",
       "      <td>91.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2016</td>\n",
       "      <td>M</td>\n",
       "      <td>associate's</td>\n",
       "      <td>41.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2017</td>\n",
       "      <td>M</td>\n",
       "      <td>associate's</td>\n",
       "      <td>41.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2016</td>\n",
       "      <td>M</td>\n",
       "      <td>bachelor's</td>\n",
       "      <td>32.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>2017</td>\n",
       "      <td>M</td>\n",
       "      <td>bachelor's</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2016</td>\n",
       "      <td>M</td>\n",
       "      <td>master's</td>\n",
       "      <td>7.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2017</td>\n",
       "      <td>M</td>\n",
       "      <td>master's</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year Sex   Min_degree  Total\n",
       "93   2016   M  high school   90.9\n",
       "94   2017   M  high school   91.5\n",
       "109  2016   M  associate's   41.8\n",
       "110  2017   M  associate's   41.3\n",
       "127  2016   M   bachelor's   32.7\n",
       "128  2017   M   bachelor's   32.0\n",
       "143  2016   M     master's    7.2\n",
       "144  2017   M     master's    7.8"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "completions_between_years(start_year,end_year,gender).iloc[:,0:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 3b\n",
    "\n",
    "Compare bachelors in year: What were the percentages for women vs men having earned a Bachelor’s Degree in a given year? Parameter list argument is the year in question and return the percentages as a tuple: (% for men, % for women)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_bachelors_in_year(year):\n",
    "    a=data.loc[(data['Min_degree'] == \"bachelor's\") &(data['Year']==year) & (data['Sex']!='A')][['Sex','Total']]\n",
    "    records = a.to_records(index=False)\n",
    "    result = list(records)\n",
    "    return(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter a year from 1920 to 2018:2000\n"
     ]
    }
   ],
   "source": [
    "while True:\n",
    "  try:\n",
    "    year=int(input('Enter a year from 1920 to 2018:'))\n",
    "    # Check if input is in range\n",
    "    if year in range(1920,2019):\n",
    "      break\n",
    "    else:\n",
    "      print ('Your number is out of the range of 1920 to 2018')\n",
    "  except:\n",
    "    print (\"You have not entered a number. Please try again\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('M', 27.9), ('F', 30.1)]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#returns tuple in the following format (% for men, % for women)\n",
    "compare_bachelors_in_year(year)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 3c\n",
    "\n",
    "top 2 2000s: What were the two most commonly awarded levels of educational attainment awarded between 2000-2010 (inclusive)? Use the mean percent over the years to compare the education levels. Return a list of tuples as follows: [(#1level, mean % of #1 level), (#2 level, mean % of #2 level)]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def top_2_2000s():\n",
    "    new=data.loc[(data['Year']>=2000) & (data['Year']<=2010)]\n",
    "    new1=new.iloc[:,2:4]\n",
    "    new1['Min_degree'].value_counts()\n",
    "    grouped_df = new1.groupby(\"Min_degree\")\n",
    "    mean_df = grouped_df.mean()\n",
    "    mean_df=mean_df.sort_values(by='Total', ascending=False).iloc[0:2,]\n",
    "    mean_df = mean_df.reset_index()\n",
    "    records = mean_df.to_records(index=False)\n",
    "    result = list(records)\n",
    "    return(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('high school', 87.56666667), (\"associate's\", 38.8047619)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_2_2000s()"
   ]
  }
 ],
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