Retail Store Sales Prediction.ipynb

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   "source": [
    "### Sales Prediction for Big Mart Outlets\n",
    "\n",
    "The data scientists at BigMart have collected 2013 sales data for 1559 products across 10 stores in different cities. Also, certain attributes of each product and store have been defined. **The aim is to build a predictive model and predict the sales of each product at a particular outlet.**\n",
    "\n",
    "Using this model, BigMart will try to understand the properties of products and outlets which play a key role in increasing sales.\n",
    "\n",
    "Please note that the data may have missing values as some stores might not report all the data due to technical glitches. Hence, it will be required to treat them accordingly. "
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.rcParams['figure.figsize']=[15, 8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train =pd.read_csv(\"~/Downloads/train_v9rqX0R (1).csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "test =pd.read_csv(\"~/Downloads/test_AbJTz2l (1).csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((8523, 12), (5681, 11))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the Shape and Size of the Data\n",
    "train.shape, test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8523 entries, 0 to 8522\n",
      "Data columns (total 12 columns):\n",
      " #   Column                     Non-Null Count  Dtype  \n",
      "---  ------                     --------------  -----  \n",
      " 0   Item_Identifier            8523 non-null   object \n",
      " 1   Item_Weight                7060 non-null   float64\n",
      " 2   Item_Fat_Content           8523 non-null   object \n",
      " 3   Item_Visibility            8523 non-null   float64\n",
      " 4   Item_Type                  8523 non-null   object \n",
      " 5   Item_MRP                   8523 non-null   float64\n",
      " 6   Outlet_Identifier          8523 non-null   object \n",
      " 7   Outlet_Establishment_Year  8523 non-null   int64  \n",
      " 8   Outlet_Size                6113 non-null   object \n",
      " 9   Outlet_Location_Type       8523 non-null   object \n",
      " 10  Outlet_Type                8523 non-null   object \n",
      " 11  Item_Outlet_Sales          8523 non-null   float64\n",
      "dtypes: float64(4), int64(1), object(7)\n",
      "memory usage: 799.2+ KB\n"
     ]
    }
   ],
   "source": [
    "# Check the Info of the Data\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FDN15</td>\n",
       "      <td>17.50</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>Meat</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FDX07</td>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>OUT010</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NCD19</td>\n",
       "      <td>8.93</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Household</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>OUT013</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047   \n",
       "1           DRC01         5.92          Regular         0.019278   \n",
       "2           FDN15        17.50          Low Fat         0.016760   \n",
       "3           FDX07        19.20          Regular         0.000000   \n",
       "4           NCD19         8.93          Low Fat         0.000000   \n",
       "\n",
       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
       "0                  Dairy  249.8092            OUT049   \n",
       "1            Soft Drinks   48.2692            OUT018   \n",
       "2                   Meat  141.6180            OUT049   \n",
       "3  Fruits and Vegetables  182.0950            OUT010   \n",
       "4              Household   53.8614            OUT013   \n",
       "\n",
       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
       "0                       1999      Medium               Tier 1   \n",
       "1                       2009      Medium               Tier 3   \n",
       "2                       1999      Medium               Tier 1   \n",
       "3                       1998         NaN               Tier 3   \n",
       "4                       1987        High               Tier 3   \n",
       "\n",
       "         Outlet_Type  Item_Outlet_Sales  \n",
       "0  Supermarket Type1          3735.1380  \n",
       "1  Supermarket Type2           443.4228  \n",
       "2  Supermarket Type1          2097.2700  \n",
       "3      Grocery Store           732.3800  \n",
       "4  Supermarket Type1           994.7052  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()\n",
    "\n",
    "# 0s in Item Visibility"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Base Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": train.Item_Outlet_Sales.mean()})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the csv outside\n",
    "solution.to_csv(\"Basemodel.csv\", index = False) # 1773.8251377790564."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mukul\n"
     ]
    }
   ],
   "source": [
    "cd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### EDA - Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Num Vars...\n",
    "combined = pd.concat([train, test], ignore_index = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14204, 12)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "combined.select_dtypes(exclude='object').columns\n",
    "\n",
    "cols=['Item_Weight', 'Item_Visibility', 'Item_MRP', 'Item_Outlet_Sales']\n",
    "\n",
    "a=2\n",
    "b=2\n",
    "c=1\n",
    "#plt.figure(figsize=[15,10])\n",
    "for i in cols:\n",
    "  plt.subplot(a,b,c)\n",
    "  sns.distplot(combined.loc[:,i])\n",
    "  plt.xlabel(i)\n",
    "  c=c+1\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inferences:\n",
    "\n",
    "1. Item Outlet Sales is +vely skewed in nature. Of course, it is possible because there will be some people/customers who will be buying lot of items and hence the shape will be skewed.\n",
    "\n",
    "2. Item MRP is multimodal in nature and the same is verified by looking in the data.\n",
    "\n",
    "3. Item Visibilty is also skewed however, it starts from 0 because there are lots of entries which have 0s.. It means that the product has 0 visiblity i.e. that product does not exist however, the sales is intact. This is an anomaly. \n",
    "\n",
    "4. Item Weight is uniform in nature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Item_Identifier', 'Item_Fat_Content', 'Item_Type', 'Outlet_Identifier',\n",
       "       'Outlet_Size', 'Outlet_Location_Type', 'Outlet_Type'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.select_dtypes(include='object').columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets fix the Item Fat Content\n",
    "combined.Item_Fat_Content.replace(to_replace = [\"low fat\", \"LF\", \"reg\"], \n",
    "                                 value = [\"Low Fat\", \"Low Fat\", \"Regular\"], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     },
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    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
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    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
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    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
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    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
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     },
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    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cat Variables\n",
    "cols=['Item_Fat_Content', 'Item_Type', \n",
    "       'Outlet_Size', 'Outlet_Location_Type', 'Outlet_Type']\n",
    "\n",
    "a=2\n",
    "b=3\n",
    "c=1\n",
    "#plt.figure(figsize=[15,10])\n",
    "for i in cols:\n",
    "  plt.subplot(a,b,c)\n",
    "  sns.countplot(combined.loc[:,i])\n",
    "  plt.xlabel(i)\n",
    "  c=c+1\n",
    "plt.xticks(rotation = 90)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220e9638c40>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top 5 Selling Items - Frozen Food, Dairy, Fruits & Veggies, Household, Snacks\n",
    "\n",
    "combined.Item_Type.value_counts().plot(kind = \"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OUT027    1559\n",
       "OUT013    1553\n",
       "OUT049    1550\n",
       "OUT035    1550\n",
       "OUT046    1550\n",
       "OUT045    1548\n",
       "OUT018    1546\n",
       "OUT017    1543\n",
       "OUT010     925\n",
       "OUT019     880\n",
       "Name: Outlet_Identifier, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Outlet ID\n",
    "\n",
    "combined.Outlet_Identifier.value_counts()\n",
    "\n",
    "# Outlet 27 is the highest performing outlet... "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220e94474f0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABiQmAMAABjQYcVcVd1WVTdU1fVVtWtae2RVfbCqPje9P3bN7S+uqt1VdWtVnXm4mwcAANiqNuOZuWd196ndvXP6+KIk13b3yUmunT5OVZ2S5NwkT0pyVpI3V9VRm/D1AQAAtpwjcZjl2UmumC5fkeScNetXdvfd3f2FJLuTnH4Evj4AAMDKO9yY6yQfqKpPVNUF09rx3X1nkkzvHz2tb09y+5r77pnWvk9VXVBVu6pq1969ew9ziwAAAKvn6MO8/zO6+46qenSSD1bVZ+7ntrXOWq93w+6+LMllSbJz5851bwMAALCVHdYzc919x/T+riTvzuKwya9U1WOSZHp/13TzPUlOXHP3E5LccThfHwAAYKvacMxV1cOq6uH7Lid5bpIbk1yT5PzpZucnuXq6fE2Sc6vqIVV1UpKTk3xso18fAABgKzucwyyPT/Luqtr3eX6/u99fVR9PclVVvTTJl5K8MEm6+6aquirJzUnuSXJhd997WLsHAADYojYcc939+SRPXWf9r5M8+z7uc0mSSzb6NQEAAFg4En+aAAAAgCNMzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxIzAEAAAxo9pirqrOq6taq2l1VF8399QEAAFbBrDFXVUcl+Z0kz0tySpLzquqUOfcAAACwCuZ+Zu70JLu7+/Pd/bdJrkxy9sx7AAAAGF5193xfrOqfJTmru//l9PGLk/xkd79yv9tdkOSC6cMfS3LrbJvcPMcl+eqyN7HFmPn8zHx+Zj4/M5+fmc/PzOdn5vMbeeaP7e5t+y8ePfMmap2176vJ7r4syWVHfjtHTlXt6u6dy97HVmLm8zPz+Zn5/Mx8fmY+PzOfn5nPbxVnPvdhlnuSnLjm4xOS3DHzHgAAAIY3d8x9PMnJVXVSVf1AknOTXDPzHgAAAIY362GW3X1PVb0yyR8nOSrJ5d1905x7mNHQh4kOysznZ+bzM/P5mfn8zHx+Zj4/M5/fys181hOgAAAAsDlm/6PhAAAAHD4xBwAAMCAxBwAAMCAxBwAAMCAxBwAAMCAxBwD3o6r+17L3sOqq6syqemlV7dhv/ZeXs6PVV1XPqqr/XFVXV9W7qurSqvrRZe9rVVXVG6rqGcveB6vHnybYBFV1XHd/dc3H/zzJ6UluTPLWNuRNV1VvSPKu7v6rZe9lK6mqZyX5p0lOTHJPks8l+d3u3r3Uja0oP+fzq6pP77+U5PFJbk2S7n7K7JtacVX12iQ/leS6JD+f5I3d/Z+m667r7p9Y5v5WUVVdmuT4JNcmOSfJF5J8Nskrkry2u/9gidtbSVW1N8kXk2xL8j+SvLO7P7ncXa22qnpkklcmuSPJ25K8JsnTk9ySxc/515e4vU0j5jbB2gebqvq1JD+d5PeT/FySPd396mXubxX5R3F+Hvzn5+d8flV1TZJvJvkPSb6bRcz9RRaxke7+4vJ2t5qq6oYkT+vue6rqH2Tx+Hlrd7+6qj7Z3U9b8hZXTlXd0N0/Pl0+OsmfdfczqurYJH/R3U9e7g5Xz76f5ao6Ocm509tRSd6Zxb/tn13qBldQVb03yQ1JHpHkidPlq5I8J8lTu/vsJW5v04i5TbD2waaqrkvy0939nap6cJLr9v2Dyebxj+L8PPjPz8/5clTVC5K8Osnruvuaqvp8dz9u2ftaVVV1S3c/cc3HRyW5LIv/ATulu5+0tM2tqKr6VJJndffXquqHk1zV3WdM191k5ptvvWeZq+opSc5L8sLudojrJquq67v71KqqLJ5c2b7/dUvc3qbxmrnN8dCqelpVnZbkqO7+TpJ0998luXe5W1tZnSTd/bnu/s3pgedFSf5ekvcudWer63vTIQtJ8kNZREWmwxRqabtabX7Ol6C7353keUmeOT1T9wNL3tKq+z9V9Y/2fdDd93b3S7M4tPWJ9303DsNrk3yyqj6Q5C+T/GaSVNW2JJ9a5sZW2Pc9Tnb3p7v7YiF3xDxo+oXziUmO2fea3Kp6VFbo33XPzG2CqvrQfku/2N13Tj8sf9zdO5exr1Xm0Jv5VdUvJPmPWfwP1hOSvLy73zM9+P92d//iUje4gvycL19VPTXJ07v7vyx7L6uqqh6aJN393XWu297dX55/V6tv+uXc45Ls7u5vLHs/q66qjunuby97H1tJVZ2X5I3Th69I8vIsfkl6SpJ/192XLWtvm0nMHUHToSIP6e6/WfZeVo1/FJfDg/+8/Jwvx3RIzulJtmfxwH9Hko85mdWRY+bzM/P5mfn8pv8Xr+k1uUcnOTXJl7v7ziVvbdOIuU0yHXP+ze7+xvQ07s4kn+nuG5e6sRVm5stRVTuz5myW3f2ZJW9p5Zn5fKrquUnenMWZWvc9I3RCkh9N8oru/sCy9raqzHx+Zj4/M1+eVX8MFXOboKouSvKyJHcneV2Sf5vkr5KckeRt3f2GJW5vJZn5/KbXtLw+yTeSnJbFvI9N8ndJXtzdty9xeyvJzOdXVbckeV5337bf+klJ3rv2RB1sDjOfn5nPz8znt1UeQ49e9gZWxIuzOP72B5PcluRx3b23qh6W5KNJhMXmM/P5vTHJc6c5n5TkDdPZLJ+Txd9vee5yt7eSzHx+RyfZs876l5M8eOa9bBVmPj8zn5+Zz29LPIaKuc1xb3d/t6r+Nou/S/TXSTL9eYLl7mx1mfn8juruvdPlLyV5bJJ09wer6o33fTcOg5nP7/IkH6+qK5Ps+63tiVn8WYi3LW1Xq83M52fm8zPz+W2Jx1CHWW6Cqnp7Fqc4fViSv8nimNz3J/mZJA/v7hctb3erycznV1WXZ/GC7WuTnJ3FC4j/TVX9YBZ/T/EJS93gCjLz5aiqU5L8kyxOUlBZ/Db9mu6+eakbW2FmPj8zn5+Zz2urPIaKuU0wnR3nhVn8wPxhkp/M4o9AfinJ7+z7u3NsHjOfX1U9OMm/yuLw1k8luby7751OK/7o7v7iUje4gswcADZmqzyGijkAmFTV309ycZJzkmyblu9KcnWSS/1Jjs1n5vMz8/mZOUfKg5a9gVVQVcdU1b+vqpuq6v9V1d6q+khVnb/sva0qM5/fmpnfuN/Mf2nZe1tVZr4UVyX5epJndvejuvtRSZ6VxdnQ/mCpO1tdZj4/M5+fmc9sqzyGemZuE1TV1UneneRPkrwoi9dxXZnk17I4Pvc1S9zeSjLz+Zn5/Mx8flV1a3f/2KFex8aZ+fzMfH5mPr+t8hgq5jZBVX2qu5+65uOPd/c/rKoHJbl5VV5g+UBi5vMz8/mZ+fyq6gNZPPBf0d1fmdaOT/JLSZ7T3f94idtbSWY+PzOfn5nPb6s8hjrMcnN8p6p+Kkmq6ueTfC1Juvt7WZytiM1n5vMz8/mZ+fx+IcmjkvxZVX29qr6W5E+TPDKL3+yy+cx8fmY+PzOf35Z4DPXM3Caoqqck+d0kj09yY5Jf7u7PVtW2JOd195uWusEVZObzM/P5mflyVNUTkpyQ5CPd/e0162d19/uXt7PVZebzM/P5mfm8tspjqJg7wqrqX3T3f1v2PrYSM5+fmc/PzI+MqvrXSS5MckuSU5O8qruvnq67rrt/Ypn7W0VmPj8zn5+ZP7Cs0mOomDvCqupL3f3Dy97HVmLm8zPz+Zn5kVFVNyR5end/u6p2ZPF3LP97d/92VX2yu5+21A2uIDOfn5nPz8wfWFbpMfToZW9gFVTVp+/rqiTHz7mXrcLM52fm8zPzpThq3+FP3X1bVT0zyR9W1WOzQq+xeIAx8/mZ+fzMfGZb5TFUzG2O45OcmcXfD1mrkvzv+bezJZj5/Mx8fmY+v/9bVad29/VJMv0W/eeSXJ7kx5e7tZVl5vMz8/mZ+fy2xGOomNsc/zPJMfv+A12rqv50/u1sCWY+PzOfn5nP7yVJ7lm70N33JHlJVf3X5Wxp5Zn5/Mx8fmY+vy3xGOo1cwAAAAPyd+YAAAAGJOYAAAAGJOYAAAAGJOYAAAAG9P8BHk4treujf88AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Outlet Est Year\n",
    "combined.Outlet_Establishment_Year.value_counts().plot(kind = \"bar\")\n",
    "\n",
    "# Most of the Outlets were created in 1985"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inferences:\n",
    "\n",
    "* Most of the Items are either **Low Fat** or **Regular** in nature.\n",
    "* Top 5 selling Items are **Fruits n Veggies, Household, Dairy, Snacks followed by Frozen Foods.**\n",
    "* Most Visible Outlet is **OUT027**\n",
    "* **S1** is the most popular Supermarket Type.\n",
    "* Most of the outlets are based out of **Tier3** Cities followed by Tier2 and Tier1\n",
    "* Most of the Outlets are **Medium Size Outlets**\n",
    "\n",
    "\n",
    "* Suggestion: Establishment Year if 2013 would not be given to us, then we would have ended with lot of categories. Then you could have tried **Frequency Encoding**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1985    0.171712\n",
       "1987    0.109335\n",
       "1999    0.109124\n",
       "1997    0.109124\n",
       "2004    0.109124\n",
       "2002    0.108983\n",
       "2009    0.108843\n",
       "2007    0.108631\n",
       "1998    0.065123\n",
       "Name: Outlet_Establishment_Year, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Frequency Encoded Establishment Year...\n",
    "combined.Outlet_Establishment_Year.value_counts()/14204"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>11765.000000</td>\n",
       "      <td>14204.000000</td>\n",
       "      <td>14204.000000</td>\n",
       "      <td>8523.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>12.792854</td>\n",
       "      <td>0.065953</td>\n",
       "      <td>141.004977</td>\n",
       "      <td>2181.288914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.652502</td>\n",
       "      <td>0.051459</td>\n",
       "      <td>62.086938</td>\n",
       "      <td>1706.499616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.555000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.290000</td>\n",
       "      <td>33.290000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8.710000</td>\n",
       "      <td>0.027036</td>\n",
       "      <td>94.012000</td>\n",
       "      <td>834.247400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>12.600000</td>\n",
       "      <td>0.054021</td>\n",
       "      <td>142.247000</td>\n",
       "      <td>1794.331000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>16.750000</td>\n",
       "      <td>0.094037</td>\n",
       "      <td>185.855600</td>\n",
       "      <td>3101.296400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>21.350000</td>\n",
       "      <td>0.328391</td>\n",
       "      <td>266.888400</td>\n",
       "      <td>13086.964800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Item_Weight  Item_Visibility      Item_MRP  Item_Outlet_Sales\n",
       "count  11765.000000     14204.000000  14204.000000        8523.000000\n",
       "mean      12.792854         0.065953    141.004977        2181.288914\n",
       "std        4.652502         0.051459     62.086938        1706.499616\n",
       "min        4.555000         0.000000     31.290000          33.290000\n",
       "25%        8.710000         0.027036     94.012000         834.247400\n",
       "50%       12.600000         0.054021    142.247000        1794.331000\n",
       "75%       16.750000         0.094037    185.855600        3101.296400\n",
       "max       21.350000         0.328391    266.888400       13086.964800"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Descriptive Statistics of the Numerical Variables...\n",
    "\n",
    "cols=['Item_Weight', 'Item_Visibility', 'Item_MRP', 'Item_Outlet_Sales']\n",
    "\n",
    "combined.loc[:, cols].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bivariate Analysis\n",
    "\n",
    "* Num vs Num\n",
    "* Cat Vs Num\n",
    "* Cat Vs Cat ~ Predictor Variables..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x220ec722fd0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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s2F7PA6/tYNm1Q5EVzUJTM46xYnolT729y7RHTknkfzbVsqqm1nT4z8z3ftNSkSfE1oLeVz9vDHH/K5+ZyiUdc9wkVJWpi99L62fNIZk//u0Tbr24H4+/uTMtyXLe+Arufmkbm/e2AMY9HMrB1mha0qbx/DftbuL8fiXmArJ9AGPB5EF0yvOgaRrRhIqiaixcv4PtdUHunTjATMw0UFroNfvEQ5MGIidUHv3nTvP6OuV5kBMqVy7eaGl3pzwP3Yv8X8kWfVeCDEdB1ou1nfFvCLYzbiOJEzJB7G8Js6shbIli3DWugt4lfqIJDUVV8TklDrXF6OB3cbA1anGyR5eXMGfM2UkJNDh0OGaZLFIngZ7FfiYsfNs05BMDpVSf3wunpMuxJRSFg4djzF6zheXTK9lRF2TOsx9x74QBXPbIO2nX8vrskXx6sM10DF75zXn86L430r637jfnM+q+1833D15ewaBuRUciaC6RsQ9tsESKbhrVm17FfuKKxt0vfZIW/Z8zppwZS2tYMX0oUVnF55JoicgsXL+DeRMG8KOU8xl445YLOLPDiVN1qG+L8fP5b6VNnMdRmeCEO+P6FnqUrQfaLM+gPhhjxfRK5j7/MXf8vCLr9WZTU3EmJ/bbn/uYcYEyCrxOWiIya2v2csWQbvTulIMkCEgihOMqHqdIYzBuUTYx+r7hxD49cxg76oJ0zvfgdkg4JIF4QuX8eevT2vXKb85j9tNbuOWivnTO9yAJumOaqqYCOlWmNSoTiitoGlQ99i4rqyu5PIODbzhMxr9zx/anf9d88t0SzRGZL5oidMl30xJJpC1A7n5J3yW6/dKzkRWV8QvfTmvzqupKOud76Fbkz7hAWlAV4JN9LfQsyaWD38WF96aPkddnj9Tl+lSN/a1R7nrxU4uj2d7h/4ZwQmytqmrsa4kw9/mPzUXRlcO60zlf3xEUBI3mkMz+1qjZh/808RxK8vS+G0+olhwdsNoiA+t/OzJjUMJ47ounDmbey58ybUQPSgt9GQMHy64dyuQ/v2tx0FVNAwTGPvxW2rX+ZdZwfj5/g9lforJKr5IcvE5dkvEX8zdkXLz175r/L9uikxBkOBWR9UJtmspJxFdx4MF24m3o2sHtk4duXbuFFdMr+eWKzdxyUV9yPU5mLduU5hQPLCvgquE9TGO+eOrgtIQzI9HzljVb+O/Lz7EY5NU1tayuqeX12SP54d2v8drN55sRGlXTTM5stqQeQRAsfMvUpKjU76Xa50enDKJP5zwOJBcVa2v2cuOoPiy9ZjB1h+OmMzdtyXu8PnskjcGYxRE3rqvA62RgWQE5bgez12yyOGBOKXM7pK85T/yr0aBUlYPUtn9blAlUVWN3Q4iwrJj9LpViJCsq1ef1QlGz875FUaCDP90Z2N8SBkjTPL5rXAV5Hgf7miPc/PSHpqN606jeGfv+nDHlFHidFOe4aQzGue2Z/7U4uWWFvox9xeOQuG/iAA4ejvKbVR9y/+Xn0MHrTJMUdDolYsEYk//8LkumDaY4x42cJbHTGCvGvz6XpPelXDfRthgTFr3NoikBS9S7tjnC7DVbTIdPFCDf68zY5nBcMSk0maQGr3uqhpXVlXy8/zAFPleWMaIvzBU0OuXqUVsj8mu0OTV/I5FQaQrHiSt6BNfrlEgoKvIpSFVpSOq4jwuU8cSGXWk64/PGV+B1SWagY2BZAR6XZDrFa2YOy/hcexXr9BxjsSgIHPX5S6JAfZueV3DocDTjd+vbrAn71y3bxMrqSiJZ6FxFOW4GlhWweW8LoiAwbcl7vHXrBQAkFJU5Y8opyXWT43YQlRX2t0bpVeJHPcrYbA/D/kXkBAdboxTnuKltjlDbbMsfpsJ2xm3YOA2hZFES8blEHpw0EEXVTA1wI2HM+H57FYBsCWetEZneJTlmopihL24UrPC79Ez6VFk4URBMHu/C9TvSOIgLqwKEYzIep8jiqYP1RDxR4E8TB1i2Z41kKdAXD2cU+MzJ7fYx/fj9JWebEXKvU+Dmp7eaEU2XQ6Qox82amcPSKDctEZmZI3txXTsJr1vXbuHpmcOYN77CsvVrTLRfBaqq0RCKEY4p7GoImZzOY0WDUlUODBwrkep0QmMozp4MKii3rt3C3LH9UVSNX636gFXVlVmPEY8naAjLyMmiOU5RwO0U0TTQyLxQXTJtCPtbo6ajOm98BZ3zPNw7YYC5mDOcxyK/i8ZQnJtG9TbzGgwHPRxXkCQy9pUbV2xORkYHcPul5Rw6HONwNEHvDMWDRBEenjQQr1Pi/ivOQUDI2mdT/w3HFbMvGGM7WzJhgdcJwP7WqJlklzoe508ehNcl0dGnJ9plUyhSVY2zz8hDgLQ8jQVVAVxOgcMRBUnQE1C7d/Rx/xXn4BB1e+B2SLidAvuaw+a49blFHvvnLi76fheckmQ55qlU+CciK7pN8bsYFyiz6IwbfWnu2P7MHNmLGUtruPXifjy47jOzv2RbBO1tijBtyXumXczGQW+JyIwuL8Epidw0qre5WMz03UwJ+6qq4XdL3DthgGURce+EAUTiCX77k768se0QHfwu1swcBkBzOIac0MwFnrGgXVuzlxsu7I3PJVGcXFwdLdCQKRp+74QBZvXSloiMgJ5o+h2mrgC2M27DxmkJp0NMM8Yzftid/a3p0oR5HsniOBT5XZbfZYtgd8n38Ksf96a+LcZjVwWIJTRL0tGCqgBrZlYiK/DCTT+gtjnCO5/XM7B7B/N897y8jblj+9O9o59Dh6PM+Z+PqA/GWDB5ECs27jH53I9PPZd7JgxAQE/KK851E4olKC306pNc8ppu/lFvAj06WmTaFlQFmD/pHGYt/4AV0ytpCsWZsTSddvDLH/Xh/lc+45of9MzocBxsjeJzScwd2x+fS08S7JTnocD7rysCZJqEjMjvsaJBhkJB++3cb4sygaGGkukZdO/oY8FrO6htjqBkUbJpX+zGwgl3SVkTkSURFq7fAejFWnLcDqakFDgxnk99MEaR38Ujb+zg3396FsU57rTEx0VVAbomt+zPLPLxRWPYwgH+9eoPuWfCABKKyq9Xf8DTM4bRxe0gkVBpCMWIJVTcDhGHKPJfz32cFm1tn9thvJ83voKSXDdFfpee2JxMhK5vi2WNegPmTpLhJBb5XRTnuvG5JCKyTpWB7FKDGpgUmtHlJTp3Hn0x4HeLfNEUteSRGNz/MQO64naKPPX2LjNhNnXcVp/fky21bcx51qqVfSoV/jEqpBbluMz2pcKI/PvQF9FndvBadmZGl5ekJbemUohqm3Xpy3njK9IWePdOGMCrnxzkxlF9mPv8x9x68VnUNkeyBjoyJezHEiqHDusBkFTb5nGKupP+913cNKqPxbY/efUQrn7KKmFrLAJmJeUb87xOGoNx/vSPbVkrgLYvLFSb3JmaO7Y/05a8x+jyEs4o8FrmrO8gdQU4BTjjgiCUAU8CnQEVeETTtPsFQegArAK6A7uBiZqmNWf4/UXA/YAE/FnTtDuPdc5ThTP+VWHTVE5pnBAeY93hKDvqgxbDnS0Bce7Y/jywbjs3j+5DlwIvmoYlCWtgWUFaMpBRyVIUBA62RumY4+byDMc2NMsNZ+GGC3tTkutCQ08qVZJRsP967uM0/vadv/g+VY9tNN8/cfUQGtpihOMK5V1y0UgWZFE1k5/7xi0XMClDO1ZVVzLirtd4Y/ZIJv05nXdpJJhdNaInmqaZznzqd+aMKWfh+h067zzJm/yqUZpsvG+DNvDWrRcc1ck4wYlOJ5QzXt8W46N9razYuCeN1z1nzNloaIgIqJpmJgMWenXKQiKhcrAtmpFbbfCS9zZH+G1K9NL4e2p/a0/NSj1GUY6LLvke4gkVpyRyOJrImLS4sroSMVkC3uifxljqnOdBTJY9f+CV7dxw4fc4I9/Ltro2c6FotCFbYuWSaUPIdUsE4wouSUAQBHwukXhCI5Y4siPQGpXxOCVaw7K542M4xIqqoqjQJd9DKJ7A63SgavqYWrVxD5Mqu3PHC1v5/SVn07XQl5Ezbjh57cev4VD985YLMtodwzbMHduf0kJvRt70qupKapsjGXNLXr35fCRRoFuyxHwGnDBba+QYqJrGznp9l8tYeI0uL+GWi87CKQmm4z4+JcfG+I6xmyeJAjcu32z+3sCq6kpTNaWsgx4579cll3Bc4arkovGpa4aYlCmjUE+R30W+1wlo1LXFM9KzWiOy+TsDxv3/oilsKUoEsGbmsKz5BZc98g6rqivpku/h/76wNY0SlloBdF9zmBF3vZb1OO3pVUa7vsXUlVOaM54AbtY0bZMgCLlAjSAI/wCmAus0TbtTEITbgNuAW1N/KAiCBDwM/BioBd4TBOGvmqZtPaFXYMPGCUZEVrj7pW3mVmhLRCaRhXPqc0ls3ttC1WMbTWchdau5PhjD65K48xffp4Pfhd/t4I4XtlLfFjed9CevHpIl2iikRU2evHoIN6/+0Jxs1swclpG/3aXAa/IVa5sjNLTFuPnpD1lQFeD1bXUM7dURSRAs0Tr1KJUSSwu9iFk01Pe3RFj0z91cObwHXfK9aZFnIyq6eW+LyZv8OpNBNt53QXLL+liUE1EUvq2TEUV+F/265KSVbp8/eRCxRIJgTOGG5ZvNz/80cQCH/S66FfqoD8WJJ7L3c0XV6Jjj4v7Lz+GXK48kJC+YPIgHX90O6JP9mUW+jMco6+Bl9tN6noRDFKhvixGRMz/Lg61RPE6JohydR12c4+b3l5YTiSuWiPuCJBWkLhgzHXE4Qg/LRjFpDMZwSR5GJRMm377tAg60xiy7PsaOQGtY5nfPfszSq4dQ1xajJSLz+2c/Nsfgqzefz+g//TPtWfz47C6MC5SZfO5MUoNhWck4fg097WyUOcM2+FxS1toGCVXLujN3qhT+KfA4+Kw+fSfm7pe2UZzr4oYLe5uLNWPxYvCiDfx9ax23XXwWF977OounDqa+XWVSg45i2J9V1ZVMW/Ier958Ps0pxXju/ftnZkR8894W5j6v0/NuWbOFmSN7JRe0R+YEIxE5Wx9LqJql2JABQ3M8E2XG2HFRVI1xgbI0StiMpTWmM52NcmfUgrArdx7BSXfGNU07ABxI/r9NEIRPgK7AWGBk8mtPAOtp54wDQ4DPNU3bCSAIwsrk72xn3Ma3GpIoUJzbjraQhXMYjitmFKXA60QDOue5WVldiaJqNIfiLH/nCy7+fhfyvE4z6rhoSsCMmBhFPdofW1E189i9S3KYM6aciKyY/EnIbti/aAyb3yst9NI1GQ0EjQde28Gq3sVEZZW/bdlvaqiLWZI9HaLAwqoAXlc6fWd0eQmlhV5enz0SgHhcoW+nXP4yawQRWWFHXdB0xI3jfV1+drZJKBxXvlWUk68CURRQVdISBY3tb+O90a8EQdceb4nqHPFsfTEcVxBFgSKvk1y3g1XJ/i2KAlFZ4eof9OS2i88ynfZMx9hRH6I+GMORLLwy46mao/Jz5z6/ldXVlaYSRabqm9ct22Q6t6nHaM8Fz3Q9+rUnqSIa3P/KZybXXdE0GoJxmkMyhX4X9cEYn9UFM0Yas11vYyhOkd9lKc7jdjso0jDlDb1OiRk/7M6if+62/FZOFlZStOy2IdVxyzpus1AuXA59V6Q5FCXfm113/nijIXxEJhOO8MRXJLXGU3dpDMqJsWuQeq37W/TvPLBuexodZcHkQQRjCQaWFVAfjJl9wiEJdM738Oz1I/C5JKKyQjCW4J4JA+ic52FXQ8i0XQvX70jb4TSCDDNH9sr6jIy8g+Ict2WOMPTLDVpLod/J/Nc+Z974CnLcDn2staM8GvfAcKYzUe5SKTp25c4jOOnOeCoEQegODATeBTolHXU0TTsgCEJJhp90BfamvK8FhmY5djVQDXDmmWd+c422YeM44Wh91u0QueHC3hYe4uJpgy2FdG4a1ZvuHX14nBL/56f90hIk735J58cuTHI3py5+zxIBT41aPPrGzjTe4/zJg9i8p4n7LhtAYzDO9rqgzk29sDdn5B/R5V5bszdrcZ7bLu5nHmvphl2c17cTT2zYxeJpg83Jvk+XPD7Z18LK6ZV43WJacaMFVQEKvCICToJRhWXXDuWOF7aaeuI3juqTxkzG/G8AACAASURBVDHvXeSnONeNqmqEYgkzUvVN8bMzTUKLqgJ0KfBYimZ8G/FlbG22REEj2pqpQM3CqgBdC9zEEyKLpgTSIsQ+l4RLEsn3uMGjJ6FJIkRlDZckUlboxeMUOdga4/51n2V0AJ2SwLJrh+J2iITiekQ8k7No9N/a5ggxRZfILM710BiMZbyuhKrhlKwLxYXrdzBvfAWL39qVllxnlKtvCsWSlJXBqGjMuuB76ZH3qgA+l8jSawbjECVTD/zFLfsZ3LOILkmJxdUzKnnirV2M7NeJzvkeBEGgJRSnJM+NomokEioOh0g0mmB7Y7q8IcCif+422+d1SXqFyPU7WDB5UBpFZs37X/CniQPI9zlZ8/4XGYsC+d16UuKzm/cxd2x/uhX5cEoisYTCL1d8YNqnYEyha4HvuI2bo/XZbCo3hw5Hszqj3TseUdsxuN93vvgpAJv3tnD3S9tYVV1JXNGVhX737MdmwR6vS2L+a5+zeNpgWiOJzHUiLuzNxp0N9Dsj37Rd9cEYHXNcrKyuJKFoCALc8cJWNu9tyVgUbsHkQSZVacm0wdS3xdIWCKl5PYuqAvxhbH8OtEZQNI07XtjKbRefdVRn2igK9JdZI4gnFJwOkWD0iL3NNDd8V4MVJ50zbkAQhBzgdeAOTdOeEQShRdO0gpS/N2uaVtjuNxOAn2iadm3y/RRgiKZpNx7tXDZn3MZxxAnhMR5oiTBh0dtpRvAvs4brGs4plS+z8WMN/nIq//Mfvz7P5Ha25/Ol6otLosArHx8g0L3IMgkbk8V//KycX638wFwQuCWRfS1RVE2zaEqvrK5EAJwOATmhJUuc65X+2hdhMZLrXv7lcFoiqrmNXuR1pTkPC6sCFPmdqBoZ+eGrqitNzvax+Nlflb99GhW4OOE64/uawxmfy9yx/Snr4EMSMB3O1L+vrK5EVlT8LolwXI+SiwI0BOO4HAKd8zx0yj9S0juRUNndFKK+Lcbit3bx7xefZR43lXPbKc/D3Oc/Nh2PeeMr6FroM/MTBpYVcPf4ClojcpraiSEBOm/CAPa2U4kx2r2qupJOuR4LZ7y00MvDkwbSwe/G7RBIKJpZMRQ0VA2ckgCaHqUPx5Wsx39m5jAOBY/IEhqL0OvaUSvOKPRS166wzMOTBvHwa9v5r7H96ZLvzfpsVkyvZH9LxDJ+Db77n68K4JIkkzPtlATiiq77LiR59cYYTyQTT4OxBA3BOOG4QlkHfaEkCgJPvLUrLQq/ZNoQ8r3O9tStE1TTIcLEDLbWqFyZKX/BWNDFFRVJyJwzky3HZ2V1JaoGTcEYN6zYnNFuz31+q6nHbyRPFue6kQTYXhdizrMfpalfuRwCAoK5u7Tm/S8Y2a8Tf9m0j5kje2UtCmTscBrX/NmhoNkHJwZKmVzZjeuXb7I400dLwGxvF9tXQj6F7eQ3gawXJp7IVmSDIAhOYC2wTNO0Z5IfHxIEoUvy712Augw/rQXKUt6XAvuPZ1tt2DgVIKuZozURWS9fnbqtmk254owCr/l/IyJpRMBLC71m5K60UP/ehp2NHDoc5VcrP+APz33Mj8/uklEicFygDJckMPff+jPn2Y+44J7XmfjIO3hcEo+9uZMZS2t0RZWqAJ/sb2XEXa/xi/lv43SI5HhE6oMyO+tDKKoe0Zx1wfd4YsMu7rtsAMuvHYrb4aJroY9uRX66FvpojKRrI898qgZFyx6BTdU8NvjZXQt9FOe6M0pz/Xz+W4y46zV+Pv8tth1qQ82i9JGKox33u45iv4uFVQGzbxnOYmmhh7tf+oS6tswR5qis0BiME5FVnvtgH5/XB6lri9EUjnP7X7cSTVj1j+uCMfY26bSCcYEyGlP4t5v3tjBjaQ3jF77NocNR01kyaAhtEZkFyTZu3tvCvJc/xe2UmPv8Vkt12kff2MnmvS3MfvpDSjt4LWMmNeLucIj0LcllzcxhvDF7JCurK+mc56GDT+RQW5yJj7zDr1Z+wPZDQUDX308oWrJoi4ZTErKO5biqWcbAuEBZ2piYvWYLckIzHXHj8+uXb2JcoAw5ee+yjRlZUbnskXeYsbTGzPPo11m/njyPE0kULM5451x9YVSS56VroY+SXC8lOW48DpGdDSGuWvwelz3yDnOe/Yj6Nv05TVz0DoO6F6WdWxQ4aTxir1NI66vzJw/Sqwgv35z2vO8aV8EdL2wloWpoGgiCrnvf/juJLDZ8X3OEAy0RYllyI4wdS1lR+fvWOrMPT/7zuzglke+V5HDvhAGMKu/ELWu2cOG9r/Oj+17nQEuUm1ZsZntdEKdDpLJXMe/vamLmyF7msTOdK/W9omn0LPab311dU8vtf/2YOWPKeWP2SP4ya8QxlVDa20WHQ7TtJKcATUXQSXGPAZ9omnZfyp/+ClwF3Jn899kMP38P6C0IQg9gH3A5MOn4ttiGjZMPSRAYXV6SpkYhCUJWbmr7qEeex8HEQCkbdjaaEmira2oBWDJtSDICDsunD+VAS5SWiGzhVt9+6dmWZCEjWljkd6FqpPEsr3uqhlXVlfzHz8pxiAJ7m0LMX7+TF276AfkeJ5G4gqbqZclTi8HMG1/BtBE9qDusJ3i2j7xkcx4MJZdsXNVUZItiZ5LmsgtVfH24XA76FPtZPWOYqRUugBlBHBcoy/jcUrWZddlOB4qq0cHvYkj3AstzlWUFVdPo3cnP8umVaJqGloXf3B7GAvX/vfiJpY8//0Eta2cOQ1Y1EorG4ajMFUPLqD5fj0B6nCLxhJMV0ytRNb3/iSIYawSHQ6RzvvV8+5rDXJeklv32J33NyrftaTEuSY8cG/r8qRHq9kmU2RLjxCyFZVKjkdnGjKpZ1WIUTafLta9gaiSVxhMaMUXFIYoU+104nXoSqwYW9Q5jobA0SZFrT1Ewzn2yeMShuEqBz8Hcsf3pWexHblfd9+6XtiV3dPScA8NG3nrRWfz26Q+577IBpixlKtdfILuuOEAHnyvjszZ0x10O0SwaZEh2pu6IGvQYVdMpUvlJx3ru81tZes0QHli3ndsvPZsrH9+YNS/CaIvxXhQEDrRGLd81Ekltm/j1cCpExkcAU4ALBUH4IPn6KboT/mNBELajq6XcCSAIwhmCIPwNQNO0BHAD8DLwCbBa07SPT8ZF2LBxIuFxiknt2a1c9sg7zH1+KzeO6oPHKZqTqYGF63eY0W6wRm+uu6AX8ycPotDvTIuA3/HCVppCMm2RBDc//aEZEQM9KbI5JFvOf/ulZzPjh90pznVndZDjSa8kllDp3jGHeRMqOByRufzRd3j41c+Rk9zaOWPKGVhWYE7UnfM9tERk0xk+eDhqRqed7a53YFkBi6cOBvRE18XTBluufVGywMa+5jDxeOKo0e9TuRqmXlI+xr7mMPVtsS8VrT8VIMsK+5rDHGiLoSUrtqrJ/mI4OOu2Hkrrs/PGV/DAOl0RxVjc7awPceG9rzNtyXuMOaeUHI+ILCvIssKndUH+8NzH7GmMMOnRdzh/3nrq2+KWSOaMH3ZnxfRKinPd/OPX5zExUGqeT9EwI49GRHjj7hbqg3Euf+QdRt6znlnLNhGVVWY/vYUpj21kd0M42T79mQCggSjolBlZVtjfEmFPY4ja5jB1rRFzrBjFuDIpVNy6dgsOSR/3c579yBxzt1zUlwWTB5lJeAaMBXgqDKd2dHkJi6YEWFVdyaIpAUaXl9A534NL0t2BIq/L3BEwfmfwu2+/tBzQKUQ/uu91PjnQZjriRltnr9lCQzBOW0zhQEuUbQfb2NMcpjUcNeVOMy6ekwulDn5X2s6C2yGcNB6xomq0RRRe/N8DAGnVfQ0FlMZg3LSRpYVe2qIyv/1JX9A0/nNMOZ3yPDSG4uyoD/H4mzuRVY2HJg1Mu89n5HsoLfDic0tpz/qhSQPZtLuRGy7szeWPvGOxvb+/pDwtAHLz0x8SlVXGL3ybaUve45aL+vLolQHcDp2rb9BLjLyI9ve9g8/FwLICc874w3Mfo2rp7f6u8ry/SZz0yLimaW+SnUczKsP39wM/TXn/N+Bvx6d1NmycmojKasay1auqK3lywy5Lsk59MEahz2mJ8BnRm//4WbkekfzrVrMYSL7XyS1rdOmsrQfaWFldyb0TBvDYmztNfmLnfE+aisD1yzex7NqheF0iO+vDGSMtuxvDeJyiWYocMPmNVcO6mcdMTZIzSjUb0Z/aZl2qMCor5PschGXFTIS7clh3uhToSi2/WqkngC2aEmDtzGHEEioamMmdxuRXWuDOGv0+laphpkbvvS6JQ4djaYWBTvViGYaT3D6RrGuhh66C16xAmedx8NCr280+W5Lr5jcpcplgpVel9v8guhN8XVIJJdWxVTXNlATt2dFHVNZM3q5BPyj0ORjZrxOuDIW1jIqc7Z1Pg1trVGMEuOLRdy15FL/6UR9cDpGpi48UV1lUNYiOOW4WTx1Mt6TcYvZqmi4Lj9449z0TBlDg0ywJkpkS9uaNr8DnFrnxwt6WPI8FSeWSgmRRopaYTKdcl0XesMAr0hrVaGqnFpNKm0lVbDqjwJvGwc/zOBEEIevuREMwziNTAuR7HDpvWtVwSCJep3BS1VS8TgmXQ2TmyF7IioZGdtUq4//zxlfgd0u8+L/7mfqDnjS2i1jfNa6Ctz6rY0SfEkshHrdD4M9v7Obi73dJU+WZvWYLy64dStWwHhaueartzdRvUsfI7DVb9ARP1Uo32by3hXte3sadv/g+XQt97G4IWQq0BWMJs6jV1gNtPHXNUBZPHUxUVujgd9El33tK253TASfdGbdhw8a/jqNxoY3kJ2NC21EfYk9jOKPkmSgINATjaZq1htNj0D3W1tRaJvE1M4dlPH99W4xCv4u7Xvw0TWHh4UmDuP2vR1QDOud50JK/m35eT0tRECMaaCQrtSY1eI12R2WFQ4ej7GlUTWf++gt6WxKJDGd+xtKapGSitdhRqgOXLfrdJV+vRren8YjEV1kHL4UpXMoTgfYVPdsn5Z4u9Jm6YCxtEfngq9u5aVQfa4n1yYOob4ubyWOLpgSyajMbMPp/6vv2jm1LRKY+qff9j1+fx3XLrIuwWUkZQoco4HUJaaot3bLokxvc2trmCN8r8SMIAm/fdgFqMm/hd2POZunbu6jsVWz+vjhH30H6IpmUaVAFstHKlCwa+8W5blrCMk+9vYfFUwfjcojEEyqqpvLQFQMp8LmSSXwazUE5Lc/juqdqWDG9khYtYd4bQ43pzCIfmgaNYb1KZ3vOutHWTFVK7xpXQX2bblsMJ/Bga5RO+e40BY1FVQGKc10UenU6y6kESQI5rtEUivP25w1cVNElXZqwKkA0rpi0EUOpavl0XV6z/QLu1rVbWD69MmMBM6P4WaZnfbA1Sqe8dF3w2ma9BsOxqCbGMcYvfJvFUwen0U1kRWPKY9aiadct28ScMeWWOeHQ4Sg3P/1hMtHZdsS/CdjOuA0bpyGcWXidUtIo5ridKKpGS1imW5GPVRv3pMmz6dEbkT6dcnh99kgcosCmPY0ArJg+1OSFOkSBqmHdLJN4Nu3wxlAcSRSoD8YIxhKWaLwo6AZ/YFmBWYrccECyFQXpnOdh2bVD0TT4x6/PY837X3DJOaUoqsr1yzdz74QB1DZHGFXeyXTEjd8azvyMpTUYc0W2BczRot8xWbVw2P80cQCiINC9yH/CJqH23PWsiXynAH3maMi0iLxyWPf0/IKk5rih1WwkE6c6QKl6xZCeC5DJsU09ztEK0XT0uTgUiuGUBEvkMpvOveHwjC4voTkss2l3I6PKu1iUKy45pxS/6wgzdObIXpZIs0EVeGLDrrSx+vCkQWnSiMa569titEZkVtfUsmFnI09ePYRpS95jweRBhOIKN6x41zzOE1mKd6maRlxRTUe8vWM9f/IgOuW6CceVjPczKqsZqTXzxldwOJowFyvdiry4HAIeSTSDBVKK4sqpou6WilBMX4g0huL0Ly1g2uL3KM5xm7YtHFfI9zq45ME3036bUFTqszjW2QqYOURd8STTsy7KceOQMvfBg63RjDa+/RhpDMWBzHrn2YphpSZyGv3diLSvqq5kXzyM1yV962VbjydsZ9yGjdMQDknM6JyoqsaG2y6gKSQz+c/vWiZzv1tixfRKGoIxYgmVXsU+9rXE0vSEH5x0DnubIhYt46XXWCfxbNrLT2zYxRVDupmTQGo0e84YnW9606gjEXbjOKqWees33+u0XMeCyQHe39XA4B4dKc5xm85W9q39I1z4bOdwiEKaJrjBgWwMxZm+1Bo9/fXqD5k7tj+5njSpteOG9tz107VYRvvkwIFlBXQp8GZ8dqlazfXBGEVJDeV4QqWuLYbHKVr04RdUBfC4RPJcuuOwoCrAg+30xOuDMYpz3Sy7dqjJs87UHxrCceIJjauXvG8phlLfFkvTyzb6emmhl3//6VmsfHcPYwaUptFfnvuglqtG9DSrzqZG0+EIVWDmyF5066BL34XjCTxOyayIm2nM53kd3PXip+YYXLh+h+4o+lxpUfAvGjPTx0RBwCXpyaEep8QVj75jcTgbg3E65bopS6rFGG2oD8bI8zg4oyB9/BXnuMlxO9K0q/N8TiY/+i7FOe60IjULqgL0Lfbjcp06rokkCCDomti3XnwWtc0Rapsj5q4NwGs3n5/lvmJy4Nv/LVtARVb0BUr7KrJ3javg7pc+4cYLe2es22A43cYz65TnIaGqljFi7BbCEb3zVMnK5ixBFrdDzHgM414YUfJOeZ4TGqT4NuGU0Rk/kbB1xm0cR5wQ7dsvGkP8cuUHppNgZNTfd9k5KKpmoWPAEWe4X+dcHEmVEJ/LkfF7K6sr07RzM2mVjy4v4XeXnM3B1qipB37jhX0oytG5oaGYwsHWCE++vZtpI3qYW7dPXD3ELPENukN2+6XliKJoWRgY+sft9XkXTx3MtCXvsXy6HjFXNQ1FJeO1zB3bH49TxOMU8bok4gktrfBI32I/DoeUUU1lX3OYEXe9lvY8VlVXUlroNbXKjzfq22L8fP5bFie2vSPzNTjjJ0xnvD1n3Ei0zaSdfc+EAXQt8JJQVRRV10mOJ4707VSd8C75HnI8Ij6H06Q5yLJCXTCGKIKq6pFXhyiQ0FSCUYXnPqjlZwO6pvUHr1OgJZygg9/Fzas/TIsSL556Lo0hmZJcN02hOLKiIgoC4bhC944+EopmoVwZ12NQSHbWh5i25L2jXvuSaUOYunijSdNKfe43jepNr2Ld4ZFEgdZwHI/TgSTCvpYoAromec9iP+fPW295HgPLCvjD2P5ct8y6AD+jwM3+5MLcKFCTqehSlwI3MVnV8y+SroNT0vWrL3/02DbDuLZHXt/Br0f3IaHoCZ0NwRh3vPAJ9cGYpQbAMXBCbG1TKKY7tW1x5ISaUft73vgKgLSFh9spcs/L29LUcRZWBeiY46Q+KFts3vzJg3jq7T1MHFxGrseB3+0w7Wuqtv3qGZVEZZWmUJx8r5N5L3+aZidTFVIKvE46+F0Zv2fY09rmCCumD027jnnjK+jR0U8wlmBvU4QH1m1PC7Kk1qvo3zX/lKbKnWRk7bOnzvLThg0bXxq6Vqs1e70418Whw1G65GfmFBb5XXx6sI0+nXKYtWyTpdpmavIV6FGt1GM8sG57Ggf8quE9WLphF1XDelCS6+Z3l5yNQ4S9TRFLUZFFVQEK/A7umTiAtoiMO0NiXFNIpl/nHFZVV9IQjHPwcBRRwDJxGNchiQLFOW5LdbrR5SUZK3PmeRw0heIU57rZsL2es7sWsDJZJt0hChT7XbhcjqxKJEcra3+8o9DtEzZTo/f1wRid8jw8M2s4ckI9bYplOJ0S/UpyzORAgF+t/CBtl2XB5EGs/7SO0kApoiCgoPHQus+5akT3jHKab8weSb7Xk3Yuw6mLRhMcjqdzoovbJSq6HSJhWaHQL+KUdMWJ9vSLaUveZ2V1JTcu32zSrmaO7EVJrhunJAKZ9aENHe5exX7emD0Sv1vvP8uuHWopcPXLUX3wuUTTiUo9lqHcsaq6ksseecf8/B+//iFtMY3fplTxXHrNkLS+q9PHZJZePQQxqQnuc4mE40cSwlsicsbrnvlUDSurKznQEsWdLNAz8yjjr3vHzJQHlyTwyx9/j90NIYvT99+XncMdL3yCcoqpAuW5nWyra+Ovm2sZd24ZD08aSFNItpSJf3HLfiYP627uuGiaXtl3X3OUa37QE1lRmTe+Aqeka2rvbdIT2TvmOHnyaj2fRVE1Hn1jJxt2NjL9vJ5EZQWnpCuhgG6jF00JUOB1oqiwauMeBnUvwu0Quf6C3mw90Ja2S3nlsO5mBN+oapv6vfmTB/HW9jpzt8fjlPjDc1stY+zul7Zx32Xn8OZndZzbo2PWSHtts54salDlTqOiZ6cEbGfcho3TEF6HyA0X9k6L6jkl2FkfyuhAFue6cTtEBHSurJLkSmfiiLanmRg0gSXThtASjtMYiptGeGS/sDmpZkosnJFMkrzq8XfNiKbhfGXbql5bszer1rSiatx6cT9LIqDhtK+qruRAa5SorKCoqpXikowAygp0yHXhSG69tk+OTI0yZyprb2zHHk8pr0xtevLqIaed850JqU5yfVuM+mCMe17eZuHgiqLA+f1KLOo6CyYP0jncyUhxqtPhkI6u0tsUlVE1zUzG1J3q9/RKle3URYy+P6R7AZcP7ZbRoVRUjfpgzHRwUsfOyuSuSRotQRJ1h1wQ8LkFWiIKrWHZMobnTx7EExt0NQ2dspCZOywrquW9z+Vg2hKrwsbKd/ekOcjzJw/ihQ/3UdmrGIDvleQQjqsWLv/C9Tu4Z+KArNdd6NcL/Ex5bGPa+Hvi6iE0h+J0yfcgZOHX76gP0bPYn6Y1/qtVHzB3bH8z7+VUQVNETyS+8xff556Xt3HND3packiWTBvMzwZ0ZdKjR2zNvRMG0MHvtHzvrnEVrH5vL1OGdeO2Z/7X8kweenW7qTxz74QBzHv5U64Y0o1CnyurjTZoWH/fWsfo8hKWXTuUlrDMwcNRntiwi2kjeuBzSSYtavPeFp7YsMvcodE0WPHubq4Y2p0//m0r88ZX0MHvMhesBkoLvexuCHHBWZ05I8/DX2aNICIr7KgLWupOpAYpjmZTT0ebdSJwKuiM2/gWovttL3yll40vh1hCNSdxOKKKcKAlxgPrtmfUjI3EEwBmApBRbTNTFGz2mi2m9GBpoZdFUwJ80RjCKQmMX/i2qac7c2Qvy6SaLbEwoWrcO2EAi6YEAEzn68FJA9Mm5euequH3l5xNRde8jJXv1rz/Rcbo/9+31qGoWrKam5cblm9OO244rlKS5zEdcUhPjqxt1pVJGkNxRFGgb6dcnpk1nDduuYBV1ZX07Zx73HmRmdp05eMbERC+VZXqivwuHk0qpcxYWsPNT3+IyyGS63Gk9+9lm9jXHLV8duvaLfzHz8opyTn6triRSNm+z1w5rHsar3r2mi3MHNmLRf/cTWs4s173gdYoD0/KPHaWJqVFU/vtgqoAkgRGJc1gVEVOoUwZv521bBOjyjvxwLrtzJ88CLdDSqvwOG98Be7krozxXlbSr21Q9yIeXPcZc8aUs6q6kjljynno1e1MGd6Ds8/I5cwiLw5JoCTHbalNsHlvCwdaIhmv2yEKeJ0SopCe/Pr3rXU0tMUYv/BtFFXD7UivXHnXOF0rPltSY/eOPk61bh2V9XyNLgVexgXKuPlpawXTvU2RtOeofye9r944qjcNwTjFyf5qPPM5Y87mld+cx/Jrh/LYmzuZ/ZO+9OmUA4LGoqpAxn523VM13HbxWayqrmRcoIyHX/2cplCcvp1yGRco4+6XtnH98s0WO37V8B7Me/lTPj3Yxh//tpXx555p7kAejia444WtaXPHw5MGmc+sJZqgONdNaYGXzvkeS5R83vgKuhX5juTaZLGpNjLDjozbsHEaQs4ibehzSWYimBFp7FroZemGXWzc3cJvf9KXB1/dzr0TBnDz0x8CMOuC72U8Vo+Ofl6fPRJJFBAFPaq4esYwS7Sr/Ta6qmkZq8bJisZlj7xj2dqc+/zWrNq4CVXD65IoyXOxuroSOUkjcEoCV43oSTyROWIoigJRWcUpZVbKEJPFfgxaQpHXdczCPqIoUJJrpUB8U8i2lXsqFxv6pqAmo8v5PierqitRNA1JEPTS5xmcS6N/t/9MELAsrjIhzyMRjFn7zMCyAroWZk4eLUlyXv/rua0srArwwLrPTI394lw3f928j5H9SijrkP77Rf/czfhzy3ji6iE4klQQt0M0uevRhIookLWPluS62by3BQE9+e+3T3+YRhuYXzWQt269wOzHmapmFvld/H1rXRrV6/oLepPndSAJIqqq0RSOk+8VLVH0J9/enRZVXzQlQERWmLr4vaNWbCwt9Oo7FQIU+Z2WBEEjkppNjcntEFE1iMcTp0wSp1Ht2CHqhYfaP7NsAYhMfXV/S4Q5z35kqaFQ2xyhIRijJSzTs9jP7ZeeTTiucFlyV+j2Mf244KzOGc9R3xaz0JVW19Ty+uyR+F0St13cj5aIzNln5LL+tyNJqCoNwTg3XtgbURCYM+ZsM9+htFBPgv/71jrq2+JpKlj1QZ1G1SXfg6pqtET0WgDLrh1q9j8VDUnUx+F3wX590zg1ersNGzb+JWQrWW0Unti8t8VMqlk+fSiXnlNKZa/iI6oSSYNb5HdlVZXY1RAyS4/PnzyIx6eeS0JVLJn8qVJnA8sKdCPfrpR9ca6bR14/UrDn1rVbzMTKo5Wr/8X8DWnUEL/byYHGMMW57oxav39IllNvr6ELesJpU0i2lO5eUBWgrNCdsQ0nghOebSs3G1fd6RCpb4ud9jxMVdXYdvAw01M0vBcmi89cveT9jM8vtX+nfqZperLm0fSpw3GVg61R/jRxgJnPcNOo3ihqdhUf0J0Qv0tM00GfP3kQqqaxtymS8fc7ECtKGQAAIABJREFUG3Rd/wVVAYr8Dh59Ywfjzi2jMRhn8Vt6uftsC8oOfhcrpg+l0O8kntDSaAOjy0toCrbrx5MH8ciVAaqfPPJZNhWPXI/DpJgYY6tjrpszO7hN/rwkCrzy8QHTRpTkeXCIMHGR7iAeTU1pYVUAv1vgi6YYDW0xyjr4LNFk0JVJ2iuC3H/5OdS1xZj/2ufcOKrPKaOq4nVJ/PtPz+KOF7Zy28Vnpd3T9nKPkL2vGpKAqbKrRn+7MZkYatrNHDfDexYxqHtRVuphpnMAFhpMKp3FGGcJVTXVfkaXl7Bg8iAagvoCyZg7jOPNHdvfpDcNPLOA3Y0hDh2OWmzvnyYO4I9/+5T6YIxHrzyXTnknx6aezrDVVL4hnA5qKl+ljSfyXF/nfKcQTkiG//6WMLsawpbJ0OApTlvyvmlkjQqbhpbv8DvTlUHevHUkB1qilqTLTNKE/33ZOfxq1QesmD6UxmCcfJ+ThrY4qqZxczJ6l6mw0PLpQznv7vWWc677zfmARtc8L9sbQ5YI3MKqAJ3y3Lz2ySFueeYj8zgrpw9FEARiCRWXQ0TVNHbUhfC5JIpy3Nz90idmFDCT2siTVw/hysfTFVdWVVdyOJr42vzGfzVhqb1CitGev8waQZHfldFRdztE8xq+QR7mCVNTMZDt2g1t8YmBUqqGdbPwqRdWBfA4rRUsDQfw95ecnVGBIx5PUB+Kk1A1VFVjwfodXDG0jI45HlRNQxLg4OEYv1r1gdU5zXExL8kP7pjr5qoM/ebJq4cQV5Q0hR6jgI2saKZj63WKbKk9bBb3mfv81qy5Gg5RpHO+B0XTqD8cM8eX8Z1l1w41cyFS27O6uhIVPRHw04NtrNt6iLEDu6bplWdSKJo7tj+9O+XgdugJeJdlUFPK9TjMZEI4kvTduyQHpyTiEEFDTwgNxfRjFOe4+X/j+qerGE0exBmFHsIxNU1Nxbg/X0JV5YTY2kRCZV9rhPPnrWdioJQrh3e3LCIeu+pc4opmsWH3ThiA2ymaVLnUHUHDpq6qruTmpz9kUVWA+5POsgGjL3Qt9FF3WM+ByfE4LMf778vOIc/r4Ool71vGyAPrPqO+LW4m5IfjCh6nyBWPvmseO1XDH/QF3n+OKac1LFursyarby5+axf/+bNycjwOPtzbmlElJ3Vx8cys4TQG4zZnPB22mooNG98mqBo8sWGXZTvxsTd3ct3IXiZNpDksc8cLWy3b6zN+2N2s0AlGQiT88W+fcucvvk/nfA9uh8RNKzanlR53O0TmjClH1SDP62Tlu3o2f2mhromsappFm9igqcgJ64K/tNBrRsXbZIXeRX5WTK9EVlT2NIbNMswLqwLc/Yv+3PLMR1wWKKU5RT3FmHgqSvMIxvToUOpkZmjoGqoRO+tDtCajUqkwKDF9O+Xyl1kjvnLE+askLB1tK9fgqqe2SRLh0oeOOLAGD/NUr7qZCdmu3djaX11TC2AmmzlEgRyPSCimWvqX4dz8x8/K088RT7CtPtROLnMgUVm1aIA/PvVc7pkwAAEs1ROXTNOTEQUyF4tyiAKRODz0ql485cwOPjTQt/Xb4mk7MKWFep6DQe2qbY6YdLKSXDcdc9y0hOPkuHWZQiGZo5nvc3DnL76PUxJpichZi8XsT6msaCyKt9cFWTx1MK0RGVlRKfA5ueYHPRkXKDOVaIz7rqga8YRCQtUY3rOIGSN7IQm6AoxTgs/rrNFZo2qv8Tw653voVuQzaWDGNf772o+4/dJy00YkVI1F63cwLlBqUiwmBkp5ePJAVE1fTCy9ZghO6dRw2g7HjhR0GlXeiXyvg8VTBxOMJahri3Hb2v8FsNBx7nzxUwBTTnZnfSgt2fGMAt0p7pDjstguI5CQ63GaFToNB3/e+ApEQaBroZcHXtkOYKpDyYpGQlEo8LrSqhEvrApw849606dLnqlBbiR2gm47r/lBT+588VOWXj2EurYYLRGZ3z37MaAXqNKASFyhY046Vcfo18b/5YT6tW3qdw22M27DxmkIpyhw/QXfoymkTxQuSWT2T/oSjiumhvED6z5L07ddMm0wF5zV2dQiLuvgxSnpFTOrHtsIZC49Prq8BA0sShYPTxqEKOjGd23NZ8wd2z8tGj1vfAVe1xEpQ8Mx2bSnkRtXbjEjfTvrQ2nRlplJFRaAfxt0pIgKHJFaW3btULwugXgC1swcZtHjrQ/G2N0Ypmexn2lL3mPRlEBm6ocoJKUiv7pDmy1hKZOjbETQlSS/vr1ur7GV275N+5rD3xoeplMSGV1ewrhAmelYr63Za9l2NypKLpk2BKckUt+WYG9TOOPuiyPDJF8filsUd2qbI5aKl8ZnVy9534zqpaIxGKMkzwNoGdsqiQIznqoxi9t80aSrCrXfIaptPlJyfnR5CR38LktfXbh+B7dc1NeyQFiYVEZyOQRisookCmbOxZJp6ZKFpYWZKytu3tvCvJd1zfDGYNyiLmREauuDMcJxRXe6HSJuYMqwbuZugEHL6VroSSt4lFroy3gGLoeEG41XfnM+omCV7Fs+fSif1wUZFyilc76H/5k1nEK/C5dDpKEtZo3KVgUo9LqOSj86EYjEFZa/s5sbL+xj0Wc3CiwZ2t+ioNtU4zPQ6Ti/u+RszizycdOo3noiZDDGXeMqaAnHmbbkPdb9Ri8YVJzj5ubRfehSoFOvUusm1DZHLLuPS6YNYVR5J2YsraH6/F7md1dMH8rMkb0sO4CGrVw+vZL/+/zHFtWWO1/81Gy/MfaM3RyA3iU5absrC6sCjC4vSYvkG1VoDRv2dW3qdw02TeUbgk1T+frn+jrnO4VwQrZOWyNR6ttk9jZFTL3bsv/P3pmHSVGd+/9TVV29z84M24yAyCIoy4wMgyYKkng1QflFcINBAWVAjSa5rje5RhOuNyLhmriwaBQQkEVIrlFj4g1qTESjDihRQFEWGQRmmI3pmV6rzu+P6iq6uqsBTUDReZ/HR7qnq+pU1alT73nPdyn0ket1EdNE8iUITe2GZvfCVwzMdoaM4ORyuuS42XWwg1e2HWDiWafgVWUOhRO2yl62pXHz5fDwpOEUBz3sSzOouGBQCXdfPNgimnlVmfaYRjSu89irOwC4aWw/4prO+SlGQGb85bbRhlGLLjIMTACeufEcFFnKcKMzpb3y/Cq5XpUrk0vmTrCAkhwPBQE34dixV3DSISmxhOZoDvTaHWNsS+1OFXQTEmTiLdOr6anHSocPmLCWf/Kld0JhKomETlM4yoFDsYyVjpIcd5LgKFla8Lk+GQlo6tCIxDUaQzFbH15YXcGAkmBG0ra7sd3qMyakYlD3HHY3dnBKkR8JiZims68lTHHSwKdbrgEPORiK0avIjypLdMQ1WpIShKY+ee8ufjwuhYa2CCW5XhKaIJrQ2d8aJuBx8b35GzKuxYY7x3AwFMtIZt2KzI/WvJNxX5+eNYqEJkjoOqoi0xqOE/S4yPMptIY1GtqiROIaHpdCUdDNpy1h5r34IWA852WFfnRdoCoGpMup75jcjS45HvJ8LlyyTDjm3M+WTKskGjc075vaDXnTfc3tfGtwd+teBT0yMQ0OHIpmYOy7BFWa2hPMSk5gfnrxIAsnnc0g6ChQlRNjsNbUztZ9bdYEK9VsyjTcmXZOH3xuhfkvf2QZnFX2zueSYaUZ2H4T9jGhoozZz23hvkvPpCTXY+vXa2eNskGCzFg7axQeVUHXdfweFxIGqX3b/jYWvvIxt1zQH6+qOG770i3nceBQxAZXue/SM4lrgt5d/PhVhbqWsM31Mxusafm1I6l+/PDE7oHLh/L023VcdGZ3+nQJ4PcodAl8NsWnr4ku+ZcbpiJJ0hPAOKBeCHFG8rvVwIDkT/KBFiHEMIdtdwFtgAYkhBBnnZBGd0ZnfIERjRu421Sy5AOXD0UXwtHxbc6EIcgSmTKCKzayakYVb+9sYtzQUsuJzdStPRRJ8GlLOOvSeL5PpTjosb3AzeM9s2kv44f3tH1vOsxt2NHIwuoKPC6Jqx57I6s6A8AVj2b/u9+t2NwO65oNctTqmipUWeJQNMGyDTutit4v//QBs8efwSlFfva1hK0k2MRQHgu8xCmhfuq6kcdEWHKqoN+21miv0wso9VjFwUzS6mNXn3Vc9c6PR9SHogghMqrWs5bXsmTaCMJxPcO8qUe+h/ZIjKKglzyvyqqaKivR7BJwrp6a5GBzErZ0w066n9+PJ1/flfF8LJpSgd+tMCWlGvzIpHK65nqQkKxEPEPreXI59Yci3JiC5V023blyLQQZEnh3rNvMqpqqjGerOOjJqBTPmTCE32+qY9ywUtv1mTtxCLeseZeGUNQRq7xgcjk53ky7+rrmMKcWB/C6ZNwuiTyfh32tYZvmeOpvZQlyvC5URaJ7npdTCg2ohU0LvroCTbO7VNY1G/J9q2uqrAT9vkvPtBJxOLIkqq6LLzQp87gUuuV6rUTcyZn05a0HWF1bx13jBnHb2s2smjGShI6VsJrnc/2KjcwefwbXnN2HpRt28sikcla8sZsbzz/NNjZnU5vpmuvlofXb2bCj0YY1N/uH361Q3xZ1XMnZ3dhB76LDE5u65jA9C/xMSbbRySPixqc2cte4Qby4pd5mDKfIEo9fU0FbRKNHvg+/W+aas3vbJh6fBSPeqUv+5dEZXwJcmPqFEOIKIcSwZAK+DvjtEbYfk/xtZyLeGV+LiGl6RmL9ozXvsrc5woSKsgxN2jvWbbZeKKlR1xxGE4KLhvSwlmDBwBBO/s3f8bpkZj+3hYQmrOTYDHNpMl1r3DzejHNPzWjHDSs2MuPcU63ky9TiNdUZzGOYRLh7n9+S9e9zJgwhpjm7HSZ0QWskwdTFb7Hor7tY/vpuFk8dwa+uHEZM07l1zbtUP/6mDTNrbns0PVynhPq/nt9iwWDM9jklytmw0oCjdnjqsUwc/OzxZ/Dq7WP43Q3nnJQvq7imZ034vKqSkaRfv7yWSEwn1+fh0gWvI8sypQV+TikK0D3flxXGUBxwszBFo3lCRRk3rNjo+HzMXFZLU3vc9t2NT21k6742Pm0xsM+zRvfN1HpesTFju1+8sJVHJpXb+sKC6oqs5xyJaxnP1s1j+2Xon9+xbjMTzzol4/qYuugmlKE5rT3Xr9hoKSalRmmBjx0N7bRFNcJxI+F1uxSb5njqb3UBLkWme76fngV+4lrmhOr65bXk+50xxeb5Dy/Lp3u+PdE0JRHTj6npgg/2t2V1yD0hIYSlTOPUB2Ytr+XCM7tbxYm65jBxzSClZpsA5ftVQxv85e2MH94TPa1vrN9ygPmT7X1o/uRyHlq/nTW1dUafXV7LhIoya793rNtM0ONi465Gbhrbn9nPbeGKR99g9nNb+P75/XjhH/vQUpAQpQWGmc/RJkRFAbc1CTH3edVjbxDXYM1bexBCENewEnFzu8+iK96pS/4lqYwLIV6VJKm3098kSZKAy4HzT2SbOuOLia8xvOUzhZOBiZlU+nEeVHXhLOPmStp0z7tsqM1ivK7ZsPCeM2EIa9/+hEcmldtIQSbm9M6LBjoeT5GddZRNPGJqEpyqjT6gWw51TR0UBFRreTT17wO75bBtfxtLN+zkJ991rpi7ZAlcsvX9mto61tTWsWhKhSPm2MQ7mu06Eg7bKaF+cUs9s8efcVTCUjbJQrOCnr5Uq+v2yYZph/7aHWNOWjymCZtwug7Z+nUimYwd7d7ouqC5I0pCE8R1Qa7PRY7XZUuU0rXxzYpfryI/i6ZUZBAbzUQxfTuzPel60i9uqecH3+rPiutGImF4AuR6XbSGE47nvL81kiETeEqRs5V8tmcqlTznpG8NggWTy22V9gcuH5rEa0uWaVJRwE1zOOro3Jn6OyDr5CKbVKqpZz1rdF8+aeyw/WbhKx9nSpVOLqctEufGpzZ9oSTlSEInHEswZ8IQPCljihmp59wSjhua5IpMvl915ITENUEoYhiw5fvcxBI6sizZfjt2UFcefmm7jaz88EvbmVBRZpGbU++7+TngUZhU1dsGKTSLILPHn8HBUMxqx4LJ5RZBEw5PiFLP74JBJXTL8zL3sqHsaeqgOOihrjlsTUKWTKu0YHpO1+VY+SyduuRfkmT8KPFN4IAQYnuWvwvgRUmSBLBICPGo048kSaoBagBOOeWU49LQExWdTpVfjzhSnz2Szngsi4W2T5UtbV8T+9qnS4CYpvOLP2y1LXeaxC6XIrN0w05uHtufgEdh5YwqWsJxgm6FX7ywlU17WrLq7HpcctaEC4yBvihoaBubk4DZz21h5YwqeiaX9VO3N9UbVs6oIt+nclVlLyQJR1OWQ+EoLsWVcfx1tXtYVF1hW041MdupbTQtnZ0wjNkSalmWj5owFAXcPHb1WRnLsUUBt+NS7aIpzmSpL7Ne79HG2pKgh8b2aEbyZSpFZJ1cJf/tcys0hiKE44YsnipLeFSZXI/KnuYw4XiCQ5GEtW/Tnt5MNlKTjuFl+dx9ySCa2+M0tEVxKzJ3XzKIn/1+Cw2hqNUv50wY8pn0pPN9KgdDUe5J7mfFdSOthC4dPvbLPxl9L1V5w3TAdHp2nL5PJc85tSeaMJxpTXiPoZAio8iQ53VbpkmyLFHg8+BWJEtz3OR65HmNVZ6GtgjRhCH18vKt57Hg5Y+tBNGooIuM85w/uRxFMZ5VTReseGM3T06vtLDn62r30DOJETeP+dr2Bk7vmX9CkrKjjbX7WqOsfHM3P714sK3vmNhxVZF5eNJwXtj8Kd8/v5+NjJvKCVlYXcH9f9xKQ1uMH3/n9AyZRPO3pmFTqkThhIoyeuQdNh9LLyJcMKgEXZBRZQcjse1V5KcxFGP9LedxKBwj6HXxk++ebiMSpz6TFwwq4fvn97PBkNLNityKRIFPpT7k/M451nHqaEWKr0N8aQicycr4cyZmPOX7BcBHQoh5WbbrIYT4VJKkEuD/gJuEEK8e6VgnO4HzRMaJJnB+3vgSVcZPCKmooS3CroPtNm1w40Wn88jLH2VgYk2sNsD3x57GoXAig/RoDrKlBQaxqzjHQ4FfRRew/HXDwfPmsf3oVeQn4FZoT7703S6Jlo7M/e1tauf0nvkZFbblr++mJRzjprH9M7CvuV4XSzfsThKB/EiSxL3Pb7EmCub25sv/gkEl/GLCmexrsRPGFlRXIHQNJNmub1xdQWmBh7gG8YSO6pIJRRIZ2t39ioNsbwg5YhiBfwrfmC3Jz6a9/dR1I5mUooJxHLCUJ1xnPBpNsKfVsBLP96t0CXqIJDRe+7Ceij5dHDHjuxtC5PsNdZMDbdGMKmqeX+VAa5RQNGFhX81kWwLCcZ2SHIMoZ2p3z504BCBjUuCSZRK6bmntDy/L52fjByNLdrLwgqT5z41pGO2HXtpuM1kpDLj5YH8bK9/czYSKMgZ0zWHnwfaMqumqmipaOuKOSkhzJgzh1Q8OOGLGU5M9Tdcz2pPnV8nzKvhcLkcjnXhcoz4UtRJhWTLkU0uCHgsGlEjo7Gpqp8Hh2i9L8kAWVFfw3Dt11ljRu0sAjyLhdskEVRcxEoQihoRp+j58bsWmIT9/cjndcj08/tcdXHfuaU4T3RMy1kYiCeoOhWlujxlE77jOQw73Z0F1BblelyPRfdm1lciSxFNv7LKckGMJ3ZG0unJGFdGEzv1/3Oo4jt/9zPs0hKK2fmYmzjes2JjV78HkJvhUGVmSMvgISzfs5IYxpxGJ69a1dtLXT9UTX3HdSDRdcN8LmW3txIw7RtaT+VIn45IkuYC9QIUQou4Y9nEPEBJC/PJIv+tMxo89OpPxzxwn5AVxoNWwUK5vi9Elx0Ou18VTb+xi9MCuSa1wGSFAE8JSLjET2GxQjVR5t7/cNtqWBP/qimG4FInvP7WJ4qAnQ5XlkUnDiWuCgoCbTxo7LAmvp2dVoetYL3mPS6YhFCPgcVkauqltWFVTxd7msM3kZFF1BQUBFSHApUjsaQpz7/NGVX7RlAoG98i1qjep+1pdU8Wv/7ydGeeeamlV5/oUAu5MkmRjewxd19EECCGQJImlr+2gvHeRjQR17/cMR9Hjwfzf29yRVZHFXAo+TioDJzwZB2gMRQhFDUm97QdCVqI6sFsQRZYPK3R4DTWVSNxo6ft7DzkmMUumVaJIUJ9iEb5oSgXravdw7TdOtfWpJdNG4FMVBDj2nVU1VYTjGtMWHyY03zS2Pw+lrcDkehWiCWERDc2Ksy4MdRVVkeniN/ru/vYorUlVlrNPLcowNUqdqN598WAkCYSA1nAcVZGJxDU+bY2wcVcj15zdh3jy+ggEjaE4RUE3AbdMXBPENGFdP9VlKNMUeNx4vc6J+Lb6kC3BN5Ozm8b2Z2BJEEmSqG+L8EHKfUp9Lu6+eDAAAY9MOCaIaYYco1uRKfQbFfX2WIxQVCeuCRux0bzm6UY05jPskiUK/Y4k3RMy1u5t7uBnz77Pz8YP5mAoznPv1DF5VB/H8WvZ9ErGOKhCrb/lPNyKxDfvf8Uaf+ddNtRmZW/G7244G0WWyPOpjon9qpoqZMkYU03Ts+Icj1VQyEYyLQ66aYsm2NMUdnx+lk6v5NY171oFmSXTRvCt/8msa5pmRfMuG8rjf9vBVZW9mLbkLdtKQY98H91yvZ9JlUpNjtGfRdXqJIwvt5rKEeJbwLZsibgkSQFAFkK0Jf99AfDzE9nAzuiMLyKiCZ2lG3Yz49xTUZKVrKtG9kKSJOKa4G8fNlB1WjESkk1tBAyoxJFwp6UFBrHLhEbUNYf54ep3mD3+DOqaw5ZiQCom8canNnHXuEHc+/xWZo3uy50XDaRHvgGNaY/q1nFW/v0T5v15Oy/dcp5jG6Jx3WadXddsEJVWzqjiwKGItaRtVn+KAm403dlsKKELm1a13+0ix5sJI5FlydHxcv7kch5OqXDOmTAEXdetbczq0edNzNO3U7PAetwu5aTFhx8pQlGN8+a+wuqaKvxuhRe31NvgOACv3jaagGrAKHJ9RmKUjWhmVnNT4STm8n56n5q6+C3uGjeIvsUBx31F4hoIYRnVuJI633XNYauN5gTAqxoTxPTquiVXOeUsioJu9rVEeOJvO6x+akJBognd0uI2J8w15/Ylz6fS1B5zTNi+Pbg7Exe+blvV+tWVw5i+pJbp55xCZZ8ugJGwSZpEoddNDI3G5phtYpznVakPRTOImKZd+/XLa1kzcxQdsQSKLNEl6Has2JvuvqUFPh6bchYDuh2uaKZLWc67bKjjNXfCuu9rjSCEoC2aoHdhwILTnMhI6IIXt9Tzk+8a16M46OGyEc4YZy0LF0LisGmSyT1wwmiXFvgozvEQ1/Ss/AmzWPHwpOGoikSPfK8Nv5/Or9nR0G4Zqc2dOIR8vzP34WBb1FqlMe+HU/tKcjzMHn8GHlWmoS1Gvl+1jmsWc167Y8wxJeJfk2r4McWXIhmXJGklMBroIklSHXC3EOJx4EpgZdpvewC/EUJ8B+gK/M7geOICnhJC/PFEtr0zOuOLCK+q8L3ynlaiXVpgELJOKfQDOuW9i3hmYx3fK+/JqhrD3VKRZUBkxeWaL4eF1RXc9b/vWX9LJbg9c+PZFAU9PDm90pZAmImPOSCbicpHn4QY3DOXItVFazTO9ypKuWR4zyOQvJzdDg8citiSj4V/+Yg7LhpIcY4Hj0t2NBvyJpPb+ZPL8bikI0oAOrH5zSVfE7fpcckZUmuf94XitN2T0yuz4sm/ahGPa3hdMs/f9A0K/CoxTfDyreexvzViQUNKC3x83NBOTNPxu13ENT1ZCXYmIgPk+1141SDLrq1k18EOdCGyTj6LAm72t0ayTIBkEppgf2uEviV+YgnBsumVaML4bt6LH7JpT4vhlIlRDb9r3CCL/Gma/8xcVsuMZW+zqqYKCawJh1m93NcatVUph5flc/PYfuT7VTwuhXgW/oepMmEmzrPHn4EsSfzP5UPwul00hGI8uP5Dpp3Th255XurbdQTYVrsWTC6nPa4hCednzkwaE5qOT1XQBfjcLkeVF9Ocq645zIxldrOrpo4Ymo6V8GdLQp2w7o3tMWY/t4XZ48/A73bRI9+uuHIiIlVdxpS33NPkjOl3yTJPTq/kvhe22mBKuhD0KvLz5PRKdGHA60wuQjrU5efPGsY8i6eOcDxGXNMpDnqIxHXKCg0oH9gnAan8GlWR6FcSZNbovqiKTFHQk3W/y6+tpFueF68q0xHTMngd8y4byr+nVM9njz+DwrTxKRXrfaRCxbEYpX1NtMeBL0kyLoS4Ksv3Ux2++xT4TvLfO4Chx7VxndEZX8JIZJE2TNXLXjFjpM1C/oJBJYZtuCQynPTmTy5HguTgqloOnKlLnubS+pVpuuEAG3Y0Wi9T80UvhM6D67fz+NQKDnRE0TRhEbY27mrMUGyYM2EI+w85J0fpycdd4wbRI89Lnl+hPZp5LW5bu5m1s0axuqYKn1sm33dkA4psbP4eed6MJV8TU94cjhNLaMfsvJkaTi+iq594k99//5yvvIV0PK6xq7kDVZHQheDyR+1kt7svGcT8lz/i2m+cyrraOq6oLGPq4rdspONl11baSMcLJpcT9Mh82hq19alF1RXk+DKJvKUFPrrnedGFs8rID1a+Q0MoypJpI2hKkjvTMc7tMQ1ZkvjwQMjmrGhyL1IVTnRd2Cr2pkRecdBjJWTZ4F/zLhtqg9ikkj7N/ffrGkxCFyTaoxrPvlPHDWNOIxzTmPL4m7ZtG9pibNrTwvUrNvLk9MqsRGszaU7ogkm/+TvFQQ//c4VzVbs9mrB9NgmXui7QhE4kcVgVyCkJ/dUVw8hLuU+p52lWaROazhcRxQE3i6eNALBkMm8e0zdj/Jo7cQg/Wm30m0XVFdx98WCiCZ3Vb+7m3AFdM5Luh9Z/aPke9Cry41Zkfp50yAS7k6rVn6dUUBhQ+dn4wbbx+5FJwzP68dyJQ7h55SZHfHn6+L9gsuGmPHO58Z2QVftwAAAgAElEQVSpOZ664tgR09CFsFXPexX5iWs6M7/Zm0V/3WUrIBytUHE0BZWvW+X8S5GMd0ZndMZni3gWaIa5ZFjXHCaeOKwDPLwsn2vO7mNhEC8YVMKyaysRAnY3dnD3M+9bg2zqYJ2qqzvj3FMzDHZuWLGRJdMqmVBRii4Eq2uq6J7nJehV6Ijq/OrKYcQTgkMd8QzC0HPv1NngJ89s2sslw3qwdHqlDXfulHyYSarfpdLSEXGGvCR0ehUFjul6SllWC7yqklEJnPHk2xapMtuS+9HUH2IJzfH+hWPakRwHvxJRH4pS1xSmrNCfcW1vW2tUee+46HRuXfMut1zQnx+sesfRcGdRdQX3XDKYSFxn4SsfU3Ne3wy4xczltaybNSpDQWfOhCGoimRBqBZPHYEsS3zS2MF//2Gb9SzsaTL2lVq9Lg56CEUTtiTJ7KPmRHH2c1tsCideVaGs0Gc9Vz3yvMydOIRuuV50YOn0SjyKxJWP2SXpbnxqkzWpNOElP3v28LMKxvPaGo4zc5ndzTTgUSzzH3N/ZvvM38qyhCTBkmkjbG6+BQGV+S9/xCOTyrnvha3UNYctiITTc7KzscP22ayMNrbHSGiw6+BhKUMTRjF7/Bn0KQ5Q19TBvc9v5fYLB7BkWiUtHcaEPZVQ3hHTcClfjC1Ka9RwfX3ibzv4j++cTl1zmKrTivmv597nvkvPpLTAj5TMDX968SDq26L8ev2H3HnR6Vz9xJvcNW5Qpj59EnqnC4EQIEnGtUqFaZm+AitnGCubqiLjUmBz3SEb58fsJw9cPozFU0cgSUa/NVeYAK5fcdi8xzzGkmmVSBLsawmjKhLXPXn42TGhYHXNYQt6AlgrIGDc509bwtz523+wuqaKq8/uk0FIP1Kh4mgKKsdSOf8qRWcy3hmdcRKGNws0I3XJMBXykW5W8eKWerbsa2NVjbGMmRovbqk3EopkxcbcJpvGsapI3PfCNuvF+fSsKtoihl13Y3uMPJ/KrWmYXTMpaOmIEU3orKvdk6lOMLmc4hwPP33mPVvyUVrgoyjoxi1LqKqCqjhX9tTP8PJWJBzl2DpiztWb+rboEZfcjybJ5XMrjvfP5/7qS3kldEG+X0WRneERfrdi4Ve75xnX1imhmbm81kY6No1v0vfXHtP4z/99j1U1VWi6YNv+NvY2tZPvU20J+pPTK20EQsBmBmVGNpMrE6bSv6sBk9mbnPT+8Fv96RL0UOh3E4rFWDOzio6YRiiasDl+LphcYek4p7Z/d2MH3fI8uGQZWYKfXjyYG8f0Y/+hCOtq9/Dj7wzKcHo0NaCdrkcqN0SVJVySRCSu29x8F1VXcP3ovsgStgRx3osfZjwnprSouc/HphyGVsUSGpoQPLh+u227hlCU4hwP81/6iKtGlvHgVcPRhQGhUxXJSjbNlYqCgNumcX4iI5bQkICGtpgF8dOFoKEthiRJ/Pcftjji6FVFsq63031I6Lpt1eJJB+fWhlCUj+pD1mrnwuoKeuQ5m7fpwlh5VGQpox/XNYfpWxywychKwK1r3qU4x21NMsw4GpQofeVC0wWnJAsfui5oaIvSEUscsVBxJJlX87p/nkLHyRqdyXhnfCXi86i3fIkUWD5zJHThCM1Ycd1I6zepJj/ZXgh7m43KxoLJ5YSiCYt0ltAFp5UEgcP7yKZxLEuSlYgvmFxOYyhuk39bOt05KSgKuDkYivHg+u3cP3FIRtX9+hUbmT+5nJpz+7JlX5stUZBlCVWVDAULCUfNauUzrGTKsqGnnlqpfv7dvVx9dp8jwmacltyPBeed7f799oazj73RJ2m4ZIkcr4pLdp5EmS/84WX5uJMQimz9N9X0JJuplaYLGkJRJECWjETvqRlVNjUMM+lN3z41+TC/z9aWkhwDZpKaYC2srqBLjrFk73LJdIQEH+wPAWRYj1+/otZRUUSWJA5FNB5anykft7C6wto+vT2K5Hw9zERr/uRy2qJxWjoSGZPlmclk/uOGUAYWeemGnUn5PY2DoRgeVebn48/grnE6bkWxOcm6XQp6XKMhFLVIhSbkoWuuh2vO7sWhSMKmy71oSgVrZ40iltAtdZpCv/sLIW+a5yAwICr3Pr+FOROGoEiSBVlxmijesW4zK2fY9e3T78Ougx22be5LOremGquleiCYk6ylDkm7+dz0LvKTyDJO72kKW0n93IlD8HsUfvLd08nzqbaVC3A2YXrg8qGU5HpZO2tUxsqF4sChuWucsyGbWaiQZYkBXXOywvK+btrjncl4Z3TGSRjZ3O8SmiFVagxakoVrTDc6ueWC/nTLM4x55k4cwkMvbeeqyl7cfuEAcr0uNF3wiz+8T0NbzBqUH3t1hyPW3OMyVCHimk6OV82o0qW77ZntK8nxEPQqNISiNLXHslRBdO59fqvtJd4l6Gbeix+yYUcjj119Fn63wv1//MCWSN//R0NdIhZLcLA9RjwpO+dWZAp8aoZMWlHAzY++PSCjStM1x5tRvVk0pYJf/9moBKYuufctCeJTjw3nHU/ojucbT3wxuNgTGSVBDwdCESTIwEPPnTgkKRno4pFJwznYbvS/oxnulBb4AN3C4qbKD768dT8LqysoCXo42BG1CHXp1//B9dszcLc98g15ttTEJFtbcrwqN620w0JmJeEI9VqUHvkGSc6p2m5+7lXkt+GmF1VXkO9XueLRNxyTvlnLay1TI/PZNuXl5KSrbur1XVhdQZ7PxeKpI3js1R1JpaERjm1RFYl1tXsyJpvTzunDzSs32fTRZ48/g7JCP7Kk2/p+UcDNgbawNQ6Z5O4F1RXENZ36thgr39xtQXY0ITgYilEc8FiV1i86igJuErqfSFyzjHjum3AGvbv4j1joEEKwZNoI7v/jNsfVhFSSPBx2br1r3CC65XopCrq56alNtlXBumZDNSg9UV489Sw8qkJjKEZCy+RBpCf1t63dzMNXDcftkmkNx3lw/XZbX2kIRfG7FZZfO5LWcJySHA/huMa9zxurAKkrF3MmDLFMuVKhJWahYumGndbzWJLjoSBlAp2qSuV03b8uhHboTMY7ozNOynBngWZ4VJm/3TEahGRoZwudp2eOQhPCkupL11yeO3EIN4w5DSVpBLG6poq2aJzp3ziVrrleCv0Kq2qqiMZ1InGNpdMrkQBNF6x9+xOuHNmLKx59g0VTKjgYima8mN6ra7GcP60l+eoKCgIKDz/7EcuvrcSV5XwKA24aQlHbS3znwZAlATfjybdZXVNl/SZ124Bb4cOG9gyHu+IcD70K/LaEPFuVBsDjkpNqDgae1qcq3HnR6Va1viEUpVuel9J83zETi75uVZ/UkCQJRZIRCB7/2w5+dcUwQ7s9qVRy/x+3cc3ZfQyd6/P7ketTcclaRoKxaEoFRQE3r942GkWWcMkS3XMlfjC2vw1+Ymksx+IU+dz43QqhSGZC3RCKIoCVM6poao+R43Wx+s3djB7YlbJCn+Ve2RKOOya5bpczjEsXApGcJKuK7FhtNz8DrLhupAXx+vX6Dy0IQbakrzUct6Ai6ZXzRyYNZ3VNFZoQKJJEU3uMLfvaLNUXACULX0KWJG6/8HQCHtnYR1JFyClB9LsVS/s6NWRZomuOD79btuHe/W6ZtogxsbaIpimQnUXVFeR5XXg8X44UJRLXLIgKwK7GMIN75B6x8q0JQXN7jGnn9CHXp1oylrqA5vaYRZJP3SbPq6LnCXQB2w+EHH+j6Yaa1uKpI4jENSJxnUhcZ9qSt23J+YrrRiYViGR+tPqdjHsW9Lp4+q1PuPrsPjSEotz3wjbuu/RMuuV5UWSJoMfF7sYO8v0qmhAUBlTuueQMmjtiLJ46glA0QX1blKUbdvJf3zvTgqakqgo9s2kvN47pZ6v2HysJ82iV869a/MtNfyRJ6iOE2Hm0777I6DT9OfY4WUx/Pk8cJ5jKCTGiONgWYf8hu+ukqRzR0hHn4Ze2Z1QHB3TPo7TAby0Jm2FWtkoLfHz7gVctw5+fXjyYZRt2cs05p3LP79+zXpqpFRnDXVClI6aT0DR2N4Vt5KLhZfnMmXgmrR0JugTd6AJUl0QsYcileV0y4YSOrosM6bU5E4bwzKa9XHRmd04tDuCSJfY0tXPlY2/ars1794xlZ2M0QzVGkSVHQ5fZ48+gf9cgPQv8R5XOyuaK+dsbzkZC+twviURCZ9uBNtv9W1hdwcCuOV/EcvwJM/1JJHQ+PRRGkaEjpnOwLWrDKw8vy+enF59Ol6AXRQZNB10Ypjp+t4ymG/h+XRiTQVWR6RI4bAizt7nD0gM3w7znXXI8dM11k6uqtCcShKKHeQ2mMVCPfC+zn9vCnRed7ugquOzaSsb88i9WBdpciTmzZy7huO7oWPj0zFEIoEe+z3Ie1XSdaEJkKFp0zfVw6YLXbfswlS2yOSveNW4QZ/TMBYHjuS+qrkAT9mOZeF9TexrsLqQLqivome+hI2boXbtdMsUBD00dMd7/9BBdcjzk+VRUBRKaYZQlp5j8ZOvDui7Y29JBS0ecg6EYZYV+9jR1OJrQrK6pOhqZ+YSMtfVtEXY0tFMYMCq6jaEYt609rH7zyrYDXFHZy1KKWle7h2nn9AGwSVya93HeZUNZV1vHrNF9bdvcPLY/4SSXYOWbu7l6VG+65/tsZHZz5Sd1jJQlbJA38/qZkCfzuOl/N6FGJbkqnzTa3yWLp40gltBtpOAHLh9K1zwve5vtmvqPTTkLjyrbXIzN/jVrdF/HPvtVJWEeQ5xQ0591QHnad2uBiuNwrM7ojK9lCCDoVVgyrdIyO3EpoMoyD7+03aFCVs49v3+fOy8a6Fhd87sVXLJksfEnVJQRS+h8Z0gPdKEzoaIMIYyEwqy4+FSFnyU1cc1kcuOuRtuS7I+/c7r18kqtTgMsfs2ofNqqnUlJsH2tEe59fiv9SoJWNQqgV5cAw8vybUvkrWGd596pY/HUEXhVmdZwgslHUDrxuxUSuqC+LUIokrC9RJ6cXknQ6yKe0A28q54dTtI9z2cl8o3tsc+UkDeHDcvzVGjNg+s/tBw+v6pRH4oSSxgFoGmL3+KKilK+V1HKk9MNZYfCgIuWDo1DkTgJTdgqag9dNZzSAh8HHCahfYsCeL2urPAtv1vh+uW1rK6poi4czpAqXFhdgccloekGUa81HGdCRVkGLMTE1qYanJiJzZwXtjqSgGUJigIe4nGN7QfbeTCptDHvxa22+//QS9sziHRgwGfMynf6/k0YwBk9Bmc/d4/CL/6w1XYepja52yWz+LWd3H7hQNbUjCKuG1rumtD5YH/Ido2WTBtBNI3omW6MNXfiEA7leLIa9DS2x4gmBNev2Ehx0MMDVwzLauKUXmX/oiIa1/CpMkG3C03AK9v2sHjqCBRZwqvKjBtWahtD5k8ux+2S+I9171krGnBYoUQXgu+V98zYpiTHzccN7fTrGnAks3fJ8XD3M+/ZzNjuWLeZZdc6c3L6FAd4+dbz8KoyD1013IJQmfcpHE/gdsnUHzo8FhUF3HQJepAkLPdZc3+mdO6D67fbYINFQTeXLtiQ0b/M/Tm17atKwvxn4l9WgpEkaaAkSROAPEmSLk35byrg/VcdpzM6ozOSjPVDUaYufpPz5/2FqYvfpOFQlLimOyYRNz5lyBTqQrB46ghW11SxaEoFw8vyLextQhfkeF0IAad3zyHoUSgOeohrwtDAfXaLJY349FufoAu49hunsmiKoQIxa3ktk6p6W0TItbNG0T3f60hU7JbrZUJFWYa03czltXx4IIRPVbjjwv5cd24f6prDNLXHCMeNKt0jk4azakalteSZ0AVv7mrhwKEIsizhVRUeumo4hQG3LZGHwzjjbfvbuHT+Bg4cilCcVGkoDno4cCjCpfM3cM6cl/ne/Nc4GIpxwaCSjH143TJ1zR3sbmznvU8P8ZtXP6KuuYO9zR00tEXRj5JIxBIG/nTmslquePQNZi6rpaHNSOyPdR8nY8Q1HVkyqttnn1rE6IEl/PzZ99leH6IjptEW0QnHNdyKzCMvb7f1jZtWbiIUTViJuPn9zOW1HGiPEo0mbAYtZphQAjPBS3XLNPcxa3ktOw52UP3437nnkkHk+lT6lQS5a9wghpflW/syceXmMcxEyqXA7RcOJN+nsnJGFa/cNppVM6o40Gocc29rmPpQlGffqUvijqO2+7/wlY+pObcvsiTx19vH8JfbRnN5RSlgwGfCMY27Lx7MqcV+VtVU8cyN53DXuEEs3bCTaef04be1dZaRVvq57zrYwYSKMtv3dc2Guka/kgD3XHIGpbk+BMJSVtI0iMR169moaw6zpylswX/M725YsdHat/ls72kyztUpvKog4FZYcd1IHpo0HJ8qWyZO6e12fUngCG5FRpZl7nn2fQSCK0f2oq45zC1r3uWD/aEMOc0bVmwklhDMGt2XtbNGURhwM7ws3+IaaA7k7RtWbCQc11n82k6EkDKlEFdsJKGJDIfauuawDT5jRmmBjw/2tzHl8TfZdbCDsmSlfHVNFXeNG8T9f/yA6UveRpFkfKrChIoyFr7yMfc+v5XWcIy45jyxy/erzBrdl5IcD4UBd3K1U3DfpWfa3il1zWFO75ZDj3yfY9u+DnC8zxr/ysr4AGAckA9cnPJ9GzDjX3iczuiMr30kdMGP1tgVEH605l1W1VRlrUb0yPPSEdNsla25E4fQJegm4HGx9LWdlnHDouoKYqrM1MWHHT7NpcelG3Zy89j+NgUE82+6gDsvOh1FltjR0E6B/3BlOXVp36XIWSW6/G6FmctrWTtrFDsPttvaa1YCbxrbnz/94Gx8bg8H2yL8+DsDeeyvO2wVpQsGlTgacxTneLjt6c1W8mAuIztJ1s1cXsuK60ba1FyenF7J/taotYR7waASvn9+PyYlJyomnnlASXbISTpmfHhZPrdfOMCCGZgTjVRzoa8CZlJVZOKahsclc8OY0yxZuKUbdnLN2X1sy+KpBjWALTFMjbrmMC0dcVRZosjndjST+uWfPqC0wIciSVkrsfk+leKgh46Yxo1PbcrYftOeFopzDNiXKZNoKMPIxHXQdUP+86P6kA1WkLp6NH9yOc0diQxC9U++ezo/XP2OrZ9ed24fCvwuzh3Qlf/+w1Z+deUwct0Ksgwybkpy3AzuMRhdCHrk92TZhp2OlfNf/ukDfvLd023nW1pguJsW53goK/SwvbGdhxww56nnfqTrlvrZNOhpbo8Y8LXkdQp6ZfY0RTM4HN3zvTxw+VBrPDNXKrr4vxxEvYQueGj9h1z7jVOZ9Njfbdcm2zXJ8bp4+KU9thWD3l38rLhuJJoubLhqcxsB3H3xYGKa82qcLpxVUhraohmEzlTZwdvWbmZVTRUxTefBF7bbsOMHDkXwuGTW1e7h7kuMarcmQGRRJsrzqbYK+8OThrOnqYM7f/uPjDHa53Z97UiY/0z8y5JxIcQzwDOSJI0SQrz+r9pvZ3RGZ2RGtiVpWcKqCKcPpE4GNret3cx9l57Jnb99mzkThvDmrhZjCX65IbPmtPQIMGt5bYY724+/czoJzVBT0IVg2pK3WDtrFKUFPkfTlkcmlXPBoBJbtcdWxdQyK0hmG65PqkgoaGgCfrTm3Qy1CXO/i6eOoDUcpzjHQzRh4IRTX4JmMpGNINfSEbfMLgyZM2EtMYMB6bkhvcK/rJanrhtJaYHfMXlOf0ndPLZfxrk+8H8f8INv9bclqCe7A11J0MOnh8KoigGtMldxssnDpeqI3zy2X4YEG5hKJi50IKwl6FcU4KkZVSQ0nd2NHRY2etGUClyKlFUNpSUcz6ohvnjqCGKajscls/Nge4YrotslW8v6qcnQ9Ukt9Be31FsV0MVTR3D72s0WCXTW6L5WIm4e0zQ/mjyqDz9Iuii6ZIlYQiDJEu1xjYNpUBuTY2HCA/J8Krev3UxDKGobE9Ix42tqqiwFmiPdgyNdt9TPHTENrypT1xyxQdBWXDcyY1XDPM++JQGLIKvIErIMDR0x3NHEFyprCKAJwdWjeluEXbPtZr9wuiYHDkW57d8Gcu03TqUlHOeVbQe4eFipbSKSOtEpLfAhgaWa47TPfa2RjInmI5MMGJQQsOzaSmRJYtv+Nmu/Zlv3NhtcnkcmlbPijd2sqa2jtMCA2c1+bosBW4lplkmUk0vn/MmHDaDM/Ta3xzMkOu9Yt5mnrhtpFQ6+TiTMfyaOB2b8I0mSfgz0Tt2/EGL6cThWZxznOBmImF/HMJek0wdsXYe3dzbaFBlMcpDbJTsmm6oiZ7x4zQpX+m/zfSqKLHFFRSljTu+aQUB8bXs9vbrkMLB7DounjqBbrocHLh9KKKo5QmfSq86pVUzNQX7ObENdsyF72BSJE02aQzgl0y9uqefab5zKFY++YRHwTIkv85qZ6hbZko39hyLENZ2Ax8WArj72tYZtv8mWxNe3RfG5XY4Y8PSXlNO5Tqgos+6Fuc+T3YHO5ZLpkeujPhRFkY1JSXHQQ9/igOM1NCtopQU+Tinyc+uadx1l4hpDMbrmeQjHBR2xGJMee8OATo3uy50XDaQjplEYcPPTZwwicjqGdsFkg+bky1LpbA3HaWyP4VbkjORj5rLsE9eZy2ozKseKbOjyP/63HaydNYpoFplLs8JsVtgDHplQVAddUNcUdkyCUicvpsrQgqSU45qaKuK6YaxzMBSxtotqOjeMOQ0hnFcdSnI8LJ46gtNKAo4J2sMvbbfukbnyFIpqGRP/hrZMpSXzPPe1RCgr9HEgFOUHq+wrBEfCoJ+I8LoUuuX5HNseiWsZVel5lw3Fo8qWb4LBKRjJR/XtzLtsqGW6k+rWOn9yOfc+bxAdnbwL5kwYwpwXtlGc42ZVTRWRuIYiSew/FLGcNl++dTQNbVFHwqRZ4LjxqY08Ob2SlnCMa87uY1XPu+V6LTUbsBcymtpj9CzwoaQZQAFZVwaMCZWRcMuyRFHA/bn5NV+XOB7J+DPAX4E/A50o/c740sbnnWh8GcyCvC6ZJ6aexd7miCW517PAS8ArM7BHnoXtNolXcU1Y2MJsla3UKnFqkpr6246YxuAeORQP72kdw9z2wfUf8tNxg4klDGx3YcBNXBM8/XYdM8/L4o4YTViVvMKAm4WvfGxTeMjWXhN7Gdd0q1qaTWIs9fwASy7MrGoeChuVbz0p/5iuOmHq5P5w9Tv87oZzMiAm2Y7b2B6je152ukyqxm5DWzRjH19V8pPLJdPFr9IaTdAj38vtFw5gT5OzzXq3PC8v/vCbdMQ0VEV2NI9pi8S5be1mFkwupyDgRkuuGpmJshkv3XIeL26p57KKUvoUB21ylboQ3PP7Ldw8tp+1kmNCqjpiGnFNt56NbAll+nd9iwOsnTWKPJ9qkY5LCwxt/7WzRqEqEgdDMcd7bz5rHpchCVgccLOv7TAO+2iQkdICHz3zffzysqHouk4oqmeQVuddNpTH/7YDISCeMFxRU9txy7f68f/KS9GFoEvQw/9urOMfn7by5PRKogmdHK8LtyJx98WD+c9xg5AlCbdLRuiCdgfn2sb2WNbzBKO6aybi5vmYlXO/20WPfDv2+ESF2yXhcTlLrx4MxSgt9PHwVcOJJnRawnF0IawKMxjwqpaOeAbc7pd/+oCB3XK479IzkTic6JreBcumV1LfFqUlHLdVuv/jO4My4INLN+zEq0qW9GyqAot5LDCuaVN7jJ98d5ABL0lOVBUlU5bTLGTc8vS7/PKyoZxS6M94NoqCHsfrkooJTzUCMtt8sq/wHY84HlNNvxDiDiHEGiHEOvO/43CczuiMr21ouqA9auC/r3j0De565j3aoxqxuLBBJoqDHhraosx48m1uXrmJuROH2MhncyYMYeErH1ufzcRyYXUFZYU+228XVldQFHQT00RGlevyilJuHNOPnz/3PvsORbjy0TcY/8hrTHniTaaM6oXqciYZqYpMvk+lsT3GfS9s5YYxp1lJUjie4FdXDMto77raPcyfXM7atz9BkSXLsMI0KDnS+R04FGXljCpe/48xrJk5ilyvi0hc574XtnHVY39n+eu7eXJ6JWtnjbIIctec3YeFr3xsJcImxMQ8zrraPSysrnBs57ESldL3WVpgmCI5XbOvAvnpYEecmGYkYbet3WzZpaee/6LqCmJxnZ2NHfzs2S3ICBZWV1ia8rc8/S5ul8z9fzSqe9ev2EgkrmclcWq6YHhZPv275TJ18VtMW/IWVzz6BtOWvMWNT21i1ui+PLh+O49MGs7tFw5g9nNbrGdLlgzolbl6kr5vp4nrnqYwExe+zrQlb3Hrvw2wOAxPbtjJxIWvk+NVmbW8lhf+sY/5aaTQuROHUFroQ3VJdM/z4Xa7DCKhJCEEWduR6q657PWd+N0KcU3Q3B7PgN/c8vS7loRjl6CbmKZb9+CWb/Vj9OldueqxNzhv7itc9dgbjD69K2f2yOPqJ96kNRynqd0g+iV0Q8M83yeDMLTb1KRvQGqsq93Doin25+SRScPpWxLg1OIAAsPMJpUwm7pC8EVFe1RDVaSMsXPB5HIGJYnukmTck3yfSrc8r8VvAJg1um/GKsEd6zZzx0UDkSTomusl4DGMmMxz37SnhV2NHdzy9LvMXFZrU4/adbA9Y1/3XDKYg20x7vztPxg77y/c9cx7zP5/Z/DA5cNsiXxpgWE81RZJcOdv/2H175aOuCNRvSOm8asrhjHnhW1IEiyZNsL2bNz/x60ZhOZ0THiqEZDZ5hlPvm25GHeGEcdDZ/y/gA1CiD98hm2ewCB/1gshzkh+dw8G8bMh+bMfO+1TkqQLgV8DCvAbIcR9Rztep854Z/wzcZTK+AnRvv20pYPLF2VqCq+qqeIbc162vls0pSJD9/vmsf3oXeRHAPe9sNUiGS2qrqAgoKILjCXxiI4uDAynEIKH1n/Emto6XrrlPLbXh6z9Di/LZ97lQ7n6iTezaiE/cPkwYpqeAS94MCECLLAAACAASURBVE0zt08XP3FN0NRu6E/n+lTyfSq6EFZCFInrrH37E8YNK6VHnofNdYfoEnTj97jwKBKSJKEJgRB23fJF1RV0y/cQS+i0dCRslZoHLh9KIqlb3TPfC5LE3uYwje0xi2hVWnBYHzddnzzf62LfoQj1KdCgH317wGeq/qTvs8Cnsr0hdCIqSidMZ9yM+rYwreEEiiRx/ry/AHaCb498H7Ofe99GgCst8LF+y36+M6QnMc0woNrfGmHeix9aycazN32DrjluDrTFbNjaBdUVPPdOHeW9iygKuJm4MJPWtLqmiisefYPl11ZahDQzSgt83HfpmQS9LketfW8a2dl0PExNglbVVOFxGaY/siShyHDjik3c+m8DWLphp6ErnefD7ZIBgd+jEE7qfKuyRKHPTX2HUR2PJTIr3aa7Jkj878Y65v15e3JlrJLGUJQrHn0j45xfuuU8blljVD69qoyUxB8LcNToX11TRSSho8pShi/AkmkjKAqqdEQPkzb/7/193PPcNmuC0C3Pg6YZqjpul0xje8zGiZg7cQg+t8LPfr/FeuZmjz+DAUlljrQ4IWPtJ03tSEAkoVPXZBocSZTkepDA4iFku/9mv0qPl289D4Apj7+ZsV1DKMqi6nKQJGYuM/g5N4/tR+8ufvY2h60+bz4zA7vlsKOhnQfXb8/oc/tbI9aYdMOY08j1qjbOi/nbFdeNtK2oLphcjixJ+NwKbZEEhQE3spSpZX/BoBLuGjcYTQg8ikxx0GODFO1t7uCclHeSGa/dMeZoOvJfxTj+OuOSJLVhPMMS8GNJkqJAPPlZCCFyj7D5EuBh4Mm07x8QQvzyCMdUgEeAbwN1wFuSJP1eCLHlc59IZ3TGSRDZCJy6bmfcp+OZN+1pYdqSt3jplvNY+MrHXFXZi//4ziBUReLnSdWHmd/szbhhpbZkZv7kw9YBmi5sNtmmeUU23HZds6EEkAovaAnHkVIwiGaFZ1VNlWW5nI6Z3LiriQvP7I4iS0w86xSKgiqftkQz1GEM6Ifg0+YOfvLdQdSc29dyM7xpbH+65XoyKjWmhu5Vj/3dSnoLA26bwkVqxcfJxrm0wI/P7aJ7npfyU4Z8Zlyk0z6/quSneMLAPcNhKJKp3W0mYKl947a1m1lUXcE3+pfwcUPIUTmiIRQl6FHQBfQrCtgcH2UZRg/siqrIWeESJpzJqzpDQFRFZv7LH3HXuEEsv3YkCV1nf2uEB9d/yIxv9rXgVl1zvTa7eHP7/a0G98BMtuZPLueOiwZya5IYaJ6vOXn1uZUMTsZpRQHaEwn8qoLfrbC6pop9yWTrrv99z0pgTaJ1XXMYrypn5UPsbuzg9gsH4PcoeF0SBQEve5s7so4vCV1YxkbmtW9oMyqcigx1zdGMSVDtf44lHNdRZHj81R1cPKyU4uQKWzonwoSlmGYx5vNcEvziOBJel0Jc15CAskI/0YSGrgtb4jp34hCKgx4LHmWex7Qlb2W99rsOdgBknP+y6ZXsbQkT1wXzX97O3IlDCHpcNjKsSdYdP7xnVvUbs89NXPi6NYYrEtZYnRpOkMHn3/2U8t6FNjfbpdMzNc1f3FJPzbl90XTDUTe9CPF1dhv+LPEvg6kIIXKEELnJ/8tCCF/K5yMl4gghXgWaPsdhK4GPhBA7hBAxYBUw/nPspzM646QKJYu2rEuWWJACmci2nL27sYObv9WP00qCeFWZZUlc9OqaKiaP6uOonTvj3FMBWPv2J9w0tr+lJ96vJGglOOYyuRnDy/JZPHUERUmc4cJXPuaKR9/IqJ6bx2nuiHP7hac7qjr0757Ltx94lfPn/YVpS96iPao7qjOoisxtT/+DviW5TP7N35m48HVmLqvlxS31XL+89oiEOfPfM558m6DXxe9uOIfX7hjD724456gVaTOZ7lngpzjH8y9Jmo/HPr8MYThqKo7wFGPFZLvt93XNYQIel6NG+B3rNnPz2H7MmTCEX/xhK/tbI0SFHTbiccn0LQ7SLc/rCGeaP7mcha98TGmBL6s+fUmOh/+46HRuXvkOo3/5Ct/6n1epfvxNXtxST0FApUeelzyfSlzTuXlsPxvcorTA4BDctnYzt184gLvGDSKW0C0Mbvq5dsvzWkYspjb0s+/U0RSJE4pqRBK6AVlBWP3bSSHISHpkBnYPsnJGFX/+9/P43Q2jWFVTxZPTK1EVicWv7SSW0IknkSBul5J1fEnVnzav/azRfZk1ui8uWckYN65fXkt7TGdvc5jLFr5Bee8iHlz/IZou0NNIy8PL8rlr3CB6FfkZ3COXdbNG0b9r8Aslb4JR+UZI3P/HbSgS+B1UqRa/tpP7Jw6xtLaLgx7KCn2snTWKU4sDjjC2B9dvd+Qa1LdFaU8qmzS0xegS9BBN6JbmvXndZ5x7quM4OWt0X+s4Jl/BHMM7Yjp5PjUrZHDmslomLnydq594kwvP7J6x/08aOxy3bWyPccvT7zKhoiwDguIEwTue8oa6bsAoTza/hn85gVOSpHT3TYBWYLcQIvEZd/d9SZKuBt4GbhFCNKf9vSewJ+VzHTAyS7tqgBqAU0455TM2ozM648THkfqsJOHIuEeCZRt2sXKGURU82Ba1JNTSqye/unIYsYTOa1vq+e7QnhbW/Jkbz8laGSwt8DFuaE9e2XqAOy46HZcsociSleAsTdE6Nu2i06uYSzfs5Pvn97NUGMwoLfDxaUv26nqqssbC6goSWfR4NV2waU9L1uqepjvr9aZKtNU1Gy6bX8Nl1H86jmWsdcnG0r4TIbMo6LZItmaUFvhQ5Owa4WWFPm57ejOb9rRw24UD+aQpkrGyk+dz4XbJ3HR+Px56abtVBSzO8RDXdOZdPpTt9SFWv7nbkcj772ve5ZYL+ju2rbk9TkzTbdXLVMiB+cwVBz0EPa4MR9p0SIsik6GZf9P5/bh80esZq0DZ5EFNTPaB1gihaMJm4Z7+TCoyxBNGNl4UcHOgLZwho7eguoJH//JxxrU3E/9s6kdCiKTUoeF1cO03TuXyNAm/4WX5GdKn5vnleY+/JvWR+mw4piFJxv2Y8sSbGc6+w8vyuebsPjb1lLkTh9DQFuWqx/7O6poq3C7J4sKYhMyGUNSRa6ALQf+uQRZMLkcX2PabWvnOpo6Vn0y250wYwtw/bePWfxtgETi9qszcP21zfHdE4pptP4qcSeo0Ta/Sq/SmKsthpavD+zqR8oYnM1n0eKipzAfKgX8kP58JvAsUSZI0Swjx4jHuZwEwGwP6MhuYB6TLIzpdXcdpkBDiUeBRMDBhx9iGzuiMLyyO2GcFVmXahH0Ynwcz49xTkSWY8vjfrRedmXiU5Hot3eJt+9uY/dwWG1YQDKUGp2RVVSQWVVcA0L97LgfbDP3itW9/Yhm3TKgoI9+vWprBk9IUV+5Yt5kl0yrJ9SrM+OapNlnDeZcN5b4XtlmKFunHz/OprJ01ih75PoJeibawzku3nIemCx57dYelnavpgssrSlFliT//+3koEpYEWEMoiipLGUYUZkKUerx/xTJqOg78WF9Cn3e7L0Mcy1jbxe+mo9BnycKZ8JQFk8tpCsV44PKhPPbXHUw7pw/d8rzIkoSqSPQs8Dn2jY8b2i2Ihk9VMqy8b1ixkSXTKhFCUJLj4arKXvjdCo3tMe59fisNoajFd5gzYQjPv7uXlTOqEELwaWsEIQQ/Hz8Yt0vOkLKbO3EI0YRmw5lbkINrK/nwQMhKoBZPHeGo9W9CGsz9aTq2qqSTW6253U++O8j2HC2ZNgKfarhcKpLEvtaI1d67xg1yXFlYVVOFqhjVZ1mW6JpjqL6snGGoDEmSREc0zoYdjbb7aCb+bkW2qunp90aWJAIeF/eMG2jzOlj4ysf86oph/HD1O9xyQf+MKuyJVFI5Up91uxRiicPSrHFNt53nrNF9Hdt+36VnWtdn4Ssf87Pxg20TvHlJnL65r9ICH09MPYt4QjDl8Uz+jXmvzO+zFRVKcg3/B7PPbdnXxl3jBuFWZOvaN7TFrHdC9zwvmhDENcGiKRWWopWTgkxDKEoommDJtEpaOmI0tsdsWuktYYMIKkkSe5s7bGPXiZBjzUYWPRnkYI9HMr4LuFYI8T6AJEmDgNswEurfAseUjAshDpj/liTpMeA5h5/VAak+v6XAp5+r1Z3RGSdReFSZm8b2z6hcaUJn2pK3WH7dSGtAMrG4YBC2Uit1xsBsV0aJxDXHysnPnn2fm8f2pzCg8us04uUzm/YaibhPpbk9Rp7XlbUy3RiKoipeSgv9lpPhvtYI972wjYZQlL4lgQyd9GvO7sPta43K57t3j2V3YzSj8lngdzFuaE827W7i6rN7c3mKm+XciUO455JBBDwuCn1uuuX5rEqN6pIJRRI2ycPUZdR/JqH+PFWak7m6c6zh8bg4Jc9HrsdlTdxkWWLZhp18r6KUngVebr9wIA1tURvBbVF1ecZKjzmRMrDWQy1pw9SoazYMsXQhUF0G+S6VOPjIpHK8qmwYScnQu6gPqiKR0KFrrieJ701w24rNNrOrrrlefrT6He68aGCWqjBWQlVaYGilO/3ulEI/q2uqCHpc5PtVErpgVU0VLhl2Huwg6HVeLfK7FSRgzcwqogljJawxFLNdnwWTyy08c1ZOhy44FI9bBjuyLJHjVvm0JWRBwZyMYBZVV4AEh8JxPC7JUYd8+es7GT2wKxee2cOGV960p4V7n9/KoikVWVc8vmglFYACn8qnhxJW+woCbtuELJsEqVdVWFBdwUPrDbKlxyXbiif3vbANwBoDFVlCBi5f8sYR71VRwM28y4YS0zI1zhdMruDfV7+bwVcoCrgpCrqt4oxJlDblV1OdRc0ViaBXZlF1hQ0zPmfCEBa/tpMbx5yGxyXb+vacCUPYvr+Vm8f2t63gnMixK5bIlNRMr9R/WeN4JOMDzUQcQAixRZKk4UKIHZJ07DdDkqTuQoh9yY/fA95z+NlbQD9JkvoAe4ErgUmfv+md0RknR0TiOrU7D/JUsnqnyIY6w2ULjYE8W5XKfCGkyl2lE9o+bY2wrnaP5VyZWv3Ysq+N2ePP4Jqz+1hW5almI6at+5WP/T2rk1xHTCOW0Jn8m7+zqLqCXkUeXLKPX105DJ+qUN8WzSCuhSIxq/oSiuiOmPbVSbWKwoDbxvhPrbIV53jxeo1hL7VS0iUgHJdR/5nE+PNWaU7m6s5nCY/HRVePi0gkwfbGdp57p46JZ52Cz63QEdPZ42BsM3P5RuZOHGKr6imyxK+vHIYiS3hVmUhcd+x3qiLjViQkoF+XAE/PHEVc040kSAJJkij0qWxvaOfXDtbwZlKbOrldNMWQWsymNe9N6oRrSaWemObcNrdLpleRn4ZQzOq7ZjJbGFDxuV1Zn6VPWyPkeFz8OumimV5NvX7FRqvynq2diiwx9TdvsWbmKKsKraoKA0qCrJk5ikTyOqmKZDsfr2pMWPJ9KuG4zvLXdxvW60mvAXPF6vn3DrByRpWFV05NyOsPHZ4EO52f+gXixQEOReO28TTgdvGfv3vPSqzTzwmMtnfP86K6DB32ey4ZTFwTjkpTWgoZdO2sUdbfs92rgoCb+kMRrlua6YLcJccZ4lUQcONRZC4YVJLRr+enTNbMsXJ1TRXffXADxUEPv7xsKN2Tq1MuReJnlwxGliQkyVAgEmBozCvGNUr3nziRY9fJTBY9Hr38A0mSFkiSdF7yv/nAh5IkeTDUVTJCkqSVwOvAAEmS6iRJuha4X5Kkf0iStBkYA/wo+dsekiT9ASCJQf8+8CdgK7AmdSLQGZ3xVQ2/W+ac/iV8XB9if2vEqsKZg1B7NJ6hXTx/cjneZDUjtXKyrnYPi1IIRutq93DT2P60huOO5DC/W7ERhczKy/9n78zDpKiu/v+51fsyzD5sw6oDOCLItAwDJi6QYFx5FRCBQQFlEZUsipr4Gk148wuIZHFhM4rIoiAkMWJUIm6JgMtARB1EwqIzCMzCbD29d9Xvj+oquqarkSioJHOex8ehu7pu1a17b517zvd8v4BB1n3J63tZOHag4RoWjBlAntdOKBpPOFcVNAdltn9aj1USBKNxgpE48645Ry9ce2jzJ3TL8eiO8PGYHn72pw/Sfq9yLptH2dIVSjYGIyp93tiBemHWiXLkftkozekc3fkyVh9UaQiX/v0A3//tmxxMRLHTRUulBN3bmCVbickKcVmhe66Hrtlucr1OCrwOQxGztqETQkUfROMKNa0RInEZqyVB54fAZRPUBaLMWFVhKg1/8+rtzB5RZLieDRVVPDqhhO0H6nl0gnG+LZ3koyDDSddsN91zPeR57ETjcsq8nD96AIebQqpqpckm0yJZONIUNuUiz/HYUBRFv+Z00dQeuapgy5LX96bwZS+aWIItIfoSi8tEo3Hq/SEONgT4vFmF6HT0qnOjoINLv5/OWS7cViuHm1XaxI8Pt7BlXz2haJzhC9/g+799k3UV1fo1xGUFIWBZG67xnnlu00LexRNL6JbjwvJvBPFOhWmYcW0ts0hC57oft2wbd67facpBbrdKfFavrksazer80QMYWVzA0kk+XvnJBbrY2PLJg7nWV6gHRgBdibPtM69pDiEJ9XlpG0ONL19RFFNthvkv7iIcj3PP5cUp43rW6u36Wq59llzkrm0WvvvAa4xdspWalghxRUEIic6ZLgqz3XTJcqEg0qqsfl1r19ddLHoy7VRExicDs4AfoWK6/wHcgeqIX2z2A0VRxpt8/HiaYz8HLkv691+BE+Y0b7d2+0+wuKwyRHTLcSfS72pR5zPTyxCAw2rhbx99zvLJg9UiS4tEOBqjNRpn+ZTBTFn+roG71ioJfjfuXLI9dj6rD/D6riNc4ys0jTJo0srJjA1Zbjtrp5fpqVCAogKVveLppOh9TUuIh1/dw5Tze7HqxlIVDywJehd0YNyybXqBmYa/1V4mQsBfbh1GlsvBoSZztcZoXOH+q/qjKOZYykAkjtMq6dRtVkmQ67LrkfK2JssKhxpDpsp5J/Jy+bJRmtM5uvNlLCYrhghfjseOnCRsYzb+tL8tkkjpFyEEXbIcrEtwYte0hGkJRYnLCtkeGy3BKDNWHYNSPDJhEIte+xf/e0WxDnFJ59R2Tzi12m9vGNaLHZ/WM3Zwdxpao6ycWoqsqAwcQkA8LutMIDabhcIOLkJyzADDWrFlPz+97Ky0cvQavEYA8645hy5ZaiRdEhCJKeR6VHEvTXI8XYT+mell2C2qaJAGDVI3I+riUZjtwmmzcKglRGMgaoCbLC730SfPg8NxbK7IskJd4Bifu7b5rvObX4MQKgtUUb6XP88apm+kFDAt5M3LUHm8kwsLvwmLKwotwZjKOnVjKdaEAJAWdKj1h3HbLTrcJBpXeHHn55zXK0c/Zv3MoWyqrCHLZeeWi4v4686DdM50GrjJF00s4Y2Pa3SI4I6qRlZs2c9TU0tpCkapaQnzwEu7uefys9I+592H/RRmO1k3vYyYoooxCQH3XXk2sqL2tdkY09Zy7TwKamHqA2MG0BSMcu8Vxbrewi1rtnPvFcVsqKjify8v1uegLMtpr8sMQ34q7OssFj3ZdtKdcUVRgqjFlgtNvvaf7Pbard3+Wy35hTmyuIDbRvTROYu1KMpjb+5jtK/QgCFdOsnHn2YNoykYpepokJpmtaq/W46Lde98ytK/HwBgeHFHU1aJB1/erTtFhdkufjfuXGRF5vZn39ehKcN651I+tIeBi3fRxBJe+uAQsy4+k1hcYc56lcN7+eTBusPbtsAs36uK9ETjCooi47bEyXXZU5geFk0sYdkbe/nh94rI99hZUu4zQF0WjBlAl2wXtf6I4fPF5T6Kcj2mDnl9a0THS8KxAqq5o/rjsluobQkfd8HXojRtIS5fFKX5sr87HU2WFZxWiZ9fWczi1//FaF83nDYLBR0cFGY7eXTCII62RnXZ+oIMO//754/0aLfdKlL6pSbBUuG0Ssx7cVdKWr4tJ/Sta3bwu3HnEokpVB0NMLK4gE6ZTpZPHqyzX2hFbbUtYVbfpBJ2aUWNZ57ThX11rSlFnd1z3NQGIriiMeIydLBbaQhHONoa5fevqJCSXI+dey4vxmaRCEXNNx9CqJAqSQiy3TYaAlGuf8LI2nL/VcV0znSiKKSwXSwu95HnsVMfjJiKIVXsr8PXK491M1UGpkjsmIqvhi8OR+PUBSLYwjFy3OpYP1DfipTEuLGjqpF5L37Mz688KwVr/Ltx5/KrFyqZ9t3eyCj4w3EaWyP8eN375HsdKYW8iyaWEI6pcDavw8Y3aU6bhUA4RiCmYJUkwlGZHrluHhw7EIG6aXTZLbpOg1aD8Ohre/S+0ZzUEcUduWXNdpZPHqyzpMCxCPXyyYNZ8PLHPDmlFFCoOhrk9nXvG5h2Ml02MpzWlDVu8UQfr398hHufq+bBsQMpyHDQEIqS5bYhBIRjsmlRphao0P5eUu7Da7dwz+VnpWVyOatzBrcNL9IL9LX3yvYD9Sn1RovLfdz/lw/1vjnVGPKvq1j0ZNtJU+AUQqxTFOVaIcQHmDCaKIoy4KQ0dBKsXYGz3b6KfRsUOA82BAy46LZKm6AurE9NLTVVW3tm+hADZ3OyA3HrGlWw5E+zhpLhtGK3WojLCgfqAjy0eQ+1/jBLyn04bBICwQMv7SLLZWfaBb1x2iSagjGcNguTl6e2u3Z6GVUNQX3TABgU6pL/NqM705znQDzG0dYYkkDHpm7ZV69jEyORGPWBKNG4jCQJbJJAVmBsorCo7TWZURimU457Y85FBCLxE8KRnyZsKl+7AqdmtS1h4rLMz5/7MMVpXjNtCC2hmKHQcvHEEr3A0WO3YrUIcjzGF++n9a16QZzGGNT2mWs1Dpq9fsdFyIrCktf3ctMFvWgKRPnxOuPGNj/DgcdhZf27VSx8ZY9+rmeml5mqVa6cWsqkJ97RxVYcNgsumyVFwbAwW2XRcNgsNAeiRkd6YglO+zF2mOSNa/Lv547qT+98DxP/8HZSxsuDwyJwOSSicQhHZcY/ltr2mmllTHhsG89MKyOuqNHq4QvfOC7dYLbHxs6qZrrluE3n+bMzhxKLKxxpDqWo2D49rYx/1fgN96EpA3fPceO0SUgStIZjgDgez/jXstbGYjIHjramKJ4umliCQHXWF7z8cQq9ZPIY0/rSYZUYs2Qrr95+oa48m2yv3n4hwWicQDiO0yYhK3DLmtRgyMyLzmBDRZUOTWoMRtlQUcXdl56lKqpeO9AgzrSk3IfHLhGVFer9EcN9LJ3kI8djJxyV2V+nqnjOHlFkOs40Jpcnp5SaPvc1Nw3h/16o1DeanTKd+iYl+bj/tPqXf8NOvQIn8MPE/684iedst3ZrNxNrm9pPhodoVt1gzhWr/lukUJzNWb+Tp6eVMfOiM5ixsoJcr4PP6gN0znLRwWmlT0cvv7vuXKyS4K09tdz5xw/1gs0563eyp8bP7BFF9MrzIIR5OjQmK+S1udbkQqXkv80ow25eVcHa6WVkulT8d1uH2CKhp0M7dnBS3xrh6kVvUd0Q5I05F6W9JjNLBxexWSSmPWUsUvrt33brEJlk5/nLRmlO1+jOv2uyLKMoCnddehb+UIzlkwcTiqpFiZ83hgybNg23PXdUf3rmuglF4ziUVCfNZpFQFFkX+jmRtLzVom7WLj2nMwcbQimFo1pRWyQmM7h3Lg9c42Domfk4rIJIXGHh2IF6BF1TP9R4t2clrhmgd77H9HpsksTEx95mWO9cVkwt1fn77ZLgmiXHNpDHYx3R8LrVDUGdJnHuqP6cWeBFQUFOA4NREtcZV1ToVjSuwrzSUfbNHdUfZ0IBdNkbe1k8sYSHX93D9UN70ilTLRK3CGgKqzUnbduLK0rKfWjKwM/fej4eh4OYrGCzWBLP8ptlIm5IZBDbjgntubrtFoOzqX2f67EbmEskIeic6aQw25WWltBhlXDbLfhDAT5vCrG58ggLxgygUwcVzld1VFXtzHLZ2FRZk9Lu9AvOYPaIIj6rDxiudWZi3ZyUgALee0UxBRkOMpw23HaVTWrByx9T2xJh5kVn0CPXbYCmJN/TooklCbVV8/fNvNEDCEbiKq4cdIXW5OPMYH6nM53rybCT5oxrzCeKonwqhOgBFCmK8ooQwnUy22m3dms31BT86P5YJAuSQBfkabu4WyRzVhWtgDL5ZdEYjGKR0F8izcGYAbvdVsQkWWFw/cyh1CVBQJZPHmx+PUJQ1RQyfKcVlc1Zv9Pwdzrc7qGmEEcDFgqzHfxx1jCiMVmnJ7zqkbcMznkHp1U/hzVNX1jTLPjp4CKWNhsNTfTjm6DzOh1fYLGYTCAaoSUk65jh+S/uMlBlbqio4q5LzzJ9/j1y3Vg1ZhQJotE4Ntsx3Hie20ZdMEK9P0JNS/gL0/ILxgxAEipDUVFHD7Ut5nLhh5KkxZ+cMhiLBDUtRtiTFrms9Yc53BTSf6spLaabjyJRkLeuolovegQ1Yp9u49r2fiJtipPzvQ7OLPAia2xLwpyxxCIJRhYXIAmB2yERVxQWTSwhchylWllWCETiNAYjOG2qkFJbwaNcr91UkMgihGk9wMjiAhw2if1tID9Lyn30LfAanvHXaZGYil8364ve+R6skuCF2d+huiFoyAB06uDk/quKuWXNDv1enpwymIVjB7L+vc90CGBy7Y6sKDz1j/2U9Mwl12Nn1sVn0hKKMikpyr14YgkdXDbTvq1vjdCnYwb+UJSlk3xsrjzCiOKOZLlsKMCw3rmMKO5IQYaDTJeNeUnzbuHYgWS6rRxqVOFYdovEfVcV84u/VB67p0Ske7SvW9q19FBTyJDNMhO1alvncTzWKuC0W+O+jJ10NhUhxDRgPbA08VEh8OeT3U67tdt/s9msgnBMYfLydxi+8A3mbvwohUFi/ugBNAWiKZX+GnvDyOIC7rikL3M3VuoS9Udbo3TLdvHwhEGmpZZKVAAAIABJREFUUvMzLzqD6gYVO337yD7ccYkaFX+/uslw/EOb95iyNqzcuh+LJAwsK/kZdjpnulh90xAenjCIDk4b8645J4EbNpdevnlVBYGwjEDQNduNQBjgONUNKqWWSJL1jsbjKX20uNxHlkuipiWUIp+cXAz01l0X86dZ5yccbMlwXWYRxBNlXPkqpr3Arl70FufPf42rF73F7iMt32r551hMpikc4dOjKgPHBQteZ+If3uaGYb0MUt+jfd3SSm/vqfEz/rFt1LVGCEZlGoIRwz3XBaLsPuRnxqoKU5aOJeU+vA4ra6eX6fj/+//yEVVHg8Rl0sqFa88z3+ugtiXM7sP+lDly14adzB5RxMKxA1m46RP9t4FInEAkjlUSpvPicHPItE2bxShLb8aGsmDMALrluNhQcUyMWstYjX9sGxcueJ3rlm3DH46assyAwpwf9MPrlPDabDhtEp06OOiUiOK2vaZAJI7NItGvs5d7Li+muiFkKkh0sCHETy87K+VaY3Kcwmwnv73WyLR096VncbAhlJKxm7mqgpo2dH1fp7kdEh2cVtO++PhwC+OWbaMxoMJE7rikLyOLC5g/egC/3PgRgUicfK+a4apuCDJ5+btIQlDSMxeXTeLZmUOZ+z/9ufe5D7n4wTcY/9jbXHFuIRsqqhizZCvlj7+NPxwznOPm1dvZV9vKbSP6MOO7PVk6ycf6mUN5amop2w/Uc6Q5xJWPvMWGiirKh/bQ1/dfPv8Rk4b1ZO7GSq5etIXrn3jHMO9uf/Z97BYL9z73IeOWbePe5z4kGIlz5w/66uNUg5ykY3rZU+PXHXHteues36mzEGlOdts6j3R0ro3ByGm3xn1ZOxUR61uAUuBtAEVR9gghCk5BO+3Wbv+1FozIepEVoEdI1k4v41BTSOcGLyrwctuIM1l5YymSUNOcmjTywmsHpjiwM1dV6IVJZpGggoxjL4VuOW4aA1E95dk27fzAS7sNghZb9tSy9O8HGH5WJx7/xz6enTkUAdT5I5Q/fqwQaEm5j975HoQQPHTdIGY/cyyylCxWFJMVSKQ7nTaFtdPLdJaUen+Iqx7dikWgR7etFgsb//kZyycPxiIJ4rLC+vc+Y9KwXjrmN11ERgihswVku2yGiHk60Y8vYlz5qlHt05GPvMYfRlGUFAq/ZK56DUYy78WPU4rUFo4diKyosJCa5jCZLqsqdtMapiDDCUA0LuswiOqGoIGlo2uWC5dd4mhrVB8Dj725j02VNdz4nd4AzHtxl6nolTZvZl50BnPW70yRRdfupXe+h1+9cCyauGDMADo4rThsFuKyjMtu4ZHxg8j22LFIgl8+/xG1LZGUNh+dMAjAIHKUzNyhCSUpikJMlrnl4jN1ZdFcr4MHXtplyH61hOJ0z3UZmFwe2vwJU87vhVWScNssBCMR4rLC+MdUOEPba9Iw4/leB0daQsiKQpY7vSCRRRI8M72MUDSORQgON4f4ydqdFBV4uX1kH52zXOWXTIWvaOdKByX7OiwQlnVaQrMxkTx+79qwk+WTB+sCZZr6pYYdz/c66JzlVJ+9UJli2m7obl5Vwb1XFLOpskZ3ZpPPUd0QJMttIxSJc+W5hYb5oYosfQqoqq3J74jRvm5fOO+SRZm0tp+eplLMCo69Z3ZUNerzql+nDISA57YfpLR3runzO6PAy1t3XZx2nUtH5xpMqs3RPvu2r3Ff1k6FMx5WFCWiCfwIIaykkahvt3Zrty9nZlzamypruOfyYh2nOahbFqMGdWV8G3U1UBfTpgRFYbJVNwQRpE+HZ7psDOqWRa0/zL7aVh2buvqmISnH1/rD7Dni149ZNLGEGd/tSWG2i/939TkcaQlT0xxOwWLOXFWhsw08MmEQK6aW0tCaKr1slQQxWeFgQ4BgNG6gCVtc7uPF2cOQJEmPbgciMZb+/YDOFqPZuNIeKYv9X249nyPNYUPadP7oAazYsp8ff78vRflenT5Li7637SuV7svc4T4ZKpunIx+5xvNudt3JVJmNwSi1/jBCwLrpZURllenEYZO4NSntv6TcR67HRjQm0xgI4bXbcdks5Gc49GeicTGrxYNDONgYMtL2TSxh7HndcNgkJCHYVFmjy4Wfke/BYbUwd+NHeppdg0+lmyM2SfCLq/pzz+UJoRxJoL0P99W18tquw1w2oCu/eqGSuy49i02VNQzqlkWe16ZvXp1WiYONIYJRmcf/sY9515xDp0wnFiGo80ewSgIhCUYv2cq9VxSz/UA9VwzsmkLDmeWyM2pQV92JNCsArTzUwsqppdgsKl5cVhRWTC1l6et7efDl3fxu3LnkeR1YLeq9OO3qBkAk4HEZTnPRm4IODixCIEnoc1OzWn+YH8oKXbPdfN4YoN4fIcNpS0tnmQ5K9nVYTFYMY6KowMueGr9BOE0bv9UNQfzhWMrnoK7HP7usn2Hjv2Jq6XHngtm/tXX40/oAP173T8PaNWu1Sju4rqKaLplOg+Jnl0znF867ttm86oYgsqJQkOHAZbcaoDE7qhqZu7GSedecw91//ICnppbyeaM57azTJumbZTNLV5+j1V20vaZv8xr3Ze1UiP68IYT4GeASQnwfeBZ4/hS0027t9l9rGv452bSXlvZ5ugIsLWXYGIiankMrRGsrYjJ/9ADmvbiL2SOKWDSxhBc/OKSf91cvVKYcv2DMAB7avEc/Ztbq7ZQP7cUvnv+I5gRLRrpImFZ4euuaHRz1R3DaLLpYkeZs/+L5j7hwweuMW7aN2pawMZW7qoIOLofu/OZnONL2WbxN1C1dREaDT0x76j0aglFdJKhTB6ep0ES2y5Y2xZouqv3vQFu0F1jb+/k285HbLFLa56A5txpmfOHYgfz+lU842Khir6NxRXfE4djGbefBZsYt20ZVQ5ijwTB1/jBr3/k0RSRnSbnP4Ihr57h59Xb84RiSEIRjqjOoOfBznt0JKNwwrJd+Ls1hNEvVLy73keOy0znLRY9cD4XZbjpmuijo4CTbZSPPa2dCWU9uWbOd0b5u1LaEGVlcwK9H9yccU7humQorqTzUwuxndrDsjb3cOryIu//4Ad/7zZtMeuIdnHYLMgqhBKa7S6aT8UN6pkBF7tqwk2kX9DasAenmG0JwpEVV/7xwwevc8MQ7TBrag/GDC7FbJcoff5vvzH+N0Uu28tnRMM2RqMqrvmU/TptIEZpZMGYAP1n7PuOWbaOuJcKqm0pTnkV+AqqgKGp2rLYlTI7HlgLDWVruo8D7zUVBtfGqjYk9Nf4U4bTk8ZvZxnHW6hNmjyjSGXpA7fd0UCyNS7/tOdSMSQnzXtyV9llmJQImsoIBgigrKi7frC1tU5oMddK+P9QU4upFW5i8/B1uG16kn0Obqws3faJH1dtCELWx4A/FjgstSSfW47Sdfmvcl7VTERm/G7gR+ACYgSrI84dT0E67tdt/rbnsUgrXtkqDduzzdAWQvfM9PH/bd/CHooYUuLZwasU2brtkgHRo6fw7f9CPB176mNG+bnqx2abKGm4bXqTLlHfs4GT20zsML6zqBpVJYVNlDdMvOOO40UXNQa5uCJLjtWOV0K/FZpGYu/EYXVZyKnfJ63v1glQFaAmFyXCqipp57lR+8sXlPta/95mhj44XkdH6NDkyk05o4ngwkpMR1T4d+cgLvA6awpGU57C03EeOx6YrEl4/tCeP/2MfU87vhd0qcNkleua5j/tMbl5VwTPTy5i+Uk3zP/LqHkNkUAjSwq/cdgszV1WwYmppiqALCFZs2a+fS1YUfnvtQH687n0efHm3yu6S58EiweqtB7h+WC+6mvDW22wWume5OJzYOPYp8CID915xNgoKN604xtCjOVra/NLGvsMqYbMIQIAks37mUDLdduKyebFlWzaldPPNbhEpEIabV29PoW3U+nnt9DJmJOAU1Q0hLELw4NiBdOrgZH9dq6Fg7+bV23lqaqkOI7NZJPLcNux2tY8URb1fWVG4/y+7uPMHfVk5tZS4onC4KUSOx/aNFW+CWp+jjdd8r1r4uPLGUgPVq5Y1WzBmAG67xNJJPnI9dvIzHPhDMV674yKsEoYxFJcVMl22FE72RRNLeOTVY9SZqvKvndfuuIgDda1IQl1vzYooRxYX0DnLyUPjB3GkOZQi1rP6piFUHmrR23p0QgmSgLmj+iMrCjd+p7fh+99eO5D/99ePAeOYuOXiIg43hwyZyvrWiM4ao7HMNAajetH/8aAl6dZQ4LRb476snTRnXAhRD2wDtgBvAasVRQmcrPN/XdbOF95up4O1hOLsOtiop7U1usEMl42VWw6wfPJgParQ9sUbkxUC4RjNoRibK49w7xXFnN0lA0URyIrCgrEDeXHn5wSjcorgT2NQjWCN9nWjqMDL0kk+XRDl80QVPcBrt1+YcGQwtC3AIPusRReTsZiLJpbw2Jv79N+0hmO4bBaOtkb0dKsZlViXTKcpL3meV6ZjhguHw0qfPI8BW97BJfE/Jd144cMjhsU+Xd9pzkzbyIwZFeHxHO6TobJ5OqrNWa0ShKBrlkMfu0IInttezcJX9jCyuID7r+pP9xw3//c//YnFFaKyQjSm4EjqM61AsVOmE0kIXr39Qpa8vtegoNmW+m3pJB/2NKxDmqqsAB54aTcrbyzFIlTawkyXxA+/18fAEPHklPMM2Otf/7WSG4b14p0DjUwoM48AyrLCEX8Yu1Xizh/0NTBkLCn36UJEYHSaNYaVwmwXK28s5fev7OXqkq68/vERxpzXnVhcpXE0Y9doy7KUzFakb4Qm+VAw33zGTeBw1Q1BHSanYfsfvHYgIxa+wdrpZUx58t2U40GFe/TI9ah/x2SaAiH8YRkEeuS31h9m/GNvG+5h7fSyLx5Yp9CiMYU8r40104bQHIy1EdpRmU2ag1FG+7rxp+0HuT5RJJn8bD12weHmCHM3VqaoDI8sLmDljaUAHKgLsGrrp4wv7cFPLzuLgw1Bfv+KiuvP8diwWQTeRDFp27VzZHEBcy7py8EGo35EsliPosDqm4ZwuClENC4TiKgZoUhcRhKCeS9+zMqppdS0hOma5eRAfYC7L+1noO083BTCYbOwoaJKd8S1zch9V55NXFEY+8DWlH78okBDOjrX022N+7J2MiPjvYAyYBjwM8AnhNhHwjlXFGXdSWyr3drtv9pcVomB3bMIRWUkoabwS8/IRRKwZV896yqqeXrakJQX76KJJSk0cnsON9El08XNqysML5CHNn+SkvZ+etoQPm8MGV42C8YMwGW38Iu/VALqC1SShIlCXAn+UIzZ3yuiKRjVvz8WXXRjs0is3LJfdz4ev8GH224jHJMpSKgQOmzmjofHYU1J1WtRPH84jNfhoDnx0nfbrfqi3rej44QiMtoL50QjM/Y2zuPMi84g12NHCJFSBJoc8fl3CjtPRz7yTKedA0dbCUfjuuLjFQO7cOmALjhtElZJrcsNRtXCOW2srptZxuJyHw9v/oRZF59JMBJn0uNGyjeP3WLYNCU7khsqqrjzB/1S5kSyqmxcVqj1h1UHf9dhzuuVh9vmpijPyrMzhuoiUhJwbRvxnspDLcwd1T8tvrm+NUI4piArsiljyNxR/XVH9pNDzTw9rYxoXNYLjS/o25Ff/3UXcy7px/r3PuPygV0NComLy32Ayuv8s8vOolOmE1lRWH3TEL0fa/1hXHYL8645B5tFIhCJk+G0oijmdQ/pqBg16EZjMEp+hjoX1s8cSmYayj1ZAUeiX0KhGIF4jGBEJpYo7u7X2UNNcyTl2Sz5hiEqAC67hXAsjqJgKLbM9zqo80dw2S183hRiyet7mT2iKKUgc+aqCp6eVqYHNtqqDG+qrKHyUAsPjh1IJC5z7eBu5HjsLH5tr54Z0b7v2MFJYyDKU1NLmffiLn3t7J7rRhKqM9+2Bkcr0py7sZKYrOC0STz+j33cMKyXoa8fnVACwCc1fjZUVHHLxUUGaltt/QtF4/xo7T/VLNQFZ1DfGtFraTpnuvRAy1cJNCTb6bjGfRk7mTzjzcCmxH8IITzAFOBHwK1AuzPebu12ksxiUakNZ61+x+Bou+0Wnb9Wi3RoxV8Oq4XDTSFdhEFbqM1S0TOTKvo1UyNl6LAW7bM563fy1FQ1slOY7WL1tCHE4woZTitPTysDFP5V08rKrZ9ydUlXPSU747s99ehoNK6w+LW9NAYj3HN5MRPLemK3StS3RnTVQM3xD0bi3H/V2YZ0qsoVbS5wpPGS53llxi4xsqZ07OAgGFGd3s6ZLoPTmxyREULlaf7V1QNOODKjwUh++7fdKeqSj11/nqEINHkT8FULO7/tZrVK9Mzx0BKOUN8aJRAJG6LEWmpcS//XtkTYUdXI7kN+nn7nU+Zc0k91ato4HTev3s7a6WV6mr9txuWGYb0A6JnnYc20IcRlOFDXyoMv7yY/w87vrjuXYDTOM9PLsEhwSf8uZDttHGkJ6YxAVotAIIjGZYPolhY57JnnwWk3L8WySAoum2RafF3dEKRnnpvCbBfDeudyYb8Cw7jXpM43VdZw96VnMea87ily6hpMJxSNU9sSNvx+6SQf9191Nh8cbNZ5ozV79fYLWfvOAVMIl90q9PVE+3z5lMHYLOpm+/l/VnPr8CKD2uOiiapTp22iFk0swW4VFHgdhEIxjoYj1PujKW1pm6HkzFW+x/6NQlQAslx2PjsaoCUc0/s7nTpptxyX6bONxo/BiNLBB/O8dgSQ67Xzk7Xvp0D88jMchn5eWu4j023lQF2A5mCEHI8jLY4812Nn/ugBBCMxLJJVXWP/YBQuu2WNWvy5oaLK9Pu7NqjrfHMoSr7XgQB65HronOmkpPuxdfFE4XOno0bCqbSTCVPpghoVHwYMTnxcAfwvkJqzaLd2a7cvbaGonFKINmv1dp6eVsayN/bpMJX8DDUSm8w0kpy2PF4quu3iWZjtSqusebQ1wi9HnU3HDg6ONIdTBEAe2rxHp4TTIsUX9O1oYBZ4cspg3DYL4bhMLK7QGIym3KOmAJjrdTB3VH+y3Da8DiuhRJTVLCJT36qmh5+eVmY417Sn3tOjkWZO71eNyGgwkvuv6q8LAiW3bYahrG0J/1dQeVmtEoEW2VTZ8Mfr3tfp1pKp1zSlwxu/0/u4FHgWSTDnkn5E4jLLJw/GH45R0xJmxZb9jPZ1o0+Bl0lPvMOw3rlMu6A3D40/l6ZgTHc+tDny5u4jjBncneqjKqY8EInTJcvJHyuqKB/aU1eeTR7nTpsgHE2FqUSjcQ42hnl48yfcfelZpuPUYbXokIxxbXHaq1WGobUV1frGIB2sxKxPZ6xUo7NaRiu53bissPTvB7jxu70NjnCGS8JlsWERQv/caZWoa41wzeKt5Hsd/GbcQD07obU1K7Ep+t/Li3Wcu9dmxWazUOMPICuk4tMT0ePPjgaMm9ZJPvp26vCNOmlS4h4aA7L+3NIVxz81tZSRxQUpMvXJipvpcPt7a1uZsbKCpZN8phC/tqqaMxJZP4skuO3pf7J88uC0bDQFHZys3rqfsjPyE+JO5vOnX6cM7rvybMPGI/n7pmCU257ewdxR/bFbLaZr0onA504Gm9R/mp1MNpVq1OLNCmCEoijfVRTlR4qiPKMoyqfH+6EQ4gkhRI0Q4sOkzxYIIT4WQuwUQvxJCJGV5rcHhBAfCCH+KYR47yTeT7u127fW0kXXZEVhy756vv/bN5m78SPuubw45aVx1wZVvAcwVMYnW2G2S6eH0/69tNyXlgmjvjXCzau3E4krpgIgD4wZYOAib/sy04RUrl22jYsffIMpT6riGPltUtTVDapjFJcVHtq8h0AkzpQn3+XKR97igZd2mQofLXl9r943ZufS/j4VQj0aD7TZszLDUJ6OdIVfxqKJzVM6jmqNbk0rdFw7vYxcr0OHRmhOR7IVZruQhMDrsLLg5Y9pDESZ8uS7XL1oC3M3qpjuDRVV1PlVTm9tnvyrptVUvGfyd3pT1xI2iKAcbY1QPrQnDYFoCtRkzvqdKDLYLYKa5hCx2DFFzBp/mJtXVTDa103nMW87t3JdNmKyknZuWyTB7687l8fe3Kdjwdvev0USx9moyCnzQ6vPUDfaRicoGoO61ggdHDa6ZruxSoLKQy0GURdZMd+cR+IyE/7wNufPf43/WbSFPfWtNAZCWCSBECp3+tJJPl3FV5ufKeJZKytOuXjWiZgkoEuivwqzXWmj262ROLeN6GNgMbl1eBFv7anR+95MuGnxxBI2Vx4BVDjVEhNxJo2ZKrm9UOwY5CkUjZNtwkYzf/QA/m/jR1xxbiFnd80gy2077vg51BTi0zQsLzUtYaobgvTK8+iQutqWsKlgmsY2lZ/hSHGwTwabVLq2T1c7mZjx84GhwNXAT4QQB1Aj4luB9xRFOZ6E1pPAI8BTSZ/9DfipoigxIcR84KfAXWl+f7GiKHVf7fLbrd1OH0sn7W6RhM7u0MFpwR82d+6yEiqDP730LFNBiyXlPmRF1qPPGU4bDqugvjWSggVPFr9IF2UPROJ0ynSyfPJg8rx2stx2Hh4/iJqWsM6A8kU4Wu0eA5E4Nkkwe0SR4eWdTvhIKzKS2jgbmmOXfJ2nwun9d4o1T0Zh57fdotE4u2v8BCNxcr32tAWVWpGmBmEZWVzA4oklPPzqHmZdfKYpvtgiKViF4Jej+qOg8Mz0Mur9EQKRGEIIfnrZWTisFqySYM1NQ7AkuOrTRZnNHO6VN5aS4bCa/ubzphBZbhsum4WDTUFsFol8j91Q8JjMWa1FT7M9NhwOK7ZgFFkxz/A4rBKyDLcOPxOPQ0qZhyo8REkbHbVZJBr8fj3KbZEEAsh2W3lyynkcbg6nQEcq9tdxXq88zsxVZd+LOnpZOHYgjcEoHrtFp+Zr29aBOmMU9+HNn3DnD/pR2xI2xevX+sNpo/3fho2o3SY42BDmkVf3MO+ac+iS5TK9b5fNwuTl7+jZv5kXnUEkJvP9szvjsEq6oJqsKMy75hycNgsFHZy0hKJMu6A3jcEIs0f0oUuWg9U3DSEal6nzR8jz2k2j5VZJ6HApr8PKr1/cxZTze/H0tDKONBvXwMpDLay+aQhrth3gGl+31ELech+haJz8DAcfVjfw6IQSblmzPeVZFWa7cDtUDYXdNS2GwuYTjW5/1aDDf2Jk/WRixjXH+zcAQoiewJXACqAQSMv4rijKm4njkz/blPTPbcCYk3Wt7dZup7s5rBKLJ5YY4CCLJ5bgsEq47RbqWsIEIhZqmsOmL40uWS5dldPMOch0WRn/2Nvkex3ccUlfbnv6mNDK6mlDTBd7zeE1ay/HYycUjbNtby0X9O1ouO75owekjeb1zPPo59OgAPkZDjq4zKnualsiKKi4y5ZQTG9/cbkvIcPtIt/rYPaIIr1g9PbvFbHwlT2nzOk9EQylhp+UZZmlk3wpL7jjFYyebtjLGn+YmasqmHfNOaZql5qK4MJrBzLvxV2GcVlxoJ77rjwbIcAihF5zoIrRSCgKxOMQU2SicdXh7Jrl5EhL2NCnGoVnrT/MU1NLTcdsuo1lXFYQCFM4gsdhTXE4VaYUu77JKMw+xlmttaXBUwq8DloiqdSPi8t9/LFCZZz5x10Xsfuwn+Vv7depRPMzHLy9t473Pm1k2oW9Uxyth8cPwm6VyM1w6RAYrR/GDO6O22Zh8vJUCsM108pYvXU/YwZ3p67Nfa2YWsod69433cjf+2c9yc2gblnMuaSfCh9an5qlmzuqP3kZDlrDaWgXv+GNaCwmE4zI1LaEuW14UYK/+yNTdVKnTeiOuBmmXCt0T8aDvzHnIrwOKw2tEX562VnU+yPUtkS45Hd/1+dDfWtqceuCMQOwWwU/u6wfP173vs7SoqnDjlu2zXAf1Q1BGgNRxpX24Pon3jHUPAQicXK8dsYu2crcUf3x9cpj4z+r9Y3Hp/UBfdP02PXnkeOy83lT0JAl0aLbJwKp+6pBh9NRffiL7KTyjAsh+nEMN34+kI3qoC/5iqeeCqxN850CbBJCKMBSRVGWfcW22q3dvvXWGomzcuunKTzg1w7uxrhl21g+eTA/XvdPU0nrxRNLdJ7u5ZMHmzoHKxPKcJrEczKc5POGIMvf2s8Nw3oZWFUenVDCn7dXpxR8LRgzgNlP76DWH+bRCSU8+tqelBfyk1PMHSKbRbC03IfXadXVDLOcKu+wwyIbfqNFUpNx6EvKfeR57Tz7bhWv7q7lD9f7iMkYWV7KfWQ4LQzunXdK+Gu/CEPZNsozsrhAj9p+kXN9OkaINCfXZpFMN4L5GXauH9aTYDRuKHwdWVzArcOLDM6kxvBw43d60yvPTXMoRlMwyg+f+ad+zFNTS1OchmSJ8Xkv7jLN9jSkYYWo80fokuXktuFFhk3lookl5HntKU7CzFUVPDtjqM4EkzIfkwRwAA42hKnYX8eaaWUoirqh2LKnVt8whqLHIvZaNki7z6ffrealnYcYO7gbT09TNyqt4Rh2m8S+2lbuMCm+njuqP73zPaYbD0VRGHOeiptvi0P/rD5ArT+sy6JrTl1yFFdzSqc8+S4Lxw40baN3vgdZkfn1Xz9O6ZvHEnzd36QdDUQ42hrl3uc+1FlJqhuC+rjVdBWqGwKEY2pWIx2mfO6o/sy86AzDWivLCs2hKLcmBTwenVDCoG5Z7KhqZNbq7Tw5pZQHXvrQME8eeGk3D48fpAsJVTcEeeAllV2la7Z55N5tt+iS99UNQf06AJ6/7TtUN6jQvZsTBfzlj7/DoG5ZzB5RxO/HD8JlO6ahoEFWku1Eo9tfVSPhPxHOdzILOOuAQ6hUhn8H5imK8q+TcN57gBiwOs0h5yuK8rkQogD4mxDiY0VR3jQ5z3RgOkD37t2/6mW1W7udcjvemLVKQqcw1Kww28VV53Zh6SQfPXPduuBD8suyS5bLIJjz0OY9LC0voaYlohep5Xnt1PkjOjYyOYKS47Gz4OWPDU53ugozAAAgAElEQVRUrsdOp0wnDa0RFr6yh6qGIM9MLyMclfnsaMAgAKJV7LdlabFbRYr4xeJyH3aLUGEyiWKyeFyhMRQlGoggy0battkjikyhLmumlbHwFRVv6XbYmPCYuYiJVRLHdWBPNAKd7rh0EZu2UR6N6uxEojzfxgjRF621Gl1eNC6bRpfPLDiLmavUgsVkh2a0r1tKQe9dG3Yy75pzCETiBKMyIFj6xl7DMZrzkWwaZATU/r73imKDo/Pgy7sBUpz03147kEy3DYdFSqmNmLV6O8/OHJrCsLKjqpFIXKZfgZf7rjwbSahQqrii6HLxda0RpGCUmKzo7d2/8WPdESo7M48377wICUFcUQxiLsn3OfOiM9hQUcVouRA54cjneu2MWbKVJ6cMNu0Ht92SlsLQIgmcNjXblu916MxMFiFoDkX1OTtjZYUegZdR9A15slOarnBREoK/7DikjgO3KvwUlxUcNrXNr2NTebwxG4nL+jNJxoonBzBe+ckFPPDSbn456mzmjx6Awyql7esCp0MXBcrx2HnmnU8pOyPfMJa0dVLbRLpsErV+NbujwV/uv0rNEC2ffB4g9ELlhzbv4dGJg0xpbSNxOS31YFMgomdvqhuC9Cnw8OadF+sbQrvlWPAgEouT6zGHmJ1IdPuraiT8J8L5TmZk/AxFUZq+6CAhxE8VRfn1iZxQCHEDcAVqQagpOl9RlM8T/68RQvwJKAVSnPFExHwZwHnnnXd6I/3b7b/Cjjdm7dZUzOjvxp2L1SJSuGEffHm3/rJcObXU4AgXFXiRFfSolxZN7pGn0qEFwvEU1giNbk4zTS3TH1ZhIVv21XP10a4UdHCaCoCYsbTsrWmlbycva6cPQU6IDzW0Rpixcju1/jCLy330yIUjzdGUdPnSch+3DS/ClQbqoigqXVpjMJq2mDImK8ddyE80Av1lItVfJcrzbYwQfdFaKwQ8OWUwcVnm1uFFhiyKCrVSU/3+NowO6YrmOme5DJRvyXSIQFrnQ6sXUKPNsinTSDQeZ94159A504XDJmGRoPpoCIfVONau9RUyI4EPPiPfy7I39rJlX70eubdKApvNQtdsN9FonE8bAjS0RvSoppZB8iZh0bWo8oot+3Ve9XRiLoXZx/idbx1epHOga32a73VgSQMhC0TiWCWRAo1ZNLGElVv2c9W5hXgdVh0OkXy9nTJtOv+10yphEdDBYcMuSTo2XWvPTOBr/ugBzN34EbNH9CHXa0OW0dlcsp3Wry27c7wxKyfdQ9sNhbZZAsHCawfSFFQ5t+dc0s+0rxVUxdHkjOL80QPo0EaxtbohSEFiMz2yuIBgNM6CMQP0jGRbWNcjr+6htiXC7BFFPHjtQBQF/rT9oGFjuGrrp9wy/Ew2VFSZQsMUReGRCYP4xV8qmfHdnvgjMjevetdwzAvvH+TKcwt5aPMn1LakQmeW/huZjK/CVnU6qg9/kZ00NpUTccQTNvZEDhJC/AC1YPOqdEqeQgiPECJD+xsYCXxodmy7tdt/ktks4LRJzB3Vn7XTy5g7qj+dMh3cumZHSuRw5kVn6Iu+FvHWbNoFvVMifDNXVRCNKWS7bBR0cBCKyjqriXbOO3/Qlzsu6auzBly3bBuSUHG0S8t9LH9rP4cag4a24Bh+XPtcW+SzPTZWvLWfhkCM8Y9t48IFr3Pr0zu4/6qzWTyxhLqWMKGwQvXRYEr0e8aqCur8EfbWtpq2F40rOrOB9lnbY6wJftx0li4CXdcaPqHjjscSoEV52l7TiUR5vspvvylTFHDaLHzeGE6JdN+8ejuhqJJwkOMqnd/0MpZO8hGNy6b32pbyLZktCFR2Co0FQ/vNgjEqy442L9a/91kKg8WCMQMQQvDU1gPU+cP88vmPOFAXwB+OGViFrvUVUj60Bzc88Q4XLnidycvfoXxoD4b1zuWuDTu55/Jig3BNjT9M1dGg7thq1z1n/U5d+RWOMQ6N9nWjoTWVvaXt3N5QUUWG02bap7NHqPLlv712YMo9dstxEYzGKMxysHZ6Ga/efiHLJw9m1dZPWfr3A8xYVUGm22Z6vQfqAjQFo0x6/G0UoCDThdNpJS/DqTOwaO3tqGrkwZd38+SUUtYnMggPvrybTZU1zFxVQSSmztMLF7zOuGXb2F3bSiQSOwkj7qtZMvOItqEozHbpsLh7n/uQ7/3mDa5/4h2skqQKS738MQvHpvZ19xyXKXOPy250xguzXXgdqtLmPZcXM3n5uzzw0m7mXNIvBf4ya/V2ppzfizsuUa9lxMI3GLdsG1eXdGXJ63sZt2wbM1ZWsGVfPW67hR+O6MOKLWq9wfqZQ3lqaqnqqK/ZgT8Uo9YfZtKwXin0k7NWb2fMed2ZmWAF2lHVqMNiNv/kQtbcNIS+BV8PPC45sv7WXRfzp1nnf6uheSdiJxUzfoKW0ltCiKeBi4A8IUQ1cB8qe4oDFXoCsE1RlJkJPvM/KIpyGdAR+FPieyuwRlGUl76Wu2i3dvsGLRCWde5wzdbPHEp1w7Eqfi0iUtw5g3uvKGbFlv3cNrzIgOlOx2CgAJ8c8evUf/ddVawXHlU3BOmU6UzhF7792fdZMbWULJeVOT/oR2NrNKXIdGm5D5ddYsXUUvyhGFluG3arYG9NK9/tU5DyotLStXM3VrKk3EfnTIfp9fbM8/Drv5qzwjisglU3lrJw0yf86oXKFDiMysKhMsWkS5Wmi0AHwnFkj6L/5stEqr9KlOd0jBA5bRLBqEyPJChVMtzCKgmenDKYhtaIIWPz6IRBpkXLP3/uI8P5qxuC9Mx187cfX4DVIrBbJGwWocMfrIl//378uUhC0BqOMa60B/5wjLmj+uO2W3RMbq0/zPLJg7lz/U52VDUy/YIz8DisvLWnVs9MTbugd4oAz6zV21k+eTDrKqoRAoNwTUxW0hYsS5JgxdRSPqsP6LSPWS4b9jSwh6ICrz6351zSFwE624nWr9UNQbrnupn/4i5mXXwmD44dSJ7XrnOAexwSTcE4LouVZjnM8IVvpLSTrpjVbbfgRr2XWFymrTltkiHiXusPIwSMWbI15Vy1SRjk6oZj8LGu9m/CTTlmkkAvqt5R1ciKLft5aqpa/F7+uFEY5+bV23lmehmjfd1w2y26GJrNImG1CJWtxEQsyioJlk8erEMFC7OdeByqUqpInLu6IT3kqlMHp846pH2mYdQ1HYX5owdwuCkEwE8vPYualjD1rRF+9cIuff51y1HnZLrnrb0vNIjXjqpGpjz5Lm/eeTGFWa6v1Rn+T1Pm/CZGeUraUlGU8SbHPW76YxWWclni733AwJN6de3WbqeBRU0Wy/rWCCOLC1LSmEvLfRR3zuDsK8/ml89/RJbLzpppZdQ0h/SoT/K5RhYXcLSNI7RgzADu/EFfxj/2toolTaN26Q/FcNstRGKyXkCqUS0ebAiwYssBRhR3pCDDQabLZpA7X5EoGm17Tg2eoMlKm6V/HVZJZ9nQ8LiKAjurjjKwey6FOW4emTCIys+bQMDqm4YgUBej5GtIBylJh1HcX9eKx2HVXwpfBst4IgWe6bDqXxV7+XVbLCZzuNnIbNIWbmGRBI2BWEok9pY1O3h4/Ll6nULnTCeSJFIo30YWFxCNK8xc9Z6hDW0zmu2xEYkJPA4L8TgIh5Vxy7axcOzAFFgVwNHWiH5tnTOd7K1pprR3Hq2RmM5IlM5x0TDRyWaVRFr6wc/qA7rztPqmITqc5ox8r+nxVotErsfOL0b152BDkClPvpfSr7X+MA6rxD2XFyMrCtluQW3CEdtQUcWtw4vIcts4EggflzLV7HOX3UKOx87rcy7CIglCoRjOJMhFKCpTsb9OZ73R6BTNztU2e1TdoMLHvmmTJIkcj01VZhUqt3pMVlAw51iPy4op5OnpaWW4bBZTsSi7VRjW28UTS/A6BQ6rBYVj/ZUOdx9PA7/rnuPmlZ9cwN7aVlZs2c/40h5EEpsms2uUhGDGygrVuTZrJyFelEwJq2UW2+2r2ckU/TlRa39q7dZuX9EsUqr4zvYD9fz8yrNxWCXuvaKYQd2ydBjHv2paaQpEuefys7i6pCv/t/EjMl1WrBZS0vP3XF5sqnzZqYNTf3lIifYHdcti6SQfa6eXsXzyYDp2cCDLiu5saZGTSY+/TTSusK6imhkrK6hpCXP9E+/o+PV8rwNFMYeQaAt/vteBELBiainLJw9mULcsHadoFYkXpKJG4/bWtBIIRyjpkYuiqBjU7Z/W0ynLTabTysQ/vE04JjPxD2/r13A8SEm2y2YqmPLiB4cMUe9sl42lk4zHnUik2kwkQ5YVjraG2XWomasXvcX581/j6kVvsftIi0Hg4osENr5NVuMPpzCbtIVbzN34ERlp8OEZTptO5RdTFO577sMUAZ17Li82hQL87LJiXHYrigLBqEwgHCcck/UooKwoBliMNr5yPHZGFhewYMwAFBRyvC7KH3+byx/6B5Mef0efi23ngtUiWDyxBKdVorohwKf1rdS1qMI3Z+R7WH3TEIPolqZUq13zr16oZOkkHxsqqnBYRcp9zh89gJZQlHBM5tP6AD9a+8+Ue549ooj5owewcst+4rKCJAT7alv51Qu7mLGygk2VNcxavZ1ITCEaU3AkalHawitcdpVKVbvP5ZMHs/LGUjJdNn75/EdclICW7KlvJRSK0RwMcbAhQFxWuPisTqzcsp/qhiDXLdvG71/ZkwIbWlKu3meyfVucvGyXjaOtUX75/Ed8djSoQ2n2p4HFWSShK3Fqny2fMhgh1GJQM+76z44GUyLscVmhoIMDScAz08t45ScXkuux8+iEQXq7I4sLWH3TEKySuYiP0yZhtUh0zHBwy8Vn0jXbqYoKmQgPLSn34bCpUMPGQISVNxrX2UUTS3Q4l/astHF4/18+TFmX2u3fs28iMv7sN9Bmu7Xbf5RZJWEonhlZXMDlA7saaP2SI45uu4UZqyp4ZnoZc9bvJN/rIBJTGLtkW1L0WuXdltOkKCVJsHJqKU67BX84xiMTBqUUlS0t95HjNXekkjnDcz12/RitUO2Bl9JzTqejLezYwUFTMMo1S7YeiyqV++jfNYPDzREDDd7ich8HapvJ6ZF7XIiOGaSkIRjl4c2fGNLLj7y6h/GlPfSotywr7Kn18/tXPtGjtwUZDrpk/vvpW60Q9HBTKIVSbtpT7/HHWcMoyEgr3fCttWhcPi7cQhuv40t7mEbmqo4G9cjx7687l7mj+hNPFOjGFQWn1UIwag4VOtIc4vZn39ej5DcM68WKLfu55/JiRhYXIAmRkg1y2S0sePljfjiiDzFZJhxTUhz9lVv2s3zK4JTC4sUTSyjo4GB/XWsKD3Ty+P75lcUIBJ8dDXD3pf106MKmyhp+cdXZ3DGyL5IQOs5XG39aoeCDL+/m7kv7md5ztxwXy97Yx6hBXbm+TZGr1tfVDUG04dkaidMn38O66WVEZY1FQ8IfUqlU104voyEQTaGB1Apmb15VwYaZQ6n1RwzHLCn3UdDBztrpZciKgstm0WFDCvDarsPcOryIykMthvma/y2AWzUEoyoF5jXncHsSNeRDm/eYcn/ftkalcV00sYT7rzqbOn+Eo/4Itz/7flp6x7arQ3VDkMNNIX71wq6UMbO03Mf6mUNRFIWjrVEm/kHVgzBjT/nF8x/pWb+lk3w4rBJzLumHPxyjWyL7omVJHtr8CXMu6cvsEX1Snl2+146QBNcP64XHYeH+q/oz/YJgiqjQ6czz/U3bSXfGhRC9gNuAnsnnVxTlqsT//9/JbrPd2u2/zQSQ6bapghkJRcvxbSj77tqgcilvqKgix2Nn4Vi1yj7f61C5bhMLbnXDMQdn7qj+9O1onhKvOhrg7j9+oAr+NIWwWiTTYsq1082hJE7rMYaF5HR4Mv1ZMl1ipsvGgpc/ZrSvG5ee09mUtnDt9DIDdj4Za9q2AOnmxGYklki1ainXE4GURGJxNlXWGJhoAH52WbEe9U4u3kzmf/4yLyjtXOle3qFoKj73dDAzWFRhtos9NX4D5/FDm/ek4MM1oR5Q++CHz/yTZ6aXIQlB16So4MEGc1VIjbJNmxfa/9dsO8DPrzxb3fgkYdjnrFdpEzWqyXuvKKbImbrRXPr3A9wwrBdT2ozPm1dv5+lpZTrc5t4rilPG8KzV23lk/CBsSXMpGVYTV1S2osZAlFuHF/HIq3sY7etGrsfO3ZeepV9rMnxBqxnJ9dhRFLi6pKtp8adGnadFR2UFHJLAbrfSpQ1O+2BDgC376pkW6W2adUim4YvKqRsWjWtdaycck8n32JEkiUA0wvfP7qzj+rX1Id9jx/4N48XhWB1Ip0yn4dlrBYwrp5YSVxSqjgYNNK6zVm/nwbEDaQpGdUhIOphJIHIsAKAxtGS5bTwwZgALXv7YdI2tagjqvPHVDcc4xnvne4jGFR54aZch66dtKMoff4eRxQXcd+XZTPzD24ZrGV/aI2Xzrykhd8tx873fvEFhtotVNw5hzJKtKfVJspy6Lp1uomTflJ2Kkf5nVLz388Dp+cZot3b7lpvLIbCFJbwOdQofaQ6ZOm2dOji5dXiRXmCmOTXeNHLebrtFTa+3VQCcWMLG9w+yYIxaBOR1WslMAyWIy4qpgmBUlpnwmLr4339FP/2YdNy9a6eXsamyhnsuL0ZRzPGZ6aTMjydxbpUES8p9rH/vs1SRkTSQknRYcLfD8pWKN9OZdq50L2/LafouK/A6TAtoH9r8ieG4Wn9YL6jskevGIgl+9Mw/DcqF2vOU25Qh5bntKeNPiwRrv9PGXJdMJ96+HdNmlGwWSf9NQYYj7QYuGDOP+MfkY5+no2bMcttTCgHv2rCTp6aWYpMEfTt1oKohwF92HOSHI/oY+m7+6AHsqfHrsAMz6juN2jC5ba0PtLnpskvYrRIZNnOXIN9j1wudTe8hUdCnbXJNN5AxmUmJ+9Ta7ZLl4GBDKIXeMtNtQ5K+CRRtqmlz32wjWesPc6QljABTGleB8bmb0Tv+bty5dHCpzClm2ZO2VJ3VDUGaQzHyM4zPVIMEvjHnIur94ZTAgbahGFlcwG0j+nCoKfWdka6wOMtt07Mn1Q1B9te1mtcnTfKRn+FMK2imrbGnO/PJqbBT4YyHFEV56BSct93ard0S1hKUWfDSx8y5pB9TnnyXe68oNnUScjypEfM561MVL7VoTG4CvtIWkvHwq3u494qzaY1E+emGD6n1h1mXJgIuSYJct40/zhxKMCZjlQR2q8Q9f/qAe68opiDDgddhJcdrY820MiRhXtClOaKSEAjJ/Jh0BWfH+9zrkOiYkUHHC85ElmXWzVBTvseL2qRjLcnzHIt4n0whCu1cZi/vRRNL8Di+vdSFxzOrVaJvxwyenTmUWFxGCIFFgh+O6GOAKGh8xYFInM8bVUhR20LNwmwX4Wg8sSlU8ck2SZDrttMnz6PDIPbWturOtfY7bWy5HdYUak8t0jt3Y6WBizw/w4FAMVXr1Gg82z77uPzFxXcOm2QQ0zncHOKBl3bjskmJQu0AdovE6PMKuXbpNkP02+uw8vCEQWpdhEUtYtagWdr93Lx6u86qkdxulywX915RzMObP2F8aQ/6dPQiy3Hy20SjYzGZlkiMbLfNUEyYfC7t3haX+2hKc58H6lpNM1hmVIxPTimlxh+mS5YRB/1NWK7HztJJPuxWFQt+tDWiF79OOb8XPXPdROPmmzRJCPIyjonjaPSOc0f1p3uOGwWobQnpwmx9CrwprCjJmQftvFZJpB1zkkhfIOyyWbj3irMZ/9g203dGut9lOG26ngSomavfXXeuIbKuRd+TM4HfRlGyb6udiq3n74UQ9wkhhgohSrT/TkE77dZu/7UmBNwwrBdNidR7Mv8toGNqLZJ5RNmekJkvzE7lyz3cHGJTZQ0zVlboHLWbKms40hzCH4rr57AkhEKS29Qwk9cu20aNP0I8HuNAfYBoXObG7/Rm7sZKrl60hSlPvsvBhhD/t/Ejbluzw7Q4bUNFFUvKfTSHolQdDaRwJC8u99HBJaVcw+JyH7kue8rn80cP4BfPf8RnDWFiMZn8DAcdM1Wn5IuKHzXWkr/cqvLarpk2hFyvMYKuOezJbX5ZmkHtXJrc+NxR/Xn19guZd805PPLqHg41hU/bYimrVaJzpotuOR4VT49EYY6DddPLeO2Oi3hw7EAcVokxS7YyfOEb3P3HD5CE4JGkwjUtguqwW9hX18p1iaK6a5dtY09dKwCdM13EZIXcJHn25LG1YMwAJGE+P87M97Jiaikeu0Uv3rxtzQ7GLXsbp03i2RlDee2Oi5g7qj8Pvrybp7YeMC18tFrQx61Z0dzS8hKOtka4+48f8L3fvMmkJ94BYN7o/hwNRLlu2TYuWPA6Y5duJZyIvms1FnM3VjLq0be4btk2Pjsa5L7nPiSSBpPfM8+dMhcaAxF9brvtFmIJZcVki8VkPm9WKfU+OeLHH4qm3OfSch/ndO3A2ullVOyv477nPkqZz2r2Y0/KdaXLYEkCU6rEb8IkSdCpg4N6f5Trn3iHMUu2MndjJbdcXMSfth/kSHOY+tYwSyf59ALg5ZMHs2baENwOC7/+6y5Df9T6w9itEnc8+z4WCTq4bLoKbTpWFG0N0TbjoLBw0yd6Ua323fzRA/jz9moKc1wpY+3h8YMIRuOAkvadke2xpfCjzx89AKdN8Nib+/RrqvWH086dYCRGbUtYV+o8WdnC/3QTaYQtv/wJhfg1MAnYyzGYiqIoyvCT2tBXsPPOO0957733TL/refcLX/PVtNvpZgfmXX68r09J7q3tmD3YEGDcsm16BC85Wqbhre9cv5O7Lu2n4wqTv++c6SQYjeOyqdRZ1yVF01bdWKqreGpWmO1i3jXncPcfP9DbfHJKKTYLWIREXFHYV9vKQ5v3GCKQq28aws6qo/h65nHt0q0p51x14xDKH1cLkGaPKKJnnlulDovLOG0W1mw7QEnPXHI9dvK8DppDUTUlLgSvVh7isv/P3pvHV1Hf+//PmTn7OdnIwhZkMyARA+RICNgqSmtdQK5lUUmoLLKIlt7Wgrb9orXU3wWRa2sViLYF2RSEelWs1VvcWhGXgFAJIrIoYUsIScjJ2Wfm98ecGc7kzEHtBde8Hw8fknPmnDPLZz7z/rzfr6WkK5kOGw2hqCGdJibkx3LdDhpCUY42h2lojRr42sIct6ZfnOP5XNfAquVaNdFPXgL7mowdPxv4SB1rGYrF2VeXem7PYnXpnPWLzzTXgpbsNUeiHGmKcKIlwrxn3jeN6fH+QqZd2svQxBZFiMVVbJKAJAgaljsJ4wqYrq+iqNS3hIkpKtG4gqJCKBrnSHOYZa/uY/aIIsvPJ+sz6yTi9dW1xvv/M2sY0bhCLKFQYpNgxT8P8N0+BYZbp10UiMgKNkFAFAWicSUp6VUMmb/xSfee/v0rJpcxafnbpteXTxqccn6SPzNvZDEOSbQ8Hh27rHe6NlYfYoy/m4EZnz+6P0UdfThtkmlMHWnSoDaHG0MmsvhdV/ejJeETkOORaArJhGMyDYGoQRCfPaKI7rkejjRpOuc6RE0PHbccT9y3kgh1pyJ4nTbcdu082SWRAp8Tm82ybviFzLVwer61GicXdM4gLqvEFYWDJ4I8tHkv9YGIAb96qabOcm6uD0T4w00DsUsSD23+kDH+bvTp6DP5N+i/s3zSYE62Ro1rd/eoC9l15BSds1w0BKKGNv7mmuNcfVFneuZ5sUsCkigQiSsEwnFOhTXjqA0zh7L7aAseh0RM1sZhQYaLT04GjQVT8r4uevED7h51oQnK9diPLibX5+CHS7ZYjsP5m2p47EcX0zHTyXUPv5GyzdeVgH4WIu2YPReV8euBXqqqXqaq6uWJ/74yiXh7tMc3IXRcZnJ1Y/uhJuZvqiESVwyTkoUvfEBVpZ8riwuMatrYZW9yw6NbaWyNcvva7TQEzEYSUkKppW2VT8eLdsp0aVVpl8QjL+/jO/e/gqqqTF7xTgqmtykYo7R7LjFZMeQWk9+XVZV5I4tZPH4AUVnhZ+t2MGLxaxxsCHLf8zVc2rejsc+Vf3oLVQWbJPCTJ7bz600fEJMVXC4buW4HzeE4Nzy6laELXjFk1uKKythlbxqGHfrv/jv6xVYt1xmrqnmvttmQHATOmsygLlkoCYLluf0mVJfqAhHCUYVN79VyfoGPlVPKKO6cSb7PaThbTl7xDlckXAXrW6IgQIHPRTiR3CaP3UHdsg3TksONQY6d0q61rKjUt0T43n+/xqiH3zDGw0Ob91pWtJMlBmet2caI4o7GbwzrlcvRUxHGJ6rxNz2m7VdjME7ln97m50/t4NDJIGOWvcml92vV+rqWCKFYnMZQjA5uO60RmRse3Uo4Ddbcquqok1qTlYiSP5PttlseT9VEP3k+h+GWO39TDZMv6Wk4kOounA5bqgttTFYQEEwE0Jdq6vjRn9/m2KkwFX98i5awQucMF7leB0UFPtZNL+d3Nw6kZ56X53ccoTUq0xyKm6QcddyyLhN446NbOXgiSI7XQTimGK+Pr3qTD463EI9/uVXydDj4oo4+ak8GuemxrVz+wGvMe+Z9fv6DvhpJPuFUCae5MGOXvcnJ1ij1gQhLK0ppjcg8tPlDbh7Wk/mbavjZuh0pc+/CMSXM3bDT1KWMxhXmb6rBbRfJcNm446kdLHt1H9eXdmXeM+8z/AFNanJffSv3Pa/BrXxOG/k+J/WJRe8Nj27lrr/8C5so4LKLdM/1MHtEEaBpkNskzQjtl9doizy9K6i7XeZ5nSmdwIVjNGdbHY4SV9SUbRaNLSEQjlt29pTEfXq4MWhU178tcS4w4zuAbKDu0zZsj/Zoj38vJFHTg9Wd3pZPGkxUVshy2/nx2u1G4lYfiJDrczD3qn6mSltto2bHPW9kMR6HGessCgILXvjAhBm//297uHuUhjHM9TmIxmKE45pu+EvcxggAACAASURBVHh/IYJgjdHOcNlM8oJtDV5EtIl//uj+BiZyULdseuf7GOPvlmL9fNvabaybXs7M4b2Zv6kGe6Ji1hCKWqqnpFN2+az6xclKAOlayDpB61xhIc8mFv2rFIqikuESCEZg1MBCg9ugP7C753rYcyxgcpSctWYba6cN4XiL5iRYmOPmrV9eQSSusvWjerrn+Qz5ucIcN4vHDeBP/9zP3aMutMQ71wcidMx0sn7GUGKygigIzH5ie8rCRycoAky/rHfKvZTsuDlzeG9L1ZQVk8s4dDKIxy4xbZW2qEtHCFVU630NROLk+Zxpcdv1gQhZbpsh9SggcLI1wu///iELfniRUbUXgN/dOBBFUTkRiJLhtJHndaUsHu2SSDTNgkEf93FFpb41AipE5NPV4fwMB7dfUWQiZ1ZV+pk3shhREFKw7TqXxUqJZf2MoV8afjweV9Ji5VHhsX/sT5GcnHtVX06F4xQV+Kia6Dd15QoynDw4fiAdvA4yXHbTPFfbaFZFkUSB3zy3yzQeC3Pchivn5BXvasTdSYNx2MQUDHeyctAT08pZNG6A5XMguROkSRnaORGIcftT203V8GTipaJouvQ6yXpvXcDEzahtDBGLK3TMdFo627adK7/tZM9zkYx3BD4QBOEdwGDc6NKG7dEe7fF/jwy3yI9H9ElRLHE7RH55TT/yfA5kFRw2EUVV02ovZ7vthGMyj0wo5ZFXErJpiRZzW1hEjsfB6qlDaAhEyfbYyXJpifCtl/dm7daDKcS2ZZV+QjHZJBeXTI5bNLaElkic9TPKkRX4+88uoykYxS4JHDoZTFsBjCsq/btksmFmOYFwnDyvmh57KmKp7JLr/nQcd9uHw/JJg9MmQUBCu13mcGPwrEp4fR0t7z8tFEWlORyhtvE0PCU5QVj+xgF+MqKPSfd74ZgSntl+mFOhuGmcLako5fkdh5lQ3iMlGbnjqR1UTfSjqtAp08XKKWUseGG3ob28pKIUWVGNRPyjuoAlUVSXnivMcWOXrBVFHDaRqol+CtqoXOjviwJ0znLisIk8OU1Llm2iJuf34fGAAW9YNLaEuCKz5pYyREG7fyVRwG0XefS1fbx9sClFU1qXQlxSUYoCeBwi4ahCVFa4ba2WUCXLba6eOoSfrjutTvPanOGmJKsxGCESV4jJKnZJW/gnq3MkkzYVVeXACS3x0+EpD4zXjLEXvrDb3ElKyOT1yvd+5o5AbWPoS8WP1wUi3Pd8TQqRetHYEkJxOUVR5OEJg7CJ1lKVNw/ryWt7jnNxzzxueHQri8aW0Kejz7Tg1FVRnp41jLisMu27vczk5spSBAGenjUMn9OGyy6iqnxqseBEIJK2wu9xSMa/ZyYkYGe0WRS1LTY0tEYN7fonpg3BIYkmnXwNGy8RisqWzrZtO3vfdrLnuUjG7zkH39ke7dEeSdESUiwrwetnlBNXFIORr7epc732lETyyuICuua4icsqDpvA3KsuMDS79YeNXsVYPG4AzaGo8WDXq1xv/uJywjGF0h65PPdeLSunlNESjpPhspmSnuSKeFGBj/mj+5OfoSUmHzcETQ+uB8cP4IV/HTVcGdsmvx8ca2H+phqWVvqxCQoNrdG06imBsEynTKdJvzjX7TBZdqeLtg8HK5MP/bh0EuwNbXCVZ6Oq83WzvP8soXUbtDFspaU+xt8tJRm4c+POFCx1clW6viWS8j26s2ty1f2RCaXM+UFfo7MQiskcaw6TmYB5tE26llb4yfXZeW3OcJw20dCpbzvWdOjAyilllu8LAnicNo42m6X8Fo4p4Ym3P2b+f/Qn223jUGOIQw1BOmV7uHX16ft4aaWfH13Sg+sGacom66eXE09Uv0Flzg8u4LHX97NlfwNrbhlCxR/fSqtTr6KaFtq2pET84IlWGkNRfvLke0nnQNNgSL6fH99ygLXThiAJAp2zXDw+pYyYLHPL49aGQPpvn5fr+VwdgcIcNzbpy5M5jMkKL9XUGR4IvfO9hqb4728alNK9a2yNpSwu79y4k3XTy7FL2jylG/WIgmBgxJPnE63DYef5HUe46qJORmVZFARUBCrbfObxLQe46+p+aYsFhTlu6loiZLpsLJ802KhS60lzsr19bWMobTckOYHWyZmDumVbGmZ1zNSgSw2t0c/U2fu2kz3P+ghXVfU14CBgT/z7HWDb2f6d9miPb3OkqwRH42qqEc+qaj45GTIx53XM5o2PbmX4A68yvmor9S0R8n1O43NzNuzkoZsGMW9kMYqqGom48b2rq5EEEZso0rdTBmMvPo/ndxzB45BMVvf6w0hPrh02kV75XhpbY0TjCoU5HlbfMoTX517ODf5Cfrp+ByOKO7Ls1X08MiFVLUDHJN66uppMtxNFUSzVU3T7ZhDomuOhe66XrjmelEQ8HU6x7cNBN/lYN71cU1S5ZQiPbznA9kNNzB5RlHLep618l4bW6Fm53l8ny/vPEtG4bIxhPVlIjnRdkXRVaUkUjId+csweUZQCe7ht7TZsotbSv2zRq0z8k6ZgYhMF8jMchszcuunlmqlWhoPDjWFCsThHm8P85rlUtZCllX4ee30/tY0hFryw21Aq0t9fUlGKyy4SjaspUn53btzJGH83bT+bNPhNcZcsy8W2ogg0tkYZX7WVUFxBVWH2E9v5uCGIIMCtw3trmNxIPO25LczRJBeT9z0/iXz88cmgkYgbv71mG3Ov6sfLd1zG8kmDyfM5+O1/9Kc5GOOGR7dyxeLXuPnPbxONqwzrlWs6tpnDe5t++2hTiHVvf2yJ1fc6te6CCfNe6afA9+VVRvWFvo77bghEDQ6HrKQmrem0usMxhaisGovGmcN7mxw99fM1e0QRj0wo5fU9xxldWkhzKE5UVthYXUu2x25pujTG340FL+xOmS+XVpTSweNgaUUpm2uOG0mzzh2Ye1VfHpkwiGWv7jP2VV/8WI0bQRCM+dHrlPj7zy7joZsGpRzHnA078blsmsztZ1SZ0uF4bX/z6w7H+6xxLhw4pwHTgQ5Ab6ArsAwYcbZ/qz3a49sa6SrBQpo2rwBGkpHtttPB6zCMgPRt5mww69nWNoaIyQozVmnYa6uqY11LJAWaop5BnmtJRSkum8gvn/4Xd4+6kJis8FHd6Rb90ko/37+wozEBr9n6sdHW/uBYSwomMa6o+BJwmQ4eO2tuGYJNFLDbBP70+n7+o7SbJZxDx4IrisKJ1qjhHphc0bbCauut1/wMJ4qict/1JdwzKj2eXJP5wrKS/W11plMUFZ9TJBBRtDGTpKWuwxzyM5wsnzQ4BSqVbtzLisrG6kMsqSg1VZ175Hksr0tDazRl7M8f3Z+7ru7Hj/78tqEysmhsCbNWbyM/w8Hdoy7klse1CnuyU2y2xwGo/Of3i5g5vDfLXt1HB6/d1I1x2ESCURkpzf2pQwk6Zro4eKI1oS+eup2iqoYTpE0UqDsV4ZfXXGC4fOr7bBMFBnXLTtGpn/HdHkwc1hNZUXnjzstx2kR8dpvhdBmNy2mTyYYEfOeGR7dSNdGPJPpSNNr1LsXeuoDhzNgl2814fyFb9jcYVdwfj+jD+ble1k8vJ6achuE0BmPEZcWoBAejMk77l2v+47SJJqhbMCobfB2bmGoElE6r+2hziG4dPMaiMZ0J1Hm5Hta//THXDujKhERH58riAm6/osiQsm37mWy3nZdq6vjxFUUs+OFFdMl283FDkLuf2UV9IEJVpZ/brzifCW1gXHM27GTttCEm6c+llX52fNKQ0iFaOKaEXz/7Pj/9fl/Oz/NS2xhmZprOVm2jhheHz97Z+ybC8T5PnAuYym1AGfAWgKqqewVBKDjTBwRB+DMwEqhTVbV/4rUOwDqgB1qlfbyqqo0Wn70K+D0gAX9UVXXBWTuS9miPr2iIIimT5cMTBgHWbd5gVDa5W26YOTTtpJ78OZ3MbvWAsao66nhDq33olOVCUVUUVeXmYT0tXQ9vXV3NisllXLH4NSOxyM9wYhMFSzk3SRRQFNjb1GrChVdV+rn5kp6oKkSjsqkanowFbysTp1e0n551CTluuyUOPidxjvRqNUB9S8TymHcnIDVW5CcrslJRvo/GUOwbm6ArisqJ1jCnQnG8TtE4vw+8uIcHxw/E7ZBM5zsZKrWs0s//7jqawgFYVunnjb11zB7Rhyy3zZzIWbgmFua4UzoWtY0abrYlHGf5pMEIAgYUATRN/2TVoeR7afMdl7HwhQ8Y4++mwacqSnHYRHJ9p6Xb4nEFRYkQTWMOo1ewD55oJc/nSLvoEAVN0rEwx01MVonEZZMMafLCYubw3sxYVW3o1F/YJYPjLVHTfbe00k+uT8Elx8l0OnDYpLTJZDAqE02U1HO9jrT4bpsk8PMf9DVDfSr93Hl1X2RV5Z5RF1Lgc2K3S3RJ3JdHmkI0BuMcOhmylGb8MgmcKgJdspw8mTCRcttP83Xyfc4U6FqO186D4weYFkhLK/2IaEWUjdWHWDimJO15FoDhF3Q0dVDG+Lsxa822tOZu+vg5EYgSlRUDy63HjNXVrJg82PJ6xWWVFZMHG4ZTf9j8IXN+cAFzN+xk+aTBNIdiNLRGjUJIzdEWjUSfuAfTmVklV7ST58p08U2E432eOBdLzoiqqsZMJwiCDfg0fZoVwFVtXrsL2KyqahGwOfG3KQRBkIBHgKuBYuAmQRCK//1db4/2+HqEosDjWw4Y7fR5I4sJxxSDaJTcElxW6aewg9v0Wn6G07IlmExUW1rpJy7LvDZnOBd1zWTF5MGGqcVTM4YaxKOqiX5DslBrx8opbfqqSj+ioCm1xBVScJZ6O7u2MWSyXZ6zYScehy0tDGXVlgMEo6n4+Rmrq/nX4VOGxGE4HDeOMxkLnq46FY3LNIZiPJRwItXP8UObP6QxCV+ph1Urtq3MV3ICmI6sdKQ5xPVL3uCSha8YconfJHkvrROg0tga4+CJkHF+Hxg3gByvI2VxN2fDTv77hgGsnFJGhtvGlf07k+WWWHPLEDbMHGpck8E98+iZ66Rrtofizpl0yXZR1NGHIJByPzwyoZSN1YdM+6WP/QyXjbkbdpqgCDOH9+bOjTsN1SE9BnXLZvmkwagq3HV1P3olqvC3rtlGKKZwuDHIkaYghxuDNIejyKrK6jc1kmXbcbKx+hBVE/288K+jKCr8PbHoaAuFEUVN/WRppZ9HX9uHXRItx6/HIRkVxfpAxIDIWEFfZBkCEZk9x1vIdtno3sHD728cmAIh6eC1G3KIemJlNYfYJTHl/r51dTWNwTj1LVEEQSNFNofCnGzVYGEagRbyfA7jftPnFS1h/PIInLleB6oKzcEY9z1fQyAiG+dRh67NH92fzT+7jHkji1nyykfkeB0s+OFFxrzxh80fUtcSIRiTmX5pbx7fcgCXXUyB6iwcU8KCF3bTKdNluq46KdjKqEcfP4vHDcBlFykq8FmOCX0RlxyFOVoFXTecUlSob4kiiQLbDzVxsjWaVho23+c0CMsrp5RxZXGBcU+sm15OTFY+t0ThNw2O93niXFTGXxME4ZeAWxCE7wOzgOfO9AFVVV8XBKFHm5dHA8MT/34ceBW4s802ZcBHqqruBxAE4cnE52r+/d1vj/b46ocowKzLz6exVUsMHZJIx0yniWikS20JAngdolHZkUSB3UeaUyrri8cNQFFVzTAl283fa47SPS+Dfp3tNIZiNLVGmffM++T7nClkxaUVpQQicV794DitEZlHXtlrtPHzM5ys3XqQqn8cZMZ3ezChvIcl5KVPgY8NM4dik0QGdctm+6EmAyoD0DHDwfJJg5FEAVlReez1/ayvrrX8vuREW5c4dMRkgwyU73N+alUnGpd5qabOpCIBcM8oa0JRxySiqBWkxor81Haf65JIiMlV+m+KmkA0LiMrKnk+h0EyfqmmjnXTy4F0ECuBpa9+xJb9DaycUsbHDcGU6qlerfO6NIMdUdGk85ZPGmwsWvX74a87D/OTEX1MChWLxpaQ63MY2NkOXgcbZg6loTVK9w5uY5GpwywmX9ITn9NmwDT0Becd3yti8d/3crhRU3LRt59z1QXYRIGqfxykMRjn8Sll2EQBURBojcS4qaw7TpvIuIu7cdta7Tvv+F4Ra6eVa1b3ooDHIdISkTmvgxubJLBlfwMjijtajl8V6Jzl4vU5w5FVlWPNYWIW+Gb9/rJLIjMSEoI98rxkBW385dahxGTVMOVxiAJVE0vZdaSFt/ad4Dt98y2VitJBKSQRWsJxfE4bkiAQiqp4nHC4KYhdEnFIKqHo6Q6Ynmg+vuXAl0rgFBPGOTNWVzNvZDEnW82+DLr6yd9/dim5Xk1G1mXTSJbJMfU7vZi8/B0WjS1hjL+bQWBPHpv6nDH3qguM6zqoWzZZbruBW9fhhrleB52yXIRjMveO7q+ZUCXmSiv1m2OnwpaKMHr3Ry+KzB/dHzmRPDeFYgYkJ9kwymUTmXtVX1NHYGlFKW6HxP1/+yBFYebzktm/jRC+c5GM3wVMBf4FzAD+qqrqY//G93RUVfUogKqqR9NAXboCySWOWmDIv/Fb7dEeX6uQBIFYXDEx2FdNLTMRjUCvBA6iIRDn1jVtZBDtIuunl3Mk4VC54IUPDC3c+aP7U9Qpi+65blqjCrVJ7eN5I4tTyIq3rtnG/NH9GTWw0HCdS5ZSW/DDi2gMxrl2QFf217eaEghdiSRZAUZfGNglEZsoUHsqhJgwv2mbeKRr6esKAXol596ndxpqEIvGlvD0tsN4HRKPTynjk4bTznk6TlHHdub7nAb+NRiVcTvMhCIrCUQrSE1y2zaddrgVfOKbpCbgsEmocZmYbMZEN4ViONJASg6caGX0oK7srQsgikJaTLNu5JRMDn3s9f3MHtEnBfry+JaDPDBuAJ2zXIa7Z3MoRlMoys9/0NcYZ3pn6criAo40h9l2sIHZI/pQ3xJhzgYzXnrG6mrW3DKEQCRGUyIh1aU8a0+GjONZX13LiOKOlmPkiWnlRgLWp3MmDYEIPqcNu1MiFFPp6HUiSSJHToVYWlFK9cEGqir9/D7h4Kgvfu02gQynSDSuVb09Dhv2NOdXVlREQTUq0KIokONxsudYi6GHngwZ69c5g175XmRZa62vmFyGKIBNEvntpl2M8XdLC7H5+VNmbHuXHDeBcJwZq6otIWN3btzJmluG4HF8ubhxfTzpUrBWx7evvpUZq6p5+Y7LONqcKo8Zk5VE509gxqpqriwu4JfXWLupnghEWVrh59Y11cwc3psFL+w2Emnd3G1ZpR9J1AyJDp5oNSXGyyr99Mz1GO7FuV4HS1/dx966APNH9+e8Dh4cNtFSU79Hnpcn3zrIoG7ZdM5ypdw/yyr9IAhpnwFW/hCfp6jwbdUbPxcj/Meqqj6mquo4VVXHqqr6mCAIPzkHvwPW1qKW/RBBEKYLgvCuIAjv1tfXn6PdaY/2OHtxpjEbV1QDkwjahPdff01VcXhkQikZLruRiOvb3rq6GhA4GYyR7bEzf1ONkYgvHKM5EN65cSeqqgmnJSdA6aAdngTe9xdX90uBrnTKcjHt0l7MWrPNkI/T99NKieSOp3YQjimGW2h9S4R3DzSktHWXVpRitwkpLX0dIqL/LQqC4Yanwx9mDu/NXX/5FyMWa855v/2P/jx7+yXGpJ/rdbByShlzr+pruBfOe+Z9jp8yt13TSSAm709bIpIVrKVqot8SPvF1UxM407jN9Tpw2LTkN7llrpMeHxw/wHROFo8bYIzF2SOKiMUVA2ubHPqiDLSEX1+gra+uZeWWg6yeOoTX5wxn/uj+3P+3PayvruXGR7dS8ce3EAWBXK+TPJ+De0ZdmJJIzFxdzd2jLqR/l0xuvqQnM1dXp10Q1LdEqBza0xh7egLncUimcZ/uHorJiskt9/olW5i84h0OnAjy62ff56MTrdQFwkiCwHkdXAzumcez79Vy2+VFhlNtxR/f4kRLlJgMn5wMUfHHtxj9yBv85rldaRWHTgQ0zoNegW5ojRqJuL5vczbs5NDJELuPtnDZolc5fipMIBLne//9Glcsfo2jTVqXwwpKsazSz33P16R8XyyuGuTpdOdEEKA1cm4XpJ+WH0iJ8dQUiuG0SZYumTqERxIFHDbB9L7uYKx/x5XFBfzq2mJsEilz2rJKPz1yPeRl2Jk3spi+HTN4qabOpPIzb2QxWW4bO2tPcaQpnDJ/PrT5Q0YNLDTGxMQ/v80YfyG/vKYfPfI8iCIoqmqpqS8KcN3AQub/R38aAlFLXlAkTWfP45DOCP37LJEOwne2lKm+qnEuKuM3oxEqk2OSxWufFscFQeicqIp3xtrRsxbolvR3IXDE6stUVX0UeBTg4osv/uaAMNvjGxtnGrNWagsv1dRx73UXmqAcf/vXUa4b1NVychQFDHe7J6eX09gaxWWXCETihiqEnLASTyYbpYN26NXAupYI8zfVmDRzJUHA5RSNfVOBRyYMIhxTDHWItvuXbEQxZ8NOVk0t47/+utsEfxEEmLFyGz/9Xm/NdVDR2uoLXthtWly0RmImcmptY8jUbtYrm0/PusSovoiigM9l40d/Tq3yrJtebrRPzySBCFi2Wa3ISjluOz/9fl8TfOLrqCZwpnErigKZdjun1JiJHFsfiJDlsWta3RZKGrWNmspE1av7mFB+XgppblmlnzyPdp5yvQ4aQxrh86HNH1JRfp5G9FU18mRRgc/sEpioBrdG5LSSoTrsRHMndKa9Bxpao+R6HSYFGL3qXx+I8Mz2w6ycUoYgWBOtRUEwFF3aVojnjSw2oBLzN9Ww5pYhxt86tEXfftaabWycOZSmYMxkKPOHzR/y5PRyonEFWVHZ8O4nRjcrWUIwHYzK45AMc6Nsjx0QUuaFtlCKjpkuWiOxFLiXPgfpv5PunEqCcM4XpGcas0pCEWfR2BKWv3GAO6/ux8/X79AcTbPdfNIQNOa5RyaUsnbrQa4u6cKCH16EXRIN18lfXduPJRWlFGQ46ZzlMgyqriwuYNWUMkIxGa/Txn3P1/BSTZ3RYVs1xbrjuWpKmTGntb1WhlRmmwLH/NH9GVf1JoU5bpZPupiqSr+h56/Plfc9X8NPRvQhFJXpnmutRqTjz9teK53kmw7691ni26o3ftaScUEQbgImAD0FQXg26a0MoOHf+Mpn0RL7BYn/P2OxzTtAkSAIPYHDwI2JfWiP9vhGR7qWc1RWTS32hWNKjPes2tN6MuKwCXidNk62RmlojbKx+hBzr+qL0y7y3HuH+cFFnYwEaNmr+9Ka3yQn5Tr+0GUXkVWVE4FYigqG2yF8KswEdGm1aAr8Zd7IYuoDES7smk0wqtlW17VEmHxJT358RREuu5bU2SSJ/AzJ9P2fBRISS2N+EYrJ3PvcLn76/b50zEy1J0+WQEwXVgoDyQm63aZBdI42h74xuMlwOM7ehlZDiWL+6P70yPMYRMQ//3M/Y/zd8CARlRWWvPIRM4f3Zv6mGo42hVhfXUtTKMr80f15etYwonGFuKJiFwXTIirH7cQlCfy/kcU0BWMm059llX7uvKYvJwMxNrz7CXZRIByOa8lC3BqCoI/pmQkHyYc27+WRCaVGEpyMb557VT/jc8mY8aqJfoIRmY8bguT5HCmff3D8AM05M3Zm+3n9/7petVUlMt/npD4QTXEwfeDFPTQGYxxp0qRGxw3uDqjcd/1F5Lgd2Gza4icdjCoYlcnPcLL01Y8Y4+9Gp0wXa24Zwn3P15jmBR1K8fsbB2KTBHyuVNOxwhyzyU9bGcbCHA2H73KI5HwGx9xzFSdaI0RlhTyfg5vKumMXBeoDESr/9DaDumUzc3hvfnVtPzpmujgVjjGhvIfBkdHjyuICCjJdxGWFQETm4Zf3mrDi//XCbu4edaGhdAOnO2wnAtGU+XbR2BKOnQpzKhy3hHel0+lPLnBMXvEuT80cyhPTyjl+KpyimDJ/dH8iae4Hl0NMlSGceDF2m8D9f/sg5To+9qOLkUQ+kztxurH3desQft44m5XxLcBRIA9YnPR6C7DzTB8UBOEJNLJmniAItWgunguA9YIgTAU+AcYltu2CJmF4jaqqcUEQbgdeRJM2/LOqqrvO4jG1R3t8JUOv1CRP0EsqSrnv+RryfU5jog9GZXxOKYVotaSilMde309hjhunTaS+JWIioy0co1WBfnVtMdcM6ILTJpCV52Xd9HJOBKJ08Np5+KZBZLjtpsqQ/sAHbcLvle8lJiu47ZLh7qm/pyc2HofE724YyH+ue8/0sNGJRaBNxuGYOVGubQxxQacM/jJrKEeaI6bje3D8AGRVTcH+PnvbUGatfY+qiX5+//cPTd9nNeGnezAcOhni5mE9efB/9/Db6y86a/q4eoJuhZusqvTTOdtFtvvrm5Q3hKLGddISgncozHGzYvJgvA4phfi1cEwJ2R47SytKufuZXRTmuJk9og8IKsdORVPIg907OPHYtaSyKSRbmuzMTGC7N7z7CSMHFqKgcuhUiG6ZbgKoKfdK2zHdI89DfSDCmq0fs3JKmbGA1fWzFVXh6VnDyHDZcdlFfn1dfzq47DRFoqgq/HT9e0ZFdOWUMppDMQoS8p06WTLdgiB5kapzGqwqylayo/riOM/nQJYVchLjs+5UlEyX3TSmcr0OHpt4cQpmPNfnYN3bH6dcp6pKP5luG4IAT04vJxyTORGI4nNKqKp2TG1lQheNLcEuwe9vHMhPnnyP7YeaeHzLAcPFN9tjJ89rw+34csd7OCbTHIzRKcuFy25DEklZdCwaW0JtY5CbHntLq1pPLeP5948b1/nHI/oYmuEv/ud3Lce5QxJY8MOL6JTlQhIEmkJRREGgc7abSExhxeQyJAFOBKI4bAK/flbTqbjnuuKUZ0Guz/GZChyxuEJLJM7YZW+ajllP3F120TTGN1YfYvIlPUHVxsiT08tRFNXoqC54YbdG9vTYeXJ6OQJgt4kEwnGue/gNydk2AAAAIABJREFU0/yYDgP+bdUbF1T124fYuPjii9V3333X8r0edz3/Be9Ne3zd4uCCa8/09jl5arQds580tPKTJ98ziIVNoRjdO7j5xV/eT9H41XDkTgIRrYoYk1UefW0fW/Y3sGhsCV1z3Ex47K2UiVtvM49d9qbxwNh7rBl/zzz+kCCM9c734rZLxBWV/fWtKSYt66aXc+9zu/jF1f24fPFrKce1bno5dzy1g40zhxJPQEzsokBjMMqM1dtMD26bKDKu6k3TPs4f3Z8+HX2Gskvb9yaveMf02rrp5bjsIpIocLQ5YkkSAgwmv9shcfyUebtk+M28kcX075JJ5yz3WWX/17dEuH7JG5bH1CnLdbbJTOcs02k7bj9uaOWyRa+mbPfPOy8nHFNMVvdwmtTokATCcQWHJGKTBMIxxah2J2/75PRyFFWlS6abw80hFEW1HHcbZg4ly21n8op3eGJaOR/VBejT0UeGSyQcg6isoCgqR5rDLEwQm/XfWHOLZgGvqCouu0hcVokloAwNgTAepwO7pHV8stwiLpuD4y1hQmmOT9dXf2jzh9w8rCev7znOtQO6msyL9Ar7zcN6GtXLK4sLmD2ij/G55Hv+8SlljLA47n/MHc6x5nCKSVB+hhOnTaRrtsekhX8iECEckxEE7Z7M8di1qqkF6VA3DNt8x2WoqorXaSMQiXOiJcKcDacNnXrkeXFI2vn7w+aP2FsX4L/HDyAQlcly29FAbJoJUF6GK+UYkuILmWsPNwYJxWTCMYVQVCYvw8HP1u0wzb2ba44ze8T5xGQVWVXx2CXiqoqigF0SjPlpULdsHrppUMrYnfHdHlw3qNBkPrZobAldsl00h+KmsbCs0k+GS6Lij28byf68kcXIioYDd9pE7DaRulMRS83+5LE8f3R/OngdPPLK3hT1lUVjS1IUgx6ZUMqarR9z6+XnM/FPb5kWwpveqzV1Awpz3Dw96xIAy7nsTITOb7CaStqDOJswlRasyZMCoKqqmnm2fqs92uPbHpIoUNYjm155XiRRIC/DicchMntEUQoBTVd5aGgJkelxcuhkiDH+Qq6+qDN5GU5i8fSOmTqUIxm3uum9Wu4ZdSGCAI2tMSYtf8eQO0x2cltSUUpUVqhviRr2yuna/8GYzMQ/nVZTeXjCoBTM5eIEua9tUvy7GweesSWb/JqsqIRiCjc+upWVU8r4y6xhxOKKMeEDKRXplVPKDAfSZPkx0AmJ0mcytfg8kYyb1Fvh2W47BRlO/uuF3dx3fcnXUu7QJgqWUml2USAuWksbyqrK+ndqCURijBxYmKi2ptk2sdg8GYzitInEFWuTnYbWKB0SrXxFVQ2jnU9OmhOYpZV+8jMcxucWjS3RpAAdEoqiaTLPaNNxctkEwnFtURmOgcehVbxbwtaSf52yXMzftIs5P7iAySveYd7IYgPGUJDhxOe0EZUV7h51Iau2HDC4ELdfUcQru4/zo6E96J7rNjl+HkrsjxWMrS3xWzcJ0t0hc9x2TgY18xg5sTjOcIuIggNZVdNCILIT8nsf1QWYsaqa1VPLiMmqAZVJ7oQsnzSY7z/4urFfBxuCxnv64qDTV2R8ux0SgiAwafmbLPjhRRw8EaQ+EDHw24O6ZbNgTH+ismqqIE/7bi/+v79+wK+u7Wecr5nDe6dIIw7qls0NZd1TeAJzNuxkxeQyy87OqqllRlexIMPJ7CfeAzAVYvTOC2jQvQ5eu2l+fmRCKb9+VnPoXDmlLEXqU1bUFIfV29ZqiikHT7SaXr91dTXLJw02JeO1jadhf1bj5UwY8LM9n34d4qwl46qqZpyt72qP9miPM4fLLjJyYKEJhrG0opSeaey/m4IxOmZ5DOJYIBInJiu4zpCw5Gc4Wf/OIdP39OucQZ8CH3FFxWUTqWuJGASxp7cdZv7o/vTO9yKKAnZRAAEWjRtgmJ20rfbpOPODJ4Kmyf32tdsTlTYNlzl7RBGSKLBuermmBKBoNtV3j+qXFnOuGxglv6YCHofImluGYBMFvHYBb4bH2Ka+JZLC5P/Rn99m/Yyh3PHUDtNvXFlcQKcsF9G4TH1LhBy3/ay5Z+rwmHyfM6XTsXBMCYry5Zmg/F8i1+0w3AuTK30KpF2wHahvZfzgbsQSZGK7JCCkIZCJgoAoqEQTJjKSSAo8wsBx/+ACA6YFmlZ5sn65nmSsmFzG1O/0MhaF9YEI80f3JyorRoVYXzBF4wrhuMqcp3YYNuQAmS6J/fVpCIqi5hlgkwQWjxtAQYZTS/JXVZsWYpkuO1O/04tbLu1NJEHAvKJfRzpmOgkn/gb4311HGVaUb8nrOJVGA9zjkPA6RaJxmbqAjKpqknmKqhJXoSmo4LSJyHGZDt5UCMSVxQXk+jTzlyNN2vlw2SXskvVCX0rcFzqkrGuOm7d/dQXxuNZlkESBxlAMWzRGXIYOntN49i86Mhw2WsJhahtD2CWRxS+ZMdG/vKYfkbjK1MffNp3rx/6xnz9MGISqwjO3XcKxU2G6ZLk40hw2nT+rBB1SCa7m1wV65nuJyyqnwjGjS6fv03h/IdMu7QVo86TbLvLH1816+6KAUVRoCcdNhNtYXOFk0HqfeuR5Odas/caI4o7G97ns5uuTDPvT57IzScR+2+NcqKm0R3u0xzmOcCzVdfLWNdvSWtFnue0mk56FY0pY/NKHFBX4+M/vF6U8uHVVAF3fWW+LNwVjPPzyXiZf0pNMl91EEFs8bgALXtAqQTq0ZWlFKdkeu2F2oitJHDxxGmeu44GTQ6/M6xrkJnOJSj95PnvCmlvg3ud2pRCGllX6cdlPJ3f6Md/3fA3zRl7IZYteNb6rKFfClbDlTsfklwRMOEYdB5psLa6rd+ha5v8XbVwdN3msOWzpVrp+xtDP/Z1fhUjGjIOZO/DQ5r0srShN4S48s/0weT5HSrt8+eTBTF7+jmlcnArFcNolRAENMqCo1BxuYs0tQ6hviRjY7tuvKGLDu5+wpKIUJVEBXDxugOW1bwhEWPDCB5oU5tUX0BSKkedzEIzKRiJ+z3XFNLbGkBWVQyeD3HNdMfc+W8OM1dWsnFKGrKpc2DUjRb1i0diShAGOzO1rt5tef3rbYUYP6moa1w+OH0CWx86UFac7N0srSvnDy3uNcVdV6SfX6yDLZTcwvfvqW3ngxT3MHN7bcn5QgYaA5jj7k+/1oe5UxFC0Kch08vu/f8jkS3qSn+Gkg9duOg79XtAhOMkQiz3HApa/57SJ/P1nlyKJAl67BKKGXW8Lq8jPcCKJcCoco0cH75eSkNe3Rg0lnqaQlvjqajHZbjudslwm2Il+jy6fNBhB0OZqRVVxSCIOm8i2gw2m+SrZ06DteUomuCa/vr++1egkLK30s2pqGQ0BLXm+43tFDL+gY0qhBjAWeLNHFOF2SIacaobLRobLx5GmEPM37WLuVRfQOctl+duHG4Pc9Zd/saSilIfbjLsZ3+1haJsXZDjJcWtchJVTyjh+Kmyaxx/70cVfa/7L2Y52zHibaMeMt8enxVcBM54Oe/vmL65IMYBYNLaEbh3c7DrSwrJX9xltbl0i7Y83+5FEEQGBpqDWZrXabuWUMha8sJtZl59PpstuaquCNlE/MG4AzaGYSYLriWnlpoeV/jDome9lz7EWMl02k06u/rm108oRBUwKA/p7T04vZ+/xgLEY0CuIuV4HnbNc2EQBWVX51+FTRuVGP6bX5gw3zp2OI++ao1XHT7ZG2HGoGY9DMj5TH4jw9KxLjIdmNK5haMdXvZmyXzpuVv/7/+KeqSgqtU1BLr0/9Tq/ceflxj6fhfjSMePrppdzw6NbeWLaEMIxxXT+Z48oSnHcLMxx8/BNg+jgcxKXFRw2kZgsE5dVnHYJSRASMAuYtPxthvXKZdqlvbCJAjZJxGkTiMQ1e/qKoT249P5XqZrot8RCPzBuALKipiz2ZEXhtrXbWTRWUyxKuedy3Ow62kJhjpu6UxGKOvqwiwIHGoJ0yXYhoO2jUxK50QL/vmJymSXG3IoL0XbcVVX6cdhEw9AoFJNNcLK2+9o918P4qq1UTdQWNG3fz3TbmbGq2uBo2CXRwNVLomDJ2aiq9OO0iwmDJPO5qzncxEOv7GNZpZ8OXgeyolpyAOaP7s/5BT4+qgvQt1MGXbJN+vJf2FzbFIyS4bITimljLFkFZ80tQyzH9POzv0NTMJbieNk918Ovn91lmDR1ynLxm+d2MfU7vYzum77tebluTgZipoXokopSVr/5Meura43ztHrqEGKywqIXP2DeyAstz+XKKWXcsX5HyvXXv2/L/gZjHBXmuHlqRjkNrbGUrpIO07Mad2tuGULFH98y+AE987x4nBKSCKMf3pKyT98kd+HPGOceM94e7dEeX1ykw95GYgr3/22PqR15/9/2cNfVFzB/Uw2Lxw0g22PD47CjqCpPTCvnf7bV8vKeehaNK7Fk1RcV+Fg1tYymYIzJl/QkFNUeSFZVxM5ZLha+8IHptbiimCpB9YEILrtI7ckg8zdp6i9tK9tLK/08vHkvt11xvuXvyIpKtue0pFuyBu+66eUseOEDHp4wyDK5EoTT82G+z4mKRtLSWf/J1f5FY0vomOkyICf6g+NwY9Byv9pqmf9ftHFFUcBtt1lWp76uMl+fJmN5/9/28PMf9DUlJeel0TqOxBXissLeugAXdc3EbbdhdwlkuRwcaQ5xrDlMl8RYunV1Neura43k4/kdhynvnc+4wechJLSyraT1Fo/TeArJyaZezX9iWjmrppZhE0Xmb9plen/Ohp2smlLG/E01LKko1RRMFJVMt0jXbDdRWeGTBo3wvChNRd4uCWkhJW1fSx53w3rlooCpMlpV6ecvtw4jHJdxSCK/u2Eg2R47kiBw7FTYcETNctkNEmHysTyZcAb1ODSydtec08TKjxtaLfczEImTn+EhM1Gh1/HnHqdIpiuP7/QpINdt51gggoo1HMPjkFBUVftd+cuBZrntEnVxxSg+XFlcwNppQ1BVEIXTcJu2YzojzblcO20IY/zdKMhwkp/hxCEJ/GREH36/+UNNuzzLjcMmAiqHTob58z/3m+bzh1/eyxh/NyMZr23UjJEcNpG7R11oOH0mhw4N+u8bBhjcHP31WWu2sXzSYMb4CynIcDKoWzbbDzVxuClMzzyPwUX44FiLiS9jNd/Vt0QsoXVVlX6WVpRypDlsFEX+r/PjNy3ak/H2aI+vYbgdYgr2dmmlH1HERC4CM1Hy5d3HGDmwkKlJustLK0o51BhiXxubev2ziopG4nLZyfE4qPzTW8wbWWy5rQAme+XCHDdxWTW1dbtku5n9xHYAI/l54MU9mk1zroejTSFDrSVd8iaJAj6ndaLawevgrqsvwOMUU2Tqllb6eWab9hDTITDJUJNFY0vI9zmpbQwZD8+/zBqW0kpNJ3mYLB12NpLmb5rMV4HPmXJNkmUsdXm7FZPLaAhE6OB1UN8SsTzXwais2XtvqmHF5DLcdpFOWVrl1CaJLH9Dw8hmuCRLo5uYLJPhtHHsVNiAaenjsEeeF1VVaY3E0xoBHT8VNikN1bdETYmKrKpGsrNqahlOm8ihhkiKyUpLOB1EwZrLoXMhkrtBWW67kURNv6y3qaJe23iaxO12SISisiEjqsc/5l5OYY7b2Oe2xyon9iUYlQ2nUz3OxNmIxFUkEQrbdHGyk/60hzR4T7rvEAUh4RXw5WDGZdVMeq1viXI4MTfk+5z8+rpiHhw/wKRQs3BMCY1pcOCKojnO6nNPvs/JgjH9uevqfpxsjfJRfYBtBxuYUN4DAUzeCnpM/U4v499tYSurpw6xPJc2USAUs76+zaEYNzy61dj3x7ccoKE1SucsF11zPNS1hC0LG23nu4bWKDOH97YUEdA7rMlqVF/XosK5iPZkvD3a42sYoagFZnx1NQ+OH8jDEwbR2BozMJ85Xjv3JjRpx158nlExMz6XqIwsevEDllb4uXWNOXm9/2+7DVzgmluGUNtobdCxaGwJNkmr2Ovb63rmeuW6MEdTUqgPaIYlD7y4x5BXVFVNJeb8Ah93jypGVTVbaauEWlYUwjHZUmt90YsfGL//P7cNNZw5JVFAFODqki4cagxx9UWdU2yk52zYaWq91jZqWrxtwypJ1jGUwFlLmpOdOhVFQVZBVVXD6TFZhu7rIAVmt0v0zfeyfno5EVnl+KkwXodkUnn48RV9mPPUDrYfajLw2G2v8+9vHEimy8aiF/ewrNKPxyECmrRghkN7rP3qWk3uTQV+89xpWMCNQ7qz9JV9NIWi3D3qQh555SN+NLQHKyYPRhIEWiJxZEUxdPGXTxpsmdxYKQ0lt+yPNYeN90VBQFUxEvHkzy344UUsHjfA1A1YPG4AS1/Zl5LkLav0k+uzM+O7Pbi0b0fT/ffIhFL+uvNw2op6fUuEbI+D+/+2O2WOcNo1HXArjfMriwuwiQKPTynDIYnkJgx4YjGZk8Go5shpgYXPy3BikyDfa4Yh6J/TCblOm4jNbq1Dnp/hJK7IdOvgNtxBv+iItjH+mjm8t5GI3z+2hGBUJtfn5KmZQzncGDLMc9Lh8+2SwKJxA3jqnY+ZN7KY3vleQGDBC9o8qy+yYrJKrs9p4LCTO6D6giwZZgLadX7irYMmjsTG6kP8eEQfg2D5WcayDkkcdN5F1LdEUBWVqol+k/SizpHRv6Nqop9nt9cybvB5abuG+T4n0bjConEDcEgCOUmV9W97tCfj7dEeX8NIV63rku3iZDCWQqzUQxKtH9QOm8hdV/dj3dsfG6z6TpkufrNpl1GVqW0McTShBNDW8jrb4yAQifHrZ3dxz6gL+dW1xUiigEPSzCvg9IMjL+M0AQy09qquc64/hN0OiSWvfMSPR/ShMRBi7bRyVFVFEARerjlK9zxNvCnHazckELvmuPnNc+b9/eVf3tdcGEMxk5LL0ko/ed5U58K2rdfCHDf2hClS20S3b8cM1s8YypEm7QG8+s2PGePvxvRLe9Ml202nTNdZSYhFUSDX60iRXEzWRU/33lcxIXc4bBSIIoFoFLvkxiEJrJ8xlJisIImaPreenG8/1MS9z9bwy2v6GWREmyTQGIzhddr41bXFhn24tlgsSzGAWlrp57fXX0QoKuO2Sxr+++q+HGuOoKhqikb3IxNKuf9vHxhj46HNe9MqAelR2xgyFl76PbcgAdfSOznhmDU52C6JvLz7mAHlSPYBmDG8F09MKycmK3zcEGTe/7yvGQ4lsLnJif1ta7cZKkHpEi6t0xAlElNMc0RVpZ+uOU6tapuUFOvkzGTyt0Z69nLoVIhgJE4wKhtdCF2Nw2MXCcUVonGV4y1h7JJIB48DVVU52Bg0tMeTF7LndXCxfnq5oaaiacrzpaup6A6X+T4nd1zZh24dPKyfUc7J1lgKSfK+53cb3ZHkgoWOoe6e6+HAiVb+8WEdIwcWpphLZbsdJtKufv7bjme3XeTlOy7jSFOIh1/ey83DerK3LgDApX07GmNDv7ZZHhuBiMzarQfPaGoFp+FCc6+6gEhM5qbE3Dzjuz2S7kGRfK+D+64v4Z5R2ryY7bIxamAhJwLWnZ6YrKTAV77K89QXHe0EzjbRTuBsj0+LrwKB80hjkPEWpKmVU8osiZV6i7AtmVJ/XyfQJb++YebQFAz5oG7Z/PY/+puqYEsrSglE4oahxOY7LuPmP79tetDm+xyEYwqZbhtHmiMGDKVPRx//9dfdKdj3m8q6G9JxT04vT4GS5PkcnAhEjd8szHGzfno5wxa+Ytrfqol+euf70prJpCON6S3fqol+3HbJOKdtHyBWTpnn4gGTzgTo3zXVaBNfGIFTj5OtESJxhZZwjFBUJhiVjeTMKgHRDUjufmaXcb2tCI5//9llltd65RRNbcLjlHh2ey0TyntQ8ce3eHxKmTFWk7dPrnIDjPcXctsV51PfEiHLbTe6L8mf0TswcUU1qpz6vgPkZ7gs9+2BcQPwOKQUY5dcnwNVhT3HWlIIrFb3pv76eR3c1LWYlUkWjxuAKAjkZzqJy6rR7Urej6dmDEUSwGYTCEUVQ7Pcipy5bno5Hx7Xkr/kfRvULZtfX1dsup6FOZoKTI7Xgcdhszwe/b7r3zXr8xD6vpC5tqE1TO3JENG4YnQpnpxezs/bSJ3q46y+JWKQj/MzHNw7uj8NAfP1eGRCqaXRzvJJg02dy3SkYr1yPcbfzeg4zhtZDGC5/YIfXoTLLhGJK+w91swVxZ2Jywo2SWTNmwdSzHp0p9ZwTGFc1ZsM6pb9qYl0fUuEXz29k1mXn0+ozfVfPG4AiqpaEvW/ZSTOdgJne7THNylskpAiA7es0o8tTeX7gk4ZPD6lDElUU6p8SxPmPG0/ZyW3VR+IkOdzGKSe/fWtRoIE2uT6SYNZM3zWmm2snzGUyxe/xj/vvJxbV1eTn2g520SB2y4vMqkTLBxTQqbLZkjHyYpqVPxUVOpbIikPew0iI7Jysp/eBZlGIiGKGqTH6pzEFSUF/vDg+AHEFZUNM4fSwevA55D4f8+8byJQ/c+2Q9x8SS9UVcVhkyjK9/H0rEvOKUQkneTiv2uq8WVHLK4gAqIgkuWW+OvOgyyfNBhJFJAVlTf21hljTBIFBODe504n4lUT/YSi8ZTjltIYB0miQOcsJzc+9hZrbhliEBbT6W63hRdt2d/A9aVdCccUCjKd3HZ5UYpJSjAa54299VzSp4Cbyroz9Tu9DD3lJa98xG+v759SlVxW6SfLbTOqj7o+tH4eHJKAxyF9pnszGW7w5kcnWD11iOGg6bKL3JYknWiFcY/KCt1zvcRiMooSg7iStgMXVzRSpcchme6NTJeNk62xFL32n67fwZKKUtx2iZ75XuaNLDaIfPo2vfK9ROMysZiM3f7VwRKHowqxJLOkQd2y6ZjptDwvJ1ujBvZaX0CGorKRiOvb3bZ2G/NGFpuScX2cJn9vttu6e3eyNWoUMPTXst32tJ1Pl12ioTVqqGJNSOIMrb6ljBvKugOgqBBXZH6xUevAPDltSKKg4eXQyRDDeuUa2uLHmsN0znISk0FRFGKKyi+u7sfEP79Nvs9pjAsd96/vS9t9s5qnvi6wu7MZ7cl4e7TH1zCissqmHYdZPmkwLruIikAgHENKqKzUt0RNBgtHmjQ89NJKPx6HZLTE9YS17lQqSW5j9aEULOiySj8xReE3z9VQ3xJNcd1MpxkekxWuLC5AVlQT216v2Cc/qO7cqDnP6eYYyeSkqol+Oma6+LghmOLQuWKKnxyfO6WlrjsDtk1ctArhHlZNKaOhNUrHTBezn9huWlisn1FugjFcWVzA7VcUGbKGX1SrNR1hNNlUI917X7VQFJWIrHAqFGfm6mqWT7qYawd0NbX8l1SUYpcEPjwe4P3aJq4b1JV7R/fnnlGqkaCDavAT9LCnMQ6KySqiTSTf56QlHDdIoXVpyKHJxjZ68qp3YZ6eNYzfPFfDA+MG0DnLhSgI2CUIxRSu6NeJaFyhqMDL4aYwRR19iALce11/YnGVP2z+0JS8PrT5Q+Ze1c9IxCuHdjdDHyr9uB1SinLStoMNac2Mxvi7sfjve3l5Tz0zh/emT4GPiW3cHa0w7jZRIBaTOdIS5lRQk9NLR9S2iQJdsl1E4gqOBLHSIYlGNbVt0pXvcyIKQorXQbJM3gfHWpi/qYaqSj85XjsgUOBzfmnwFD3cDomcJNfRuVf1RU2j/52MvZ6zQeMDROLWxYCiAh9VE/0mGVmHzTx+m0LWRlG5Xge5PofBSyjMcVOQ4Uxr4NYx04UkCswbWUwoCS41rFcup0LxlOLMr68rRhQEmkNxY37W5762cL9N79Ua/AVdq7+2MWTqLL0+93Ik4bPNU19Ut/GrFl/uKG+P9miPfyvsosC4wd1w2kWaQ3EmPLaVax76Jzc8upWf/6Avv7xGkzK84dGtzHvmfa1F7XNyawKnLStahfn9I6e455ldiKLIqqkaUQ20SXLyJT15fMtBHr5pEK/NGc5TM4eS7bFzKhTn/40s5qGbBhpwj9fnDmfd9HJyfQ4jOddDT6h/8r0+2ESB2SOKjOQ2XeVHErXFwKKxJTy0ea/x+oxV1aDCnqPNdM/10DXHzQWdMvjdjQNpDVuTWh2SwJKKUtOx6TrRs0cUcSIQxWmX+MPmvSYlmNrGEKqKSRlgjL9bij31tJXvGg/htqEkzvPhxiAnWyPUtYQ53BikviWConx2iKBOGE0+Bp0geqb3voqhVbxUI5F02m0p53TWmm2E4ypPvP0x1w3qiqKqxGSFe5/bxWWLXuXGR7dy6GSIuVddwFu/uIJ/3nk5r/z8Mlw2TUEn+VwsqSjl0df2oagqd159ATNXV/PQ5r0sHFPCxupDLBxTYtr+kQmlrHv7Y5ZPGsyGmUOZN7LYlDRmue2U9cjG65Co+ONbzH5iOwdOBJn4p7e5dNGrTFrxDs2hODleO3ZRoEu2h87ZbuKKyks1dcxYVc0Nj25lxqpqXqqpw5lIwKZd2ivlPNy6uppcr4Pbrygy7uf5m2oYNbCQLtma46W+j49vOcDsEX3YWK255uqk6YY0qh7JGPellX4KfE7qAhFi8dM26Mte3cfvbhiYcu9oyhya8+y8Z9435pkTgShZHrux/aBu2VRN9LNo3ABD9k7//Ts37jRIjgvHlLDs1X3aPb66mn8dPsX4qjf54HgLcQsC9RcZcUXlk4agcUydMl0seGG35bhZ9uo+43NaIumhU8I8JzkKc9yGEtDPf9CXK4sLWFJRytPVtabv3Vh9KGU8Lxpbws/W72Din95GFATjs4FInBOBiCHHqW+/tMLP/E27uH7JFuZvqkFVNdjVoG7Z3D6iKHXMrdlGhsvOkeawiXBsNffdurqasRefZ8yR+uKh7bG67RKds9yfaZ5qaI2muCCfaY79pkR7Zbw92uNrGA6bgF2WEBBSWqCHG8MpbeI7ntphtIYjsdNKEfrpmGCBAAAgAElEQVSD8A+bP+Te0f0NaIAoCPxPQgJQFAXue76GWZefbygwHD8VoYPXzq+frdFcNCv9VB84wWUXFKQw+W8e1tOQsvrLrKH0yDutG52u8uOURO4d3Z9Zq7elJMgRWeE7fQoIRuNIoua2qKjgtFm3aMNxha7ZLtZN10yEZBUaAlEON4XZWH2In4zoQ7dcJ1v2N5jsx4NRGbEN7CHd4iFdq1Wv8FiZrXyeak+yqkpy6xa0h1cHj531M4Ya0Jmvcls3Epdx2QQWjS2hU6YLVVU1RZGXPjTBFhRFI1cmm4j84pp+/OraYo40hVj+xgGmfbc3rRHZBHPaMLOcFZPLcNoEQEBWFH48oghJhF55HgMOowK3XX4+oiDw5HSNIKyosHbrQb5/YWdDAlGvDOr3yoIXdnPPqAu5ISFL9+ANA6j8U6qU4MopZZrWtqIiJoip+lhPliW0S6eVTNJBQtomQTMTUoXvHmggy+sk223nprLuOGwCPx7RxwShyc9wWt5jnbNc/GPucERBq0Db7VLi3j895osKfGS6bTwwbgD5GU4+SSKRVlX6Wf7GAdN+zdmwkyemlbNobAnL3ziQQo7VscOiINAUinFR10zTYkf/Hv0+m7m6mvUzhrY1+/lCIxZXeGjzXkPxRla1RVV9S9TU5XDZRdNcdWVxAZIoEInJll2MB17cYyxKdDWreSMvREVl7bQhhqRsKCaz5pYhxGWVT04GjQ4NwB1P7eCJaeXM37SL+pYos0cUcX6B1+h8ioLA/DYkfE0jfwhHmsLEz6BJ3q9zxmea++ySaLxupbKlJ9zp5rC289SnQfK+qfGVTsYFQegLrEt6qRdwt6qqv0vaZjjwDHAg8dJfVFX9zRe2k+3RHl9CyAo0B2MpsluAJcZUf8DNHlGUVl4tmWR0ZXEBv7pWIwTtr2/ljiv7EImrKYY4c6/qy02PvcWtq6vZOHModS0Rbl1zOtFfVunnld3HjYfHJw2a4oueHKSTSKwPRPA6beRnnK6a6M6d/z97bx4nRXWujz+ntl5n6dnYZmSTbcCBmYZhgERBDMaA8otsAoMBlAFcb65BvdcQiVzvRZEYUZgZuAkomyBoUIzEK4oakagDSnRAkM0ZWWZfeq2u5fdHddVUdVWP+JU9/Xw+fhy6u7pPV5869Z73fd7noQiBjaXgj8BgwV0atWOObUZiKIJ0tx2RiIjDNT6TzvNzuw7j8Vv7W1o2l8/wGqgQ8TYPHENrPEdVglCUJJxpDiHTbdPk0GKzPT+keUlvOgS0V851XLaBeCQigiJAIKJkO2foGmOXTRqIbRXVGJ3bAekuDgxN8OKe45YmIksn5uH+G3vB42Rxx2qjqsjvtit23meawwZZwNLpBSCEGIKi0ukFkAHNSVKQJMwY3h0MBUwp7IpgRDQEXGrQ+B+/6IdMtw1PjO8PUbbmwjb4ebSGBCQ7OGQm2TSN9ed3HTYFqaXTC7QMeezcookxSFcDeVGSMaJXJhr8vGam8twdg5DpprVNNUMR7DtZb+oTKSv2gqIIXCwFUQLoKNWEoQgiYhvVYc71PTBr7adYOC7X1LCoakfH8p4jooQuHoe2YYlNChgapIsVO/ZYbwJVv7q6MXjJzH5UsAyFWl8YS946hCW3XwcHq1DG9EZj2R4HNs4Zqq0VahOy2iA+JjcLL80uBAFwuMZn2nw0+Hm8XVmjuXCWFnvhcTAQJBk3/eEDvHHfCDg42uC8qh57tiWE2lbedI2UFXuR6mSw4Oa+ePSWfhAlGas/OIYtFdUQJBkPvfJFXNnOiChrf6vPSbKMNTOHmNyJ9dQYVWVr8fgBuCbNCRlAmovV1qPYNcwK30fJu1pxWdNUZFn+WpblQbIsDwLgBRAA8JrFSz9UX5cIxBP4V0BYkHDPhn1aI5ceAV60LBUGeDGum2GnFIcWpOTnpGoZyRuW7samT07CbkElWLD1ALI9ikPbwnG5oCiCOh+PZZMGonyGVwlC11fg59d10sZQ7+fBi5JWelVNXl6aXYjX7hmOheNy8fTOr3Hvxv2oagji0Vv6Idvj0Ax6Fm7/Ejcs3Y3Jq/aiLqbsPX99BWYM724s0RZ74bYry1yNL2y5EZngzYEgyXDbGVPAPHddBX47NrfdsnFZsRepdgZfn23FY68dwDe1fkwu/xg/fXo3Fm7/Er+5uQ+ykqwbvn5MtudKLOfW+ML4tiGIqoag6Vw/9MoXmDeyJxbvqMTEso9xx6q9+NXw7nhoTG+TiciCrQdQ5+MBYs4m17bycLC0wailujGIOt1mU31s/oZ9qPfxuH7pbkxZtRenmkJ44g0ly9gcbe5U6SFz11VoVBWaojSKk57CoEKd606ORpAXtKbEvlluPH5rf9P3mb9hH0RZRlnM3HpqQp4mJ5qfk4pNc4biifH9sXhHJW5c9j6mrNqLlpCAbRVVeGJ8fzg4GqGIrAXihAAcy+KFd49gye3XYddDN2Dx+AFY+JcvMansY3zXGEadL4w6fwinmpRmaQdLYcvcIvz94ZFwcjReml2I3E7J2rWmQk910X9vO0vBTlNxmz9VB1G1gvAf0Wtc/51Vuke2x3HJzH5U0BQURagkDn5ehAwZSycaKSpLJ+bhbHMYC27ui80lRXj45/0MlLm3K2tw558/gSDJWLyj0nLzke1RjJ4WjstFOCKCEAK3XQlMTzWHUNUQtJxnKQ7W8hpZvuswmgMClv7tEI7U+NAcjODeG6/FonF9IUZ/m9UfHDNR+EqLvfCHIxBEEU9NyMOY3CxsmjMUbhurUZIW76jEwz/vgxem5WPV+0cN50Nt8m8NR7DglS8Q5H/YGnel0e7OFy7rzHgMRgM4KsvyyUs9kAQSuNQQoo2QyXbGpKqS7bGbzELKi71IcjCWjZpq45D6WKyD2gRvDmpbw4byupopbAkpzm1jcrPQOdVhyJyrpViWoTAmN0ujq/xh8kBDI1tWkg3/vuULww0KUDL8zcEIFo8fgF4d3Jq8IRDfoEeUZGwuKQIhSvXAZaPAC0Q7Z1bBQbqLUzKCcRqtJADPTBoIAiDNxWHrZ9+amvAW3TYAc176DAvH5ZpuimoZOva8j8nNAiEE3zUG/p+oJVdiOVeQZBDEr9406PjN6rlbO2uI5Wu7pis2jvrKhbppO90cOueKkT44VBsb52/Yh7WzClG6+xtT5WbFtAKEIwK6ZThR06JkTGNfoxqiTC3sCkFStLW7eZyQZSVQHt4j3aCasvOfp9ESFLB812GsmTkEzcGIZh4DACum5SPAiwhFJCzYus90jhaOy8Xz7x7RGuxUWk+3DCf6d05G2W4efl40yTjOXV+BdXcVoraVx3PvHNaMkbp47GiKNtjqqxF6ikQsBUbN8AuSjMYgb8iwq9BnvdXxt4QErJ1VqJlyPflmpbbpKYty2S8l/GERSTZaU31aNmkgnt75tWENeHrn13j0lr5o8PN46JUv8OLsQsu5FoqIprmiNt6+MC0f4YiEbRVVmDWiO3hRghCSsWVuERr9EbjttKXe/UdHanBT/054aXahIfs9wZuD53RVGHVO3NC3A+go13xLRTVyPA5snFMESVY2cK9VVGNzRTVWTCvAvhMNuHdULzT4eSzYatzIqg2qWyqqcaTGh01zilDnC6MpEEFGkg3Pvn3Y4LJ5rgop50pnudpwJQXjdwDYFOe5YYSQLwCcAvAbWZa/ivO6BBK4KmBnKCy6LRcN/gjsrKxxZClC8PtoZk8vLdUSimDu+gq8MC3f5PZXXuwFQ7WVJGO5gakOFvV+XguoYwOT/JxUTPDmmJonH9l2AIvHD4Asyxrl5bmp+ZAkyWDxXD7Da9n0GeBFNAUjmLuuAu8vGBmXeqM/hhckTF/7KUqjToVhQUKmyw4gvm13ZpINDo6CKFk/f7zWD16UMHddBTaXFCk0GB0VBgAeG6sE8p1T7IabtKqUEOsWqpaxf4wqy5VYzmUoYnAPjB17bFa/ujFo6QqpNsDtO1GP393aH//xi34QRBm8IGn0idhj1IrR9wWH6m/I0sRkhJWZZMPJulaku5NBRd+z1hfWDLDU6y3dzeGB0b0VPvxbBzG1sCuSbQzq/DwgA3df313bCAR4EbfkdcLTOw9pVIUpq/YazkNrSMCjr/5TU6uIPUepDlZrsItH67Gz1psRmhA8946ROrNm5hBT38mCrQcMFJOV0wuwce8Jw3x//t0jmFrYFeluDk4bbZIOVQN6/flPdbKQZAmiJCPZyWqmYSxNXRZqKjaaAg+Cezcq9LumYAS1vrBBLURdr3p1cGPNzCFojCM9eao5hH0n6vFySREEUTGwYmmCqYVd4QsJeOnjE5pO94w/tVG4np08ECDAC+8eMWzW9p1owA19sww+DCunFwBQMswTvDlaIB47J1ZOL0D3dCcKuqUZpA6fmpCHd7+uxb0b92m65/HmHRutWtT6wqg83aLZ3T++/UtMLeyKWT/pjnQX94MVUs6FznK14bKmqagghHAAbgPwisXT+wB0lWV5IIDnAfwlznuUEEI+I4R8Vltbe+EGm0AC5wntzVlClKBm4fYv8cuVezTuNCFKSVTlM05ZtRez1n4KKlrOv2/jfkjRhrl3oyXr3/7lSzz++lcone41lEwBJdOoyrz95y/MWd97N+7TMuVWi3W3DBd8IUGjvExbvReEEEO5tWy3YvsdW/bNcHMo231U433Ho96of6+cXoDVHxzTKCuSpGTH6/xhhMMCstw2lM8w0gDKi71wcBTcLIN0F4dyC5rA8l1HtBJpPLUAllay/5IMg+qFqpTgcXJgKApLbr8OW+cNw+9u7W/avKgUE70CS3uqK5drObe9eZvltiE7zYFOKTZTqX/l9AJNCURFtkdRYoj9XUqnF6BrmgPjBnbBHav2YtQz72PW2k8hQZFrU3sR9MdkuDmUxpTkl07MMyhg6H/DG5buxp1//gS3DcrGdV2S0SnFjnBEgMftwB2r9uKP7xxBtseu9TjMXVeBh175AplJNnA0QU6aDWkuDo+NzUXvDm7QFMHcdRVIdjCo9/EGFZLa1jBmjegOwHqOqYF0vPmnl2KMrWypgXSSnbU8VgZw57BuhmPiVRF6ZLrwwYKReLmkCARA+YcnTOowTo6Gx8lh9trPtAzy5pIirQlUL4W6YpoS0HM0jW5pLqS77ejicaJrugudUx0XLRBvb85KMuDXadqX7T5qUixZOjEPaS4W92/cj1lrP0WSnbFUocnLTsatg7Jxx6q9GPmMogpU28ojJ80BO0tjgjcHjf6IicL16y1fICW64WIogno/j7LdR/Hz6zpZKhGV3NATaVGlpXhz4p4N+zB9WHfLSt68kT21jXB78059fMW0Am0T+8zfvsbblTXomeXWgu0rkVJ3sXGlZMZvAbBPluWzsU/Istyi+/uvhJCVhJAMWZbrYl63CsAqQHHYutADTiCBH4v25iwvSqYFW1UyaC/7V90YBEUIQqJkcOrMz0mFnxew/q6hYGigvNirlThV3ePt946Im5WLbWxsa7YE6nw8Mt0KZ7q6MYgn36w0lFtrfWF4XBw23D0UAEBTBA1+Hr/b/pWm1MIxxKR5/twdg9A51YH3F4wEL0haeVYd13eNCg956cQ8+JJsyElxwMHQWDx+gJaRtLEUUjgWHKcshZ1S7drzasNerS+MrGg5vmz3UVO2b/Wdg5HltuG3Y3MxLcai/JFtym/CMRQ6pNhAEwIHRyPIx6eYnGsG6XIt57Y3b1mWRk6yA9UtQTAUhXWzC7Xxrnj3G/xqeHeTmc789fuQmdQ2PyRZBksRCBLQFAwZ5tb89RVYO6sQN/3hfS1bne7i0DnFDipKg9hcUoRwVC7PHxYMweGjt/QzXBfVjQqvefH4AbCzFK5Jc2J2VEVldG4HhAQZ16Q5sXXeMIQFCQxF4OAUvvR39WGTJvPwHukAiOW1u+6uQgDWihRqsG313FMT8rD0b4fwwOjeGJObFXdjzDHEUtXjyTcrNa1zFfEalSlCwNCKCZPHxWHrvGFaYKhSSwK8CEmWtd9En0He8+goQyZ90euKkdO0om6QJAmnm8LgRQk0RcBSBB5H27V5IdHenKUI4OIY7Xzsr2rCkrcOaTrzNEVwuimERa+3ccHvevEzbJozFM9MGoisJBtkAE9FHTNjfRXmrVcqbnAq14EYh04XEWWTsk88kzeGJlj57jeadGS8ORFPTUX1ZrAxFLbOG4aIKJkqqiumFYChiabmEusm6mBp7dq+Eil1FxtXSjA+FXEoKoSQjgDOyrIsE0IKoWT76y/m4BJI4GJDiuuMJ1nerFXuabZHMYdgaKLdFCOiBLedwX06h74V0/JNaghnWkJxA/1tFVVagG0l46c3+Hi7sgb339jLUNZ32RjUtirByxRvNiYOycHz0/IhSjIIAc40hxGKSNg0R5GgI0QJrB7f/qXpBqcfl7687mBp3GlhR/7aPSOQaVOWwlQHh44pdlMw3DnFoQW9Do7Gq/cMhyzJEGUlOKyJBnRWv4koybi9dI/h/dLdnOW5JIRYZpDiqa5cieXc+iCvSWsCCk2JoynsOVaPIzU+LByXqzn+6TnKAPCbm/ug3sebrLaXvHUI+6uaoqVzpYqyv6oJi3dU4s8zB+Nsaxj3b1Lmt2olr/LL180uhASF+mXlRKtmhIG2Xg0r5Yrluw7j/tG9kc3ZEI6Y5QjnR/nZaqAa+xkUaRv3i3uOY8PdirxdvS8MXmiTx1PVKrqmO3GqKahdV5WnW/HS7EKcjDaUxs6tg6dbTTQq9diF4/objrHadJYWe2FjlSbt5kAEaz5SDIayPQ48PzVfM2NiaECSohQwtw2/H98fKVF3SJoQnG70Y+66Q4axsRTB4Vq/iaOekWRD11THRQnI40GUgZZQxLCu1vrCcHE0aEqxgf/vvx409NKU7T6Ks9H+nHpfGCve+wb3jLoWbpt1UCzJMmwMhYwkGwRRtjRuq4v27ajHPLLtADbGSb4IoqwlJlZMK0BDHNqMGMckKMCLKC324vdvKEF2tseBF6bla9WN001BbSP1/oKR+PXP+hg20bEVuiuRUnexcdkH44QQJ4CfAZire2weAMiyXAZgIoD5hBABQBDAHbIsJzLfCVzViMejlWRoGcG+HZMgSgpndX9VkyZXKIoyWnTOauqNT59hvHfjfmy4e6jh/a2ycmXFXrA0wYKb+2LnP09j3V2FYGnK1Gypyif6eRHpLg52ljbYYb/3m5HITFIybb6wgBN1fmMgML0AoiyDF5Xso40mECQZC8f1B0Mjro6v+vlOjo7bwKnPzrSXbf4+WcGXZhda/ibH6/ym4Pr1+0Zg9Z2DTUE/TawD+qspgxT7O5TtPoonxvdHeXEBaloVBRKaIlgeY8I0wZvTrob+3HUVGqVJlfazR2kO3zWG8PzUfLhtDOwshZdLimBnKdy3cb+h2ZGhKJOrZ7bHAZoiWLfnOO4c3t1gWqWOYd76CrxcUgS3jUJ1YzguzQMgcfnEzcGIlsnvmGJHczCCscv/rr0mPydVu64pQgxuser7KzKenKmpe+X0Arzw7pG4G1eOJoZjan1hZCbZsCV6HmmKwMlROFkfRGMggk2fnMSvhnfHB1+fRcfkLrhDxzkuK/bimjQb1swaAl/I6O64dGIeRvTOwqJxwKIdh7Qgn6EpvPF5NTbNGQo2qsSiOgS3hAVkXMpgXJLQ6Ofx0scnsOT269Ap1YFv6wNa5e7lOUO1/h1AcSJddFsuArwIXpCwYe+3uHfUtWAoClUN1hslSQam/2/bOfzzzMFoDkQMTfh/nDII+TmpBklElgZKp3sxf4NOrrPYC5eN0ho0m4JK/1DsnFg6MQ+rPzhm2nSVFXuR7ubw+PYvDfrk923cj7WzCvEbXbO9mgHP8TjbrdCplLrY9e7HUurOtSn0SsBlH4zLshwAkB7zWJnu7xcAvHCxx5VAApcShMBUNlw2aSACYUHLCL44uxAujsJjY3Px4E29IYgypv/vPywt6K2USWIDfjVjp5b5RUnG1s++xci+HfDavu8wvegatAQjcMXJ/nRKdWhqDvqAWc0yRUQJgiQBIAYzkUy3Db6wYArOM5Ns8Ici+N9dx3F7QWctADtW6zfo+KqZnngbGH125lwXdysO5JK3DmLFtAKDAU15sRe//cuXpnMR5EXLoL8+TqB2NWWQGIpo9u6dUxUuNwWgNSxorzlRF8Ci23INpf90Fxe3hK+W1UujPQDJNg6yLONkYwDBaG+Fft69uOc4Zo3ojuE90jE+v4upsQ2AlhF8akIennjjK9w7SjEO0ptW6ccgSoppUIqD1TSZ9RuKbI8DJ+r8WL7rCP44ZRD+bfPnhvms4sk3D2LRbf1NlSj1ut5cUoTDZ32GpmeVFiYDON0cwq7Ks1rgaGMoNAciuHNYN6Q4WNMcLSv2IsXGwsYq5kcRUVY2w68cQK0vjFUzvOiQYkOAl+BxcchIsmHRbf2x6PWvLGk9Ku0iycZglq4Coq9S/ax/J4zq11HZPDg4tPARTBycgwY/jwAvmoLDVAd3yRo5aUJgY2jM+WkP+MJmRZqGQETr39EHui4bA5oieGhMb4QESTOvik1olBd78eSbxvXYatP5b5s/N6zR2R4HDlS3KA2hc4ogyjIiooxV7x/FnmP1KC/24v4be+FUcwgPbPocALTNXFVDAAAwwZut9RDlpDlxrNaPhX/5Eotu62/YkKpjoCkYaF3qtXK6OQiOUVw2L5ZCyg9tCr3ccdkH4wkkkIAZNCGws5SB/2xnKfjCgrZI6jmK+gA8Hn8wS5f5zfY4UNUQMGVN5vy0B9R1jqUp3DG0K1iK4IGbeuF0UwiCJKHBb803rW0NG0rkin13L6S5WNS2hk1mPLWtPPZXNVka5szfsA+b5hQhHJEwY1hX1Pl4nGoKoWeW09QktnRiHjKTbFi357j5RjjDq2VnfsjibsWB1NNv+nVMgoNjDDcv/bngGNqSYnKhMkiXE9IdHO4f3Rvz11dolCaGoiBIkimg+c9f9MOk8o8VykOSDcdq/ZZzq0u0MlG2OxqIzPDC4+RQ1RA0BTWqFOCCrQc0tQj98/ds2IeXS4pQcn1PTV5QpYGsmTkEvCBZjuF0cwgtIUZrzFW/w9M7lQ1n6fQC/G67Utp/8s2DWDguF1lJSpPnk29WasH/0ol5CPCCqRI1JjcLi27rD0kGema6sOHuoXjyzUrUtvLt0sLefegGjH2+LcM+2ZuNNTOHgGMojeNOUYA/KCEQFjD7xc8M3237/mqMG5Rt+F6lxV7cO+pagxSliupGxTW0PZ1xVQfdxlAIigJkGSCEQoPfHIReahdOhqHQKdWGqgaFrhT7nZJs1h4MKpf64Z/3Q1OA16qOeuWdzqkOtIQipsA3XmVFXQfUNT7VyYKjKYiykmjRH6P2Oug5+4t3VGLtrEI8+uo/TfP3pdmF2ubRybXRSvRusQxFYenEPM1B1eNkTRS8i6WQEq8p9IcYqV1OSATjCSRwBUKUZdwb5XiryPY4sGVuEV4uKUK9j8cEbw66ppnlCuM1ZyXZWe1vNXAAgMXjByAnzYGjtX78918PYdnkgTjbEgIA7D50FhMHXwOWodAp1Y47os1tsUFvabEXLA3NxU8NGHLSlJKv/uagD5jmrquIu3kQJRnzN+zDktuvAwBkJHEI8hJ6ZbiwZa7SdKRqF7cEIyj/8AQ+OdFk2BBk6LIz+sVdvQH5wwLOtITQMdluuMHE40Ceag5h8Y5K7YYgSfIPCq4v16bM84mGUEQL7NSgeN3sQs2NEzAGNO8vGKnwjSkgK4kzbRDLZ3jxzlensWhHGw957jrFLr49N1q1+hNvbm35tErj3aqP+8ICCIFpDCunF0CUJJNCjvrdDtf44NM1i6pqR2tmDtG47Ppjnpk0UHMzVGUabQyFk/UB0+emOFhDIKZeP0tuvw6PvvpPcDpnz/ycVIzP76JtQLI9imxeqouDi6Nhs5A/nDj4GtOGZf76CmyaU4TK0y2W14FiOGRdiQrwiqHNlFV7sWbmYBBCEOQlhAUx7u91SV04ZRmhiIRQRNJ4/foxxnNg5UVFwvXRW/oZKl7qb5/tcWDx+AHgRfPmLp4MZ4qDxeaSIjQFI3h8+1dYNnkgAMTtQ+iW4dTeJ9vjiGqHmx1ZS6d7sfmTk5g3sifmrqvQ9NBf3HPcJGf71IQ8PL3zEGp9YSweP+CSBcNXW1PoFSFtmEACCRgREa0X31BEwh2r9mL8io+weEclBEmRa9NLU1nJvpVOLwDHKFzbxeMHwBelu+yvasKstZ+i3sdj7roK1PrCECUZHZPt2H3oLMYOVG7sI5fuxpmo0Yo+iNhcUoR1swvx/K7DON1kbkAKR6S4+scdk+3Iz0lFutumjVVFtseBOp/yfp2iZkOjnlEcCb+p96Njsh1OjsEdq/Zi+JL3cDLqXqeXfFy8oxIU1bYESpKEheNy8do9w7Fs8kBsq6jCxLKPMbn8Yxw83YIGf5vMoJWs4FMT8rCtosoQbOuD648eGYXX7hnxvWVUNYPUxaNk+a+mQBwAIromSTUoFuMEE2FB1Ogfk8r24rd/UTaI62YXYte/34AtJUXwOFlc2yEZ+TmphmPpqKa51dxRrwdCYPm8KMm4+/rumOzNNjxe0xrGyve+QY8MJTO9dd4wLByXixfePYJkB2f5HVSt/Kd3fm267uI54nZItmnzdfGOSrhtjKVr6T0b9hnOp/49unic2HD3UOw5Uqu5xlpJ3P16yxeobghCltt6UfSIt2GRZBnbKqpM30k16rGSEl06MQ/ZaQ5s31cdzRQrzpLzN1SgPkpRsfo9aIrElfi80JBlpUlTydgHTJKc8WRXTzcFtbkU7zwt33XEcj3uEjVu0z9WXuxFnU8xmVLXYgJFWUttFo0dA00I1t1VqM3TFe8dQZ9OKXjzi++09VkxjDqMgm7pmm/DqeYQXtxzHAtu7mspffjA6F4oK/birX+eNl/6xgMAACAASURBVHzmxQyG1YRI7He+Uil9icx4AglcgeDotmyXimyPAyfrA6YS70uzCw18Zr0FfXMwgqZABKGIhFOnW7F4R6WlMYcavKycXoD9JxswvFcmphV1w7Fav9b4GS/7s3BcrmZmAsDg4snSFLKSbZbfJdXJYumkPDy986Ap0/7HKYPw5JsHke1RMuv67zx3XYWWWVYft2o+1QfNkiSjzs+bpMNUqoxa8u2YYteCaX0GmxACmgBP/jLPlMm+EhVPLiRY3dxV59WZZmulnjofjw5JNtAUtDL/1NX/0F6jKqNke4yqKspNmUJOmsOUxVYzfuUzvHCyZmOapybkYclbBzFrRHfcN/pabKmo1oIhj4vFgM79ow13SjZ6sjcbC27uG/eaTHGwWuOd2nMhSDIOnWnVArbYY+p9PNbMHKJI/NEUREmKmzWm42SgT9QpZlUPv/oltt87HGtnFYKhrQNrJ0dDkmVwNGU6H2yc70VTBA+O7o3nom66qilSB5cNLKsERH2ykrB13jDwggSKIqApgq2fVmHZO0cAAKlOFnzU+bZs91EsmXCd6fOfnTwQMpRejktxHUUkWRvP0zu/xuO35RrogSCyqYF82aSB+NPfj+GpCUqT5KwR3bHmo+Paecpw29AYCKM2mlDQy3CmOFis/uAYJg3OwaaoM+bp5hB++5cvUesLG3oe/n3LF6j1hfHCtHyUFnsNVKKnJuThbEsYv97yuVYVefjnfZDsYDB1aDdUNwa06wUASq7vidaQ0rexraIK993YC81RRSo9qhuDyElz4OmdhzBrRHccqfEZ+iIuVjB8tVH6yL+i8MjgwYPlzz77zPK5bo++eZFHk8CVhhNLxrb39AVJY8bO2bPNQVQ3BfHgy21NYGXFXiz8y5cmW/nt945AayiC7pkuHK/1o3OqErQv33UEtb6wxqkOC4pqQJKd0Sgw6vumOBgQQgDIaPBHTJbMqnJJrOSbvklz8fgBWL7riOk1a2cNQTgimTjjL+45rri4rf3UwFtMdXJY8IpyEyor9kKWZZxqDhnUWT56ZBQ4hsYvV36k3ERvH4ARvTI1rqqdpeBxKjd2tWFTL+MIQNtIqJzLzSVFeOiVLy4pJ/ECqQdcsNS71Vpb7wvhTItikqNyxtd8dBx3/aSHoSH52ckDwTIUVr73jUlmE1B+n+enDoLbpsjmSTKQ7GDwpw+O4rb8bPTJSoIsy2gMRsCLEiRJBkUR+MMCOJrC/7x1EHf9pAeWvHUIz04ZCFFSNKXPtIQ0nvfLJUU40xxCxxQ7ntDJvK27qxCjnnkfk73ZKB7WtV1Jzxf3HNd6N56akIdr0hwICzJmrvkEw3uka8frr7eIKGLTP6rwy4IuyPY4IUWb857eedCk9LJ0Yh7cNsaglKFed0+M749TzSFkJdmQ4mBR0xrWqGL691g8fgB6dXBDkmWEBQnVDW3uoH07uVHnixgCvZXTC7D+45NoCvJ4bGwuCJQMeoaTg81mzvGdagoiwIuaORmgbMr/MGUgzra0jemN+0bAFxbQMdkOUZZxpjmEZW8fxrLJA2FjKHTxOPVve1HW2pP1ftywdLf2b3Ut6tsxCYIkw8nRmsRqryw3AIClCb6p8Wtr7J9+NRi1rWGwNIWmYASdU+x4/t0juO/GXpZrqbqOvfPv1xtkQAFE18xCLHjFqGryyrxhEEXl9zvdHMSytw/j0Vv6YsqqvcjPScXjt+UiGNMcq25ga31hrJtdiDMtIVCEICvZhtL3jqLkhp6G30z9LL16kd6V9WI3UF6BaipxB5fIjCeQwBUIUVbkxhaPH4BUJwuPkwMVp1kw1cni3o37NA5pptuGh8b0xtJJeYpkGUuDoQkCvIQgLyLAi1hy+3VgaQoBXkRrKIJ56xV+K0URU7OSnt+tZv7U0qksy3hsbD+ku5VF0koWbuaaT7FxzlBL/WM1m65m2gHggwUjUT6jAMGIZGh80wf+LENpmZNvzjajW2ayFsypHHYXw+B4YwBzXvqsXZtx9TyquuVWZdiLcVO4WtQDfGERaS5Om7sdU+xKQEeAl0uKwAsSCJSg+L+jaioPjeljyj6Wz/BCkmQD/7m02Itpw7qhg7PNRj2DpnCizg+GIbhj1V7tOqhuDGKCNweF3VLhC4uW0piCJMPB0logDijz4kSdIlE35/oe2udXNwbx2r7vsHZWIViaaEZUb1fW4D9u6YeF43Lx4p7jeGxsLp7eeRBlxV7UtobxwrtHsOT269DF44AoAbIswc5yePCmXmgIRDBVJxtYGqP0UlrsRbqLBSFEy9ZGRAkUAZ785QC4bAyef/eI9vo/zxxsMs9SOePBiIgQr+jod8tQgt4TdQHcs34/Crul4uWSIohSm2KHyqevPN2KtbMKYSMELbyoafbrkeW24VRL0MBVfmB0L/zPX5VGVjUbrvZcxAZ/koxLRj9QdevVManUoT9OGYSwIMHGUHi7sgZvV9Zgc0mRFvzOG9kTj97SF03BCCgC+HkRqQ4KHE2BIgSPjc0FFZ3zkqQkFGRZ1o7ZVlEVl8JX7wubZC2DvIgjNT5sq6jCr4Yb3VznjeyJRn/EUhZ08fgBSHNxKN19FEdqfHhgdC/YGAoP3tQLkiyb+OWxsrE9s9xa8uNiB8NXU9UxEYwnkMAVCFmGZtKzac5QnG4OYs1HZrWQpRPz4OBobJpTBKIrpxb/6ZO2oNTGoM7HoykQwZRVe02ftXXeMJQWe7H1s28xpbBr3KA12+PAfTf2Ql10Q+DkaMMi/uzkgejT0W15vKhzl1OR7Wmzu9c/drTWj4wkGygAd/2kByZ4c1C2+yge2XZAc0pEtODXp0MSku2MIata3ag0oG0uKdIC23hNrerj6g3Iqgx7sYLkq0U9gKUphCMSZq39FIBi+qP+9vq/VWR7HHDZGFAEeGbSQBAoDW4pDtakZ686cNYHeXSxK7c3iiLoluFCVaNCZ+qYYjfQl56fmq/pZKvvo84lAoVKEat2sXzXEZQVew18arU5Us0kqvOmKcjjcI0Pi3dUajJ2b1fW4Ka+WRjaMwNvV9Zg1ojuONMcwpqP2hrmrCRI52/Yh80lRfjt2FywNIWIJOF0cwjl7x/FPaOuRUSQkeJgTVlylW41e+1neHbyIGyOBtY0RcBQBBxD8HlVC3LSnJi55hPTZ++vasKbX57FyyVFhiyxOi6KKE2E8fjCDEOhc7IDLo7WaDqAsqmYP/JaPL1ToWl0TrFbSi/aGHLJ6Ac0IXjujkGGKmR5sRdpbhahiAQCoslYqpKWqoPvkrcOITOJw29u7gOOVjaHDo4Gx1IazSnbo7gJp7lYzF7btoaUFnvB0fGbYPXI9jhwJDrH1GrMvJE9savyLF6arTi71upMg1RUNyoKMRv3nsBtgzqjU6qielXv47U5NCY3C+tmF0IGcLI+YJKNtbMUCAh4QUS9n9d+pyssY33JkQjGE0jgCoS+4a1jsl1Toqht5bF0Yh46pthBEQJRkgFZRkSUIMnA8ii/U81A7/i8GpOGdIWdpdHFw+DNB36ClmAELE0h1clqmXNCCO6+vmdcWbcuHgfWzByC1R8cw4xhXZHq5LSMHtDWKLa5xNox7kxLyFKBxc628VVjs99rZxVi7PN/NzzeI9OFFe9+g8lDclDv59Er0x1XYk3/uBWnvHyGF6kOFovHD9A+04qTeLGC5KtFPSDLbcOZ1jaOuP7cWzk/rpxegOXvHMGeY/UmyT6r80ERaMGeCioadC4a1xcOlsbuBSNBEYLt+6oRkawbILtluJQGUsrMma71hZHu5iDpHAytmiMf2XYAG+4eCpoCltx+HTwuJbDPz0lFYY8MAMCHD48CSxNMLPsYC8flau8R18I8aojDiwKS7QxaggLuv7FXdP8po87Ho3R6AewsDV9YQFMggod/3gdTVyvBHxM1zGIootE+BEFCTppD4+a3p2Bkdf1KMsAS0m72mmEopLvt2r9rojrqNa0Kd3ruuoo2V9S7CkEThS/P0gRprkvXyJzm5NAaFrD+rqGo84URiojgGIITdQGT9wFFESzYaqTz5KTZ8V1j2CTbqTdZe/Dlz03KJPPXK4pAsdfDH6cMAqML0vXrn75S2TnFjl8WdMGdf1Y2V/F6GihCcOugbJP7qTq+tytrUHm6FZtLitCnoxuP3NJX2xB3TXfCFxKwJCqjm+7iIIgimgIC5qy7sit4FxuJYDyBBK5AsLoAIVaJQpKBGX9qy86VFXvhcbIQJBkLbu6L1R8cw5aKauTnpOI3N/cxZPJemJYPjqEMWaClE/OQbGeQ5uZARbvzT9S1cc7VYGlLRTXG5GbBwdFx1TFESTYFvYpU1tfITOK0hiWGImBpgj99eAyb5hThVFPQQF8BoOmd6zOZNEVwy3WdUO/nseqDo/iv/+86SzmybE+bCkJ1Y5sCzOLxA9Azyw0HS2tBN8fQ0fNineG5GEGyJMlxpeKuNPUAhqHQwW3DqhlelKyrMNi/A0BNS1ijSTUFI5pz5JaKagMlqr3A0GZx0093cPB2zzDRleI1QHI0Qel7xzG96BpTc1zp9AIEeAEffl2jPRcvgG0KRHCmRaFfvFxShDG5WSi5vieK//QPw/tlum3ae+TnpCIjybqxmSIEHEtAEYLaVh4Lt3+JheNysa2iCvff2AurP1TcMecbpOsKkJ+TilpfGGkuDjRlDJwZhkK3NBdqfGFDRch8bs3Xb1mxFyxDwNA45+x1JCJClCW8es9wQAY2zSlCRFToSf/z1kEDDSfbY9P4/pcCLEsjM4lFOCLDwdFoDQmotjDlmb9hnymgfvOL7zCtqJsW6KqPW5msOTnjdawkV8Ja1SDVwSLAi4iIElZ9cBzr7ioEZOBwjc+wLlY3BrXeGnUOqC63sYF96fQC2BhyTuMLCRJqWkImWdHX91cb5A/XzBxiOjfnIzlxBfLDfxASwXgCCVyBsLFECwL0ShRW2bl5USUQtclGdU0bndvB9ForXqGqeywjYsieqLbJa/9+TFOceGxsLo7V+uHgrHW4BUnGi3uOG2yl1azzwz/vg7AgwmVj8F1jEBFRwo39OiIsSFpjn/69RF32U81k7jlSC2/3dJTvPorHxvZDTWsYb3xebdbVLfYi3WHsxq/1hdExxY7sVMVF7lwX/3ia4+crSFZpMM/+39ftKsJcSWCjmx21QbLez+PfXv5caziLhdo7oGZtAWDrZ9+aguSV0wvAMkojYSzqg7xJB3z++gpsi9KwYk1tfOEIjtT4MH7FHjx0Uy+Nzy5KMnhBwq/+rHDFH7qpFzbOKQIVlUm0qvqkuziUF3vBMQpXOFYXXA3kmoIRjMnNwl0/6YGn3jKrCD07eSDONIfQEODB0ZR2raY6WEzw5mD+hn2G7Hrs+6e7OdgYChQxB84MQ6Fjsj0quXfYXKmaXgBfSDCY1jQFI0h3sXDaaCTZzj04agxGEBFl+EI86ny8qelVpdWodLIgH75kpj8AEOJl+HgBqQ4WbhsTV04yNqCeOPiauPQQdR4D8akn9X7e0C8DAO8+dAMeG5uLFe9+g9G5HSxpXWkuTpN+BRSakS8sgKEorJtdqDXHPv/uEfznL3ItxxdrAsfRlElaU9XK1+vQx1P9+THJiaulX6Y9JILxBBK4AhHkJez4vBprZg4BQxPNjS9edk69SVQ3KtrEa2YOsZStireQZrg5Q1e/GuS/NLsQBd3S8W5hV9CUQotxcjSWvHUIyyYNNKhjlBZ78cHXZ/HY2FzUtobR6OfRM8uFP94xCAxF4OQo1PkjmFT2sSFTD8iWQdfqD45pY8z2OGCjCZa/dxRLPE6Mzu0AilCYt17J+jcGBE0qjmMouDgKHEejQ7JN4c/KgJ2lkBEth/+Qxf9CS2zpaTC1rbwmgdY51WEyI7qSEIoGthPLPtYea4+7r/872+PA2IFdkJXEahl1miJwsBRcDGNS9OB5IS5dKSRI6JJq07jMFCH4y75qbK6o1sr/myuqUdQzA51T7YiIMjiG0t5r2TtHsOydI8jPSUXp9AJjRrrYixAvokOyDTaGRpqDQ60UMgSzqgrQNelOPPXWQYPFvPp7Z3scSLazkGQZVQ0BdE1zoDkoaFn0tKisYHsUE5XCde+N1yLZTqOuNQQ+SnnhaAqZbqXpNdPNYWphVyTbGayZOUSjuoQikuY/oLdk31xShBRHW+AmCBIaAjwiogQhyktnKQKPgwXHKb8LL0rgBdkyw6yvflQ3KrQcgkur+kZTBIGwqG3A1swcck5cbpoiBsnX2Nfm56TigdG90KuDCwDB9ntH4ExLCNsqqvDA6N6QZFkz+dlVeRa3XNcJFCE43RzCpME5+O+/mjdsK6YVoGz3UdxyXSfD51KEYFL5x4jFf/4i13J8ehO4pRPzQGB9/cTq0Me7hn9McuJq6ZdpD4lgPIEErkAQAtzYr6NBSWLl9AKku7h2gxlAWcg4hkKq0/zaeM5v8Yw/gDaL5WBYCQ44mkJmEgdJlrUsTJ2PBwWgoFu6oXHJYBde7EXF8TrDgnvfxv1YMS0fWcltwRJDEYiyjD3H6rXxlRZ78fZXp7FyegEe3/4VHhvbz0CV2VJRrak/bJ03DA6WRmNA0IIeNYDOcLXJHZ7L4i9JMpqCPJLtDDbcPRQsRWDnaKQ6zl8JVU+D0QdCHz0y6ooNxAGAoQgiopFqUrb7KJ6dPFAxoomZI2Nys/DY2FwAisxkRJIwb91+QzPZyyVFkGQRdnvbrY3nBXxd64fHyVrO7WO1fthZCplJNsVZsJXHvJE9sWzSQAR4Ef/5i37gRQn//deDWHRbf4xf8ZFmZqN/r1pfGKGIhDUzh6AhamDjC0WwYOsBlBV74bIpLpMtQcGkZ//inuOKscy4/hB0HPb9VU0o230Uv7m5jxacqlUpO0thTG4WfjW8O2at/VQL2uMFQ7WtYew5Vo8Hb+qFen8Eta1hQ0a6rNiLvh2S4HGwyEyymTjEHheLVCdj4CqXFnsNVQhBkHCiwY9GP2/6DTOSbOia6gDHMRAlGRSJv/nXqxipbp6XCpKkyAWqm6z8nFTYWcpSW9zjYg3nh6Up7DtRj5dmF6LBz6Pez2NbRRUeHN0bAPDE+P54/t0jJpdLperI4tBpn4EO+IJOGae82IvMJE6j13XLcOFsSwiLXv8Ktb4wSm7ooV1LmW6bZp4WOy8IgSV10BY1gQtEFXaqGq018fUOrwAs+z5+bHLiaumXaQ+JYDyBBK5EyDBQN9SM96vzh5tuElYmPoIko7Y1ZHptTprD8vhYeS/1fSRZsQaXZAnPvXMYta08lkwYYNLPLS32wm1nTOV5PTdx/voKbJxTZLA1H94jHRRFYVKZked7TZpNk1pjKAKKUjYnyQ4GL0zLB4k2r1qNuT5q7tOelfO5LP6SJONEvR9nY3iUq+8cjFTH+aOOXGgazKUAzwsghCDZTmPD3UMVBYdooOJxcdgytwiCqGRVaYpg+dRBaA4Kho3cskkDDe9Z3RiMUkiMN+hav0JPeWBUT0tjFL0O/n/98jrUtIQxb72igf7A6F7ISOJQ7+ORmcQhNRrQx9s0sAzBw1sPaBuEzSVFWhVp7axCiJKsyQqqY35k2wG8NLsQgiTh+V1HTBnNeNSzF2cXGrLoaiPsi3usVZVkGVgza0i0mZVCKCIZmgjnra/AlrnD0DnVgd6ZLmyZOwwRUVKqSTSFZI6BXxAMm+JYXfEaXxhVDUFLqtvi8QPgZGl04RhwNAW/KMbd/KsbitJiL+wchRTbpaNi1fnDWlVF7bNZsPUAhvdIx/q7hmobizofD5ZWemrqfUrg/fm39Rg3KNuw6S+LKrH4QqK2ibL6fVVFG3WO3hOlIL1dWaNQRNZXaLKIMoCNe0+goFs6HhvbD2kuDh98fRaj+nXAyyVD0RQQLM3TVk4vAMdQeHHPcUO15sU9x/H4rf21e8WTb1Zq4gCxa12HqNOqulms9YXRIdmOV+8ZjoggnRd+99W4Bsbisg/GCSEnALQCEAEIsiwPjnmeAHgOwC8ABADMlGV538UeZwIJXExE4pTcgxERLE20hdXB0XBwtKY/rt7gKo7X4+FXv8T//fqnWDe7EPXRrM3TOw/h3lHXavxYjqFQ2xrC8ne+MQXppcVeJDsYhAUWn59sxG/H9Ycky2ApgmVvf2W4uajKAO1lwaobg5Bl2eDQ2TnVYVJlmR+9CREASXYGQV4EQ9Ho4FEW/FSnEiifbQ3GDb6qG60bptRALnbxV8vJoiyjtjWMdBeHej+Pk/WBC9KspMfV5jTH8wIO1/qxfNdhU0awvNiLrGQObk75Lb9rDGgqI7Eyfw+98oWhyUyt4MTeoNVA6rOTTRjZNxMvlxThu0ZzQ3Cqk0WQF7VAPNacqrTYi1QnjVfmDYsGGRRemTsMfDRglWQZ9T4lq162+yhqfWGtIlXdGISNUYyJ4pX6y3Yfx55j9Si5oYfhWkt3cZbHECgVMn0W/Zm/fY15I3vimjRF3SjAi/C4ODy4aT9WTs9HQyCCSWs+Nl0P+6uaFEqIKAEAOI5BZ84cHti/J2SIiPGdQq/NckXl8fxgaQoum7VDqpoV3jJ3GNw2AifLaZrxlwLhiKg1+eo3RkdqfDjbEjJQ8cqLveiQbMOJugBSHSzSMlwGPrU+0FZ/13i0IvVxPW1Hz+OubgxqhlRVDQH8rH8npLk4sDQFigL6dEpBbSuPVCenzSU9za1Tih2/f+Mr1LbyJrOqsmIvOiQpFLg6XxiPjc3VaGCvzh+OiGgMsvt1TNbciC9Ec+XVtgZa4bIPxqMYJctyXZznbgHQK/rfUACl0f8nkMBVC5qyzlTTFIGdpcHRFJa8dQjzRvbEvhP1Gl9alGRs/exbTBx8TfQoghl//gSZbhvmjeyJu37SAw3+CHhBRkOAR68sN365UrEbnzo0RzM0YSgCmgJqW8I4VtuC3C6pmKYzJ9E3YQFtAcf38YEZihhuDPHk69TmzTSXDXCZzw9FEXRIcsDJUdhcUoTT0SZBNfCI1zClBnL6xd/KWXH1nYOR5mQvSLOS1Xfp0yHpgt7sLiZq/bwWkMRmBOdGs7PJduW7qYF0vIBFvRmrwTJnoUetqubMub4Hbi/dawrs1eOT7KzWbGfZBLm+ApvmFCEsKAFnxxQHQiEBjaEIQoJoUBhS3UN//3olAGBMbhaagwJqW8Nxr9uZI7rhwZt6wcFRkCRgS0kRItEMtNUxDE3hVJOROqAa0qjBW35OKpZPzcdjY/tBkoHn3jlsysrr3RQZ+tyC3khEREOAhyDJGi+cYyg4WNoy2z0mNwuNgYjJabRTsg0BXtRUlERJxuZPTmLG8O6wMRSSHZeeD0wRgqZABCunF4AX2ihE80b2NFUn50bniKqhr1ZG9FDns8ol/74+CfX12R4H3LoqRLbHgVBExHfRysNTE/Lw0BbFlXPNzCEAgAVblaqLfn6om9f3F4zU1uindypUl2vSnLCzFFw2ZR08176ZC22+c7WtgVa4dNvN84fxAF6SFewFkEoI6XSpB5VAAhcSLEWwdGIesj2KwoBacnzija9ww9LdWLj9Szz88z7onGJH+Ycn8LNnP8CNy97Hz579AOUfngAdXcQCvKhlARfvqMSUVXuxcPuXmr63SvV4akIennjjIG76w/uY/r//AC9IKPqf9/DuwbPIy0kzSWM9su0A5o3sqY032+MAS5GoVFnbmJ+dPBDJdgZb5w3DhruHwm1v69jPz0kFQ1PYOm8Yymd4kZ+Tqh2nmpW0B4oiSHHY0SlFMY1ZvKNSC8RX3zkYXdOdhrHoMy36xf+FafkmFYE5L30GQZK1wEOPC1E+VW92XTxOZCZdOs3l84HvC7DV7CygBNJjcrOQFu2F0CPb40CnFDveXzASm0uK0DXNhgyXuaE108UZDHrKdh/FH6cMMvz2SycqHFk1QIo3NklWKAmCKEEQJHxT78ek8o8x6pn3sXD7l/jNzX2Q6bbh11u+AGRo8+2xsbmYt74Cy3cdwVMTjNetcm19BVFWxprmsiMjya5RD2gKWDm9wHStb/j4ODxOFmUx19RTE/JQtvuoptk9dfVeTCz7GFNW7cWvhndHfk4q8nNSUT7Di2WTBqJ3lhtjcrNQPsOLLPf3B1SRiIgTjQF82xDAlFV7ccPS3bhj1V4crfGhJRRBzywXnp080DCmR2/pZ3Lunbe+AkFBwm0vfISfPv0ebli6Gzcuex/lH56wpBtdKlAUEJEkpDgYdEqxa98rK9owq4c6R9TXqIG2HmqgrdKKtlVUWc6Jst1HtX8HeBFPTcgDH702sj2KUZCNoTVnYHXNzfY4kO2xo1uGU0tcWI0hIipun/k5qdhf1YRZaz8FIYqZ3LjnP8Kp5qBl30y9nz/PZ/jccDWtgVa4EjLjMoC3CSEygHJZllfFPN8FQJXu39XRx05fpPElkMBFB8sQZCTZNAvsdLcNT+88aLDsXrD1QFyTHYam8No9w5Hm4iwt6udv2IeXS4rARSkvsTq2oqxkpm/J6xxXukuftSwr9uJAdRMOnW7FxjlFkGUZNoaCLyxoKi3q6zLdNm2DEJttf3HPcdw/ujc4hiCZZc9JfjBeVgVAu5kWdfH/LurcGPv9alrDSHOx571Z6WqHmumNlxHUZ2fTHRzuH90bS/92yNKUKcttA8u2v/HhOAZZSTaEo4ZV+6ua8OSbB/HHKYOQkWQDQxGcbgrhZH1AC4zicZkpQhCRZTA0hRpf2HITum52IQ7X+NAh2YaPHx0FSW4z6apuDBqkARW5Phm/u7U/slycpjYCKJuW8g9PYPqwbnjzi+8U5SSKgKYp8IKIO4d3x+/f+ArXdU6JNq7KkGXgyTcrtexo7CbykW0HsOT260AIMTUMuu0MZPn7VUtqfGFUt8ML79sxCV3TXZrLJ0WRuGuEFKevw4pudKlAUxRWvveNYl8fTYIs2HoAbhsTd46or7FqZtRTg1Ruti8sYOOcIvhCEdhZJD/A4gAAIABJREFUGkveOqht5MqKvWgNRbDmo+P43a39oxntMP5rx0H8YcpAhAURb9w3QqmIMhQ2zSlCY4BHwK9cX6s/OGaSdl05vQCr3j+KPcfqseT26zRH5lNNQW2dr4nzm10um6SrDVdCMD5CluVThJAsAP9HCDkky/IHuuettkemFYUQUgKgBACuueYa0wEJJHC5ob05G+QlLN15CBO8OXCCBksTk2W3GjRbyQJu31eNwd3TsHjHV3j0ln6Wi64syzhWF7Qs6ava5iwdX7or1clp3fh2lkJedip6d0wGRYD93zagoGu6pVzi4vEDwIuSpZvh5pIi2BgKbpYBx9E/uoxq9VhsgM8y1s51Na1hlO0+iv/8Rb9oMGSUR/xXxfettWqm2krLuqzYmJ3Va4Pr+a5pLg4ujv7eQFxFqp3BaV9Ykx7cX9WEf9v8OZZOzEO3DCfsHI3VHx7Fr4Z3x4t7jmPWiO6WMoUUJYNjCDJdHE61hOJu0hbvqNQUT5LtLFi0aZCrVIFsjwOLxw8AAPTu4DYE4kDbpuW7xiBG9u1gUE5aOjEPPTJcePzW/lEregAykGSn8fit/TXVGavxdUpx4FdRoy/1MfW6Y0ibK2c8CFH5Uqv3dnI0eFECBwodkuxgGArfNQbQFIi38SKWGu9WdKMLifbmbIbLhgdv6o0n36zEY2NzNRMeO0tZqpAEeMGQKKEIwcao/KaMts1StseBB2/qDZYmONUUQtd0J36x/O9az8xdP+mBpmAEsixjwdYD0SZcGf/28ufa8ZCBlz4+YTJ5Kiv24tWoNOcj2w4AaDNWEiVZM34DoHgreJSG6CVvtTXPx1vXL5dN0tUGci474csFhJBFAHyyLD+je6wcwG5ZljdF//01gJGyLMfNjA8ePFj+7LPPLJ/r9uib53XMCVx9OLFkbHtPX5AoLHbOnqz344alu7V//9+vrzc0CgFtGsBnmwPokOLUFBDsDIWgIOGOqBPh+rsK8eir/7Q8NhQR0RAjU1Y+w4t0F4ewIIGhCH7/xlemRjxVYlAvO6c3Hiot9iLZzhi+g4r3fnMD6n28QX9axTv/fj1mrvkUpdGgbULZHtO4f0zzpJW++EuzCxEWJMNj+uwWoMgMfl8Qcxnjgu0c4q21PC+gLhABoGRzRUkGq9O6VhE7z1VsLilCxxQ7uqZbNAzEAc8LaAkL4AUJEZXnTFNIc3IQBAn1QR6EALIMSNHKjSDKGm/bZaMgSkAoImnXkurmqSLb4zBwsNVgOyfNAV6QULLOqFLk5Gg4bYwm+adHJCLi6xoflu86jHtGXYtGfwROLsrJTnOgYzKLMy0R1MVIFK6e4UWfjsk43Ry0HN+mOUX46dPv/T+f0+8aAzh81mfIjKvvrW6k1c1I3w5JkGUZJxsDllKK6W4WSTYazUFRO6dJDgpu7pw2tBdlrQWA080BHKhuwYDOydo5LZ/hxbaKKkzw5mgqJNsqqvD4rf1BiAxClPkjyjJoQiBDRqOfR4M/glQnixQHi3ofr20CeUGyPKfrZhfiRH0AOWkOvPLptyj/8IR2/pbvOowJ3hzLhMni8QOwfNeRuM3w6uvUPgh/OIJFr1dqa9qY3Cw8eFNvg6Tm1Wa0cwkQ98Rd1plxQogLACXLcmv07zEAnoh52esA7iOEvAylcbO5vUA8gQSuBsQ2dVmVIkuLvTjbHIDDxqFTikNbQEMhAS3htqzesrct3PaKvXByFDqlOJDiCGsyghxNwccLmBg15pn70264f3RvPL/rsJa1zEyyYcW732iLOmA2HlKd9awyL7IMjSNslZFXj4+nzvJjyqhW+uJ3/vkTvH7fCLx2zwgEIyKOxthPJ7JFPxzx1DpiEa95McCL39szYPWZGXE+k2EodLFbP6cq8zSHRLQEIloG8s0HfmKZGX3mb4qMqH7Oz1zzKV6dPxyvzh+OUESMygsSEMBghqMHy9Lok+XGotsGgEBGptsGMbqJcNkoNAclS7rInHUVeO2eEchwcpYypdWNgR91TrPcNgQioqW0o4Oj8fvXK7VsuyqV2NXjRLKd1dYRliJw2dtcO9327/3YSwuZYPGOSpROL9DMzMp2HzU1dq+YVoCmQASCJCHAiybr+RXvfYO3K2tQPsOL+zftx7JJA/F2ZY2maBJbjVkxrQCBiEKZWvX+MYzO7YCt/TuhU4odFAW8XVmDu37Sw3Id7JruRK0vrG0MN80ZaqLMLJ2YB0DGgle+0OQ91YTJr3/WB70y3Vd10+TlhMs6GAfQAcBrUcF/BsBGWZZ3EkLmAYAsy2UA/gpF1vAbKNKGsy7RWBNI4KLBZaMM5d09x+px7+hrDRrASQ4K4YjdtIDWB3mcqGu7IauSaIvHD0CPTBcoQsDQgINmQFEEGUltd8rvGgOYpaOWlH94AgDw+K39tc9laUoz5FGhcoRVVDcGwVqUqFdOV9zjjtT4UF7s1TSZY8uo1Y3x1Vl+TGAcT188yIvo4nFCkmT4w4JBKjLBEb9wiBdQZiTZzqnZ8Hyg3s9DEIGIIGuBEqDMi20VVVg4Lhc9M12oagiaNmkBXgQftU4PRURc8wMy+YASkFvZwJ+s9wNo33rclmRDrwyXQZUlGBHx9E4z//6HnFOWpdHN40SDjdF44YQQVDcG8HtdZrW6sa0Zl2VpZJ0jpehyBEWAZZMGos7HY9MnJzXOvyTLeGbSQGS6bSBEMbyZP7InTtSHTZuk+TqdcLVBWO2b2F/VhKmr/4H8nFQsHj8AOWkOHK31Y9HrSnVx67xh2FJRjT3H6rWqYI0v3G7vxammoKZDfvBMK57f9Q2mFV2j0WcCvIg0F4fnd7UlTnpmufHRI6MMgffV4nB5ueOyDsZlWT4GYKDF42W6v2UA917McSWQwKVGa0jEwe+atEwTTRHsOVKLYddmGsvMFhknQZI1VQf1hlzrCyMzyQYHSyEiyvDYOIOLof7Y2Jt/+YcnMK2om/a5oZBgCrKtjIcioozeGUqjV1gwchmzPQ6IUStoQZJxrNaPJW8dMgQ6LEXOu/bs95lL/CtIbF1OsNkY9Mpw4ZWoAQ0VtVZPc3LnzBf/seAFEWJURUU/L1RnzEe2HdDkL/WbNH2mOLYx9ceCoRSD+HiNpup8tdkYdNbJ4UUiYpRGAUODJUcReH7AOWVZGh1SlIDvaK0PACwpFufzO19KUBSFP/39GGaN6I77b+xl4mfXtIbw9E5lI1ZyQ4+4myR1bVIDaFVRRb8O21kKC145YFjrUhws3l8wEgxFtKZlB0dj6cQ8rPnIbPKkNrs/+cs8ANBoLEdqfJg3sieSKAY5aU4seOULw+c4WDoRfF8iXNbBeAIJJGANG0tj+XtH8fCrX2qPZXscGNmvw/cey1AEtb6wQdUhwIvIcnPISjZn4WKPtWzE0gWjdjuDXlE1BSHKBfbzgsl4KN2huPdlUQRf1/hM2U8nRyPLbYMoymgJmY9PsbHITLKf18D4XMwlEtmiiwubjUEn26W7VXEMDSkiQpCNyh+qGsamqDoQx1DYMncYBFECIQRnmkP4/euVqPWFTY2pPxZZbhsaQzyyLUxzVkd7OqzAsvR57W3IctsQSBPgDwuW5j0Xq3pxoZHu4vDrn/XRfAcWjx+A7hkuOG00GIrgthfaVHXONIcQEa1VYlT6nV5lRa1Kds9wgaEJAjFr5VMT8rD0b4ewcFx/A90w1cGhQ7IdUwu7It3FYtOcIjT4eZxpCeHFPcfx65/10eaBuqapOvSr7xwMiiBR4buMcEU1cJ4vJBo4E/gxuBwaOK0aDc+1uSYUEnCk3m9SMOiV7rLMhp+PY0MhAfVBXqOypDuMmfdIREStnzfYb3scrJap+77jzyfORS7xKsNFb+C8kqByxnlRNnDGVVpVqpNF52QHGIYCzwuo9Su26BFR1jajWTGNqecDkYgIfySCcERpMpUkGTaWRqb74qr5CIKEhgAPSVa+rxSnGfcC4KI1cALx14XYtXhMbhYe/nlfU8PqH6cMgoOlkexgIYgSGJqAIgSiLMPO0shwKRuX5lAYLUERta1h1Pt5bKuowoM39UafrCTT+dSPycHRECTZ0oLeauwA/tXWucsBcU9wIhiPQSIYT+D7cDkE48CPCxp/THB7MQPjBC4KEsH490CSZLSGwoiIQFhoU1NxcBSSbZfWrv1fGBc1GG8PsWuxx8GiOcwjyEuQonOFEECG0rgbayf/fe+XCJSvGlyZaioJJJBAfPwYuoTdzsRVj7iQxyaQwJUIiiJIcV7ukh8JXCpYrcXpjB34Yf267b5fAlc3Etv5BBJIIIEEEkgggQQSuERIBOMJJJDA/8/eucdHUaV5/3eq7+nOjVxATRRkEI0YhIZwm3VgGBFHHBYDopAwgEKQcZx1BfGdMaM7mdkFwWVlRkhgVpCbgoArL45XRtZ3URSCyjKRwDDgJHJJCLl10ulL1Xn/6FSlqquqL0l3Lni+nw8fTbqr6lSl+znPec7z/B4Gg8FgMBg9xHcyZ5wQUgvgmwjemg7gSpyH01XYGGNDrMZ4hVI6NQbnURDmM9sXni/AxhlrevVnFojK1vZG+srnoKv01fvsblvbV59TKNg9dS+6n9nvpDMeKYSQY5TSUT09jlCwMcaGvjBGPfrK2Nk4Y0tfGWdf5bvyfL8r99lVrsXnxO6p98DSVBgMBoPBYDAYjB6COeMMBoPBYDAYDEYPwZzx0Gzs6QFEABtjbOgLY9Sjr4ydjTO29JVx9lW+K8/3u3KfXeVafE7snnoJLGecwWAwGAwGg8HoIVhknMFgMBgMBoPB6CGYM85gMBgMBoPBYPQQzBlnMBgMBoPBYDB6COaMMxgMBoPBYDAYPcR30hmfOnUqBcD+sX/x+BcX2GeW/Yvjv7jBPrfsXxz/xQX2mWX/4vhPl++kM37lSm/tlMpgaMM+s4y+CPvcMvoa7DPL6Am+k844g8FgMBgMBoPRG2DOOIPBYDAYDAaD0UMwZ5zBYDAYDAaDweghjD09AAaDwWAwvmsIAkVdixdePw+z0YA0uxkcR3p6WIwoYH9DRqxgzjiDwWAwGN2IIFBUXm7Goq3HUF3vRlaqDZvmjcLQ/onXvDN3rTiw4t9w7QeVyHdmI81uhtvrx/XJNhiNLOmAER3MGWcwGAxGt3OtOGWdoa7FKzniAFBd78aircfw5tIJyEi09PDo4se1tAipa/Fi7QeV+On4QVix94R0P2WFTtw2IKnP3Q+jZ2HOOIPRxxn4zNudOu78yvtiPBIGIzJ6s1PWHYsEr5+XHHGR6no3vH4+ptfpbfT1RYj8swEA88YNlBxxIHA/RdvK+8z9MHoPzBlnMBgMRrfSW52y7lokmI0GZKXaFA55VqoNZqMhZtfojfTlRYjWZ+PVhXl99n4YvQuW2MRgMBiMbqW3OmV6i4S6Fm9Mr5NmN2PTvFHISrUBgOT0p9nNMb1Ob0NchMjpK4sQrc/G3+ta++z9MHoXzBnvBQgCRW2zB9/Wt6K22QNBCNk1lcFgMPo0vdEpEwQKr5/Hi7OGo6zQiRHZKQDis0jgOIKh/ROx//EJOLxiEnYuGoM0x7XtiAN9exGitYBcd/AMSgucffJ+GL0LlqbSw/Tm3EkGg8GIB6JTFmz3esqJ0bLDq/Jzsea9StS6PHFbJFxu8nynbL+4CHlz6YQ+V7irlVpU6/Lg+hRrn7wfRu+COePdiFZhUG/JnfwuKxswGIzup3+SBbsWjwVPAauJQ7rdEnObE6ld07LDK/aeQMn0YRiQbI3LIqGrtr+v2myOI32yuDHFasTri8fC6xfACxR7jv0d/zgyGym2vvHcGb0b5ox3E3oR8CSrscdzJ6OJzvfVCYDBYPQO9OxNuj22Dlo0dk0vh31wpgNZKba42Liu5M3He0dVz85/V+2/3y+gssaFJdvLpee9ocCJ76Xbpfv/rj4bRmxgOePdhF4UhBDS47mTkRYtiRPAjPWHMWHVR5ix/jAqLzf3+hx3lpPPYPQeOlMk2ZnvcDTX0cthd1gMqGvxqq6rNZ5ox9iVvPl4Fprq2Xm/X4jY/l9rNrfG5ZEc8RHZKSielgOPj0eNy4O6ljY0tHrw9cWmPjc3MnoPzBnvJvSiIAaCHi9oiTRC011KA7Gkry4gGIxrlWgjwp39DkdzHa3Cwq0L83C5yROxU3q+riWqMabaTKriv9ICJ1KsxrCObGej6pE4yXp2vsbluaaDNqHw84LkiC+7ZyhKDlRgZumnmL3xCE5fcqGm2YOXDp7uU3Mjo3fRK5xxQshUQkglIeSvhJBnNF6fTgg5QQj5khByjBDy/UiP7S3oRUE4jpMKWg6vmIQ3l07o9gKeSCM0vVWOLBR9cQHBYFzLRBsR7ux3OJrryAsLRTvssBqjckq/qWuNaoz1bh/WHTyN4mk52LV4LIqn5WDdwdO42NQW1pHtTFQ9UidZz86LDmnw76+FoE04DFxgB3vJxMGqJj/L95zAt/VtyHdmK47p7XMjo3fR4844IcQA4GUA9wLIAfAwISQn6G0HAQynlN4JYCGAP0ZxbNyIZisulKSTWNByQ2oCMhJjX8QUjkjlpnqjHFk4+uICgsG4lonE3shtq9fPI8OhzCeP5DscjYyeVr6vz6/tfOo5pekOM8oKndi1eCzKCp3IcFhUYwy+r9pmL4q2lWP2xiMo2laO9ytqUNPsQYbDgrJCJ16cNRyXGtvQ4FY6sp2RCIzUSdaz80YDd80GbcJh5AhW5ecizW6WIuTi37p4Wg7SHWbVs+/tcyOjd9EbCjjzAPyVUvo3ACCEvA5gOoAK8Q2UUpfs/XYANNJj40W0BTThJJ16svgjUrmp3iZHJhLq2X1XO90xGL2VSGxhsG1dPTMXL7xbiS+qGgAEvsN8e562np2M1K7p2fL+SRZN2yE6pfLfT8nJBAVQcqBCMWab2RDyOlr35eMFLLtnqBSBzUq1oazAqVLt6J9kwd4l4+ATKARKYTUprxVsEyN1kvXsfKbDEpH9vxZtLuEIXv3kHIqn3Y6ifxiI2Xk34WqLF3UtXuwtr8LjPxyC/kkWTMnJRL4zG2l2MzITLUi1mXp66Iw+AqG0Z/O4CCEzAUyllD7a/nMhgDGU0seD3jcDwL8ByARwH6X000iPDWbUqFH02LFjXRp3bXMglzDY4HRGkjBelfHxcPB7W8V4uGfn9ws4dblZUQVfWuDErf0TYTTGZWMoLg8j1Gd24DNvd+qc51fe15UhMa4d4vYF1vvchrIjera1ZPowLNhyVNIAf/WTc/jdjNwuy+TpXW/f0vGoc3lVtmVIhgNnal2K3+98dAzm/PEzzXNkJlojvq+yQiea2/xY9sZX6nM9Nh6ZSVbJ5q39oBI/HT9I4bTrjU9cXPzkD5HNWV1RU+nG3hndZmuvtnhQeakZSVYTKKCYT8TP4rP35aCpza947VrXjWdEje4HoTdExrUGp1ohUErfBPAmIeQuACUAfhTpsQBACFkMYDEA3HjjjZ0aqNwQ8ZTGbCtOb/tw39LxICDw+nkQQmAgAMdxETnA8TKIvUEjVv53IISE1OqV52Wm2ExoaP85FpN4vInFZ5bB6G7CfW7D2Sa9CG52Pxt2LR6LBrcPa94LRJOfu7/rqQ961/P5BQztn4h9S8ejzSfAQCBFuoM10vVSWnx+Iex1bs6w4/CKSbCZDUiymFDV0Kr5vhYvL9m+RVuPoXhajip/edHWY9hdNE53Pol0Z1PPzkdi//tiY59wn1m3l8ebx7/FzycPwcObjiie7Yq9J1A8LQc+nkqOuPhaT/QMYfRNeoMzXg1AXvmQBeCC3psppR8TQgYTQtKjOZZSuhHARiCw8o12kMETyOb5o2O2FadnpFs9PAr+8zPVCvzJu4eGdap1HfzHxsPHC+DbtzXj0WgjngT/HfYsGRdyUeT183i/ogbvV9Qo3hOLSTzedPUzy2D0BOE+t+Ga3Yhyr8G29YrLi0a3Dyk2E5ZMHIy95VUxSX0Il1YRHB0vLXBi3cHTeL+ipsOhdZg1z+EXKK62eJBiM+te59SlZpQcqMCmeaOQ0t8Mi0YaTFaqDeevtMBhMUrzRYrNpL0A0Mlp9/kFWIwcSqYPQ4LZgFYvD0t8dgd7RdAmGsJ9Zk0GDrNGZeFyU5vms02zm8ERXHO58ozuo8cLOAEcBTCEEDKIEGIG8BCA/fI3EEK+Rwgh7f8/EoAZQF0kx8aK4Alk3cEzWD0zNyaShHoFM+eutKhW4PnO7Igq07Uc/AyHBZeb2jB74xHc9cIhPLD+k26XnOqq/mzw36Guxat6dlNyMkEIwbf1rb1Cx53BYHQQLnfZQIBV+UrbumHuSKQ7zCg5UIHZG4+g5EAFnph8S0xyckMVQ2otHNYdPI3l99yKXYvHYuUDd8DV5ofHx2PHo2MwJSdTOseq/Fz87u0KfFXViMrLzUi1mVTXWZWfi9JDZxXFlFazARvmjlS9b93BM/D6eZiMAWe9we3TtG0+nmr+nhCCea98jgVbjmL2xiNYsOUo5r3yeZ9WOekueIHiyd1fac43Wak29LObcampjc01jE7T45FxSqmfEPI4gPcAGAC8Qin9CyFkSfvrpQDyAcwjhPgAuAHMpoFkd81j4zHO4Anki6oGvPBuJXYtHgsAXdqK0yqYKStw4tn/Oql4X3W9G4Mz7JpV+sFoRWFW3HsrHttxPK7baKFyCmOROhP8dyg9dBar8nOl7dopOZl4YvIteLDsU+nn0gKnKo+vp4tOGYzvKuEi0RzH4ePKy9i6ME8qkuMIQdVVN16cNRwNbh9KD53Fku3lMbFdodIqgu3NiOwU/HT8ICzYclRRhPnEa1+i1uVBaYETz07Lwd/rWqVUmke+fzMWbT2G/Y9PkNJb/ALFqUvN0nuAjgXJdck2eHy8FMEW03JqXR6YjQYYOGD1zFxsPnxOYftEp33jf59FWYETRUE2z8Ait51CECi87bsNpYfO4sVZw/FUe06/OFfv+vwbfH6+QfX3YHMNI1J63BkHAErpnwD8Keh3pbL/XwVgVaTHxgOtCUQ0jvGYDAxc4PxyslJtqLrqxtNThyqq9LUIdvCn5GSif5IlrsY4nLMdbns6EoL/Dl9UNeDVT85hd9E4UEpBCJEccQBSeor4eqSLpt5WqBoPWOEnoycIp8qUZjdj7tiBUkHkiOwU/Gb67Sh+66TC6VzzXmXMbJdeWoUYhRbtiZ7OdPG0HBRtK8eS7eUomT4M5vb0DzGCneGw4GJDm+Qgb54/WlJeEREXJBxHkOGw4mqSD0Xb1EGEi41uvPBuJZZMHIwkqxGb54+Gy+NHis2Ef979FWpdHjzz41ux//EJcHt5KSXRyGmn/7DIbWjqWrwQaMdug8UUlOpj4pA/Khtvn7yMNe9VomT6MAxKtyPB0vfSQBk9R69wxvsCnZH1i8ahC54MBIGqridOQLUuD/YtHR9yvMEOPgCcvuyK2Bh3xhkN52zHQn9W6+/w5N1DMSDJCo4LpKYEX+P9iho8dz/FDakJEV2jG9UAGIzvHBxHMCTDgd1F4+DnBRgNHDIdSqfFwBEpCp5kNUo7eiOyU7Bk4mBYjBxWzxoeNijRFQSBwtXmx+qZuVi+54SUG6xlw1La02Wq691IMBvw1BtfSU75mvcq8cTkIZIjDnSkOYrnDZ5PjEYOtw1I0ozWm40G1Lo8KNpWLo0hK9WG4mk5qHV5sGneKCRZTJqKKlsX5mHeK5+zyG0UeP08mtw+bF2YB4ECVVdbse7gGYUc5c5FY7Bm1nAMSLIyJ5zRKZgzHiHRVoh31aETr7dr8VhU17sVCgIA4PMLYR1muYP/bX3AgARvo5UVOFXGuLNjD+dsd0V/Vn6vaQ6zFPWJh654LCL4DAZDG0GgOFPrwtoPKiVNZj8v4PpkGziOqGzPhrkjkeGwIMNhUetvFzrh8wsRq0xpjUXPhta1eDHvlc+R4bBIakwpCdqFmg1un+L/q+vduLFfApa9EYhUD0q3q2wjL1DsfHQMDBwBxwEGTlnCpRet10xrLHQi3W7GzkVjYDUZcNWtbcN2F43DzkVjYCAENrNBpV0ei+cWzXv6AjazAV6/IH0Wnpg8BOsevhNenqLJ7UNNswcmjuDmjAQAhDnijE7BnPEoiKZCPBYOnRgFeUpDc9ZmNkTlMIvRlDXvVUoTS6uXx3UpVtX7Ozv2cI6w3iQSrggrmsVBLBoTXYsd5BiM3kJdi1ehkS06ODylsBgNKtvz2I7jKJk+DF5eUKWIFG0rR/G0HEmNJJrdq0glFsXrAIGc8eB8bLFxj3z3UrTRf5gzAmajARRUso0jslNUiwq5UtaQDAfq3b6QQRZ5YMhk5OBq8yO/9FPpfNsfGaNpwy40uDGz9FPpXlNs0UfFI7HH19Luor+9eFNcDL76yTmVvvv6uSNhNXHYe6wK/zgyu0/eJ6Nn6Q1qKtcksXLo9Cr9/QKNqLVx8HnE7c2n3vgKA5KtkjGWq5y4ff5OjT1ci2Zxe3rno2OwZ8k4FE/LwUsfnsaZWldIVZVI2ziL1xAnqsMrJuHNpROiNox66jYst5LB6DpeP498Z7bkiC+7ZyiK3zqJSWv+Gxca3Jq2Z2C6PWSKSDj7p0U4u6JlB2pdHlyXYsW+pePx8dOTsHvxWAzOcGDt7DtRMn2YlEa4ad4oDEiy4obUBGQkWpBut0i2USvvXK6UdaHRjRnrD2PCqo8wY/1hheKVaKcvNgaOvS7ZBgIipZ6I5zt3pUXThon31pnnFelzE9+z9oNA4EdsGb/2g8o+qdwiasiLf7d54waq/n5LdxzHt/VtmDnqxk4/V8Z3GxYZjxOxagmslx5zsVF70tJzmEOl2cRKQz2SVJ56t0/Vqa7iYnPIqHu0C5uuatzGIrrOYDC0Ee1Cdb1b1bhGlI4Ltj12iwEWoy1kiki0wY5wdkXPDmjlY29dmIfbb0iSIuGhotmtXu1gh7ioqGn2aO5KptnNmtHmfglqvfF1B8+oIvhi1F4+CzsOAAAgAElEQVTrXqMhEnssCIIqerwqPxeCIASfrtcjzuUpNhMyHBZcl2LTvP8EswEGjrBdVEanYJHxOBEuShwNonMpRlnE9JVoo7da5wFiq6Gudw2RzuwYhLvXrmqXa91DV6PrDAZDmzS7GZmJFsnBkdsDUao02Pak2y0YkGTV1ekWf44m2BHOrujZgXq3TxUZnvfK5yAgunZPPF9GogUJZqPmdUXd8OCoqmgf9SLSPIVuBF8c++6icXj1k3NSzVFnnlekzw0AeArN6D/fB1uXiXN5q5fHE5OH4O91rZr33+rlQcF2URmdg0XG44TckAuCAJ4ClAYKWmJRyCIaCHkRVGaipVNNMCLVUAeA2mZPlwpy9HYMAOBqiwd+gcLnF2AycjByBG4vD5vZoBupjlduYl/rIMdg9BU4juD65EC9SE2TJ6RUabCdke+88QLFb9+uwBdVDboBg+AiwlSbScrHNhk5bF2Yh5XvfK1rQ7XsQFdTENPsZmwqHIVF25RKWa9+cg5lhU689OFpxftF507vupSqlbfEfHB5DveTdw9FxcXmLu/2RbJzyAvaXUD5bmwwFys4juB76XYk24zw+AX8866vVEIIG+aOhMXEoc3LY9O8UUi1mbo8VzK+WzBnPI5wHNHdWoyFszgkw4Ff/OgWlRZtZ3Ok5cYzWEM9Vk6vliFfPTMXL314BjNG3qCQ+hILo2pdHmxdmId9S8fD5xcUxq222cOUTxiMPgbHEdhMBgzOtGPD3JGSdGFWqg0LJgyC1cShn139/ZU7x4JA8bsZuXjufm2HJ9hmiQ3BFA3ACkfh6am3Yv7mjiY+ojKJnkJLV1MQeV6A0UhQMn0YUhJMSLSaYDVx+O0/3oF+CWZdp1kvhcdsNGBof1tYpS+LMUgf2xh+Y1xPESVcOiJHtDXN+6I/KggUF5vaMOePn2HrwjyFEML1yVbYzEaYDQQ1zR7ckGpDht2iKSvJdlcZoWBpKnEmmuLDaKl3dzSF6Mq5I0mpidV9yA35x09PQsn0YXjh3UpMzukvOeLi+ZfvOYElEweH3AZmyicMRt9DlA282NCGX7/1F0Wh3wvvVsLtDf/9DZcSF2yz8p3ZkiMOtNuwbcdQddWt+F3RtnJ8Wd2oKp4U6WoKYo3LgwWbj2LBlqOYsf4T/Ojf/xsPbTwCHy/AaOQkDfaPl0/E7qJxGJLhkAI7eteN5FnMe+VzLNhyFLM3HsGCLUcx75XPQ9pvcTGjVUwa7no2s0GV6rh6Zm5cdeHjRV2LV8rjLz10Fhvmjgx0Wz10Fi6PH/M3f467Vh/CP+36EldbvGjyqNOYWFEnIxwsMh5n4uksxurckUQ6YnkfoiH/tr4VC7YcBQBV7qh4fnkzDWWBUCBiw1OKzfNHq5owsJw9BqP3ItqTBrdPs4FNLL6/wTZLz8YkBDmIwQotwbts0facCMYvUM1x+AUqabDrRVU7e93O2O+uyPOm2AJ67FsW5IEjgEABi5F0SkqxpxHz9bNSbdhdXo2Hx2RjzazhuCHFhoc3HVEt5MTeIHJYgIgRDhYZjzPxlMmL5bnDRTricR/yc4rFS8HnlzfTkBdsihGbu144hOK3TuLpqUMxIjuFKZ8wGH0A8buvV7AZi+9vsM3SszGtQVH4SBRawtnLUIht6YOvaeRI2B3Izl63M/a7qwEYH09RdTVQVF91tRW+vli9icCz21teJX1OvX6KhzYewRWXR/P5aBXUsgARIxzMGY8zeluLBg5dVv+IpWJLT1xLfs7SQ2c1tzVLD51VXUtrwlq+5wT+MGcEUz5hMPoA8r4Ha96rRMn0YTi0bCL2LR2Pof0TAaDLCknBNmtveRVKC5wqG3ZTWkLMFFoiIdNhwYagcWwocMJhNaDV60fxtByMyE6R3h+LqGpn7HdXAjANbi8uN7Wh+K2TmL3xCIrfOonLTW1ocPe9VI00uxm/mHwLPq68jM3zR2NAshWb549Gi8ev+XysJq7b5mXGtQOhtG+uVrvCqFGj6LFjx7rtevIiGI4QtHj9ioKhrhR3xKvlsNZ5AcT8WvLr2MwGTTWV4Gt9W9+KCas+Up3r8IpJuCE1oUvjiQFxWQWE+swOfObteFxSl/Mr7+vW6zHiTtxWrqE+t3q2K5YKSfJrmIwczAaCFg8PniJQJGoz4+/1rfimrhUpCSYk20xY+c7XqG324onJQzAo3Y4EiyHmLc59Ph41roB6lJEj4DhgVukRlSa4qBSjlxoSjf2Xv5cQAgOBbpGq+H6tv0O4DqFAwEbP3nhEETnOSrVh1+KxuCE1IVbzVrfZ2oZWD6quuhWFxpvnj4LbJ2Cp7HdlBU7ckGqFw2wK+4wY30l0PwQsZzxOaElqnan14FJjIFoQK/WPeEjwhZoMw10rWiMbdvx29a9i1VApmHgtbBgMhhq9775852tEdgqWTByMFo8fl5raMCDJGtV3UryG3y/gQqMbf2/2oK7Fi73lVXjy7qEwcsrulSOyU/DLH98Gm9mAJdvLkeGwxMUpN5kMUuCgttmDGesPqzS5i6floORAhW5UNdpFS7TqXlo56oF5LLRSiCBQUAAvzhqOBrcPpYfO4ouqBimFI15ytPHE66eSIw4E/kYLthzD2gfvxI5Hx6DF40dVvRsvHTyNBRMGoX+SFQPT7L32fhi9j16RpkIImUoIqSSE/JUQ8ozG63MJISfa/31CCBkue+08IeR/CSFfEkK6L9wdAs0q9JpmrP2gEglmQ68v7tDLW7zU1BZy2zhU9X0siUfKTHeNncFghEbMVR6RnYJl9wxFyYEKzCz9FA+Wfdqp76QgUFTWNGPOHz/DzNJPUXKgAj8dPwhrPwiotsgd8SUTByPVHtCIHn9zGpbdMxTFb53ExDWH8MD6T8JevzMNyPRys28dkKhQUwkmeNFSPC1HWrToXTdaVazgHHWthkfy40U7+tDGI5i98QhKDlRg2T0d9TxWExdXhbF44Qn6G4nPOz3RDB9P4bAG4pq1zV4s33MC39S19ur7YfQ+ejwyTggxAHgZwN0AqgEcJYTsp5RWyN52DsAPKKX1hJB7AWwEMEb2+iRK6ZVuG3QYtIxN0bZyFE/LgY8XNKO6pgg0X7sLvcnhQoMbM0s/1Y1kdKX6Phq6qmagRYPbi0uNbYpoDtMrZzC6H3Hna8nEwaoujp35Tta1eFUSsGLkWSy2y3BYsOyeoYpGLi/PGYmXPzqDDIcFxdNykGIz4VJjG/onWTQ10P1+AZU1zVH3fdDb6Tt1qVmKjIvnkO/e8ZQqFi3ysetdt6tFmeGO15oDVuw9gZLpwzAg2Yp0uwUXG9265+itu5Ny3XSt570qPxd7y6uw7J6hWPNeIOjWmwJsjN5Pb/AA8wD8lVL6N0qpF8DrAKbL30Ap/YRSWt/+4xEAWd08xqjQM1hpdjMMHNEsVDR20uDEuhU8oF+4I6709SIZ3an53RU1g2AEgeJiQ0exkRjNyXBYmEFlMLoZcecrzW6OiT0JZY/tFg47Hx2Df589XOX4/2znccwbN1CKzq985xQAoNHtQ02zMvosCBQXGt2afR+CI9XBNjvVZlLt9IlFpHJbG7x7d7amJeSiRSsy21VVrHDH6z3rwZkOaXFgMnKa5zAZuV67O2kyErw8Z6Tu816x9wTyndlYsfcEnpg8BK3ttU4MRqT0Bmf8BgBVsp+r23+nxyMA3pH9TAG8TwgpJ4Qs1juIELKYEHKMEHKstra2SwMOh57Byky0wGTg8MK7lZ1qchFMvFIrtNJA5AoDgPakGE8Zx3hS1+JF0XZ15OyJyUN6dOzd+ZllMGJFVz+34s7X9Sm2mNgTPbt0Q4oVNU1ezPnjZ6hp0papuy7ZhhV7T0iR8+K3TmLSmv9WpazIG8MEn+NCg1t6r5bN/nt9K1JsJux4dAz+Z8UkrJ7ZUbwpnkPUupZHndcdPIPVM3OjWrR0NcUv3PF6z9pmMkiRfVebXxWQ2jRvFIwc6bH0lVCf2cDiyYuXPwo871sHJGo+78xEC6rr3bgpLQE3pSUw9RRGVPR4mgq0q0s1vUlCyCQEnPHvy349gVJ6gRCSCeADQsgpSunHqhNSuhGB9BaMGjUqrkttect3eQGQ1WRAdqoNv7rvNtS1eLHynVNStXxnnL5o00KiUUiRp4EQQvD8/pPS5ABoT4pare77gqSTXjRnULq9R8fenZ9ZBiNWxOJzy3EEA5KsMbEnWnaprNAJA8dJvxM1yOVFo2l2MywmDhkOS9iUGXljmOB0k7oWL/5p15d4c+kEAFDY7AyHBZeb2qTuw+JOqRzR1mrZKQAYkGyNuKC9qyl+4vH7H58AtzeQKmM1dVwn3BwgdgKVp/60enn0T7Io8vdFuqueKtRnVkxzynBYIFDgb7Utms/bYTEGFh5mA/onRldozGD0Bme8GkC27OcsABeC30QIyQXwRwD3UkrrxN9TSi+0/7eGEPImAmkvKme8O5EbrIsNbVLUVTS0L7xbiVqXB6vyc/HqJ+fw5N1DFRNMpHlzcuMsTiApNpOUeyc/RquCfevCPHj8gm5Vu+jQCwLFk3cPRcXF5pCTYiSGPtY5gbE4n17OZoLFwAwqg9FD6NkTIKBAEo1ik5YqyOXmQI2IQCmsJg4b5o7E7/98Bj8dP0iRD7x6Zi4cFmNIR1FsDPOHOSNQ3+JDgtmAVi+PVLsJ/7K/QvFe+XmWTBwsOeLia8v3nMCWBXlwe/2wmY0wGggoKGxmg2LBsOyeoVi+JxC1Xz0zV/p/MfhDQaV5INZ293KTR3PeAACLkUPJ9GHSM7DI6qHEOUusoxI5vGJS3FSyuorXzyPDYcELM3OxYMtRZDgsWJWfq8oZ9/IC1s8d2aldbgajNzjjRwEMIYQMAvAtgIcAzJG/gRByI4B9AAoppadlv7cD4Cilze3/PwXAb7pj0OGMG8cR8AJU6Q/L9wQKh4q2lWPF3hPYXTROIdcVjeyTaLy0io+Cj9GKon9T1xqRzGLwZCbqgV9sdKvuPZRUYawlrWJ1Pr1oTrpGkRaDweg+RHsi2tuLjW7wAsVv367A+xU1EX/ng4MLot3IcFjw9NSh+PlrXwac2lnDMX/z55rOcShHMc1uxjP33oY6l0eyqVmpNrw4a7jqvfLzpNhMmk5+i8cPl8ev0LXeNG8Uti7Mw7xXPldE6qvr3Xjh3UqsffBOSZJR2gFo172+2KjtPEdiJ4PnOgqquyMLQCEVKd6vOKeEcrhFO7z2g0rkO7ORZjcjM9GCVJsp7Bjjic1swNNTh6LV27GQWPNepRTZvz7FhoMVF/Gj269DfatP0qzXKvJlMPTocWecUuonhDwO4D0ABgCvUEr/QghZ0v56KYBfA0gDsJ4QAgB+SukoAP0BvNn+OyOAnZTSd2M5Pr3UjlBOoHhMq9evaWhT2o1Ldb0blCoj2JGknojnFwQBZYVO1DR5wqoOaG1xRiOzKJ8UO+sAi/cWqTpBOGKl3hIPdRYGgxE5wc15xIZfYqOeb+uVO4yr8nNR2+zFF1UNUX/n5XajeFqOFJmurnejTqfFuYEDdjw6BrVBOuXifMBxBA6rUeGIVte78dQbX0lKIuJ75Qv/Vi+vvStnNuBnO4+rbNu+x8bjtUVjJSUVkS+qGnC11YuS3RWKY4q2l2PLgrxO20kte7/9kTEh541Qr6XZzdi6MA/f1LVKkXMxv5rjCIZkOPCLH90StSJNPPELFIdOXUbBuEHYs2Qc6lq8KD10FkXbypGVakPJ9GGYdNsAPLSxo2lTWYETKTY2hzAip8edcQCglP4JwJ+Cflcq+/9HATyqcdzfAAwP/n2s0HM8+ydZdI2bvKlC8bQcTUPb4PZJ/9++kJAIp0gSPKYpOZn41X05YZ1qrYiE3kQQaluwKw6wuN0XHMXXMlyRbKvGUr0lHs2TGAxGeLTsrDydb/sjYzQLrMUdxmi/83K7ERyZlueOi2Sl2kApMPc/P1PknAfrf/v8gqY9GpzpQFaKTXqvfOGfYOFQVuBULTTafNq2rc0v4GyNSxqX/D16hZwcCe0gh0LL3p+7op0zTQiB1cSFnVM8fkGxe7Bp3ijptXq3T1ORpiclZqlA8ePcG/DwJmWH1Fc/OYefTRqC5/f/Bb+67zbVIojJ4jKiIeZqKoSQaYSQ3qDS0mWutHg0Hc+2EIUmcuNVeugsVuWrZQxLD52VvtAGmX8pCBS8QDElJxNlhU7sWjwWZYVOTMnJlIxZsHF8v6JGKiiRE2wAtargb0pLiLqyvisOsNlowBOTh6ii+EXbyxUV85GqxPRV9RYGg9GBlsO3fM8JLJk4GBkOiyoKLL5H3GGM9jsvtxui8y1SeuisSumjrMCJle98rbRZ28pR3x5U0TqviFxJRERc+F+XbMOlRi9eOngaxdNy8NbPJmDX4rFISTDBagqca0R2ijQXbJ4/GhYDQYLZgHUHz6jmloxEi+b1eYF22k5q2ft1B8+grMCpUtt6fv9JXG7yYOvCPM05RRAoLjW1hVRM6U553EjxC1S1S7Fi7wksv+dWcASodXlUii89PWZG3yMekfGHALxECNkLYDOl9Os4XKNb0ItO+NuNm9bqX4z+imkYAqVY+cAdyO6XgIuNbaCU4pl7b0WD24dXPzmH383oqJyva/Fix5HzePyHQ7BUliu4ocAp5c2FMo7y6MqmeaNg4IBv61ulyLJeMVQ06RldKbJJs5sxKN0e1thGGn3vq+otDAajAz0HLMVmwpKJg/H3ulbdHcbOfOfldkN0vsVUlVqXB/2TrNi3dDx8fgFmowGCIOD9ihrV+IKdrWjtkdzO1TZ7seyeoZLTNyUnE6/MH4U6l1ehtFJW6ARHCGpdHkXecquXR0OrVzUPvDxnJACKV+aPwrf1barUkHBo2ftalwfXpVixu2gcLjS4UdfilaQYKy42Y9/S8ZrzTOXlZrR4tFM3xWcpapB3Zn6JF35BezHY6Pahuc0vNYeS09NjZvQ9Yu6MU0oLCCFJAB4GsJkQQgFsBvAapbQ51teLJwZZ1y2RrFQbDBzRNboNbi+enjpUJVXlsBqQ7DWFNNReP4+RA9MkRxwIfOkfk215hTKOogE0GTm42vz4yR8Oq/LutLbNotlK05QJK3DCwEGl4BIMxxEkWLSdeb5dgxcA3L7QBluewtI/yaKYOFmuN4PRt9Bb4De4fUixmbDynVMq9YrSAicopdi1eCyuS7ZF/Z1Pc5ixc9EYGAiByUCwZtZwEAQ6LZoMnMKe6EkWBjtb0apJAQFpw+p6t0o68f2KGiz8/s0qpZWibeV4ffFYrJ87Ekt3HJfyllfl5+Llj/6Kf8u/A/uWjg/IDgoUK9/5GrXNXvzyx7fqpoaEfE46C4wUmxkXvYGOzHKq693w+QXckJqg+H1tsydk6mZg0dOhQS6fP3s6wGLkiCSUICqWtXp53NA+b31yphY/HT8orNoYgxGKuOSMU0qb2iPjNgD/BGAGgOWEkHWU0t/H45qxQlFIZOBUhmH1zFzYzAZcl2zTNLp+gWpKVe17bLxK8slhMeBKi0cy/DazIWwDh1DGUTT6tc0eVSFRrPLuxAln39LxaPXwOHelBc/+10nUujwRFdr0s5mxocCJx2TRm/VzR2LHkfN45K7BqHMF2tKHMtixVGRhMBg9i1ZRXz+7Cc/vr8ATk4doRoGTbUaUHKjA72bkRvW99/sFXGh0o0ZWiLlgwiC88G4lAGDZPUOl3OApOZl49r4ccBzBzkfHKBRcxACE3y+g3u1TzAPRqEmJufFaqioE2rnefp4iO9UqFZT6eAGEEKy49za0egQMSLTA4xMw95VAjntZoRNP7v6qU/NBKCUtQgim5GQqdg30IsLi7oeYuhms/CUuevQ0yHvStieYOWxeMBpXmj0KX2D93JEwcARjBqdDEAS8sWQcfDyFzcSCQozoibkzTgj5CYAFAAYD2AYgr10DPAHA1wB6rTOuVRz59NRbFQ50/ySr5PhqGTK9Ip42v6BwkEdkp6gi6IHiUO0GDiYjJ2nrpjnMUtMFreiLaPjk2uMNbh8EQZDusyuasxxHQEBQ0F7QJBKJga93+/D79hxJcVx/+PMZ5Duz0eYTJLWVUAY7FgoqDAaj9xBc1Ld+7kj8ZvrtcHn8mlHgkgMVePa+HN3oo64KVk2zQqljVX4uNh8+hyUTBwOAZHNGZKfgp+MHYc4flUWbz91/O05fduHZ/zqJjEQznph8iyQlKDrvBo5o2lW93PiS6cM0C0f1CuzPXWkBEEhP/OWPb0Oi1aSSMzQaiHScnnxipDnNHEeQZjfjSosHTW4/zl1pwbqDZ1Dr8qC0wIlBaQkYOTAtpBShuPvxRVWDtLBKs5txfYpNkvYNpUEOe0RDjQs+Hmhp86uCbEt3HEfxtByUHKjA+rkj0eoTkB5iMcZghCIekfGZANYGd8GklLYSQhbG4XoxQ6s4EgCe/8kwUEq7lFNtCKpo12r2sGjrMbz1+HiUFTqV0k6Fo8DzAr5taFPIaulFg81GA6bkZKqaV5QVOtEvwYyLTW1SZOj4+TrMHTtQdwLRo7OFNl4/j/cralQ5mIvvGiw9o+p6pY5rVqpN2orujQU+DAaj82g5qaKjU7StHP/38QmKxbuYn/zc/bdr2iq93bM0h1ml1CGqsmQmWuD1C1JU9pZMBwqDdheLtpWjZPowLNhyFABQVuiUnGAt5z14x07Pdg3OdMBiICq7n2o34cVZw/HUG18pFg9r3qvEM/feGlLOcOeisdI8pKcQE2lOs9bzFMexZHs5djw6BnND3Degt/thVvTY6K1Nf3y8AI9OkE1c6CzdcRwl04chNYGlpjA6Rzyc8YvBjjghZBWldAWl9GAcrhcz9DpaUkojzkvUSyORd08D9KMVbV4Btw1IUuR/N7l9mFWmlFVa+0ElfjcjV3MVnmY349n7cqSJQTx30Tal4ZySk4nHfzgk5ASiR2cNp95xmYkWxTP6oqpBioS9uXRCpw12rDvPMRiM2CEIFF4/jxdnDUeD24fSQ2fxRVWD5OgAwBWXFyUHKiL+zuvtnu1cpK2PnWY3I9lmQqOs3ufFWcM135tg7rim3IYH53xr7djp2S6riUO63YIWL49tj+ShpsmDBrcP/7K/AgBQPC0HQzIdOFPjwpr3AnKPPl5QjUE+Tl6g0u5icJFqtDnNWs9TLi1Z2+wJed8ioSQNAeXcqddJtCcwGTndXQpRplj8bPh5AbXNHunZsrmHESnxcMbvBrAi6Hf3avyu1xFNR0s99Ip4BIGitKAjkqL35TYZOUUKTG2zB/M3H5Xel+EIRHCennqrZtt7cQwGjmgaabnhzHdmq4pFQ6V8yB1bm9mguegIVnAJHptmAWihE3arAW4vj52PjsGOI+d1tz2jUSwQBIrzdS2qBhM3piao8jyZkWQwupdQEddal0eK6PbTiBCXFTp1nUm9CDSnU5Cf7rDgX/9Ugefvvx0Ptjdu0YsmZyZZsGvxWDS4ffDxgvSeSFJBtGzX6pm5cLX5YeQI5r3yuZT2ID9XyYEKlEwfhtJDZ/HE5CG4MS0BBkLwoDNLd5wWA0FKggmb54+Gy+NHm4/HmlnDkeGwwGQguF4nuKTVfEmved3gDDv2LBmHZJsJI7JT8EVVg+Z9A5EpZIlz5/7HJ+BiQ5tKHayn6oKMHMHgTLti/p6Sk4n/c+9taHD7UFboxN7yKrR6efz9aiue2fe/2LowDx6/wGqbGBETM2ecEPIYgKUABhNCTsheSgRwOFbXiSeisbzU2BY2yiGiF3kNfl9dixfrZLnSVhOHDXNHKtodr587Eh6f0sEOjtaHWySI4wHUTSGyUm0KPdRocgm1Js6tC/Owb+l4UIGCp4CXF/BVVaOUT6hlfIIXK6Lyy/Q/fCIZuZ9PvkVR4Ck/TzTdMhvcXlxualNEY9Y+OBwCpdIChxlJBqNn0Iu4lkwfhsxEC/o5zNj32Hi4PH68/NHXUp5x/yQrEiwcLja6Nb//ehFoE0ekjsXyQtHmNh9qm73wySTsSg+dVS0AVs/MRZPbh5XvnEJGohm//HEOtj2ShyvNXvRzmMPu2HEcQf8ki1SD1OD2SY2Ndi0ei+p67QLHskInQIHfTL9dMV/8509HweMXFE6iOM5alwfP769ArcsjNaj56fhBWPbGV6h1eXTnMq0CU1GnPPjeqq66sWDLUcUi6ouqBs1di0jTCzmOgBegavLUk3VBPr+AFo8fZiNByfRhSHeYQQEpjSkr1YYNc0fCbCS42uJDdb0b39S1SvNOb7gHRu8nlpHxnQDeAfBvAJ6R/b6ZUno1hteJG6KjZ7fot4kXiyjNRgNSbSacqXVFtPoNzpUWV9PBhYwP590Eq8moubWptxW6u2gcKKWwmQ243OSRtvmCtybLCp146cPT0piiySWsa/Fi7QeVivGufOdrrMzPxWWXVzO6FWx8ghcu1yXbpAp6ebT+MQ1DvGvx2JCLHS3cXl6Vl//k7kB7amYkGYyeRc9BG5RhR7Pbh1MXm6WdrN/NyJV25C43efDwJn2bq7d7ZjFxoBSKxfmLs4bjP//nb3hi8hD4+A6n84uqBgiUajrOKx+4A4QECtgzHBY8PXUoVr3ztW7RuRy3l5dyzuWIDq9WgaOBAF9WNyoi5hkOC662BDTIMxwBB//GtARcbHBL4xTTSFbsPYHN80fj6T0npOi1VsBFq8nd8j0nsHpmrureRBUY8X1i2krJgQrN+w6XXqgn+Sj/XPRUXRBPgUa3H8vaF2ZlhU7F36K63o3HdhzHf8y+E1x7R+0Es74PwWBoEUtnnFJKzxNCfhb8AiGkX19yyG0mo6bh4AWKGesPq5xbuRTTpcY29E+yoJ9d6dgFG6MUm0mzkPGR79+su7WpF8m+0BDQe908f7Q00VTXB4xyyfRhGJzpgM0UWDw8efdQSQ91b3mVSmZQP+VDUBWErsrPRZuXD5lPKNcG1yqqSrIaFfekd4/V9W489cZXKCtw4roUq0LKUcALDQUAACAASURBVA+9zn3yvE/xd8xIMhjdi56Ddq62RYq4rp6Zi5QEkyJtL9J0h+DdsystHimCLB771BtfoXhaDgamJ2DDR8rcapOBw8ObPlONe0CyVdpZK56W09EwqNkrOdH9dFJo9O75QmObFOH+oqpBcmoHJFlR1+JVSd7KBQCq6zsi1MXTciSHW8y5r653gxBIzeb2lldpBlz0mtxxhOCFd0+heFoObhuQCANH8PjOL6TriO+7dUAidheNQ6ZDLUUYKr1Qa25YP3ckCBB4LofOotbl6bFCTgMB+id1LA705qh+djPO1LgA6Cvh9HQxKqP3EuvI+DQA5QAoAjKpIhTAzTG8VswJlw9dVujEb98OqlrfVi5FSRTbigVOhbMoCBQUFNsfGSPJQul9WVvb5QpFgieWUKknwavxL6oasGDLURxeMUmaqIInqVSbKaKUD55CFZVfsfcEdjyqXRQlqqCI96KXM7i7aJzinvSi9Q3uwPZf0faAosGAZGvY1BKxpbTWM5bDjCSD0f3o5VDLI67L95zArsVjJWm7aNIdgne69GRn0+xmUArsLq/GmRoXti3MQ02zB8ntNizYfhiItmygWHQOAB/+812Yv/loRF2DV+XnYlV76ou4yym3xWl2M9xef0QCAKIDLi8uDE4pKS1wIsVqVOzyptnNMOrk1De4fdIC4c2lEwAEGs3JyUq14dSlZmkRES49UX5/WgssuWzg6pm56J9k7bEmOjwFeKEj7VNvjjJwBKcvNiEr1Yab0hJYd2hGVMTMGaeUTmv/76BYnbO7CJUPHa4l8nXJNvx0c5AE1vZy7C4ahwFJVgBQaZf/x0N3giNQNZLQMjrhFgliSggQWdqJ1iQVSXoG1Ykyi93JtBxeufEJzn1/eupQDEiyws8Liuewt7xKlQMpv0cxsh1Jakm63aI2iIWB7WpxzHpGkqmwMBjxRXTQxLbqaXYz/nn3V6qIK087jpEX2cu7IdrM6sV08HdYr9V6RqIFV1sCedutXh5XXF7M3ngEU3IyJY1z+WLhUlNbeMes3WHXWiQM7Z8o5YjLpRoBoGQ6wBkM8Pp5KSIOBAIL2x7Jw/krrSGDOeJ4xEWN1gJn3cHT+MWPblHK584bBbvFoNnkTjyP3E4GyzCKNjpU2p9eeqHeAktccCzfcwL7lo7vMfvLCwLcXn9IdZpV+bn43dsV+NV9OZg77iak2ALPKZJAF4MBxLaAc2So1ymlx0McOxXASwAMAP5IKV0Z9PpcdKixuAA8Rin9KpJjI0Erajvvlc/x5tIJUlvf2maPdtW6kVOkqYjyXBca3Gh0+5DmMEvnFrVo5wY1kviX6beDFwATR2AxcVJXTrG4cZ6sUES+SCCE4Pn9JyVD3lUJq1Doba9q7iJopJLIJ9HnfpIDt5dXFMCUFTpRMn0YOI6TovVuH4+z7XJe4j3Ko+ThUkv0ojFAaCMpLs7WflCJfGe2FJm6PtkGo5Hr8rNkMBgBOI6AUoqZpZ+irNCJWpdHISvb6uVht3R859LsZry2aAx8PMXVFq/Ud2FA8lDVbqRWgEXLVpmNQKLVDI4AAgXMRoL3/ukfkGA2os3nx+b5o2HkCAgJRHHlxfdaNnftg8Mlh11rx41r7+kgFoeKTMnJxJUWr8LJ3bowDx6fgEXblGMekGzB2geHS501s1JteHnOSHAEWPnAHQACaSk3pNrw86CUkp9N+h4sRgO2LswDL1Bs+vhvWLT1GEqmD8O6g2ekuYwCGJiWgD/MGaGyk+l2s0pyMZSaSij05ha5bKDPL0R8vljDEYIrLi9e+/wb6dnckGLFygfugMnAKRZUi+8ajASzUXpOrA6JESmxTFN5McRrFMAPtV4ghBgAvIyAJGI1gKOEkP2U0grZ284B+AGltJ4Qci+AjQDGRHhsWCLZ+tTLebNbOVUnzdUzc+HjBZW2rVYBZtG2cry+aCzO1Ljwzv9exIyRN6jOJRazBC8SBIEqcsBrXR70T7IqIvqxWo3r3X+KzYwUm1nTuRUEKm2Fmoyc1PShvsWnqjQv2lYuRVMEIRAKsxgIsvvZ8MTkIZL6QardhH/ZXxFxaoleNCaUkRSLVbWaJt02IIlFNxiMGELa0yNKD53FH+aMUBRei3Ym1daRh9zU5ldFZYP7LugFWPY/PkGyVYQQ2EwEVfVtiuj3+rkjQSnF+bpWqVBv+yN5eGbf/0rne23RGGxZkIeGVi98vCA5Zq1eHgOSrbqFjCJa9lSrN4SWKkfR9nLsXjwW//qnU5Jz2M9uxur3Tqla079RNE6ynw1uH05fbALHcZi/+XPF/QKBNEd5qg0Q6H4pBqTkmIwczAYOAqUwG5QBCj3bLAgUV1o8aPPxMBACm9mAFJsZaXazbqQ91Pm6C5vZgP7JFjz+wyHS50RenyWSlWpDZpIVbq8ftc1gkXBGVMQyTWVSJw/NA/BXSunfAIAQ8jqA6QAkh5pS+ons/UcAZEV6bCRE0kgmVFFQsGLH8j0nsPKBO1Bd74ZBloenl+f3bYMbxW+dxNaFeQplEfFcYjGk+DtxkRCNzF9XEa+1b+l4tPkEGAikrWEth1evYPN7mXZcaGjTXfzIj8twWPDLH9+qUj/ISDTjXx+4I6pW2OLiQC/1RP4aTynyndmaCyemusJgxBYDgZQC4GrzK5xeMe1h39LxAACvX9DtoikPnugFWNxeHtcl2yQb89qisapeC0t3HMdri8bi+f0V0rhMBk5xPo4Q1Lk8mL3xiOp+Pl4+Ec9Oy4HVpO9AatlurTHrqXL4BYpal0eaF0Zkp+CXP75VCsyIEfoWr1+yn1NyMvHr+2/HQ+1a6vL73bIgD1VXWxXX0XOC/X4BrjY/Eq1GnK1twd7yKjw9daik4qKX9qclm9g/yYqBaXYMzUzEzkfHoL7Vh0SrESvf+VqSSezpXOsUmxlXW7xISzBi28I81LUEFmDBOxOlBU789sBfpLRTJpnLiIZYpqn8kFL6Z0LIA1qvU0r36Rx6A4Aq2c/VAMaEuNQjCEgoduZYTSJtJBNNUZDJwKnSOMIVJ7p9vCrd5YuqBqkoR3x/8CIhzW6WHEkxzzBeBqAuSMZQz+CEKtgMVWkuP654Wo5k7MRzPPXGV9hdNA5Wk7bOsN4iYEiGQ1eGElDm9W+eP1qlXiBen6muMBixheM4vPrJORRPy8H1KTbN712rh0fBf36m2xkzzW4GL3R0ajQbDZiSk4l8Z7ZkT0UVEbmN4du1xeWpMQ1uHzguUJD51hffYsuCPJgMBJvnj8a6g2fwRVUDGtw+mA3aOehnZWowoRyy4PlEKxVSz1YaOKKYs2pdgWPlUox+oaOfgpgi6dWdrwhuSkuIqJamsqZZFcXefPicZjqLiNZ8sHxPQFM+0RpQy8lKTYDN7IUgCHj+J8Pw3P20V+RacxzBTakJqHF5pNRKILAAKpk+DDf2S4DRQLDzyHlpZyJU7jyDoUUsE2B/0P7f+zX+TQtxnNa3jGr8DoSQSQg442L+eDTHLiaEHCOEHKutrVW8Jo9SHF4xCW8unRDRilYQqLTFKkdewJhiM0vnvjMrGWWFTun9oiErPXQWI7JT4OcpSg5UYPbGIyg5UIFl9wzFlJxMSf1Dy0CKzueM9YcxYdVHmLH+MCovN0upHnrjrm324Nv6VtQ2e0K+V46egy1vJCSiF5milKKf3YTVM3MVz6Gs0IlUm0lxnH5TIgE/+YP2/eqNscalLYlW1553Kn9t3cEz6Gc3a/5du3O7NNRnlsHorUTzuRUECgMH/GLyLSg5UIELDW7N7925Ky2B3OH2rpfBr/ezm/HbtyskW5RqM+GJ9nOK9vSJybeobAxPKabkZGLZPUMV761v8eFBZxZmjLwB8zd/jh+sPoTit07i6alDMSI7BXvLq5DVz6ayY2sfHI51B88ACG0ftRCDQvLz9bObsGHuSMXvVs/Mhc1sUM1ZAgUWbDmK2RuPoGhbOTiZ6ouYIinqmQc/P7OBw8A0e9g5sE6W0y7e44q9J5DvzAYQSP/Tmjf15oMEs0Gx05uRaEH/ZBuuT7HhhtQE3fPFmnCf2fr2xY38HkS1MqOBgCNA2f87rziGBW8Y0RDLNJXn2v+7IMpDqwFky37OAnAh+E2EkFwAfwRwL6W0Lppj28e1EYFcc4waNUrlfYZqJKOV3gBAKvJTdUzTKGAUz52RaNUsTiwrdOJnO4+rjNzOR8fAYTXi8IpJkhShfCwGDmF1d4PvRStyrNXFMzidI1JZMUA/9ef0ZRfWHTyDX99/G15bNBZev4CLjW689OFpPHn3UKTJOtnp7SSIE7PW/eqN0cdrR4TEsQcb2dJDZ1FW4FS1ZO7O7dJwn1kGozcS6ec2OCVt7YN3IrV9oa5oVlbgxLP/dRIAYOCI6vWX54xE6aGzeL+iBs/dH/g+17t9Kk3xJdsDaWZyVZWyQ2cDChhBudpLtpdj1+KxmB2U0rF8zwlsW5iH83WtSLWZcKXZg+2PBDZjjQaiKpaU25hwCk3BHToNHEFKQqCw9PXFY1Hf6sOV5kBdkDi3hIqsy+2nGNjY9PHfVJ2fV8/MhdvX3mwnTBRXz76m2c0hAxV680GwlG9PEeozKwgUbh8Pi5HD64vHIt1hhoEQXGpqw+bD5yBQCo5o75L0hntj9A1iWcAJACCEpAF4DsD3EYhS/w+A38gc6GCOAhhCCBkE4FsADwGYE3TOGwHsA1BIKT0dzbFdRc95laukyJs9XJ9iw4Akq+5qXjSggkDR4vFL6gGDMxyaRs7AkUADIbv2WMoKnFF1K9OLHL+5dALS7GY0uL242NCmckKH9k+MKLdeRJ76k+Gw4InJQzAwPQHfth9b0+zFz1/7UnGuiovN2P/4BOk4LaUC+cSsdb+6rbB1tpTFsYuvidvVaXYzEm1GrHzgDlhNBmQmWnB9so3l/zEYMaLB7cWlxja8OGt4e1qFgPmbjyrUqVq9PDISLZKuNUcIVr5zCpvnj0aj24e6Fi+e3/8XKb/Y1K52FCpw4PELkl3ZXV6N+RMGar6XF7TlXGuaPViw5Sg+Xj4Rh05dxl1D+0t561r62wFpXO155OZ+CbjS6oVfoDByBBwXiG4/6MxCwbibFMpbGwqcyEy0ICXBpGmHgm1uss0kySH6eAFTcjIxOac/0hxmzc6ikaRU6NnXzERLyECFnqZ8T+qHR0q92wOrkcOVFq/UhVMc/7J7hiLBZMCL75/W7HidKksx1SNYvtgvUJUAA5PavfaJuTMO4HUAHwPIb/95LoBdAH6k9WZKqZ8Q8jiA9xCQJ3yFUvoXQsiS9tdLAfwaQBqA9STQbtZPKR2ld2wsb0bPeZWrpMgr0A+vmKT7JfH7BdS4PLAYCdp8AhLMBuxaPBYmI0GTO3zHLq2xiE1w5C2WQ63I9SYpP8/jQmNgAkqwGDD+5jTsLq9WOeuRNjIQU3/2Pz5B5dyvys9Vdd4Ux+H28orCJpvZoFCHMXDQlD8Ti0n1xpjp0NAcl41907xRmgoqAf3YryOerBgMRngEgeJiY5uiOLuswInZziy8+OEZhaLHZ//nh5LaRoPbh1qXB0/vOSGllsidI1ebH+l2CpvZgM3zRyM9MeCUElB4/BRWE4fZG48oHH49B5MiIDdY2+xV2BqBUik3fM7YgZLDXHrorGqXVLQxWrZ77QeV+M30YaCg4AiBxy/AZOBQ9A8DMXPUjViw5aji/Y9tL8fm+aPh9vJSEyQ5UpH9Y+NR0+xR9GrYuWgMfj75Fjy2vRwvzhqumC9EwqVUiClFwTuGZYXOsIEKuQCAmNvPt+f31zS3gSME/RLMvVI61u0VYCAEL314GisfuAMDkq0wtMsdNrb64bAY8ZM7r4fVZMCWBXmwGAkqLjbjpQ9P4+mptyLJaoKXF8ALAeWZDIdFuk9BoDhf14Jv6lqR7jCDtkCh7BOu3ikaYYJIXgMQ0e/YQiD2xMMZ70cpLZH9/FtCyD+GOoBS+icAfwr6Xans/x8F8Gikx8YSPefVoNOtTO4Eyz/sJgMHngrgBaCpjZeaN9S6PCgtcMJq4vDynJFSqoo4Ofl4Ht/WtyLNZtYdy41BhTdlhU7daAPRGPeUnEzUurwKI7ChXe5KdMi9fh4cRzAoNQG7Fo+VIjlpNjMuNroVP1utgY8VxxHwAiTDLY53xd4T2LowD5vnj5aiM/KWx+FShrYuzMPlpjZFFOLVBaPR5uXhEyiSrEa8/fPxcHkCDnyK1Ygalwf29sVPIALFKYzK0P6JeP4nw/Bg2aeqsYpqNiz/j8HoOoJAcbmpDS99eFpRsP7SwdP41X05+MmI63HqkkuyCRzH4bpkK9bMGo7rU6xSU7A171UGCujSEnCxwS1FePc/PgGXGz0KFZFf3ZcDk4HA7ROwd8k4nKhuwCKZEklwo7HSAicsRg6//cdhuNzkwe//fEbqOZCRaMG+peOw5t3TeHB0tiIos+a9ShRPy8GtAxJhMxuQbrcoUvzEIEJmogWpCWY0ur242uJTRVQTLNoqKob24lSgI7jj4wNOfKbo5BGoUnTO1rRIzyNcczifj0dtu2KIgSMBe0kIPH4eD2/6DBmOQCrNoHQ7Eiwd9xj8N9aSMUy3W1B5qRlrP+zo4dDPboaP59HU5sPAfvZe55BzBKCgeOT7N0va8OLiL91hRosnoAAk3wG+LtmKf777FtgtRtXCqLTAiQFJFvh4Ch8vgBDgtc+/Qb4zW1pcAkrRAz0xhEyHReWolxU6kW43g3BE1adEfM1k5HC5yaNy8C1GTtXXxOMXIhJtYHSNeDjjHxFCHgKwu/3nmQDejsN1uoVomt0E9HBN7UWRgqKBw5ScTCkyIY+6rnmvEku2l6N4Wg72lldh68I8UEphNHD4naw754YCJ27qZ9Ecy8UGt2JSSw+xcpXLiInjeObe21SSio/tOI6di8Yi35klRZ7b2vw4U9ci3UPRPwzEtDuzFPe0ocCJIWl2ySHXW0AQQhRRsUi3LDmOwGE1Yt4rHbKDGQ4Lapo9iglNHIfRyKHycrMyklPg1GzXrNdlNKW9LTbL/wsw8Jnov87nV94Xh5Ew+hpiJNBkIJq7UC6PH3azUZLLy5ClPyTbTJgjcwZvzrDj1KVmLAvq2un28lKTnBHZKXjk+zcr0j1Wz8zFwAwHNhWOxKJtx1Hr8iDJZsR/zL4TaQ4zzl9pRfF/nUSty4OtC/Pw+z+fUY21tMCJRXcNwhWXV2GTxbbxJdOHYUCyFen2QFBBVHcJPs/6uSOx+fA55W7ntnLsXDRWx2HmQEBxsdENXhDQ5qNobvOhodWH1n5+DOxn11T4kkskhorg+3w8KmtcCudx9cxcJJgNsJk7dkxFtZg3l04AAKmfhFjXdLqmGYtliisvPXQnkm1eJFlNWPuhegdy/dyR8Ph8sJnacF2vSwcMRJ/lTZqq6zvUYIDAHLTsnqGKe9pQ4MQ3da1Saot43JLt5QoZY7HuIcHMac4/evVOFxrcUj+T4M9P8bQclByoUPUpKdoW2F2pk6XciMeJjZ/kv9PSuWcqMfEhZktQQkgzIaQJQBGAnQA87f9eB/BkrK7T3aTZzVIUd9fisdg8fzS2LsxDis0sRYn/e/lE7Fo8FoNSE3Cm1oUZ6w/jy+pGRdV5vjNbclqBjqjrkomDJYfv/YoazHvlc1hNBsz942cKmaTHtpejuU1QVduvnpmLF98/jaJt5ZISAMfp/1k5jsPHlZexef5o/PmpH+C1RWPR4tV2mGua2jB74xEUv3USl5s8uOr2Ku5h5qgbVff02PZy1Lk71APExYycrFQbzgcVYS7fcwIOqzEiIxw82SyZOFil9S6Oo9blUUXmi7aXq3I7Q4211cujtCCy/D8Gg6FPXYsX39S1wuOnKh3/FXtPwGzgcMXlQb4zG8v3nIC9vZshxxEMyXDgjaJxeOmhOzGkvwNmA4eSAxUKRzwr1QZetqheMnGwphNVfdWNnOuT2x2hEUgwcRiQbAWlgXMMyQzU8Fxt8Wr2HFiyvRyEcLCZDHh5jlLtZFV+LtYdPKNQUkmzm/HsfTmq8yzdcVxSIhGprg90b14fpKKyocAJgOJsbQuee+skvqlzY/7mzzFj/Scofuskaps9uNrq1VT4EiUSgY4Ifsn0Yfj4aaVySo3Lo4qqL99zAldbfPi2vg2L7roZI7JTUFboxIuzhkMQBHx9qUmh5nWh0S054uI5fvH6l3C1+eH28ZrPc+mO40h3mHGxsS2sGlh34+cFxWdKpLrejXSHGQPTErB6Vi68fgEZDov02mPby5Hu0JbIvdriVdz/z3Yeh8kQWLDJyUq1wcdrK+DUtXhR2+zRDSCJf7slEwcrXmt0+5CZaNE+LkE5x+np3LNd4tgTSzWVxFidq7fh8QuKKO6meaPg9fKKKLFoLA98Wa34MojoyfSJUVeH1YiPn54EgQaMkBiBkL/XL1BYjBzeenw82rwBA0FAkJEYiBwF50H7fDxqXB4phSTTYUGqzYT778yS8hHFrSitKIw4kYir4R2PjlG8x8ARzXvyywypVg63XhFmpC2Pg3cr9AxLYBzaRtTLC4rtWJOBQ4bGWDfMHQmXx491B08rOvwxGIzo8fp5JJgNaG7zaX4vW72BXgmivfTyAoT2HOOLTW3w8gL+XhdI8ctINKvSSzbNGwWrqcM+6NndhPZCub1LxkEAxcUmr8KWi10pxb4NWufgCJBqN2PnkfPYtjAPNc0eRWt08X6BwM6bnr0M3g2ckpOJfgkmcASKlMCKC4240mxA8VsnsXpmLtp8glT8WnroLJbvOYHXF4/FxYZAUaw8peKmtASVLvmAZCuyUpRR6GD5PvnzAgCTgcOLDw7H1XZJ2HMakd8aPQcxwQyBUt3nKdDA8/6nXV/2qsirgSOSBKZct/74+TpQQNIel+92f1HVgOr6jnTWDIdFUXcwIMmCskKn1Eukut6NKy4Piqfdjqen3gqz0QBeEGDiOPh4XvU5F6/z1JRbNOfuBrcPQIePIX+triVQMKx1XKJV6YyH6gnCiC2xbPpzK6X0FCFkpNbrlNLjsbpWdyIvvBHz/Vo8ftQFRYnFlfDm+aNR9v/Oq/Ly9PL0Wr08ygqdoBSYs+mIYjIYdVMKRtzUDwaOQKCA3WyAxy+gxcNjzqaObdeyQidKpg9T5EH7fDxO1bhUi4UbUwMFTdsfGQMKiia3D26f/pddpLo+kK8ovwde5wttDIpupznM2LloDAyEwGrm4PdTRWT6hQeGYfyQDPgFKuXHi2kuwQgChdXUUUQkqgbojYMCmq8ZOIJv6ltRdTUw0bR6ebT2s+F76XbsWjwW1fWB3Mpfv/UXaWIVZdMYDEbnMBvbv2s6k3yi1YiXP6pCvjNbigpebnaDFwBfu2N+5Gwtlt0zFGveq8S6g6exu2gcKKWKgrNwjdZavTyMHIFfoBAoVLZ86Y7j2Dx/NFa/dwq/ui9HN2XExBE88g+DwRHgcrMHt2Q68Ps5I8ARQKAB59XvF2A0cropj/2TrFJDoYxEM34++Rb8y//9iyqVY0OBExkOEzIcFjgsRvx/9s48Por6/v/PmdnZI7u5yMWRyKHhCBiOFQjYKki/qAXlq0RQCBVUDlFpq6L2Z7G2tN+KyNeKylkLyo1oaz1qbVG0iqgExAMF5JIAISHk3ntnfn/MzmQnO4u2BeVr8348fEiS3bnn/Xkfr9frPXvTjgR/bZcE2qc7UVSV9dNKkEUBIUaOFEVB0yNXFKIqqKqaMCTOJlpzoXyhKB6HDZskUFkfpKY5xHPlR7j3yl4JgXVNcyipz62o9dMxw5X0errtEjkexzlVeXXKIlFV5Y7LCk2SkGtuGZwgiRnPMcrPdFHZEOCJCf3xh6ImGOXvxvfjufIjxnNcHcP+q6hIosCxOm0mhyyJ5KQ6yPZIrJtawqnmEJUNAR756x4Kcz10zkpJkKqcN7aYF3YeNbhjeWlOXrz9Yk42hch0y6zd9iUTSs5LUH9ZcF1fXHKL6phVEqcX71S0tfrbInR+F9VlBFU9M+0gQRCWqao6TRCENyz+rKqqetkZ2dEZsIsuukjdvn371/rs0VofF897g/4FGSZM2Ot3XcplC95M+Lz++9aft8KMLynz0s4to6iYRhSDVh358YjuJqzz4oleXtpVwai+nVj97mGjcq5j9+IrCcdqfYxrtc38TBfrp5UY+9Irv6vePUydP8T9o4oQ0CoBv3zxUwMmo3/3TzOHcrwh+JWY8YJMB81BBZddorI+YMIOPj1lIC67jWAkSr0vTEGWi2N1wdPiznXTSEEBTjSEeHzzXsZ6CyjqkMbclxIXriVlXjqkO4hEVQ6cbDY5nfmlxRTmethX1ZTw+wtyPYDANYveSbh2X7Nac1Y8wume2X8Fw/1NWxtm/Jy2s7aKtX5udcx4YyCMr1WA8uSEAbzy0VGu9RbgD0VJT5FxO2ycaEj0D9keGQHYVdFAv/x08tLNbXydQBiNKpxqDpv86PzSYrI8drLcdkIRhVBU5dL5WxKO/Y27L0VVwW4TqPNFEkh4iqqiqiqZbjuNgUjCVMqntx7kjssKSU+R6ZDqRBCEBP7K/NJig3i6pMxLjsfO2CXv8tC1F3Lf8x8n+KAN00rYe6LJhOPV/7a0zIsKCXjvNKcNl2yjS7abSCTKvpPNpmNdWuale64HWZaSYsbbuWXCURIKNnZJ5KcbP0xYu26/rNAkCDC/tJiu2W4eeOETfnvthVQ2BE3HEH8d5pcW06N9qibpe3r7RnztsVofCir7TjSTkSLjcdgIhKN4nDbu3GDmK4DWzbjr2V0smjiAJ17fx7RLzucnGz5MuF9rbhnMgepmPA4bmW6ZQFhJuO7xz8aLH1Ywul8+j2/eS3VjiHmlF3K0NkC2x47LbkOWtMuxdtshLumRx9NbD5pIsm/tOcHwXu0RBYEblm9LqNYX5rkRBRGnLOIPWaupuOySJfHzmyR0fp1ZKeewJT3AMxaM/1+yfyYY9mdWlwAAIABJREFUr24Mcs2idwxChP5C/e2nl5ikpyAx2B1ZlMvPRxUZDPhUWaLG36Ipm51iR5YljtT6EhaDpZO8xv7ita87pDvZX9VAhww3//XoW8bn37l3OJ0yU4yfD9c0J2yzf0EGj0/oT1TRsu+t+6pZ+MZ+1t4ymEvmbyE/UxunvHDzPu65oodpodQf9lAoapyDJApEolFkSTLOKdUl0uhXjJ+f2XrQmEzWvyAjYbutqwv6ddwwrcR0Pvq9CEWipkEc8cmP7ljCUYULcj0EIwo2UUAQVPZUNhsV8E6ZTtx2m2k78fdPa2ErhCKqca3sNoFsd3L9+DhrC8YtrC0YP6ftGwvGIRYoNwUJRaOoqmC8Yw2BMA3+MDZRYPk/DmgaznYb0ZgvOXKqmSyPM/Y+atXKN3ZXMrBbNr3ap1m+m4qiUlHn0/6tgiQIqKhEFQW3bKM5rCldtS6GtPbl07/fhRuHdiUYVUxKWPNLi+mU6TKIpXeN7K5J38UUSH7z8m7uu7IXLlnEaRc1BY2IqmlJR1WWvbnfVFRZdfMg7tywi0fG9WWERbHnzdnDUFSV4Y8k/u3te4dbnodOMizOT8MXUrhheeJn1twymE7pLmw2UYPvNQUJxKQWBVRCUdVE8te/99C1F5Lukk2V2WWTvLidNg5Utfjc/HYuPj9WR9ecNHrGgqaa5hD+cIT9Vc0s3LzPCGrzM108P3MouanOr3q8vhFfe7zeR01TOCEReXrrQaZc3JWHX91jOvZVNw8CFT45WsvArtkEI4plsrfl7mGcbAqSk+rAF4qaiJj6tuKr7CsmD2TKyg9YH1MEO9iqyLRo4gByUu1EoiQtUPlDUZyyyFVPvJNwPHoSsXSSlx65qZaqNno89C8Wqs6InQvH8G9Y0mf2bAz9uQ54VVXVRkEQfg4MAOaqqrrzTO/rmzAd89wcjJhu/vK3DrBo4gCzHGCZl8+O1RvKJh0yND3SiKJCJAqylBBggnVrUMfVta6w6y9VmtPG2/cMA0EgEtUSKr0darVNPRA2VcXLvMwafj4qMM6bz8byClLsEjuP1NEUCCdIGIqigNNpo5PTZnQM4q18zggO1wQTsJe1vggbyyssiZbJCCjxuHPQ8O/BSDRhEIcOldG13vXzLF3yrul69eqQSjiqEAgrbNr+JRNKkg/6eGdfFV1z0hIqYRkOGbv9bAgQtVmb/eeYKAqkO2zU+BTCqopNEiAGmXPKGinynit6Ut0Y5KZN202dxXiuy6KJA/hh3078/I8fJ+VziKKAx2Fjf1Uz2R47QVWhzhdGlgQmPaVt68HRPVlc5k2ovq/a2qJysvQfh7h+cGcmPWUOSHWc9tBuWYz15ptw2osmDmDO6CJUtESgpilMbXOIn27cZQrq9lU1GbjhqKIya0QhX9b4TgMBtIaSJBtSpOO9w1E16WeqG4PIkkjHDBeSJBJWVFPnV4futf6eU5bISJFZc8tgqhuDdMp0IaDxrArzPDhsIqGIVpy5qEs22e4WLfGcVAdHa6MJmucVtV+fP/SNmCokkFp1OIquqDJl5QeMLMrl//2wCJsEqirQ97x2sQmj1vdLRaV0ybuMLMrlZz9MhPtU1LbgvXWYaEWtn8r6AO3TnAlr6cw1O4zhg8lIx3PH9MFuszOyKDeh813n13gc01eVs/aWweRnpiQkuP/MFO6zZefCMZwNOxuCnnNigfj3gMuBp4ElX/Gdc9b0YQUd0p3kZ7a0QjeWV/DyrqOsm9qipvLZ0TqmrtrB9FXlNPhD1PsjjF+2jUvnb2H8sm3sq2kmEIgAWsWmujHI0VofbofI4jKvsf38TBft3NpY+BnDzrd8qQ7W+Dh8ys/1y7Yx7BFt+3tONBKJOTGHTTSx8WeNKLRUHBlamIMoCEy9pJvxQj58bR/aZ6QkHHu9L0A4bJ50GW+BkGKJvZx6STeghcSqs/E3TCsx8N7x1hp3Hg5HOVTrY9+JJsRWSgF6UnS685yxupymYJRQVMOZlQ48D1lMVBzQcY0DOmexcPPehG2cbA7RZm3WZv+ehUIR9p1sZtyybTz5+hcx0rpAxwwXOalOGgNRjpzym95jKzWqmWt2EIoojPUWnHYhznDZ8ThtTPrD+/zgf99CVeFUc5gF1/Vl9c2D6NEhHY9DMilj5aXajY6eboqKZRBQWR+wVG2ZuWYHu483MmH5e9T6wtQ2h41AXP+MrqgFmv+prA/QJTuFhZv3MW9ssWlNWFLmJawo/PLFTxP+trjMaxRg4k3He+emOTjZFOLgyWbLz9Q0h4jEMPl7TjRyoNr8OR173/p72R4Hq989hKKoyJLAqeYQD7zwCZ9XNlLTFMIXivLLFz/l0vlbuG7pu3xR3WxSSkmmYHUuEQSTSQvq61m3HDdv3zuMWSO68z+v7OZwjZ8blm/jkoe38KM/vM+p5jBPTuhvul/zS4uprA8A2rN96KTP8jroREw92crPdBEIR5Oqu2S45NOSjlPsEret3cF9V/YyHc+8scUs2bLf+FxVY9AQcIi3c+F+nQvHcDbsbATjulccBSxWVfUF4Nyed/sVJooCqU6RJa0C5mE98whFohRkpiDbRBa+sd/4TlHH9KSyf6FQhBONfgJhbUhNY0AhP9NhWgw2vH+YeWOLk75U2R57QpCuS/YpMVJSbqqddVNLeOOuS+mW405aCT7VHMRll1g/rYSe7VO5uDCHx2PBaP+CDOaMLiIYjtIUVDjWqAXkescg/nokY+JLscDaF4oysijXmJw3ftk25v/184REZHGZF4+j5dE85QtxslEb4vH45n2m4HvrgRpyYuf55uxhSc+zzhdixII3ufvZXYQiCl+eak64n/NLi7lj7U7GL9vGjUO70r8gw7SN8Dkkt9VmbfZ/1aqbQ8xYXc7QbllMvaQrR2u1osKl87dw/bJtpNilBEm4ZKooUUVT5xAEIakcnl5Q+ePMi3nvZ5fhsmuKJOOXbeO+5z8G4M4Nuxi/bBtVDQFtSE8rObn+BRmIApZBQJbbnjRQ1497xmlk7nRFrXljNZlaURCobgoaA4Q2TCth7pg+5HrslP3+fV7bXcULO48a8rQbppWQ6pR4vrzC0qdle+ycbNSu+cLN+yylGJ8rP4IkClQ2BJj6zPaEZOC58iMJfvrJCQNY994hLu/TkTs37iLNJfPY3/dy49CuzH1pN2OefIeJv3/P8KUVtX6mrtrOyWaNvB8/0TN+u8mmOn9bJiZJcvQExSYKqLHqeTLZxky3nZVTBvH6XZeycsogMt0yD7+qCSRkuGTL5GvxxAEs2bLfSMQ2bf+S+aXFOGySEZhbHdOSLfuNYl7rv+uJRb0/zNwxfXhz9jDmjuljUgDSkzOrBNdq3f+m79e5cAxnw85Gz/2oIAhLgR8A8wRBcHB2gv5v1DwOB7lpqgHdkEQBWRRwyNqpZbvN49aTBaYRRSWgRDjZFE5oi6Y6JYbNf9MgRj6+eS8/H93bssUlCdYyWeGowtE6TcdXZ/TbbULSiaE2UeCVj45xVb/8BExchsvOmP6dEoYzuGUJFYF2KbJJySAUsVZIcNhENkwrQRQE7h9VZMKI662ytVNLiEQV7DYRSYRUZ0vLOayoRpVMx1eunDIIWRIQBWgORg1VlCxP4mCkkUW5pLtkNkwr0Sb9/X0vM4ddQKcMh3E/D1Q3m7B/8az4/gUZzBpRCPCVai9t1mZtdnrTfePM4Rdw8GRzwlCR6avLWTnFLLeaTBVFEgS6ZKUQiCgcqfUljBvXTZ/qW9UYsNTR1t/1n27cxdwxffjLx8dZMWUgFXF+Zf17hxOG5cwvLebOjbuYNaLQ8vjiJeYU1azspPuV9ulO1k0t4fEYDl0UMJQudLzw/NJiIrFqaP+CDMb072SC7MwvLeb7PXKQJVh18yBEQcOsn2wK8MALn3LflT2pqNUGv6zZdphnbhpkyBM+vfUgs0Z013D5sc9U1PqNZCDDJZOb5sApi2ycPoRIbDKnKMDV/fL5eWxAksMmMvvyniYuVTykQydsBkJRKmp9aOAklVSXjWduGoQkCqappeeKOW2ipdrY01sPMr+0GLtNNGQmc1MdxpAd3fSkcfKKFgnER8f1Nf5e5w+bki+dUJmT6uCBq4qo84XJ8di5ZkA+J5tCdMhwUNscTDimBdf15aG/fM7OI3VseP8wSyd5E0iyLrumZV7nC5PlsfPnnUe5rFeeoW4Wf24XduqTcC3iE9tvS8nkXDiGs2FnI6IYB1wBPKKqap0gCB2A2WdhP9+oiaJG4DvZHCQcjLLvRJNB4tHJjfEPCLQ43ngCpk0U8AdVy6r5hmklAEZ79BdX9UaWBNOi4AtFaeeWqWwIkJ+ZqF9qt4lUNQZNWPZFEwfQNdtpiYvcX9XAhJIulhJNOmGkdZa/floJAlDTFGDm2g9j5+8iFIpa7iPFoQ3UEAUBxaK99truKm7+XjfGL9vGW7OHEVWgujFAVNVahDZR4A83enE7ZJPmbtccD7IkUt1oHn0dj+XXmf3xC9e8scXkpTtoDikGeSyeQKSfa5bbbkk6Tab20mZt1mZfbTZRYGRRLoKQfKiIJGKSXtMrs49v3suPhnShY4YmhWcTNQJoIBxl9rMfGcoTPfOsCWiBsDXe9Pwct5Gsd0h3UJDpIhg2z5fQJeNWTB6IKAh8ecpnJPALN+9LkIqLl4fV2ugiy37k5UR9kC5ZLkRR812fVzbyXPkRZo3ozt2X9yAQ02KfO6aP4fNzUh3GQCIr6KKOXW6SNClDh02kdMm7xjnW+cMmnexjdX4cNome7VN54KreKKpKIKLQMcPJP+4ZTiiqcLzOz4LX9lLdFGTj9CHkpToN2dxaf5hQVMHjtPHEhP44ZZHK+iD+JNdXxz7nZ7rYX91sTPDUFWQcEoSiCnZJOOeCqlBU5cUPK1g3tYSTTUFDTWWst4DtB0+R6pQtVVDiK82HTvpM90tP+qas/MB4tm9dXW4kX/PGFlPnC3HHup3MG1vMXz4+xvBe7XHKUfZUNrLjUA2ThnZlzS2DcdhEoopGCn7s+n6caAiSkSKT7rQZz1CdP2wos6y5ZTCyJPDc9go2lFdQOjA/ITm7cWhX7JLA8TpN619LlEQyXQ4jsW1tp5MbPNNShMmO4f+ynUmd8TRVVRsAJ7Al9rt2aFM4v550yTluoiggIFD21HsmCEdzMEJlg0aq0B+QQCBiLB5WrGar7DmetLj0H4e4rFd78tIdCYvCkjIvWz4/ZqlfurTMy45DNQkB9IZpJRRmuU2kTI9DpF2KnBR/lmxIxdFaP3c9u4vFZV4WTehnGo/beh+7j9Vz1eNv078gg/nXXUiKbLOsIIWjiuGordRcFpd5eSQmt6hfgzSnjD8cJRBWjOupV9rXTS3hREOA9ulOk8KAnmi0lni0cqAZKXb+d1xfY6iD/n09cerUFoy3WZv9UxaJKMg2rUOmqGrSOQA1TSGcssi6qSUoqoosCnhcIj/+QfeEal+KXcLtsPHbsX342XOfMGN1ORunD6Fjhith/8k6hEdO+U0B4rXefJPaUnyF955NH/HIuL4m4uHOI3U8/OoeVt00iIZAhIwUmd+8rE0H1SuhDlmg3g/r3j/MbcMLuW2tuUCwcPNe7h9VRGaKhF1y0s7tQFFVREFAEjW96yVl3qQJhU7UfOrtA8yJ66j2L8igfZojQVp30cQBIMDOwzV0y0njzx9WMH5QZyMoe678CP/vhz3JdNtx2DQYUDSqcLjWR3Vj0OSfl5R5WRiTmz2df9f9rH7MOqkwy2Pn5V1Hubp/PmnOc6vKGYkqLP3HIf6rdweTRGH/ggwWjOtrUpmJT4z052nxxAE88MKnpm1W1GpY89fvujSm8qOycsogbJJAOKKJDFw/uDNzRhfxws6jTCzpbBTM9G3+6sVPqW4MJayVWtVde7cuyPUQVVSyUx0U5nrYeaSOU81akP/IdX0Z1iuPqAIP/eUzxnoL6JjuZPblPVFUlRMNwQQZzry0CF2y3An353Ryg8D/ZSnCb8zOJHxkbez/5WjBd3ncf/9ngvF4YmV1YzABhxiKRMnxOFh98yAeGdcXuySy8YMj7Kls5MtaH8fq/Jyo99MYjlKY5eYXV/W2JGDqsAfd8jNdBrYaYlPY3HZsopjQVp2xupwfDe1KjseRQFacvrqcy4o6mLZdUetHFGFfTbOJlPllbZAslx2bxfhkHV6SDJemB6VZHicVtS1MZqfTZijG3L52JwoCG6aV8Otr+hAIqwixildrXKPDJjG/VBsjnWy8vT42Wr8Gnx5r4NL5W5jzwifcfXkPA+P92u4qQhEFpywlVQ+oaQolOFD9nuhJjd2mVWn0BU0nnc4ZXYTQ5kParM3+aatqCtLgjyIAlfUBOmU4Lf1BOKpwzaJ3uWH5No7V+QlFVRr8ihGIg3lU+5FTfmyixIxh52uFjahCVWOAL081c7TWx6lmzZd7nJIlrnrh5n3GNmesLk8KM8xy29l5pI7qxmCCb6xuCrK3qokxT76DKMCc0b15c/Ywfje+H//zyuc0+KMGrvi2tTsSAv2x3gKqG4PU+qKULnmX7z/8BhN//x5fnvLx4J8/5XhdkIPVDeSltYgJ6H5p04whZHkcdMhwcs8VPQlGtEFuOkfHH7Ym1x+vCzCgcxaPbd7LD4s78aM/vE/pkneZ+9JubhzaleX/OIAkCnxU0cDnJxo52RxKINfq12yst4AlW/YnYJ+1IM7BszOGmAoe+ndT7BIz1+yg9KLzmL6q3JI4+G2aTRIZWZSLwyaantVZIwpNY+110wPtP84cypzRRaS5ZNOQO9Cuy4HqZi5b8CaTV7xPc0jh4Vc/Y9j8LUxZ+QGj++Xz0ofHSHPauGNEIeGowpzRRQb2/tY1OxjrLbBcK3+6cRcOWeJEY5AblmsCDzf+4X0mDenM9O93MSaktk9z8vjmvdglLcl9rvwIDYEIU1Z+wKEanxGI69udvekjDtf4LO9P/HBE/fNTn9lOTSyxS/a3r2NfFZN9V+xMBuM3A6iq2lVV1W6x/+v/dTuD+zlrpmd31yx6h4vnvcE1i95hz4lG0813OyR+OaY39z3/Ma/sOkbPDqn8aGgX5rzwCcPmb2Hc0nepagxy6GQzVb6gyamP8+bzt59ewjM3DaIwz8P073cBWkiLOw/XAJigFUdj+L140zFoyRaM1trx+ZkuFCVxypxOKBVFIWFBnDe2mGe2Hkwg7bRmXetjdeOZzIqi4rSJ/Pq/e2OXtEfMYZNYuHkvzcEoD7/aQkyaM7qIh1/dQ26aw3DUycha8WN94ytB+mKmqxKMLMrFKYukOm1JFQYqGwIJ2++W4+ade4fz/MyhuOwSE5a/x+eVjQmk07kv7aa2OWwo47RZm7XZ17NwVEEUQBQEVrxzkIiiWvoDUdCgLBo5UabsqfeS+sIUu0SKXUIUMMiQKnDtoq08sfkL/GGFxkCE4/V+REE1pPjevnc4f5w51DJAlJL4jfbpTrbMHoYkCCy4rq+lb8zPdHG0LsCxOj+/eXk3wZjClSiYSZ2tzyPLbaemOWSSe40P1KevLqffeVnMfUlTU4n3S6VL3mXyivep84Vx2ERkSUSWtITg6a0HyYlhmfWCwtJJWnc2J9WBIHDaBEEUBArzPNhtAqGokhRapCcqOvZ504whrJg8kIdf3cOUldu1oMoiKNWLO3onNhCOnlOBl9shcv+oIm5ds8P0rHbOSjGmjcZbfqaL4/UBfvXibtx2CZsoJJBmrRLA+GLTravL+e8BnQC4Yfk2I0HSi076c5TsWVJVDKimsc01Oygb0tV4RlVV5bXdVQTCUXrkppoKh8m2m2KXLImdp5Mb/HekCL9OTPZdsTPZZ98lCMLHaBXy52KQla9lgiBcATwGSMDvVVV9qNXfewIr0DTL71dV9ZG4vx0CGtFUXCKqql70r55AsgxOh2AoikqDP8KOQzVsmFZCOKoSiaoIAswZXcSSLfvZeaSOW9fs0LBafk2DNT/TxdBuWZQN6WzCLi+e6OW6gechSyJ5bgedMpy8c+9wVFomciYjLgmCgCRYt3jjNcb1QP90hFJ9QVwxeSD1/jA1zSGDXX2wxsfKKYOQRDjREGRejCASv6/lP7qITJdMdWMQUA1d2TSXnT9/eJSl/zgUh4PTyCrTV5WbjllXEIDkZC2dDGX1s+5AdD3i8XGDl1rj2J+cMIAn39hnuhb5mS5kSURVVfyhKIdrfOR4HCzZst+yFTm9DarSZm32T5ssiYSjUZqCYaZc3JUTDUFLf9Ahw8nPRxehqBquXPdNVn7BF9IWdUXVFJuWlHn5zcu7DZ+rE+eSTQwe1CXDFIxrsBWfJQb8Vy9+yq3DLuC8di6iqsrGaSUEoyqHTjYbY83nlxajqip3x4ihOrxFJ3Am82/ZHgd/+/Q4pRedxx9nDjWwycfqA3RM1zqQ4ajCa7urqG4M8XBpsSWnRx9Qt2jiAEKREGO9BZxqSoQzzC8t5lRTiI4ZzqSqXT3bp6LGlGLauWWO1wfwh6yJ+jmpGnl+55E65r60m3lji7ln00fGtY0qquGLczwOZo0o5LysFI7XaX5a304wovCD/33znIEzNAeiBtcpx6PBUNNdNuyxzvGTEwYYiYzeVXXIAv/vhz0NKcvp3+/CuphIgU0SedyCo9S62BSJEy7Qf6c/S3Nf2m2SPWx9L8QkAg+RqGLwKnTemU0SqfWHCUZaJByTPaNZHgcue6KEoC432PrzepHudH87nX1VTPZdsjNZGe8EPAJcAuwTBOFPgiCMFwQhEbgXZ4IgSMCTwJVAEXCDIAhFrT52CpgV276VDVdVtd+/E4jDV4vJ1zSHkG0C3q7ZjI/pe9+wfBt1vjDPlR8xZa0pdonpq8tBUFlS5mXapedbZKrlqCpM/P17nAqEOV4fYPyybaYKkFXbb3GZF7sEkoilLGCWy26SSSzMcltWiEcW5Rp63rNGFBIIa+3R6avKDUfx2u4qapqC/PaVz+iU4eL+Ub1YOklrfy4p85LhkijM8bCvuonfv/WFcQ6Xzteuzai+nRjnzTccSTiqJFSUHh3Xlz/tqDAkC5ds2Z9QqV9c5uW58iPGz/NLWyr0+u86Zbp44Krepg7Aa7ureHzzXtZOLTEqb698dJRZI7qbtv/8TE0VRse6t0+TufvyHgDUxyo3rZ+L1oOJ2qzN2uz0lutxaOpOokB6iowkCCyeOCDBH7gdEnW+MDcs38ZlC95kysoPSHPZWHh9ol5zO7dMfqYTu02gqEMqmSkyr+2uYuol3Uw+d9ygzpbdwUlDuyZUuB9+dQ9/3KHNkdg0Y4gRYN/8vW7U+cJ8ecrP0IfeYNyybdT7Q8iSwH1X9jRV9uMrjFkx3LXux6w0xD+uOMXovvlMWfkB1yzaypSVH9AQiPBc+REUVfPX8UPOkkEk9H3OXLMDp6yR5YKRaEJgN3vTRwQjUSKKagTS8aZDKYY9soW7n91FvS+MSxbJdMsJ/vmpG70oqsrqWwbzzr3D2TSjhPj4OT/ThSgKPL55LxumDWbuf/dhzgufMGLBm9z3/MfcflkhAiq/G98Pu01okUL8J+AMZ8vCilZ00zsRz5Ufod4f4fpl2xi18G2efGMfz9w0iBduu5g1twymY4YDWZKMQLx/QQaX9MjjhuXbGL7gTW5Yvo1rBnQySedaFZvUJHKZWW678RxZrZXzxhajqNbShzZJZO6YPmR77Kx456DGX3Pb8YcjJrlEq7hjSZkXXyhCnS+cUJk+ndzgvyNF+F0d8GNlZ6ysp6pqFPgr8FdBEOxowfX1wGOCIGxWVXVikq8OAr5QVfUAgCAI64ExwO64bVcBVYIgnNWZ2l+V3ekPQGuHrmerT289yMOlxdT7w6S7ZI1UeCpA12w3vpD1Q6W35sLRFjxkfFaqt/3mjulDtxwtqHbaBb444eOuZ3ex+uaBJsJkil3Lr1pP+swCU4W4dQU5P1Mj9FhN5lJUlRuHdjXGKOvVgNw0O26ng+rGIFOf2Z5UfWXF5IFsLK+gotaPLIn85uXPmDumD12y3ThtIpIAuWlOPHbJOBenrUVGSwUOn2zkgat6c/+oImRRwBcb2awf45IyL4qqoKqJFYHXdldx35W9GL9sm+GsOsbJGmakSHx5KphQMWuXAjOGnU9VDB9q1YFoszZrs69vNptIxzQX9YEQ0ahKmlOTYN0wrYSoorK/upn/eeVzHp/QP6F4cdPK7ay5ZTCPXNeXjumasodNFBCA+kCYUEThRL32ruZnuhII6MnkYKNKi2RtKKKw/K0DAIz15nOiIcBvXv6Muy/vwX3Pf2zyD/0LtIr67Wt3xjqje5kx7HzuH9WL9FiXTvfl7dx20lNspMgSv7iqt+mcRVEgHInSs0NGUlnA29bu4JmbBrHh/cNGJfarOoh6waCd2540cNdUaQRS7JKlFF482fKnG3ex6qZB3LlxF7+9to9xzZoCEUIRlZufbpHuWzzRy57j9dx9eQ+e3nqQ2y8rxC4JVDeGCEXUBB7UzDU7WDe1hE8qquicncqDV/dmzbbDbCyv+NYDL5sosHb7l4Ys70PXXmga8PTa7ip2H2/k6ZsG0RSM4LSJJtWw06nf6CTPRRMH8MTrWrdWX8/0ynvr+9s+3cmp5hB3/ld3HLKNk41BHrr2QjpmuNhX1cQjf91DYa4ncUL4xAGsfvcgo/vl47AJPHh1H3Lcdr442UxlfYBt+6uN7+w8Usdbe06wbmoJ4ajC4Rofc2ISlo+O60tGikw7d0tl+qvkBv9VKcKvism+S3ZWeuyqqoYEQdgNfAZ40SreyawTcCTu5wpg8D+zO+A1QRBUYKmqqsv+2ePVTc/gWrN+9QzObpPwhSKWTi031cGNQ7smaL96nDb84ajBJm/9UOnZaPzCsfd4g0lDtLopSE6qgydf/4KN5RWsmDyQOS98wi9G96IxqHDravOI6PQUmUwiBMMCmS5Zk6GKROmW5TAF7r988dMEh7iOcqnpAAAgAElEQVTmlsHsPt5oas1GFdVYiPTP3rZ2hyHFqGevydRXdGJqfqaLDulOfnd9PyNx8NhlvjjZnHDNC2KjeIPBCDWBEJ2zU6msD1DTHGLHoRpKB55nkv5yyiIv7DjGtd58y+usa53X+cM8vfUgv7mm2EhYjtb6kkpNZgQUnnr7gKVkY5br//aQgTZrs2/DbDaRzBQHJ5uCKIoCMc3qUFQxFEqSEa8BOqQ7SbFLNIc0IqgoQlVDkGfePcRP/6uHho0u8yboekuitZKKJAqmosS8scU4bCI/2fAhc0YXMWtEYUIwdevqcpN2dn6mi7sv72FSzVpc5iXbI/P7G71sP1hDr04ZreBy/QlHVX6y4UNyPA7mX9f3tJXuxkCEUX070T7NwdqpJdglbWBOvOJFazlFt8PGE5v3cdtlF1ieO0BTIIJTFunVPo0/zrwYXyiCoqrcuWFXApQiqqpc1iOHiALjl21jwXV9aee2JyQRt64pZ/20EmqaQvx8dG/WvHuQ4b3aM2tEYVL1rlBEYXiv9jz5+hdsPVDDMzcNos4f+tYDL1kS+WFxR+M428cgQ/FWUeuHWCU73SUbEzXj759uutRx12w3b98znOP1AVa/e5ix3gJu/l43fKEoWR47Df5wAgRGH0xX3RRkaZmX376y2yieLZ3kZe5Lu40iHrTM47CJArIkaMIPbjv1wSiqqlDdHOLRv+2hujHE3Zf34OVdmnSnJGrymHtPNBlKbrp6nCAI+ENRFJf6teFD/6oU4VfFZN8lO6PBuCAI5wHjgRsAN7AeGKOq6men+5rF7/6Z/v/FqqoeEwQhF/ibIAifq6r6lsWxTQOmAZx33nkJG4lEFKqagqS7bEaQ2TqDy3TJxmAbbXpcNyRRiOEaRcYtNUthzd70EWunDkZA4J19VQl64fntXHx+rI75pcXGQjG0WxaX9sxl4ea9zBldRJbbbpBsrhnQiRFFeXTJSmHO6CJ6d0xjXGwRGefNN45HEgRCYbj/jx8xa0R3ZqwuZ7w3n2G98kyLwbyxxVQ3howXt6LWT50vzMbpQwhGFAMHef+oXpbOJKKoHK31GaoremKRLOFYWubFKYv4wxqmvCmo4I8E+dOOI0kxYQ6HDdUXMumgL53kZcqKDwwHMWPY+dT5wlzjzcduExIrAmVeZJvIQ3/53NCFj3+ZT4en79Heze2XFdIcCJkSmW9i8M9XPbNt1mbnon3Vc6soKnsqG3n073sY6y0wfFwkrmCht9lb+5LPKxuZ+9Juo2pb3RRkcZmX3h1T+e3YCw0d5O65HuoDYVNRo8EfTvANS8q82CWR8d58Fvx9n1GNXn3zYCpq/WzefYKZl12QNEjWB/dkue1UNWjHku6SEVAJRlQkUcTjkPl+91yuW/puq4LGTtZPHcymGUM42RSitjnEiskDyfbYY0pQCnabhCQKvHH3paTIEk67QDCkIgloxNRgJCbvaEuQU5w3thgBlTp/CJdsPbjmob98xg2DOpNit5GZogVMh2si7D3RZEm2VBSVq/t3MvxxnT9MTqrD8vpU1gcoXfKusS+3XSIvzcGJButO4/F6P5luOz/+QSG3KRcgiQK//u8LyfgGeDmne2ZtEuSkOthT2aQlb0nkMe02kefKj9Ajr8iYqHnvcx+ZOhj9CzIsk7Y6f8jQGH9ywgAiUQVZEokoKnNGF3F+jpsjp/wmsvH0WEKoB+M6tETf9tYDNdx4cRecsmxAKrNcdvbX+EzBrZ7APfLXPdxzRQ9kSUQQIBxVjamxVscdj+ePlzbU+QBds92kOL7+EKdkWuTfxQE/Via0Vt74lzckCFvRqtzPAutVVf1acoaCIAwBHlRV9fLYzz8DUFX1txaffRBoiidw/jN/1+2iiy5St29vObxIROHzE40mR6UPjohEFGr8ISMIU9QoKiJ1vnBCwLdq6yH2VTVx/6heZHsc2pROSRt0A3C8PsCP139ofOex6/vRMcNFUyDMzsO19OyYTk6qneagpjgQVVSWv3WArQdq2DRjCNWNQW6N2+eqmwcx/JE3GefNp2xI54TjyU2VGbtYC9bfumc4E5ZvS3AgenUn/ude7VORbQKKgnHeeuXI6qVcUubFJYts/OBLRvXtlHAceWl2/CGFNz6rZECXLF7edZTSi85DEgXsNpE0p0jxLzeb7tGHD4ygOagQVVUkQUAQIKLACzsqGNQti/HLtiU9lu0HT/L9HnnYRIFwVGXZm/vZeqCGxRMHEAgrZHnsJq3Uo7U+k6awfi02TCvBF46Slyrzw4Vbvy5p5Kx4idbPbLx1ue/ls7HLM2qHHjqrCLM2+/fsrK1sVs9tdWOQ+//4UcL8haVlXgQRfve3vdw2/AJEUUwgXuvQhXjflZ/pYt3UEoKRKO3cdjJcdmM4TVM4TIM/SnVjkHBUoSDTBYJAOKpw6KSPhZv3kZNq5/5RRfiCUb6s9bFky34en9CfX734KTcO7UooopimhILmH56+aRBNgTBPvvEFd1xWaPLN+hTDWSO6s/3gSS7tmcfwR940XYf+BRksvKE/iqpS1RBEEGDZW/u5cWhXY/BK62mfHTNdVNUHDDxyfDCVk2pn9uU9OdUcos6v8Zh+cVVv/GGFOl8Ih03kWH2ADJdsjE3feaSODdNKaJ/upHOWG4CqhgA//9PHCftfNHEAubHAWx8opJ/DDV9jbVk5ZRBOWcBpkxI0rH83vh9/+/R4wiTo+aXF5KQ6OC/Dhd2eEJR/I762qiFAIBzlx+s/5MGre8cECpQEMqzbYcMli9gkkQa/pjUvoHVk6nxhI3jWq9fx10oXSXA7JJoCUURBix2gpQMxftm2hGPdNGOIabjTyKJc7rmiF6ASjCioKqbrubjMi8cusnjLAUYU5RnDAp2yyMOv7klYT3X4zFhvgeVxP3/rUHLTnFQ3Brlm0TvkeBynDdqT2el0yr9jgXfSkzmTwfilwFvqV2xQEISfxQfagiDYgL3ACOAo8AEwQVXVTy2++yBxwbYgCG5AVFW1MfbvvwG/UlX11dMdQ+uX7Vidn3FxVQvQHrRNM4YQjCqE40bLyzYBmyCYgje9OtI9z8Op5pDJKS+eOIC8dCehiGIaPqPvY/20EnYersEuyxyvbcbbNZuXPqxg3KDOSIKATRKIKAqyKCYEjDpcpTVWG7SX8hdX9SasaEMjbCIMfeiNhGuhv8zxC8gDV/Um22U3JSGyJPDzP32S9KXcOK0E2SYRr6aiV5Abw1GuWfQOKyYPZNN264DdIcHI370NwOPXF9MlJy2hiv/01oPcMaI7qqqaVANaH8uaWwZzoLqZbfurjaA/qqhs2v4lw3rmEQgrdMtxG6OX/aEQB2oCCTCU8oMn6ZydSvc8Dw2ByNd1DG3BuIW1BePntH2jwfjRWh+fHGuwfHefi1WJH9u8l5/9sCeioE2p1IfQ3Di0q6H09OLtFxvBZccMF5X1AZqCEdqnO413NRJRONkcJBjRR7gL7KlsNLXeWwcP80uL6ZKdgj+k8KM/vG8ZYPxufD+WvbWfKRd3TYDx6etBQTttmFD3PA/H6gL8dKN5YEy8uonuy3Wf9tC1F3Lf8x+T43Fw18jutE93xoo7ouU6oge+8f58cZmX9mkOoorK8Xo/db6IZVIxd0wfuud5DNieoqh8VtnAn3dWGP5TlkT+tKOCUX07sq+qyXTv7vpBoWXXVb9Pur05exjhqEJ1Y5AV7xw0uiJZHjuhSJQUu8wNy7clTJX2OGzkpTvpmOZsPVX1G/G1FbU+BLSgeLw3n7EX5dMcjFBRGzB1uUNhBQUs1607R3bHYZNQVbhswZsJ+9wwrYTXP6u0VPtx2ASO1gYs792aWwabhgEtKfOSmSIjCKCqWBaZVk4ZhD8U5fHX91LdGGLWiEK6ZKegqDDvL58lcMb06ZzxQb9ub9w9jIIMFycaA1w87w0TVCZ+G8/PHIqAkLS6rQfzrb/3HVRNSfrMnkkCZ+ITZm3XAUYwrqpqRBCE29HInxLwB1VVPxUEYUbs70sEQWiPNjgoDVAEQfgJGg49G/ijoE1gsQFrvyoQt7JwVDE9BBAblCNAfasK+KKJA0iPw4DFO/PWwaGGndvBqpsHJZUaiioqxQXtkESBnu1TWbvtEKP7duLGP7xv2qeV9NTCzftYUuZNwGr3L8jgxqFdTTjIpbEBEK1ftLw0J5tmDDHG4E65uCseh8i+muaEaW3/b1QvBATTuetOUwFSZcmAbugtpxp/yMAISqJA6UXnMf+vnzNndJFRoXl8814evKo3d/2gkIsvaEdeekrS6Xe3ri7nhduHsj4GGbG6pgLQu2MqWR57KylJDU8/YXmL81o+6SJy0+10zNBwmKqqIggCL+yoYMHf9xnQlMIcz3ctQ2+zNvtWTF+MraBvgYhCVWOQKRd35dBJP+veP2yMcB/rLeDprQeZMex8nis/ggqGv9Xfb6dsN2BuWW47+6qbTNW2VTcPMulkJyPXrZ9WgiQKPHTthUiigMdhY8XkgTQFI7Rz2/nJ+g/ZeaSO3ccbWTlloOV6EH9cNgkDJqLjw3XJxf4FGRS0a8EX53gcdMhwkeNxcN+VPQ2yoF6NTwaZyc/Upga/NXuY5qtUlXp/hKgS1QYCpbsSoCrzS4vJ9tiR44JcURTolOHkqn75Jv+5JAYzTHfJPDGhP7ev3UlFrd8Yqb5+WgmhiCbd9+uXPk2Qi7SJAgeq/UZQqa9FekLQLcdmmfgsnjgAAZWqpqDlVNWzbbrbnze2mFBEYdzSloQhBQ3PfrIxSEMgkrD+6+vWLU+Xx6r8TkuIS50/TOlF5yVi71eX88xNg3DKIosnDjAV+paUeVm77ZAJzrp22yHeP1RnwE2SxTW3rtGOR1ExXWsr6KokCrRPtz7uQyebcdhEg2iZTJ/cF4wak8utqt7/SaopyezbEElOiGhUVX0FeKXV75bE/bsSyLfYVgPQ9989oHhij74otE9zEo6qPPH6PtPLoY+W1z8f78xPJ8AvitZamweqmw1G9dIyL+MHdU7QtNaZ5q2/X90UJByNYrfJpr9ZLTDTV5cnkDOXlHmRJQGXLJHhkrlhUGeyUx00B62nta2cMgi7TbtWlk6zzEthlhu7XTK1nFZMHmhgx52ymND+nDe2GAW48XvncbgmyPH6QNIFZ2i3LI7VBQ0CldU1lWLwFKuhByunDDL9buqq7UZlyArG4wtFsYkCDcEw7WzfqQy9zdrsW7Estx1fKGK8u8lgdtkewdJXZKTIhrJF6/d7xeSBxiJupVF86KQPaPHFyXx2PN55fmkxD7zwqaEhfqzObw5W4jDEVr5XL8ikyBLPzRhCdVOIOl/IVJk/cspvBGWzRhTyZY2PWSMKTaodFbV+vqzxWfo8XyjK/NJibJImxRoftP1h8kXU+yOGvreuZGWXNInJDw6eZEDnLNM1CEUTFU9mrNYCuEBYITfVweqbB5NiFwlFVUIRFZdNRJI1kYNZI7qb1prFZV4EgaQDg1LsGjbekiwbW/8iUeXff/j+BVNVrSv+9NaD3HNFTypqNenheG38DdNKTjusTguCBWY/u8syqG4MhLHbrINngIdf3cODVxeZRAuiisL7h+pY+o9DQEuHZECXLGbHNO6tnhWdHN0+zcmkVrGGnjzEw4s+r2zUZBQtOAeP/HUPj13fj1yPg+U/uojK+oDlPg+ebDavu620wv+TVFOS2ZnUGf+6ds6JM9tjEyjjJ5qNefIdxi/bxo1Du5r0QCtq/ciSYGhix7+AOlEj3vIzXVQ1Bqms19jP+t91Jx8/hWv66vKkiiSKqrLq5kE8O30Iq28exKYZQ1h18yDWvXeEVa0mZSYb4KCoKs9OH8Ibdw9j7pg+zPnTJ5QueRcVKGjnonueh7w0OWnFWRTAF9RIUMkUBmr8Ier8QYPIsXSSl4wUmWduGsQ7+6oQBSHhe/c+9xGBsEKjX0sCkk01q/OHmXbp+UaikEyDfcfhmtOeA7SMkV5wXV+6ZKVw5FQzSycl3p/8di52HK7heF3gOzn1q83a7Js2URTIcztYHOvWzRx+QWLivLocp2yz9BUZLhm7ZO0nAxGNBOqURfwWyld/+fg4Pdp7DG3zZD5b17bWK+Uzhp1v/Dsa5wfyM12cbAoZfihZQCYKAnZZQBAFZsT5OD141wl/z5UfoUt2Cgs37+O8rJSEbS3cvC9Bl31JmZfCXDcpdglZFAlGWkan53gciIJIMBxlzmhN1GzKyg+Y9NR7qMADL3xCv/OyEga5hCOJ3eIcjwOPw8acFz7hsgVvUvbUe1Q2BPnVi59y6fwtXLvkXWqaQ7jsEjYR1sdmXWycPoQ8j90YymR1vfWiR5fsxHOuqNWkf23StxGuaIU0mwT3XNETsJ7MWucPJ32WFFVlxeSBZHnszBpRiKKqzB3Th7/feQkPXXshDpvA7E0f8Xllo+X37TaRhTf057a1O5my8gPGL9vGlJUfcNvandw1srvxWT3w159Bq/Vx0cQBLH/rgBaUJ1G10cUN9IB7yZb9vLa7Cn8oytwxfYx5HfqQq/3VzeyrbqIwx0PfgvSEOGdpmdeIc+LX3VAkaqyp/44W+XfFzonK+Ldt6U6ZnFQHc0b3NhFRkmWKwYjK6ncPs2LyQJxyS0bXms2sB3TumKPLTbMbsAdJFLhj7c6kY5itKugLN+/jnivMerc6wSU/zWVS+7BuKfnonudh0lPvmf42I45YsiSmBmD1fUXVMtg0l2iC6sQff0RRaQxE2TithIZgmFuebsmkNbkxawfQGAgjS/aE6xg/qa26MUiKvaV6ED96uWf7VGyiQERVscty0msgiQJ/vv1i0l0yiqpSWR/gt3/5jBuHdqXRH2LTjCGEIoqhYfzWniruef6Tr4V7a7M2a7OvZ3VBDZ42+/KeSRPnZL7ieH0AlyxZwu4yXDLrp5XQHIomSBv2L8jgmgGdDJjB3DF9KMxzJyisxMsD6vvUpyNW1Gra3EsnaUNXfjyiEJfdhiwJrJ1agoB1B1SWRNw2GycCIRZc1xdFVVlwXV+j+FJR6zfULOySyP2jehnfbd0NDYQVw9drRD+tki3F8YryM108MaE/kahqwGHyM10suK4vD8WmKEcVlbHeAhRVJcNl1yZMB0L4Qtpsh9b7njWihaSqXwudu/Pa7iqjeq6vJUvLvGS6ZVRV5al3DvL+oTrmlV6YMNn00XF9yYwNJpIla21tWRLJ9Xw7nUlFgTpfGAR47O97Ldf4h1/VCLStq8dPTOhPOI4ArN+DhZv3cd+VPQlHVaas3J40flg0cQDhqGIJcx3aLYsu2W7euOtSRFGgtjmEx2lDjQ2Iem13lbE+Zrnt5KU5eXzzPrYeqGHRxAGcbApZXussj503Zw/j88pGdhw6xcMxtTdJFEgJSiY5T/15qm4KGpXuDJfdpH4iidpzq3eBnt6q8QV0LlfHdBc2m/gfo5qSzL6NYPzZb2GfpzWHw0ZBuovKpuBXZoqLy7zIEmw9UMPG8gr6F2QYL9DOI3U8vfUgz9w0iHp/mKrGoCG/tXbqYCobQkZVd8XkgYZ0lA6NyXLbkUXBEtf38Kt7mDHsfMspahumlXCiOYgsaioBv3n5c8uW0gs7j1KYV8iC6/pS5w+zefcJg1Gdm+rQcHCry1l108AEXe1FEwdgt2kv/I/+sDNpCywcVZn97C6jpZvjcbS09WLa3ZaYOV+YLE/LOOVH/rqH+aXFpDpl03m0xr7ro5c3TCsxLUQv3TE04Ro8Oq4voahiWnjnlxYzc/gFLHrjC8Z6C3jghU/4+agivjfPTHatqPUTCEfNePPvJtu7zdrsrFokohCMaGPdb/5eN3Jj0x9b+4RkCXVNc4i5L+1OgN3NLy1m1rqdDOqSwaShXVEFlfXTSli19SBL/3GIWSMKDf9ZUes3DVx56NoL6ZChTT18+NXPEvDO8aPHdQKjNvZcNEieupzbmlsG85uXNf1nvXLtkgX2VTebFESemNCfVKe58KHEke5GFuUmQBrmlxaT4Zb55YufGttfXOY1SO3xa0MgrHB3K5jLXc/uMsihEUUly23XgqKowklfkFPNYR77+16mXNw1YQ2wqtTHJyrxP+v+Xg/MF08cQK0vwu/fOsgdIy5g7S2DUdEgojZRYG9lPbLNRk6qI2H40NJJXvI89tbkzW/MooqKx2njNy/vZqy3gBS7xIrJAwlFFdKcMpII/zuuLy67SCSqVb2zUx1kuGRUVGPN0K/PXc/uYu6YPvhCUVMnoHVxSRAEXt99nBFFHRAFc3KkQ7uuX6YllvFk4PxMDWcP2kCiuS/tZsF1famo9TFuYAGzflDI3z89zsg+HRJ06ufHhhbmpjrYcaiGUX07GTj2kUW5zL6ipwkq45BF47wURSPn6sF0h3SXIXuoQ1isVIKWTvLSq33av6xF/l2xM6amYmxQELoCdwBdiAv2VVW9+ozu6N+wZMoUySTu1sbwag6byDNbDxoEidmbPmK8N59rvflGtdsmCty6eofJmQO8NXsYE37/nkH8yE11kO6S2fD+YS7pkWd6OFdMGYhblgi3qqDrAWdri2fQ64H7A1f1os4XIcUuGYH3NQM6GS/syKJcbr+s0LIitGBcX97ac4IRRR1QVK3S7pRFKuuDVDUGSbFLKKqKwyYxa/1O0/f1l01vYcV3FQC23jec2uZwggPI8tj58HAtF3XN4lRziJrmEJ3bubjlmfKE+xHPIB9ZlMv9o7T2q00UeGdfdUsl+9ahfHqswdDtFUWBL2s0OTP9/uRnauShUFShR/tUbDEZxWRShxfHBen5mZZs7zY1FQtrU1M5p+0bVVM5VucnGIky6an3mTO6iHYpdkupuJxUB4GwYolT3Xmkjhduu5h2bjuhiMKXp7T3ujDXw6Qhnbl1zQ4jQO6SnYJNFJEsFKVaywvaJLCJYkIArBdV4vevFwfaeezUNIUSpHHTXTaCERW7TcApS1y7aGuCT3l0XD+cdsngwLRWotBVsYIRJTbgSDAC/fjtrJ9awvceNp/b3++8hB/8b8LIDbbEVE02ffAlE0q6sHbbIaYPOx9/SCEUVbCJIpt3H6df53bUNofJTnWQ5rRxvD5gCu7142stpzjWW2D4fH3Nys90sWLyQP7r0bcY583nxqFdTGvA4jIvKXaRRn+E3DQHqqoFwRp5ViTVaalV/Y2pqYgCHDzps+QvjFr4NiOLcnngKk32cF9VE2lOG7M3fZRUkvCNu4fhlAVCEdXEfQDtfuoJ06KJA0h1apNbq+Oesb/feanR8WitYKKr+XTLcSMKApX1Af7nlc+M5/fprQf58Yju/PnDCiaUdOFAdbMRJyzZsp/qpiDrY7NWfhVL+oCkSilzRhdpXaIfdDclUa11yCvqfHx2vNFyG99B1ZRkdvbVVOLsT8BTwIvAt8O4+BcsEIhYVqXnjS3mx+t2Gs5fJ0s8/OoeVk4ZiD+smCoZ948q4sGre1PZEDB0XPMztQwxx+PgV2N6c7IpRCiijZi9buB5PPzq56bMecqKD1g3tYTPKxsp6pDKrBGFpNgl2rnt5Ge6EqSfwjFii14pnzO6iF+9+JmJib9i8kBWvHPQUDGxmpp273Mf8cQN/ZElkUt65BEIRw2d843TS1BU1dRue3bGEFZOGUSdTwue9UVq9/FGIwiPr5rkZ7rYU9nEJxV1plHQsijwUUUdndq5DfKqvqDplXXdKmr9NAcjrJ9WgihAbXM4Qdrp4Wv7cM/zn+APR1m4eR93X94jQQNYP9aKWo08lCraNJiLomIXhVh7URt6EFWJLajmykxF7X8W27vN2uxMWDiq6V4/dn0/lr65nzsuK0RRBR4d189YkG0xcmFuqsD6aSXG9N34QFgvCjhl0UiwHy4tZsrKDywJ5q27arq8oC6nd88VPVj+D01RSlfA0n3Co9f3IxxRWP7WARN5MyfVTjiqEohhsnWf3xr6ZxMFVkweyPK3DrCxvML4fju3nYgSNZRIWlee9e6BHtBtmFZiCsT17UQthiQlgzzaRAFUkR8N7YpNFBjeM5ejMVJ8fHAsomHsx/TvxOObY9XyuEr9yKJc7hjR3aS4smjiAFa/e9jYl95RqKhtmcR85YUdjEBc/9vjm/dyx4ju3L4usbjz4x90xyVHTLMhvkmzSyKRqGLJX1g3tYTNd16KQxZRVJXmUJTzczw4ZU2JJ9nkbXtMQ9wmCqy6eZChea93lF12iRyPg5lrdrB+agkKGFjzFLuESxaNtTzL08IRSzZ749fX9DGgUPFrdEMgYky9jbejsQp+vLpKMj5ElttuSaie+sx2Nk4fQvs0J6Io4JJtSflsbevo2QnGA6qqLjwL2z1rFghEDCm/HI/DMsDMz3RR2RAwvrPzSB0Om8TkuEmQNw7tagoMdWcy5eKuSKLAL8f0pinYovU6siiX+67sxc+u7MXsy3sSCEc5Vq8F8eGownPlR+g0orvp83+YfBE1TSFTFWnBdX3pX5BhBJfn52jDGx76y+fMHdOH83Pc2CSzMsGmGUMsX4r0FLuBm9eda0Gm1r7Vq026EwhFFBoD4QT90Ypav9F69oW0l0yvMG0/eIorLmzPl6d8pnOIr3br25ixupy5Y/qYnEV+posjtX7mrtLGLbd26jPioDC2JOz8eB6Afozdctz86sVP+UHPXC7tkYvHYaM6FDTY5q0Dff1Y/pPY3m3WZmfCbKJAJAr57VyGghOonGoKm+TP9Op4msuGS5ZMMoaLJg5g/l8/N6AaehCoY7DnjC76SkWpeNjKnNFFrHhH6+rF+6UlZV4Wbt5r7Gfe2GL2VTWx80gd07/fharGUNLKvT4gJz4wXxSDD+iDi2ySgMsu47CJqKo13lwF1k0dTPs0J4KgJSfzYrhv/TNRRU3AG9tiwgSzN31k6hJU1PqZF8P5Lpo4gC7ZHkqXmKeD3rq6nHVTS5g5/ALWvXeI13ZX8druKvoXZDB3TB/Oa5cCAoYEr/69mTFFmzTZrtYAACAASURBVDp/yOiQ6scoxRKSbjluU+ICMNZbkKDgFe+n547pQ2qM2/XNm0ooas1fONEQSOhK69c1020nzWnjd+P78ZMNLcP+Ho1BWlonQEvKvISjUX714memrnJUVfnVC58yc/gFOGWRp94+wKwR3Y0uRG5aC8zLSs1Hf/7iO9Q5Hge9O6YBWndDlw/Vuxvt3HZyPA7TPdCJqK2r6B3SnYSSyEMfq/NT7w/TIy+VLLcdf5yKkm5t66hmZyMYf0wQhF8ArwHGPF1VVXechX2dEavxt2C5K2r9/OWjY1zdvxOAoWn74xHdeWzzXtP34glGVi/Bvc99xMopg2gKhtn0wRGu8eYbsBA9eI+vBC+eOIB2KXYevLoIWRIY6y0wyUu9truKm77XLQE3ftezuwwojaKCoioGUSLLY+fXL+9m9uU9Tcens/lbvxSHWkkQ6bKKx+sD5Hgc/OLqImqbtWpHOKqS5bFbbifVKbOkzEt2jAyiw20WjOvL4RqfaYBBRa2f6kZrvH6XbLex/fhFt6LWb0g0tf6OKGBU3rvluC0/o+vy6gv+4ZON3HNFT/xhhd3HGwESjnHG6nKjfae34f6T2N5t1mZnwmRJIDvVTiAUZcrKD3j9rksRICGxnr3poxjJ0kOHDAdrbhlMnS9MpttOYyDMWG+BUbWbuWYHz9w0yCAeJqviCWBUF+MrirqOebJARicoxs+TKBvSNSnhf+5Lu/E4bMbv9eOZuWYHa24ZzJUXdqBLdgq1zSF++eJuqpuCbJoxhEfH9TVN11w6yYvHaeNYrd9UGHh0XF/+55WWgPrlXce4qGs71k0t4USD1kV4fPMXTCg5j7VTB1PvC1t2B3WpXqsO5LE6bW156saL+H73XGRJJBxVSHXacMhiUv9b7w8za0R3Xvywgp1H6hhZlMuc0b2JKFoH9yfrP0yA/CSrmJ6f4ybH4yDFLn171VMVBME6UdJVd3I8GqRq/nXF7K9uNk2tfOrGi3jkur7kpDqobgxS0E4bKNU6+ZixupwVkwcaCYq+RimqRrT9x55qru7fiQeu6m1Mh9VFDvSkS08A462i1s8FOR6jYKd3hK5fto2h3bIS4KqLJg5g0/YvufvyHjzy1z1ckOPhxdsvRgVmbzLDt9JjA4b069H6+gTCURoDEdwOCZdso0OaM4ET0LaOanY2gvELgUnAZbTAVNTYz+ekxbP5x3nzubRnrqnCvbTMS26ag5/9sBc3DOpstJPk/8/el4dHUaXrv1XVXb1mbRICJLIZlgAJpCUEXEAyF0VRrrIpCcoiARecO6M4qJdxZrjOoMiMG5C4TNg3YWZw3K8I6AwyaERAIotAMIFA9qXTS1VX1e+P6nNS1VWNy1XR3+R7Hp9H0t211znfeb/3e19NGTDW4G/lGKzc9QXeqajFzcN6XDR5v3vDJ1gycTDsMosubpi+WAxgup9azQp9VZEXJ863YPGEQVjymsr5WlDQT/c7s87tkiIvFv/tM8O2RUlGQ7uAR24YiIAg6agqpUVenQEEGehdPAtAoYhL2czhSInjdVqzWtOgBIfVVB3hQmtQZxD0/HsncMfIXhg/pJtpGXZcVioaNZx0onEePUj0SFIttG0WFhYOuNBqAcDg7vXlWD4lh5579LWQZAXb5o9ESpwN3SPlt87ojM74+hGWVTM1d6R5UZJVoy2z983JcxAlBQzUhIhlgP957Qh1b1w+NQclu09ia3k1GtsF9PQ4sarIi/q2kOl7z7EMusTZqJIL+U5zQIyZEEY3KGamurF4QhbCMdBAj4vHqsJcBMWOqiCha6S4bWgLhnVjKElKG9oFWC2srkEu2WVFe0iGlWN1aPIvth7E5uJ8yArwXkUNru6fgqZ2EfW+EJJdPP73SA0KsrrCyrFgGcaggqJFPGtagnjkhgH4/Rt6tL05ICLFbUNju6BT8FpV5MXv/q7eg1gJ6pLXKrBxbj5uyU2HJENXbSXnq124pMRo4q1qDOCh6/ur0pCXCD1VADT7BcNCiZzHVG86CvN74t6N+sVOvN2C6qYA5qz5GGUzh6N090kUZHWFX5BiShgTKg+p2K4qzMX5liC2l1dhQUE/PP56BeZc1Ue3cKxuCuDJt47hT1OHUipr9HX8stGP39ychbZgGGkJDlQ1+pHitqEgq6uh8Zco5Pxqu7oY/rLRD0GSDYZGC7epNB2iThStkrN8Sg5sVlaXG7x4xxXon/rvrZoSK76P9uRbAPRRFGW0oijXRv770SbiAGjXPgDMvaaP4eGct74cn51txbVP7cHiHZ/hf24ZjFfvGwW/qBotkIGLbIMEKRXOurI3nXTId2Il706ew8Jth6CAoS+WNmLptGp1ce9eX46xWd2gKAotLbp4Tvc7ovyyelYedj4wGk9NyUGyy0oVXrTbBtTkvVui3YDKz1tfjqCo6toS/dE1e09DVkApPFO96eib4sKjN2bByrK4zOPEvKt7UU13opu6oKAfxmWl0v2uKszFE28exbx15Vj65lEAwJyr+qCnx4VN+89gwcYD9PqT3ywaP1CHsD2784ThOysLc/Hsuydw+4v7IEoyAoKM949dgN3CYvmUHCS7eIqwRV8LjmXQLcEOf0hATWun9nhndMY3jVS3DW67BS4bi63z1AWx3cqavm9+QUJ9WwgBQQYDBs+9dwJ3juqNJa9VYHLJh7jjz/tRmN8T47JS0dAuICBI6BZvQ99UF0pM9I6tFgYZSTb8vKAflr19lOowl+w+aTreahNp8u8TtT7MW1eOsGY8136e6FTHj3MRAxSi1Qyo8oDP7jyOpbcOwbu/vAbrZueB51j8+qaB4Dk1cSFa0s/uPIH6NgEzy/ZjcsmHWPJaBR68rj+GZSRSkOT5nScwbnA3CpLcsnIv7vjzfkwYmo7t5VW48dl/mHLRtdXBhnYBv9h6EPcXZNJzIMdspuB19/pyTPJmGHSsx2WlYu3sPKTGqVTGgBAGb+EMFY9fbT+Eh67vT1VDthTng7d0eHdoj+HZnSewcNshpCXYLxl6KsoKVuz6gi6UthTnY/WsPKzZexqACqyRRFx7jk5NZSQoSpg4rAeWvFaBscv34FRdu+mzQ3KEkiIvUuNsaAmIiHdYsXjCIHAMsPC6AZAVxbBwPFDVjEa/gMdfrzDVFn/zcA38goRFfzmMn/1RzWN+c/Mg9OvqjvlsVDcF0NOjat7HylcutKoGfQeqmvHkW8eofvq62XmQFYUm4uT7c9d+jKaAiJQ4G3okOZESZ9qY+28Z3wcyfhBAIoDar/rijyU8Dp7KOMVasTojWuHVTarz1pbifMws+4hyqLsn2A16tauKvEhwsOgSp2raciyolFCsxo7mgEgRWPJiadHr7ol2gxzRium5YBm125kgJ0pEBaVs5nD08jjxhzc/N2zrzlG9qQzh4glZeOezZlOpo4AQRmaqG2IMJCg1zka77ElplWFAE/E7RvXC9Jf0XNDCkb0Mkk93R/jec67qg+aACF8orNMnje5kf+rtY3QAyEhWUZRoPVYySJAGKUlWdE1UYVmBg2dxY04P3KZBb8pmDTcgIcsmZ2PBxgOo84WwqsiLOAeHhnbh36ULvDM64zsJi4VFerwD1a0qPY1wmqORNVVJgkODT8TUF/bhuduHmVJJ7t2oUlSWvvk5fjdxMNoFCaOX7cawjERaVRMlGR43j6AgQ2QZOsbVtQlUh9luZQ1j+MrCXDz/nmpYQpKkgCBhS3E+AqJkKkMbEsNw8Byy0+OpzCHpO8rs6sKcq/roLO6XTc5GkssGu5VFituGpbcOQVqCHTYLhyWvHTFFtJe8VgELy6IgqyuEsGKaMBN6TWMMSqJfkOg4Wt0UQJ8UF/YsHINTde2UPnIxV0mtFF9Wtzg0touGBnwgtnmQ9l4/MSkb7x+7gE1z83GuWa1UkGMA1IrIpUraiB67NrEkVI+gKKOxXTC9RuRox2WlIsHJ66oTBCSK7k+It1vwyvx8vH24BplpCVj7YSXuHNXboO3dNd5YSfC4eLxTUUufaVJNTnRaUZDV1fCM3Lvxk5iVYwIuErdZ8m+zKgiJA1XNmLX6I2ybPxJtwXBMt9XOZk3z+D6S8a4AjjIM8xH0nPEfjbRhdNjtFmR6XNii4QObPZwkqptUcxutqsm5liB2VqiDiayokkxOnkVrQIaVZTGwWxwa2gU8s/M4lk3ORhc3b1rWWfrmUaQnOcAA9MVaNjkbafF2SIoCK8fC6eKw9NYhcNksSHbxOk1b0jTKsQwUqLzn5VNy6LY2z83HWZPBrmeyA90S7Hhm53E6OSW7eJTsPom9pxqwdrba8W12bc41B+jL7xckdHHxFDWae00fg2rLwm2HdLb00deVTFREw10Im3eykzLrrNUfYc/CMRjYLQ6ybFQVqPOFEIjwU83K1mLYqNE7q+wjbLhrBNbNzgPDMDhd344n3+q4XmTh0Bmd0RnfLEKhMBoCAjiW0el+k1J7WoIdobCEep8Au5XFC++fRHVTAG6bJSZPuS0Yxqwre6MtFIYzYsR2oKoZ89aV08SJUOa0zevkO4DaZ7L0zaN0LEuNs2Hz/jNYNH4g7h5zOUJhGTYLg/nrO5rxXrjDi1fmjYQgyeAYBgoUPLfzC+w91YBNc/Nh4YDFEwbh0RuzIEoKREkxWNwTbvyAbnF45IYBBioE4cWT73tcPJZPyYGTZzG4e3xM06TUiGZ313ibYdGwqjAXvlCYjmnpSQ5YWQZWC4vUOButkJJKbKz58EBVM7aXV2HwTYMM6PD89eXYONfoK2FmHkTG8y9qfbpeHbK/S9ngZ2UZUyT6ybeO4enbhlLnzOhjZgCqOFMbQZCjf7+lOB+CpKCyvh2L//YZ7QG4bkg3HK3x4eHxAw2W9Q+8chBPTxtqWDgSqo/2mU5PcmDd7LyYi6qgKBlAOpJDrJieixW71IVoLEMislDVnrfHxUOU5Jj+AZ3NmubxfSTjj30P2/zew263oIfdglAobDA7WDF9GNqCYWwpzqfdxjYLaxDaXzY5GwxU3dBoIf6ymcPpIDPJm0HRIG0SKysK6nwhPD1tKM42B2ipSVaga94pneHF5aluhGUFt71gbCDacNcIHDjTALddNfJJdvHYNn8kGtoFMAx0kwGgDhhuu5Vui/C205NUDdGt5dXgWIZaNmtfyFWFufj1jiM6XfU9C8fAwXMoKfLG5sbFaIixsgyevW0Y7t98gFJpHr0xKyY6Q37HMgwYAMmaKod2cHnx/VPGYy/yYu+JOozo28V0++dbgpj2wj5sKc43yD+RhYOTvxS+WT+9+LZa6J365P9/RTgs43h9O+3NiH7vBEnW8YuXTc7GrCt7452KWgRFKSYn1slz+M2rR1DnC+Fv94zSjQFa1RQgdvN6c0CkiUx6kgObi/OR3zcFD2w9iANVzSid4TWY6Dz9v8fx84J+umoiUVyRFQWI8KXXzs7Dz/64B3+9Z5Ru3CeqFE6egyQrNBEn2zdzgPa4eew5egHJbh7VjQH08jhNz6eL24Zmv4j7N32KlDgea2fngWEABgxaAnpFrtIZXlgsLISwjIHd4imn18qxBuMhbRJGks2alqDpGCrJClZMz9XxqWNZ3ic6rFj65lHD/kpneC9pg5/Dxppy2lPieLAMg+3lVaaJqp3nqKu3mUlenS8EBTA4Yt+z4RO8Mn8kAJWvHq08Q77LAFg7Ow8cy6Cq0Q/ewhgAvmWTs3G+NYigaF6JJ+pthDIkhGUERQmTvBnYsO8M7hzVGxU1bXQuXjcnDwwY8BYWDp7B/QX9dMZbJUVebN5/BqUfVOoMEcnnnc2aseM7zyQURdnDMExPAJmKorzLMIwTwE9mKWSzWdCvi4vaDTssLC60hQwNLM1+wVD2WbhNTYRXzxoOm4XD+YgCSXVTQFeyIavU6qaATm7ovQdGo2zmcCx7+yjq2gQdKqwdwGtbQ5BkBQFBirna7dUlDruP1uI3Nw/S6cD+eeYVplqx52MMpoRXKErqQoGUJckCIijKBrc6ISyj8KV/Yc2s4bBZ9PbGxJAADAxOdauKyIQQxsZIhcHKMmAZc73cZBePcVmpmHNVHyx57Qh+fdMg8DyHjCQbvX9Hz7fRCsCJWh8ddERJQYLDgvPNPCwsQxcrWm14gv7EKtFZIohJZ3RGZ3y9qPV1yLlFU/XMmtoXbjuEdXPyAKgc7E8qGwzJXWmRF28drqHjULsgoYvbSquUDiuLspnDqf32W4drTEAFL557T1XLIslUSJR0i3AzdHGSN8OUE71k4mBYWAa1bUGsm50HS8TmPShKpiAOyzAxUX+tA3TpDC+cVg5js9Jg5Vj0SXEhLCtYNycPf3jjczqWEjdSrWrJHX/ej+duH4oubhs8bh6b5uZDlNTmUIZRIMkKUt0qhzfBxqFekhEQJaTE2fDKvJEIhmVU1rdj/YdncHteTzx8g8pzn/aCebKZnuSAlWPwxqGzKJs5HI3tAjxuGy60mjfXipKsemrYLFRCLywrl7xRXlEYuHhOh0SPy0rFgrGZWPKaqmqyZu9pWlFOibPBYWXx8genMHZgGqqbzK3uS4q8qhlO1D1PcdvQ4BNMm3zJ3NQ9wQ6OZbB4x2eY5M0Az7F4bMcR/HJcP6yelQeWUUE83qJq5TMMg9IZXjzz7nHa/Ewq38TFetPcfLQERN082BwQ6PZsFhaSosAvhPH7N47j8Vuy0T3RThuOmwMi1u6txC25PXC6wY9J3gy4bRZsLs5X53GW7WzWvEh858k4wzBzARQDSAbQF0APACUACr7rfX2XEQyqpdOwrHKtPQ4ePM/hQlvQUFK7e3051s02p1nUtYV0uqOP3ZyF375aoUvoYiV3J2p9VEZx3vpy6oZpZmBRUuSlTU/R22EZNYG9Mac75fCR45u9+mO8Mn8kNs1Vk1VJVjCzbD+enjbUdFsKgCcmZeOFPSdpqZMgRyVFXvCWjkSZTGIvvn8K1U0B3Fn2Ef5yz0iUzRqO6sYAurjVxiZtaW3F9FwsGJuJcy1BPLfzOOZe3RfdElXJr/Otahf5r64fYEBLnpiUjWVvH8X9Bf2w6/MLeKeiFr+9eRBO1/tQG+GhRjvakUGHIE17F12LbolOTItYCt9fkImnpuagri2EZJeVauRuL68yoO2rirzwODoHls7ojG8S2r4TjtUjebHUTMhivGT3STx0fX+s2HVCl/hs3FeJyVdchuXvnqDUMxYMbBYGwbCEC22C7t1dWZiLTyobaB8JA5WO8d8TsvDwDQMRltSEfUJOd92YqF08TPWmY+41fWC1sKbIZe+I14PHZYsYnrBYVeRFeyhsQNeJKgVgXi3sGm/HtvkjERQlhCUZk0o+NLVALynyRqgeekrdr7YfwrrZeTjfGoSF43D7i3qlMFcci7agjJQ4DlYrB0EI43hdu4EL39PjQJ8UF+4dezk4hgEYhVJkzJLNVUVeuHgWM0b1QoNPQGq8DTYLG5OiabeyuFejvFFS5EWjLwC/IFEnx0sRYlh1Jn1sxxGsnzMCF1qDSImzYembn2OSN0MVXbhuAARJhsPK6aQb5YgZk5Zf73Hx6Bpvx3M7T2D8kG6mNJ75Jgs8rYkUwwIhScbDNwxEg09A13gb6toEtPjDeOCVct39ffXTauyvbMZjN6nPd2W9H4+/3uHI2RwQsKCgH1Ve01JVtH1lG+4agaPn2+iz/thNErolOJCWYMfctR/TfS4ouPyibpydYR6Mony3ahAMw3wKIA/AvxRFGRb522FFUYZc5DfXA3gGKoL+kqIoS6M+HwCgDEAugEcVRXnq6/7WLKLtbrWmP9qBpGs8D78gY8yy3YZt7PzlaNxZtt8wcEaXFJdMHEwREZKImg2k5OFfUNAPlXWt4K1WdE+wI85uxen6dlMe3ZrZeTjfEjTley2eMIgaEkTHjnuvRBc3j2kv7KN2vXsWjsG55oABseme6KCDy5+mDkWjX9BNgk3+MOZe0wd8pMT51uEa9OsWT0uwQ3rE42xTAL/YetDU7jk9SZUYDEsyWoMiWJY1UEzW7D2NReMHwsKxqI1o6GoR7LKZwzFr9Uf4y92j0BoMU8OmnRUXMHFYD931WTE9Fxv2naGcTuK+F73Yeea2oRDCMliGQXNARE1TO/5jUDfdYs1uN13L/iAWzdr4thSQn0J00lR+kPjeZsjo5/Zsk586FhOONum76RJn05nIAOr4sOGuEbBbWATDMjgWEMIK2oJhxNktcPAs7lmv+hfc8ef9dNxOtFnhE8MICB0Oydptbi7OR3VTAF3cNpysU0GQuVf3ofJ+pTO82F5epdNy/s3NWfALEnYfvYAbc3roQIVo5HJzcT61EicLgLQEGwKCTJtLyXk3B0T08jjR2C7AwjI6zjihhLxTUauzI49lTb5udh6uXb7HcB+2FOfDr5Gl1f7mlXkjwVsZJDnUhQO5R9FOz26bBYlOK9x2C2pbg7QySrZJzkmbbO491aA2u9s5FL20n6LKv504GJKsQJYVyApgs7KYojEe0t6n217YF8su/QcZa2tbgxAkGev2nkbRyN640BpEtwQ7Khv8hrk3I9mBa57cTY9/6a1DwDCM4XsnzrdgbFY3SLI6x2grxGtm56HA5B7uXjgGx863oU8XJ+qjjP9UKU0Zv9j6qeEabok869qmYfK81vlC2Fycj3V7T1N3cfK7spnD8dC2Q3RR99d7RuGWlXvp5+SeyLKChnYBQliCg+cQFGVMLTXey38jy/uLRcxn9vsgvIYURRGYiBI8wzAWqNQn02AYhgOwAsB/AKgG8BHDMK8qilKh+VojgPsB/Oe3+O1Xhtb0B+hAv1XL9RiWwpyRn0UecBKEntISUF0qx2WlYsNdI6AogM3CUGMajmXAMsBjNw0Cb2Hw6799iflj+sJts+D3b1Tg4RsGmiJGDICn3lbVRPqkuGDlWMiKjD/cMgSBsIxEpxVlM4dTq2hy7Odbg0h0WilKPy4rFSzDwG7lUDZzOHUCffKtY1g0fgDqfCGUFqnmE698XIUTtT7cX5CJKcMvw8m6djy07RA1RyKT1zRvOv4zNx2ipMAXkpDitsVsIiHmEmtn5xmQfIIIcCyDmuYAtpdXY+41fbB8ag5VRuEtLHbcNwo1zSGDG94nlY1YNycPDT41QV+x6wRmXdkbd13TmyrXmLn1/Xzzp3jpDi+cNiu6JtgxuHs8Eh0sXHb7N3m0OqMzOkMTLhtHq0zNARF1vhCV0HNG+ky07/DyKTl4/PUKPHbTIDz+egVmXdkbafF2uCMLYVkGnr19GHiOwfb5I2GzMnBwFrSJYZxrDsEVQ9FBlBSdAtTyKTl48YNT+NX4AWgJiMhMdePeay9HvMOK9XNGwMIx+N3fj6CuTcAztw/D9IuY/TwxKZuaskSbEtksLMZlperckAlI4LZZ8OsdR/D0NJVKQuYF0sPTPcFuaoGuPS9JMTawE8pdzCa+sAwwDMJhCbKsViy2FOdDASCEZZxrDqhSsmMzAUTACLcNCZICQKFVS1J5JBQZbbP7prkdxkLvVNSiouZDLJ6QhcxUN8Yu34NdD442P58I8n4pFThESQZvYXDz0HTaz/DuL0ebigpsLs7XqZpZOZY6YWckO3Cyrh2fVDZi9IBU+gyRKgCpENdE+sWi72F1ox9LXqtA2czhRvWcDZ9g89x802soKzA0DWt7Ec63BJHbywNEeN5kAWbRoNjpSaqRH/l/LfebZRmalFc2tNN9RB9Hp4rKxeP7SMb3MAzzCAAHwzD/AeAeAH+/yPfzAHyhKMopAGAYZjOAiQBoQq0oSi2AWoZhomGyr/zt14lY3eiSrODVA2cNFIWVhblw8ix6elzYcNcIcCwDa4S/Fc2f9gsSBEn1PlIHoTZsnJuPkUt30e9svGsE/JKMWWUf4S93j6SoOVFBWTR+oOnLKckqj9vj5rFxXyWKRvaG08bhXJTNrtaml3RIP3bTIKQnObCz4gLuG5tpMGUgVrfdE1V0X5RlPP56RWRABqWMzLu6F567fRgkRcFjNw3C2r2nMc2bjjEDuxq2+VVyjrEkojwuHhzLoJfHgaKRPXUc+JWFubBbGAQF2bS0VzZzOGa8rEfbKmra8PS0oWgLqta8ZpNUituGsAzdgLmqyItMjyUWIt4ZndEZXxHxdh5d42SsnzMCvIXBn2degQYNyvf6/VfpmhuXRmzfH75hIB66vj/8gkyb2cdlpWLR+IEUJbdwqjHMFw3tiLdbcXfE0dBszIl2Gn7glYNYeusQdI1XZVpH9fGgaGRPOnZowZZYZj+ZqW4sm5wNSVYw56o+8AsqP5zQQhgAdiuLR2/MoqZy5LdEZi4ljkcoLKMo0tRHjj/FbYMCUDQ81nmdbwmaqmM89fYxzB/TN+a16NfVjUA4DF9IhgIFje2iQeKxvLIBY7PSUNMSNEj4ls7wRvTiOVQ1+g3X5kJrkDo6HqhqRnWT2o9EdLXDkvkighi7XUoFDpYFAoKs6w1oC4qmz0BdW4guyNbsPU0XnB43jxf2qJK6//uLawwKY/PXl2PJxMFU/Sf6Hi6fkoOX/6GKEARj6MbHWohpncK139fqzHtcvKmE8IrpuXjj0Flc078rXDYW//zVtTqjHi0qzjAMJFlGdVPQ9DgAtTLWafRjHt9HVrEIwBwAhwHMA/CGoigvXuT7PQBUaf5dDWDE19zX1/4twzDFULnsuOyyy3SfEdOf6FKbhWVw09BucFjVJgRZVsCyDEJhCZX1fl058U9Tc/DfE7Jwe15POHkOLKOuFhUoOBvZLhmEFEVB6QwvnXCsHIPpL6kvZ0CU6cREuOUlu0+aapi77SqS/eL7p3Ci1ocZowBfUDXJIChEdVNHE5SiAFv2n8HiCVlgGQbr5uRBkoGZZUY0esnEwfC4ebQLInUcXTY5G/U+AX1SXKpt75lGDOieoNPnXlmYC4+L15WGyTaXTc6OOVEAsVUOkl08rCyDsGyUICR2zrEWVBzLGNQLb5aFDgAAIABJREFUdlZcgMfNo4tbtdiuNWko+tX4AYbknsgZ9viBkvGLPbOd0Rk/1rjYc8uyDJKdNtT52sAwFtS2djTHA+p7Zka/4DkWYYbBPRs+puP0naN663StVxbmws6xmLeuHBvvGoHqpgBefP+UYeyM5TTcLcGBynrVmfC+gsyY6LckK5h3dS9MvuIy2hS67eMvcaE1CFmBvtm/MBfDMhJR5wuhssGP1DgbOM5cYcoXCmPR+IG66iDRow6Ksm7si6VT/ezO46hrE2i19FRdO3YcOIv5Y/pSLwxi1a5t4uue2BuNfoXqk28vrzI4Hz96o3ru0WPw3evLsX7OCLqAMKPtEFdOgsbOu7oXekQApQ13jcCuz8+bznEHzjT8IAocF3tmFYVBXZte4KA2hsNrF7cNm+bmg2EU/G7iYAiSTEUZbs/rSZXJyO+0SHT3RAd1oV6z9zQ23DUCsqJAUYCAKGHR+IF4/eA5/GduD9rgStR46nwhQw9GepIq2EAWPNHHSnTmiWLZ/QWZphr+6+eMwKZ/VaKnpze6JzhoEi3LCo5daMOf/veY7nmqaw2Y3su1ESpMJ4fcPL6PrGKBoijPAKAJOMMwP4/8zSzM7sbXJbJ/7d8qivICgBcAlROm/YyY/jy387iufEiURope/lA34CU6rQYJql9sPYh1c/KweMdnlBNuNjjV+UKwsAydcMg2U9yqDKGidJR4tE0xALB6Vh6snNod3ewX8WVDgCp+PHR9fypNGD0YVjcFInbCDO66pi/Ot3Yg51rNXRIpbhsyU91oCoioaQ7hoev748m3jkWMGjpeMMLni06ON0QmQm2QYyj75ykqx6Q1lwDURknDS1yYC45jkGCz4kJ7yHS7hMdtNuC4eE6n3TsuKxX3jc3UIV6lM7xYPWs4dQwdl5WKrvG2mPv6oeJiz2xndMaPNb7qubVYWAxMi8e5lgDsVj2NxKwRcNnkbJWmplF8MlNeuWfDJ9hcnI9RfTxAhF5IzL2ImgpvYWFhGVOnYd7C4s3DNXjwuv4x0e+0eDsq632YMDRdV6FbVeSFzcJg9uqP9Ynqhk+wZOJg8BYWT719DClxPB65wVx5JMVtgww9qKDVszb7+7rZeWhoF5Do5OG2cXjo+oFoC4po9osIyzIykh24JbcHTdDmXd0L9xf0MzRnxjuslLPdPcFuoNE8MSkbvlAYbpvF9LrU+0K6846m7Tz19jGkuG3ISY/HvofHot4n6OarkiIvuiV0qGBZWAYsC3hcXZD2A6ipXOyZlWTZABSV7D5pKiNIFGyWTc6Gk+fgtFnw1uEavFNRi4euH4AtxflUWcesV2nF9Fz8/Gf9EG+34EKr+owmu3i8V3EBg9MTcas3HQ3teqWVZZOz4XHzqGsLooubp+onbrsF7aEw/IJkUCAiOvNl/1SbNDfuq8TtI3qZ3tt2IYwZo3pDkhXUtASQ4uLREpIQEMNoCYi459rLdZb3JUVe/P3Tat1i7rmdqooLPqhEdZPqxBnNIdei7P+O6Pn3kYzfCbWhUhszTf5GohpAhubf6QDOfc19/V9+S4OY/jx20yAdojvJm2Hgks9fXx7TsKbBp9IsFk/IMnC6CNqcGqcqiqydnUdlturaQnj6tqHgORYso2q3TvJmINFhhawoeGqKqqgiKwpWvHcS0/IyULrnJF2NLijooJlo90dQiPQkVYZv28fVuMWbrjun6EGGGGRo0e5Vhbl45IaBBlWZWDbLXIzEuEeiAwuvG4At+89gzICucPIcnRTTkxyYdWVv8BZGPd84G+raQkiNs4FhAZ7nYAnE4O+zDNbuPY31c0YgLCuwW9UJNxSWIcoK3q04r7un0cjOvHXleGpKDu1075Zgx/ELvpj76ozO6Iz/W7AsA55jDbrhRM94Y6Spm/SF3DP2ct1YFYv/LMsKikf3xYWWIE2WtpZXY++pBiybnA0LyyIsy6aJlJVjMH5IN0pvM3v/E51W2vwejQ6TptDoY8pIdmDhK4doY+jv3zA6K5cWedESEOGyq7J+bx6uQUFWV50HRfTx1PlCOF7ro47QzX5G17CfnuTAujl5Ok+Lfqlug4nMwm2HdMdut3K4OyI0oJWxddssMXuotE6MZLsD0uKw9NYhtPK5dNJg1LYJOtk+8t3568uxVZOIcywgSgp6JDoueULGMgw+qWzQ9TPU+UJw8ByempKDbgl2nKrTK9gQI6fGdhHXD+mGLeXVqGoMYNbqjzDv6l4oKfKiri1kikRvLs5HY7uA/9rSYS5VUqS6WvsFyTB/Ldx2CFuK8/H24fPI7+vBL7YeRIrbhiX/OZge77isVKydnYe2YBhd3DzqfSGkxdvx0PUDcL4liP2Vzbgtz/iMjctKhaJAt3AiwKVWRlNbiZ8fqa4QIQuC/vdPi8P//uIaKvLgF8KoawOtehy70KZTZdGi599lov5jTfq/s2ScYZjbAUwH0JthmFc1H8UBaLjITz8CkMkwTG8AZwHcFtnO14n/y291YbdbEI5CXmMN+LEMa0RJRukMLzJT3aa/65viQkswfNEHe/Ws4bi/oB+e3dmhB5oSZ8OrB84ir48H44d0Q+mekzrkwgzdJhMW4VXW+wTcPKwHOEbfXBGNREUbZBB0Z5NJc0is8peiKAaEe9nkbCyIoAYrC3Ox/sMzaA4IWD9nBBgGkBUF51uCeHj7Z7S0uXhCFoJhGafq2tE3VYbHyRn4+yVFXlg5FjcPS9dVIrQ8+ZWFuWjyh7G1vDrmPWUAOnjsWTjG1OCopMgLl439uo9UZ3RGZ8QIOSKr6uBZQ9PmfWMz8T8ambVlk7Nhs7A6c5VY8rAcy8AKdTx58q1jOnTuybdUqdilb36Oe669nOoj+wUJ8Q4rFCi4zKMa0rz4/inDcT0xKRuPv14R04RMkhUdkEIM4rSCZcSyPNGhmvA0tgvUmXnWlb3x33/7DClxPBaMzTQY3zw9baguQSOIc3qSKkFrlhAzYHQIrJnREjl2cj19obAparuq0IuuCTbD2F5a5MUzO4/rtqnOAx2UHbUyweGeDarijdkxCJKC6iY/7FZO1ermWYiiBJvt0vbo2HkWRSN7ozUo6p6n375agQNVzdj14GhTUzgnr/LceQtLDZc+eGgM6n0h2K0sMpLNzY+CojHhJgluLPnPoChj9IBUPP/eCQoIammWpF9t8YQsdHHz8AuSTkZy2eRsCJJkeOajaVNk4bl4QhbeqailiwFt8l3d1KGNb8ZDj855XrzjCnSNt9FEnGyDoOceF69L1MdlpeK/b8yKVLq+WTJNqDWxkv5LGd/lU74XQA2ALgCWa/7eBuBQrB8pihJmGOY+AG9DlSf8s6IoRxiGmR/5vIRhmDQAHwOIByAzDPNfALIURWk1++23PYFoqkOsAf98axDLp+TopIL+PPMKtPhFyosz+x3LMgY+d/SDXdWodq5HlwlXFuaiR6IdAVHGozdm4VRdO91OLK51jyQ77r02U8erLC3yUl4a0IFErZ6Vh7agiOQYL3s0MjMsIxEB0fjyrizMxXM7vwDQQauJRg0IlUVWFKzc9QXmjelrkHIiL7Ql0hh7/7V9Mbp/KjwuKzYX50OMshCOXp1rB4h7NqjNUVvLq2PeU0L3Ic+BmcFRipuHKF36FXRndMZPOaInxHFZqdg0Nx+KoipL/TYiCQh0IH+lRV7cNzYTz793AmUzh0NWFNOxR4moffgFCXW+kM5ULT3JgXPNAdwxshdS3DZ4XDaIkozGdgGiJONojQ8OnkN6kur5kOCwYOmtQ5CWYAfHMDjfGkRdmxCz8sexjCGJXlmYi20ff4kHr+uPNXtP00pAQVZXXZIDgCZLLp4zVCHnrSvHS3d4sX5OHhQwqKxvp7RHQlPY9fl53XVOT3IgLCs6LvDFFjEE6KhtC5nyh+/eUI6npw2Fw8phc0QJDAA27qukTo1a4MJt03+PKKMkRBoHq5v0PVpWjoHNojqRnqprR0ayAxwYcBwLi+XSgiCkCdKsn0FWzME5v6Cqh5yqa8es1R/RpLd7ogOFL/0rZp7AMeY9BYkOa8y5nmOB1w+exa9vGoRHI4kqmQ+1vPTUeBtYBqaGhevm5GH5O5/TpD/ZxaM9hrFgZqpbpxpD3LDJ8RDHUjM6WXTOM3ftx1R+MXo/QlhCQ7tAxwrSKzL9pQ7g7Zsk09ptkX2YUWYuRXxnybiiKGcAnAEw8lv89g0Ab0T9rUTz/+ehUlC+1m+/bbhtrA55/aSyARvuGoG6thAa2gVsL6/CrCt748m3ImW3W4egW4IDNisLFqB8wVi8xwUb9Y5o2q5yEk6ewyRvhuEBfv69EwauH9mOqeFCYS4q6/2G5qh568ux4a4RuoHz/oJ+UKBg1e4v8OuIykr0yy7JHRJWhBNPNNOXTByMXl1cUBQFJbtPUp7m1vLqmKiBiopxWFCQiS9qzSkhKXE2CGEJj00YiLREJypq2rBp/xksvE6VHyMqNbFW5+S6Vjep1JlhGYlIdvKGSbykyItEhwWb5o7Ak28dA8OAXk9C83liUjYkRYFHc686ozM645tHvS+EuWs/pjSInskOtAREzF9fThWkAH1zW7zDip0VNVh43QBYLSzGRLS6tUhlssuKpnYRaQl29EiyG6goxIHwnYpaDMtIxGM3Z6GpXURGsgNVjQG8ebgG0/Mvow2T51vUpjjSS0LGcTEsmSpsNbYLpg3mRDq1bOZwlOxWzdOConmSo5Ut1J6/KMmwcCyKXt6vMyiraQ7QCuCGu0bg9c8u6OaHF/acxLwxfem+Ys0VarVX5WwzjKrlbnZ8HMvgxuf+QSkwpPdmf2WzLomzWVgcPttKx/63fn4VEp08dj04GoqiNm1u3FeJa/p3NcyT5HyWTc5GvM2ClqAAj/vSScq2hyRwrLntfUmRF06exZ+m5ugEHQhn3MFzeOn90/T6EYOnWHnCysJcNAfME27SrEl+Q56DyzxOMAyDyVdk6KruyyZn46+fnDV4bZAeNe32q5sCkGWgrk2gii73F2Sid0SsIVoe+UStT6caQxYepLrvsHLYOHeErgdOuy9tzlPdFIAUY0HDWzgIYYmOFX1TXKhqDOiAt2+STAth8/fuxyC7+F3SVNpg3jzJAFAURYn/rvb1fYWL59E1XsHm4nzwFgZ1rQKVoCKostthQV2kWWXRXw5jVZEXHxy/gDED0uhN1rpt9U+Lw+k6oyOals+tRWX9gmRaiprkzYjpyjVvXTnW7D2NLcX5aPSLONeslhqjm6PI7xioJhCSooBjGDCMKrn184J+WLf3tGkTZUCQkBDRLbdyLKWEVDcF6Kp/ycTBNBEHOlQQzF6yMw1+9OriRLNfNKWElM7wQpJVia2B3RNw2wv7sKowF3eO6q1rnNIubKJX5+S6pic54OQ5/G7iILqYeP72YUhw8gZ0/Tc3Z0FRQO2NyUS/Zu9pPHbTIJyo8/0oSlqd0Rk/xQiH5UiVqYMGoTUDI8itGU2itMgLB8+CgYpMH6hq1hmsbbhrBJJdPERJxkvvn8aCgsupChbHqo3vD10/ABU1bQBUZ0VtI1zZzCtg5VgkOKywcizOtwRNEcSnpuSgp0c1UwmFO3jtk7zpMROP6iZVunXvqQbc/7PLERDMx8XmgIjUOJupFjmp/h2oaqZj7uIJWTo53S0RvvG5liAdF28e2uEkSuYmontd1RiAAkQMlVh0S3Cgvj0ERTGXoXVHKCPVTQHYIu6jZIwkKOmehWPAAHjzcA0A4IGfZYLjWJyubzdVf4nmphM5SMJlZ37Apnmz4Bi18XfWlb1R9s/TWDY5G2kJdjAMA55lEJYU/P6Noyo4l6jOeUwkFfrdaxW4c1RvnKj1UfAtlitngsOKZW8fxawre8dUHSOV7Ffmj0R9W0hXhTGrDq+elWdQSyMyilqQLD3JgS8b/Xjwuv7YccCYwGsXScun5GDpm0dpDrJpbj5sHIP3F46B3cqhwSfg1lV7Ud0UW4JTm/OkJzlgt7J48Y4rDPSRJIcVdT4ZT03NwZcNfix85ZApoPl1k2newsVM+i91fJfIeNx3ta1LFRYLi2SHDX5RQJNf0umKElT5+duHoWzmcFhYBlYLCwfPwp6ZgnAUf5oYIKybk2eKDBONT8KfIivRXl2csHIspZIQdETLQ9eVnSID973XZqI5ICLebsHn7aqRxvKpOQZqyf0FmboVE2lEKps5nE5MTf4wVR+wciz8gog5azpQoHVzzBtYe3Vx0f2RF7gtKJpa2T/1tsrfTImz4dEbB0KUZCy9dQisHAsFgJVjaBmXcOJJY5HZgmTJaxW61TkZPNKTHCibNRxCWEYorO7DZePQNcGOozVtcPIc5o/pi5LdJ+ngBUbBgoJ+BkdWt40FYEFVk/+rXDg7ozM6wyRqfSEDdULbx7Gz4gJWFeai3icYqoPzItKiFpYxVLdWTM/Fxn2VyO+bgtR4G5KcFjS0CxDDMl784BQmeTOQFm9HsovHX+4eCVFSUO8TqJU9AIiyylnu4ubhtluQEmejNvIETKluCqjyhCyDkChjrIZeV5DVNWbiQWgLJUVeAMCyt4+aVk+ffOsYHrlhoClX92LVv/QkB6oa1UroqkIv4jXj0gfHaw3Nh8kuVc+8T4oLgIKN+87gjlG90dAuUAUOs4QwKKpj7LisVDS1q7RMLVJf1xaiTs6lRV78R1YqBnZPwIkLPtOmzWWTsyErMCD1RApYusSJOADEOTiIogKPm8fcq/vCbmV1alyrCnOREsej6OX99DdkoaTlahPwrUajBU/yhCcmZVO3yzlX9UHZP09h/ZwRUBRVTvnx1ytoL9Wdo3rjTIOfmlYBsZ8PSwwZzcs8Tt1crVV7I47W0dteNzsPlQ1+yIpCF4DVTQGIkozzLQKmlH6oyyMAcwlOkvOQ61Q6w4tkB48uLhv+es+VEMISrBYWPMfg2IU2modpjzMa0Py6ybTHxZsm/d+3dObXic5MIiosFhZtbTLq2sxl9EJhGR8cr8GU4Rmo9wmoaZYQlmWU/fO06eBqs5gjIOlJqjTg3hN1eOj6AQiKHaY1867uhV/fNAgP3zAQFpbF+g9P09+ZIUZESohoeJYUeZF5phlb9p+hgzChlujKtkVebJo7As2BMBIdVrqqPlHrw6n6diQ6rOiR5MDyd47rXszKer/56pJjdIjLk2+pRhPJTp42SzUHRPrScyxjkGN8+R+nDBMR4cn5QmHTe+Jx8Sid4QXHqM2XNS1BKIqCReMHQFYUNLcLtMP8/oJMJDhU9GzT/jO0iYS85M1+AQGBxefnWrAxwmNlGAZ2K4Mvm0KGBD3T4+pMyDujM75miJIMRZFxeaoby6fkQJRkpCXY6Xhy89DueO69E3jo+gHm5WRJoVbtSyYORk+PE+eaA1ix6wTuHNUb8XYLVRc5fsEXs/+GWMyT8dLjtiIgyEiNt0GSFV2ytWxyNv4waTDq2wTYrRycPIewpCAsK7oSvpncHSnjlxZ50cXNY/GOz5Do4HHf2Ey8fvAs1szOowpNNguDP07LgaxAp0WtPX+z6h85RgfPIcVtw90bVOST8NSn5fXElv1nsHZ2HoKiBCevOjtrG2RvHpYOSVYghCXK7Y7WGl+z9zQmeTOQntTR2EfmI/KZx8XD47JhVB8PpURaWKB3F5fp+aQl2HWmbNVNqmAAAVisLAPi5n2pIigoqG0L4XRdK3J7eoxKOhF3VS31U+ufUd0UQM9k1V7+Mo8TNc0BvPrpOZTNHI6WgIiGdkGnyd4jyYG5V/fFhdYgHnjlIFYV5mKSNwNzrupD589F483fj+jnI5aZUk1zAOtm56G2LUS3SRLsWM9ebVsIs1Z/hC3F+bptnWnw4/IIh5w4e5MgEpykd8DCMnDwLBZPGITia/qqzcvvHsei8QPhsHIQJBlWjoUky6gPyAZAVJuEE0DzmyTTLMugf9c4mvT/f6mm8v9ThCPSN7HKdGMGdsXnNW1YvOMzrJudR6Wi6toEnTweyzJ4+/A5Q7PnssnZCIgSHDyHUZengGVBeYlTvem4MaeHLkldWZiLPUdr8cSkbAhhmfLFyEBZ1xbCmAFdURrR8JwfsR+uqGnF2r2VWDJxMDJT3VSuEOhAmki5Kj1JNS7iLSxYhjEg2XVtaqf+/DF90cXNo7TIa1ixki7xZr9IqwElu0/idxMHISyzumvwp6nqREzQoANVzfjV9kNYMzsPLYEOd7NhGYlw8RzWzFZNi8zuSbcEOzgWaBdUDvltL+yjn5fO8FL0JnoRQ86L7HvJxMG0VDjJm4FrnuxwSd1cnG+QufyhTYA6ozN+6uGwcmgJiJi1WiudqoICS16rQFqCHe9U1NKkL/pdJ86Z1U0BHVWDIJBlM4dT0CTRaTXtvyE8btJANj+SNN7x5/06ygz5/sJth7B2dh4W/eWwDtSI5m6v/bCSyt11jbfDyqkUwMUTBiEtzobqlgDlw2ckOXDT0HTcGZk7Xpk3EmG5w/AtVnlfW/1bWZgLBsDiCVmUQkASFSfP4YFXDmLz3HyIsozSDyqxv7IZz94+zCCDS+kgUOc+h5VD3xQX7r02U6dNrS5aeKyZnaea2rltmD+mL9bsPW1Y8KyYnosTtT7IioI6Xxj1MUxy2BjNih4Xjz9NzYFflOCycQiH5UvWxClIMv7+aTUm5KQjIJrL+bYLko7TTJLbYRmJ+NX4AbBZVeT2wa0HKc3ixfdPYeKwHjrPkZWFufAFRTT6Bfr3cy1BQ+OoX5C+1vNhtzJYNzsPf3jzc93ik2HUe/2ABl0nv7PGoJZqKzzkb09MysaOA2exoCATfVPcsFtZnUAEoEpwHjnXquOYk947co0utHZQwoi/S+gifRXpSQ5kJDmwdd5IKIpCXUS/TlLNsswlb9Y0i84sIhLBYBgNAYHqnMZq1ugab8Phs63o6XFiVB8PrByL5VNyKGeOlIh2/nI0OJbBjoPnce3ANB0yrB04CZWFPHTzx/Q1lCeJGshD2w5h2ZTsGLJTuTqXT1GSaQnnjlG9IMWwxCXyS9VNqnHRluJ8U/fMpbcOAcMwOkOktZHEOTXOht/+/Qjq2gT8YdJguHgrts0fiYZ2ASW7T8IXCqNHhN4iyaqE4e/fOIo6X4giOGTwUhSFuptFn+e4rFRD49QTk7Lx278fwZ2jekd43voGVFICJ01UsVbZ1U0qzeYPb6gcv0RnR/l3xfRcWFmGUncIR3RrefUPagLUGZ3xUw9TB8cIknvvtZlw2SxIT3JgZ8UFrJieixW7TugkXle894Vue1o0sLpJ7ZVJT1Kl/hIcVtgs7FciiCqQEqJ/N/t+Y7veQyKWYcuGfWewtbyaLuAVBYi3s2gKirqK4vVDuumoAF3cvE7/O5bDZrJLHVs9Lh6/3HpQxxcHQBMVWVFUp2UW4BkWO+69Eudbg1BgPg9IskL7o8ZlpeKRG7KQ4GCxpTgfsqLgbHMQYVmmxkAEVHLbLKYLnns3RsyOOBZ3r1cRdDOLd8AcYEl28XggkriunZ2HRkZAavylaeKUFQWTr7gMs1Z/hPVzRpgeb7zdgnUVF1BS68OD1/VHnS9EPTse1IBQ0TQLraa+3cKivl2AhWPRN6WDlrqz4oJOBnN7eRWSXFY8c9tQ/HyzXos8wWHBrgdHg2VUagtJwFdMz8WCsZkIiuoita4thLZgWEdJIcf3nEkPF0mil0/Jgawo2DZ/JBIcVrz4/incktuDLvBIxRiAoeqsnXPL/nkaT07ORmO7gGQXj2VvH6XnS/xdYqnN+AUJL95xBYJhWacU92ORKPy20ZmMQ03ETzS00yRv3tW9sKCgH57beZwi3SlxNtQ0+3EewOIdn2HF9GEoGtlTZ46j5V3VtATQy+PEQ9f3R12kvBMdZOAng3SK2wYmSgcciHC/WAYHqppR1RiIITv1iY5DZbOweH/hGAiSghf2nMT9BZkxV7va/YQ0Rj7RVr1LXjtCPyNI1JKJg9EtwU610Vv8Ydy1Rp8sxzusqGkOYpoGsSZBEByyMOFYBgl2VRKLlIJH9fFga3k1XW1vnJuP2tagrrxHeHmtAVHXgEoQhFiTrJZz2RYU6XltLs6nC4ovG9rAsoxBPSHJaek0AeqMzvgGIcRwtkx0WnHvRrXcv2L6MPgFCW8cOmtAZ5dNzqbNcKQHxuNWaWrby6vQ7BdVt8igiC5xtpg0wegGMqLRHUv6j3x+scX9vRvVMXhreTWqmwI42xRQaQZFXnRPtOka1aOpANFgidZhk1AJnt15HHeP6YtkFw8wMHUR9QsSnp8+DCFRxvbyKiQ6+ugqkqsKcw3IJeExVzd1SMdFezYAoC6L5HxJj00s7eteXZwIRygv1U0qWqylZsiKgsdfNxogrSzMhSTL1Pm5LRgGfwmlDS0Mg3BEKtDCwiBwQPTnF40fiAe2HsT7xy5g01x1EaOVII4GgDwuHneO6o2fbzqAiTlpuHZgGoSwjJqWIJV/THHbMHFYD13SSRZ9J2p92FKcD0GSUVnvp0IE62bnoTBy/8i9uHfjJ1hZmAubldVV3f80NQfb5o9ES0CEzcJR+lJzQKC0pgSHFQqA2/N6YumbR6nYwUPbDpn7kkSMEReNH4gTtT4dBaa6Se25MBNiIFVq8o6Zqc2UFnnRLVFdlN38/D91+/2xSBR+2+hMxgE0BAQdBaH0g0oAwGM3DUI4Yk7R7BeQkeyiqLHbbqUlRqADaSUI+Mv/OIWHbxiIhdsO4bnbh6Js5nA4eQ6iJNPGyNR4O6Z60/HszhPUkSsWH5uLlI4ykmOX9ggqUlLkhaxIUMDiZ3/cg6nedEiKbECVCUVEux9i/vBVtA6yz54eJ+5e/wlS4nj8+qZB9EXXXpMtxfmobTUvUzZHKCkeF4+X7/QizmaBz84baDoAaEK+aPxAPP7655g/pi8WjR9AqxKJDiua/ALWflhJKTyyoqC0KBc2q+Wipbenpw3FYzuO0ONu8ovwuHn1enSPN1QLiPW2x3HiPHf1AAAgAElEQVTpGz86ozN+KhHt5QCo72EXNx+pvgEetw0r/n4Ek7wZNBEnwICVY7F8ag5Kdp/U2bwTRK5rHI+XPziFsQPTIIYV8BbGQBOMbiAjCDyg0uqiv0845kBHsv51FvdkbCN0tpQ4HjsOnEXZzOGIs1vw7i9Hg2XUasFXOWySKL6mL1qDIliGMVAFS4q8CAgSfMEwFv3lMJbeOkRHQyCgzca5emnb0iIv1uytBABTXWjSvGd2viwDqikdfU95joXdytK5rzkgIihK1CV0S3E+3qmopfROwk1nAMxa/TGWTByMh67vj9R4HlBwyagqLMvAxXNYPjUHDe0iUuJ43fGSZLP4mr54bvowNPtFHVJsJmVM0P8LrUEsnTQEYUnRKbc9P30Y/jQ1B76QZLroW3rrECz6y2H4BUlXYQHUHiuze5Xk5A0UpV9sPag2ikKBzcri4fEDqSvnA5HKy5bifLz8j1N49MYs/ObmQZAVGYlOHk/fNpRuJ3pfDT51AWmmy+62WbBgk35hp12kkHcsWm2me6IDafEq/fdsk990vz8GicJvG53JOEBX79oo/aAS0/N70RfkyVsHo9uAVEpV4DnWVKuzT4oLj79egVlX9gYDBqP6eGBhWZ2E1rLJ2Xj89c+pO+TrB88i3mFBnN2C/9r8qSk9xsqpg9e55iCsnPmElpZgx+IJWXh253HcX9APqW4L/rnoWkBRVVPuv7YvXUlfaFX53Vo7esJj03LTo18Yoi4gyQrsVg6kt+adilr86voBplJXQlhGsstqKLuuLMzFYzuOUN53o19EcyBs4GZrTXtUThtjaEZVu/LVY3qnolanVbxo/AA8YyafGCn7Lpk4GB9+UY8nJ2eDYxnIChASJVg5NubzUd0UQFhS0BAQOjnjndEZXzO6mOj8v3znFWgOhKknAq2o2S00EY8GBjbOzcf0F42W9EsmDsa0vJ440+BHeygMh5Wn7zhx23TyLP57QhZtIHvj0FncNzYTFTVtOFDVjJf/cQqb5nZYs7cGRMy5qg8qatpok2Yszq4oySibORy9ujhxNnLsB6qaIwoy/SDJMrZ9/CUm5PTQ9eWUFHmxYvowrNj1hcF5Wbv9BIeVqm68fv9VOuR87d5KFGR1pcpbaQn2mOOWmfvniVpfzEWGZLJYSE9S9aYJpUhbwXhiUjbW7j2NCUPTdXPfSg0yT5IubfAcSxv1Ke890jBY6wuhe6L++z9EsAxQ2ybg2ch1EiWraZLZ0C4gJc52UQliUr0oLfKCtzAIiqpYhBZAag6IWLnrCzwwrh9S483vYfdENWE3EzWI1e+mrXprtyUrCliGoepifkFCkqtjUZns4lHXpso8E/WbBZtUIPJivQ1myPYTk7J11bFoQ6JhGYnYXl5FgUOiNvPiHVcg1W2jNvYMY54D/RgkCr9tdGYRiI3WaHVU+6a4UNMaMkWWtWL4HMvg4fEDcb41CFlRUDy6r0HnM9odkqiqjMpMMXV+lBUFh6pbMSAtDr9/43M8e/tQQ2K7bHI2zjUHKIpCKCRxdgsu86id3LyFxfELPrx5uAYFWV3hcbuoDq8UsaMnZaVlMWyTSXk3euI829iOgCjrmlEIz+xss+q6ZmFZrJudR9UCVu76AnW+EP40NYfSQNbGQGCI692yydlgGSam/i9xuCOfzR/Tl6JD2gbbtAQ7fhfhuS+dNBged6qubLaqyAu7hUVagj3m8yFKMhjm0jrDdUZn/JSiISBGmhqzkBpnQ5KThwIFc9YYq4xkoo9Ga1PcqnOmKTLttIJhgEE94lHbGlLpaxqpNQB0IZ6WoJa7c3t5sP7DM7qxYd3e0yj9oJL20GgNhmRFQf80t0GydWVhLhxWFrNWf2wYAzmWofrOU/N6Gqqq89er7pZmTZNjs7rimXePY8HYTNRrqCnVTQHwHKs7v63l1fS6cTESFivH6hBSoGO+iEXTqfcJpmphf/3kLG7J7UGdkc+3dNAH54/pawqsENO5kt0nKSVJO5ctn5KDcVmptLJAKgfcJVJVESUFz+48jjtH9UZQlLFxX6VhQUnu869vGhSzYkLuZ7LLit+8eoRyqjfNHWFogH1++jCEZdW90+x+nGnwo3cXF0RJNtCOtpdXmUp/NvvNk3S7lcWZhqABMHzkhoEQJBnL3j5K+7rS4u1f2duwfEoOBfqIpn1PjxOAKlkcFOWY1feSIq86LjisOsWTJIcVJ+p8Otfe6HP8sUgUftvozCQAeBw8VhV56So9PUnVpvaFwuAj6GhAlA0Dy8IIZ4r8ZmVhLvaeqENYVtA13g6HlYU1hs6ntukoLCnI7eXBur2nsaowl9o4P/DKQditLGRFwfbyKnCMatNe7xPw5Ftqwr6lOJ9207OawYpMTG3BMAKCOnH91+ZPsXjHZ5g4rAdKdp+EEJZR1ejH9Jf+hWuf2oOF2w7hwev6IyWOB8vAgFqkJzngcdtg5dRFyrCMRDpxXpmZQiUUS2d4sXxKDoSwjN/cPAivfnoOQVGVMJMBtAVF2KwM7ht7OTbNzUePJAd1pCM0mej9kn0++daxmCv8bgl2MFBtssk2tHxGYhIyueRDnG8J4p2KWhyoaoaF44xNZevL0RwIY/Sy3Vi797Th+SA2152c8c7ojK8fJIle8loFgqKEmpYAGnzmZXWidR3NSZ4/pi++bPCbjhNxdisutIYghlWpWCdvND5LcduQ4LSiwac2j20vr8LW8mosea0CiU4rWAYYOzANpTO8ECWZlsznrSvHtBf2YeG2Qzh23odf7ziC528fhl0PjsGSiYPRHgrTRJzsRwjLeOTGLMiKgmnedHRx87DEki2M8Oajk/Ta1hAWjM3E7qO1CIoylk/Nwfo5efiksgEZyWripB2b0pPsWBnRao/+bNnk7Jja031TXOjlcerGT5IgxdktyEhWm1L3LByDzcX56Jviwp2jegIAbnvxXzjbFMDkkg8xb125jvsbvR8GwJKJg7Fo/ADE2a0GYOWBVw5i0fiBKNl9kgJckgxYuEuTroRlhTapOnkOub08+Ph0PTbcNQLb5o+kjZgLCvrBGgFutJGe5EBqvA2bi/MRECRMLd1Hk+fqpgBCYcVQhW5qFzFvXTntM9DejycmZePZnSdwoTWIWas/wsLrB2BzcT7+vuAqfPDQtXjs5kFIjbdh3Zw8enwrdp2AlWNQOsNreB78goSyf5425DZpCXY89fYxteq9/RD+OC0HTBRFlvQ2bJqbT/f18j9OQQHw1JQc/HFaDnp6nHhg60Hc8ef9kJUOjX2z3rf568vBMAysVg4pcTb0SHIiJc6GpoCos7F/p6IWz+48jlfmjcT7D12LLcX56Br/0+SKk+hExgHY7RZkelzYUtxRmrRZWJyo7TAqeO+B0TEHsPceGA0Fqk7sgO4JmLX6IyqBRVaB0atRrTukhWPg5Fnk9vLAyjHYWpwPMYIGnG8JYuWuLzDryt5oaFdR5Ga/SBN2s22Sf3dx27Bq9xe6ruYdB86C51g8e/swMAyokgg5H61tsxmt5H9eO2LokiZl2Fgr3eLRfXSW0qUzvGjwibpVLelSf+twjYHbvqrIi799Uo3l755AelIHrz36mnIsg6Pn2+GwgF5DMYbOKmnIGpaRCC4GB5/k2aSHQOu4t+3jLzFhaHonZ7wzOuMbhJVjKXLnsnGY8fL+mKoJLpsFKXE8JFmvuJHosGLpm0bTnFURZLpHooNSy6KRXqJwoe1JIUoTvlAYAVHWjVVlM68wdSROdvF49vZhsHIMZEVGZlc3hKjmdzMHUd7CxByTYo1DTp6jWtbaRr7SIi+SnFbE2yzYNDcfQlhGa1BAs1/Eix+cwqwre6OLm9dRdFLibKhuDJjun2UZXPf0B5jqTdcpRyU6Lfiith3PvHtch+CWzRwOAHSOjL7WsVB2lmWooMGW4nzTc24JiLRRMChKiHdYkOy4NMmWhWXogrA5IFL09fHXKzDJm4HuCXYsvG4A/IKEsKxg9azhumfoiUnZ+OWWg3j0xoGQFUUnS9wcEBGWjBJ+ZBFZ3RTQVcpT42z4ZURlpjkgIsVtQ31byKBtz7GMzhQIQESYYERMZTctuq4uEiRdf1hta8iUnlXnC4FhgNR4O+LsFiy8bgAESUa83YpVu05ikjcddb4QVkzPxasHzuKRG7IQFMNw8BbTe2/G+zazsa9rE9DYLuj6Jn7KiiqdyHgk7HYLeiQ50dPjQrcEBwKirFuxx0JsOZbB2OV7ULB8D0LhDtmu+WP6YuG2Q6Yr22WTs+mqf2VhLt49UoO6NlVX9Ppn/oGpL+xDa0BEfZsAlmEw+6o+uCzZCZZlEZYVDOwWh1WFuQakdnt5Ff33E5OyseQ1VfJPi2DfO/Zy8BYGX9T6EJYUinCTqG5SZby2llfjybeOYeNdI/D+wjHYNDcfIVFGXZtAS7Y2C4snJ2djXFYqOJaJudJlGbWJqnSGFylu1VSjri2k+9vv36hASZEXg9MT8dqnaqn1vQdGo2zmcLz2aTX6dYunJbAX3z+F5VNyDOjNX8ur8UllA5LcDvzm70fgtnFw8qzhWpUUqcoLZMIMx7i3Wve30g8qEZYV2CwseAuLO0b17jT86YzO+IaR6rZhQUE/JDgsFGUj3NJo9O+FPSdR2xoCxwKlGrTWL0g6Ot+W4nwsmTgYQVFdKN/+4j4cPd+mvutR2zZTf7h34yc41xJE0KT6OWv1xwiJMjZExsF1c/Lw/9h78/AoqnR//FNLV3enO0lnZUsg7BAwIWkIAVzQzCAKyh3ZBIIS1gjKzIioc92HcS6IjBtL0OuArLKNVwdG5Qqio4BLQFAiENkkbAkhW6f3qvP7o/qcVHVVOzPOzEV+37zPw0OSrq6qrq465z3v+1le2V2JIYs+xITX9uPU5WbUekJYG4Gi0OOYESHVpMGPVz86YTomCYJ5VZXCNa5oiHl0fw2+MB5/+5tIcsMj1WnDrzcfws6Kakx47TM8vPVrAECbBBuyUuOQYBMRCMt4Y2oBVk0ZgLxMFzu+LaI8s7m8Cj9/4WPcsuQjLH7/KAIhAovAY/6tvfDG3lOs+9kpJY4ljVo/CLrfbeVnsdxknhI118kMN56RpBJkaSd0yqovEJZx1XTGrSLPSKple04g2SEhxSFhZ0U1yvacQKM/jJLVX2DUsk8x/tX9CIQVvDCuH+taU4U1qiDz8PCeWLC9AuNf3Y8F2ysQlAmGZafrjukNyhiWnY6Vk9149LZeAIDXPzmJ49UeplNetucEyzOiC2qpTnOFm2CYoGT1Fxj/6n7Wwaiq87EFRl6mCysnu7G1dBA4jmO5AYVlUlhK9L3bHAiDEIIEuwinTUCiXYWLzbypKzqnObDwruvw9DtHsKm8CscuNWH4S5/gQoPf9Ls3w31TG3ttzC3qbjAFmrHmS1Zou9aiNZMwidrmoEHiLygrBoxSWbEb8XYes27Iwpj+HWG3tGDMUyIPQ/TKtm2iDefrfXhsRG+0TbDhrQNqohl9U90XwZI3+EIIR1zn6HHXTx+IV3ZX6lbXOw6dw1N3tLhaUfevYFjBSxP6IRBS4AmEIfAcbBZ1ULvU6Ick8Hjqzmw8806L3S6tsKfFS2j0h3WfecnYXFgtPJO5ogOsJHLISo3TDQCUnMFzHEKyKrX121F9wHOcDp9GK+zUqa1k9ResGk3jo8IsrC4pQFhRV802C6+r+MTbBAzqlopUpxWnLjfDZZdw6rIXv9r0FXPry0qNU7XfD5zDtOu7wBtUmeqDu6QYql/LJ+XjtY9PsuNnJNkhRlRwOiRdHb3b1miNaz1EkUcHlxW+oIJz9T4GAdGqJiQ5JKzco1bU7o+oLlBfAwDwBWWsnVaAWo9KQHz9E7UKnBgn4nc7VM6KVpvZH1IJcwl2C3geBpI5APRo4wTHcXhiZDZ2VVxCUXYbto3NwmPSf3+GtdMKDG6R87eqClpTr+8CmRCsnVaA05e9MZOhOElAZbUHPM/pxi+rhcf6fadNCW/Pv39M183T7u9KcxCj3ZlMfSTa6fLg2XqUrP5C1YWOs6CmKajj+6yYlA9/SIEvKCMoE6yc7Gbd0mHZ6Zhb1EMn36sd/58YmQ1JUE1eojHPZcVuNPlDOix+eoINS3dVIilOxIpJbty3vjyma2m0hnpYVv4dt+PfFbJC4LQJTL2mbM8J/Orn3bFqygDmNq2VL6QOsBca/ACAgiwXJhZmISwrsFoENPpCWDVlAPwhGecb/Fi6uxKP3tZbp3DT3qUuWqM7xE6rgDVTC5g4QiwoUCy+gBhl6EPlQVPjrXjn/iFIsFlwObJwePXjE8xddc7N3ZBol/DkHdloDoSxtXQQAmH1O9Hqma+bXoAmX1jHpVgxKR/vfHWe8cN+/5ejyEiyo4PLpnMIn1vUHVmpcSCEQFGIrrqdZLcY8q/ofIN+9mtVUeUnkYxzHDccwEsABAD/TQhZGPU6F3n9dgBeAFMIIQcir50G0ARABhAmhPT/Z88nGJZxsUH9win0Ytbacsy9uSvenKm2AylU4c5+GRg7oCOee+8o5hb1YARGLcuY4g0zkuxMT3vR6Bz8dvsRxpw3u6koGSbaEe7ZHRWYW9RDd2OuiLhqUdkoWvWNdkcblp2O+2/pbiBrUHUSSkrNSLIbbOmr6lQ834JRfXV/o6QcQUN0NGvTLhmbC39Iwa83f2VYyS8Y1RdnrqiEJLNB5OjFJizYXoHFY3Jwf1E3/G672iKMgwCbhUd1YwC/3twiR7Z++kCmhKNWuFS3vufH5mL3sRrc2DMNKZEBdHN5FQDolHKagyHsPVnLjr+i2I2gLMNyDba/WqM1fkpBCBAn8Uh1qi6Lv44kXgu2V+CFcbl4aPMhHfEaaPE1eHPGQFzwhQySfunxEi41BrCzohp5mS6DNvOKYjfW7TuF23P0jodLJ+YhFFZYkk0X4kt3V+ocCxePyYlpIJTqlHDZEzSck5metzcoY96wHjp4IH2NVlEX3nUd2rtUkh6tqpYVu/FyRI5R+57a5iBLyOIkAacumxP+2kXIqiWrvtCNvRT+Mm/zIfxhfD90TVbhmv6QAgIYxAe043/ZnhN46s5s03miNGLasrm8io2vm2YWsp8nFnZic6nAc3hxfL+I0RqH5977VpeI0yTyaoVCCEA4SBYeG2YMBM8Bdd6QQSWGA3C+wa/ysWQFm784i3pfEA8U9cCzOyoMC5ZFo3Owrfws7h3cGcGwrFskahdNQAuPieYPC0b1xebyqpiqPhcb/aaLnPX7TjEYaLSb7MPDexr001UjvWycr/djzobPdPd3kz9kqMqHZbBEnJ33+gPYNLMQDwk9IQoclk7MgyQKICB4OTKnO62iLoGPhpvURXT2tdfoUgy55GtVUeWqJ+McxwkAlgH4OYAqAF9wHPcOIaRCs9ltALpH/g0EsCLyP42bCSGX/1XnJIkC1uw7jSVjc3XV0+wOLh3WcNHoHLy067iqJ35rL53epxnLeNnEfPARJQGtNqmZTuuw7HQk2i1Idkim1ZpUpwUbZxRCJgSEENgtPEJyC7aStkmjzSlGuzMNZEVqh7xpZiG+v+Jl2t1aW3oadNCP/ltIVrDli++ZxJVZm3belkMx9WqzUh2wCBwknsMrE/KYDqm2OkTPddPMQgN2UasoUFXX4qgXfZz2iTa8eHc/hGTCyFk0IafSiUsjePqNMwoh8IBCgCZfGKcv+9C7Xfw/eXe1xj8SWY/u+FHvO71wxL/4TFrjXxFKBPrVFFCrV/E2EW9GxrGzV7ywiKoKQ6yKHwFnCoV7c2Yh7JLqJWA29ty3rlznNkj/XtccMowdsyMGajsrqtn+F4zqi7rmkGmC7TLRby6NKENpq51lxe5IV9KIDU9zWtEj3anzTXigqDsWj83BxQY/rCKHOTd31+2PJkuj3Zmso1m254Qu2Zpb1B0dU1TzHUk0x6RTfPbpy82QBA4cBzisPAJhc0lXV5wFKye74bJb4AvKSLT9sOY6vU5anlRIBk7WqJysNKcVpUO7QuA5pDolzLihi+G6pTuvHjlPIUBYJqhvDsEuCfAEwjo8tvaeoQWjy01BzLixC05ebmZJdCwHaOoc7bKH2Xf42IjeMa9pVZ0PndMc2DN/KOIkwaDqs2h0DlZ9egoP3doTL45XtcCpW2ZRdhsoCsGGGYXgQXD3a2qCTZ1lzc4vLBODXn3punKdczgNPoZpYVghLR1lh/rfuTovdlZUY7Q703DsGWu+xJZZg6AQVelN5DjUNAV1PLm8TJdBa/9aVlS56sk4gAIA3xFCTgIAx3FvAhgFQJuMjwKwhhBCAOznOM7FcVw7QsiFf8cJJdkt+GVRD7y06zieGdUHq6YMgN0isHYdoL9ZVVxjbJbxpUbVUWvx+0cNA3nbRBv2Vtbobqph2el44JYebOKg1ezZUbq0Ig+IggCbhUOjPwyLwGPd9IGqc2WEFBI9qcXUkVUILjT4dQ8FZV5Hrzy9QX0bKCPJjosNfvwsuy2WfViJtVMLQGD+UCrE3P7YKnBoCoQQEgX89s8VeGJkNnq1jcfRi006B680pxUEQLtEG1ZNGYDXPj5pqpgQS2s1KBP87A8fISPJjq2lg0wlItsm2lQFmy+rkJ+VbGi/uqyWVqx4a7TGjwhVJ1jtLD733lHcO7gz/vC/x/HMqL7okGSHogBrphbElBNVSGzN/+fe+xYrit0IhIxkr6o6HywmlW2zsSM6kaQFiFnryrE2ApWhHc1kh8SUoKL30eALMR1wb1CGyAMOq2AgpFJS6WRNJX/xmBw0B0IQeB7tXaqa1NELtTp98Df2nmLOx7RgUZDlQppTwgvj+sFm4Q1a5maLCepa+vz7x/DS3f0ADqj3hlDrMR9DE+0WXbFkzdSCH5wn6OehHdcXx/cDx6kFq6UT8+CLSBvSxUPnVFVyl+fULorDKlw1vDigJpg1niBkQlC6rhyrSwagqs6n08iu94XQPqLrPn/rYSy86zoIvMTm21jzbvtEG+4d3FlnErR8Uj5ccRbTa5oab8UHD94EkedACEFzIAx/SMHCu65DvE2Fxwoc8MTIPvifA1XYVF6FpRPzEJQV3DM4S99Nn5TP4DWxzi/FIRncYelrvAkUhuPM53ezjrIkChiWnY6uaQ7T/ftCsq67RSEuNBeo8QTQzmXTSSCmOKRrkrwJ/DQInB0AnNX8XhX529+7DQGwk+O4co7jZv6zJ6MoBN5wEK44lUAiK6qFs9+EzUtv1vqIvW80waDGE0BYUdAmwQaHVcAvi3roiA+Lx+TAFwyjT4dEvBRpwWwtHYQnR/bBfetb2pglQzqj1hPUER5L15XjzBUfpqz6HHXNIQRCaqt16OI9mLLqc4QVMK1W7XnFIsxYeA5d0hw6Cb8Ldc1MvmnlZHUgf2FcLpIcFt3nWFnsRqLdgrBCMPPGrrCIPM7EkB6ziBxWlwzAqikDsGlmIVZNGYDVJQMgChxsFhGyomLVHZIAkeewYHsFe/i0Sgi3LPkIJau/wOTBWWiTYGPHogSUtgk2rJs2kBFjaMXAFwyz784Xkk0lIhVCQAhwW057BMMK0iJVGVoRqPVdmwSR1miNqx2qYYf6c8mQzoi3iXh8ZDZqmgKY/PrnKPrDR7jnj58zjk70eEkTAG1QPofLLuGVXcfRLtFm2GZYdjoEjmNjGSWm0TZ/9P6ilakoiTIQlhkccUzZPtzzx88hRYiPhn14Qzhe7cG8LYeQFm+F0yYiLAMWnmMkuLxMFxaPzTXIxa769BTCClCy+gvcsuQjTHhtP7LSEvDxsUtsrnlmVF8kxVnw2IhsZKXEYUVxPiYVZiEQVnDFG8R96w/opGZrmgJ4+s4+umu6YlI+bBaewWF4nkMwIkRgJj6wstiNhe9+qytKLXz3Wx3BlsKCereLx4cPDcX66QORlerAyxP6YXVJASyCKiBQ4wnA4w+zRPyhW3viibe/wdDn9+DuV/fjsicIq8gjwXZ1K50KAUrXlTMegMirOPmHbm0hYm4rP4t4mwVvzR6MJ0ZmI8mhujfT+TbWvGuzCIaK+ez1ByDynIHku2JSPha9+y1+9oePWIf+wU2H8OvNX4HjODz9zhGs3XsKIUWVEP2FOwNv3z8YskJQ3RgwmBHdt/4Ak2aOdX7JDgkXYxAtLzT4DfeHJPAGgufySfngOKCmKcA6Y4Ba9Jxb1ANnI+o+0fs/U+vVne+vNx/SSUm/dk9/uOwSk0BMcUiobQ7iXJ3XcKxrIX4K5T2zZUz0VfyhbYYQQs5zHJcO4H85jjtKCPnYcBA1UZ8JAB07dox5Mr5gAGdq9eY+KyblswE3esWX4pDw7I5v0T3dybCGtG2YaLfAEwjjeK0H28rPqm0sE1mhBaP66lwjt5YO0lVNnFYR87fq21DPv38MLrsFaU4r7JJowPaVrivH+ukD8eyOCh0pSOtuRfe3stgNcEAorOB0TaPaCZB41HvDOovesmI3Pvz2EnYfq9FhtxLsIm54bg+7LvN+1h3Dc9oZqs4rJ7uRaBNwti6sw9utLHbjL8fP4+ntRzHrhiw8PLwXzl5RXd+0xEozJYT71pVj44yBzOI6Gpe3bGI+fvmzHuog8f5RjHZnsusq8rxBInJYdrqq8Rpl6KC1Mw7/Hz3kf+892xqt8VOKH7pvJVGAoqg44QSbWn3mwCEYptU9EQk2C2SittY3zyqEL6iA54CmQBgKUQxt+RXFblxo8GPaDZ3x6LavYRE53Rg3LDsdDxT1MFiUv7H3FDok2QzEMDqOA9A9/xlJdjisFgMkZcP+02z80bpnSiIHf1DGglF9keqUUBvBlac5rfjdf/Rh1Ws6dmuPNdqdaUyeInAchRC1+n/Fq+PJ0Orz3KLu6jmYSM2umJSPF8b1Q7JTgk3kUe9tmYfKit0IhhQGNaiq04sPtHfZ4Q2GdZV1QMXzPzOqD5MG5jkOvlAYnkDYIPH3xt5TeOCW7jh+oRHLJ+UzOUgzGAflIiU7/n33KvK36M0AACAASURBVI0fumfliEymyKs5gMBDh5PPy3Th3sGdUfy6fq587+sL+Pp8A7ufzMi53qC+yJeX6cK8YT0QkglS463YNLMQnkAYTquIZ/58RKdPrjUPfGTbYbwyoR8EnmfOtPTZ2PnNBdzSu61pMTEr1aGerwmRtqzYjUSbCFuaAysnu/HSBy33d4pTwooPT6jyzxGCbpsEK8IKYQWu9HgrEu0WLHz3W8a/eO2e/miTYIUvqLpovrzrOGqajIZSKybl48m3jxjOt2u6E58+crOhCq4oBMcuNTEtcjPc+U89OBX5cRVPgOMGAXiaEHJr5PffAAAh5L8026wEsIcQsjHy+zEAQ6NhKhzHPQ3AQwh5/oeO2b9/f/Lll1+avnauzsuUS2hkJKnEvzhJMEBFLAJw64ufYOVkNw6crsXtOR2w7MNKU7KGK86CES9/YjgmdXmjsXKym5GMtD9rz2fBqL6wCBw4TtVEp8RNbbw9ZwguNvrRPtEGm0Vl7ac4JKZ1qxAChejZ0NpJxey4a6cV4Pgl1TY5JCuwiqo4/7FLTYzhvWrKAGz8/AxKhnRG2wQbZEJw2ROEwHFo57KxVb12v+unD8T5eh8S7BY0+lqIIcOy0/Hobb0RDMtw2iw4V+djuDpaMd8zfyh+v6PCgNun+944oxAcB4RkGQ9uOgwAeG5MDrZ++T1G5HbQfada4qd2H1o7400zC9EhKS7W7fVvefJ/6J79sbjq/z9HK2b8H4p/22wVfd/6/WF8V9sMX1CGTAjaJFhxqTEQkUWzgESqkGat6ZWTVUnS+bf2RFWdX2fdTb0YRJ5HO5fqrjvanQlXhHdjNi5smFGI320/gl8W9UB8xFnTwnNwWnl4AgpLLGm7f9FolWg2atmnus+oHfu17pnLI1XnUFhBqtOK0WX7GD66faINSQ7JdCykyY3ZmL573k04U+sFAFNn0SdGZqNszwn8YXwuTl/2xtxmwfYKrC4pQE2TH2nxVgYpiZPU+py2uEPft2BUXwQjqlj02tb7QthWfhZP3tEHHACZEEx87TOGz6efl7pJ2yw85m89zApFdMxeMjZXNwfS2Fo6CJ1SHEiLN8WM/5+MtefrvHj6z0fwxMhs1HtDSHJYEJIJbn7+IwCIOUdvmlmIs3U+/Km8CkXZbdCnXTwCsupjEopASbWLu7xMFx69rRfDZ9MFVrJDQrxNxOCFHxrOVZs7/PXhmw3OqvQ+l2VF55xJX9s4oxAVFxpZMn0pArlNsFsgCRy+q27Gu19fwLQbsnTSzRRuFJIVppbWJsGKqroWJ88fyl2ooAJdfAJg90mHJDsu1Pt1Qg/0vW/NHmJ6L9Q0BfCL5Z/+3dtfxYh5z/4UKuNfAOjOcVxnAOcA3A1gYtQ27wC4P4InHwiggRBygeM4BwCeENIU+XkYgN/+MydDV8HaqKpTXcN2HDqH9dMHoqZJlf55eZdqUZyX6UKKQ0J+VgrmbDgQk6yxYUbhD2LraFB91tnrD8TEcmWlxuFiBOMdyzTjYqNfV/UFgF0P3oRz9SqGsXsbJyZFVXko2STWcQFOp0ZQFjGyyG6XgKUT87Bm7yl0TInTVfppbIrgAKOlxQ6erUdNUwAZSXHgOeClD46zY9N9/LKoh4E8S1urAsdhZ0U1pl3fxfScz9er5NEVxW5MHdIRyU47GnwhrPzradR5wzqDC459Tv0+tHbGrUY/rdEa/3goCsEVf4iNm9rq9uIxObpFONDSmqYLYZfdwmT8aPJSOrQrwjLB/Ft7YfH7R/HUHX0gE6Ibf2IZy4Rl1TdBIcRQTXxl13FdgeLGnml4+p0KlA7tahhrUxwShvZqgyvNKpSQjmuz1x/AglF90SXNATli9qJNtrQdUO15USy62ZguiTy6pztQE8O1lGLdA2E5pvQbHdupGsaCUX0jkAkeAs8jLCssWdYqyjzxP9+ge7rTwF9aPikfL39Qib0na7Gi2I3tDwyGJ6B2MBQC3QKlrNiN9dMHIiQr2FlRzaqiBOZYYwBXXapOFHj85vbeWLC9IkJoBM7VtRgnxZorgzJBssOC265rhzhJQFBW/TUe2nKIdS3+8L/HdaIH0URJ+v30aOPEX+ZeD6tFgEXgIMtqgSusqPKCGUk/xKdQMG/zIaZcpH3mvMEwm4MzkuxYeNd14DhOxwlYNjEfdV4jafVXm77SJdYvjMvFu19fYFXuWNeFCkDQvIg+37TY9afZg5HilAyV+h8iZ5qZAlXVXVsyh1c9GSeEhDmOux/A+1ClDf9ICDnCcVxp5PUyAH+BKmv4HVRpw5LI29sAeEtVPoQIYAMh5L0fey5+fzjmoFDvCyE/K8VQNa240IS10wog8DzskoAnRmYju108Vk0ZAE8gjOqmALvZ65qDTF9VC9FIdorsmBlJdsy+uRuzDO7gssccpHiNacbSiXmoaw6xalFmsh3PvXdU9/kykuz4/oqXPTxmbGg6uMRyTzt9uVn3QJZq5JYWj8nB2AEdUReDPMlzHOqaQ7pkftHoHHx87BISI5X2M7VePHBLd9Q0BVnle7Q706DDTuUQU5wSrjQHdLg8s++OLjRoJYEuYLTSW/SamO0jPcGK9dMHItEutJI3W6M1fkTUNgchKwpGuzMN8mfztx6OqbTUNU2V20t2SLBZWkxmoiEYNKmLJpbFGhdkhWBuUXejFFtkTKNqKlSJ5eDZemYipD1ux2Q7qpuCmL/VCG2LkwQQAoAAS8bl4kytl5HmYpHME+0W7Dh03uB9sGh0Dn775yMoGdIZ7RLN54V6XwilQ7ti+hvlWHjXdTG3yUiyozqiOBUnCRAFHo3+MJNcpEn2EyOzQQDEWQTMLepu0NUe3CUFrjgL5hZ1x+ybu6HeG4Q3qODuyBgbLctbuq4cSyfkQRB4vD1nMPwhBTYLj3Yuu46cuq38LEqGdEabBCvzxbha4QvJUIhaGLqufSJ+4c7Amn0tmvCx7i9J4EBpedvKqzBxYEe0S7ThiZHZSLCJLNF02SWmoR8reb3Q4MeYsn3ISFLlOP0hBWnxVog8h1k3ZGFkbgdGeh7cJQUzbuwCgeegENWTg7pkvzCuH1KdKinzYoMfS3YeQ+nQrux7b5toY9Aievw5Gw4w0qrZudGff735EBbedR2DNqVHVOKiuyOKBo1RVedD2wQbVk52q1r08VYk2yWkOqxwxVnUAh7PgRCAEII6XwDBEEFQVmAReKQ7rRBFnpkCGRev147M4U8iqyCE/AVqwq39W5nmZwJgjsn7TgLI/Vecg98fRq0vaMBYawfWWHJDAsfBZuEQDPNIjpNQ7w0ZpIbe2HsKFxv9uFDXbNAqH9kvA8sm5kEhQLJDwoUGP1uFzvtZd6M9/KR8eAMyOiTZWWIeCCk6HHZZsRvzh/fSSURRTCE979OXvTEHa7NJh1ZHoj8/XQHTVXynlDhTHGaKQ9JBgGhSvXlWIY5d9LAH22rh8V939cXwl1RID8U/RlfUO6c5sHz3d6j3BVk1K9Z3R49HbbK1piB08J9zczd4/GHDivzF8f1wscEPi8BD5G1IsJFrBofWGq3xU4lgWAbPcTF9FWRibhN/9kqLT8D66QORkWQuX/jItsNYXVKABLug62AeOF1rGEOXT8rH1i+/x7iCTqZjS7SaihB53g+erccbe08x05YEuwW+kGLAd9NigTcoQxQ4jDPp6pmNsYtG5+DhrYdROrQrlu6uxKopA9AQEQigvJWKC03YMGOgYYyl4zudp5bsNB8P39h7SoeD9wZlWAROp32e5rQiEFLAcRwEDozQWutRyetP3ZmNvx6rwa3XtcW5yNivnScGd0lBt3SnebEnTsLGz05jfEEneIMq3OhSg183Zy6bmI/1+89g3ADVbv5qhhBJBjOS7OjRLgHeYBjzb+2Jem8Ya6cWQBQ40/mOYrzpnP2KRrt+RbGbLWg2l1ehstqD5yLEx+j73xuUEYyYHqU5rUx9Rnu91+w9jf6dXPjTfYNwqSnIYFn02OPcGXBaRTT6wzrVnkWjc5AQKS5lJNl1qnBatRhrjGRXS3SmyTz1VRmWnY4/TumPWk9Qd75LxuYiL9PFqvGuOIuue0Kx3skOKxR7CxZcq4uu/ey92sQjxSHhtXv66zDjK4vdqjSxcm3M1z+JZPxqh98fRmVtMwIhmbXOzIwXUp1GPfCMJLv6RRMVt6Sa2nxjGJipa9akwk4GuMUru45j/q298N7XF3CXOwPtEm3YMKMQbx+owu5jNZg4qKMhgR/aqw3i7SJWFLtxuSlgqgP65sxCrJ1aAJkQWEUBczce1JkpvLyr0jCI0KSWTjrrpw8EByCkEEgChxpPQHfttA8kXSlTYgbFPqY4JLz5+RlMKswyDM5pTitqPUGDCVGnlDjkZbpQ4wmgvctmeAipCUfp0K6QFYL3vr6A39zeG1aRx5qpBRB4DidrmnWyiBlJqurCllmDYLPwOtmklcVuyIQwBQI6OXuDMtokWDHhtc8Mg8W18IC3Rmv8VEISBYRk2dRXISNJlUeNTh4pZhxoMTzTEv+0UVXnQ1iWUdMo6wjYyybmo/zUZWyYUQhCCDiOQyAURn5WChp9QdOxRVu9y0iywy4J+HDeTZAJIPIcPj95Gf07p0AhBLUxICOdUuIQVhTIisISrzSnFcGwgsVjc3CiphmVFxuwfvpA1HtDSLCJ+K93VcMbarc+7fouBix1VZ0P1Y0BuOIs2DJrEIKyApHnIPIcloxTlVkykozOpm0jSe2Egk5sTls+KR+JcRadPnRepgtP3ZkNX1DG3a/ux+IxOQBgGKN/4c5A5SWPQaedigeEZPPFVVghGNO/IwSegz+kQIszpvuYs0GF+NQ2B6865tcSubarpvSHRVBN5s5GkWdXTemP58fmggOQ4rTiufe+1ZEt74vSrr9vXTmeH5uLuyPf7cGz9Vj8/lGDbvbiMTmwSwKeeUdVei4d2tUA5SpdV44Xx/dDIKyg0S+zRaf22KumDADPc4Yu0CPbDjODwpXFbtgsqtxgyZDOOiOeYdnphk6NtrgH0PmVZz/fO7gzGn1hw/nO23KIdU2WT8rHszv03ZMZa75kWO/a5iBLsM200EvXlWPzrEFo77KjZ5t4/Gn2YHgDMk5dbsbj//MNajyBa2a+/ilIG171qPUFcd+6ctY2PHi2HsWvf455mw/BLgl44W5Vkikkywa5rUWjc7B27ykEZYL5Ww/DFWeOk2rwhVCU3YatAOnfH9l2GKPdmUiwiRjauw3Gv7ofNy3eg4mv7cfQ3m2wcHRf/Gbb16pFrScIh1XA5EGd0d6l3vgdk6zoEkOnU1YIjld7MH/LYZypbTYk0jWeAFIi5kG7592EVVMGYM+3lzDanalKLN7RB1ea1fdwANbtO22QMlo0OodZStNV/OnLzdhZUY1Za8sxpmwfJv/xcwy/rh2DAFH5wU0zC7F4bC5e2V2puybztx5GIKxg6cQ8bJpZCFmB4SGcv/UwZI2qiScQglXkISuq1umG/aeR4pTYZ1YrBOpK2RMIGwalWevKkRAxr6Ar+/Gv7kfJ6i9wqTFgGCyiralbozVa44cjxSGBEODw2SsGKbzFY3LwzlfnIfAc1k8fiE8euRnbSgdhy5dVugJCTVMQyXEWnZwpjYwkO0RBMEDa5mw4gCHd0xGWVVLm77Yfwc9f+CvK9pxAol0yHVsi0Ec10SoZgPP1Pkz+4+f42R8+QvHrnyEvKxnVTQGQiOqL2bkAwPPvH8PJGi9Kh3ZlBL0n3v4GP/vDx1iwvQIDOqfi2R0VGLXsU1xs9GNCQSe8NXswOiTZsWrKAKQ6rVg1ZQCTYqT7rm0OYsqqLxBWCM7Xq12FBn8Ilxr9WLD9CBunqbOpSrQDfvvnIwjKinoeI7OxdHclLByHQFhh5/zw8J5wWi3surRNsMUcf2PptNd7Q7CJRnm+RaNzYBU52CwCJJFDZrI95j46psRhW/nZq+56rN4KBMEwwe//UoGQTPDrzYd0spFVdX50TomLdFCIgS9FO8ja37USnBlJdswt6oEUp4Tnx+bigwdvxNqpBWjvsmP5h9+xZyAWDjst3opHth02LKro+dklAXaLuYOsKKgFrCSHBc2BMO6/pTv8IUU3R+6sqMbS3ZV4c2Yhdj14EzbNLEScJOjm18VjcmCz8EzeUduRjj5mr7bxWDu1ABxgeq18wTBqmgI6LHiszx6OdA14ngMHDsWvf4aXd1WidGhXLBmbi4sNftRfA3LErZVxgEEXotuGNZ4A0uOtKNbgxP98/xBd6/Dtg+cwKq+DiuFyWtnAHF0NqG4KxGzPpjgkhBViXNFGMM41TUFs2P89pt/YGWdqvboqzopiN5oDYdNjUgv5ZRPzcfBMLVZOduswgSuL3fD4w2jwhQ3M/bxMF347qg8e2PiVror/9sFzWDVlALxBGfE2EQsjlRzamouTBMzfcpjto3RoV6THW5Eeb8Wavad0Jg/a/Wox4lV1qqEAAbB27yncPbCT6XW7qMHRlRW74Q3KmLJKZeabkTNFQcXQdW/jxPrpAyErBGV7TmBzeVVkUDI3Gkm0W1hbjR47ELp2iCGt0Ro/heB5DmkOCb3buyCJHN6cWcjMxuwWHpMHdTKQOicVdkRltQcHz9ZjnDsDpUO74mJjACFZMRDSXhiXC5GP7TJJx4oVk/Jx/y3dEW8TGe8mevu2iTZ8NH8oeI5DrSeAX77ZouyQ5rTiclNAp/gUXTVcNjEf8zYfwsGz9Zh2fRfEQcC8YT0MHcxZ68qxcUYh7hmUBadVxFsHzuCBom6GbiHtENR4AjpH4pCswB9S8MuNX+GR23qhvcuOJ0f2gUXgsLqkAE3+EKqbAgy+Ykas/81tvbFizwkmX9feZQMhLdcllumLwHMx7djjbSLufu0zpDmtWDCqLzqmxOFCvY85hi7YXoEVk/LhDykx91HTFEDJkM6QrjJmPCQT+EIKZkW4BIGI90Q0Z6Gs2I3NX5xFUXabvwnpyEiygxDgzZkDAajzk6wQNPpDIIQw3DY1/KNw01jXipI3ZYUw3Hjp0K4Mhvn6Jycxt6iHqemTyHNo9IVQtucMHijqzubQ6O98Z0U1HrmtNx7acghLJ+aBAEyq2RuUYZcE1DYH4Q/JKNtzAjWeQEwickgmOFHjgSSYS0Z/G8ldNkRgaVV1vpjYfFFouT+CYdn0u1lZ7IbL/tM2BGpNxgFGfNC29bqlOfH9FS84EF1C5w2G2cAOqLJGj2xTHbfmFnXHwne/NbRaVxa7kWAXEQibt+3S4q1sQaCNqjoV4/zw8J6QFYJzkXZeNEEjMQJX0WIitQP2nA2qXmu8TdDpnD/+P98gLV7C4yP7GM7LjNhEmc9XmoMY/+p+pon68PBeKm5eEmDhVShLLIJVONJBMNsvVX5RcaJePPqnr7FiUj4avOYPIa1O03bVglF9dQ9tNDlz86xC3WJmWHY6HhuRjcmDs3C5KQCryBvahItG52Dx+0fx0K09GeSFQZNaozVa4x8KSRLhkEQ89c43ePKOPqhpCuDuV/cbZNBo9XXjjEK8NKEfvq/1Ij3BqoOWLZ2Yh+fH5iLVKeHsFR+SHFLMwoR2rLgvonJy59JP8cGDN5lub+E5eINhFdISBYmJhgrQ5IYWaZIdkk6hgqplZSbbTcf48/U+NtZNv7EzztX7DcoVv958COunD9Q5EmckqSTUVKeEh27tyd5DFxxPvn1E11WobQ5iWHa6QZZQEnnc0D0Zksjjd7+4Dhcb/Kj1qNveMygLosDjw4duwsUGP557r+XYV5qDyEi2G/0kNMZAVXUteP/VJQWYfXM3PPNOBfseFt51HZIcFlON63ibiGW7v8Psm7shOe7q4X5lhaDJH2LV7YsNqudFNGehNEL0fXjrYUMOEK1dv3hMDpxWARc1Zjz0c7914ByDSabHW7Fizwn2u0IIlozN1ckfLhmrLkK3lg6CNxjGqin94Qspumdl0egcvLzrOJ4c2Qczb+zKeFIP3NIdgbCMtAQr9p6sRcmQzj+Y+H5f68UfxudCIcDyD7/DaHcm4iAgKCvs9wXbK7B2agGOV3tQtueEKRRW4FXVuNk3dzN890vG5mLhu0dRVefD73ZUsCJiLC30dGcLjEkSBdPvZta68p+izKEuWpNxACl2iSWztK23dloB3v36AiYPymLqJ7NuyMLkwZ0hKwQfPHgTXv3oBGudLNl5HEvG5TLMebQpzoRIlcCMFPnZicso7JZmevNzHIf5W1ViUq0ngMFdUlA8qJOeoFHsRvmpy3hiZDa6pztRWe3RYaXVVg5Bk19GlzSHTrLqoVt7YumuSiavRJPUbulOnUwXNbxx2S0Q+BYXPI7jdMYOK4vdWDYxD1eaQ7oHgmIlO7jMJyQqWRT9MN63/gA2mpCVtMRMug9KAI1FPv3+SgvRiBo1aE2NVk52Iy1eikma0qrGeINh+P3hVmWV1miNfzAICO4d3BlhhTBoYKwW9KVGPwJhBWv2ncaMG7owF856X4hN/hzAEr7FY3JMF9SxxgpfMGxKclyz9xQmDMwCx6kYYG1F0excd1ZU47ER2Uh1WvH7v7SMr2rSJSI13sqqlmYVU+0iIVbSDkCnRKUloWoLJ2lOKy57glg8NhcnajwMRtgu0Ya5RT0MidGavadwZ78MLH7vKJ68ow+W7q7EnJu7GbZdPCYHT92ZjeUffodp13fBU28fQVq8hAWj+qpmRArBleYgBN4celDvDeqghVV1PlgEHs+8U4GHh/fE+ukDoRDg9OVmPBHB+y4ek4NGfwiXmwNIj786RE6LwDMYD13A/Ob2GGIOPMeKelTW8kKDH5LIYUJBJ0y7vgu8QZU30RQIG4i/tKhUsvoLAGqxb+/JWlZUAlRjOpoPhGQFcZKg4zRtmDGQyX/S/dKC18XGlm7y8kn5UCJV+PXTB2LzrEKG8y/bc8JgrkWfo0dv64XXPzlpkLjUFgCrmwJMqvD+W7ph4wzVrIrnOOz7rgad0+LxxMg+EAWAB8fun+qmAJ7d8S3LXXZWVGPBqL7M8t4m8dgyaxBCsmocJvIc6nwhZgCU4pDQOdUctvtTlzlszSQA2Gwiuqc4mIOYyHPgAMy8qSszPxjnzsCI3A468iUlEtGq+vl6H/tZW+XdOKNQt7JdeNd1cFhFpMVb4fGHkOiw4tD3Rsb/imI39n9Xg6o6H2wWHt6grDsnoAXOsmrKAPz8hY9jCu1rJQ1XFrvx9J198P0VHxa9q5KjFKJg44xCAAR13pDBre75948hLV5CakROae20AlxqDBgqOLPWlWPDjIFwWFsmLG2VPJYmepJDwkfzh+LoxSYsfPeofiGhAClOC7uGHZLs+O2f9VUfbQVKOxh2TnXg1OVmJNhFhOSWCpeZGsOsteUsEdfCdijcpmdbVbLytY9PYu/JWtX8pzUZb43W+IeCEOCNvafw1B19GKTjSgyZv9rmINN3/vXmQwbDEC1HhyZ3SY6WsSLZIWHx+0cNYwWFDJxv8GNb+VlT6KHWUXFFsRuAmhzEggpYBA4ix2H20G54fGS26iwqK6hpCiANYBbnZgkOPX9XXGzlCkLAEjyO47B+3ykM7dWGvReAaUdy+aR8WEUO5+sDBqIklXGcta48stAB7h3cGVeaQ4ZtqVrW/Ft74eGth9k1fXyEApkQ1HuDIITDhYbA3/wuqdpGeoKqvV7vCyHBr0oBx0kCSod2RdmeE5i/9TA2zBgIf0j5F9x5Py54DujgsmHxmBys+vQUZt/cjZFko2X7REGt3quCD6rBnkMS8FZ5FcYVdILAcRAFtesiwhwiRV0xq+oijtlR98wDRT1gFTkIPIdkhw2L3z+qK/7VNYdiFry0HaLZ6w9g88xCbJ6l8rKCsip3uHRiHu7fcBCeQFjXSaek33pfSKfhf6HBrytcZSTZIYkcVk0ZgKxUFUd/vt6PLV+exW3XtcOALim41BjAK7sq8Yv8DgbytDaGZadDJkA4LEMSBSTZJcCOH3TbjLNemzKHrZlEJGw2UZdY+f1hhJQW4t6MG7voXNzozby1dBCr2i7ZedzQRnlhXC4CYVlX0VgyNhc8B11iv6LYDaLIBtWUG3u2wbDsdEgCj8xkO0TB/AGm0ltmVeFoScNZ68qxdloB2iXaMCq3Lbq3TcQDG79CmtOKxWNz2WqXbv/ItsN4YVw/WC087tW0vmLplCsK4LKL+ODBm8BzqmkCNdUwO78Vk/JR3ehHmwSb6ULi9OVmdE13sAXO3keH4oGiHjrZxhXFbrSJl1gFi+LVwoqCoKyAEOjUcGJV4jyBsA7nFgtuU1ntQVhT5WmN1miNvy94HkwlhHbiFozqG7OirX1eow1DNs4oRNkeVW6VQv4Iaakg0+c3lsRr2Z4TeHh4T1PooVnBY9r1XaAQYsCrvzi+H+q8ITitIjgOuNTg172+otiNtXtP44Gibqz6ffaKz6D2lGi34GKD3zCPLB6Tg5qmAFIjbXYOBPlZKXjuvWN4YXw/Nl6ZFRlmrz+ANVML2MJFK1lX7wuhfaINVXUqTl5RELFWzzMdH+MkAVeag7pzvtIcxH8s34uMJDtev7c/2rmsMTuZ9LukWOjJr3/O7oH5w3uxY0kCj6fuzMYz71SAEEC8irBxf1hBoz+M5947xjhQjb4QVpcMQI2GO0C7q588MhSVl5qxdt8Z3HZdO/Ro48Qd/TJ0cydVDDNLGgW+BYtNAKTGS1g3bSDCioLLniBSHBaMW6k+OzvmXm9w+14z1dwrI9kh4dkd37K/VdX5UOMJguegS/aXTszDtlJVpafBF47Zkd5ZUY3HR2SDEKLLb1YW5wPg8MTbLXyzF8blYvqNnTF1dUsCvWxiPpZ9aBRvoC7fB07X4o5+GRi3cp8u6U5xSiwRp+/TKrAk2yUDP+6HDIN+KtGajMcIm02E6Gup1ggxiEGBsAJfUMbzY3PRLtGG8/U+LLzrOlgEHvW+EMIKMYjoz9tyCC+M66dbzb6y6zgeJjbCUgAAIABJREFUH9nHYI+845tLWD99IIKyDIdVgKKYmxJJYoucFZUkbA6EYbcIeDBCJNKed3WjKodI7d8p6aHeay7T1TbRprParaqLrVPe4Auiyd8io6R1mtPi8nu1jcfJmmY8+fYR1HgCWDEpP+Yg/sLd/QAA49wZIISDohCm9Xu+wY9Xdh3HhIJO+GVRDzx5Rx9UXvKgutGHHm0TkOKQcPRiE7qmOf6mUUN1UwAbP/te54pmpme8YFTfq87yb43WuBZDUaAjMtY0BdEclPHOV1XYOKMQlxqNlTb6vIbklgppVZ3qIqklkNstPMIKYcmsdjxUIsYhsqIwFYgaTwB2SYDL3rIAj7VQp1wZQK1A08LJ+XofXv34BEa7M9GrbTySHBJ+F6kAa8f3ewZl4ZVd3+GewVl47r2juHdw5yi1p3wsfPdb1DQF8dSd2TpyXGq8NaIWpRJek+IsjCQniRxbyMQ6dxLxsBiWnW5I3sqK3Zh1QxZ4jkOTP/yDQgRat+iMJDtemZAHX0jGppmFqPeFsGTnMTw2IhuyomB1SQHqvUHDd5keb8X8W3vpilslQzrjclPAIJ/4n7f3hshzsEtXr6ppE3kQq4i0eAkJNhFXmkMoXaeaKj36p68N3dUFo/ri5V2Vum6wGR/i+bG5hvmurNiN321XYU50ITm2TF+02/nNBbYvSeAN89PCd781LGxXFrux6fMzhg5RnCQYioz3bzjIZBff/9UNeGJkNrqmOUwXjzzPoWNyHLtXQ7ICh9XCukp0n7Srpf3bnA0HsHhMjo7DULbnBKobA1iwvQKrSwbgskfvajtjzZfYMGOg6aJSURQoCkFljQcvfdAirZweb0X7xJ8+z6s1GY8RikKQaBfYw0LxftFtKavIw2rhIXAcLkTs6bUDGE1EtTeOQghskoAFm1tWk8sm5kPkVat4ivGj24s8h1OXm2GzCGibaMPqkgE6nPbySfk4Wd3I1AlEnkOtxw+Xwwaeg6k2eLJDwpKxuVAiNs006YwFIwmY2M2+vKvS0EJbNjEfTpvIqgAADE5zFJevxcYB6up808xC09aYwKlOYyNyO7CKGk3WKaZ92vVdMCuiO9q3QwIuNQZ0mPBlE/Px8bFLWHjXdeiUEmdQQKBY9YNn61HvC2LDjEKEZXM9404pcRCvZrmmNVrjGg05iqz+8PCeqG4KYFxBJzQHQrBZBINL7xt7TzHpNBoZSXY4bRbsnncTZIXgtY9PYs4t3fDsjgrMvlmtQLviLJGKYAuOe9WU/lgztQBN/nCk0q4qLb0xtQDf13oRkpWY2G4aNZ4AKi95dJCZN/aewn/eng2LwBkS3kWjc5CZrJLKM5PseOqOPggrBG/OLITIc6huUsdo2v5/5p0KPDcmBw2+ECwCh+ZAGCWrWizKaaIalBU8/c4RPD4yG4vH5KB9DMfmGk8ADqvIEkPtQuHlSCEo3sZD5DkmRPDi+H741aavdMdMsFvQ6Ath97ybYBV51Hj0lWF1HuMwZ8NBVuCJ/i4f3HwIj97Wi51jXqYLGUlxuNToZ/PfwbP1jMAr8hxc9qtX1ZQJmOSfamCjJrkWwVwqkMJs6Pcfa4GkapJbGJ6a4zjIsszuAbNC0H3rylW3zu0qvNRvore/s6IaD/68B1OxsYk8ZEIwtFcb7Pjmku678IfMbeTT4q3Iy3TBIvBYsL0CaU4rnrozG3OLurMFYkaSDQ9sOIjHRvTWYdwvewIxr4s20pxWOK2ioQNEc5LorgMtzAkcZ7qoXDnZDYvIs6o5vY4ZSfZ/irypRLgtwQhUhuLT/9XRmoybhKKork8gMtLj7Vgwqi8QUVW5HDX4lBW70SbeCgLAG5QNyWlavNVw46yaMoA90EDLKpEOlEvG5sJq4XF/ZEB7eHhPtgKnN50W326XePAcp4O9rCx2M9MgLTmTJu+L3z+qcwdLirMgzWmN6Qp3scFvGORrPKrJEV2BUhWB0qFdddvtqrhkSHxp21YbVXU+EACuOAse2KifeDiO4J7BnU0dPGmFghKhgrICWeEM5Jg5G9R27ZlaLyPUas192rlsePS2XmygWbqrMqZM1fl6HzKT4/4t919r/POR9eiOf/g9pxeO+DecSWtEh6iRM8vLdOnMRdSELo/xapxWEUFZYTjl58eqhst0DPnd9iM6sqQk8oxEXzq0K9KcVtwd1dErWf0lnh+bC1khWPZhZWRsbmmfr5rS31BZXD4pHzsOnWO23SlOCTYLj62lg1DbHMQbe0+hZEhncBygEJh20zbOKERepguFXVN0BYXFY3KQ6pSQYLOw/ZXtOcEq8Ssnuw0V2PlbD+PNmYU4fbkZNU1BZhiyYPsRg9oGXcS8sus4Fozqizk3d9fNB4tG50DggKq6ABLtIjqmxKGmKQhR4JhajcBzsIo8Gv0hrPr0FCYUdELXdCfu33BQd17LPqzEEyP7sGrm2wdVZZCOyXGIkwQ8u6MCB8/WM9w9TdjNOEoHz9aDEIKAfHUdFClJcvIfP9dJ/sXqrnqDsi4Bj7UdAVDrCRkq4xRqGSuJp5DUvEwXHJI5PvrMFR8jUK4uKcDFBl+kkKfvVjw8vCdWTRnAil+s2yKohnpUHe6NvadMXb4fHt5Tt3h12S2G4pv2umjDTLFt/lZ1PjczN6Idabsk4PER2Zj43/rq+6y1qhS02TX7seRNmgvGwqf/K6M1GTeJ2uYg0hMs8AVFeEOqFe3DW7/GYyN6mzpArZlaAJ7joBCCBl9Ix/i3ihweva03kxkCENPkgD5887a0tHTMXKdmrS1njp6j8jogGFYMZJtZEQfOvE5JsFl4bJpZCI4DZAW40hzEaHcm0/amLP6Hh/fEc+8dM7i2/fbPR1DTFDTV9c1ItiEt3gqOAy40+FFZ7TGoBhRlt8HS3ZWGtu2Egk46lnhGkh2Vlzzolu7QtWhVomsYdkk0vW7tXSrO7Zl3KpCRZIeiEFxuNl+dN/nDzCSJXksaW0sHYfyr+9lED6jyS1SWarQ7ky06Nn1+BvcM7vxP32ut0Rr/r0V6xCxl1tpylA7tapiQ52w4iCdGZqP49c/ZezbNLIxAMtSxzMzlcP7Ww9g8q1An3xdLIzs93oqF735rgEvQZP2VCf10kJmPjlbj9pwOuiS2rNiNtolWpDqtePKOPrDwHP74yUlMNHEarqpTNcHnFnVnY6j2vNWCj59V2pdNzEeKU4WKxErKztWpkoiLx+QgrDFGKxnSWdddfO69Y0yZxB9WTI3n3pxZiO1fVWHyoM6oafJjblF3XaINqOPzglF98cTIbADqfKetZFOFKrPEem5Rd+w/UYP5t/bCo7f1hsBzeOnufmj0hU0XLrQw1eRXOTxX09LcwnPwyup9pE2szQpXL9+dB4dVwPl6/w9ut3hMDjq4bEwFhX52mk9UXGgyTeKHZadD5DnsnncTRIHH+n2nTItnWlJwk1/tNjmsIggh8IcEVu0Wec4ADYqTBHAgcNktbGH73Jgcw3NClV/iJIGRPqnajJm0o12zcMhIsiMrNc70vrYIPFx2865D51QHXHYJvqB5RV8msWC8Pw7mpHUApcfQ4tO18c9W0FuTcZOQRILvrwQNut2xcOMcx+mY94tG5+C5944iLV5Ct/TeBiOKWCvlaFt5ILbr1JXmICOVmgn0V9WpBgC0ojIsO90gVaWtQMRJAlsElKz+Agu2V2BlsRtr957CEyP7qEoxGmxYvS+ELV9WmbKh3/v6gq4STq2dDWYTt2frHk56Ps/+oi+6t3FCVggEnkOcxGPa6nIsnZhnXgWo9cIiqPrmVON2tDvTdFtXnIXpyke/ptMiXleO1SUF8IdktHNZTSXBXPZWmEprtMY/GqLII9lhweaZhQjG8FfQuhXSqtriMTmoqlO7WptmFprK54VkgsdGZKOmKYDa5iBz/Y1+1kWBw2MjskEIYoydQFBWdKTO6CRWK0NHx77bctqjLkZlUOC5mLJr2ha+uiBRNbhVGVVz9RbaCZy/9TDWTx/IXuc5Tgf/o9E20YaaJvMiBSEEI3I7MAOmtHir6XapTgmNvrAp0faH+DUdU+JQsvo0Vv71NNtfXqYLL97dz/Q4KQ6VhGcVeaz+9CT+Iz/zqlma8xEJvYwkuy6x1vIR5IgT6oLtqm39f97em3VX6HZrpxaAQHWzvtjox2WPOT8LANZPHwiOg24epaTXaJgm7T7EwnXXe0PISonDU29/g9HuTJTtOYEXx/dD20SbjqNG76V10wbiQkOA5SkHz9bjSrP5udK84fmxuVhdUgBfUIXz0OJbikNCWrwV9d4gtn7xPVaXFEASONglEQSxpT5jmQHFWQXwPAcphuKQzcLjtXv6GyrZP5a8GTSB55pV2v8VFfTWbMIkPH7F4Ib5yLbDcFpFZCQZbY9PX242bPvIbb1w/y3dce8fP8fRi02691HYBv2bFvtMf6ctHfpARB+ztjnIFgextqGuXHmZLsy/tZcBtvHItsMoHdpVN7B3TInD1tJBWDVlAMABK/96Gv6QjHlbDsEXlFGy+guMf3U/Zq0tR1F2G1Ob5JG57SEJHDbOKMRH84fqbH+152cROCwY1RebZhYy+1yKbbz71f24afEe3P3qfpyrD6AgywWXnUdZlI22amZQiczkOLw5sxAJdhE7K6rZoKndtqzYDX8ojP89cgErTPZDrz/9LBaBQ4pTwuGzjYZrd9+6ctT7rp7cVmu0xrUcigKEFIJjUWMjoB//KIzOaRVhlwSmgkIT1Oj3AcCk//4MY8r2YcH2CtgsvNrB0zzrK4vdWLrrO9y0eA+OXTI/fqLdggsRqVogdlGEJtFpTiv8IQVOqwVJkURSe8wXxuUiJCu42OiP+Xm1mHRaIXzuvWNwWkXTcY+OV1V1PiiRbiQQe87gOY5BCKJfUwiwdHclfv+Xb0GgyvmZbWeXRJaI02PTeSSWw3Rmsl13LWnUeAJM1zr6OG0TbUiKsyDBLqLOG8aMNV+yYsn/dQTCqqFNWbEbNZ4Ak8398KGhmHp9Fyzb/R0uNfrx6J++xsGz9ajxBBCUFez+9hLWTC3AjrnX4/GRfdDoD6Oy2oMHNx/ChNc+Q73X/Hs6U+tFvTeE9ftOQyGEzZEPD+9tqnRWlN0Gs9aWY/6Ww3BajRb17V02rNhzgkFfDp6tx5iyfThX54u5GOiYbEfXNAfWTRuIraWDmMJY9LnSvCE93gqrqBpkNQfCmHp9F3RLd8IfkvGrN7/CqGV7sfKvp1HrCQAch7R4K1IdVrx2T3/9sznZjX4ZicjNTDS89to9/ZHqUKvRKQ4p5us928TjrdlD8OkjN+Ot2UP+qUUcTfqjP3d0pT1WBf0fuWdbK+MmEcsN02EVjG5SEaez6G3bJdoYeVC7mk5zWvGL/A6GleOG/acZ23xFsRuyorCVeLTMFcVwzb+1l2G1rq1QX2zwM0Z2gy+29iitbGQk2fFdtYdhr+ig/trHJyMGAfoqU6wJqropwFQHMpJU58tozPjySfl4q7wK+VnJOnxjWbEbz+6oMCS+b84sRL1PVa4xI3jyHIcj5xsZhk6r2pLikJCeYINFAMaW7cei0TlIsouMOCPyHJ4x0S0XeA7hCF7Q7HO2Shu2Rmv8uLBLAnxB2bSl/WJEqu/tOUMQJwmQFQXxNtVMh46RSQ6LATa3bGK+Yey4f8NBLB6Tg7XTCkAIUFntQaM/hL0nawGo0obRnJpFo3Pw8NbDSIuX2Gs/1M00kz/945T+2KwxJ/H4Q3BaBRBIhvOm0ICn36kw7Pvg2XqMXbkPnz5yM1PsOlnTbKh+Xmz0M76S2ZyxfFI+OA6m15tet9HuTMxaW85MeKL5T8sn5cMSQ1q3R5t4WATzjuOJmmZsKz9rmDsXj8mBRVThKr98U08UVQiBP6Q6Xs++pSsAXDXTFkngsfdkLX6R34GRghPtFgAqLHW0O4P5h1gEHunxVqZg5gmEcGe/DCbtq52/27tsBnw/nYtrPAGsmVrAurzxvBjz2tOqb40nAIvIs3mNEOBCgw+PbvuaPTdaNaJYHReOAxQQ+IIy7lv/BavKx3L5zkhSVcgWvXsUc4u6IyvVAZvI46l3vtF1r+iik5KweZ5jibMZtMNll2K+9rfe+69y2qRJ/9+qtP+9FfQfCo6Qq59QcBw3HMBLAAQA/00IWRj1Ohd5/XYAXgBTCCEH/p73mkX//v3Jl19+qftbOKyg2hMABwKFQEcUzMt0YW5Rd3RJc8BuERCWFZyPCN0n2FrYwFQxJcUhoV2iDd9f8cJpFRFnFVW9bZ6HReAwpmyf4QHYFFFCCSsEVguPWk8QKQ4JYYVAEnkVB+0J4mKjHwdO12JiYRYsAoe65hBmrStHmtPKHgSLoBoCvP/1edzUqw0mv/65QV6JHnd1SQHmbzmEGk8AS8bmYlt5FW67rh36tI9HSFbPh+c4BMIyEuwiqhuDbEBdNWWADqtO90llkYZlp+O3o/qqn0Hg2P5EnoPTxqPJp4DnVcKTEvmcskLgC8mwCOoDe6U5iOqmAHI6JCAoE/zqza/w1J3ZqGsOMUx5ZrLannr5g+8wtn8mkhwWnL3iYzqtHVw2XGkOoW2CFSGFMMUZm4WHP6SeQzSRZkWxG+0T1WrX2TqfztxI+511SDKQOP8tfVSze5bGjyErtoYx/h8mcP7bev+xxtoGfxD+kIKwQpjaQ1hWx16BV42Blu7+DjNu7AKB58BxgN3Co7ZZbWErhMBpFRGOQNkEXpU7vX/DQd2iGlC5ICFZQarTigZfCP6QjA5JNsgKB54D7BIPRVGLMNT6PCQTJDsk7Dh0Hj3aJSC7XTwafWG8tOu4jjtStucEirLbmI6tW2YNgkIIO0dJ5GAROARDBDIhCMmEmcAQEDz1tkpGHZadjkdv640GXwjVTQFsKz+LOTd3Q7LDikBYHRspDGdb+VlMu74LtpVXoXRoVygEsIkcOI4Dz3OQI5+JEKDBF4Q3KGPVp6cMn2FzeRXenjMEFxv9jNcTDIWQ3ykFIYXAwnNwWHl4AwrGRcnv0nkEUMfwYJiAjxBZqemNP6QaA1l4HjynqoDQMTgsEwTlyLgscGyusFl4nKzxok2iFcEwQaLdEp1k/Z+MteGwgjNXmtXOh00Ez3GwW3gEwwqCkfnx2IUGZKU6IfAcLAKPV3ZVot4XxJN3GOWKM5LseHNmITioVXeryMMbDAPg4Amoxke7Ki5h7s+6M6imhecQVoguL6H72jSzEIQQKFAXffE2CxxWHieqm004XnacqFaV2dq7bLjsCeqKZCuL3WjvssIbVHChwY+QrHqeWAQeBECXlDg0hxScvtyMl3dVosYTQFmxGylOCzioz2A48j03B8M61bfX73XDYbWw/aU5JNT7w383xvrfqWryQ/v+e45b0xTAL5Z/avhuTLDlMU/4qifjHMcJAI4D+DmAKgBfAJhACKnQbHM7gAegJuMDAbxECBn497zXLMwetqOXmvDyruN4bERvgOPQ4A1h9voDTM1EW2Wg1XBKWnno1p54Y+8pg9TOsol58IcU3cpX+15tvP+rGxCSiS4hpMRBrepJaryEmqagDkf2m9t7qw8CIVj47rct2xe7wXPAiJc/Ma3erJiUD39IgUJIRE3EiiZfGB9UXMTI3A6GqkiiXW2knKzxIk4S1EFJEgxJbKrTAoHj0OgPo6YpgFWfGq9NWbEbL+86zs51ZXE+CDhD5YSSj5ZPykeKQ8Izfz6CmTd21UluvTAuF0kOCYQQLH7/GKZd38WgJvDWgXMGfPuKYjdeiZzDsOx0hiEVeA7r9p3Cyr+eRkaSHeunF6DRF9ZdjxXFbnRwWZHsMFg0tybj12i0JuP/+jAba883+lAfGV+1Y5Ekcpj2hvr873jgesiEGBSY4m0Cfr/jW1PpQKpo8tx7+qrx5lmFOFfnY4nJrBuyMLJfBu6LFDGix3ftuLNodA4qLzbA3TkV27+qMpA4qd39HUs/NXz2Dx8aiv/6S4Vu/FahNkdNreZTnBLibaKpwobNwjNt8mhiXLxNQHVjEPO2HEKa04qn78wGoFY+tZ/rxfH9EG8TIPACU9Sg5Et1nBvIurnDstPxQFEPXSV0+aR8tEu04vilZsO17/T/sffmYVZU197/p4YzdZ+mJ7oR6FZQAW2xERqwxfsqildNRLkGnBgUVBAwmkHRJL4kJsTfT0STODEZBWVQFOJrYq7DDYq+EQnSIKgtgwhIM3XTE33mU8P7R52qPnWGFhQEYn2fp5+nzzlVu3bt2rXW2muv9V3FOQiCTlMgbpOTC8YPJKroWeX6nDEDANKqkj6/egd3XdoLtywgiSI5bolTOqVxRX8nsjYSUdjeFLQVkUnTzUm6pKzQx4IJg4glapAkV3M28c49F1ukDpnaS/3ckQ57/eM6LurTJU2/yhLsa4laTquuBR7iKrZnunTi+eg61uJu/c5GrurXvQPbp4pVmw9wVb9uNAVjtgWh1yVy59INtnda0TRUzQh7qW+LpdkKr39cZ+nZjmKsjyWrydFo+wjayNrgiRAzPhj4Qtf1L3VdjwEvASNSjhkBvKAbWAMUCILQ9TDP/VrUB6JMXlzDyKpyREFkzDP/YvGHu1g6sZo/3NAvLS56ypL13D2sF9BexOa+K89OS15pCsZtxS1SzzVRVugj1yOnxSVPXbKekVXltnNDMc0WN/Z2bT3jnl2Lounc/NxaG7vAlMU1ViJEctjG8skXsHRiNU++s43r5n3IDfPXMGHhR+xrifKzlzcyauCpaQwHU5esJ64ahrgZN37dvA95YuVWlk6stuLMn1y5lWBUIxBV2d1kxJCPrCpPGxtzvM3PyS+q+d205ZssmsSpS9Yji0bSlWmIm8f97OWN7G4KU9ccYWRVedqYT1u+iYkXnZ7+HJP68HZtPWP+/C/iqsZNz6yxEo3qmsN82RDiyURYkRnf/uTKrUTjx39XyYGDkwn1gSgxRU+LfZ2yZD2S2B4O5nVL6ccsrkFRyShP7l9hyJlpyzdZ8tUMwTgYiNkYTEYNPNUySDJRqCXLnftXbOKyc7oyZXENA3oUpyVxTlu+KWs87c6DwTT5vbspzMiq8oyybk9zhFBMS/tt8uIa67xM1TVVTbBk3uShZ9AUjNMUjKfd10+XfYzPLdMWieGRDf7o5IJJySE+I6vK0/Kmpi5ZTySu8/zqHTZZ+PzqHQCEY3qa3qhrjnQo16csWW9LZEx+luac2N1kFC06XmwqjeGYZYibfUzTzSn6rC5BLZgtRn9XY6jD9lI/T1tuxIY/8qYRr/7etKGGDl+5lQE9ijPq130tUUtXm/o99Zlurw9aORZ3LDLmuPneZXo3piyp4cpzu3Lzc2utc96ureeeVzbSFIynHLsev8fFqLkfciiiZsy7GjXwVOtzRzHWRyMmOxuORtvJYTPfNFb9RDDGuwO7kz7XJb47nGMO51wABEGYJAjCOkEQ1jU0NNh+iycKuyRTYb1cU8e+FqNSpfmQrIs0h+nROcd6yRoCUSQxPSs/W6zxqcXt55qrWEHInNWfzCpQ12wUCsh0nJjl/EBUsRIZzWI7UUWjNRRLYyMw+5uNNUYUSCPuf7u2HiXBOtAUNNo055/ZXrbY8uR764ju0fw/GFOJZilSkOOWyHFLHXKzHs74Zjouxy3xdm09dyyqsZJX366tJ6Ye2wTOjuasAwcnKr5O1maTVcl6qyM515E8qWsOc3pJrmUoPvjXz9Jo0JLf8a+TTXXNYSuHKNuxMVVjToaE/CdWbkuTLx3JKINSLvN9d3Re8ngW+FyWLMx0rKrpXDv7Q3792mdMH17Be9OGsujWwQhg0wfZrqWoGndd2osZr9dyw/w1zHi9lluG9ETX9YzP9XDkeqpOSR5rU+cca7dHR3M2Ww5Z6rPNpM8yEQnMGTOAJ1ZuO6L2zM8bdrcwYeFH7G+NsK8l3CEfeeq4ZnoWqd8lt3WkujTTczQ50bO981LSS1/XnD3G+mjEZGfD0WpbFI3E1O6FOZTkeY548XgiGOOZepz67mU75nDONb7U9fm6rg/UdX1gSUmJ7TdXwnvcEo4jCYL14rSE41mz9nUdGxPInub0bPFs5za0RVkwfpBVbbKTT0bVMmevJ2fYlxX6LA7v1OPM5MrU7+vbomke8edX72Bva3pWv9nfjq6RStyffLyZ5KTpWMcmf9/RvWUbK/MY8zp7WrKzEZiMBJl+z3ZPhzO+2fomH2NPTUdz1oGDExVfJ2uzyarkfOiOZFBH8qSs0EdMMUID71hUk6imaz8+ue2vk01lhQYLSUdyTNUgEtcyMkOlypeOZFQopma9747OSx5PU2dlk1mKagyy6ZiJqzpb6wMcDNg9uFnvVTfudcH4Qaz8+cXMGNGXR9/akgh3TH+uhyPXM+mUZF1iVLr+ZjzRh4uO5qxJa5jtHjJ9Nu/b3JFeMH4QyydfwPThFQSiSsaq2B21l2nMzDHqaD4lI9OzSP0uua0j1aXZbAMg6zuvJr30ZYXZ+cAPl9Xkm+BYtn0kOBGM8TqgPOlzGbD3MI85nHO/FqV+D3PHVrGiZjearlm0d3NXbaco18WsUfaV7WPX9WPZ2l10zvNYQv+FD3emeUeKcl08dp2dVmvWqEp8LpH7lm/inlc2Uux3owPv1O5LO3/2mAGsqNltff7j9f145v0v0/rzx+v7oWhq2vdzEucne8SXfLiDu4b1trLqk48vLzK89MvXfZWxL5KgU1bkS/t++bqvmDmy0iqQ45YFXLJA13wPs0ZVZryWOd7m59I8dxp916xRBn2X+f8z739JaZ47japs1qhKyoqM8c50LfPctPFJ6UO240zmhtRzS74hd6kDB99XlPo9uGUhjdp1zpgBqFq7YbB83Vdp9KMGy5Sa8R035Y8pv5Ll7oqa3ba2kts2mUc6kjuvra+zZHEm2aJqBkOE1yVa+qAhEE2TL3PGDKC8yMeKmt0Z9UJRriurnDol35P1+rKExUBj6qxMestkkBKtAAAgAElEQVQcm+TPSmI8S/PctjFKHTNT1rtlIxF11lubCcUUvC6RhkCUZ97/Elki7bmWFXo7lOtzxgygs9+d8Vmac+LUIt835ok+Gij2peumVN2c+qzLinw8fuN5lkE+663NuBOhQY+8ueVrdVEm3WSO2eM3nkf3Qq81HzLNizljBtAl3/O1eszU+cnP3XyGmd6NbDbIY9f1oyjXlTZGz7z/JWWFPjyykDaGc1LmY0d84NmoDI/GvDiWbR8JToQEThkjCXMYsAcjCXO0ruufJR1zFfBj2hM4n9B1ffDhnJsJX8em4nWJhGLtmf6CIBBTNbQECweCke2f6xEJx3TimoYkGJnyiskYIglIiaqcmm54Y0RRwC2JRhWspGxyTTeyqt3J54sCLlkkqiSuKxlZ6DFFw+uSUDSduKrhShQkUHUjqzuu6WiJDGyPLBLXdOKKZjESoEOeT+RQWENI3IeWONfvMTKmg1ENVwr7idcloqo6kiRYLAhGHwXiim615ZGN9Z0kQkzRrbGTEtn1auJevC6BUEyz+mq2FYnrKAk6MFk0eEvlBFtCNHHvgJXlLSbuU8DYTlQ0vf1auo6cYBWwxk3ViKewqWi6wWqQfJyqt4+bKBglvOOqMeayKFCS68btzsgM6iRwnqRwEjiPPg6HTUUWDdmp68a2ZkzRcEkiHpdAONZ+jN8jEo3rxFLecUkQEiEuAoVeF43hGKIIui5YssR815PbCkTbZbwG1vueLHdkSSQcV8l1S0SVdplpyltTnpv9MNmaXJJRrCwY1WwyNFeWaQrHjBHXDZmVqhe8sqETYglZ45HFREicYLF9mbLPJRpsLFFFs/rlTXj0TCYXLYPMlSUxwVpieLQ9soggQDiuWcxWbtk+/l5ZBAFUtf0ZSIJALHHP/kQ4SVRpP8cti4iJ7+KajltKYVORRWKahqa16yFzjN0JuV6Um3XL/zuTtZGIQlMkjqJqiKLBphKNt+uS5PkkiwI+t4iiGs9QTdy3SxKIJPS5RxYtfeWSRHLdAsGYZjDsiAK5bsMGMZm/TN1kMgfJoqGfScwHMUm/Son3SRASOlxt12OSKNp1oNsY40jM+E5K3Fskblzbm7AhTAYUUcBi1zEZkMy2RUGwGOFkSUzM/3YGEk3TqQ9EUVQN+SRiUznKyNrocecZ13VdEQThx8BbGPSEz+m6/pkgCJMTv88F/hvDEP8Cg9pwQkfnfpN+yLJIt4L2rYrC3MM7ryCN2e7kQF4aCUg7vqt7KjrMMXbg4LvAN13UfI+N+G8EWRYp9ncggJLxDWREd+/hqbX870DOZZKl3Q6zf8cCRyxzHRkNgNcrf+1z+7bzKfX8w7VBjgqO0bWS578oCjYbC6DEdfihIGZM9rHAsWz7cHHcjXEAXdf/G8PgTv5ubtL/OnDn4Z7rwIEDBw4cOHDgwMHJgBPCGHfgwIGDkxXfdZiQ44l34MCBg38vOMa4AwcOHJxE+CbGv2PAO3DgwMGJi+OewHk8IAhCA7DrMA7tDBw8xt35tnD6eHRwtPp4UNf1K49COzZ8zZw9GcYXnH4ebZzQcxaOSNaeiDhZ5sG3xcl6n9+1rD1Zx6kjOPf03SLrnP1eGuOHC0EQ1um6PvB496MjOH08OjgZ+pgNJ0vfnX4eXZws/TxZ8X0Z3+/LfX5b/DuOk3NPJw5OBJ5xBw4cOHDgwIEDBw6+l3CMcQcOHDhw4MCBAwcOjhMcY7xjzD/eHTgMOH08OjgZ+pgNJ0vfnX4eXZws/TxZ8X0Z3+/LfX5b/DuOk3NPJwicmHEHDhw4cODAgQMHDo4THM+4AwcOHDhw4MCBAwfHCY4x7sCBAwcOHDhw4MDBcYJjjDtw4MCBAwcOHDhwcJzgGOMOHDhw4MCBAwcOHBwnfC+N8SuvvFIHnD/n71j8HRM4c9b5O4Z/xwzOvHX+juHfMYEzZ52/Y/iXFd9LY/zgwRO1UqoDB5nhzFkHJyOceevgZIMzZx0cD3wvjXEHDhw4cODAgQMHDk4EOMa4AwcOHDhw4MCBAwfHCfLx7sC/AzRNpzEYI6aouGWJ4lw3oih8qzYVRaM+ECWuargkkVK/B1n+/q2djuU4HIvndjzxXdzP8XgeJ8K78O82Vxw4cHDkOBw5kHyMIAhIAoiieMxlxpHIqKMhzxyZeHThGONHiFTDoCTXzf62CFFFRxQgpmoomoam6d94giqKxuYDbUxeXENdc5iyQh9zx1ZxVpc8ywhJfhFyPRKhmGYzVoBjZsDE4yr1gSiKpiOLAqV+Dy6XdFj3dSR9UhSNnU1BdjeFyXFLhGIqoSKFHkW53/peNE1nT0vIem7huEYkrtC9IOekESjmHIjGVQQBBAFCMY35721n9ZeNPHPzQPp0yUMUhW8sOJPPc0kihyJxHnlzMzdf0IPuBT72t0WQRQFRECjKcXf4XDL1AbC+03TY3xpB03VCMZXTinPo3snL/kCUYFTB73Whahr72yJ09rnxeo+d+LLdtywSiCjc/Nxa631MHtts93ayzCMHDhx8PTRNZ2djkF2NIXLcEqIgEImriAI2ebblQBsTX1hnyYqZIyt5fvUOfvaffejTJQ9ol3k+t4Si6cQVzWpD03RLT/oSejWuanjdIrG4TiyD/tQ03XbdyytK+d9XVSCJAi5ZRBYFwjFDNhX6XGxrCNj6OG9cFZ1z3bZFQ0fyWtM0DgZj3LGopsM2jnR8v88y1DHGjwCKotEUjqLpRlKspuuElDitYcUynC+vKOUXPzib1nCcllCc8iIfeR6Zohy3ZbB+nVFaH4iyo+EQL02qRtV0JFFgw65GinLddCvwoWk6B4MRYoqOpum0hhUe+nstb9fWU1boY+GEQUTjGnd0YMx3hGwvRTyu0hyO09AWTWu7T6nfZpCntlHgldlSH+hwgZGKplCM5mCM6a99ap3zx+v7keeRUXUdXeewFwKpaA1Hbc/N7I/fE6Uw13vE7X3X0DSdHQcDfJW0UCkv8uGWRaZeegYA/2f9bsZfeDoxVcMji2iajqLpoKi0RaP4JJmGYAxF0/HKIoIgEFc1S2AfisZpCsZsi6HzTu3Eb64+h7imIwoC//hsH3265pPjljgUieP3yKiajiAACNbcTlUWZYU+Xrh1MNG4xsRF7d/NGlXJI29uoSEQZeGEQXzRGLQJ/DljBhCJa4TjKuX4aIurR114Z+rrrFGVlPg91DWHqWsOM/GFdfxl6hAEhIyKKdVYd+DAwcmNlnCMxkCU6a99Sonfw31X9uGmZ9ZYev+BqyoAcEkiQ04vZlt9gMlDz8Aji0y74ixmvbWZ3197LoGIwq7GEJ39bggJTEnSQfPHVeGSRSYs+IgSv4cHr6mgKRinIMdFQY6L//+/P6ehLcb9PziLuKoZxrYoIIqCJa/6lxdw23+czug//yujXJ03toqPdhxkwfhBSKKAquksX/cV/6t3KS98uJMHrqpAEMAjicQ1HVXT0eIq+w+FkUWBQFRFEgXqD0VtMvGORTVMH17BjNdrj9hZkUnmZpOh/65Gu6DrHbKt/Fti4MCB+rp16474vNZQhIZA3Gac9Ori58b5a6yX4Bc/OIt7XtloMx67FngJxzV6FOYgCMLXer2bgxEag/brlBf5KM51UZjrJRCJsrMxYmtj5shKHn1rCxt2t7Bg/CDLgDVRVujj5TsuoFuBz/ouk4dbkkS27G+zGUjPjBvIGZ1z2NIQJBhVuDdxf6ltF/tctEbixDTD26zroCSMNq9L5IFXP2FkVTkFPhct4Tgranbz4DV9bX1Kxp7mEDckje3koWdQnOuma74XSYSdjWGK/W56FOYcsUG+tyXM9fM+tN3H5RWl/Obqc1A0/dvsJhwTqZA6Zw+2RdjTEqYpGLfmSFGui5ii43GJnJLvoeFQjMdXbmXChT3xe2SmLFnf7sUYW0Wx30VMNRY1OoZXeuYbm2kIRJk7torSPDe7GkP87OWNlsK5a1hvm/KYO7YKn0tEFAW8Lgk9sUhSEotItySQ73HRGI7z/AdfMmrgqZYCUDWN21+osZ5B//IC7h7Wi/IiH9sbguT7XBnn2owRffG6RE7vnMv01z61FqFHywBuaIty7ewP0q47fXgFdyyqsb5bde9Qxj77L0sBpR5vGusngdI4Zp36prLWgYPDwHcia03sbQ5xfUIfzRtXZb3z/csLuPeKPty/YpNNviJgLdAvryjllz84G0kUQIADrVE6+92MS+y2Jeu3kjwPe1vCdC/0EYmr7GmOWDK+a4GHQETlp8s+thnanfM85HkkFA3UhP5VNcNhaBrbA3oUc8eiGi6vKOXuYb3TbJCu+R72tESYumS9tdiYtnyT7RiPy1goZLI7AF6dOoRrZ6+mrNDHsknVdMnzIoqCbUfB3PXsUZxrycNsMvfVqRdSkuexvutoB+AEl7EmsnbO8Yx3gNQVmCgakybZU7votsHWBLrn8t6WIQ5Q1xzmZy9vZNmkag62Rcn3yCg61ktgHjN5cY3NUI6r6deZNaqSTl4X9YcihONqWhv3r9hkGQs5bsk2qc1j4qpGQ1uU4lw3qqqxuT5gM6zmjK2ie4HHMsTN8yYuWseySdVMWVzDwgmDsra9uzVMNK7SFlXpXuAlqui0RYwdgtNLc5l00Rk2ITJzZCWgE40qHAzFrEVB5xw3Ho+MoulZhd3CCYMoK/ShJrb0in1uGsOxww6diaua7T76lxdwy5CelvFvCtQ+SYukEyF22YSS8HInz5HHbzyP7oVetuwPkO9zoeo6D15zDnFVR9N1yzuyYXcLj6/cyq+vNn77qjHEEyu3UZLn5g/X96MlsftR6ndbhjjAyKpypiyuocTvYfrwCgp8LhraonhdIgs+2MGvfliBpuvsSrTXEIgye8wAIjkaAMP7dWfCwo9swt30rGR6xs/fOjjjXMtxS9zzykZemlTNLUN60tAWY8PuFia+sC5NeH8TxBTVpiDNxWO3/PYdk7JCHzsOBqlrDlPgc2XsZyiqMvbZdu+U4y0/+dDjF38/4nN2PnzVMeiJg+MNRdMt2der1G+985OHnmHJLTDe/TsW17BsUrXlIb9lSE/L8Db1eSCqdOjEaw7GCMVUm4x/4dbB/HSZXfdPW76JeWOraIhrlnxONaRnjxlAnkdi3rgqepf6rb6YbUxO9Pepd7YxfXgFZ5TksrspbPN8T15cw4wRfbPaHWWFPjr73cwbV0WBz0VMNcJMu3Ry45JETivOQdV03vn8K7yuLuTnyGia4axQdT2jDA3HFBraoNDnojkcJ66oth2AW4b0tO0APHPzQHqV+GkOx08GJ4gN37+MwMOEGVPcGo4TVTRaw3Hiik4krvHYdf2YN84wJHYeDFFWaBjRp+R7M04oRdNZtfkAMU23jMD+5QXMG1fFsknVTB9eQTIffEzVrBfJbGPa8k1GPLqq0RKKZ7xOgc8FQCimWn0yUVboQxaNGLcDbWHqA1HLEDfPn7K4hnBMy3oPdc1hJEHI2LYkCkZMd0zluX9+yVdNYcYvWMu1s1cz/bVPaQ3Fmf/+9rQXWRZFth0McsP8NVw8axU3zF/DF41BIhEFSTSulSrsSvweGtqi3Jh0zrbGIP/z2T7r8+b6APG4mvX5mm2bmDz0DN7fcoAF4wfxzj0Xs2D8IP76cR0NwShgGOJ7D4UJxVRUzYhp3nsojKJoWa9xLKHpOj956WPbeP7kpY8RBIEzS/3IkoAsClw/zxijcc+uBeA311RwfVUZtwzpyY3z1zDssfeY/tqn/OIHZzH1kjMZ91z7M6sPxCjxtxu23fK9PPyjc3n0+n64JZGH39jM9Nc+pXOeh1/9sIKDgSjb6gO8uHYX917RhxK/h6lL1qPrIAmC5Zk3+zt5cQ13D+sFZFZoXzWGMs61lrAx/zVNxyOLPDKqkv7lBdQ1h4kp9meuaToNbVH2NIeob4vQFDT+b2iLommZdwUFQeDyilLuvaIPM16v5Yb5a5jxei06xqLNXKg9sXIbAC3heMZ+msa6eT8TX1hHYzB2xM/agQMHxx8eWeRXPzyLGa/Xsq0+YL3z2RbjkbjG2AtO44Grzk6TbdOWb8Lrkigr9GV14nXp5E2zN5qCsYzXyve5LH0+eegZafbD1CXrcckSM16vpb4tmrENQYC7Lu3FjNdruewP7zP9tU+594o+9C8vsI7JcUtp5xX4XJQV+nh6dH8OhRVLZo57di2qprGzMcJNz6zh0sfeY8LCj7iqX3dWbT5AJKaxqzHIp3sPsbclklGGfr6/jWtnf8DmA238fWMd0SQnWiad8cf/2cKWeuOcC2e+y7WzP2DLgbassv5EgmOMZ0FrJIqaFMLjlgUOBoz4ZVM533tFH974ZB9zx1YZBmkWQ1XTdUYNPBUt4bXNpOibg3HLsFO1zKtEVdNRdJ08r5zVSCkr9FGU62LeuCrrGDPWNhRTuOmZNRwMxC3jOvUaiqZnNeTLCn3sPxRh1qhKW9uzRlXiEgWKcg1P6siq8rSXZOqS9Uwffg7/87OLuL6qzPo+pmppXv47FtXQEIrhkUVmjaqkONdt62smYTNlcQ3DKrraPtcHDMNrb0uIPc0hm3HuFgXbfVSWdeKa88qYsPAjm9CQBHM+xGgJxRm/YC2XPvYe4xespSUUpzVyfIyruGp4acwFnSmsY4qGjhEqEoqpTB9eYRmq05ZvojkYZ+JFp6c9n3te2UhzMG77LtlY7l9egKbDL/7yiWXAP3jNOSwYP5BwzPAAj5r7ITNer+XOS3rx/pYDTB56hmE0J8JWMs23U4tzKCv0ZVRoT6zcxpwx9nk8c2Qlc1dtN+akJDJq7odMWPgR917Rh8srSnHL9ryFLQfaBfOPZq9my/42frx0Q4dCWhLgFz9IV6BTl6znqdH9eXXqhXQt8NIQMBZqc1dtZ+ZI+zuRbKwn32/qYsGBAwcnB1Rdt3YKk9/5bItxUYCpS9bTOeFdTkZdc5iIovHCrYMpL8pJ+73E78lob8RVLeO1kj3L2RYHiqozfXgFxX43C8YPsoxsMEI0VY00h8n9KzYxeegZ1jHFfo+lb0zHxCn5XqYPr6Atoli5ZOb5LklKc/pNXbKeUQNPZV9rxNIZXpfIH6/vZ5OhT48ewOmdc1gwfhCqpnPZOV052BbrcBE0sqrcCg0yr3eyOEGcMJUsUFU4FFaYmpicL02qtsWvmhN1xoi+FPhkpg+vwCUZBl7y9tCsUZXsb43QpZMXWRKRRXjgqgrGJLZWzLbuSApVcSUM3+SJZhr1siDy8Bu1zBxZmRajpuk6M0b0Jdcjk+uRWDhhMKIAmg6SoLP/UNQyVJdNqs54DVkU0tqeObISl2R8v+CDHUy95ExmjOhrxX+V5HlQE7FpHW3b720xjL7ZYwYAsPrLxqwLD9OoLPa7EQXR1tds7Wu6zrJJ1bSE48xdtR1N1/miPsipxTk0tEUJxVUrvjzf66KsMIeFEwbj94hEFT1NkExdsp5lk6oBiMQ1ay5k+v27humlMZWDubXpc0tsrw/Y5mByXF+OW0IShYzjl8nr0aNzjrU7cedS+/3fuXQ9C8YPShuXO5eu54VbBxOMKpQV+th5MEjvLv6s823B+EGWlyj594ZAlMJcmZcmVRNTNHY1hnj0rUQS0rgq4prG4tsGI4kCJXkefnP1OYRiCntbNEr9HprDcWtL0+zbtOWbePhH5xKMqQSjCvtaw3TJ89rCjURRpC2S2XsEUJLnQdN0nrl5IBNfWMeG3S08v3oHS28/34pdlEQsYz35fpMXCw4cODh5EFfbddWG3S08+tYWpg+voG/3TsweM8CSg5bePxQxdpOz6HO/W2Lcc2tZdOvgtN/vHtYrYyjqktvPZ+7YqrR8MTnpGubiIE3WSgKndPIiCgK9uuTypxvPQ9N1YoqG1yVl9LqX+D30LvXz97v/A12H8QvsoTY5bonmUIy5q7bzwFVn287vX16AmEXXSKJgGch1zWF+vHQDs0ZVsixBWqFoOsvW7uKiPl1stsjsMQN4ceL5fFEfNMIjxw8ixy1ZOj/VcWe2fzI4QRzPeBZEFbvxVZKXeXV7WnEOu5vDzHi9lrte/BifW2LGiL4sm1TNjBF98bklFnywA7csUuxzGclyWeKj4qrG3pYwXrdoedsBK752zrvbiakab9fWW4LADHMpynWR65EpL8qhwOdi58GQzYu7/1CUYr/bupZLEpg9ZoDtGrPHDMAlCTy/egfP3lLFP++/hCW3n8+pRTnIie9HVpVbOwAFOS5OL8nlkTc3M+Thd/myIdihp8AML5i6ZD2TLj6DOWMGWEIk9VhRAEXVefStLXhdgm08soXhuESBG+avYV9zkKdG90fT4cxSP/+9cS/3vrKRg21RmkIxolGFbQeD3PTMGi77w3sEokYsfbadAsju2VWO0/aXpmOL5za3NmNKeoiT6d0oK/QRiql4ZDHj+IViatp3bklkxoi+thhJE6ZQzfR9UzCGzy0zd2wVn9a1ZJxvs0ZV8tOXPmbCwo8IxRQeu65f2nxctHon+1oitIZjnFnq5083nseySdV89OVB9jYbSU7dCnx4XRK//dtnXDxrFdfP+5DPD7ShaGrWd9YtiaiaztYDAXY2BW3hRsW5bgpzXBnHyDSmRVGgT5c8Xp16IR/cfwkPXVtJWWEO3QtzKMnzUOBz88zNA602Lq8oZent5xNT1A5DZBw4cHBiIjW0ccPuFma8XsuOhqDlCEvW+4+8ucXQS5KQUZ8fTIQBZtptPrU43Vte1xxmf2uEJ1Zu5YVbB/Pq1CFMH17B86t3IIowJ3GNuau2p7U3Z2wVv/vbZ4x4+gNufm4tu5vC/PSljxn37Fpiikb9oShFuXaZ17+8gPuu7GPFl6cuDqYt30RbROHHSzdw97BeFPvdaaGfipp5p90licxdtd12bzluGbcsIUsiNz+3lgE9ijPuTkbiGmu2NyCKom3n4L4r+9C9wNuh3AZ76OKJJIsdz3gWpBpfbsnunQXjIXtkI3nN9Cb/9q+13D2sl5URPfvdL7hrWG9y3SL7A1FkUSAYVW1tmSwSAFv2t3FO9zyK/C5enFiNphtsJDlukdVfNnLNed0oK/SxYXeLxexQVujjlTsuQBYFZEkkksEgm7Z8Ey8lvLhlhT4UVefvG/ew5PbzEQWD3aIlFEPVdB646mwORVRuS0pmnDO2igdHnMP1c9u/e2lStcUkA0ZYwaxRlbbxSPXOmv1xSQI5fjeSkHk34WAgxin5Xt6urad2Xxt/+/EQlk2qtmj4Hr/xPCtm2jxHlkTuuawXVT072xIx54ytAmDa8k0sm1RNYzhGIKqwcMIgJEHA65ZoaNMyPl+XZKxX5SzeDfk4JYYoasex/anfF+e6LU+GIJA25vPGVuGS2+/RHNPGYIyYqiFLme9fTYQ1pX7fGIxR7HcTiCoMP68bigbrdzbywq2GJ/vLhiCvrt9jJUjubYnQNd/DjBF96VmSi67pHAzEuOa87iiaTnGuGx0js6KhLcrFZ5Wi6wKNgRiNwRjrdzbywFUV/PKHZ6OoBnvAzUN6pvXt8opSWsJKWuJrUyhGaScjQVMUBbrlG7y5qXSFJteueVxHyaLFfjdLJ56PRxI5GIylJRod62TOf1cKMAcOjgdcol1XJdMYByIKfo9MaScPXzYE+e1fa60Edk3XeWLlVh7+0bl0LfDxVWOI6f/nUxoCUWaOrOTV9XsYXX2qbbc5m73REo5bOtFkcXpqdH92NYbpUZxjtaHpOg//6Fy8Lomu+V5++7fPeLu2Hmi3B8zEyylL1vPodf3Y3xrh2VsGctvzxm7ir354NoGo4SQpzfNYyZwmSvweuhf4ePKm/pTmeQjFVV64dTAPv/E5b9fWU5zrZv5729N2DeaMrWJl7T6LgcW8t4IcF4U+FwfaIh3usLeG4/ywsjtPrtyaZuP8ZcoQa8cyk9zORqF4IiR9nnDUhoIglAMvAKcAGjBf1/XHBUF4EJgINCQO/ZWu6/+dOOeXwG2ACtyt6/pbHV3jcOi2kmmMAN6/byi7m8JpBubpnXPY3hCkR+ccdF1A0QwPm9clEVcMHlBRhM37AuS4JQpzXfhcMjFV46vGEG98so9rB3S3GUZP3tSf0zv7CEQ1y/iMqhqKqhOOq2iabqOpmz+uit6l7awfuxqDXDxrVdo9vT9tKKP//C9mjxlAj2Iv9W0Ga4bdKBtAQY6bfa0RGoPG9tOG3S2G8T2xGkEwdg1UTccti2nX6V9ewJOj+6PrOlFFxy0JbG8I8sTKbdbLZxrysYQ30usW2ZIYH5OiTweKct1c9Mgqrq8qY9yQHjbml6dG9ycQUXBJorVF9acbz0MQBEY/syZNiC2dWM1Fj7zLh7+4hIPBuK0tg6lGJq7p/HjpBuv7uWOrKPW7Kc33cbAtwr7WiG3c54wZQNd8L53zbLzk3wndVl1ziN/97bM0qshfDz+HGzPc/4sTq6lrDvHIm1v49dUGj2xzEi1i1wIPsija6DTLCr3ct/wTepX6uf2injQGYmnhL69t2MOI/t3T3ovnV+/gFz8421YoZ86YATz5zjamDD2T3/2tNo09Ze7YKvJ8Mg+93s6ZP3dsFT63iKJqSKKEKIAsCRxK4YifPWYAT72zzTpv9pgBnNLJw/5DUZsiWDqxOuP8ePmOalySlLUg0ZFUtEstEpSNavRoML9kw5Hw9uJQG2aFw6ZyQuO7pTZsCdEYiHEwEKNrvgdFwyaD5oypIj9HRkRA0XUkQSASVwhEVa6dvdpGh2iirNCgTJ27ajt3D+vF6SW5APi9EnuaIzbZlUoj+M49F3PgUARRELjnlY08dl0/bpi/Jq3f7947lEseXZX2/bJJ1dbxK++5mJlvfM4DV1WweX8bZYU+dD31/gYQiCo88qbhVEtlbDHl/t3DepPvkwGBm55Zw5DTi5l40elIomDkD6kqUUXnzqUGheLdw3pZoaS9u/hRNbh29gdZKWPN71OpZgE+uA7I+CgAACAASURBVP8Suub7ssrtbBSKS28//7tylpxU1IYKcI+u6+sFQcgDagRB+J/Eb3/Udf3R5IMFQagAbgTOAboB/xAEobeu698qSKjE72HO2CrLaNvbEuH51TssSreWcJznV+/gwavP4Rd/+cSaVD0659AYiDH//e3cPaw3XfM9bD0QsAoF/HbEOdy60E6f93jKCu+uFzfwyh0X0L0wB4D6QxH2JFZ+JX4Pv/+vc+yraFmkIRihS54PURSyenElUWDhhMG4ZQGf7MLnsnvQS/weDkUU7licWQCoCUJqjyxaFIKZ4nwF4MZnjIl9z2W9GHp2Fyt+1lwZL1q9g3n/d6f1kvft3onWcJxSQWD/oQgLPtjBzRf0oH95AXcN62UVVzDH6MdLNyRexrVWuwa3Nbb+mMfruuHB1XTSEkqmLd9kbS1OH15hcb3+dcMerunfHYB8r4tgXLXF4btkgXyv69tMs2+MHLeYxvk9Z2wVfq/InDEDbIuGmSMrufvFDdaiqr4tytxV25k89AzyRCMZeNZbm/n18ApiqsZpeTlsqw9wMBCjIRDlkVGVTFj4kUXr1a3ARyevbBWaagnHWHL7+bSE4uw/ZLwnd17Si4ff+Nw2zlOWrLd2Z+4e1ittC3Ly4hpenFhNQ1vM9t0rk6tpaFOZuiSzcWtuXz78o3OtxUljIEaXPA8FOS4rrt8li4RjmUNXFFXn+nkfpAnjwzGWv65IUDaq0WMZx9gYjKXFyx8t6kcHDr6PkATBKvjnkSVuT6EHnLKkxmYonlnit3JTygozJ6mbHuCGgEERCzDmz//i5UnVuGWBFydWW447c2d53rgqg544EV5hMrFki003dV8mL7v5/1eNIUZWlRNXNWa8XsuS289Py2ubsmQ9M0b05d4r+iCJQsYcuunDK5i82BiHFTW7LV30ck0dZYVGUqYoQEGOi6dH90/IxggH26KEYypNwRg9inJ55uaB/PF/tmTdYTd3e5NhhqN0tGNp0tamPoNkhpnjJStPOGNc1/V9wL7E/22CIHwOdO/glBHAS7quR4EdgiB8AQwGPvw2/ZAkkW4FHis0wiUK3HflWYxPIryfM2YAHpdoHRNXdea8u52Xa+oAqN3XxrJJ1ZbBO314RVqy2x2La1gwfpDFlWx+H1cNr3E0qhBNCjt5+Efn8vjKbYysKicHiZiq8cibm/n11edwKBKjIMeDSzYyk5OT++aOrUIQwOcSKfYZ1UBTQxoysZSYL9iM12utkAxzkdDQFknbgpo9ZgBuWbTaeOwfBqPE0onV6LphwL+QMMTNa0xJJEKmjq3XJfLbEedwIJEIk4zkl9E0RF9eu4sxF6SHJhgx6EYCaraE0fIiH77Elp4sCvjcIp/sbeVHCeYXl0uiW57XKpLkOQwu82OJcEzLSE25bFI1r2/cw4Lxg5Alo0z9Q3+vtQzxeeOqEmwhZxGKqciSwKy3NjPhwp7sbjaYbEwPTonfw8yRlVZceF3S70/W7GZkVTm3/cfptITjvPv5fv7znK4U5Li478qz0XXN2hY1UdccJhJXCcdUenTOHBN54FCEe6/oYy0A65rDqBq29yabcdu1wMctSZ74uWOrKMgx4hBNoVrXHMo4PwRBsPGnG0nXHopy7QUnkj0uJvdtLIn71uxL8jZwtoSqY5nMmU3pnAyJTA4cnIjQgTsTO6evTh2S8f06s9RPid9Dca6bLxoCzHi9llmjKpk1qtLKdUqVA6V5htwxdy3rmsPENZ0/vL2VGSP6WkVyfn9tXxRVtxLpTT1Z4jdCSPK8clr44R+v70eeV05L+jRrTiQbuA9cdTY+l5HzJpDZqWXWeFhy+/lZFxZ1zWG65XsZWVWOpsOLE6sJRuP43LKtUvjcsVXEFC2tnkpRrps+XfJ46NpKNE1j2aRqa6fe1AtlhT5K8jy2sEozHKWj8Dy3nE4UYIZVpt7Ldy0rTzhjPBmCIPQA+gP/Ai4EfiwIws3AOgzveTOGoZ68N1NHx8b7YaEtGmNfSzStStXSieejqDqabtAdBmIq3fK87D0U4bI/vGdro67ZHsPbUQxUsgFSVuizJk9TgufcPO+04hxuGdIzbbUoChBTjJVyvlumMNfNjBF96ZznsXkxTcO1T0kuLunwWEqKc93MGVuF1yWS55aJxRQagjEkUcAjCzZvsaoZYTTJ7T72j20sq6nj4R+dS3lRjmWIp47T9OEV9CjOweuSeOjvtYysKre8DJleoHyfi+WTL6C0k5d3avcxauCpiOhpgmfu2CpCMWMn4zdXn5M1Njw1znzWqHPJcbV7vl0uyVqIHG90lFB6UZ8uVnGdB4efxQNXVTDpojOIxFUUVeOOlFCc347oS0wxQqKurypjRc1ua5H16FtbeOKm/mnz5O3aesvYNgv2JI/f7DEDuLyi1GaQWzH4bsH6nEkoJm9BmnHpycdlM26/agyledqXTaq2eVBS4z5NBQB6xip6BT5DkGfyfs8dW8UTK7dy23+cnlUxAVZCVfI1U+PPjzayKR2HzeXfD98klAaccJojRbIe9nvkrDLoviv7cEonD3HV4AjvXuhDFkFHyMiE8vOXN9p2LcsKjVykCRf2BKApGGfa8pq0sI1kb3VM1bjt+XU2h0IoptI130tU0ejSyc2iWwfTGIwRiavIosij1/djX0vYYqgqyfMgCNCrix9RyOxlt2o8dOBtv7yiFE3H6qspS00bxOx7piJCZl5XUW67d1vTdA5FFFvBwHnjqujWycurUy9MCy3sKDyvONedFlM+b1wVj/9jq+1ZHw9ZecKyqQiC4AdWAD/Vdf0QMAc4AzgPw3P+mHlohtPTAuEFQZgkCMI6QRDWNTQ0ZDjFjmAkvcrl5MU1SIIRBuJ1iXgkkW55XlwuyZZpfc9lvXj/vktYNW0osijw4PCzALJyhDYGYzbGC5O3W1E0BEEn1yPx7r0X84+fX4QoCGnb+/ev2ISmG8WC4nGVrQeDPPLmZmKqRoHPxZg//8v2EkxZXENDMIYsYGO4yMZS0jXfS82Og0Tjhrd+a4NRpGfK4vUoqs7uJiMreXdTCEkUKfCm85zPG1dFr1J/VvYUWRSY8XoteR7Z6q+5OMjE4zxzZCWz3tpMVNH4yYsbePD1zTQFYzyx8gs8smjLbPfIAn+pqWPChT3xyCJPj7azepiCItXLHIhqx83zDR3P2Y7GMXl+XNirlDF/NjjAgzHV8uxA+5xWVJ2n3/mCW55by7ghPfj9f/Xlvc31TB9ewe/+qy8el2hl6kP6PMlUfGHqkvU8cFWFbZznjq3ipy99zCNvfo4kprOrzBkzgE5emRK/xyokMXdsVRqLQSa2gLlZeL0BW9xfUY6bznke2/zonOehORTPWEXP9JhkCvuYvLiGkVXlWdmDTHaahkCULp28/GXqED64/xJenXrhMU/eNJVO8hgd6wWAiSOVtQ4cHG8czpxNlkORuJpRJz2xchvTlm9CwyAMuGH+Gm6cv4aGtjhvfbIXASNWe9W0obxw62CeX73DMsRnjqxkRc1uZo6s5Ld/+wxNh7imW4v4bM6y00tyqeialygeCHcsquHhNwz9H1N1th0IEFd1xj23llFzP2Tss2u5bt6H3PLcWoIxlYZA1HA0rtnJkIff5cb5a2gOxdJ0eHKNh/2tkTRe8Meu68eKmt386ocVaTS4dyRkZWrfM9HpqinWWypz1atTL+TsUzrhchk7niaDFcD+QxGCUcVWXyOZZzxTW31K8/jZf/Y5LrIyGSekZ1wQBBeGIb5E1/W/AOi6fiDp92eA1xMf64Dkp1wG7E1tU9f1+cB8MBI0vq4P8Q48j6cV56YdLyc8blv2tXJh71K217cnJF7Yu5QHhxsv89Oj+9OUlDhXmOvit381DMGzTsmzjIOiHDetkRhRVac1FLO26ZdPviBjvzRNxyUJ1AeiPLlyKyOryinN8yBAWha0eR+qppOf4+KFWwfTFIwRV7W08JaZIytpCcep6tmZzrluDobi1iKlxO9BkgTKi3Isz7hbFpAkkd4lfpZNameDEQTDm5vjFm2x+KYX2uc2wn2Sx900cpI5XYtz3XTN9xKIKoysKrftJrSE40weeoaVOGeWM28NK9w8pCcIOoIAuR6Jp27qT0GOG0kUkEQyhlQcL9pCEx3NWY8s8tz4gexpjlhzqXuhF5dkpxpMph5MFubm2Jgl3qdecibXDyrnyZVbue/Ksxl6VimarhOKKvxodg1DTi/mxYnnIwiGl3jJ7edbno5s3K5qYrejONedqCan2DLo/79rz+XlSdVEEhziv37tMxoCUWaNquTUYqPYA4nQquQ50xCI0jnPw1M39SeqaLSE4whCO6+3eW+mMFUUDVkW0TSdtphCoc9FThfJynsoyXWz91BmaktzqzJb2EeBz8XDb2xOi2185uaBdOnk4YP7Lzku2fnJSue7Zgg4UlnrwMHxxuHMWZ+rXeb63BKRuMaS289nf2uElnDcllzZFlFs+WVPvrOV343oa3Fo72gI8sYn+5h00Rk8cFUFkiCAoDPhwp488qbRTu2+Nls4iOnMS/VGx1VDr+X7XPzmmgqWrvkqLaneDGdJtQPOOiWPlyZV87sktpUSv4f6Q1H6nOJn0W2D0XVsNR5MBphxF5xmy10r9rt58JpzaGjLXCU0U4x3JjpdM3Y+GV/HXJVp5zI53y055CRTW8dLVibjhDPGBUEQgGeBz3Vd/0PS910T8eQA1wKfJv7/K7BUEIQ/YCRw9gLWftt+ZEuGkESBWEzB7bYPnUE/KHHlud3YcTCYFgf1g3O7oeo6zaG47bfHrutntS2LAn1OyaMkNxHTHYqhqrotXrYxGMvYr+0NQUo7eSjxu9PCWMz4sGQ2E1kUEDDoasY89y+bkTZjRF/Ki4w2zdCOklw3brdMPCnR4b4r+9Cc2EJLjlHzJOgVXZKIrhtczjluydj6KvLSLd/DSwlyf1EQkCXIkWSKCmWSY3pNj/j9KzZZnK6zRlXikkTiqp62DVaQ60JJFGYwQyfSBFKeiFsWKe3kJa5qiALoeuaQieNFW3g4EDDCkpLn0tyxVYB93prUgyV+D0W5bpZPvoBIXMXvlZn97hfcMqRnWrKnzy3yyJvbuO/Ks7lzaXuSUnMonpYfcNelvTIW7Ckr9CFgbFU+PXoAiz/cwaiBp9K/vIANu1t4u7aeOy+JUOJ3W4snE9OWb2LpxPOtUJuyQh9LJ55v5WZIooBXFpFFgZ0HQ8xdtZ2SPCOU6smVW9Pm/7xxVfQu8bO7JUxbJG5bDJ9WnIMsS+R4Og7ryBb20RKOW4vFGSP6ckapH58rSZinrNs1TedgMEokriIJAj63RIHPztwiCAKSYBQf+jZK4esUmAMHDg4fqgatKfp79pgBPPvPL23OnMsrSlFS9NNTo/vTGIhZheVM3S9LgpUoaVIl/vrqCivJ3twBLfF78GeICZ8zZgCPvPm5FYI6a1Qld156ZtbkywkLP7L6aXqCFbU9v+f6qjImDz2DpmCMT/YcYkXNbqZecianFufwwFVnW3Hb91ze21at02zv0ev60ZoljLCz3x7j/dh1/fC6RNt3c8dWUeSzG+2HQ9GaaecyOd/t60JOOpKV3xVF7IkYpnIhMA64VBCEjxN/PwQeEQThE0EQNgGXAD8D0HX9M+BloBZ4E7jz2zKpgMErnkacP2YAuq6zqyVMLKbYji/KcZPrkVGStpWgPQ4qrul8sudQWqnWe17ZyN3DejF3bBWNwRihmIKxHjG886lVsVJDNi6vKGXxbefTo3MOHtkIl0ndbp+2fJPFY57siZYlIS0ed8PuFiYs/IjGgBG7O/F/nY7XJSLLEg1tUdtW3SmdvGn3+rOXN1K7r80qvtISivPi2l3cMH8NOW6JhrYYI55ezX/MfJcxf/4XreE4PpeI1ysnxr29TL1Z2fCFWwfz7j0XW7sGOW7I88ksnDCY96YN5aVJ1fz14zoufPhdK9YtU+jElCXrURPeUF3X6Z7vo3thDi45SwEkWWBXY5A9zaG05328EVa0jGFUqqbbQkqWr/uKBRMGcd+VfZj11mYagzG8LolOXheTLkofo/tXbELT4JYhPfHI7V71iRednrEC6d7WCPct35S2ZTtrVCXeBDvN0+9u46I+XZj11mbuvaKPVUY5xy0RzcKXHld0HruuH/PGVVHi9zD6mX8hCKBpGuG4yid7DlF/yPCEP37Tefzm6nPI98n85upzeH71DvsW6aIaDoZiyJIhcHt0zqHY78bnlmiLxGkJx+ic6+kwrCNT2MfcsVWsqNkNGF75U/K9lBUYiUWZhLXpvfnR7NVc9Mgqbpi/hi3729jTEuLz/Ye4dvYHXDjzXa6f9yFfNAR54NVNbDnQlrUoxYlavMKBg39HxFQtrdBapnC8B65KD9NoDsbTKjzf88pGmoNxy3l0y5Ce3PzcWq6dvdoqYuORBeaNreLuYb348dINPPJme7G/hRMG82SCztVsc9ryTVkLsfXonJsWdvLQ32uRE7lj/csLGFN9GjcnwllmvF7LLUN6MvvdL6g/FCGqGEwrG3a3cEq+L+M1OvvdWcNKV23ez5Lbz2f55AuYPryCZ//5JQAP/+hcq3jhEyu30hRuT6Y0ZaYpG6+d/UFGmZht59KU29805ORwr380cMJ5xnVd/yeZ48D/u4NzHgIeOpr9KPS5KMnz8Oh1/SjJ8/BVyjZ6J49MlyTvuCyL9CjKZU9rOOuWfbaYr1OLcrj3lY00BKL88fp+dPK6KO3kRU2syJJXmaaBumxSNW2ROIoGY59t58ecM7aKIacXW4wu5jV6ds7l/943FFEwOJo37j5Ery65WRM1ShNxtYW5bvLcMs3hKLEEv/hLk6pZtHoHaoZKoiV+D726+Hlv2tBECIjAL39wFiOrysnPcdmKBJkG5LJJ1RQk8iIlSSA/x2Xb/tJ0nRy3xJmlfmQJglGd+taILZzmsev6sXZnC01Bo9BCTMls5O1rNYSKyYd6Vpc8VBX+nmAgkURjgbJ83VeMG9ITNcGSsy8QpauftB2R4wUtSxhVXNV4MqXARDimsuCDHWke40W3Dc7YRkvYiJ9eOrGayytKGVlVjiuJISf52AKfy+YZ7tk5lx0Hg3TO8+BKJMwkhxPV7mtjxoi+FOW6icRVWg9lScZsCjFh4UfWwmjxh7sSdJISWoKf/uE3NlOS506jeJw5sjKdnUjRiKoaB4Ix27x5/MbziCva14Z1ZPq90OfioWsr+c3V9gSihrZoxjYyeW+mLd/EwgmD0xbpplcnG8XWEfKIO3Dg4FsiGxPXoYhi6Q6PLBKJpxuG2RigzJjpTM6jacs3sei2wTy+civ3XXkWdc3tjFZgxJ5nCq/MVojNJQm20BlTJt9zeR9euHUwmg67m0JWOEuyHBIFgQUffMmiWwdzKKLYPNrJ15BEIS2stEsnL4s/3MF/DSinWycvoiBQlOvmlz88m58v22gLXQT431ep7GkO4ZYlJJHDomjNtnPZrcDHKZ2831gmfpcUsSeiZ/yEgMslcVphDuWFBl3ahIUfWVRrpqc7FbIskq3UeGs4njXR64uGgNX2z17eaNEauiXRSuhIXmXePaw3Llkk1+NK845OWVzDXcN60b+8wHaNfa1hvmoKc8P8Nfzgif/L9Nc+pSkY5+OvGm2eVNOY+fnLG5mw8CPGL/iIQFxhb0uUG+av4eJZq7hx/hqGn1dmJdmZ6F9ewK+vruDGxHG/+9tnKKqGS5I465Q8RGDI6cW2+69rtsdmF/o8eDNsKQkYoUOFHjeKpqd5KO55ZSP3XN6bB/9ai1sW6NIpc1lcM1l2ZFU5kxfXUB+I4pIErurXnQkLP+LSx95jwsKPuKpfd1pDcS597D3GL1hLayjOoeiJ4x3PmsApCYysKueUfC9fNYZ4YuU2wjGVkVXlacJ+58FQxjb2thiCOKqo3HVpL2a8XsuWRCGI1GOTkxQ753nwugR6dfHz5qZ9BGMqo+Z+aCmPeeOqeOy6fvTq4qe8yEueVybf50rblZg1qtJKxjS9T3dfdibNwRg3zl/DsMfeY/prn3LvFX2YcGHPNIrH51fv4JFRlSybVM28cVVcXlGKIAgEI0ravPnJSx9b88/cqjQTglIFeOrvsiymJRBl8qIoikZDW5RQrD2xyERdcxhRyEwjZi7eM1FsZVMSqRRdDhw4ODowq2Imo6zQR65bsnTHDfPXWJ7mZGQjRzDlZzZHXWMgxtu19WxvCB52m83BGH+64bw0mRqMKqyo2c0N89dwx6IaNuxu4fKKUiJxjZufW8tlf2iXq6aMMr3LpXkeRlaV8/OXNzLi6Q+QRCEtcmDWqEo8ssjlFaVWzk5RrpvFH+7glgtPp0+XPFoiCjc9s4Z7Xt6IoupWnk9y/7c3BC35ua8lQonfbvRmkonZEta/jSEO3y1F7Inh5jtBkYmLG9oTJjOhc64nrYz2kzf15zevfQbQYZl4s21V09nTHEIU4CeX9ebxf2y1FaPRdI3dTSF0PbMSP3Aown1X9uGRN7dYJXldkpimvKcuWc+S28/n3c/3Wzzgm/e32RJR6prDHXJaJyd83j2sF3e9uMHadpt6yZnW4sXy3I8ZAGB57lNjs0VRoEdxLnleV5p3MRZT+KoljEvK7KU9Jd/Lht0t/OHtrfx+RN+MNFJmwQBT+KmaRkQXMnrGbxx8mtX2U+9s4zdXn8OuxiAuSaTU77Eqnh4PeLMkwgqCnVJq5shK4qqWMcnyiZXb0goEPT16AA/+9TPruZi/raw9kLGscbd8j7ULsmFXI9CJVZ8f4LF/bOPaAWVWvGNa/P7YKpoDYcqK/HgTXP1qItn3rqUbAMN4N704qoYtRtH02rw4sdqWmGRu9ybHm88ZW0VUUSnIyZ5oejSQyUD+4/9s4SeX9bbJg+TEorJCoxBVtnj05Lj1ZDg84g4cfLcQBXjsun5WkR1TXqYWN3vo77XMG1tliw/vXujlTzecl0bPpySSMrPRtZqL67mrtvP06AE8/a5RY6Q41023Am+ajpszZgC/fu0z7ruyj7W73BKOW7bAC7cOpnZfm3X8r35YYe2sm/2/f8UmFowfRFMwRiim0q3Ay67GkK0aNxje/tQETq9L5M5Letm40GeOrEzkwAiW3KprDlvhjZny28y+3JGgP0yNdU+ViccqYf1IKGK/bWy5Y4wnoCga9YEocVWzGVsdVbPMBFkW6VOax8t3XICiasiSSDCm0BCIWl67JbefTzCqkO9z8du/fWbbpjEetMjn+9rIcUvowG9HnENMMWKdJVFgZ2OEe1/ZmJV/2+RqXnTrYLbWB3jqnW08cFVFRuUtAFf1KyOmqOiCkLH8bOqCxGSrUDSdrgU+XpxoVF/M9cjWcZOHnkFzMJ5WKXHKkvUsnDDYqsg1Z8wActx2ozZbMkVLOE5DW5RIPHNWuZQIubnr0l6IokBpJzfLJlVzMBAjxy0RiatMHnoGK2p2U5rnYcH4QbglEVW3c3ObQtab6Je5sDATUUMxlVCRQo+i3ONmkIdjRjiKLWM/wYSSKljNQgqpY9YQiFKY4zLGQRbZvL8NMcFKMndsFR5ZtNovynWzfN1Xtuu9/nEdNw/pia7r6LrAgNOKaWiL8l8DuvPYP7YRV1VeuHUwYGTjJ29/PpnYet3VGKIgx0We14VHNt6pwT0KuKhPl8MKqYkpGg9eU8GDf60FsKqFpi4cn791cIdJ2UcDmQzkkVXlWUNQzIRkVVPTlLxZWjpbvKPDI+7AwXcLVYdn//kl04dX0KvUj1sWiasaI6vKbWFxb9fW85PLevPCrYNpDcepb4vy6FtbuPOSM1kwfhBel2ixUn3VFGLWqEr8HpmnRw+wGbFzx1YRjqmWl7ow18Uvf3g2Ow+GeOjvn9MQiPLU6P786YbzKMhxIQkCLikRVicINgPWhA4snDAYjywCOoFI5kV9azjODfPXUFbo4083nMeCD3Zw7xV9eH61Ee7YFIzx4F9rmTz0DKv44P3LP+GJm/qnxcvfv2KTVQU5WW4lhzeWFxksKjsPhvjFD86iJRy3jP+eiVh3c1yyycRjkbCeiZc80/WPRtigY4xjGOJbDrTZVrLzxlbRp0sesiik0f398fp+HTJtyLJItwKf1XZz2KhCFVeNmOula3Zy6dmnUJLnYcKFPW0r1adH96ehLZqWsf1UIlHjHz+/mM5+w8OXzDaSyfvbEo5bIQK//OHZGZW3LInWBD7QGk7L1n56dH/rWNPjnerlnDWqktI8D165PY7MLHiS6UV3SQKrpg1FUXU8skC+7/BeoFgiOdasDJnaB69bYuGEwQiCjigKdM710hyMIIqCzdCem/CUArRFFXwuife3HEjzjI+5oAf9ywv4/bV9ORSOpzHkmLH9xwOKptsK75j4xQ/Otn02wiAElq3dlXGn4K4XP6YhEGXRrYOZ8XotL02qZsH4QWzY1cQ53QvSvOymRzdToZ+nRw/gjU/2cs15Zax7YBj7D0Uz7kxs2N3ClKFnpM1z0wC9e1hvnli51SbQzZAacw6a26BuWcSrifz+v/rSEo7TmihKkToGAuCSMhf88bkP38txpNXdstE+nnVKHssmVeN1i7SGFJ79p7GwOqWTl2K/G5co8NC1lVm9K4erJBw4cHB04JYE7r2iD60hhWBU4ebn1meUbaYMMBfbAFOGnklBjpula3amORpmjqzk14md80ev60eXTl52Hgwy/f98SkMgytOj+xOJa4x+5l9p15v97hfceUkvW/XqmSMrsxbl+aqxPRdn1qhKunTyWnlBppNlRc1uyyNf1xzmp8s+ZvrwCu5fsYmXJlXzak0dvbt2oiEQtewLs30tQx5Z8u5jqtxqCEQp7eShKNfFvpYov/jLJ2n6IMcjHTfawcP1uB+N2HJB179/GfgDBw7U161bZ33e1xrmurkfpk3cVyZfQOccNzubQ9Q1hS2vaFmRjx6FOVkLwpgVKk0e66TCsQAAIABJREFU4//H3reHR1Ge7d/vzM7MHpNskg0giZwMSEAOWQkBWwVpUQtKKyAKQTlICCi0VVH7+VFt0wOK1goVEvhsEAgnoa0Vi1pRtBUpNiCo4RBBMOGUEHLa4+wcfn/MzmRmZxaVUgV/ea7LS7KHmdndd973ee/nfu7bwVL4694TuDGvi6a7/Vb1KfTr6gVjI2jSSa1dleXGXSt3ma5l0e3XIMiLuMqn7MjV1+gTk1QHg4c379cmhNUzCvDgpn1a06kkwzAJlBX50dvn0poSo1EBn7eEUXdO6Yp2sDYwNMGplgjsDIX71+01uYCp11c6rj/cnA12hsKcyj1YODYPLE0ZkHH1tRuKC0ERgGMo8DEZfEI1Qh/65EeQZPxkw4eaPradoRGICkhzMppM4vHGEPp19SAmyNr3P2mF+fvUI5O9O7lxojliku3zeVicC8aQYmcsf5MNxYXINjty/ldmicQxe6IpZPm5Vk0vMDjBZnsdWD9L0Xtft+sY7hraDZIMNAZ4RAURdoZGuotFmBchAchysxhf9j7WzCzA1Bd2W35vs9dUoXyq33IcrJ5RgEXbDuDhm/tiWoX5/QoSLKN7psvQzKs/vurAWbbjCEpG9EKag4Eky0ixM3jOQrpw2ZR8dEm140fLdiYdnxuKC+GxUwhGJUTjjchnAzyyPBy6Z7gMk2sylCPX50ZNQyAp+mH1vnX3DsVkncyYej36SfpCy5sXUXLrv7ayJY7byy0uxN3y63a2/P/YgfNrmWvVqG+N4HhjEIGoaLmuqXOPnnr6y3H9DDTA1TMKTFKu+vdazbsbigvx0Ev7LN8DwHK+W3T7NaApYgIeEiWO/zR3OM60Rg10R7VhXi8CsbG4EJNW7MLmkmHgbBSqjjUiv3uGac0M8SL++M+jpuT+8Vv7QZBkMDQFn4tFGy8gzIsQZRl2Gw1RkvD4Xz8xve9/x+Qh2+v8QiDkm44TTSFc9+Tbpsffe2Rkomt30gvuQMYBS+UNn5uDKMk42RqBm7Wh3xUpCMdE2CiCLDeXNBGPRAR82hg08riK/BiZ1xmT4wnd6LwsPDYmD7Ks8NA6p9jRGOTRHI6ZpAwBZZfVJU1pJK1rCuPNB67X+MKq/vaq6Qrl4pk7BkKSAUESsWjbAcwflYssD4fnth9GQxuPZVPykepgQFMEDEUgSe3nIQRwczT6dvHgbIDXkqlsr6JWou6kra7PydKQZBlr3j+OynuHgiKKfXAiEllW5Ic9nnA3BWOo1W1yEqkfkiTj0Ok2zFqjJDcvzR6G//nB1aYqhZOh4eAotIVF5HdLxefnItrkkswkSeWMq/a7VrJ962cVItXBIBKzVmb5JqXkWBtl5nBPyQdra6diqOhC6dZP8PDNV+Pu4T2UzSCUjdBPN+n4i0V+ZKdxoGmgvMgPiljLY+ml/qyePxfk8bNb+oKykNfyuTm4ORvmVO7BMxMHWr6/l8+FZ+Lo0OO35eH+uGOostEYgsdv7WfYhKi/1cbiwqTVouVFfnjsFE40RVGs426XT/XjyvhEr49kKMem2cOSPi7LMlgbjVyf26S48kUI9oWWVzt0xDuiI76+iIkSVv7jqKZsoo+6pjBys9xYODZPQ8grpg0x9bkkW99zs9x4euJAEBjnzcE5afB5OMv3pMXXcavnstOdCEYFbCwuBC9IYGyUZS9ONGbuB5sbB9P0fV0qrTMmSvjJxg+xYVYhlmyv0SgmDE3hVEsEGS4G827sjTmVxvynORTD/8aR/lXThyAmyNq6rr5m7sirDPP9k+OVhtBkQMelpB51MWiDHck4zAY/g3PS8Ksf9kONjiOck+4wcYQTd2opLI0zwailwsmq6QUakn3P8B6aKL++VK4igcnKS+pjhBADX5i1EYR5EdMqdU1rU/KR5mDR0+eCm6Mx/boeOHSqBYQQw7mXF/lxpZdDICrBRhGcbomiOWTmej8Y56i3RgKW1xfiRfCihE1VdaipD6BkRC9c0zXFgMzaKAI7S4EigCDCRFNQqR8xUUKWm0NTOKbdsICSQCYmzT/dtA8vzR4GN8siGuPRFhEN343Xgiud7VUaZtRjJGvSFURF8u50S/i/yjW+kJAlheKzanqB5n4qSiIIFE5gc4jXDBr0koKsjUKO12H6HmevrULlvUMBAnTP4NActublpzqYuBSl9ffaGORBUwTNIXND0vxRudrilKxhqfZc2FBG1fPMp1V8YHCkU0P9DbO91m6tHjuFlrCkJeLaZ15TZVlGTNYcGUuiiX6yOYwJZe8nXSAuBXe3juiIjvjPgqIU/4Xac2FLagdNEQOtr3um05BTqBVs66SNQtc0xWa+YtoQZLpZ2BkaDE3hs7PBpGtuT5/L8jnIgJuz4RdxZ82KaUPg87CYO/IqNAWVtY+lKRBivfapYIE6Dz8Qr7A/M3GgAlTKMjZV1WFTVR1euf86hKEg4gtuuhpzKo2AxZx4E+ZDN/XB068fQu25sLbuq99LNKY02CfKKm6aPQxAO0Dic3Pa2n66JYJOKRzSXWZA4utG0S8GbbBD2hDtVvbZXoXn/Ytx/dAaEbDw5Y8xacUuLHz5YzS0RdGUIEZ/pi2MSExETJIRiYk4G+LR0GZtq61yzJPpiTYFFSt3K8H88iK/pjhRPtUPliZ4o7oes9dUYdKKXXBzjGkHPqdyD4pv6IWjDUHIMuDzcPh+vy6WqiitEQnXPfk2qk+1Yd76vUk1UdMcDLZU1WK5hRRduotB2Y4jAKCh9dG4zTkvSjjaEMT96/Zi3B92oq5J0Sy3MkfiRQnhmIRTbRFEE5KiFLu1/FNMlHAobprSFORxz/AeKN1ajUkrduHJbQcspRvVa832tjd+6iPb64AoAwxFsPr9Y3hm4kDDMcqK/N+oQ6cMIBJTVHUa2qKoPRcCx9BoCsVAU9AkBfWqOE6WxiNb9mt/66OuKYyGtihigozmsARHXK0l8Xt7ePN+TFqxCwte2qeg6QnPb6mqRaqDwbaPTpmkr67MaF+crMZ5oqThgs37UTKil+Eak0k6AsDqGQXYXDJMa9J1sTZEBQlVx1txpjVi+ZlV9RG9gQ4hBKPzsrTXDc5JQ8W0IQCAimlDTLKhen7lrNX/RnOYN5jxADivZKI+Oox8OqIjLs2QZcVQb9tHp3B/XPJ10opdKN1ajXmjeoOzEaybVYh3FozA+lmF2royOCcNj9+m0DabwzGsnlGgzS966h5NAZIsY/3u42iNCJi+6gOcaY1gyfYa01xZVuRXmj7f+tRSYvCnGz/ElP/7F+4Z3gODc9KwZHsNfjGuHyhCDHnNuWDMMNepx+iUYsebD1yP0nH9NWqLCsrNH5ULKm5MmO11IN3FYulbNbhneI+kPTvq2lMyopeWX6h9R6VbqzGh7H1Mq9htklVUadS8IGqqXOr3vvDlj3GqOWKaI79Oox419Nzy9x4ZiT/Pve4ro/YdyDiUxi69TE+6kzUhhws2K80LarRFefCijJggK0ivLIOhSVK7ehtNMDgnLameqJOl4QRtMPVROc/hmIgFa41Uj9F5WVrzXrJSFUMTLNleg9/fOQipDgVx1qthqN3KUnzAqzdJMtQyy8Ph7mHdwcU3BjFJBmSgNRKDg6U1zVAVcV/+9hGMyuuk0WvUmBNHYa2uWZJk1J4LIdtrh5O1IdvrwPyRvTA81wdRkvHmAzdgxTtHDCU0iiJ4Ni7/mOZkDRsT9TtaP6sQgiSBIgS/frVa49WXT/UjJokmib9lU/Lh4ihEYxJ+9oO+ONvGY9Ht18DO0PB5ODA2oqmtfBMRESRDN3u6i4GNIvDYbSCEoGLaECzZXmPgBzbHJ8pkqiKNQR4Zbg4ygJawAIZS+IqiJONoQ9AgedkQiMLrYrB25lCcDUTRGOS1TvtF2w5gvD8HT712COtnKWVSVXlAPa++k/7KDCdYmsL89XsNykLqBlB/jYyNMv1Wy6fkIxITMPPFKsM9kpXCYtzzO7F8Sj5cnC1pGVGSZBxrDOJ4Y0irhD10Ux/lc7bxePjmPpbcy4ZA1CRN6nNzONUcMTSDr7z7WnRK4RDmz4/SXOql2I7478aFcr874usJIV4ZG5XXyZQfzFlbhQ3FhfjV1k80a/rKewuwvMiPCC8izIsmUYaFY/MQE2XYaIJoTISNsmkVaBWwaw7H0BCIatW+NAeDUPx4E8vfBwDU1AdQOq4/evpcONoQNPDCVeWmsh1HwAuyJR2z8t6hBhGJZ+8YCBtNIMmUps6iRl1TGN0znTgXjGrrJx9XlFHPlawSrc7nqj66FTCpHmP2mioDzYO10Zg/Ktf0+tlrzdXNr9OoRx//KW2wAxkH4HVy8HDti76Vs2RdU3tHsCBIiAkyWkIxTKvYrRnDALA06Xl+cj5awjHMH5Wb1PgnxIvac/ffmAuGJhryqnZKq9dRsrbKYMGr6hQnHtNGETQEopr9e1MwZtjNP3RTH4zOywJNESUpjSdLyVDLBzbtw6N/+ggNbTyee7MGNCE4G4jiVEsEr+0/hYppQ/DWgzdgY3EhOqdw2Hm0Menmg6YU9LF8qt9kzrLw5Y9xNsCDoQn+PHcYhvbKxOmWCA6ebsNTrx3A1GHdcIc/W7sulia4b2QutlTVmtB0QEnIz7RGsPztIyAE+Pmt/fDOghHYUFyILA+HqS98gDXvH8eLMwqwI45qZHvtCEQEfHY2hPrWKAJRAZ1T7cjxOuBgaRAAHu6bU66g47/t7DVVWLTtIOwMjdpzYUx9YTdGLN6BhS9/jIdvbreeV6sBs7/bXfm9k6DaDE3wy1c+wcin38G9q6vQFOQhSRIyPZxhs7VsSj5+//catEViaAzySHMwmtPmG9X1SHMwaAhEQVPA5+dCONkcRn1bFBXT2o0Z1E56F0uBxCUV9aHeF/prjMRErHn/OCqmDcHbD96AdbMK0SnVriXiQPs9EolJGN4zA6lOBgxNTBWd8ql+ZLhYNId5nGmNGBCjxgCPx8bk4Xd3DLSs4Pxh8mBU3jvURFWaPyrXZHs9a/W/sa+25QtRmg4jn47oiEs3VBAj2Zp2uiWC+0bm4g5/NuqawjjaEMLS7YfROdVumkPmVu6BKAF3/3E3aEIwfdW/td41/fHVtVid6x98aR8y3Sx+87cD2rn31jZj+qoPIEoylmyvQcmIXtqa6nNzSHMwKImrV1ldNwGwZmYB3nzgevzhrsFIdTKYWPY+bli8A4/+6SM8esvVGlqt5BUUbDSF1TMKkOlicexsSOshKttxxFRFfmbiQJTtOKLN5129dpQX+ZP2HalmgnqaR4aLRY9Ml+XrwzHRMJ9erh4MHcg44kYzmS54HIrRDIG1CQdDEQiChJYoj6ggmXaZv361Gj8e1RvPbW836Ul3sdi4+zjyu2coLpQEJom5xRMGwOfhwNkoVEwbgs3//hz3XNcTXb1OHG8MWg6s5lBM42LbbWYDmGVTFJ3sDXGEHYApSXhky35U3jsUgUgMLE0h08NqqKMetbRRBPWtUU3/8+nXFVRwzshesDO0xpPbWFWHsiI/Uh02yDJQMe1aEEJhc8kwNAZ5g2kAZ6Nw/425pm5sG92e8Pwl3uk9O0Eeb2ncgOeWM12Q6eEgy8Dzb9dofD5rfjdQNKybQR5q+ZR8dE6145mJA9EcjuGhTe3WvP/62Y04G+AtOO02EBB08ji+UbSSodpl+kpG9MLJ5oiJ569Wc2rOBPDy3hN4/NY8pDoZHDjVhobWMCrvHYqGtnZU+/4bc7Fm52cY78/BG9X1Gt2pdFx/XJHG4cUZBXGJQAp/2aPwBUfldbLs5g/xIlZNH4ITTWHDd/jsHQOxftZQnAvGkOFmQVMK+rz0rRpT4+Vzdw5CppvDWw/eoMlNjuzbWeMqqudaO9O6yiJKMuZ/7yqEeBEnmiJIczJxjV2CE80RdE5VKCNhXrRMuNfMKEB9kgXsVEtE44nrkfJkC4Zqe30+lOZCFpFLWWGgIzri2xQqnVVFdq0qi6Vbq7F6RgFq6pV+szeq6/E/P7D2+FD/T5H2CmTFtCEGWcJELe4jDUEEooIlcOFgacsqniTLyHCxSav2RxqCWp9OWZFfk0ZWr09F60u3VqOsSKHJpjkYiLKMiCBhyfYaPHNHewLOMZTBDIhjKPg8LEp/2B+pDhuWbv8UzWEej9/az/J6sr2K2pR+LqMoAidn3SR5pD6AYFTQKoiXqwdDRzIeD32JoTEYsSyFcyyFUIzHyeYoojHzwpnmYJHmZPDYmDxQhOBcMIpF2w7gnuE98OLOz7BwbD9896m3Mfu73bWbj6YIQryAEC/ie797t73EHreATUYpON0aQSQm4sGX9mFjcSHSXTZDM5+To3Cqub2ZNJmqSHMohnHPv6fduLlZbqyZUQBRlnG6JYKHNu0DAPzqh/0NSXFZkR8u1oYrPHYDpUZVmjkXjCASk7RmDrVC8Lf9J3DboGzELDYzcyv3YN2sQu3vqCBZbiAWjs2DIMno3ckNt53CuaCglcmsNMifHD8AqQ7WICmlJpqrphdg0opdGJ2XhWfuGIiWcAzNoRiEuKa5VXKb7f3mFSwkWYYjTq3qluFMinqIkoyrsly4e3h3bSyMzsvC//wgDwxN0DnVDp+Hw6O39EXZDoX+s7FvZ8MxnCyNmS9WGcqHz94xCOVdUtA5xY7Ke4fi169Wa+XZsiI/MtwsJEnGtAT7+Z9u2of1swqR7mJwLsijUbfhaWjjtU1s51Q7wrxgajZm6PaNsvrbMrT1PUJRBDSB4RzqOAeAYESEJEWTVsIkGV/ojKeOi43FhWBtNGRY6/uqDcPqe6wS7K+6iHTQWjqiI76+iAoSnnrtEJYX5ZvyA72/x7kgj6cmDNCSX0KswT1CgNF5WWgMxkzqay/ccy1mvqjT4vZweOq1g3ijuh6Dc9IsfTYa2qKWa9a6WUMBEKx416w0tWxKvuYOrlYUF47NM/hX1DUpvgil4/pr2ucqgOjhbIpJXNwh9FyQ1xRR9J91Q3EhlrxZY5BLLB3XHyvvvhbP/v2Q5iqa5eHQyWO3NNPLdHGmJkn1e28IRDWA43L1YOhIxi0ilWMRdIqG5Ja1EaRyLM60KbJ5idyoO/zZKBrWzWCCsrzIjwe+3xu/+/thTL+uBxiaYOejI9EUimkay2ryku21450FI7SEVh2MLE2ZrHVVMfzx/hzUNSlKEn/dewI/zM+GJMvgKAICgiU6VZHUeOnHKqkHdGjgzAKMfOYd7TyAQh9Id7Om78PrYNAcEQAATtZm2MmGecnUVHrfOoWfZrdRSRs9WsIxDM5Jw/xRuUlVTjJcLGiKoKvXiRNNIUOZrK4prPHrsjwcfB4Ov3zlEzx6S1/LY1Gk3UJdTdazvckdHy+Wdfp/GpIMLHv7U4z354AASdEaihBEBUmb7AfnpGHmd3pqFsjqRO5gadTUB0yJYyLfD1B40Q6WRummasOk/sD3e4O10Vi07QDeqK7HOwtGJElyZdCEYG6CxOHe2mbNROKdBSMwfZW5K/8Pdw029D28uPMz/GJcf0szH4YiiCXZVK2ZWYADp9tQurU6Tksyf3dOlsag7FSUT/VrLpqj87Lw6C190RKOoXyqX6v2qCFLsuH1euRcf2yrBPurLiLfFDeyIzri/8dgaAoNAYWy+POXP0HFtCFoCccMqlX6jXqGm0X5VD/qW6OWxoH1rVH879g8/Cruq6B3Up7xnZ6ovHcoZChVUFGWNYNAta+s8t6haI0IaAnxcLC0pURzXVMYp5ojWLTtoOagqQIePg+H59/61NSnkzjfZHsdOBpHz9VYsHk/Ssf1Ry+fS/tsNfUBLE4iWRuNSYZEXAFLKOT63Pjx93ob5stkgILaJKnK2KpVevX6VYDjyxr1XGrRkYxbhM1G4YoUB+oDUc3SXk2Q1QQxUc+4+IZeBpMTNXnYUFyIuwq6IcWuKDtQhJjssZdsP4zHb+0HGUqSdTYURaaTU4yDRAlZKRzWzCxAY4A3NMo9/fqhOAWD4Noe6ZoxTbbXgY3FhQZzlNF5WSZd6sTmM32yqaLQpeP6w+fhIEoSOJtiHc8QAkJkHG8KGXTCu6U70T1TMVBJlkg3tEUhSDI6p9gtE6CWUHvDXLJmkHQXCy6+WRHiPDm1TKaW9lQE989zh2PeqN4arz7xWKIkWzaS6B0f9a9n6EujzYIi0GSqAlEBXb12U0JaPtUPQEYwKmifo2REL812HWhPTkvH9cf8UbnIcLP4w1uKool+jOiT9Pmjck3ynXMr96Bi2hBD9UGUrFFiNUlWJ1QrmbBkTm6pThbLdnyqofDLpuRj8we1+G4fn6E06vNwsNEEkSQLFEUIynYcQV1TGKVbPzEl0ErTpT1eMbPjz3OvgyRJOBvgDZs2dWMsSjJ+tOw97V5bF+eTMzYKgYhg4Nufz875qywilys38puIjubIjvhPg7URvHCPH5yNxmNj+uJMawRuu83kUqwCZT/Z+CGW3jUInVI58IJkmJ/SnAxcnA2SLJtMzJ4cPwAulsaU//sXFt1+DThbu7ldxbQhinJbgEd9axS8KOGZNw4DAJbcNdhyvo2JkkZ3KRnRC72z3DjTFoXdRmHn0UbDZ1TXV331cXmRHz//y8eG19U1hZHmZCADeOnfddpmQk7i/MkxlCY6oZ8DG4O8KR86H6Cg0lAetDBB0gMcl6MHQ0cyniT0lvb6cMR53arJjaqwwdDWiiaipNAJ0t0sglEJDA2tu1m1Fb9neA8Dol5W5EcoKuIencVtxfQh6JRih9fF4sejesPO0njmjoFgaAoOhkLFe58ZBrTebRNoVxXZWFyIqKAk1r945RPDrjjbq+ic6q+/p8+FVAeN2iajS1fF9CGWFvGpThsy3HZNgk5FYx++uQ86p9pBEaUx9e+fnDJtDsrj9IYJcTdUtRlEvfHaeeUEaXZGk42bPyoXr+47iecn5+O+dXsMkwhFgE4eDoTAkle/8t2jGB9vuNHHku01Jm5/WZEfvkuk1EUTAjdHw80xUHO1q7Jc2FBcCElS3EeDUQGf1gdxVZYLs7/bHROuvRJMfPyufPeohlTUNSkbqgw3ixXvHMXdw7pj4dg8RAUZbRGl8TjdxeCJv1Yj22vUz1WjrikMB0th4dg8zR01GpMsKSwxSYKNopDtdWB79RlT78DyKfloTUIPOXY2iMdv7YfHxuRBlJTrK+iZgTAvwsHS6Jxq11zeaJpCNGbdQyDL0Mb+G9X1KB3XP2kSrE7sDW3RpH0Xv3q12nCvVZ9q0xaUTJdsOjag6Ownnu+rLCKXKzeyIzricgxRlsELMma+2L5W/37SIKybNRSyrFAHN/zruAaUKes/0BoWsHrnMYzK6wQnaPCihJXvfoZ5o3IRFWRLRZGKaUPgc3PonulCTJQQiAr45SvVmoLTku01ePSWqzXaZunWagCyCYFfNiUfXieDtTML8Mwbh+OVwKHI8ToQk2SsmVmAY2dDWLK9Bg2BKJbrZJSl+GeyUQQ+jxktV8wDgR/ld9UUXAbnpJlAoSfHD8AvX/kEP/5eb5SO6w+KorT57kIAhcuVhvJF0ZGMf4XgeQGtUUH720ZRuCJNaSDUJ59qZHsVRZNcnwsnWyKWHDMrVLZkbRWenjjQULpa/NpBPH5rP/zj0Bn4u2dqcoFq0vng6N4GdFGUzIjgG9X1+N8xebj7j7sxvGcG5t2Ya5I0+s3fDpquPxg1u3TV6YT71cdU7qwgKDrV5VP9eO7Nw5g78iqEeVGz+VUTrk6pnKnRQ4+I7q1txqJtB7Ho9muQk+4ERQgoAjhZCp82BA0OXosnDEDlruMoHdcf3TNdcLE0YqKEtqgIhlI2AJ08rMZvZ2hFweOOITlIdTAGqUhAoeb43Cwqpg0BTRGwNgqpDiqp8+rXHRRFEOIlzNVx8pdNyUe2145DpwOGyXDV9GsxdlA2pq/6wPBaANhUVYdsr9JwGToXRk19AJyNRmtYMFCjlk3Jxy/H9cPJlghkiyrD6LwsNIcEbKmqxT3DexjGenmRH0/c1g+iBGyvPgV/9wxwDIWyIj8a2qJmmbDKPVh0+zWWfRuBqABJlhGICnBxNM4FY3CyNCIxCV29djgYCoGoCJpWnNvSHaxpE1YW557//afXY+W7R7HzaCMoikqaBKtNkiFesFw4CGAYO+rj+rKp/tgXi+ud4WKxekaBQZKxW4bzsl+UOqIjLsWICbI2H6lmNQDACzIWvKSY4jw/OR+Vu45rlJUuqXaIkoxbrumiSc2q4NSZ1gg4xtrTQ5QkPHxzHwOdVc0Z1Iq1Sh+8urMHiycMwJnWKLLTnSgd1x9pToWaqlIG1TXS62IQFSQDv1ydE8O8iJ//5WP4PKwZICnyA4B2rCfHD8CibQfw6C19UfHeZ1g8cSAaA1GEeBHpLgZbSoYhFBMhSkrvWUMbb2mydiGAwuVKQ/miuDRq7pdJNEcEzTVy0baDAGRM+b9/YcTTO7B652cmk5TlRX44OQoRwcyfVgXwk8n7dEm1x2XXYlqCw9gIvtevi2Y1q752ztoquDgGLN3OM+cYWrsWNVRKS1mRHzuPNmLN+8exanqBZlKQ5mJNWuGZTtaScpLMGOhUSwQHz7TBZbPB5+bw8M190RSMmXi7cyr3IBqTMX3VB5i0Yhemr/oA0yo+0BI9NfbWNuPRP30EG0XwaX0A4ZgIXgD+srdWk1KsmDYEOw6ewbxRucj2OvDOwdM40xbFpBW7MGLxDkxasQsNAR68IOFkcwSEACFewMFTbRDjn23BzVdr5gej87KwduZQBHgRR88G8eCmfbhzxS60haULHjsXO6zUfOZW7kGYN5spAZSl5fGs63tqk3R2ugMDc1JQ+sP+CEQFEwI8t3IPTrZEULq1GgxNTNKXj97SFyVrq7RGWv17Z6+twtGGIO5auQv9s71Y+lYNTjRFQCCjp89afYShKURiEp6eOBDbH7wBpeP64+cvf4IFm/crGug0QSAimuQIeVHCmdYImsM8JEmiaK7uAAAgAElEQVRGfTCqObL+ee5wrJ05FGFeRF2TYgI06/oeWDdrKLw6PXN96A0kDp5us7ynbDRl+XiyBeViShhGBcnwHUSFS2eMdkRHfJtCXQeTmdX43BzuW7cHo/I6aQDGL175BNcnSM3OH5WLBZv3IyZK8MT9D/SR7XXAzthM87iaM6gVa9Wi3sFQcHE2/GTjh/i8MYTpqz5AfVsUd/9xtwYSqGAZSysSuInHLllbhXMhHntrmzHen2Opo77gpquxsbgQC8fmaRK2QV7EPcN7YFrFbm0O4gUZZwM8pr6wG9/73bt49E8fad8PL4gGUzOvg8HKu681rCVfBuVWAY4vY6R2uUQHMv4VghfbE51Ft1+jlYMAoPwfx9C/awo2FCsmJ6oU222DsuG22ywTjqs7e8AL1rbjNEWQ6eHQKcWO3j+4Gr/920H8/NZ+WvKYeCxRkg2UkefuHISK6UMwXUd1WV7kR4aDRSePHZtmD4MoSWBoClFBQlQQIUsytpQMQ0SQYKMIHKyCLlqh/l8k77Rp9jAIkoTGQDRp4i6IkukxUZIt1VAoCujdyY0sN4emMI8xA7uakN5ITMD3n/0Hyqf6TclnSdySN8PNgqMpk+Te4gkDsHBsHubdmAsAhgbHJXcORunWasXk6BKJZJx8q8cpAsvXsjYKa2YU4HRrBItfU8ZXydoqQ1Ol/vW9O3mw7t6hsNEENEWwavoQ0ITgdGsEbREFNU6mwdslzQGfm8NPNn6I308aBFGSMXvtHmwstm6eDPEivC4GmXYWUxNMo0rWVmHV9AKUrDX2aKhqN5GYBEmScbo1AkGS8UZ1Pd6orsf6WUPREuYRiAqa1GCIF+FkbWgKxyyRcX3inNgnoi4cWW5zl//5FpSLxfXuaODsiI74+kJdB7/IrCY3y61JFI/352DejbmwM0rlaunkwdp8bGcoRAUBq2cUKMpSQR5bqmox67s9tePqQ51f9Q2VKqodjUnwuTlN/el8/h7J1uPcLDfKp/qR5eEsn28JxzBpxS7tsWyvAx6O1sAOtSof5EU8lNCXpKL5+t4adZ7M9bm/dSj3hURHMv4VQp8Id061Gwbs4Jw09Ovq1cpKarz68ZmkCQcvSFj8+kFzOb7Ij1++0u7kpdJQGgM8Mt2s5bFiomwY/D/e8CE2zS40yA5mOFjY7cpPfkWaA2dawjh6NmgoVy2fko+lb9UYOL5XZbhQMX0I6nTNmj18Tvx+0iD8ZOOHpjJaXZNiUe+IT0DqNSZes42mDIoU6iZE7fhOczCQZBmEEPCCrJkgxURrJzFVFvF8LqdzK/dgQ3FhUtnCDDeLO8p3GZ6bv2Evyov8JoOXbzKS0aIoYn48WfMqL0j4/rPvao89NkbRw00m52ejCDgbQX0br0226kYmw60sEsne+3ljCCUjemH2mir4PBxONofjCDgx0UiWF/mR4WLw+7/XYEphN8vfMtkGQ5RkdM90ojkcw7SKDwxNwDleB2otNmF0nLtoFaoNs348Lrr9GlyZ7oRDpyD0VcqmF4vr3dHA2REd8fWFg6WwbEp+UtUSNVGuqQ/gilQ7ru/TSRNbSKTtjc7Lgs/NobYpjAWbjXRAWZbx2dlgUpBCr86kB5oeuqkPXt57As9MHJgULFOklK2fq6kPaDrpVs93SuG0fjmVjkJRBDO/09PQ1/XiDGslsu6ZLkNvzX8KHnzbPBY6aCpfIZh4AgQoDXT68lLJiF44F+STlNxJXL7QSGHx2GmM9+dgzfvHsXBsHjaXDMPG4kIs3X7YUF5SaSinWyNa8pJ4rBXvHDGdVxBldPU60S3Dha5ep5aIq2El+7Z13wn8/NZ+2LFgBNbNKsS/PzuLVl5A4hAP8yI2fVCLDcWF2FwyTCtdqUm1jSLIdHO4Mt2BLA+rUCH01zwlH0u31xicQJ8cPwA2mmDejbko3VqNRdsOwsnSCPMiTrdEcPhMAMeaQklRYTGOtKtOovpQE8Vk6LGayOk3Nfrn3HabRgO6FIKLGz3pv9OyIj8kWYpzx9sfFyTR5D6pNq+qke11aGYTVg6sy6bko3TrJ2gJCyYllQWb94MiBM9MHGjpQKs2HKmLlSTLmtJKTJQ1ZEUtgS7dfhiHTgfwo/yu8LoYy99SfT+gbITLp/qxuWQYeEHCb/92AC3hGHxuzvBZZBDLTZggyYZEWJJkrZRKUwQP39xHc65dsHk/aIrAbbcZyqNfpWyqNiB91dJsYqhJfeJ309HA2REdcfEjJshwshS6pNot77sQL6K8yI8tVbWwMzQe2bI/KW3vsTF5lvPR3Mo9SLEzWLK9xjRnlxX5kdvJZbC7V9+Xk64Y6c26vidSHTa4OZvZcbjIDwdLacpbiXO0qi61aNsBU76yeMIARAQJ63cf1+gokZhC+0xU5/q8MWT5/XA26ry9NV8l9PTBL3I2vlyiAxn/CuHg2p0uT7dGDF3DyRyuRudl4UxrFEvfqjHoe7I2graoqMki7TzaiOVFfq2srg81UdxSVYv+V6Tg6iy3AfG2M9YSRTb6/LvERMrLHf5sjBnY1dA0srzIH3dJjJoQxaJh3UBTAGujDPJOy6bkg6EVZYhu6S6cC0WR6eY0oyNJlrH87SOamofaPf5eTT26ZziR4mCwobgQdhuFmvqA6bw9M12WO3cxfh+mOBjLjm5Voi+p5B5NGdzP9M8pTZyXzq6bsQGOBKczO0Ph168ewLwbc7FuViHqWyNoDPL42ZaPkZvlxqrpBbDRBJIkgxBoY0b9zQIRAaumD8G0ig8017fumU5wNIUn4pWaZHrtUUGCm7NhvD8HV6Y7sGp6AdoiMdS3RTVThhAv4rk7B6E5xMPO0Fhe5Ickt9NI1Kaomd/piSvSHFj7/me4+ZoupsrR4gkDsPLdo5qMmJU0WPk7R/DYmL6YUPa+pjufTC5RkmQtEU5srkxWRfnT3OEX/NtdrAakb6uqQEd0xKUYvChhwUsfoawo37S+lBX54XOz2P3ZWdx/Yy5CvKih5ZZzjtwuIZz4nCjLmp65WpEL8SK8TgaiDEv3zdpzYQNt5Td/O4DcLLeBAvPc9sOYP6o3XvmwDjdf0wUbZhVClGUcPN1m0Ot+o7oeT9zWT1tbmsMxzWFYNQSqa1KcOVdNH2L6DMpGwq/1tqlzti2JOduFgAffRopeRzL+FSLVziHgUMyA7DZFw1gdsJ1S7JYOV4+NydNcBNUkO9vrwKbZhXjvcD3WzSqEHKdivFV9Ct/v1yUpRWDeqN7wuVgwDI2uXqf2fGMggufuHIQfb2injDx35yBNiztZsPHGM/Vcs67vqfGwgXZUfuN5aB2CCLy674SmOqJy5addp/DebDYKmW47WiM8hKiyAx759DuG66hrCsNGE/h7ZBokHsuL/CbJxgWb92PT7EJLhYw0hw3vLBgBAHj85U+w6PZr0CVNoUioCeGT4wdg0+7jJl3psiI/Mp0MmsKxpAYyKfZLJ8kJRmVMq/jANE4Wjs3DyZYItu47gTEDu2qbpIZAFOMGd9WS15f3nkDpuP7o6XNBjhsI7TzaiHX3DjX8lhv+dRyTC7trYzfZRubY2RByO7nBMRRsNIXWMI956/cavl9JluF1MjjdEkWXNDtkWdYajX1uDg/d1MfkDudkaTQFY9hYrFCQKEIQ5AXsPNqomUwk6vur/M3MuIvt3tpmrY/B6to5htYS4cRJnsB6wYz9h42SF0MH99uqKtARHXEpBkUIGgJREAJkejg8PXEgfB4OnzeGNGfKJ8cPwDsH6zEuP/u8tL1jZ0PolWUNKp0N8Fhe5Ncq5Gol+f51ewHAJPebjLbCi5LB9wEAqk+1ofLeoZjyf//CMxMHojkc09YI/TVEBclg8qNGmq7Rva4pbOkQrmwkYgYe+VOvHcJzdw66aODBt5Gi15GMf4WgKIKuaU6Np5TpZhRXrrYoooKIeaN6ayV3FQFPxm0VRBnX9sjE5JVGfXE7Q1lyaO0shT4uF1jW/JN5nRxaQoIBJfU6WHid51/sfW7O4O5JU9Za6eejdXRycbg1QTavrMiPTN0NRlEEaU4OaU7gRJO1mQ5LU5iT0JA3O4k1ryDK6J3pMlQHMp0sOM6GTAB1TSE0BKIoemG3hrY+NqYvOqXYUbr1E/x4VG90S+cM7/e5WLCsDemEoNVj/C4zPRy8DuaSSnJiojVvMcPF4tevHsBDN/XRNkkMTYGhCSRZxl0F3bSNyT3Du6M5xOOJv1ZrqIgkw/Bblk/1G/jpK989atJfV6sOz905CN/73bvI9jrwUkmhYTJe+JePsbe2GX+eOxyZHg4sTWnJsipxmFjOVfn9XpciZ+l12ZVrlGT8ae5wRGIiZNn6/lJdWoF2GkiWm8PKqdcaJDFXTr0WPnf7fZI4ySdbTC8VKsjlaG7RER1xOQYhwJPjB+CFfxzF3dd1h8PrMPWIqUDAj9fv1Sp3VoIET79+CD4Pa5pLy4v8CPEi1uw8hrsKuuFnP+gLAoKGtigaAlENVVfXpywPhwc27TPRVq7McKIpCW22NSKgYtoQ2BkaL/zzqKny+OT4ATjdErGc9xLdmTkbhT9MHoz717UDL89Pzsfzb9cY1u1sr+OiggffRo+FSy4ZJ4TkAFgNoDMACcAKWZafI4SkA9gIoDuAYwDukGW5Kf6enwGYCUAEMF+W5df/k2sQBAn1gShioqI2kulkcDYU0/5W3Dg5xGIiWiMi0pwsKAJ0TePw+K39IEgyaIpg7/FGDO6WYTloKIrg6k4eRXVE5/J5pi2Cqs/OmhDz9H5dEOF5sFFRG8D663Tbbeh3RQpiomQa5ImNDl6HggDzgojOaRxemj0MMVGy3OWqqLwlrYMiYFkaXb3GxDbLzSXV41YntMTJKVnCb2XNS1MEHGdDV659+Ko8X15QdMVVdFtFRRdPGACGJnj81n6gKMDJcnDbzZMAw9Do7nXCydBf6vN8U5Hst0qPy1M+/fohzB+VC5oikCFDlIETTWH0yHTh93cOgo0i+EWceqJ/P0MTbCwuBEUBkqSothBCsHp6Ae6u2I1NVXUoGtbNUMJUk3uaInjvkZFgbYrGuxXi0hxSVEvURLwxqDQle5IoDomSDNZGIOu6FiiKIMujJOYNbdGk3wNDE2wuGYYr0hzoHHfT7NP5/ItB4iRftuOIqVLSQQXpiI74/zGI5q4piMlpJhkuVrOsf/SWvnCwNDYWF6K+LarR9tTk+Zfj+mtUkkhMBGMj6OK0474br4Iky4gKIn73xmEsuKkPVk0fgtpzYXRKsaOmPoAl22pQMqKXJW3lVLPyOkvkvS2K6as+wOi8LMwb1RsRXjTN5z4PazDlG52XhcfG5KE5FEP5VIUX/+NRvVF1rBF/fO9zxewtTVFxYW0E9yd4mCyeMABs3Pvhq4AHyZo0v40UvUsuGQcgAHhQluU9hBAPgCpCyN8BTAOwXZblRYSQRwE8CuARQkgegDsB9ANwBYA3CSG9ZVm+oHqFIEg4eKZN262qAzaREnF1Jw8YhkYXjx31AcXiHYCh0XFoTx8IgSXtgaUpg8unOugUa3sjYr68yI8UB4Xqk0HN2CMnzYHD9QGDMUt5kR99Onlg09FTJEnGmbYwBFFxEJNiIs5Bwicn2gxGITlpDrTxMWtUnqEMCLp6LhtF0BSOoikogCIKqupgKTQE+YSNC6V9t7IMg1pKcziGF3d+hidu7Wc5cfg8nPZ4tlcxJkq0pE/8jOoNn4huszYCUaK0G7YxGEGYV2QoWZqCL36tiTSgSzEcFhWUsiI/aJoYPndbJAYXZ4OLsyHLo1BDGtp4ZKVymD+qt2HCLCvyo74tgtc+OoVbB2UbEZupfrx833CE47KBqQ7G4Kz57B0DYaMU6hYEESkOyoT6LJ4wAD4PB5+ThSTJOHYuiGhMQoabTbq5UJROZKQ5rCfZDBdrQruXTckHTRN88NlZDMxJhywr95Y6kZ9vMUic5BsCUfg8HDYVF0KQATtDIdP17dC17YiO6IgvH1luZc5csv0wHhjdGy6WsZyzOqfasfPRkZBlhdYnSTI4G6XR9vSvbQzySHMwuDJdaWbnRWU9agrySHUySLGz+O2ProEgyWgI8Ib+qSfHD8DLe0+YwK2yIj+WbD+MhjbekHuoCTUB8M9HRoKmCP5xqB6FV2XCHqIxp7IKPjeH+aNy0T3TiZaQQtlMcTCQZWh0W3U96O1zg6IU6s7sNVXI9jqwavoQuDkGDpY2rEM+D4d051dLlL/IHO3bRtEjsnxpd58SQl4G8If4fyNkWT5FCOkCYIcsy33iqDhkWf5t/PWvA3hCluX3kx3z2muvlf/9739bPneyKYwnXvlYc7NMd7FY/PpBE4L40uxh6JLW3jHM8wKON4cN8n/Z6Q7kpDhQ1xpGre7xnHQH0l0MPCwDhqGVQXe6TUso1Jsm/nlwrKEVPbNSIMYRd9ZGgQB47M8fGVw3t1TV4pfj+qNzqkNL7gVJRDAqGs5/dRe3hnrSOrm6D46exQ8GdkVMkLTn1uz8DOX/OGa4ppgoI8wLOBvgkZ3uwOLXDmpJWflUP9JdLCRZhiwDtA5hZSgCG00hyAsGC96K6UNAAai3cAXLcDM4eCpg+O66p7tAUUTbMXvsFI6fixoS04rpQ+BmbeDjEouCJCMmSlrDK0UBrWHFgKAxyGPPsUZMLuwOABptBQAagryJyvJFQ/aLXnAhkThmz7ZFcKI5rDlQUqQ9yeQYCpIka7/hm5+cgr9HpoGDuGxKPt45WI+xg64AQ1PgBQkyFE1yO0NjYtn78Lk5lIzohTQHA4oQODnaxLPP8rAQRBkxSQZFCM4GIli+4wh+9cP+CPIiKEJAEwKKAk40RdAt3QFQgCwBNhsQEwBBVJp6ZcCQ4C8v8sPBUKAIwZVep1bNcbDx31OQtErPuZCCLFEUUSo2NoITzVEs2X4Y4/05Gm2si4cz/IZ65IWxUWBpgmBU1H5zhqaQ7mQNG9wLiUtchuu/diHnm2u/zuj+6Ktf27mOLRpzQe/7Oq8RuPDrvITia5lr9RGJCDgXiYEXJFAU0BIWTODV1g/rcH2fToYEefmUfHgcNvzm1QMY789BtldBkXlRQksoBidHY8aqf8eN8vqY1sE0pw13rviXZY/QlqpaPHpLX7SEY2gOxZCT7oCLsyESk2BnKMiSDFGW0Zx4rVOU9dXBUgqQJSlmPSWG1+TDbbdp7tn6c2+aPUyr3suyjMNnAtj20Sn8KL8rdhw8gwnXXqnlK06WgiiRrzTvnQtGsa+2RUPsy3YcQUMgelk3aeI8Y/aSTsYJId0BvAugP4DPZVlO0z3XJMuylxDyBwC7ZFleG3/8BQDbZFnenHCsYgDFAHDllVf6jx8/bnnOk80h1J4LGxokVBtuvaTQOwtGoFuGS3uflWb3s3cMRKdUO042R5DpZmFnKBAojXGEENhoINPJoSkcw+3Ld1reaNurz6BoWDeDNe2yKfnweVh83hjGC/88akg2Uhw0XDYbjpwNYtaaKiyeMAAADLvjRKR/eZEfNiIhw21HVJA1xZOYKOKNj8/g5mu6gKYIJBlIcdAGVL17pgM2SqElqM2bYwZ2hSTLiMQkrcFFTbzVRstTLVF4XQw8nA0ygJ+//DGmX9cDnVPsEGVlUuiZ4UQ4bkDE0ASCpKATFEVwojmEqCBrz/3ilU9MG5PHb+0Ht53C5wmJuprkTUswRNInq+tmDbWcaHtnusBx503IL9oCcb4xW9cU0viKqiPcI1v2Y3jPDNN4KSvyI9WhfM8HTrVhe/UZ3HJNF/T0uWCLa2wfazRuFrftP4UxA6/QyqdXZjgxeaVxMRidl4X5o3qb0O+uXgfawoKhkqJurNSNGWejEBUlnGwKG+6Z8vjrBAlwsRR2H2vGnmONuG1wNmavqcIkfzZ+mJ+tjbf3auoxsm9nUERpsCLxCk1LKIbnth82Ka2UFfnRJ8vdvgnWIS+j87JMNtDP3jEQGW4O3TNcF5w8fxHCc6HHvIjJ/UVNar7sXPt1Rkcybo6OZFx3oC8xZiMRAWeCUQ3A2VJVi7kjr0IkJqFrmj0ORvBwsrQlgLexuBAyZEgy0KqTiNU3YZaM6GVJ79tQXIjvPPm26ZreWTACRxuCWLK9RstNRudlaXRZihDQFNAUjBlcldXjlo7rD5+HgyhJsFGKczdFlMR85btHsfNoI9beOxQjFu8wnfutB2/Ag5v2oSEQ/cLrXzxhACIxCT0yXXBy9BdWFyVJxoFTrYY1ROXa/2Hy4Eu+cn2eSPqhL0WaCgCAEOIGsAXAT2RZbiUk+YbC4jHTDkOW5RUAVgDKzjfpiWWYdDPnVO7RRPX1/Fh9CBaa3T/dtA9rZhbgoZf2Jd3x2m0Uokk6g9McjKXCydzKPVg/qxAv/POoSXC/vMiPrl5gVhzB7JxiNzgYjvfnmNwpl24/jP8dm4fTrVFDIrJ8Sj5uG9xVK0+pibxaKmtP7D8wvOcKrx2HTwcMn/WZiQPjCbqIGEejcyoHQZLBizI4G8E9w3uYpAgbgjzGLPmnlghfneWGzUahKRQx6F2/9+hIU9L1/OT8uGW6ZPq8c+Ld5omPVd47FOP9OSjbcQQUASK8iDUzCiDKMk63RLB0+2E8fms/dNGpb/w343xjVpJlzYymd5YbU/+4W0Oy9R30dU3t3fWsjcKWqlrMu7E3lr6lbDzUBFRf/nx+8mCM7NtJO476u/rcRme28f4cS83x1TMKDBO/eg2rZxQYjrl6RoH2m6uNtuGYCEFitH6LU01B3D28B2Lxps2WcAyf1ge0asCNeV3QFORxujWCLVW1uGd4D7x76AwmF3a31PgtiasDdfU6TcopVjbQP920D6Xj+sNjZy4YjUkmw/XX+6+DKOFLJdT65NvB0jjTGr2oyf3FjC8913ZER1wi8UVjVpJkHGkMmpLDZW9/iunX9dDmPsP61cZrCXJdkyKE0JrEoXLB5v2aipVVLiBJMt584AZNLlZFiWlCDKong3PScM/wHgZVsuVT8pHhZi2P62RplKytwh+nXYuoIGvKVOqaO2/UVSAWRnLZXoUV8PhtefjFX6uxYLPSuGrl3ulzc3BzNizYvOdLz1eNQd60hqgunpdzk+b54tJxMdEFIYSBkohXyrL8p/jDZ+L0FMT/r2476wDk6N6eDeDkhZ47lqSR0MkqIv7zR+VqUndqCIKU1CymMaB0NJeM6GVK1kvWViHMS5proj7UzuWkN6cs4+5h3U0bh9lrqxCKtittiPGkrXyqHxuLC9HL5zIdb7w/B7xgdrWcU7nH8LkSE3mrxH5O5R5EeMn0WR98aR8iMQkTyt7XSl4PbNyHu1buQjgmmZKmdw+dQZqDwY6HRuDFGQXY+mEd6uONKmFexhKdUQziPHT9++9btwfhmJS0MVS1Q9c/JssKZ7h8aj4iMQmCJGHqH3fje797F4/+6SMUX98LFAGaQsaGmW8iOJrC7yYNQF6XFFDxMXI+4yl1/I7352BOZRXG+5VbxioBPReMmZLsOZV7MH9UruG4GS7rCT7ZmNVfm/5vFdkv3VqNCWXv484Vu9DDlwKWJhjZtzNOtURw6HQbojERZ+N694u2HYQgSZi8chfGPf8eSrdW476Ruch0s7hraHfUt0aTXp8Q53GGY4Lh+fM5t1pJZunNgRraokkNJ6xkuHxuDqeaIybTCkGQTMdMNLjYV9timdw3BnnL83dER3TEfxZng1HL5PBnt/RFttdpWu8e2bIfJSN6ae/P9iruyHMq9yAzSWLcEo6hpj5gmQsIkpIo/2jZTpRurcbDN/dBeZHSG6N/fcmIXqa1dE7lHogSkuYYyhxnswStPq0PYt66vSaToOcn52PRtgOIxCQ8NWEAnpk4EL2z3Eh3sabzzB+Vq6m1AMrcd7olgrpm4xynn/eSSRf2yHRd1k2a54tLLhknCgT+AoADsiz/TvfUXwHcE//3PQBe1j1+JyGEI4T0AJALYPeFnl9tJNOHftD29LmQYreBxNVMTjaHcaYtAkHnCKh/n7pAWi30PjcHCUpJqPLeoRidl6W9b9mUfGypqjU4DeqPSxGCzqkOywEbi79ncE4aHAytOQgu2nYQgKIwUT7Vj8E5Cusnw8UmlWDUb1wTP0Oy5CVZApzmZLR/L9isTFY+NwdJlvHMxIHaNanmQ5NW7MKIp3fgnj/uxtiBXcFoJkYyZn6np+aKOGnFLtwzvIf2edRzBKOCpgST+P2FeNH0mAwZE8reR2tE4dgnTrA/2fghZCh0nW86GBtBMCrhrpW7cPB0m8ZBVI2n9KEfv+pvpurFqn+rLpZ/njscPTLNG7a6JkUuSz8hq821+tCP4cRrSEwW1Wt9+OY+4AVJGwM+N4eStVUQREVNoFOKHX06e0CRdsc6q83tfev24FhjCEUv/AuSLKNTivn6sr2KOtChM204Uh80PK/KGCa+PsSLIIQYku1kDnDngubk3Mopc/6oXNPi/uzfD+FQvfmYzWEjsu5kacvf53LW2O2IjriUIxKz3lADiszswrF5pvVHTRrVKriNJhjeMwNcEufcSEy0dD9WE99EJD3VyaI+bj6ovj4ZAHEuyJscOVXXzWyvw2QAqL7PydLYW9uMp15TTODeWTACa2YUgCJAQxuPrmkOhasejuG32w6gNSLgD5MHG85zZYZTO7YKvCx8+WNc/9QObY471hg0zHsUASqmDcHG4kItL8j2OpSKKEW+NBByOcWlSFO5DsBUAB8RQj6MP/Y/ABYB2EQImQngcwATAUCW5U8IIZsAVENRYrnvQpVUABhk8fQlJ9W90UYRpDoZQAZOtobBCzIYmsDF0SYxflVvEzDrFQ/OScPDN/cxuF0um5KPeTfm4mRLBGvfP467Croh3cVYqmbEBKU5I5kCxYbiQsREpSlvweb9mqmKvgyl6qD6PBxiorWZi36Mqzbz6muSaTAnk0J067jWdU1hdEt34KGb+mhIuXpNXVLtJqrFnMo9mvGLFZVI1QZ69XwAACAASURBVHedvaZKO5+Ls2G1hc5reZEfgtT+WVRO2+mWCACl6TRZwhMVJNDkm9/DRnhJQ6/LdhzBsin5aAzwmh19ImXnib9+oiXl2V4HYqJiWtMcjmF0XpaB5lMxbYjl73eqOaxp6Kc5WTz/1qcmjdrHxuTh169WW37nz20/bPgMW6pqsWr6EIR50VDCVFUCJAAsTePT+gCWbK/BY2Pa3T+TbQTVxx98aR9+P2kQnp+cj/vW6ahXcXWgSSuUZin9dW6pqjXIeamcccZG4Ym/fowff683Ml0sKIqCDNkSnS4d119zwlNLsVYyXFYbnvH+HK1BVn/MjcWFhtde6trnXyYulB/9LeA5d8RlGFQCVUNdv6f+0bh2qbKF2V4Hrki14+2HRuDY2SAW/uVj+DwsHrqpD2TIePaOgfjpJqNxjyNerVUdg6/u7MHB022gCCxduWOijHBMQo7O8dhjt1Z4Od0awZ5jjZoEcUyUseIdheqiKmFZvU/VFd9b24wl22uwdPJgSLIMt92GJ27Lw1061bcnxw/A0u2HMeM7PbFwbB56+VyoPRfGqeawdmwr5F6dN/XIeV1T2OS87WRpzUH6YvfgXApxySXjsiz/E8lJ7qOSvOfXAH59Mc6fyjG4wuvA2plDQQgMg7asyA+GIggLMmRKRltEMKhLPD95MDYWF+JUi2JDXrnrOO4bqehtJuoVzx+Va0L25sa56apM0N3DuyMakzQjoSwPh1QHg0XbDmh838TkYfGEAaApgoll76OuKYy3HrxBGdhj80w3wSNb9mNjcSFW7/wMP/Jnm461fIofDB1HQd0cPHab4TNsqao1bRSWTcmHnaEstcRFqd21MNvrgJNjcO9qc+lv02yjYUzZjiPYW9usyUcmoxKpSMTovCw8ektfNIdiKBrWHa0RAetnFUKS44ouNqWJdn3cDpgmBIIk4oGN+wEANEUpajgWk9Oxs0HkdnJfjKH2H0VMaueMZ3k4pDkZ+Dws5t2Yi6Vv1RiMp5pDvLYQvLjzM8WamFI2FFuqarUEWv3OY6KE5ycPxn06Iwe1QcfnYbFwbB5ECSi+oSdYG4Wldw2Cx86As9HgRQlvVNejoY03/IY2mmDejUYpxVnfVd6vdxJVx8DqGQWGjeqT4wcYNoPJElJ18ahrUjTKf/3qJ5rTqKrZ7+3XBXVNYdQ1hbWFL83BoHOqHc0hHmtmFoAmBCCKNvtv4qZI1afasHBsHkq3VmPtzKFJkST133p75kQZLhnmzW8yVEuUYXhth/Z5R3TE1xs2ihiAB6v1WwWEVF+LUEzEU6+1N3KunzUUjQEeFe8p0r7J7ObLdhwBG5fvZWkKgahgOdcxNNG45ypIl+KwYeldgw3uxyq4MW5wVxOXfP6oqxDgBaze+ZllLqE6e1qBh8/dOUhLnPWfv1OKHQ+9tA/PTByogShrZhbg2NlQUoqOnjZaMqKXtlFRn1+weT8W3X4NwrwIUbLuwbnMVVYuvWT8m45WXkB9S8Sway0r8uOh0b3RGhVwezzJ3VBcaGrCuG/dXqyfVYgJZe2qilOHdcPCsXnIzXLjTGsEi26/BgxNJW2o6Olz4a0Hb4AkK2oSvChryc1TEwbgXJDHeH8OGtp47SZfNb0AjYGopuf5eHxHCbTbl5+PUlL+j2PYfawZT9yWpyWoDEXA2AgiMQmrphfAzlC4c8UuLQFMczAI8SK6pnFYPaMAgKJiwdoIojHJUkv84Zv7AoAhObcq/TUF2y169Qi+Lb7rTaZJnepg8Mr910GSgbvjDY2JTbNqSc8s85SP3Cw39tY2IxSNoavXbulMpjpNSpL8je7CORuF//nB1YZx+szEgbAzFB4bkwdJlnHsbAi/fvWAtpHkbATj/Tl46rVD+P2dg/DmA9fjdEsELE1MDbDLpuRjc0khjjeGcUWaAyxNsHTyYK1cm6gatOAlhXaU6lCQmb21zYYqhSrBVTFtCFrCivEPG6faWI3LRH75I1uUyVjd5FklpOrvo56zORxDQyAKO0PhJxs+REMgivIiPxxse0VJvU71Gku3Vmvj7Z7hPQwGHSry7nNzIATn3Qyor1epI4n65pIkm9DyLJ2mvtrQmuFiYaOIofm1IRBFpxQ7/jR3uCbveIlJJXZER3yrgo5L4paO64+cdAcA676Y3Cw3Fo7NMyTX6jqtF1OYM+IqS7v5LI95zXr2joEml8vlU/xYk9AnpTbqd/XaDaDgy3tPWApBqMIUAFD+j2NoCinOnDaagKUphHhBMxSy2nz8eMOH+P2kQVq+43Nz6N3JDZoAm0uGgUAxNZpTaazqj87LMinN6GmjyXIVO0ODtdFJ+eSXO02vIxlPCF6UTLsyVYEhKkiomDYEEUHSFmX9oKhrUhor9Yt0S1xmb8FNV4OhKbRGeJTtOIySEb0sF/P61ijOhRSDEobm4GBojUagtylXE483quvx2Jg8eOw2pLtYOFnaMNBXvntUozBYnQ+AdnOMe36n9vj6WUMRjQG8ION0Sxjd4ryvuqawlmQBwNsP3QAXSyMiSODiWtyNId6U3D05fgBYm+LuqCbnj1sY/VhxaR/Zsh+V9w6Fz8UiEhHgYCjTLr68yI/Frx/EeH+OlsgvHJtnmkAWbN6P9bMKLRtPV00vwKaqOrRFRDhZCqlOxtJp8khDEMGoqPCYv6EESJZhGqcPvrQPC8fmIcSLiMQkpVN+RC+U7TiCkrVVqJg2ROvCP3i6DaVbq/H85MEQZVha0VfeOxQUITjdEsEVaXbIMlB7rr18qL5WVRxZsr0GT9yWZyrB6su3M7/TE5NW7NKSX5a2plol8svrmsJgaAov/PMo1s8qxMnmMLqk2fH0xIHgbJRWMVJLxGVFfsiyjKcnDsSV6QqKQ8fdVGmaMiXC5UV+gAALx+Zp16oi4fpNhSTL+OW4fmgO8ZZmXiqSpL4+GXXEyrTC62Cw8u5r8ezfD5nun5V3X4ut865DMCpClGXYmS+WB+uIjuiIixMxQcLi1w9hvD8HsizDwVrbsdfUBwzro75aJcrtFd36JM7BPg9nAr0CURFXex1YH3flpuNyvvndMzD4mAIUqH4QWR4Ov912AI/f2g8xUdIUplriPUP6qGsKo3umE5AV5HtTVR02VdWhfKofpVurMbxnhqbwkqwp//+xd+bxVZRn+//OnP3khGwkrGGVLUCAREJAqyhWRUDaBlwgKIssbvi6gLa+uFHfH4i8VlQWrWVfhVoU6/KKWytSNSAoUUQ2EwQSQhJycvYz8/tjzkzOnJmDtpVqbe7Pp5/iyZzZzszz3M91X/d1Zac6GJCbTrccD6WDOzLh+SYQLBCWDHPFjJhqWXyFdNmEQhzWpnkgWVW6dQsnMjI2q/mc8e9E0zOL5mQ8IZI1MpzyhvAGIwb0UAC+qQ9oSU7FaZ+OO57htnPbpd0MifR7+08aEspnxg0gEJZ0qPCy0kLmjOytcbPU84kviYmCQK0vrH0W/6BuKqskw21l0oVdDC6a80vyWbfzCA+M6s20i7pq2qmzruzJKW9IV+palmRFe+SUj26tPJrmeiQiIcngcViVhUs4yjf1AVbuOMz1RR01Pu38knz84ahmBaweu1NLt+n9FwQIS1FqfBEA0t22OJoJuB0Wbru0G6FIE9KabIUdPyjGf26zCLx198U4rCLXxgbEe67ooesDUBPLam+QP948hJwWzn/yifvHIhw1R5R7tErFG4wwa7NRn7XeH2b2lT1w2S08/FI52R4HvlCUcH3AdF/VDUGiskyrVEdMez45l75zdgoLr+mHNxihQ6abDdOKORFDZuJ5lOGoxLIJhdrEseSdg4bkffH4Ap5+64DuGCp6cvuw7kiyhMdpxSoKpNgt3Lx2l+Ycd+/wXlQ3BGkIhLn+ub8BymJz1hU9qfeHiUgyrT0OHFZR5xDnsInMemGvhoKr15WVYmdAbjozh3WjQ5aibVvdENTkStUJUwYyU2wakvRdqCNmbqA9WqXy0NV9uGbZB4Yy7LqbBjEuzgXvp8CTbI7m+HcIQUTTFLeIIsfrAoYeMbPFeLyDtC8UZfnEgbjtii9HItr9xDX9kGPqZ6pvRDyi3MJl5Vidvir59LgBBMOS7jwWju2HRRRoneZkzsjezN22TzMaSkxgLaLIb7ft454rerB19zGG5bXS0P2l7xzk50+8x4DcdBZdPyDJ9wWW3VBAYzCq9X6pINjCsf1M54o6X1ijUbb0OKj1BYlEZTZMK45V5I1gyYIx+dy+fjfV3iCrJhcZ/v5ToOk1J+MJYUtCgcjy2LVGMGhCD+f9qq/GEWvpsTN786dc2iObtTcNorohSJrbpvGs1O+pXO33D1Rr22Wl2DlW5+e+P36q23Z6bCVp9lBnpdgVHrtF0F5ctRs7/kW+Kr8tEUlpuohPkFUeWTwPbGlpIbIk66x71fNYP7VYt6JVk7zfXdefY7U+slx2vqpp1JkZzC/JZ0tZBbdd2o2cVAfb77qYWl8Im0XAH1Y0wNVE6tdX9ULA/P5HJZl6f5QUh4XjdUHdMRaPL0AQBJ5+6wCzruj5rbxiSxLd1HBU5rL/fZfNMwZrVQCVU9w2zUm6284pb1BDmwPhH64sloyqY7MIBlnClTsOs2BsP0Cm4rQfp01kd0UdyyYUavqwydDp82Ia5pW1SmOn+rfEba2iwOqdRxjRrx0lMfdOVcUnfpJw2ETtGVefjxc+rmTdVKXh2GEVqfeFmXJhF92ztrS0EH8oisMqEAhHaZliZ87Wz0h32XULuvmvfq7RSwDuvqwbo/q345RXMep49r2D3DGsO0/GDJ7ir0Ftvoz/rEOmm9/+oo9uEbtycpFplejl2y5gwZj8mHEVpNj/fqRGFBU3O7P3vaohaEjQ/915ks3RHP8OISLEGs336izjV04uIhCO4rJZaAiEdYvxBWPycdlE5v2qLx2y3DQEIrqmxCev68/6qYM45Q0RjEi0TnMio1SHzfwR1k8tZvn7empKbWPYgD7f/cIeXSO5yhk36+NqCIS5cUhnjVb6VVUj1Q1B7BaRB6/OY93Orxk9oB0n6gOmlcDjdQFcdgtOm2gAwZLNvy2cVk6cgU0fVfDLgnZ607cJhfRq3YJ0l50Xb7kAfzjKwSqvznDxhj98yEu3XaCrKv4UaHo/vCzEjyyy3EqCq1I41IeuNol+c5t0pblx1ua9WC1KknNl3zaM//3fGLP0A4JhcwQzFJW5qEeOtt2XVV6cNnPUMZncYps0J4erzxCKQ0l3V9RpCeRbd1/ME9f0xyIqfO+LF7zDpBUf4QtFaeG0Mu3iLoQikibRpL70jiTnIcsyKyYV8dbdF7N84kC27j5GtTeIKAh8edLLaX/IkAjeu2UvD4zqzdNvHaD4/73Fjcs/xG4VdYm4KnV0yePv8j9/LmeJyf0/UR9AEMAbiBqOccvaXUQlhVs/O7Yib5/h0njFifuKSFHDMZaUFvLsuwcBRcZK/dvuijqWvnMQbzDC9c/t1Om8Ov5Ji/R/JgQBgwTW/JJ8hASJStUEYuJyRS99ztbPsIoiA3LTNYOGpe8c5JlxRtmrLWUVfF3j0/a3aPsB2mc4Dfd04dh+iAKUDu7M028d0B1/9ZQi3p01VKO8qEgQND0fw/u24fPjZxi28F1uX7cbSZZ5/q+HmDMyj80zBrNmyiDe/vwkY5d9wOQVH+OyW4lKMv89Mo/bh3VDADJT7LSNIUErdxxmd0Ud1xS255JerSh9XnnH5m4r58YhnXly+5eazroaask28ZkADLSpr2t8pu+jNxhBkolp07/L2GUfsP9kw98tu2UmhZiMuvPvzpNsjub4d4hwzNQvcb668Q8fUucL0xiM8NBLSmP3xmnFzB3dh7bpTiKSQiv5pi5gUEq6Y8MnnDwT5JGXy4lKMnO3lXO6MaSTAlSjstbPyTMBTcJXlaLtmGTb+Ebye7fsZVheKy0v2DxjMOunFvPe/pPUNoYIRST+e2Qe9X5lsXDtszuZs/Uz/KEot156Hvdu2cv//PlzXHYLc0f30a6vpcdORJJYtP1LnLamMUtNws1kGheMyeeuTXuYu62c8cUdDYuL6avLqGkMaVVDiwCTVnxkqFj6Y/1x7TLcZKf+NOh65wQZFwTBCcwAzgM+BZ6XZTlyLo71fYfDYaVbyxQ2TismKskcrG7UbF7NVnlf1/iYMbQr01eX4bSK/GX2JciyrJV5jtf7Tb+nqnKony995yBPXNvfHO00kVtUFDEEzu+chd0iauUvVX1k7rZyNkwrpl26k2sSkHl15XzZ/75n4PTGJ/+J5yEIAhOX/013DuOLOzAzVj5aPaXIdGA4UR/QUMjKWj+v7DnGhMGdWTi2H5kpdl1jSVPnuaJ+UtsYAgEWv/0VD47qTXUcOhh/jPgFi8PWREEQBUHj2omiQMVpH9s+Oc6VfVvraApOa9PLnOq0snpKETVeBW1Nc9lMHdM2qVKLP0BIMaOjxCbZOSP1PPxkJhBqo077DKXZcu3OozqEeeWOw9x+aTce2LpPO+buijpOeUNYRVHnTPr8Xw9pXP35Jfmku+yMHqBHPFZMGmjopFebFDtnp1B52seA3HSqvUEkWea+4b20c3n2vYM6Hfkz/giLTKzul4wvIBiJMnOYotpi1rSkUrkSS5rtM1ycPBPU3c9tn1QyrriTjo5S5w/z6qfHDc29C8bkE5VkQ2Vr6qqP2TR9MLIsf2cEx0wKcdmEQp58Uy8N+VPgSTZHc/w7hEpfTaZKtm5qMdmpdmwWgVSnlU5Zbr4+7SMqK9LCKyYNNJ230t02bYyeMzKPxW9/xa+v6sXmGYOpaQxpSmLtMxQd8vv++CnzftUXQRBYueMws67oabptYiO5Ot5luu20auEkHJW4YUhnGoJhblpZplFeE+e4DTFZ1cpaPw+/VM7dl3enZaqDr2t8zN78KdXeIPNL8hEFtPkjHJU06uHjr+/X1KwOxXIpNbG+dd0uXYOretx4gEEFJhJzkZ/iuHeuaCorgTDwF2A4kAfccY6O9b2Hw2GlncPK0ZpGrWy99J2DSdU17hvek8vzcqhqCOk0jdXy0NlUOdQHbXdFHS9/coylpYU6CsaS0kIEQSbLY2fu6D6ku20xGTmBwzU+XDYRt8PK+g+P8kZ5lZYYZKc6cFoVib7vsnJWG9XOlvyfiOMWqy/rvF/11V6uI6d8pi9OIBzVeMJOm4goCFwX48CrlJD4eKO8iikXduHuF/awtLSQlz+pZOaw7kRjluBmx6g47WPBmHwCYUmHvqp/nzu6D6GowsdfPnGgLklTt1k+cSAHqryIgqDTPk+2yIjIP5zRgN0iMumCzobfSBTQ/XbJ5PLq/WHS3TaN97iprJI6f4jfXJVHZoqd64s64g02ddOrsfz9w8wc1l2nr7twbD/NuMkXQ1PGx7jN6vFe+OhrxhV30n471fwhPplWn9tT3hC3rvtQd95qM6XdIjJjTZnppHjz2l1smFZMZopNW8yZXbsq+aiei0qDmfOnz7RnWT2/qjNBg7rBM+MG0NLjYO1Ng7CIAnariDcQSep++k2dnzFLP/hOPG/V9j7TbdMl8elOK3dcppeG/CnwJJujOf4dQtXhTtaHVHUmwO2XdsNhFUl324hIMikOK267lWyPIyk10iII2j7bpjm5cUhng+/Gyh2HmXRBZ+1YbdNdzIvR8RJ70dRtE7nrmSl2HhvTl1PekE4b/Ilr+pHtcSTvr5JkXY7SGIpy4x/0Y/O9W5Sk/Ya4OWHFpIGsn1rMyTNK39DpxpBBPSZ+kRCvHqUarImiYApM/FTHvXOVjOfJstwXQBCE5/knHDH/VREOR6nyBolIMtaY6oL6AmZ7HMwY2pWMJOoavlCU+0fkGRIQNckNhCXT79ksok6ne2NZJWMGtmfDtGJCEYmoJLP5468Z0a8du47UcGXftlQ3hHTGPYpgv8SsK3oy5cIu1PnDLH//MA+M6k1DMIIjiVpF4so5PSZJt6y0EIdNoGWqQ4ccZ6c6mPXCXt09q6xVFC7UWLT9gGHhsXh8AbLchBi+edfF2vkDSZNr1TFSVQFJcViQZExNbeaXNDXOLEjSNOK2W1j06gHml+Qn7Qy3iAIzhnbVWfdW1vqTLjJUre4fKtyxsqH6G7ntFmRZ5rHXmrSzVanBxHOvaQzxXxs/4Ylr+rNuajFVsUHzzo2Kz9bMYd3omOU2LA6nXdSVVKdy3I5Zbr6p8+OwibpGpKWlhTqloQG56Vxb1FFnBmSG2M/avJenrx9AqxYO098nK8WuSYLGO4eqSgJ1/jD1/jC1Ptj2SSWlgzubXnt2qoN1O4+wYlIRdquI0yaCjG7hoZ7fvF/11aHdatPr2FiDpTo5dMv2aKVas3utXsPZeN7JzCy6ZTs5UO3lyTe/1FD9nFQHbdNcP4nybHM0x489bKLAk9f154zfXPO7pjHE3G3lPHFNf0JRyQAynAmETQEuXyhKZoqdzTMGk+a2G+aee7fsZfnEgczevJf7hiv9UDaLSElhrilCv2FqMTIy2alN7p/LSgupiQlQmClhzRmZl5TfLYBuvk0G7sQLJ1TW+pm4/COdzPOyCYWm+89KsRtM5xJBi0TVqZ8CP9wszlUyrmV6sixHFIf7H2+Ew1G+qPLqdadLC+mWlcLySQM51RDU+GKzr9SraywZX0AgLCW1gO/ZOhUByMHBo6+Ua+j10tJCEGTaZzhYP7UYkAGBUETmUHUji7Yf0FC6Vz47yeopRUQkWdPsVPd/56Y9rL1pkLYQUJPT2sYQ2/YcY9KFXQwJlVnXd7t0xejIbhWYvflT0l12Zl52HqAY5FhEQXvB478Xn9RXe4OKnFFcSR/QzGMAxAROs1nDabxetIriOm0W/OEIt15yHv6wxIpJA3FYLVTW+nSlr4PV3rMuPhSkMZk0kki3HI/hd3z10+Om5kY2yw/3XPvDUR56qZwZQ7viRjHbeeilch4f249qb1BrLByQm55Uj7uy1k+Wx04kKvHoK58zY2hX7hvekzp/mEXbD/C76/pjs8DqyUUIgsDhU41kpzq0Z23ZhELsFtHAA1f1blUkZMbQrpxuDOnMgMzuc2Wt4nCa6HYHTT0SoqjYJOekOkwHcdX1tqQwlz/tqmTJ+EKDzq3LLvKz7jm4bCJtYgltou63OunYLKKOppJIq1IT7E3TB2MRlEkn3ggs/llWt0/G865pNDez2DR9MFNXfaz1dqj0OY/TSqa1uXmzOZrjXIfVKtDCZUOSSFrprqz109Jj16qG0AQyPD62n8a5bgK47PhCkjaebL31AtMx8XRjSAP9lpYWcqI+kDQpPlan0FCfGVfAHZd1x+Ow4rAKuEKWpJXCdJeNea9+YZiHF47tx7E6v44OmQzc+abOuN94medk8/ySdw4y64qepmOqClqYqU79FONcJeP9BEE4E/u3ALhi/y0AsizLLc7Rcf+hqPIGjbrTa8rYNH0wKXYrkzYrD0plrZ/HXlM4UB0y3XxV7eWptw4w6YLOOstXNdpnuDhU3ah1NS8tLeSOy7pTWetn0fYvmTmsO5kpNk7UB0hzWzlWG9DoIw9encfDMee/ylo/spxcdrE6QWVBdbEc0a8dY2LKFnNH96FTyxScNpHGOPqBmlg+sm2ftlCYX5LPriOnOd0Y1jtyxhra1O2WlBbyVMziXOW1Oqwid276RPtOIsXDIgoGfvvKHYc1m95D1Y06oxUVyXxq+wGm/KwTFlHknhf0zpDQVOZq3cLJ2psG6RY+C8bk8+KuYxotYkiXLKPbaGkhb+47TpuMFMPvOLxvG80FVV1kPP3WAR4Y1fv7ewj/zrBZBF3SDcq9EkX9ZFHtDeK2W3R88HipQatFwGERTc2RXFaR8b9X3ovL83JisoJNz+DSdw6y6Pr+pm6pajOkmtjWNIa4PC+HksJc0l02opKc1Pzhmzq/6cBtEZt0zrM9DhZe008rjYLy7N+6bhfrYhSVLi1T2H30NCsnF2GNaeWu3nGYZX85oiFGOR4HomgxIDDq+UiyrLs3ZrSqylqFivLoK5/z21/0aVJSctlY8PoXuuaj9hmKMpCZaZSZmUW2x4EkyywZX4AMem39CYWku5QFck1j6CePHDVHc/xQ4Q9JTIo5BQ/ITdfMyxLH02Syua1SHdisIhluOxZRQIiBbxOXN/VznTgTMM0hfKGoBvpluG3M+dNnLLym31kryreuUyh7qU6Rz483ku1xkOVxJB1zd1fUsXLHYdbeNIg6X5gTZwLMe/ULAGZf2YPl7x+mpDAXj9NqAPeWlhayaLuxn0UUBE1OWd2/meTtNQNzk6Dt/1nN6eckGZdl+d+KXZ8M1Q5HJe3fauyuqGPSio94866LyEqxc+/wXjQEwix++ytDAhGPQKuIYbyJiMqDzXTbqfGGdLJHC8bkM/vKHlz/3N+UcpGQXM7OTGVBkpSJW6XYuO0WjpxqpGebVB577Qut3N2qhZO5sURcTWgdVpFfFrY3SDLeHDM/un9EHrIMHx46xcOjezNnZG+iMcUIt8OicWltoqDjnA3ITae6IWi4zpapDt4/UM2g81qS5bHrFgrLJhSS7rZw1+XdiEpodr7qOamoQ1SSDRrwD1/dGxmBxlCE4X3baH/fVFYJKM6lNouARRCw2wQ6tkylpcduGGw6tXTzRnmVbhAD+O8Ref/EU/fPhUUw5/XftXEPgPb7ZqTYqToTIDPFjs0iGpxNbRZBazJKvK8bpxXrUOFAKEqmW4+M1Pqa3FIvz8th4TX9aAgoqiIv3jKYQFhGkmXapDlpn9FdhxonLu4WjMnHbbfw0EvlumtQk9o5I3treuRqxcTsva06E9A42kvGFyAKMqIgcOCkl0t7taagUxZL3zmoyYa2S3NhtYoaR3H/yQae+L/9MXUaQde8m4xWFQhHFY55Q1BTXxmQm85DV/c2yIH+9pVyHv1lvgHtSWxWiregTqTLVNYqygN/vHmIDlH/Lrz05miO5vj7Ij5HsG1RAgAAIABJREFU2F1Rx+zNe7nnCr10q9pXZTY+iKKgkxBeMCYfj8P6rVXiJeML8AYjGugnybLiqPzOQVPfkPiKclSSqTgd1MYvNXGe+rOu/M+fP9cciTNSbLw7ayhWUaDOF8YXiuiuq12GizuGddeOdXleDqsmFyEIcKxWkcq9/VJ9P8uCMfnMXL+b7FRFerYxFCXFbmH1jsNc1KOVbv/xzsPx9+yn2KR5tviX6owLgpAO3CrL8qP/yuN+W1iTJLkWUSAYkUz/drC6kemrleT0+b8e4oFRvQmEo6ybWkw0KmG1iDwVRzWBmF1sjkdzoVz6zkHSXbakpa31U4vZPGMwmSl2TbM4MQFLZpASkZKbB1Q3hJi+ukyhMIztpyXi8dsmQwCDEQlBgLs27uG3v+hDdUPIgDA7rQKVtQHaZThJdVp5ZlwBt67bxYyhXfmvjZ8YrvOF6YPJbuFCkKFVqkNDyQEkWeKMXyIiScgyWpITzxPukOnimmX6JP2WtbtYP7WY65/7gCFdsrj10vMY0iWLqRd1wWkTkREIRqJYRZGoLBOKQF6bVGp9IdwOq47jn8wl0vIDJjuBiMTHh0+zLs6VbdGbynOg3puaxhCtWjgQBYFgRObPe48Z1FdKCnPp2TrV9LeOSDIPXp1HbaNC8fEGI5qkosr7Vn97VUJRRapVJF2tOC2fONDAV7w51g9w3/Be2K0ipxtDuO0WijqlM+b8DjGnOZHt5ceZOaw7FhHd+asSlMkWp5W1SlPnCzMGcyphEaiZNzUovRtt0xUlnvjEtrohxIKx+d86YapqAolGF7sr6hAF/TmraNCDo4yoT2KzUrwFdes0p+lvFAhHTaktzfrjzdEc318k5gjxSG91Q5CoJNPCZeXx1/cbxofF4wt49BWjUsnyiQNN97liUhE13iCtWii0vBSHlVlX9OS59w5R5w/x/I3nU+sLk5FiY/nEgYiiwNc1PkNFORyVmRGTD1bHoOqGIB6Hlbm/6ENmio2V7x/muqKOnAlESHFYWbnjCOOKO2jznwyIgqCTd32jvIry4w3MHd0HUNygt+2pZM2UQfhCEVq4bNy+brd2LuXHG1g+caA2N3x4pE4DWtqmu8jxOP5jmjTPFudK2jAXmAO0Bf4ErAPmAjfE/v2jCpddNHCCl5QWYhMFVn941PA3dSJXV423DD0PWZY5eSZoQMYPVHnZXVGnoVzxKhRqc2Oy0tbJOIRv2YRC9lXW0b1NCx3vLN1t4+ah5xlWpVFZTmoeMO9XfVn4xpfcc0UPKk4rzYmJDXXJEMCopKCM9w3vaWpopCZYOw9WUzq4M6GITEuPnT/eMhh/yFxzPRCRWP/hUUoKczWli5d2H+Ot/dU6isCbd11syhNeltAwqO5XbSrZVFbJnZd3Y+pFnalpDJGd6qC6IUCK3aKVHlUUIs1tw2YRyGnh0FDc92YPNbhEKo2zP1wy7nFYuKJvaw5WebVnYcrPOlHni+h6GhaPL2Deq1+QnWrn/hF51PnCgEy3VA+/GZFHNNawbPZbW0XF6CI+iV01uUjjEMbzvhOfn5LCXE1Hfs7IvKR6uL5QlNONITq1VEwxTtb7Gdm/vU4lYElpId6AkmAnmgg9M26A1pOQjKMdlWTTxqi5o/sQCEeJxCpgoKeK7K6o42B141knzCyPg8de+5wpF3ahstZodPFNfUAnGabe20TUR1VRaeG0avzzYJx/QDI1BjFJM/J/Won3xxSd7nvlhz6F5view22SI8wc1p3TjSEEAR595XOKOqUzd3QfZGBDzB36UHUjAhiqqpW1frzBiCFxn3JhF7zBMM//9RC3X9rNwE3fuvsY4aisQ7ufHjcAt91iMBzyhyKmgNyS8QUs2v4l94/I46IerXQ5ieLK/TXD8lqRbrWR7XEY3J5VMKxjlhtbDHTcVFbJK5+dZO1Ng6jxBg264PGiCbsr6jR2wPv3XoLVKv7HNGmeLc4VMr4KeBfYAlwJ7AT2AX1lWT5xjo75D4ckQWaKVZNDEwUBUZQRBIGr8ttitwg8ff0A0tw2jpzyaWooS8YX4LaL2KwikoypOsTc0X1YtP0AC8b206mIqOjt2psG4Q0m79BWt52+uoznbjgft91CVoqDqCxjtwik2EVCEatuJZsb4wIns5Zvm+7id9f1xxuM4LJZtJJTfEJrhgAuHl/A5o+/5oYhnWmd5kzKYXfZREb0a6eTUFpSWkjLFLvpdapmBokI/vmdM3X0CX8own3Dexl4wtMTGgbV/ca/yxYETnlDBlqHes0qirpmyiBEi8B5WSlsmj6YSFTCbbOQHqek4wtFSXPbsFt/uMEiEpUN1KbF4wt4/q+HDM+Yqks7/vd/Y0iXLCYM7miQoTJTwXFYRa1xWUVWarwh7rhMoZvEO3emu2y67bI8dt1EkMzlMzPFDijI/uOv7+exMfmGZp6b15SxYVqxYeF39wt7WD+1mMfH9tOMf8w42oEkxlsds9zUeENY4xSBEqki28tPGvoLbru0G8++e5BNZZUMyE3nkdG9OeVVFq+J782WsgrD9xNRn2QqKq1aNJVvT5wxd8BLVrX5TyvxNkdznMvwhyS2fVLJpmnFBKMSR075mPOnz6j2BlkwJp/fXNWLNLeVU40hDcTZPGMwk1Z8ZKokcnleDlkeB+mSxPqpxVhF+OKEV+Npm42D927Zy4pJRYY84rZ1u1kwJl/rC7NbFHO1GUO7mgJyN69V9L1lk5wlXr2l2hvU5GTjqaaJyf38kibQEeCZt7/S3TsVxDvbOPWf0qR5tjhX2myZsiw/JMvy67Is3wm0Aib+GBNxgDSnjYgEwZicYDAi4bZbCEclclKd/LGsgsyYkkHXHA+PjenLnJF5PPXWAbxBiexUR9JO5R6tPTwyujd1PnMN4qgkk+aysWKSUrKCJgfEpe8c1G3rtlsY//u/8bPH3qb093+jxhsiIin2s73bptIuQ1GcCEYk3v2iClvsJYqP9hkujtb4OF4foM4X5oY/fMilC99lwvMfMvvKHpqxiooAbpxWrDluvrLnGCP7t6eFS0QUmkp3ifsXBEFLPtRzv3lNmaaBHX+dS2LVATMEv3ULfWm+3h+mIRAxvY+J7okLxuRzytvEpQ/FHNQSF0szhnY1/B5hScbhsNI23UWHrBQyUxw4bRZyMxW3r9xMNy6bhTTXDzd4hE2u55a1uzRnSdWhbeHYfrEBWtT6BxJR4onLPyIn1cGqyYq76opJRaS7bfjDUS2hnrutnGuf3cmdmz7BYVUsnvPapGputWqjo7pdxWm/biIwc2ObX5IPyLjtFpxWkUXXD8BuFZkzMk97DtVzTNbXIcsy1z27k2uf3cnszXu5cUhnwzFOxIy34qN9hqIA0DLVQY6n6XdUqSLq9sP7tuHptw4wZ2QeG6cVM2dkHk+/dYCr+7cFlPfEG4zgcVhZMr6Aam+Qx1/fz+opRWycVkxJYS5rPjiqfX/jtGIDnzuZikokpvDSPsPFY6/t16QsVQe8Vi2cZLr15/ufWuJtjuY4lxGRZD48UocM1HhDhOL6yWZt3kubdCceu1XnsqlWlxPHPpXCN+65ndy1cQ9fVXkJRCR6tPZQ1Cmd3RV1SfthbBZBU1WK/7xVCyfn5Xho4bJgFQVmDutGTqqD83I8pttnpSjumWbHqPeHmX1lD54eN4AtZRW0z3TxbGxBYSZJq1IW22e4cNks3PnzHrrxaFlpIRlum7YoUT9vHqf0cc4444IgZKCopwCcANyCIKQAyLJ8+lwd9x8Jm81C21SnpjOe6bJQURvkqe1f8sjo3ozo145xcSjv4vEFbC8/yRvlVfz3iDzCESmpFrUko61Ezf5+oMob0yftx4Ix+YqUWkwHORHhEwVB9xLcvHYXG6cV43aIHK8N6Upoa28axCMv70sqw7RgbD4Tl39kSE5VhFlFAFftOExBpyzSXTYKOmXx1PYveWhUbxw2kXBUMpoUjS8gHDVPnAIRyaBfnuWxI8mYJ1qx61ZX5LmZ7qSyd3aLyIpJRYiC4k6potaqcksyFD/dZUu4xwpSqdIG1LJZmxYuav3hH00ZTUpyPVkp9qSGOg9enacrF8Zz733hKOGoItGZYrdS5wtT4w2ZIisTl3/EnJF5lB9voH2Gizkj82ib7tLp7C/afoDHr9Hzp1U75m45Hg5UeVm54zAPjurN5o8ruLRXax29ZuHYfhpKNHNYt7P2daifq8dYPaWIqjNBjaMNmPK8V+44zMOj+2C1ito9VQ13VAdeURS0Hov4+PVVvVgzpQibRUQGMlJsusZom0XUrgdgU1kl7TNcvHjLBd9JRaWy1k84IunKty67hTbpMuGIpHsGm0u8zdEc5zYcVkVx6tq4Jsynxw3AG4hoXhuJdNP4KtnW3cc0wQCrKHDtszt1lcNsj4OZw7px3aCOlA7urJMFVKN9hovj9QFmX9lDJ+erAmwAbdIcRGUMIgmJ22em2PkmiQKcqpm+YVoxD47qjcsucrw+yJopgxAE87laBTFaehy09DhMx6PMFPPPm0OJc5WMpwFlNCXjALti/y8DXc7Rcf/hsNkstMtwA3Cs1sfNMeWTcBQDyntLzOnvtmHnYRWVpNRmEXh63ACd+cmS8YVa0nQ2Pe3K2ibx/emry7g8L4cHRvXm573bUNMYYktZhdZJndi8KAjgCyoltOUTB2KJKZgEwlHeKK9i0gWdTQ2HLII517Rrdgpv3nURFlHAYRVZ9pcj8Jcjuu0evro3UQm+rvGz/P3DWgKSneogEI4Qjpo3vVpFAUEQ6ZjlRhQVFRO3XSTLY05fcVhFFl03gKXvfsWNQzrz6Cvl3H5pN0O5fmlpITarwJcnfbjtFlx2C6kOB9VxNI7EZhn1GL5Qk4ydiqbnZro4fMrL16f92qKhQ6aLzi09P5rBI5myTnaqwzSBVlVnbHFGVmYJO8D01WWsmDSQBxMSajUqaxWq0+odR7jlkvOYu61c17gISvKdKPe5u6KOudvKNevlP0w8H0EQuLaoI0drfDrK0N0v7OGp6/sTCEssf19xlUtcWC6bUIjNImguopW1ipQjMrpEGGDljsM6R7iVOw4z5cIuWmlQpYo88X/7DZQps8lMlmHVB0e0Pge7ReSxMfk0BpWJJsNl+85NSWezfP4u5dvmEm9zNMe5jUhCJTLb48AfimoKRypIFy8dGC8X2BCIaPQSVRxBdRE2G4sXjy8weBYsGJOP0yay+O2vmDmsmwaaLRiTj8tu4eGXyll0/QCNHqrmCjaLUnV8avsBdhyqYVlpIf5QlDSXzUChi89JjsXG4cXjC3hw6z6qvUFWTS4yHavaprto3cKpeTaYRfM4dfY4V9KGnc7Ffv9VoZbE0102IlHzUk6tL4wsy7oHeeHYfjFLciGG+trYf0IxoYlHBlW5ttmb92oTvHo8VZUiXgZpaWkhWR4bDYEI9w3vqUMQl5UW0jrNQcn5uRqVxReKkpvpYvrPOgHQ0mPXJTELxuQn1TQVBIHHXvuCN8qrWD5xINN/1klTtrCIArWNIQRBIBxtGpzUwad9hovVk4tY8s5BUx1vp01EFMEbkJBkGUGAYFjGIpojl6IAr3/2DQ+O6s21z+5kzsg8bo7JNarcZMXBzMaJ+qCmPz37yh6UxyXioCC1iUm8qt26cVqx5mCZ4rBitwocPmWUYExz2WiZ6vwXPIHfHvGqJvH3LByV6JydYvrMtmrhwBeOsmBMPoGwZEjYlYVVbxaO7YfDaiE71Z5UPz/DbWPG0K4EI9GYQk/QsN2qD44YnoPF4wvIcNt46vr+1PvCTF7xsWEiULX1s1OdPPLyPm4c0lnjriu8SDcnzwRxWEWsFoF0t1VXFUGQdRPZ5Xk5ihwnisRiqxYOeo7IQ5KVSsDRmkasosCfdlWYOtslVoyeGVfAxg+PGhuJJxTSq3ULbcH2XRHr72L5nFipaUaVmqM5/nWRWFmdMbSrKU1w7U2DdGIKM4d153h9QCePCsoYqroIq0l54r5UOpoKpD322n6Nx90lO4W37r4YAUWf/OGXyqn2BjW6rFl1dElpITcO6URUljkeMw5q1cLBhqnFnDgTMGimq5rlat9R6fMfsvHDo6ZGaopfg5C0/6VZavXb41ypqRSc7e+yLO86299/6FBL4nX+MFkecw3MTLfNoHl99wt7NNRvaWkhD720j+qGkJY0qcjgstJC00azOn/YlJM1Y00ZKycXcaw2wPoPj+qk0p7c/iVzR/ehIRDRJY9PXtefGy/ozDXLdhpMf7yBMAtMJJhUndSSwlyqG0JkeexcN6gjR075ePXT4/yyoB2zNu9l9eQiokmoJVFZNuh4i4LAn3ZVsrGskiWlhXTIcFDvj2IVBSV5QtC5fKmyew+P7sONF3QmGFNFUZsE4ysDS985yOPX9NMSvjkj8wwSc6CgFI+9tp+1Nw0iHJWwCAJ1foVT3jrNiSTLSnInCvhCkim/fMO04u/9WfvHw/yezRnZm2NJEmiLKHCqIUSbNEW3XlXVUdV+bhzSWd90O76AbXuOaZQOFQXOSrEjybJOxvDh0b01sxu1mnPrJd1494sq5v2qL7mZbiRJ5sSZAA9u3ceMoV11KiOVtX6t0XP66jKt6Sc+Oa6s9WsJ8fKJA3nstS94YFRvbBYL8179XNMrXzy+gPYZTtZPLcYiQm1jWOdQq6rmRCIyE57X08+EJBWjDpluTZJUFKCgU5bhPZ2+WjEKU1xeLVq16Nvi26gm8ROcWs7u3DIFt8NCyxRH8yTXHM1xjsNqEXWmZVkecwdMgI3TijleHyAQjpKTaifFYdEBSK3TnDwzbgCnG8O6pDxxX8GIpBMlUCMrxc6h6kZaeuw89dYBnU+DmruY5RGq0tnpxibaXfsMF09d359gRDJ4UMRrludmunnxliF4HFY2f/y1bt5ZtP1LfvvLvggIhCLNUqv/aJwrmsrHKOop1bH/jp8tZODSc3Tc7yXEGOq4csdh/ntknmkppy5Jg0WP1qk8PrYfGW6bhhhv3X1Ml6i89Ekltw8ziuQ/9tp+7h/Ry3S/VlHgvJwUAxo3vyQfGbhjg16/+44Nn7B+arEhiXlhxmAEQeChUb2RUBLmhkCYOl9YK3U9GXNVTEQ0n37rgJZwJzM3sIiChjQ3BsM8FFuxzy/J56391ZpxUPsMNycb/EQksIjoTAVUlNEiQEhC4+MnuiGq981jt7BkfAHf1AfISVWoDokScwDZqXbqfGFuXaf/LW0WgXAUHnpJMT96866LdYOnmvQnK7/9MCFz58+7c6JekbOyW0RmX9mT041BcmNoRTyX/+lxAwhGFL320uebElOVm206eK/dxaZpxQgizBzWXbe/eCWa6oYQR075DNQhp01kZL+2nAmEkSRZp6WfbAJKj9ktLxiTjyzLSW2f6/1hbhzSmdrGEDev3cXCsf2YdEFnREGgxhuipcfOF8fr6d02TaeRq17XupsGUeeL6D5X6Wdmz7XNImgVqeUTByY9r2/q/Do50u7ZHuoCEUOSbYZ0q06loUiUmsaQtq3a4GlWzm5GnZqjOc592CwCt13aTZsTk9Eej9cHyM1wkeayku628/VppSKZOG8tHNuPzBQbS8YXaEpMiftKpkCSmWLn0VcU0551U4uZcmEX6vxhXtx1jJmXncf8knwcVtE8j7AItIx5eajzWigi8/jr+1k3tZhwROLr00bN8ngn8fgKphq/uSpK6fN/M4Bg6nGbpVa/Pc6VmsrdQD3gB5YDo2RZviT2vx91Ig4gx1DHksJcZFmmdQvl4d08YzBzRuZpnKr2GUaFBqso0DHLrZkFAVzdvy3jf/83xiz9gOmry1j2lyM8tf1LNk4r5t1ZQ9k4rZgUh5X7hvck3W033e+h6kZTasG9W/YmVZqQZNnwWTgiEYpIvLHvOBZRoOK0j1BEIhSVtFKXLMPMDbsNicoNgzsBcKI+wKoPjrBwbD/tXNtnKBJ5NotIqzSlszvdbdOd54yhXZVkXpJpCIY45Q1z/XM7uXXtbnyhKOunKsotG2LNc4dPKU0pr356nPkl+bhsFlPE+nh9gDOBCFvKKkiLJXNm6h33j8jTEvH485JlGP/7v2mLp4ZAiN9c1VNTBpm7rZzfXNUTp/VcvS5/f9gtIpGozJytnykUnq2fEQhLPPP2V1ww/238oaimvDFnZB7eQITK037D/bv7hT3MGNo1aXLpD0scrGpk0fYvdYoiy98/rCnRmJVsZ6wp42B1IxP+8CGCILDknYM6JR1fKGr6nOfENfjW+8Nkppi/DzWNIe7dspd0t505I/N4/q+HCIQl7V40hqJ0zvbgj5jTzCKSTLsMp+FzOWY9H//cPHfD+bRNU5ov37/3EgZ0SKN1mjPpean7mr66jG/OBLj/xb1cMP9tfrn4ffafbCASkdh/soFfLn5f+/xITaPhs/0nG5AkWWvwNFswTV31MSfOBH5kC8XmaI6fVgQjkq537NVPj8cqcHrVkI8O1YAAoahMnS9EOCohCILpuHviTJAHtu7DaRMNY878knyee++QYQ5bPL6AV/Z8w4yhXVkYk3R1xwwBx56fy4GTjby3/yStW5iPTzaLyI1/+FCb12Zf2QNJltldUUckKnHPC3uwW0WdZrlid39AO3d1Lo/f7+FTjToQLPG4zVKr3x7nijP+BPCEIAidgeuB7YIgHAX+R5blT87FMb/PyE6x65DA6T/rxLjiToxZ+oG2jVlD5tLSQipO+2id5mTeq59rf2+T7jIkBNUNijxS1ZmgxvHO8tixiaIB1VRR8wdG5ZlTQ5KsoBMdItXFQobbziW9WmMR9OY28Ui72XHapCkv2cI3vuS+4T15/q+HNA58h0wXVQ0hTaFF5ajNK+nDFb/7qw71tIoC3kCUYDjKvF/1xeO0ao2vl+fl6BAI9fpf3HWMWy89z/S8MlLsfPL1CUoKc5n36udaJePx1/czd3QfOmS5OV7npzFoLosoybLmzmmziNgsAv5wlOUTB+INRqhqCPLcXw7x0NW9/74H6RxGMCIZJApnxJqO3yiv4n/+/Dmzr+yhobmbZwzGZjFftHXP8RBJ8gypevVmFZmcFg6WTSjUmf/E71dFv2+JqQk99lrT7+G2i6yeUkSNN6TRWm67tBtWi0DvNqmEJJmopExoZ2syOuUNMndbOfNL8mnhtGrHrjytv47E6zpa46NbK4/unJXqC0iyrFP8cVhFRFEgK8VOnT/EsdoAT27/MmlDdvw9qG4IUlKYyxvlVVryvGn6YEMp92iNz+BQqpZ31QbPZNWEb+qUSkEzQt4czXFuIp4zPiA3ndED2mmSp1kpdlp6HEQkiYt75mATBZ58UwEv6v0RarzmssatWzjZXVGnuHFOGsim6YP5ps5PTWOIrbuPKcY7bhvrpxZzyhukzhdGAH7WI1snFDG/JJ8tZRXMHNadFz6u4OahXXlk2z7T/GT1jsMGMOt31/aPJcyiJs0a35OV6rQaTHzUfhaV9vfA1n2AeV60bEIhkiRxulFRq0tUg2oOJc6ZtCGALMuHBUHYCriACUB34KzJuCAIfwBGAlWyLPeJffYQMJUm2stvZFn+c+xvvwamAFFgpizLr/+z522zWegRs62PxBwKQT+pq53S66YWc7xOcRJs6bGzascRpl3chTfKq6huCDFnZB5Oq96YQ3PjfL7JeGXBmHzaZbgIhiO8HFNGsVoUO3DVWrbKpElOTbrNDEHi5eDUVbXNKnL/i59q/N/WaQrqr65qH399P4uuH2B6HHvsOnZX1PH8Xw9pjo4nzgRok+bUFhCgN2tRv+8LRfndtf2JyDIHqxpjWu4yAk2GQyWFuQb1mlmb97J6SlFSBRFRELigew52i8Ab5VU8dHVvNk0fTDAiceRUI/ds2kO1V5FmMk04RZGpF3ehMqaeIgOZKTZDc+GPadhIVg3JSVUS5HSXjXBUYsO0QRyrDZAWS+TMrv/LKi9byioMDnOquoosC6YVmQ3TijV1FLP91vnD2vbpLhu7K+qYtOIj3ps91EBrUd1o524rN1Binh43gFWTizjdGDI0GVU1BLXzWT5xoHZ8FS2a9+oXhslBnTx+d11/w/tR3RDkvzZ+YriWP94yhBpviBP1AS1pTnfZNQUju1XkkZf3GfpAahpDWmO22usgybLBMdZttyQt77ZJU9D5ZNSwmsYQ/7Xxk2ZeZnM0xzkKR9wcHl+hihcvWD5xoNZ4eful3QhGFDv6ZJSWlh47784aSjgq8+y7B6nzh7j90u5sKaswBT8WbT9AtTfI3NF9DGPxnJF5zFhTxuLxBYiioMs/VKplutumqKPFRWWtnyyPnQ1TB/HmvuPaHKD27SwZX8i6nfrvtM9w0TrNyYu3DKGqIYg3GNGQdFWoYu7oPpyX40GWZX77SjnVDSEDVaeZYqePc1J3FwShiyAIvxEE4W/Aw8AeoKcsy5u+w9dXoLh2JsYTsiz3j/1PTcTzgOuA3rHvLBYE4Xuph6hShx2zUmiX4cZuNZaSbru0G09vP8C1z+5k0oqPaAxGGZbXihP1AS7Py9EmXzVZVr87c1g3U7qFKCiI7LK/HOG59w4RiSro4Mxh3RiQm57UOOXFskqyPHadIUiWx044KmnUD9W05+QZpRt7S1kFY5Z+wHXP/o06n2K/O311Gbsr6pBk2WDOs2BMPrU+5eXePGMwD4zqzaOvlDP6mfeZvrosaXKoovZLSwvp1SaVLtluahtDJMbsK3sAybnEVWeCgPG85pfkM3fbPk41BHHEEMRgRGL/iQbu2vgJuZlu7h/Rizkj86j1BU2vy2YRONUQ1Cgf97ywhxpvSDNLUAe8HxMTQJUojI/2GS7SXDaNXnPfHz+lxhtm3qtfMHvzXjJSbIbrX1ZaSO+2qVxf1JHVO47w+Nh+vDtrKGumDKJDpjvWZGv+26qIT7LnUjWtik/M22e4EDCWbW9Zu4sWThslhbmGRd1t63bzTZ2fcFRpMlIT8aW9t2dTAAAgAElEQVSlhdoxKmsVe2k1fKEovlBUh/So70b85LF84kDenTWU5RMHsuaDo0n16ANhiamrPtaSZhUdm7TiIy5d+C6PvLyP2y/tbrgHW8oqkGRZZ5x03bM7dQZb6vkmK++qDZ6927YwLWcvfeeglrg3R3M0x/cfoiDwzLiCs1ao1DlQEMAbjGhGf4Fw1NzwTIBD1Y08++5BhuW1YsqFXWgMRXh4dJ+kxjrZHgedspRm8mUTChmQm66BHdkeB6IgcKi6UQPNpq8u0ygp6rHjo32GiyOnfPjDEg9t+4Jtn1SyIc7o78ipM4wr7sTmGYNZNqGQy/NyWDAmn+N1AXyhKEvfOchjr+3XXV+1N0jrNCcOm8i4GP3TjMo4ddXHGq2vOc4dMv4VsBfYCpwBOgC3CIKyApJl+X+TfVGW5fcEQej0HY8zGtggy3IQOCwIwldAEfDB2b/294cIpLqsmkKIuppVlUPaZ7hwWAXy2rQgIkncPyKPR18p543yKt6ZNZTHXmsq/STrxA6GJSJRmbsv68bFPXM0O9x4qsrKHYdZNbkIq0UgEpU1FQlvMEzp4M5EohJRGWwWZYKfslKP7i7a/iXXF3XkxiGdqW4IKS/smjJWTS7SGkrX7TzCmIEddKV6t93Cg1ubkL/NMwZrqACQ1IzHKgrMHd1Hsw7eNF1p7kyUDcyNvchmjZftM5SmFW8gQnaqgxWTiqjz6VHS8uMNbJhWzKrJRThtIou2H1BKgC/s4aGrFUvfNJedR17eo0MLHnttP0+NG2C6OFKVPdTPoj+ibNxlFw1I9tLSQua9+rnuOm5dt0u7jodfKuc3V/Vi/dRigpEop7whMj12xi79QEswo5KsUx5ZMCY/KQ3qxJkAoDf06dEqFUGAR19pSpoXjy9gzQdHtWcwlEQuNHqWhs226S5Ongkw71d9sVlEfKEo6S6rrsmozteU8Gem2LBaRK1ipCI980vyWf7+YZaVFioushYF1Vbf1eF925hXn2JmF+rzmcjfVt+F9VOLORMIY4+d4/0j8qj3h02rPfFyiR2z3GeVNxRFgZYeB95gxPT5b+ZlNkdznLuwiOB2KA647dJdpmNEisNK+wzFg0CdP9pnuPimPsCWsgqD8lVJYa5Gz4un4S0tLTRUztQxcPaVPbRGeHU8W7njsAKgje3HxOUfku1x6LwX1HG83hdixaSBOiqpSq17YFQeAMv+coQr+7Yl3WUjFJXokt1CNx88M66AtTuPUlLYXqd+tXLHYYOS1PF6v3YNyRYwzQBCU5yrZPwRFNUUAM/ZNvw74jZBEG5AUWq5W5blWqAdsDNum8rYZ99rSJJMMCJR+nvlQV90fX+qGwLsOFQDEHtIB1DrCxvcLqsbQggoq0U1sVNtYRNf5uP1fu7746esm1qsOX5CHFVjchFfVnmZ9+rnzB3dh2/qfNx7ZS/mjOxNrS9EZa0Pm0UkM8XO6cYQt6/XK6yoL4/bbtFkGFW+eL0/zNzRfeiSnYJNFLBaBYRMNzaLoi+uUmXUUK1+1f3/aVelITlcUlrI/+07zkPbvtC+F4wklw1cNqGQXUdqDOYuS8YXsOB1Rftc1YyO5++r+4lKMjXeEDktHDwwKo+qhiDby08SCEvM2foZc0bm6X4H9b5HkjiGJrpzWkRB06TO8Tiw2X645McXkngq1lSpDvC2GE0nPuL5fdXeIBFJYub63VR7gzwzTunkVxPxx8bkU+8PM2dkHkvfOajxGReMyTdQPZ4ZV8Azbx/QjqPKdq6YVMQLHx1l1hU9uW94L6KSzOaPv2bmZd2YEenKvFc/54bBnUyf/1PeEDmp5lKiFlEw0LCO1+ubjLI8dt6+52JsFhFJljlZH8QqiqyeXISMMiAFwlEeGNWbR17ep5MEm31lT+aO7oPNKpomxS67UnVRqwBmagVvlFcxZ2QeUUlm0uqmCS/Z5No1x8P7916iTV4AL912Af5QlKgs40x4vkRRoFNWCnX+EMFwlC1lFVrzbbt0J7Isc6zW18zHbI7m+J4jEJaYFEti/zJ7qGm/iIDM4vEFmhOnOlas3HHYlHby+Ov7mTG0q2GhPmNNmbZQV6N9huLtIEky837VF4soaH4mc0f3wReOIstoY3d830u8RvnqKUW6z7fuPsbMYd3IcNtZM6WIv3xZRarThigKpLuM8s23rtvF3NF9NDU5tQ/szp/30Ex/1Ig3M0sGsjUDCE1xrho4H/ou2wmC8GtZlv/fd9h0CTAXZT6dCywEJoMpjdcUvhQEYRowDaBDhw7f5fSAmMbviQYaQ0rz3zPjBiAD2Qm27mkuuyYZB03Jr4osrppcxNEaH4u2HzDl56oSc5W1iqKDKVWjIRhLeAZS7Q1pRgLtM1z8YeL5ZKW4iUoygiBgt5pzUFX5tMpaP23TnCybUEhWih2Pw8ojL5dz/4hetE5zkulyEIkGlW5w0Mr6amwpq9A1mm4sq6RkYHvWTy1GkmXEmLvmqLhEHIzmCep5BSMSW8oquH9EHgKKVqsoQFSCR7bt05LMdJc9KXdcaRCRDCv5Z94+oBscEwfFU15zLn68O+eS8QWIInzxTQNbyiq4fVh3euZ4zmlCfrZnNiLJpLvsdGmZgkVU5KpcNtH0OtqkOXll5oU4bRasosCi6wdwoj7AQy/tY+awblyel8ONQzrrKjHx8lVizAgq3sp+7c6jTLqgs0GeM8UhclGPVoZ9gdLcU1KYS5rLZnTTLC2kpceOIMCy0kKdzOXCsf3whyO6983jsOINRtg4rZjWaU5qfSEe3PqZ1guRneqgfYaTW9buNujS3z+il/Y8xaPUvdqkkpniIN1l1zS/BUHAEhtl1CT98df3syCmJJR4r4MR+TtPri6bRcfxliSZk2eCpoYZgE4KsXuOhzsu68701WWa0ZUZHzPxe/+KJP0fHWubozl+qPi2ZzaehhkIS6YeDw+O6s27X1Qxol9bjSby+Ov7ufvy7nTIdGlV9S9ONGhjazLEuEOWWxtf1OpiIoAw79UvyE61c/uw7rpcYn5JPh6Hleufe99wHXW+MNmpDmasaRo3lr/f5CExrrgT3kCEGm+ErAQAIf7c7tm0h/YZSoXgxVsuMB1X4s3MlsbUtBLHKDNH4v/UOKcNnN8hxgLfmozLsnxS/bcgCM8B22L/WQnkxm3aHvgmyT6eBZ4FOP/8878z3+CUN8jU1R/zu2v7M/1nnXA7rBysaiTdbSM3043TJiJJMmGTJDPb48DjsGrmKGrSYRHhxV2VOnvuea9+oZWbhSSUj7bpLiUhsVm0UpN6nBpviMmbmybxpaWFOmtedR+qRunleTlIMjqh/wVjFAdHSZKxWkXapruobggQjkqsnlLEkVM+rYnk9mHdKT9WpyVoR2sUGUJlMaAcLxCWDNeRTFP1jD/EjUM66xLpJ67ph9Nm0a7hmsL2lA7uyCMvGzvFf3dtf9Jcdm5f/6EuEVJpGm+UV+noFGpS+fjr+8lOtRuSwyev60+7dBdv33MxkajM+wequKBbDlkpdu4b3ouNHx4lc0hn2mW4v+uj9HfH2Z7ZFLuF0sEddUnvkvEF/P7GQv73jS+bDHo8dmxWAW8golPNWTy+gEdG98YbjPDr4b10GuDxVZS528rJSVWMlraUVTD1Z4qk1TUDc2nVwsmaKUVEJBmLKGAVBVP5TdWMaNrFXThY3ah13qsSlup3X/30Gx7a9gWX5+WwcVoxYUnmcHUj815VFnQzhnYlVbRyXo6Hp7YfYFNZJe0zlMapT46e5jdX5XHKq2j5P/veQe64rDsPXZ3HrXHKA+ozHh+VtUrjbiiifK4qpyQ6ya2aXMQfbxlCOCLhslsMCPr8knwaAub+A51a6ifX5244nzSHhWO1Pq1J3GYReeL/9usm+Sf+bz+//WVfarwh3bGWTSjkyTe/pLK2yegq/p5PXfWx1nT6r3bD+0fH2uZojh8qvu2ZtcUBQM+9d4h7rujBsVqFpme3iNxzRQ9EEa7q1xabRdAZ/YWjSmN6SWEuPVql6szOkiHGx+v82jjQMcvNkRofUy7sQklhLkvfOajRYAAtEYemsTtZ02idL0zPNqlsmFoMAprDcfxcunh8AfNe/YKZw7qZ7qO2MUS1N8hzN5xPmzRX0rEk0czMZbdo42dz9c4YP3Qy/p1+CUEQ2siyfDz2n78EPov9+yVgnSAI/wu0BboBH34fJxYKRahuDBGRFOWD1mlOxhd3IiLJrP/wqG6F2jbdxVdVXsODO3NYN4P83PQ1Zay9aRC1vghzt+3jjmHdDc5XW3dVmtqIr/ngMCP7tzc0SybTeV4dxwNX97H0nYNUe4P87rr+WuKrfmfW5r08PrYfHqeSJAiC4l44PYGXnOWxs/mjCha+eYDL83KYdUVP3HYL+4976duuBQeqvCx//zAPjeptSOKdNpHfXdtfU6xQkc/GYJT7/vip7nzu3LSHlZOLtPs69aIuWvKpdopnpdjJTLFzJhDmdKO5hFT86lulU8wd3UfjEc/9RR9W7TiiS4J+u+1z7h/RizFLP9DkFuMT32fGFWiLjh8iEnVvK2sVM5s1U4q49ZJuOmOjpaWFPP/XQ7pt4y2Ot956QdL7tmBMPnfF1GiWTxpIKCJx56am53XJ+EJWf3BES4xXTi7S7cvM2fOZcQXKIlaWqTqjWDj7QlEu6JbNNYVerQ9j9pU9yfLYqfYqiimqhOHcbfsoKcxlx6Ea5pfkY7eJnN+5pc7MaH5JPk++qfRHmD3j8aFWQeInBtVoJ37Be7TGR9ecFFw2K+kuO+kuu0GJaMbQrqYTmNOqn4jSHBb2VzfqEK0N0waZlrOjkmyQQpy+uknGMhm6pjadJibpzaorzdEcf1+o/SfL3z/MLwvaEYrIur6npaWFRKIyvmAE2W7VIedt0p3ae53tcegQ4i1lFUmlW3dX1HF5Xg4zh3XXVcHVv6s0SrN332oRWTahUAfAPHFNP+xWkcrTfsYu+4DNMwbrHI7V76pStIu2HzBVacs9CxqeGKIoNI813zF+6GTcsAIVBGE9MBRoKQhCJfAgMFQQhP6x7Y8A0wFkWd4nCMImoByIALfKsvxPdwSEQhGO1ilaxd1yUph9ZQ+ue3an7mVQmx9nbd7L+qnFpmWYTi3dpi9KdUOQqRd14edPvMdDV/dm/dRiorLM8TqF91zUJYtQRGLtTYMAYqiZQOngzoBsaJbMSXWYOkZaRIFVMb6sVRRIsVu4fVg3brnkPJ2cYPy55Wa6OFYX5OaYZnWiZblaclcT8duHddclqWtvGsTy9xWO3DXP6q3VvcEID7+kdHXPHd2HrtkpHIwhn/cN72l6rwTQUAaLaLQqj0oyNovI4re/oqQw1zQRyo7jIauDUodMN3+ZPRSbRUQGdhyq0ZJA9Xtt0py8M2so4ZgtcSLivjEm2/hDRDL1GkEQeObtAwa7YlXrGtBk9nIz3WyYVqwZ6yTet3S3nVkv7NF6BSpP+w1a2DevVaS7NpVVUlnrRxT0EqBmRjVqtWLutnKtMbnaqyjd3Hl5dw5UealuCNHCZcNpE3XXok5S9w3vxcZpxTz88j4eGNXboMCiIvu5mS6d2xxAu3QXm2cM1vTNJ13QmZYeO7a4iUU12lHvV6Lz5arJRXicVqKxhYTKsTcbBxaMyccfjtKpRYo2eR2r9RkQrUBYNlVRUBP++N8u3WUjp4WDAbnpSdE1tek08Rlpbppqjub4+yIYiSpeF5d043RjiFmb9e+uOi/arSLb9hzTNWW+edfF2ntdWevX/BZyM10crG5kzQdHWT2liDpfmDSXjXmvfq5Vye8b3kurrKvHunfLXo23DeY+CgJgt4p6Kq3bht0qcueGPQCay6/ZGKFK0T722n7WTy3mmzpFNveuTXt4etwA7CIcr/c3I9zfY/zQybjhF5Rl+XqT7Z5PtgNZlh8FHv0+T6rWH8YXk0mLSBhQ5/gu4spaxTTm/hG9CEclfndtfzJS7Hxd4+NYrbmuc01jSEuA9p/wMmnFR7wwfTCAhg6rk3iXlikcOtWom9yfHjeAJ67px52blNVylsduahNvt4pc9P/eApRJfO4v+piaCcUrUiA3lb2SIW6dW6aw9dYLyEyxa4in+jfV5MTMWv3xsf20QSY71YHVAh6HhWpvMGlCIYCmW6pqvZrZgs8vyWfr7mMG+sri8QV4Yl3w6qBkt4qKNnoLJzJw8kzAkEAtKy3klDfI6cYwqU6r6X1IdDj9V4Y1CW/ebhVN0VXVDdUssXz2hkJD9/2S8QW6RBySa2Gr5lLtMxTN9/hegrMN9ipSrb5Lqp78/SN60aqFgzN+5R2MXxCqxxEEBXWZcmEXpCQLk6wUOxWn/ZpiydPjBhCOSDqUfmlpIQKQ6rSR5mhq2I1vPkpcUGR7HJw8E+CGP+w1vEvV3iDZqQ4ej7njxTdPxSPSZoupZBQXVc3G7LlXDbHM+Jhq06nxGWlummqO5vh7QhQEhvdt8//Ze/PAKMp0e/i8tfWanYQtkTUsERJISwg6o2i8KIryjWwKQVkkoCBeRdQZh6teRn9odHRUINE7siMgjNcFtxFF7xXcAsJoBCIiJAjZt+50d3VX1fdH9Vup6qpWQSPOnX7+UTrVtXXV+z7vec5zDhZu3oenbxhp+Z7qhRGeebcKW0oKIYZlkKhFMfVb2FpSqIkJFOV0x/LXKpHuVimBc3/TH90T7RFhBvOx+qQ5sWTbAaQnCCZkfeX0fLQFjApOACLVt04AqWz3UTw+1br3hSb69d4gjjf6cO/f/qEJIEiygt+t+tAw1sT1wn96nGt/7xfP8fEtQwE0+b3atkDMZAJQH9xWfwiSrGDp9oNo9Im46flPMHvtp3j87SMoK1aVU+i2ndrDQOnkXM1mNhiWLFVGwpH96j9ftHk/wrKCtbMLsH3BGDAWdrtLtx80SPEtLso2oYdLtx/E4qJs7dyemJqndYIDiGltqygKTrcFLGkh37fa7p5ow557L8X6OQWQZBlTyz/Gw6+rjYHDeyea7IVLJ+fidFsA9d4gBI6BTwxj1Yx8LC7KtkQQi3K6a5zw7QvG4IV5hUhy8ob6iyjJeOCVSizcvB9ihOu/cPN+TXpSr9OekWhHTs8EpLmtLdlZ5ty9PjaOMd2vVTPyEQxJlvcm0a52vVsh1SXrKyArinbftpQUIhCSTU27sbSwabJYOjkX/77lcyiRfW0tKURSpNs++jvRhkD0/yVZwb9v/Rxf1/lw+Z/fx6NvfmW6ztUz8nHn1gOYUrYXdp7RGnqjj5GeYDPYODf7QtoCln62YGMFHAKL/3j5Cxxr7tBs5WnzUWaKWVfYiha2dPtBPDN9JF669SIk2Dhc/+xHmPbsR5p2fzQizVmcc0uH9ft2oqkDpZNzLZ/7pdsP4vbLszG4RwL+duuF+PCeS/HSrRdhcPcEJDs6r4HuK940FY94nHkQAq3S7Y5IGOqDjml0PHu7sg6SrODG5z/BkVrv946BQKcgAlX7WvKiil7HGhPsHIP7rh6KSZ4sbNx7XBu718wahZXvVcFlswaQTrcGcNcVqsfB/uoWbP3kuClHKZ2sehdQCun6vd9qeUv5TA/+tNNYLY/rhf880aXIOCGkH4DbAPTVH0tRlGsj/324K49/tqFPgGMhtvTzJ6eNwP0vf4n0BNWNj2c7Jc/2V7fgva9qsenm0ahvVxvL1u05htuKBiHJwWHpi52otP57NGqa/ZaNoSodgKDRG8S0Zz/CO3debLlNOJJYfB9lpn+6C1tLVO3vFJcAVkeBsVIf0XOIN8wtMN0bqohidc++bejAwAw3Lnv8fWxfMEYr283fUIEX5o2GUzAi2OkJNgTDMpZNyMFjbx3GveOHYEdFDW69dGBMJJRywsuKPRBYAoFn0OaXDEoWNOhiRX8eND5YOhbnpbkQCkkItgdM6ENZsQcZ7nPHhfOJEjbuPa45QBKiJuihGDKN7YGQ1rga63mi1//qoovgsrMmtDUj0WaWnSz2wG1nsX5OAXwRM53vWgMamj0yK/l7beP1k1JmigOnWwMaygR06nevmTUKTT4RHaIEbzCsvTcLN+/HtvmFltKLsiz/KGS/1R/C25V1qDzVrqHX0c1H+uc5VsUIUFWW6mM45eoR6Qy3zaSolJnqwHMzL8C8DZ9Z3qvSKXkxj5vqsn4W9dcQLynHIx5nF4oCtEYSY2riYzWm6XMDLkKrLNt91HLcfHrXEQDq2HBb0SAcq2/D+jkFaA+E4RRYCBxBasSoLbpqaxMYOHhWG2f3fNOIVTPUXpxJniycaoldlaeuyctfq8TYId3BscCK64ajV7ID37X4wTEMnrx+BHiWAUuAB64dBpYAD/0uF7IsW8rnxqlvPz26mqby31ApJq8CkH9g219N6MveVglpebEHSU4OyycOw0M7v0K9N4gHJ56PQEjSLOPp9x9/p0oz5El1CVh6xRBs/+wEbrywnwF5jJX0yzEMV1r8qrEITWCstuEZgveXjgXHkJhygDzLoEeSXdPOrvcFDZ3gmskQQ6BATfj+cv0IEELQIYZMA8Xtlw9Cop01UBUomukNhsEywPzf9kWPJDveXXIJJFnBcx98g0ffPIwHrs0x/A52nsHlf/7AcI/2fNOIopzulteS5OC1hUWig4OsAAmCAL9onRzxLAMCa84dz6qoN8+z6Jlgh51jNfUPgWWQ7raB484dMs4zxJLnvrWk0PJ6XDbue63rU10CRmYla8l02e6jWF2cjy0lhQiGZJxq9eOPL32B7Aw31s7uNJ1yCgymlH2kJd4rrhuOPmlObfFCn6GNc0cjGJZg51mDIRCld1AUZsUbhzRUm6I3b1fWYe5v+mPJiwfwyCR1exo1zX4oCkxSYyvfq8INBX0M94wi+9HXXtce1Paln1Ro85EsKwbllFj7ocm2XtJLX8rVI9I8z2JIhhtbSwo1NZUMtw0sy+ClWy+CXwzjK50EGgAcrTc3if8Q7STeQBWPePz0cNoYuEMcnpiahwaviBc+OY4V1w1Hz2QHTjR24LG3VCoa1RWnNMfMFFXi0BsMG/S9d39Vi7uvHIr7rs6BGJbxYVUdLh3aA4GQhDS3gNOtARACPPBKJe6+cjA2zCmApCg43RqArCj4/Y5/aN4IFLxiGaIl29GNovoFQ02zH0N6JGDDnAKcbgvg9zuoId8Y9Ovm+t5F+48BGuJxdkGULuS9EkI+VhRldJcd4CzjggsuUD777LOYf69rC+C61Xu0B25kVjIWF2VjQLqq6ZzmEFDXEYQYVsAQNWmEAoAALCFo8IqYH9HxXFyUjb7dnKhtC+KRNw6h3htE+UwPBqS6UNXYqaZAmyGjHRUTHRxqWwNaeZ2+VOv2HMOtlw5EMCTjr//7jZas6L/bzc2jQ5QhK0Cig0Vdm2hIkMuKPRgcpZV9srkDD76qqlXQxGZHRTXuv+Z8+EMybBxBd7cNp71BsISAYQgkWdEk6lgGSLEJaA6GcLyxA+kJNpxo7FRTKZ/pgcAxmoECpVfsPHASU0adB6fAISzJ4CLJ8NTyvYbfgeqiRvOi9ZzdRyblok+aEwk2Br6gjFDk3Jp8Iu5/+UvUe4PatQPA4TrvD96XM4gugR2jn9nWjgCqm4Om8+6dbENNpAFXf29e2ncS13kykZniQJNPNKD8j0/Jw1//9xvMvqgf3DYO/xG5R49NycPAdBd8oqRVdnZUVOO2y7IRCMkQOIJNH53AxJG9Db/F5nmj4eDVCUL/vUWXZeP9Q3UYlpmM/ukunGoNwMYRJDkETYOfNnI6BRYKgAdfqUS9N4gt8wpBCPDgq1+a5Dr/dssY1LWbn22GAUrWd35WXpwPRCoA0RMUXRzEUhqRZUXT63YIbEw9cDqB6bc/G0S6vj2o8TJpjMvJ0LTFYx33LKPLoPJYY23fe3ee1f6+XXH1WX3vbI/3fznO9l7+iuIXGWsBIByW0ewXEQxL4BgGDV5R0+pW53gXeJYgEJLAswze++o0Kk95sWDsADT5RARCEtITBHzXEtSS525uAd5gWDPvSXZyaOkIY0hPNxq8ITS0Bw0N84A63i2fOAzpCTakuXnUtgaR6OChANj2yXH8dlAGeiTZwWr75HGqVZVPpk3mmSkObJhTYHDyLJ/pwdAeiT84jsiyYpJ8jXPGzyhi3qSuTsanQ5UbfBuABgMrirKvyw76I+KHknFq9KMvFz8xNQ8Pv64m06uLPRjUzYXWYBiEAKfbgnh61xEtIU532/CHq4bCIbCGBKG82IN0t4BkBw9B4BAKSajzBjVkLM0hoNGvyikKLKOa3igKWEIQlGRIMiCwKiXh8GmvxoddMHYA+qY54bZxWlJMiILDp33ai5/TMwHLIqYo+iR7+cTh6J5k1649FJJwqM5rctLsnWyDJBMtqQiFJLQFQwiEZO387TwDN8/BZuMQDIZx2hs0yCcCnYNJtAHK1pJCpDkE2O3c957Lmtmj0OgV4RJYOAQOPEugKADDAJKkctnXfHgMd185BC4bi7AEyIp6T3hGvY8ugUWijdeS7ejfIdpd8wwTq19kgggGwzjtCyIUWRDKCsBzBAdPNOGSwenwBhWEJRmEEBAoqG5Wu/jTEwT8aeIwiLKiId6Pv31EG6RXXDcc9/7tHygvzkdqRL8+Osl976tabK2oQVmxB0/tOoL6dlGbkJw8g9r2IBq9ouVEQk2hUlwsjjeqi4bSybkIhGQNNaLym8snDgOgqgUNynBDURSTHGBZsQeD0l0ghGi/oZ1jABD4QxLCsgK/GEaDV0RWqgNpbh4hCQiFZUiygj/trNRkSs9kUvmpyfaP2X/0pFde7EHvFDtESfm5tXrjyfi/YMSTceuI9cw2tAdQVefF0u2qROE944ege6LNIN2rvqM2BEMK6nVjpxXYps8pyos9QKTRs2z3UWRnuHFb0UC0+sOm8dcvSnj49a80UCnFySMsy2gLSKZ5+9v6NmQkOg1AXXmxBzaegaKo1cIUJ4+eiVmXSEAAACAASURBVHa0BMKQZRmSAoOtffT40tVj3//xOGfJ+P8DMBPAUXTSVBRFUS7rsoP+iIi18q3zqo6TPMsg3SWgJRCGXwyjyScixSVoCPCHVXUYP7wXGrwibDyLR9/8CveMH4pmn6itQBeMHWCpArGtpBAKYJl4UoR28aUDMLR3sunF6pVkQyAko5tTwNeNPgNCVj7Tg24uAalOAU0dIk40dRjQ9LJiD5b99xcGDi3QyY3Wxw8lp3Sbb5s7UNPk1xL+zFQH+qY4tW1PNPpwcelugxxbiz+EXkl2XPOM0R3s/aVj0SfqPKzORb9gsXMMGn0iSqK0VBMdPDISBBNCvGpGvirvxDJId6k0E/3vzjEEAsegQ5Tg4Fl0i3DCa9v9CEudCyOOBbonxDQ7+EUmiNpWv0llp3RyLvp1c6HVLyIkwUQTSnUJ6BDDSLDz8IckXPrY+6bj7F46Fg5ORX7qYiAzG+YW4M6tB7TSpn7gbvQF8cXJNvRJc6KqzquhMfQZGNIjAadaAzgv1YGKbxuRd14aFEXBJaW7TeeytaQQ56U6ABCEZBkcIeA4BmIkkeYYApeNgawQ1Laq5lxWbpRlEXdPBtAWwkDXTio/x75lWUGDL4iOoIRjDT5twu8CJCqejP8LRjwZt45Y+cHpdj++bejQkGeGIZZg0wvzVPdofYU51SUY5HH12x5v9OG8NCeCIRlspNL85j9OIb9vKtbtOYYbx/RFzyQHbDyDUy0BPPz6VwBUEC7NJSDZKYBjiMEBnO5/xXXDASBCRWUgcAQPvNLp5Fle7EF2ugtHGzvwxN8PmyrOcdT7Z4+YN7KrOeO/A9BfUZRfdattOCzjUG27aQU6pHsCFEU2vHT0b6Ikwx+SkOLicdOF/XCTruTzyKTcmM1iIVnBjP/6GKuLPchOc2kJeb1PxFO7jqii+qlOiGFZa4r7rjWAp3cdwf3XnI/eKU4EAmGThqjAMUhxqGhvWFYsVSOsEGmGIZBlBQxDEAyG0dAhaolvD7cNNpv1I9LUIUIMGZs2xJCEpg4R3ZPUzmyWIZrVerTcIOUD0/Owc4zBjbCbU4DNxoFlGZWPFklqOI4BwwCsQhCWFS0Rp9d5x7YDWDd7FDpE2aTjfOumfSrfmSho9osQOOBEU9C06OmeIMAfknCypQNJDhaN3pDp2XDyDJKcdpyrCFmo7CzdfhBbSgph4zjMXWc0dLpl0z6tvGmTZNh5Bu/ceYlafYnw9vd80wiBJQiEZczfWIHHYzQMtvnDeHr6SIRlBYqiINnBoMUvoT0YRG1b0GCGQSUno6ksq2fkI79PGmqaVf3azBSHJuuV7OA1y/umKNMp2nuw5sNjWHhpNhq8ChLsPHxiGMsm5MAlsJYGWMsnDoOdZ5CeYMN5yQ4IAtdlfOqfq5TLMAQE5kk2btwTj3j8stHUIaLJFzJID5cVeyy9OmRF9QK59dKBmv9FesQLZMV1w7Vk/nRbAG2BELolCGj1h00VP54lmH1RPzCE4KY1nfnF41PyYOMZLNI5C0ebrdFz6ZnsMOQmpZNVjxT6d2pC+MTfD1tKEsfHml8uujoZPwAgGUDdD214LqPO28m9pQheICShtj0AniEmp8MFGyvwxNQRaOoQ0c1tgxiWke62acmEjWOQ5rZZ2tGzDMGyCTkIhiQ0+kV055hII6CCWy8dCL8oGQyGqKzbH67KgZ1n0NAegCgpKH3zECZ5suAEC1GSUfrmITVZF7iYhjB90oyW3E9MzYOdY/Bdix8yFCgK8JCubF9W7EF2N1fMhLwtEDYkXqtm5INj1WQjGAzDH5Jw39U5JqdPmhQ3eoPoECX0z3ChwScakP6yYg8GprlwrKnDQBd6dqYHPMdg+6cnML2wr+V18hwT8x4wRFXLQViGGDZbCd+yUTWxmb32U5QVe8AxjEkScsHGCmybPwZJzrN84H6GkGJcnywrJl1b+jdnhDb15LQRsHGM1t0//7d9sfjybCyUB0JRAIFTVQBiNRWnugRU1Xo1pHZ1sQeZKTa0B2Q8teuI1kgZkmQILINbLx2IYw0+beKii4MtJYXonmhHWyCE8uJ8tAXCBkR7082jTc/OLZv2RbTIcxCSZLhtHCaX7dW+sz7GpNQ/3QWGAG3+MBo6QuCDkoZapzh4NPtDPxkhp2i4PxTG6daAYUzwBcM43RZAj0T7Ge1bDEuWhl5x9YJ4nIv4pSsav5YQJbPjMV3kP7WrCgvGDkBGgg1JDh4cQyBKMrq5Bfz+qiH4tsEPjiV4cOL5hl6d0sm54FkCjmFw87pPTPteNiEHAssYqpPpbhs6RAlpkTGBVh5PNHZYjtUnGjtMgA11XqafUW+QWCpRZzrWxGksZxddnYx3B3CIEPIpjJzxa7v4uGcUIUnWEvH7r81Bs0/VDT9S60VWqkNLImii3ivJDkIIlutswZ+ZPhLBkGw0Tin2AICW3JZOzgXLEAgso+3fH5KQYFOVP5p9IZPDIbWmpXJ9iQ4ODIGlsQu1Z4+lnOIQWKydXQCWATiGgYNnTM15N13YT3MXXbCxAttKCtHLIhmnyKw+UWj0ishIsCEQCKM1GEJ1k5oE6QcNel0tHSKmPfuRlnTN32BOeLeWFGqJOP28ZEMF/utGDybk9cY39T7L61QUmFxK6d9kBRAYAlFSAFgntALHYMV1w+EXJYh22XKbsHRuxYF4Vq06RPcAcCyBJFsrxFAd3G5um4a2TvVk4uq83oYF4OpiDx6YMASJds4kyVU6OReLX9iPem8Qj0/Jg6woCIYkdARl8AyxbKy9Y+vnatIeQbWp0ZSsKFAUlSvOMQzmbzROdvXtQct7X9cWxJIXD6jylZyM0sm5YAhBiz+EOl23P31f01wCQpICXzAEp40Dx0BrjqR20/rKB0WxAZgmFavPaHUpGg23QrDOlJfOEILHpubhRGMHVrxxCOkJAh6fqt73uvYAOIbAL/7rTHpxusk/Z/yzJ/GxwI+BEYfuaNWSdXuOqc6+CTa88MlxzL6oHwIhGY9PyUNIkpFg55Do4MEQVenMCmGPtru3MmyjDehv/OOUSSqVUlOjz7lnsgNTPZkoyumONJeAJAcPR6SS/1OVUuINnmcfXZ2M39/F+/9Zghpw3H3lYPgjZj/6B/qZ6SNxqjUAjiVYtHm/pU28VSJ9y8YKrJ1dgLm/6a91Tzd3qLJIkzxZSHMJYBmC1kAIzb6QRm2Z6snEvIv7a/wxmjTSBNUfkmPaZgOAg1flB2/f8rl2Hc/PugA1FjxyvyhBVhQNwVz13tdYMHaAlhyHZAWhkGTijEuyYukIWFbsgQIFjd6Qia5A9ZIXF2Uj2cmjfKZHbdaLkXSFI8eIRgUT7DymPfsR0t02S8fNh3ZWYnivJNPgtGpGPiRZAsewqKr1YkCG23LwYRkCjlX5dYpindie64HFKTBaQxDt6P/9VUNBQOC0EZO0pF4Hl43o347MSsaiomzUtQUMC6ZbNlZgS0khqmq9sPOquZRTYHD4tNfg2LrkxQNYPnEYbnjuY21RZWVKQx02KVXmrisGY92eY2AJgcIw4AgBoBoF9Uqyw86z8AbDcNs4y+pSqktQEefI+xUIyZrL5uoZ+VpjqdXCgBACJ99JIZvkyTJVPuat/wx/u/VCNHpFw6Syfk4BgmHZcqJp9HVuS/dD78/ZlH2tJjW64L8xquxMVYTik1484tE1wTNm8GPft40AzIZ71KF76faDWDu7AAsvHRgx5tunAQCLLsvGzL+a32M9dZP6L9DjDkh3obrJb6gw0mMJLIOndVXJFn8IflEyGbdlpjhQ3x7EjRf2NVEv933baJpPz9QkzGocjFNdflx0aTKuKMr7hJA+ALIVRXmHEOIE8KsTpORZglUz8pFg57QXBDCWi5a/VoknpuYh3W2zLOfE4ojzrLryzUp1ItHG4uNjDSYkrrzYg97JdlTV+TD/t31xdV5vrdlDTTA8mOrJxLaKGoRlxWCbrW+OVADUtfkRkhT0SXUadE1tHIs7tn1mujbKI6cDAuWoAeqLyzEEzf4QMqKScYFlLB0BF2yswAvzCk0Jzj07DqJ0ci4AmFCEkCRbJrwcYy7trZw+EgqAx6fkocUfwsv7T2oDUK9kBwhRUN8uYlDPRCQ6OE3HmSEEbf4Q/CEZiXYFPEsQDFubNzT7RNz14gE8MTUPLAOTXquKxELj2p+L6AjKWiIevSBaNSMfPRJt2DZ/DIJhGd82+Aw6uLKiYP5v++Kq3N6YrrOG18v8hSTZsJhaPSMfT+2qMjQA1zR3mvN8H5KtR3ioZfSmm0drMoVUJadnRNXH8OxHVZcemZSL0rcO4a4rBuOxtw6DIdDOId1tQ4NXxIAMF+6/5nxMi6D99NhLtx/ECxGJREB9dwakuyzPORCS8cTfD6N0ci56JNohRRrdY000Yliy3A89N/1nP6bsazWpWS349Yud+KQXj3h0Tdh4xqCGQitq3+fQTSvA6Qk2A91ukifLRHlZuv2gYS5eOT0/QqmUcdtl2YbqpH6crmlWze5SXALerqwzABcjs5JNoMwz00ci0c6jyScaAJgFEXpmICRhzaxR8AbDSHfbzopWZ3U/4rS6H46uduCcB6AEQCqAAQB6AygDUNSVxz3TkGRg54GTBg6yPsnNiDRf3LHtAFZcNxypLsGUPMYyApEVBXaeBccCHEeQm5Vq4sHO31iBtbNGISvVgYEZ/XDDc8Yk4pZNaoI7fnhP2DgGLhuLd+68BCwBOJbBxr3HUP4/32pJ02sHTuKaEZmG5CmWS6c+mVq6/SA2zC3Q7HtLJ+fCH5LgEIzNlekuASl2HgMz3FpSTF/qmma/RvuJPlZWqlOjQ9DP7tlxEI9NyTMNGmWRJKzRK2pIQHqEn6+nVFCjmHpvEFtLCsGzrKlsuGpGPpKdPJo7RNg4Fh2ijJCkVgOizWLW7TmGSZ4s1DSrzaBb5o1GqkswNMs6BBYPvPIllv9/w9E98dw0cVJn1mUTckwLols37cOaWaNQ+tYhLBk3GIO6u/HQ74bBKXB4+HW1ajC9sK/pOaQoy/LXKvFtQ0fUM7jPsgFYb+kcCFm/A3qHzRZ/COluGxQFmPub/pjkycKuylp0BMNw2Xi0dIgmlH5rSSFKLh6ARp+oTUKVp9qxfOIwyAqQ6hLw6qKLICvAws3qpEUdXvWhTgpq8yot+VY3WZdmbSzRejioHm/sfao0Eav9dIjGSejHln2tuOLd3MIPLnbik1484vHzRzCsGPqLbhk7APXtQfTV9WHRoONcZorqeBntrh2Lm90/3YUPlo6Fgs7erTWzRpkW4Ov2HMOjk3M1R+KMRJslZ7zeG0Sau3PuUimFMm7cbBSboGNqk0+ljtJrWD5xGGw8e0aL+1jjYNwU6Iejqy0EFwK4CEAbACiKUgUgo4uPecaR7rbhmhGZmqMlnaiXv1aJac9+hJnPf4K7rhiMdLcNfdKcaOkIoXymB5kpqmqIWjrnsTrSbEk/K5/pQaKdQ+9kG9oDEnxBOSZ6KHAMbJz6wlj9nSKV/pCEYFjBo29+hSN1XtS2BTC9sC+WXJ6tJU3TCvqoEolF2do+qEunPqKTqZpm1RY9LzMJOxaMQZpLQINXhBhWcKo1gEOn2/Hgq1/itDeIqkYfbnjuI0x79iMsf60Sd10xGCOzkpGZ4oAUcQ2NPlY4hlV790Q7JFnGiuuGY/ddY7F+TgGe2nUEFz3yHpa9/IW27yXjBplUYpa8eAD3jB+iIb7BsGwqG966aR9kWXUPvWPb5yj68/tY9vIXaOkQcXvRIO13Xv5aJW66sB/Kdh/VngsFBE6BjQwoDERJxoOvqANlMHTuEh/aFxBrYGcZgnvHD8Xer+shK6riiKwouHf8UPzOkxnzOUxzCRoKHv23vt1c2u86LicD6+cUICPBhvKZauUmwc6hdHKu4R14YmoeynYf1Qb+XZW1uPvKwSj+68faPZ/7234QwzJmrfkEk8v2Gp6nmmaVrjS5bC/mb6gw9B307eYEzwKlbx3Cd60BLNy8D+lu9XzSIgtmfWSmOHCq1Q9JUbSqzlO7qvDIpM5znv/bvthSUohAWEaay2Z4lhp9ouU+JVlBioPHczdeYLr2FBdvGhN+TNnXIaiLSv2zqUTue/Tx9Yud+KQXj3j8/KEHmEZmJYNnWSx7+Qvcue2Aacx7ZFIudlRU45npI5HmEjTwjgZN1PWRmeLAN/U+EKIqt1GEO7riPjIrGTdd2A+z136Kac9+hGUvf4FTLQG88vl3hnGMglDeQAgCx2DJiwfQFghrPW1AJwCzYOwAA3BAr+GpXVVnvLin7sP68zhTqsu/anQ1ZzyoKIpIInVhQggH1avyVxUcx2BI9wQ0+oKaAYkVJ/uxKXlo7gjhjm2f48UFYww0kAdeqUR6goAX5hVClGT4gmEk2nm0ByTwLMHTu47gj1fnaBN69MoxLCu48fmPsSWGnTltIJFk4GkLPmxZsQdjh2Tgu9YA3DYWyybkoH+6C2tmjcJTu6rwP0fqTOgz5anpj1PfHsS/b/3cwEXV///qGflgCTGpkNyzQy2zCRyD7Z+dwMrp+RpKSV9uQqz51wJLsPK9r3HjmL6obw/CGwxrqGnZ7qMaYtsjyW6ZQPZItOPh1ytx45i+sPPWdCHJQu5x4eb92DJvNNbOLgABcKKpQ0MJqNvnDVE0Dr2L2bnk5vIMQenk3JgVmao6L5a/VonymR60+UOYv3Gfxi3vn+5CkoO3/F6Sg0eDN2jJNbRzDF6YV4iWDhEKYOAur5qRj2ferUJ9u4ps90l1wGVTFwBPTx+JDjGMRq+IkksGoLqpw8B7/K4lYEJ/9Ch9SFKsefuEoK4tiLcr6zD3N/0NlB0rO2jqNPrgxGHISnVqx3/srcPq+9LNiUBY0Sov0Uh42e6jlrSmP+2sxEO/y8Xg7gkaZYXnGHgDYax44yssm5CDNJeAjAQbeiVZPzfRCgSKYpauvHXTPmy6eTQqT7Ub7jsBsGbWKPRJc8YnvXjEowtCL4qwYOwAbR6taVbN1JZPHIbzUp2w8wwYhmDhpQMRiAg6pLtteGJqnjb/7KioNvUzUYT6z9OMcrLRilYLxg4w5SZLXjyAZRNytHEszSWgR5IdT71ThaKc7thRUY01s0ZpvUL6oADMszM98AUlbC0pRIs/pNEaz3RxzzDEMA7+qzSW/xzR1cn4+4SQPwBwEEL+DcCtAF7t4mOeVTCMqq/86JuHUTol1/Kh7Zlk10r7wUjTWHTcfeUQPPrmISy6LNuQyJUVe2DjGOyoqDZN6OXFHgis2lHd0B7EhrkFBlevVTPy8dwH36jnSWCpB7pgYwVWXDccOyqq0SvZoTWY0v2nugXc//IXWHHdcPRKdsDGMfCHOhs8aLLy0M6vNMoK5aLS/y/bfRTeYBjBcCwaigOPvnkIt18+CK/srzFJ3BECrJ09CtVRRkF2gcHdVw6FU2DQ5FMXO9GDVLKDj6kSo0DB3N/0x4o3DmmrfHPiBstm0EBYxtIXD+KBa1XpSHo/Fhdlx2zMWf5apSpLdQ4HGElR4LZx4BjZpHhC71lNsx/zN1TgsSl5KJ2cC7eN07Ybl5OBVTPyDXz8VTPycff2g0hPEEyTxV+uHwFC1OevIcpdkyaKVDJrV2Utisf0wc3PGRVadh+q1ehU+vJorH6LNJeAsmIPnn3/qGVD6r9v+Rz3jh8CQJ209D0M0ZMkIcDWT47j9ssHwcYRHKzxas/J/uoWzN9QgXfuvAS3bOzsGYmm3eyvbsG6Pcewbk4BGtqD2qS1v7oF918jmXTLu7kUPPS73B+clKyaNTfOHY2aZr/JMEvgGPzt1gtjOojGIx7x+PmDgh9Ltx80VSP3V7dg9tpP8e6SS3CiqQNLtx/E+jkFWBihg6S7beCjfEGSHBwem5IHAhiS33AU8FC2+6gBVEhzWVPV0lwC9le3YPlrlVg5PR8sA+z5phFVdV7cdcVglL51CPeOH2o5NyY7Bdg4ggQ7j9q2AAAgPUHAw9cNP6vFfVf5N/xfj65Oxu8FMBfAPwDMB/C6oijPdfExzzhkWUFtux8cQ1DvDeJoDMk8/cqywRu03OZ0a8CyQYMqodx0YT+Np0xLWAQKZAB3XTEYi17olEGjUobP7Poa2ypqAACEIOYLmZXqxB+uyjGYhNQ0q5z0F+YVor5dBCFEQzTH5WRg082jAQCHTrdjxRuHDDQAPRc12cFjwdgBWmJude12nsVd4wYjwcFhQl5v3LJpn+aIeMe2z5HutuEPVw0xNAY+O9OD2rYgStZXWKrUUMS9V7IDHKsOiGs+PKap0aS6BLhsHFa8cQD7q1uwo6LaEpVvC4RMXPLSybkISzIWjB0AWQH6pDrx4gK16VGOIWU1pEcClk8chjS3oGmqn4tgCYHAETgEASyjulXKioLKU+1agkjPOT1B5RTSbn4AWhl0zaxRaPWHkOZW7+N9Vw9Fo0/Ea5/XYNPNo0GIeixCEDHiYdC3m9Py3vRKVile8y7ub3Cbq2nu1G8v/59vDQub+RsqYqL7PZPU5qE93zRi4WUDDZUoOnllJKq0lF2VtVgwdoDlJLm1pBBLXjyALSWFcAkMxLBiuSjmWCNyxOomYLrN7Iv6ocnbya2k52qFIP3YScmqWfNYgy+mYZbbxsFt5zBt1R7Dd+INnPGIR9eEDAUOgcXyicM0kzKrSt2jb6ogSJNPNKDZVN5Uv/3GuaO1uZrOR8998I0BXKn3BuEQWKy4bjiyUp2a8lv0vlJdAnYtuQSnWvxY+V4V/nBVDsqL81HXLsIpsLj7yqFIdnIoL/YYTNQemZSLZ98/it/l9zaMc+UzPchOd8cR7V8wujoZv01RlL8A0BJwQsjtkc9+NdEeFOENSmjxhbB6Rj6efrfKNFFTZJu+CA/t/ApPThuBf9/aieLSZsL7rh5qmayEZEVrEEx28Gj0iXj2g6O4oaAPBma4LdHu9XMKsOebRgCdCa9VAynlnMVCGWUdT1afkFWeasfGuaMNSTDdX3TjHUUErMr1q2bkw8Yx4Bgexxp8WPPhMay4bjj6pLm0CsGyCTkmqkjJhgpN/u37GltkRQEDNblZdFm2AdGlihuZKQ4suiwbOw+c1JJM2vS3ZNwgzT2N7pc2rEZXEZKcHL487bW8x1xEGUfgCJLs544SQAhBky+EpdvN8lR6JHVHRTVONHZYPhdvV9bh3vFD0R4IQ1GAbxs6DNWenV/UYv2cAkx//mPDvbax1hPC8cYOLC7KjlkOZXUDO/29M1McyEp14OkbRuI23UJUVbIhCIZlrJw+Eq/sP4mr83qhyae6x6UnCLj7ysG4c+sBTSVG0L2fgMqvXFyUjTS3gGUTctDqD6G5A8hKseH+a86HpCjaYvRUa0DrdaDfZwjBijcOGaopj755GE9MG6Ft93NwIq0UCJ7aVYUnrx9haZi1fOIwDMiwVoGJN3DGIx4/f8gysCpCpeQi6mtGla98rHrvaw0E0dNRY81rrf6Q6rItSkhx8iAASi4ZABtHsHZ2Afyi6r794CuVqPcGsXziMAzpmWDKO0on5yIsy/ivD45hzzeNWDPrAhACOG0c0C7iP1+t1MzZXvu8xgAElu0+iqKc7qYq8PwNFfGF/S8cXZ2M3wQgOvGeZfHZOY2AKKOhPaiZ2CwuysZ5qQ5sLSmEJCvgWAYZbhsafUGN+7W/ugXPfnAUW0sKIUoKvm3waaoe6TFWzg3tQZNMUenkXKQn2AwraRo1zX74RElLBjpECaGwjLLdR03o7+oZ+fiPl7+MSdPgGBIT0WwPhGLyyfX/v7goG5kpDuyvbrHkpy28THVwpC/225V12FpSqB0zI8Fmefxkp4rAx3J8PNUawPURg6DN80Zj1hoz6rqlpBAEwPo9x5DfNw2BkASeZbD8tUpVoinJYXnsRq9oHIQi+7JCTsuKPXAKDAghyHDbIs6p5yZEydyouiBibUwTOHrOIUlCssN6Afddix+z136K9+66BA+//pXhGNEID73Xm24eHZMa8+T1I2IaLqma+Z3/7pXswLIJOXj0zYhUYaRs2yFKEDgGt2zch3pvEGXFHozP7WniqG/ce1yb/O7ZcRA7FozRkGxakdGjPSun52Ple1W4/5rzEZIVhCUFz75/FC1+EfddnQMHzxjoOR0Rnd75GyoM580yxHCuNovn4Exc6KwUCOq9QTDf46TKxrjH8QbOeMTj5w8SMdqjZj5ZqQ5sKSmELCtgGaLJtNLYUVGtJex0XqNuvHQu7xDDWPleFRZdlm1QCNObBpXtPqr1avEsgSIr6JVsx5aSQrQHwjjR1KH1c22YW4BFRQNxqiWAJS9+ZhqbaXXy7u0Htb4n6u0QTd/cX90SX9j/wtElyTgh5AYA0wH0I4S8ovtTAoDGrjjmTwnqJlnTrHJNqdan2kzp1CbRQFjGw6+rSNng7gnwBcNo8ol4+t0qTPJk4b6rhyI9wYZEB2sqbz8yKRcP7fwK2RlubCspRCjyEvMMwYkmP4LhzlK93jkwxcEjLEkQwwpESYbAMRoXTJ+ke4Nh7K9usUStqe0uwFhO4A1eEXaewbaSQoiyghafiBSX6vQHAN5gGE9ePwIOntWSdspPKyv2oMkbwJ5vGlE8pg+SolAAfYLttnGWx0+wq8l42e6jeHxKnsHFtHRyriZFt7+6BXVt1iogIUmBk2cwvbAvQpKCNw5+h1H90wzIp9WxGyNIq56bG5YUjftPFxzpCTbYOAIZQK9kYyf8uYhYNBq9SgpN0JdPHIb/fPUrQxMRvbcOgcW4nAwoCiybNun90R9DkhV4g2FL2ohq70xMnPPVxR5s/+yEtt9VM/Lx9K4qjX5Veaoda2aNUukwTX488EqllmjTa6DXle62RZpB+6Mop7s2eQTCMl7adxIb544GyxCTROjCzfvw9A0jQAAQRNR1xg2CNxDSFjAPTBiCLSWFEMMyWIvreGRSLpa/9iUmebK0JH1cTgYeuHYYyj154gAAIABJREFUFEWBwLFIcfCoqvf+aBc6qkAQvb2Njy2X6BBYy+/EGzjjEY+fPxQF+OBwLRZemq2pNj1wbQ6afCEkO3ncO34ogE4/hNkX9cPGvce1ZPf5WReg0SsacoLVxR7cd3UOHtpppmZSadqnbhiJr+u82LD3OH6X3xs3rzeOqa2+oDZvcQyD2raApWIKpQS2+kOaR8P+6hb0SrJDAQzVYboYoMIb8fhloquQ8T0ATgHoBuBx3eftAA520THPOmJZ3cqyglOtfk1fm49wyudvqMB7Sy6BwDEaN5auimkS7xRYbJw7Gg3eoEEfud4bxCJ5INr8IQOy+Mz0kZoihZVzIF39ls/0YO3sUZi15lPM31BhQPwAaKj18onDkJXqUB27EmzaNUTTAUon5+K8NAcCIQUhWcEnRxtwYXY6xEiD2PbPTmDCiEy4bSwCIRmvfl6D9XMK0OQT0egT8dSuI7i9aBDWzxmFnQdOYWJ+ZswGFEmWLdUo7DzREHeGEEOSR6+bDiax1Gi+bfABQKcTY7EHT+86og2Oz0wfaUr0y4s9+MuuI5Y2w+XFHvxxQg5kBRAYAlGW0SEq6Jtw7hNxADGbWa2SZ6fAYn91C8KyYnlvN908Gi0dogntps+jPsblZEDgGKQn2OAPySaH07CsoEOUUHGsAS/MK0RIUp+jQ6daUDymH64v6AOOZQyJOD3PQEiC28bBKbBYMHaAQbue6uGPzErGfVcPNZRpV8/IB8Ooi4DrPJko/uvHePqGkaZ3Ot1tA8+ymKpDoUon56KbW9DUXXqmuAxa+K8uusiAGtH3eO5v+mvnc9OF/TC1fG/nszPTg7+8c8QwIVJXz4wEsy59LAUCAKaEe9WMfKQ4eSQ7BCQ7hLhqQTzi8QsEIcC0gj5adY4qWUW7dT84cRgAoKE9iKKc7thVWYuinO4Y0iPBVMm8JQIy3HRhP9S3i4Y+n1Z/CDdd2A9tgRBmr/0U5TM9lt/fMq8Q1+sa5dfNKbCuPkcogY0+Ectfq9T6s5Kdggm0uGeH2oB6Dlui/iWjS5JxRVGOAzgOYExX7P/nDp61RoztPAtRkgGoeoxOG6MlLCzLQIG1qogYlvHAK5W4+8rBSLDzhlVnWbHasEgVQygiG5YU9EyyYekVQ0zNb3o1k7q2IPqnu/DCvEJwDOATZSiKjIWXZmuSZ5QqwzIE/dNdmoFAZooDa2ePQnmxBzaeAc8ycPAMfKKEE40dGNrTjaG9kw0ls7JiDz471oC0Yb0QlhXk903TBiQalafasX5OAa7K64U/vfalIemlxgOrZuTDIXBY93ejZe+6Pcdw39U5eGGe2oAIAFNK95p+o4wId21HRXVMq3eqrEEHqmUTcvB2ZR1qmv1YtHk/Nt08Gk9OG4EUl4ATjR1Yt+dbzPttf3iDkomvPz8yUNp5Bv26ucCBQbdfUbJDCEwLG/2ijIae+88QYqkABAAr3/sa9e0ilk8chn7pLnAMARQF912dA0BFfMblZOC2okG4/tmPsGxCDnZUVBt+y2fercLdVw4FzzIoyukJQIlwF1m47TYsfmE/9le3oHymR+uDoDEuJwMKoBns0N/15f0nMX54T6S5bdg4twBZqU4Tj/qWTfu0xdqGuepkVNdubrBeXJRtcoalznfURIMafNFtvmsNYEdFtdbnsWDsAOyoqNbuqZXU2PwNnc8ejZpmP3xBCU1MEMkO83MU3exJaS7pbgGbbh6N+nZ1Uf/Mu1W4498G//ADEo94/ED0vXfnuT6Ff5qQFVVdib7nPRLt2lgFGKuQaW4BG/ceR4tf1PqbHp+SZ5krUEdiOn4BMCTNa2aNAhDbKEjU6Z/XNPstzX9oNU2vspXmElA6ORcNXutKc3sgrFWs4/HLRFfRVNphrSdOACiKoiR2xXHPNgSWmBK8tbNHoa49aHKF7J5ow+abR8PBMwha6GaPy8kAxzK4d/wQtPhDeGmfatc+pEeCau/+6peY+5v+WiKuR2TXzBqFBDtn+XJkJJhtz1fPyIeNZzBn7WdId9tUGbc0J+wcg79/eQqXn9/T5Hg5a82nKtdNUdDSEcKM/+pEQreUFJr0wxdsrMDGuaMBqMh6LCUXNoJMTvJkQeAYzVr3u9YAgiEZp1oDlqh/WbHHsFh4YZ61zjqluNxWNAiyolhSJKINjKgaDP13fXsQqS5BW0yMzEoGzzHIcllz2elAuWFOAWY+/wnKZ3owMM0Fm62rWy1+OGQFJvfQ1w+exO1Fgww61Hot+Vic/G/qfRrt4qldVSaudXmxBw9cez4UBZrFfLKDN9kvA0DJxQMwuWyvlkx/cLgW0wv7ol83FxYXZeOpXVUGPiU9xu+vGoqZfzVObhSh0XPFvw/5SXfbIMnA9gVjEJJkUyUkVs+EU2DR6g9hWqQvgd6z/dUt2FVZa2oYXjN7FHyBMLaWFCIj0Zi8031G00X01ZuMRBsGZyTE7DnQSx1GKwwB6uL3lUUXobYt+KOpMPGIRzzOPnhGlf6j3G9CrJvUnQKLWzftw/o5Bfiuxa+NG7HG3pAkY9mEHGRnuPHCvNEgRF2Un2pRJRFDkqwahbkFvDh/DIJhtReKNufr+3AAtfE7OpdZPSMf3mBYG9Nov04gJOF4jOQ9xcnHKW+/cHQVMp7QFfvtqkiy8/CFJKydXQCGqImOU2Axa81ey5XvU7uqsLgoG7mZiQZOKUUOp+vKRiun5+P1gycxpEcCJFnB25V1mOTJQmaKw4CqjcxKhp1nYjZ/um2cRi+h53PLpn3YWlJoSMgeeeMr3Hd1Dkb0STXRbygKL8kKGELwzLtVhv3FsrFv8AbRM8kOt814fnpuO8cQ+EOSiXtGUcVeSXZM8mTBKbCGRJ2QTpm9mmY/2gIhSyqLy8Zia0khHnz1S9S3i7jrisEmbnm0gZE+OddTOOg1UsmpWFKNLf4QappVx0aKeG6bPwa9fgXJuMAymH1RP5NUY/dEm7ZQCUkyHAKL9AQB5TM96JFox6abRxsWP9FVBSpfGV0l2FJSaHg+Yk0ugYgraU2zatu88NJsU0OprCgan5L2PDAxJrfoBtJYyE9IknHXFYMxa01n4v7M9JF4bEoeMhJs+K7Fr21rhRrRCpgeLZ+99lOMH97TIFNKvQCi7zud6Og+9e9J9H2ev6ECm28ebehH0Yde6jAWIuYXJZMcYlzaMB7x6JqgHgvPTB8JvyjhWIO1/DGdM5p8osGkTt/LRUUi+qQ5wRCCh1+vRH27iLuvHIy7oua0ZCePkg0VWkM6VQSjVMwPq4xgSL03iFQXr1XTAiEJss5AjC7aeySqdLlkJ2+SOyyf6YlpThaProtzn1VEBSHkeQATANQpijIs8lkqgK0A+gL4FsBURVGaI3/7PVQtcwnAYkVR3jrTY/I8i14JdtR5gwjLCmwMiZmYdotCqN+582KsmTUKdl5V2YhGole+V4X/uOZ8SJGGzXE5GdqLaeMYA0K+dPtBXNg/zYQaqq6gZvmzmmaVzx6dAD+0sxLzfjsAPEuwZtYoLTFz2zlN75RuS7lqI7OSwTHWdJ1Gn4iMRBtcggAQUeNaW3Hb9c6KFNks230UMwr7GM5z5fR8ZKY4ILCdzZn0mqLpD+v2HMMD1w5DWJa1xJ2quSQ7ePROcZgMjChnnP6bJkN6tZnvk2qk22emqNrx9NxCkaTtXIeiKHBGdG+pkUSaW0Bde9BARZnqydSajui1rZqRj9suy8Z3rQHs+7YJpVPywDEEf7/jYgCKYaFFf4Nmn4gGbydfP1azrUNgtd9zkidLOy7QuaBdM2sUtlXUGDjj/3vPpTGT7PKZHu083vjHKUslF4bAtIhYtHk/1s4uwJKI+tFUT6bpu6WTc5Ho4PHHl77QjlvTrBpYbS0pRHqUApDVYkWfvI/LycC944dCVhSDPJm+elPTrNJoHAJnmTjrpQ5jLXroAlEfNc2qtOGZKLnEIx7x+OEISQqO1HqR4uRjztNU4YnOmWkRCWKqouIUWLwwbzTa/GGT1rfV+LV0u+r6XdOsygJbccbXzylA5ofHDeOZNxiGjWPQ6BOR7OCR5ladwQHAxjPo5rKBYQhkWYEkA93cArbNH6M1oMfHi3MTv7pkHMBaAM8AWK/77F4AuxRFWUEIuTfy73sIITkArgdwPoBeAN4hhAxSFOWMNXl4nkXvFKf275PN1ghcop1DQJS0pPNovQ87Kqpx04X9tOSaBm3u0nOwaVPcY28dRumUPBNCvq2iRrUynzgM/dNdYIjaYEoI0aztARgQ6dLJuWAI0SgbAJCZ6kBDu2hoMLFKlilXbcHYAdi495glH3vdnmNaY8rJ5iBe+bwGf5xwvlYBAIzcdsp9q2lWuWdFOd1NSdnCzfu0ErzejXFHRbVJ/rGs2AOOARSls2mRuiZSek26m9cqG4QALhuL+685HyUXDzA00O6oqNaQAJroREs1JjsFLH3xgCarl+YWsOTybGytqDFoZZ/LCET6EhaMHQAnVNWN0rcOaVUXeq+t7j3VqqZOmXo0eXWxBw9MGILsHkkmOlFmil2bgGiz7RNTR6CbW4CkKDjdGsCq977GgrEDMH9DxfdSmvQxLicDsqIYGoN3VFTjrisGo7UjZFjElU7Ohawo2m/VPdGO5a91Ur+ij9XoDWoLPZr8by0pRDhSHWruECHJirYNoL7n1U2qqtLf77jYcD9jIdUDMlz4+PeXocErGmg1pZNzNXky/QKv0SeiZ5K5mRMwSh1aLRSfu/EC2GMorfAcY3LzjNNX4hGPnxayouCNf5zCLZeqxmJFOd3xzLtVWHHdcPRIsoMlBA1eEVMuyMLEkb2xbs8x3F40CNvmF6LRK2rz2ZpZo0zuxffsOIgNMeh3PRLtWHJ5NgZluPH4lDyD9GBNs9rouXziMPTr5oKiKGjwimjtCKOpQzTMjz0T7QZaXDgs43BdO+ZvqIgaJ+KI+LmKX10yrijKB4SQvlEfTwQwNvL/6wDsBnBP5PMtiqIEARwjhHwNoACAuQPwDMPGMZaJ6UM7KzHnN/01eaAjp9rwwLXDIIZlcAzBB3eP1RwzrZq7bt20D2tmjUKTT4TLxuLxKXkmkxTqHPjqoovQFghHNemNRCAkmxBJ6p45MisZd185GIdOtZte+qXbD2rHbvGHsKuyFoO6uzXu667KWvAsDA1j6/Ycw+KiQejmFFDbHkBJ5OW9bGgPy8FDz9POTHGgm1tAstM6gaGJjd5mfuGlA2HnjdbBdp5R3S4J0RBv6sCZnmDD/uONyO+TBpYBGtpF2HgGM//6CS7sn4biMUZEftFl2eiZbMMzN4xEeoJNS8ypVGN5sQeJdg5/njYC3zb4sOy/v9AME6aMyoQsA8cbfeAYVWuc58+NrjPPEKQndHL6OIagvl3ErspagwZ9rIS4f7oLiy/PNlVyqGZ79OcLIg2xOyqqsenm0WjyiUhzC6hu8puaLhPtKr8/ljmVvmE6M0XVuqXPpz75d/Ac5mz7zPQMr7huuLaI27hXbQBWlNgUFH3s+aYR88T+2jtQtvso/nL9CIzLydCoO09MzQMfMRACFAMCFsstFApAGKIhXvrz3VJSiEBIxulWP9ITBNx1xWCs23MMw3sPw8nmDhMapZc63F/dgnV7jmHzzapc4/cprZTP9ECSZZxuDRgW3XH6SjzicfYRDssghGD88J6obVMbw5MdvOZoTX0v6Lj1zuensPSKIQiEJBw+7TXMw7FM+SRFsRxX6tuDGDu0u2mM1SptHSEIHIM7tn6uAQrUM4KOCT0SjIm4LCv4rtWvJeL0HOLjxLmNX10yHiO6K4pyCgAURTlFCMmIfN4bwEe67Woin/3kCEkyUl28pazZ3VcOwaw1n2LD3FFgCIPvWvwamjf7on64+eJ+AGLb1nOsimI72oP46/9+g6VXDLF8EV02TltR0+82+UKWSTYtky8uysbS7Qdjdm/rG9VWzcjH/3v9K00pY9Fl2Zi7rkLjtGVnuPH7q4bCxjHwS2FDaTxW+ZwmP3TQ4FkCOUaiRDndNc2qzfyGuQVQFJjUWjJTHNg8rxDTn/sI2+aPxu1FgwxlvtUz8kEIUNcWRJrbhkff/EqrMgDA2tkF4FiCsKTAxhFwLOCyczhS60U3t6D93cYxkGQZIUnGzL9+bDiHp3cdwd1XDkF1k19bJHSEJPRNcZ6ThNzGM6YKAk0iV76nIja9kh0xlYJ4hkCMIekZS+qTNm1WnmpX3wsnb1ps3rNDTT7XzBoFWVFMC9pVM/LhsjEaB51jCAghMQ2MrM6jd4oDa2aNgijJmFbQByvf/RpVdV6Ttn9ZRDWIlooXF2WjbzcnatuCeCRi0LVy+kiwDMHvrxqKB645HyxDsGDjPgDAsgk5sPMcSt/6UnN0tWoMfWRSLv60sxJ/jCwqos/3dGtAa2qlPSSLiwbhgVe+0BYAevQ6ltQhLS1TCkqaW8Ariy6CX5QgyQr+ZNELQBG0uIFHPOJxdtEaEOEXwxiY4UKjT9RkDaMdrem4tXZ2Aey8KnscPQ/HmjdPtwYsvUmCYUlTXqPHuGeHOt9nJNjQIUp48bNqg5mQk2fx52l5cAkcurltJqS70Seirt1aRSU+Tpy7+GdJxmOFVT3FSsUFhJASACUAcN555/3gjlmGQSAsWdrEcwyDC/unwReUsWDjp4aXZ/ehWkwZ1QcLLxuoccT1ihOZKQ4cqfVqKOztlw9C6VuHTKXotbNVSaPoFybWyppyXNPc6gIg1kuvb2K8NSIJR5tKKfqX7rZBlGS1CSXRjnUfHsOsi/ob0Eer8vkTU/OQkWjH1pJCjet9/zXnY+PeYyZ+HU0W6HnVtwcRDMsmqg89VwIFa2aNQkgC6tqDBuTvlgjtgmqMr5l1Ae4dPxSt/hDq2oNY+uIBPD41Dw5edVJt6hDR0B40UHiemJqH81KdEGXAxhE8OW0Ekp08WEJwui0AO8+gPuo7pZNzkWjj0D2pa7THv++ZDYRkPP1ulWGx+Nz/fIMbCvpov+eNz6vVASueNMcSSIqqPNLoE7XSZ2aKI6aDpn7xlOxQ743VbyXLClr9ITT6RBw51YY1s0apajssg2d2VeGWSwcYKhdi2Lo/Q9ahRfpmYZ5lIHAAgmpjFF10PfrmYWyJuOayDMFLFTVIsLPYsWAMGryiYQH3+JQ87KioQYcoaQoxFEn6w1Uq57vFH4IvGMLblXWY+5v+mPasuu4fmZWs3feMBBvujHDS77/m/B985xZu3qc1Iusbl6NRqWipQ8CosqIvLXdPtOHaZz40TdiUMpaZ8ss6c57pWBuPeJzr+KGxtvStw/iPa87Hos37tWZKfYMmDfXfijamRc/Det+Nzmp3PtITBBBCsKWkECcj36MN37EqmzaOgPMT/C6/t7a/cTkZuO/qHBAQiJIMSZLBMMZ3XwxLMf064g6+5y7+WZLxWkJIzwgq3hMAzW5rAGTptssE8J3VDhRFeRbAswBwwQUXWCbs+ujmtqG+3bxaLZ2cC5ZROds3RumMUvUIPQd31Yx8ADAhVjXNqkrFY1PyMPuifjgv1YlNN4+GHOHeNnhF+C1K4rHK5EfrfZi/oQLlMz0qKmjRvX1emhOnWvxagx1NqoBOLqyVAc4jk3IBompG6x041+05hvVzCtDqD6GlI4QkJ29Q6igv9oAhwMWDu2PngZNYM2sUOJYBQ4CHdlZqyR91CN326UmUXDLAdH3jcjLQFggb+G2PT8nTqDk1zX4kO9XrSHfb0BDldLZy+kjYOAZhWUG9T7Rslrlj2wFNKecPVw0xOVV2c9tN5giUgtBV8X3PLLVnjv6dEu0cRmYlGziGPGs0Unpp30nMHNPHkKCvnJ4PjiVw2zjs/boea2ZdgJrmgFYFSHHxePCVSu1565vmRCAsWz6LDEMg6RqLt1bUGEqr44f3VBPQi/tj9tpPY6rZnG4NYPWMfDxtIYlJexluurAfquq8AFQd8UBIQnWTHxmJNrx7uB77q1sw7vyeJvrIkhcPGGQT6efzN6jIVqM3CIFlwLIMXpw/Bt3cnZQbfb/Csgk5ukUMLNEtuuikxwiG1Ubk6CZZWZa/t/lSr7JC9zVv/WfYWlIYs5JBE/ZfUqbsTMfaeMTjXMePGWtPtwY0sKotEEavZGvQorpJTZaj5+Ga5k7fjSenjYAkqwv+le9V4d7xQ3Hj859gzaxRBgfNWKDaqdYAFEVBooNHIKRW62RF7YPRq1etLvZgcLoLgtCZ6gkcix0V1SYwrXymJy5neA7jnyUZfwXATQBWRP77su7zzYSQP0Nt4MwG8MnPcUCGIZAUBY4oxQpHxAkwmucNwFI94tZN+7ClpBD3jh+K71r8YAg0DfKy3UeRmWzHqdaAAZ17ZFIuEm0sHnnDjJhnpTrw7EyPxt2myeJL+05GJIk6m+wee+swnpg6Ag6BtTTJ0Wtz05feiud+z46D2FpSiKN1PiQ7+UgZjqDJF4JDYEEIQUtHCP/1wTHcUNAHv78qBzZORaFr2wNa0kTNjKjixC1jB6KuPag5QW4pGQ1JhgnJ/cNVOSjW0UZoMrXiuuEo/usnyExRpR8Bs9pFultFF4/UerXfMCvVYdKGTnfb0DfNidIpuaprqQ55X7r9IDbOtaZMyPK5yTUUBZa/0+Z5o3HXFYMNHMPVM/Lx1K4qjVNYPtNjoj/pG2qfmJoHAKbKAaBOBE9OG4GwrOChnZWm53PVjHxwDAFDCFZcNxw9kx040diBl/ef1GgiJyOLPvoOle0+auC502d0zYfHVPlGCyMsivzes+MgSifnAoAhCV49Ix9PTx+B/3y1EqEYtBurd7im2Y+WDtGgOe6ycbhz2wHLhfmjbx7Wrvv+V1TZTYqaU8pUdHOoJCsYl5NhWmCUz/TAJ0qGBlA9fUWvsqI/XykGDSwzxYGXbr0oro4Qj3j8hKBj7bIJOYb3Nt1ti7n4Tk8QNOCKOmL3SXPCzrPwBUMGB+GV0/Ox4g2VWvncB99g9QwPbtmkztc7KqoN8sn0GI+8cQjpCQIWFw3Sxmmr5lDaA9SDYTTeeJpLwB3/NhhP/L1TtCAjwRaXMzzH8atLxgkhL0Bt1uxGCKkBcD/UJHwbIWQugBMApgCAoihfEkK2AagEEAaw8GyUVGKFrACr3vsaN47pizS3gIxIxzTPMpBkc8NFLI54SFLgFBiwDLFA2RkNhaXb37NDbbSs9wYNEn4dooREOw+eA7bNH4OwJIPnGIQkGTMKz0OTL4QOUYICqF3cvhBcAmtC/yjnLM0taHbn9KUPxpBQDElq0imGZTR4gzgv1YEkBw9ZVpDmYiGwbvRPHwiOIWAZ1e0RUCWhJnmyTAY1K974SjOaAdTSf0tHGAs2VmgGRn27OdHoFWNymHsk2bXBiepbR6td3H3lYJNtcenkXPzhqqGYUr5XO/bdVw62bJKhyDuxMHjKTFE52eciYt0TAmJK0vU0HiC2Igj9nFYJoisH1CU1JMlo8Ip4u7LOkHy2+ENIdfEgAHok2XDDcx8j3W3DH64aihsv7GtaEFI6zP7qFnxwuM7UOLzosmxs3HscU0dlWZ5vr2T198hKdZobUSPXvLhoEFjGGsGKRcfR00qWbj+IF+YVYn91Cx59U51UB0QcSk+2BLSFNUGnXr7+mf7PiecbTJgemZSL5z74RkPColH56Puup6/oVVb052vnGVMz53M3XoCe8ck1HvH4yUF7pcp2H8XjU/O097am2a+NCVmpanX6/2fvywOjqNLtT+29JumsBBIIIluABNISAs6MID4UgeE5bEKCAkrADd+Mgzo6qDOMMyDwHDdI8PlAdhD06eCo/ERRR1wDrkFAIJiwpRM6Se9d2++P6qp0dVUjzrig0+cfTVN9q7rq1r3f/e75zlHnDAC4/Yo+WDu7HL4wD6eFAUMpksn7j3t1jtMEgBt+dhEmuQtRs+cI9nxxBpvnKjU1oiTj7cPNsV1zAJDxm60fa07G8Y7CySisUUFCsz+CrhkKnVKtSXnwmpKU/OkFhB8mkjgHZFmeLstyvizLjCzLBbIsPyXLcqssy6NlWe4d++/ZuOMflGW5lyzLfWVZfunbvBYLTeKWURfDaaHReFbRBvZHBPgjAuwciVVVCiUE0Bt9xKPApTjvBaKSqY5oNImeuT8iYNnkEnj8EcxbX4c7nvkYuU4OsiyDJACHhUT3LDvy062wJASEoagIjy+CXAebNPvXPdOGDe8cx/TyHth9x2W4a2x/7PyoCemxre3E3yDJMhY9/xmmrX4Xv33mYxxvDeK/tnyEaavfxfGzEazbewyXLduDaavfhcfPI42l0RKIwOOLoDjfietH9MTinfWYtvpdLN5Zj+tH9MRF2TbUznRja3UFlk0pxaO7D2k0gNlrP8DMp95Ha4xWYnZNFobCsskKXaHFrwRQKo1HRZc0i+l9z8+wYM2soRhSmKEVvSYuWOaP7KWdq7kjolGA1M9qqtzItP4wlsFqYWY8ClxWCEn6U1G2XTs+8R6p343nhNtYytDGmY4wvjjtw0MvfwFnTDFFpWyoz1WSlYx6VFTkB/90jTJR2TkKa2cPxYYbypHj4HDXjk9gYQhsvHEYts8fjqsG5ePBF+s1bdxJ7kI8/tphjB2Ur6myJF5vmoXGvJ8XmZpbLRpfjB5ZNnh8EbA0iWWTS3TPbtnkEnAUYXiHl05SpAjjf7c6aQJAVJRAUwRkQCvErtlzBCfbw4Zr9PiV8WLR+GJsra7A+jnlWP7KQWyra4IvLJg+J7P7rhZVqSor8df75HWXINvOaQWfb981Cs/dfGlKyjCFFL4l0GRn0qA95hOgQp2r2oI85q2v0xl/NXlD4GgCDEVi1pr38fOH9qDyf95D/24ZWLzzczzx2pdoD/GY8T/vaePnb6/si9cOerB45+fgaBIsTeKKAfmwMiRWvf4l/GEB80f2wtbqCvTKceiuRd3djoe6Eyck+GOoNSndXDbkOI1Fnil8/7jgMuMXEtItDPgwFJrAAAAgAElEQVQ0WZG4i2VWVYpFR0gEQwLbqisQFpQV7Av7TyQ1j1kxtRQ5Dk6XRazZcyRp1q4tyMNlZ7B8Siny0y3gRRmhqID6Uz4UZFrRJY3BCW8QNo6EBJhmf2V0DiSJ7csAbhp1MViKwB/+pug0v9/QhpH98gw0kZoqN5a8dEB3/cGoiDuv6ouHXj6IcFTEzBE9MaOiCLIMbH6vAdeN6AmCgMZjS8zWqpKJiYZFqgmRepxyr6KmFIFTbWFYGAr3TSiGJAFv3TkKHSFep3YhysYi2Cavohji4Gg8Mn0wpCTHqJzbZZNL4LIz+MehZk2jmiYJZNtYcD+QGydDEaamEyxtrp5CkcCmuRVo7ggnVQSJL6hNlAQscCk7IRxNYpK7EEteOqDxtuNlJt/9sgW76ptx08iLsaOuEXde1Q/HWgK6Z6cWT3p8nfq72+cPx676Zl2xMwDcO64Yrx84bUpj2fSu0s8ESdZp8CfWPNRUuZGfYdHRzbKdHN471oJspxXr55RDhiJn+oe/fW6glRAAXrvjMhAEcKYjgmZfxGCeta/hbFITkG11TShwWbF44kCNX+6yMabPyey+q0VV51JZAZCSJEshhe8ALEWidqYb89bXodkXMX1vzRx3n957DAPGD8Cjuw/p5v3Hdh/CdcOL0DXDarprraqKkSRQubqT//3w1FJwDKnNmWtmDdVdi1lx6MrKMmz/8Ctcf+lFP8i9S+H8kQrGk0AQJBz3BmFhKK1zqyY+8ZxOVU5OnZzHFOdqRY3NvojGzaZIAnde1de0GDTxBVpVWQZ/RMDK17/E7Vf0gZ2lEBYkMBSDDBsLgpDhC0kQJBmhiAQJ5u5dW6orkuqlq6Y2z940Arde3hsRXtKuT6WJ9MiygaVJSLKsWdDHBzmrKsvwl0kD4Q3wOmOjmip3bEtOxlP/OIrfXd3fEOxOchfqttjUgSjeNEjN1uanW2BjCQN3/w8v1MPjj+Dx6UPwnyv3avy7TDuDNbOGxmSezINTjy8CQZIw48n3khYQds2wYv0N5bAxFLZ90IgVrx7GqP5d0CPL/h33vq9HWJDweIKayuOvHcb9EwYYAteHp5YiFBWxYtdBHd9RNYsgEgpqV1W5YWH0WuDqoH51STcUuKzYVd+MDCtrcPd8YkYZxhTnIsPK4J6ri3EsbiELdPL9184u1wqdASSt7pdkGSP7dQFDEbrf+vz+E5g4pJuu1uLhqaUQJNlUJvGv0wbj4lwHeFFR7MmysojwktYH18wainePeHDb5b11tJK1s4cCBDQzon0NrZhW3gOPTR+CZl8ENXuO4K4dn2Dt7HI89PIBw/OY5C7E3qOteHLmJchysHhj4UgwFIkcO4t1c8pxvDWo9ekeWTbtd8fTTeKLqsxUVlJIIYXvDmFBQpadxeKJA5HtYA3j67LJJXhh/wmdadmbB8/gnquLIUgy7h7bH0teOqATcSjMVHZbzZJAzR0R3PHMx1hZWaarXUqkDz66+7AudvD4I0izMlg3pxwAQFMkNr5zDBMGFyDXkRozLnSkgvEkOBuMwuOLID+9M0AwK2789TalkFCdhPPSLKBIhdMLQDP5aA/xpgHzysoyXZGoDCDLwcJhoTHnZxch087gZHtYl3FbVeXGzo+aUPtWAwpc1qR6zKIk45qVe3UcbEkGghFlq6tmzxEEoiJcMQm/qbHApskb0mQCN944DI1ng6aaqjdt3Ie1s8uxcHudIfjZFpOYm+QuREOL0c00Gb9eDTzUoD7LwUCUAG8git55DpzwhhAVJfzhhXotg5lhY7XvJzp70iSBh6eW6tRRVkwpBS920obMZBpXVZahyRvEQy8fxF+vHYwVrx5GgcsK+gLZzhMl2TSTfNdV/fHAC59rcoLNvgi6pFsw/Uklw6JyvFX3yg3vHMNVg/Jx99j+mltpOCrisYRsjhpY3rJpHzbPrUCBy5rUWXXjjcPw4Iv1uOfq4qQ8RobS06fMnsGyySX4zVZl0bjxxmE6mdHamW7TdzGZsggAfNnsR2GmwqM+E6NQqZOdjaVQ+1YDvEFBu3cUScAfEXSmHisrywwT6/JXDoKhCNPn8ftxxXj2phEQJQlfnQ1qfgR3j+2PCC/pdrOevO4S9M5xJM18p5BCCt8/REmGKMlazc1UdwHWzSkHAaChVZkj9je24bWDHiybUgorS6FLWjdNdCBx11cVREhmitYWo8Ko0sPxjtYqjU1VYnJwNDbPrUBLzACIFyU88uohLBjdB5l2EtdfehFyHZzO9CeFCxOpYDwJorFg7a/TBmsvTLLCN4YiMW/9+xhSmGGQxaupcuNvHzVhytDuSTmiC5/5RLM1z0vjQBEEZj71Ph6bPhiCCE0WkIpJxm3/8CtMvqQ7at9qQJM3hFMxvmriS30qJsXU5A3h0d2HTTPzLb4Iurms4EXJlEYDAOveaTDNbjd5FXUYs895SQZLkciys3jwxQOGQCt+Wy/+mvNiOuUygGwHo6MyJFaLq9+Jt1dv8obQO9eBReOLNdrFA78sVrLAOXYcPO3Dkpe+0Om37m9s0wpl+3Vx4qgngPue/xwefwTLJpdonPWVlWVgqAsjMGKTmPlQJAGPP4IwL0KUZciyjLMBXvdb1cH9+VsuxS/65iHMS3j50+OYfEl3ZMZ0vD2+qHacCtVy3hfmUVvlRihJsW8wKuL6ET1BkURSKc7E4klVKnPL3AqEBUWeUJ3kACVzfz7OooJJYbXa35wWZbH7xSmfNqn9+VcDcc+zn2l8y211TZpuuZk6Qbw2v7qbs3jiwKTmShaWgscX0clyLp1UgmZfBL99Rl+4nXLASyGFCw8MRYJA547V6OI8LHnpAO4ZV6wF6IAyhrXGFMriEweJu75N3lCsxkk2UEKfmFGGB174XPteoqN1MComlR9+dPdhePwRPD2nHEtfOoAHrylJjSU/IqSC8SRQi8IefPEA/jptMP5r60df6zq5YHRvPPnWUV1A++juQ7h7bP/kXF6C0OkWb7xxGGiKwIiLssBQFFiKwLjSblj2yhcaN3dGRREcls5Cr6UvfYG1s4fq3CELMq2485lPtGPmj+yFNW/rFU3WvH0M1w0vgiBKsLGUabAeEURMchcmDTYIQglaVA3rmj1HNFpOlo1BVJRMVWE4mjAMRKuq3LAyiupMayCKL5sl3P3sp0m35dRrjC+wK3BZcbjZrwskH3ihHo9OHwKCgDZIJj7L/Y1tWLyzXqc6Aij0n23zFEfJ7R9+hetG9PyX+9a3AY4hDPQjZeF3AovGFyPHyeHAKR8ybAxcsQxMjoPTObXlpnF44vnDWHhlX4wr7abJB6r3NT4YVjM2BS4r0qwM2oM8uqRbMKY4F5PchVqf2lHXCIYisfyVg1hZpVCG1GcW74IpyTL+53o3bny68/pvv6IPTrWHQRDQPQNAUSq5/Yo+uh2oZIsRM9fPF/afwDXubmiNFfqqiAoSlk4ehLu2f2roWz2z7aYBf/wE2eQNoWe2HbkOzlTRhCYJg+20QmsZatp2ygEvhRQuLHC0kgRTa0LUAnPZxMI+GBWTJgrUcaPAZcXpjnBMRnaw5u6baWc18zX1uHhHa5USa7ZLrQb7NXuOgCII3HN1MWTIkCQ5tbP2I0EqGE8CJq6C+sEXD2DT3Ar4wryBL1ZT5YYvzGNrdQXyMyym5iSBiIBWv2QaSKoqIGpbLE2AIICbRvXClveO47oRPfG4ielJTZUbU90F2FbXhPKiDEQE/Zb3ykrF1UtF13Tza+ueqQQwvGjk2i7crhSTZFgZiJJsuP7Hpg+BKMlGV0oLDYYkEOAFZNkpLThSFxxPzCjDf+9Siu3iCyLtHAkLScPCUFi8s95gJazKy62/oRzNHRGtEG/Tuw3aPVRNYuLh8UcQ4gUAnfx8s2KXmio3Fv3fZ7rvqtnWZa98gdtG97lguHehqGQoDHp09yFML++BR3cfxuL/HKgrOv7fWZegNcEM6ZFrB2PR+GKQBIHZa42GRvGupmpB0rLJJbht0354/BGsnX0JbhvdR6eBu7KyDE4LBY8/god3HcKNv+iJqCBje8wFMz5IXlVZhidmDAEvykpdAEeixc+DSiI56OBobTH1zLzhpu8TSxJIs9LYVl0BQQYoArh1035NGces0DkvzQKPP4K8NAuevXkEeEECS1OQYZ5lV1Vn1L9tHAWaJk2LK0+1h0wn5mSF28w/sZ18LqOgFFJI4V+DIMpo9kW0Gp3cNA4USZha2GfalbquZONGPLWtyasoNbE0iW4uCyK8jKlDCzG6OA876hpx+xV94LIx+Mddo3CqLYw///0Aeuc6cNvo3pqhmxq8N3lD6JpuwZ1X9dXRY+J9ClK4sEHI8r+fQdoll1wif/jhh+c8psUXxqn2sJa5nffzIowfXIDHdh/SqUewNIEpNUog89odl+mqowHlJVwzayju3P6JZiijZq+7uSywsRQkSTERokkCNEUgKsg40RZCupUBTRE4dMav2/aKb3fZK1/g3nHFmutW/L/HOwy++pvLdAVz6jFrZ5ejPRRFjoPDL5btMdyH52+5FKc7wuiVoxQtNp5V3C6dFgZ2jsKUmncMbW6aOwwsRYAAgYbWIPLSODAUiVPtYYP1+qa5wxDhJVCkIgFFUUAmx6I1FIUM6PSjO9uvgBDTYH3501Pok5+G3rkOHG8NItfJQpKhy7jXznQj3cLg2iff1WWHSYJAtwwLoqKMjjCPbAeLqbXK+eLt1/PTLSBJIMvK6pzMkuA7GfUS++zx1gAuM3leu++4DF+1Bg10ni3VFTpaBKDcyyW/GoRuLitGLX/D0NYbC0fibCAKB0cjKkrgaAoLn/lYy9wkow1tqa6AhSYRFhRHSZVGNM3kWa6ZNRT/8fCbeGPhSLC0sihkKAJn/bzOvl41tho7KB9F2TbYGAq+iKB7nwozrchNY2CjWY0j6fFFcM3Kt7FiSim6Zlh1Lqrx12tlSIR5JQh3WRl4Y46YLYGojmKyqsqNx3Yf0jjjXzfZqedPPOcz8yrQFhQwd/2HhoVBUZb9vCdPSZJx8IzPkJH/hhPwdzZTJxtri+5+8bs6ZQo/ITQsGXeuf/5extomb1A3Dw0pzMCj0wfjRFsYeWkcRAkIRQW0+KPo5rLglU9P47J+ubo6r5oqN4gYpTN+/ls8cSB659nReDZkUEGhCALjHvuHFsDvaziLcaVdtSLRHXWNuH5ET00kIrEoHlDGmhT17YJC0j6byownQRpHI2BjdOL7+4+fxcIr+4EiCU2RgSQVA56IIIFKwp/2RwR4/BE4OBoWhkSuk4MYs71fsesQHrl2MEK8pL3QF+XY0RqIItPOQhDlpNteLE3i/gkDNG544r+TJIHlU0pBADpud7wNN00SqH3jCO6fMMB0Ne+00HjideWlf3qv4ohIkwRmrXnfkLlWz+sN8MhyKFtyeekWUAQBC6uYE+1raMVDk0u04JtjCBxpDujoNTZGAEEQICCjtsqtC8qemFGGP+38XFcoV+Cyany8ApcVW6srsDVWQEoQBDiKQJBX9LebvCEdheX1316GUcvfwJpZQ/Hixye0zPrNoy6GN8BDlGQcOqMU/tlYAewF8sokk6w81RZCYabV8Fw4mjR9VhaGgiCaZ4DVILrJq7QZH4gDyU0mOkI82mVoz21McS7uHVd8zgwxRSqLN5oEIrwMl53BM/OHIypIOOoJaJQZVSZwa3UFHnpZoW7ZQCEqSnjo5S9w/4QBEFgembQy+aja3KfbFUlHs2uQJBneoIAr/vsNbeJ8NBZwjynOxaYbhyn9lSbBUgTunzAAvx8/ABaGRLb93Bq96vnjg+XamW7kOCzgGF4r3G4L8ZoT7TeZPFsDUa1t9fekuOcppPDtQaWsDinMwB1j+qB7lg3tIUFLbihJhUvQJ8+BqChhfGlXdIR5LJ9SimwHi8azITAUIEjQSfmqu8gAYdiVvnnjPqyPqaLkOJRM/PjBXdHQEtS44epu5YLRvZHtYA1F8WpbKerbjwMXRmRxAYJlaeQ7AG+IR3tINHBzCzOsYBiFt92VpRGNCmhOIs/WFuRRU+UGSQB2jtY5PS6bXAILQyIqinBaGdg5GlaWwo66Rtw3YQDW7z2GGRVFSYOlqCgllYUjCSDbwYGhCC14y3FwpsUfDGXkcKvKEZPchdrxk9yF2sCRnEMvgAoSekpClRt9ujjgsDAaN3lMcS5ui7PzVe+Hk6MxtfYd7Zit1RVaVn3ju8dx/YieBldDtVhTpZXQJAGGIiCDQBrHgJfM7xFFKlz4omwbnJZ81DW04v4JAxAWJHgDPJa89IVWyJlmYQC9p8IPBgtDGmySa6rcCEVFA81jSGGGZuaU+Pvz0iwI8YKhrVVVbvzxb59rGeBVCbQnAEmLMzmGwvWxPq7KgfJJAn5JVqhDj756GNeUddNlh2qr3HBaaQN/XH3GyXTJeaHT4ELV5s5L4xCImF8vCIUXqrY9f0OdVqS5q74Z9ad8WnArSTJ4UaGEEOeRmDuXNnjIJxp+G4BvNHlGBfMi2tQEnEIK3w5oksC8nxdhXGk3rYA7fqc6x8GhxR/Fwu0fGuakFVNLERUlPPVWA6ovu0gL0NWd8Md2f4lbLr/Y9B0WZVkr1vytiSeEyhPvnmmDL8InFXJQfQpSuLCR0rs5B1iWRl66FX1zHdhaXYE3Fo7E1uoK9M11aIF4/LEsZXT6W1VZhv75Tjy6+xD2N7ZrW1dAJzc3xEuYteZ9jFy2B9f97/s40xHB767uD0GSMH5wAT5pPIuaBKfAlZVlaA/yOOENYUddI5ZO0p+3tsoNAsDp9hAefLEeNKmYxCQr/vBHRNz3/OdYPHEgdt9xGZZPKUWWncWu+mbkOjnt+HhFGVWOLv68SyeVgCAIg4b4TRvqEI5KWsAHKFrjN22oQ46DQ+1MN1ZMKUWYl0BAoUC8dsdlWHhlP3C0klVfvLMe2+qa8PTeY1g3pxxvLhyJxRMH6iyIC1yK/GA3lw35GTZ0zbDCYqFBkjC9VpKQsXjiQLAUia4ZFgzpkYVpq9/F6BVvYNHzn+G3V/ZFjoPT3FIvFIR5SZMf3FpdgSW/GgQLQ2gOsSsry7TfumB0b82kp8BlxZDCDKyZNRRPzynH8dYA2oOCrq01s4ZqVAygU8by7rH9dfevwGXBiimlhnsan6FR5UBXv3FEd01qwB/hRTz08kGMLs4zZIfmbaiDLAPzfl6k++3qM1bbiv+cJAjwkp56R5IEMu0cujg5g4vqiiml+NPOeshxgXWT11ikGRVEjRJyzcq3cenS13HNyrdx8IwPknRuql8ytzvV3j7xN3yTyfPbaCOFFFJIDgtNYkZFkTZ3J6qqzR/Zy9TBecHo3pqYwNhB+Zi15gNcu/pdXPHfb2LU8jcw/cn3MHZQftKx7HR72FROWXWHbvIqqlIWhkR+mgV98hymDr3xPgUpXLhIZcbPAwxDoZvL9rXHuawMcpycwZzmvuc/w676Zk0aLh5N3hA8voghcN1wwzBQBJBmpdG/qwt2jsSWGPVClGTQFIHbN38EALh7bD889Q9FxaVLmgUZNgYPvlivZTVXTCmFKCuOk+lJ5BmBTmtflfaRn27RCufUFXd8NlyVBFw8cSC6Z9rwpcePp/cew91jzWUQhQTb8gwrY5qpj6cJqH8/t++Erljxjm0f49Hpg5Hj5ODxRwB0Bng5JoOPJAFP79WryTy99xjumzAAfbs44bQQ6AhJBt3seEkq8WuCru8TiTrjm+cOUzTE44o2180pBx3bPdlV3wyPT3EydVoYQyFlvJTh1uoKQ8a5yRtCe4jXKeIodQM0tlZXoD3Eo9Ebit3jTsqTOnHFywWqNC+GIlD+59cAIKlsqMcXwcwRPfHiZ2d0nGgbZ9wZWFXlxv/ta8LEsm6m94xhKGTaGV0fWPLSF9jf2IbbRvfRjjMr0mRp6lunhJhRWL7p5PlttJFCCikkR0SQdHN04o5wsrGrR5YNd2z7GAUuK7pn2UyP6Z5lw7q9xwzuveocmCxmUN2hc50c8tOt2gI/w8qmfAp+pEgF498iGIZCD5cNVobSqBIEAS2wSUbraA3o5daavCFNhm/2pT3RJd2CqKAEghRJwBuIoku6ogDR5A1hyUtfYP7IXujXxQlelHXFnE1exfFwa3UFirLsONkeMr0GIuH8WXYWNElg6aQSREVJ0wlPVCHx+CPIcXIIRAX0yrHjd1f3B5dEBjGR59wW4k0z9fE0AfXvRMnBApcVBEGgT45dp8iSYzcvssx1cAblj1VVbuQ5ODAMhRPeoGGxoF6POvAxF9CglqjG0SXNotGfAGj0is1zK9B4Vvm9+xvb0BEWDFmcmzbu093fZP20LchrvPzaKjc6wjzmrP1QkyzsnevA78cXgyQ6VWvi21I1vAtcVmy4YZjW7rkoT62BKHKcHDbcMAwkCVgZGll2FqIooVsGsHluBSRZqQ14fl8TttY1Ydqw7ue4b6RpMXSLr3NBp06E6t9qcJtMGeWfpYR8nb3999VGCimkkBx8TK1IHZ8SDcqS0fUsDIn/njYYDS0BnGozn3dPtYVQ+1YDfjmkQDNjy3FyeO9IC6aX90DXDGsSKqiI2pludI0LxIGUQ++PGSmayrcIQZDgCUQhSDIYikSe0wJZhrZtZEbrqKlyY0ddo64dNXB94JcD0c1lBUsphWM0ScBCk+jmsiHTymhb7qpGNgC0+s0tdsXYgGJhjFSaZZNLcLojrDu/ohRD4um9x8BSpJZVvntsPwDA8iml2H3HZVg0vhjHPB3IipnF0CQJu0XJWiZSErKsrO7zHXWNKMo2zxgk0gSKsm2Ga2ZIAixLo5vLhh5ZdnRz2ZKqnTAMhX4JdKN+cXSjnNjiw2y7MBgVUVPlho27cF4XhiZ0tA9RNi8ejooSXDGt7wKX9ZxZnPjnkvj8VkwphYUhsbW6AluqK5DjZNEeFLDxxmF4eNpg9My2o9UfBUMSWLf3GLIcin1013SLgZ5SO9MNjiGQZu3sJzV7jhioWEsnlWBHXSNokoAgSUiz0BrNg2EoOFkGHSEelf/zHn7x0OvYWteEJ6+7BNn25JNRtp0zbuXOvASlhel4+65ReO7mS9Evz4kHrynR/laVSb4LSkgyCsv33UYKKaRgDpokdFRQ1aBs443DsGfhSGQ5WM0cEOikie74sAmn20O4KMeOomy7YRxcMaUUK3YdQoHLinQLgz55DmTYlELMHtlKMehjuw8bxsXaKjdKC9PRv0taylnzJ4SUtOG/gEhEQEswqmVlRVnGjCc7NT5rZ7rRK9OOw60BLSOrKksQUF5yjiFxsj1iyNjGB4o8L6LZH9HOkxvL5iZ+TpEEDpzymcrNqUUn62YPBQAcj0nCyQC6Z1rh8UVxuiOMHXWNWDC6D7plcLBSNM4EIvBHBAiirNNXf3hqKf78d6W4cfVMN7IdHMK8CJoikevgIEmdCxNVQ9zOMJAkWXfPKJLAZBN5xHgb4AKXop5x6Ixfo//kOlnkOC3ITbOc9/NKdh9V+MMRHGsNG4oicx0sGJpAR1gEE/t95xgEvxe5rZNtITz99lFMvqS7Rvswkw5cPqUUS1/6Avdc3R9d0i0gCHO5yM1zK0ASiFGgSAiShKggoy0YNchRPjNvOERZBi9KaPFFERFEWBgKOU4OXRwc2qMCZElGVJRjWWuguUPJPOc4OeQ7Ocgy0BJUFodhXoIgyXBaKPjCIjy+iCbdddvlvZFuY2BnKU16MD7zG6+xzVAkBFECH1sMJ3tOkiSjJRBBmFcUkKwshQzr12eTvyUZwQsRKWnDFC5IXAjShjwv4lCzH48kyBpzNAGaJNERFhDiRbAUiWBURIaNQZgXcOVf/6G18eKCn8FlYyCIMmQAp9rDWBoTB1hZWYYN7xzH3qOtpmZrD08drDhzxxICqZ2vHzWSPrhUMH6eSDTWcDIUzgQj4AUZJAFIMkBTwMrXjmj82AKXFS/cOgKhqKQFgBaGRFuQx/VrOt0ON80dBoogIMQ0mVmagMvCagH3SV9Ydx6GJtDVaTEUkfK8iOPeIDy+iE6VYsWUUo0bW+Cy4v9uGQFZJiBKElr9UZ10YE2VGy47DYYk0exTTFpyHJwWzMmyDAtDgaYIhKLJt8XVa1F1oDmaRJd0CyRZhiwDsgxwjKLpfKjZh+pzaDmvqnKjawYHb0DQ7gFLE+iaZj3vzADPi2jwBtGU4FJa5LKBYSgtQIsPImmSgJUlcbItYlDT6ZfnTHbu72WCiEYFfNUW0t1fh4XGrLh+VVvlRraDxemOCJwWGg4LBVECWhPMd2qr3Mh0KBMFTREIRCRYGWWi8SQcqxpTqfSURNfW2tiz6giL4GgSkgwIoqIjT5IKTSSNodEcjCAa16dZmkCujUNAEOANCtrC4Mk3j2Lv0VadAVF8ACxJMtpCyoIgKsi6QH7B6D6mzykxqB5TnIvfjys+r8nuJ2qwkwrGU7ggcSEE4wAQDgvwBKOIChJoikBEELH8lYOo/kUv/NfWj3TuwhxFQpRlHG8N4oWPTmLsoHxclGMHS5EgCECSZUgSIMqKpwJDkfBHBM1v5M9/76z3qq1yIz/DgjRO8T74iY07/45IBePx+KbBuBKohREVlOJJiiRgZUicaAvrii5WVbmRl8Zh3ro67G9sw1R3AWaOKDJkvXd+1ITatxq09gtcVjw+fQj+c+VeraAuP92CbKcFLb4wTraHsa+hFZcX50OSZTCkssVvZzlDYBCNimiP8OAlxQo3EBVxz7Of6vSh31w4Et2z7DjVHjI17Vk+pRTtIR6nvAGMjp2TJgmwNIlARARNEchNws1W0dwRxhGPXwvU1B0BSZZ1Wqm1M93ok+NAW1hAVBBBEgQoStGalmQZJEGAYwi0+KK6gP3JmW707ZJ23gPSmfYQTndEdNn9VZVlmuY7FVPhEKWYrgYBODgaEV7ClFrjPXpm3nDkZ5jqHH4vE0RHOIzGsxGdIU3tTFJcDdAAACAASURBVDdcNgbeIK9ladKtDBwcBUGS4PHzmnrNgtG90TPHDkmSERVE0BQFC6NofZ+Mub0pRhJDYWEoiJIMG0shIkhoDyntkyQBjy+iLdBUc6B0KwOaBFr8vC6QV3Vxb7+iD1iKwOy1H+p3iwiAJAjctmm/rr8qJhtD0BbiYaFJhXpjY5Hr4HDY4wdDEYjwkm5RqZ7rD78caHhO8UY8qnRYfAHxD5nt/oGC/VQwnsIFiQslGG/xhRERJEiyEkyfag+DJgktEDeTC3567zHcNrqPllhSxzlBUpIG2Q4W6VYGzT79OF5T5QZHE7AwNHhRQneXDYc9/p/ijty/I1KmP/8K/JEIznREdUH1luoKg0zhTRvqsHZ2Oe4e208rqox35FSPWTNrqC4Yb/KGkGFjO4/ZuA/bqitwvDUAmiRwvMUHd89szIi5B6pBfYELaA8pWcQQL4EkZZxsM1JeLu+bo9v2Us1ckpmgdM2woHeuHafiHAvV4HV9bDtNDaITs/MqoqKkBeKq1rRaWKq2lWZl4I8IaPZHkG1jwTk5nGkP4XhLEL/e1qmrurKyDPsaWjUlDlGSsf3Dr3DDz3udN01FkmFQSrlp4z48Pn0IQChvyNkAr3NzJC3K70jGxf4hEQjLeOTVQzplkEdePYRbL+8NX1jQTQwrK8uQbmW0ftHkDeHR3YcNWW11Apl9aU8smTQIT711DLPWfIBF44uxo64RC6/qh7YADwtDYvb6zgz8sskl+OPf6uHxR/D4jCFo8obQLcNqkLe8a8cnmmvs9PIeur7x4Iv12hbwiqmlqNmj7DANKczAnVf1NfTDE94QglEB7x3xYHRxPp754CtD/5jkLkRUVFxA4yeteG3uROmwHAeH0+1h2DlKKxb9via8nzANJoUUfrSIRgW0hXh4A1HdvLT+hnI0eUNYNrkEYV7SWdSrY117iMfCK/shw8pi4pBuujnw4amlYGlSC8SBTgGDdXPKQUDGdf/7PrbNG54y9vo3QCoYPw/4wnp97CZvCIJorrxBEsAdz3yMtbOHgqVJ3Qu6v7ENTd4QaEo/scYHyIASEEhQtuk5msSQHlk6nq8a1G+prtDsb9UtrbpjLYagpGp4T6x49bAWcKmnSjSHUa9FloEILxm1wjfuw7o55dhW14R56+uwtbpCJ6sUD1GSkePgsGh8MXrlKHa/OQ5OCwZVBQ+WJvHIq4ewYHQf9M62Q5BkbcBTz/vixycwYXCBZhakBmSAsquTjAsuCBKa/RHwscDZtFDUxsLji0CQJFPzoUTVErPn9UNAhozrR/Q0ZGNynJxhkXjzxn3YPLdC9xuSaeOun1OOhtYgBFHG7Vf0xi3SxaBIAkO6D8KRZj/CvIRfb/tM972F2xX5x5o9RxCKili4/ZOk7qztIR7Xj+iJntk2/L9f/wLtIR6r3zxi+C0rK8twuNmPBaN7m6q/bJ5bAUDG1aXdIEoSJl9SiCZvJwVpytDuYGkSJEHgdEcYsixrmWa1EFMtFFbbHlKYgft/WQxvgMeptjCCURE9smzIsDHnpGSp+Fez2ik3zRRSuPDgCUTR4o9qxjuA8m42tAQxpjgXDguDhdv1u3LLXzkIXpQwueYdbTx78WO9PO+Tbx3FovEDTMfJs4EosmPzZbKkWcrY66eFVDB+HjCTvJNh7iioBqERXtLxd1XetscfAUORGFOcq/HCHp5aCilGF1IzgWrwvWbWUPRIolEaFSTd4PDIbiWojQ9aV1aWgaMJbK2u0Glrn2xT5BOfmFGGJ14/rGUlM+0sNr3bgBkVRabnpMjOtkgSaPFHkGljDbxcK0OZZl5Vp8z5I3vh4lw7IoKMu8b2x1etQeQ6OdN7Pa28h3GHIbZ7wPMiDjb7dXSItbOHws7SCAuiRolZMLp30qA628HqZAHVAHNLdQVYktBJOaqBOvtDB+MyTM0gtlRXmD43UVL6a46Dw/yRvdA712F6XLMvgs3vH8dto/toBaHq1umat48l1b3tnevAQ5NLtL6XTKowzIu4+9lP8fSccmz/8CvM/tlFuH/CAPCijA03DMOp9hAeevkgbt64T9PVNzvfmQ7F3j7HySGNoxGM6iemQESAk7OAIgn858q9ugVrN5dF0+bmRUm7zjuv6otQVDQsylr9UUypfeecmepvI6utZuyHFGZg/she2qQtSReO2VQKKfy7QYjN6fHj0JDCDDgtNO4dV4yjngBGXJSF0cV5mgfDPVf3R1pM8axmzxHcHEtkXRfnvq0mxuLHySGFGVgwujcybAwoksCY4tyk7sUpY6+fFlLB+NdAimVb41+GO67oDQdHG01HKsvgj/D467WDTbW+l08phZ2lsD5mjPK7sf3R4o8iw87g9QOnAUDLBKpZ5R5ZNtBJdLsTTWgmuQsN2eybN+7D1uoKTFv9LgpcVjxy7WCIkoyoJIGjSaRZadwyqreOS710UknSjLAky1pbtVVu5DgZnOwIgaNIkCQJJ0OhNaTopptlXpf8ahAIgsDTe4/BkZANrYkV/62ZNRQ2ltJ2FCiSMA3IeEmGJxDV/eYcBwePL4JZ2z/Q/Z7n95/AssklWPP2Md3CgyKBiGCeNZckGRRDIjsm06dmXbMdLCjqhw3GRdk8SJUk48A9pjgXBAFsvHGYkiluD+NkEt3bthCvOaMmbp0uGl+cNMg+3OxHlp3VPq/ZcwQrppTijjgb52WTS2BlKeQ4ONgYElOGdkfjWT0ladnkEtz/y2L84YV6rT7D7HytgSgW76zH4okD0T/fiaBJEC0DCAsStlRXQI4VVD2y+xCml/dAjywbnr15BGRJ1hZbiVrt6qJs/Zxy7e9kmepvI6vN0hTGFOcadglqZ7rB0CRCUREMTYImz108nUIKKXx7sNAkokTnuDqkMAN3j+2H/9r6EZq8Ss3LbZf3wU0b9bzvUFTA4p31WhLqbCBq3Im8oVwz/DEriK+pcmNfQytqq9y6mpiUsddPD6lgPAHx1AY2JvEWiopYf0M5GlqC8HSE0L9bBq5ZuRcjLsrC2tnlYGKBWUeIx22bP8La2UNNA6Uu6RaEowLKirLAixKOtwbRNcOC7R98hSlDe+Bvt2bBZWexqrIMMqDRDeb9vMjUbXD7h1/pzhEfDMWfV5BkvLlwJEAo1BReVKTfRFkGS5GmrpM75g83zQifbg9rx83bUIeNNw6Dg6MQ4SXQtIymDkXhI1k2v0u6ReMhm5n9bLxxmCGo4mjzxQhFEoYtvGT0i0Xji/HcvhNYMLqP3n2yyo10K23aPk2RSLewCERFFGbadMof6ZYfdiBMRjGiEjL5Y4pzcdvoPjqu4rLJJch2soZgWZ007h7bz/TZZdlZPPjiAZ3hRfz35o/spV3T/sY2SLKsLWLaQjweevkgPP4IFk8cCEECGs+GdDKcavC7eOJA3HN1f0QFCcGoiI03DtM5yiqLXkEJ6lnFYCvxmas7G1FBec8KXBZwNIWFV/WDlSbxx531WDKpBB0REQ+9fBCLxheDTLLoE+OK3NXt4XhKCkEQICDrtqBVWto32UrOsrP4/bhizEhYyM9bX6dTk1Hlz3Kc7HmrwKSQQgr/HCQZON0exhMzhuBsgEdRlk23aJ/kLtQCcaBzLttSXYEcB4e7dihjmpm5XygqgqMJbLxxGCRZxsyn3je0s3luBRhKOYYiCbAUiUxb6l3/qSEVjMdBECSc7Ahpkms8IcEXEnQr0toqNx7ZfQhNXr2j4NbqCtwUC56TBUo0AfCirDkAqhNr1fAiEAQQ5glcu/pdLPnVIHx5pgObYu6CJEGgwdOBzXMrlEUCTYIigZH98nQ24TlOzvy8MUlFMz1zKQkNQJBkWFlKlxG2shT+8EK97jiPLwKatCiyjIKsWKY//xkWjS82vRYLQ6HJGzqn/XliULVtnvnCwMqQCPGS7jzJ2s2wMhg7KN/Ig99Qh2fmV6B2pttQ0Z5tY0DTJLqmWRVOuihpOuo/tNkCScA0KG4L8Xhu3wmtboChSK34Uf3NasBrYUgsGl+Mfl2cOOoJYPkrir5tsux3jpODxx/B8lcOYvHEgSjKtqPVH8GDLx7A/sY2gzOdcu73DNdelG2DL6wUy5o+KxsDhiJ1dKvaKjfumzAAh8/4cd/zn8Pjj2DZ5BI4ODoplSUqSLh8xRtaf+nmssIbiKItoPDteUHCsZYAPH5FzWDDDeWmv1tdgKp/W1nKII24YHQf3XutFsN+k61kMqa7n+yexD8/dYdpRtwiK1XsmUIK3z6iooR3j7RgVP88LHr+M0M9TLI5J8JL+O2VfbH8lYMoyrbhL38/oDumwKWYsEkABFGZ5013gEUJ0598Xzf3+dMsKMqyp971nxBS9k1xaA9H0RbkMWvN+7h8xRs40hzQAnGgMxs8yV2o+54avKrHne4Im7pc8pKsBezq9xZu/wSSDBAgtECxXxenpp4yctkezHjyXbgcVthYEsdbg6BJhTOc4+SweOJAbK2uiBVDEgbnxJoqNxiKRIQ3FqHetKEONtbcVVAGsPL1LzXVkAKXFStf/1InOTemOBfpVga8JCMqSDjji+D2LcrWnZnbqOqaqdIhzM5rlj2ICBK6uay635rntMBl40DHMsFqWzJg2m4wKqJ7kmz9CW8Y6RYaW6or8Nodl2FLdQUuzrJr0o00TaJrhhXds+zomnH+2ubfJSQZmivq1uoKLBpfjKf3HoM3EMXEId0we+0HuHzFGzjTETb9zTaWAkkQWLyzHgQBZDtYePyKMY+ZA+fKyjJserdBc2GNihL+8vd6CJKs9QnVmU51OU23MqbPQpEGpTQb6cR/d1oY7V0YUpiBReOLEeJFhHkJj+4+rBVCL9z+CRwWGqfaw6btnGzTv2dirJ/mpyvZKl6S8Wicw92KXYfw8NRSw/uz7p0G7e8nr7sEgijrKCnXDS8yVY75/bjib7yVnMzlM93KYEhhhtZ+l3SLYWdp7roPDe9PCimk8K+BIQmMLemqveOJc1eyuYylSUQFCfdc3R8USeCGn11kGFODvIhrV7+Lkcv34KgnYNrO8dagIWY43hpMves/MfyoMuMEQTQA8AEQAQiyLF9CEEQmgK0AigA0AJgqy7L3n2k/zEs6JYpkmbsuaRbUznRrW9KqZbeaVXvo5YP448QBuqyyjaVAwHzlq2a/m7wh3HFFb0QE88B5a3UFMu0MWgM85q3v1IvOTVOCUl9YwM6PmrBuTrliskIQAGR0hAXYOVJrL75AzMqQBrrCysoyPFfXhNmX9jTQHepP+bS/b728ty57WVPlxjR3Aa4alA8qluX767TByHZyOOYJIMfJoT3Mo6bKjUd3HzJkdtVdh3gUuKxoaAmgT54DA7ula06Lsiyj0RuEhSZhi8vgF2XZ8PDUUh0PeVWlG+k2GmTCjkV8sYwMAixJgGSoCyLz/XUgCRi4xU/MKENUkPDrbR9pNQcZNgZrZg3FS5+e0hUYkQQBf0TA0kkl+NPOetx5VT8sn1IKAojx4hmtgFLtR7VvNQBxkpwAcO+4YowpzoXHF9VMLwgABAEse+ULwzNeWVkGWQb+8tIB3DzqYsOzUmhJhBaIJ+r3qhSV5/adwOjiPIiSDFmW8ddpgzUOZ4Grs2BaRZM3BAIEfr3tY63IVZJkePwRpFtpjWIiSDKW/GoQGIpEN5cVXZwWPHhNCe6foHC0XVYGTW0hXR/Kz7Cavteq4o7HFzlvhZUsO2vYpVk6qQRLXjqA+SN7Yd76OmVBkySLllJYSCGFbxccQ4KPS7Yl7gDuqGvUeN/x41yTN4hFz3+Gmio3Nr7TgJH98rBovLJAT7cysLIkrl3dSUl7dPdhww7wqsoy3Pf857rrUZMpqXf9p4UfVTAewyhZllvi/r4bwG5ZlpcQBHF37O+7/pmGE5U8km3XZ9gYXcHjysoyWFhS43Xvb2zDY68dxv0TBijBDEmAIZXgx6y9hpYg+uY5MKY4F6P655kqiqjZ93Qriz//vR6Lxhcj18nBwdGgSQI0RSIc5HFteQ9tsl+883Odi+W8nxfh/YY20wBn443DNPfCx187jOtH9MRz+05g8cSBKMy0ovFsCF0zOO24dCujBeLq9amc73h+8srKMjg5CoWZNqx+4wj2Hm3F+huG4t5xxQjzIjbNVQI+hiJg50jcdnlvLeCP5yM/cu1g5Dg5RfM1zCMqKk6eEVFChp3F2QAPQDFkcFpprJ1drnG8BUkEQymLFXWwM3WPnOlG39ykzpoXFGQZOHy6XUdl+virVgwscCHHwWkSfa3+KBwcjZnDe2i7MurCiaUJPPBCPfY3tqH+lA9rZ5ej1R+Bg6Nx1s/r6Fnr5phTOI56Algwug84utPEp8BlxV+nDda2aNUJKMfJgRdFtAV57KpvhscXxZ1X9cXGG4dBlhFbQAKirLSdqAHe5FVUdJZPKUXV8B56w63KMi2ILnBZ8Ye/fa7bxSlwWUEQwDR3gaYsw1AknrzuEkSETupY/PHb5g0HTZO6AkyPL4JjLQHtXswf2QtftQbNKVksaVBYqZ3pRradBUmSpoE5SRLItrM6/rlKH1Iza0/MGAIZwPb5w9EaiGr8dCUbl1JYSCGFbxMhXtIl2/Y3tmlUvYty7ACg7RqqwgBRUcT9zx/U5sVF44u1nciaKjfagjxYWq/Qsr+xDQ+9fBDrbyiHJAFfehQpWXXHUoW605t6139a+FE5cMYy45fEB+MEQRwEMFKW5VMEQeQD2CPLct9ztZPMFe6EN6jJuQGdMoOJ1c2Pxhy1VIwpzsX9EwbAFxHg5GgQBMBQJE536Dnaa2YPRVSQDFkvNdgUJBlLXjqA+ycM0F0HAI2XHhVEnGyP6ILpFVNKkWGjcTbAm0oJqhP11uoKNHpDOr1UtW21QCz+s0XjizU9cVVB5YVbR8AXVlbkly3bY7iH2+cPx+SadwzXfeiMH0XZNkgyEOZF5DhYeHxRXcC3qrIMJEGg2RfRqal4/BFN09wXicAXlhAVJE1HfcLgAuQ4WEQERSHmaEvAwC8vyrZjSs07mrRfn1yHrghHvdbt84ejS7qps+b54ntxhfMGwmgyMXiyMiS8AR6C1Gm6tGbWUF2hJKB/virU51w7020ITlVedKKj5vJXOosyE/vP+hvKQRKK3j1NEaAIAlFRAkOR+OPfPte9Q2ofvDjXAY4h4OmIIsSLur6k4tXf/EKTDY3//pJfDcLdz36Kx6YPBktRpo6c900YAFkG2kM8+sX41R3hKBq9YTy2+5CmtJPj5NA1zWIwtTrhDeLWTfu1Ba2agTdb4GY7OFP31kXji7F4Z31Sjne8Q2j89zbPrQBHkxrHPfG3/fo/+v6znPGUA2cKFyQuBAfOk21BhHkRFElqCasddY1YMLoPMqw0aIpEqz8KC0uBo0k0ng3ioZcP6pIB2+cPR16aBV82+2FhSCzc/okucaVCHR/6dXHC44toNWIq/VOdz/JSnPEfK34yDpwygF0EQcgAamVZXg0gT5blUwAQC8hzzb5IEEQ1gGoA6N69u2njTiupUy3x+JWgUM24tYV4WBkSHl9Uo6moWcl4Tealk0pQlGUzUE1mr/kAO+YP1ylMqMEMQRCwMASuH9ET6/YeM2x7LZ1Ugj/87XPcProPnt57TNeuYjJUrhkPqJ+rKiLqxB0RJOSl6Vfj6rE2ljJ8lhHj/LaFeO0zX1jEgy/W4/4JA0yzgWacb0GSdQopSycp3PFEPv5NG/dh09xh6AjzOtrMqio3OJpEIBpBW0gEHyuwJQgCMyp64JNGL1y2LMgA+HMoazR5FXqBusAwuw9hQUI4LMBi+eFfjXP12WDUnMr09JxydEm3YPHOz7Xsan6GxVTpI8PKaO3FP2ezgqRd9c24/Yo+2DK3AifaQrqMLQDT/tPqj0KUZDg4GjJgULFR21UnmBwnB5Yi0BESYONIpNsY0z6WjKKRnx4rvHWwkGTZNLt877hiWGgSfXMd2g5Iho2DnaFx++g+Bvmw3jkOeEO8RjOxshRynCxIAlg/pxw0RWpFrer5glERgiQldW9V728y6UOXldHtVO2oa8T1I3pi8c7PsfDKfgbHvrt2KEXOXdIsF8TkfD5jbQopXEg4V5+lCQJnOiKGpNyHx1qQ77Jri/cX9p/AkB4u3P3sp4YxK8vB4nR7GCxN4qGXlYz5gy8qWfLEBMfTe4/huuFF4EUZRdl22BkSz8wfDl6UQBEErCyFDGtKTeWnhh8+4vhmuFSW5ZOxgPv/EQTxxdd+I4ZY4L4aUFa+Zsc4WA55abLGlaVJAmFexC2b9msvy/b5w3XZ8viso8rF5mjSlGqS4+DASzKKsm1oaAlqWd+VlWUIRHg4LYyWXfMGBWyaW4HmmLmJKMm4aeTF4BgKvx9fjEnuQtTsOQJAkfNjKEJzQVQDJHXiBzp1ydXfkThYJJqmqJ+pHN0hhRnw+COgSAKT3IUgCNkgt5iM883HuZU2eUNahtLMnVSWATtHa8oxJ9tCeCxmZtQljUN7kDdw84ZdlI1frVIykK/+5jLTAEilJqj/loyCJMsy2iP8BRGMn6vPJqMyKcNzpztnjoPDHyYO0DLdY4pzsWJqKXxhAZl2FlPdBWgLRXH32P5oD/GonemGJJubTNgYCog5zJ5P/1G1wNfOLtecYgHlPQhEBNw7rhj3TRgAmiTQEebh8UXQFuQVIx8rBV6UDfq6SyeV4HRH2PT6WJqElSUxueYdbJ5bYUo9oUgCL316EuNKC5DDUDqJwsTF4dx1H2JLdQVOt4e1oPjusf11OwRjinO1CVXlcy+bXAKSUCTIzK4zfnGbyPuUJBmHPX4dteWJGWXY+O5x7Kpvxt1j+5s+d1mWL5jJ+XzG2hRSuJBwrj4bNUnwqJKDZzqUsWH1m0ewYHQfrNvbYKiTqalyw8ZQcFoo/O7ZA9r8vKu+Gb/5jz5YN6ccZwNRtAaieHrvMSwY3QcuGwOGJpFt5y6Y9zqF7xY/fMTxDSDL8snYf5sJgngOQDmAMwRB5MfRVJrP2cg5oPA1LTpL6zynBc/dfKn2d1QQdS+mWuSpWmmHeQkZNgYkQeCZecPx578rL1+is2Z8Mdrjrx3GAxMG6IpEttU1YZK7QNsCV1fbakCyo64R9/+yGBFeMtWKVqkpatC5srIMT755FIeb/VhVWabjD6+qLNMFYNo2u5PDzRv2aTJyOU4O7SEei3fWI8fB4eFppdrChSEJOCwkbk3gfK+qcmP1G0e0ezykMAPXj+ipuw/xdAeSUAo/N7xzTCkYjMP9EwZ8rdX76XbzxQZNErrFg1nRzdJJJfjL3w/ggV8O+Ge70PeGRCMqoHPBJaPTnXPR+GLtN6r3Pt4FrqbKDQtD6j575NrBWDPrEh0H/IkZZVi15wiuKetmKDJ6eGop0qyMrv+oz7TJGwJJdJoqqYYZiWZA+RkWEDFKy1FPAIWZVkR4CR8ca9EWZsdbg1j+iqKvnfjslk0uAUUCD7zwOZq8IbT4w6ZymGFexOXF+QhGBZxqkxCICpi15gODXBmgXPPp9rBmab10kuLG+ettH2nH7qpvxu2j+2g1CqIk48k3j2Lv0VY8f+sIzekz8b6ozyuR92lmHnTLpn1YNL4Ye4+2GhaVydpJIYUUvh2cywU4fmx4NEZze3rvMayZNRQsTeKoJ4BF//cZPP4IVlWW6doocFlx/GxIW+Sria4sO4O8NGsqCP83w48mGCcIwg6AlGXZF/v/MQD+COAFANcDWBL77/P/ynlIkjBsG8f/fbw1oHsx1WD3zqv6ghckjY+tTv4P/LIYD7xQrzlrJtIyNs+twD1XF0MGYE0wt2kL8Vgwurep7fmi8UqBXqJpivpvaqFIloPFxhuH4YnXvsS2uiaMKc5FmpXB+jnlEGUZp9vDWP/OcVRfdpFO/YVjSDy865C2il+4/RNsq67ArDUfIMfB4d5x/VH1lF77NMfJIcfJ6oon0ywU9h5t1e6XWVGeaoqQ7WDBUAQeefUQrhtepAXjQwozcMPPLtItVlQ0eRU1GhUrdh0yqMOsqixDozeEvDQOm+dWoCPMo8kbwoZ3juuq2+/c/gn2N7bh9+OKcbw1ADqmCEMlKbb7IWFjScPOhLrgqqzood2neMqJ2b2fv0ExlIn/7PYtH2FbdYVSoyBKOHTGjwdeUCr6RUlGN5cVa2eXIxQV0OKPgqFJPPWWMgG1h3i0BqK6BWF8ADl/ZC9dZl2lEa2bU254d4qy7Rh6UTYApbizd54Dj0wfjOaOCDia0PXXHCeHCC9qPPQ//u2AQdEox8lh4TOf4N5x/bVJdNnkEuQ4uKQ7JSrtSu2n6+eUdyrVWJkYp5PQMv/qxHy42Y9wVELfPKe2mBclGX96sV67L2YuelFBNO3jWXYWSyeV4Mk3jxoybyk3vhRS+O7AJEl8hHlRo6sGoyJmX9oTDEXillG9sf3Dr1DRK0dXR3PTxn06867aKjdAKKZBd2z7WBsXts0bfkHNNSl8P/jRBOMA8gA8RxAEoFz3JlmWXyYI4gMA2wiCuAHAVwCmfFcXIMVUP+JfzN31ZxTFEAttcM9SzVX+e1rpea2uV1WWYe3soVrAm2ljke00d9VU6Sdm/9avixOLJw7UVuTLJivBgZkbo2IUoyhuXJzrgBArsHtuXxNGF+dhkrtAo5Ko1IglvxqE1W8e0XFy17x9DNPLe6B3ngMEoQRPkGR4g1GsqizDY68dxiR3IXrnOkyvuXumDVaWBC9KuHnUxch2cNhaXYG2EI9cJ4vbNn+EzXMrTAdFRXpPwf7GNjz1j6Padx0cjY4Qrwv0lk4q0agx2+qaACjFi+pgSBAEfvHQ6yhwKaogq9888q8Ux30nCPEydn7UpJn7yADCURG3Xn4xWJrEmllDYWMpZNpZ7Z4lM6cw43uHeAkdYR5hXtR2QhKLFGuq3OiVa8efdirumIeb/fjtlX115jcPTy3Fy5+ewhMzynDLpn1JryHRKlrl+XeEeF2x4ooppXjqnxV8OQAAIABJREFUH0dx51X9NOfbqCghEBFg5xi8uOBnYCkS/oiA9tjzd9kZtHkCkAF4/BG47KzWP9a8fQzzR/YyyJUlZrHV66IpwlDUrQb0Td6QbnHJ0pRucS9Jsk4mMXGBJ0kyiCSGYV3SLVrRa1soik2qG1/KeTOFFL5T0BRh2E1eMaUUHEPqdqxXVZYhzcrgwRfrcdvoPli/t0HXTpM3hIty7Hhz4UiQJIEDJ9vhsDC68bKmyo1cB2d+ISn8pPGjCcZlWT4KoNTk81YAo7+LcwqChGa/UtHMUCQcFhLBqKjTRh47KB+Pv3YY944rThroNHdEzivzdtPGfVh/Qzk23jgMHSEeN23chyW/GpSUd5qMk3rUE9CtyBdu/wSb51YgzIsGOULFOGYAQlERDa1B5GdwoCkCI/vlaRa/alBliWXue2TZDBrXSyeVIM1Ca/zamj1HsPg/B2L+hjpMcxdoPNvkzpwkSAI4E6OqHD7jh42lwFIknBYGOQ4OYV4wpdjEL5AKXFbcdnlvkATQFuTR3BFJunswb32dpjWe5WCxZtZQZNqVolyV/w8Av7u6P/7y9wP40zWDkOu0fFvd61+CIEqofavBQOV5686RCj0l9pvHFOdqlI5kfdCM700SwG2b9+Ov0wbj8RlDkGZhNCoLoLd8XhDTn1dNf9bNKUd7iEdbkEePLBsEScYTrx9W5DjTzF1ikxX+Ju4m3fHMx9haXQGCgDYRqtSXJ14/YOiXqyrLsPoNhTayeOJArKwsw7b3j6OsKAtZdhb3XF0MgpB1cmWFmQrt4087O+UR1X6iqAFJuuB74fZPdMo0Td4QembbDdlqs103lbMuSRJaAlE88qpRf//J6y4x6J2nAvAUUvh+IIgyHnvtsJZ8yrSzaAvyuDVWSwYodTAt/ijSrAwWXtkP2z/8CmMH5WvJHkAZ5yRZRjAq4oOjLeiR7USOk8O26goIkgyGIpHzI/C4SOG7wY8mGP++IQgSvjjj01U6qwWKHl9U0/nOtLPYVd+M313d/5yBTs2eI3h8xhB4A7y2be6yMwZ7eVkGJHQ6da7YZZyc1YrrO6/qZ6jGrqlyY9H/fab7LU1exVK3PcTrrk/lEKt26WrwcjoU0fFim7wh/HqbEgQtm1wCgiBMqSZrZ5fjZLsfGVYG+xvb4LTQeHjqYOSmcVo23iwDqbSpSOUAiulMvPrKsskluOfq/jjaEsS+hlasmTVUoZBQpLb9v2nuMAiiDEkGGEqhyKjSc8m2/c2kK9fOHopgVIztZgChqICGliBuHnUxREn61vrXvwqWNl+IiRI08xsAGm1jy9wKyJAN/eXhqaVg4tpS+5BK5clN49DcEdFlrlU0eRXL+bZgFFuqh+GEN4y2EK9tuQLAP+4apd3fXfXNGFKYYTD6eWJGGZ54/bCu7QKXFZDNd36ioiJhqe4iqdSXReOLTXXJa6vcmDmiCGkWGq8fOI1p5T3gCwuwsRQCUQEOjsYdV/TG1romsDSJhc98gj9OHIDrR/RE/SmfqSZ9fG1G/E6Veu02jvraYFmSZE2HXKWWNXlD2viSZWfRNcOqqaQkBvJf13Z87UsqeE8hhX8OvCRjV32zNpYOKczA8qmd84qZOdnKyjLkOFnduPrw1FL4wwIe+//svXl8VdW5//9e+8yZQ0gASVTEgI0YCkEme1uVVu0V5VpwYlBRIYhDr61W+/PS9l7qvSJabx2ASC0og4qg11brULG2/TobUGyjiIiaIJAQEshw5r1+f5yzN2fYJwMkJCHr/SIvkn3O2Wftvdde69nPep7P8/oObj//NDJcNhUbrjBRxngKapv9SSWuy6Oe3fI1lax4Yye3nT+SxtYWU6UhMVbZiKP2B8PkZzrxB/U4I3P5rLEUF2SYhkvkyTmSnGd8r+GxWzS1hG8NzsSmCYSAX110Og2tAf744W4zVMFp19jT6LMsEuCwaeSkOeMMuFRFVdZcO97SCPIFdT7YdYCiAWmWSih2TbCpsprpZUVApBDCnMnD2HvQZ3k8xQUZ7Kht5t6Xt3PXhd8iN91JjsfJnCeTw32enDeRlX/fydWTh7H0lU+TPKAVs8vISXeg65EiP0ZYUCpv8OAsN7+5bDT/89IncfG/Lf5QnHrOkumlPPneV8w9axha98kxdxoBPHZ1GTbNZsbnh/UwQiQbsK9W1XLjOcVkuO088daXZn9x2DQe2ryDi799AqvnnolNCPYe8iEENPkiBaoEgn9/+sOUKxo7aptZ/EIVj8wcy2P/74sk7fDE8Kyt1Y38958+jVMpWffOV6bhG3s965r8lt/52b7Id1bMLmP9vEjBoDbDcFx2NCEJhMKMOSkvLll1yfRSfvvaZ/x4ygguHjOUu6Mx3d8c9LGpsppFU0uSNOkTV1diH7oNT/bA9PYN5/0tfjNZM7btW6sbTS/7X247G12PPKZ21LiONfJjveu9KcxKoegrJCbLb61ujBubrOZRQ1jAKAykCcFDm3fw1hf1LJpawkFvkEBYZ1DWUdW0UBxHqPWQFIRSaAQbS8/GDfjg5h0smV6KlPDY//uCe350Bq/95LsRDWJNI9NlR5fwswu+lZS4dsO6LSw4ezhjinLMp2mbBo0tAQpzPYwpyqFiThl3/vA0nDbNlEz8ePchwhLK126h4u9f8oMH/sa59/+VvQd9/PefPmHJ9NKIZxFMT+fat3chiUjFnVdSQMWcMooLMlg0tYQxRTlxxxiOKqvEYoSSnH1aAVc8+g6XP/oOi1+o4rbzR5rtb2wNUP69SPxtYa6Hqd+OVDusjx6PwdbqRha/UMWO2mbK11RS1xzRUxZEqi9anXddSq4cfxJ56Q5+cdHpSYNf+dpK/rH7EFeufIfaQwHTc2x44hPPR5pLw+XQovrNVVz+6Dvc+ezHkUS/aMyeYXRNLyvi9o3bCOq9R6VNCAiEJNeseo9z7/8r16x6j0DocE5DLIW5HtJddlx2jbe+qDf7S01DK5eMHcqdz37M93/zN+b8/j0ADnmDuB22aOl6GbeikXgeCzKd3H/paA60BEyDPfZ1m5bcnrpmP75oQZ/yNZVsqKwxH9D+evvZrLluPLnpDpx2wdIZ8d+5bNZYVryx07zmhgSpEbpldexf7m8hrIPbYTcr50L89S1fW0n1gVaunjzM7Ddzz4r0jdomv2WfNHT4V141jtFF2bx5xzk8t/CsDhm9ui5p9R9O1myr7XXNPrbva+KSZW9y1pK/cMmyN9m+rwldl+i6pK7Jz+6GVuqa/KZHPFGRZd4THySFAikUivaxa4IHLhsdNw65HRr3XxrZlsoJoEtp1jzYe9DHlJJBpg1R3xKgfE2luicVJsoYT4GVEVGY6yE/0xV3AxqeXqddY+5Zw+IMm5CuowO/eP6fgHUC54GWAA/NHMOT8yYyONvNU+9+RYbbzvJZY/nZBSNNQ3HR8//g6wOt/PtTH7L4hSp0mby/+pZAXAGSp+dHnszzM5xcNXkYA9MdDMhwcMuUESx+oYpz7/9rnEFtHOPeg74kw2vpjFIAM3zGaP8dm7Zxy5RiKmaXMTTXQ2GOh/+94ts8PX8ixXnp2KLecqv9GUa7IdXotEXixq3Ou10TjBiUQbM/jC9orThhXJOfPvMRAlg5p8w8H4unjeL1n36Pe350Bg9u/ozdjX4gOdzm9o3bzFjxxP3qvcgYD4Zl0rW4Yd0WbEIknevls8ZS1+Tjwdd2xBm3QgjLAklCCAZluclJcyCj+4hd0di4YBJrrhuP0y64+ckPzf7Z2Bpi3fUT2LhgEk/Nm8gfP6xBSplkUC+ZXsregz7LB7SwLiHyD7fDhl3TWHPteDb/5HusvW4Ca9/+Kk5HP6xLhIBHZo617GcRybEdaJqwvGdir6/DpvH4W7vYUD6Jh2eOYeTgTJ5dOJnCXI9lnyzM9ZjG94B0F0Nz08jP7JgucH1LgF37W8z9rnhjJ8tnjbVsuy+kWxrX+1v8lkZ6KkWWRE1zhULRPrqUOOwai6eNYvNPv8cT145n2V8+556XPjXDVa3Gh2BY8s1BH3Meew+3Q+OEbDeFuR4GpDtNh4K6JxUGKkwlBUJgGavtcWisnjset+NwnO3W6kb2HvRx78vb4xRG7n15O//1b6PYWt3IzrqWlIlrYV1y+aPv8JfbzmbmxJNx2TX2NweSDKVbN3xkLo3vOZhc+GRTZXVSAZKIt10QlpDhdNASSA6/iZVDXDZrLA+/voO6pgCLp43ixLw06pr8DMxwplSEGZ6fDlEFlbyEIgUOf5C5Zw1j1Zu7zDjYQVkubJrgrgu/ZRY6uHnKCJoDQX6TQprQpgmzPHrFnDLLcxlbTCUYlowcnMVzC8/CGwixs64lLpa5ak8T666fkNI4S9xvYa4Hl6P3aDmnKvrjC+nRpNxISeVP9zbxi+cPJyLuqG1mzXXjqT3kJy/DuhrroCw3h7xBENDqP5ywbBjMS2eUIhBcu/qDhIeBSu750RnMfuw9/njzd6j4+5dcPKYQj9PG4mmjOCkvDYB7XvqEuqZAkg74slljzWtUMafMDHnSpWRAupMlf/okKQzGpolIaJdNcNWkkxk2MI3Vc8fT5AtS2+Q39ettQpgPelb9xgg1ufUHI5MqWeq6TNILX3nVOIZkH3m8ZyAUNlfV7tgUkdT0BXXL6ryp7jtf0NpI31A+yfI4lRa5QtF5dImZrDmmKIclM85g7lnDuH3jNsrXVHJeSYGlzOyjf93J9LJC01Gyeu54Hpk51gztVPekIhZljKdASkyjxjCuH39rF7+86HSqD7RSmOuOuwEbW4PUNfvNWE+ITIDfNEYmxBVv7LQsMvP4W7uYXlYUuTFtAk0TeBwiZdl6w1Bc8tKnSdUJy783nAEZjjidb4ddkO124IgaknqKib24ICMqxxYxatJddjJcdlr9kdjhDJdGs1+3nOQ1TXBCCsMkx+1gYKaLK8efRJrTRkiX+EI6G9//mhnjTmRAupNFU0/n/7bU8PE3B7nrwhJ0KVk/byJhXScUlmz84GuuOesUXLb40JNUMnSG4WwkvX1VH4pTlzGO2aZZy8jFxv8a12jlnDIzfKU3kKroj10TLJp6esSbo4mkKpR1zX6cNo3B2e6U+9h3yEeGy86Dr33GjeecSrrLwX2XjmZIthtdl+w95KOh1Tqh0xG9Rt80Rq6Lx2Hjt69FimFomuDWpz5kwdnDyfFEVGvu+dEZnJDjMeUwjXyHTZXV3Hxusen9P6+kgJsTCkotnVGKy65hE4I0p43yNR8z+ZQ8Zk08iZuf3Bo3MbrsApsQSQ8AxvWtmF3GkBy3ZZlpTRNxeuFdkRDptNviVrGM+7og05VUcXR/c8DyOtks8gNqGrzYBJYPD0qLXKHoPOGYFbWt1Y387m+7uHnKqTw9fyK+kM7X9a288ck+Vs8dj8MmsGuC374WiQ+fUjIIiNyXTpvg3r/s4NWqWnVPKpIQUvaepfdjxbhx4+QHH3zQ5nsaWnxUN/iSSq8X5boJ6YJAKEyaS6PVrxOWEpct4s2OnUiXzy7joc2fmTff+nkT0HXYH42R3lRZzdWTh5klcIdkubDZBOkOO3XNfi6LVqk0KMz1xCWNPXvDJPwhSSCkownY3xxgaK4LKQWhaCxtQYbLNMQBdje0crnFftdfPwFNE6aWcexrG8on4XZohHXJ57XNSRrLw/MzKMhKLfnn94fY3xow25Tm1Mx22zWB0AS+QBgJZHvs7Dnoj1P8WD67jJH56WiaZirc5Ge4uGVKMScPjHhb/yfqNbVKVkt1zJsWTKK2ORDn0VgxO1IOPqxLMt0O3A4Np01jYEaHyxJ3S4ZcYp+tb/axuzG5fxbmuvEFJcGwHpHVbPJb6nRPLyuiMMeDhPhzPWssvqBO4QAPobBEiEgcuq4LwlKalVMr5pRZlpuPPNBFwj1+/P0RDMp0EQhLjHHG6jo8OW8iB1oiCVHegE4gHFGtCYTCuOy2qEKOAAE7a1tMNaKiAR5OzPHQEgxxyB/mUGtEDjSxb9g0gduh4XZo1B4KUH3AS06ag0y3A5ddsLvRx4hBGQzoQNJlV5EqyfLUgensOeSjtunwGHHnD7+FPyZUxXjvoCwXFz/8ZtL5fG7hWWZcagcfHrotqzPVWHvynS9211cqjiO+vOfCtl4+JmPtnkYvl1a8HXefnVdSwC8uOp3/+uM/mV5WZDrsNlVWc/v5pzF39ftJ1bCfnDcRl0MjGNKVwlH/JfUgrIxxa3RdsruxFX9Iml5ml10wNCctaQn7y/oW6psDFGS7CMa8P8tjIxiSphHqsAv2NPo40BJkcLabTLcdTUS88IlGs88XYkd9S5yhuHRGKfe+HFm6Xj67jBNyXARDOq2BiPESCWnWGZDuSmlYBAIhtte1JBmg3kAYt0NDQpyBt2J2GadFDdv9LT4OeUNUH/DGGUQn5abFtb2jhEI63xzyEog5Z067oCDNRb33sPGen+7E6bSbn6lt9hPWdTQRUZaxCQEIQrr1IGd1LpfPLovEtNsEtc1+87vyPM647068Lh3gmEwQqc7dCVkeU6dW1yX7miLvqYsx7m6ZMoIB6RFPrDcYRiA40BIwX//xlBEMyHCwvynA/uYARQM8pLtsNPlC1EfDp6zk/oyKr6GwDggGZ7bfp5fPLkMDPA4Nh11j70E/bqct7j0Vc8oYku0mw2GjriX52oRCOnUtPkAQ1iW6lNiifUNKcDs0st2RPrG7sZVgWMYdb08VdEolP2i1HZLVVICuUk1RxriiV9IbjPFgMMxndc1xTo2lM0oZnO2i2ReOr3sxu4yCDCe+kM7dL1aZDqKKOWWMLMhUGuIKZYzH0hFjHDqu1RtbuCMsQUpp+f5gMMyB1gDBqAqCw66Rn55a5D/Wo+zQBHabwBuMGKF2GwxMc1Hd6OWr+lbTOD4pL42T89LbnIwDgVCcUTMwzcnBQAhfUMdtE4RkRE3GbtMoiClCoOuSJn+AZl/4aIzVOAzj2ur7uhKfLxRnZOd5nLjd3RKldUwmCOjYudN1SYPXjzegm33OaRf4AjqZHg2vXyKJxKDr0XPjcmrsbfTjcmgRr7JdY2C6i5ZgCH9QN/tvmtNGIBT522HTsGsCXzDc5nVMXCVx2CMPUoYUYEfuIys62o90XdLoDeANhAlHDfWB6R1e9eh1dJGeuDLGFb2S3mCMQ2Tu3t8SIBjW0TSBQxPsa/LjcWi4HXZ0GRnPnPbICrJE4g3o2DSBx2nr02OMoktJ2QlUzHgbdLTQRkff53DYGJTdcV1Rl8vOUFe8R1gQWXY3jPiT89LJdDs6NRk7nXaGOuMvfYGr/a6gaYJsj4tOHEK72O0aJ+R0v9aq221naPcY3z1GR86dpgny0t2QnvBC9O8Mp6ShNbIyIAGEINNhR88SSX0qpwsSWGP7tBWdKWwTS0f7kaaJyKpR4vnoo3S2GJBCoeg8DoeNIdHxJRTSOdAaYEC6E12XuOyRMEaARm+AQCjiTMhw25URrugwx5d1chyTythQk7HiaNA0QV5Gcrx/vlMNDQqFQpGI3a6lzJE6nh70FccWFcCkUCgUCoVCoVD0EMoYVygUCoVCoVAoeoh+mcAphKgDvurAWwcC+7u5OUeLamPX0FVt3C+lvKAL9hNHO322L5xfUO3sanp1n4VOjbW9kb7SD46Wvnqcx3qs7avnqS3UMR1bUvbZfmmMdxQhxAdSynE93Y62UG3sGvpCG1PRV9qu2tm19JV29lX6y/ntL8d5tByP50kdU+9BhakoFAqFQqFQKBQ9hDLGFQqFQqFQKBSKHkIZ423zaE83oAOoNnYNfaGNqegrbVft7Fr6Sjv7Kv3l/PaX4zxajsfzpI6pl6BixhUKhUKhUCgUih5CecYVCoVCoVAoFIoeQhnjCoVCoVAoFApFD6GMcYVCoVAoFAqFoodQxrhCoVAoFAqFQtFD9Etj/IILLpCA+lE/3fHTLag+q3668afbUP1W/XTjT7eg+qz66caflPRLY3z//t5aKVWhsEb1WUVfRPVbRV9D9VlFT9AvjXGFQqFQKBQKhaI3oIxxhUKhUCgUCoWih1DGuEKhUCgUCoVC0UPYe7oBCoWi69B1SX1LgEAojNNuIy/diaaJnm6WQqE4zlFjj0Jx5ChjXKE4TtB1yfZ9Tcx74gNqGrwU5npYedU4Rg7KVJOiQqHoNtTYo1AcHSpMRaE4TqhvCZiTIUBNg5d5T3xAfUugh1umUCiOZ9TYo1AcHcozrlAcJwRCYXMyNKhp8BIIhXuoRQqFoj/QX8aek+988Yg+9+U9F3ZxSxTHG8ozrlAcJzjtNgpzPXHbCnM9OO22HmqRQqHoD6ixR6E4OpQxrlAcJ+SlO1l51ThzUjTiNvPSnT3cMoVCcTyjxh6F4uhQYSoKxXGCpglGDsrkuYVnKUUDhUJxzFBjj0JxdChjXKE4jtA0QX6mq6eboVAo+hlq7FEojhwVpqJQKBQKhUKhUPQQyhhXKBQKhUKhUCh6CGWMKxQKhUKhUCgUPYSKGVcojjNUWWqFQtEbUGORQtExutUzLoT4vRCiVgjxj5htS4UQnwohtgkhnhNC5MS89nMhxOdCiO1CiPNjtpcJIT6OvvagEEJEt7uEEE9Ht78rhDi5O49HoejtGGWpL1n2Jmct+QuXLHuT7fua0HXZ001TKBT9CDUWKRQdp7vDVFYDFyRs+zMwSkpZCnwG/BxACFECXAGcHv3MMiGEUTFgOTAfKI7+GPu8DmiQUp4KPAAs6bYjUSj6AKostUKh6A2osUih6DjdaoxLKf8GHEjY9qqUMhT98x2gMPr7NOApKaVfSrkL+BwYL4QYAmRJKd+WUkrgCeDfYj7zePT3jcAUw2uuUPRH+ktZaoVC0btRY5FC0XF6OoHzWuCl6O9DgeqY12qi24ZGf0/cHveZqIF/EMiz+iIhxHwhxAdCiA/q6uq67AAUiu7iSPqsKkut6GnUWKuAvjUWqT6r6Gl6zBgXQtwFhIB1xiaLt8k2trf1meSNUj4qpRwnpRyXn5/f2eYqFMecI+mzqiy1oqdRY60C+tZYpPqsoqfpETUVIcTVwFRgSjT0BCIe76KYtxUC30S3F1psj/1MjRDCDmSTEBajUPQnVFlqhULRG1BjkULRcY65Z1wIcQFwB3CxlLI15qU/AFdEFVKGEUnUfE9KuQdoEkJMjMaDXwU8H/OZq6O/zwBejzHuFYp+iVGWemhuGvmZLjX5KRSKHkGNRQpFx+hWz7gQ4kngbGCgEKIG+CUR9RQX8OdoruU7UsoFUsp/CiE2AFVEwldulFIamR43EFFm8RCJMTfizB8D1gghPifiEb+iO49HoehNKA1fhULRF1Fjl0IRT7ca41LKKy02P9bG++8G7rbY/gEwymK7D7j0aNqoUPRFDA1fQzrMiMccOShTTWoKhaLXosYuhSKZnlZTUSgUR4DS8FUoFH0RNXYpFMkoY1yh6IMoDV+FQtEXUWOXQpGMMsYVij5IX9LwVSgUCgM1dikUyfSItKFCoTg6DA3fxLjLntbwVYlZCoWiLfLSnTxx7Xi+qm8lzWmjNRDmpLy0Hh+7FIqeRBnjCkUfpDdq+KrELIVC0RH8IZ1Fz/8jbpxQKPozKkxFoeij9DYNX5WYpVAo2kONEwpFMsoYVygUXYJKzFIoFO2hxgmFIhlljCsUii5BJWYpFIr2UOOEQpGMMsYVCkWXYCSVGhNtb0kqVSgUvQc1TigUyagEToVC0SX0xqRShULRu1DjhEKRjDLGFYp+RHdLDxpJpQqF4vjmaMYSNU4oFPEoY1zRLSi96Z4n8RrkehzsqGuOkx6smF3GkBw3OR51fRQKRcc4EhnTtuYENV8o+jvKGFd0OUpvuuexugbrr5+QJClWvraSxdNGMTjbra6PQqHoEKnkCZ9beJalx7utOQFQ84Wi39OtCZxCiN8LIWqFEP+I2TZACPFnIcSO6P+5Ma/9XAjxuRBiuxDi/JjtZUKIj6OvPSiEENHtLiHE09Ht7wohTu7O41F0DKUj2/NYXYPaJr+lpFia08YDf97O3kM+dje0UtfkR9dlTzRboVD0ATojT6jrkr2HfLT4QyyaWsKYopy4OUHNFwpFJ4xxIcRwIYQr+vvZQohbhBA57XxsNXBBwrY7gc1SymJgc/RvhBAlwBXA6dHPLBNCGFpHy4H5QHH0x9jndUCDlPJU4AFgSUePR9F9KB3ZnsfqGtS3BCwlxXQpuXryMC6reJuzlvyFS5a9yfZ9TcogVygUlnRUntDwiF9W8TYzVrzN4hequO38kaZBHgiF1XyhUNA5z/gmICyEOBV4DBgGrG/rA1LKvwEHEjZPAx6P/v448G8x25+SUvqllLuAz4HxQoghQJaU8m0ppQSeSPiMsa+NwBTDa67oOZSObM9jdQ02VVZTMacsTlJsyfRSwrrkjk3blGdKoVB0iI7KE1p5ve/YtI0FZw835wQ1XygUnYsZ16WUISHEJcD/SikfEkJsPYLvHCSl3AMgpdwjhCiIbh8KvBPzvprotmD098Ttxmeqo/sKCSEOAnnA/iNoV5egElEOD9SJMYBKR/bYYXUNbv3BSIrzM3h24WRa/WF27W/hvle2c9eF30rpmVL9WaFQJNJRecJUXm9jfDLmhMSxqmJOGbkexzE7HoWip+mMMR4UQlwJXA1cFN3WlXeL1Qwv29je1meSdy7EfCKhLpx44olH0r52UYmLEZSObNdwNH22rWtQkOlGT5eku+w8PHMMQggKcz1xk2ZhrgeHXVP9WdFpjsVYq+h5OiJPaHi9E8eWE3I8DM5ym+NIcX4G66+fQG2Tn/qWAL997TNu/cHIYzbWqD6r6Gk6E6YyF5gE3C2l3CWEGAasPYLv3BcNPSH6f210ew1QFPO+QuCb6PZCi+1xnxFC2IFsksNiAJBSPiqlHCelHJefn38EzW6f4yERRdcldU3+o07kMwbqoblp5Ge6lPF2BBxNn23Pox17fQZnuS06W3yuAAAgAElEQVSXnO2aSNmfu6qfKI4/jsVYq+geuvq+ThXOMjjLDWB+V22zn1+/WMWMFW9TvqaSV6tqj+ncqfqsoqfpsGdcSlklhLgDODH69y7gniP4zj8Q8a7fE/3/+Zjt64UQvwFOIJKo+Z6UMiyEaBJCTATeBa4CHkrY19vADOD1aFx5j9DXE1GUZ//4wOo6VswpY2C6E03TLA1zKy/6noNey/6s63qf6ScqzEbR3+noPdCR8b+z91OqsQWS5QyXTC+lrinA1upGoG/NnQrF0dIZNZWLgA+Bl6N/f1sI8Yd2PvMkEUN5pBCiRghxHREj/AdCiB3AD6J/I6X8J7ABqIp+x41SSuNOvAH4HZGkzp3AS9HtjwF5QojPgZ8QVWbpKfp6Isrx4NlXWF/H8jWVfFhzMKVSitVKRqr+HJb0CY+5YVxcsuxNpRKj6Jd05h5ob/w/0vvJamxpK7HTwAiVUyj6A53p6b8CxgONAFLKD4koqqRESnmllHKIlNIhpSyUUj4mpayXUk6RUhZH/z8Q8/67pZTDpZQjpZQvxWz/QEo5KvraTYb3W0rpk1JeKqU8VUo5Xkr5RSeOp8vpaIZ5b6Wve/YVEVJdxxyPw5xg97f4OdASMZq/PtBCbZMvaVJN1Z+llCn7SW8yftXDpaK/05l7oL3xP3Ff+Rku9h70UdPY+QfvthI7ITLWLJ1RSrMvpB6eFf2CziRwhqSUBxOUA/vVXdKRONy+nLiYKtmmr3j2+xup+mOq69joDQKRSS8Y0tl5oJXbN25rM9RkUJaLp+dPJCzBbdew2wTeQNhy/0JYx5inqsrX3aiHS0V/pzP3QHvjf+y+xhTlcNv5I01J1MJcDxWzyxiS4ybH0/6cl+q7ctKcPD1/Io3eIPe+vJ26Zn+PjR9dycl3vtjpz3x5z4Xd0BJFb6Uzxvg/hBAzAZsQohi4BXire5rV++hoPHVHMsx7K0qSsO/QVn+0uo5Lppdy3yvbgcik5w3qpiEOyYZz4v7PKynglikjWLC2kvwMF0tnlMYZ8k9cOx6k5P5LR9PoDbLijZ1srW7sUeNXPVwq+juduQfaG/9j97Xg7OFJtQnK11ayeNooBme7280fyfU4WD33TKoPRCoAtwbCFA7w8Ohfd7KhsibuverhWdEf6IwxfjNwF+AHngReARZ3R6N6I6mW+46Hp3aDvu7Z70+01x9jr2NYl/z6xSq2VjeaHqwmX7BTS9LTy4pYsLaSmoZIUue9L29n8bRRDC/IIMNlY98hP1f9/r0k47+u2d+txm9bq1Xq4VLR3+nMPdDe+B+7LyPkLZaahohhbYxDeenOlPfmIX+QhpYAi57/h9muBy4bzaXjiuKMcfXwrOgvdEZNpZWIMX5X9zWn99Jflrzb8+wfC3UKpYDRPu31x9jrqOuSuy8p5ZcXRc6nTYPP9jV3eEkaSJp8t1Y3Mnf1+7x5xzkA7D3oi/OK37FpG4unjSI/09VtxTvaW61SD5eK/krsGDooy8WzCycTDOnt3gNtjf+J91OqULiOKC55A2Fu3fARNQ1exhTlsODs4QghGJzt5rySAl6tqlUPz4p+RbvGuBDij7QRGy6lvLhLW9RLUUvex0b6UMkrdoyO9kerBxtdlwzMcCaFmqycM45cj4O6Jj9hKVl1zZk8uHkHW6sbafQGLb/P47Sxp9EX5+EyvOJFAzzc+/Kn3H1JabesHnVktaovh40pFEdCqjF0UJYLbyBMfUvANHA76/Qw7iddlylD4dpSXDLuzXA0Cdwq9nzZrLH84qISbEJjUExhIIXieKYjnvH7ur0VfYDetOTdU57jYxGq0x/CgbqC9vqjrkv2t/jNsvcPbt5BXbM/8p4MJ9esep/8DBeLppaQ43HQGghTkO1kR11z3D4fuGw0//2nT9lUWc2K2WVmqIrxfSFdUh7dBoclyhZPG8XOuhZerarllxd1z+pRf1mtUig6Q6oxdPG0Ucxd/T7nlRSwaOrphHWZNDZ01OlheMmfXTjZHGOMsLT2FJcA3I6IM8Eq9nzhui0smzVWrWIp+hXtGuNSyr8ei4b0drp6yftIDeqe9BwfC+NHGVgdo63+aNVHDK/VvCc+YP28CWbsd/maSnOff/vZ2UmT+K0bPmLD/Ik47DZyPY6478v1OPjmkHVhoBPz0rhtw0fdunqkVqsUimQSx1AjDOSkvDTWXjeeDLedK1e+Yzk2dMbpoWmCgkw3erok3WXn4ZljzHGoviXQ5r05MN3FyqvG0eIPWY4fGS47Hqe6jxX9h84U/SkWQmwUQlQJIb4wfrqzcb2NrirxfjTFSHpSO/lYFDXq64WTjiWp+mNbBTVqGrzYhLA8x5oQlhNjSEJ+pgu7XTO/Ly894kXfWdtiua89jd7DnvhuWj3q67r+CkV3EDuGGmEgi1+o4tz7/8qdz36MNxAmPyNicCeODUfi9LAah9q7NzVNUJyfweBst+X48VV9KyGlL67oR3Sm6M8qYDkQAs4BngDWdEejjneOxqDuiOe4u6ogHgvjRxlYR09bRX8Kcz3YNUHFnLKkc+zQrI10m8Uzp9GHH9y8gyXTS+P2VTG7jOKCDJ5beFa3rtjErg68ecc53f59CkVfIHYMtQoDuX1jfKXL2LGhK5wexqpvltvOhvJJvPvzcy3vzQZvkP/64z+Txo9HZo7lwc07CIb0o26LQtFX6Iy0oUdKuVkIIaSUXwG/EkL8HfhlN7XtuOVoQjHaW5rvzjCW2DhBX1DHJujypcT2woGU0kr7pOojElg6o5QFa7eQn+lk/fUTsEWLBOWlO2n0BpKSOpfOKLW8xkYfrmnwct8r283Y84JMF5luOxJBIHQ4Wexor1Gq664SNBWKeGLH0NaAdRhITozCUWGuh9ZA+IidHrH3phACKSWf7WtuNxY9EArzalUtdU0Bc/xo9AZJc2rcMqWYsIw4ldQYr+gPdMYY9wkhNGCHEOImYDdQ0D3NOr45mljX9hL3jkmSZXOgW2PWUxlYSmmlY1j1kaUzShmQ7uB3f9vF1upGAKr2NMX1ixyPk0FZbh647NsMzHASluCya2S5kqUJY/vw1upGytdUUpjr4b5LR9MaDFO+prLLrpG67gpF21g9rOZnuqhrwnKuaQ2Ezd87UznT6nut8lOefO8rbjt/ZJux6MYYYowfAOeVFHDTucVx6kzqXlf0BzoTpvLvQBqRyptlwBzg6u5o1PHO0YRitLc0390JkD0Zs96d391doT09gaYJBmW5WDxtFE/Pn8iiqSXc+/J2rl39AVNKBgGRWNJFU0toDYTM49U0wYm5aaS5bMz5/Xt8/zd/5cqV77CjrjnpfOS47SyfHR/qsnx2GSfnpZmGOHTNNerJPqdQ9HbaykGymmvuv3Q0GS47b9x2Ns8unMy3hmQxIL3tHKhU4+P+Fr9lfsr0sqJ2Y9Gt2nbXhSUsXLdF3euKfkdniv68H/21WQjxE6BRStl3LZYe5GiVWdpamu9uhYljrXYS6/EByM9wxX1/V3z38eh5DYZ0AmGdNGykO2387IKRaEJQkOnisrJCppcV8tNnPoo73uL8DGqb/ZbG9IbySRRkuGjwBs3z/cKHNXHLyw9t/oy7Lizp8v6hFHYUitSkelh9ev5EnHYbxfkZbCifxDeNXupbAtzz0qdmNd7nFp7V7hiXanwszs8gENLjin1trW40w2CM/88riSyg7zvoRZcQ1HVsQuBxRtoWOw+qe13RX+lI0Z9fABuklJ8KIVzAy8BoICSEmCmlfK27G3k80l2xrl2hh95WXPaxlJOzmgSWzijl3pe3m6EWXfHdfVXbPNV1imiMB1j8QlXcebvnpU+pa/az5trxzImWrofDx7v++gnUNvktJ8O6Jj8HWgJxOuOGJJpxLQB+cdHpXd4/lIShQpGaVAZsTYOXnz7zERVzyhiY7mTGireT3tMRIzfV+Lj++gnM/N27SeNBXbPfLBImgZvOLeY///hPrvvOKXEOgKUzIsXAMl12HHYNW3SdXt3riv5IR8JULge2R383wlLyge8B/32kXyyEuFUI8U8hxD+EEE8KIdxCiAFCiD8LIXZE/8+Nef/PhRCfCyG2CyHOj9leJoT4OPrag0KIvunK7CKOVmGiPdnFY6l2YjUJ3L5xG7dMKe7S7+6L3pi2rlN9SyDJu20oKNQ0RLxjVsdb2+Q39YFjKcz1kOa0mYa48f47Nm3j3hmljCnKMd/ntGld3j+Uwo5CkZpUcrBGafryNZUEdXnEkrGpxsfYB3djPLjjh6exZHopmyqrWT5rLEOy3Sxct4XpZUWmIW68//aN26g+4OXDmoP8x3Mf09gapMkXZNmssepeV/Q7OhKmEogJRzkfeEpKGQY+EUJ0JgHURAgxlEjseYmU0iuE2ABcAZQAm6WU9wgh7gTuBO4QQpREXz8dOAF4TQgxItqO5cB84B3gT8AFwEtH0q7jhaPxurfnJe7q4kdtkWoSGF6QwZt3nNNl390XPa9tXae2pA2Nz1odb31LgBVv7GTJ9NK48tRLppfiC1rv86A3yG3nj+Txt3Zx85QR5LjtIGD9vAnmUnRnE8OsPP7Hqs8pFH0Nq9VQw0sNkfu0xR9i3fUTqIs+cG+qrObWH4zskJGbanxMjOOuafAyKMtNmkPjVxedzo3rt3LnD0+LC1tJfH+a00aO3cHVk4dxVXS17rySAp64djwOm4bboe51Rf+gI8a0XwgxCthHRF/8tpjX0o7yuz1CiGB0P98APwfOjr7+OPAGcAcwjchDgB/YJYT4HBgvhPgSyJJSvg0ghHgC+Df6uTF+NHTES3ys5ORSTQIeh61Lv78rQnuONW1dp1TnrdEbBGBTZTXLZo01E6XOKyngrgtLaGwNsuDs4Ty/dTeLppaQl+4k2+PgZ1GveqoJefELVay65kw2fvA12pjCJCWVHE/nQqQSQ5Mq5pQxsiCzV4cMKRQ9icuusXjaKIoGeKg+4I0LHzuvpAB/SOe6x+PvqeL8jA4ZuVbjY8WcMn772mdx7yvM9fDl/hZOH5qFQ9PIz3QyIN1pjj2pVF0GpDu5+cmt5muvVtVStaeJp+dPVPe8ot/QkTCVHwMbgU+BB6SUuwCEEP8KbD2SL5VS7gbuA74G9gAHpZSvAoOklHui79nDYenEoUB1zC5qotuGRn9P3N6nsMpU7yl1j95UAfNYhicYk9nT8yeyeNooHDZBXZOv1yqrtHWdrM7b0hmlrHhjJ4W5Hn48ZQROu2DxtFH88aazuOncYmb97l2mPfImi1+oYtqYoWyqrMbtsLH0lUiy16bK6iT1lCXTI/usafByoCXA2JPzjlpJxcrjX76mkm8OenvldVAoegpjjthz0MtVv3+Puavf5/ZntpHmtFHX7Aci9+mdP/xWkkJJ+ZpKGqIP56n2a8w9QHLoY0EmP54yImk8MIr15Hoc3DJlBEtf+ZTls8ay5ct6lieEnyybNZYhOa6Uq25hdbsr+hHtesallO8Cp1ls/xORsBAAhBBXSykf78iXRmPBpwHDgEbgGSHE7LY+YtW0NrZbfed8IuEsnHjiiR1pZpfRVkJkqkx1l10zl+0MT8TAdCeapnXrsl13eYmPpFjPsQqJqW8JmOfaoDDXw6KpJSx+oarHlFXa6rN56U6enDcBf0iiCdAluOzCPD/GefMFwwTDOnab4DeXjWbvIV+kwMffdzK9rIgMlz0pmfOOTdtM9ZS7LynllxeFCeuS1z/Zy1PzJrL3kI/6loDpfTM8X3npTstJ1RsMs7uhtUPXr634VI/TntJTpopB9R56cqzt63S0H8fOG/dfOjrunsnPdLF67nhsAvYe8nEwGjseS02DF28gRF0THZqPRg46vDJltHFghpPF00aR5rTR6A2ayZtOu40Gb9DMMZl71jAuPfMk7n35E5bOKGVwlpuwlOxvDgA29hz0WXrN3Y7OKC8fHarPKnqaI4r5TsGPiYSWdITvA7uklHUAQohngcnAPiHEECnlHiHEEKA2+v4aoCjm84VEwlpqor8nbk9CSvko8CjAuHHjjtkzd3uyealif1fPHW/K+BmejM4Yh0dqnHTWAO7I9xyNdOCxCIkxDMAxRTksOHu4KdV3Qra7R5VV2uqzui456A3FqZusmF3GkCxpVqbMS3fyyZ5DlCcooDzzQTU3n1vMDeu2JE3kEOmDUkrsdi1aOMTPJcvepKbBy+gTcwmG9TilluWzxuIL6gzKclOY6yE/w2Wex9ZAmH0HfVxa8XaHrntb8akFWW5TDz3xXBxv0pR9mZ4aa/s6nenHsfOGEQKSn+HitvNHxjlxlkwvpcUfsrynPtnblDSftJczFNvG/AwXP7tgZJxCSsWcMnI9DvY1+cx93Pvydu67bDR1TQF0ifnwb4xZpwxM45GZY/nTtt3MGHditCqwhssuLO/37kD1WUVP05WPnp25Y74GJgoh0qLqJ1OAT4A/cFix5Wrg+ejvfwCuEEK4hBDDgGLgvWgoS5MQYmJ0P1fFfKZX0F7BklSewMbWALedP9JUqohNgmlv6T9RaeOu57ZR09Da4ZAXwwAemptmJm125HsSlVc6eg56uuCO027jvJICbjt/JItfqOLyR99h8QtV6DJSHKc3KqvUNvuT1E0WrK2kttlvnsu9h3ymIW68545N2/hRWSFOu+Dp+RMZnO1m1TVncllZIRVzynh6/kRWXXMmHufhsKTYPhoISe59eTv3/OgMXv/p91g8bRS/eP6f3LrhQ0Cyeu6Z/OyCw+dx0fP/QIjD57G9vpuX7qRiTnI4zKbKanbWNh9R/1Io+gKd6cex96SRdH3LlGIz8RoiNRkCIZ0hOR6euHa8qfedGGLWkfnIGP9i27i1upHntuxmzXXj2bhgEoumlvDb1z5jR10zHufhMLqt1Y3safQmtc8Ys77Y38r2PQe56NuFzF39Pufe/1euePQdvqr3sruxVYWnKfoFXekZ7/AdI6V8VwixEdgChIjEnj8KZAAbhBDXETHYL42+/59RxZWq6PtvjCqpANwArAY8RBI3e1XyZnuDW1uewMUvVLFoaolZatxIwGvPOIwdMMcU5XD15GFxerBd5TXsqD53W+cglTdoUJYLb+DYhBzkpTv5jwtLzHNktO/G9VvM1YjepqwSDOuW5zQY1rms4m1qGrxsXDDJ8j1FuR4OtAS4/PF3zHO+bNZYHn59B69W1cYlXmqaMB9WppcVMSTbTV2zn5ZAmHte+oTpZUXc+cPTaPQG2XvQT1hKbt8YP+H++9Mfmv3Yqu8mrq6MyM8wNc/rWwI8/tYurp48zFwG70z/Uij6Cp3px7HzxtbqRu57ZTv3X3Z4lWtMUQ63nT8yThVp2ayxLJpaQtWeprgEz47MR8b4l9jGi799AnMeiw/xq9rTxLM3TI4Ld3zi7S/5+b9+K+n48jNcnD4kk7DMZFbC+Ltw3RZWzx1PfUtAJXIqjnt6yjOOlPKXUsrTpJSjpJRzpJR+KWW9lHKKlLI4+v+BmPffLaUcLqUcKaV8KWb7B9F9DJdS3tTbqoK2lxCZmGxnyDoVZLpYNLWEE7LdcZ6MxM9bETtgLjh7eJI3oqu8hh2dPNo6B6kM+o+qD7bpbW+LznraNU1g04TlsRjXp7cpqzhsmuU5DYYl+RkuKuaUkRdVMkh8jy7hhoSELkML2Pg7to8YyViLX6hid6OXR2aOobQwixvPKY5bSXA7NFx2zfI8GrKKiX3XanXl8/0tnJDtYUi2mxyPg+llRabx0Nn+pVD0FYQQlv3YqnRG4ryRn+nEph3+vNW4v3DdFnzBSIhZbKGuwlwPDrtmud/zSgpYf/0EAqEwdU3+OI/3mKIchg1MZ9HUEp6eP5GKOWXmCpgvpMclff76kjNwO+Lv0zFFOfzsgpHsqG2hLkWxMU2gHqoV/YIOe8aFEMMMJZUU297s0pb1Ujobi91eQqQRo72hfBINrQFCYRmfuDm7jGfKJ/LLP/zTTJZbedU4cj0O6pr87VbJTKXv2tkBzuq4O6rP3dY52HPQa9m+tGiYRGdjto80fjjVsZyQ42FwlrvXxR4XZLhYMbssLmZ8+ewyXtr2jekRm3xKHr+/Zhy7G3ykOW20BsIMzXUT1mWbBrPxt9FHYpOxMlyRISMQkty4Pt6gvyHqybI6jwPSnZT/y8nMnHgy/ujEnpfubHN1xWm3xRUKMfbVmf6lUPQVbAJLjX+bxdCjaYKCrMMJlAPSndz9YpX5+VTjfjCs88jMsea9aygt2TVBKKRzoDVAptvOhvKJSAnBsGRnXQsPbt5BXbOflVeN44lrx3PPS5+w8JxTaWgNxuWPLJleyuNv7cImDoc7GmPy/22p5olrx3OgJUB9S4ABaU5u3fAh9186OmXtA12iHqoV/YLOhKlsAsYmbNsIlAFIKW/qqkb1Vo7E0GsvIdIwcqWUZHscXPHoO3GGSfnaSp5dONlUtXDabeR6HOyoa07ZjljjJJW+a2cGuMTjPq+kgP+4sARNE6y/fgK/frHKDG944trxSGSSekaqc9CeJrZxHjr68HCkpe1TGXS90RCHSL/K9thZPXe8qabitAvOPCWP26IG7KyJJ+IL6ix6/h/mMT1w2WgKBzjaPeeFuR7smmB3QyshXfK/l3+bDe9Xk53mZGdtM/5QfJiMkfzqcWpxGubGBL3xg6+ZOrrQXIo2zu+AtNQPi0OyPXHXxOh3gRhj3khWVUWBFL2Bo1H10TSNx9/axaKpJWYS+d+272PYwFOSxlNdl/gCOoGwTho2hIjoc9c1BSIrqjkey3s80+3goc07WDS1hIJMF/kZLhpaA+i65MsDEQ/1qjcjYWGJDwX3vbKdB/68nV9dPIq7LiwhGJbc+/In5Ge4zDa3BsL817TTkVLwVX1LJBnTpvF/W6r57shBcY6mFbPLyM9w0egNsqmyOulBZMXsMlMhSqE43mnXGBdCnEak8mW2EOJHMS9lAe7ualhv5EgNvVhFkNjB2uO0se+Q39xnqhjfYEhnaO7h+kp1Tf422xFrnOi6TsWcsqRCLJ0Z4NqLQa+YU8biaaOw2wV7D/rjBtzYhwSrc2RlBC+dUcq9L28339OZh4cjjR/uawZdfUuAK1e+mzTZrrt+gnmdctKcSXGYt274iA3zJ1p61R/a/Jm5n4dnjuHrA63cuiFGKWF2GQLJiXlpfF7bbE72ifGp55UUsO76CTS2Btl7yMd9r2xnwdnDuWFdsgb5U/MnWhoN4WhoUWw/3t8SSJn7cKwKUSkUqThaVZ+8dCe3/mBk3MPnLVNGmDkgsftr9AbMvKKaBi+rrjmTwlwPW6sbKV9TyR9vOsvSy97iD7KhsoYdtc387IKRXLEy4vx57Sffo/qAl0XP/4NFU0uSQlzu2LSNe350BkKIuPY8PHMM/qAep6hijCWGg+aBy0Zz1eRhXJ7gaFqwtpLF00bx4OYdZhVfo9hYfqaLAel20p29dwxWKLqSjnjGRwJTgRzgopjtTcC87mhUb+VoE8USZaGWXjo6zqhOtVQX1iUHWvxmQqO/g1UyjTCAHI+DDeWTokuHndcpby8GvXxNxHvf4gtbFn1p62FF0wSDslzmcmswrONJKFqR+PDQlvfpaErbt2fQ9SYt60AozORT8pj33VOwaYKwLln5ty+wR+NGF5w9PGUc5jcHfWx4//CSsS8YRgN+cdHpzP/ucOpbAjT7Qtz57MdJqzT/e/m3yc90xXmyEvuEUUHPSNoEUi6b1zcH4pbNzysp4M4ffouG1iB2m4/BWW5TXrGtvtWbro2if3KkzhqDRIdArOGbuL9AKBxXyOfBzTtYOqPUTJ7e3xzgyfe+ivOyP/7WLq4cfxIAt0wpjku01gSkOW1thjYOznZzzar349rT0BI0V96MbTesjcjwvlpVazoAVs8db7nPk/LSqGv2c98r27llSjEn5qVR1+SnsTVAMKxz8gCHuo8V/YKOFP15HnheCDHJKDvfXzkaQ0/XJXsP+Wjxh1g6o9SMvY3dlyFRlejN+PWLVVw5/iTmrn6fwlxPSm8iYC5nthfKcqTHnWqg9gV1alMYf+09rHgDYeauft/8e0xRDoumlvCtwZl4nPYOF6VIDNHpyvjh3qZlne6yMXtSpE8Y7Vk2aywZbhsrrxpHIKSz95B1MY36lgBTSiJLxoY2cfnaSu6/dDSXP/oOAE/Pn2h5LfMzXax/50tuPKeYR/4SWe4uLsiwfG/sOU8VLrX3kI8Tst1msrIusVxZORJFHqUzrjiWdIWqT2ycdU1ja8r9hWVy3kdYl6y7fgKaEEgkN08ZwQ0Jq1+6rvP0/InkZcQX6ArrktZA2AxXs7pXrZLcDQM+sY2J+Sc2geU+v2n0snrueBpbI57+2zZ8ZOZGRRw0dk7IiU9qVSiORzqjplIvhNgshPgHgBCiVAjxH93Url6JVZlxo8hBWxjGwmUVbzNjxdtkuR1IoPpAa1x2+dbqRh5/axerrjmT13/6PRZNLeG+V7bzalVtXELjQW+QJdNL49qxZHopjd7gYQWS2iYe+PP2JK/KkaioxB63MVDHUpjrwSYOe/YTXwPiVE1i1U5qm3w4bBobF0wys/G3Vjey+IUqs+KiESNplH5uS4s31rtklm7uQIGk9tRXepuWdWtATypxvXDdFlr8OqcOTGdAutP0Xsf2kxWzy9hctc98qIr1asde21TXGeC7Iwfxp227uf380yguyMBp10wN49j3DsqKaJg/PX8iA9KcSeWwK+aUsamymmZ/CKdNI8NlT0oKNc5xW0oTve3aKPonXaXqY8wXO2tbUu4vVpnECBO789mP+d7SN7hy5Tsc8oZ44cMaU+lk0dQSHtr8GQdaglz+6DvsrIvf98q/fcHQXDcPXDbactyomF1GuiP5+AwDPrGNifknew/5kvb5yMyxZHsc2ATc/eInlK+pjJNbPCkvDV1KpTOu6Bd0JoFzJXA7UAEgpdwmhFgP/Lo7GtZbcdk1M6SiNRAmFODydikAACAASURBVNb5uqGVk/PSASyXyhNjrjPcdmb97l3yM1xJnvCrJw9j6SufMr2syFzit0po3FRZnbQEGStNZ1TsfLWqNu5z7XlpUi33xyq+JGbjV8wpw+O0WSbhLJs1lpvWbzUz8YvzM5I89kaMeF2z38zGv/UHI03Paluln2OPK5W6THvHm+hVrZhTxsiCTOz2w8+qvU3LOpRCZzwUjsRW7z3o46Zzi3n49R1mHOaAdCd/276Ped89BSFg1TVnkhOTQBm7MrPijZ1xy96GZw0wdb9jvfLGa0acaMWcMnzBUFzy6O+vGcfDV44hy+PA7bAR1nVuPOdU7JrAFwwgIeU5tmsipdJEb7s2iv5JV63KGfOF1fwQu78nrh2PNxAmOy058X9BNFTEmEMM7rqwhFXXnMlLH++Ju7/f+qKem6acSuYAB/P+ZThDc908OW8igZDOnoNefrv5M26/4DQeuGx0XB5JbrqD+y8dHR8zPquMh14/nH8SmwO0aGoJg7PcZHsc/PefDif+G+8xjPHCXA87aps7XHFaoejrdMYYT5NSvpegeRrq4vb0aupbAuYSuoGxnJaT5ohLxky1xL7g7OE0tgapaYhI+t33ynbTqC7IdPE/L33CLVNG8McPa0yt6AHpTlNjHGBTZTU//v6IuKRMI9vdIDZMwFC6yEt3IoSIiz/vTAiIlJILH/x/ZhiJ8SAwMN1JjieSfPTAn7fHGX8vfvSNWRp970EfOR5Hkhfz9o3bzInjjk3b2FA+KU7FxKr0c+I1COvSLNlutLs4P4MGb7BNA93Kq1q+ppL110+gMDfNfL/Drll+r8PelVL9HcduS9Eem4YvFEaXEgFMLysix+OgviXAhvermTZmaJwRbVTmM94XDOs8cNm3KchyoQl4av5EwrrErgk0DQ56Q0wvK0rKG7hhbSVPzZ/I/3dhCWkOG1JKpq+Ij3e9dvUH0WV0cDs0Ln74bR668tsc8oXNxLG2wsASlSYef2sXd19SilOzXgJXkmiKY0lXJYEb80Xi/FCY62FItsdcKXTYBM1SUt8caDdMDKJSgVEv87zvDqM1EOaeH52Bw6bR6A2S4Yo4mAJhncsq3ombW+qaAsxd9T5LZ5Syft5EgiGdrw+08p9/qAIwx/xsjwO7TfDLi07nrgtLsGuC1kCIuuZICOPiF6pYd/0E7n6xiullRVz3nVNo9AZZ9eYubplSbIZiLps1lhZ/iPsvHc3egz4GZbkYkK4StBXHL50xxvcLIYYTrbQphJgB7OmWVvVSUnng0pw2vIFwm3rJsTHXac746mlGhc2n5k/k7ktKyXHbEWMK44ztpTNK2VHbTF2zn1t/MJJTB6azoXwSwbCOXRM88daupEIOA9KdnFdSkCRTFeuJjjW297e0rdLicdpYdc2ZpDltNHqD3PPSp+RnOjljaDZ7DnrJy3Byz/RSvIGIR/K3r+1g2pihcd+95jrrRB4jxrCmwYuUMm4Csyr9HLvPijll/PrFqqR2P1M+kU/3NpurGCflpXFyXnrKfce2p7bJb4bJANg1keQpNvR5ewJNYNkeTcCX+1uByBKyobYAUDGnzDxvRsENl13jlikj4pRVls0ay7s791MyNCdu+9IZpQzNTSMv3Wl5zgIhna/qWzltcCZB3dpzX9fk58S8NLyBcPS6O5nzZOQB1+raxnoCY5UmEl9TOuOK3kBXqPokVtc05ofnFp5ljl2N3gAgCIR0CrLclg+jA6JFv2Lv659s+Ii6Zj9LZ5QCMPux94BIcZ/CXA8eh81SScVwlmhCEArr3PbMR/zq4tPjjOwl00tZ+sqn3HVhiamcUv4vJ3PNd4bx5LyJkZATKXHbNUvpxKIBHv50y3fI9jjwBsNx8qgVs8vMisAKxfFIZ4zxG4mUrD9NCLEb2AXM7pZW9VJSJXC2BqwTaoyl8li9ZF1KPE6N5bPGmlUQjcHIER3IrZQjbt+4jafmT0QA+elOPt/fEmd8LJs1ll31reay37JZY1nxxk5uP/800xMauy9jcDWM7bx0J63+tpPk9h3y8+R7XzG9rIi8dCfLZo/hQHPQUnqrviXAD88Ywh2btsXp0IZ1ay9mMKybvyd6NK1KPy+eNorhBRl4HDYEMs7LYqwi7G8OxIVJLJ1RSk6aw/Sw6Lo0Y5ET21PfEmBI9mHlTm8gzL0vb4/zzN778nYenjkG0o+oOx0VgZDOc1t2s+qaM+PUVG6ecioOW+SY7DaNVdeMY+7qD0xPmWGI//LiEryBMJ/ta05SQ1i4bgtPzpvIlSvjl75XvbmLn//rtxiUYvKHSEKXL6ST5Y5/cFvxxk7qmv3meTWuaex9Y1zbRVNLGDk4M7qSYmfPQS9Ou43i/IyUXse+JEupUKRC1yU2DSpml1G+NlmOVtcl+1v8tPhDfLm/lQc372D8yTmmnOD0siIGZ7nJy3DiD4ZZdc2ZBMI6HoeNFW/sNB02t2/cxpPzJpp5G/9xYQkzf/cuD105JqWzxDDwAeqa/ax756u4Ij6Pv7WLW6aM4O6oY2RMUQ4/Kiviy/2tcU6DdddPsDT4n5o/kbDEckwqX1vZYVUahaIv0mFjXEr5BfB9IUQ6oEkpm7qvWb2TVJrYg7LcZkJNooFihPUU52fw7A2TqWvyc8WjkXjx+y4dzZBsN1JGEhyNkIdU3trdDV5++sxHrLt+QpIHe+G6Lay65kyu+84ptAbCDEhzsKGyhullhW16ovMzXJHva4wUd0m13F/fEuCBP283PRr5GS7uv2y0OWEY+4017ocNTDfVOmI1qJfPLovL8l86o5SiXA/PlE9icLabsK6zu6GVsC5x2DScdsHa6yawa//hSnCDs90URrPsP9l7KK4K3CMzx2LXRFLbbt+4jafnT4T0wyE5D/x5e1IMvBG3PvbEUvM8OO0RucXYGMyeDIVw2TUuGRsfcvLIzDEc9B6WJCzM9XD/paN54LJvMzDTZRrpC84ebkqSpYrBD4aTi/pcPXkYcx6LKLAkeuWXzRqL26FxQo4HfyjM3kOhpAchj9PGsr98ztgTS817qdkXiutzW6sbI8bB1BIGZbn4dG+zec0r5pQxMFr5NdHYTuWRVJKHit5EW/0xUfp28bRRjBiUgRCREMFGbyApFHLJ9Mhq2Asf1nDjOcVx49jyWWPxBXVy0x28+NE3bKisMdtR0+DFH4qsnFXMKcNl18wVwVQOJ8PzffO5xaYzaUdtM7dMKWbEoAx+edHpHGgJmHlKC84ezjeNviTDOpXkqq5LHtr8Gdd955SUTiGF4nilI0V/fpJiOwBSyt90cZt6LZomKM7PiAsPyXDb8IckwZCeVI1yyfRSHn/zC2ZPGkZYl4R0aRqI+RkuwrpMqkiY40ldZr7RG2xzMDvQEjCl6V77yXeB1JJyjd6gGapgLCmeV1KQVD2xYnaZWbY+NlZ46YxSdJk64U7TRDQEojhJgxpg/byJhMK66dGdM+kkQrrO4hf+yXXfOSUuIeiBy0bzzAc1/PCMIfzm8tG47TYGRjXUA6FkbfMb129h3fUTyM9wmR4aI24dMGPmjUktx+NM8vDEJpBC7yu5HtJlnE5w5Pona/7+9JmPWDS1hFs3fMiT8yawfNZY/KHIea9paDsGP3Z7rOpKTYOXe1+OrE6ckp+Orkueeu8rxp6cZxbseOb9r5MehO67dLR5Xo342v3N/riksPNKCrh5yghmrjx8XyyZXsrzW3dTe8iPy65RfcBrGXKUiJI8VPQm2uuPsfkrNQ1eHty8g59dMNK8z1ddc2bS/X3HpoiH+4rxJzEnJp+ppsHLDeu2sHjaKEK6zqVnFvH69rq4BEmHTWPR1BJ++9pn/OriURTmethctS9p1XbF7DKyPXb2NweYXlbEQ6/vYPG0UTxx7fjIccmI1GqrXyfDbY8LyTTaEkuqeho761q4+dxi0l12Ni6YRH1LwPTmqxwQxfFORzzjmW281q80h3RdJimBrJhdxoMx1cYqZpfxswtOQ0oI6zr/WjrUXO5/8ZbvmGEOA9KdLH3l0ySv8rMLJzPA42T99ROobYos62+qrObqycPMBM1Ug5mhuFKY62F/c0TWbVNldVK1RSNmPLHwg2Eor7rmTA60BGgNhBmS4zbL1seGOWS47KY0o5Uhp+sShOSkvLSkwfjVqlrmf3c4M1a8bbYny+PghnVbuOdHZ5iGOEQ892EJN5wznC/3t7L8Lzv54RlDOHlgpCJpKlWRuiY/t0wpNqu7JcbMZ7js5ueMinQLzh5OcUEGv7p4VFwCKfS+Cp0hPTksytD8jX34aPQGOSHbTX6GCyEEWR4HNk2wY1+kguaKN3by8MwxNLQEzdj6gRlOVv7ti7j47cQ48a3Vjcxd/T6bf/I9lrz8SVIM6CMzx/Lel41xUmUn5Hg4Icsd5xkMhnWe+aCGVdeciV0TOOwa//XHf8bdF4+/tcv0+uVnuLhlSjES2HfIx6CE6xTL0RZhUSi6kvb6o67rcWFw6U5b3PicStNbl5FwO6vXCnPdCKHhD+k8eOUY/m9LDU9X1rBs1lgOeYM4bRoLzzkVm4jkXQgkTb4wa64dT1hKGluDhHXdrPZrzHkhXTfbJJHUHQpQvrYybtWsMbr/xDnCak56ZOZYXPbIPHPPS5/EO7Te2sWPvz9C5YAojms6UvTnPwGEEGdJKd+MfU0IcVZ3Naw3YjWYLkioNvbbzZ+ZhsOiqSVm+MSYohxCYRkXTmFkqccaLMGQnmTwL5s1lrVvf2W+b1NldVJMoWFgF+Z6WDlnHIOyXbx5xzlmAaBnF07GF9Sxi4gSx8Mzx1jGub9aVWt6pldeNY4sl8OUDByc7TaVN25Yt8VSeuuRmWP59YtV3H1JKRoCuy11TLZxzLdv3Mba6yJl3Adnu833Gvq5tz1z2Gt607nFcZ77FbPLKP+Xk6n4+5dJ+x85KDPJM298n1E+OjE84vbzTyMY1qlvCXQ4FKIncFhMcq2BsGXC7orZZdw74wxT/uy8kgJuv+A0ls4oZdWbu/AH9biQkhWzy7hyQhGa0CJhPVGsrqMm4KpJJyedY6P/x8pzuh1aUt9+pnxiUrhN4n0xvazINMQTH6za8nQryUNFb6K9wlX7Y8rbF+Z6ePza+GT3VKtYn+5tsjR6y//lZHxByQ3rDhfRWj67jJkTT+Tnz35MXVOAW6YUk+l2EJZw6sB0ttc2c+uGD+PG80f+siPuId8XDNMa+P/ZO/P4KOr7/z9n7002ISEkXEEuwxEgkSyEgP0pwrcIgvKtAVQIyhnxol+LINYvtZb6LRip9YKAVe4b2lqxKN+iaCviERCPyCGHEq6E3JvsPfP7Y3aGncwsldbra/f9ePAgmczOzO7OfD7vz/v9OkyUvHaI2cN70MppUeeiilovf9x/mlVT80mwmWgOhHWQtuk/6sbLH1awZlo+ggCShC4BV57/B7d/xKaZBVjNQrybFY8fdFwOgfMZIO8rbPtKIQhCCvB7oC9yhX0acBjYDHQBTgITJEmqjez/EDAdCAOzJUl6LbLdDawCnMBfgJ9KkvSNVOxjDaZKO65/pxTmXt+Lem9QdRRU9p8zoofO0CSapQ7ywOoNioZ48CcnXMXw7LakJdrokOLAZpETpbAEjgjW/Klbr8JiNpHhsssa2RFioSjK8lc6iIXLppG1q/MG2V52isxUJ3++92pCYYmKOq8Gqy27uEnqwKsQ7jKS7KQn2fH4ghS6OxEKhzGbTNQ2BXSDsZEMY0gUyUx1Yo4iVLa0WS90d9IZ3cxaV8bm4gINeVWppvz6J/3onpGoSe6VirE1siC5d8MBNUF94PqeVNR61Qpxp9ZOkuwWTCbT9w5rbKTu0jrRysOjs1XoE1z8jBaO7avrgPxqbF8eubGPClNquX+0zFi7ZLsOwrS4MIcGX5D2KU7dc5HustOjrYvNxQWqko3FJOju7ZqmoA5u0/K5UKryC8Zk65L+mWs+YEtxAVaDTkUsuJfVYvqnNOnjEY9/JS7l4FzdFOCpvx5RK+OiJGES0MA1jLT/o8fSln+bPKSrTn/8rsh4+bMf98AfknR+EU/vPmK4qK5qDOgWwosLc3h69xF+cWM2z03sT+tEuyqDuvadE7x3so6f39Cbrm0S2VRcgD8oa5ZvL6tgeHZbapoCtE12sHDHp+qY1PL5r6j1EgiL2K2XNtaLRzz+r8dXwYwPBoYA6S3w48nAvwLiegp4VZKkcYIg2IAE4OfAbkmSFgmCMB+YDzwoCEI2cCvQB+gA/FUQhB6SJIWBZUAxsA85GR8J7PwXrkuNlmQbh9VY2zkYFtUqrpZQl8eI7AyqGgOGCYvS/leOs2R8Lo2+oG6/Id3SyEi2IwjgC8rmNvdEkkgjqEzLamGs9uiO+67WydqVFrnJcNl1ai3PTuyPxxfCH7xYId9VXsmBU3WU7jnGvJE91YFfee/tku3UNAVp47KxcspAPP4QSQ4rj7/6mU6G8Vy9j5JxOVzwXEzeFZdIkBPpHhkulozPVdU5Dpyqo6LWy9mIwc2CMdmUn21UMd9tEu0qpMeoqqqQG1sn2rCYBc7UeTUV4qWT8rBZTBw72/iVMMrfZgTCxmoq9w670vA+S7CZdfCV6qYATqtx6zva8fXu9fKEvL3sFOtnDKKuOci5Bh9PvHaYOSN6UNMU1CzqREmekCe/EGVrP3kAwZAWUjTBnUmC3fj80c9FepKdzFSn5n6I3tcfFlm99wQ39c+kTaJNXTzFwvl7fCHVLyCOI4/HtxUt78cR2Rn89+hsAqEwVpPAz2/I5oLHjy8YJslh0Tw/SoGhdaIMYZSAQ+caeeK1i0Y5j796mA0zBxEWJU5eaNY9b6AUPiQ8/jD/tflDzZwQyyguLdGmK4woSfMzt10FyPC3zys9mqLNmNyOKvb8pXuuZuxzb6vzZMukvmWHWClwyYsVUxyiEo8ffHyVyrgNcEX2jcaPNwDj/pmTCoKQDFwDTAGQJCkABARBGAsMjey2GtgDPAiMBTZJkuQHTgiC8DmQLwjCSSBZkqR3IsddA/wnX0MyHsuZ8bmJ/TWJsKw1bTIcrO7ZsF9VAfmy2hhfnZJgU6uHdqsJX1DU7Ne/UwpFgztriJ4l43JUcqJSyYyGyjz5v4f55U19kSQJm8WMGEPzuckf5uUPKzQJ3bYPvqT11d1URr9S9U52WFn6xudqwr9skuy4WNUYoGR8LnXNARaMyVaT5OfeOMpPh/fQJLeLC3PY+O6XzB7eg/KzjeqE9PDobMRIMyPRbqHBG2Th2L5kRJIwJZGe/KJ2cnritcOqXN7CHeVsvXMwfTskM7BLDiFR4my9F6vFxJpp+XxR3az7fl74+3F+cWOfiJyYwJ5D5zWYzWdfP0qhuxMLd5TrZBG/67CaBMYPyNS6YE6SVRGM7jMJ1ElQwV0n2MxYTMb7t3R8TXFa2VVeSfnZRjYVFxAMi8wa2p0kh5X1+77QwIeMiGYz137A5uICzblmXtON+mbj1nua6+JzgSBrpFc2GCs9nLzQzC35nVm08zP1+1IS7JY4f7MJbnr2bd3CNI4jj8c3HdG8E1GUnXInRpyYo4maRmP8g9tlaF3Ja4eYP6o3ooTGQwBkuUF/UFTHhP+9/5oY0DIZbmc0J7RLdrB8slvTKVWeC6Pul9Vs1hVhTAJcaPSrvJz+nVJIjhA7lXkyWu62ORBm3sie3Pb8u+o1ZiTZWTllIJ1aO0m0m+IL5Xj84OOrYMbfBN4UBGGVJElffE3n7QZUASsFQcgFyoCfAm0lSTobOe9ZQRAyIvt3RK58K1ER2RaM/Nxy+78csZwZF93cT5XikyKmCw6riTZJxkYoggBZbV08/dejOnz1skl5zN16UMNw3zhzkEZdYvbwLB00I1onXNkWDZW5Y0hXjfb38slutZKthNyuFxidq8XrLp2Uh4BkWEmOrmDctb6MNdPyafKHmLJSnyQXujvppAUf3P4RC8f2pXWilc3FBZgEqPIEdAuN3u2TaJ1owxsIs3Z6PmER9Rwtj2WzmHjitcNU1MpEpvatnJysbuKL6mYN3CQarhL9OUVPJEsn5fHs60c1cJdkh0X9zBVZxO9DiBLqPQKKekIZT4zP1UlHLhmfS4cUB7c9/+5XlppU7KtB2/2ZNbQ7gZCoEosfHp3N+AGdqPYE1K5FG5fxs3DBE2DV1IGcqvGSkmDFaTOT5LAYmhedq/dpJuf1MwbRbA/riF/K/fbrn/Rl7vW9MJsEFozJ5sn/Pcyvf9KPjCSHJsk+XdtseG1xHHk8vo1QeCdVjX4VltIjw6VTQjEa46NlAx+6obchbMzjD6nHef6t47p9SovcNAdCmGL4K6QkWFXoilIo8bbohioxe3iW+iwq1xjNlVo2KU8dM36z8zMWF+Zgt5gM5xZlX8WQSDEnWl7kJhD8t9KJiMe/aVwOZnyVIAi6p0KSpGH/5HnzgPskSXpXEISnkCEpscJoWSxdYrv+AIJQjAxn4YorrviHFxgLH57ksCIhcSoyYCqDydpp+THJNUpl9Y/7T2uqAR5/SAPXUBKW//nLIZU4Z6SaEZ18K+dRKplGFfo718pW5Q+O7IXdalZxfZKILtG/e/1+NhcXGBIfW2L5JFDbkC33ieXS2DktgXvWH5BNI2YMMlxobCkuoN4XUhdD22YNNjxWp9ZO5m79SJW+Arjg8VPt8es0rjukODXfj9HnpMAxlA6DUo1S/h7+lueES92zgRgqMgLwzO4jqiKOotpz11AZvtISd61MrhtnFhCWZBUcb8S+GlA/v9REK/NH9dJITi4uzOGNz84xoGsbHenLaPHXxmWjtjmo+W7WzRhkaKY0f1QvzfsKixLjl7/D1jsHs3BsX9VM6InXDpOeZCMUlrhzrZYEGhb1X9ilcLvx+Hricsfaf8cQRVElWsfS+o8usMwenkUbl53lk92U7jlGWJRo18rB5uICQpHx/NGXP6XQ3Um9vxVd8VVT87Ga5anysYj0rpGMbWmRW2PYc8eQrppCybIiuRuqFCuuMFDKSnfZVTjhBU+AeSN7YhIEdpVXUtUY4PFxOYZzy13r97N2Wj4I8LPNFwtUd0Yw7qIofaPV8fg9G4/vOi4nGX8g6mcHUAiE/snzVgAVkiS9G/l9G3Iyfl4QhPaRqnh7oDJq/05Rr88EzkS2Zxps14UkSSuQHUQZMGDAP0yrYk3aaS4bRw0cwn6z8zOdwolStVOSzGhSnMJSj47MVCeVjX6qPH5sFjPpSXZO1xrDW5ojlvPRmHEgZhJc7w1S1xzUqWwordDofUOiZDjQKhOEMjlYIlXIaGe3iloZYxhtxRx93RKQleFizogeSDF0ykOipOlKxJJyPFXjVRPxknE53LvhAD+/oTcef5gl43MRJYmwKJHstGIxCaybns+JiGtdrM8pepFTUevF45dv8RHZGVhMAqdrm7810t+l7lmzybiyVecNqtKRt6zYp2I06yJwECPc9a7ySh4enU1FTTNLdsn30drp+dQ1B3HZLYRFkUSbld/u0pK7lMVKS4fXezbsZ820fBWKpHw/TYGQhiCW7rJjFgRDM6VomExmqhOzSWD5ZDcWs0C39EQ1qchMdbJkQq6KAY++tmglGCW+b3rxP8S43LH2hxj/yGwqLMHqvSdUGGCssXLjzEG47BaN7veTE3IBuHnpXpaMz+WWFft47+Hh3Dssi2df13Zg9x6vZmz/jkiSpJqBgVbG1mYxYRIEGnxBjWGPLmFeV8bGmQXMG9krAn+U+OvPrmXFm8fYUlah+lZEwwmXFblJdlzUDX/+rePcObS74dhbHfF5aFmgCkU+y28SRha/Z+PxXcflOHCWtdj0tiAIb/4zJ5Uk6ZwgCKcEQegpSdJhYDhQHvl3B7Ao8v9LkZf8GdggCMJvkQmcWcB7kiSFBUFoFAShAHgXuB1Z4eVfiktZEltMgqHe667ySrk9N7YvndMSOFrp0ZBr0l12rsxw8fqcawmLEq9+fJY7hnTVJCzLI5WHNdPy1eQgw2XXteaXTsojLIq8PudavqhuRpQu2sG3itgW6yp/ZpNucI1WzYjeVxAEztYZLwLMJoElE3KpaQpw6Fwj28tO8cD1PdX3mpnqpJXTGpP5/7fD57ln2JVUNfoJhkXDcyjXp0TpnmM6iM/vbrmK9CQ7ex4YSkiUWPHmMQAcVhP3b/lExWGueeckdwzpqlbzFWx1stNiqCTTMgmsbPQzIjuD2cN7aKA/3zXpL8Fm0sFLFAlMuQotT/AHTtWpk/6ySW4ueIxx14GQyPw/fKwSxfzBMK2cVtUIaXvZEe4Y0lWFKSntZ2vEuS86Kmq9mASBNdPy8QXDuBxW6psDnK71MfXqruwqr1QXCQt3fKp+twqWvUubBM43+NW29YtTBlDV6NfIvpUWufnpf/SgotZLoy9keA0GhXFAdi9VquvNgTD2iBpRPOLxdcRXMZsyC2jcjFuOlU/dehVJDguna33M3abtHt6/5SALx/Yl3WWndaKsiBUMiSrHJS3RyoaZBUiSRCAk8vxbx1Un5pYkblm1RUBAUs+tFCWMnilJkvAGRaas1EIbAUb1a69TRrprXRlrp+dr/DIaY0g0pifZcdrMavVfmU/MJuHfEkbWZf4r/9TrTi4a/TVfSTy+jfjKybggCK2jfjUBbqDdv3Du+4D1ESWV48DUyHG3CIIwHfgSGA8gSdKngiBsQU7WQ8A9ESUVgLu4KG24k3+RvGlkSdy1TSIJdjOpDiuVHj9pLplc8vTuoxq8d1iUSHPZ+KK6WUOuUSoGivmPkpi+dfi8Cieo8wZBQK7kOiycrZcrAlaziXat7JrW/CMvfUqVxy8PyEl2FvzpE/U6+ndK0SWuSyflYTIZm0J0aZOoDoxKJeOl/RW8frjK0PI8wWbWKFEoydusod1ZuKOcxYU5zNsmQ0eOVnrYUlyANyhiEqDBFySvS5ra+jR0/JzsxmrRVn2VhHJzcQGVjX6a/CEsZkHTQlVsoZUKJ+vU8gAAIABJREFU0oIx2SruUt8SLWP5ZLdOs3xZkZsdH1ao3+fyIjetXTb6dWylJuLKMb5r0p83IPLM7iM6wult+Z1VN9Pov83e+CEAS4vydA57iwtz8AXDakV548xB1HtDzDD4nh8fJ+NSWzmtLNr5GbcP7mI4sVbUNrPmnZMRN82L9300jlT5XhQHVEGAkxea+dlmGS9aWuQmzWXjfL1Pp/wwa10ZK6cMJLt9EkIM/Kvdqk+yq5sCmiq6sm+cwBmPfyWiK+GCoJfwVAzdMpIcgFwZj+VoazUJnG/0MW3VBxoIS3Qi3TbZwSM3ZauEzgseGU+e4pSVTyobfJoEOBgWY3oQ7C4/i7tLGmdrm9TxOJamuSAIagFAeW93r9/PxpkF+GNAOysb/OrcsHrvCRaO7asrdJUWudmw7yTL/3ZSM95MvborAsRhZPH4wcflwFSiK+Mh4ASy7vc/FZIkfQgMMPjT8Bj7PwY8ZrD9A2St8q8lWloSK7CSHfddzeFKD0/vPhKpPthYMiGX0j3H2Hu8miXjc7FZTDz7+lGmXt1Vk/C0dLqsqJVdBX95Yx98IZGMJLvcJvQGWfn2CZ3c4KqpA2mX7ODJv8rEyIdH9yY9yY7dIgAC+V1SeHxcjqqI8vbRSlZOGUi9N0hGsp1GbzCmmkujL6hWUSwmgaZAiPxuafTNTCE10cqim/vRMVVm4Fc2+HUYbwUjnpXhYv2MQfz5wGl1YZDfJYWa5qD6XlqqbES3Ss0mAbvFhMUkcK7Bp1sI/PQ/eiAIUNccxGoWVH3w6OtYG2WSoVR2YlV4Wjms3Pq8XoN35ZSB/LhPe1on2lQzDuXvLY/xXVZrwqLErvJKDS4b4L9HZ2O1CIiirLaQ7rIza2h35o/qRXMgjAl45vWjmkR99d4TFLplFFhFrZewiI6YpXzP9d6g6pyquObF0j6eNbS7buK+a/1+1k7PB0nuFqW77Izt31GzwFNkNH3BMKGwvMA1+vybA2GcNjO/evlT3QJ0eZEbi0kmbCqL2gyXPW4EFI9/KZSkWxRFwhJIkoTVYlLlMtNddkpiYMCb/WHERHk8acn5UBxtt80aTPtWDpIc8j2vJMVGpMeScTKhvt4bVDt4kwo6GxZLpl7dNaYHgQI121xcwJk6H5tmDsJsNuk6sjI8Rs9hSnddXMQaFanqvEHNGOIJhEmwmdgSwbubTAK/elmvNb5yykDmbfuIp267Kg4ji8cPPi4HptL1m7yQ70sYTdbpLjtN/jBP7z6iqywsj7gVLttzjIdG9VYTpP6dUtSEp1Nrpyb52V1+nkJ3JhOilDwUS/iHR2dT1ejXYLGnrHyfl+8dwk+H99BUE5YVuTlZ1cCYq7QSdyunDsRpNctYQASe2n2UqsaALmFZXJjDIy99qsIO5o/qxQt/P64uNuwWMwe+qMVuMfH8344zb2Qvw0kmLdHG0UoPC3eUs+XOAv4zL5OwJGGNkIqU18SC9xRf052QKJEQUde4Z8MBnfRVK6eFIYveIDNV70ynXEdYktQFhzKJxarwxCJA1jQFuGXFPjJTnTwxPpc0lyMmnEYQvju5rViYcbvFRPnZRtolO9hypywNGN1SfvrW/tx93ZXqYiY6eVaOEYohhZmWaNM4p96zQa6IPfSHT9QFWTQ8K9ZCqLLBz5ytBykZJ5Mso6XOjGQ0V00dyKbiAgRQNearPP7IgklUyWHRz5jDaqKi1qcjqGWmOuIEznhcdsgOmX6a/WHONfhwWE2aZ6hkXA5DuqUxtn9HTtUYFz5OXGgi0S5PuSeqmhiRncHtg7vQrpUDsyBwwRMgGBYJi5LqaaFA9AIhMaYkYGWjn+1lp5g/qrchd2LBmGzaJjvUbdFRUevFHOmaBsISz//tmAY+s3BsX65IS6Cq0Y/VYiIQljTvzajr++SEXHUB3DrRRumeY+q50hJtfFndTBuXDcEkYDGZOFfv0xUVlLG4yuPnm7Hwi0c8vl/xlcCSgiBkCILwqCAI2wRB2Br5OeMfv/L/ToiiRFWjn7AksXLKQPp3SgEuDjZn630UujvplUrWlVHXHOKOIV051+BTMc8HTtVx59oyXvj7cWqagizcUc4tK/axcEc5kwo688Lfj2uOM3fbR1Q2+Dle1cS40ndYuKOcB67vSf9OKaS77DT4wjqpwGd2H6F/5zT8wTALxmSr+15o9HPrin1cW7KHW5/fxx1D5HXUSwdkk5jX51zL5uIC3jp8Xq1gzBranRf+fpw7hnRl4Y5yxpW+w+QX3mNY77Y8/7fj7Cqv5FhVk/r+lMhMdaoDbrpLNvm57fl9DC3Zwy0r5HMrn6WSGBu9vmOKg7vX7yccUY9RPr9bVuxj6qr38QVF9X1XNfoNj2ONVHOUSaxkXA7by06xuDBH3V+B29gietwtj6FgxitqvbRv5Yi0nSXdMRYX5mD+DqVvrRaBpZPyNNf04pQBXGgKsOClTxj19N+YsHwfVY1+tXJVUetl9qYD+IIim4oLeOOBa1kzLZ/Ve0+o+MzFhbKs4KW+ZyXkirIoQ0oiCg+KQUj/Tikxv2+lUjZ320e0a3Wx6rdwRzk/WbqX2198T71v0l2yDNwDWw+qz8+8kT154Y4BNPmDhEVJxcYr98vCHeVYLWZDt9bmgMjztw/QfG5xAmc8LhUKdPHmpXsZ+sQeHth6EG8grHmu5m77iJnXdOPB7R/x9O6jLGvxbMpulUcJhMIEQmF2fnyW2cN7MP8PH/Mfv32LyS++R0gUSXZYON/g51RNs1z59vh54rXDdGqdoHlOblmxjwUvfYLLbmF3+XnuGNJVhZpFR3SxJBASDZ9H5Rk6eaFJM8cp1fo7XnyPem+QezccIBQOs37GILbNGszyyW4eHNVL1/W9f8tBfEGRcaXvcPuL7zG2f0f6d0pRx5Cndx/lrvX7CYVRyZlG19UcCPO7W67isVfK1SJAPOLxQ42v4sB5NbABGZe9BllOMA94TxCESZIkvf2NXuG3EEaEG0VrWVbnCNHuEpWFrm0SuX/zh2RluFgzLT+K9GZcrVC0WFs6nSmuh8rvCvQiLEFVo19zbiOdbAU3bWQvvujmfgiCoKmglxa5GT/wCuwWM6IkMff6XpS8dkh9bbrLTmWjn3kje1Ho7sTu8vNq21Opnrdx2Xn5QxmasnLKwJjwhjvXlhmSOpcXuQmEwtR75Wqskgi2rCqdq/ep79thNRkSnv5r04f8amwfjaX0w6OzZfjPlIH4QiKJNjOLdn4mmxVdwlo6M9XJ8aompq56n5VTBrLxvS900I7/Hp39jUtuxYpgSOLZFnCTmqYgD2zVao8b6RW3b+Xg6b8eZWLBFQRDEr+8qQ8LxvTBHxI5V+/l8/MNOnLosiK3ZvGmfEZn672snDKAC56A5t5SOBFGWsjKZ1xR68VhNV1SRhP09/PcbfL93BQIs/9kteE5BIN2ekWtl2BYpHWCrHMfFiUsEfhK3FQkHkq0VEKRkHQYcKPnSqkwV9TKKkwtJTgVlSyQyY4tx0pFcctqFliy6wiP3JStHgOIKQm4YEw2bx0+z8QCY/5G60Qbj73yGVkZLt2zsnRSHts++JLSIjcL/vQJ80cZdz9TnFbSXXYCIYnpqy9yddZON+5SRjv4XvSXsGmUt5IdZoJhiR5tXaybPoj/+ctFhaTlRW6SnBYkSe6ePnJjHEYWjx92fBWYyhLgPyVJOhC17SVBEP4ILAcGfSNX9i2GkcHP3G0fsX3WYKo8Ae7f8iHpLjtLJuQaDnYSElkZLmYN7a4m4vtPVvPw6Gz1eNGhVCuiQ6kEBMKiZr/KRj9mk6CT94tlT7w2BoSjfSsnd7Qwznl69xFmD++hgTE8O7E/9w7LIi3RRl1zUAOLeW5iHikJFh2mfXFhDiOyM+jaJtHw3Nntk3hjzrWEJVntZOusAk7XygSjpyLQHykCMVmy6whLxudq9KyfnJDL1g8qWD7ZzZXpLr6saWbnx2c17drMFCezh2fhsls05Nnlk93q79E/Aypp6orWCditJn718qdqhVhptW4uLkCUJB3Zc3FhDr9+pZzHfpLznRD/QgaY8c3FBTEnUiUyI/j/Om+ADfu+5J5hV1LbpP2e188YxGOvlGsS/Wd2H+Hh0dn8/u0vNJ/B6r0n+MWNfZi77eLzI0/aIhMLulDvDbJ+hjxEHK9q0igMjcjOIBgW6ZpufN8o1230tw4pTs7UeRmV04FXDp7W8A4efflT5l7fS31eFOJbWqINm8XEyepmzf31XSvjxOP7E6GQyOHKRo360rrpg77Sc2UxC6ycMpAEm5lgWCQ10aqBsjx/+wBSnVZqvAG6xbjnE2wyvPDAqToe/XM5c0b0ICPZwYVGP51jyM32apdE3w7JPBqDO1HvlavKW8oqSE2wsLm4gEBYdh32B0MUdE8n2WmhyuPXwPqin5tWTis/v6G3zlfi5AVjSE5LB98rWifwQJTB3S/H9MIbFKlq9KuFq9nDezBnRE8cVjNOq4lgWMJsFvjzvVfjtMVhZPH4YcdXScaTWyTigEzAFAQh6Ru4pm89WuLElUEoKEpq0llR66V0zzFdZeHJCbk4rCaKBl8kzozIzuC+YT2Y9Pt3WXRzP8PBKi1Kh1vFjDss/PefPtUNgmFRJCRaWT0tny+rL62TLUoYns9mIEFX6O6kqc4M6ZaGSRBU85voxFWp6Meqfq+cMhC71aRORgq2Nz3JRr03pEnen7r1KoJhkRSnlUJ3J5VgpFSqF+08pEpEWswC3kCIn+R1NKxiK4P7Gw8MZcFLn+hkwraXnVK/s5YYZqUNu3vOtayNJJXzR/XGajYBEgt3XKzUbJw5SJOcKuf+rio2FgPMeHMgbPjdt9Sk94fCzBvZC38wzNl6n66aXtXoNySHPnRDbzYVF1AfgZms3nuCe4dlaVz/FMnClkSzD07UMDq3Aw+P7q0uVsdclcnkF95jwZjsmBO6zWwy/NuZOi/z//AxT07IZcrVXRElWXHBaoapV3dl2wdfqo6q0TyPliTiitrvXhknHt+PEEWJM/VeNREH+f44caHpHz5Xq6YOxOMLaQytlk1ys23WYATAZDKR4rCoiX6seaE5EKZDipP/vf8afMEwTpuFyS/Ileh1042N5UKipBK6W3InkpwWfr3jCA9c35PVe09wTc+2rNl7gokFXRBFkeqmIK0T5UWF8rwoi2wj5ZWWvhQKJCdancnIwVcQUI3ERmRnMLBrG50a1tO7j/DIjX14NELmVOYKi0mgrilIivOb93aIRzy+q/gqybggCEKqJEm1LTa25itizr/vEW3woyQTq/eeoEdGb9Xiu3TPMdXRbOPMAoJhEYtZwCQIBEIS1Z6AOlAVujtx1/oytXVpBIdYtucYi27up5J3rBaB5kCY/C4pXNOzrdYquMjNi38/rg5QyyblkdrCVEcx4jGbBdZOz2fTu1+Q1yVNNeCpadLrS0cn9MoCQFlQxCLfOawmzWCvtB0T7WZqInjl6BZoWqKNW1ZoVUt+uulDjQHSskl5tE60ERRFNhcXcLZerpqfb/Cx8u0TPDiqN3O3xYa/KHhHZdGkVLy7pyciSrDn0DlWThmIw2ps5FTbFCCvSxqBkIgoweyNskPo4sIcVVf788omzeJEee13RfyzWfRqB51ay/rrigygMpm1cdl5fc61WM0mdpef5Uc92lLV6KNLmwRSEmDV1IGYBVnF5vFXD8c0WTpyXibprpo6kN7tk/j5DdmYBFT8fUWt17BjM3fbR6yZls+inZ+p8KbJQ7ryqwi510hHfnmRrAV/rt6v65SUjMtRj33/loP84e4hpDttVHr8eAMindMSuK53O5xWE7+4sY8K5QJjEnFFbVxNJR5yh7SyBRwQ5ISzpRRfy86ZSZDH72ji/V3ry1g1NT/iTSFwrlE2t0p32WmTZDNMYhNsZp7ZfZRR/drTOS0Bq1mG5JkEAZtFMJQlXbzzM355Ux9NIWTRzkOq/O0dQ7pGvAb6cMHjY1jvdppEePlkNy67mUZviIdHZ+Pxh3TPTUWt3pdCmXNaOa1snFmAhESNJ0CC3axx8H1uYh7BsMxTCYVFLGYTt67YpyOjTr26K/4IIVs5pzJX1DQFSXJa4wvmePxg46sk408CuwRBeADYH9nmBhZH/vZ/PqJd+WYN7c5bh89zz3VZGiexxYU5vHTgND/J68htz8sDyc9v6MX9Wy4mCUvG57Jo5yFNImsSBLaXVahtdIvZxPp3TrClrEJN7jNTnWolesPMAlWXGS5K7kXbtN+1fj9bZw1WkzHF4CY64V9W5OaZ3UcuuhSOz5UhKFFt0/Qo5zcFYqOc10iFZER2BvXekMZ8RamiNAdEXUXp7vX7WTV1oHGLN8GqLgD8kSRYkiScNhN2q5mFO8pZNimPO4Z0pTbquqKP0T09kW2zBpOeZOe51z9X/6ZUvPc8MJSN757khpyOTF31vqG5xpLxuVjMAtvLTkWUDZw8M7E/kiRR0xTk8XGybrrRhPxdEv9Mggz5iTavATAhT3rhiJpBcyDEpN+/qxrqXNurLTaziT2HznPTVZma91MyLoff3pKLxWRi7fR8TkbcSpWFyROvHVYJldGf4ZMTcnlxygCmrfog5iLOGwzrKm2LC3NIcdoYnt2WZIeFlVMGYjELHDnvAUF+XbtkBx5/iJVTBuLxh6hs9PP4q4eZP6qXeuxgSOTQ+UadHKjTaiYkarHjsdR14moq8QiEwoYL0SqPn/YpDrbcOZiqRlnFp645wJl6H7vLz+ukOaO7dnXNAVUKVFGBKhmXQ22TLGO76OZ+tG8la+KfrfOxft+XjO3fUddZUpLrjTMHsWpqPnXNMhxS4V+crvVqCiEl43JITbTiDYRJSbDx8xuyESWJUBjmbD2oSYQrG2SS9+hn/s7e+deR7LDqnhuQn7XOaQlkpjoZ0i2NosGdNV3iknEyZM9mMbGpuIBmfwibxaxiwUdkZ/Dw6GzCoqQuMKIX2csm5WGzCLpzKvjz+II5Hj/k+IfJuCRJKwRBOAMsBPoAErL5zq8lSXr5G76+byVMJoGsdBdb7hwMSPRsm0RRpDWoJIx2i4n7hmepEk6Lbu6nJuIgDxpzth5k0c39NBO+KEn8JK+jhty2dFIeJ6qbNYnyop0ycTIUQ3IvK8PFxpmD1CQrFJawW+QquMVkUq9L2b9lAq9c24Ix2aQl2mjfyoHDcpEImeK0aiYio2plLOmsNdPyVehCy+s2xzBkSXZaNXAGZaD2+MKEw6KKM77gCah48pbHOFVzUQf+yQm5HK30aPRtzzX4uCX/InwoumreLT2R41VNiJLE0jc+p/ia7pqKcsm4HP64/zSj+rXnt7fkUt8cpF0rO3+8++qYFtffZviiXPCiP5P1MwapFa2/zbuOKSvfN9QoXl7k5qndWnt7pYIdLVNWWuSm0Rfk8Vfl5GL5ZLehesIT43PlZDqG5KLLbqGywa/pNCn3TnQi89zEPLaXnVKdUc9HlFQUvfQUp5XZw7PUSTszVVZheHr3EUrG5dAu2YEoydKP//vpWYb2aqe5HiMScVxNJR4gd0gV9SXNszLZTYrThmiXqGkKaJ6P6PsXtF27hTvKNVKgitdDu2SHWuhRqsDbZg1m/PJ3ZIUSg86S0gU83+AnLEos2nmIOSN6UDI+B7vFzMIdn+pes2nmIGqbgkx+QWtPr0gwtoSgPHNrDo2+EHarmWDIWM71TJ2XbbMG4w+JOs1yhYAaCIss3FFOaZGbJ3aVq1K/dwzpqr5GgYtFLwoueAK0TXbQv1OKZhxXCg3xBXM8fsjxlWAmkiTtkCTpGkmS0iRJahP5WZOIC4Lw0Ddzid98iKLE0SoPE5a/w8enG7jg8auJ+CM3ZWMzmwiLEv7QxUS5XSuHYfLZrpWD7WWnWDZJltgLi5IueZEx2X14fc61rJqaT6sEeU0kk4CMJffO1Mmvn/+Hj7llxT5ue34flY0BLjTKcA7D6nMUwaii1ovVbGLhjnLsVjNr9p6gzhfi8VcPq/rO0TKAiuvluumDeGvuUNbPGBTTdlwxnTC67nMNPp0sYGmRG6tZUCeD6IH6mpI93LvxAGfqvPzXpg9l+S6HhSXjczXHKBknS4Up13D/loM8GKmWKguexTsP0RTQ8gGUqjlAz3YuOqQ4uX1wF53D48q3TzCpoDMLXvqE6554k3s3HuBcg5+0RBsdUxNIT/puFThiVa6iVXcUCUEj6Mid68pUo5/o10d3R5TWtC8oqpNjrMq3YthU5w2yZlo+I7Jl5dPMVFlyscEr42kV6cEHru8ZkcLUnu+eDft5aFRvWifYaNfKQadUJy/c4WbeSK2km9lkYkR2Bs/fPgCX3cSvxvYlyWFl8ovvMfy3b/I/fynnP/q0p77F9VR5/KQn2dlUXMBfZv+IDTMGkZXuimNR40Faoo37f9wzAunIZtuswWyYMYieGTK5t9Yb1PFlamJ07dISbTw3MU8jBargq8OSnpSsFEJiPV/KWB4Mi2Qky2ICwbDE3K0fcdvzWglZ5TUSgqE9ffG1+vFg1roy8jqnMX31B4RFSVVYiR5zFxfmsOadkzQHwjp1L+U4CTaz+h5mRY0xLcegBJvZUKqxstHPL2/KVqUQn7r1KlonWumclhBfMMfjBx2X48D5j2I88Juv8XjfWkSrqURXiOeN7Ik3EFbbfyunDFSrBbEqvg6rmalXd6Xs5AUVLmA0aImSpLp3lozL4ZmJVxEISbxeflYnK3cpycL1Mwap+rEtryWa0Z6Z6qRjqpONMwtYuONTCt2d+LK6mfQkeYDz+EP8dHgPnopYrCtY843vnuT2IV2p9wZJc9kMz9PkDxlWHBcXXiTyLBzbl06t5Wp2mstGWJRUjH0snLFSDbp3wwE2zRzEyikDaQ6EaZ1oY/bGAxqZvYpaLx1aOXh9zrXYLCb2Hq1SK6nRfACFGGs2CXj8IU7X+ujUWq9SUOjuxD0btMoBd64t+94Q/WJVoKP1eM/UeS85wRsp+rTU841uTVfUemOSRFsn2jQ41NIiNz/7cQ8ueALYzGamrXpXd+8uHNvX8HyCIHD/lg/VjskvbuzD9NVlDOmWxsxrumE2CYgS/ObmfiTZLByuauJCo1+ttC26uR/tU5wcPe9RYTbPTczjvmFZnKn34Y0YIS0uzOF3fz3ynSnixOP7FSaTQM+2STz2kxxd90sUJQKhsKazc+BUXUx+RdtkB4Kgdaup8vhpk2RDFOVKeHVTQE3WM1PkbpVS1Gh5vDZJdl6+92ok0FS6n5uYh0mQO4iy+c676mvCkvHcYzULhtuVBf5fDp5hzFWZfHDiAutnDFIVT1bvPcH0H3Wj3huM+b6jFcGix5iWY1CdN2go1ajg0n87IRdrZIFvNgmkJcblR+Pxw46vk4D5f/ZJiVZTqfMG1Qpxu1YOTQL89O6jlIzLUSu+ys9wsVp7ts6H02amd4cUbl2xL6bRQjAsUTS4M0O6pTF320cEQxK3v/geWe1asePDCjYXF/Dm3KEsGJPNE68dxiQYD6CiJFHy2iFDY5vtZac0vzttJgRg3she9GqXxCcVddw7LIvtZac4U++jtUt2AFWcFhft/IwxuR159OVPefiP8oJk7fR81RRJOW6SQ5bFSrCZ2VRcwFvz5Eq6YiajuCVuff9LXHYzJy80ca7ex5IJuUxwZ/7DalBFrZfTdT6mrnofQYCQKKoEoejPNBCWGLbkTW5dsY9eHVqx/2Q1FbXNLJuUx4jsDLUKM670HW5dsY9qT4CdH5/FbmAAFEut5vuCW0ywmVjWonK1rMjN/pPV6j6le45RWuRWE+joyEx1qosr5ffoeyZ6P4tZYMPMQWwuLsBhNfHMbf11nY7HXinXTaouh5XOaYkIgrE8YZc2iYbnOxfp9Cgdk3P1PhWjOnXV+wxb8iZTVr7HmXo/Df4Qz+w+Qpe0BJ65rT9LJuSy5p2TDF/yJgte+oRHbspm0c39CIZFHFYZhlDvDaryi/NG9iIQCiOKcZu/eMgJeXqSXdP9Unwoblmxj0U7D2Ezm3hiQi7rpuez/2Q1y1s8hyXjcnhm91GOnm9S9xuRnSHzZ2q8PPryp1Q3BUhLtPG7W6/i2UlXERJFGv0hrkhLYP2MQZrOktzl+4wz9T6dkdU9G/Zzpt6nGgAp4/Liwhx1wR4dmalO1b235XaLSWBTcQGjczsQDosyCdpmpm2yg4wkO/NH9aZjioM2LntMM7XUROvFBUZkka4UhqLPWbrnGFfEkGpMsJmpbgrw6ZkGxpW+Q2WjdqyPRzx+iPF1Vsb/z85m0WoqpXuO8cD1PVUThZYQh8dfPczGmQU0+IJYTIKGQOe0mXn0z+XMHp6lVtN9wbChDb03EOLu9bJU4JayCkRgwZhs7BYT4wZcgSDI5E+FLKkMZtHY2eZAmAuNAY2klSKH+Pxbsq399B91IyPJzqb3vmDMVZmaintpkRsBuG9YlsrQv/P/daFocFfSEm3MG9kbs0nirqHdsZhMGhb/skl5ePwhnn39KL+4sQ+rpuZjNUNYkhBFWcP24dHZFF/TneqmAM+9cZR7h8lY3xmrL17D0kl5NMQg1SmVfeVnBeKzYeYgfn+HG4vJjEkAUYKQGMYbCAEXoUAKnjPdZadkfC5TWuisK9X3Cx4fz9zWn/s2XiS3KpNIy2v6vuAWvQGRHR9eJAZLgC8Q5o6ruzJ+YGcafUHqmoO0TbbRymlRyacKkfOKtATMJoHlk904LLK2cU2Tn5n/rxvlZxs198j6d05SNFh2cRUEgY6pstlHWJRVJLzBsKGd9elamauwZpqxJFt9c4DZw3tozlcyLgeH1aR2MRT8bfG13XXf313rythSXMDd113JyepmEmxmvqhu5u7rrqSqMRD5nMLM/8PHmvvNZhZ0GPq41ng8YoXSOTXiXiwrctMx1c6aaflIEnxZ08wf95/WYbKfm5hHgs3M468e1xGZV00dSCAkqhKjyn36yI19MJnkZ11yaS92AAAgAElEQVSRXB3SLU0l/sPFokVFrUzsXzstnyOVHlbvPcHM/9ddN/eUFrmxmNApMS2f7MYbDGuu4cUpA7CYBEJhkdQEG/XeAPdsOKAKBqx8+4Q658jETYFHXpK9GkZkZzB/VG+aAmFWThkISJpzVnn8WGN095oDYTqnJfDYK5997zqS8YjHNxVfZzL+f3YWi1ZTOXCqjrcOn2fykK7qoBQ9WFR5/Hxe6WHqqvfVhCHJZJFhLds+4sCpOo182pl6H9vLTuncGwvdnWS4S2RAMkcS73SXnQdH9aKVMwFJklg/QyZtfnCimhenDKDaE9BAQZZOymPOf2TRo32yCrFx2c0crfRw01UdSHPZsZhN3Daoi0pKhYvVy2gCUv9OsqxiNEHpxSkDSEmwUe0JtJDtuugiOv1H3Ziz9SBPTsglNdFGkt1CSJQ4UulRmfBVjQHuXr+fhWP7aq7h7vX7ZWvlKKUSZSCvjzhntnHZ+MVLnwKyoYzFZMJuMXPygmz+M6pfe7q0ScBhEVTyTzSes6LWS7XHGOPYPT0RswAhCXVhJQEuu1k3YZUWuUmNwuF/lyEIcE3Pthpi8HMT+3OqxqsqFCgQD7NJoEOKjJMOhkVOXmjmgS0HZRv7Ijc2i8Azu4+ypayC/p1SWDstn8pG2QAkzWXlhpyOmnsimtzapU0CDquZEdkZmoQ8egG1aOdnOn3+JeNzefTlcpYW5WmcCh9/VXYqVJ6XdJedRJv5kq31aCiZcn3zRvakwRcy5GtsKi5gxhot9jeuNf7vGy0dN1sSs5XO6YIx2XoHzHVlbJxZwJwtBykZn8PUVe8bkjDv2bCfjTMLNHbzyt9O1Xh12vfPvn6UhWP7UuUJaMagpZPyADRKXErRoqJWNonbXnaKh0dnU9MUICTCopv7YTWbqPMGEQQo+M0bjMjOYP2MQRENdIGapoCGEJ7uslPtCTBtm9aVOt1lV4tST9/Wn/MNsgztY698BsguoY/e1IcqT0Dju/HQDb2xWQQ2zSxAiHy0NouJJyfkqkIIColfQCZgPz6uH8cvNFO659j3piMZj3h8U/F1JuNbv8ZjfauhYAUVpQxBEDhT52XxzkM6jWPFNhjkSrlih7y5uEDFMEfjaneXnzd0b3zitcNkpjoRJdlsYeO7J1l0cz86pDhp8Aap8waZturiQLisyE0wZEwGXT9jkFY3tshNyfgcTtXISWhzIExWW2PHN8XCGfQkG2VAjmW2o+CxlaTr/i0HZd1d0GmOK69TknNlIZPitBIMS7wfwSf6gmGCYUmjsLFsUh5ZGS4A5o3syYTl72gmp2dfP6oq0yydlMe6d75g7/FqDR45lqTdqRr5OEpSG/23bbMGs276IEKiyLl6H0/v/v7gi0UJ3aRe0xRUP/MJ7kzuuq479d4gyQ4Lp+v8OtfUJ147zKx1Zaydns+sod0B2Hu8miOVHlW/fdPMAh12fuXbJ7jnuix1e3SSoHwP0bb3u8oruW9YFuumD0IQQJQkLCaB/C4pBEKiRrdYuScyku00eIOqZGcsYyCzSU9Sm7vtI9ZNH4RJMCY2B8OSzrzk+wRBisfXG5dKtkMhkTP1chKrOEHe/+OeapckFJLxz5mpTjq0chh6LARCMmzuWFXTJTkagbBoCH9rqX2vwLPKzzbqkvS718tJ/dFKj0ZyVLnGK9ISuHdYls5QR5FGLBmXE1GHsXK8qonuGYkIoOM2zRra3fC5WnRzP4peeI8Dp+po8svY8RSnlVlDu1O65xhTV73Pm3OHqvOd8l6ice4l43JIc9kQJTNbP6hg/YxBWM0CNU1BzXUvm5TH/pPVzBvZM+7AGY8ffHzlZFwQhK7AfUCX6NdJknRT5P//udyTC4JgBj4ATkuSNCZiJLQ5co6TwATFbCii1jIdCAOzJUl6LbLdDawCnMBfgJ9KknTZkBkFKwhwuraZ6qYAVR4/i3Ye0hgTtHHZDPHK0W5sHVMdKuxheHZbnn39qEoq+7K6mSdeO6xWJZOdZkDSGf0oVQilsnvXujLWzzC2ZY5mtlfUenlq9xHuHZalM+BpWb0ckZ2BxSSoZKKMJPs/HJCjZbuaA2FVllH5eyAsYQWdbbJC2GsOhA1dGp+bmMdjr5Qz9/pezFr3gea1d0XgPMqE0HJyipZwvHv9ftZOz6f42m74QyLLJ7tl7HSEYLry7ROq8UzrRBule44xa2h3deKYNbQ7HVo5cFjN+EMiZpPA0jeOq5Wo78pxs2UYEYOVSb1/pxSm/7+unG+QlUP8IcnQNVUhyFY2+Jmz9SDLi9z814+zEEV45b4fYbUIVBuoRRiRW2X4UAEPj87W2d5npjq54AmQaLdwe9SkXFrkJslh5q8/uxa7RdA5tZYWuVn59udU1BpLbZYWuWPi0SG2I+nJC0389pZcjpz3qAnV9wmCFI+vLxS8t0LQj4YkARyubOSpvx5h6tVd6dHWxc9HZ1PXFKDOGyDZbuXQ+Uae3n2ElVMG4A2Khh4LZ+u96s+LC3Ni3ne1TQGNt4MSLfdXiiJLxuca3tvnG3z86j/7kuK0sHBHuXr/LpuUR1iUdLhyZexNTbTib/EeSovcOK0mHSwv1oKic1oC66bnk2i34LRZ2F52SrMAX733hEbpKRY5f+30fGxmE5MHd2bS7981dHxWxv2pq97nD3cP+druiXjE4/sYl0Pg/BNygvwMsCTq378SPwU+i/p9PrBbkqQsYHfkdwRByAZuRdY5HwksjSTyAMuAYiAr8m/kP3MhoihR1ejndG0zgEpQqfLIrmlzth6kdaKNVz8+w7JJeRriypMTcnFYTWwuLqBkXA41TUFaJ9pYNTWfvh2S2VVeSdEL77F8zzE6pyXw8OjeLBiTzdO7j3Ciqhmn1Ww4YCnVSmWbSTAm3rRUpCh0d9INyHev38/Do7PV14/IzuDeYVncsmIf40rfYeGOclpFKt1KXEqFY9mkPFx2C3brxVsoM9XJ+QafLlHs3ymFBWOy6ZaeSFZbFz+/obdhG7fQ3UlTqY8+Z6LdTLd04+p+SwnHak+AC54Ao5/+O9vLTrFkQi6/vKkP3dokMnt4D5XEefuL7zG2f0fMJkEleG4vO0WDL8TUVe9zbckebnt+H5MHd2aCO/N7lbAZSWAqk/q8kT2paQrwwNaDDF/yJnXNxvJrLTsbd64r4+PTDdz6/D7CkoTDaiYY1hOQY5FbG31BTtU0c0VaArOHZ6lkspJxOXRMdbBo52ea7/zp3Uc4U+dnysr3KD/bqFswREujHThVxxOvyTKcb84dyuZiud39ZaSzER0K6TS7fZKOXCfbbh+lssGvSiwqEolx6bQfXkQrZcFFSFJ1k2ya89Rfj3DfsCxAVikZGpFWPVvvo6ZZhojsKq/EbDIZJrkPj85mzTsneeK1w0y9uivd0xPo3T6J0iI3I7IzWD7ZzbZZg1k7LR+n1cxHp2p0koGZqQ7NNuX5akl6VPavbgpw17oyvqhuptDdic3FBWyYWUCrBKtGfleJilovXdMT8QVFtcurbJ+1rgyrxYw94jmhnM+I9D0iO4Pa5iDz//AxP1m6l0m/f1eVVFQ+j/8e00dDHI01h1Q2+Ck/26gWbWLtZ4nA04KRDkU84vFDjcuBqfgkSXr66zqxIAiZwGjgMeBnkc1jgaGRn1cDe4AHI9s3SZLkB04IgvA5kC8IwkkgWZKkdyLHXAP8J7Dzcq4lunqiYLYfuqE3FxoDLLq5H0kOK60TbQiCRPlZD4OvTGfh2L6kJFhp47Lr3Nge3KaFtSgV6eHZbTUGEQDlZxtjVryjk0wZ0iIZ4phf/rBC89pYyVJYlNQqf+tEmwaaUVErY3ujjx+rwtM22aFKC2amXnQPVch3VvNFYo5RFby0yK2BCSgV6awMF1azSXfOEdkZVDUGqIkhp9VSwlGp8istUsWGPdlpMawQ/+6Wq3h4dLZaodHhQiNk0DuGdPneJGwOq8DKKQOoqPWpBOIOKXaWjM+lbbJDww+4lAxZdJs7elJUCLBtkmw6vLdRdW9EdgahsKQhS5YWuUlz2ZAkCUlCR/IsdHdSv49Yk/GV6S6VB3DgVB0Ld5SzfsYggmFJtRZvCSV7ckIuVY0+0pMcJDktGky60pVSFiAPbv+ILXcOpl2yI07e/AFGtFKWEhW1siOsJEkUX9OdC56ADg5y59oyNhcXqNtimZoB/HR4Fk/tPorTZubEhWbmbvuIId3SdPDE5ZPdXHVFaxbuKFe9HTIiii0lL32ijs1KUcSoG6Q8rxW1sm9E6Z4jzB6ehSRJBMMStTGedSSJtsl2w/cQFiX8ksTjrx5m5ZSB1HuDBMMiyyblaUj7sUzflA5bRa0XSZJ47JVy9bpjwQPrvEHNMx9rP5MgF0rCoiwMEH9G4/FDjcupjD8lCMIjgiAMFgQhT/n3L5z7d8A8IHrJ21aSpLMAkf8zIts7AtEaaBWRbR0jP7fcrgtBEIoFQfhAEIQPqqqqNH9ryZZ/YOtBrnviTe7f8iEpCTYCIZHZGw8QFuW22/TVH7Dz47O0clo53+BTSZpGLblZESfMlVMGkpXhYsGYbL05g4SuCtES+rJ0Uh7Pvf45SQ4z62cMYtuswWp1fcxVmRoprLREm+HxFNOfW1bsM5xcdpVX0jrRyqbiAjYXF5CVkagz21lcmENdc0CFIFTUeslun8TKKQNxWM3UNgWxmi/K7sX6TGYPl6tRSrK+cEc5w5a8ycIdn7K0Redh/qje3LNhP0/vPqqT01pW5NZIOC4uzGF72SlaOa3MGdGD1XtPcMeQrizcUU5lgzGJMyxKNPlDl0wKHVYTKQlWKuqaqWz0fStSeJe6ZwMhibrmoGqks+ClTwiG4coMvZRg6Z5juu+xtMiNy27RwUmiyWAmk8CJqmaeff0oC8Zks7m4gAVjstmw76Su4qx8Ry2/Z28gzJBFbxhKfEYvGmNVAb+saWbeyJ4aybbHXilX3+OBU3Us2nmIknE5vDHnWtbPGCQn4Q4LzYEQv95Rjs1iYs7Wg9y5towqj59nJ/Yn0WZW349ZID7Jf41xqfv22w5FKSs6MlOdHKv0cKZO9jxoidmGCLdAlNTqdrQMaPRxjlc1kZJg49GxfXHZrSqMbnh2W10l/c61ZYREiV3llZTuOYYgwAWPH18wzPQfdQNg0c5DzNv2kdqVfeK1w6yamq+O98rzmpnqJBgWmTeyJwte+oRrS/YwZeV7iJLEsxP10qNmk4DVZGwoZzMLJNrMpCfZON/gIzXRhi8oIkoSC8f2VZ+TWAsSpWikFIx2lVeqXawOrRy68XxxYQ6le45pnvnSPcd4bqJ+v8deKeehUb359Svlug7w1xnfp3s2Hv+ecTmV8X7AZGAYFxNoKfL7ZYUgCGOASkmSygRBGPpVXmKwTbrEdv1GSVoBrAAYMGCAZp9LseWVZFpJWGqaAqS77Ewq6KwhGS4uzDF0qEx32fFHWmxVjX5sZhOP3JTNo3++iPUzm+B3t1ylsWN/ckIuHVOd7HlgKMGwyPNvybhlWeLtXc15ys82snLKQOaP6s3RSg/LIslXy2rhn/ZXsGpqPhazgCWGadGXNbKjplK9MVKCmXt9LzZHlDmSnVYVI6gYrCyblMeeQ5VsKi5AkiRD0pNiJNMyWVeqp4pk39FKjzoJVNR61UE+xWmlY6qTYCjMgjF9uOe6LM41+Hjr8HkeHp1NWJTo1DpBo14Qq/rSIcVJSBTVZNSo6lvbFFTVXpQqV8+MJCyWr1OqXxuXumdDoqSqEMDFe3XDzAIVzqR0JuaM6EGHFAerpuarkoeJdhOiJKn8h+iqm/K7xSTQvpVdtaaP/v5u6p+pypq1TXbEdCJUjnXBE9BV2tq4LlbYL1UFrPL4Vck25fpamh6JEqrFuHK/g6CR/bwy3UVNUwB/UNRU8JdPdpOeFK+Mf11xqfv2245opazojo3FBHarmUZfyLDTk5nqxGoS1A6pUVdycWEOLx04TWZqV3xBUQMRibWoD4uSOu4FQxIhUeSeDQd09/zqvSdYPS2fBm8Qq1nAbjVrsN7LI12ncaXvaMaAOVsPsujmfpSMy6FdsoOwBE6riXs3HCA9yWb4Hh59+VPmjezF7OE9tHKHRW46pjpUIYFo07voz0kZM5+d2B9J0hoaHThVxy/H9FIN8EyCwJ/2V3DgVJ3GKO7AqTosZkEzVygLj7uGXsmu8spvlK/zfbpn4/HvGZeTjP8E6CZJ0texPL0auEkQhBsAB5AsCMI64LwgCO0lSTorCEJ7QOlrVwDR3t2ZwJnI9kyD7ZcV1ojpyz9qlQfDItVNAWYPz9JVAR/c/pHhYPXzG3pTFXEHVAY5RXptbqQCsnBHOQ+Pzta00//nLzL7ff2MQRr5OovJmLDmC4k4LCbSEm0Mz27L9rIKNVlKSbCx4s1jjO3fUdVqHpGdoYMflIzLQYo4gypknJaauMuK3JS8dkgl7ZSMy+GRlz5Vmf0vHTjNBU+AG/t3RJTk6q0R6elMnZff3XIV6Un61umu8krmjeyFKEnYzCaa/CH1c1UUbDJTnWwuLuA3Ow9R1RhQiZftczuqjPyVUwbSLtmhHj8WCTDBaqLWG1YJnso1KkTPdq0c/OrlT3VVrg0zBpGZmvCdJHFiDGdXjy9IICzy5IRcnv+bXtNYwUwrygoLx/alc1oCFrPAr6PIYEsn5fHXT88yoGsbw+9P+QxAXqw8cmMfVk4ZqN6/pXuOUeXxI0rw5IRcrBYBX1DU3OMvf3havQcPnKpj9d4TrJ8xiJqmAJWNfk3VvrJR5m7075TCvJE9efTlT9Xv0qj7cv+Wg2yYWaAqR9R5gyx/8xj3DLtSvT+UfeM6xj/cMJkEstJdbJgxiNrmIEkOC4t2fsau8kpGZGdw37AsFu38TDculIzL4Uydj/HL32HrnYM5W+fT6GqnJdpo8AW567runG/w88DWgxrFn1gL/wueAIsLc2jjspFgs6iSoaAlW6Yn2fEFw1Q2+lm253Puvu5Knr2tP6mJNiQJGnwylER5bbQSUbtWDmqbA5rFqeILIQCrpuZT1yxj5pVn7Lb8znqoTkT6VpFGFCVJI0GrjBMCUDIuB39Q5PYNWnfQ1EQr9d4Qt67Yp3nNqVove49Xk2Azs276IERJQpTQkDiVz0xxJf2+8HXiEY9vIi4nGT8IpHAxQf6nQ5Kkh4CHACKV8QckSSoSBKEEuANYFPn/pchL/gxsEATht0AHZKLme5IkhQVBaBQEoQB4F7gdmWB6WWExCXIiCoYDaJXHz7yRPalrlt05f35DtmEiFAiLuspDu1YO3YA7d9tHbJxZoGk7zh/VW5V4iw4BNAlMWDK+xhSnVaMFrSRN9w3LYu7Wg5esQNc0BVSN51/cmK2S5WYN7c4VrZ2snDIQm0UejH/zl8/U1yrvRTmGSRAoGtxZTfBXThmoG+Af3P5RRMoKqj0hjkfkwFq+HxCojlRt05Nsukq/UtG5b3gPntl9hDvXlunOt/Pjs9w7/ErN8U0CrJ2ej0kQOFvvY8GfPlFNmhRDpYwkm65KtLgwh6pGLTynstGP02b5TpI4s8m4s+FyWJn4/D7SXXYeH5ej4wVEYzw7pDg5VdPMnC0HIxCqPswf1ZuwKPH8W8cZnt3WEGO/dlo+P9tyUD1vVWOA2uagbsHZJslOssPMzo+q+VGPNrRr5UCUJM7W+9RkfcxV7TWW25UNfu7f8qHufWUk29lcXECay64uKJWKd1aGy7gqL0mahUTJuBwEjBezcVnDH27UeoNM/P27EXJ9gOk/6kahuxOJNrPaqWlpmjZv20fMH9ULgDYum5rYKmNfZqqTVVPzCYVFtaAQvdiPrvpGd2uSnVaOnKsnJQJxNLoXu6Un8tgr5Rq5VrtFIBCSmPT7d1XjLgWOaGRGpFPjing8uOwSjb4g40rf0Zw3JcG4EFXTFEAQBFUacXNxARtnFnC+wYcvGEaUJO7dcIBFN/dj7h/0pPwNMwtUozllu6L1f1eoO+cafPzyzx8CUDI+R/eZlRa5eXr3kTjBOh4/+LicHntb4JAgCK8JgvBn5d/XfD2LgB8LgnAU+HHkdyRJ+hTYApQDrwL3SJKkzJ53Ab8HPgeOcZnkTZBd+h5/9TDtWzkMLe4lSdb3bpdsZ97IXgiCFuPdv1MKK6cMxGW3IEoSi27ux0v3XM2GmfKKP1bifufaMtWtzGYxyeY3k90qpjwz1YnJJNC1TSIv/P24jDkMizrc9OLCHPyhsAbXu3rvCX5xYx9aJ8pSjEZV/13llaoBA8hJr8sur88Uslz52Uamrnqfmia5ymnktFjvDXLLin14/CENTjIWFjMQEpEkAX8oTOtEq06dZlmRm8df/UzFQtc0BemSlsCm4gINdnJXeSV3rStjwZg+vDl3KJ1aa+2Vh2e35Xy9XAFW1FLmbvuI6554k0m/f5dwBPetXKfSOgXBMAmNVrfJTHWq2sXfRZgEDO8DE5L6XmJBR1KcVlXWsmOkZX600kNdc4CjlR5qmgIMz26rk7pUXv//2fvSwCiqdO3nVPXenZ2ELWE1LAESkpYQcEbRzKAoyh3ZhISRgIRFYa4LyOjgMoxzUWRURAgyTpB9Ha8ryhVFZwYQDQiOQSaymSCQfen0Ut1V9f2oPidVXdWoc9V4+fL+UTrd1VXVp855z/s+S2QPd0F+uu5+Ldx1HCaOoNkvYlxOd1h4DlPWHcJ1y/fjgZ3H8If/GIxnJg3F+QY/Cv78ESaUHMTsjWX441sndM/g6oIceAMiJr94SKMMQ7skXzcaK6pwKmUeek6hMEwg8r0dVbcrN4SQiJF9khBjMzOOxdI3ytE13q4bSxNKDqI+LGvb6AsiOy0ehBgrPDV6lUSVQIFmzBnVF68ePY9ltw/BiklZMHEclt0+BLvmjMDmu4bj0Kk6cATITEvE7E1ljFitjtQEOy40+TUFj3mbj4DnlI0DTbyVeVGpsi/IT/9WalyO8OYjxmbWrV+RSlp0TYt3mCGEJDx080CsLXTj8dc/x4KtRxEISdhw8Cw8/hA23zVcN/fS74y6/oUkXL/iA0xZ9xGOVjaixhOAxcShdycnthXn4YOFo7CjOA9d46145NZBHe64HXHFx3epjD/6Q5yALMv7oaimQJblOgD5Ud73BBTllcjXPwEw+H9zDhYTjxpPABeb/Hjq7ZMa3NpTb5/E4jEDwgm0Ivf2e1WLnFoDRxrjeIUQ6lsF9OrkMKxg0nmFSgyq23hPjs/EhycvYXJuT9S0BNDoDeL+0f2x8Mb+MPM8Xj5wRnOOH568hJszu+vgBLIso8EbxOqCHNR5jFn2lfU+FK3/uK3lSNr+tmJiFl76+2ksn5CJ1oCIRq/X8BiUWBOZfEdr1TosPB5//XPsLa9G6fRhOHSqhmHETTyHP7zxua76vnWWgjmMrOhUNfgQFCU2Uau/L95uhhRWCbhclZieJ13oohGVaGVGfW9yemR+x9H2/YQkQzcOXj5wBr8bO+gbW+UcIZgflrVUt7GTXBY8rzJQimZjf65OIVVSt8xenYwX4jqPgAklBw0rdbM3lYV/c63yD3X32zgzF6Ik41RNK1a9V4GHbs4AYKwMYzXxuora8gmZ4CMW76oGH1oDIR12fW2hu6PqdoWGFMYpz7vhKpypadWMwa/qjOczryAyl9kHbuyPM7XG3bugKKGmJaCb+y08p1PNSk2wY+usPIWnEfaF2Fd+SQcVXFPoRpLTjNfvuQZfhztIRysbwYUJy7TQsmRsBuwWHv6gpIHi0aCbbvX3UwUhm4lonpcF+VqojtGaVlLoRkqshc3Lrx49rzH+ioYn56Nwk6ymNtUsuvZsPnhW57exptCN7vHWjkS8I674+NbJuCzLHxBCegJIl2X5XUKIA8AVUU6iJJ+LTX6mK04xeA/fMhApsTa8ueBnMPEcPIGQhhTWL8XFWpiAQtgUQhL6JCuqFhyANYVu1qpLTbDj2clDYTfzeP+B68BzSvKpThJfPnAGC/L7aQiiyydkolu8HU+8Wa7DAW+dlWeIPVxflItbV/0DozNSsGRshi4JWT4hE0+93SZrN2/zEWwPVyV4Tqn4zB3VF13i7PAHRdy3/ZgOW7mmIIdZ1Ucmf0atWgovuXNkb9S0CEhNsGFybk/Uh3V/UxPshtV3SZZZVTNyYpdk4FxNK1buq2BJ8nh3GpJjrJBkpeJ/uSoxVePwByWWoBt9T5dYGz5YOAqyLGPrR+dw7y/7t1sSRwh042DV1GwGwzlb68Wezy7o7v+aghwkOC1s80fvw9zNR7C+KBfzrr+KwXEipS7p7xdJqjSSo1Rv0uiGisJj6GueQAiNXv2GocYTwL8ueRBvN7P3P3yLokK0r/wSNszIZeNld1klOsVYcN/2Y7pN9IpJWZp7RjG7LquJSbglOi1IdJo7FvsrMIzcNR+4sT+DBq7cV6GbE6mRlMPCo/i6vmj0CpBlWfe+J8dnQpTapDyBtnl3W3EeVkzM0hCeqxoUs54klwX+oCIZSw3h1OP2+X3/wpTcnrCYOOwuq8Rjtw2CiSewmDiMzkhBtzib7rmPtmmOVOPadPCcMl8CMHEcNs7IhSQDJp5cdk2ralDI4bQzWdcqwGnhNbyplfsqNNb2tGAREkXNhmN0RgqDwm2cmQuPPwSbmcfyd77QkO3p987dpEhMwvkjDpyO6Ih2iO/iwDkLirlOIoC+UCQESxClkv1/KTiOoH/nGHSOtWJtoRvP7fuXZsKb/fNeKBzRGyFJQozVxHTDZ28sw+vzf8YmD7WmdrLLisfHDcK8cGtx6bjB6JHkQEOrADNPGAueTpS/G5sBUZRxMWyaY9T23zorTzNp0spvSDI2emjxKzJ1e8urUX6hBcsnZGLZ7UPQLd4Oi4nD/C1HGQaafkYQJUx76TDDJfZIckCSZFhNHJPaUjuSygA7Rsn+U5qJt8YTQILTjK2zFOUVikVWn4/iDqkl/UQ6haYmKMoePiGE0sf1wgwAACAASURBVKJhaGwNopPLAlEGbGYOJo4g3qFYMh8+XafT911dkBNVMz3RaUFyjAV2C4+UGKXCZET0XD4hE/O3HmXEx4nDeqBXorPdkjgCoqmMS7IMUZI1HZY1BTnoFGPBs5OHQpRkNPqCeOTVz7FikrGzX6NXQFCU8PyUofj8QgtK9p+C3cxhW3Eezocr7WpSZaMvCAvPgSPA2mlupjWsTtrVx4+s1CXHWBHvMBkmOpRAS98LAM/eMRQXm/yaTeraQjcCQZFtotXHN/Ha6tvyCZlwWHjIABaFFRxSE+z469wOd7+felzO0j7a+09Wt+jG5MsHzmDOqL5M5tITCGmw4svf+QJ3X38VWgPQ+TnsnjMC/rArryzLaPTp1bOqGny42OTH5BcP6Tavda0CQpIMq4lHSaEb/qCImhatHkJNiwCHhcf9YULo3VuOsE3smoIcOK0mnbvxsj0ndMTKFROzIMkyds0Zwa5rSm5PFF/XB183+mE1ceA4Ag6ALCvcoZX7KnT66pHXRTtdm2bqvTHMJo7xm7yCCJeVR0iS2YYjNcEOWYbm+X0mvGHeW16NmT/rY/i9oR9BRrYjOqK947vAVO4GkAuFKAlZlisIISmX/8j/neA4gkSnFfF2Cx67bTAmrVWS5UnuVIzN6q4hR64tdGPWz/ti5yeViLWZ2IKvJkkuGZvBEsKqhjYoyPqiXEZAA5TJZtV7FVh44wA0+YLoHGuD3cJpJiVapZdkGaXTh2HPZxcQazMhJcYKE8/hy2qPYaLZGgixf1c1KA6eU176CNlp8Vg1NZvJ2qk/c7bWa0gIKil0o3T61Sha/wlmbyxjFQ6OEGwrzsOTYYJPotOsSRCbvCHc9bJ2Qayo9uBoZSO6xNp0FZi7tyhmM+UXWjRJJZXmWnTTAIQkSaMUQCv8NZ4ANszI1RlTzNt8RMHjRyxYJYVu2MwcHrl1EE5XN8NpUX5LtdsjVaNZuPMYS0IX7lIUD2JtZqTE2n6YAfkNYeaJZtNROn0Yq4DT66akLcpPAJTfWIzSYahrFbD0jXJsnJHLTJwcVhMCQQleQcS+8ktMtcZuMcHMEzR6g3j2fyow69reGiOspW98rtnoGVXqQpKEWJsZIVHWVLtfPnAGRdf0xlNvn2QL9n9u+5QRbdXXOHtTGZbdPgR/mX41zqsMkDq5LNh8UJGH4whg5pVN25naVtYNokorQkhCKCT9oDKVHfHvxzdZ2hsl6XWtAkvEAS0sjTrPPjlemTfoON1erBQ7jJRF5mwqw9Jxg9k8rrjK2r+xI0Q7lJ5AEFsOfYWpeT0QYzOj7EwdfpaejKcnZeGrOi8jSC6fkMlw1pTnQ/87d/MRQ4O4veXVuO+X/bDs9iHoGm/XHO/J8Zls4/n4uEEQQjJMHEFrIASOQCOrSOdRdeGCrj1JTgtSYm14/Z5rFFUWAs17npqQyarbDvAQRAnP7avAlNye2Ftejb3l1Vg7za2zvL93xzFsK85D6fRhzO1XB3XhSMfz2RFXfHyXZDwgy7JAwqBiQogJUTS9/y8HxxEN6WTOqL665G72pjI8PTELd99wFZ54sxyrpmajoTWInkkOLBmbgZL9p77R3pcGdYlUyxeWFLqxc/aIsNyTgnlUK4msKciBJMuY9pfDWDExi5nhaOEjbkiyhK2zhqNbvFKRsJo5vHf/dfAHRRBCUFo0DEWl2u9d8t//jGrUs3FmLpaOG4xOLgukiAoHlc6qavCzCddo8qUL4tI3yiFGIfe0+EMalRdAqb6vneZGZb1Pt1CW/uMMVkxSKkE8Z0y2ovd+48xc+AQRTqtJo1iwptCNf1RUs/tICaxrCnI0iTg9XrzDDH+w/RQ4/CEJbx47z7D2XBSSWc8kBwhRxlmNJ8Cu84WpOazNTDsSmw+dQ1WDj/0uC3cpyjejnt7PuA2r3qvAnSN7ayrZL0zNwfJ3TqKmRQgbOCkwJPWG6tnJQyHLwLv3XYtTNa1489h5TBzWE56AiKoGP/Z8dgH5GZ0RbzczbeflEzNRWe/DH9/6AkcrG6MSgrvFK4m+Ws1lxcQsHD7biJuGdIM/KKJrnLIJ8QclpKe4FKdc1fOydpobA7vEdsBVfoJR1yrgmf/Rcnme+Z+TWDY+E5eaA4ZJuiRJhv4GVBd/6bjBUQ2vusZZDT/rsCioTPpsPDNpqA7GRedB6hpLO06iJONXOd2x+v0vsWRsBgZ2i8OkCJ7Q0++cxMJdx7Hs9iHsfOh/aVIMtFWx1ed+rt7H4JUL8tPx9MQsfFnjYdc4OiMF9R6tV0Ikj2PhruPYODMXF5v8eHbyULz44SlDaVQLzzGXTSp/K4iS4XtjbW0pRrQ18XyDMqe/MDVbp5q1psCNjQfO4M5r+qBbvJbs2hEdcSXFd0nGPyCEPATATgj5JYB5AF7/YU6r/SIYFFnlcGSfJFhMnCH+r0usDaIko+ia3giJsiYReHJ8ZtRdfjCkfT1a4kurMEbygLTiWRWGDhjBRxIcJoiyDCEkMTmsSFLOc3cMxfIJmeAIQaMvCJ8gRlVeqWpQnEKL1n9smGTP3XwEy24fAkDBAta2CEiOsRreu6uSXdg4M1eHNaYLSZzDjKp6L1bs/RdqPAFsnaU4jnZyWUEINOe8r/wSxrtT2cYgGpGIYkYfuXUQOKsia1h0TW/M/FkfhtVceOMALAovht3iFaKiJxAy7CDE2c2wtmOlhiPADQO7sE1ctOsWJRlNviBWTsmGhScIShKu7t0Jr39apalGv/C+kmQ3+gRcbPIDaCPHAop1Pe3gRBJhaSsdABvLaqm4eIcFFhOBVwjhYpMf3eJs6JLZpnmvTkaOVjYiOy0evx83CI3eoEbuMxoh1cQT1LQENGPt/p3HmF5zfauAwpc+Yt9l1D3p0Br/6YYkGSd6wZDEEnFA+R1nbfgEr91zDWrDXR71+18+cAaJTgue31eBX+V01xhevTA1BxwBts4ajpAEw8/SZ4F+lyTLiLebsO7XV8Nm5nG2thWPqDwX1PCUpW+UY1vxcNw5sje+rG41lHylcBSbmceaghz4gxJWTc3G307WYMWkLNS3CvjiYguOnK3DiklZaPIpBl6piXYsf/sLAAo/pk+yk3k00OszsrI34nFUNwcwZd1H2DprOBbdNFDXxaXSphQuSYnxpdOH6dYx2hWgEe35DYrKxikoykhLsGvgQBae4PDZRhTkqY26O6Ijrrz4Lsn4YgAzAXwGYDaAt2RZXveDnFU7hBqT+MSb5dg4cxhaAxLuePEQw08/PSkLFxp92HDwLM7UtrJJKBIe8PKBM1g8ZiBenpGLmpYAZFmGmeeQHKMkk+pqitoSnEZVg49VYaJVA+nf1fhmaoazYmIWfv9GORbdNJARapaMzdCd52+2fYpltw/BlJc+AqAkwyWFbtSETRb0Sc/lzZG6xttx518Os8RfnQCpF6ev6r0oWv8xRmekMHJrdAa/FdXNAY076fIJmawN+9KdV6PBG2SJmBFpkZoR3TmytwZTrT7Ok+MzYTNzOFrZiMKXDiM7LR4rp2Sj2R80rCJvP3wOvx7Z+/sbgP9GvPT30xpIUCSBanVBjs6giZLOlozN0Ck+lF9o0WiIj85IASEE24vz0CXOhnnXX3VZpRkxbESkNiCpaxVgNXFoDSgbCPrdRh2TDTNycf+OY8qG0GFGUNTCaYwIwaumZqPJF9Jthp9+5yR6JjlQWe/VjftoZN4OrfGfZogyDBO9bVGwzT5BNISobJo5HKvf/xI7yqoAAFtn5SEkSTDzHDYeOIO1fzsbns/1n90wIxfN/iCreKcm2BULaEIQazMxZSIa1LzHYuLw9Dsnw38jeHD3cTw/JdvwvKnkaOdYG2rDePY0pw3XDUhhzyrtUKm7ks9OHorf5PfD4+MGo84jaLTI/zQ5C7IMyFG6kCmqzacaSsYRhaNj1CEQZZnB+eizpHRFDTrBKj+E3WWVOvWY1eEur9oRVw07XD4hE4/dlgGb+YrQiuiIjoga3yUZny/L8nMAWAJOCPlN+LX/0yFJMs43ehEIyTDzBDUtAjjCYc6mjw3x05SZDuiTZQo7iVRCeeLNE6jxBLC6IAcffFGNzXcNhyjJsJiMlShoyzRaNYFOmhTfvHTcYKQlKlKFVjMXvoY2g5NoCXSXuDbMc40nAEKA9BQnI9WpiZz1ngDD5hqd01d13qiJP12cbGaOYXZrWgS0BhSdWp4jOpfLOZvKsGnmcEMyK4UD1bcKusT7lSPnmTEFdZkz6kCoK0MP7j6OLbPyNPciEJLg8YeYdrzNzDMy1J0je2s02tsjjNRUdhTnwR9SyLI0EQfarnd90TC28BsmMkGRtbXn35COOyPGMWBsOpXotOBcnRejM1J057W6IAfxDjMK/vwRRvZJQkbXWMOOCSHAsvGDwRGC5/d9iXtH99Pg/Gs8AdgtPLbOysPXjUpXyOMPGSpaLB03GCaeoEusVWUNLuNikz9q16pDa/ynGdESyWjch2jwN0mWUVHtQXZaPH6Vo+UBrZiYhdvdqbCZTYafbfIFMX/rUbaRXD4hEz2T7DhX50PXOGNpwbREOxbubCMKCyGFaO+ymgzPWwZwzw3pmvPaMCMX8za3Vf/Hu9M0Xg5VDT785/ZPsWFGLqrqlaRYgTFCU0BYW+g2JMbH2Mzs/9dOczPJQZuZAyHEsENwscnP3IoTw8ZD1VEKOFUNXmbMVVHtwaaD5zQJfqLDjDvWaR1x1fMy5eekxLQPN6cjOuLHiu/SZ7/T4LXp39N5tGs0+wX4gyIq670IihKWT8xiWrCLbuoPISRhxcQsrJ3mRrLLinmbjyA/ozOAtmSZRrSkb86ovqhqUMiEw/ok4YuLLbhhxQd4pawKawvd7BiUsKaYz7RVA9V/Lyl0I9HZZtJADRMW7jyOovUf454tR7EgPx1S2K0zOy0eiU6LoamQWdXKfHbyUMTaTLjYHEBIkrBrzggs/Y/BWPLqP5G/4gPcs/UogiEJ/bvEYOPMXJROH4bstHiGlVy5rwIAoprF9El2MsIUVZ55YOcxXLd8P+548RDuHNmbnRv9DFFtKNSvx9sV9RSjpH/MkK642OSHzcxjadjiPVoHgip8VDUoVvL0XqiNhxbuOg5CCJ548wTqWwXsLa/Gg7uPQ25HxoRsUC28Z8tRSAAqqj1o8gUNJSIt4e6Getxmp8Vj7TQ3U144sPh6PHrrIJ1qw8JdxyFKsqHZUMn+U7CZOTx8S4buvOZtPgJCgJF9klA4oiemrDvEjFceuLE/G0Nna70w8zxsZh4HTtfhbG0rEl0WJre5ZGwGHn+tHCFRwv07j2H2xjKYec7wd+2R5MDmg2dht5jgspox7S+H8Ys/fYjFf/0MNjOPv0y/WnMNHQ5/P90whxNEdaQm2OHxh3Rz57pfXw2biTd8/7k6Lx64sT8eunmgbt5478RFCCJwoclv+Nnq8HqgONVm4JUj51HbIuCBncdQWe81/ExlvY8l4k+Oz4QnEEJqgiITG/kMrSnIQc8khy7RjuziXG4TbTNzWPLqP/F1k18jO1jVoPCclowdhNEZiubC6IwUbJiRCzNP8LdF12P3nBFIdlkhA3hm0lDEOyyGxmeLxwzEhoNn0T3BjgX5/bD8nS/w5PhM7C6rNJwXVuxV3JErqj1Y+kY5dpRVYfbGMvb8+0PGGyf1vOyw8BqIUEd0xJUY31gZJ4RMATAVQO8Ix80YAHU/1In9mCEEJdR6BNbq3jVnBIKihJ2zR8Bu4VnbUt0Cp5NFZOv82yR9nWNtqGn2AgDy+nZCSJI0klBxDjOSY5TEoMYTQJLLgm3FefAHRdR6BCS5zKiq92PjjFwQjuDkxRYNGamqQSHuBUURawtz0OwPaQiitMJRdE1vWEwKqdPEE7T4gpiyToutVU/IyS4rmv0hzN6k1eWNsZlQ3xpAjSegcXOLrJIIIYnhNI02LWrcJMWPc1FMIxp9wagLU88kB5r9Qbz+aRW2F+chJMmadmnkcej/x9rN2DVnBBKcFjy554SmqkyrrfT9VQ0K0bG9gkJC1FHV4IMkydhdVonFYwbqrnd0RgoEUWJVLarJblTJNkUhwpp5Dsv2fKGzDj9a2YgdZVV4Zd7IqFVMIzJ0ZDv/sdsGIclpUbolhMAfFGHiONhMHPomu7BiUhbMJg5rC3Mwe9ORqJ2jhlYB1/bvjBMXWnT43Plbj2J7cR42zswFRwjMPIcUV4exyE81eA4MgqXu1Jl5RZpvfZGSVJp5DslOCxp8wcvq4xvBWyZc3QPL3/kC829IN9Tm3xjW6K6o9mD2RsWwinYOXTaT7jOUsPz+A9fhfIMPT79zEs9NUTg6tR4BWw8rFeKUGCtcVhMEUUIgqJeojTS5ijbeLTyHoo0fX7brdanZj7uvT8fCG/vDK0ia7m1J2Fxn+dtfYPGYgawYFXkMQoApuT3BkzaX4poWQYGlOczYMisPDa0CYmwm1vUCgN1llTo1q2cmZcFuvnxnmHaBTXyHkkpHXNnxbWAqBwBcANAJwArV6y0Ajv8QJ/VjhyDJmkpJUJRg4gg8gRDu3fGpYfKQ5LIyhQqX1cRa59ESUfXkcra2FZlpifj44XwIIUmHN0xNUCQQ5466CnF2M7YfPoecXkmKvFSMFUrKoKipROJv6efrWwU88eYJ/GlyFkue1ddQOn0YFu06jmfvGKosaoTo3hdZlTGqRFOyaYLTzJw+1W5udOJ9YWoOdn3yFVskoy0YSU4LstPiGX482WU1dFd86u2TWJCfbnivAeDx15SK+NS8Xij480eY7E7VmS/R49BKuCTLSHRaYOY5xNstTPqOwil6JDnwQBhPnZpgh5lrvwWCj7K5MPMcfpPfD9sPn9MlJJTEleyyYs6ovugeb8OimwbiqbdPaFrHq96rwCO3DjI8vlcQmdIMxaSrlWaMTHxo1btPsjNqx+Q/t32KGk8AMTYT7lC16VcX5ODI2Tq4eyXpzFlWF+SAADoc6gtTc+AVQnhw93GsKcgxxL2GJBnTXmpLRqgKR0dC/tMKSZLR4hMRkmQ8M2kobGZO55763L5/YW95NUZnpGBBfj/M2VSGkX2SNHAmdbGCI4oiicPCszHBcwTj3WkswaaJcozNDIuJYM6ovvjNL9LhD0p4/4HrYDPz7Dm6Z8tR9hlKoA+KEqas+wipCXYsGZuBGk8Akgw89fZJrJwyFPNvSMfzYWWi+VsVeUEjEvbuskoNZ2V3WaVuHnthqoK7pt+f6LQYQlIokbR0+jBd5XxO2Fxn/g3pkGHsdJuaYEdIlOGwKPrh9G9HKxsZCfSVeSPxq9UHwsn2UORndEaS04LkGCtibDy2FStOyjxHYOYITl5suuy8vHxCJpJjrLCaOp7Ljriy4xuTcVmWzwE4B2DED3867RORVUYxnJyvmGhsjtIjyYEdh8/h+anZEMNVVxNHEGMzoTYsHzc3ogLwx7e+0FRoHr5lILrG2aJWOAmA5Bgrfh92q4zU/N75SRWWjhuMAV1duu9bXZCDGBuP+0f3gywbwzwIAR6+RdEJD4RE2My8DsdLneLo57vF2w2PFe8w454tR7Ft1nA4LLzOmKjRF0Si04xRAzqDQA5jAK2Gk32c3Yw/Tc5iiVJVgw9Pva1g4vskO1FZ74XNzOHpSVmo9wgGUlg5uNTsZ8eTZJkZYLgsHFsMzBxBsz+IxWMGwGriYDNzmBruClCS1LwIt9LWQIi1nUsKFchSe4WJI1hbmIPqsEmIog1sgyhLaAmEMGpAZ8TZTZrfgJIvqxp8zNzDYeENlSr8QVGX5K4tdCPJZWEOrRYTh9nX9dVIGHZPsBk68R0+XYc+yc7LdkwoMTZyY/C7sYMwNcJhljoC1nkEJDrNeHbyUABAotOCN499jbFDu6F0+tUQQrIh7lUtBVnVoKhwdKip/PSirlXAmdpWxNhMLJmMhF+8PCMXRdf01vgW5Gd0xpfVHmw9fA6/HtELyydmgicEXkFEgzeoIfyuKciBzcSxrmZVg2L89cCN/VmirE4S1cRCOo7oM0Xj9XuuYZv57gl2/HXeSATD4zwQkrDx4DksGTtI45y8cl+FrvBw58je2HzoHOtEJTgteOvY19gwIxct/hASnRZIsoQWv6gZ56sLcgCAkbfpulPV4IPFZAztCkkyaj0C4BFw5GydjrheUuhmPJRo6k0uq5JSJLussFt4LN1Rbnj/Xpiagxfer8De8mrc/4t0bCvOgxRO0gkBVk7JBoGMygYfQqKE1oCIJNcPOtQ6oiPaNb4NTKUFxnriBIAsy3Ls935WP3KoIQzZafHoEibk0JYgrYAw10lZxi8HddUpczz19klmTBMJO/n9uEH4usmvkbsClITbaFL7ssaDtAS7oUXwnE1lWDI2A0XrP8ah396A1kAI64uGgScEF5v9ePPYedyS1Z0pVxgdv7K+zYhIwUe3qW68MDUHVhNBosvKErJkl5Wx/ce701iytLusEi6rQnoKhGRU1iv3Q10todUhAGyhyU6L11XPnxyvGEc8OGag5nyPVjaiaP3H2Hffdeya5m/9lB2HLlSdY21YoHLJTI6xYttH5/DzfinoGm/H2TovVu6rCC8G2Wjxh2DmOSS6rJpkz4gktXDXcewIY5cprKE9TSgcVgLZQzRJxTOTsrBo12dMHeZcnVeTvKyd5ta1vJNcVh02nCpVOK08Ns0cjiZfEDE2E5aFoTvqpHbe9Vfh6YlZSHZZIckKaVS9EfMKIiwmgluyujFt4siNZZzNhK2zhgMAru3fWTcmLkfgS3JZIMsyOsfaIMnKxnhMZlf811snsHjMQMzeZCDNNjMXJp7ojtehpvLTCyEkYs9nF7DgF+lIjAIB5AiQlujQEdYPn65jlXJ1krpqX4VmTMzdfATPTBqKJJeFPR/RuD/U/8ArKPCpBKe+Ezo6IwWSDF1yfK62BWsK3eA5gjFDuuJSs599jioQ2cw8thfngRDgs/PNzMU2P6OzQvjnOVzbP5lBTNZOc8PCczoo1rzNR7BtVh7uvj4dF5v9rDNAN79Ga4KJI+gaZ8Vf/n4W00b2wvP7/sXm1uQYK94/cZFV2402DnQTDwAL8tOjEu9nbyzDC+9X4NFbB+HhWzJg4hSZ2mZfUHO8FROzUPqPM5iS2xP9u3TwOTriyo5vUxmP+TFOpD3DZuHwzKQsrPubgp+lCWXJ/lNYNTUbwZCkqfStnebGix+eMpxoAGB66ce6iW7puMFMelBt9/3ih6ei4hufmpB5WQz66IwU1HoUEpH6sz/vl8KSyWjW7lTRpKrBh7nh5H5veTWqGhTd6NLpwyBJCo5x44xcmHgOgZBoaDUPKKoGMVYe6Z2dhvbmT79zEovHDNC0Nqk2ev/OMTDxBE2+IH47ZiDON/oMFwubWdF8Vxv7RLZI1S6Zq6Zk49r+nRk+vlcnB565YyhqWwJ46/jXmHB1D9S3CiBQyIW3De2GLnG2qKTAoCQjEFJ06NsbztDsk3SL3b07jjGVGSEkoUeSAxtm5LIkOrLFvbusEg/dnGF4rTUtAczfehTPTMpCSJJ1bW2K779ni6IwkRxjhcPMazZqy/YoEJZ9913HiK81LYLGKXDJf/+TqQylxFg1CVCyywohrDdsNB44Qgw7R8snZOLXI3pFlTDkCdG409Ljdaip/HSCSs2aOYJf5XTHHS8eilpYCIky6jx+JMdYMfvnvbD2b2dhM3MYl9OddbuAtiSVznU0qhoUpZWS/adY8SEajK7JF2RW92sKlKJF5Hz38C0ZKPiz/ntfnpELh4UDQNAjycGck6M5Hu8uqwQA3d/WFrox2Z2KFe9WoGT/KTw9ybiD2+ALwiuEdJ2hdR+eNlwT6loFJDgsGDOkK5sj6H2ijsvv9kthRZ9XjpzHxhm5qG4JoNEXZGtaaoIdvTo5DM8pJcbKFMcoPLN0+jAA0G0o7t95DBtm5EKUZaS0Yxfy/1r0Wvzmv/W5s8tu+Z7PpCO+S3wXacPvLQghaQA2AOgCQALwoizLzxFCEgFsB9ALwFkAk2RZbgh/5rdQdM5FAAtkWX4n/LobwHoAdgBvAfiNLH83Zl2C3YoucSJrGya7rGyCDYkyS8SBNoOQZbcP0U3oik24sS54n2Qnds0Zwey+7xzZm1UrHh83CNuK8yCEJenWfXgaRysbIYgSk46KXIC8gqiZ9GllxWri0DnWxpzV1EnvgC4xkGXg3u2f6h0lwwRT+u8mXxD+kIR1fzuFveXVTGkjsmI8L2zRvK04D76QhKAoY/8X1Vg6bjB6dXLAynN4+cAZxVLZZdG4x1Hs8bbiPDR5g6huCaB3Jyc2HDyrWyzWFykTts3MI8lljImsbgloriHGbsbq/V9i3vVXwSeIDPpCZfvUpNY1BTl4/r2Ky7ZgqcmPLCsKPPGO9lsgQlHgTSkxxgv7/aP7I8ZmQnVzQOmicARWExeVIEvVI+7dcQwbZ+RG3RBWNSg4fwtPNDCC1ARFatEflGDiCeLCm8e95dVoFUQmmUhj3uYj2DVnBDaGF99GbxAmnjA8ro5UV+jGpoNnDDtH1Dn0i4stxkk8R2ACx8ZijSeAkkI3ElTPQEe0X4RCEr5u8qG6JYAucTaU/uMMlozNQLc4mw46EamlX1LoBgAkOS0IiMbPSJLTgknuVMy6tg94jkCSgdZAEDvKqlBR7cGy24dEtbqnlV9aUV9flIuNB8+hdPowmHgCE8dF7eTwHMH5BkVas2ucnSmQCCHJsPu5YUYuztV5dX+bvakMm+8ajsoGHyqqPezcIs+1tiWABKcZm+8aDjNP0BoQ4QmEkJ/RGa8ePa+RHHzqbaVYEmeXcVWKE8tuH4IucTbwRIHzBUVZJ9dbkNcDtR6BbU5emJoDm5nD5ruGM1WayHOKs5s1fhIANM6mkffMxBHE20zt2oXsiI74MaJdknEAIQD3y7J8hBASA6CMEPI/UKQS98myvIwQshiK0dCDhJAMAHcAGASgG4B3CSH9ZFkWaXgSrAAAIABJREFUAawBUAzgEJRk/CYAe77rCXkCIlrDxgVVDYpeK1VbMJokusZppaxoa5JW1Y2qePEOpdU23p2GV4+ex5xRfRVijSeoq4w3+gTYzTy2Hz6nW4DWFrrRyWWBNyiyRDwyAaPVb3XSu3TcYKQm2A0dJSnBlP4bAOZuKsPyCZlKtdNhjnovJBkoeFFLutt08BwOnK7DzjkjcOvQVM31qSE9D9+SAUmW4bDy6GNzQJJlPDhmIOo9AtP27hxrRaM3yDoONBkDoDG0odV+eg1WE4fx7jQ0tAY1VRdK1FIvcHNVFTOjFuwzk7JAAFy3fD/rjsTaLO1WIY+mDuOymhjOlV7bnPDifa7Oq7umznE2w3YzbY9XNfiYyUfkdzEYV4wV5xv9rENDCbg8IZquTUmhG7N+3hc2s77zkOyyoqYloKkwUrvuo5WNGt4ARwisJoK1fzuL7QO7GI5JjhCW7ERuTJSkSPnMUxOGoNYjgBCgwRfswIy3c0iSjJPVLZi9UTECe27KUE3nY3RGCjbOyAXPEQRCkk5Lf86mMmyZlYegJOGrOq/huO0aZ0PhiJ66zfgkdyp2lFVh8V8/w9ZZww2J4+qoavDBbubwq5zummNtmJEbFQYSZzfDxBMcPl2L3+T3w3P7/oVFNw0wHMNNviDSEo0rzDUtAczPT8dX9V48aUCYX1OQA08ghNXvf4m5o/qC5zhNR5NulKVw3So5xgKvIIIjQLMvpDHhWV2Qgxc//FK34V06bjD6dXbh/QdGwcIrWG9JBjPKi1y3nhyfiWV7TuC3Nw9EssuKZbcPQY8kBzhCUHHJY3jPTtW0IiXWinh7h9pRR1zZ0S7JuCzLF6AotECW5RZCyAkA3QGMAzAq/LaXAewH8GD49W2yLAcAnCGEfAkglxByFkCsLMsHAYAQsgHAf+A7JuN1rQJmbfhE0wZ96u2T+NOkLMgwrjpYTRxj5HsFEb07OVH4kuJ8Fjkxri7IAcfJsJoIbGYeu8sq2QITzY1wfZGy4Nw6NBUrI7B7rx09j+1lVWzSj4ZvXDpuMMOF0wTrD78arCPm0aowvbblEzIRYzNhZJ8kuKwmtiBFqxifrW3VVctLpw/DjrIqRdLOADu4vTgPda0Cq+zTBPv5sDKCekG5pHLgpMeYG2b/P3xLBnhOkcBT21tTt0m1MySNaC3obnE2RrqSZBlb7hoOGQBPlIWGEOC9+6+DKMnY9clXSLn2qnZL3mJsHEqLhqGq3sfGYKLTDH94gxZ5bRwhOiWce3colvEr91WgdPowcITgq3qvRnkiNcGOWo9giO9/+cAZrC10w2XlQcLHpBtDf1DCwl16xYal4wbDbrHqOhsL8tMNdc0pxpTyBrYX5+H+ncew+a7hbENgxGMw88Dd16fjhfcr2LOT5LSA5wkmlhzUJFgmjtN1hzqifaK2NcAS8Qdu7A8hJGvmtr3l1Si/0KJ006Jo6YdECWaewGbmDJU6AOg6fHPDc1ajT8DiMQMhhpVP1GRiWj2mkZqgGPWoeTBzRvVFiz+ETTOH449vlWvmspCkbB4eHzcIA7rF4bl9/8J4d1pUGFZ1SyCqsVFdq4AklxUvHzijIcwnOS2Id1iwcOcxxp1JcFiZGzKgbHx9gqjZaFBjrjqPgHsiNvPRoD1UVeV8g5cl7+/dfx0raHEEmvtH55VHbxuEh24ewGChlHsSuflZMTGLOSR3kKs74kqP9qqMsyCE9AKQDeAjAJ3DiTpkWb5ACEkJv607lMo3jarwa8Hw/0e+/p1CCCkJjBpffbSyER+cvIQxQ7oZVkg4Dhry3MaZuWwSorCQeLsZPZIcCIkSgiHgYrMfnWMteHzcYHxxoQUrJmYhJcbKICXsIhp8AGQ88eYJ/NevhuDhWzJQ06KQPl/88BTuHNkb752swbI9J1BS6I6agPVIdGB7cR6bCGs8AVh4Dm+XX0DpdBVUgQMeujkDS8YOAs8BXzf60eIPYX5++jey/UsK3Vjy3//UfTddYKLqYcsGC2IEdn3u5iPKYhIFN+8PSnhg5zEkx1jw0M0ZeLkoFxYTh2ZfEA1egRH7KDaTHsNIq9eIdFVS6MZK1eagpNCNFn8Qpf84g3tuSAcx5DX/OOEPAs2+CFWIQjeSXcawpmi/g8PC42hlIxbtOo5Hb8uAzcxpNjVUQYUA2DlnBAJBCRxH4A0EMSW3JxKcZhyvambvpxvDaEpEDgvPKvVqFZYeScYVQHWCnJpgR/d4G0qnD0NrQEl49n9xUcdjWFvohicg4oX3KzDenYYkpwWdXFaEJAnT1mkJnQt3HcfWWXlY97dTyOmhrXx2xI8fdC5bMjbjstbxlLxrNNYtJoJGb4hJo66ako0ElaFTNIiXxcTh7usVq/nlEzKxID9dI39Y4wkgJdaKtdMUPPeC/H7suTLqTq4uyMFjtw2CLANmnuD2NQexZGwGfILExuve8mpMcqfqCiRPjs/EkbP1uHFIF8O/vXxAITaOd6dhb3m1hjuz777rsHjMALaBePgWLSHeSKKWwg1jLiM5qw4KleQ5gt6dnHjpTjecFhMIIQyO6QmEDGV3ZRmM30LvV02LgEU39cfGmbkgIKhq8DLOCYAOcnVHXPHRrsk4IcQFYDeA/5RluZlE9xc3+oN8mdeNvqsYCpwFPXr00PyN4mbV+OrUBDsgKwn3vOuv0qijJDoteOw1rXX72dq2liidGNW6t3QifWZSFuIdsiaJUkNKgLb23N7yajx6q6QhAwFA+YWWNrvgmwYgPoq2OSHQyP4tn6CQd8Zla9uqaskppSXZhhNXH5PCBbbOykMgRA2ILIawF44QbL5reFRMshQFVxmJXe8aZ8eZ2lbDY3xV78Wjt2UgEJRY5YfKEtJKzeiMFCy8cYBmE2Gk1WtEupoTsTmgld27r0/Hm8fO49cjexsNte8tLjdmg6KE32zTdwu2FecZwk4avca6wV5BWeSOVjbi8dfK8dDNA5n844UmP34XJlgun5AJh4XHY6+VM7WWlfsq8PAtA7HnswuYn38V1hTkIBC2/I5mTtIYllcUJZnBTkwcQWWDMbyLnl9qgh2l069GvTeoSUzohkl9H2aHf6e95dWsmpeaYMfmu4brnjVaSb33l/07HDi/p7jcuP2m4MPzBe1eRbNZ5wiBLxgylN8kaDOkqWrw4fHXy/H4uEHgwkY10YigHCG4e4uiHMURopujHRYe920/xubJDQfOYsyQrlG7k/M2H8HGmbmoDWPf1fMbfV92WjzGZXfHqvfaOjiJTgtK9p9C8XV9Mb30MEb2ScLmu4azgoyac/TwLQM19y81QVHiUsssRkrURusMNnqDaPEbP7fqjY/6fszfoqhXlRYNw4Umv07S9IWp2bh7S5s85OqCHHgDISS7rOiX4tLI6U5Z9xEAYNecESh86bDm+80/MGb8fzNmO6Ijvo9oN1YEIcQMJRHfLMvyX8MvXyKEdA3/vSsA2herApCm+ngqgK/Dr6cavK4LWZZflGX5almWr05OTo44FzDLeYqvtpt5zN5Uhr3l1Xj8tXIIYpuqQ0iSde3RlfsqUBK2Zs5Oi0fp9GFYMnaQoeJFVUObpFWyywp/UMLyiVlYO82N0RkpKCl0o2T/KaQm2BGMQkKiCThPCGTI7PwBrUX50nGD8cHCUXh5Ri7SEu0ovs4Y0jJnVF+2gIx3K7eaGj+oo8YTQPmFZkwv/VgxbyCK6Yr6u1cX5MBh4VDw54+wYOtRvDA1G6XTh2F7cR62FedhW/FwAIrxRnZafNuPl6DHrhOi3NtIq+WSQjf2fHYBDa1BtuEA9LKEe8ursfydL9At3o5NM4fjg4Wj8LtbMsAB2DRzOF6ZNxJLxmYwvoDRfVb/22HhcfeWI5ic2xM/NITxcmM2WnUvEJTwypHzKJ0+DB8sHIVtxXno3cmBRJcFawx+p/TOTvY71HgCEEQJ9a0CTte0gkCpoiW7rFi46zjqW4NsnDy4+zgW5KcjKEoYl90dU9Z9hEde/RzxDmXRpl0mozGZmmAHAVC0/mPwnLJ77h5v042j5+4Yiv5dXPhg4SgsHTcYl5oDum7KnE1lbLyq7wMlhalfq2kJKN2UG/uzcZeaYIfNzHcY/nyPcblxqw5JklHTEsD5Bi9qWgKQJBlOK481hW54BRGjM1IQazPpxu1fpl8NngA2swnxdjN2zhmBvy0ahfVFuegca0VQkpHsUirYr8wbiRWTsgAANS0BrJiYhVibCSsmZumeBRMfHlOj+mrmFDpHBkXFRXbFxCx4BRF333AV4h1mbJiRiy6xNsPnkVaBARLuvskw8xz7bprE7y2vxuyNZZhQchC//sthzB3Vl7ng7iirwteNPrT4Q4i3mzHencY6nZ1cVs11rCnIQWq8He/ffx3eve9a7JozAskxFs36oHgSaOd1mnAnOC2653D5hEzwHMG24jzsf0CZU0wch8fCxmpVDT5U1ft0Qgf37zyG5BgbthfnYf/CUdgyKw8ffFGNulalCj7tL4cx+cVDWPpGOXsmUxPsTLSAXVOhG6Yf+Nn8tmO2Izrih4r2UlMhAF4CcEKW5T+p/vQagDsBLAv/91XV61sIIX+CQuBMB3BYlmWRENJCCMmDAnP5NYDnv+v5BEKSDh9IDVIArXzerjkj0DnWqnNwq/EE4BNELJ+QCZfVjLmbyy7bqgcQtbUZazchOcaCB27sD8AYs+4VRKyYmAVRklDfGsJTb5/USMbRybpwRE8ERQnTSz9WVCminJO6YkP/f1/5JV3liZIzaUK2aeZwbAqrCfAcYWowk4aloarBxzYbWw+fY5ABIaTIiB04Xaeryq96rwLZafFYkJ+OXp0ckGWFXKSG/ngFET5BRH5GZzgsPHO/6xZnQ7zDojMv2ltejYdvyYAMGWdq2rTGn5mUhe4JdsQ7zGyBVFesFuSnI8mlOHGyNnWM8l2+oMjUVdojohE47WYO08LktGSXFY/dloH61iAcFh4ygB2z89DkCyHObsJX9T74wpVnSmR85ch5TBvRU1MVpHwDh4WHA23KB+mdnRBCMupbBSapuHDnMVaZf/qdk3h6YhY6x1pxtrZtTCowL4LZP++FJm+IWWSPzkjB5ruGs+vjwy64lWFcfJLLGK50VbIL2WnxOFrZyH635Bgr+90A4KGbByoqQzFKxZ8qOqwpdMNqJh2J+I8ckiTj5KUWzNrwSVtVe5obiQ4zZFnGgK4u1lVMdlmZOpPdzKPGI2DGeq3HQ6LTgr+WVeLWoalIclk0ih20Q6ke06umZmPZ7UOQluiAEJKw7sPTmB929I1WOU5wWhh3JbKjSDkMkc+jmeeQ7LLiUrMfC/L7gUDGpoNnsL5oGCrrfehpAM9Kdllh5gkAgnfvuw4Xm3x45ch5jMvurul0ri10o1Vo85gIhEQ4rCacD3eH1N1YukFv8gURFCWdWdrqghxcaPRj4tqDGJ2Rgq2z8iDJMiRZxsUmP36z9VOmU75rzgiEJAnP3jEUVLeM54zVUAIhUeN0++T4TDitJt2m+sHdx/HMpKHo5LLAI4gonT4M/qCIeIcFjV5Bmaec3/847IiO+KlEe8FUrgEwDcBnhJBPw689BCUJ30EImQngKwATAUCW5c8JITsAlENRYrk7rKQCAHPRJm24B/+GkoqZV3Cy6tYeJStGGv5cleLA+YaAroXZKcYKyDJ4jmMSUNFa9bT1Hq21uXTcYCy8cQAW7TqOR24dqJd1C5NtLjYFULT+E2a3XPjSYUYievgWJfm42ORnpj0P3NgflfXGCgO0Iq3+//yMzqx9qnZEHO9Ow46yKnaMA6frsKOsSnO8/IzO7Bpf+vtpnRb0C1NzUFHtYZjdL6s92HTwHGb9vC/sYVwxu94wsVOt0/7Ht05g8ZgB4AjBopv6o/QfSuvWSN+8xhPA6ZpWHZn13h2Kji21iKf3Odll1Szmmjb1jmPMQY5vxwTOxBHNuKA6wMGwix69Bq8g6sZq3xQXToXvvfp1QPnNjUyAng5XAwVRAqBg7NWJtPq+PvX2SWyaORwhSYKF5xiYbPGYAfAKIuwWHlsOncW0kb2ZcRbQRs4rnT4MFptCDqP3eNmeL7AgnCwZwZUW3dQfrxw5j1/ldNeRwOIdJtS3Bhn/gSZ+m+8ajkZvED5BgmRvf+34/5+CkuarGtqIjz5BhNfMgyfApaYAIxJWNSgGZaMzUvC7sYMYvAzQktUn5/bEsj0n8NhtgzWY6PHuNDaf0O8KiTK6h6uv9a0CxgzpCquJYHVBDqQopMmv6ry676VwwS2Hzho6ITf7gliQn85kP5eOG4zDZxtx69BULHn1nzrITHZaPB67LQOV4eOrx/F7Jy5i813DIctAo1eA1cxpFKZKCt34utFvSNReMjYDi3YdZ8UfusHpkeSA1cRh5bsVGO9Wmsw1LQK+rPagT7KS/Zb+4wxLxFdNzYYnEIKJIxry/eqCHEO52bO1Xt1csq04z3ADYrfwzEGVzklxDjNqPQK6RKiXdURHXGnRXmoqf4cx3hsA8qN85gkATxi8/gmAwf+b8yFE1lUKOrksWF80DDUtAR1hMRKjunCXkqw0+YLom+xifzMy3FlTkAMpLBUXrQIT7zDDYeHxzOShSoWQB56eqEjreQUxXK0IoFOMUimMJJ4ufaMcqwtysPSNzzH/hnQsGZuBfikuTAsnndFMgOj1EaK4NXaJtWlwtzRm/qwPAKrZDN29o1bHAFhbNXLTcfeWI2whq28VIIgSxrtTEe8wMzw7fe/cTWVYX5SLmT/rw8ioyTEWJIUrSKdrWlF0TW/dIvTgbmWRtpk5jckRVbGh300XfCqfl97ZpUkS6W+87PYhDGt895Yj2F6c978Zdv+rUHdzusXZIMnQ6AA/OT4T3eLtOhz8wl3KYhh5rxbuOo6NM3Jh5o2NcjrHWiGERCze/U+kJtjx2G2DcPKiR9OFeHD3cU31bVEY/rS7rBILbxyAJl8Qgihhy6GvMC67Oy42+Q2/SxAl1LSImo7MiolZijpGFEOpGk8A24rzdL/b/TuPYX1RLhbu0iZwszeWadSG1v366g6oyo8YlDQ/yZ2KOaP6or5VYAT1uaOu0rhtUqlMl9WE6mbjMeOw8GjxhzDenYagKGneQ+fZy0nA1ngCeO4OpTIbFGVdAWRtoRu/MyCq0y5iTq8k5lipLlz8ekQv9Ehy4IEwhMNh4TFnVF+2OYhcIxbkp6M+QoqVjuMts/Kwal8FDpyuw7ZZebhjnXasz9lUhvVFw6J2Piknaum4weiRqMjIPrlHcao9cLoO+RmdDe/R2kI3fvOLfqhq8MHjD+mkYmkRacOMXA0pe01BDh559XPduQQNHECjOXZuK85DzyRHB5+jI674aHc1lZ9CSBLw0t9PaybS59+rwCO3DtIlLWpSH42qBh8IlEmfJ22wksjJjyNASJJQ6xGYq6VRBSbeYWbuZOo2rBCS0OgL4rHXyvH0xCw0egWUTh+GeIcZiU4LNt81HKKkYBJ5TqlwUIUQCpmpatCqvXSNt8HKc3j2jqEw8wRf1SvXYuE5JMcYqxXQiv+T4zPxhzfKseimAdhenIcLTX7UtQrYfOgc7hzZG+UXWhTL9cu4iNLrpXq0kaRR+l4uTEZNdlnx0M0DYbfwmF56WDPxU1UaWv2Kt5vRPcGOle9WGJocpSYoEmE0qHzeBwtHGZ6Dmec0/xal9lNT4TjCujlrp7kN5TE33TXc8DqiKatwHEGXOJvhb3621oueSQ7WjVAnDOqkuMkXxISSg+w3iXOYsbe8GjN/1geTX1QEkdZOc7MNkeH4t7eNf3pu9+9sk2HcOisPXzf6NHJpAKJfl8omXf262mxk1oZPLiufRh0hhZAIi4lHkrP9NOavhDCbOIzOSEFBXk/NJnJNQQ5cNmVZKp0+DHs+u4Bx2d2ZVGa0MeMVRCTHWGEzO3QQLjpfRZOApRvz32z7FDuK81Dw50MM+kY7orF202X9GZKcFsPCRfG1fdHQKrDKslcQNUWYSCdiQhB1k3qh0cc6kKHLGAtdrhtb4wnAZubQEghi9ftfYv4N6fAFRbYpMbpHszeVoXT6MJTsP4XFYwbAzBs/T02+IDbOyEVdq4BEpwWeQMjwnllMiuO1muwZTU1JkmU2HjqiI67k6BjlADgC3De6H0wcD44ASS4r7hvdL+riHk3mycwr2FN1VaXGE4DLyiMkSWj2hWA1cxpogREm+7/eOqFbMJaOGwxBlBhUAwSIs1sQEoHWQAiiJKNrnA0cIZBkGZxM8PzUobjjRaUyqobMUAx8aoKdOWdaTRzO1rbqTGHWFw3TtUJJWD+WJkLlF1rwzKShEESJJYWNPoFZGVuibDq8gojVYUtpilGMhoUGEMbjm1DrEXDvjgglkTC8Z+W+CsPqV0W1R6NWQ797VVhfPTstHveP7ocucfaoC1okubQ9kzGbiftG627+Mko2RtrcF5r8SAv/xpEmVE+/cxKP3JoBryAiPcWlq8rRLgTd3NDfZOPMXJROH8bcV/d8dgF9k52GVUFaARciKpv0eD2THJgzqi8uNfs1BDt6XdGVe4x5F+rfs6rBF1U+zQjf3FFJ//dDkmQEgiIeGTsIF5v9jG8AKMofcyPUcj45U4v8jK5YMTELkizj2clD8eKHpxgHJdFpgSCKWLbnBB69dRD8IVEzhql6UiAoapJs2tGh1e1klxWB8Nij3RMar8wbedmOYjSn5ESnBZea/exazDzwdaNWIYZ2M0unt1W1vwlKGBKNoTSR8DX6vZIs4937rmVytpIs45FbB0GUlDk30WlGjScQdS5p8gXxwI39ERQVl2XD8wu7KNO1ZcfsPF0na22YjNk72YFtxXm4GC7gXGg0VlMSRRm/e+Mz3PvL/h3PW0dc0dGRjAOwmDgEQzLu2qyt0MRYjRd39cRLJztZliHKMp54s1wnhRhrN+PglzX4xaCuOowsACYlxxECQK/UUtWgQFfo95cUuvHknhNMm3XxXz8zxDmrq8VGic/qghz8/vXPsbe8Gn9bdL0h1nB7cR4jZ1pMHKwmgmFPvKc7P0mWWYUnyWlB1zgb7tlyFEcrG3H/L9J1Cd6aghwkuSwwcQRNviCK1iuJzpsLfmZoMNMaCLHqWDRibI8kBxbkp3+jARJdnOIcZhRdo8gTzvxZH5bgjc5I0eE/jYyRzO24MAQlmeH5U2KshuP0YpPf8Dd/49OvMT+/n+76Nh48hynDewCQ2fhVa9QnOi1Ys/9L/HbMQB1JtqrBh16dnAgEQ4w4ebSyEbLcpsdPZSepS626KpjktCDObkatJ6CRCVVfT0W1B0vfKMeqqdmGcJVNB88Y2qWHJNHQKyDSsdVi0iqw0FDjm4FvV0n/NvH/a7W90SeguiXApDnpM8lzRHefV+77Fx65dRAuNvnZpvG+0f0w/4Z0ze+/YmIWaloEiJKMr+oUcrGa0L7xwFnMz7/KkAtCXSgX5KdHHXvVLQGU7D+lQP46uyDLQJ1HYHreJftP6cbYC1NzULL/FOaM6huWOBTQGBKjwq28goiV+yrw6G0Zhg7Af3zrC3avXvxAP5+XFLqx6eBZjBrQGRvDhRCeI/ivt05o1hQjyd01hW68Om8k/AYQktQEO/xBEYv/+hmenzIUMTazrrK9fEIm7BYej79Wzn67Zl8Qkixr1sKgJGHJq//Egvx+eP3TKlzbvzOWvlGOZJfVUE/9v/acwHh32vfyvHVER/yUoyMZB+APSob26LvnjNCTJwvd2H74nMYRM87Oo9kvYuo6xYHT4w8hLVGpsNrNPD48WY2cXkmG7ce95dX4XVjjesnYDPRNdhlOhjE2M2xmDuuLcmExEewtr8baaW52bkvGZuiSaVotLlr/sRYyk+SAJMkaK+lInCU9hiC2vY9O+EZEnUZfUKM688HCUaxFueLdClzdO1GT4D3y6ueo8QSwdNxguKy8orBBCCw8hw9PXtJUr14+cAaPjM1gSimJTovhOdhMHPqEq66R15GWaMd791+HimoPEp1m+IIS/EIIPZMcePTWQRpYBD2u4oIKnG/w4Y1j5/HbMQNx9/XpiLGZEBRFmEztmIyHJNYWz06LN+QmULym+l4mOi0YnBqvI8HRsdLoDWLlvgosHjNAp9yw5dBZ3Dmyt4ZkpcZsX2r2444XDyE1oc1um+cISqcPw9ufXcBNQ7oylZdIjsOKiVmo9QTQOdaGS81+HQ+BVkVXTMxCQ2sQV6U4Dd397rymNyO5gSi61c/vq8DEq9NY96WmJQATT7TmRtPcUXGpFN+sjstV0r9N/DvV9islefcLok4jnxpBqe9zdlo87lSRfBn0yW7RKPgcrWxkMCYS1gdfMjYDFp7DneGxmp0WD1GCIVdi2e1DkJpgR69ODty3/VjUZ4mOVTruKOyKRkW1B1tn5aG+VUCc3YzXPz2PA6frMGZIVwiihHi7GTYzjwklB5GdFs/UXDhC0OwPwhIWEnj8tXLFAGdGLiQZsJs5EI7gsdsGocUfRKzdhAOn61BR7WGcEbvFBJ6AkVjpfP3yjFxdcUdNaKX3gToaW0yc4caVvi/eYQXPKdKq9DnjOYKLTX48HpY6BJRniuc43L2lTLeWLRmbgTmbyrBxRi4uNvvx7OSh6J5gAwelQypKMmo9ATzx5gnFkOymAUh2WTuMfzriio6OZBzRNZv9EZKHiU4LvrjQiMIRvREUJYiSjC2HzuLWoakgBEyxJHIiz7uqE6au+yi62QRHsGJiFniOINZuMqyaWE0K/ITnCFbt+xKA1rwhWnuxR5KDfWeNJ6BI9YUNJSInaWOscCtzeaOL5tZZeSi+ti/qWgXsLqtE0TW9dVVGWZaxtjAH1S1CWJbOil/86QPdvXdYeGbLTivXFD5CF5T1BoYSqwtyAKDNbrrQjcdf/xzj3Wm66xidkQKAgCME/Tq7QAhBdbOfmb98aIARpzjn+3cew9ZZeUC/FNy34xjDfm6aORwkKgf5hw/ieKYpAAAgAElEQVQ1lEa90eqb7ATPERCi4EPV7fbUBDtWTcmOumHp1ckJjz+I5BgLrGZOU9GymAh+3i9F13VQk2Sf3PMFAOU5IAB8goiLTX54BRE3ZXYFCX+mqkHLW+gWb0ezT8DsTUc0z82y24egW7wdXzf6YDVzuEdlHrL5ruGG7n6Xmv3wCpIOTmA2ESx943PM+nlf1HsFdItTnDy9gogklwU8p1ixB0OSLtG1mHjDZyNaJf3bxHettl8pUBlJkhkURB1VDT4dzMgIv0w3jRYTh91llXjgxv5sI9Yn2YnmsCRtyf5T+NPkLM2xasPPQ+T3dk+wY9usPCD8zETKqPqDEnvuqUX7nFF9dWOixhPAubpWFL50GKkJdmyYkYtr+ydDBrD6/S8xJbcneobn46OVjVj818+wcWYuLjb5MfnFQ5pN9ZR1H7HnwGwyo6U1iM6xVvAcwR/eKGfvK9l/Cotu6q+D9iy8aQAgK3C2SEha5HnT+xCSZPj9IZ3M71Nvn8TiMQPYemDmCTNVA9oIturN7ZqCHHBhnfTI71EbOpX+4wweumUgaloEHVwzPcWFGk8AlfU+LLqpP+yWf/9564iO+KlHRzKO6JrNJhVJDoBSOTCbNRbxAPDmPy+hdPowLMhPx8sHzrCJLChK4IiSBK4vGoYWf1BX8VtT6GZQEZo4vHLkPNPVlWQFR0lAYOIJeCLjwOk6AFpb92gyihaew+a7hoMnBE1+hUw59/q+ECVoqsutgVBUpYrFYwawY1Y1+HCp2a8h6cU6zNqJuNANi5lDa6DNxY5KRUaeH3VkVJPpVr1XgUdvHYTFYwbCzHMIhESdocS8zUewvigXD44ZCI6AtWJrWgSsKchBrUdg2tqJTrOG7KkQYs14ZvJQeIUQeI5ErfZXNfhQG5aNVN+DBq+gaAG3k/YtR6Cp4NV4AoixmRAQJRT9+WOM7JOkgwatmJgFEOB0jbGjKc8hjCXNQFWDX+nuEIKLzX4sf+ckFt000HBx7ZPsxH9u+5TpfD97x1B83ejTSSr27uQ01OffVjwc1S2CBvoyd/MRLLt9CM7VeQGAJeL0O594s1wHSVkxMev/tXfm4VVV58L/vfuMmSADg0hQUEGJGiCRGKltUfqpKJVacGCwoghSx/arU6+l7S3XXhH9nCpCrSKiKCrt1Tr21qFacUQUERFEQCZlSiDDyZn2+v7YQ87J2QeCAklw/Z4nT87ZZw9rrb322u961zvQEE2mCQqO9vO2cwdwzbC+rkNz6vMXTyRZvys9alKqoFuSF+T+n52QIQi31KTvjeZ6b7Xt2YT3v14+BEE6jLZ8W32Ur3dFPX0WvtrZ5JqHdc0PpUWmgmahr7Qol2jC5Mbh/Vnw7jruGjOImoYY8aQiGDDcmPN+o1kQ7dstn2SWkIWCcMH9b6eFN3XsnmeNr6Rzjp9XfvVDTAVJ07o/XmZ/00eV8/SSjcy+sJLCnAAi0KNTmN88vYyLv9eHrgUhZr22mnvHDqJLfsgN3ekk4WlptlWYG6SmIUa+afndfL6l3u3bW+tirsmME8cb0oMMTHt2OU9OqebKU/tmZK31Gu8ChhWZqmWY39Ki5ozKOxpiBP1G2tiytT5Kl4IQj02qJmEq1m5r4LdPf5I1FKnzrqqNxBlV2YtEkoy44874PqqylFteWMHW+ih/vXzI/umUGk07QAvjQNe8YKaN8PhKwoH0JbvGWDJrZJD6aIKjuuVlxNOeNb6SeYvWMPuNta7weuf5AynKDRIOGPynLYg753G8++9+eZWnfWPXghBPXFbN75/5JC0pj1eCnlnjK/lqZxN/fP5TttZHuW98Jb99epkr+Kdql7fVx8gP+T1thVs6LqY66d3zyipuHN7fTTzx1a4m7nl5JTedVcYWO+NdPGmSF/Ix95IqvtzenHRn1vhKCsJ+Lvt+b0yleGzSiRxaaDkYrvy6Pm0/x/Y9tc1F4NonPuLG4cekvVi8Yms7x2+oiTDnzTVceWpfJs61zIquHtaXX5/Zn0tOPoLp9sDvTERKi3LonBNwX/BOG0RtDWpboRSs+mon8ydVo5RCRAgHhJ/OfIsNNRFWbamnIJx+P02luHL+Es/wls7965wTBASfCNvrYzTGkhTnBbj8lKPICXg74hpiTVqdsGimUsx5c02adm3Om2v47Y+P5bF317n9747zBnBYcS5b62Np9+vesRU8+vY6DivOZWNthO4e2Q3/sXwLV53a1520BnwG8xatYcyJvT3t2Q8tDLNlV9RN2gLNy/PzJlZlmC+kaqkNQ+jbNZ8nLjuJRNLE7zPolh9KE3r3pLluKagH/N5tma1PZRPeG6JJLnzgnVZds60FddNUViKXHL/rszDkiBIm//BIbjqrDJ8h+Ax4YnI1DbFEWk6EQb0K+d3ZZURiybR48bPGV/Jfz6YrM+4eM5Daxjg+A359Zn/WbmvkV098RFXvwowJ6r1jK/jj88vdfBL5Ib9lCugT/IZQ02jFB091Fv2vnxzHb/5nGUGfwWP287dpZxN/XbyBsdWHUdNgjZdrtzXSqziHP4w8FlNZJlNFuX4MEdcs7rSyblx7+tHue8YxhbnjvAE0ROME/VYitRkvrWDiyUe4fcAxCVzgEbN7Q02EXrZp2brtEa5tkU307pdXMnXEsRmrmz5D3GzHqWPDnAknEImbaXHF77WTJgV8BrWRODNeXMHUEce6fRGszMledvR+n/DIxBNpiCXID/ndcjmTrUM6hUkqRU7A4N0vtrvjbjxhHpB+qtG0BVoYB/x+H13yA65NqSFCKCD8+q8fpzlj9i7JzergsqUuSqecQMay6pRHFvPwJVW8u7aWJetrueeVVVx5al8umvMut587wNtZMyfAlKFHeto3Tht5HDlBH9eefjTRhOLZDzfwxGXV1DTEuevlldx5/kC6FoTczGlz3lzjLuX+PCUso6N9mD+pml+f2Z+Q36AhmiBhmhma+3teXunW809jB1HflGDB5GriSZP8sD8jvnVhTpC6pkSGQPyHv3/kCteRWJKHF61l+PE9GHNibwyBmsZY2oDvCMRTHmmOCZ3a5gGfwY3Dj0mzIc+WytoJXwaWzWRqIqSWk6dILNk8gRlXwfb6GP9xZn/Onf2WW5fDi3PaNPZtOGhQ2acLY1MEk/vGVzLkiBJWbann2tOP5ubnlqc5ujlhIzfUNJuJdCsI0b1TiI01ESa0cMhy4i87IQpDfoPZ4yvTEv1YTmNrmD6qnFjCMg+ZP+nEjEnp9FHlKKW4aEgfttZZod5++cRHzJtYlWG/esV8K2Zx0G/Fh//Vaf08n7mivCAF4QA1jVZ0ihEDSxn/QGb/2VofRRC6dwp7CuqGeC+nO1pq01Ss2lq/WxOR3Wmui3OCbNppLcs7ws+Nw/t7atuLcgJsrYumCdBAVq3u2m0NnpOIkrxguzNr2d4QQ0Qoyg3ayZ1OoCmu0latZo6r4LmPNjL0mO4s21Drrn5MGXqk7cCdOb7OmTDY7VPXPbXUjf9/3uy30/qCIfD3Dzfw8CVVblxzv0/YWhfzNC8sygtw18urMvry7PGV3Dr6eNfp3Hn2LhrSm11N8YxxLz+Uh1KKuljCM9EVwG9GlKVFlPIZQnPgVMXVw/qxtS6a0QccrXrLftE5J4AhUB9NZKwuXDSkT9qExpn8XnnqUa6ZzvxJ1WzZZUU6+XpX1NXIOwJzp5wAnXOCbKhpdJ+lm84qc6/lhJfND/lZMLmaSDxJwGdw83PL0yZOv/nbMm4YfgynlXXj8lOOIhJLpvmkzBpfyfqaCIu+2N6myg+NZn+jhXGsl8S5s9JNT176xfe5+Ht9KMwJUpgTRAQU8OqnX2VoVxwb558PPcrzpb6jIcaUoUdy2bzFriC4oSa7aUltJJ7VBtxJC75+R4S3V29lzIm9SZpwmb20G/AZGQLt3EVr3Os7YbzAsu1Nmpa2wVTw1PvrXU98E8sUIi/o4/oz+nPVsH50yQ9aEQTsgdlL63zDwqU8dHGV+4J1yp0qEE95ZDEzRpczclDPDNveludyjkm1fXfaPFUj5mj5syZSSqm3s7oxdUSZ5+RpweRqbj9vAOu2N/Lbpz+ha0GQm84q41/XDbW0R/9cxTU/6tumWsZIzMx0wrTt+RNJ003wVJjbPMlMNcdxNGtzJgymtjEziUfq/XLsdLsWhOhWEMyI/jP7jbW8u7aWGeeWs6EmQjypPG3L515SlXZPu+aH3N9TcZ6ZoD/MlKFH8vBbazNMqO5LiQRUWpTDY5OqM9rDsWcP+g1ElBvms6WgDngu2ydMxY4G6/c7/jfdjvaO//2Mm88pd+27s2muI7EkG2MRtqYI4lec0pfXP/ua0487lPmTLBOynKCPTqGAp9Bfkh/kv55b7hk9Y6pHIppYIrnbyUG3gvC36nvflFgiScCHuxIy95Iqfv5o+jhx+aMfMGfCYGa8tIIrTunLva+u4pafHk+frnk0xb1tzZ2we47tuALPLLLzbKXImeWH0r1TmC4FIfyGpEVgcoTIaMIExDOZ2GW2cqDls7dgcrU7UXW2O8m0LnzwXWaNryQ36PMMr7i5tomg3+DFjzfxsyF9aEqYBAwh4BMicUVJfpDivEDGu6dXcU6G6eP0UeWIQDypCNkrMI7m/8iueazfEUkbZ6+Y/wG32T5L8yZWsXZbI09/sIEfHtONhYvXu9GT4kmTLgVBahriaSnubz93AA/8+ws3lKqXkuPRS0/0TEA2dUQZSiluOquML7Y2ZIxDU+yEbxef3Ecn/tnP9L7xub0+Zu0tZ+2Hknw30cI46S9SJx2xk4Y7VdM2+8JKBh5ezN8/3NAc7s9nsOTL7a79o5dwvb0h5gqDpUU5aTblfxo7iJmvfu4ug3YtCPHMko0cV1roea7GWJJuInTJD3JmeU/GP/COG+pv6ogy14YWml9CzvUcQd+p5/VnHJ0xqN5iO+H97uwyahrirt11SV6AFZvrdiu0OdsCvuyOO87nQzqFXQ3I7s7lhO2LJ5Jum/t9Bq8s38yoyl5uVs4/vbKKG4b3z2r/7yS9KC2yNNqlRdkzoDbFTS6a0xyF4aIhfTJSP4eDBqbZdinUszkdx5MmW+uidM0P8buzy9x2Te3Dv/1xGU1xK/lUz8Iwm2q9k4x0K2gWlnODPvfFGPDB+h0RwgEfh3QOu4LsatsW3XGiS6VrfsiKbDJmEF0LQrx+/VASSZU1lFxTPEk8YXLMIQVM/sGRBP3irlCV5Ie49UUrtOfsCys5tHOYhOktqPUqzuHWF1cwpurwrIL6zc8t59dn9k/LHjh9VDnz317L+VWH4zOEqSOOdU2+uhYEuXF4fyKxBJtqTXwCkiXGOZAxOX5+6UZ+PLCUc2e/lXZfonlJCnP9PD65mkTSCpX6xLvrGHdSb9cfYsbocncZPxzw0bUgM+dB0O/LOjlojCYx89qm3zrlmmIrDnxZHPyCfoObzipja12UUZW9uP0fK7ntvAF8ud27rzip5h076Wz5IRCYPvp4ttfHuGJ+s5nIr8/s7z7rXitl944dRF1TwjXJmPXaatfHBZrH0mzPZNJO0DPlkcUsnHKSp/mhIUK3ghAjBvTk/D+/7ZrP9e6SSzxpUtMQozAvSFFugMcmnciOhjhd7NCwt764wl3lyg/5iSVNUBDyG3QpCPLghBPYXh9Lu6YzGXVWh7p3CqUlmps1vpJOOX6uGdYvTVM9c1wFc95ck/Ys/erJj3j00hP52wcbmDG6nKa4mTEZ31qX7jzrTHr6dcvHsCcduUGfd3/wCUd06ViOyhrN3qKFcZqjJTgz+rxQgPU7GjMEz8vmLeaO8wbyg6O7uynbnYHr7pdXsrUu5hkrde6iNYyq7MVpZd0I+Q2CdibHkN9Ht4JQRszXWeMr6ZIfyNAGzhhdTm7QRyhg4PcFGWM7HRXnBXlqykkU5noLlyV5ltlIqsnJ1cP6Zmh8fvXkR9zy0+PxGULEw+66S35wt0kzwNIwZkuaE0+a7mfnBdWyrKnnKi2yQjrOuXgwsYTJpSltnhpx5bSybtw4vL8bC90r6UUklmTB5GpLKBfFvIlV7jValjMUMFxzhk5hf0Y7Xf7oBzx66Yk0RhvpWZjbJi8Jv63lbukElzQV8aTJ1cP6eqatbpkGftb4Srp18o5TXpQb5O9Xfo9t9TFM+341RBMYhvDwW2sZVdkLgJvOKqNPSa4ba7m2MX3FxxFWWpqQFOYGPG1U7xtXYS3X+4SkCYd0CnHB/c1atQWTqzn+0M78pKKUuG3DvSlL0pD1OyJcPayfpwa5V3EO1z1p2eneOLw/00YeR6/iHLbaJmc/HljKz+wVhquH9eWwklzuGjOQaDzJuu2NbqSZnkVhOoX9GVrL2eMriSdN5kwYTH00wZa6KHMXreG6049xx4/U+3Ln+QPplONnY02Te+7RJ/QibI9PYK1gtVzGd1KVL1y8nmt+1I+SvCDbG2Ke7bFmWwN5IX+bxGsuyQuyvqbRVRxkS1zzxdYGOy29ycLF65n2k+NIJk3ufnmVpwP8b/9nmTvOTR9VzuadTd72+D6DtdvSx/V/LN/CJScfQWmRd4bOu19eyZWn9s1YDbRWheC8ylIuP+UokkplTYbz1c4m93wJU3HdU0szMnyW9cgjYVq5Dx6fVE1SKTbvbOK+V1dzTkXPDOE9J+hDBB789xdceWpf/vSKZU5z1WNL0va79cXPuGH4MRljWOoKlWXu1JihkV445SRW234/zlh/+aMfuKaOqZmOfYZw9qBDSZrYk9fmsJNAWn/0mvTMHFeBwns8brs8xxrNgUML4+BGS/hqZxNzF63hprPKss7Su+QHMzS6Ux5ZzNxLqrBEbCv+qrMsPXfRGq4Z1o9OOX7KRx7H2m3WUpyTpOezr+o9l+bmTBjMsx9t5LFJ1cQSJobAtvoYoYDBxpoIIuJOHpwXe7aIJV0LQnTrFCKWMF3HnWyCe2lxLj6RtIgxjnb14Uuqsmp1ANcZaXt9NGtSiNPKunHVsH5E496296ka7Omjygn6hU210QwnJMfe/fhDO1PRu9i1W39qykn87YONGVr0HkV5dpxfg211MX75xEdp0RNSBcHNtdbLM+gz3AlIajk31ERIJBUBv7C9IdYmgk1+yMhM3DO+krXb6skPB+hR6K2hdrTczucpj1gTTK+sm3983nJcm/bscu48fyCnlXUjN+hjxksr0uxoTyvrxk1nlTG2GpSynPRSJ5JeE78bFi61bH09QsnVRxNc99RSHp9czR+f/4TfjihLmwAW5voZ2r97mt3rn8YOyhDUZo2vpDDXj9AcU9yhtCiH1Vsb3JB1jvPaPWMGkh/ys2VX1H1OveyJUx1RLROpBFP/Zxl3nDeQQzqHMZViZyTO9vpYhglB0G9kXYnYGUm3OZ45roK8kMm8iVXUNSXYXp8edSY1csas8ZX065rvRoBpad/vaEP/NHbQ/uuYu8HRgDqrUi8s3ZThOJ9qPjRt5HFcNKSPm/jHM+Smzxp7SossH4Jrn/gIIKM/zxhdTmMsQZf8dAf8Qb0KSSSt9k2amSZTqWaF0DwWPjLxRE4r68a46sPdSaZXRuXU1cbTyroRS5pZfVWcJDitMe94fFI1poKhx3TnXyu28JsRxzLWVs6kPkv3jBlIU8J71chZLfUyd+qaH8pwrHbuTUle0FOgdpQ9znORqn1fuHi9e0+8Jj2XP/oBj0060VOZdfNzy9NMwjSagxEtjGO9JI7uXkBhrt/Scpgqq2NMUnnbuCql2NYQJxQweO6jLzm/6nDAGszvenklFw3pw2HFuRlJerJlk2yMJRl6THeCPiGasDQLOxpjRBM+bvzrx0wdUZaRbdLLe33muArqmxKYSjHvrXX84v/0dR08PTVnWxuyTkR8hmQsUToOUwsmV1Ps2GI/vYwZo8vTInk4zoALJleTHzbYUhf3zDKXMBULJle7yX4cza9XebbsauKU/t25++WV7u/xpMm5J5SmrVykatHnTBjsvmA21ES49cX0+Nzb6qP88onmzIAzRpfznyOP5ew/vZnWTl/uaKRrQYiQvcpxoKmPetuMz59UzebaCLsiMTrneKfobpkG3lQKkfTkQM5L1Ing8IsFH/LwJVU0RBOMquyVZmPb0oznjvMG0KUgZEUNyrOW0r3uX3004WrFHQ3d9FGWNm9DTYRowmRrXYzaSCItHOFjk6qZ2GKyeOX8JcwYXZ4miFh28pY5kWML60TomTmuAgF3Ahv2G8wcX0HUNt9xJqtefgU/T9EOOoLEo5eeyKlHdyWWNJn2rBXvvl/3/AxB7oaFS3lsUrXnfYklVYats6OJXLh4vaXh9xCO+nbLtyMwrbSEloAPwxB6FIY9oyO1pSOcT4SZtlP0caWF3PPySuZdUsWWumhavwMrB8GvnvyIqSPK2BmJc5OdHK1luzl1vDYlD0DnHL/n+PPQxVVZNbReyoxs0bNqGmMZKxyOz8GcCYPZ0RDj0MIcpj37iVsmxy7aK0uwo4BpuWLS0rzD2b6x1lrJnDG6nO8f3ZWdkXjWiWNTFsVHt04h12ek5WT16mF9Mxyrb1hohQgtzgt61qFlgABH++44LBtitY0/ixljbSRBSV7Qcxz63Y91wh/NwY0WxlMwTahpiDPz1c+5/JSjMoTFO88fmNUm2WcIXQtCjH/ASu7zsxTtuUOqt7kjYGZz4swN+vj9M59wxwUD2V4fdbO9OaGsZr22mtvOSxfkl6yv5dYXP+OxSdVEE0lqG+M0RBMcWmiV75en9XWTK3hphZ1lTa+EFs7ycWo0DGeZMmFPXnKDSVeQN0TSop84xJKKpphiww5rlcFZwo8mTIrygkyY0yxEO8JGtni1jq1oajSFgM/ICF+XurTacqKxZH0tFz/0Hq9fNxQFXNEinvV1T1nCk2MX3VJ798RlJ+11P9sXZLNPVUpRG4nTvSDELS98mmEC4pUGvjYSpzYS90yi4wjuG2osR7ktddE0AcVLy/XLJ6xESeGAj4sefNfNcNjy3FvqoixcvJ7HJ1fz1U4rcsPTSzYyZeiRlOQFCfoM7hk70HW8dM6fzT484DNcoX7muAq6FQTZUhfNCPdZkh9kw46ImwYdFF/uiBD0C79/Zjlb66M8fEmVq8HNpsV24knXRuLURxOcU1nKzkicK07pyxXzP8g60QbluXIUiSWyXssra6Jj975qSz3Tnl1umfeYJomESU0kTiyR5MiuefxXSgQLr/joB5KmhMkjtlIgameRdVZfvPrehhrL/KSmIUZByO/ZPkd0zePm55a7Qu/dFwwiaeI5/vgM3HGvZd/1UmYU53lPaLfURT1t01OThT0y8USuP6M/U0eUEUsqTKW4++VVGeO2Uw8vG/ps5kZOxmQrhOixiOAtID/6AXeeP9BzBfCrnU30LMrhyffXZ5hEHlaS61nG7p1CPPvhJoaX9/D8PdXMcENNhH7d87nilL5pEbecZ6tlnfKCPlZ+Xe/ZF0xFm/roaDT7m4NCGBeRM4C7AB/wF6XULXtzvBMjWClFbtDnOkvdM2Yg8y6pImmHCbz5uU/p2y0/Ywn0jvMGEA74aIon3QEpdTBxtIeptoyOEO6VPOK+cRVc/9RSttZHCaQkhUg9bsn6WjZ72MlurY+yfPMuZr22OkNLcu/YCu59dVWGVviw4lxLWF9gJW7JltDCEUAde8Dd2f1lm2T4DNhSF/XU8N09ZiB3nj+QkvwQa7c1uNcrLQpz5/kDXSE79RhHSHSiKWQzv3FeEi3LNahXIVcP64vCit3tZZISS5j89sfH8vOhR7GlLpqmvVOqbSwaA1lsxgOGlWUUcPtxqsNwl/xgWoImpx27FgQzkug4vzn7OsLzTWc1Z5LNJqyaSrmOevlhf4Yw4PhSXHVqX+YtWsMPju7OwsXrM8LI3TeuIuOe+AzvGN09Ood5/uqTyQv5ufk5y8Rm4eL1aZo2J8by/W+sTgux5jcMGmNJrj/jaMbc/w4L3l3HfeMqaYglPK9VmBNIs8+dNb4SpazkLHf9c8VuJ9qfb7Fsop0kKl3yQ1z92JKsk+BOOQFiWUwNDivJ5VpbqG+OehPj7hRzgdkXVjJt5HEYhtHmscb9hlAbiZG0E9k4Y2CqiZHjA7IzEmfOhMEc0inE9oaY6yDcsn221kUZU3U4vz6zjO31UUJ+A4X3yt/ORmtyOW9iVUZIS0eZ8eilJ2Iqy7nY8YPw6rs3Du+f1dTuvnEVzHz1cxZ9sZ3bzx1Aj8Iwq7dYCXW8xu3SohzP8JULF6/PeC4dk7/zKksZOain6zuUTcgvyrOyLs+fdCLxpOJLO0qUs0I0rvowDBEW2FGSYknlGUaxtMiyLe/Xo1PWe9EyJ0XSJCOowC0vfJpRp5njKrjlBcsp20uB8NXOJtthWZuqaA5O2maNfR8iIj7gXmA4UAaMEZGyvTmHEwYs4DPSsqF9srmOCx98lx/9v9cZ/8C7LFlfy6IvtlPXFGfqiDKemnIS8yZWUZgb4NxZb7Hy6/o0QdTB0cBMf2EFt587wH0BzRhd7trMTht5HK9e+0P+NGYQhXZGyxmjyzEMKC0KM2N0edpxpUU53P6Ple5naM5+uXDxek+N5RXzP3Cd7qBZK7yryUoI4whpTia4eROrWDC5mqkjytI870vyglnt/g4rtgbPhYvXM31Uetlmj6/k651Rz7BjVw/rS1Pc5BcLPiTkF3oV53L7eQOYM2Ew97++hj+/vprHJ1fz1JST0srjaMhvWGhpuhzn0VRSXxKp7ec4Fk59ehk/nPEaY+5/m+vPOJpBvQrTjt28M8JXO5uobYxz2bzFacl/RNpGsAkFDK48tS/Tnl3O+X9+m2nPLufKU/sS9BsohRulxAlheP6f3+bGv35MfjjA/EnVvHrtUKaNPM6d8Fw1rB/PL93ILT89nlev/SEPX1LF3EVr3DaefWElZT0KGFN1OM8s2cjMcRWefd1pF8fhc8rQI7ly/hI3xfbfLh/CQ8jOKREAACAASURBVBdX0bsklxuH9+eeV1Yx+4213PbSZ1x3+jGemr2rh/VNO38skXSv71xv5rgKYokk62sijPvLO/xj+RYO7RzmoiF90trooiF92NUU56IhfRjUq9Bd/eiSH+S6p5ZySCcr7F9F7xLueWUlPTqHM56xmeMq+O8XPk0r55RHFrN8cx0XP/See25nUpt67PRR5dz98ip+/ugHxJOKc2YuYmOtlcUw2/5BnxBPmp7tvLk24vbHDTXNUW+c53xDjeUcahiGm8CoLckPG1w9rB/Tnl2OqZSdyMyyBb/t3AG8cf1QrjzV0qSeM3MRU59eRk0kwb2vfu46+6a2z+3nDuDm5z7l4ofe48IH3sFvx+feZkeeSd13xuhyivODGCKs3daIUmS06db6KCu+qnOdLkdVlgJwy0+P56kpJzF/UjWdwn5GVfZi1murmT2+Mu0ajp/CPa+sYlhZdzbUWOYkguWTMGt8JQ+/tTajHrPGV/LU+19mbL9oSB8efXud+76ZM2Ewt774GVfOX8KkHxzhPi+pyplUSoty+HJ7I8OP74GBcNGD73LxQ++5Y/nlj37AjoY4nXICBPyCZcFkJdy5r8Uz5vTdkrwgs15bnfH7zHEVLFy83v1+9wWDyA1m+kf8Y/kWivMCzJkwmFev/SG3/PR4CnMDbshVx4dkweRq5l1Sxa0vfoapVNbstBrNwcDBoBmvAj5XSn0BICKPAyOB5a09gRMGrCmepCgv4GpCsmlFbn2xWTP6xvWnuOEBnZfp3EVr0mb3zrK+pRVY4Wrqepfk8vAlVlSPpKm479XVPLF4A/+6bihTR5S5do73jh1EaVGOFfLMVAR9wiMTqzAVbK+PcctPjycc8FGcFyQnaDCm6nAOz7LM2HKJurTIiljS0qTBSZSSmkDH2b9zTsC1D295/lhC0btLHlNHHIshlgaqtjFuJ0XyZyShcI7r3SWXx99Zx/RR5dz5v6syYpBPH1XO3xZbsW9T7YdTNeR9u+VjiHjazf/plVUAburm284dQPeCkGd4xdRoI04MXccG2NEGOb/52ki2icRNzxTSj02qZmck7hmlZPb4SnZGYlw6tznz4Z0XWKZXcdPkwiF9SJgKv2GtEvzHmWVcf8YxbKuP2bGrrWg4VUeUEI2bzJ90In5DMpyunCVwR4Ps9P3UFNtPTTmJpKlcO9sl62vZ0RDLqv1NbfeAz/LLcJx0k6biqfe/pKJ3SZqmPhzweU785kwYnBZNYkNNc/i5pL3SUZIXdE0OnImEo10XSItJ7pzbuXbquZ2Jdq9iy2E0dVUl6BOemnISPgPXTMDZ/7CSXDbXRpi7aA1jqg4nP+TPaOdsJkde5gLtRZCpbzLdVcXCnCCX/qAPNw7v75oxPDKxyo1cAum2yE57OveiW0GI/2vbiTv7FucFGfsXK9xry/t264ufcecFAwGIJU1mvvp51hVAgGtPPzrN+XbG6HKueWxJ2mT8qmFHpdm8T/2fZe7vE08+wi1XPGlaY09+kDFVh9Mp7HdN9Gob48STSb7frxu9inPcvAArvqpz+8sTizcAlpmic/6WZi23/2NlhrmJU5/bbX8cr+crN+hDKcXm2hhf7Wpic00Dw48/FMDT56BLfog7zh9IOMWZtjYS55G31jGm6nBuOKM/oYDBH/7+CdedfoynBn355jo3z8HUp5cxdUTzapujQCgtssIAb62PWs66OumP5iDmYBDGewLrU75vAE7cmxM4oQ037WxyUwM74aWCfoMFk6tpipt8uaMx7WWaqgGEZo3ylKFHclhxjmsL2zkl/njqQDN/UnWGbXlpUQ6xhJkmuMSTiu/f+ppro3109wK21ce4+blP3dBS2xus73dcMJCLH3qP2RdWeg6CqTaQpUWWHXw4IBkmDbUR6wXh9bK63ra39DZDEZriSXeCkvrb/EnVWR1jfYZw4ZA+biKX2kiMRyZay8Xrtje6L4KzBx3KY5Oq+drODpeqIV+33XLQ+93ZZWkRFzrl+Lny1L7cMLw/X25v5MWlmxlefihGFsfCI7rm8dSUk9jeEOOBf3/BRUP6uFF2Us2WHvj3F9x8TvnedLV9RrZYyqZSrkNWyygl+WHLfMPZtnprPQsXr+c/zizjs6/rOaRTiFhCEQ4YaS/02eMrucsO3Tll6JHk4qM+miBRY5Ib9FOSF+CRiSeSME1yAj421VqZX6ePKs96v7vbGujU37KZdWyujTBt5HH06ZrHmq0NPLNkI2eW90xz0nWztab0y2wTP2d7aux/Z/Lg/C/JD7rC7db6aNrzmC1qUap9vTPp3VofpTgvyK0vrshIKiQijJ71FmCFyHv4kipEhLXbGrj2CStbrVOvGeeW8+d/fcHUEWWU5AXp0TlMfTThaXLkZS7QXgSZVIHwicUbWLWlnttSbOsDPu9IM057po6f00Ye547FYNXTeaa97psztqYqGFZtqbcjqSjW74ikje9zF61hzoTB7IzEKckPsjMSz2jvddsbiSdVWkQs53fnHpQW5bCpNsKM0eUkTJP8kC/t+XLMB1P7x5wJg3frw1FalOMm9El9/zTFTU8B2vH18Oq3jbEkIkJhboB7X7VCJE59ehlXndqX/JAvw7chlkxa562L8R9nHpP2+zkVPamLxnnivU1ceWpfnnr/y6yTyNKiHEqLLTPP+9/4wvNdM3fRGu44bwAl+SGd9EdzUCNtZfO6rxCRc4HTlVKX2t8vBKqUUle12G8yMBngsMMOq1y3bp37m2Mzfsf/fubarDpe4DedVUYskaQxZv21dIIpzA2mhQGE5sQ+H6zdzoiBpdxjR1NpaQf3/pod/PCYbmkD1cxxFTzy1jpXE1JalONmcHP2eejiwWmZNlOv+/jkai6wk0a0tOmePqqc1z/7mrHVvUmaik21ER5+ay2/+/GxbsKHlnVwhLW6aILi3AD/aQvLXqGtHNvbgF8wRDJCVL3+2decO/gwttZF09rR0T7/7sfHApbWyol84WS/FCCpFImkSW1jIkNgdGJTXzF/SVrCDAGiiSQT5y5O2/71riiJpJmmhXPq/dikahKmyfb6mJs18Zof9SORNF0Hz9KirOnF95mufHd9dnNtxE0ak1r2By86ge0NMQrCgYxQhU8v2Zix4nDfuArCAYOLH3rfDbc55801bhKq4rwgplI0xc2M881dtIYbhvdPi2Lxl59V4vcZbK2LMufNNVz8vT7kh/wZwv0zH25g6DHdAdy+cFpZN648tW9av3EElWt+1I+CsJ+N9uqFcy+P6JoH4KbZdkJn/jwl5J9Xv05NEuP0v2t+1I+i3AAJUxHyGWypi3LPK5np0B+ccALxhPIMG+i0w2OTqtnRECM36OP+17/IiBU9a3wlplJpqxsAT152EvXRhCtMzXpttRvmz1mtufP8gVb88jfX8LOTetOj0DJFcCLFOHkPUp02PfppWlfbR13WOtlu+u3GmsaMsSY1wtHsCys971lqiD+n/ZJm+vN4x3kD6FWcy+hZb2Ud/55esjHjXjx66Ync/NzyjPvs9L2JJx/BIfbkpyAcoMa+rzNeWsHWuhi/O7uMSIt3gyNwWiubFfh9QlFugKCdOKi+KUHn3ABrtzXywsebM8r00MWDM5651HNOH1XOqq92UtmnS1poyDkXD2ZXJM41j6dHhMoJ+nhh6SZ+PLA045xdC0LkhXx0yQ2xtSGGoDCVFWXMB8RNZWXcNQS/IYT8QlPcymcQ8hv2uGxl+A34rO+mqcgL+YglFQYQTZgkTEXAZ+A3hEg8id8Q8sMGTTFF3FT4xIqjbyoru68h1gpdOOijMMfT1+GAjLWpfJMslQczOgPnXpN9ED4IhPGTgN8rpU63v/8aQCn139mOOeGEE9T777+fts00FdsbYpimSVKBT2BbQ4y7/rmSy085inhCcWhhGGXv6/cZJEyTR99ay4gBPTOWBucuWsPVw/oRDhiICEGfICKYpmLTzibCAYMr5y9xzQUCPnHt4ibObR4sZ46r4LmPNlLRu8TN0JkTEJIKdtTH0wSCmeMqrIyKO6P8/JFU4TOPkE8QA2IJ5QoupUWWjXlpYYhNtdEM4WLuojWugLK1LkZpcZhNtVF38HfiS+9qSrCtLkqv4uYoMIU5ll35joZmgfbqYf0QoCgvQNKEWMJk805rQnDNsH4U5wfZFYlTEPYTT1ovAFNBOCA0xU3W74hQWpxDTsBHQzSB32dgCO4L7dwTetGjMEzStBJmTH9hhR3ObDB5QT/xpGm/MIRoQpE0TeqjyYyESz06h4gnFQlTEUuYBHwGuSHLvaIpZvWPcMCgS56nDe5+MVxp2WebmhKs3tHgmlmUFll23QGfcMlD73N+ZSlnD+pJbaPVnre88KkrrN50Vpm9NG7SKcfPbS99xqjKXhzSKUzXgiBf7oggQGMsSa/iHApCfkwU0bhiW31zWverTu3LPXbISEcYCvgNPly3g9OPP5Sk/RLfGYmzKxJ3HbDiSZOg30fABw3RJOt3RNxVjB6FIWobE3QrCBHwGYT8QiRuUt+UoDg/AFhmKaZpvfwViiXrdjDwsBI7lKHwz082c1T3ThxeksuuSMK7Xw/rR1FeANMEw7CEAGdVxhGGwMo02iU/SE7Qj8+Ar3dZpgZPvmeZxRzSKUxhbiDtmbp3bAXPL93Ij8oO4Y/PN/fBnICPpC2QlOQG+LI2kjExffiSKqIJ001l7zzXxfYz4zOEP/z9E7bWxdyY/6nPeV7QR3Fu0I2mEvT7WuO0ud+MrVr221gswapt6f323rGDaIpbGmtnQthSsO1ZlIPzqoonFS8s3UT1kV04pHOYmJ11tkt+kK4FATbUWBrxlpNvZzyYM+EE8kJ+EklLwAz5rYnXXf9cmZYJOeQXPt1c7yoFrhrWz1WszF20xhXeu+aH+I8z+3NI5zBKWffXEEsA9RmWUGmIZbNvmoq6WIzGqInYwqZpO/4mTGvMCRiC3yf2KqOZss0gmkhiiCACKMgNGTRETdu8TMgJGiQSKk2ADhiCicI0IS9k0Bg1LeHXziAd8kNBuO39Cb4BB2SsTUUL4/uG77AQf1AL435gJTAM2Ai8B4xVSn2S7ZjdPWypmKZiW0PUffmbynKcc4Qw07SEE0SRSFgDqTP4mnY64ljSdLUG4YDlXNeUsFJoKwSVogWIJhV5QYNYwtI6BHwGAZ/QlDAxTctkRrDCA1oDqRA3FfGE6Q66YJWxMWaSsLMTds0LUtuUIJZIkhfyef5mmiamgrhp4rPL4zMMuuRb3uvORMXva35B+A0hN2hdK+j3UZQTYGc0RiRmlTccsJbGmxJJfGK99Jy6hAM+e/JhvbD8hqTVK5ZU1ovNb2lSTFMRTZgkTUXIb724kvZ5FBCNJzHsl0vnkJ9tjTG3jF3zgjQmkjREkyRMRU7KMTlBH7FEen1MZdlkO5OucMDIppnx7JKt2Wlv8eqzTU0Jtkea61mSE2RXPEHcbienbs5LP6kUPhHyU17glmYLd6KSEzCIxk0S9r5i9+WclP2cl3zYbxBLWqsV7ktfKdepNZY0Cft9JJLWBMYQ3LLkBA0iMZNwwKApbp3TeXaSCoKGEPALDXZfSv3NbwgGEApYGjqnL/gNIS/ss+tm9eOAT4jbYeVcbRvW/1jCxG9YdTREXK2cI8CapuXU7LSNYQDKOmdq/wz4oDGaXgefYeD3WZlsswnEpqmojcSIxJJpEzywnrdYwjIf8AluJJTU33KCPhL2899KoTsbB0wYB0sg3x6JE0959k1lja/JlD6Z2q+ccccwrBC0Tlv7DXGF3m75IQIBH4mE6d43vz2hc/qYM0aEAtDQZD0DLfuyew9F0p4Np686fdgti1KE/T665HdIgbYjo4XxDooWxjPp8DbjSqmEiFwJvIQV2vDB3Qnie4NhCN0Kwrv/vVP239uSwtz0710Dvlb9lo3dhZQqymv+XOIPQ17WXQ8YPUPpXTsY9GfUu6MTDvvpGfZnbGsNndtDW7SinxTtYZ/OXttyPDZ+A6zEOa07WVG29txN+Q1DKM4Lee6zu+eto4d3Cwb99Ajuv1eP32+06r7tq36i0Wg035YOL4wDKKWeB55v63JoNBqNRqPRaDR7w0EhjGs0Go1Go9Fo2j/f1NznYDZv0cK4RqPRaDQajaZdczAL8R3egfObICJbAe/YRel0Abbt5+J8W3QZ9w37qozblFJn7IPzpLGHPtsR2hd0Ofc17brPwl6Nte2RjtIPvi0dtZ4HeqztqO20O3SdDixZ++x3UhhvLSLyvlLqhLYux+7QZdw3dIQyZqOjlF2Xc9/SUcrZUfmutO93pZ7floOxnXSd2g9GWxdAo9FoNBqNRqP5rqKFcY1Go9FoNBqNpo3Qwvju+XNbF6AV6DLuGzpCGbPRUcquy7lv6Sjl7Kh8V9r3u1LPb8vB2E66Tu0EbTOu0Wg0Go1Go9G0EVozrtFoNBqNRqPRtBFaGM+CiKwVkY9F5EMReb+tywMgIg+KyBYRWZayrVhE/ldEVtn/i9phGX8vIhvttvxQRM5sw/L1EpFXReRTEflERK6xt7erdvRCRM4Qkc9E5HMRudHjdxGRu+3fl4pIRTst5zEi8paIREXk2nZaxnF2Gy4VkUUiMqCdlnOkXcYPReR9ETm5LcrZ0djbsVREfm3fg89E5PS2KfXe803Gu45a1/3Jnp7D9oSX7PJN7reIVNrn+dx+r8gBrMM+eT6z1UFEQiKywN7+joj0PlB1y4pSSv95/AFrgS5tXY4WZfoBUAEsS9l2K3Cj/flGYHo7LOPvgWvbuv3ssvQAKuzPBcBKoKy9taNHuX3AauAIIAh8BJS12OdM4AVAgGrgnXZazm7AYODmtugXrSzjEKDI/jy8HbdlPs3mhuXAirbqox3pb2/GUnt8+AgIAX3se+Jr6zq0sp57Nd515Lruxzbc43PYnv68ZJdvcr+Bd4GT7PfJC8DwA1iHffJ8ZqsDcDkwy/58AbCgre+b1ox3IJRSrwM7WmweCcy1P88FfnJAC9WCLGVsNyilNiulPrA/1wGfAj1pZ+3oQRXwuVLqC6VUDHgcq8ypjAQeVhZvA4Ui0qO9lVMptUUp9R4QP8Blc2hNGRcppWrsr28DpQe4jNC6ctYr+40C5AHaCagV7OVYOhJ4XCkVVUqtAT7Hujftnm8w3nXYuu5HWjP2tnf26n7b741OSqm37PHlYQ7gO3FfPJ97qEPquZ4Chh1Izb8XWhjPjgL+ISKLRWRyWxdmN3RXSm0Ga+DF0jq2R660l9MfbC8mIPbS1CDgHdp/O/YE1qd832Bv29t99jftoQx7Ym/LOBFLq3KgaVU5ReQcEVkBPAdccoDKdjCSbQzoCH16j7RyvDso6rqP6Wht4iW77O397ml/brm9LdmXdXCPUUolgJ1AyX4reSvQwnh2vqeUqsBaor5CRH7Q1gXqwNwHHAkMBDYDt7dtcUBE8oGFwC+UUrvaujytwGvW3lIL2pp99jftoQx7otVlFJFTsITxG/ZribxpVTmVUn9TSh2DpfWZtt9L9d2jI/Tp3bIX412Hr+t+oKO1yd7ILtnq1pHq/E3q0O7qp4XxLCilNtn/twB/o/0u1X3tmCLY/7e0cXkyUEp9rZRKKqVM4H7auC1FJID1YnpUKfVXe3N7b8cNQK+U76XApm+wz/6mPZRhT7SqjCJSDvwFGKmU2n6AypbKXrWlvbR7pIh02d8FO0jJNgZ0hD6dlb0c7zp0XfcTHapNssgue3u/N5Bumtce6rwv6+AeIyJ+oDNtbF6rhXEPRCRPRAqcz8BpwLLdH9VmPANcZH++CHi6DcviSQu75XNow7a07cIeAD5VSv2/lJ/aezu+B/QVkT4iEsRyOnmmxT7PAD8Ti2pgp7Os187K2dbssYwichjwV+BCpdTKNigjtK6cR6VECKjAcjBri4nDwUC2MeAZ4AI7AkMfoC+WY1i75xuMdx22rvuRjjCmAbuVXfbqftvvjToRqbb70M9o+3fivqxD6rlGA6+k+N60DW3tQdoe/7C8pj+y/z4BbmrrMtnlegzLzCOONbObiGXn9DKwyv5f3A7LOA/4GFiK9RD0aMPynYy1HLUU+ND+O7O9tWOWsp+JFQ1htdMngSnAFPuzAPfav38MnNBOy3mI3Td2AbX2507trIx/AWpS+sj77bQtb7DHqA+Bt4CT27qfdoS/vR1LgZvse/AZBzCqxD6o516Pdx21rvu5HTOew/b4RxbZ5Zvcb+AELEF+NfAn7KhNB6ge++T5zFYHIAw8ieXs+S5wRFvfO52BU6PRaDQajUajaSO0mYpGo9FoNBqNRtNGaGFco9FoNBqNRqNpI7QwrtFoNBqNRqPRtBFaGNdoNBqNRqPRaNoILYxrNBqNRqPRaDRthBbGNRqNRqPRaDSaNkIL4x0EEam3//cWkbH78TqFIrI9JZHISSKiRKTU/t5ZRHaIiGffEZFDReSpVlynPsv2n4hI2bepg6btOID9dKiIvNVim19EvhaRHiLyvIgU7ub4vzj9bDd98Q8i8iP782sicoL9+Xn7OSkUkcv3Xa007Z0D1b/ta/zeHnuPStn2S3ub0xfXisjHIrJURP4lIoen7JsUkQ9FZJmIPCkiufuzvJpvz4HsX/Z1JovICvvvXRE5uRXHDBWRISnffy8i1+7hmD2+1+3kPO/YffZTEfl9K8rx7J7K21HQwnjHozew3x5SpVQt8BXQ3940BFhi/weoBt5RVmp7r+M3KaVGf4si/ATQwnjHpzf7sZ8CrwOlItI7ZduPgGVKqc1KqTPtvuyJUupSpdTy3V1AKfVbpdQ/PbY75y4EtDD+3aQ3+7d/O3yMlfHRYTTQst+eopQqB14DfpOyPaKUGqiUOg6IYSWL0nQMerOf+5eIjAAuw0oUdgxW/5gvIofs4dChNMsDraU17/W5wGSl1EDgOOCJvbxGh0YL4x2PW4Dv27PHX4qIT0RmiMh7tnbkMnBnjf8SkSdEZKWI3CIi4+zZ78cicuRurvEmzQ/bEOCOFt8X7ea6vUVkmf05177+UhFZYM96T3AuIiI3i8hHIvK2iHS3Z9tnAzPs+u2ujJr2zX7tp/Zk8Eng/JTNF2BlbnM0hl3ESg/9nN3PlonI+fbvrqbb/n67iHwgIi+LSFd720MikjGxdM5t1/FIu44zRGSeiIxM2e9RETn7W7ajpn1yIMZhgP8BRtrnOgLYCWzNsu9bQM8sv70BHJXlN03740D0rxuA65RS2wCUUh9gCcRX2Od2xjlE5AR7zOyNJbT/0i7b91NPKCJHisiLIrJYRN4QkWP24r3eDSvrJkqppKMsEZEqEVkkIkvs/0e3PNAe5x+022eJMw6LyLF2W3xot1vfVrR9m6CF8Y7HjcAbtsbjDqw0sTuVUoOBwcAkEelj7zsAuAY4HrgQ6KeUqsJK9X3Vbq6xiGbh+wgsoccRXIZgCeu7u67D5UCNrbWZBlSm/JYHvK2UGoCl5ZyklFoEPIM1QAxUSq1udato2hsHop8+hq01FJEQVsrqhS32OQPYpJQaYGsIX/Q4Tx7wgVKqAvgX8Lu9qONqu47X2eW92C5PZ6xn5flWnkvTsTgQ/RtgF7BeRI4DxgALdrPvGVjCexoi4geGY2nZNR2DA9G/jgUWt9j2vr3dE6XUWmAWcIddtjda7PJn4CqlVCVwLTBzL97rdwCficjfROQyEQnb21cAP1BKDQJ+C/zR49ibgFfs9jkFS/DPw5o43GVr208ANmSrW1vjb+sCaL41pwHlKRq8zkBfrGXJ95RSmwFEZDXwD3ufj7E6bDbeBG60H/a1SqkmscjHEqjfxRK0va67MuU8JwN3ASillonI0pTfYoBj77UY+D97V21NB2Of91Ol1Hsikm9rSvpjTe5qWuz2MXCbiEwHnvV4eQCYNAs5jwB/3evaWeX5l4jcKyLdgJ8CC5VSiW9yLk2HY3+Mww6PY006TweGYU/4UnhVRLoDW0g3U8kRkQ/tz28AD+xVjTTtif3Zv1IRQH2TAtrywRDgSbFczgBCrT1eKfUHEXkUq65jsSafQ7HqOtfWaisg4HH4acDZ0my7HgYOw1otukksn7e/KqVW7W29DhRaGO/4CNZM9KW0jSJDgWjKJjPlu8lu7r1SapWIFAE/xurMYAnMFwNrlFL1Yj1tXtft3aJs2YgrpZyHPrm78mgOCvZ5P7VxBJX+2CYqqSilVopIJZbW/L9F5B9KqT/s4Zzf6GVkMw8YZ5fpkm9xHk3HYn/1b4C/AzOA95VSu1IEHYdTgAbgIeAPwP+1t0dsjaCm47M/+tdyLOXaKynbKmj2SUjQbD0RZs8YQO236XO21vw+Ebkf2CoiJVir6q8qpc6x5YvXPA4VYJRS6rMW2z8VkXeAs4CXRORSpdQrmYe3PdpMpeNRBxSkfH8J+LmIBABEpJ+9PPNteQtr6eutlO+/wDJhae11/w2cZ/9ehrWMtida1k/TMTlQ/fQxYDxwKtZSaBoicijQqJR6BLgN62XTEgPLMQ4sjcy/W3ltr776ENZzglLqk1aeR9PxOFD9G6VUBMu+9+Y97PML4GciUrwvrqtpUw5E/7oVmG4LvIjIQGACMNP+fS3NpqWjdlM2AJRSu4A1InKufT4RkQG7OyYVETlLmmeafbGUdLVYmvGN9vYJWQ5/CbjKOV5EBtn/jwC+UErdjfV+KN9dGdoSLYx3PJYCCbEc0n6JZRe2HPhALMfJ2ewbLfObQC8sGzKwhPEjaBbGW3PdmUBX2zzlBrvsO/dw3ceB62wnDO3A2XE5IP3UdvJpxLIXbPDY5XjgXXu5/ibgvzz2aQCOFZHFWEL9njTnzrW3A2+K5Rg6w972NfApMGevK6PpSByocRgApdTjtoPd7vbZjDU5vWJfXVfTZuz3/qWUegZ4ECsgwwrgfmC8Y/IC/Cdwl4i8gSUYO/wdOEc8HDixVgUnishHwCfYzse07r1+IZbN+IfYK4xKXwX07wAAAPlJREFUqSTWpOG/ReRNwJfl2GlY5itL7faZZm8/H1hmn/MY4OHdtUlbIs2WAhrNvkVEfEDAtjk/EngZy7kk1sZF02j2C2LFcv4YqFBK7WniqdFoNBqNttPV7FdysZyLAlg2XT/XgrjmYEWsBEEPAv9PC+IajUajaS1aM/4dRkRuAs5tsflJpVRW20SN5kCj+6nmYEb3b83+pL31LxG5F/hei813KaW+06Z9WhjXaDQajUaj0WjaCO3AqdFoNBqNRqPRtBFaGNdoNBqNRqPRaNoILYxrNBqNRqPRaDRthBbGNRqNRqPRaDSaNkIL4xqNRqPRaDQaTRvx/wGBI90rBgexZQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Num vs Num\n",
    "\n",
    "sns.pairplot(combined.loc[:, cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220ec90e430>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Q0lXwPwbJDp27Viio16wNFB2SuG8fcP/9DE3sJugZISQZrf77SwghpKtg4RrSPeiQxGuv7dzQxKwqeHZ6ZVDTM9Kp50AIIYQQ0iHQwsoDOo+O+XPNoUMSX321M0MTs+pt1i090+gZIYQQQghpCbSy2k23GPB5QIckPvEEcOBA54UmZlXBs1Mqg/JhCSGEEEJILmC4abvxGfBsepwcHZL4+c8rgXH4sHrtlNDErCp4dkJlUPZBJIQQQgjJDRSJ7aYTDPhOoh2N3tNCh8ua90MaYbJZ7TdNGnlY0ul5loQQQgghOYUWVbthaX+iyaqCZydUBk36sIRh2qRVMAyaEELIFoQisd10ggHfSXSyQZdVb7NO6JmW9GFJp+RZks6GDyMIIYRsUXJkJW5ROsGA7xS6waDLqoJn3iuDJn1YwjBt0gr4MIIQQsgWhTmJeaCT8+jyBIsAdS5J+yB2Qp4l6Xz4MIIQQsgWJWfuBEKagAZd5+AKC07i7WSYNmkFzBknhBCyRaFIJM2TlzxAGnSdQRphwQzTJq2ADyMIIYRsUWhRkebIUx5guw26vIjlvJNWnlfe8yxJ58OHEYQQQrYozEkkzZGnPMCkeW1pwmbw8WFYMOkkmDNOCCFkC0LrlUQT5iHLm8HfLu8SqyDGh2HBhBBCCCG5hiKRhBMVTkqDX83Ft76VL7GcZ9odFkwIIYQQQkKhSCThRHnIaPCruZiZ2ZpiuZE8TOZ5EUIIIYTkGlplJJyocFIa/GouPv1p4MCBWrH81FPdLZbjFC3yiUgWnSGEEEIIyS0sXEPCidO0fKsXdtixQwmghx4CHnsMuPZa4PXXgbe9rbvFT1TRIhbzIYQQQgjpSGipkXAYThqNnqNz54B77wX27QNuugm47rp2jyxborzMLOZDCCGEENKR0JNIwmlnW4lOYavOUZSXOW+VbwkhhBBCSCwoEkk0Wz2cNA5bcY60B9UOJ9Ve5jihyoQQQgghJHdQJJJ8sbGhwhG3kkeuU4nyoEaJSEIIIYQQkksoEkl+YKGTziPMg7pVw3AJIYQQQjocikSSnKy8fVHVMknnsRXDcAkhhBBCOhw+0ifJiNMbr1FY6ISkga83I+k8eC0JIYSQtkCRSJKRZVsDXejEhIVOSBKyfIhBWguvJSGEENI2KBJJMrL09m2Fnozd7BnJw7mxN2P3wGtJCCGEtA2KRJKMLL19ZqGTxUX12k1Fa7rVM6LF4dwcMD4O/NzPte/cGLLcPfBaEkIIIW2jS6xv0jKy9vbpQieFgnrtFoEIdKdnxBS+3/M9wMc+BnzmM+ratePcGLLcPfBaEkIIIW2jiyxw0hI6wduXh7BHF93oGXEJ3/vvBz7xifac21YIWd4q8FoSQgghbYMtMEhy8tzWIM+9FrVnxBSKne4Z8Qnfa69tz7mxN2P3wGtJCCGEtA3+tyVu8uqNC2NjA1hezm9IZzd6Rnwhga+/3r5z6+aQ5a0GryUhhBDSFuhJJPU0643b2FCirJVP//WYX3utdSGdSc8zrmekHfPXKFr4mvfKU08Bb3sbcN11+R03IYQQQgjxQguO1NNMgZV2VfDUY65UWlPsotHzjPKMZDV/WXmGXTmq3//9wA03UCASQgghhHQotOJIPc0UWGlXBU895kcfBQ4cyD6kM6vzzGK/WQt3hgQSQgghhHQVDDfNA3kLL2ymwEq7KnjqMY+MAA89BDz2mJrHW24Bbrop/fnM6jyz2K9PeB47FhQginMP5u0+JYQQQgghmUALr93kscF6MwVW2tXbzBzzyAjw8Y8D3/Ed2QhEILvzzGK/UcIzzj2Yx/uUEEIIIYRkAkViu8ljg/VmeiG2q4KnOea5OeC554C3vjW742V1nlnsN0p4Rt2Dumrsa68pD21fXz7uU0IIIYQQkgltCzcVQnwcwL8CIAGcAvARADsBfBnAHgCLAP43KeU3q99/EMD9ANYB/KqU8uvV9e8B8EUAVwH4KwC/JqWULTyV5shrg/VGeyG2u7fZ+fOt6ZGY1XlmsV9XBVJTeIbdg65KtwcOqJDekZH6+5QhqYQQQgghHU9brDchxE0AfhXAXinluwFsA3AfgE8CeFZKeRuAZ6vvIYT43urn7wLwQQCfE0Jsq+7ujwB8FMBt1eWDLTyV5mlXeGaWtKuQSau9slmdZ9r7jfIMh92Drjm9/37gE5+ov08ZkkoIIYQQ0hW08xH/dgBXCSG2Q3kQVwAUATxR/fwJAD9b/bkI4EtSyotSygUAswB+SAixG8CbpZRHq97DPzG26Qy6scF6q7DbOuTVK5sHwoRn2D3om1O9jXmf5jF0mhBCCCGEJKYt4aZSymUhxH8EsATgHwEclFIeFELcKKVcrX5nVQihLdCbABwzdnG2um6t+rO9vnNod3hmVmQddugKg3z22carsm5lwu5BX6VbV9XYVot0hra2B847IYQQ0vW0K9z0u6C8g7cCeCuAq4UQ/zJsE8c6GbLedcyPCiHGhBBjL7/8ctIhZ0u39ZlrRdihy2v1G78BPPUUvbKN4LsHfV5GV9XYVoZOM7S1Pbjm/YUXgJUV5c3n/BNCCCFdQWw1IoR4uxBiR/Xnu4QQvyqEeEuDx/1xAAtSypellGsABgD8MIDz1RBSVF91nNpZADcb278NKjz1bPVne30dUsovSCn3Sin33nDDDQ0Om8SiFWGHLq/V008DN97YWFVWGzuUdasav0kq3bYydJqhre3BNe/33KOKGFGoE0IIIV1DEuv5qwDWhRDvAHAAygv4Fw0edwnAHUKInUIIAeADAE4D+BqAfdXv7APwdPXnrwG4TwixQwhxK1SBmtFqaOq3hBB3VPfzC8Y2pF2kGXboE2s+r1UaXll6qQKShBY20zolKcw/bQ++eb/2Wgp1QgghpItIYr1tSCkvA7gHwH+SUn4cwO5GDiqlHAHwJIBxqPYXPQC+AOB3APyEEGIGwE9U30NKOQHgKwAmAfy/AH5ZSrle3d0vAfhjqGI2cwD+upExkRRJK+wwTKxl6bWil0rRiFhuVeh0N1YF7gR88/7qq+pnCnVCCCGkKxBxWwoKIUYA/CcADwH4aSnlghDipWoLi45i7969cmxsrN3D6F5cRWWeflo1t3/jjfjFLs6dU8LELppy7JgSIFkV0CiXlSiyWVysN5DzTjNzFDX/7cR3j2XluSSKqL6Zebk/CCGEEBKJEOKElHKv67Mk1U0/AuABAJ+pCsRbAfxZGgPc8ly+DKyuApcuAVdeCezeDWxvS+HZxnAJEbta5t//PfDe9yYz6KNCCrXXKm18FT07zUvVrJDKc0hnt1YFzjv2vF++rApGaYHIQlGEEEJIVxDbopJSTgL4BFSIKKSUC1LK38lqYFuGy5eBF18E7rwTeMc71OuLL6r1nYAvJBEIwg4B4O67k4dvtiuksFt6VzYbNpv3kM40Q1tZqCg+5rzfeivw+c9nn4PaCfAeIoQQ0kUkqW760wCeh8oJhBDiB4QQX8tqYFuG1VXg3ntrDfl771XrO4E4QqRRj1S7xForC7BkSbOewG4Ry1GwUFHjdFv7nkbhPUQIIaTLSBLT+JsAfgjAMABIKZ+vhpySZrh0yW3IX7rUnvEkJY4QaTR8s50hhVmFsraSZsNm48x/NzRW9z3oYG5dtnTDvaPhPUQIIaTLSPIf+bKU8u+tdfGq3hA/V17pDum78sr2jCcpcUISm/FIZeWp2AqhYWl4AsPmv53eE/v6Xb7c+PXMc+5lt9JtnjfeQ4QQQrqMJBb3S0KIfwFgmxDiNiHEZwH8fxmNa+uwezcwMFBryA8MqPWdQBwh0srwTS0e5ueVkfbyy/WGZ7cZqD6ynvd2tQqxr98DD6g83kavZ95zL7uRbmszw3uIEEJIl5GkBcZOqPYXPwlAAPg6gEeklN/ObnjZkLsWGN1Y3bSnp/XhZK5qno8/rlpv3HZbcOw8t3boJNrVKsS+fgMDwMc/3vj1ZDuN1tNNbWYA3kOEEEI6klRaYEgp34ASiQ+lNTBSZft24OabW3OsLISbK3+vHUaTyzvxkY8An/sccM01wRiThoZ1U+6UjevcgHjn265WIfb1u/ba5kL92E6j9XRLmxkN7yFCCCFdRuR/MCHEXwohvuZbWjFIkhKtDLNsRziZT/xdfbW7kI6Jz0DtxNDUuPmWrnObmYl/vo3mPOrxrawAZ84kzyO0r9+rrzYf6scqna2lGyvn8h4ihBDSRcT5L/YfAfxeyEI6hSjhlmYxl3YUcvCJv9dfb7yQTqflTiURta5zm5uLf752zuPx48CNNyrh57t/9PgeeAA4fVr1BU0qvu3r98QT9Xm9nS44GqVTCjJ1S5sZQgghpEuJDDeVUj7XioGQFhAm3JoND7XDFnfubH04mRYPrpxEXyGdqNCwTqtamKQUv+vcrr462flq70nc+0eP77HHgPvvb6xlgOv6XX89Q/06LS+uG9rMEEIIIV1KbMuhWtH0SSHEpBBiXi9ZDo6kTFiYZTMeM5f3amUF+PrXW+vdMcXD3Bzw3HPAu99dW7RGe1rOnFHvb745PDSs06oW+kTtG2/Ue5dc5/b6642db9z7R48vjTxCM7Rv+3aG+nWa15sQQgghuSWJJfU4gD8CcBnAPwXwJwD+NItBkYyww/SKReDZZ5VhfvFi/VP9uEa7zzi95prWh5Np8fDd363O84YbagVi0vzCTsud8onaUqn+nF3n9k/+ibonjhxRIZzFovt87bDGuB5XPb408ghJLZ3m9SaEEEJIbklisV8lpXwWqm1GWUr5mwB+LJthkUwwPW3Ly8DDDwMf+IASD+9/P/Dbvw309QXfj2u0hxmnWXh3Gs27asTT0mm5Uy7h9/jjwKc/rd6b5+zKKfyHf1D3xI/+qGor8fDDwLveVXu+LrF9+XI80afH98QTwIED7RXfUfdRp+T3aTrN600IIYSQ3JLE0v22EKIHwIwQ4l8LIe4BkFN3CvGiPW09PcA999S3i/jUp9T7JEZ7K43TZqqNNupp6aSqhbbwe+454MEHgZGR4DvmOZvntr5eL6LvuQd45ZXaY7jE9m/8BvDUU9GiT4/v859XXsvDh9sjvqPuo0bvs3YKy07zehNCCCEktwgpZbwvCvFeAKcBvAXAIwCuAfC7Uspj2Q0vG/bu3SvHxsbaPYyAdvTh8zWznpsDtm1LNg5tUD/8MLBvn9pOC4/tsVtxxsNupA7Eb5zezLZ5x3cPJTnnOA3ONzbU+7e/vf57y8vqmJ1QPCZqXhq5V/JQOKabe3oSQgghJFWEECeklHtdn8W2HqSUx6WUr0kpzwL4dQAf6kSBmDva1YfP5/3TVUnDPGa2twRQIYkPP6xCFH/0R1XI4sQE8PLL6XpVmsm76lZPS9g9lOScozzC+jilkvt7neRxjbqPGrnPWlk4xuex7KRrQAghhJDcEmlBCCE+JYR4Z/XnHUKIvwEwB+C8EOLHsx5g19OuioTNNEJ3CZJXXqkPXy0WVZ5bmuK3mdDWLPMLmwkztLe9fDnZvsLuITsP9fBh4C1vUZ/Z+426J/RxPv3p9ucTNkvUfdTIfdaqwjHterCUFzotV5QQQgjpQOJYxz8HYKr6877q6w0A3g/g32cxqC1FuyoSNiqYfIJEt1gwKZdV3z3ze1qcNGrkNSNuk7S+SEIz+Wsvvwy88EKw7QMPAC++mGxfUfdQT4+an5dfDm9eH3VP6OOMjAAPPaR6HQ4Pq7zHZsV2qw3/qPvo+uvjVXk1aVVubrPtajpZYG11gUwIIYS0iDhW3SUZJC7eDeBLUsp1KeVpACknnG1B2lmRsJHQNJ8g2bbNfR6vvlr7vWYLgpw5A9x4o/JQxhW3+pgPPACMj6u8y4UF5bFLg0aMdj2m48drPbD79gH33ptsX3HuobhjDLsnzOOMjKhx7tun1jcrEFtt+IcJ4o0NFSptV3ndvdvtgdW0Kpy50QdL3SCw2AuSEEIIaQlxLLuLQoh3CyFugOqPeND4bGc2w9pCdFKe3MaGv9XBzp3u1guPPlr7PVcFzbiCyjRuV1aAm25Sn585E+4VqVSUkf8rv1KbM5mWgdxM/trVV9du20iTedc99PWvB9vquXHt9/XXoz1KWqBfvKi8a8VicJw07tV2Gf4+Qewazz33AN26v8cAACAASURBVH/7t+HCqlXtUhp9sNQNAou9IAkhhJCWEMd6+TUATwIoAXhMSrkAAEKIfwbgZIZj2xr09KiiL4cPA7Oz6tXuS5cXKhXV6sDOR3vqKeC66+oN5Le+NShsowWFT6w0UhCkXI7nFbl4UXm87r+/3vBPw0BuJn/NbirfSJN5V7/Db3+7dm7Onw/EnbnfpaXAu+rrFWgK9A98QAnu5eX0RFDeDH/feLSADxNWrSgc0+iDpUbmOW/hqewFSQghhLSESAtGSjkipXynlPI6KeUjxvq/klL+vH4vhNjn3gMJRYe23Xkn8I53qNeJifYbYy4uXlTGqJmP9thjKvyzp6feQL7ttnqvSpoFQbTxqt/7jHfdCiDKQG7UIG7EaNfz8OijtaL7iSeAr361dl8DAypHLow4/Q5/7/dq9/uVr6jtPvYx4Hu+xy20fV41s99ms+TN8PeNR4dOt9tz1ajHMuk85zE8Nc+RF3kT1IQQQkgzSClTWQCMp7WvrJf3vOc9MjesrkpZLEo5MCDl8LB6LRbV+jywvq7Gsrgo5dKSGhsQLIVCsrGur0v5/PNqO73988+r9WHH1t83jzswULsOUN917Wd21r0PPfYk44qap9XV6O3M4/X1STk4KOX0tJrj/v7m7ofFxfp50XOzuqrmYmBAyoMHw+ckal9p0ezcp41rPM88o65TI/d8Xkg6z6ur0fdHO7D/Ji0vx/udy3pMebqHCSGEkBgAGJM+bef7IOkC4GRa+8p6yZVIXF5WBqhtkC4vt3tkbsPnxIlAKNqGUFyhFOd7togaGqodx/h4MsG6tqa28RlxPoM4ruhrBNc8pCHKoox7/fnwcPSxWiUUkorsrDHHMzvrv+c7jSTz3IoHBI2SN1GWV0FNCCGEhBAmEoX6vHmEEONSyh9MZWcZs3fvXjk2NtbuYSjOnFEhpmYoZKGgchNvvrl949rYUHlnrrEdPQpcuqTCGnfuDEK9Tp0KQhN1GFijOWvnzqnwNn3svj7gU58C3vlOdcxt24C/+ztgZkb17Tt3Lvp4GxsqfPLixSAEVX+3XFYhdTbDwyqfsZlzSYJ93oCay2PHVHhnHHSYoO9a6M+Xl1WoadixovbVyYTdD418r9tI417MiryNzff3Y3GxPsSXEEIIyQlCiBNSyr2uz9K0dESK+9o6+Aq5tDOfRQuDpaX6se3apQy0978fePvbgzyltCsn2nmIIyPAT/2UEofnzwPvfa/Ko/vCF4A//3NgaEjlRoYRt72DRuehtbIKZFjOVdycp6icNf35e9+rig5F5XfdeKOaX10Up1sEYtx8u1YUo8kjec7/y1uxo7zl1RJCCCFNEtvaEULcGrHub1MZ0VYjj8aFFnyVSv3YPvWp2r5+WkC98YbbaHvjjcYEr29eenoCMdrXp9pafOADtYK1keO5DOIDB4IWHlq4Z12YwifwgGRFRKKETU8PcMMNwPd/v19MmkLq7W9XDwZWVrqjQEc3tIPwkdb1aVVLj0bI29/NPAtqQgghpAGS/Lf/qmPdk/oHKeW/bn44W5Drr1fVK5NWs8wS/ZTerrxZKKiKpS4xuG2b22grlRoTbj6ja9u24Pif+ER9W4tGDX3TIJ6bAz73OVXFdWREfV4sKg9mKyo9ugSeKWr6+lRV2ddeUyGjzYwhTEz6hNTqqmqbsbioXmdmOkMomuLp4sX6sMR2Vy31kUT0pV2RNK9e1LyJsjwLakIIIaQBtkd9QQjxTgDvAnCNEOJe46M3A3hTVgPbMrzyisqpe+wx1Yft1VfV+89/vj25NRsbyrA5ckSJhL/4CzW23l7glluAK65QBpmdC7Rzpwpd1F5G7Yl76CFl2CbNFTL7R166BFx5JbB7t5ovffxGGs9HHXPXLjUH3/pWbY/H3/s95bG0BVOrcqC0cO/rAz7zmUAcp5Ej6Mu5c4X07dqlvqtzGQsF4PHHgTe/WV0nV85eHnL6XLmVjz8OPPhg8CCg3R58F0lzQn3CPg95hGliirK85Irqvx+EEEJIN+CraKMXAEUAjwO4UH3Vyx8C+OGo7fO45Kq6aZ4qCPpK/xeLQeVAX1XBUkl9b2oqaN2gWwY0cj6+46ytBesHBrKrKLi+LmWlosY9N6eWdl4nXT0x7XMOqxLpqtg4OOg+/vS0v+JtHqpQ+qpPDg6qn4tFVcU0L9VVNUmrZubp7wkhhBBCcg1CqptGehKllE8DeFoI8T4p5dHM1OpWRefY7dsXeBKfeKI9T8RdXoj771fevJtuCsZkP8Hftk0VQSmX1Xl8/OP1nsa4HprLl1U4o6shvPaI6ONvbNR7L9MMOVtZCcYwOOj2oLbK86TD6157LV3vaZjnSR/T9GL5wo0vX3Zvv7ycD8+Wr9DJO9+pxnj+fOApzlMF16QFWnbuVPfq1VervyWPPqo84nnzkBJCCCEk10SKRIMLQohnAdwopXy3EOL7APyMlPL/zGhsW4MdO4B/+2+BD384MFCffLI9Rp3PINUhqBo7rKpcDrbTeYx2OKQt3FwhiBsbwIsvAvfeC3zpS37j2Dz+rl3ZhJzZ4unTn1bhiR/5SGOCtNl2Czq8bnk5XbEaJkJcIX1Suo9/9mz99qdOpS9qG0UXOnGFSQPuYkx5CNH0jdt1vTc21IMNOxT4rW9lARVCCCGEJCKJNf1fATwIYA0ApJQvArgvi0FtKd54IxCIgHr98IfV+lYTt2KgXUhj585gu5ERlYf4uc+pAjCuAg6+4hqrq0oglssqx81X3dQkjcIarsIgrhYcDz4IPPdc8sIUcYuJhH3v8mUlEC9dUr0b+/uDOWnGe6qveV+fKpg0PKw8UVo82fN74431BUP+9E+Bf/fvgn2aVWhdFXLbkfsXVugkb+0UTJIUaHF5hT/yEeCaa9rvESWEEEJIZ+GLQ7UXAMerryeNdc/H3T5PS65yEn25bnNzrR9LnPyxsJzEuHlnvjyr2dng/diYyoe08yOXl5s7v9VVlZ+1sqKWpSUpx8frx16ppJf7FzevzPe9lRUpT5yoHePYmJTnzzefP7e+rq7d0FDt/sfHVf6nbxs9j6ur7mu/vKze9/XVX0edW2ruoxU5gPa49TGT5v21Gt+4bZiPSAghhJAEoJmcRINXhBBvByABQAjxYQCr6UrWLchVV7nDya66qvVjiVMxMCyH7fhx5QFdXw88US58npvt24O5WFpSuZlm1dfPflZVfXURFc7pq255+TLwi7/oPh87H69Rj11cT5Xve//4j4GHVa/70IdUrujNNycfj0lPj/I03X137f7vuQd49lng1lv93ltNb2/9PaM9iNqzbFbI3b0bmJiIX7EzLXzVJ125l3nqcRe3amaS0FQfeahESwghhJD241OP9gLguwE8A+ANAMsAjgDYE3f7PC258iRWKvVenKEhtT4N4noh4uLzViwvx69i6fPcXLgQeMz6+urnxbe/OB5Q3zEnJ/3el7TmrllP4sKCe4yzs42Nx8Z3TY8cqR9j3DlJWjW13Z67tH9P2kGzlWTzUomWEEIIIS0BIZ5EoT6PjxDiagA9UspvpStXW8fevXvl2NhYu4ehKJeBn/s51Rhee8wefRT48pfrc7mSkrTHWhzOnVO5cra34vBh4M4769e7in9cvhzk/1UqymP4W7+lxrWxoXITL10KvJG+/ntRYzKPXS6rPD+bqSngJ38y3rgbxXUdvv515cEzPTaA+3r19gLve597zpv1JAL++XvsMeAHfzC4D5PeTz6vlO9aLC42f89vdew537ZNeffjeAXj/B4RQgghpGsQQpyQUu51fRYZbiqE+HXPegCAlPL3mxrdVmfHjnoDbNeudAp7mKGhfX1KiL72miqAYra0cLG2psTa2hpwxRUqRPCKK/yheRsb8UIqNzbqQw2fegp417uCKp5JhU+ccE5fKN7ycrxqrD7ihOfZYbw7d6oqlDrE0xRbrnDfjQ1VVEaHnBYK6v3u3cnmyTfW3t76ViIHDqjw3ve9L9g+aaN2X5hkGmGRxI2e80YeEGVVwIchrIQQQkjHEScn8TtDPkvmhiT1vOlNqjLkhz4UGHNf/apa3yza6OvrAz7zmXoh5DMY19ZUKwp7TN/3fUoouoSMzkGLMvxdQuOee+p7MSYhjuhwidvHH1cVS3ftUvl327cnM2KTGOKmYDp3Llxs2cKqp0fN/eHDyqt65ZVKIG5PkFLsGutTT6mxbt+uXp99NvDufvazyrtriuW0REQrcgC3ujBJKuiBbMR7FtEMJJytfu8TQghJB18cqr0A+JE46zphyVVO4uKiOz8rjYqEOvdrYCBZDli57P5+uew/Vtx8prD8t0bzn+Ie21XddHZWVTj1VfIMo9HcumaqUDaaOxdWUVbvI2rfaeYSrq2peU86/3HOn7l1jd1jzcxbp1aO7TZ47xNCCEkAQnISkzxe/GzMdSQJOj/PpFxW65tFe2x6e5N5gNbW3N9fW/MfywypDOsj6OvFqD0flUqsU2vo2GbPv9271fL2t6vw1iReOU2jnrWo3oQ+4vZbTDJW7TkEontOJunZF3UeExMqh/Ud71Cvp05F3/Nxz9/nRWvk3upU4vY8NQn7PXL1EtWEXZc896DsRnjvE0IISYlIkSiEeJ8Q4jcA3CCE+HVj+U0A2zIfYbdzxRVuY+6KK5rftzb6brklmcHY6JjiNLZ3CY0DB1SxnkaNR1exjjNn3Masz9BtBJ8hrouz+I7R26sK1/z2bwMf/zhw113Axz6m8hTDxtSMAegb6/XXx58HW0QcPgzccIM6fpK59IUcl8vpnD+FSeOC3vU7HCXOw65LI2IVSP93davAe58QQkhKxPEkXgngO6DyF7/TWP4BwIezG9oW4U1vAp58staYe/LJdHISAWXk3XRTMoNx926Vg2h+/6tfTV4oxTee229XAuPIEVVB86GHVD89n/HoMhj1upUV4IUXag3Yl15SFWNNY7YZL5wPlyE+MAD8yq+EH0P3JvzIR5IJPp8B+MYb0eexbZvKwTTH+vjjqpDR+fPJhGJvL/B3f6c8gDfdVD/PUcZ9mFfzwgX/9nEN4EaFSTcR17sehyhxHnZdGhGr+nf1gQeA8XFgbg5YWEgnuqLb4b1PCCEkLXxxqPYCoBD3u3lfcpWTuLoqZX+/lBMTUpZK6rW/P/2cnaS5bJcuqRzE2Vn1eulS+uOJm0fo+l6pFJ5vOTBQm/+UNDcqST9A/b2lJSmLxXjHCOs36Tuu7xwGB6PzjubmVO/JgQEph4fVa1+f6hNpjjHOeYfNZZxrurTk3n5oSMrxcf/2ca8h87LSY31d3Tth+Y1R1yXp357VVfV79MwztddwfJzXMAre+4QQQhKAkJzEJCLxbwAM2Uvc7fO05EokZv1PPYsm4c3s0xZVS0vq50olmSAZHFQ/Dw+7DVhz/eJiskIejV6TJMdwnVexGC6SXON65hkl9qKKgfgKJE1NBWNstvjQ3Fw8Ebe8LOXoaP15DA+Hb7+2ph5aHDmiRG6x6L8uWdz3Ww19PwwORovANP+GLS4mL7bF6x3AuSCEEBKTtETie4zlRwD8PoDfjbt9npZciUQpG6/0GEVc4y3q+KbRUak0VwHRJXJ8xn6YF0OLQJ8xefCg+uzIEXVOlUp8o7PRioxJtnPNxexs9Pbr6+o6mN7AMDGqqVSUp8483tBQsC6Jt9X3vbgiWXvPS6VawTc97d/eNV/j4+n9rnQjzYoFfZ37+uq9evbva5rCZHVV3RdZP9QhhBBCtjipiETnxsBzzWzfriVXIjFLAyeO0b+2JuWJE7XHP3EiML7t8UV5FRoZjxZ6thgK82JoT6LLgD10SMqREX+Iqs9Lp43cqPA6H4204lhaqg0xdR13ejpe2GnYNVhfV+c/OKgE5uCgmiNToMcVeb7z9AlxUzjoc5+eVuMYGlKCYHZWtSTxba9DVM2Q2cFBdcxOoZUenjT+rpj3gznvWrRnxfp6vAcmGrbZIIQQQhoiLU/itcZyPYC7AUzF3T5PS65EYpYGThyj35cftrTkHt/wsDu3TRuOYUawbzzaK2iOK8qLYQq+YlEZlfq4PrGhvWX2+NIUwlFzEGa8h4XWugR0UgHgE6eN9LRznadrXENDQThsqeT2BupQ47Dtjxxx3wudkqfWam9XGn9X2im+1tbCQ69Nmuk7SgghhGxh0hKJC8YyA+AggB+Nu32ellyJxCwNnDhG3uys+/izs+7xmSGKpiF/4UK0URflSdTC1D6uy4sRJsaSzqk9rr6++nNshXd3fb1+DnXOocubl0WuabNCRo9rbk6JWzMcNo749m0/MNCceG83rRZcafxdaXcYZ9x7nJ5EQgghpCHCRGLsDuJSylsbq59KQtEly80S8mmVLNfl53X5elf5+SuvdB9/2zbVgmDnztrPr7oKePVV4Ikn1Oujj6pWDs89F/S6A9Trww8Dn/2sKmm/Ywdw3XXAU08F39M9Ej/7WfW6zWi7ac7LyAhw773q/bFjQRn/XbvUq90n0XdOvvL/dgn/kRHgwQeBb3xDtdh4/fX0WpKEtbE4c0b1LfyzPwPW19X8PvSQug5Zl7Df2FDtJ264ARgeVu937lT3SpK2CbrPXrkM/NRP1X527bXRLSx82z/6KPDFL3ZuD7hW969L4++K2UZD/24lvR+aQd8LUcT5O0eywf7b28r7gxBCSKbE+msuhOgVQvyWEOJJIcT/qP7M/8BpcP31qree3Wvv+uub33ecXmm7d9cf//HHgfvuU/3vVlZU4/dCAejrA664QjV+v+su1Qj+M59Rhty3v11rkPb1qX6Bd95Z2zPwL/4C+Ku/AkZH1etb3gLs26eEojmuuP3VXP0Pz50DvvKV2m0PHFBGzJkzqu/amTNB3zVXb7Fz51S/xbvuUmLl7rvjNa2PwtfHrFRS47/zTiXOHntMCeNz52rPW/chnJtTPeTsfpCNsLEBzMyo8/3hHwZuvRX4sR9T/RPTPM9rrnGfu8uo3LkTGBxUgnVgQK07f969fSf0gEu7qXxY79ByWT1wSdqf0LVfQP1+FwrqNY8CIG5PyCRzSaLJovcsIYSQ/OBzMeoFqpJpGcBvAfgZAMXqz4sAfiRq+5D9vgXAkwBKAE4DeB9UvuM3oMJZvwHgu4zvPwhgFsAUgLuN9e8BcKr62R8CEFHHzlW4aaWi2gGYBUVGR1tbkMOsbmqHCNq5fL6cOTNHUIcH+kJL41RLlLK5nn06X1K/9vf7C/SEtZYw92sXkGmEsLw7OyfUPm9XnlbcFhhhrK6mH8rpOs/Fxfrr/swzKjcyatuhISnn5+vXl0q1lXkvXKhvr5KHNgCNhG76tllbC9b39alrNzOj5kD36dRzkyQkud3hpVkSZy677ZyzhmG+hBDS8aCZnEQAxwD8z471PwBgJGr7kP0+AeBfVX++sioafxfAJ6vrPgng0erP3wvgBQA7ANwKYA7Atupno1WBKQD8NYD/JerYuRKJi4vKsDMFTbHYnqILvjzAhQUpL13y5znNzCjBZebx+UrY6yI1ev+zs80Z8WE9+4aHA+EdVqDHrvw5ORkY27YYTsMAMsXv4mK9GHXljoVVfBwYcG8TF91So9kctrDz1A8aXPd63BYb+j7R+6xUaoV/sSjl8ePuRux5MPyT5pH65sGs9OoS3fp+yrJQTaf14ouay2aETqfNRVqwYBAhhHQ8zYrEyUY+i9jnm6EK4Ahr/RSA3dWfd6NaPbXqRXzQ+N7Xq8JwN4CSsf7nAfyXqOPnSiQuLbkNPbOIS6sIqyg6Nibl+fNug2pmJthOC4DJyXBBk8QYs42wtbXaKp2u49jtLsbH3WJMi9SowjW+AjJpzXmUkboa0jtON6HX2zQiRlpRFCbMU5VUOK+vS1kuB30W9b1nFkLqdA+HzwjXxaZc51ksSjkxIeXRo+p1aSm+cIky+s1rZHst8yDCwwibyzgPaXx0s/c1CnoSCSGk42lWJJ42wz6N9deaAi3JUvVCjgL4IoCTAP4YwNUA/s763jerr/8ZwL801h8A8GEAewE8Y6y/E8D/4znmRwGMARi75ZZbspnpRohqQdFKonoTlsvuMMCxsXojq69PeXVsoRnHsLRFji34TpwI9lMs1oeRjo76PYGueXYZkH19QS8/LUKyMIBc/QtLJXf7EJ/4GRysFVuNhDWWStlVdLWPlaR1hsv49IUH6/swC69oO4jyftnn6fMsmr0wGzmevk5hIdl5Fwe+cxscDL/XGt1vnkKds2IrC2RCCOkSmhWJHwVwHMD7AXxndbkLwAiA/yNqe88+9wK4DKCv+v4PADwSIhL/L4dI/BCA9zpE4l9GHT9XnsR2hez4vE06rNH31H15OTCAFhZqPTi2R2N2VsqpKSVApqaCPDG7P589rjiCwfRIHj5cK+hcohVQ3zHzuKamVE9FXxN4M7wzS9EUZmiZLSEOHw68hqZgXllprNehPQ6dzzc7qx4IhF2nsP0kDb0LM+Bdc+ILW52YaMyTmNdwwag8OvthTlgecNx7IGkPT/P3MGl7jVbOeZjIDbvXovD9/dZe/24XTnn93SGEEBKLpkSi2h7/HMAhABcAvFL9+afjbOvZ3y4Ai8b7OwEMbslw07RDduL80w4zPldXlfjzGe3796tQ0pkZdYz+/noPRrGohJoWZEk8VHGMUdtbNDamBIIOPTSPZ+5jeFjKM2fqPY/PP6/WT04qQTs5qYqkmGGtWRlAYZ6I5eX6QjWjo1IePKjOtVRS42ymR6TGZ0TH9UL59hFn27C8UtfcLy+7PWYvvZQ8JzHv3pCwhzmVSu39EZUHHEfE+Y7nu0Z630n+ZrVrztfXg/xbHR0Qda9FEefvVd69rIQQQrYsTYvEOIsp4mJ+/zCA/6n6828C+A/V5ZPVdZ8E8LvVn9+F2sI18wgK1xwHcAeCwjX/LOrYuRKJly4FgkobFGNjar0Psxrp0pJ6L2V848tl2BSLgcHpEnajo1I+8og7hFQLRR0qWS4H3/F5N3zhWFHGqG2E9fWpsZljGh4OvEq212Bqqn48/f3110BXPk2LKOPbzOccGJDy5En/3C0sBIVb4lzbOEZqmLEbtb15bnGPbW6ztOQOD/Yd0xeivbiYvLppp+dV2fPYjCcxjKj7I4nIa+ecZ/FQzq40e/q0epBjitBOC3UmhBCyJWiVSBxP+P0fqOYIvgjg/wbwXQCuA/AsVAuMZwFca3z/IaiqplMwKphWQ1dfqn72n9FpLTC0gWyHzvlyEtfW/K0c4hpALiFmCxJt8ExOBiGcpvCyRcvUlDKOFhfVU3mXuDMXXzhWnNBDMycxLH9S5/mZOYWTk/Vj8Z2XvgbNhlRFhfG5PF+jo/6w2TCD03WsOK0QfOK8VFLzZ7epcB0vbi6ga4zmNY0SHWmGaGcd7t3KcLw0vME+KhX3g6MkhXE07ayKmYUX0+XVtcNZO+WhAyGEkC1Fq0TiybT2lfWSK5FoCipzmZtzfz+s0I2vAIuuGFmpBPltZj/Evj4lBlzj0Dlw2kvo+o6du2d668LypFxC1mXEjY+rvDtXdVPf/C0uuoWImdNnCiHfebk8BdPTyQzjqIIgvtYWPvEaJ7fMbBPRqHdZj0F7mV3na24XNxfQd6xyudY77hNYaXqDsvRqNSNIGhWXtmexkbxSF7rirPkwq9Fqv2nNeRpzlJZwD3u4lafwZUIIIcQgl57Edi65EolmaKZtMLsIKypjGypm2KgrhHRoSOUYDg35W1ZoI0fn6rm+Y3vnisUgBDSsnYTPi7C+rkTh7KwSZKOjyjDV4kyLRJ1H5BPNtjG4tuZ+4u/LwdReEn0ejfbei/Kc+D4/erT5fn9hOY/mfsK8UPrVZcTbvTXjjDdOsY9SKbxdRlreIHtfuuBSlICIIzSaKSKUtzzJNMV0GueXtzkKy6ulQCSEEJJT6Em0llyJxOVlt3jzhfdFNYU3DSczFNPn5VlcVIbx3Fy9gX/8uJRnzypxtbamirtMTQVeSO2de+SReuNobCzwOgwNqRyduTklfnW+na98/vq6Pz/SbnmhG6ib4x4eVvPnM+BtA//SJX8Irzb+mum916gn8eBBdX6lkpq7RiqN+jytR47UG9Xr6+o+MnsP6rEMDLi9Rq4HE4OD4eONU+wjqm9jGt4g2+t2/nz9AwSX8IgrUBoNq8xjnmTaoqzZ65e3OcrbeAghhJAYtEok/pu09pX1kiuRODenvHkTE0oMTEyo9/Pz7u+H5SRKWWt8xckNXFpS4nBw0J0bOTjoDlkcG1PirVh0t6iwexKahXFsT5VtbIaFMPrabUxOquXIETV3R46ocZkeSNsQNQsAnTkTeC/NYkB6LGH5do1WkzVzEu3WFkNDqlqnnuOkni1fmwRTkLmM2DAvn68ATSN9Ge1tRkfVfR91v6aZK+gKa45TQCeuIGhUOLQzZy+MPLU7yNsc5c2zSQghhMQgFZFYrSr6+wAGAHxNL3G3z9OSK5G4suL2JK6s+LfxVTe1iZMvpsNdfY24dd5RmOfHFIWFgpSHDkk5MlK7r1LJ7wG1W02YBqAtFnziYXhYCdewMFfTaIsS2xpt/PnEVtxeilHVTYeG3IV2zGbfSTxbelxh1xWoz331CRudn+nCPrdKJVpIrK2pfWqvpQ5r1eOK8iTGmdsw4ngzfcIjrkBpVDjQKxVNHucoTyKaEEIIiUFaIvEFAL8K4J8CeL9e4m6fpyVXIjFpTmIS7KIrLtG0sBAc1yxMMTMTCBNfyKIp2Mw+Y5WKCvfUQnZwUOXX2cfQVTN9Asclbn1id3CwVsxGhYeGhe265tGVyxjX8xSG7am052d+vt5La++/UqkXmGbPvL6+2j6SZhhpHGEzPh6vHUgSURTVUiEsJ7HRY5pE5UWGzXcSgdKIcGg0T3IrQc9dfqA4JoSQjiUtkTgS97t5X3IlEpNWN02KXenS/mfuE0u6subzz0d7XXwG8upqYHSb3qIooRXWs9HOSdSe11IpzgFzEQAAIABJREFU3AOpF13gxzfvs7Px5nJ1VQncOB6lqOujPZWu+TlxojYM096/mb9pegrNOdNC0eWxrlTqx1MqBaJTV7W1vb3NFmrxiTR9fXSBmqyKw7i2KxbVQxPTu5mmME2CPvfl5Xh5kp1GXGER9j2Kk/ZDsU4IIR1NWiLxXwB4GMD7APygXuJun6clVyLRF8rZqtya5WV3OKLZ/8xlCJghkIcOKSHhKtyhPUO6zYbrXKemaj1cQFC63xa3usDI0lLgvdRN5eOE1+r1vmIxpicxKqy32ZA3u3CKT7DPzASFgOwqo74xDA/Xi4vJSbXeFH/2NfOJpzhCJUmeWNyqq2Fz1oxQd3nr7IcPYR7UVgmUrL2WaWyblLjCIq8CREcW6LzvrSxQ8xj2SwghJDZpicTfBnAWwHMA/qa6DMXdPk9LrkSiLhzjEmlZYYsTV8Ea+5+83mZ+XhlGhw8HYmNkJNjGtW99fjrk1F500Zaw5tPaYNRjPXJEiTfTiI8KrzVz3lyi4PhxKS9cUPtaW1OiyvSoTU76j6f3EadxvW/b8fH61iBA4NnSnkVzDD5hNj0diGlXf0nf2PT+zLDXuP0afQajFvk6BFkf33xooK+P7b2zPeGNFpvxXQPzXs2jsRslvNPwOLZajGVd+CctXMJZe9rD8p23EnkrIEQIISQRaYnEEoAr434/z0uuROLKilukhRWuaRRt9ExPB20sXGIpzOAJK2JjN7DX+9bnNz0dHbbqaz6tq4C6wlV9IWhanMzO1nsqASV+JibUuObnpXzhBRVuuLwcv6CQ6VVYWopvqPsMYLsqrJ4fHT5rG8lhnkTXGKI8Rq55tvP0fIagS8gvLQXrXD0UV1bcuZJ6bL6WLua5xi0eFEac8Nd2ECaUzPmOK+STHiML4gqLdgoQn3BeXU1WVKnbabeQJ4QQ0hRpicQvA+iN+/08L7kSiZWKqshpeqxGR+tzxZrFZfRoz1qxWOvhCTOIw/ruuYrw6PYNul+i3erB9O4B/ubTZuiqzyDxCSCfl2hy0l/90yeGFxb885qkl2KYB9DlXTOrbto5ia52Eo88EojLw4eD6zs7K2V/f7g31g7FTXJea2u1Qlkb1GF9On1CwDZAm2lDEkVUIZ12eYrCvHymoLeFvPYExxG5rRZjneBJ9B17bi779iydRF5DggkhhMQiLZE4DOBVAF9nC4wUWV6uF066GXyaRBWfWVxsrlBIqSTlyZNu42luLthGG6+nTwfezCgDUBfY0WFeBw/WVvLUY/cZK768y8XFcO+U71x885HEePTNo+7V6GsN4Zoju51Ef78KnS0U3GG3x4/XC8VLl4L92aLBJaTHx4Nc0LDz0nPimxvz3rDvA3scScRqUmxxaz/AaKd3xPd7aT44MefGdb3CDPdWi7FOyEkME870JNbCAkKEENKxpCUS3+9a4m6fpyVXIjFJK4a4uP5p+4weLVBXVxs33HQjdF+j+4UFVXxlclJ9T29ji+Oo4/kqdK6sKMHS36/C7kol9drfr85Le1zskN7hYb8YnJnxizgTc16TiJgwA9gsmLOwoM7D/I7dh9A+v4mJIE/PNyY7H9DMdfQVrymXg8qnvr6NPmF38KB/bsI8ZeY2vjYuFy40V0TEFSZbKrmrysYxiNMymuOEBmsPoikMk4rpdoixNKqbZklYfm1echIpzgghhDRJKiJR7QcFAD9e/XkngO9Msn1ellyJRF/45vx8Y/vzGXyuXnqFQpADeOGC+/OwKop2rt/+/cqAMj1aY2O1YxkbCwq0aK+izl2L8lz6jN/hYTVf2ntmeszOnw8PtfV5BVyhsb5cyUY9OK7qpsvLyiNre+10EZqZmXqR5vOU9vX5PXiufoD6wYSvqI45Hz7xYT/06OtTDwRGR/2Gtc/YjVMYaH4+mcHuOlaUlz2OoE2jgIw9zijhZocGaxE9M+O+5mHhkFGCo9MFSdLxh81/ltVNk4hnhnkSQghpkrQ8ib8I4DiAuer72wA8G3f7PC25EomuPL5CQa1vBJ8XyBYeQ0Mq5LNSCQ+1C/OeRAkkX+XJiYn4Bmyc3ofDw8pLGTaP2ptqimA9bt+5x8nrso21pI3PkxRncXm69Dn6RE5YKxB7Hs0ekfY1X15Wx4wSHy7Bqr2yZsXUwcF4ebdhRnPSIiI+w9rnZddC2nzQ4vMuNZKXGkbcEFDzd1eLRHNOzAcx5XJjns+4glXfJ3Hzm1tFo4Kq1cI4yTjtv71RD9sIIYQQB2mJxOcBXAngpLHuVNzt87TkSiSePy/lSy/VFq556SW1Poq4YaVRhqsrrG9wUInIlZVwEXT6dHg4oUuMTE3VGzdmv0Pz/ExPSZjg8QkYU/iEhZCtriqvgCtP0hf6a3sCl5f9noU4QjtMCJ88WS++RkfVWMOKCe3fX+9h1RVn7XlwnaeZ7+iroGkWv3GF9o6OusfXbKEPLfrj7tt3/cNCvsN+t8yHCPq+SauoSZJiMua9pcWiLngU5dmOI0yiBKsZrpvEk94q2lkAJwlh96c9h2armjzOOSGEkI4gLZE4Un09WX3dDuDFuNvnacmVSDx7VjWjN//JHzqk1ofhM+5choarhYH2EurF9KyZRoftlbANkpMnlSdDCz+XULGNnoUFt0E5NFTb4N2s3qiNX3uuhofVep8n0RQ+UQbx2lp9OxC7L2HYvoaG3Ll6YceNW5zFJ9CGh/2eRC1ybNH2B39Q7z0dG1Mhx7aAMD3QxWJ9+LAWI7OzQSiefa52tdS0jPSknkSf8Dp/vr5YUCOhxc88E557mfTcku7HPL++vnhtMeIcJ0qw6n0060XNynPXKb38wjzaPuGeZTEnQgghXU9aIvF3Afybar/EnwDwFIDPxN0+T0uuROLCgvufvN1qwcaVY6j7K5oCQBeOMXvR+QrA7N+vDEvzu6ZnxGeQLCzE72F34oSqpOnz3gwO1npuhoeV4T00pASK7XUdGVHnOD9fL/B8wifMEDWLxiwtuQWilNF5bKYHIMwQj1OcRef0uQzI6elwD47P+7W0pMTl7GxtQSEz508LTHN73ZPPDts9cqTWs2TO8dpauDhvVBysrycrIuILxbYF8/h49IMB3+/C0FA6np1GQiTjeqVNcRRHQEUJSb2PZryoWebYdbonUd9r5nj1fMXtYUoIIYQ4SEsk9lTzEv8HgCcB/GLcbfO25Eokxm21YLK+7vYEzcwoo+HgQdUbb3HRnW/nK0BiV7y0PSM+I3B21u1ZOXFCyosX3aIrrNrq8rK70IzPS7OwoAwoLT5t4ZNF+FXY+PXPp0+rOQ0LU1xdrZ/30VElenX4qy4I5BPV5j7tvKQo75f2fvoEqt3HUgtClyFrG6am+NMhvVoI6sIfZj5fI+IgSRGRNLycZtEm3/UvFtX1mp+PL3pdQjnpA41Ll+Lltyb1JEYJuDS8WlkKuU4p8hJWYMsl/NbX/Q/b8iaACSGE5JK0ROKvxVnXCUuuROLKivufvN1qwSSO9ylMDPoMXJfxPzQU7NtnBGpDxS5Mcviw31jxGYWDg37D5/Rpv2GuDT9fcZG0jaY4nsTBwaBFR5hQ0+Oem6vNzTQfBuzfr8Sjud3x4/UCzjYm43i/9JjjFLkpFGrbg+h7rViMJyxsr2KzPecaqVppfr+RUMQw43xqqrZ/Z9xzSCpifKHRly7VCvM4BWfitr7xzXMaOYlZh4R2SnVWfW+Z0RxhvxOdIoAJIYTkkrRE4rhj3cm42+dpyZVIvHDB3SbiwgX/NnHz2CYn/YZXlBgwhaMOQfSV94+qjurCbgBfLAY5iT6D0RWaa4Y/Dg6qMTZibMYNM9VUKu6QXZ2TqM+/UFBhnVFCzedBKpeDdhxDQ8qbOjysxMjhw37RboZyak9bmPfLfPU9PNDnODoaFDby5fDFLRLT7hDFpH1KwwSR6fVJInTjetHs+yLOuOOIo2aFtnnPNlrdtFNCQltB0vu6nQK4U8Q3IYQQJ02JRAA/D+AvAXwTwNeM5W8APBO1fR6XXIlEV2GRYjHcSI6bezQ97Ta8XB4Gs12FXXV0eTnILdPN1LUo04VmfH0Y4z79Hh+X8pvfDASN60m6Pe5isb5yp6/tRpixmaRgjXndTM/pwYNKxNq5eoDyEMYJUywU1Hz6CuLY1+XCBXd4mhZt9vXyFffRIas+r57OU52cVDmh+ty059NlHPqEvn3+jYQo6rn0VaNNIix8PSaXl93ft8N39fXQxZgaEatxvGj274wvF82s5psFWXmu6BGrJS/iK44HmdeMEEI6lmZFYgHAXQCOAni/sfwggO1R2+dxyZVI9LUvCMtJtL1wYR6lqObfdnERn4dEV7D0GfS6iIhLQNqEeZlcYbO6uIju6agFwtSU3ysXNY5GvDLmtnoudLGfqSm1L+1d83mUfOeuvaE+ITc87A7l0x5Ql6i259MlqnWoqy88Uc//2JjKsdu/P9hXmMcorifRFSod5TUJy9uyxVUUuoLu0JC6hpOTaq59PRzDBF2jRn2YF80niMNCv/U8ZSEyss4d1OfqaolDWkvcXNQs7gVCCCEtIZVw025aciUSk/6jdf3jPnmyvviJrtCYpCDG+roSTC7PpvaY+AStq4Ll+Hh9dVEplZdmYEDKo0eVOBobCwq5uOZicrK+tYQWyj5viktMmees56uvz9++w+eV0cLi1Kl60XX8uJT9/bUevain78ePB16osDn23SdhXjt7G+2ldl17vS/d83FpKRCCS0vBGIvFes+r6zxdDw1c94lZUTVK0MTJBU1ipKZRIbVZwzhu/qYpiF25rWNjKicxSw9PlrmD9ExlS9IHB3Gr2mZxLxBCCGkJzXoSvwXgHxzLtwD8Q9T2eVxyJRKTeOCk9P/jXlmJl1MXZYgtLbk9iVrI+cIVfQKvVFLeNTNk1ZW/WCz6xZoZTqs9WNPTtSF+5jFt8ehqc6BDOAcG/GGWPk+iNo58FUd1fzpXE2x9DbTHZHKy9hzCchZ9BpnvnlhYcG9je6njGOdxPK++wjV9fWqOp6fVfXrhQrxqpGFzby9jY8ExXGFxYcZxmNfT5YFuRuT6cI0xShBrwT81pe65/n5/r9Q0PDz6IVKS35UkNDruvIRm5plGBHjc/php32eEEEJaBj2J1pI7kZjkn7fvH7ddcdIXVqqrf9qVSHV4nc8InJhwiy3t2fB5wI4cUfvX4scUk2ZO18SEP2xWG8Uu74nphdPiL27emz5/X/uOqB6JpZL7nPX6qAqZKyvquplhor6xhFVtnZ9Xx7Sbwbsq5/b3K8G+sKDmaWUlWeGUuL3Z9D7N89FisVRSOZy2p9UssuMTkK6xuu5L8/6PegiTpIm5HmeSCqKNEtZmpVDw59/6Qtib8fDoa//SS8lyONM436jfI3ofFWFiuRFBF7UN554QQjoeikRryZVITPrP2/f9Uqm+gIevQM3+/fWG3vi4+ufuM9RGR4MQON3k3hQ3UUJMewO1wHCJoeHhwAun1x06FH0Mu7m73XjeJ2r0NmGi2cQ0wmZn/TmR+hyShAybeXXFYpAbNziozsdVpOb559V6O1RydFQVAVpaCgRSX58SiBMT9d+fno5nnOt7L06xGX0fmfPry3U1c1qjwj5dczc/7x+PrwqteX3DPHbNGtLN4Nu3FgG+Sr5xPL2NjEX3f3SFo2d5vu2a/04iSrBlJcDpxSWEkI6GItFaciUSkxauWV/3h2vaLSx8rS58xVFWV+OF3rm+099f39JCj0t7Ek3REBZWOTurPF3nz9eGdPrE3tiYEj+lkjq31dVAGNneS/NYhw8rj5YppLRgtr2IPnFity85flzKP/gDdUxfHqiv7YKeE1MYm/PiMsh819jOyzx+XMozZ9yhtXF7FWpD09fr0fQI6mI6ug1LmMDXochxx2HPgy83VRdAce2zXA6/tmFNzF1zoudFi6eFheC8GjWcGy0csrLifnCwtNT4eBYXa3+vXQ+YmiWLkMh2kbSlTrNEiWWG8hJCCHFAkWgtuRKJvkIxphFrowu/2N48M3evUPALUNOoNg3bxUV/ARqzCI7dL9FVyGR0VAnHoSEpR0ZqvWQnT4aHp5rHvXAhCBU0vYzmeepQWx3OODUl5bFjSsTpwiuzs7VhqS+95O5POTQU3ffPDJM1c0HLZSlfeaVexJ8+Ha99gRarQ0P1n5ltNHSYY5hAso9RKAQtOuzv9vW5wzUrlaCAzdyc2v7wYeWJPnhQCUCdZ2gKRPNctfAL68E4Ph54p5MY/PpYvlYvOmzVtc/p6XqPSJIm5vZ9EeYpbSYEL8xI94kqsz3L0aOB9y+u8PKdpxkFYP79SSPUNM75+saVN09iIy11miVKLDM0lBBCiAOKRGvJlUg8f95tUJw/79/GZxjpfnfaAAjzCvoM2+efl/LiRSUIzIIYdv8+3RIjzDO2uCjl2bPKUN+/P9j/2po/JM70hmphY4oZlxejWKz/zNdDcX5enZdPWPiqZMb1ornm3PaQhYXm+gTeykptIRjtKYraly00fd66SqXW8zE/r+ZQ57/p7x06pAR23PPXY/UdV49/aSm+J9H+PRgaqvecHTqk5szXS3Fw0J9zmcSQ1ttEnV9WoiWq4E0jfSh9xwlrgdMu8ih+fH8P0yju4yOOWKZXkBBCiAVForXkSiT6xFKYJ9FlGJ08GRT9MEMcfaX1dWim7TnxFafxFZXRRofrKbbODdReOt0OY21NiUdbxNn97gDlhbNFx+Cg8h5OTAQi0jaGwyqxuoSYXkxvlqsQixY8phfXNMZcc2F7yHxeJ1d4rOnVcxn+YcLZPvfZWSWaXHl/dguVoSHlLQybQ9sA9nnu+vrqvc/29V5eTtaKwpzrvj7lrdbXxe43qc9Hz68+rstDmdSQ1sV2fB5dfe1bGf5o/t4n9c6G4apMnJWXtB37SYuw1jxJiXtueRTLhBBCcg9ForXkSiQ2alDoPoF2RcuoSoyucFFtTOqG4i5hYLan0A3kS6XwlggLC0poaONc5+ZMTiqD/uhR9bOuzukSNgcP+ttXFApB0RLbGPYZx3p9lAfO9RS+VKoPUTUFh65YaotIl5dJFwHx5UO6cg/DRKfuM7m6Gt5mRAu5+XkltPV94ZoLnU8YJXrNBwJh3sCwkM5KJQhvXViI1x7DFwLsux+npmqFvb4f4woM22A3Q7PD7idTRKctYnwiwlyfpvcvTWHXraImLU9i0jmKUx2YEEIIMaBItJZcicSFBb/ACiNJ2wJbGIZ52XziSnv09u+v9wDqfDKfkNNtJnTLBVe1yfFxdxGY8XFVcMXMiTO9jf39QY+8OJ7EsHYao6O1YbGunDXXPg8fDhrP26HDQ0NSnjqlwh/tY+kw2aiqqvb11g8F7DzW2dlgzEtL7rxVVyirL2/P98DA5Umcn1fHOnhQnZvPsPUVAIrzwMPGZ0T7zsfMd33mGXXv2NcrrHqjnddqt3Px5SSeONF8TmCS84+Tt9hu8ZDHXMK0SCsnMekc5fVaE0IIyS0UidaSK5G4vOwWTVHFIOJU9TONBlM0hXnZfOJqfl7ty1UZ9fBhJQwGBwMvoSsHbGkpXBSfP6/Gr71r+/fXz83IiBIipvhZWVHbm4ZZsVgvOrVw1cfVnrXTp4O+fePjSqi5DG1XiGpfX3Bc39zpXEhdbfPsWSVQXGGiLs+W3R5i/363oO7vrw179V3HiQm1D/OecX13bCxeTqLdq3J4WN2/Pm+T7d32eT3jCAa7imSl4r/HFhdrvZhR+Xq+qqf796tt7T6Zep9zc2osuuiPy0PeypYReQvHlDK/VUkbxZ7jS5ear24ad46ivMZpX/c83k+EEEIagiLRWnIlEl95RRntZrPviQm1Pow4BqL5HVMYhnnZfDluurqpKzzWzF3zCdCZmSBE1vW5Fp/j40rsDAzUC06zYIsp/A4frjXedesFLVy1h8snGrXxb+cX2vPomjfTg+k7d7NIjhZaIyOBN/DIETUvly4pUWKv1+Gg+/crYeITQQMDtWGvYed7/HjgNfV5d1dWaqubLi6qdfr66IqzLhG0sOAPfzTX++5jfS5huETc0JD74YJ+8GI/FPFdL7sAjPlgQXtKk/SLzEIMZS20shQDUX+/OkmIRHnwGj2XuMVoovJP9YOeNLyK9FYSQkhXQZFoLbkSiWfPKgGlc8T0a5QnMc4/a7MUvhk66BKCppdN59FpYWB61lwhl6aHLcwTqcWL63Odu3j4cH2olhZwvn1rkWpW9JyeVmLGDH3UeYCnT7u9nXp7s2z86qqah4kJtej9mQV0ojxTrvBM7dEy2wisrvr70Jn79+UKHjmi9mFWQR0cVELTdb6Tk+q7y8v1bQ3swi6moatzBksldf5RhqmvrcrycnhoaJS3LUxg6nPXDxpKpfrcS19hnsnJoKWJXUjJLhpkFszRx/G1TvEZ+o2SZUVL8++Lnsvp6fQEW9jfr04TImHXoZlzibNtnEq2vjzrqGMneajTDWHChBCyBaFItJbciUSX1+Ps2ehtowzASiXYt+2F04Lp6FFl4JpVRAuF+jyqUkkd4/z5eg9VVG7WiRNKTGixaRs+w8PK+/PMM+GtBKKK0YyNBR64pSV1TqZXrlRSx/Ht5+jRQBxXKu5Qw/5+JXhdBWz0OZjrx8bqhQagRLvdi083LPcJTT1un7jROZ/FYlCEaHJSiTrXGHQOY5SR6woJ1Q8Vwq6X/tmXyzk0VFtV1T6XKEPa50kzr+/UlDq+rqpr5j5OT7t7ZZr3/aFDtXNnPhDp66sPx806J9B8cLG8rKoah3mwXMe2qyC70PdEVMuXZuhEIWKGN5fL6u+h70GHPq9mziXqb7z5OxBWNdkcU5xj+u7ZbgsTJoSQLQ5ForXkSiQ2WrgmzHjw5aiY3hWzmAkQeLJ030MzhNAWmP39anw63+bSpVoR0d+vRKFZiOT48aD3Y6VSn7+oxVGYEAwTJLpAiG3wmx5S/d0jR9z7mZoKRGWYtzFqHKWS2tfwsL+3XKkUhMNqD02l4m/NMT0dHPeRR9zi5o//WImGkRH3gwf7XHRoqs8o1B7AsPN1hQDbhqkvxFjPt23Ynj6txG5cIRMmUA8eDM7TPseFhdoCQL7QWbP/qHk94/YgzLIi6Oioemjh2rdvfux+qq7xaDGQVp/FJORViLgK0ujiWr45SvNcXPeRfY3NKBDX36841y1M2OZZwBNCCEkMRaK15Eokzs66Q/3CWmBEhWrpwi+lUr0YBNwVLsPyqOIYitpLMzoaXkDBfBptPvk+ejT8WFNTKhTVJY50WKzPILaLjSws1FfgHB11F5OxBY/uw2caZfraLSyoxRRkJ0+6vY79/e6ec9rr5qp6qj16k5Pu6qY6JNYn6kxxcPy4KkCjvbvaO2WGF2uD0CXc+/oCIXzkiHrIMDurxmYWxQnzJOqwWfNcdaXbOJ4r1++B9vzpn3XBIFcBGTtU1veAQs+L3fai0R6EvvmOwmeg6+q6tlCM42n1Gfhh117PSVbhn3kVIr77OKy/Z1rnEvUgJ+76ONcsTNh2WigwIYSQUCgSrSVXIjGsaIiPMMPDDDF1CR3bG+L6J2/vP64xrPvz+fLUZmaUQbW0pESZFjUTE4FHNSpkqlhUXjXtWdOCwOzjaBvEZrERWyTpkMyZGX8Yp+mZMj2JUWPVQmhlJRBBukXE/HxQVdX8/sqKWu8zOn3Fg4Da8OGw+dfVTQsFJe6iQsts4e4rIKSvhflzqaTOybxeYbmhYX0WbcwHIlpMv/SSEuUHDyqPapjgt0NdfQ8oGulBaHp8zIq1rjBmHXYbVejEZbz39dW3pNGFprTH3nz4ZN7PYaJWi4GwBw5ZiYO8CpGw3zudw+u6V9IoahMVEu7aR1YFczqpqBAhhJBQKBKtJVci8cwZ9z/kM2f824Q96fUZrtoA1tUfdZijqzy7bdjENdy1ceHLM5uZcQtY3YpCCy4dMqULo9ieUDtEt6/Pf8yBAbfI0UVndA9HPW6f0DTHWipFh2GaokQ3d9eFTuw50GMAgnxIn1ipVPzN4icmlDiKyhMMm0tb6LjEcJw8RJ8gOn3an99YKKh70ndv24SFm8bpk3nsWL14tQWX6ZmMm29o3ouFQm1+b5joCit0ovMI7W19+1tacovR0dH4IYg6H9XV8+/o0do2JUmFQ9T3fZ/bLU8aaS3RKD5P4sRE9Dz6RFxcMdxI2GoaRYuSinQKSEII6SgoEq0lVyKxkX/+YU96fUUUZmdVWJrZY7BY9HsEzH/2LmPfLoBRqQRP2vfvrze2jx9XhqVr3FrYuEIoXZVB7XMcGKivZFooBAaxXWzE5/3zGdwLC0F/QR36ub7un+tSSZ3T0JA69spKICp9x9BezMHBoJqpvd+jR9U++/vd87t/f9Cz0hai4+PufDufd8QOLTMrXPrO2/Rg+op2hM3x0pK/+q1LjOjqva5x+EKCp6drW2SY51UuS/nNb6r9zs3VinefoLKNYp/A1+I0LOc2rNCJFrL2dT192r0/s+2KuZ/5+WTG/+qqum8OHgy8tmbbmOVld2GjsP02IkLW16W8cKE+dLuRJvWNsrYW5FGbnuv+/sY8nXFDUXX0QJzvmts0441tROzl1QNMCCHEC0WiteRKJDaSs+L6Z6yrj/o8icvLbnGkja6wEDnXe9tbor0U2oA6ejQo4DI/H15VVFcd1Yam6Umcn6+tNjk+Xi8kxsYCL59ZyVQ/4Z+ZCb4f1SPS9pocOhSc2/y8lC+8EAgo37XTYZ12ddilJX/7ilJJeRm1AW4W9NEG6dmzwfH271fnNzWlxM2FC4G40WJCh9IePKiu/6FDtec2PKy8aXFFma9Yhi2ECgU1JpdXMKqXm/bSugxN133vKshz+LCamyNH3GGnWjCHVe5stOBIVB5gWPXasEInevu+PnVNdVEoX4i0Tzzq6xjX+NcPBHzjXlhIFiIsZfK/efq6616q9nZLS+HnkBau+298PH5OqU3ce0wLdVdrHF+WuLXCAAAgAElEQVTBMlcObtT/lWbJay4pIYQQLxSJ1pIrkXj+vDu/S1cC9eHz9Lm8DWZBFPsfuC5uMzNTG3anxZLdI02He2kj1cwVtL1bo6PKiNQeGZ8xqUXQ0pISfDo8z2wof+aMGmN/f72Q8BmPCwtqH2Z/wyiRMj+vDO/JSbXOlddWLPqLQ5ihk3Yu5fh4eLjhwYO1hqJ9HX3tNMy+jq5rY4pOLZ4GBpTQNMNf4/TD03mAUTmJQ0Puc40TqlqpuIVMnGqdpVJ9WwiXkAwLSV1aarw6pG+MBw+q4+mHJ+YDBDMnMUqA20LbFrrFono4YP4+N2Ow64dOvt+b0VH/Z9PT6YROmmHsru1mZ1sT2mheG/0AR7fbaeTYcUWVWejL7q2qcQlYOwc3bI7TIK9VaQkhhHihSLSWXInEubnAK2QWFZmbi97WrJJoGoRmGXRtPPkMDTMnTRsWul/g2Fh9CKfdPzGq0b1ePzamhK8rH21kRI1PC0PXU/PR0WDRgnJpSRnDvpBJXTF1cDAQl74wvMHB2nPTQirsnLRH1W7n4TLu9TYu75UOFdXGthYqYYLINip10SCXoDXDV02D3hzT0FC9yHf11DPzFPV9NDys7rXp/5+9twmRbMvWw/ZDGE1sg55GDXaHNX2aWRIhgQXGYIQehgBLE4FGMdDUIHLwGg1rYPQ0cYkng6A1McY9MQlGCtQK1QsHGXE7KyPjp6or4/8/MjPyZuhWX72Jn7qSIjxY9bHXWWetfU5kZfWNrLsXHKoqfs7PPvtErW9/a33fxC8I4E95rf1+2lvw8jIJ5Kyk0prDXNkzD8jC/bXADcqTJfjNKsuW6qf8mZHPUbfrz5szUXnYUgm08bwvFunj8PPvdr3VTV5QAyGsELjPYkdlHMo44b6jMkB+D69/6dJGTZWZPyuHHjtveWae8coz7x+zSHBIRCYxRowYMZ5dRJAotqMCiY9RN93v860cj8cEoFAqaoEv/h2wiLBUyJN4YEVdS7g58Lm7o+vSFBeRgOF1K+mcTj2Y7PWorNESXwHgXCw8gGm10n1NKBnb7QjsLJf0Z9Y1zed+PyGGkgMPCXJwPWDfkChagGi9TvaFgdG0epY2m2SfHB9bDTBaoFSel9xg7l4sEms2ndKYt1q+D7ZS8aAFc2YwSDKvXAxFRp6yu7y2D8ulvWDAGV3MTUtcxbIfyNOnmFfoRJZ2WyW51sKCVv6sifBY4iqjEZXwaiqqKNuV7+G3KKScmhdkAXxovc7ttrdc+VxAktWHh/ENWQI9po8v6zt5xsua93zB40uD6NiTGCNGjBjPLiJIFNtRgURLqXK9Dn8vT18Ykplud7//7W+TvXkW6KtWfSKeBZIAYiYTu7yN7xtiI9o+IaiRBThbLQ8muBqqJtRyd6crM97fJ83aNfan10uKfMhr4sA2BLLwekh9FX+fzbJB/dWVH+/1er//8IE+a40ZF6AplehzAHCzmQcOWSCXg04rQd7t0n2P8CpstXzvaWj/s1lY8CRLwCNPSWq77cGNtkCD3lAOgA8xq7fKBbV7kyc0IKG9Zh0HCxHWeea1abi9TbK2/LkB2ygXfyzQxlVKVyvqqc0jdFMue8ua5XK/f/HicWMaOoYFcNDXbT1rfNHhqQFSFpi05iJnq38XqqNR3TRGjBgxnlVEkCi2owKJVqnkbBb+XogxkawiQGerZX8HgG869cAmBHxevPBsDGe2rJ48JCw8mSmX6ToXC/pzvfZloVaiD3bTsrVA2eduFzZx5wmclWBp5bG8J5EzRFoJGsr7Viu61pCnIr93SK4kINJADUBviN3Y7ykphy8hWD14VUK9MotVc46ONZv5clyMRaifjgM0OSfQq6f1WR0y73lfpkz263Uat3qd7j0HTHzeANyARcc4NRp+X3zeWOcie/F+V2V4ofEP9ad9zvlxACmfFUvUxSqp5V6R1nEA2LfbpxVmyVvSCQuc0Dz/kvfYihDIjQxfjBgxYsQwIoJEsR0VSLTUSLNWxK2kBmItMiGczWwggf6xWo0SYigjWv1zv/hFumQTiXizSecuVUkhl//wQMDm5IRYMQl6er39/rvv9N7F4ZDe58CWb8UildjW66QEul4nmQ18ZrFICk6Ekn2UtkKEh/d0ocyz2aTze/3aMyM8OZZ9fFn9i7j3/Lyk6IxcAMgqw9ztkuqzAImNBn3/5kZn1Wo1fw7ob5THgAVB3lJPXMd4vN+/e+fHpl7Xxy/PvOcMJAAF5rwE4to5QsBJA/PcCkNjLaUKbaORVoeViylfIknHsyWf11rNz2MNwDyV4Ejeaw2B2byg6qmBT54xQOmtZTETEpX6XYTF4sVewRgxYsSIYUQEiWI7KpD4m9+kAVe7Ta+HwkqSLPYMQEKKhgB83d7697lIBcAjyhMvL+mzWYzRN9949gaME3p2SiVKZCwxDICE7dYzB7tdsvdOYxK5SqdM4l69IvZTCntIRlCCZyuxkh6CmqKsJUZSKhFA5oCN21/gGLiXIW9HLACgnJQrwgK8ffxog8Dlku7/YkHzrt8nwR+AK97T9NhST000hp8DRHv4uZ2dJUsb+VhK9dJmU+9l1J6FkABLoZBdFswT/48faezkuNbr9Iw8tWVCVuDZQg+i9DTEAoucn7vdYaWiocizr9BiwiGg6ilLG/MCKWthIMvf84eMqDoaI0aMGDGMiCBRbEcFErfb/f6Xv6T/sMGi/PKX2cI1+306SYISJe81Q0L44QOxDI2GLRyjKXBaJY5y1ZyzeACFsJGA5yFYO5SZZtlRaOIa260XoeH2FDz559fBE7nraxtAa7YEnEWTiRVPKrNKPcFAYNzb7TQjV68nSzf3e98DlQVswIhaCfPdnd1feX2dXqQAAMXYzGYesGn3C+WVeX0MJaNlCSRJ0Rywt/1+2tC8XE6zPotFWugEINgC3HkFmBDWogy86n6XwCFLBXS91kH3oaWfVnz8qJdncwGbUF+pxiQ+Bgg+9jtZzOTHj943Uvtd4M84/837oSMyiTFixIgRw4gIEsV2VCBxtyPQxZOLTodeDwVPhLhPImcspNw9mDgtyZFqngBY43E4gcdnNeZOYy542WMez7yQuEa369lGfl2W/YIGbp3zPovo0QOQmExsnzkOmCywa/V8hfz5JLgD2Nb232zSNYExtGK1ss3VLWVYaQkSYhJ5cg8gDxGeq6skgzoeU/I8HnsAafnfyTLVu7twnykX59hsaEEE7CpfvMD5jcfpctQsASJLVVKq0L59GxYTeorQFokKBW/9kue4Twkg8pSRWoJMEDaSoCxPSWnWb2HeMtQsgSAsbFnjdax9f7EnMUaMGDFiGHG0INE59xeccz3n3L/59O/fd879e+fc9NOff4l99mfOuZlzbuyc+zvs9b/mnHv36b1/7pz7vazjHhVIvL0lUDIYUJI0GNC/QwIe8j99C2xpq/JWkr3Z+FI7nvBKoISNK/lZx18uKREHo4gSUhyDG7njO81m8nga0OIWCquVL93kzF7ItF6+Nh57EMPLUSFS0W7TNdzfe2YNIjshYGH1fFn9lFB/5Qnqmzf2tazX2QAR99xKbkPCSVIYROtJ1KwOtHvV6+l9pq2WbUUhy1SRqGvnu9mkE+HLy+RcwrnMZjSmmliPnANYXGi3vVIsjxDo4XP7cwGYdl95uXOlQuO4WBA4znvcPEJAeVm5PEI+GqiuVqkcmvu6YmyzruOxv4XWmPJr1VSPLy7SpdGhkvVjYeueqjQ3qpfGiBEjxlcVxwwS/7Fz7v9iIPGPnXN/9Onvf+Sc+6ef/v4Hzrm3zrm/6Jz7K865uXPuL3x6r+Wc+1vOud9zzv1b59zfzTruUYHE+/t0SdzlJb1uhUyespis/d6XPDYa6fJC9CW+fEn9TJYhN09++n2ftFuJu/R363apvJEn7bWa93OcTpMWCRrQkgwherDevPEloyF2Sp4TknkJ9jQmEtYJ/N8vX1KSK3vAuGhMFpMY6mkE+yoBVh4mAAl0qUTJrbSnePPGtmCRojmnp3S9m41ersz7B29v0+Me8mHkypgAPKMRjasUjLF8Nq3rwKKAdj+1hP/VK5qDnBXE82KVQlps7GjkFWWfWrCG98bJ6+r16LjWfOJJfgiIWUDUAgd5FULzzv08vXSP+S3UwqpU0BRUazU/P7Bw8GPo+4uMZIwYMWJ8dXGUINE591855/7UOfc/MJA4ds795NPff+KcG3/6+8+ccz9j3/13n4DhT5xzI/b6P3DO/cusYx8VSHyMuqlMSLKYrP2egAaSMcvTbLPJLi8FiO316PMPD/Y1aKyd/Ky0rmi19IQayWAWkGu1KKm3QAOuudmkJP7dO70fLVR2yP/NSzABHBuNZLmwJlzDVSgrFb0sUit7k151oQRNMnpQaEXv6/09+dPJRYNOZ7///vskCIEtBMoCJVjm/+52iWXl1xOyX0E/5vW1rs4JxV2N2anVaO5YSToWBaz7iYS/2aQ502ikn4tKJZ0MPzx4YGsBEy7QA8GaDx+8PyCen8cErvcQY3ctyR+N7MQ/BEStss88fX38M1aP9GZDzKKmAhwSwcnzW6hFXtEl3nsNq53Q94+FSXyK+DFcY4wYMWL8yOJYQeL//alU9L9nIPE/is98/+nPP3HO/UP2+r9yzv1959xfd869Yq//bewrtB0VSHyMT+Ihq/EIDs5Cq+1WH9VsRgklN+YGSGo00sdvt/Uy1V4vLIpTqxFbJEU2kFzmAXKVCoEhTTUW5aLSa61QoGvLGiP5uhwvsFoSyGmlbOixu75Os8mvXvnzB8DQQFJoJV+ygZpCKsCZ5n0IdtQqp4Qaqsa2SPDMx1beKyTiKBXULCV6PTtJ3W7t9xYLf89lsn966q9xOEyzb2DYt9v0veTXl3dBAf3HEpA/Bijieg9hzqwxsozW8wBRGXnKEfGZzSY9Hihflgq4ee008vwWamEtMsg+7RDj/5xYtseUjf4Y2NIYMWLE+JHF0YFE59z/5Jz73z/9PQ9I/BcKSPx7zrm/oYDEf20c8x8559rOufZPf/rTpx7jx8dqZbNIVmgJCfr+LGU9rspnJX3zeVhUhfcz8iR7MEgLd1giJ/2+/6zViyYBBnp+YEyfBeQmEy/cs1hQol+t0rjKhHO7JWag309aZORN/CXT4FySjQ0li1CDtPqo+n3/90olPaZgYWUvF08A8wAZC5ztdsk5Id+HL6a8/mLRK9Byg3qtJ5EvJoQEhxoNmn9Wkmopa3LrFT53Q6XEEmRqc1GCh5BFCTarLHWzyfiRYPMF93W7Dc+dx/QfymNtNt7PUlvwmc0+ry/N6o/mCwd4bbnUmVdZEttoUH/jcpl+LkJhAWj+zGWNdV7g9SX6+g7Z52MBbWQSY8SIEeOri2MEif+rc+7GObdyzn3rnPv/nHP/54+y3PS779KS/v0+lQGGgicFm42e4Fq9QDAul0lCSIQDAE1LirXkiTOGPHFut/1nssr0ZOLoHJUxgmGzgM9y6Vf8y2UCsfCOQxkkPrvdejbp/JwSzOmUEkzJ7smySq7+qZ1rViKVxQZxlcp6PRuYvHmTZBs58xFiRi1wBgYTYkIasJKJvqV0WyxSeStA+3hMCT38ITGPQoJDVo8Yxvb2NrlQwX0kueplngWA0FzkdjH8ugHYredxOtXvgawaQB/qauWBjiWi0m6n2Tgr4c+b5GsgotWihRa+kGUpvuYNC7SOx3Rd/B5atjh8vDTPykOUTTXgBMYf9yIvyD70OIeMXx6BndA+Hwv2nhtbGiNGjBgxMuPoQGLiBJJM4j8TwjV//Onvf1UI1yyYcM2lc+5vMuGaP8w65lGBxNtbveQypG663ycThdVKX+mXwjUcPMCGAsB0saBjTiaUvFervm/v5CTJxkhVSA0YjMc6Q4rE7/Q0KeqRlayPRv67JyceHEv2qNv16o7lsi4KBIYOYyQTHzBQV1c0Bq2WT8hWK0r2x2MCmBI4SUXNUCKZVc7HwezpafJzIcZXAy8WiwUmMcSSQA1Ue3+79f2k9Tr9XbvvlYrNHI3H3u9wMtETcYAEjWWWfasa41ko0BxCmaMGJjVAqM3F+VxfTAF7rdkwwHvQumf8OR2N0s9Tr6cDT4xvnj5VS5xltzu8hLPdJuY9L8DQzsWqNuCelHgWNVscHnd3n6dsinOy2LjQ+eKzeZi8z2XjDhHYsfb5OWWjUd00RowYMb6qeE4g8S9/ErOZfvrz99nn/okjVdOxYwqmn/oSrz699yfuuVlgWMn7cml/R0sU2m1K5KDM2Gymffe0MkQkgVL5EvtDmeCHD361XlMOLRbpnKdT+vPkRFch7XZ143qUgF5e2skwZ6WQ0JdKBHDnc7qu21vPwFmm4ouFB08AQBpQBbC4uKDj1OskdHN15UE2jg/AEbI9uLvz54k+MIAajb0tl5PXzEs2LWbQ6nHdbvW+R1g+WOBstSKmwnp/sUj2floMMhYzQgCwXt/vX78OA2YO1nlvJ8ZUAix4M56f0/16/94uS9XUeK3kG6qxEOXhliEckK5W9DwUi/qihexJDIEdDbBiHuRls/AbMJnYqqt5xWDkYsshYVUtaErKo5Fui8NjtXq8sukh5ysrMGo1egbyMmyHlvxKQJZXYCd03V+ibDSCxxgxYsR4lnHUIPGH2I4KJD6FcA3+k2800kko+u7g7ffhg2cewaZYYGoyIVET+CXW6z7Z1tgqAK5y2QPM01NKojSAwu0Nlkv6bLlsAyb8Gx53xaJuP4Fk37LB4OWo2vnw5LvZpGPgc69fe+XUYpFA43LpRV+084cITCi5lNYPUEBtNJKJ/P09HcdSoQ35YJ6c0LnCT+/tW8+kWWqwSPjQn8aZt0KB5hJXMl0sdGC12WQnuBgXy4tRJrLaYgnvIdTAt8UGjUZ073AP0P9mJf+y3FvbJ97jz0u5TM/beEzvf/iQfLZDYEdjOsHqH5LgZ4GEvLYSeL74d/OCBc0v0ep95GXXmEvaNeVhEh8LZlBqqilDH8JgWmOvCV1pcy+PwE4W6HvqstFYhhojRowYzzYiSBTbUYFEKzlfr+3vaB529ToBAC1BB3s3ndJ3v/uOAAiSneFQTzy0fqdOhxJdrKhrpWiXl5TYNRqUXFnXyFe/p1MPQl68oPPlapsACuVyUrhDgklYULTbVPpoJe9ZYAXsCcYWn5tMfEKmMUOvXhFoGo08oN5u9eNBHAYMo8ZoyuQxy5ZAAzajEZ3DZEJjIu0pSiW9RNLaH5g3XGtoAQAbxGW0ffHPNpt+TEJs136vl5fyuawl9JZ6L7c14KJPeUBFiCG1+jnBmMtEPgR2pCBSreYtSQ5JyLPYLHmfQsJKEjjnBQsaWAr1o/JnHAsOskrCKtMFU/s5YAa/GRpgRk+vLGG22EF5Dry3GecUApPWIsch1/WUzF8UtIkRI0aMZxsRJIrtqEDidktggv8Hf35Or1sRAgoy6X7xggBYq0VJXa9HoI0f00rOLJBVr1MJZqWSTFyRKDWb9N2LC+93ZiXRWiJosWTzuU+orP6u0YjAxWxGoJmzpIUCgcdu1z4fJPCNBpWVSqEbKC/yJFlLnvk9sNhimHHv93biPp9Tkst9EpdLLyTSaKQNznkCqIE/TYDnw4fDytu4Sm3WGCC55QycBYpnMxugQcwF5wZGXBNRKhZ18Cr7aS0wfkigFFHrvw0pw3JghrDAztlZso+Yewoemoxr91T2NfIy3vv79IJMu02v8/E6BCxoYOnign47JIAajeg3YbGg59ECQhCwWS6TisbS9/ExYAY+s9pvpWYBVKslvVLltWuiY/z30/rN0PqweZuB9G/8XUS0xogRI0aMZxsRJIrtqEDi/T2BES4ic3VFr1uBBCurd6lY1H3IIOyC71h+hZYao+YnqAHWWo0SBavEDwm07EOy2B6AViRS2mfkivqvfuU9Hvt9GldrNX6xSDJXZ2e+f7FQoOSsWPTXqvXpcbNtLipiMSRWiR//zGDge+A0sZSQz16eHiYOziQwC7Fk/E+5NZtJxpEn63wOW9eSBXRhRcF7xDD+7bb9bDQa3ubEAhuHxsND+jlrtylxLxb9ggqebyi6Fgq6R6FUN12vvSLxUyTjGHsA2V7PVkiVnwWAkWWy+/3hYAFAn4NelJDPZrRQZvkoWgAvBAQ/B8w8PNBzqJX08xLnQ8HnIYrReG5LJe/1mke07EtHZBJjxIgR49lGBIliOyqQiBJRyUKEhGv2e0qwLIYOACpUtqaBm+XSm9jPZgQGs6T8eVmmBbxOTtLJHkpDZR9SsUhgDswnpPAhQAJgYh1Ps5+oVn2Cu1zu97/9rS7xr13rckljUa16XzqUEeaxf2i3qbwXSq4ACrJMUANNl5e0P4B6iwULJWNZIA8b1FpDPX4ayAwps2qMolSC3GyIHZVMaJ5yR5TQymur1ewSavQeauJOjy3Bs5Jk9M1KUah63bPh/Dp58s/ZPLCuj7n/Vjw8eEbKuodc0TjPMR8DFkLfybPAIcGQ7LdGnzAAt8Ze5xk/zha32/43CuxrHvAZYuo1S5VQ3/Rj7g8/By6g9bm9g7EnMUaMGDGebUSQKLajAombTVoxr17PZ7CdJYJggUirjHS9TrMssjTx8pL2i89gBdxi9oZDb3exWHhwhH02Gh48VavEssjEqFSi8+BG9xqr1unoq+qylwuM1d0dndNsRmxKaKy0Urizs+T5WmCmWk0DBd4rhfj4ke6BFOK5vKRE1wI+nNmRiWheJhFWGPKzWikdV6AtlcI9iRKM3t5mi8EgmQeY4/YnfF/zeXL+4DMAW9a90BJ5i9nUGDMZoefMmhNSyEdj4mWvWquV/K2QoPKQpJwfO8RQagIztZpfTAqB+zxgIfSdrAUODQyhLJSPkZyfXE35kJ5Ea4ysnmPeMhDyYXzzRv/9RF/jbKbPf6vP17om7bOwZvnc/sWobhojRowYzzIiSBTb0YFEK4nMCus//cGAkg9r39WqXl5qMRXLpfeyg0/hbOaFZeBbaB2r2fQAkSec7badwEkAUyj43kpewshL4LgVA//+YJB+jYOoUI8jQEUIACJ5lseRQFMbV6hoIiyRn8EgXVqJ9yoVunaNIR2N0j1MHORxUJclynF+7n0zoSq7XO73336bVHjlbMd4nOyfg8pqv+9LgE9O9JLSTofAtBQvwvvrdRo0QaDp/p6+mzW3wGRa8xcAPJQAW99dLOi+WaImHHhkeWXi37e3dM5ab5os580656xj8+cDAFZjuKwy4bxgwfpOaIGDgyz+XQnYrGt7KrYYx9R+T29u/PzivYfy+1APDt0D6z2MHy9P3m7T/buha+Bl79q9iSxhjBgxYny1EUGi2I4KJFoCBfO5/4yWRHEhE03MAsmJJmxTKnnQAbYj1PPUbPoyTq3HajikRFom5bys7u3bdOlinsQYQAV/wm8RbCnG5D/9J7oWmazV6wSgNPBTKPhyRVy//K7FiMlzCwFJWd4L0ADGcDDwjJXFWMxmBNKsEjQkvhajUa/748HqYTLxJZHW/dDsTrrd5CIB5pNkSzljA8bi/j69MHB5aSfJ3B8TiwJIVAEI0MeGkl5uhYKSVIgtSXAzndK5WUw4SpRDYMwCCSgVtkRN8rB5GhOLsmcLOORJ7LNYTHwe3pMY535fXwzggkOHRAhUWuwuypM15V1ZfpynjzMvU2aN6WymLwTg94T35mpsYNb+s+6ntVjI2dKQ1ykX0JIR+w1jxIgR46uOCBLFdlQgMcsCw0oQsrwAZ7NkH835eVLdFKvaPImymERuA4HkF0kj95X7sz9LWlmgTPTlS88cciDGE3PLL40DBa4yinPlyoWNBm3jMYEWqBtqfYrYF0+2cQ4cbGQBQK7KenGRBpqtVnK8NDBTq/neuFAJMUzFuTAOP8f5PJ2oIhGF+EitllR/LZXSTCFnGefzJENbKtlm9Nttdu+XNd9DCrD8nmFeW+qmOB8AYfiD3twkS54xP8FMhxYsJMiXYKxU0hdOVisaa22/i0US5ORlEgFYQ7YLeZinu7ukxYhWuooxxvMYUlJuNrOBgwRjIR9K6zsW0LWe0xBLGvp9PaSkki9wcIVS9ONqv2Ea2MoCzIeMg/y9lH6d8jfMundRuTRGjBgxvuqIIFFsRwUSb291puH2lt4PlQg5Z9swAHRoCdDtrZ5EwXdNAwA4Hvr7tKSx29U9+KZT+jyUJZFMo2/MSkB5WalchZ9Ok3LvAAxasj4c2sktmDFeurpY7PfX1wQ0RyP6c7NJgqVCgZgzsFAQROEsIZQjwcCEWMDFImzg/vDgmUIr8eV9eHwMkVS+f58GeINB+rrA1mw2XrwI99Qqyz09JXAY6iVDf5X2HmfrLJAEoRnE3Z2d+EqV23abgKJ1DEsJGOBJA2O7XbKfFnOB232ExKW4eAkYQn582ZPY7fqSbb5Yw3838CxY42+xc7tdsnSTl/9Wq2G1TfwZAg7aca2+0bwslXadeJ75ooal3Io59DnnsN97dVutT1qWcmNhLARGD4084lRgO+X5tdvhnsTIJMaIESPGVx0RJIrtqEDifK4zAig3zUoANEP3Tsd76/FeFazeczaHJw71uvdV5Gxgt+uTbvTd5S0Vdc4r6W23ydLYxcL2HisUvPplo0GJKgeenMEDqCmV0j1q0yklSOjjAnPCV/zv7nQfOCnY8+23vjy0XqeEHawlBD1k8gyFVqsUFOOF837zxltxcHP37ZbOn4NmmehrPU/c2kJLykNjv1qlBX2svkuUJHe7OlvIffi0411fp1lY2YOIMmPOdFkldLJ8tFDI/qw29/v9/f6bb9JgTAPcYPe4fUiojDZL/VL2293e+nkVUjp9jGLodpssIYaiLhZerIoFbnUSAg4cUOM3zirxnc/9MxvqB7WuRdqKyHHk+3gqpuzDB3uhg3urSj/OpxB8ycsk4n5yP8Xt9vHCQjFixIgR49lHBIliOyqQmFVumsUkIrmFSqWq0bIAACAASURBVOd67Y3RNRGTXo/YvtEoLTyzWlECzFk1ABSUCuJ8+So1Tzwmk3SZIc5JrvAvlwSgLD9G2GBoPWzlcvoY8G+0yjq7XS+cwgFJlt8kzheebtPpfv/unW53wUsYYXIdUn/FefCETiuPhQWCJsMPMCLvxekpgS/MI+0cQr1whULaGoQrxfLzm83oWvEdfs9Qdlwo6Isal5d0T6AgOxrR/jhI73S8kTovjQyBMHlNloAQZx1PTrztyWZjK1dazy1nyLE/ydTieg9lY7iIjDWfwAJaojYWKOJlsRhvzKUQKO33vQemBcY+ftRLlK198gUguViT1Yt3KICxfl8fA9qssUUJt1TxBbNuXV/e0MZX60l87FhF5dIYMWLE+GojgkSxHRVIvL9Pl0N1OvT6fp/dkwi1Qan0udvprJFlHQEREy1hev3aJyHwfQOw0kqYeILS6RArwUVr8hpH9/v5AJxzBNxgdm+VfCEB5axbqMcPAErbp1V2if7M7dYLxeB8rYRYltJaKqPlchpwgDVerWyGEeAgjzCNHF95rZoQS6tFx8F3xuNkiaosiS6XCbBNp/QeAD8ANuYVWFTeJynvhVZOaLGq6LnkTGGvRz6WSNjX66RvY0hIyHqdHxvHkSXYmtCLxvzzzzw8eLsWy7+Sl3BDnCivwqX2Wqhiod2m3ykoasoSX94vrB2z0cinQCsVcq0+Ps1zMxQfP9I5a2W7h1pkhMZ2vU4yh/L3XPM/PDTAMvPSZwjS5FW8tcYoAsQYMWLE+GojgkSxHRVI1IzWh0N6HRFSNw2BA6mkFzKhh4WBTHqLRUpIuaIh+gs7HRtkQP4f/YBc/COvcTSEbrRkHCWevPyUgzIL9LTbvmRU82VE2SgXntDGzGJyplMPFB8efE+a5YPXaKSTYktohwMOKUT0/fc2cN1s6Dw0hU9NbEeC1l7PW1ZAAIbP14uLpJqjLEk9P0/eaySzy2WyjJjPAX7+19dJwCkBIC9lvbvTS0G16+x29/s///O0UivKJ7mCqjwnq2x2uUw/c5bADA8LsFgKl5yd5dcDyxANdACEaqXVmr+oXOTQwC5n/TSAh9+o0LOCuSSrEPgY8nnJFUE/h5EDqMP94UrP8hryxKGqstrvk3OPE4X5Er2DsdQ0RowYMb76iCBRbEcFEj/HJ3G/txkigA2eoA4Gtml8r5cuJbTAG5KoXs/uUUNi1+lQEsqZD87Q8dXvmxvPkiAhzaMq2ulQye3JiV26CvsMKcyjJbZ8369eebEQvoXGnCdUnNGVyocaM3h2lhbawTmGmM1OJyySgs998w0l1FA4hbpppUJjx5NkvD6bJct2h0M6F2m7UqkQ29RsJq+Zs94hvz0NrFiCMpqVAE9qMV5Q8LRYckvsB/fXsre4vtZfl6AyJDDDIyTCY/USAhwDbGnel9bYYFFFeqby41arXlDHWkDiLDzGTd6XkGIvfz2rzxlzzLL5OJSRk+A1j12GjKw+0pA/pXbsxwK7QwFdHoYwNOcisxgjRowYX0VEkCi2owKJobK1PGH1miG5kXYV8IyTwOj0NF1SlkfR0Eq+YUKPzw2HvtQPbJAEOq0WMT7lsi8ZvLiwy8H48cZj6hO0euaQFGet4stksVDQS/s0wNlqpXslIc6jJbOFgmcEYSxfLvuSOQj+4Dh83LXrsHrupOw+gCyEfcBGnpyEQRw/bwmuLi992TMHRpyd4/MpC2Rjy1NuXCgk+2XlfVqt7MUDTeCGW75YHnjDYVpJF36XnB1D6a0G/Hig39V6jnk5IWcKYTcSek5DgjXYl6VqDMEcWTIcYv/ldeZRWXaO5j5+I5pNujYAYDxXk0m4hPUQRk6K6Vhg2QJtj2HaQued5/uhyFsamve8JaDVFqcisxgjRowYzzoiSBTbUYFESxFvufSfySo3hd+d3MdmQ69b3nxc0IX3fFWrlNxaABaKhkgUNRC3XPoEtN1O+tH1erb8PVioRoP+jv6s6ZSuYbnUS9LggWf1XLbbybLHECiUoLHX05Ust9u0GqZkuZpNP6YADxj3Xi85LhBtef+e7vtqRcnxdErJ8XRK179Y6NfRboe97Kzrnc0I3MDz7/TU9vfD2LRadK7LJf15fp5U5t1u/XuYV5x1tgARL/08OQnPQZzTN9/QmKBcEyWs+DuY0zwLBNg3knbr+YR34OmpF7mBorBMwNvt9MKGBDCSSeSs83ab7t0DiAuBy2YzW7AG38VY87nMewrlc8VLd/m44B5LAMGtPsBE4ffJAiD8N+rykvxW12v/m6BdD57xELjD+cj7dHaWXGjJAkGPKfG0LEjy9lJ+STVUed7yc9bCTrTDiBEjRoxnGxEkiu2oQOJ2u99fXSU9+a6u6PX9Plu4hieisifn9jYs4jIeU2I6nyfZD63fkCetq5VXmrR6rpBE1mq+rJGfi1bC6RydR6tl9wKGyk+1MlaA0sUi7fmXp68KKqybTdKIHcAvBDwKBS/Ocn7uS/sAwO/vw2IzSM5/9as0Y6ktClSr/trPz32/ahYwkp59oSSc39dGgz7H5y5sKlDiabGHecp10ZNqLaLMZjRWSOw5uyWZLktwRxsfzJM3b+yyUm53wpPkkDAMf/ZkYs17EuWcsOY8BKqs9+HXGDovzmBJn0TpmcgXeSw7kfncBjzabxn8BbNKTWHFk2dMNMEeGSErkLwg7FD7jM8R2bHG7zFMXt7zlscLVazEiBEjRoxnGREkiu2oQOJ336X70tptL1xziBphv+/VTR8esu0BAKqsBAyr+xqQubzMl9wVCpQ4ys+FSiZhQK+pjpbL6R41MDUh0NZspq0Z8N37e3pfCtlo4iC47mLRl+5qqqiFAjFcUiiGM6/zufeJxH7KZQ/c7+5sFUu5SFCreQEZrngrxVo6nbTnpObZF5p3EIHpdnU7C5QuXlz4e5MF4jSAjte0hQ6Ae9ieZIFQvpgBgRLYk8jx+e47uv7dzpc887JSLGIgSf/wgZ612cxmunEfKhU7sefqpvLcreQ8S/CG7zsvg2XZ53CAE1qs6XbpOuQ1huwmLB9G3Df8tnHxLHnNFxe29YeMp/BHPIRJ/JJ2HY+xUjnkvPl9z1qMiBEjRowYzyoiSBTbUYFEsD2S3UKyklUmpr2G//BD3+VATkuo8fdy2QYqMIrX+pl4oowyNv79kF/eYJAUP8E+YZ0wHHpmbzj0/oEXF8TCSuVNjC8HFPw65nN/Lrx301KwXCzS4FFjaK2SWvRr3t7aIBT/thib8/MkSAW4HAxoA5DlAAcMsTbms1kSMFisT6vlwThKMTlzW6mQAJEExVC7/fWvPaC6ufGlh6uVDa74/lHmiff4vOLzVj4ffI5bHp/LJQG+/Z6uf7327Ohs5tng21vPNH34YC9acBEV2DjkSajlc2stqGBfHFxuNklhEYsdtJg+9MKGVD5xr7KsZmS5KUpj5aJKqK+yWrWPIxeSLNZZAz9PAbgOAX5PcbynALaHnnfW97gScASKMWLEiPHsIoJEsR0VSNxs9CQI6qaHMIm8jHA+t/upeOmbxohxRg4snJac4PWTEwIBXAWTH2+9TovGWJL6skSR74erZEqA+eqVblx+duaBoiVeMpvRe6sVneti4X3frKQsa1ydC7MjpZJtyM7vY4ixweeshF0KcVhgg5fh8oQRvny8T61W831f06mttIoxAOCHWNFolEw0uXm9NnekQA1nqGELgn1xVlZaZaA3Ft+zGC0AK5kMg6nl6o7zuX0PsZhRryeZR8myaT1m8pm3RGJkch4q55RgQFPlDKmFcjDCrSNCHqMAQSElUnzG8iu0xGRwD3l5srWgooGopyrdlOMIsC5B+OeUplrz4jFAM7T/vN/bbJKs7uecR4wYMWLE+EEjgkSxHRVItAAH9wKTyYzmd8cTcyRPWmlmp+OFbmT5HxRA12uvZhjyVoRPH45hlRDe3hIY4MDOAp5IrC1QitIz63y011+/JoBgjfVo5BNWDjY1gFYqJT0f+TYYJO+BdT71Oo2ZNQaSydXYRoj0hMCfPE+rZ3OzoT+hTImEL1QeiHHLUtbEmHCABED69m16fkqxEg5w+HtglsEuQuhIjhP/PsokNfab79tigMEOc7GhLNXUQsHPW74f9ABqQEV7Hd6boeTcul+Lhe9XLRR8jyHfv3XNHJRzv0V8P6vcPGSBwdlGzoZC+Gi7DQsXwWIGxzgURD2lUbzmYzmbJcFj3nOzAKw1X37XDF4ewPuUYxsjRowYMb5YRJAotqMCiZZAyHxO76PnCAwJLyXkJX7YD094azVKaGU/1dUVJTAoI9XYIJQnohxWs6vQxGUANtH3NRz6vstGw59LqJTTEswZjQgcW6I3Fngbj+k7jYYt9c+TYYA7jbEMASMpuvLypS5KAy89LcEulej4AHCNhs64vn7t922Bau63CDBp3UtYepTLXrEzNDfPzghMW2MOBVz0RQKgcDElC2BAGRfnAh9NMNJYAOFzG8+FBmg1tqxYpLGFAitAFAd4cuOWFlnXYDGg2A9AqwXCZWnow4NdrpmnNB3zpFjUn73QNWtghKuVyj5AyRJa5wXhnUMsI/D7whVl+Tl9SRAVAj78PC2rCNlH/JjS1GMAX1lg/EvfhxgxYsSI8WQRQaLYjgokrtc6CFiv6f08pWeXl5SowVcPCSQSWrlvlKEiwbfAChRBRyMCBABr47H3LbMACs5lNqPPvHiRZF2WS511XK0IxLbbdEyN8bH8DkPltfArXCx0vzl+HbxMVArLnJ/rSSD60EYjP86jETGtyyWVwi2XnvlwLs30akI5nCHmGzdCt+wdRqMkyEVppwVq8B2U/cJ6Q/bXodfT8iYE0ObfQR8mP741d6zeUdyv01NddVSz+4AAkLReuL+3wU1IeRW9hSFAELId4YDRYskkMLPKNaXIUZZ3IK5BA/9ZJbihBB/AZTJJWrxwC43QnLNKYOW1a799nU4aKH4JEKWVXnPgw4FwyCoiz7k9Ve8hjy/JmkoQ+JRlsTFixIgR44tGBIliOyqQeH+vC7jc39P7WsJQLFKyPR5TMv7LX3pAtloRg4UEmSewAC6zmWdmNCZKS3xbLV+C2Wj4z3IQBYXRZjNZDolj8F5Hi+W8vaXkdzzWwQIANMRhkJB2Ovv9t9+mQdbFRdKjMKsPEABHAwHo38TfOZPLzeOx38kkbUReKPjSvtNTulfwWrTKU63+Uw4WrLJNnCe8HrNKXHu9tCIq78fjLNF6TYA+S7jIOW9TwQGKlUyPRmGxEjDcofvIx1pTeeXeoPL7Uu0XYzAc+rJW/j2YwE8mNqPJ7xfGz2ISYZsyHNIYw+eRg3Uwv/wcZb+ndi9gDaE9V3mVQa2wgEioJxH/1kpgUU4KgG8tcKB/+7Hnl+d72oJCqaSX+obUaPPEY0HWIeP/ucxeaCy/BMiNESNGjBhfJCJIFNtRgUQr8Vku6f1QwnB3p1to9PuU1HBVUg34QdRFlk9KpgQMItghDpTOzuxVfpkI1mpeSKNaJaA3GHjw2W4TSHGOzl0m45ZISqPhE2+UqwK0SnBwdkbARgNUAJWvXydBKFjV4ZASc0tERF5vpeL7Pzl7eXJC96fXS5a7WsIbHCxr41qpJP3dtttkqSnAGQcrFogJAVXODjpHyTmsNjBHZjMCvpK9hrARSm2t+3l5SaALZYX4HkqsMf5ZYkqYG5hrWYCSf//VKz+eYMS3WwIrYNe1a3jxgkCdfB7xLEqWzRLIwZyT++E2J9Z93G7pfIfDtBAQF93BmHLQACVUzro+FRsHUDGbJW0sME9CYlAcPGv3fDbLBn+fA5RCTKjWOx5iEvOMUx5Lk0OuD16als3OU5eBRiYxRowYMZ5NRJAotqMCiVbJ2WxG78ueRIjLIKGTqpAcrPEVbStxQcmiJiqjJfHffJNMIrtd2ndIhRD/RsIty9I6HQJuKIWt130yaYFX6xicEQmV0HGDe5jCa/1VnQ4l69Np0j8SpaeDAZ0zFEIlkLPUa+/v06ymBdBQ4og/ZYK9XO73v/1tcl5JfzPMM6s8slQiYBEqgeTzCeNoLXAApDebNDY//7n3NeQABex2q0X7OzlJJ7n8WnAPrHsL5g1m5c7RPQoBSv59qKKCndKS7+HQnmPlMs2lmxvP9l9f7/fv33tRFsnyaLYToZLXkOIwvEBfvEgy4Jr9ieaT+KX6ybBf6cEqf3O0eYe/g43W5htel4IxT1ECaTFjzWby+6E+zUMBKZ7vdpuuOwvQWde326XPRQo6PXW/YOxJjBEjRoxnExEkiu2oQGLIoHi/t//DlSIIWj+V5Q2nJWHFYtKuQEuAuQIqetd44mH53CF54+VxAAfn554x6vUooa5UdMGcPImkc56ZtJgHzZoCiaUFKiH1bx0fAHc8TipJWuWt6zXtlzNub9/qAA6qo7gfVk8k9/iTzAq/NswTADNYf/AkXgMniwWBIMxBS9gG7G2IFet06H4DpE8mdA5gwjQghf5WgDFZpt1u+zLt/d4nzuOxfk1c0ZODZd7nZiXfKCPW5pImeCSVOKVVAoAI7o0lCARvSEuNFM8uWF8sAFn3VYKkp/IPtOwbMHdD1Qv8uHwBiCv94rdoPCbmHwsnmmAMH1+54RxDLKQUpQFIh8CQxVw+prSVn2foekLfk9eXNa6H3t88cQwCOzFixIgRIzMiSBTbUYHEb7/VBVy+/ZbeD8nHa//xw8NOJhkhZqJcpiR9NqPt5IS+x0FZlkBH6JwKhSSotUDOzQ39ib5DrHgjKePls6GEB/+2mAck4Ej4eO/X9TWBy/Nzz9qhhzNk9wCgiVJLqLEuFnryNpmke8q4XyEv1cT+rQQb318ubfsErgwK4CaBTK1Gc0HeG96T2G4TK5YlSML/HlIx1XopYYGAJJyX8XEm0RJ84uCy2yUQKp+xVosWYqZTOo/t1hvRcyEUK/mez/1Ch7y2POq3vMT5zRsaS74oYrHKkwmd0/19eEEB4BVjn7dP7nP7yR4edBYNrC7msWR3td8E3oOJ17pd+p2Q80bzBeUAyJqrcqFAA2FYqNOUgSFW9VQgiJ/nIWWr1vWFFnIec39jxIgRI8ZXFREkiu2oQOJslvatAzDZ78Oy9vK1djudtGLFfbtNszlgXmTC1WpRIsZXofOs9HOVTc4WoRwT12f1iKF/j5fJce/Gqytd2VUr88R4aAI8AAeLBYE6zk5YPo9XV5TYWn2XhQKNlwReFrDVGEZNjEQmyqWSzZCCjZP3Xxsz9Chq91OWskp1U7Cgux3dX7nvVsuXm0IdV9o2OEfgXAN6fA5LO5SLi3BP4nCYTPTfv6d70O/7ku1GI/0s9HqH2xG8eZP2/wzdH1muy8H0bpcELO22LiCEudZqecVhuaBQKHgQhnGynt/ZzLZyyAImMj5+tBlOWTFhKSoPBrRVq35hgi+6vHiRvfgjt/lcV7O1xIss70Kr6qNSsb9zKJvGK0f4gl8WoLMqTrIWcg65vzFixIgR46uLCBLFdlQgMVSOuN8fxiSiRPPighLh8ZiS5sWCSrK0hNwCMYMBJUUAkFnlqvjMakXfnU59Mi5BqJXMaX2I+M5k4sEzVCSrVS/CsF7Ta5wBrFT8NZ+fp0tkazViDrOAMC+ZXSwo6ZR9lWCs5Pc1FqtWIxCujQGsNCYTGkOt15GbxvPzhEoqf926JovhlEBmOk2DO9w/7EdaA4CRzBIyWix0NgziRfJ8nPOg1yqjQ2mpVJ0E8AUIyQuEQv1VAA69nmeNu91sxplfG84L6p14NiEIBCsSKUJTKHgwjbk+HHrPSPRAAthYIkGNBgHUrOtFD3RWWaYF3mFBw8G0JswzGNA51es0lpuNn1sA5NYxrPtar9NYXV3RGOMaOLuZB4RZwlL43eOf3e28eBDvJc8CiuhBbzRsKxgL0GVZiOD7EHSS8zlGjBgxYvzoIoJEsR0VSLy9pV40nky8fUuv7/f5exLB4BSLHmjkAWYW69FqeeuE5dJmCHg5G5ij1699wqaBFCuJRkmkPJdi0audjsdp4ZZqNW0zUavt9+/eeZYnD1jKAsL8mstlOiZ6Gb/7Tj93DgQ4UyyN7rFv9N3JpG699kDBKp/kTFLWNVkJNS+J5MqrEpxk3UvLyxLnJwE6/0y/7/9t3bf5XB8DPAPoteS+oRiPQy0KuCAJBHG45yLuZahnVCudrFaTyrj88/U6LfaEFmiGQ29pw5P+bteXzEqfwUqFwA7mJT7PQYIEG7ud7YHIAz222v3CfUBvL56hatWLP+12aeALP1Cw7Noc578fki3k48jHJ1QubZVzhsqIpZG8tTjEAbkWOCcsuMh5Ie9VnpD3Mw/gjxEjRowYP4qIIFFsRwUSv/suzbR1OvQ6QvtPniueokwTfXNaMmMlOFbvkwShg4G3u+AJS7/vS8PkNfT7urIkgCz//K9+5X0TOfPTbqdLMGHdkScJb7dpPxqAcy65Wp+npNY5YiU1Kw6NFbbGvVrV+6o4QJQJMJimwSCpsNrve7ALzz6wL9b+AFD48bG4wMGsc0lbiVotWQZnlcRZiw/TqWeBl0v9M61Wcq7IZPvsjBZS5nOvjNrv04LGakUKvNbc4H2NckxCtg9WX1qpRMAHYI2fN8Z/vfaLHBDq4eJPIQZ7NLJtciSg5ywtLyPlFghQb9WAUR4WSvo8ylJVC9jsdknwIysaYDligWy+YBESdIFIDWdkrXt9iAopQK72zHC1aajUWixgVu+fBNPwnsX1YPEwFE8pGhMFaGLEiBHjq44IEsV2VCAxpKhphVwBBxCDiILGPGiKizBi1/r2tEQSpZ552EIATQuk1GqU/E4mXq2x2STQgeS/UvHAkQMXniCHwBz6zyoVOletZO/1aw/WrJ5E+R0LWMM3kH+f2yXIhPf62oMHbhehASckn3y8pTCRlqBDsVa7JumBaSXU/X5y/PPYEuRhKq2eMCkmcnHhE+V6nQAFADOumXtNho5bKum9rd2u7wPUSgM5w4PvSdCggU9LIAjzmIvNyA2LAfDVzJqXfP5zewbe12yxkrKfOE8/W7OZBFUcSGNezWYEoPCe7OEsFOjfi4U/z9BiDbfnwb81sIrvW9eL/ViWGdZvLgf/6PXWxKJC/ZGh2O3Cfc9ZvYMasB+NHgf0opVFjBgxYnz1EUGi2I4KJGb5JGpxe+tZNjAYkwklICEVzlqNvjebUeIPlq1c9q+vVsmeMC1pReK1XPqE2krEarU0E4ikfjZLglQNpEHtVAIGTQxF8/GzkutCgcDh9TUlTlLdFIqm794lS4EHA1KelWwbrlcmkbUaJcboFwSYa7XoGOOxB4ghwA2xndGI9ndx4QEg7qFV4tloeDDabBJI0pLQvGWSHOhpCqVYfNB6zuS+OOOCzywWPqm1TN+XSz8HODi2QAGekfNzGnsws2BdNcEgXhoIABPyHtXmr2W/wUVrrEUHzpoBeLVadN4huxl8FwtNeRQztUWXLIsT7MvyCpTMrBR/4UBvMCDAFbqHEK/JAi15jO2zhFu06g0LMGlgOq/liIxQD7q81pDVSGhOHurZeOg1xIgRI0aMZxMRJIrtqEDioUwiZP011giKh1CAlGALgMVituDvZyW2AD3Yd62WtGSQAOn8nP5eLqfFTVotXx6YlcByEIRyRfj18VV2zhaNx3bJ12Tiz6Pd9kCEsx+bDb0mWTiUv5bLHnxBMKRW0xNqnNNg4D/HGVap4KmVskLJEsyJdg8tRmo6TSb8xaLvBYPYEX+vUvEgmZf18tLK1YoA9c2N97aUbO/1tWeTNQEc55I+mbe39Lnh0LNDoWQd48HnTWgO4RmB2FHWd/AMAtxABKrRSDOqfPyg5ovFBgto4e+tlm0vc0hPLz6L5xnAgRuqF4tJdr5SoUUD7d5Yv02VSrK8Vf5WaQxUt+vFdLRnAM8WGH/tuOMx3TsuPiO9NGXfnVZSys+dX2vo/EPiPZoCtVZSnwechSxXJEDUzlGK8Rxio5H3XKJdRowYMWJ8NRFBotiOCiT+5je6NcVvfqN/Hqu7tZqemAPw1GqePYEXYqVi9zeNRp5RHI/txAor/dwo/dtvk0qoEpgWCpRcayqjXKnQYhDevtVL1AAUKxXqU1ss6LMYT2t/YFCRJEvGBKWgs5ldoqqVLH7zTbKMs9ejczo/9z146Avj90BT8EQf5XJJNh2c6Tq0v3Q205VXkbxr869cTp5Lv5+eE1dXdM3aggXuD3oWrWS136fPtVr5GA/0vWEugSHlY5fl5wmF2qx5h8RcJuNgxy0rF7x+eWkvVHAmUYrhcPZUU/IsFtP3AnYzWPwAqMG512o0b1cr/X5rZb/co1I+03w8JeCwGCjeg2mVBdfrNBbyHCFKpB0vqyySA0gs/oRA06EMmvX5mxtirOdzbxmTBRJDx5bXoX1Ovh5i1ufzfCW2jwGYMWLEiBHjWUQEiWI7KpC42XjfOZR7rtf0uhYQNtD6C4tFz8zAdBvsQVY5Xq+XFuRYLJJKhABWkPqfTMh/bD63k2GuesrZDnwmDwtkMRpQwUQZLBLR0P40L8JOx19fu50e21bLA8ti0VsSWNdrKVYiuc5rU9Fo0FyQFgiWWMzVlV76iXuplX+2Wvv9n/0ZJeZQsb2+TrOL2v2VDCiYvcXCA/jRyC8myOPj3C4v9d7VUildsnh7m56n8tzAhk6n6ZJg52gRZLul85xOvfCTlgyHyv9ubvRy5nbbz0dp/cDngQWE84ABCL1gbN6/TwKS9++T9hH9frhHWJZxoo/t9paOtVrRvheLbPsEi4HijGlISXiz8Uw3yrHx3HS7dE4c3BwCZvL02R3KoFkLCZoNTBabGGIx+euWDchqlfxcSJE165xiT2KMGDFifPURQaLYjgokHlpumiXFzj0CkSRzxsMCJBrDyMtINcXC+3tKlCWbwzesWG82xPbJz/F9Wz2JXO2Sb0hscc3ValphUp631bfH96W9L60bQiv0hYLN4lwNYwAAIABJREFUMvX7OqiRyrEAptpCgMUYLhaesZU9k6ORnnyXy/RvOe6dji//WywIgGgJvZXoS4BarRIjulrRscEg4nhSBddSsETfGv+sVUJt3YPZTL9eDn46HUrMLcAAEZ12W2f0Ubp9dZUs7wQIyisiYgmZlEpJQZLt1oPCWi09nzodKpcdDvXrGY/pHgMU8vJUTdV4s6GNW21ksXV83lrPWbttl8Mvl8mya4jiPAbUhYRcHsOgYZ+8+uCxpZ55eg1D++bf19hgrTf4EO/FQ889RowYMWIcbUSQKLajAomLhe6jt1jonw+ZOqNkVCbXPDG0yvGsvprLSxuUNhr0PgREQuDqm298P6HGGKFfDybS+GzIImAw8CIpACYSQHHAjN44bewAXnkpKgdZXBQEnoUW2IbKrHUcCYYBpGDIDkEVazzbbf0etts2owul2FIpOd8w7llsg6Z4a31PMnjw5AuVgcrywxCrrI0rADK/bxrj3mrZpbf8++jpCzGJ1aoOuvD8wkyds/CVSrZXHn/W0ac5m9GfXJnWYiitublYhBlwAAr+maySWo3l0kD31ZX3AEVlgpwPZ2e0oKRZZMxmBBBD9hqHgrHQuD+GQbu7y1c+P5sdDqDkvA/ZgPDr4CJCEMqy+k8/NyLzGCNGjBjPLiJIFNtRgcTb27SQRKsV9sOy5NjPz/MJXXBxEpQYLhb6ZyAWIxMUsHb4jFZe2ekke5ewwg5wwY9RrfpkGmqHKKu0/MlQFsmvOQSgkKBZSW+tZpdrcjVElN1JhoUn6daYDwY+SUY/pKb+aonQ4F5riTT6uSR4gCJss0n3Wx7PYpekWiwXNALo0IAKF/ABsM1aRFivk/uymOn53N6PBoBggYJxgs2Ftm8AezxX0ymxarIUs1bz4lCVCoEXeFUuFmnjeSmUkich//iRjivHF4A7NJ78+vhvxHKpgzOoJON3RVqcaGOF1wsFuyR2vaaxaDTSAlBY3MECznhMz6Yse8dnNxv7mlGuz8c8T1lniPF6DCO2Wh0monQIgNIWK2Q5thTWkfMWv9dPCaizzvGp9h0jRowYMb5IRJAotqMCidttGmycndHrVlgJ5NlZGlyAccDKPpfRv7pKqnzCi0+Ky8jeM6lK+O4dMTZcIRTsh8bGFYuU2ElAhn3g3zzJ4T1vKK/r9eg6lkufCPf7viSNAyheLqp55AGoa0kO+up4ot7pUIImPRihDsvHUGN9oLJpKclaAkOTCQEROXa1Gp3H/b23kbBUJGW5WYgV7ff94gOYKIzr+bnOggPgYU5qfZjYuE1KreZ9OK1xef2axn0y8SwoymFHI/oen0OtVlpJNiT8oy1I9HqU6Grqpi9eeOEXiykFMAglzRKU7HZhFdNQqS/mumVpIpnN7dab0EtwY90H7gNoKbhOJgRcLBBZqSQZR/h1ap9drcJzCIs5YBYf0/f3uYwXRJVC5fNSRCkvgMojzgOPSv4coXIBoHI4fLwlRlZENdQYMWLEeHYRQaLYjgokrtfUqwURjcWC/r1eh78ne7M4O8gBCxIWKEjKhAVJzcmJL49D8nhxkS5ts1bHWy1K8MZj3zskj4PzQj+RphzKGTtNZAb9UPiu5sMowSa/Tg7kkFBfX6cZFL6hJ5KzSOiRqtd9CZeWlAOQa2O2WNgJ9vl5Opm7vPQATzJkXN2W36c8PnHoc5S2CBJccmbYObsUEazQdksJe0iAZTDw84yDDq2Xql6nBYmsfkKYs/PnAAsMNzekgGv1YIb6GCVjfnrqy6ezxhljmeXrx+e5JVAEcSoL6EIwJY9oCReCATA9P6ffIgAOjS1G6WilEgaBAL7adcznSfZrs7H7j1GGbY0x/xNlwk/Zc5gnOFDjdjXbbXrB7DEAKsRu3t3Rb662+Ab22TlaRJKLLKPR04DEyCTGiBEjxrOLCBLFdlQg8f5el6S/v7e/8/CQ7Eu0GAOe3GWVPmliHrx0sFj0q9NaEockOORNOJ2mWVNZiieBGoRBxuM0S/TqFbE8FgCbTimhgjUAX8HnzA6AmjVGsLHgYAxJIB+rEMCw+hxDyT6EYzabJKMHFivE4hWLBL4mk/Rx5TiXSkmmGWWpmvgIAAb2b5VDNptpk3Wtbw2snJZUgt3C+YeADwe9hYIutIOkHMqf6NHiZYqcIeMbrof3eN3e0nFgVxJ6LiAist2mLRGs5Frr38Uz1molnyUI2bRa9Of1tX0t8zlty6Uff8wBeX+GQ1owkAsIkvG3LHMAaPKAh93O/v2ALUiorxVzmve3asD8SzJeFpA7VIE1q9RVfub+Ptw/jt82C9A/BZCLPYkxYsSI8ewigkSxHRVIhJm5LI8MJSxg0rIA4GKRTFatJNY5e5UeiSYSDSsJmUwIyFhMAJi7UIKvJfswvre+ayV8s5kHAVpZKywaajXdKoQnoZyF5KCh30+WdFqWCzJp5X2OlqIrknDLOqLb1UE9SkBhxaAl1HxcYSGRlYBjgx0Hji37YtGTN50SgOIJ4sMD3ROwzsNh+t6cnXlm48MHujejkQfNWfOY338rGUbCnqd/l89LzTQe4Mh6BtFjfH+v22UMh2kDdA5aLPYfc2e5pEUQjXG3xoC/jn1aCxwob4YFBo4nF122W53ZBsjJAx5WKyrf1cAqngew3rD2kAs/fCHDAkE/BOOVdwxCn+NCNHIudbu+L1mbS80m7edLl4RGddMYMWLEeFYRQaLYjgokbja2UIMVs1kS0FiJwXRKTEG1avcWcSZR2wfYjMtLSuDOz/VkFyWDoWQ5yzKBgyMAhvNzSqSt8+PsogY8azUag/GY9jMaUZK7WnklUm4oj1JUKwnF3wGs8vQdaUkrlGghprJc0rX2+8nrOcSyBPfx1atwqSH36Wu1PLgNAXg5X2TpKTYplsETYUt8Y7mkeQbbCCTsEuSG/CnleaI8FPcRBvMfPxLY0YAlQIjl5xgyjdcWGDodAsrlsm0eX6nY9/Luzgu2WGq7EELSvn9+7p8pbhvR7abBnCVQg/O2ytVxPtKfD8AFbCl6E2ezpHWGNp7lsvd1BJMu75G1mIOyYblYw0FQHiD2JSwf8nw2BGBxzqFn1Xpvswmz1rEkNEaMGDF+lBFBotiOCiQe6pO43/uSIYAyCwBCsROftViJTidpFcD3Ad+9kxP/GfQ/jsd0nmCvkPRrPYIhADmZeKVV3pv5858n+7+sJFsCk06H9gdLCA48OUC6uPC+des1gcjx2IMIC8x2u77nkp8X730D2MO1y31ZKqySiQ3J6FuvAyBY7/f7SYAQ8rnkJbW8J1KCX8yJ4TANrnc77yGnMa3aNWrAyRLekD2oEO7BXG00aJ7OZvTn7W3YWgVlrbgWAEz0VyLB12wJTk/9XG61/FiFyrRbreTCCywfuOegZGxRBl6v2/duPPY+jXy8ICaEZ6BaTasb8+erWAxbsgBkAIRIddfRKAnK+PVxsGSBN03NudGg42BhBWXpKJ/F/atWdYCvAbZDyyVDxvePZdNC/Zs4Togt1AB0t5s9xo9h/CJrGCNGjBjPPiJIFNtRgUReEso3yydxv6ckhJdkWSWJPJkGMIEqJRIrMFlQBuT7qNUoyQTjpYGhwcDvp9mkhPDFCw9e0UuGJE+KobTbBNB+/vO0px2MtVHSaZVPolePlzxajAcSWzCAWpmlVaYHsYflMpnkY0w00RqeoPN9Wf1mEhxZQMZaXMC5WSqRlUq6hBYAytofGDxp6QCWKcSmFot2vxo/J3lcDVQViwSaajWaW4MBzbl375JsMTwKazUaBzmvMK813z1+btMpXaNmg/HmTVo8Cu9p8+/1a/t+nJ76Es5eTy+3lECvXvf+mta9g+quBe74fdPuYbebfNYtYKKxxZwNXCySrLu8H1KlU6q83t7qiwNSsAjKrRqjqzGXMvKybPwctc/Lct68iquhfXLwaP0m4LgAyaORtzfS/BM/B9w9JRsbI0aMGDF+sIggUWxHBRIfwyTu9+nyrQ8fCGwBmAGQ8f2G2DiwL1pfEQQxkKhLzzP0w5TLlJjCwgDf4aVqOK/p1PetwWdOO7f5PGl90Wikzy/L9B1JMQd2IfVPMIASWAAQc4CXpSJar6fB7dkZ3TNNeKbfTybD2gIAfDQ1gHNz4wF2yJJhOqXrgH3Eb39rLxJYAjbrNc0/q5QSPZsWSEFiCQDGGerra/ouN1+XwjUYv+FQB6Ldrs2AwboEfXatVpoBRbnqeq3vY7vV+0J3O7q/YKZbLbofmq8mlHIxP0PPqHxts/Gqlhp7n9XDKY+F8Z/PPUDDHM4qY+S/Z+Vy+vmp1+la8/r0SRAi5xFXc16taAtVK+Qpp8zTr8fPK8ToaffPYuz4PjWwDhabz3v5bIPB5POOs/5PXU6apyxWWwSIESNGjBhHFREkiu2oQOLNjZ3sZwVfsX3/3ouRSADDEyutVK/RIDZmOtWVMJtNz45wgMiTg7dvdSYQVgrSo3GzoT+R0GiiL8VimlWRfYvtNjGJAMchE3oOUPBvmejxkkGUngLMamIyGFOLaZlO9/vvv/eqlssl3VsLYCwW3mQcPVnX1wS44AsJA23ND3Kx8J6PpVLS6kOqm2Ku8XJKbZGgWk1f12jkmbRQsmwpbM5mNHffv/dllbjXFqu1WNBx371LW1Foc3K5tO9LvU73AyyVBHDSv8+6Bg3oz+dJ0ApgVCzSWA4GvsRaiiLlFeZxzp8/n7fw54RFymO8FgGKAF4wl0JljIi7O5slD/Uly0UxCUL496z+z0bDLrPOI8ySh0nkn8nTxyufNw2syeNKsK6VwnI128XCl0IDLD/m+g+JPGWx1hjGiBEjRoyjiQgSxXZUIPH6Wlc3vb4Of08mDSgtyzJzbrU88IH3mGa4Lo3AwQ5avVVWyVtWrxNKPnm5arm8TyTX2j65IEmn46Xzs3oEsbqOfcvPa8mnlvicnNA1wwze6guFOqQsVwT7Kj/PwQZnEDVGUQPML1/S+cAvLa+ibKFg92KORmmbivWaPo9+Ng1chtRwt9tkCWFocUOeJ3wQMcct+4np1LOPKFmuVn2Z9G7n2RfYUqzXtG/0nDqX3Ae/PstOQLLiob5S9BzitUOYxEpFn0cvXxJ4HAzoeZe/AehJ1O5NqeTvLRafdjt/HC6A8+GDBycANA8P4f7LvEyfBCF55ofsTz4UpOTpMeQgzOr/k/ejVPKs+mpF++PjZj13WEjhpbjX1/63ezaj0n5tscmylXmqsAD1l1ZPjREjRowYTxoRJIrtqEDid9/pyf9334W/J/+TBriCiAeSufWamKvZjP6+XCa94UJsA/rXTk48yxNibbQV7OlUZ1vOz72ohNbLBxZMSzh+/et0ErZaeSC7WBCroJXFfvstjdVk4j0ELy7C18b7Ri2xIA2Q83IvLXHr93URF80/0To3lHxuNvv9n/+5Z7AgVDSfh9VXOYixSp8xR/j8DFl0cLVbrScR1g+Nhn+dA6ksNg33BEm6xVytVp4htMr4+HcxNpzd0/poazWaQw8PaVDx6lWazQ71kMl9aKXOfI7itU7HL7DwBZqTE38/ymW6/zc39HzO5wTOt1vP5M9m3ttSO/bZGY219Hd8eKAx0MbUAs/4zdFKJbMM7/n9s+bHYEBsu5xvh5Q7yn467R7zZ1myfnnup+wxzfI2xPk/POiKv6FFBQ3oopT4cxRcLUDNy2K/JEiNESNGjBhPEhEkiu2oQOJqtd//4hdJ9UX8O+t7HLSgxwwAEeI0KFH88CH9n3q7TcmKBcawP56EakkebCYaDb38UQNPt7de7dICZlbp0mzm2UbtfC4u7OQJ1yzBI4C0Ng5coCVkO1IsejsHJMQy6eOfbzZ1ERcwIhpAktt8Tgnb998nPQVxjQAAp6fh8yoUCAjI8l6c33TqAQfvFbT89VCiinsJJg6Ku81mcmEhL5OIf89mnjlfr9OJOGxksvapMXS8zxTzWM5rJL1IoDcbGnfNxiSkLIyEHT2SlYoXiqrX/TOoqZtiP7e3PolH/2Sob00Dd92u3XvJnyV8Fr6I2ud3O118h5cTVyr0XIXM4kcjP2+4Qu1yaffJAphp6qmPCYsxkyBME4aB0FXWvCuX03Yt8ncBc0zuyyqFBqDPArpZIPpQgZqnVE+NESNGjBhfPI4OJDrn/mvn3P/rnBs65/rOuf/l0+u/75z798656ac//xL7zs+cczPn3Ng593fY63/NOffu03v/3Dn3e1nHPyqQeH+vM4n39+Hv3d1RWRlPxpAwaAmiVQ7abNqAajKhhKzbTb6HhBVJ3MUFJTpa/6BVhomE20pykGzLZBb9jf2+nvwXi8R+DIf6fq3y19HILs3kfX5ZoGMyCffBWWAEiRvUU+U9CTGJi4U+h6QqrZWMwrZkMvGqodxrDuOO3kgk7hCZ0a51OPTm3ugT07z2kKzyOWuppeJ6IGK0Xvt7xhUdwVBz0G/1qmngG6/1epRsWz6mPDHu9dLjz9nWmxs/tvCDdM6XMFrnUizqAJgDCHiqfvzor9kSZFqvbXDHVXvlvZSfBQOpfR4llRDWgjgVhGswd4bDfODE6qXWrG34OWaxVx8/+p5Yy78x1HuXBUK5J6c1xyxVZCyC8THVFrHylO9avca85Nwaq8f4KkZ10xgxYsR4NnGMIPEnzrn/9tPf/wvn3MQ59wfOuT92zv3Rp9f/yDn3Tz/9/Q+cc2+dc3/ROfdXnHNz59xf+PReyzn3t5xzv+ec+7fOub+bdfyjAokQIIFcfL9P/85iEj98sIGE1kMVElbRSqKQiEL1UUsUuJJqKPGEMiVPkgFiLICKFXiNQXHOgxN5XWC2LHBq9UsNh8TIaKxno+EFR3jyzpO7UilZ7hpiOmSiD5EcqHE2mwTYeImh1ZN4e5u0qJBjyEuQtf4pqCBqJZW8VLZWI6AjxyekHnp56YEdhDZCrApKjEcjAnXTKYGv6VS3q4BdiJwjjUayHxN9i1mMDl7D+UL9FaCaAzP0HWpWGFx5E/6b2rOFZBuJOJ5b6f2HBQrLZ3K18qAKz40myPTqFV1LqEfSes7lZyGIFAIQAAuhioE84CRU4j4e07NyqFjLx490b7VSUA4UP9d8PouJzMOa43gak4iebH4NvLz0/t73TkuWks8Da6xkxQr+T7m9zXf9MWLEiBHjqOPoQGLqJJz7f5xz/+MnlvAnn177iXNu/OnvP3PO/Yx9/t99AoY/cc6N2Ov/wDn3L7OOd1QgcbtNJyqXl/R6KDabNEAqFglYSDDR6fgySMkQTSb0OQ1YIrGfz9OJiFzJDzFK02laPbLdpnO15PuzDO3BnskkHkAOwEau0If6pUL9k81murQSYAAiMRaTVCjQ9fNkTVotnJzovWi1Gt0jfAZM2nRqgw+cH8DjyYnNoPb7dskoXwRAeWieJJWbyJ+eEuM9nYZVQvF+uUzXO5/TvTw/9/1z8tjw8dPEhoZD/56lznl5afckrtfhXk4wk6USnRu36tDKsSWA55YIKK2UzwjOBT57FuAAq1kqeUVZWaaKRZOQmJB2zVgkcS7tfbjbpX9r+DWBCQxVDGjg5OEhyZqFelTxzB8K5EIqrGBm9/vPL5/Uvs97ErNsNPjxHh58STIWRPAbKsWD3rzxFQLanII/Zx6wnlfZNkaMGDFiPLs4apDonPtvnHMb59x/6Zz7j+K97z/9+SfOuX/IXv9Xzrm/75z76865V+z1v+2c+zdZxzwqkLha6T1PWUwi/AMlk2IxaPgskgR44HEzbcmM8eQfgBEKp+/eJZOVkIACZ3G44uh47EsNwZ5xQR1rfxD20frn0MdYLNI5yvJK3hslk38raYT3o9bP+OqVzahA0RBMhwZocD+45YLch8aChcQu8Heo14JB0pLRVstWB+VCMSiB1T6Hfjww4RDkgZXIakVzLeS1h/EFGJaliVopJEpfrbHHfMPCgVwAABMLddP12pdjWvMZgBrg2RJdsu4LNvSSIiwAiOOhbE8TysHvhQaWJRjBQpJmTH9/nwYhsLHRFjHabVLXRH/hduuviV9PiMmFnQsv3e1285V2Y0w1caQsIIf+XW0+a6qiUszmkHJK7fsQjtEWP7RxwX7kdQIo4zeIi8eExg2KxVljhRLmQ0F4jBgxYsR4FnG0INE595875zrOuf/5078tkPgvFJD495xzf0MBif/aONY/cs61nXPtn/70p088xJ8Rm43d82QF/uMGQ8RX87P64XjygFJT3gsGxU/L3N6SmT850Q3NeamrllS3255p6fd9Ej+bUeLKE9bBgJL6ly9tJU5eMqoxZKWS9yuU/WGWAT1KggFkJNMYYjowzjxh7vd1RlHzV+Neg3IxQCuxwzFhhwEG0UoYQ72Y+M7VlTdm18ZTggd4Y0rwpJWMglGW35esmga+ej2797TV8n8PidZoJu53d2E7ECi38kUalFMPh2nLEP78WQm21fuGfXFlUVQR8PmTJZAirV7AUEMI5v7e3j/8O635o12TvB6tH5UvjEiAgzJpPr7abwv+DaZVA1ba6yEmkZcSS/D01MIsh+wvVLrKF4fwG8gZbj4fUVGRF+RGW4sYMWLE+GrjKEGic+4/+1Q2+o/Zaz++clNLUXC9tr9zd+dX9vNaJdRqaYABlUNumYFkMAR8JKMEQRQoqcrERAq0aElOq5UEu+WyXja73VJiG1IiBQslmQKLycN5drv0ffiQnZ97AZTTU7o2jbmy2KzxmBJOCAxhnEcjPz4c+MneKtw3SPtboi/888slHfPFC/oTDB5M1nlSzlllrd8RQBqLApodhMYyWOMxnVLp4nhM22pFyarsp7S+z4+Ff1sAly9kWDYdwyH19gIUAiR9+GCzJ9wQvtm0mTkwPBKsWSAgBAAGAzpXzoZzwR+Uk1rPa9bcx3G0UlGMn8Uio0RbggbtekolD06kPyTOCYBEqsqibxZ9nr2e/4xm8RBS2gSTd32dnhfoo9WAb+g+aaxaXgGXvJ+zwNp0SotdUA/WFKX5vZ5OaY7niY8f7RL9yCTGiBEjxrOPowOJn0Rm/g/n3P8mXv9nQrjmjz/9/a8K4ZoFE665dM79TSZc84dZxz8qkGgxFvO5/Z3VygMuS6CCJwgXF14VFGBwNCLAJUvwsILfaCR7FMtlr0iIElkcL8vzC2xTiOUEwMHqfpZlQUgoB9cpS29D5VfcX44njLOZB9KXl8kSXXxuMEh7MiIpQ1/QdJoGebgvGvBDYg4FWX5MbTwwF3gZMFRZ+f5bLUqwuUdjs0n3ezajeSd9+ZCQc0N6LBZoYN1aYECPJISMLLAesvuYzbwPJtgpDaC9fJnsAQUTjH66Wi3p/8nHHwDGEnMaDv1iQshnFEw2xk2WMfLQSgklE8+BPfrRMH/yWHxwQR2AWMxzLqSD84HoDFgpC4yfn6dBQxZDFlINDS1SNZtJUaVuV7f3CXn2zWZeeReiYeMxXeOLF8nPS7YsL6v2JRhHa+FCWpRYpevwvQVYz3NM9DZqfbajUexLjBEjRoxnHscIEv8759zeOfdr59ybT9sfOuf+snPuTx1ZYPypc+732Xf+iSNV0zFXMP3Ul3j16b0/cc/NAsMqmwyV8tzd+cTRkroHQIAKoSU+oCUTrVa2UA2EWeSKf7WaBib1uhe9sEAaEkD0iVlMIWdGNKDBhXDKZQJ1AE2WCuJ0at8HMFJIrqZTGjcob8KTcL32oAmqopyZ0Mr1QoyZJuajnTuAHfr+JhN/n6xyOpQwctAA+X+ZjPJFgHLZ92eCCTyEWcVctfrTMA9C/agSQBWLBBiXSwJvsL8IHQNzKGRj4pwu5oTzPznx95yr3vJtMkkCmqzEPMuqQF4DBHnQXynnzNlZupSXW55APRWKwRrY2e08oNZALH5rNMAQYsjAyEll2t2OgAmfA7yPGR6UvLzSYrpkHyv2g97ZrN5RCXz5ecvvfQ7jmCcsARkLEFar6bL4wSCpqJznmNY9kIsKMWLEiBHjWcbRgcQfejsqkPg5PYlIsrTvl8uUNPNStRAIArgcjewVa5lALZeUKMvj1+uUGE6nybJT7VwvLz1Th8QNDE3WORSLBFZ44uKc7xtcrdK9bVqJZrVql+vxnqvTU0quYXFhqVjiuhoNn4BrPn0hxi2LFeLnDosErnhYLtvXBPVRCbLBdHC2BPOG94jxBFVT89R6EnnJoAXW8Z3BIA1ItPvG50K77QHbcmn7IqLHEyW41viD8dTmthRxCYFajJ+0VrCea02YRitLRomwFJvC84sS3lAPLJgl/loI7CwWaeDhHP2+SBYxq3wSiq7aHEQ5KBaxtN+3dtv/BlilsLySIKvUnM8P+Txk3SPtc0/Rx8fHERUnsvJjsbB/t+TzM5vlX7AIXUMe64wYMWLEiPEsIoJEsR0VSFyvdXXTUE/ifk+JFAy8wQhBdAaJANixkAR9q0VAY7n07GGoH5H/G8qV1iq+xp6hx28288kuSvsgbMK9FSUzAqDBGUx+bhw8WEqvnJE6O/OJtPZZqGQigRyNKHnNUlwsFHxf4+mpXi56qKk57w1E6a9WxgpPQ6tEEKqn2nswQAfIwLiGhIyQuJ6fe29BJKUwt5eejyhTlHYsYDQ3m3wiPTgPqFXCqsMaW9yTkIIp7m2t5susIfBzcaFboVg9ifO5btJuBRfOub2l/ch+UvhJ8vvEny/ZFxwq35XCMSGwY1mlVKseLGSBKH591m8HL3m1erbxXKJn01oAAzDMel75/H+KHsIsJjFrH3IcQyq+eReU6nX6rZjP6TnIEq2R14DfncHA//5GJjFGjBgxnnVEkCi2owKJ222a7To7S/okagkFVuI5g7RYUFIFcYfNxv/nbgEm7AOlZ1A2zVOKBeNvubpdLO73v/61LoiCXjbJfAHwgUmq1SihWa18OSRPiAoFX8rJk0DODljKl8MhbYuFZwU1pkyKWEynBL6ur7NVZAEq8d1vvkn7GkrFULxmMbn1Ot1XybLBV3I89qB7MrFJngdVAAAgAElEQVTVWrfbsHonQFut5vvNLLuAycQDV81WAb2tIUanVqN7yxP062v/mVCCj+fl5iYJQrXe0XY76TW5WNh9gBxwcRVczE85DsUi7Q/AHfNyNiNW7BBfvd2OAKJ2bpLd5IBbgnF8x+pnxbnlBTuacBFK2QEWQuBIAp883okWm4V5mTXP8ftheaBmMYeHBn6rtfuHPkmcUwigawDNKq/XRKe0RZW3b+3qAetacL9Qdi7VpvMufsSIESNGjKOMCBLFdlQg8f7e+73hP99+n17f7+2V+e02O4nodilJPz+npFsrF8SxsnoQ5b9R/qeZ1oNFgu8detgA/DST+9HIq36ORukkP1TSh+uApQfeC8n2y+P3evv9t996QZLlkhIwfv2tljeyh8CGBaQ1UI1+RngOLpf7/c9/nuzJArCWyTjKci01T/TPjUZ0brsdJXGNhheagYALkj1rPPk1zOdeYVX7/GrlRXKs93nZqwX4+PdLJb9QEAKgi4UHZHJBAFYnsKWAjYkEExAdylMajT4+i4Xl48ZFQrhyqBZ8EWizIdCbhzmyALcsy63X00ACACPEnOG8uH/pyQldP5R7T058uelqRZsGUHAMfk3WXOBsm9VviJJh+FrKagzem+ycL/2WYwUgmccKIis0VVhUW9zdpX93QqW+GjguFul6Fwt6f7GgZ1uKNFm/TdYzGmIDOejVxm+3+7wxixEjRowYP2hEkCi2owKJ2y0lQkh4Fwv6N5hEa2VeCrtkqRsCpEynSXP5kAfaYkEJBxJxrfzPKkHTlDVRSpoX3PLPWSVzwyElMK9fe+AFNU5NbMMS60F/D5gv3BMoQWpeflbfnEwA+blqhuRgnQAqqlV6HeXDHLxo41As2v2C8rxQYlks6sChWEz26g2HXkVUU3+dz9Pf4dv5eRLYhlQr5VzmzE+jQQmy1VsHpo8LKN3ceB9AgAptrsJagYvGWOwbnhtr7Pi48XtmJeOSrQFoXS6T4B774oxunhJK53zpqhSXknNGloXKxaluN7lYAJAtP9dqeQaeAxEJfDSQK204tJ5EXlK/2+m9jVK4yPqdOrSXMhQhFtV6j9+rPBYi/DeHs8j1Ov2f0WzS/daYVatHOU9f4e2tLqoUexJjxIgR41lHBIliOyqQeH+vAxkwiVa51fV18j9tCDnIDUm5pbBZKNhlmc0mncvtrc0A5BVf4UqamoeiPCfYfOD6uMWE/BxYUBwDcvb9vu/P4iW52vn2epRkQS0QSRaOrx17vU4m3mD6uEUI/7w1/sulBx8ALEgg5ecPURNF3xaOUa1638R6PT2HkPjx73Fxk1bL+yb2+x6Egn3VzmE0Snpe5gE21pwKlbxqLCEHxxA4spJkWfLNS/Y4+MQCCWwE5nMvciMZYXltWkLNVT5x/nzhhPef8rkRGif+ugQpOI41Z0Jlo2B4+Xyx9sPLlgH8Qvucz9Nm9/gsV9YcDHx5OgeUvIxTEyWyxipvL2UouF2IVtIKhpX/Fsr5pAFWeT5SdVhTq0bvrNbnbrUcZPUVhuxZQlZNMWLEiBHj6COCRLEdFUjkvVf8P+7ra3o/z4oyVu8thgwJvpUkW8kDEnowMbzkTEv6eTLHy85CyoJW8sbPqVTywiQ4B4AA3hOnHQOAD+cSMnrHe/yaQqI/VtnhfJ5mmjodeyUfPVPLJYE4HA/XxP0tF4u0J6MF8jmoGo89I4jv9nq2ciS/RxiTEJuLOcHPdTqlUjgk7eh91bwb+dy1gCT6AyVIff0621YDpX/aZ6xSWsw1Sz14taIFFF4ay+93u00LCfBV3G5tYRg558DyS7aPs3l5qgcAdD58oOsfDn0vcQg0aayf1o9oLU7hN4ADv4cHOndeWt9qpUGfdnwO9goFAujaWKL0VCq6amMFgTCU+Wq/n3kAFBhPeErKhYrr6yRIl+N4dpbPQkRTHdbOd7tNngcYR/iMcgEkWOis13bvrMWCVipRuCZGjBgxnnlEkCi2owKJlh8gfKxCK8rSYwyJDpJ0sDhIKKzEotFI9yRyYMXFHTodr4oIBhNJvsXkhNijLE+8kG0GBHlCSRO/dpRFWgAbIIiDoWLRBiCNhn5u5bIXPYFlxu2tzSRCCAVjxhM8TVCn1SIA1m57H0xtv5wRnEzSoJYrxErGgbO9GBPrXuHzsg8M5/r2bbIXlavxrte6GIsE2W/e6MJF8zltrZb+HPF7CU9Lvo922wZMWJTQrpnPCWv8wSjyRQ0JBpCA8/OEEIt1bJSobzbpuQwF4GaTficeHmiTz3cWqySBgVWuCWCmeTtqnouSsZXiUNrx+eLTYuH7QiGawpm883O7/5K/DkVl6zcPW1Y5JfcvtObBZOL9H63PcKGy0LH4nNPmLO8L5b/PcqHh9lZ/FrRSWwuwTyaeyf2cMt0YMWLEiPGDRQSJYjsqkGixUcul/4y2omyVG8meoVqNknQLcLVaxF794hd0TK3nSwqwyJLNkIUEEkgtyZjNfImnTFaQOEogU60SOAMjAYn8UOkdvNRQinVzQ0kyVCvBhlhgWjJwHADLBJb3YjWbPrlerYhV0xhG/r1Cgb6TJd2P60XZoxzDTme/f/Eiea6cES0W6ThglpDcWz2bsCvR2KTNJuzFCXAsFzW4CIx87/37pJjLZpO2e8BzErJTkEJCXMa/UvHlohYAshZx+FiG5p48B86+cK9APq54lkJAgPcxooxbG5+7O138RQNJ3a7dkwi2mt+nWk3vywUzKIFP1j3ioCzUkwh2vdMhhjSPVcR6TSX86Gu1fq80S4wQ6EFZfOh+jUYEynY7ez7lKdvk9yTEJHIwaX3OYs/xec7qWkwimPHHlunGiBEjRowfPCJIFNtRgURLNe721v7O3V02AyeTXW1VnpdZAYxpYjNydR0qopyBspicwcBmLVA+qLFZuA5N3p6zMyjrs8YDvYLW91+98uWbvLxTU8FE2S36iGT/ES+9w3Hgy7da0RidnND4ccVIyagA2ELp1RpXzt68eJFUOEQS3Wik+z9D7CysRqTa7rt3SVAyGtFnr66IHYIHm3auVmI8GND34W+I8wZYyTKXr9W8UiyS/9B9lsyoc/S96+s0yMZ3rXnFwURWnyUHD/U6PdvwCkQ/Iy9VBLNp7VcDfaF+yxAwwb0cjeizPLnni1PLZfq5sMYGABIgkTN92nlwv0sOykLqphgb6aOY1XsIVixLQKlQ8BUGIdBzd+e/Y92v8diDaeu3MK8ATJbFhnxuDu3v5fcCixm7na1sankpyh7TGDFixIhxlBFBotiOCiTe31OizJPyqysvXKPFx48EMkL/yfNtMtFX4zcbn+AA4JTLPmm3/BKn03RSHTIm1xRMNXaLb+iBDDGt8ASEObSmHApPQ4sdRWKK7yLJWa285+Ry6f0J0buoAclWy4OSiwtdDAWS+No1gd0AQC6V7BJVuRiQB8xkiZZUKh4wyfnY76eB/GbjGTCUwFoJsPW6Vp6KuW8xGPADlHNqOKT7NJ8TQLm99YCcW0NgXHhvLxc9AkjHmGmWLfy50D7D+zmrVf96o6GLgEAo5/SUmG4srkhblzdvvP8p36yeu83GZhmXS1+S3mzSZ5D489LBuzs6b1l2bQGQwYCONZvlY7/wO4MFmry9ic7lV3nmZazoWbTORS768O9rv8W8/F9bfOF2RZZlUF4rCQ7ctXuFeHig80LPtrzOEJOIf3NgnVeQx1KrjREjRowYRxkRJIrtqEDiZkMsDQQ5BgP692bjP6P1fITEBDRQp7F1y6UHLTc3Hkyhj7HX0xPabjfdh6SJ6XAmB0ISKPPLUjddLHzSriWJzaYvbev1PBNXrXrrCNhWcADQbKYFc8CSVKs+OW80kgANq/IvXhBowvnJXqzJxCeY2vuha4Kn33br783r10n7DYhNzGZ0rjjOdKrvs9VK3ncwmdpnJxOb2ebCHgCvsxn9id5QDTh3OjQvtH1a4BFz3wIImEPW/L+8JKCpseIcjFhCNjxRRvILwSA8H7LsttUigKqJK4HhBVsXWiDQelA7Hdr3ek1jI+1hcE+kPYLFjuLvuCdgvF+8SIPmycTbnMh5m9UHvNmkewut0lFumyFBXegYcjw1wM5N7Hc7X1JtiWlh/DhgDFV2PDzo47ZeU9m0BFIXF8lFGE20RguUJ+f5rqaay8djsUiPE18cyXMPUNqK/1seq54aI0aMGDF+sIggUWxHBRJhlyABXJY0+4cP6SRQM81GkvrNN+kVbs5QyNK8kxMPRlYr7z2oJbFIrmACj+9BSIL3EUolTmv1HQl+ViKKcki8JhVKtf2fnVGfZr9PSdZymRZPKRSSNgj8uC9e2EI/wyF9z3o/JAAD2w6ZvAEQ93r6fkslm8Xjr2NsX7+2gbkFYmYzSnrfvtXn2Hzu7yefywAYUtXy6sp/R26Y+zzR5f2KNzdpcSFuKYDnR7uO1YqODVVL7fiS3S4U0gCpVksvAmABQjIuvITRAujn57RPi+HB8fGcS9/ON28IrPA+TgmesJiAhSgOCHo9ehawWMJ7VTFfpXiNxaACoD486CqpABSh3meU5KJclv9W4Ri1Gi0GyN/HiwvvMVmv07Xgff7syX5ivggS6tfUIiTeYpVkDgbpEt9QhMo+ZViWGzietA1ZrXxpOuZTyDMT73NRpKxS3xgxYsSIcXQRQaLYjgokbjZ2Keh+b6/i3t9TaeBk4gVYikX6j75e94wYSjLhHzYY+D5ADXghSbJ8sUKy+0j8er1kgpLVx4Skfjz2SqBZ7AOSy3rdC9JMJl5UBwmLdb4SPLXbfuykSqMEEJba6WDgk3BrjLBvmYReXoZ7TU9Pw4BZY44sW5TZLM2EgTW2yphxb6zyX4tFALAAAEX57v29zeRtNpR87na6vcTlpWfTrPmhlWQ6R8eEiiN68jQBIg4Y0LPHGXAtIc7qTQwp5S6XvjRUO2/eQ4ZxlYk/j6wyQM4aOUf33bJEKZf974jGFPOKBCivQnk0j4k8tnbbrmDodv3CDj4Hhpf3PPJKiHo9XVZqARlYtMBjVTvnvIyYBIycaeTjWiodxrKFFj5khNg/fp4S/HW7uhWGBYLziOREJjEqwMaIEeNoI4JEsR0VSFytiLUDq9Xv078tvzLnkubkMulYrfREj4OnLBPuUO8QTLIlW8LNszk4kfvS2Af463HAwY8N9VStt7BSSfrCdTqemQ2tbmtsEd+P5uOIhMxig7BPq8+Sj1GtllZFnU7D98baLxdh4WWRULXVPs9BEdRDIaaj3ftGw3tVavsE+OL3tdn0rAy/v9Mp7WuxSAPbbpfmP163rBemU8/mWYmzdR3ctB7AAAwkn5Oa8u7ZmS1oowF1vqABMB8SYrIACuxMsE2n/rcCvWnzOX3/9jbJJGaBVywchBQ/UW7abtPnzs/pHCSjCQYRIYEIWG+UQfPyzqzqAa2UngMQbkeB78tnJlTeDrC7XKbFupxLqktbif6HD77XE/dnNKK5hB7B83Oah5PJYYDBYt5nM7+fPMI2fLw+F9TFnsTsiAqwMWLEOOKIIFFsRwUSt9t0ct1uh/tBLKYKQgLWe+UyJS6WmAGSRkulEl53mpAHByRIOi2QViwSoIEwh2Q1rARcK3OEWAwHPcul9+zLI+giwRZAwHDoRTg4mM1Kuq33AXg0pc1CIWzHgFJB67gYazBRIdYK4B4AFckk7oNM9K6uknYO2j5HI7qnsKQAaJSstSxXBmgAO7RaJVVKQ8wPSqm199ttvTQP94Ar2WIsIOKCz1uADcbjMvHD+aDUUQo/8fkFVl8ymShX5vvlyrfynvf7+nlcXWWXAeKedjphddrz82SPHsrHLVEl3k+933uV0l7P7hPlczukyCkXFKQaq2Sn8yxSgZ3UgLv2m2Yl+g8P6f1cXaVL/fE7wvsX84DFrP7MN2+SY4QKEgvUWuXWofJQyYjtdunxjeqmyXgKMB4jRowYXygiSBTbUYFEKeHOE9H9Xl+FtJis2cxebf71r5MKnjxRQkkdSq5CbEaI2Tk/9/6DEEbQAGmplO5Ru7jwZWLn5+k+pFqNjjGfUyI9nXqRlbdv6XhgJwAo4YumgXCr3FYDSZ0OHevkxJ+fZJ6kNYPW07Re03XLhB89ZoNB0nSef/fmhv7UBFPAYMGsHdeisVbcSxO9glJ4QvYA8sTT6iHlSS8AY6uVtAVxzmaroMA5HCaZnKye1Cz2C/N5taL7hp5Ya3yw6IDnyXrOUA5riRNpYyUXAACGuKLw6Sn5aYLVGo+9/Yh2jqFFBbC/1vM8mXjRptCigsb41mrpe8vHR4YG4LCvwcDbfoSqBhYL2vAb8/59+jhaD6R2j6tVv6BkLZrxygKrdJsn+ppdR8iaJ8S6aeWJIUsYec55wMih4MVixCR4jyxZMh4DxmPEiBHjdxQRJIrtqEBiKBFFyITB8g6Dv50mhCOTaSTQm026LGmx0EtWIUyjnS/6H/l3zs5oJV0Cps3G/qxM5nj/UaFAx5nP6T0kbrJ8cDik87y58QIX06kvcwyJ1FigRCvjxfmBMeIJKQdM0saAlxe2WnTdvV4SwI/H9N35PPldLspxekr36vSU+lNxHfW6Fxo6P6fzwwYwhjHgfWgay4KeT5l4A1Rq187BNdQ4kchiXxyIQlVWY/VCipjdLm2aGiiAeLHoAQ5AcbOZnq/Y8KzAR1QDBugDthZkOCuGBRiU88LaBfPD8iYtlWjcAMA1tpMDTbmhrLxet/tV2+2kkBRXN+Xnwhcm5O+N9vpyqYMEK1lGmbOlOFoq0e+DJtYjj6MBH9xTqazsnB9T6z5CDMkCxDzR137LQzYhFkALlSfK/ktZFqsdzwIjh5RBhjwrt9vYbxeKyCTGiBHjiCOCRLEdFUgM+QBaAUU5njxOp5TkvXihM2ebjU/KUXYH0Qtt9dsCmhaTaCU9iwUxcOfn9PfhML/3X6GgC8fw3rmQimmn4wEa3uOf52wZ7oOV1FnnzNnHEKsjX4PID+7Vcpk+Zp5eMjAr6JWsVCjR56BAU2sEwLYWD2Yz2h88PK05Op169kf7zHRK5wOmGqIwGuDWWNJi0ZcjTqf0/Zsb/28AXg7IT048w4Jz1+aHVK+1WFIwyAAUb98m+yG1uQTWEoq1v/pVem52u7bgD/YH1h3srAStoTlXqfje116P5gjsD7CIwO00Tk/pGLLf2Hom2u0kAwoGv93Wyw2tZHmxIFbWYhrHYxpPaw5ut2ElzlqN5gg8MDm4gv1HCASHRKPgBbnf20yi9ltq2eAAaGWBikMskEJgJI+gCsZUKlNjm88jQAxF7En8uiKKEMX4yiKCRLEdFUi8v9eVLmEobsWHD/qqv5XwoKxVskWaGIqmvokV/Xfv0iC007FX2udzSp44aLGSDS0ZRU8gT54XC3qdfyfEAEI1FKyVZCSg4Hh6qvf9AaSEzhn2F3mvi/f4YUzkcZHIy8QW30WPGLeVADDh+wqBTZT5afctBLA6HV/mW6vZojrNZjL5t+w6LLAzmdA9rNX8AocEk5ZxPfekzCOGklcJl5fXXl3prDjmKPzytP2ORnYfIBZT4K0ISxkOxuFXydlJgKJWyz+rlYovkV4uk59ttz1wDy0aWefPr7vbTc5jmQx//GirfO52NjM7HIafrUKBnhXYZsAKZD73Yk6aVUe5TPfq5Ut9Ye3ly3QZuXXull3HbJZmcdvt5DjwMb27sxWGuS3SaKT7QX6J0k8AUmtBA+cbwY8dEVh8HREBf4yvMCJIFNtRgUSwA3KlGT2JVlgryZyR4gwH+rxkImwlxo2G3hukrYyjz83qI5LlahYbqa2Co18RfmevX3sPNwCdQsFmO1BWB7DDGafVKi2sIoV5wMJlsYQSTOS5LiSqnLnj1guWJyIULM/O0te1XKZZyZDCq8WsbjYeYPESWHi7ASShnysERCWA5MAIxx2N9PI5gCRLLZcfR17rYODnnjUGvB8tBHTl8cAEW4sySJxDCwzn5zoDf3Kii9e8fJn0LpWArNOh129v6fmFuI82h/jcGw5pn//hP+iWI+22n2t4zerRy2Kybm/TCx/Fordf0cZyscgWoOJzUIIlq1wWY4/fXPkbzK1Q8Hle6s3PXYLl7ZY2a4FAK/N/88b3uVoAkv/282e2XqfjwSMTgPkpkleUCWuiZXjNut8xYnxNEUuHY3yFEUGi2I4KJFo9ifN5+HtWfw9YG8sbbblMJznyc80mMSRa0iyTbZSjaYlovU4JS57vfPNNuieRe7TJxAQ9dUh4rcQKzIt2nd3ufv/tt0kw1uv5Hjn0BYbGE8xWvU7srwR2mvF5p0MlkxoLhETfUqkdj6n/EGyhxfLxBD6kSFoq0flpwGCzsUtDMf6YI8Wi3VsnS4ZRqtlu69/hiwwYH4D5LKVOLlgDwNPt2vOD+2yGRHCs41llg2DAQ3MTCb1Uv7RK0DkgxXMgFTihEIsFA20BAPdask78t0N+HmM6ndLzwVk//vnxOA30eU8cT7K4oivYTu1Zv7mxS4Hnc99fCoVlCVatOQPwHlLQ5cDx5iZ9X6x7i+oJa+FhPveM52rl2Uio475758cECzMAfZY4D28/mM1I2OcpQCLKaItF+q2QgmOh+x0jxtcUUYQoxlcYESSK7ahAYpa6qRXWihZK86zkBewK/w8e/opglmCcrakdyv1mAZDVyra0WC796jzOA8wjkv0Qc4T3221K4DTmDWWwIVuK1cqLU8h98DI3ngxLw3WNrcR1nZxQQtps0mtaiSIvmQSDq/1nNJvReyi3DY0/Xtd6EgG0T09tUDKfhxUvm80ksJIqnWBDT06SYwhWKku5lAv81GqeKdG+AzCjLSosFvQ8SeYGlh9Q19S8Hi3GDMDR6jkbjZJqsZaS5cePdF28HNpiHiUg1QDscOhZqmbTBlfFYnqOZflwOudFXkKlyBLo8749lGtpiw8XF748FvYp06lfrCgWaXwk6475wZWD+Tlb8wy/vaHfBv7v3S49h6wyWAB6a9/1enIOSC9JrQWh0aDx3+2Scw5+jNpizmj0eUDx40caJwB53v+r9ciWSnS/YllljK8xIpOYjlhK/ewjgkSxHRVIvL5Oi1r86lf0uhVWT8rlJSUM6E3TkhckgkisoKDY66WTQssTkQMpK7GEsMiLFzoo4gCAJ5Wy7yXEHMlkGQIKrZb3PgOICamyLpc0DhqYtUBAtepX7S3gggSRMzR5fCpRemmBIZ6kh8psuVAHACEvPZaJvzZXrJ5F3HeZ0HJAzMVMkEzyMbbOHQqsOEcuprPZpHtCOh3fvycBb7lM54P35nMPRC4u6Lx4yTBKm1GS/OJFGASVy3o/28lJ8vr4AsNk8v+39/2xta5ZWeudO84kM4yO4TIwilN+qyhgxgtFBIM6ITB/eDRCQBASiqIYiZiUBGKCCSdEDBq9YowxN4QIeFFCmZB0YOq1U0576WnPbs8597S7v/dud0/bOeWcwVFmnHt7z/n84+3Td+2113q/b+/d3e72rCfZOT17fz/fH9+3nnet9azo5eF5bPz+LY9mo5FXs8T4wNiZmMgvFtXr7SG+1phD7iv6YGQkts3mZn4so61u3EhGFJ5dltAVnjla3jOIUC70G23HPYlaPuG9ezGvG1532ce8Bisn9TJc1gqd5yq+2rFxPUdHnYZnbu5PT8exo6nVWuG/vRqwWv7V0lKcQzMz8TpA+CGOJK/L87Uc1wmek9gOb49rASeJ4jNUJPHRo6QgyQVIcsI1Wk4K6qLBcM+pccJ4mZ2NhvP6evL8cSNlfr79HDAo79+P26+t5cUM6vUYzrm3l/KoWq20Iq2FwE1PtxsauTBBruz68svpuLJY+9JSPqcJhr0WOqiRAFncXCvrMDGRVtRhbMJYLAuZXF+3jUtOTnK5klD+1H6TpDYXZlmWA4g2bjbjeLAIc7OZ+qrMGG400v+1dlhbi963ra1OoRB4ybCv5kGFB523tTYmQLhA7uFN4dvnxpV2f/AyQqFXhl5DDEcbc1BZlSRAjo8qYkp8sahWi4tSmvAKRHrw/+XldiGqXK7n6moK2Tw4aH925eaA1abw/OX23djQBVzW1ztXu4+O0uLQzk7yKKPPMVf46rgkdFqY9cxMe34yngvwvPM+Qmi5vI/c8yG3KKXt02sonOU14bmfXEDNms/Ps5fFcf3gnrME96xeCzhJFJ+hIonWCz/3Yrfi4rlxgTpy3HjhSn1aHhpW1WH4WAQQYZTT03rNQ3gouWgMPwfPJ+REb2UlGcnNZjz/9nbM2ZLb7ux0Hvfu3U5yjHuBx1SuvvOwuG6UHblghlXWAd6Pqan24+Q8BagtODaWyh9A6ZKTE3jppqd1Jdrx8diGcmUfAii8XzShFFy7dXzNo4XFAW1soq4b97xYRJiXErDaCosNVjtq+8IjubaWjHXNU4p5hFxT/C0XIEBYrbko708LI3zttTgOEeKNeTk+Hq9xYyP2/c2bcR9O7paXU11MngvI79vydGlkE3MSyrU8pJNvyxcVqoQ741oPD5NC69yc/dyzVE7hcc3Nn7299nqCmiHHaw0ip9iKiJDPYW3lvNFoz/VGX2rhnyCfuIduPInoMyuPXRNYquJJtNpKy33kIlMILcW1WuR2EPlabqg7HJcPz9G8FnCSKD5DRRJ7Ea7JrfDy70C0UN+NewotA5vL7luGDtTsRkbi9WvexpxHACIkFqmShvSDB7pHSHqA4I3l5+PKhQg/XVyM9zc/337NtVon4bWESUCKQMgsZdP19Wj4c/Jkieg0GtGoR4F1eLzg5eDHt0IZOVkAmULO5epq8oCCgCLk8ObNJKSzuloUn/xkexH6ycl4DxZxwNiDZ4a368hIGouNRmcNx42N9Nv8fLyWMk/V9rb+2+ho8loib9Nqcyxm8P1ROxL7Ly8ncZV6PZE3hNNaZAf5bFzwxfLYos9WV8s93sgFxbgGGeXEgnsnrdINFsnHcVC+Q2t7Hp5cRTiJz0/8Dc3p+uMAACAASURBVGEsvh/ClKznGxdQ0fpydTV6tnI4OelcPFtYsHNvNYKlERR+zdyTy5+LWIgBGc/lJMrFnaWlOC9GRuw8dl5qBm1SlpOYCxeTIkNa2HWr1f6srdqG/cBD3ByO4cBFehJ9YWhgcJIoPkNFEkHGZM5bbiXGKhgtSROMz6mpaFzCSOEeEvnBajRXreTlD7a20nFqtWiQa9eP/2vn2NqyDYpevHnc0JWek1pNF8jQapdtbydhBuRcWfL5m5uxXSCJb+X1bW9Ho5QLA42Nxf3gIeQCECDid+/GY46P63lTVdsEuXWy1iLai3umUI9udtYubD4zk/dQS9VahA+vrKRxsbgYxw0UXjc34788hBeF5nmOIQ/b29trLwTPx6rWRrnQVm6ca/mF8K7DC3nnTiJr8EbJewa5xAJNq2UvCGEBYGYmnwO6uBi9wKur8ZgQLEG/gnxMTaX5WqvFdtrZSbm6OZKPObu1FcvNaG0myS7aBrU1oTIqPzJ/cn8/9v32dgyvhwHQanWW3FhejoItXG0YCxfwPq6s5EnRyUlaQOBzAX2m5S2WGSIwXA4OysMum804bnGvmncTBtCbbyaRKjxTMe6ePNHHHPJckZt9fFx+/Tkjj79nysR/LCI5CPLmIW4XCzfOHRYuasHGF4YGCieJ4jNUJPHwUFeyOzzM78cf3IeH7Z4mGO4wJEAU9/aioWIpjnJjEUaB5fWanY2/aYWokbNnnQPeTYtU5YzLnNHZbMb9G410fWgXKG+iPiJX3OTED2Ilc3OJZFteP+5Vs8jk3l5njqQW9lqrtXve0P7cK8NJ0s5ONe8qDxnmhG5kJNVDRC7ayy9HQxs1L7U239qK4w25rDxHL0f8Nc8xF7Th1z8yEo99717sJ4hyaDL/nMzK8caVVHOhcEdHKWRQu/7paTs/FAqifJFkbEwXFjk8tIk3xHQsQRf0kfasQMgrFhRkf/NanKgNao0J7kmUXl9sq53n3r1Iwu7dq76AwcWP5PEWFhLB5iViUEtQihthPyu88ulTe3EDzx2UoahqDGseQCzGyTzFWq1TBCcHHsbJ7w/zVYvewMJiN0Z9WbgYD83Vttvc7FRSxjgbFKG4CiFu14VYuXHuKMNFjHVfGBoonCSKz1CRxL29FMLGvQNlJTAk3nwzGZK7u0k0otGIhjI3rlEuQlNH5aIfuZBRGHxWzhNk7KVHAGFTVnimJrhTpZC9Rjjq9Wj4a7lkUnyGEz14TLns+8REbE8etssNTavQtPSM5vKN+PFAajTjGsbZwUHyxG1vdxr/CBmUYhyTkynk9ugoSeo3GvGaUapDu86trdgeOH4VpVsUni8jDiBD8IA8fRr/hvDR7Gynp5KXBtDyA0dH08JB7iWzuxu9t9LwxvVb167dV054RQsjfPSoKB4/jmO12bTD+kC2eR3P2dk4DuCB084rjXjU/2w247wBiVxbSyUVHj2KCxGzs/F88/Px+7t347m5Ois3DN56K5JheZ9WTcfcnLDCc+GV18aaJdRiGRkY59zYsIwe+f3xsd33UlSs24LzFimDwq+2cNRqJaJe1aivanxZ24GUXyQhGnaD8ToRq2Fva8fF4rIWP67CwtAVhpNE8RkqktirJ5Hj5MQ2ylByQRZtX1iIhh/C0hCSyg258fFoeGiGM4qF58IskeM3M5MMdYRpwgMpBWlefbVzFV7LX+KF7JHjKI2mej2GtFnemdXVtA8vvi6J7eJiCg/VvBdoH211X+ZsasXGYdxyw4uTJ02QArmjCEebnU0EYn1dJ1QgoFCw5CF76+vJKwf5f63QPdQ5uXcKZMMy6nOeSenhQ+gpyCI3tsry9ay8MvSFLAS+vp4Kmrda9v3u7HR6CiHgMTUVj8v3s/JY5+fj8ba24rkmJpJXDh7JrS190WhyMomjyHm+thZJW5mgieUV5/2G77SFkDIixp9DfGzdvt3ZRvyYlpfXerZA1RZh83IBRDNgLSMDiwuyjqNsjzff1L+Xcxm5zdq9jo2lft3djYTaMrgswo++4iVB5DVpURKWUV+V0GjvGNzXRRtqw07CrhOxugrG+XXx2g47Bj3vcv14VebUFR2LThLFZ6hIYi/qphKWQaF5LmRoGd8eK96jo0nAwzKcYWxbIXrc44Rcq42NdL8wkOXxkTeF2nbw5KFcx/Z2UleVRMMS0cgVJ8/lseGYWq1I7oWEoaq1w8GBXSNSEhluuPJ8Ke4FQ3tKr+HKSvIwTU7ankCopWrkBu2EfRECKxcINAKJQvaa0dpq2Z5jOQY50ZN9kQs7hipuTrFXEiyUSoASrHZ9UiFWCxe+dSt657EQY5FVLErw+75/P3mu6/WieOUV2+tteUNxzjIl05wqaFm/cDVfhClL7O/bz7K7d1N0g8yL7NaTaHntt7bSAoP0AFo5tpOT7QtyljEC8l6l7fb347ip11NdTtSNvX07eetRukczuN56K196B3nr2rXKsi5lRn0Vw4aXC5HE/DIMNX7NrVZ8zg6LUXYViFVVlBnnl20UD/uCwXXCIIlaWT9ehX6+CtdowEmi+AwVScyFFVWFJRmfC5Mjahct4eQRXirLcwMjZGQkvqCtmm67u5GoIoxvfj55TKCqOTLSGZrVbCaxBi64w41ylOhASCU8kpahr32v5aFp6qhlbcCFJaThahlyPFSWe1VAAvkxarV4vsXF9C8/5thYJ2mzSjMsLqZtlpZSLczR0URCcP5ujffJyRhK3Gy21wEEiZU5Ybz2H3IMuSFetS+4Wq8cS8vL+QLsUFVFu2jzkO+XGw+1Wqp7p4WM1mppn3o9tpVVekQTgsL+mmrm3JyeO8m9glVye63v5ucTGd3a6qzjenJie1DlM04rDSIXs+Dh1BapLDIs1T25SqdVfkR6wiwDHzUO5febm51zHl7Uu3d1xWSee7u01D73uWAMPMpQxgVBRPtZ3nkstPHxUyWcNgfkQcrxtbqqE/OLwLAaZVfF61EFuTYehva/Tm097Bjk4keVfrzsBYkyXOGx6CRRfIaKJFpy5t3kJFrH4CUApAGIc2iqlygNYRmVXIERNQI1oxaeFU4K5uejkYS8OMv7p9XVwwclIuQ+d+/q13twoHtnHjzoNPwkCcipwKKu4f5+bEuEIcpwU8twliUlQNAQRgv1VOSZ7u3FNn34MB0HIb+yjSwhHemlnJxMBA1kiRMujexY7by9nYi7RdanppK67c2beiFy3L+moikN7pmZFAJrjXUsSlj9CJKlXbMsA5ErHl+vF8WnPpXyVrU5gePOzuY9QRrBxHGssjQ85Bl5oDdvprHfjSeRq83i/5LEyfBITsR52DdyKeUc3thIZL7R6Mz3Qx3QjY04ZhBBUKbMLF/QMG7w3OFhw1Bl1UpZ8OOgTbXjQ1GUh6KPjcXzchIpjyf/Jkr3z9uRl1zh5U5yCxby2XhyEvtJE9uxhGakt04uwmi1Zy+SJAyrUTYM5Ok8YRnnl9X+/HqweCGfBVfRaysxbKRokP19HbzvV/genCSKz1CRxE9/Wpfd//Snqx/j4UM9/ywnKjM9ncoScCMcuXlYiS4zcKxQTqy881BQlJaAxwl/a+dAfqQmJtJN+YyRkRjihbILMIhQk6+MiFjXhxV07hHQSgtYBB7tAoID2XqeW6kRNJRpGB9PBiSKW3PRoYWFTgK2sJBCVbE9PMaoFyi9t+g3hDMipy5HNnLKqDwUtoy0aN4fjCmQi3o99mNurBOVCwbt7HTmokovUJXjbGyUF1KHcqfVThrZQQ6wFR2A+cGvh48DiDhJj92tW/E5oI0zeHqRoypDpLlgCXJvsW+uduLIiB5yzY2Nt97qLAGBfaqIIPEXNIwbPqe0BYelpRh6urbWOW9u304LO9PT7XUOi6LdQODtkFuow99YdJOk1noGwOs9Oto5x+/c0Z9DrVa12odVazfiOdGN0XjeRm+vRtlFGN/DZuAPAoM2irU2rFr+67yJ6kX35zAuNAzymoZ1wacbXOF7cJIoPkNFEre3Y+Fyrkz6yU+Wh5vyh9bBQfIAQQUSioRSjfPOnfZwJxj8mtGEOmvSqMS+tVokqFqeCnJ4sGKv5R6Oj9thkXNz8TdNtt7yZG1s6KFdXFlQ1k3UauMtLKT6h/v7+jXAiEbY69paZ71DlAuQ+6MN+YNkc7O9D8rIyOFhu3ANDHNuRPOcQniatLbBuOAeRmy/s5NIIwRx5uc724y/qMuufXExtkkVMRuQaOS/agYwQj21sgy8rl6uqPzWVqenCWSgbLzw43CRGL640Wologbjuhuyg37IhZZj7iHEFAq/KOcCJVMuijM2FvMieR1PmQ/Lw6r5ffH+4N5nKxwZCq1lq/9WuQqQLq3EBA+rlS9oGDdok81NOwQdIcqtVgrhff31zrG+ttZe75AbCHw+lqlDY/xC5AfEOzc+ODlDaR8oEjca9vP03r12w946Pr8G/tuNGyl9YGXFfnZrJGEQBmYvRtkwGt9XFZeRo6YpCmPeDqo/L2PMDBPh4LZmt2WCqh7/+LjzmX/V5mVZaPYQLxo5SRSfoSKJjx51To7l5c6cHw45GHnR61ar0/uytJRUSqVxhlwjy2ianY2GB2rSbW9HQwHeQI0s1OtRkAFiJpaQx9RUXmwj52XUvoehLD2PnIxoBixEIDQjeXY27gNjG79LzyjEftBGjUZsH6JoVO3txW2bTd1AhqcIRqzloUVIoVaHj+f3SSPQMginptr7Dm23u5vUXLHfzZtJGOf+/UigIciBUMDR0U4lWEmkRkbi4kJOjVTe88hIbDutTRDSx72ejUYMseN13qan24k1vx6Iq/DyEouLKZyV500iFFp6cHPtDEVZnktmhVprZAfkJSd0BfGOk5NEnPmxV1Y6vaXT05F4ynBdzCOEBkO1U14vFp3GxhIJt8JBd3bi80saQOg3hH3mQj55bUUsqrVa+nOUGxknJ+2/5xYoYIxh4c6qx4i+Ro1IkD0QcAgmWTU2MW8PDtp/R41Q6xrv3++svYpc0TIFYC5ylqsdmvMStVppQaWqITsIAZRejPeLNL7PwzAcZuPyMjxL1rjc2YnzCAtR59lWl0HYhiV08SIUTXF8rog9bGO9Kqp6v4eMADtJFJ+hIomWIuD+vr2PDBniK7pWKKBFAqWIjfxowgtQ97SM/J2dpJ45O2uvOKOUghZSlcs9gteH7wNvmWWg43tLoOTevbxIBr8WzfCbmelUC+XCLK1WNNCtEN65ufZj5ow97TeEf4GgSgPVast6PbWdJBUQwAB53dtLbax55hDOKkmPDAciSoXa5TE0L+vkZOwfqxi9llPHSyE8fZo8Q4uLen7qkyedJAMh2ShAPzNTFG+8kTxF2oLD+Hgcn9zDC+Kn5ZJxUt1sRrIjFwBAxNDHVp4oVtqtmomWOiXqqvJr0oiN9Qyp12PfQ4HV2m53N700Qag0r6DMA8UHbcrHPO8zmV+HttCIZ86Lqy3CaGVAuMCULNfC9+ELV/AI8/GhhfIeH9uq1QhLhxgYokWwgKQtPGAOHhyk68wtaFgeGxhAeAZY4aoSOaO3HyOqWxKVuw5+HJTG6ZVwnIdh2MsxLiMsspfzle2XI4PWuByUIX4ZhK1sIe265P0Ok8d0ULgC9+gkUXyGiiT2om4qQ4YmJ5PRYHmg1tdtMpYzmqzQMYgpaOdC+YuxsWigWIRncjKt0nNPHQRgGo2Uc8aN2qmp2AbNZirnAGNMyzNCGQooWVr3U6vFY/LzaUqf3QqAcLl6HFMSI0lwR0c7vT4IuZNGtGasITcJL5dceB2R3Ueo6YcVPq0NYARbIh3oY646ipe9/J57ynAfBwfxpXhykjyZPCdR88zCGypXKuv1RH65GExOhRYLBahfOj4eyePMTLvHVAtFxfhbXIxjYWamvfyINWb39hKR4t5YCB1poji8rRuN9m3Gxmx1z7W1eE9lAjeWJxdhmbOzKdxdW8SZnY1j5PAwiRtp58pFEPDyN7lwSWkwVpkzfHHKIpB8XEjBmdw+/B7KtsPxLJJwcNB5L3hecrEfLGxg/q6vR+IJAnRwYIf15oxuHvIsw48t4zVnKF2kEWWdiy8kamq73RKO87inbo9xBTwWRVFUu87cvXcThnoeY+gyjHzeRjykHM/7i+rXQRPkYfGYDhJX4B6dJIrPUJHEZlMvnt1s2vvwh9bMTLsBmAsrxAtdC6HSXoyvvdauZMo/UE+0DGsUoMdDzlqZhzjF9nY0sBGSp4lfTE9H4xriKVoxadQLBImYnY2GEc/bkZ4LnJefhxuiKFIPQmC1ieatQ+Hv/f1kTE1NJc9ds5nCUEFacG5e8mJ1NXqLEErJ293qB9REPDiISq6yLAXCBBE6qd3Tyko8Ds6La8O1Sk+GNBwnJmJoqSQNlrdoc7OTAHGPoDQQ7t61wzO5AZojBegneS0QikFYKTx52v3Uau1hg/xaZmc7ySO8t5xYo90sRVCQjNx94LhyjFtef5Bg5M+i5ILWN1zQhR8D4+/hw0gAd3binNvcTHNOetkxx7Q5Mzame3U5WR4bi8fX1Jl3djrbTiuRMjMTxwefF1BdteY3fw7xcGUrV1SWGbp/v/zZwQ1QzeNiGa2al3xlpV25VxrkBwed4fkwYE5OYj9ubydyKd8/2jVryBGDMi/jeXrGtOuQ+axWCkQ3obFVDMNevWmWcTmIkN5BoMr46Ta/a5CG+Hl5hau0vdxOi3DhCzmDRq8Euer9DovHdJBwT+LV+wwVSXz8WFc3ffzY3oc/tGT4oRUKKfPBJGmbno4G4tRUuwfDWtWHEWvlKM3NJVIxMWGHusG7AgM852HAvSwtxZxHPCwnJiJZ2N1NhGt/Pxpke3u6gY4C15YxDhGctbXO/a3C3NKrNTKScpM0cRzLU7i4GLff39fbTIrpWB7djY1I4mRfw7vF69Bp7a0tHIBYaqG5mtCLZoRxo122YbOZxitexjz0y9pHqmDW63E/GO/c8ONkDP0jSZQldNNq2V5Zy9NmKZLW60lopIzE4rO9HfuUhyzyuT0xkc7HCZEV8g21TiwWgBBo1zs3Z3sjR0f13GoupCSPNzHRaZBj1fzu3dg3KKMjF7RWVto9yiBtIL6y7eAx5X2K8FTUZKzV4r+5sbm1lTx23GDM5VBtbyeRoLIoBLRbTuxAM1oXFtrHMNqde7o1A8W6bpB8vqgEw/jkJPaPNJrLQjSt+7GuQQvhPQ8PirwO7pmV6Rv8Y3l3l5ejMc+PWebZ6sabJqMtjo/1++ompDdX+mTQqErouiG1gzbE+yHYVUmmtp1la0xMDM4TJe9VltSpEvJcdd7KSB/5zh1GT3i3uAIefieJ4jNUJLHXOonIs1pZ0UOpYPDJOnxQ5IRhjDC4ej0ZwHt78V/U5NPKaxwetudaQUHxwYNOUlGr2bkyW1tJ1OXwMN2LlUO3vd0Zjrq6qnsekBOptS8efLmaa6hTWIU8geBxj8edO/FatWOUCUxMT9ve162tSJJBqKyQYBjYllEqQ0Zl/1jeJ6sOIhYYrPuSY1QjoGi7paVoDElBEK2vUCYFHmmUdsGL7saNZPhZobk3b7Z7XKx2g0faGptWe1ljDGHBVZRO0acjI/EeJWFD+2GxokqOKxRK8SxoteI81FSCZ2fjh5NykI/cOLPmGLyePM9VK+kg64+iLqR2fZgjWttx8muR8tyzCr/duNEpkKEZArwcBY6v5WBz9eGJiRRenRN0gCG3uRnve2YmL4gkSTNXkpXXLcuV8DZFuB+8zhsbcTy8+WbvhtDJSWe5kxzx7tfwl0YwJ3Q5wTQrNFar28uVlbX2qOpNW1+vbjhXDentJpd0EDg+1hc/5b13Q8ouQmClV5JYdRxr21lq2XfvDsYTZbUjz+8uu/dewqRzi8BD5HHrGcPixTfgJFF8hook9pKTCGBFDoWs5UN3Y0OXvIenBsqlkNbXBD0ODjpzoBAOOz8fz4HzW8IxIBVyRbRW6ySgEN6xjOa9vfT32lo8Zi6ULhc6B4KVy/GyDHx4LjVvTrOZRHmslemc4Uxke5+Qx/ngQfJoaS99LARY50Hf8TGD/kF4pRVWm1NetfZZXIzHhLdmcTH25fZ2u+daGvXHx+1lQbSxqBGL6emkxNtsJsPPGlcbG3E+IBfQmpfIV9WOMTOjG+c5Bd8y4jk3l0jC+noaV/DaImQVXgGERktDV1ulrdWK4mMf67xmSyV4ayveP54hfJ9c+HCOQNZqSVEWhFXORWlsW+JcPByaG1gwdKqUf8CCi3xWYa5BRMlaFT86is/Sel2PUMA9QRUYnlz+/CgLk+bnR6gdH09lCw45g5yX8dH2RSivvCZrgYSHyGoGkuWZOzmxPU5Q8e1Fkt8ygvmiodbm8O5q12S1d6uV6t8eH7dfW1VvWs7TW8XDrIX05nJ5Bw3tGqE6XeU+yo49CEO8XwJq9fX2dvt1WmPLqjuL8O8q19+rR7Zq+Cc/x+6urhNQ5vm8Arl71xVOEsVnqEhiTtK+DEdHesFxeNHm59tXD+FtWV+PJIMb3xYp2d3tDNGS55ufT8Iz2iRfX9fLcvDrwwerslZO4sOHybCCMZyTsy8r/D4+3lk4fmMjGedWu+Ty+LjBZK1Ml3kSLXIKkiDbiHsbkD+YMwik4a15YLoVM9JCnzHmkHur9enKiv5S2dyM/Y3tx8Y6wwwttTsevre0lDw4ZaUPXn89tm1OiEQzImHoj452hmxrc4aHaTabdqmFzc3OfXltU21xAB4eeY8QtOG5z1pf5ryO6Cvet62WbcweHup5NXfvFsWnPtX+/cqKrdzKj2v1IZ8z0pBGfh2ObS2eaHl9vNbqzk65oYT8ai3XDwsXMk8QkQjSqM8Z9DDKsKCB8VA2xnOhbmX77u7q12Ttx9VUce08t8wKbT460n/jirZWeFrO61HmbeMCY3yRoNWy80FzCzzynqtcB4dlOGORE4tHnGCVhfTmSp8MGlXue9hyuPq9Hot4QYQN/Wd5qXMLMGXoluDy8VbV42wRfyvEvWo7XXa/P0dwkig+Q0USDw91D97hYfm+T5/aDxCIo1h5YlBnBJGyPCdbW+2GuRVqmAt73NxM14MX28OHtkBErZYKuK+uxgcQPJ67u0Xx6qupOPjubt6TqHl3uOQ8DB7L8F9c1PPvrBIIaAvsY61Mr63ZIas579PUVGeYKM+vk+Qw52XU2ouHyFnkRguZQ9jy/Hy7ABHfJtdPVhmLhw+TsYZah/KYllErjzU6mie4+HtuLhIoTTAA42Z8PIXIwfPGj4kFBswLEDJZa1MrAYKc3q2tvFHaTa6fvE98tPYbHe3sd9ThXFyMHldpNFiGQqMRv5e1JlEahl9jTnmYG+3w/mvzTjNmcG18TOYWTx48SM8OqHaurydlVi33jt+/lvONud1o2JEfh4fpuK1WPhIANRHxTEZ75MZ4zpOAcWa1C5Rrd3ZiO8h8TysiI0cCc6R0dzeWg5GqjvwZUiW/Uxq1Zd6Kp0/zQiHaOLcWqlCDlt8zUNV4twxnfo/T0+UeValj0K8x3qvXroq3qBeP0iDD+fr1cJXl3aH/rDHRz/m7JV58+6rjpMoYlWNb669hypt9zuAkUXyGiiTu7urqplUfQNYDBAaOZjRoDyrL41avR6MfyppWqCEUPHN5ZnjZ1mrxk/OmcWVUabBKNdLVVf280usB46VWa2+n3AMRhEHWvnvttZjHphF8CM+gbiFeDlxVEYYdcqyazfhpNKJBxouTc2PFUoQkSmJB6GPNy3j7ti2wsr0dcx1lOGe9ngrIwziUoanIhZubi94DjRDmPM0INeT3KlVxtRIbuTEkz4HxBE8x+pILOxElcjc+nkRUGo2U+yhXd8vC++D9kMTZKrXAX67Ig+Pb4HxWaC/mrJWzyM9lCeAsLupj/saN2FdaqBtyiuv1pKZs9c/qauf1W4tGmjdVPgPu3rU9SDIfCzk91rMK4fR7e+3bQPkUBI0Luhwfp1BfS9hofT0eWyOQmqLr0lJ5TjV/7oyPpzBrS3Sm7D1iLWhJoRruOYcyrhYtIkVh8GzhocXa/R0fd7bH4mJ6puciOSylWDkWtG2ePo39Xq8n8TLMC7yTZQ6lVkuYe5/x6UWYpaqXho85q79xPq30STfhk72EX3aTd9ZLTtsg8xHPw8OF+7eeDXyRQo6Jfs7frUjQzk6nWnnZvrlw2qoh5lK5tt8x6ugKThLFZ6hIYqulh1i1WtX2z63i4AUsC8FLjwYMIK2I99hYeglpKpD8fDAWtrZ0VUI8DF9+2faw4QUIMml5LqUoxexs8og2m/Ehw0MVNSOcG9y5FXsQOazc81VzbfUcf8/NxYcuLx0wMmJ7f2WI5KNHkdSBnMMoztU03NuL5755M+WqNZvRgG+14ra5PqzVkpcHocljY/nwS/n39nZsL9mWOTKFe+ZlQOR9aiG4OQEcfg6UPtEMzwcPkjgKyk+Mj8dtNCXX5eV2o5qXR4FRDm/1yEj0Du7tpfZdXY3Ku1Yen+YF5b9D3TPXj9huezsSwb299sUiEC3Z1wgJznki4VHi3gvuHVxcjAtGOztp/kiiq9UstTxg1jNgdTVFJuQiL2R5CpCMRiOR1ZmZeM21mq74mxODGRmJzxv8nssDtuaAVWN0b09XjZWeVIgzSbKyvNyZD1f2HqkaSszfMbm8vJERu/20qAQpWsOvZ3c3RUJo7zH5biBKhiq8k5bxeXJiRw+AuMKQ5u82vMtkeHGOrGqwSCM34JtNPTRf5r2XnW9QQixlHiJtgXp5OeWZWlEJOYIw6DDF8yShVqmcnR39vP0Spipto90fFq6rtGvu+aD1wVUMOb7mcJIoPkNFEvf2dE9imbopoIXHvP56Mg55Mfsy1bvV1RRaBZEbTNDNTbt+ocxnAxHSHoZzc+1GqPSw7e8ng3tsLC+SIv+P8+PvVkv3QHBjFGTUIl4IJYRKK3/R5TxjMrzu8DC+OLFCrRnO0qjY2Wn3BsJT/+foLAAAHR9JREFUh7Bdfl9LS4nY4D552OjWVhLU2NiwlVOtshdHR50lO6SXGH/v7uovGE0FkIf+coIDw5nvbxEXGN/cS6u1jZVfevt2u0cNYba5kgUIB9QEBRBmidzQWq1zrFi5qpqRywkE2vqNN+K9QuF3fj4eT+Z34sW6t9e+bb2u54guL6falxa529lJXnKQQb6QMTraOVZQzxVCO1tbsd35XOT5wXyMcc+/NV8g868ZvnyBI/cM5AJH8vjWOJiejr9hbsnni+zXnGoz/ubPxEYjhTaj/mSr1UlKpqfzqpxV3iOWqqH1LN/ZSb/lvA737uXHuiSlvHSNFS6vKW5zdWl+Dh7NgfQL/mw+OcmnbiBvTLYPxk0vYa9V2h8CPvy3XBqC1va9oIxA5rxTWrigJNVcDGV7u7OcDPcoVSGxFyF4cl7hrFXJTy+hl9o1cuE3/sziZVSsa0L93DJyaoVoj47qfTCokONBYZChzEMCJ4niM1Qk8fHjVJsLq+Krq/k6iRI8/EXmR42Oplp5VcRSrBeeNLSkMqY03KxVKBiqmkgFQuu4wWHlKUlPIv4PQx/7Wnkyc3NJoOTgIIWnyn6A2iWMX07ULE+OlgdZr3cazrVaqnsHdVhuJPKwNmmIaaFblgGmGcW8hAbvw1z/8/aZmdFrqcE7pRV9X1yM3l2om8JLKY1l1LqU5WEs8iFDind3U1mAyck49iEWor14Njc7Q13hqZDGL86DIuOWcQhvM8avbNf5eb1vZHgpjNyDg9guICIoU1C2P78/uWhRxbhdWIjGAvocz5mtregNlaJPa2vtXm9+3J0dXWH10aNkAH3sY7HN4GlEe2vzeHc3HnNmJuWv8fkLQYgnT9JiUe6eMafxPd9WI0FYxJIhuVroJfc2Wc9FtKM2X2/cSNESrVbnYkutZocfQ2FTC/uChwoKnDxkF8+3XG7S8bFdFgXbQKBGetrwvOYG6MlJO6nUzp0rT7Ow0Em0MBZz93F0lC9tY+VWImpDjgOU8Om3bADmPo4tlYVBHqAeLdu+CrgRfHzcOY/W1to9fda1Vikxw59NVi5nLqy0TJSnynG6aY/zJgX95qJ2G3ILpVE593h46+6ubctVzQusUtakm3vr5f4H0WeDDmUeEjhJFJ+hIokgKHKl5+Cgu+OUxfw/flzu3dvZibknUN2SRjZ/AJSFDu7vd672cs9TrRZfrjxXDu2AVXEQES3XhXvNuBdrfT15xHLCOPwlxmPwpYGBcFuuRsnrumlGr1YKJFcGgBuSWvhV2Yq1FrYIIl+vx+PyOmwIG9auKafUd+dOqqW5vp5Ch+FFOjhI4wRqptKwr9eTR8QitujjtbXOlWZOWjh5t1Q+QUibTXsVHmFz/Dt41XE9MqwURd+1ttraiufc2IhkzNp3ZKS9RE29HreXc0bmp5aV85D3oi1aLC3pIcEwDjCGtGcTn2s5YiPJqpX3vLWV5iwnG1AA1fKSkYMHArW2pnshj49jm4JkWn2G5wYfI/y+ZFuPjtqCVnys41kKsR9LDGp+Pu8NnJoqJ7q5sjn8mfbkiR7CxksRyHBPTYQK0RFWO+BcVhgniD68oxAE4mNKex5ZXksQcS7Zz3Mirf02N23VVjzTtQU1vEu06Ijx8e5IiuU5mZtr7z+E6GKhymr7qoasNIJnZ+38ShjIIPLScOZtXfZswrzX7lnzFlnGOuroWh7ibnERpKAKoenWk1aFuPPvcV55r3i/IrRbhqrnQqKrtluVbcu2kQsbg+qz5yTs1Umi+AwVSbQ8bs1mb8eT8f8gYbu7eRGJGzdS6Jg0thC6ODYWjR7U+LIU/GDAoRYehAAQFggjE0Y4VuDHxuJDinuLJicjEdFWanFPPA8MpM4iQXhRce+Elh+lvdTw9+ho8nagFAcMiMXF3uoi8r6wrsMy2iUpLTPuX3sthUFKI8PyjqKOoOxziPQgLFB6YjnBA1nFyjzvZxBXjBEuarG0FBcvpKolPItaP1uhrVaYreyfublo2D56FM+rLQZYoiLSKJfXgUWOhYXO477+evwO5EJbHMC15gSM+Lm0UjMjI+VjvszQq6KyKs9nXe/0tO59LxO4wr/WNrxERO5aIbQj80ux2NRsthOd3DWhX0A8idJiDbxBMPKREzk1FXNjtWcHUXtecy60UxtP0jONeaat/G9uxuviBj/mGvJRuVFmtSfm6uuv2+MMizyc2PCcLeTPy33LxoNVtD7nRbbCx633HH+HWfcv6+Bp72oYujlPpXxH8MgfixhUFZGR57UWGpBbzEOCcwIr1hjFe3lxsbvSDmUkSMsd74Uo9EMKztOb1e11WKQyV4JGnkOzGzSV6Nzv8J53U1eR56Ly77Qxpl1HP2H2ZRimsNcBwkmi+AwVSbS8e9vbvR8TNcE42UPdP/kSvHMnhTFZBvfISNxfkkcY7yhF0Wy25zKOjOiKp3jJ8lV9vPyktwfbWQbgw4fxhYQSG7Va8mxp94uaebVa+2+5/EIpRADDQvMuWG1YNf/MGg/wcsITt76eQovlfea8EXjRNxqxHWZnU37Z1JTuyQTBtI4L8qcR052dlOPWaLSTeqxaNhr6ijhy0dBOWn8uLOiGtWUQIj9GGsd8AYDXsML4strTaitphGr9nhOH4UaWNLg4ObKMb9zf2lpsX+kFGR1N5Qx4n/DrL1vYwPmrkFWMBet+LeN0etomTpws53L9eE6nNobgrdWejWiP2dkkXlWv29eEhSyMD2sMaCVWZmZsARtOsHNkh4eW8RB23PvERMpV157JII+bm52qvzC8qpAB/qy0IjoQHsvHsoyEsaI15LtIip8AZaIpyImGMc29UY1Gvs7unTt2vmyuRqK8LiI9F5x7puWxkTusnbusVAQ/L66TpzhIbylR+/ysck9lkUYQgKuS81YUeQXN3JzolihUIQVl4jxl91IF5ynek8vV5tuXtWEZce2nDbrZV15HVRXWXuCeRFK/vGofIvpOItogom0i+qmy7YeKJO7v6/k2+/u9H/PoqNOgl2FzvNg3XrJldbm0yYJQR8toslaR8ZKQLz/t/NbLEHmFvEaYDA+TRtPsbPJyae1jvdQ4CbpzJ0/OLDJjhd/y81kr0ygtAPVP1Bbkxi/yRDUVUCJdNp97+risPQyler2cNMDTol13s2mX8kD7Wt5TPj54CCRIRS702SL9OU+5ZkTCE6cdS6oaNpudxpXVbtZYx/b8nrTFCIRXaWNqZSWSntHRFKLIcwYxb+RYmJ9vz+kqW9iAtzYXoQDxlUYjts/Kij4vcgJVZXMz50nUFjDgtcbCyMJCuXeKj+/cNcE7xj33S0udYlnW87TV0hV4uTfYymWFh5IvCHASUFYjEnmc2jMK93Z0VM0zy4mN9Wzg22AuaCGUCwvx+SdrjPKw0iqes83N+PxHOB1yoqUxjYWTuTn7OYISRmV1V/H/KoqQvPYq7AD+jsA9IxLDWrzK5W0hH58/O3NidHxsVDkP2tAKheXH5PVP4aHslgTBk3heRKFXIjQIMlGmdtsNSdX26ZZslRHoftqgm327Jbf9wHMSSf3yKn2I6AUi2iGiryCidxHRfSL62tw+Q0USHz/WjdZuhGskkIjMJ00VIwFhmJaxrz0gtrdTfpi2n+UZ29wsildead92dVX3KJQZcJrAQi5PCiGzVvtYLzWEt3KDk7/k+DE5eYDHD8YhVumlyMKtW7G9rFV+FLEeHY37Li7quWq53LsyY0aW4eCkJ2dc5upn5oyomRmbhElPA9+fG9lQqOVtZo3Hvb3ORRmoCVtenKplWCxjWGv3XDg0Fm9yua+Li3HM7e/rnlHk6WD/Kh5P7I/SApqKLicN8MBpYch8IUCG38JQnZ5OIce5ZxI8//L4PFRRW4RZXm6fLzwUemEheYFGR+1Fro2NpNDI54FmWOPepqZS8Xn0JWovbm/nRZSQYzM5Gcf/1lY8lvSegehCyObwUPfkw4jm7Ztb7NHyhGXeT9XnLP7/8KGtfiif5YeHSRmYkyWrXEw3JECSQIxPLR/q+DhuV0aC796tlo9btbYcvKG7u+0RFtozQBND6yYPDCke1oIF7l0Twypr+6Oj9nQOzTuJnOgqhncuJzGnntstUSgjBRaZsUpbnHdYYu76us0XlLmlZW1YRuT6Cc3sZt9uw2T7haubXj7R6+dDRH+FiD7B/v/TRPTTuX2GiiRaQjP9PFw0TyIMi91dW7zBCkmt1aIxql0nwqA0QYZaLU9Y4PHixifCOqVBbBmhRCmPTSN+ExPtIaN4+WkeTt4+VsjN1pYeHlmr2Su7eNneuhUN8EeP4r3Dw4K8KzzoLMOfq33iwYgwX+QZzczo4gPWi14ajFBvRfH4socxwrWkEil+LwufzXmBeE4i93iiHTnRu38/9g9UU7XyDlJcQRpnOUNU3rf0wiL/Vs6BW7c6FwO4GI22PcgZ/t3aSnUu8aJC7kdOaAj3U8Xbw8cCz+eE9wJGO8jP4WH8cNVFLUJBI6OYX3xBKEc2QBQmJuIYX12NHslGI7YJyA2udXMztRE/PhZzkC/Hyau1mAHvhibkwkMT4ZXCuIYRZoV55Va/YdTJecEFvfhz4eioXfCIH+/wMN6bpdrKt80Jicj75+MWhLVWa1e2Rf8/fJhSIDY2kreV9zO8ZhDKkLlN5+mpqWL04R2qLQbwGqjI38TctAS5qngS5Xa8HawFKIgHlXlUrfPh/aj1O+ayNbZybV8l9JQ/z6qGJFok6Pj4/Iqv58ZHjsyc1/jMoZd5UDUUtUwAplcCfd6eRO06EOVwjYncIHHdSeJ3E9Er7P8/SET/MbfPUJHEQeQkPn3a7kngE/rJE9sggtEGY2tjIxq+jx7ZK9UIg4JYDfeqIeTNIngIrUGhc250bG3F1X0IKbz1VmeojCQT1oOaG4MILdRKNEDQxSItMIB4qA4vOP3woa7EipdhsxmNbCtHB0b6/fu6muPNm3oh4lYrHQOeUu7JnJoq9+jJ/6NsgkbYEbI5MZG8G9PTeo6VpvSKPoHozcOHnSviPMdIGtuaF250NB7v1q3UR3fvxjbPhdjwl1HuNxhryN+URehRn5CPi729ZEDu7cXxIz3IsuA9FyhBezcadp5OjgAiB7CqaBIPrX7wII65jY3OsHSoBj592tnnKytJyEmW4+HGJ1EnwUXbbW+3q9rm8oV5m0uhEO36uPLmwUEyri3FRstAkkJLaJ8qRgq8LJonkp9Peidy4WA54xVhhpLkyueUJcSEuce/twhrq9UpXvXWW2m8cq8u6nU2Gkk4yFocveiwL1yrtRhgnb/qdXZ7P/0KaOTUU8sErHLiJzngedtPMfhucBEeH+sdMUiFTY5exkE3+5S1Ye73i8pJrHKdjq5w3Uni9ygk8ReV7X6UiGpEVPvQhz50Pi17HrA8MHt7/R03pzSlSZKjAPjhYXvdLG60yPpJq6vJg8YFQaAWh+Mj7EoaFFh53d2N593bi8c5PNRrTFkhM1DGsww93BMIL85p1V47Pm73osFYHx/v9GrxUA+sIstjTk0lDwc8QtZLGe3y6FFSkW02U47H4WF5boFGHDRhBBBm3pbcO4EXPAjO5ma7ZwhkD22iKSZq5+WCIDAsq6qi8bEtx/D6evlxysJ1qhp4R0ft80TmcuX2454H7UUrj53zDmgqrpgTR0f5UCwtDBQLGTIPympPXqN1YqKdaFgEFnlcOXVDbgRYz0heQBzjSIKHbuJ5NTnZXkxatn1VA6lKn2vAOCuT7K8yr6sscPBzysUJriSY88ZUDfHCYh7y5vg94Rg8pFku+JV5py7KMOTXiuf5zEzy3OXOX/U6u7mffj2p1v7oI+29yt8F/bb9dTHqewn3PE+ctyfxvNFPG1yXMXIFcd1J4tUON/385/WcxM9/frDn7cYYlfvIkDfN28NfPFqds6Wl3usY4TwI9ZFEssqD5uSkk7zwa7LOY4WQYR/5AtFU98rIbjeERTuelqOHEEcejod7qZKjo3mml5fjGMBxDg46yTU3HHd2OsPReh0Hso+6eamUrYae9zEHBfT7+HhnDhcfR5bxX3Uhpkq+kBaypBGJWi0ugFTx3gHaXJULHNY4GqQHatAGkTavZTt087yoek5tG+343YZ48WMMOo+oX1y053LQ11O2P/q97F3guFwy0+vzeZjGsmPokCOJIf5+dRFCeCcRbRLR3ySiAyK6Q0TfXxTFqrXPSy+9VNRqtQu6wgp4802iT32K6O23id75TqIv+RKid7/7sq+qfzx7RnR8HO/vfe8j+uxnid56i+hd7yL64AfjvV4m3n6b6OjofK+J3/O73030gQ8QveMd+e3e8Q6iF16I//Ltqx5L2/bFF4keP07/f+EFos99Tj9OlfM8e0b05Ek8xtOnRO95j71d7liDaPPnGWjvZ89ivzx71nsf97Jt2f7veQ/R5z9v93fVc8lx88VfTPToUbVx1O/9XCbK5nWvz4vzuJZeji/HxtOnw9svwzZuznNe5p7zw3TPjk700kfer44MQghLRVG8pP521UkiEVEI4aNE9O8pKp3+UlEUP5fbfuhIosPhcDgcDofD4XBcIHIk8Vos4RdF8XEi+vhlX4fD4XA4HA6Hw+FwXHW4v9nhcDgcDofD4XA4HGdwkuhwOBwOh8PhcDgcjjM4SXQ4HA6Hw+FwOBwOxxmcJDocDofD4XA4HA6H4wxOEh0Oh8PhcDgcDofDcQYniQ6Hw+FwOBwOh8PhOIOTRIfD4XA4HA6Hw+FwnMFJosPhcDgcDofD4XA4zuAk0eFwOBwOh8PhcDgcZ3CS6HA4HA6Hw+FwOByOMzhJdDgcDofD4XA4HA7HGZwkOhwOh8PhcDgcDofjDE4SHQ6Hw+FwOBwOh8NxBieJDofD4XA4HA6Hw+E4QyiK4rKv4cIRQvgDItq77OtQ8CIRPb7si3CcG7w/rxe8P68XvD+vD7wvrxe8P68XvD+HGyNFUXyR9sNzSRKHFSGEWlEUL132dTjOB96f1wven9cL3p/XB96X1wven9cL3p9XFx5u6nA4HA6Hw+FwOByOMzhJdDgcDofD4XA4HA7HGZwkDhf+y2VfgONc4f15veD9eb3g/Xl94H15veD9eb3g/XlF4TmJDofD4XA4HA6Hw+E4g3sSHQ6Hw+FwOBwOh8NxBieJF4AQwneGEDZCCNshhJ9Sfg8hhP9w+vsbIYQPV93XcfHosz93QwgPQgj3Qgi1i71yh4YK/fnnQgjzIYQ3Qwjj3ezruHj02Z8+P4cMFfrzB06fs2+EEH4/hPANVfd1XDz67E+fn0OGCv1547Qv74UQaiGEb626r2MIUBSFfwb4IaIXiGiHiL6CiN5FRPeJ6GvFNh8lot8hokBE30xEC1X39c/V6c/T33aJ6MXLvg//dNWfHyCibySinyOi8W729c/V6c/T33x+DtGnYn9+CxH9ydO/v8vfn8P76ac/T//v83OIPhX78wsopbZ9PRGtV93XP5f/cU/i4PFNRLRdFEWjKIq3iOjXieiG2OYGEf3XIuI2Eb0/hPDBivs6Lhb99Kdj+FDan0VRHBdFcYeITrrd13Hh6Kc/HcOHKv35+0VR/OHpf28T0ZdW3ddx4einPx3Dhyr9+UdFUUD85L1EVFTd13H5cJI4ePxpItpn/394+l2Vbars67hY9NOfRPEBORVCWAoh/OjArtJRFf3MMZ+fw4d++8Tn53Ch2/78EYpRHL3s6xg8+ulPIp+fw4ZK/RlC+DshhHUimiSisW72dVwu3nnZF/AcICjfSUlZa5sq+zouFv30JxHRXy2K4jCE8AEi+p8hhPWiKG6d6xU6ukE/c8zn5/Ch3z7x+TlcqNyfIYS/TpFUIOfJ5+fwoZ/+JPL5OWyo1J9FUfwWEf1WCOGvEdFNIvpI1X0dlwv3JA4eD4noz7D/fykRHVbcpsq+jotFP/1JRVHg32Mi+i2KIReOy0M/c8zn5/Chrz7x+Tl0qNSfIYSvJ6JXiOhGURRPutnXcaHopz99fg4fuppjp4T+K0MIL3a7r+Ny4CRx8LhDRF8dQvjyEMK7iOj7iOi3xTa/TUQ/dKqK+c1E9JmiKI4q7uu4WPTcnyGE94YQ3kdEFEJ4LxF9BxGtXOTFOzrQzxzz+Tl86LlPfH4OJUr7M4TwISKaIKIfLIpis5t9HReOnvvT5+dQokp/flUIIZz+/WGKIjVPquzruHx4uOmAURTF2yGEf0pEn6Co5vRLRVGshhD+8env/5mIPk5REXObiD5HRD+c2/cSbsNxin76k4i+mGLIBVGce/+tKIrfveBbcDBU6c8QwpcQUY2I/jgRPQsh/ARFFbb/4/NzuNBPfxLRi+Tzc6hQ8Xn7M0T0hUT0n0777u2iKF7y9+fwoZ/+JH9/Dh0q9uffpbhofkJE/4+IvvdUyMbn5xUAZGkdDofD4XA4HA6Hw+HwcFOHw+FwOBwOh8PhcCQ4SXQ4HA6Hw+FwOBwOxxmcJDocDofD4XA4HA6H4wxOEh0Oh8PhcDgcDofDcQYniQ6Hw+FwOBwOh8PhOIOTRIfD4XA4HA6Hw+FwnMFJosPhcDieK4QQ/uj03y8LIXz/AM/z7SGEefHdO0MIj0IIHwwhfDyE8P7M/q+EEL6WX7Oyzc+GED5y+vdMCOGl078/HkJ4/+nnn5zfXTkcDofjeYCTRIfD4XA8r/gyIhoYSSSiW0T0pSGEL2PffYSIVoqiOCqK4qNFUfxva+eiKP5BURT13AmKoviZoiheU77Hsd9PRE4SHQ6Hw9EVnCQ6HA6H43nFzxPRt4UQ7oUQ/nkI4YUQwi+EEO6EEN4IIfwjojOP4O+FEP5HCGEzhPDzIYQfCCEshhAehBC+Ujt4URTPiOg3iOh72dffR0Svnh53N4TwYgjhvSGEyRDC/RDCSgjhe09/P/MMnv7/34YQlkMI/yuE8EWn3/1yCOG75blx7NN7/MrTe/yFEMKvhBBusO1+LYTwt/psR4fD4XBcMzhJdDgcDsfzip8iotmiKP5SURT/joh+hIg+UxTFNxLRNxLRPwwhfPnptt9ARP+MiL6OiH6QiL6mKIpvIqJXiOjHM+d4lSIxpBDCu4noo0T0m2Kb7ySiw6IovqEoir9IRL+rHOe9RLRcFMWHiej3iOhfdnGPO6f3+JOn1/vDp9fzJ4joW4jo4xWP5XA4HI7nBE4SHQ6Hw+GI+A4i+qEQwj0iWiCiLySirz797c5piOibRLRDRFOn3z+gGLaqoiiKO0T0BSGEP0tE30VEt4ui+EOx2QMi+kgI4V+HEL6tKIrPKId6RkT//fTvXyWib+367uL1/B4RfVUI4QNE9PeI6DeLoni7l2M5HA6H4/rinZd9AQ6Hw+FwDAkCEf14URSfaPsyhG8nojfZV8/Y/59R+bv01yl6E/88nYaachRFsRlC+MsUvYz/KoQwVRTFz5Ycsyj5PYdfIaIfOL2msT6O43A4HI5rCvckOhwOh+N5xf8lovex/3+CiH4shPDHiIhCCF8TQnjvOZznVSL6+0T0N4jot+WPIYQ/RUSfK4riV4no3xDRh5VjvIOIkHv4/UQ0V/Hc8h6JiH6ZiH6CiKgoitWKx3E4HA7HcwT3JDocDofjecUbRPR2COE+ReL0MsXQ0eUQQiCiPyCiv93vSYqiqIcQPkdES0VRfFbZ5OuI6BdCCM+I6ISIfkzZ5rNE9BdCCEtE9BlqF8PJnftJCOH1EMIKEf1OURQ/WRTFoxDCGhF9rKcbcjgcDse1RyiKfiJWHA6Hw+FwXCWEEN5DMQ/yw0b+o8PhcDiec3i4qcPhcDgczwlCCB8honUi+kUniA6Hw+Gw4J5Eh8PhcDj6RAjhXxDR94ivf6Moip+7jOtxOBwOh6MfOEl0OBwOh8PhcDgcDscZPNzU4XA4HA6Hw+FwOBxncJLocDgcDofD4XA4HI4zOEl0OBwOh8PhcDgcDscZnCQ6HA6Hw+FwOBwOh+MMThIdDofD4XA4HA6Hw3GG/w/lImsX7RyGHgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visibility vs Sales\n",
    "\n",
    "sns.scatterplot(combined.Item_Visibility, combined.Item_Outlet_Sales, color = \"red\")\n",
    "# Lot of Sales is captured where the visibility is 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220eec280d0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visibility vs Sales\n",
    "\n",
    "sns.scatterplot(combined.Item_MRP, combined.Item_Outlet_Sales, color = \"red\", \n",
    "               hue = combined.Item_Type)\n",
    "\n",
    "# 04 different clusters emerging in the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
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5WFxcDCRXC+O4fsIt52e2ad1fvt4I0GY7kfa6I5GvUUlJCeXl5cybNy+sk8iyZcsYP3586NwvV1NT02zeLxNtLlX41wDSvp5hGIZhdGWsC0krWLx4MYsXL+5oN4wWsNfJMDo9e4GviEgf9/wSoLYN9oYCBW11yk9VVRVVVVWpNGmkGP9rVFdXR2lpKararA1qaWkpO3fujCqnqmHzkTKRc6nCv8bKlStZuXJlWtczjLYgIioiT/vOAyKyXUReTNLOKhEZ6R6/5NZgMoy0s2/fPtauXcv5558fenz9618nPz+f73//+4wePZqysjJGjx5Nfn4+1113HRdccAGXXHIJS5Ys4fzzz+f555/nH//4BxdccAE33ngjdXWHMiV37NjB+PHjeeutt7j00ku55ZZbqKurY+PGjVx22WU899xzXHjhhTz33HOh+bfeeovLLruM1atXM378+DB7kXY3bdrEbbfdxm233RZVLhqebjy7qbDVHvoeloHRCqyHcNfAXifD6BK8DHwD+D1wPfBb4DwAEekLLAaG47xfzVTV59xMi6eBvq6NO1X1TeAB4EtuQdGlqvpwW52rra2loaGhWT2JWFRWVpJxsPNt16jbo2yvrEz4OroSlZWV9O7dG3CyGZqamqLKNTY2hjIbosk1NTWFZT74ZSLnUoV/Da87SjrXM4w2Ego6q2o9bQ86o6qXp8Qzw0iAyMA2OO8NjY2Nobk5c+aE7sdePar9+/fzm9/8BoAHH3yQvn37oqpUVVWxdOlS7r77bgCWLl3KunXrmDFjBvv27WPjxo0sXbqUtWvXsnfvXh566CFUNfS8ceNGZsyYwd69e5k+fTp79+4Ns+fh2Z09ezabN28OjUXKRcPTjWc3FbYSoa36HpaBYRiGYXQk/w1cJyK9gVMJL8Y5FShT1bOAi4AFblDjY+ASVT0D+C6wyJWfDLyhqiOiBS9E5FYRWS0iq7dv357GSzI6irKysrBAgB9VpaysLKZcMBgMzUfKRM6lw19VRVXTup5hpAAv6AyHgs6AE3QWkSdE5C0ReUdErnLH+4jIf4vIOhF5Bujj09ksIgNEZKiIlPvGJ4rITPd4lYg8LCKvi8h7InKWiPxBRDaJyJx2uGajG7Bx40b279/folys9xAPVWXPnj2h8xdffJG6ujp27NjByy+/HHXeCzp493jvGQjJ7tmzB1Xl5ZdfbpbV4dn17AC89NJLLWYy+HXj2Y2cS9ZWIrRV349lYBiGYRgdhqquczMqrgdeipjOB74pIhPd897AEGAr8KiIjMBpm3pigmstAZYAjBw5MqE0iUGDBgGwYMGCRMQpKipi99Z3E5JtT7KzhCMHDkv4OroS/qySUaNGsWLFiqgfQEWEUaNGxZQLBAKh+UiZyLlU4V9DxCn8qqppW88wUsB/A9PdbSOnAk/gZs1xKOj8A3dbyD9E5M/AD4F9qnqqiJwKvN2KdQ+o6vkiMgF4DjgT2AlUisjDqtrmisdbtmyhvr6ewsLCtpoCYNOmTciBzpeR5yENu9m06bOUXW9n57333kuL3WAwyNKlS8OC0JHzydDU1NQsqyOa3cbGxhYzGfy68exGziVrKxHaqu/HMjAMwzCMjuZ5YCG+X/JcBLjWzagYoapDVPU94C5gG3AaMBLomS7HcnNzyc3NTZd5IwX4X6OCggIyMqJ/tMnMzGTMmDEx5TIyMkLzkTKRc6nCv0YgECAQCKR1PcNoK6q6DqfeUKyg82R3G98qDgWdzwd+49Nf14qln3ef3wX+paofqup+oAo4IVLYMu6MSBLJvmgtpaWlvPLKKzQ2tr1gdmNjI6WlpaHzWHa9eknx8OvGsxs5l6ytRGirvh/LwDAMwzA6mieAXar6rohc6BtfCYwXkfGqqiJyuqq+A/QDtqhqk4iMBXq48p8Bn0ulY8l0H/H4aJe2uevHh24b1VR1D/lol3LkwJSY6nT4X6Ps7Gzy8/NZvnw5Q4YMCdvvnJ+fH2pNGilXU1MTNh8pEzmXKvxrjB49GiCt6xlGivCCzhcC2b5xL+j8b7+wm13UUipCkPAfVntHzHvfPpt8x955s+8zrcm4Gzx4MACLFi1qQTIxCgsLWVP5UUpspQPtfSRfHHZcyq63s3PDDTeEbcFIJfn5+agqL730UpuDGJmZmeTn54fOL7nkkqh2RSRMLhp+3Xh2I+eStZUIbdX3YwEMwzAMo0NR1S3AI1GmZgM/A9aJ8wl4M3AF8BjwrIh8B3gVp7AcOL/qBUXkn8CTqSjimSypytbYg1M47MiBqYk6HDkwdb51dgoKCqiurmbcuHEsWrQotAUkMqPBL1dcXBw148GTSWc2hH8NryuKZV8YnZxkg86vA2OAV0XkKzhbTyLZBhwjItnAHpx7/Yq0XoVxWDFt2jRuueWWlNsNBAKMHTs2VNsh2nwy20gyMjIYO3Zs6Hzs2LFR7WZmZobJRcOvG89u5FyythKhrfp+LIBhGIZhdAiqmhVlbBVO6jFulfsfRpHZRPgH4J+6443A19PgasJ42QDFxcWdrv1qVVVVqF5Ebm5uq7JLugLZ2dksXLgQgEceiRYXay7nPceTSReRa6R7PcNoK60IOhcDvxaRdcBa4B9RbDaKyL04hZzfBzakx3vjcOXEE0+kV69eLW4laSngICL07ds3VHzziiuuIDvbSUS67LLLeP7555vNr127ls2bNyMiqGroGSArK4s9e/aQlZXF3r17ueyyy0L2AAYMGBCym5OTE8oiufzyy8PkouHXjWc3ci5ZW4nQVn0/VgPDMAwjCUTkoIis9T2GJqF7m4jc4B7fKCLtltTvrvdoxNhQEdkiIhkR42tF5OwUr93itbqV5kfG0H80mk5npaqqig3vrWPHh6177N61g927drRaP95jw3vrOl1wJV3U1dUxYcIE7rjjDm6++WZGjx7NlVdeyc0338zVV1/Na6+9xtVXX82dd97Jq6++yqWXXsqVV17JnXfeyc6dO+PanThxIpWVlUycODEhWU8mUjfyOVIunu10kczaHemn0b7ECjqr6hXucb2q/lBVh6vqVyLGr1PVU1X1BlU9V1VXu3NDVXWHe7xIVfNU9RJVvVFVZ7rjF/rkQ+tFzhlGS+Tk5DQby8zMpHfv3uTk5NCnTx+mTZtGnz596N27NwMHDkRE6NWrF9/73vcA+PGPf8zMmTMREXJzc5tlNZx66qnMmjWLI444ghNPPJGxY8cybdo0+vbty913301GRgZ33313aH7WrFn07duXe++9l1NPPTVqZoJn95577uGUU07hlFNOSTiDwdONZzcVttpD38MyMAzDMJKjXlVHRJtwf3ESVW2KNq+qj/tObwTKwd0r0AGo6mYR+QCngvxrACJyMvA5VW32C1kbuJEOvtbWUlxcDLSuFsaAz8PVo1r3O8Gfypx/Qq3VT8R2d6e4uDj0q5efAwcOsGXLFgDmz59PMBhk06ZNLFy4EFXlwIEDbNq0iWXLljF+/PiotktKSigvL2fevHnU1NQkJOvJROpGPkfKxbOdLpJZuyP9NAzDSIYjjjiCESNGtFj3I1YXqFtvvTV0/NprrzWbHzBgAIsXLwZgxYpDO6Cys7ND2yeuuuqqsGcgNDdyZLPfcJrZffzxx6PKxMKvm8xcKuRTre9hGRiGYRhtwM1ieE9EHsNpDXeCiOzxzX9bRJ50j2e6ve2/jdM9Y5mb7dBHRB4QkfUisk5EmuWQi8jZIvKmiLzjPp/kjt8oIn8QkRUisklE5vt0bhKRjSLyGvDVGJfwW+A63/l1wG9FpIeILBCRt1yffujazBCRx0TkXyLyooi85F4PInKmiLwmImtEZKWIHB/jWqe7dstFZIl4/SMdvudeX3m0LBAROVpEnnX13xKRr7rjF/iyYt4RkZQU86yqqjpsshW6G//+979bLNjmTxOOTBleuXJl1KyCuro6SktLQ/UqvErwLcmWlpZSWVnZTDfyOVIulu10EelzS9klHeWnYRiGcXhiGRiGYRjJ0cdtEQfOPt27gJOAm1T1dghVXI+Jqv5eRO4EJqrqahHpD1wDnOwWPvt8FLUNwPmqGhSRi4G5wLXu3AjgdJzK7P8WkcU4Fd1nAWcCu3CKXb4Txe7/AO+4RdeCwHeB7wA34xRpO0tEegF/FZFS195QYDhwDPAe8ISIZAKLgatUdbuIfBe4T1V/4L9W9+/zqKre6x4/jbNH+gXXn76qeq6InI9TKO4rEf4+Ajysqv8rIkNwisZ9CZgI3KGqfxWRLKAhzkuQMLW1tTQ0NIRqRyRKZWWlUxu/E7JrD+yqrEz6mroamzZtapN+Y2Nj1KyCkpISmprCX9ympqYWZZuampg3b14z3Ugi5WLZTheRPreUXdJRfhqGYRiHJ5aBYRiGkRz1qjrCfVzjjlWr6t/aYHM3zhfuX4rIt4B9UWT6Ab8TkXLgYeDLvrm/qOouVW0A1gM5wH8Aq1R1u6oeAJ6JtrCqfgT8C/i6iIwAGlW1HMgHbnCDNX/HaZX3ReBrwO9UtcnVfdU1dRJOsOEVV2caMDjG9V4kIn8XkXeBURHX8lvXr9eBI6MEcy4GHnXXeN6V+RzwV+AhESkEPu8GY8IQkVtFZLWIrN6+fXsM14zuQjJV32NRVlYWdSzSdjAYbFE2GAxSXV3dol+RcrFsp4tIn+OtnYysYRiGYaSCtGdgiMieaEV/UmD3RmABUOsOrVPVG2LIXggcUNU3U+2H0XnZt28fmzZt4sILL0xat0ePHvTo0YMDBw5wzDHH8PHHHwPOL+vHHnss27ZtIzMzk+OOO45t27Zx4MABBg8eTGZmJh9++CFFRUUsWLCAE044gUmTJjF37lzef/99pk+fzh//+EdmzJhBdnY2dXV13HPPPdTX17Nt2zZmz57Nr371Kw4cOEBTUxMffvghc+bMYenSpcyYMYNPPvmECRMmMGvWLJ566ikKCwtZtGhRmL1Zs2YxY8YMgNBxopV+/fqROvHm0kF7r9dG9kac+3vOR/ayb4abVXE2TgeN64A7cb7Y+5kNvKqq14hTOHSVb85fUvsgh+7tfj/i4W0j2eYeAwgwXlVX+gVF5BsxbAjwL1U9J95CItIbpw3qSFX9QERmEv43ivQ58jwDOMftUOLnARFZDlwO/E1ELlbVsCr2qroEWAIwcuTIhP42gwYNAmDBggWJiIcoKipix4frktJpL/plwYDjhyV9TV2N66+/vs1bGqLtgx41ahQrVqwIC0QEAoEWZQOBAIMGDaK2tjZuECNSLpbtdBHpc7y1k5E1DMMwjFTQ1TMwnvH9Eho1eOFyIXBuO/lkdBJqamparXvw4EEOHDgAEApeAKgqH330UajQW01NDfv370dV+eCDD6iqqqK+vp65c+dSX1/Pxo0bmTNnDlVVVagq9913H++++y5PPfUUAEuXLmX9+vW8//777Nu3jxkzZrB+/XoqKipCtmbMmBHSmTNnDnv37mXmzJm8++67zJkzp5k979x/nCjxdFpjry2093opZpuIfMnt7nFNDJnPgM8BuFse+qnqS8CPcLaERNKPQwHbGxPw4e/AhSKS7W7v+E4c2Wdxvvh/F/hvd2wlMM7VRUROFJG+wP8C17q1MI7Fub8C/Bs4WkTOceUzRcTLrAhdK4eCFTvc6/52hC/fdfW/hrOFZVfEfClOgAdXboT7PExV31XVecBq4OQ415swubm55ObmpsKU0c6cffbZLW7nikdmZiZjxoxpNl5QUEBGRvjHp4yMjBZlMzIy+MlPftJMN5JIuVi200Wkz/HWTkbWMDo7eXl55OXldbQbRhqx17h7kHAGhojMU9WftDSWoK0RwOPAEUAl8AMgE3hZVc8UkdNw+kTnqGqNiFQCw1U1Wlq13+6VOGnLPYE6YAzQB7gNOCgi38P5RfGNZH02uhYVFRUt9nlOJ/5f1/xF5LzxFStWcOWVV4ZVKAZCPaOjjb300ks0NjaGjXm2/fZUlZdffhlVRVVZsWIFN9xwQ4tZDHV1dSH9SJ14c+mgvddLA5OBF4EPcLpvRMtCexJ4XETqgcuA59zsBMGpqxHJfGCpiNwNtJinraofutkN/wd8iFNgtEcM2U9F5G/Asar6vjv8S5xaF2+7RTa3A1fjBDu+7l7XRpxAycZ0S08AACAASURBVC5VPeAW7FwkIv1w3l9+hrM9xX+t5wC/AN4FNgNvRbjziYi8CRyJ894QSSHwcxFZ567xOs49/kcichFOBsp64OWW/kaJ0JruIx47Pm19x48dnzrP6egYsuNTGHB8ys12Ou666y4CgQAvvvhiTJlAIBC6L/uPAUaPHk3//v2b6WRnZ5Ofn8/y5csZMmQINTU15Ofntyibn5/PsGHDmulGPkfKxbKdLiJ9jrd2MrKG0dkpLCzsaBeMNGOvcfcgmS0klwCRwYrLoowlwlM4gYTXROReYIaq/khEeovIkTgt/VYD54nI/wIfxwhefNf9lQ6cwm5/Av7TLYJ3CzBJVX8sIo8De1S1WWX/1lBbW0t9fT0TJkxISq+iooKMA4lmdLcPGQ27qaj4LOlr6exs2LChZaEO5ODBg8yZMycUkEiEeLKePa+Yml/24MGDPPXUU9x1V7TvxIdYunRpSD9SJ95cOmjv9ZIhckucqm4motCkqv4e+H0U3Zm+42dxggEezTpuROj+H3Cib+ged/xJnACBJ3eF7/jXwK/j2fXJXhVx3gRMcR9hiMhEVd0jItnAP3CCEajqWuD8KLYjr3Wa+4iUuzCGb0/iXqOq7sDN0oiQ6VSVA9uatXFAnY6zA44fmAp3whhwfNv96yoUFBRQUVFBMBikoaGBLVu20LNnT4455hjq6uq46667ePjhhxk8eDDXXnst8+bNIzMzk5ycnBYzD6qrqxk3bhzFxcUJyXoykbqRz5FyHZHVkMzaHemnYRiGcfjR4hYSERnnFlo7SZxWet7jfSDpDb7uL3OfV1Wvee5SDn3gfROn1d/5OBX2z8cJZsTKmPBvIfk1TsG4la6/RYQXhovljxV164Z0ZPZFIgSDQTZv3oxqagJanj3v10Mv+8Kbe+WVV1q08ec//zmsGJtfJ95cOmjv9YykedEtovkGMNst5mmkkIEDBzJw4EC2bt3K1q1bO9qdLkt2djbTp0+nT58+LFiwgJUrV/LCCy9w++2309DQwMKFCxkwYABbtmwhJyeHZcuWcdJJJ3HXXXcxd+7cZjU06urqmDhxIp9+6qTIHHXUUSxcuLDFLAW/jHc+bNiwqM+RcrFse76ko3VpS2u3VjYa6bwOwzAMo/uRSAZGCU4q7v04adEen6lqqt9t3sAJWOQAz+FkdyhOKnYiLAYeUtXn3cKdM1tSaEtRt0ceeSRBtxwmTJjAmqptSemkm6beR5KXe2zS19LZufHGG8O2bnQ2AoEAgwcPprq6OiVBDM/eli1bCAaDoX3fqkogEOCSSy5p0cbFF1/MSy+9FCrG5teJN5cO2ns9wyGy6LJbLHmkqt7pl4uVKdHGtTe7a+1IUD6qb+5cWopHJ0NVVRXvvbeOfke1zc6nXgWQjIT+LAmx65OUmeoSlJSUUF5eHtbic+7cuaFaRh988AEADzzwAMOHD6e8vJx58+ZRU1PTrC2oZyvWfEdfV1eku1yHYRiG0T60GMBwC6jtAq4XkR7Asa5elohkqWpSlRJVdZeIfCIi57m1KL4PeNkYrwNzgNdVtUlEduIUlvtpgub9Re7G+sY/w9lPbRwmTJs2jVtuuaWj3YhJjx49mDZtGrfffnuoWGhLZGZmxtxG4rfnyaoqjY2N9OjRgxtuiFfj1mHs2LGhmhyROvHm0kF7r2cYsSguLgZaVwuj31Fwfn7b1n+91Hluq51oNg8HHn74YUpLS1FVSktLGTNmDO+//37UekPV1dXU1taiqlRXVwOEdPr3709dXV3IVrT59sTvS0f5kAq6y3UYhmEY7UcyRTzvxMlo2AZ4VcUUOLUF1SNEZIvv/CGc4MLjInIEUAXcBM5ecveX49dd2f8FBqtqor8XzQR+JyK1wN+AL7jjLwC/F5GrsCKehwV5eXn06tWrw7aS+IvBDR06NJQNEggEOHjwIJdeeil5eXlceumlPP/88yG9rKysZh+ss7Ky2Lt3L5dffjn//Oc/2bx5c2gsJyeH6urqMHsvvPACl112GarKCy+8wKWXXppQAczs7OyQfqROvLl00N7rGS0jIjnAE8DROAU9b3KLLD8JvOjW/QhlP4jI8cAzOMHjADBOVd8QkXxgFtALp4jzTarq/aMf7xZjzgS+o6obRKS/u24usA+4VVXDti+KyBdwsgUDQHhl3Dbyxhtv0NDQQFVVVVJ6lZWVHEx9/c2UsOczqNxbSVFRUUe7knbWr18fqqfT1NTEsmXLWLVqVUz5yPamns748eMpKSkJ2Yo23574fekoH1JBd7kOwzAMo/1Ipo3qj4CTVPXLqjrcfbQUvEBVM1R1sO/xkKquVdX/VNVTVfVqf4BCVYe42zpQ1bmx1lDVJ6OkNT+nqrmqep6qFnlpzqq60V1rhAUvDh+GDBnSat0ePXrQs2dPAI455pjQuIhw3HHHISL07NmTIUOG0KtXL0SEE044gdzcXPr06cOUKVPo06cPJ554ItOmTSM3NxcRYerUqQwfPjyUUTB27FhOOeUUvvCFL3DEEUcwa9YsTjnlFPLy8kK2Zs2aFdKZNm0affv2ZebMmQwfPpxp06Y1s+ed+48TJZ5Oa+y1hfZezwCgj4is9R7Avb65R4Gn3HvyMmBRC7YKgJWqOgI4DVgrIgNwinderKpn4BRrvtuns8MdLwYmumOzgHfcdafgFIGO5BGgWFXPAmLW47CaR4cf/oBEMBikrKwsavZFPP2yMqfpT1lZWbMAh3++PfH70lE+pILuch2GYRhG+5FMF5IPcLaSGEaX4IgjjuC0007rsPoeo0aNCh0/8cQToeOLLroodJydnc1jjz0WpnfmmWc2s+WNZWdns3z5cgBGjhwJwKJFh75HZmdnh537jxMhUj/RuXTQ3usZANS7AQfgUJ0J9/Qc4Fvu8dM4bV3j8RbwhIhkAn9S1bUicgFwCvBXN9uuJ06bV48/uM9rfGt9DbgWQFXLRCTbLQbt56uejOvbvGgOtaXm0YIFCxIRD1FUVMTWj5Kuc90uZH0OBh43LOlr6opcf/31oeKQgUCAUaNGsWrVqoSDGJ4OOPf0FStWhAUx/PPtid+XjvIhFXSX6zAMwzDaj2QCGFXAKhFZDoTy8lX1oZR7ZRiGYXR2vABAEDebT5yoRE8AVX1dRM4HvgE8LSILgE+AV1T1+hg2vfeWgxx6f5I4a7c01mYOl3aj3ZWzzz6b0tJSmpqayMjIYMyYMZx77rlMmdKsOzAQvv0PCOmA0y60tDS8gIh/vj3x+9JRPqSC7nIdhhGLjH076b0+0V4Ekbp1AK3Wb9n+TuC4tNg2jHSSTACjxn30dB+GYRjG4cObwHU4GQ5jcGoUAWwGzgT+B7gKp36FVzOjVlV/ISJ9gTOA+4Cfi0ieqla4dZAGq+rGOOu+7q432+0utUNVd3uddlz+6vr2G1c2ZbSmeKfHrk/aXjDzU3eDZSoLb+76BAYeJp9Z77rrLgKBAMuXLyc/P5/+/fvTv3//qPWGcnJyGD58OMuXL2fIkCHU1NSEdMDJCsvPz4853574fekoH1JBd7kOw4hGXl5em/S3bHGCqYMHp+uGfVybfTSMjiDhAIaqzgIQkb6qujd9LhmGYRidkEKcLSFFuEU83fFfAM+JyD+AvwDe+8OFQJGINAJ7gBtUdbu7LeW3ItLLlZsGxAtgzAR+LSLrcIp4jo0iMwEoEZEJwLOtu7zUkrLMjaatAAw8bmBq7OEELw6nzJKCggKqq6vDft2fMmUKU6dOJTMzk2OPPZYdO3YwefJk+vXrR3V1NePGjaO4uLhZRoBnK9Z8exLturoi3eU6DCOSwsLCjnbBMLoloppY1q2InAP8CshS1SEichrwQ1W9PZ0OticjR47U1atXtyg3YcIEgKRrK0yYMIE1VduoP/nypH3rs+ElgFbptmT3zNxjO6xORDpp7etkdD1EZI2qjmxZ0jAcEr3fJ0NxcXHS3Uo8tm51AxUDUxeoyM3NbVMGiWF0Rux+byRLOu73hmGkn1j3+2S2kPwMGA08D6Cq/3T3NxuGYRjGYU9VVRXlG9bRpxVdf+t3u8+ZO1LiS31dSsx0OioqKpg4cSKDBw/m3nvvpX///tTV1XHvvU7DnLFjxzJ79mymT5/Ok08+SUNDA9u2beOhhx5KOuukrq6O+++/P5Rt4T1PmTLFtjoYhmEYRgeRTAADVf0gYt/xwdS6YxiGYbQWETkIvItT+PIgcKeqvhlHfijwoqp+JWJ8JM6Wj5Tkv4rI94BJQA+cop9vARNV9dM22r3QtXNFm52MQXFxMZB4LYw+2fDFK6LVHY3PphedbMjW6Maz150oLi7mz3/+M/X19WzatIlly5Yxfvx4SkpK2LBhAwD33Xcf+/btY86cOWE1Lh544AGWLFmS1HolJSWUl5czb948ampqQs/euoZhGIZhtD8ZSch+ICLnAioiPUVkIvBemvwyDMMwkqdeVUeo6mnAT4H7W2NEVVenMHhxKXAXcJmqfhmnmOebwLGpsJ9uqqqqWr0txEgt5eXlYUGJlStXUllZycqVK0Nj3nxkgc7q6uqkXse6ujpKS0tRVaqrq8OeS0tLQ61ZDcMwDMNoX5LJwLgNeAQYBGwBSoFuU//CMAyjm3EkTttSRCQLeA44CqdLyDRVfc4vLCK5OAUwbwX64mY2iMhMYAiQ6z7/TFUXuTr34HT9+ADYAaxR1YURfkx1bdUCqOpB4Anful8HFuK8H70FjFPV/XHGL8XZ0rgDeNtn5wKc9yhwWqqer6qfteLvFkZtbS0NDQ0UFRW1KFtZWcn+TpL4sH8XVO6uTMjvrkJlZWXYeWNjI/PmzQtrexqPZLIwSkpKaGpqijrX1NRkWRhGl8btAPVjYIiq/peIfBE4SVXT06/TMAwjhSSTgXGSqo5R1WNV9RhV/R7wpXQ5ZhiGYSRNHxFZKyIbgF8Cs93xBuAaVT0DuAh4UHz7AUXkJJzgxU2q+lYUuyfj1EA6G5ghIpnuNpNrgdOBbwGxiup9GV+gwY+I9AaeBL6rqsNxghXjWhj/BXAlcB7hDewnAneo6gh3rj7KereKyGoRWb19+/YY7hqdlWhFx72siESorq5OeK2ysrKYgZFgMEhZWVnCtgyjE/JrYD9wjnu+BZjTce4YhmEkTjIZGItxUn9bGuv2WM/kroG9TsZhSL37Bd7rHPWUiHwFpybGXLfwchNOJp23heNonOyMa1X1XzHsLlfV/cB+EfnY1f0a8Jyq1rvrvdCScyIyHHga+BwwBdgAvK+qXhvVpcAdwKsxxle545tce7/ByRgB+CvwkIgsA/6gqlsi11fVJcAScKrSt+QvwKBBgwBYsGBBi7JFRUVUbl+XiNm006sfDDt6WEJ+dxW++c1vsn///rCxnJwcampqEgpi5OTkJLzWqFGjWLFiRdQgRiAQYNSoUQnbMoxOyDBV/a6IXA+gqvX+oLZhGEZnpsUAhvsh+FzgaBG52zd1JE5BtsMOSxvtGtjrZLREd06jVdX/E5EBOAGKy93nM1W1UUQ2A71d0V04W0C+CsQKYPi/NR7Eee9I9MPuv3AC3a+q6rvACBF5FOgTx0Y821G/qarqAyKyHOda/yYiF6vqhgR9jEmynSuM9HHOOeewatWq0HlmZiY/+clPmDBhAo2NjS3qT548OeG1CgoKKC0tjTqXkZHBmDFjErZlGJ2QAyLSB/d+KiLDCL/PG4ZhdFoSycDoCWS5sp/zje8Gvp0OpwzDMNqJXwNrCE+j/R3Q5QMYInIyTpC5DugHfOwGLy4C/D9FHwCuBlaKyB5VLUlwif8F/p+I3I/z/vANnO0dkdwPLBSRq3xZEX3c5w3AUBHJU9UK4PvAay2Mf0FEhqlqJXC973qHuQGSd93A+8mufJtItPuIR31d6zqAeG1PU9U9pL4OJ2TVjfjpT3/K+++/H9oKMnr0aIYNG8bo0aN58UXnv2xWVhZ79uwJPXvk5OQkFYzKzs4mPz+f5cuXM2TIEGpqakLP+fn51kbV6OrMBFYAJ7hZa18FbuxIh7oLixYtoqKiotX6W7Y4b5ODBw9OiT95eXkUFqakJrdhdBpaDGCo6mvAayLypKomvoHUMAyj89Pd0mj7iMha91iAsap60P2A+oKIrAbWEvHFXlX3isgVwCsishcnKyMuqvqWiDwP/BOoBlZH01PVl0TkaOBlEekBfAqUAytVtUFEbgJ+JyJesc7H3WKdscZvBZaLyA6cIIrXAvZHbnDmILAeeDnRP1qqaEu2xtbGrQAMPHpgapw5untmj0yaNImJEycyePDgUBZEQUFB6AvD2LFjmT17NtOmTePJJ5+koaGBbdu2JZV94VFQUEB1dTXjxo2juLg49GzZF0ZXR1VLRWQN8J847xUTVHVHB7vVLaioqGBj+dsMyTrYKv29nznJ7Q3BD9vsS82ewzJR3jgMkESLX4nIiThF0obiC3yoarfZCDpy5EhdvXp12uxPmDCBNVXbqD/58qR1+2x4CaBVui3ZPTP3WB555JGWhQ2jkyIia1Q1VhHJeHpvAl8H/qqqZ7hptL9V1bNT7mQ3RESyVHWPuxXndeBWVY1asLOzke77PUBxcXGbW7Bu3eoGNgamKLCBE9hINrPEMDoLrb3fG4cQkb8AD6rqS76xJap6axy1Lkt73O89CgsLadj8FtNG7mlZOApzVmcBtFo/0lbvoWexaNGiNtsyjI4g1v0+mSKevwMex6ls37qwomEYRudiBpZG2xaWiMgpOPU0lnaV4EV7UVVVxboN5TCgd8vCsdjdAMCOnvtS49SOhtTY6cSsWbOGqVOnkpmZyZAhQ7j55puZPXs2Dz74YCgrpa6ujunTp1NbW8v06dNZunQpcCiDw5Otq6vj3nvvJRgMEggEmDFjBqrK/fffz5QpU+jfvz8VFRUUFRXx4IMP0q9fv9BcpJy37v333x/K5vDmvHG/bDpp7/WMTscXgJ+IyFmqOssds6CQYRhdgmQCGEFVLU6bJ4ZhGO2Mqr4iIm9zGKTRishUoAAnAN0E/FBV/94Wm6pa4LO/WUR+Ee/v5xYP/YxDQfDbVfXNtvjg1u3IaouNeBQXO297rc5YGNCbHle1fivHweecDI622IhmrzvivVZ//vOfUVUOHDhARUUF9913H/v27eOBBx5gyZIlAJSUlIS2ndx3332hehmRsiUlJWzYcGjH1bJlywAoLy9n2bJljB8/nvnz54d0hg8fHpqLlPPWLS8vZ968edTU1ITmvHG/bDpp7/WMTsenONmHi9wOUt/rYH8MwzASJpkAxgsicjvwR3yVilV1Z8q9MgzDaD8uwGkJqkAmzj2uW+EWtbwCOMOtIzEAp0BzR3BRVwoStXULiNF+VFVVsXv37rDinUDovLq6mqqqKvr168eKFSuazUfKvv3226xcuTLMlneuqpSWlvLVr341VFS0urqa2tra0Jyqho7HjBkTNu7plJaWcvnll4fGPdl0ZkXU1dW163pGp0RUNQjcLiI34tQTOqpjXTIMw0iMZAIYY93nIt+YAt2vSphhGIcFIvIYkAf81h36odt+844OdCsdHA/sUNX9AP4AgpsVsRS4EieA8x1V3SAiZwM/w+kYUg/cpKr/dgtxzgNG47wH/EJVF/vs9cEJAj2rqtG6koQhIjnAEzg9M7a769TEGf8CUILz/rXCZ+d44BmcFt8BYJyqvpH0XyqC2tpaGhoaKCoqalk4gsrKSpwmL52IXQeo3FXZquvp7FRWVrJ37964Ml6WRDAYbNHefffd10yusbERr85vU1MT9913X9i8J+9v69rU1BTKyGhqagqTb2pqYt68eaFxTzadWRElJSXtup7RKXncO1DVJ0XkXaC7ve8ZhtFNyUhUUFW/EOVhwQvDMLoyFwCjVfXXqvpr4HLgwo51KS2U4tT52Cgij4nIBRHzO1T1DKAYp1gzOJ1KzlfV04HpwFx3/Fac/dOnq+qpwDKfnSzgBaAkTvDiVRFZKyLe9pVHgad8tha1MP4IUKyqZwEf+ewW4HQ2GQGchtNtJQwRuVVEVovI6u3bt8dwz+jOVFdXU1ZWlpDsnj17iFbo3BsLBoPNsj38Mn65srIyysrKmgVEgsEg1dXVoXFPNp34/WiP9YzOg4gc6R7+TkT6ew/gfQ7d+w3DMDo1CWdgiEgmMA443x1aBfw/VW2MqWQYhtG5+TcwBKcNKMAJwLqOcyc9uJ1CzgTOAy4CnhGRyar6pCvyB/d5DfAt97gfsFREvsih7TUAF+O0NA26tv3bCJ8D5quqP6gRSeQWknN8az4NzG9h/KvAtb7xee7xW8AT7nvVn1S1WQBDVZcAS8CpSh/HxxCDBg0CYMGCBYmIh1FUVMS6HRVJ66WVfj0ZNmBYq66ns1NUVER5eXmzLAc/OTk5DB8+nBdffLFFe1lZWezdu7dZEENEUFUCgQC9e/eOGsTwsjQ8uVGjnIZtK1asCAtiBAIBBg0aRG1tbahQqCebLkaNGhXyoz3WMzoVJTjbCdfg3Nf9bcMtq9owjC5BwhkYOL/MnQk85j7OdMcMwzC6KtnAeyKySkRWAeuBo0XkeRF5vmNdSy2qelBVV6nqDOBODgUB4FBdo4McCmzPBl5V1a/gbC/xWmkIzgfdaPwVuEy8b2+tdDWB8WYyqvo6ToC9FnhaRG5ogw8hcnNzQ50rjM5Nbm4u//Ef/xFXZvLkyRQUFBAItPz7zdSpU5vJZWZmhsYyMjKYOnVq2Lw3Fyk3ZswYCgoKyMgI/9iVkZHBT37yk9C4J5tO/H60x3pG50FVr3Cfv6CquZZVbRhGVySZGhhnqeppvvMyEflnqh0yDMNoR6Z3tAPtgYicBDSp6iZ3aASHsk5i0Q8nGADhrWVLgdtEZJWqBkWkvy8LYzpwD06QO9G2HW8C1+FkU4zBKSYXb/yv7vhv3HHvGnOAWlX9hYj0Bc4AnkrQh5i0uvuIx46GtnX+cNuepqx7yI4GGJAaU50N77W69tprw7IisrKy2LNnDzk5OaFg1KWXXhrKwvDmI2XPOOMMRo8eHZatMXr0aACWL19Ofn4+Z5xxBjk5OVRXV4eyO7w5v5xXJDM/P5/ly5czZMgQampqyM/PZ9iwYaFxv2y6yM7Obtf1jM6De5/8VFV3uecXAVcDm4Gfq2onK9rTvixa5OxULCws7GBPDA97TYxoJBPAOCgiw1S1EkBEcjnUCs8wDKMrMhxYpqqfdLQjaSYLWCwinweCQAVOLYt4zMfZQnI34N8k/0vgRGCdiDQCv8CpV+HxI5ytHPNVdVICvhW68kW4xTpbGJ8AlIjIBOBZn50LgSLXpz1ASjIw2kIqMje2HtgKwMABA9tsC4ABqfGrMzNlyhSmTp1KZmYmQ4YM4eabb2b27NlMnjw5JFNQUMCGDRuora1l6tSpLF26FICxY8eGyRYUFFBRURHabuF1E6murg5lLkyaNImioiImT55Mv379QnORcp696upqxo0bR3FxcWjOG2+vbIj2Xs/oNPwPcA2wS0RGAL8D7scJaj8G3NKBvnU4Xmtlo/Ngr4kRDYlWoCqqoMjXgV8DVTgpxDk4VeFfTZ977cvIkSN19erVabM/YcIE1lRto/7ky5PW7bPhJYBW6bZk98zcY3nkkUdSatcw2hMRWaOqI1uhNwfn1/y3cTperNREb4pGlyad9/vi4uJWtV/dutUNVgxMUbAiCrm5uW3PKjGMDqS193sDRGSdWxgZEVmIk5k3SUQygLXeXHcj0fu99yu/96t/aygsLKRh81tMGxm9wG9LzFmdBdBq/UhbvYee1abr6WhS8ZoYXZdY9/uEMzBU9S9uMbeTcAIYG7yWfEbi9Ni3MxSMSE6vDqBVui35A8em1KZhdBVUdZqI3APk4/zC/6iI/A/wKy/brCsjIgeBd31DV6vq5g7y5UZgAYe2paxT1TZlSYjITGCPqi5sm3eppaqqinUb1kP2kS0L+9m9G4AdmbGLULaJut3psdvJqKur49577w0VywwEAhQWFlJcXMyUKVNQVe6///6w4+uvv545c+bw4IMPxsxQqaura6Y3ZcqUhLZgeD4BzJgxo5mO37Z/Lta4YbQSf32iUcBPAVS1qW2liwzDMNqPFgMYIvI9nEyNp92AxTp3/L9EZK+qlqTbye5CXl5eq3Vra50PYoMGpTrYcGyb/DKMro6qqoh8hNOSMwgcBfxeRF5JcAtEZ6bebSvaDLfQpqhqmr4tR+UZVb2zHddrM8XFTq3qpLMWso8k8M1zk1IJPv8mQNJ6ydrvrnivVTAYZMOGDWFz8+bNo6amhmXLnAY55eXlYcdz585l3759PPDAAyxZsiSq/ZKSkmZ6y5YtY/z48S36VlJSEvIpmo7ftn8u1rhhtJIyN0j/Ic57XRmAiBwPHNb1LwzD6DokkoHxYw61TvXzDPAqTksmIwHsw4dhdA5E5E5VfVRECoGxwA6c2g5FqtroptNuArp6ACMMERkKvIxz7z4HuFpE7gQuw+nsMUdVnxGRe4FvumpHA6WqepMb0C4EegJ/B25X1YMisgd4BKc9Xz1wlapuS9Cnu4EfuKe/VNWftTA+Fae+xQc4tTHWuOOFwG04Qaj1qnpdkn+eqLRmK4jRMVRVVdHY2Bh1z3R1tVOztrS0FFVFVVm5ciXgtDr1inhWV1dTVVXVLAujrq4upOu3UVpaypgxY+JmR9TV1YXWAli5cmWYTqRtby7WuGG0gR8B3wWOB76mqo3u+HHA1JhahmEYnYhEAhg9VPWzyEFV3S0imWnwyTAMI938AKfw5ADgW6oa1pHDTae9okM8Sy19RGSte/w+cBfONsCbVPV2EbkWp3jbaTh/i7dE5HVVnQ5MF5F+wBs4W2u+hPPB96tukOcxnC4gTwF9gb+p6lQRmQ/8FzAnij/fFZGvuceP4GT03QT8B05q899F5DWcFt+xxq8DTsd5/3obN4ABTAa+oKr73WKlKaG2tpaGhgaKiooS1qmsT2bWigAAIABJREFUrAQNpsqF1LFrL5W7K5O6lq5EZWUlwWAwtHUkGo2NjaHjWHLRsjBKSkpoampqZqOpqanF7IiSkpKwtYLBYJiO37bfXqxxw2gtbo2n/44y/o7/XET+T1XPaTfHDMMwkiCjZREy3ZZ0YYjI53B+hTMMw+iSqOr0yOCFb+699vYnDdSr6gj3cY07Vq2qf3OPvwb8VlUPuhkTrwFnQWiLyTLgYVVdA3wdOBMnyLHWPfd+pj4AeL0m1wBDY/jzjM+fX7vr/1FV96rqHuAPwHlxxs9zx/ep6m7geZ/tdcAyN0sk6jdTEblVRFaLyOrt27e3/Nczuhz79+8nXh1eL3Mi8tiPl63hp6ysLBSE8OsFg0HKysqayUfq+tdR1TAdv22/vVjjhtEO9O5oBwzDMGKRSAbGr3D2g4/zir+5acg/d+cMwzC6GqeKSLSKhoLzI1WS1Re7FHt9x/Gqts0EtriBBk92qar+NIpso697y0ESLxAda/14fsX6dvoNnO2O3wTuEZEvq4anQajqEmAJOFXpE3Fw0KBBACxYsCARcQCKiopYt31LwvLtRr++DDt6cFLX0pUoKipiy5YtfPLJJzGDGF6hQlUNO/aTk5PTTG/UqFGsWLGCYDAYphcIBBg1alRcv0aNGsXy5ctD64hImI7ftt9erHHDaAfS0o1LRPaoapbv/EZgpKreKSK3AftU9ak4+iH5dPhndB02btxIYWEhRx11FLW1tQwbNoyFCxdSWelkGebm5rJw4UJUlVmzZjFz5kyys7PZsWMHs2bNorCwkEWLFoXGPbz5yPG2kGqb6fCxq9FiBoZb3f054DURqRORHTi/0r2oqt3zU5BhGN2dd1X1yCiPz3Xz4EUkr+Ns6+ghIkfjBAD+4W6fuQSn3oXHX4Bvi8gxACLSX0Saf9NLfv2rReQIN9PvGpwtK/HGrxGRPm4W4JWuLxnACW5b70nA54Gs5sslT25ubsyuFEbnIjc3l7PPPptAIHb8LDMzMzQfCASiyk6ePLnZWEFBARkZGc1sZGRkMGbMmLh+FRQUhK0TCATCdPy2/fZijRtGd0RVH48XvDAMP3PmzGHfvn3U1jqNzSorK1m6dCkzZ85EVUPnS5cuZd26dSxduhQgdD579uywcY9I+VSQapvp8LGrkdCvZKr6OPC4iGThVK1vVhNDRMbq/8/evcdHVZ2L//88uQgiF+0AHhMuMYLtz1qPF7S1tR6lJQhqrb38jianxl60aktotWkVEaiiSPFSoG16bE8rVtJ6bG1VQiAeU21rrRYRARGBRAIEKzgoF7kl5Pn+sfcMe4aZZGayJzMTnvfrNa/MrL322s/MwMpkzVrPUj16X0ljjMk9f8RJ5vkazjdu31fVf4nILUARzmAGwFOqOk1EpgIN7oBBG/AtIOYSnESo6nIReRh42S36ZWgtdifljwEr3Ov+1T2eDzzq5uwQnGUv76cal1fSu4+EBHclv+uHu81p2nYLCe5yUrL2UqH3qqCggEWLFkUcGzlyJJs2baKsrAyAuro6xo8fH75/3HHHsWfPHkaOHBlzwCoQCFBWVkZdXV1EG2VlZV0m1gwEAowfPz4c0/jx4yPOiW47dCxeuTE9oMf3VPVuiy0i5+LM8v4A+BswQVVPd6sWicgS4BScJYW9Ktm26dq6devYuHHjEeVPP/00hw4dCj9etGgReXl5qCr19fVcfvnl1NfXo6rh8+vr66msrAzPzggd95Z3h99tpiPGXJToNF8A3LXI8UwGbADDGJMLHk+kkojcpqqz0h1Munin6rqPNwKnex4rUO3evPUujtPeYzg7UMW9jqr+Hvh9jDoPAw/HKH8AeCCJ8ruBu2OEd0GMsoxIdcbG1ratABQNKfIznMOGpB5bLikvL2fDhg3h/BEFBQVUVVVRU1NDRUUFqkpLS0vE/auvvpqZM2fGnH3hbTf6vERnRYRiAmKe4207kXJjukNEZqvqDzop+0qaLu1NLA3wISJzGYX8GrheVf8uIvdGHTsTJ5HzAeBNEZmvqpv9CG7Lli3s27ePqqqqrivHsX79eo5pSyTFYPq9szePg+vXd+v5ZNr69es59thjI8pmzoyVI5yIwQsgYslfR0cHd9111xFLBjs6OliwYAE333wzCxYsCB/3lneH322mI8ZcJJ0lu0qqIZFXVfUsXxrLkDFjxuiyZcsyHYYxJkki8oqqjklDu8tV9Wy/2zWZl47+vqamJqVtV7dudQcuitI0cIEzcJHybBJjski6+vujSazfbSKyUlXPSPN1O8uBMQPYg7Ol+WuqOtKtcwZQq6qnu/U/parXucfqgbtV9W8xrnU9cD3AiBEjzomVnDfaF77wBfbt28fo0aNTfo7OAMYu5l8YK81W12Yuc16eqWM6+844MZP+MpCDhQO79XwyLTSA8cQTT4TLLrzwQl+v0a9fP5YsWcIll1zC3r17jyjvDr/bTEeM2Sxef5/UDIwupCXhjzHGZFCPT6PNNiJyCFiF81ocAr6tqt1e4+Amg17kmRbsPfZb4KPAr1X1wSTaPBMoUtXF3Y0vFc3Nzaxc+wYSSG6qv+7aCUCwMD8dYaHBHWlpN5cEg0HuvPNOAKZPn37EcoxgMMisWbOYMmVKp0s1ouslep4x2UBEbgRuAkpFZKXn0ADghcxEdYSufu8e8NyPmzQ6laTNw4YNA2DevHmJVI+pqqqK/Rv/mfL5fjqxXwd9S0Z36/lkWqzZIyUlJTGXkMQiIqgqhYWFFBcX09raGrEVdmFhYXhZ4Lhx41i8eDFtbW0R5d3hd5vpiDEX+TmAcdR/0DfG9Do2MOtuxQogIuOBWcB/eCuISL6qHop1crJE5N+AT4a+fUvSmcAYwLcBjJqaGiDxXBgS+BAFl41P6hrti5YCJH1esu33Zl29T7W1taxduxaAhQsXMmnSpCOOr169Ouaxzuolep4xWaIWqMfpx73rpXaralaMdKrqeyKyW0Q+4W75fVWmYzLZZerUqXzjG984ojw/Pz9iGUlBQQF5eXkcPHiQvLw87rjjjiN+R+Tl5VFZWQlAZWUl9fX1R5R3h99tpiPGXJTwIi0RObmLsmwZuTXGGL/YwGykgcB7ACJykYj8WURqgVXuTiZzROSfIrJSRL7p1usvIs+KyHIRWSUiV0Q3KiKlIvKqm7itARgqIitE5NMicp3b5msi8gcR6eee82URWe2W/0VEjgHuxNlVZYWI/KcfT7i5uTmlZSGmZ3X2PgWDQZYuPTyIs3TpUnbs2BFxvKGhAVWloaEh4lh0O956TU1NCZ1nTLZQ1Z2qulFVrwaGA2NVtQXIi/U5P4O+DjwkIi/i/B7emeF4TBY59dRTKSkpOaL88ssvp3//w6m/LrvsMiZMmICIMGHCBEaPHh1+XFJSEi4PJcEcPHhwRH0/kmP63WY6YsxFyczA+AMQvRb898A5ALYnszGmF0oo2WcvF0q61hc4CRjrOXYecLqqvuWuN96pqueKSB/gBRFpADYDV6rqLhEZDPxDRMJJ20Tkw8DvgK+q6goR+RzO0pLQrI81qvoL9/5MnA+284FpwHhVbRWR41X1oIhMw11P7deTb21tZf/+/VRXV3dZt6mp6YgEYdlAd+6madeehJ5DrmpqaqJv374xj9XW1oYTeoKT2M07Y6K2tpaOjg7ASYoWbzZFdL3Zs2cndJ4x2UZEpuPMVvswTsLMY4BHgU+l87oxEks/jJvcWVVneA69HsrHISK3Asui67uPL0tjuCaLTZ06laqqKk444QRaW1s55ZRTqKys5IILLqC6uprS0lIqKyvDO454Z1ls3LiRqqoq5s2bd8QMhtBxP2c2+N1mOmLMNV0OYIjIR3DWIg8SkS94Dg3E+UBrjDE5yf3GaRJQgqc/VNXPuT/vyUxkWcW7hOR84BERCeWteFlV33LvlwFniMiX3MeDgNHAFuAeEbkQ6ACKgRPdOkOAJ4Evqurrca5/ujtwcTzQHwh9lf4C8LCI/C/wRJxzI0QldUvkFNMLNDY2RgwsqSqNjY3hwYbGxsbwAEd7e3vEseh2vPW8SQE7O8+YLHQlzk4eywFUdauIDMhsSBEuFZHbcH4vtwDXZjYck21OPfXUmMkrA4EAzz//fETZ/Pnzw/cHDx4cfuwtj3XcL363mY4Yc00iMzA+DFyG8+Hxck/5buC6dARljDE95E84e80/jfPHtemEqr7ozqIY4hZ94DkswCRVjUi44GaNHwKco6ptIrKRw4PfO3FmaHwKiDeA8TDweVV9zW3rIjeWG0Tk48ClwAo3gWdX8Sed1K24uBiAOXPmdFm3urqaVdvfSaTZHiWDBnDKkBMTeg65qrPZJWPHjqWuri48iCEijB07NuL4kiVLaG9vp6CgIOJYdDveeqGEcF2dZ0wWOqiqKiIKICLHZTogr3hbdhtjDCQwgKGqTwJPisj5qvpiD8TUa82fPz+8D3wqWltbgcMfqP02atQo+/bIHG32q2rupufuYe6MvHwgGOPwUuBGEWl0BypOBVpxZmJsc8suBrzJOQ8CnweWutvr1cZodwDwtogUAhVum4jIKar6EvCSiFyOs557t1vfN6WlpUnV1+COpJNmhnYJSVeyTQ3ugCEndl0xh3X2PpWXl7N06dJw5vmCggIqKioijjc0NABOUjTvseh2vPV+8IMf8J3vfKfL84zJQv8rIv8NHC8i1wFfA36R4ZiMMSYhyeTAeFVEvoWznCS8dERVv+Z7VL3Uhg0bWP/6q4zon1qy/g92O1vsHWh/28+wANi0Jz3b9xmT5ea6a4Eb8GzNpqrLMxdS1gnlwABnlkWlqh4SOSK/6S9xluIsF+fgdpzBiYXA0yKyDFgBrPWepKofiMhlwDMi8gHwWlS7dwAv4UwjXsXhAYo5IjLajelZ97xNwK1uvLPcb/G6JdHdRyD5wY6QrW3O74SidA0yDDkx5dhyRWfvUyAQYPz48SxatAiA8ePHR2x5GggEKCsro66ujrKysrjboUbXO+WUUxI6z5hso6r3icg4YBfOTOtpqvpMhsMyxpiEJDOA8RucD57jcTK9VwBvpCOo3mxE/0NMOXtXSufes3wgQMrnJ9K2MUeZjwFfwUlMGVpCokQmqjyqqWrM0U1VfQ54zvO4A5ji3qKdH6f5091z3wfOjS53j9UANTGu/4XoMmBHVDs96sYbb6SmpibpXUuKiooA2Lp1a8RjP5SWliY1CNNblZeXh2dAxpopUV5eTktLS5ezKKLrJXqeMdnGHbCwQQtjTM5JZgBjlKp+WUSuUNUF7tZ5vX9zeWNMb3YlUKqqBzMdiOkdmpubWbl2LRIY0nXlKLrLGZwOFvbxJRYNbvelnWwUDAa58847AZg+fTo7duygurqa+++/n9LSUoLBINOmTaO1tZUHHniAQYMGdXp+IBDgvvvu6/K60fVinRcMBpk1axZTpkzxbVZGOto0Rx8R2Y0zSC/uz/AhQFX1qP42a9SoUZkOwUSx98TEkswARpv78303A/2/cKYLG2NMrnoNJ0HxNj8bdfM59Pc8vpYUt/cUkYuA76nqZe79g6r6d/fYwzhbjv7ej7g7iSHi+cQr7+bzHANco6pV3QrWZzU1zuSPZGYxSGAIfS77ctLXOrDI2bU3lXM7a683Cb0f7e3trF3rrEZauHAhq1atYu/evdx777089NBD1NbWhmdc3HvvvXzsYx+LqA9EPPYz/1NtbS2rV6/2td10tGmOPqqaTTuNZJ2qqqz69WOw98TElpdE3YdE5ARgKvAUsAaYnZaojDGmZ5wIrBWRpSLyVOiW6aA6cRHwyUwHkQ6quizbBi/AmVGR7JIQkz7Nzc28+eabLF16eAJofX19eEvTlpYWli9fHnG8paUlYru9JUuWRDxuaGhgx44dvsQXDAZpaGhAVX1rNx1tmqObiPwmkTJjjMlGXc7AEJF7VHWKqv5SRMa5a+Z6dzYwY8zRYnpPX1BEhgA/B0a4Rd9R1RdE5Dzgx8CxwD7gq6r6pue8EuAG4JCI/BcQ+hr2QhG5Gfg34PuxZmOIyJ9wdunoC8x1txNFRPYAc3G2yt4HXKGq74jIyUAtzu+IIzda7/o5DgBWAqe6u48MdB+PBs7E2br2A+BvwARVPT1qpslxwHycHCUFwAxVfdKd4fE5oB9wCvBHVf2+e80y4IdAH6DJff32JBt7tNbWVvbv39/pNp1eTU1NaEIbtKaf7nyfpl3vJxx7LmhqaqK9vZ329vZw2aFDkYmx77777vCOIyHe+t77AG1tbb7NbKitraWjw0mn09HR4Uu76WjTHPU+6n0gIgXAORmKxRhjkpLIDIxLPPdtxoUxptdQ1eeBjUChe/+fgB87kBwrIitCN5zExyFzgQdV9Vzgizi7d4CTJPlCVT0LmAbcExXrRpyBjwdV9UxV/at76CTgApxBiHvjxPM1VT0HGANUiUjALT8O+Ieq/jvwF+A6T4w1boz/SvZ5qupunASfl7r1rgL+oKptwK+BG1T1fCDelky3A43u9S/G2XHkOPfYmcB/4gxu/KeIDBeRwTizAz+rqmcDy4CboxsVketFZJmILNu+vffmh+jtDhw4gHYySrRnT3LjVqpKY2Njd8MCoLGxMTxA0t7e7ku76WjTHJ1E5DY3D8YZIrLLve0G3gGezHB4xhiTkGRyYBhjTK8iItcB1wMfwvlGvxhnkOAz3Wx6n6qe6bnOtTiDBwCfBU7zbEM60J2xMAhY4G4NqkBhgtf6k7sDyBoRibcPZ5WIXOneH44zEyIIHAQWueWvAOPc+5/CGVwBZweqeIPXnT3PXwLfB/4EfBW4TkSOBwaEcnjgzPK4LEa7ZcDnROR77uO+HJ6x8qyq7nSvtwYYiZPH5DTgBfd1PQZ4MbpRd+bJQwBjxoxJaJ5EcXExAHPmzEmkOtXV1azaHkyobrrJoOM5ZUgg4dhzQXV1NVu2bOG9996LO4jRv3//pAYxRISxY/3ZeGjs2LEsWbKE9vZ2CgoKfGk3HW2ao5OqzgJmicgsVb0t0/EYY0wqEhnAGOpOTxbP/TBVfSAtkRljTPp9CzgPeAlAVdeLyNA0XzMPOF9V93kLRWQ+8GdVvdJdLvJcgu0d8DYTfdBdmvFZ95p7ReQ5nAEBgDY9/FfgISJ/J3RrIYS7LKZERP4DyFfV1W4epUQI8EXvEhoAEfk4kc83FLMAz6jq1d2JOZbSUlsxmU1KS0spKiri2WefDS8Tyc/Pj1hGcvvttzNt2rSIZSQFBQXhWQwFBc4/89DjwsJC37ZBLS8vp6GhAYC8vDxf2k1Hm+aoVy8iF0YXqupfMhGMMcYkI5EBjF8AA2LcN8aYXHdAVQ+GZkO464DTncGgAfg2MMe95pmqugJnBkarW+faOOfuBpLd5m4Q8J47ePER4BMJnPMCzrKPR4Hu/LX0CPBb4C4AVX1PRHaLyCdU9R/uNWJZCkwSkUmqqiJylqq+2sl1/gH8VERGqeoGEekHDFPVdd2IHUhu95EQDW5PaQeQ0Lanfu0eosHtMCTQdcUcEno/CgoKWLTImTw0YcIEVq1aRUtLCyNHjuTss89m/Pjx4eMjR47kYx/7WPjxJZc4K2NDj8vKynzbmjQQCFBWVkZdXZ1v7aajTXPU8ybG6YszkP8KYNN7jDFZr8sBDFX9YSINicht7tQ0Y4zJFc+LyBScXA7jgJuAp9N8zSqcP7ZX4vTBf8FJzvkjnCUkNwPxFrk/DfxeRK7gcBLPriwBbnCv9ybOH/tdmQzUishk4A8JXieWhcBMnEGMkK8DvxCRD3BmmeyMcd5dOAlNV4ozurSR2EtNAFDV7e7yld+KSB+3eCrQ7QGMZHVnxsbWNmdySZFfgw5DAr12Bkl5eXl4m9SKigp27NhBdXU1t956a/j42rVraW1t5dZbb2XQoEER9VU14rHfsbW0tPjabjraNEcvVb3c+1hEhuP8DjLGmKwnnSXCSqohkeVu8rScNWbMGF22bFna2p88eTIHWpYx5exdKZ1/z3Lni9dUz++q7T4jxzB37lzf2zYm3UTkFVUd03XNI87Lw/mDugxnGcJSVf2F3/EdrUTkSzg7m3zFU9Y/tDuIiNwKnKSqk3s6tnT29zU1Nd3eenXr1q0AFBUV+RES4AyupDKjxJhskmp/b+JzB4pXqurHMh1LOqT7871XVVUV+zf+k6ljUtsEa+ay/gApnx/dVt+Sc5k3b1632zImE+L1934m8Txi7bUxxmS5Sao6F2d5HAAiMtktM93g5vSYAEyMOnSpiNyG8/unhfjLZXJWc3MzK9euIz9wUsptHNrlfHh9r3C3LzEdCr7tSzu5JhgMMmvWLKZMmRJeehEMBrnzTmdjoOnTpye0JCNWO8bkKrd/Dn2DmQecBbyWuYh6l0178sMDEclq2Z0PkPL50XGc2u1WjMk+fg5gpHvduDHG+K0SZ8tQr2tjlPUqIrJHVft7Hl8LjFHVb3ejzY1uG+8CqOqkULm7TR9APvAE8HFVPRCnnb+r6ieTuVY61dTUAMnnwsgPnES/y69P+bp7n34IoFttxGqvt+nq/amtrWX16tUsXLiQSZMmhcvWrl0LEFHemVjtGJPD1uD0x4qzjO+3qvpCZkPqHUaNGtWt84/bsgWAvsOGdTuWU32Ix5hsZDMwUjB//nwA+xCTg+y9MwAicjVQDpwsIk95Dg3A2V7UdEJEClS1PYlTLlbVd0WkP842pg/hDB5528xX1UNdDV70tO4uBTHp1dn7EwwGaWhoQFVpaGgI575YunRpuM7SpUupqKjodFZFrHZsFobJRW6i6nuArwGbcD67Dwd+JSIvq2pbZ+ebrlVVVWU6BGN6PT8HMPxJm54DQom/TO6x9864/g68DQwG7veU7wZWZiSiLCEil+MkwDwGZzCnQlXfEZEZQBFQArwrIpNwknMOAV4mgUFsVd0jIjcAm0XkQ8AZwHSc9+JM4LTQ7BB3+9cZwLvA6TgZ8v/Ls+0rInIs8EecRKO1wP8Cw3C+WbxLVR/r1osBtLa2sn//fqqrq7uu7GpqaqJD87t7aV917AzStGtbUs8jFzQ1NdG3b9+Yx2pra+no6ACgo6ODhQsXAoe3Tw3d72pWRax2bBDc5Kg5OAP1J6vqbgARGQjc5956PB+RMcYkK+EBDBE5GSfrfYn3PFX9nPvzHr+DM8aYdFDVFpz8C+dnOpYMOVZEVngefwgIzUT5G/AJd/vSbwDfB25xj50DXKCq+0RkHvA3Vb1TRC4FElrroKq7ROQtYLRbdB5wuqq+FaP6WcBHga04W7t+yo0PoD/wO+ARVX1ERL4IbFXVSwFEZFB0YyJyfSjOESNGJBKuyWGNjY3hwYr29nYaG53NfbzJy1WVxsbGTgckYrVjAxgmR10GnOodCHb75BuBtdgAhjEmByQzA+NPwP/gbOPXkZ5wjDEm/dycDLHy9gigqjqwh0PqaftU9czQg1AODPfhMOAxETkJZxaGd2DhKVXd596/EPgCgKrWich7SVzfO1vj5TiDF6FjW9wYV+AMoIcGMJ4EfqSqC93Hq4D7RGQ2sEhV/xrdmKqGlq8wZsyYhPI2FRcXAzBnzpxEqgNQXV3N69v9Sb7pl7xBAU4ZMiCp55ELOptRMnbsWJYsWUJ7ezsFBQWMHTsWgLq6uvAghoiEy5Ntx5gcpN7BC0/hIRGxXHbGmJyQl0Td/ao6T1X/rKrPh25pi8wYY9JEVQeo6sAYtwFHweBFV+YDP3G30/sm4J2f/0FU3aQ/8IrIAJyBiHVx2vTyJvo8ROSg+wvABHf7P1R1Hc4MkVXALBGZlmxssZSWllJaWupHUyYNOnt/ysvLyctzPubk5eVRUVFBeXk5BQWH/xkVFBRQUVHR6TVitWNMjlojItdEF4rIf+HMwDDGmKyXzAyMuSIyHWjA86FSVZf7HpUxxphMGQS0uvcrO6n3F6ACmCkiE4ATumrYTeL5M+BPqvqeO/aQqmnAHW57N4pIEbBDVR8VkT34tD1rsruPhBwKvt2tnT9C2576tXvIoeDbMGSAL21lk87en0AgQFlZGXV1dZSVlYUTb44fP55FixaF73eVkDNeO8bkoG8BT4jI13DyCilwLnAscGUmAzPGmEQlM4DxMeArwFgOLyFR97ExxpjeYQbwuIi0Av8ATo5T74fAb0VkOfA8Tkb7eP7szpTIw0m6eZdPsX4HJ3v+j4BngTki0gG0AamNPPjAjxkbW9ucJShFfg06DBlwVM4kKS8vp6WlJWLWRHl5eTihc6KzKWK1Y0yuUdVW4OMiMhYnv5AA9ar6bGYjM8aYxCUzgHElUKqqB9MVjDHGmPRT1f5Rjx8GHnbvP4mTXyL6nBlRj4NAmafou3GuVdJJHM8Bz8WKLfqYqn47Tptf9dxfShYIzQqoqanJqm1Ym5ubqampSXlWSS4KBALcd999R5TNnTu32+0Yk6tUtRFozHQcxhiTimQGMF4Djge2pSkWY4wxptdobm5mzdr19A8kv+PJ7l1OapD2wgNd1EzcnmBnk2RyVzAYZNasWdx4443MmzcPgOnTp6OqTJs2jS1btjB8+HDuvPNOVDVcNzSYU1NTw5QpUyKWhoTa7Ko8Xr1MyKZYjOmt5s2bF57BlYotW7YAMGzYML9CAmDUqFFUVVX52qYx2SqZAYwTgbUi8k8ic2B8zveojDHG5BQR+TfgxzjrqQ8AG4HvuMk1ezKOh3F2Ifm9H+3V1NQAqefC6B8YwdlX3Jb0ecufnAWQ0rldtdmb1NTUsGLFClpaWpg9ezYtLS0ALFzobE4T+kNj/fr14bLVq1cze/ZsNm3aFP65cOHCiK1Ra2trWb16dZfl8eplQjbFYkxvtWHDBl59/VXnK91U7HR+bJftvsXE+/41ZUwuSGYAY3raojDGGJOz3PwWfwQWqOpVbtmZOAPfPTqA4bdsWgJijvTmm2/S0tKCqoYHLwCWLFlyRN0lS5YgIhF1Qz8bGhqoqKi+roP3AAAgAElEQVQIz6poaGhAVTstnzhxYsx6mRAvZmNMGhwPHRd1dF0vhrznnB2NUj2/szaNOVokPIChqs+LyEhgtKr+n4j0A/LTF5oxxpgccTHQpqo/DxWo6goR6S8iz+LsUFIITFXVJ0WkBKgH/gZ8EmfXkytUdZ+IPAe85LZ5PPB1Vf2riOQD9wIXAX2An6rqf7uDJ/NxEkq/hZOUzjetra3s37+f6urqpM9tamqiTY/xM5xu2btzG027Dqb0XLLV+vXrUT1yN9/29vaYZfF2vuno6IiYVdHR0dFl+ezZs2PWy4R4MRtjjDG9TcJDdiJyHfB74L/domLgT+kIyhhjTE45HWdLvmj7gStV9WycAYn75fBfkKNxBiE+ijMB9oue8wpU9TycXUZCs/++DuxU1XNxlqlcJyIn4ySY/jDOTlnX4QyIxCQi14vIMhFZtn27j9N3TcbEGqjoTKzBjlA7jY1OTsPGxsZwu52Vt7S0xKyXCfFiNsYYY3qbZJaQfAs4D+ebMVR1vYgM7ewEETkErHKv8xbwFVX1daWW+23d91R1mZ/tmt5rx44dXHTRRYgIw4cPp0+fPuzdu5fW1lby8/Pp6OhAVRk6dCjbtm2juLiYYDBIUVEReXl5iEj4W7z8/HxuueUW5s2bR1VVFQ888AAHDx7k4MGDbN68mWnTpvH444+jqsycOZNAIBCOY8OGDVRVVVFcXMy9994bPhYMBvnhD39IVVVVRLveNkJ1pk+fHtGmVzAYZOrUqYgId911V9x66ZBIfOaoIMA9InIhzvbbxTjLSgDeUtUV7v1XgBLPeU/EKC8DzhCRL7mPB+EMglwI/FZVDwFbRSTuX26q+hDwEMCYMWNi/yUbpbi4GIA5c+YkUj1CdXU1m7b7l4Szu/oNGsqIIX1Sei7Z6uqrr2bHjh0J1w8tIYlWUFDA2LHOrvBjx45lyZIltLe3d1peXFxMa2vrEfUyIV7MxhhjTG+TzKKpA94tVEWkAOjqA+A+VT1TVU8HduAMgmSUOw3ZHMU2b94MON/Ebdq0ifXr19Pa2grAoUOHwh9ut21zNtwJTSFvbm5mw4YNrF+/nnXr1rFu3TreeOMNZs6cyapVq5g5cyZr1qxhw4YNbNq0CVXl7rvvZs2aNbzxxhs88sgjEXHMnDmTvXv3sn79+ohjCxYsCLfnbdfbRqhOdJteCxYs4I033mDNmjWd1kuHROIzvcrrwDkxyiuAIcA5qnom8A7Q1z3m/cv+EJED6gdilAswyf2dcqaqnqyqDe6xhAYjUlFaWkppaWm6mjfddN5555GXd+RHmYKCAgoKCrosC8nLy6OiogKA8vLycJudlf/gBz+IWS8T4sVsjDHG9DbJzMB4XkSmAMeKyDjgJuDpJM5/ETgDQEROAX6K88F2L3Cdqq51yxfi5NaoB25W1f4ichHOLIvL3PN/AixT1Ye9FxCRGpypxccCv1fV6W75RuBXON/g/QT4XRJxm14kmW/qErVx48aIn17e6c319fVcc801BAIBNmzYEFF/8eLFXHPNNYCTaE5VY7ZbX1/P5ZdfHq6zZMmScJtewWCQ+vr6mNdOt2Aw2GV8ptdpxJlpcZ2q/gJARM4FRgLbVLVNRC52H6dqKXCjiDS67Z2KkzvjL8A3ReQRYCjOUpXa7jwZr1R3HwnZE9yU0u4fu90tT/3cOWRPcBMMGe1be9ngu9/9LgUFBdTV1TFixIhwUs5LLrkEgEWLFoXrhspCdTdt2hT+WVZWFk56GQgEKCsro66urtPyU045JWa9TIgXszHGGNPbJDOAcSvOGuRVwDeBxaEPql1xZz18Bvgft+gh4AZ3GcrHgZ/hJGCbC8xV1d+KyA1JxBZyu6rucK/3rIicoaor3WP7VfWCFNo8QmtrK/v27WPy5MlJnbdhwwaOacvOTMHv7M3j4IYNST+nXBOafZEJbW1tPPLII3z3u99l5syZMY+pajgRW7w2Zs6cGa5z6NChcJteCxYsiBg88V473RYsWNBlfKZ3UVUVkSuBH4vIrTi5LzYCM4B5IrIMWAGs7cZlfomznGS5m0djO/B5nN1PxuL8bloHPN+Na/iqOzM3trYdB0DRkD5+hQNDRvfK2STl5eW0tLRw4403Mm/ePAAqKipQVdauXcuWLVsYPnx4uCxUt6amJvwzesZCqM2uyuPVy4RsisUYY4xJF4mX0OqIiiKTVXVuV2VRx0M5MEpw1jKX4cyO2A686anaR1X/PxEJAieqaruIDAS2djUDw5sDwx30uB5nYOYknOnGv3NnYPyHqrYQRUSud89hxIgR53i3YYvnS1/6Evv27WPUqFFd1vVyBjB2MfeC1NKA3LN8IABTzt6V0vmdmfy34zlYODDp55RrXnvttYxev1+/fixevJiLLroo5jGAvXv3ptSm18SJE49oJ1a9dIi+dk9cV0ReUdUxab2I6VXGjBmjy5alN3VSTU1Nytuwbt26FYCioiI/QwKcgZXuziwxJlOsvzfJ8rO/r6qq4tXWV7NuG9Wzis8KD+Aa01vE6++TmYFRiTNDwuvaGGVe+1T1TBEZBCzCyYHxMPC+ux46Ue1E5uvoG13BzUb/PeBcVX1PRB6OqvdBrIa7k9Rt7tzOnvqRJk+ezIGW7Mw1emK/DvqMHJX0c8o1sQYOeoqIMG7cOABKSkqOWHIybtw4VJXFixfHzawvIowcOZItW7aEk7WF2vT67Gc/y9NPPx3O5+G9drp99rOfDT+HePGZ3s0zeC04eSy+rap/T8N1ZgB7VPU+v9v2Q3NzM2vXbmDIh5JfObNrpzMI2KegzdeYtu/oepC+twgGg8yaNYspU6agqtx5552A8weId/bFlClTemzJhTcmW+ZhTPYI/fFfVVWV4UiMl70vJpYuBzBE5GqgHDhZRJ7yHBoABBO5iKruFJEq4EmgBnhLRL6sqo+7U4HPUNXXgH/gbKX3GHCVp4kW4DQR6YMzKPEZ4G9RlxmIM0ixU0ROBCYAzyUSnzl6DB8+PGPLSAoLC8N5LqZOnco3vvGNmMeWLFnSaRtTp07lpptuApxdUELneVVWVlJfX09bW9sR7adbZWVl+DnEi8/0evtCg9QiMh6YBfyHt4KI5Ls7h2S1mpoaIPVcGEM+NJIvT5ya9HmPL3aWmaVybiLt9ibx3qPa2lpWr17NwoULAVi71lnBNHv2bDZt2hT+uXDhQiZNmtQjsXpj6qlrGmO6tmHDhkyHYGKw98XEkkhChr8D9+OsXb7fc7sFuCTRC6nqq8BrOAMTFcDXReQ1nOz1V7jVvgPcLCIv4ywB2emeuxn4X2AlTpLPV2O0/5pb/jpOws4XEo3NHD3S8Y1XSUkJIkJJSckRx7wZ7ydMmBBOZjlq1KiI+hMnTiQQCBAIBLjkkkvC7UW3O2HCBEaNGhWuc8kll8RMkBkIBJgwYULMa6eb9znEi88cVQYC7wGIyEUi8mcRqQVWiUi+iMwRkX+KyEoR+aZbr7+IPCsiy0VklYiEfkcgIreLyJsi8n/Ahz3lVSKyxm3Ht0TNzc3NKS8DMT0j1nsUDAZpaGhAVWloaIgYGG5paQnnwggdT0eC52jRMfXENY0xxpjepssZGG7eiBbg/GQbV9X+UY8v9zyMNfjRCnzCTQh3FRBeb6Gq3we+H+MaF3nuXxsnjpJk4ja9W2gWhogwfPhw+vTpw969e2ltbSU/P5+Ojg5UlaFDh7Jt2zaKi4sJBoMUFRWRl5eHiOBMHHJmGNxyyy3MmzePqqoqHnjgAQ4ePMjBgwfZvHkzt99+O48//jiqesRMhKlTp1JVVUVxcXHEscrKSjZu3EhVVVVEu942QnU6m91QWVnJ+vXrEZEenwWRSHymVztWRFbgzJg7CSfJZsh5wOmq+pabg2inqp7rzrB7QUQagM3Alaq6S0QGA/9wZwCejTMIfhbO76/lOPmVwEk0fbKqHhCR4/16IqFtlKurq5M+t6mpCfQYv0Lxxfu7/sX7uw+m9HyyVVNTE337Rq4sra2tDScTbmtrCy+ni6Wjo6NHZkR4Y+qpaxpjjDG9TSJLSHYDsX7zC07y+YE+xnMO8BN3Wcn7wNd8bNsYwJmF8Zvf/MbXNkNr9H72s58dceziiy+Oec6oUaNiJrcMBALh9uK1660TTyAQCE+t7mmJxGd6Ne8SkvOBR0TkdPfYy6r6lnu/DDhDRL7kPh4EjAa24GzLeiHQARQDJwKfBv6oqnvdtr3LGlcCC0XkT8CfYgUVlbTZlydqslNjY2M4l1BXycrb29tpbGxM+2CCN6aeuqYxxhjT2yQyA2NATwTiXuuvwL/31PWMMcakl6q+6M6iGOIWeRMqC85uUUu954jItW79c1S1zd1JKvQVe7y/Ri8FLgQ+B9whIh9V1YhsuN1J2jxnzpxEqkeorq4muM3fJJzddfzAfyMwtDCl55OtYs0mGTt2LEuWLKG9vR0R6XQQo6CggLFjx8Y97hdvTD11TWOMMaa3SSQHhjHGGJMSEfkIkE/spM9LgRtFpNCte6qIHIczE2ObO3hxMRDaxuMvwJUicqyIDAAud8/LA4ar6p9xlhoeD/THB6WlpZSWlvrRlEmTWO9ReXk5eXnOR5zCwsKIfETR8vLyqKioSGuM0TH11DWNMcaY3iaZbVSNMcaYRIRyYIAzy6JSVQ+Fcsd4/BIoAZa7Swe3A5/HSdb8tIgsA1bgJJFGVZeLyGNuWQvwV7edfOBRd8tuAR5U1ff9eCKp7j4Ssn1HS0o7f2wPOtud+r1ryPYdLQSGjvK1zUyL9R4FAgHKysqoq6ujrKwMgEWLFgEwcuRINm3axIgRI9i0aRNlZWU9sqVpdEy2jaoxxhiTPBvAMMYY4ytVzY9T/hye7a1VtQOY4t6ixUwcrap3A3fHOHRBsnGmW3dmbhxo7wdAYGihX+G47Y06amaUlJeX09LSQkVFBaoa3o6vqqqKmpoabrzxRmpqanp0JoQ3JmN6OxG5HSgHDuHkM/qmqr7UzTb3qGp/ESkBFqnq6V2cYnLc3r17mTBhAldeeSWPPvoohYWFDB06lNbWVoYNG0YwGOSmm27iwQcf5P7772fAgAFMnjyZG264gQcffJBp06ZRW1vL5s2bGT58OLNnzyYQCPDuu+8ydaqzVfndd9+NqoYfhxL0z5gxA1Xlhz/8ITNmzIjYWS/6fL923Xv33XdjXs8cZgMYxhhjTJYpKioCYOvWrRGP/dDc3Bx3F5LS0tJuzzrJFoFAgPvuuy/8eO7cueH7oXLv8WQFg0FmzZrFlClTEp5NER2TMb2Vm8D5MuBsd3eowUB2bctkckJLSwsHDhzg0UcfBZydpVpbWwHYsmULQHi3vjvuuIPBgwfzwQcfhMtmzpwZTqC8bt06FixYwM0338yCBQtYs2YNAAsWLEBVw4/vuusuWlpawuUrV64MnxcSfb73WHcsWLAg5vXMYTaAYYwxvUC8b7pE5DvAQ6GdO7p5jRnAHlVN6S8wETkErPIUfV5VN3YjnhLS/A1caCefVP6ob25uZt0bGygelPqOJ3ved3KefsDBlNtIVOvOTWm/RjZL9r2ura1l9erVth2qMbGdBLyrqgcAVPVdADcpcy1wMVCIszPULGAUMEdVfy4i/YEngRPcOlNV9ckefwYm4/bu3cuBAwe6rBdK1Lxnzx727NkTURYavAipq6vj8ssvp76+PqLMm+x548aNACxevBhVRVWpr6+nsrIyPHvDe/7ixYvDx7oj1G709UwkG8Awxpgc18U3Xd8BHgUSHsAQkXxVPeR/pIe3V80Vzc3N3Tq/eNAIvvXpWCtkEvPTv94D0K02kr3W0SqZ9zoYDNLQ0ICq0tDQQEVFheW0MCZSAzBNRNYB/wc8pqrPu8c2q+r5IvIg8DDwKZydpl4Hfg7sB65U1V3u77N/iMhT2tWeyN2wZcsW9u3bR1VVVaf11q9f73xFkE32OHF1FXsuWr9+ve9ttrW1cdddd9HW1hZRFq9uSEdHR8Tsjejz/ZgxEZrxEX09E8kGMIwxJvfF+6arCigC/iwi76rqxSJSA5wLHAv8XlWnu3U3Ar8CyoCfiMj7wD04CTLfVdXPuNc6TUSeA0YAP1bVeSJyl1tnrtvW3cA7qjqvq8BF5EycD6z9gCbga6r6Xifl57hx7gX+5mnno8CvcQZu8oAvqmq3P/m0trayf//+uEsuOtPU1ETBodyZMf3unnf4V9PBlJ5rb9DU1ETfvn27rogz+6Kjw/krpqOjw2ZhGBNFVfe4/fWncWZbPCYit7qHn3J/rgL6q+puYLeI7BeR43G2275HRC7EGS4oBk4E/pXo9UXkepzZHYwYkfosOJNZ6RqzCs2wSOb6bW1tNDQ0cPPNN/PMM89EHAsNZnd3sOGZZ54JD4x4r2ci2QCGMcbkvpjfdLmDCzcDF4cGNYDbVXWHiOQDz4rIGaq60j22X1UvEJEhwHLgQlV9S0S8Xy1/BOfD6ADgTXdA5H+AJ4C57pamVwHnxYjTuzvJW6p6JfAIMElVnxeRO4HpOLNG4pX/2lM+x9P2DcBcVV0oIsfgDLxEsA+0xi+NjY3hacnt7e00NjbaAIYxUdyZfM8Bz4nIKqDSPRRaE9DhuR96XABUAEOAc9zttDfizNBI5toPAQ8BjBkzpsu/gocNGwbAvHmdj7tXVVXxauuryYSSfv1hdPHoLmPPRePGjUtoCUmySkpKaGlp6XKAJLR7mqpSWFgY3tVq3LhxPPXUU+HzRSR8rDvGjRvH4sWLaWtri7ieiWQDGCkYNap3bUF3NLH3zvRG8b7pUtWHY1T//90/5AtwZm6cBoQGMB5zf34C+IuqvuW2v8Nzfp070+OAiGwDTlTVjSISFJGzcL4le1VVgzGuHbGExN329HjPtOIFwONJlP8GmODefxG4XUSGAU/Emn2R7AdagOLiYgDmzJnTRc0jVVdX88HW9Oeu8Mvg/idyXNExKT3X3iCZmSdjx45lyZIltLe3U1BQwNixY9MYmTG5R0Q+DHR4+uIzcba//lgCpw8CtrmDFxcDI9MUpslyI0eOZN26db62WVhYyB133MGNN97IwYMHw2WqekS+jFB5W1sbeXl5VFY6Y3CVlZXU19dHnB861h2hdoGI65lIeZkOIBdNmjTJvmnJUfbemd5KVQ+p6nPukpBvA1+MriMiJwPfAz6jqmcAdUR+q/VBqCoQ7w9871chhzg8EP5L4FrgqzhLPNIhblyqWgt8DtgHLBURX/6iLC0tPWq2HT3aJfNel5eXk5fnfITKy8uzbVGNOVJ/YIGIrBGRlTiD5TMSPHchMEZEluHMxlibnhBNtuvXrx99+vTpsl5opkT//v0pKSmJKCsoiPy+/tJLL2X06NFMmDAhouzSSy8NPy4pKUFEmDhxIhMnTkREmDBhQjih5uDBgyPOnzhxoi/JNkPtRl/PRLIZGMYYk+M6+aYLYDfOco93gYE4gxQ7ReREnNkLz8Vo8kXgpyJycmgJSdQsjFj+CNyJkzG+PJG4VXWniLwnIp9W1b8CXwGe76T8fRHZKSIXqOrfcD7Yhl6DUqDZXTZTCpwBNCYSR2e6u6Vo685N3UqO2fq+8zb2RILN1p2bOLXo6J2llsx7HQgEKCsro66ujrKyMkvgaUwUVX0F+GSMQyWeOg/jJPEMPS7x1Ds/Trv93Z8bgbTtQGWyx8iRI2ltbeXKK6/k0UcfpbCwkKFDh9La2sqwYcMIBoPcdNNNPPjgg9x1110MGDCAyZMnc8MNN/Dggw8ydepUamtr2bx5M8OHD4+YRRFKElpZWYmqhh/fcsstzJs3L1y+cePGI2ZDRJ/vl8rKypjXM4fZAIYxxuS+/sB8N/lZO7ABN9cDzpKJehF5203i+SpOpvdm4IVYjanqdneZyRNuTottwLjOAlDVgyLyZ+D9JHcwqQR+LiL93Ji+2kX5V4FficheYKmnnf8E/ktE2nASvd2ZRAxp4cfMjf4cB8BxRelPBnpq0SibbZKE8vJyWlpabPaFMcakUb9+/cLLKq6//vq49a644orw/VD9UFmsZX6DBw/m5z//eUSZ9/H8+fNj3u/sfD8MHjw45vXMYTaAYYwxOa6Tb7pQ1fnAfM/ja+PUK4l6XA/UR5XNiHoc/vbLHej4BPDlTuLsH6NshXteouWvAP/uKZrhls8CZsW7dk+qqalJefvVrVu3AlBUVBTxM1mlpaXdnj1iOhcIBLjvvvsyHYYxxhhzVLEBDGOMMd0iIqcBi4A/+rF1aa5rbm5mw5r1jBhQnPS5H+zeA8DBQ3tTvv6m3a0pn5vNgsEgs2bNYsqUKbZkwxhjjDlK2QCGMcaYblHVNcARaw/cHUF+ipO8LQ9nkKPafVykqovdejOAPaqadV9n19TUAMnnwhgxoJjbzk0+YfCsfzqTZVI5N7qNXNTZ611bW8vq1atZuHChJWM2xhhjjlK2C4kxxhjfiZP++wngT6o6GjgVJ1fH3ThJRif6eK18v9qK1tzcnPJyEJO8eK93MBikoaEBVaWhoYEdO7rKKWuMMcaY3shmYBhjjEmHscB+Vf01ONu8ish3cXZHacMZ47iAw3krThOR54ARwI9VdR5Opf8CqoBjgJeAm9y29gAPAOOBW0TkMpxtVNuBBlX9nh9PorW1lf3791NdXZ3wOU1NTRzTnrlfr+/s3c7BpvakYs4WTU1N9O3b94jy2tpaOjo6AOjo6LBZGMYYX40adfTuwJTN7H0xsdgAhjHGmHT4KPCKt0BVd4nIRuDXwKmq+m0ILyH5CHAxzpavb4pIDTAKZ3eRT6lqm4j8DGfr1EeA44DVqjpNRD4E/A/wEVVVdzeWI7g7q1wPMGLECJ+frkmnxsZG2tvbAWhvb6exsdEGMIwxvqmqqsp0CCYGe19MLDaAYYwxJh0E0CTK61T1AHBARLYBJwKfAc4B/umsSOFYnC1dAQ4Bf3Dv7wL2A78UkTqcXBtHUNWHcLaVZcyYMbFiOEJxsZOIc86cOYlUB6C6upqDm1NPwtldJ/YbwjHD+yUVc7aIN2tk7NixLFmyhPb2dgoKCmJuiWeMMcaY3s8GMIwxxqTD68AXvQUiMhAYjjP4EO2A5/4hnN9PAixQ1dti1N+vqocAVLVdRM7DGfC4Cvg2zhKWbistPSI3qUmjeK93eXk5DQ0NAOTl5VFRUdGTYRljjDEmS9gAhjHGmHR4FrhXRK5R1UfcRJv3Aw8D7wAfT7CNJ0XkQVXd5i4VGaCqLd5KItIf6Keqi0XkH8AGv55EsruPhGza3ZrSbiAtu7cA3dtJZNPuVkYxOuXzMyne6x0IBCgrK6Ouro6ysjLbRtUYY4w5StkAhjHGGN+5uSiuBH4mInfg7Hq1GJiCk7/iVhFZweEknrHaWCMiU4EGEcnDSf75LZxEoF4DcAY6+uLM2viu708oCd2ZtXHc1v4AHFPUL+U2RjG6V84cKS8vp6WlxWZfGGOMMUcxG8AwxhiTFqq6Gbg8xqEDwLmdnHe65/5jwGMx6vT33H8bOK9bwaagpqbG9y1Wi4qKYpZv3bq10+PRmpubU9qFpLS0NOVZJ+kWCAS47777Mh2GMcYYYzLIBjB62KY9+dyzfGBK57bszgdI+fzObNqTn6MTjo0xJjOam5vZsOZNRgwcmvZrfbBrNwAHO95L2zU27drWdSVjjDHGmAyyAYwe1N29jI9rbQWgj5sV30+jsb2WjTHJE5HbgXKcxJsdwDdV9aUk2xiCs3PIMUCVqv61G/FcC4wJbdHql5qaGuDIHA0jBg7l9k+mf0nD3X9fCJDWa4WukcvivU/GGGOM6R1sAKMH2Z71xpjeRETOBy4DzlbVAyIyGGcQIlmfAdaqaqWvAfrI76UiJj3sfTLGGGN6NxvAMMYYk6qTgHdV9QCAqr4LICLnAA8A/YF3gWtV9W0RuQ64HmeQYwPwFeBU4EfAsW5Sz/OBz+Mk+xSgTlV/4LZ7dZzyrwK3AW8D64jcktUXra2t7N+/PyKvRFNTE8e0i9+Xyph3PniPg007UsqdkS2ampro27dvpsMwxvRm70Pec3kpnwvdOD9em/5PzjYma9kAhjHGmFQ1ANNEZB3wfzjJNv8OzAeuUNXtIvKfwN3A14AnVPUXACIyE/i6qs4XkWm4yz5EpAiYDZwDvIezA8nngZfjlL8E/NAt3wn8GXg1VrAicj3OAAojRozw/cUwxhjTu3V3ufUWdbbKHlY8zI9wHMW2DNwcXWwAwxhjTEpUdY872+LTwMU4AxgzgdOBZ0QEIB9nZgTA6e7AxfE4szOWxmj2XOA5Vd0OICILgQsBjVNOVPljOLM6YsX7EPAQwJgxYzSZ51rs5h6aM2dOuKy6upqDW9KXVLOnnXjcCRwz7ISI55hrcnn2iDEm+1VVVWU6BGOOejaAYYwxJmWqegh4DnhORFYB3wJeV9XzY1R/GPi8qr7mJtu8KEadeGsyOlurkdRgRCpKS0vTfQnjA3ufjDHGmN7NBjCMMcakREQ+DHSo6nq36EzgDaBMRM5X1RdFpBA4VVVfBwYAb7tlFUBrjGZfAua6CUHfA67GWZLychflAWAX8GXgNb+fa7xdLTbt2tYju3e0uFucpvNam3ZtYxQnpK39nmC7jxhjjDG9mw1gGGOMSVV/YL6IHA+04yTmvB5nmcY8ERmE83vmx8DrwB04AxQtwCqcAY0IbrLP23ByWQiwWFWfBOikfAbwIs5SleU4y1bSrie/7T9u6z4AjilK3wDDKE6wGQzGGGOMyWqimvaZtzlDRLbjfLBOxGCc7PrZLBdiBIvTT7kQI/gf50hVHeJje6aXS6K/P1r/T6VLLsSZCzFCbsSZjhitvzdJsf4+I3IhRsiNOHMhRujB/t4GMFIkIstUdUym4+hMLsQIFqefciFGyJ04jcmVf6sWp39yIUbIjThzIUZjQnLl32suxJkLMUJuxJkLMULPxunjJsTGGGOMMcYYY4wx6WEDGMYYY4wxxrS3fO4AACAASURBVBhjjMl6NoCRuocyHUACciFGsDj9lAsxQu7EaUyu/Fu1OP2TCzFCbsSZCzEaE5Ir/15zIc5ciBFyI85ciBF6ME7LgWGMMcYYY4wxxpisZzMwjDHGGGOMMcYYk/VsAMMYY4wxxhhjjDFZzwYwkiQil4jImyKyQURu7eFrDxeRP4vIGyLyuohMdstniEiriKxwbxM959zmxvqmiIz3lJ8jIqvcY/NERHyOdaPb/goRWeaWfUhEnhGR9e7PEzIZp4h82POarRCRXSLynUy/niLyKxHZJiKrPWW+vXYi0kdEHnPLXxKREh/jnCMia0VkpYj8UUSOd8tLRGSf5zX9eU/FaUyqrL9PONas7u+zta9327P+3sc4jUlFJvt69/o50d9ne1/vtm39fTf60Zzp61XVbgnegHygCSgFjgFeA07rweufBJzt3h8ArANOA2YA34tR/zQ3xj7AyW7s+e6xl4HzAQHqgQk+x7oRGBxV9iPgVvf+rcDsTMcZ9d7+CxiZ6dcTuBA4G1idjtcOuAn4uXv/KuAxH+MsAwrc+7M9cZZ460W1k9Y47Wa3VG7W3ycVa87099nU17vtWX/vY5x2s1uyt0z39W4MOdHf51Jf73lvrb/vfoxZ19fbDIzknAdsUNVmVT0I/A64oqcurqpvq+py9/5u4A2guJNTrgB+p6oHVPUtYANwnoicBAxU1RfV+Rf0CPD5NIcfimeBe3+B55rZEOdngCZVbemkTo/Eqap/AXbEuLZfr523rd8Dn0llVDlWnKraoKrt7sN/AMM6a6Mn4jQmRdbfd0+29vdZ09eD9fd+x2lMCjLa10PO9/fZ2teD9fdJ96O50tfbAEZyioHNnsdb6LyDSRt3ys1ZwEtu0bfdqT2/8kw/ihdvsXs/utxPCjSIyCsicr1bdqKqvg1OZw0MzYI4Q64Cfut5nG2vp5+vXfgct0PaCQR8jhfgazijriEni8irIvK8iHzaE0um4zQmFuvvE5dL/X229/Vg/b3196YnZU1fD1nf3+dSXw/W36ejH82Kvt4GMJITa4Sox/ehFZH+wB+A76jqLqAGOAU4E3gbuD9UNcbp2km5nz6lqmcDE4BviciFndTNZJyIyDHA54DH3aJsfD3jSSWmtMcrIrcD7cBCt+htYISqngXcDNSKyMBMx2lMJ7Li35/19/7J8b6eTq5v/b0xqcuaf3s50N/nRF8P1t/HONb9gLKor7cBjORsAYZ7Hg8DtvZkACJSiNO5LVTVJwBU9R1VPaSqHcAvcKbDdRbvFiKn//j+PFR1q/tzG/BHN6Z33GlFoelF2zIdp2sCsFxV33FjzrrXE39fu/A5IlIADOLIKW0pE5FK4DKgwp06hjsFLujefwVnLd+pmYzTmC5Yf5+gHOrvc6GvB+vvrb83PSnjfT3kRn+fQ309WH/vaz+abX29DWAk55/AaBE52R3Zuwp4qqcu7q4R+h/gDVV9wFN+kqfalUAoc+xTwFVuxteTgdHAy+4Upd0i8gm3zWuAJ32M8zgRGRC6j5P8ZbUbT6VbrdJzzYzE6XE1nilm2fZ6eq7t12vnbetLQGOoM+ouEbkE+AHwOVXd6ykfIiL57v1SN87mTMVpTAKsv08szlzq73Ohrw9d3/p76+9Nz8hoXw+50d/nWF8P1t/71o9mZV+vacj62ptvwESc7MBNwO09fO0LcKbZrARWuLeJwG+AVW75U8BJnnNud2N9E0/2XGAMzn/eJuAngPgYZylO5tzXgNdDrxPOGqdngfXuzw9lMk63/X5AEBjkKcvo64nT4b4NtOGMVH7dz9cO6IszpW4DTpbgUh/j3ICzti307zOUafiL7r+F14DlwOU9Fafd7JbqDevvE4kzJ/p7srCvd9uz/t7HOO1mt1RuZLCvd6+f9f09OdLXu+1bf59iPxonxqzr60ONGWOMMcYYY4wxxmQtW0JijDHGGGOMMcaYrGcDGMYYY4wxxhhjjMl6NoBhjDHGGGOMMcaYrGcDGMYYY4wxxhhjjMl6NoBhjDHGGGOMMcaYrGcDGKbbRGSP+7NERMrTfK0ZItIqIivc272d1P28iJyWQJvfE5G1IrJaRF4TkWtSjO0iEflkKue65x8vIjeler4xxuSCnvqdISK3e35XHPLcr0rXNY0x5mgnIsNE5EkRWS8iTSIyV0SO6eKcKVGP93RRv8vPzCKSJyLz3M/3q0TknyJysntssYgcn+hzMtnFBjCMn0qA/8fevcdZWZb7H/98YUZQ0QwwTQ6ONWCRsTHRMg3ZpCSHMs12mdrgITXLqbB+uT2CaG5NrYZtoZY5ua3dznJ7goQ81K4sRUVUTGZUQBCVwRQRhIG5fn88zxrXLOY8a83x+3695jXree77ue57rYF1uNZ9KGgCI/WDiBiX/pzXTL3PAs0mMCSdBRwFHBIRBwATALWzXxOBdicwgD0AJzDMrK8ooYCvGRFxeea1Atic9bpRUag2zcz6MkkCfgf8b0SMAkYDg4DLW7j0/BbKc7XmPfMXgH2AsRHxYeBY4HWAiJgaEa+3sU3rJpzAsHz6D+AT6Tdc35LUX9L304znUklnQv1IhT9K+h9JyyX9h6QTJT2cZkjf35ZGJX0lbeMJSb+VtEs6EuIzwPfT/jQV83zg7IjYABARb0REZRr3k5IeT/t0k6QB6fkVkmZLeiwt+4CkEuAs4Ftpe5+QtGfan0fSn8PS62el8R6U9HzWt4H/Abw/vf77bXkMzMx6oE5/zZA0R9I3so4vl1SetvEnSbdLWiZpnqR+aZ3Jkh5Kn/N/I2lQ3h8JM7PeYRLwdkT8HCAitgPfAk6VdLak/8xUlHR3+tz7H8DO6WvBrbkBJX0n63Vhdnq6Ne+Z3wusjYi6tC+rI+KfacwVkoZKOitrdN4Lkh5Iy/283405gWH5dB7wf+k3XD8ATgPeiIiDgYOBr2SGbgH/AnwD+DBwMjA6Ig4Bfgqc00I738p6svkU8LuIODgi/gV4BjgtIv4K3Al8J+3Pc7lBJO0G7NZE2UDgZuALada2CPhqVpWaiPgI8BPg2xGxApjHO6ND/g/4UXp8MPC59L5lfAD4FHAIcImk4vTxey69/jstPAZmZj1dZ71mZPsZUAbJ8GLgi0DmDfMhwLlpG+8HjpM0FLgQODJ9zl8MzGzn/TUz6+0+BDyafSL9knAVyXvpHaSjqTOj5E7MLpM0GRhF8vw8DjhI0gRa9575f4BPp58XrpF0YCNtz0tH6R0MrAau9fN+99foPySzPJkMjJV0fHr8LpInoa3AIxGxFkDSc8DCtM6TwL+2EPcHEXF15kDSEZIuIxlONgi4t5X9ExBNlO0PvBARy9PjSuBrwA/T49+lvx8FjmsixpHAGKl+RsruadIE4J6I2AJskfQqsFcr+2xm1lsV6jWjXkSskLQ+fSO7F/B4RKxPn6cfjojn0zZ+BRwOvE0yFfEvaZ2dgIc6dC/NzHqvpt5bN/eeuzmT05/H0+NBJK8Lq1q6MCJWS9qfZFTIJOA+SZ+PiPsaqf4j4P6IuEvSdPy83605gWGFJOCciGiQUJA0EdiSdaou67iOtv+7vBn4bEQ8IWkGyVoULYqIDZLekvS+zJvWnL43J9Pf7TTd337AoRGxuUHg5Mkw+/43F8PMrK/orNeMnwIzgL2Bm7LO5765jrRPiyLihDa2YWbWFz1NMuq4nqTdgRHAGzQc/T+wFfEEXBER1+fELGlNZ9IvCxcACyS9QrI+XoMERvrZYV/g61lt+nm/G/MUEsunN4Hdso7vBb6aTo9A0mhJuxag3d2AtWk72UPPcvvTmCuA69InVyTtLukM4B9AiaTStN7JwB9biJXb3kLeeTJE0rg2Xm9m1pt11WvG7cDRJEOGs5Mlh0jaL51a8gXgz8DfgMMyrwVK1lgaXYA+mZn1BvcBuyjd0U9Sf+Aaki8bnwfGKdkdZATJtJCM2sxzf457SdbPGJTGGybpPbTiPbOkj0jaJ73dDxgLrMypcxDwbeCkzFoZ+Hm/23MCw/JpKbBNyWKa3yL5lmsZ8Jikp4DrKcxIg4uAvwOLSBIPGf8NfEfJQpxNLfL2E+AB4JG0j38ENkXE28ApwG8kPUnyLd+8FvpxF3BsOtfuE0A5MD5ddGgZySKfTYqI9STD1Z5qZkEiM7PeokteMyJiK8nz/v+kC8xlPESyMNxTwAvA7RGxjmS0xq8kLSV5Y/uBfPfJzKw3iIgg2e3j85KqgOUkU/HOB/5C8tz6JHA18FjWpTcAS3MX8YyIhcAvgYfS9+O3kaxf15r3zO8B7kpfT5YC24D/zKnzdWAw8ED6/v2nft7v/pT8OzMzMzPr/dJv4h4DPh8RVem5iSQLMk/vyr6ZmZlZ8zwCw8zMzPoESWOAauC+TPLCzMzMeg6PwLBuSdIFwOdzTv8mIi5vZ7zrgMNyTv8os0+1mZn1XPl+zTAzs55B0oeBW3JOb4mIj3ZFf6zwnMAwMzMzMzMzs27PU0jMzMzMzMzMrNtzAsPMzMzMzMzMuj0nMMzMzMzMzMys23MCw8zMzMzMzMy6PScwzMzMzMzMzKzbcwLDzMzMzMzMzLo9JzDMzMzMzMzMrNtzAsPMzMzMzMzMuj0nMMzMzMzMzMys2yvq6g50J0OHDo2SkpKu7oaZtdGjjz5aExF7dnU/rOfw871Zz+TnezOzvs0JjCwlJSUsXry4q7thZm0kaWVX98F6Fj/fm/VMfr43M+vbnMAwMzPrBBUVFVRXV7fpmtWrVwMwfPjwvPWjtLSU8vLyvMUzMzMz6yxOYJiZmXWC6upqHn9yGXW7DG71Nf02vQHAK1vy83Ldb9NreYljZmZm1hWcwCig9nzbllGIb93A37yZmXWlul0G8/aY6a2uP3DZ3QBtuqY18czMzMx6IicwCqg937Zl5PtbtySmv3kzMzMzMzOznskJjAJr67dtGfn+1i07ppmZmZmZmVlP06+rO2BmZmZmZmZm1hInMMzMzMzMzMys23MCw8zMzMzMzMy6PScwzMzMmlFRUUFFRUVXd8NS/nuYmZn1XV7E08zMrBnt3Q7bCsN/DzMzs77LIzDMzMzMzMzMrNtzAsPMzMzMzMzMuj0nMNrB82+7H/9NzMzMzMzMejevgdEOnn/b/fhvYmbWN2zatInly5czYcKENl9bVFTEtm3b6o+Li4upra1l2LBh7LrrrhQVFXHaaadx/vnns3XrViKCfffdl379+rF27VpGjhzJlVdeyZAhQ6ipqWH27NmUl5dzzTXXAHDuuec2uF1RUUF5efkOvzN1Lr/88gaxZs2axZAhQ+r7l91GRUXFDuW59ZoqNzMz6y08AsPMrIAkXSDpaUlLJS2R9NGu7lNbSJoo6e421J8haZ9Gzl+X3v9lkjant5dIOj5P/bxc0ouSNuYjnnVfK1eubPe12ckLgNraWgDWrFnD8uXLWbZsGZdccglbtmwhIurbe+GFF3j77bdZvnw5lZWVAFRWVrJ06VLmzJnDsmXLWLZs2Q63M+W5vzN1cmNljjOy22isPLdeU+VmZma9hRMYZmYFIulQYDrwkYgYCxwJvFjA9iQpb8/rktozSm8GsEMCIyK+FhHjgKnAcxExLv25rYPdzLgLOCRPsaybWr58OVu2bCloGxs3Np8Du+eee6iqqmLBggVEBCtWrKgvy72dKc/9nTF//vwGsRYsWMD69euBZFRFdhu55RnZ9RorNzMz6008hcTMrHDeC9RExBaAiKjJFEhaAYyPiBpJ44GrI2KipFnA+4FhwAjgqoi4Mb3mO8C/AQOA2yPiEkklwALgAeBQ4JuSrgf+DHwMeAL4OTAbeA9wYkQ8LOkQ4IfAzsBm4JSIeFbSDGAaMBDYFbg0q88HAzcAnwPeDVwLDAJqSBIXhwHjgVslbQYOjYjNTT04km4BbouIO9LjW4FfA4OBY9P7uR/wy4iYndY5CSgHdgL+DpwdEdsj4m9pebN/kPZYvXo1mzdvpry8vENxqqqq0NbIU6/aR29voKrqzQ7fl67yzDPPdHUXqK2tZc6cOfUjNPIZq66ujsrKSmbOnEllZeUObWSXZ2TXa6zczMysN/EIDDOzwlkIjJC0XNKPJR3RyuvGkiQRDgUulrSPpMnAKJJRBuOAgyRlFgHYH/hFRBwIrARKgR+lcT4AfAk4HPg2cH56zT+ACek1FwPfy2r/UKAsIiZlTkj6ODAPOIZkFMlc4PiIOAi4Cbg8HU2xmCRJMq655EXqp8Apafx3AR8H5qdlhwAnpvf185LGS/og8AXgsHQ0x/a0TqtIOkPSYkmL161b19rLrBsp9OiL1lqxYkX99JOOyIyuyMSqra1l4cKFACxatGiHNrLLM7LrNVZuZmbWm3gEhplZgUTERkkHAZ8A/hX4taTzIuLmFi69I/3wv1nSAyQf5g8HJgOPp3UGkSQ0VgErMyMQUi9ExJMAkp4G7ouIkPQkUJLWeRdQKWkUEEBx1vWLIuK1rOMPkoy8mBwRL0k6ADgAWJSOeOgPrG3Vg5IlIv6Yro3xHuA44LcRsS2NuSgi1qf34Xfp/d8GHAQ8ktbZGXi1De3dkN4Pxo8f3+qvz4cPHw7Q4Z2OysvLefS5lzsUo6Ni4O6Mev/ePXbXpi9/+csNpmB0lZKSEtasWdPhJIYk9t133/pYxcXFTJ48GYCjjjqK+fPnN2gjuzwju15j5WZmZr2JR2CYmRVQOr3hwYi4BPg6yfQLSD6MZ56DB+Ze1sixgCuy1o4ojYifpeVv5dTP/pq6Luu4jncS13OAByLiAODTOX3IjbcWeBs4MD0W8HRWXz4cEe391HQLySiKU0imumQ09RhUZrW7f0TMame71gNdeOGFXd0FiouLueiii/IyXSk3Vr9+/SgrKwOgrKxshzayyzOy6zVWbmZm1pt0eQJD0pCs1ehflrQmvb1R0o87GPsmSa9Keipf/bXu7ZZbbmHChAlMnz6dCRMm8MlPfpIZM2Zw+umnc9ZZZ/HII4/wqU99itNPP53169ezfPlyjj76aE466SQ+9alPcdJJJ3H00UdTXV1NTU0N55xzDuvXr6empoazzjqrPk7mXKY8o7FzzZ3vqELFtfyQtH86wiFjHMkUD4AVJKMJ4J2kRsYxkgZKGgJMBB4B7gVOlTQojT0sHbnQXu8C1qS3Z7RQ93WSKS3fkzQReBbYM12kFEnFkj6U1n0T2K0N/bgZ+CZARDyddf4oSYMl7Qx8FvgLcB9wfOZ+p+X7tqEt6+FGjx7NgAEDCtrGoEGDmi2fNm0ao0aNYsqUKUiipKSkviz3dqY893fG1KlTG8SaMmVK/TaoQ4cObdBGbnlGdr3Gys3MzHqTLk9gRMT6zLdpJPOrf5AeD4qIs1sbp4nV8m8Gjs5TV60HuPHGGwHYsGEDkMwHfv755xtsj7d58+b6rfAuu+wyNm3axKpVq9i8eTOrVq1i06ZNXHrppQ22pausrGTZsmX1cTLncreta2krvHxvceet87q9QSTTNJZJWgqMAWalZbOBH0n6P5K1HLI9DNwD/A2YExEvRcRC4JfAQ+lUkNtoW6Ig11XAFZL+QjIFpFkR8QrJSI3rSEZiHA9cKekJYAnJ+hWQPO/OSxPRO7cy7jM0HH0BySKkt6SxfxsRiyNiGXAhsDB9PBeRLJSKpKskrQZ2kbQ6XQzVeqF9921/zqqoqOFbheLiZObUsGHDGD16NGPGjGH27NkMGDCgflTDvvvuy3777cfAgQMZPXp0gxESY8eO5aKLLmLMmDGMGTNmh9uZ8tzfmTq5sRobXZF9bVOjK5q63szMrLdRPlbRzpf0DefGiLg6/Zbv2xExXdKuJAvGfZhk+POsiLgjd7X87AXnsmKWAHenw6SbNX78+Fi8eHGL/cys3t7SHOLMfOe3x0xvMWaugcvuBmjXtc3FPKgHz31uTnl5OS+//DIvv9z6+eVFRUVs27atxfKddtqJiNhhHjIkCZIBAwbw3//930QEX/ziF9m6dWv9uSFDhlBTU9Po+Y4qVNyeSNKjETG+q/uRD9nPg13dl84gaRfgSZKtZt9Iz80g2aHl64Vqt7XP99D65/zWxGnra0K+Xwt6w+tAvv4e1jP1pud7MzNru56yiOcFwP0RcaqkPYCHJf0hLTsUGJuz4FxBtXZLve6wZV62nr59XnOqqqp4663cafvNay55kV1eW1u7w1Z2tbW19d/OZbati4gWt8LL5xZ33jrPejpJR5LsYHJtJnlhZmZmZtaULp9C0kqTgfMkLQEeJBlxMTIty10tv028rZ61pKlRSpnzmW3rmtrKrlBb3HnrvN4pImb1ldEXEfGHiBgZET/MOX9zIUdfmJmZmVnPVJARGOm855ER8Wy+QgKfy40n6aPsuFp+m7RnW73WbqnXHbbMy9bTt89rTnl5OUuWLClIbEmNJjEy5zPb1kVEo1vZFWqLO2+dZ9Y5SktLu7oLlsV/DzMzs74r7yMwJH2aZNG136fH4yTd2cGw9wLnKB2zL+nAFupbH7T33nu3qX7uYm5NlRcXF9eveZFRXFxcX57Ztq6prewKtcWdt84z6xzl5eW9cupdT+W/h5mZWd9ViCkks4BDSLbdIyKWACUdjDkHKAaWpluizmnNRZJ+BTwE7J+uSn9aB/th3VhrEhjZ2+NNnz69wXZ22UpKSpg2bRqSmDp1KlOnTm1QPm3aNKZOndpg27qmtrIr1BZ33jrPzMzMzMz6kkJMIdkWEW9kvhlui4iYlXX7QZL1LoiIzcCZjdS/mWTLvqbindDmTliP9pWvfIUbb7yR3XffnQ0bNlBcXMyIESMoKiqiqKiI0047jQsvvJARI0ZQVlbG9OnTKS8vZ+jQoaxbt44999yTmpoaLr74YvbYYw9WrFhBWVkZEUFVVRXbtm2jqKio/lymPKOsrGyHc82d76hCxTUzMzMzM+tuCpHAeErSl4D+kkYB5cBfC9CO2Q5OPvlkTj755Gbr3HvvvfW3hwwZwu9///sm686dO7f+9rx585oth2RURO655s53VKHimpmZmZmZdTeFmEJyDvAhYAvwK2AD8M0CtGNmZmZmZmZmfUTeR2BExCbgAklXJofxZr7bMDMzMzMzM7O+Je8JDEkHAzcBu6XHbwCnRsSj+W7LzMysJ+m36TUGLru7DfXXA7Tpmpbah7bt2GRmZmbWXRRiDYyfAWdHxP8BSDoc+DkwtgBtmZmZ9QilpaVtvmb16m0ADB+er6TD3u3qh5mZmVl3UIgExpuZ5AVARPxZUq+aRuI3f92P/yZm1t2Vl5d3dRfMzMzMerRCJDAelnQ9yQKeAXwBeFDSRwAi4rECtNmp/Ca0+/HfxMzMzMzMrHcrRAJjXPr7kpzzHydJaEwqQJtmZmZmZmZm1osVIoFxZERsL0BcMzMzMzMzM+uj+hUgZrWk70v6YAFim5mZmZmZmVkfVIgExlhgOfAzSX+TdIak3QvQjpmZmZmZmZn1EXmfQhIRbwI3AjdKmkCymOcPJN0GzImI6ny3aWZm1h1VVFRQXd26l73Vq1cDMHz48A61WVpa6oWNzczMrFfKWwJDUlFEbJPUH5gGnAKUANcAtwKfAOYDo/PVppmZWXdWXV3N8qceY+SglpeGeuvN/gC8vW1tu9tbtbF/u681MzMz6+7yOQLjYeAjQBXwAPD9iPhrVvlt6YgMMzOzPmPkoO1cOH5ji/UuWzwIoFV1W4phZmZm1hvlM4Gh9PfYiGj03VdE9Lkxrf02vcbAZXe347r1AO26trm+wN55i2dmZmZmZmbWWfKZwNhT0kwASTsURsS1eWyrRygtLW33tatXbwNg+PB8Jhz27lCfzMzMzMzMzLpKPhMY/YFBvDMSo8/zImpmZmZmZmZm+ZHPBMbaiLg0j/HMzMzMzMzMzADol8dYrRp5IendeWzTzMysoCoqKqioqOjqbvQ6flzNzMysrfI5AuOTrax3H8luJWZmZt1edXV1V3ehV/LjamZmZm2VtxEYEfFaK6t6jQwz67Ek7drVfTAzMzMz64vyOYWktaIL2jQz6xBJH5e0DHgmPf4XST/u4m6ZmZmZmfUZXZHAMDPriX4AfApYDxARTwATurRHZmZmZmZ9SD7XwGgtTyExsx4pIl6UGjyFbe+qvpj1dLW1tTz33HMcccQRjBgxggEDBrB161ZWrlwJwIABAxg2bBhFRUVEBNu3b+ell15i5MiRXHnllUQE3/72t3n++ecBmDVrFrfffjvl5eVUVFRQXl7ONddcA8Dll1/OkCFDuuy+mpmZWX4UJIEhqT+wV3b8iFiV3mztYp9mZt3Ji5I+DoSknYBy0ukkzZF0AfAlkmRHHXBmRPy9oD3NI0kTgW9HxPRW1p8BLIyIl3LOXwccBuwE7Ac8mxZdFhG3dbCPuwC/Ad5P8jjfFRHndSSmFd7LL7/M22+/DcCqVat2KN+yZUt9ciLb8uXLqaysJCIalF922WVs376dOXPmsHLlSubMmcOKFSsAqKysZObMmYW5I2ZmZtZp8p7AkHQOcAnwCsmbdUjWvRgLbVrss9eoqKjIy2rrq1evBmD48OEdjtWc0tJSysvLC9qGWQ90FvAjYBiwBrgX+FpzF0g6FJgOfCQitkgaSvIBviCUDA9RRNS1WLl18drzGjEDeApokMCIiK+lMUuAuyNiXAe7l+vqiHggTS7dJ2lKRCzIcxuWJzU1Nbz2WvvfDtx99907nNu2bRtAfdIi8xtg/vz5lJWVeRSGmZlZD1eIERjfAPaPiPUFiN0jVVdXs/ypxxg5qGOjzd96sz8Ab29bm49uNWrVxv4Fi23Wk0VEDXBiGy97L1ATEVuyYgAgaQUwPiJqJI0n+QA+UdIskpEEw4ARwFURcWN6zXeAfwMGALdHxCVpQmAB8ABwKPBNSdcDfwY+BjwB/ByYDbwHODEiHpZ0CPBDYGdgM3BKRDybjqCYBgwEdgUuzerzwcANwOeAdwPXAoOAGpLExWHAhSErQAAAIABJREFUeOBWSZuBQyNic1MPjqRbgNsi4o70+Fbg18Bg4Nj0fu4H/DIiZqd1TiIZ/bIT8Hfg7IjYlN5/ImKrpMeAvGV6V69ezebNm9uV2K2qqmKn2s5bbuqVTf3YWlXV7ZPQL774IhHtX9M7k6xordraWo/CMDMz6wUKkcB4EXijAHF7tJGDtnPh+I0dinHZ4kEAHY7TmjbMrCFJ7yMZgfExklFlDwHfiogdx7i/YyFwsaTlwB+AX0fEH1vR3Ni0nV2BxyXdAxwAjAIOIVlL6E5JE4BVwP4kCYiz04RGKfB54AzgEZIpLIcDnwHOBz4L/AOYEBHbJB0JfI8kMQFJImRsRLyWTiEhnT4zFzgGWAv8F3BMRKyT9AXg8og4VdLXSaacLG7F/fwp8C3gDknvAj4OlAEnpffzAGAT8Ej6GLwFfAE4LCJq011gTgR+kQkoaQ/g0yR/qwYknZE+JowcObIV3bNC+ec//9mp7UUECxcudALDzMyshytEAuN54MH0zeaWzMmIuLYAbZmZdZZfAteRjAwA+CLwK+CjTV0QERslHQR8AvhX4NeSzouIm1to64505MJmSQ+QfJg/HJgMPJ7WGUSS0FgFrIyIv2Vd/0JEPAkg6WngvogISU8CJWmddwGVkkaRJGSKs65flDPd74MkIy8mR8RLkg4gSS4sShc17U+S1GiTiPijpOskvQc4DvhtmlDJ9GF9eh9+l97/bcBBJAkNSEaPvJqJl055+RVQ0VhiKSJuSO8H48ePb/XX/5lpexUVFW29i5SXl/P2ikfafF177bVLHQNLRrWrr53pmmuu4Y477ui09iQxefLkTmvPzMzMCqMQCYxV6c9OFHCut5lZJ1NE3JJ1/F/paINmRcR24EGSxO6TJCMMbib5MJ6ZWzAw97JGjgVcERHXN+hUMuLirZz6W7Ju12Ud1/HO8/4c4IGIODaN8WDWNbnx1qZ9PJBkbQsBT0fEoXTcLSSjKL4InJp1vqnHoDIi/r2JWDcAVRHxwzz0ywqorKyMO++8s93TSIqKkn/GrZ1KUlxcTFlZWbvaMjMzs+4j7xNzI2J2Olf5WuCarGMzs57sAUnnSSqRtK+k/wfcI2mwpMGNXSBp/3SEQ8Y4YGV6ewXJaAJ4Z+pGxjGSBkoaAkwkmQZyL3CqpEFp7GHpyIX2ehfJYqSQrF/RnNdJ1sX4Xjql5Flgz3SRUiQVS/pQWvdNYLc29ONm4JsAEfF01vmj0sd2Z5IpL38B7gOOz9zvtHzf9PZl6X36Zhvati4ydOhQBg9u9L9Nq0yfPp1p06Y1OFdUVIQkSkpK6n9nTJ061Qt4mpmZ9QKF2IXkAJJv1AanxzXAl3PemJqZ9TRfSH+fmXP+VJLRAe9r5JpBwNx0XYZtQDXpGgwki2r+TNL5JItRZnsYuAcYCcxJtyR9SdIHgYfS6RMbSdaKaO/qwFeRTCGZCdzfUuWIeEXSp0kWDD0VOB6oSNeuKCJZEPRpkoTEvNYs4pkV9xngf3OK/kzyWlJKsojnYgBJFwILJfUDaoGvSdoOXECyrsdj6ePznxHx05YfBusqe++9N2+99RZbtmxhxIgRDBgwgK1bt7JyZZLjGzBgAMOGDaOoqIiIYPv27bz00kuMHDmSsrIyIoInn3yyfivVCy+8kNtvv53y8nIqKiooLy/nmmuuAfDoCzMzs16iEFNIbgBmRsQDAOm3dTeSLM5mZtYjRcR+7bjmUZp47ouI/wNGN3Hp8og4I/dkRPyIRhanJFmPIlNnRc7xjMbKIuKhnPYvSs/fTJKEyFzzIOn0kohYBXwo65oJjfTxt8BvG79bO/ZP0i4ka3n8KqfqqxGxwxSdiPg1yU4ludRUm9Y9FRcX84EPfKBD63XcfPPNDY4nTZoEwNy5cwGYN29eu2ObmZlZ91OIvd12zSQvoP7N764FaMfMrNNIWizp7HQ0heVBuvvJP4C5EeHdq8zMzMysWQXZhUTSRSRDfyEZ4vxCAdoxM+tMXwROARZLWgz8HFgY7V2FsAkRMSuf8bqziPgDyTSZ3PM3kzUKxMzMzMwMCpPAOJVkbvfvSIb0/onkTX+vkRnuWl5e3sU9sXzz39aaEhHVwAVpgnY6cBNQJ+km4Ec5245aL1JaWtrVXeiV/LiamZlZW+U9gRER/wR69ae/6urqru6CFYj/ttYcSWNJErJTSdZ5uBU4nGQRzHFd2DUrICc0C8OPq5mZmbVV3hIYkn4YEd+UdBfJivwNRMRn8tWWmVlnkbQwIiZLepRkO9GfAedFxJa0yt8lHdZ1PTQzMzMz6xvyOQIjs+bF1XmMaWbW1Yamvz8fEc83ViEijuvE/piZmZmZ9Ul5S2Ck2wUCjEu3+qsn6RvAH/PVlplZJ9pD0nEAknaYJhIRv+v8LpmZmZmZ9T2FWMSzDPhRzrkZjZwzM+sJ3kWyaKcaKQuSBYvNzMzMzKzA8rkGxgnAl4D9JN2ZVbQbsD5f7ZiZdbKVEXFqV3fCzMzMzKyvy+cIjL8Ca0nmi1+Tdf5NYGke2zEz60yNjbwwa7VVG/tz2eJBLdZb+WZ/gFbVba6t0e2+2szMzKx7y+caGCuBlcChbblO0hDgvvRwb2A7sA4oBX4REWe3pz+SBgJ/AgaQ3M/bIuKS9sSyvmXDhg0cccQRSKKurg5JRCQb64wcOZIBAwawfft21q5dy5577skrr7zC1q1b2WeffVi/fj0RweDBg1m7di3nnnsud955Jy+++CIjR47kyiuvZMiQIQDU1NRw4YUXsm3bNgCKioo499xzufLKK1m1ahV77bUXr776Kt/97ne56qqrGD58OGeeeSYXX3wxc+bMobKyklmzZtXHy8ScPXs2s2bNYv369ZxzzjmMGDGiQbvNyb4+t35zZW2J01r5iJEnJ7emkqSHIqJNz3/W+5WWlra67q6rVwMwcPjwdrc3uo1tmpmZmfUkeV8DQ9LHgLnAB4GdgP7AWxGxe2P1I2I9MC69dhawMSLavJOJpKKI2JZ1agswKSI2SioG/ixpQUT8ra2xrW9ZsWIFEVGftMj8Bli1alWDutnHa9asqb+9du1aAK699tr665cvX05lZSUzZ84EoLKykmXLljWIN2fOHFasWAHAypUrAbjsssvYtm0by5cv55JLLuGtt97i4osv5q233moQLxNz6dKlVFZWsmTJEjZv3rxDu83Jvj63fnNlbYnTWvmIkQ8R8VQrqw4saEesRyovL+/qLpiZmZn1Gv0KEPM/gROAKmBn4HSShEabSJoo6e709q6SbpL0iKTHJR2Tnp8h6TeS7gIWZl8fiY3pYXH6E5g1Y8OGDdTV1eUtXnbyA+Cee+5h/fr11NTUsGDBgh3qZ5IX2TIjNAA2btxY/zsiWLBgAevXJ0vMZGJGBPfcc0+DWJl2m5N9fXbclsraEqe18hGjC/j5xczMzMysgAqxCwkRUS2pf0RsB34u6a8dDHkBcH9EnCppD+BhSX9Iyw4FxkbEa7kXSeoPPEoyHeW6iPh7B/sBwOrVq9m8eXOrv1mrqqpip9pC5Iry75VN/dhaVdVnvzV8/vnnCxq/traWyspKIoLa2toOx6urq6sfoZCJm2mnsXabG8mQfX123JbK2hKntfIRw8zMzMzMepdCfKreJGknYImkqyR9C9i1gzEnA+dJWgI8SDJUe2Ratqix5AVARGyPiHHAcOAQSQfk1pF0hqTFkhavW7eug900a9nChQtZtGjRDqMz2qO2tpaFC5PBR4sWLWo2KZKp15Ts67PjtlTWljitlY8YXcCLfZqZmZmZFVAhRmCcTJIY+TrwLWAE8LkOxhTwuYh4tsFJ6aPAWy1dHBGvS3oQOBp4KqfsBuAGgPHjx7fqE+XwdIG1ioqK1lSnvLyct1c80qq6XW2vXeoYWDKq1fett5k4cWJep5A0ZvLkyUQEd955Z4eTGMXFxUyePBmAo446ivnz5zeZxMjUa0r29dlxWyprS5zWykeMfJN0ZUR8t5lzrVrs08zMzMzM2qcQIzBqgK0RsSEiZgPfAV7qYMx7gXMkCUDSgS1dIGnPdLoJknYGjgT+0cF+WC9XUlJS0PjFxcWUlZVRVlZGcXFxh+P169ePsrIyAMrKykj/i+wQO9Nuc7Kvz47bUllb4rRWPmIUwFGNnJuSudGGxT7NzMzMzKwdCpHAuA/YJet4Z+APTdRtrTkki3AulfRUetyS9wIPSFoKPEIy1eTuDvbDerndd9+dfv3y998i8yE8Y9q0aQwZMoShQ4cyZcqUHeo3lkApKnpnoNSgQYPqf0tiypQp9VuMZmJKYtq0aQ1iZdptTvb12XFbKmtLnNbKR4x8kfRVSU8C+0tamvXzArC0yzpmnaqiooLy8nKOO+44jjvuOMrLyykvL++zo9XMzMzMukIhppAMzNr9g3Qb012auyCr7qys2w+SrHdBRGwGzmyk/s3AzU3EWgq0OFLDLFdJSQkvvPACkqirq0NS/VSPkSNHMmDAALZv387atWvZc889eeWVV9i6dSv77LMP69evJyIYPHgwa9euZebMmdx55528+OKLjBw5codRDVVVVfW7jBQVFXHuuedy5ZVXsmrVKvbaay9effVVvvvd73LVVVcxfPhwzjzzTC6++GIuvfRSKisrdxiZUFZWxooVKygrK2P69Omcc845jBgxotUjGLKvb0tZR+oWMkae/BJYAFwBnJd1/s2m1t+x3qe6uprHn368/nid1sHrXdghMzMzsz6oEAmMtyR9JCIeA5B0ELC5AO2YFcTuu+/OH//4x7zFO+aYYxo9P3ToUObNm7fD+Z/+9Kc7nJs0aVL97cz2q+PHj2805ty5ya7FQ4YM4d57721TX7Ovb0tZR+oWMkY+RMQbwBvACZIOB0ZFxM8lDZW0X0S80MVdtM6yxzs36ybW0e/BnrG7lJmZmVlvUYgExjeB30jKrHvxXuALBWjHzKzTSLoEGA/sD/wc2An4L+CwruyXmZmZmVlfkfcERkQ8IukDJG/yBfwjIpre29HMrGc4lmRa2mMAEfGSpN26tktmZmZmZn1H3hMYkoqBrwIT0lMPSrreSQwz6+G2RkRICgBJu3Z1h8zMzMzM+pJCTOD9CXAQ8OP056D0nJlZT/Y/kq4H9pD0FZLdlW7s4j6ZmZmZmfUZhVgD4+CI+Jes4/slPVGAdrpMaWlpV3fBCsR/W2tKRFwt6ShgA8kUuYsjYlEXd8sKrCPbpGauLS8vz1d3zMzMzPq0QiQwtkt6f0Q8ByDpfcD2ArTTZfxmtPfy39aakyYsnLToQ6qrq7vkWjMzMzPbUSESGN8BHpD0PMkinvsCpxSgHTOzgpP0JhAkz2eRXQREROzeJR0zMzMzM+tjCrELyX2SRpG1CwkwPd/tmJl1hojwTiNmZmZmZt1AIRbxJCK2RMTSiHgiIrYAPyhEO2ZmnUXSLa05Z2ZmZmZmhVGIKSSNUSe1Y2ZWKB/KPpBURLLLklmj1qxZw7p165gwYUL9ub333pvPfOYz3HDDDQwfPpzTTjuNOXPmMHz4cAYNGsTll19ORDB79mxmzZrFkCFDuvAemJmZmXUvBRmB0YhouYqZWfcj6d/TdTDGStqQ/rwJvALc0cXd24GkvST9UtLzkh6V9JCkY7u6X7kkfUzS3yUtkfSMpFnp+YmSPt7F3cuLdevW7XDu5Zdf5oYbbgBg9erVXH755dTV1bFq1SqWLVtGZWUllZWVLF26lMrKys7uspmZmVm3lrcRGJKepPFEhYC98tWOmVlniogrgCskXRER/97V/WmOJAH/C1RGxJfSc/sCn2mkblFEbCtAH/pHRGt2nqoE/i0inpDUn2TdJICJwEbgr21osyD3pSOuv/76VtXbtq1ht++55x4kEREsWLCAsrIyj8IwMzMzS+VzCokX6jSz3myBpAm5JyPiT13RmSZMArZGxLzMiYhYCcwFkDQDmAYMBHaVdDxwE/A+YBNwRkQslTQovWY8SWJ6dkT8VtJkYDYwAHgOOCUiNkpakcaZTPI4fS4iPpK2OQr474jInW7zHmBt2sftwDJJJcBZJNtxnwScA6xKY+8JrEvbXCXpZuA14EDgMUk/Bq5L620CvhIR/+jYw5mMkti8eXNyUAcMyircCFVVVY1uv7xkyZJ2tVdbW0uSh4K6ujoqKyuZOXNmu2KZmZmZ9TZ5S2Ckb5JbJOmhiDg0X+2amXWS72TdHggcAjxKkjToLj4EPNZCnUOBsRHxmqS5wOMR8VlJk4BfAOOAi4A3IuLDAJLeLWkocCFwZES8Jem7wEzg0jTu2xFxeFr/SEnjImIJyTbaNzfSjx8Az0p6EPg9yaiRFZLmARsj4uo01l3ALyKiUtKpQAXw2TTG6LQ/2yXdB5wVEVWSPgr8mJy/jaQzgDMARo4c2cLD1HUiksGMtbW1LFy40AkMMzMzs1RnLeKZbWAXtNnlVm3sz2WLB7VcsRkr3+wP0OE4zVm1sT+jCxbdrOeKiE9nH0saAVzVRd1pFUnXAYeTjMo4OD29KCJeS28fDnwOICLulzRE0ruAI4EvZuJExD8lTQfGAH9JRwjsBDyU1dyvs27/FDhF0kzgCyTJngYi4lJJt5KM2vgScALJ9JFchwLHpbdvoeFj/ps0eTEI+Djwm8zoBZJRIrlt3gDcADB+/PhWrc00fPjw+tuPr3m8YeEgGDVsFBUVFTtcl71wZ1tlppAUFxczefLkdscxMzMz6226IoHR5xb0LC0tzUucXVevBmBg1hvqfBtN/vpr1sutBg7o6k7keJo0IQEQEV9LR04szqrzVtbtxnaIivR87nO1SJIfJzTRdnbc3wKXAPcDj0bE+sYuiIjngJ9IuhFYJ6k1iz1k9yvTZj/g9YgY14rrO8WJJ57Irbfe2ubriouLkcTWrVvp168fZWVlBeidmZmZWc/UFQmMPqex+dFm1rOk0y0yH577kay98ETX9ahR9wPfk/TViPhJem6XZur/CTgRmCNpIlATERskLQS+DnwTkikkwN+A6ySVRkS1pF2A4RGxPDdoRLwt6V7gJ8BpjTUsaRowP5L5EqOA7cDrwJvA7llV/0oyGuSWtK9/bqS9DZJekPT5iPhNupjp2Ijosr/PmWee2aoERlFRUYOFPKdNm0ZEcOeddzJlyhQv4GlmZmaWpbO2Uc3W2Dd+Zmbd3TJgOfAsyYf5/xcRJ3VtlxpKkwGfBY5IP9A/TLLbx3ebuGQWMF7SUuA/gMzX/ZcB75b0lKQngH+NiHXADOBXaf2/AR9opju3kiR8FjZRfjLJGhhLSJMT6WKedwHHpturfgIoJ5mOsjS95htNxDsROC3t79PAMc30rVPsueeeO5zbe++9OeOMM4BkesoFF1xAv379GDlyJGPGjKGsrIyysjLGjh3r0RdmZmZmOfI+AkPSlRHx3WbOnZzvNs3MCkVSEfA94FSSHTEEjABukvRwRNR2Zf9yRcRastavyCm7mawFNdO1MHb4oB8RG3knmZF9/n7g4EbOlzTS3OHATU1tqRoRTfVxOTA25/QOC6VGxIyc4xeAoxuL2VWGDRvGsGHDGl0j46ST3sl9ffKTn9yhfO7cuQXtm5mZmVlPVIgRGEc1cm5K5kZEPFWANs3MCuX7wGBgv4j4SEQcSLLt6B7A1V3as25K0u3Al4EfdXVfzMzMzKz3yNsIDElfBc4G3pcO9c3YDfhLvtoxM+tk04HRkdnbkvo1F74K/IOmpzT0WRFxbFf3wczMzMx6n3xOIfklsAC4Ajgv6/ybWVv2mZn1NJGdvMg6uV1Sn9tVqa/J7MpUXV3d7mvNzMzMLD/ylsCIiDeAN4ATJB0OjIqIn0saKmm/dH6ymVlPs0zSlyPiF9knJZ1EMgLDerHMLlLt2U3KO1CZmZmZ5VchFvG8BBgP7A/8HNgJ+C/gsHy3ZWbWCb4G/E7SqcCjJDtrHAzsDHiqhJmZmZlZJ8l7AoPkDf2BwGMAEfGSpN0K0E6vUFFR0a6hyatXrwaSbfjyobS01N8WmjUiItYAH5U0CfgQyS4kCyLivq7tmZmZmZlZ31KIBMbWiIjM3HBJuxagjV6jurqax59+PNnPoC3eSH6t07qOd+L1jocw6+3SLUTv7+p+mJmZmZn1VYVIYPyPpOuBPSR9BTgVuLEA7fQee0DdxLo2XdLvwWQH3LZe11wsMzMzMzMzs+4q7wmMiLha0lHABpJ1MC6OiEX5bsfMzMzMzMzM+o5CjMAgTVg4aWFmZr1H1nS7fg/2S46HdVlvzMzMzPqcvCUwJL1Jsjq/0t/1RUBExO75asvMzKwzlZaWAlkLKA8bDsPeOW9mZmZmhZe3BEZEeKcRMzPrlbxLk5mZmVnXy/vqjZJuac05MzMzMzMzM7PWKsT2Ex/KPpBUBBxUgHbMzMzMzMzMrI/IWwJD0r+n62CMlbQh/XkTeAW4I1/tmJmZmZmZmVnfk7cERkRcka6D8f2I2D392S0ihkTEv+erne6ioqKCioqKru6G4b+FmZmZmZlZX1CIbVQXSJqQezIi/lSAtrpMdXV1V3fBUv5bmJmZmZmZ9X6FSGB8J+v2QOAQ4FFgUgHaMjMz69UqKioKkqit3xJ2+PC8x25MaWmpd3MxMzOzDsl7AiMiPp19LGkEcFW+2zEzM+sLqqur+ceSJeyd57hvpr9fr6nJc+QdvVzwFszMzKwvKMQIjFyrgQM6oR0zM7NeaW/gNJTXmD8joABxm2vLzMzMrCPynsCQNBfq36n0Aw4Ensh3O2ZmZmZmZmbWdxRiBMYyoD9JEuMN4FcR8ZcCtGNmZmZmZmZmfUTeEhiSioDvAacCqwABI4CbJD0cEbX5asvMzMzMzMzM+pZ+eYz1fWAwsF9EfCQiDgTeB+wBXJ3HdswaeO2111iyZAmTJk1iwoQJnHDCCRx55JFMmDChwc9nPvMZJkyYQEVFBRMmTOCII47gqKOO4vTTT+e+++6rPz7hhBOYMGECM2bMYP369QDU1NRw2mmncfTRR3PHHXcwceLE+vKamhrOOeec+rqZ+meddRZnnXVWgzpVVVX1dbPrZJ/PjpF7rjVlZmZmZmZmvVE+ExjTga9ERGZhcyJiA/BVYGpTF0kaImlJ+vOypDXp7Y2SftzezkgaIekBSc9IelrSN9oby7q3VatWAbBt2zYA1qxZw9atW3eo9/rrrwNw2223ARARbNmyheXLl3P55ZfXH69ZswaA559/nsrKSgAqKyupqqpi06ZNXHvttdTV1dWXV1ZWsnTp0vq6mfrLli1j2bJlDerMmTOnvm52nezz2TFyz7WmzMzMzMzMrDfKZwIjImKHZcYjYjs0vfx4RKyPiHERMQ6YB/wgPR4UEWe3tvF0Cku2bcC5EfFB4GPA1ySNaW086xn+8Ic/5CVOJvmR6+6776aqqop77rmn/lz2P/O77rqLBQsWEBEsWLCgfmTF/Pnz6+vcc889zJ8/n4hgxYoVRATz589vUCdzPjtGbtyM5srMrHAqKiqoqKjo6m5YL+V/X2ZmZi3L5yKeyyR9OSJ+kX1S0knAP9oaTNJE4NsRMV3SrsBc4MMkfZ4VEXdImgFMAwYCuwKTMtdHxFpgbXr7TUnPAMNIFhntsNWrV7N582bKy8s7FKeqqgrq8tGjDtiY9KOj96UrLFmypKDxt23bxpw5c5pMcGzfvp26uuQPWFdXR2VlJRHRoH5tbS1Sw20Ka2traSTf1yBGpjxzbubMmQD15Y2VmVnhVFdXd3UXrBfzvy8zM7OW5TOB8TXgd5JOBR4lGXVxMLAzcGwHY18A3B8Rp0raA3hYUuar90OBsRHxWlMXSyoh2c71742UnQGcATBy5MgOdtN6oxUrVjRbnkkm1NbWsnDhwgbncus0dZyRHaO2trbBuUySYtGiRU2WmZmZmZmZ9VZ5S2BExBrgo5ImAR8i2YVkQUTcl4fwk4HPSPp2ejwQyGQbFrWQvBgE/Bb4ZromR26/bwBuABg/fnyTU11yDR8+HKDDwz3Ly8t5fM3jHYrRYYNg1LBRPXLo6qRJk5ocHZEvJSUlzSYxJBERFBcXM3nyZCKCO++8s0GSIlOnqeOM7Bjz58+ntra2/lzGUUcd1WSZmZmZmZlZb5XPNTAAiIj7I2JuRFTkKXkBSTLkc5m1MiJiZEQ8k5a91eRFUjFJ8uLWiPhdnvpi3cj5559f0PhFRUVcdNFFFBU1nuvr378/xcXFAPTr14+ysjLKysoa1C8uLt7h+uLi4vrrsmXHyEw7yZzLaK7MzMx6rtraWs466yxOP/10Tj/9dE477bT63axyZe9GlbvzVUta2smqLTtddXRXLO+qZWZmbZH3BEaB3Auco/RTm6QDW7ogrfsz4JmIuLbA/bMucuSRR+YlTlMJiunTpzNq1CimTZtWfy57PYtPf/rTTJkyBUlMmTKFIUOGMHToUKZOfWfjnWnTpjF16lQkUVJSgiSmTp3aoE7mfHaM3LgZzZVZ9yPpgnQnpKXpDksf7eo+tYWkiZLubkP9GZL2aeT8den9XyZpc9buU8fnqZ+/l/RE+ljPk9Q/H3HNOtPLL7/MsmXLWL58OcuXL6eqqqp+N6tc2btR5e581ZKWdrJqy05XHd0Vy7tqmZlZW/SUBMYcoBhYKump9LglhwEnA5Oy3ig3uZ2r9VyZtUsySYhhw4ax00477VBvjz32AOD445PPS5IYMGAAo0eP5oILLqg/HjZsGADve9/76kc3lJWVMWrUKHbZZRdmzpxJv3796svLysoYO3bsDqMkxowZw5gxYxrUueiii+rrZtfJPp8dI/dca8qs+5B0KMkW0x+JiLHAkcCLBWxPkvL2vN7I7k6tMQPYIYEREV9Ld5uaCjyXNaLutg52M+PfIuJfgAOAPYHP5ymuWaeora3ltdcanxE7f/78Jnejmj9/foOdsnLr5mppJ6u27HTV0V2xvKuWmZm1VT4X8eywiJiVdftB4MH09mbgzEbq3wzc3ETwXrR6AAASTElEQVSsP5NMPbFebvDgwQwePLhNa3g0tuPKJz/5ySbrDx06lJ/97Gf1x8ccc0yD8rlz5+5Qf968eY3Wya6bXaexGLnnWlNm3cp7gZqI2AIQETWZAkkrgPERUSNpPHB1REyUNAt4P8muSSOAqyLixvSa7wD/BgwAbo+IS9JFihcAD5AsavxNSdcDfybZQvoJ4OfAbOA9wIkR8bCkQ4Afkiy0vBk4JSKebWR3p0uz+nwwyZpBnwPeDVwLDAJqSBIXhwHjgVslbQYOTZ+/GyXpFuC2iLgjPb4V+DUwmGTx5wHAfsAvI2J2WuckoBzYiWRh5rMjYnvWGkdFaVmr1zRqrXztPtVWVVVVPebbhqasB9b10N2uOsuzzz7b7ALPTe1GlburVW7dXC3tZNWWna46uiuWd9UyM7O26unviczMurOFwAhJyyX9WNIRrbxuLEkS4VDgYkn7SJoMjAIOAcYBB0makNbfH/hFRBwIrARKgR+lcT4AfAk4HPg2kFk45h/AhPSai4HvZbV/KFAWEfVbU0v6ODAPOIZkFMlc4PiIOAi4Cbg8HU2xmCRJMq655EXqp8Apafx3AR8H5qdlhwAnpvf185LGS/og8AXgsHQ0x/a0TqaP9wKvAm8CO4zskHSGpMWSFq9bt66Frpl1ruYWpI6I+h2qoOFuVI3tcpVdN1djO1m1pby9dQtxvZmZ9T3dagSGmVlvEhEbJR0EfAL4V+DXks5LR4815470w/9mSQ+QfJg/nGRHpsy2RYNIEhqrgJUR8bes61+IiCcBJD0N3BcRIelJoCSt8y6gUtIoktEK2avK5u7u9EGSkReTI+IlSQeQTNVYlK4J0x9Y26oHJUtE/DFdG+M9wHHAbyNiWxpzUUSsT+/D79L7vw04CHgkrbMzScIiE+9TkgYCtwKTgEU57bVr16mMfO0+1Vbl5eW8vmRJp7aZb0OAPUb1zN2uOsuxxx7b5BQKSU3uRtXYLlfN7U7V0k5WbdnpqqO7YnlXLTMzayuPwDAzK6B0esODEXEJ8HWS6ReQfBjPPAcPzL2skWMBV2StHVEaEZl5Tbm7MW3Jul2XdVzHO4nrOcADEXEA8On/3969B91VlXcc//6ACEoCEUSgAQ036WDRgJHWa2nxRqqiIx1prUZx6rRoURxtKbQjjjNtvdULTKVWEHTwMkpVRqdTFIpaRCDcoYghEG0gQNXKpQVEePrHXgcPb997zptzTvL9zOw5e6+z91rP2TlZe7/rrLX2hBgm5rcReADoTaAc4Ia+WA6uqvn+5fFZul4Ub6Ib6tIz1Tk4u6/cA/uHHgJU1QPAeXQ9RaSxscceezxmkuh+ixYtmvJpVBOfdDVx34lmepLVXJ50talPxfKpWpKkubIBQ5IWSJIDWw+HnhV0QzwA1tP1JoBfNWr0HJVkhyS7AocDl9M9jenYJItb3staz4X52hm4ra2/cYZ9f043pOVvkhwO3ATs1iYpJcmiJE9v+94LLJlDHGcB7wCoqhv60l+cZJckjwdeBVwMXAAc3fvc7f2nJlmcZM+Wth3dRKE/mEMM0tAtWrSIXXbZZdL3Vq1aNeXTqFatWvWYJ2VN3HeimZ5kNZcnXW3qU7F8qpYkaa4cQjJP+++//7BDUOO/hUbYYuDUJEvpelzcDLylvfde4IwkJ9FNRtnvMuAbwFOA91XV7cDtbQ6IS9ovlvcBf0Q3D8R8fIBuCMk7gQtn2rmq7kzyCroJQ48FjgY+3uau2I5uQtAb6BokTp/NJJ59+d4IfHXCW/9O1ztjf7pJPNcAJPkr4Pz2tJWHgLfS9Q45L8n2dMNZLqSbr0MaK3vssQe77777o/NhVNWUPSpWr17N+vXrWb16NVXF2rVrH02fSf+x83l/vvsuxPGSpK1Lpprxemu0cuXKWrNmzWYt8/jjj+eq267ikcMfmdNx21zUdZ6Z63FT5XXIskMcm6yxleSKqlo57DgGoT2F5L6q+tCwY9kckjwBuI7uUbN3t7Q30j2h5W0LVe586vveEzSGNQfGmwf8YK0z2iidQec7VVlLV6zwOjONYX2/xs2WVN9LkubOISSSpKFI8iK6oR6n9hovJEmSpKk4hESSRsjESSm3ZFX1LbphMhPTz6IbiiJJkiQ9ygYMSZJmwfl2tJD8fkmSNDMbMCRJmoXeHAXSQvD7JUnSzJwDQ5IkSZIkjTwbMCRJkiRJ0sizAUOSJEmSJI08GzAkSZIkSdLIcxLPUfBz2OaiObYl/bx7mfNxU+W1bNOzkSRJkiRpodiAMWTzfWzahtoAwF7L9tr0IJb5+DZJGmV3AGdQA81zY3sddL6TuQNYuuClSJKkLZ0NGEPmY9MkSdNZqAbm+zZ0DeFL9xpAQ/gMlmJDuSRJ2nQ2YEiSNMJs6JYkSeo4iackSZIkSRp5NmBIkiRJkqSRl6qFn7xrXCT5L+BHs9z9ScBPFjCcQRiHGME4B2kcYoTBx/nUqtptgPlpCzeH+n5r/T+1UMYhznGIEcYjzoWI0fpekrZiNmDMU5I1VbVy2HFMZxxiBOMcpHGIEcYnTmlcvqvGOTjjECOMR5zjEKMkabw4hESSJEmSJI08GzAkSZIkSdLIswFj/j457ABmYRxiBOMcpHGIEcYnTmlcvqvGOTjjECOMR5zjEKMkaYw4B4YkSZIkSRp59sCQJEmSJEkjzwYMSZIkSZI08mzAmKMkL0tyU5Kbk5y4mcveO8m/JbkxyQ1J3t7ST0lyW5Kr27Kq75i/bLHelOSlfenPSnJde+/jSTLgWNe3/K9Osqal7ZLkm0nWttcnDjPOJAf2nbOrk9yT5B3DPp9JzkxyV5Lr+9IGdu6SbJ/kiy390iTLBxjnB5P8IMm1Sb6SZGlLX57k/r5zevrmilOaL+v7Wcc60vX9qNb1LT/r+wHGKUnaClSVyywXYFtgHbAv8DjgGuCgzVj+nsChbX0J8EPgIOAU4F2T7H9Qi3F7YJ8W+7btvcuA5wAB/gU4csCxrgeeNCHtA8CJbf1E4P3DjnPCv+0dwFOHfT6BFwKHAtcvxLkDjgNOb+vHAF8cYJwvAbZr6+/vi3N5/34T8lnQOF1c5rNY388p1rGp70eprm/5Wd8PME4XFxcXly1/sQfG3BwG3FxVt1TVL4AvAEdtrsKramNVXdnW7wVuBJZNc8hRwBeq6sGquhW4GTgsyZ7ATlV1SVUV8BngVQscfi+es9v62X1ljkKcRwDrqupH0+yzWeKsqu8AP5uk7EGdu/68vgwcMZ9fESeLs6rOr6pfts3vA3tNl8fmiFOaJ+v7TTOq9f3I1PVgfT/oOCVJWz4bMOZmGfCffdsbmP6GcsG07pWHAJe2pLe1bpxn9nU3nSreZW19YvogFXB+kiuSvKWl7V5VG6G7OQeePAJx9hwDfL5ve9TO5yDP3aPHtJvPu4FdBxwvwLF0v7D17JPkqiTfTvKCvliGHac0Gev72Run+n7U63qwvre+lyRNyQaMuZns14DN/hzaJIuBc4F3VNU9wCeA/YAVwEbgw71dJzm8pkkfpOdV1aHAkcBbk7xwmn2HGSdJHge8EvhSSxrF8zmV+cS04PEmORn4JXBOS9oIPKWqDgHeCXwuyU7DjlOaxkh8/6zvB2fM63qmKd/6XpK01bABY242AHv3be8F3L45A0iyiO5m9pyq+meAqrqzqh6uqkeAf6Lr+jxdvBt4bFfPgX+Oqrq9vd4FfKXFdGfrQtrrSnrXsONsjgSurKo7W8wjdz4Z7Ll79Jgk2wE78/+7MM9bktXAy4HXtW7CtC7PP23rV9CN3X7aMOOUZmB9P0tjVN+PQ10P1vfW95KkKdmAMTeXAwck2af9knMMcN7mKryNBz0DuLGq/r4vfc++3V4N9GYJPw84ps3uvQ9wAHBZ65J6b5Lfanm+AfjaAOPcMcmS3jrdRF/Xt3hWt91W95U5lDj7/AF9XYpH7Xz2lT2oc9ef19HAhb0bz02V5GXAXwCvrKr/7UvfLcm2bX3fFuctw4pTmgXr+9nFOU71/TjU9b3yre+t7yVJk6kRmEl0nBZgFd1s8OuAkzdz2c+n61J5LXB1W1YBnwWua+nnAXv2HXNyi/Um+mZLB1bS3aytA04DMsA496WbKf0a4IbeeaIbz3oBsLa97jLMOFv+TwB+CuzclzbU80l3g70ReIjuV6k3D/LcATvQdaG+mW5G+H0HGOfNdOOYe9/P3qzyr2nfhWuAK4FXbK44XVzmu2B9P5s4x6K+ZwTr+paf9f0A43RxcXFx2fKX3oVDkiRJkiRpZDmERJIkSZIkjTwbMCRJkiRJ0sizAUOSJEmSJI08GzAkSZIkSdLIswFDkiRJkiSNPBswNK0keyX5WpK1SdYl+ViSx81wzEkTtu+bYf+lSY6bYZ/lSa6ffeSz1/L+w77tlUk+PqC8d01ydVvuSHJb3/a051GSthSjcC1JcnBf/fuzJLe29W/N7dNIkqRh8TGqmlKSAJcCn6iqTyfZFvgk8LOqevc0x91XVYun2p5k/+XA16vqNzZln/lKcjjwrqp6+aDznlDOKcB9VfWhhSxHkkbJKF1L+vY9q+375Vl/EEmSNHT2wNB0fhd4oKo+DVBVDwMnAMcmOS7Jab0dk3w9yeFJ/g54fPtV65yJGSZ5d5LLk1yb5L0t+e+A/doxH5xLgEmOSHJVkuuSnJlk+5b+7CTfS3JNksuSLGk9Lb6b5Mq2PLev/Be08k9on+PrLZ9dkny1xfv9JM9o6ae08i5KckuS4+cQ85L2y9+itr1TkvVJFrX8Ptpivz7JYW2fHVt5l7fPe9RczpMkDdHIXkuS7Jfkyr7tA5Jc0dbXJ3l/u4ZclmT/lr5bknNb+Zcned78ToskSZorGzA0nacDV/QnVNU9wI+B7SY7oKpOBO6vqhVV9br+95K8BDgAOAxYATwryQuBE4F17Zgpf42bKMkOwFnAa6vq4BbTn7ZuyV8E3l5VzwReBNwP3AW8uKoOBV4L9IaJnAh8t5X/kQnFvBe4qqqeAZwEfKbvvV8HXto+z3t6DRIzqap7gYuA32tJxwDnVtVDbXvHqnoucBxwZks7Gbiwqp4N/A7wwSQ7zqY8SRqykb2WVNU64O4kK1rSm+iuKz33VNVhwGnAR1vax4CPtPr4NcCnZlOWJEnadJPeOEhNgMnGGE2VPpOXtOWqtr2Y7ib0x/OKDg4Ebq2qH7bts4G3AhcAG6vqcnj0Rpn2B/9p7Ub1YeBpsyjj+XQ3qFTVhenmtNi5vfeNqnoQeDDJXcDuwIZZxv4p4M+Br9LdMP9x33ufb+V9p/XOWEp33l6Z5F1tnx2ApwA3zrI8SRqWUb+WfAp4U5J30jVuH9b33uf7XnsN3C8CDupGxgCwU5IlrXFakiQtIBswNJ0baH+89yTZCdgbuJvH9uDZYRb5BfjbqvrHCXkun2d8mSZ9spviE4A7gWfSxf7APMvo5f1gX9rDzOH/U1Vd3Ia0/DawbVX1T1A6MfZqcbymqm6abRmSNCJG/VpyLvAe4ELgiqr6ad97Ncn6NsBzqur+eZYnSZLmySEkms4FwBOSvAGgTbz2YbrutbcAK5Jsk2RvHvuL1UNTDKf4V7oxz4tbfsuSPBm4F1gyj/h+ACzvjUsGXg98u6X/WpJnt3KWJNkO2JmuZ8Yjbd9t23HTlf8d4HUtn8OBn/R6dAzAZ+h+1fv0hPTXtvKeD9xdVXfTnbs/S/vJL8khA4pBkhbaSF9LquqBlucnmKI+bq+XtPXzgbf1dugbfiJJkhaYDRiaUnWPqHk18PtJ1gI/pOu1cBJwMXArcB3wIeDKvkM/CVw7ceK1qjof+BxwSZLrgC8DS9qvXRe3SSunm3jtwCQbegvwCrrhF19q+T0CnF5Vv6C72Tw1yTXAN+l+1fsHYHWS79MNH/mflu+1wC/TTfh5woQyTwFWJrmWboK41TOfuVk7B3giv+qi3PPfSb4HnA68uaW9D1hEd16vb9uSNPJG8FoymXPoelicPyF9+ySXAm+n68UHcDztupDkP4A/mWNZkiRpnnyMqjQkSY4Gjqqq1/elXUT3SNc1QwtMkrYybX6hnavqr/vS1gMrq+onQwtMkiQ9hnNgSEOQ5FTgSGDVsGORpK1Zkq8A+9E97lWSJI0we2BopCQ5GPjshOQHq+o3hxHPXCTZlW6s90RHTJgUTpK0gMb5WiJJkqZmA4YkSZIkSRp5TuIpSZIkSZJGng0YkiRJkiRp5NmAIUmSJEmSRp4NGJIkSZIkaeTZgCFJkiRJkkbe/wEgD06VnuRFSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cat vs Num....\n",
    "cols=['Item_Fat_Content', 'Item_Type', \n",
    "       'Outlet_Size', 'Outlet_Location_Type', 'Outlet_Type']\n",
    "\n",
    "a = 3\n",
    "b = 3\n",
    "c = 1\n",
    "\n",
    "for i in cols:\n",
    "    plt.subplot(a,b,c)\n",
    "    sns.boxplot(y = combined.loc[:, i], x = combined.Item_Outlet_Sales)\n",
    "    plt.xlabel(i)\n",
    "    c = c+1\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inferences\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220efc22a60>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the Outlet ID\n",
    "\n",
    "sns.violinplot(x = \"Outlet_Identifier\", y = \"Item_Outlet_Sales\", data = combined)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220efe7a7f0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x = \"Outlet_Type\", y = \"Item_Outlet_Sales\", data = combined)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Item_Weight          2439\n",
       "Outlet_Size          4016\n",
       "Item_Outlet_Sales    5681\n",
       "dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.isnull().sum()[combined.isnull().sum()!=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>FDP10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.127470</td>\n",
       "      <td>Snack Foods</td>\n",
       "      <td>107.7622</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>1985</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type3</td>\n",
       "      <td>4022.7636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>DRI11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.034238</td>\n",
       "      <td>Hard Drinks</td>\n",
       "      <td>113.2834</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>1985</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type3</td>\n",
       "      <td>2303.6680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>FDW12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.035400</td>\n",
       "      <td>Baking Goods</td>\n",
       "      <td>144.5444</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>1985</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type3</td>\n",
       "      <td>4064.0432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>FDC37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.057557</td>\n",
       "      <td>Baking Goods</td>\n",
       "      <td>107.6938</td>\n",
       "      <td>OUT019</td>\n",
       "      <td>1985</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>214.3876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>FDC14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.072222</td>\n",
       "      <td>Canned</td>\n",
       "      <td>43.6454</td>\n",
       "      <td>OUT019</td>\n",
       "      <td>1985</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>125.8362</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "7            FDP10          NaN          Low Fat         0.127470   \n",
       "18           DRI11          NaN          Low Fat         0.034238   \n",
       "21           FDW12          NaN          Regular         0.035400   \n",
       "23           FDC37          NaN          Low Fat         0.057557   \n",
       "29           FDC14          NaN          Regular         0.072222   \n",
       "\n",
       "       Item_Type  Item_MRP Outlet_Identifier  Outlet_Establishment_Year  \\\n",
       "7    Snack Foods  107.7622            OUT027                       1985   \n",
       "18   Hard Drinks  113.2834            OUT027                       1985   \n",
       "21  Baking Goods  144.5444            OUT027                       1985   \n",
       "23  Baking Goods  107.6938            OUT019                       1985   \n",
       "29        Canned   43.6454            OUT019                       1985   \n",
       "\n",
       "   Outlet_Size Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "7       Medium               Tier 3  Supermarket Type3          4022.7636  \n",
       "18      Medium               Tier 3  Supermarket Type3          2303.6680  \n",
       "21      Medium               Tier 3  Supermarket Type3          4064.0432  \n",
       "23       Small               Tier 1      Grocery Store           214.3876  \n",
       "29       Small               Tier 1      Grocery Store           125.8362  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.loc[combined.Item_Weight.isnull(), ].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "copy = combined.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.stats as stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-140.33365155871437, pvalue=0.0)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(copy.Item_Weight, copy.Item_MRP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "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>Item_Weight</th>\n",
       "      <th>Item_MRP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Item_Weight</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.03333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Item_MRP</th>\n",
       "      <td>0.03333</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Item_Weight  Item_MRP\n",
       "Item_Weight      1.00000   0.03333\n",
       "Item_MRP         0.03333   1.00000"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "copy.loc[:, [\"Item_Weight\", \"Item_MRP\"]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220fc4e7f40>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(copy.Item_Weight, copy.Item_MRP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FDN15</td>\n",
       "      <td>17.50</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>Meat</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FDX07</td>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>OUT010</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NCD19</td>\n",
       "      <td>8.93</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Household</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>OUT013</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047   \n",
       "1           DRC01         5.92          Regular         0.019278   \n",
       "2           FDN15        17.50          Low Fat         0.016760   \n",
       "3           FDX07        19.20          Regular         0.000000   \n",
       "4           NCD19         8.93          Low Fat         0.000000   \n",
       "\n",
       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
       "0                  Dairy  249.8092            OUT049   \n",
       "1            Soft Drinks   48.2692            OUT018   \n",
       "2                   Meat  141.6180            OUT049   \n",
       "3  Fruits and Vegetables  182.0950            OUT010   \n",
       "4              Household   53.8614            OUT013   \n",
       "\n",
       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
       "0                       1999      Medium               Tier 1   \n",
       "1                       2009      Medium               Tier 3   \n",
       "2                       1999      Medium               Tier 1   \n",
       "3                       1998         NaN               Tier 3   \n",
       "4                       1987        High               Tier 3   \n",
       "\n",
       "         Outlet_Type  Item_Outlet_Sales  \n",
       "0  Supermarket Type1          3735.1380  \n",
       "1  Supermarket Type2           443.4228  \n",
       "2  Supermarket Type1          2097.2700  \n",
       "3      Grocery Store           732.3800  \n",
       "4  Supermarket Type1           994.7052  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>FDP10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.127470</td>\n",
       "      <td>Snack Foods</td>\n",
       "      <td>107.7622</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>1985</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type3</td>\n",
       "      <td>4022.7636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>DRI11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.034238</td>\n",
       "      <td>Hard Drinks</td>\n",
       "      <td>113.2834</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>1985</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type3</td>\n",
       "      <td>2303.6680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>FDW12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.035400</td>\n",
       "      <td>Baking Goods</td>\n",
       "      <td>144.5444</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>1985</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type3</td>\n",
       "      <td>4064.0432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>FDC37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.057557</td>\n",
       "      <td>Baking Goods</td>\n",
       "      <td>107.6938</td>\n",
       "      <td>OUT019</td>\n",
       "      <td>1985</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>214.3876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>FDC14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.072222</td>\n",
       "      <td>Canned</td>\n",
       "      <td>43.6454</td>\n",
       "      <td>OUT019</td>\n",
       "      <td>1985</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>125.8362</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "7            FDP10          NaN          Low Fat         0.127470   \n",
       "18           DRI11          NaN          Low Fat         0.034238   \n",
       "21           FDW12          NaN          Regular         0.035400   \n",
       "23           FDC37          NaN          Low Fat         0.057557   \n",
       "29           FDC14          NaN          Regular         0.072222   \n",
       "\n",
       "       Item_Type  Item_MRP Outlet_Identifier  Outlet_Establishment_Year  \\\n",
       "7    Snack Foods  107.7622            OUT027                       1985   \n",
       "18   Hard Drinks  113.2834            OUT027                       1985   \n",
       "21  Baking Goods  144.5444            OUT027                       1985   \n",
       "23  Baking Goods  107.6938            OUT019                       1985   \n",
       "29        Canned   43.6454            OUT019                       1985   \n",
       "\n",
       "   Outlet_Size Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "7       Medium               Tier 3  Supermarket Type3          4022.7636  \n",
       "18      Medium               Tier 3  Supermarket Type3          2303.6680  \n",
       "21      Medium               Tier 3  Supermarket Type3          4064.0432  \n",
       "23       Small               Tier 1      Grocery Store           214.3876  \n",
       "29       Small               Tier 1      Grocery Store           125.8362  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.loc[combined.Item_Weight.isnull(), ].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18        NaN\n",
       "1366      NaN\n",
       "3127     8.26\n",
       "5310     8.26\n",
       "7022     8.26\n",
       "7192     8.26\n",
       "8483     8.26\n",
       "10246    8.26\n",
       "10674    8.26\n",
       "12022    8.26\n",
       "Name: Item_Weight, dtype: float64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.loc[combined.Item_Identifier==\"DRI11\", \"Item_Weight\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dictionary Based Approach\n",
    "dict_wt = np.round(combined.groupby(\"Item_Identifier\")[\"Item_Weight\"].mean(), 2).to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined[\"Item_Weight\"] = combined.Item_Identifier.map(dict_wt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Item Visibility ==00\n",
    "\n",
    "combined[\"Item_Visibility\"] = combined.groupby(\"Item_Identifier\")\n",
    "[\"Item_Visibility\"].apply(lambda x:x.replace(to_replace = 0,value = x.median()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Item_Identifier, Item_Weight, Item_Fat_Content, Item_Visibility, Item_Type, Item_MRP, Outlet_Identifier, Outlet_Establishment_Year, Outlet_Size, Outlet_Location_Type, Outlet_Type, Item_Outlet_Sales]\n",
       "Index: []"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.loc[combined.Item_Visibility==0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.058279823"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replacing Item Visibility 0s with Fruits & Veggies Visibility\n",
    "\n",
    "combined.loc[combined.Item_Type==\"Fruits and Vegetables\", \"Item_Visibility\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined.Item_Visibility.replace(to_replace = 0, value = 0.058279823, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Outlet_Size          4016\n",
       "Item_Outlet_Sales    5681\n",
       "dtype: int64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the Missing Values again...\n",
    "combined.isnull().sum()[combined.isnull().sum()!=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>FDH17</td>\n",
       "      <td>16.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.016687</td>\n",
       "      <td>Frozen Foods</td>\n",
       "      <td>96.9726</td>\n",
       "      <td>OUT045</td>\n",
       "      <td>2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 2</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>1076.5986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>FDU28</td>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.094450</td>\n",
       "      <td>Frozen Foods</td>\n",
       "      <td>187.8214</td>\n",
       "      <td>OUT017</td>\n",
       "      <td>2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 2</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>4710.5350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NCD06</td>\n",
       "      <td>13.00</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.099887</td>\n",
       "      <td>Household</td>\n",
       "      <td>45.9060</td>\n",
       "      <td>OUT017</td>\n",
       "      <td>2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 2</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>838.9080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>FDO23</td>\n",
       "      <td>17.85</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.146427</td>\n",
       "      <td>Breads</td>\n",
       "      <td>93.1436</td>\n",
       "      <td>OUT045</td>\n",
       "      <td>2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 2</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2174.5028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>NCP05</td>\n",
       "      <td>19.60</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.025282</td>\n",
       "      <td>Health and Hygiene</td>\n",
       "      <td>153.3024</td>\n",
       "      <td>OUT045</td>\n",
       "      <td>2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 2</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2428.8384</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "8            FDH17        16.20          Regular         0.016687   \n",
       "9            FDU28        19.20          Regular         0.094450   \n",
       "25           NCD06        13.00          Low Fat         0.099887   \n",
       "33           FDO23        17.85          Low Fat         0.146427   \n",
       "46           NCP05        19.60          Low Fat         0.025282   \n",
       "\n",
       "             Item_Type  Item_MRP Outlet_Identifier  Outlet_Establishment_Year  \\\n",
       "8         Frozen Foods   96.9726            OUT045                       2002   \n",
       "9         Frozen Foods  187.8214            OUT017                       2007   \n",
       "25           Household   45.9060            OUT017                       2007   \n",
       "33              Breads   93.1436            OUT045                       2002   \n",
       "46  Health and Hygiene  153.3024            OUT045                       2002   \n",
       "\n",
       "   Outlet_Size Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "8          NaN               Tier 2  Supermarket Type1          1076.5986  \n",
       "9          NaN               Tier 2  Supermarket Type1          4710.5350  \n",
       "25         NaN               Tier 2  Supermarket Type1           838.9080  \n",
       "33         NaN               Tier 2  Supermarket Type1          2174.5028  \n",
       "46         NaN               Tier 2  Supermarket Type1          2428.8384  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.loc[combined.Outlet_Size.isnull(), ].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220ff078370>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the Volin Plot of Outlet ID and Sales\n",
    "\n",
    "sns.violinplot(x = \"Outlet_Identifier\", y = \"Item_Outlet_Sales\", data = combined)\n",
    "\n",
    "# Check the Violinplot of Outlet Size and Sales\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220fef721f0>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the Violinplot of Outlet Size and Sales\n",
    "\n",
    "sns.violinplot(x = \"Outlet_Size\", y = \"Item_Outlet_Sales\", data = combined)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['OUT010', 'OUT045', 'OUT017'], dtype=object)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filling Small where the Outlet 10 and Outlet 19 appear to have same data distribution...\n",
    "combined.loc[combined.Outlet_Size.isnull(), \"Outlet_Identifier\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Small in Out010\n",
    "combined.loc[combined.Outlet_Identifier==\"OUT010\", \"Outlet_Size\"]=\"Small\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>OUT010</th>\n",
       "      <td>555.0</td>\n",
       "      <td>339.351662</td>\n",
       "      <td>271.014855</td>\n",
       "      <td>33.2900</td>\n",
       "      <td>154.13270</td>\n",
       "      <td>250.3408</td>\n",
       "      <td>455.40720</td>\n",
       "      <td>1775.6886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT013</th>\n",
       "      <td>932.0</td>\n",
       "      <td>2298.995256</td>\n",
       "      <td>1533.531664</td>\n",
       "      <td>73.2380</td>\n",
       "      <td>1072.60380</td>\n",
       "      <td>2050.6640</td>\n",
       "      <td>3166.37835</td>\n",
       "      <td>10256.6490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT017</th>\n",
       "      <td>926.0</td>\n",
       "      <td>2340.675263</td>\n",
       "      <td>1550.778025</td>\n",
       "      <td>143.8128</td>\n",
       "      <td>1195.94325</td>\n",
       "      <td>2005.0567</td>\n",
       "      <td>3096.46935</td>\n",
       "      <td>9664.7528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT018</th>\n",
       "      <td>928.0</td>\n",
       "      <td>1995.498739</td>\n",
       "      <td>1375.932889</td>\n",
       "      <td>69.2432</td>\n",
       "      <td>981.55565</td>\n",
       "      <td>1655.1788</td>\n",
       "      <td>2702.64865</td>\n",
       "      <td>6768.5228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT019</th>\n",
       "      <td>528.0</td>\n",
       "      <td>340.329723</td>\n",
       "      <td>249.979449</td>\n",
       "      <td>33.9558</td>\n",
       "      <td>153.63335</td>\n",
       "      <td>265.3213</td>\n",
       "      <td>460.73360</td>\n",
       "      <td>1482.0708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT027</th>\n",
       "      <td>935.0</td>\n",
       "      <td>3694.038558</td>\n",
       "      <td>2127.760054</td>\n",
       "      <td>241.6854</td>\n",
       "      <td>2044.33890</td>\n",
       "      <td>3364.9532</td>\n",
       "      <td>4975.52340</td>\n",
       "      <td>13086.9648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT035</th>\n",
       "      <td>930.0</td>\n",
       "      <td>2438.841866</td>\n",
       "      <td>1538.512533</td>\n",
       "      <td>113.8518</td>\n",
       "      <td>1238.88735</td>\n",
       "      <td>2109.2544</td>\n",
       "      <td>3310.35760</td>\n",
       "      <td>8479.6288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT045</th>\n",
       "      <td>929.0</td>\n",
       "      <td>2192.384798</td>\n",
       "      <td>1462.399658</td>\n",
       "      <td>99.8700</td>\n",
       "      <td>1068.60900</td>\n",
       "      <td>1834.9448</td>\n",
       "      <td>2929.52000</td>\n",
       "      <td>8994.9580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT046</th>\n",
       "      <td>930.0</td>\n",
       "      <td>2277.844267</td>\n",
       "      <td>1488.405631</td>\n",
       "      <td>101.8674</td>\n",
       "      <td>1137.18640</td>\n",
       "      <td>1945.8005</td>\n",
       "      <td>3095.63710</td>\n",
       "      <td>9779.9362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OUT049</th>\n",
       "      <td>930.0</td>\n",
       "      <td>2348.354635</td>\n",
       "      <td>1513.289464</td>\n",
       "      <td>111.8544</td>\n",
       "      <td>1182.79370</td>\n",
       "      <td>1966.1074</td>\n",
       "      <td>3281.72820</td>\n",
       "      <td>7646.0472</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   count         mean          std       min         25%  \\\n",
       "Outlet_Identifier                                                          \n",
       "OUT010             555.0   339.351662   271.014855   33.2900   154.13270   \n",
       "OUT013             932.0  2298.995256  1533.531664   73.2380  1072.60380   \n",
       "OUT017             926.0  2340.675263  1550.778025  143.8128  1195.94325   \n",
       "OUT018             928.0  1995.498739  1375.932889   69.2432   981.55565   \n",
       "OUT019             528.0   340.329723   249.979449   33.9558   153.63335   \n",
       "OUT027             935.0  3694.038558  2127.760054  241.6854  2044.33890   \n",
       "OUT035             930.0  2438.841866  1538.512533  113.8518  1238.88735   \n",
       "OUT045             929.0  2192.384798  1462.399658   99.8700  1068.60900   \n",
       "OUT046             930.0  2277.844267  1488.405631  101.8674  1137.18640   \n",
       "OUT049             930.0  2348.354635  1513.289464  111.8544  1182.79370   \n",
       "\n",
       "                         50%         75%         max  \n",
       "Outlet_Identifier                                     \n",
       "OUT010              250.3408   455.40720   1775.6886  \n",
       "OUT013             2050.6640  3166.37835  10256.6490  \n",
       "OUT017             2005.0567  3096.46935   9664.7528  \n",
       "OUT018             1655.1788  2702.64865   6768.5228  \n",
       "OUT019              265.3213   460.73360   1482.0708  \n",
       "OUT027             3364.9532  4975.52340  13086.9648  \n",
       "OUT035             2109.2544  3310.35760   8479.6288  \n",
       "OUT045             1834.9448  2929.52000   8994.9580  \n",
       "OUT046             1945.8005  3095.63710   9779.9362  \n",
       "OUT049             1966.1074  3281.72820   7646.0472  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the Numerical Analysis...\n",
    "combined.groupby(\"Outlet_Identifier\")[\"Item_Outlet_Sales\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>High</th>\n",
       "      <td>932.0</td>\n",
       "      <td>2298.995256</td>\n",
       "      <td>1533.531664</td>\n",
       "      <td>73.2380</td>\n",
       "      <td>1072.6038</td>\n",
       "      <td>2050.6640</td>\n",
       "      <td>3166.37835</td>\n",
       "      <td>10256.6490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Medium</th>\n",
       "      <td>2793.0</td>\n",
       "      <td>2681.603542</td>\n",
       "      <td>1855.210528</td>\n",
       "      <td>69.2432</td>\n",
       "      <td>1270.3464</td>\n",
       "      <td>2251.0698</td>\n",
       "      <td>3691.19520</td>\n",
       "      <td>13086.9648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Small</th>\n",
       "      <td>2943.0</td>\n",
       "      <td>1615.546167</td>\n",
       "      <td>1556.928329</td>\n",
       "      <td>33.2900</td>\n",
       "      <td>362.5281</td>\n",
       "      <td>1090.5804</td>\n",
       "      <td>2463.46000</td>\n",
       "      <td>9779.9362</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              count         mean          std      min        25%        50%  \\\n",
       "Outlet_Size                                                                    \n",
       "High          932.0  2298.995256  1533.531664  73.2380  1072.6038  2050.6640   \n",
       "Medium       2793.0  2681.603542  1855.210528  69.2432  1270.3464  2251.0698   \n",
       "Small        2943.0  1615.546167  1556.928329  33.2900   362.5281  1090.5804   \n",
       "\n",
       "                    75%         max  \n",
       "Outlet_Size                          \n",
       "High         3166.37835  10256.6490  \n",
       "Medium       3691.19520  13086.9648  \n",
       "Small        2463.46000   9779.9362  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Desc Stats of Sales basis outlet type\n",
    "combined.groupby(\"Outlet_Size\")[\"Item_Outlet_Sales\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Outlet_Type        Outlet_Location_Type\n",
       "Supermarket Type1  Tier 2                  3091\n",
       "dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Outlet Location Type & Outlet Type ~Outlet Size\n",
    "\n",
    "\n",
    "combined.loc[combined.Outlet_Size.isnull(), [\"Outlet_Type\", \"Outlet_Location_Type\"]].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'Small'], dtype=object)"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# S1 and Tier2\n",
    "\n",
    "combined.loc[(combined.Outlet_Type==\"Supermarket Type1\") & \n",
    "             (combined.Outlet_Location_Type==\"Tier 2\"), \"Outlet_Size\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Supermarket Type1    1543\n",
       "Name: Outlet_Type, dtype: int64"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Outlet ID ~Grocery or something else...\n",
    "combined.loc[combined.Outlet_Identifier==\"OUT017\", \"Outlet_Type\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Small     3100\n",
       "High      1553\n",
       "Medium    1550\n",
       "Name: Outlet_Size, dtype: int64"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.loc[combined.Outlet_Type==\"Supermarket Type1\", \"Outlet_Size\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Outlet_Location_Type  Outlet_Type        Outlet_Size\n",
       "Tier 1                Grocery Store      Small           880\n",
       "                      Supermarket Type1  Medium         1550\n",
       "                                         Small          1550\n",
       "Tier 2                Supermarket Type1  Small          1550\n",
       "Tier 3                Grocery Store      Small           925\n",
       "                      Supermarket Type1  High           1553\n",
       "                      Supermarket Type2  Medium         1546\n",
       "                      Supermarket Type3  Medium         1559\n",
       "Name: Outlet_Size, dtype: int64"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.groupby([\"Outlet_Location_Type\", \"Outlet_Type\"])[\"Outlet_Size\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Outlet 45 ~ High\n",
    "\n",
    "combined.loc[combined.Outlet_Identifier==\"OUT045\", \"Outlet_Size\"] = \"High\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imputting Small in Outlet 17\n",
    "\n",
    "combined.loc[combined.Outlet_Identifier==\"OUT017\", \"Outlet_Size\"] = \"Small\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Item_Identifier                 0\n",
       "Item_Weight                     0\n",
       "Item_Fat_Content                0\n",
       "Item_Visibility                 0\n",
       "Item_Type                       0\n",
       "Item_MRP                        0\n",
       "Outlet_Identifier               0\n",
       "Outlet_Establishment_Year       0\n",
       "Outlet_Size                     0\n",
       "Outlet_Location_Type            0\n",
       "Outlet_Type                     0\n",
       "Item_Outlet_Sales            5681\n",
       "dtype: int64"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "      <th>Item_Ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "      <td>FD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "      <td>DR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FDN15</td>\n",
       "      <td>17.50</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>Meat</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "      <td>FD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FDX07</td>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.022914</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>OUT010</td>\n",
       "      <td>1998</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "      <td>FD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NCD19</td>\n",
       "      <td>8.93</td>\n",
       "      <td>Non Edible</td>\n",
       "      <td>0.013177</td>\n",
       "      <td>Household</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>OUT013</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "      <td>NC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047   \n",
       "1           DRC01         5.92          Regular         0.019278   \n",
       "2           FDN15        17.50          Low Fat         0.016760   \n",
       "3           FDX07        19.20          Regular         0.022914   \n",
       "4           NCD19         8.93       Non Edible         0.013177   \n",
       "\n",
       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
       "0                  Dairy  249.8092            OUT049   \n",
       "1            Soft Drinks   48.2692            OUT018   \n",
       "2                   Meat  141.6180            OUT049   \n",
       "3  Fruits and Vegetables  182.0950            OUT010   \n",
       "4              Household   53.8614            OUT013   \n",
       "\n",
       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
       "0                       1999      Medium               Tier 1   \n",
       "1                       2009      Medium               Tier 3   \n",
       "2                       1999      Medium               Tier 1   \n",
       "3                       1998       Small               Tier 3   \n",
       "4                       1987        High               Tier 3   \n",
       "\n",
       "         Outlet_Type  Item_Outlet_Sales Item_Ids  \n",
       "0  Supermarket Type1          3735.1380       FD  \n",
       "1  Supermarket Type2           443.4228       DR  \n",
       "2  Supermarket Type1          2097.2700       FD  \n",
       "3      Grocery Store           732.3800       FD  \n",
       "4  Supermarket Type1           994.7052       NC  "
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "ids = []\n",
    "\n",
    "for i in combined.Item_Identifier:\n",
    "    ids.append(i[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined[\"Item_Ids\"] = pd.Series(ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Non Edible\n",
    "combined.loc[combined.Item_Ids==\"NC\", \"Item_Fat_Content\"]=\"Non Edible\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Dairy', 'Soft Drinks', 'Meat', 'Fruits and Vegetables',\n",
       "       'Household', 'Baking Goods', 'Snack Foods', 'Frozen Foods',\n",
       "       'Breakfast', 'Health and Hygiene', 'Hard Drinks', 'Canned',\n",
       "       'Breads', 'Starchy Foods', 'Others', 'Seafood'], dtype=object)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Item Type\n",
    "combined.Item_Type.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bin this Data....Perishable and Non Perishable...\n",
    "\n",
    "perishables = ['Dairy', 'Meat', 'Fruits and Vegetables',\n",
    "       'Breakfast', 'Breads', 'Seafood']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "def perish(x):\n",
    "    if x in perishables:\n",
    "        return(\"Perishable\")\n",
    "    else:\n",
    "        return(\"Non_Perishable\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined[\"ItemType_Cat\"]= combined.Item_Type.apply(perish)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "      <th>Item_Ids</th>\n",
       "      <th>ItemType_Cat</th>\n",
       "      <th>Outlet_Freq</th>\n",
       "      <th>Outlet_Vintage</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "      <td>FD</td>\n",
       "      <td>Perishable</td>\n",
       "      <td>0.109124</td>\n",
       "      <td>14</td>\n",
       "      <td>2323.225560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "      <td>DR</td>\n",
       "      <td>Non_Perishable</td>\n",
       "      <td>0.108843</td>\n",
       "      <td>4</td>\n",
       "      <td>285.753664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FDN15</td>\n",
       "      <td>17.50</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>Meat</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "      <td>FD</td>\n",
       "      <td>Perishable</td>\n",
       "      <td>0.109124</td>\n",
       "      <td>14</td>\n",
       "      <td>2478.315000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FDX07</td>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.022914</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>OUT010</td>\n",
       "      <td>1998</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "      <td>FD</td>\n",
       "      <td>Perishable</td>\n",
       "      <td>0.065123</td>\n",
       "      <td>15</td>\n",
       "      <td>3496.224000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NCD19</td>\n",
       "      <td>8.93</td>\n",
       "      <td>Non Edible</td>\n",
       "      <td>0.013177</td>\n",
       "      <td>Household</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>OUT013</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "      <td>NC</td>\n",
       "      <td>Non_Perishable</td>\n",
       "      <td>0.109335</td>\n",
       "      <td>26</td>\n",
       "      <td>480.982302</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047   \n",
       "1           DRC01         5.92          Regular         0.019278   \n",
       "2           FDN15        17.50          Low Fat         0.016760   \n",
       "3           FDX07        19.20          Regular         0.022914   \n",
       "4           NCD19         8.93       Non Edible         0.013177   \n",
       "\n",
       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
       "0                  Dairy  249.8092            OUT049   \n",
       "1            Soft Drinks   48.2692            OUT018   \n",
       "2                   Meat  141.6180            OUT049   \n",
       "3  Fruits and Vegetables  182.0950            OUT010   \n",
       "4              Household   53.8614            OUT013   \n",
       "\n",
       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
       "0                       1999      Medium               Tier 1   \n",
       "1                       2009      Medium               Tier 3   \n",
       "2                       1999      Medium               Tier 1   \n",
       "3                       1998       Small               Tier 3   \n",
       "4                       1987        High               Tier 3   \n",
       "\n",
       "         Outlet_Type  Item_Outlet_Sales Item_Ids    ItemType_Cat  Outlet_Freq  \\\n",
       "0  Supermarket Type1          3735.1380       FD      Perishable     0.109124   \n",
       "1  Supermarket Type2           443.4228       DR  Non_Perishable     0.108843   \n",
       "2  Supermarket Type1          2097.2700       FD      Perishable     0.109124   \n",
       "3      Grocery Store           732.3800       FD      Perishable     0.065123   \n",
       "4  Supermarket Type1           994.7052       NC  Non_Perishable     0.109335   \n",
       "\n",
       "   Outlet_Vintage        Sales  \n",
       "0              14  2323.225560  \n",
       "1               4   285.753664  \n",
       "2              14  2478.315000  \n",
       "3              15  3496.224000  \n",
       "4              26   480.982302  "
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Outlet ID - Frequency Encoding\n",
    "freq = combined.Outlet_Identifier.value_counts()/14204\n",
    "\n",
    "combined[\"Outlet_Freq\"] = combined.Outlet_Identifier.map(freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vintage\n",
    "combined[\"Outlet_Vintage\"] = 2013 - combined.Outlet_Establishment_Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating the Sales Columns...weight*mrp\n",
    "\n",
    "combined[\"Sales\"]= combined.Item_Weight*combined.Item_MRP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "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>Sales</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sales</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.428967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "      <td>0.428967</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Sales  Item_Outlet_Sales\n",
       "Sales              1.000000           0.428967\n",
       "Item_Outlet_Sales  0.428967           1.000000"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.loc[:, [\"Sales\", \"Item_Outlet_Sales\"]].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        if (window._pyforest_update_imports_cell) { window._pyforest_update_imports_cell('import seaborn as sns\\nimport matplotlib.pyplot as plt'); }\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x220fef9b400>"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x = \"Sales\", y = \"Item_Outlet_Sales\", data = combined)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "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>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "      <th>Item_Ids</th>\n",
       "      <th>ItemType_Cat</th>\n",
       "      <th>Outlet_Freq</th>\n",
       "      <th>Outlet_Vintage</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "      <td>FD</td>\n",
       "      <td>Perishable</td>\n",
       "      <td>0.109124</td>\n",
       "      <td>14</td>\n",
       "      <td>2323.225560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "      <td>DR</td>\n",
       "      <td>Non_Perishable</td>\n",
       "      <td>0.108843</td>\n",
       "      <td>4</td>\n",
       "      <td>285.753664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17.50</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "      <td>FD</td>\n",
       "      <td>Perishable</td>\n",
       "      <td>0.109124</td>\n",
       "      <td>14</td>\n",
       "      <td>2478.315000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.022914</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "      <td>FD</td>\n",
       "      <td>Perishable</td>\n",
       "      <td>0.065123</td>\n",
       "      <td>15</td>\n",
       "      <td>3496.224000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.93</td>\n",
       "      <td>Non Edible</td>\n",
       "      <td>0.013177</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "      <td>NC</td>\n",
       "      <td>Non_Perishable</td>\n",
       "      <td>0.109335</td>\n",
       "      <td>26</td>\n",
       "      <td>480.982302</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Weight Item_Fat_Content  Item_Visibility  Item_MRP Outlet_Size  \\\n",
       "0         9.30          Low Fat         0.016047  249.8092      Medium   \n",
       "1         5.92          Regular         0.019278   48.2692      Medium   \n",
       "2        17.50          Low Fat         0.016760  141.6180      Medium   \n",
       "3        19.20          Regular         0.022914  182.0950       Small   \n",
       "4         8.93       Non Edible         0.013177   53.8614        High   \n",
       "\n",
       "  Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales Item_Ids  \\\n",
       "0               Tier 1  Supermarket Type1          3735.1380       FD   \n",
       "1               Tier 3  Supermarket Type2           443.4228       DR   \n",
       "2               Tier 1  Supermarket Type1          2097.2700       FD   \n",
       "3               Tier 3      Grocery Store           732.3800       FD   \n",
       "4               Tier 3  Supermarket Type1           994.7052       NC   \n",
       "\n",
       "     ItemType_Cat  Outlet_Freq  Outlet_Vintage        Sales  \n",
       "0      Perishable     0.109124              14  2323.225560  \n",
       "1  Non_Perishable     0.108843               4   285.753664  \n",
       "2      Perishable     0.109124              14  2478.315000  \n",
       "3      Perishable     0.065123              15  3496.224000  \n",
       "4  Non_Perishable     0.109335              26   480.982302  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop the Variables\n",
    "\n",
    "final = combined.drop([\"Item_Identifier\",\n",
    "                       \"Item_Type\", \"Outlet_Identifier\", \n",
    "                       \"Outlet_Establishment_Year\"], axis = 1)\n",
    "\n",
    "final.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Statistical Tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-19.797586688402117, pvalue=1.674578064515016e-86)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# New Sales created has some impact on TGT\n",
    "#H0: That the new sales column created has not effect on Target\n",
    "#Ha: that it has effect on TGT\n",
    "\n",
    "stats.ttest_ind(final.Sales.dropna(), final.Item_Outlet_Sales.dropna())\n",
    "\n",
    "# new sales column created is significant..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-151.27920299384095, pvalue=0.0)"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# If Vintage is Significant\n",
    "stats.ttest_ind(final.Outlet_Vintage.dropna(), final.Item_Outlet_Sales.dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-152.33444860527277, pvalue=0.0)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# If Outlet_Freq is Significant\n",
    "stats.ttest_ind(final.Outlet_Freq.dropna(), final.Item_Outlet_Sales.dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Encoding the Data in Dummies...\n",
    "\n",
    "final[\"Outlet_Size\"] = final.Outlet_Size.map({\"Small\":1, \"Medium\":2, \"High\":3})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "dummydata = pd.get_dummies(final, drop_first = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split the Data in Train and Test\n",
    "\n",
    "newtrain = dummydata.loc[0:train.shape[0]-1, ]\n",
    "newtest = dummydata.loc[train.shape[0]:, ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((8523, 18), (5681, 17))"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newtrain.shape, newtest.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop the Tgt from Sales\n",
    "newtest = newtest.drop(\"Item_Outlet_Sales\", axis = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Building\n",
    "\n",
    "* Linear Regression\n",
    "* Decision Tree\n",
    "* Random Forest\n",
    "* Adaboost\n",
    "* Gradient Boosting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "      <th>Outlet_Freq</th>\n",
       "      <th>Outlet_Vintage</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Item_Fat_Content_Non Edible</th>\n",
       "      <th>Item_Fat_Content_Regular</th>\n",
       "      <th>Outlet_Location_Type_Tier 2</th>\n",
       "      <th>Outlet_Location_Type_Tier 3</th>\n",
       "      <th>Outlet_Type_Supermarket Type1</th>\n",
       "      <th>Outlet_Type_Supermarket Type2</th>\n",
       "      <th>Outlet_Type_Supermarket Type3</th>\n",
       "      <th>Item_Ids_FD</th>\n",
       "      <th>Item_Ids_NC</th>\n",
       "      <th>ItemType_Cat_Perishable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.30</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>2</td>\n",
       "      <td>3735.1380</td>\n",
       "      <td>0.109124</td>\n",
       "      <td>14</td>\n",
       "      <td>2323.225560</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.92</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>2</td>\n",
       "      <td>443.4228</td>\n",
       "      <td>0.108843</td>\n",
       "      <td>4</td>\n",
       "      <td>285.753664</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17.50</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>2</td>\n",
       "      <td>2097.2700</td>\n",
       "      <td>0.109124</td>\n",
       "      <td>14</td>\n",
       "      <td>2478.315000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19.20</td>\n",
       "      <td>0.022914</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>1</td>\n",
       "      <td>732.3800</td>\n",
       "      <td>0.065123</td>\n",
       "      <td>15</td>\n",
       "      <td>3496.224000</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.93</td>\n",
       "      <td>0.013177</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>3</td>\n",
       "      <td>994.7052</td>\n",
       "      <td>0.109335</td>\n",
       "      <td>26</td>\n",
       "      <td>480.982302</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Weight  Item_Visibility  Item_MRP  Outlet_Size  Item_Outlet_Sales  \\\n",
       "0         9.30         0.016047  249.8092            2          3735.1380   \n",
       "1         5.92         0.019278   48.2692            2           443.4228   \n",
       "2        17.50         0.016760  141.6180            2          2097.2700   \n",
       "3        19.20         0.022914  182.0950            1           732.3800   \n",
       "4         8.93         0.013177   53.8614            3           994.7052   \n",
       "\n",
       "   Outlet_Freq  Outlet_Vintage        Sales  Item_Fat_Content_Non Edible  \\\n",
       "0     0.109124              14  2323.225560                            0   \n",
       "1     0.108843               4   285.753664                            0   \n",
       "2     0.109124              14  2478.315000                            0   \n",
       "3     0.065123              15  3496.224000                            0   \n",
       "4     0.109335              26   480.982302                            1   \n",
       "\n",
       "   Item_Fat_Content_Regular  Outlet_Location_Type_Tier 2  \\\n",
       "0                         0                            0   \n",
       "1                         1                            0   \n",
       "2                         0                            0   \n",
       "3                         1                            0   \n",
       "4                         0                            0   \n",
       "\n",
       "   Outlet_Location_Type_Tier 3  Outlet_Type_Supermarket Type1  \\\n",
       "0                            0                              1   \n",
       "1                            1                              0   \n",
       "2                            0                              1   \n",
       "3                            1                              0   \n",
       "4                            1                              1   \n",
       "\n",
       "   Outlet_Type_Supermarket Type2  Outlet_Type_Supermarket Type3  Item_Ids_FD  \\\n",
       "0                              0                              0            1   \n",
       "1                              1                              0            0   \n",
       "2                              0                              0            1   \n",
       "3                              0                              0            1   \n",
       "4                              0                              0            0   \n",
       "\n",
       "   Item_Ids_NC  ItemType_Cat_Perishable  \n",
       "0            0                        1  \n",
       "1            0                        0  \n",
       "2            0                        1  \n",
       "3            0                        1  \n",
       "4            1                        0  "
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newtrain.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Freq</th>\n",
       "      <th>Outlet_Vintage</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Item_Fat_Content_Non Edible</th>\n",
       "      <th>Item_Fat_Content_Regular</th>\n",
       "      <th>Outlet_Location_Type_Tier 2</th>\n",
       "      <th>Outlet_Location_Type_Tier 3</th>\n",
       "      <th>Outlet_Type_Supermarket Type1</th>\n",
       "      <th>Outlet_Type_Supermarket Type2</th>\n",
       "      <th>Outlet_Type_Supermarket Type3</th>\n",
       "      <th>Item_Ids_FD</th>\n",
       "      <th>Item_Ids_NC</th>\n",
       "      <th>ItemType_Cat_Perishable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8523</th>\n",
       "      <td>20.75</td>\n",
       "      <td>0.007565</td>\n",
       "      <td>107.8622</td>\n",
       "      <td>2</td>\n",
       "      <td>0.109124</td>\n",
       "      <td>14</td>\n",
       "      <td>2238.14065</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8524</th>\n",
       "      <td>8.30</td>\n",
       "      <td>0.038428</td>\n",
       "      <td>87.3198</td>\n",
       "      <td>1</td>\n",
       "      <td>0.108631</td>\n",
       "      <td>6</td>\n",
       "      <td>724.75434</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8525</th>\n",
       "      <td>14.60</td>\n",
       "      <td>0.099575</td>\n",
       "      <td>241.7538</td>\n",
       "      <td>1</td>\n",
       "      <td>0.065123</td>\n",
       "      <td>15</td>\n",
       "      <td>3529.60548</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8526</th>\n",
       "      <td>7.32</td>\n",
       "      <td>0.015388</td>\n",
       "      <td>155.0340</td>\n",
       "      <td>1</td>\n",
       "      <td>0.108631</td>\n",
       "      <td>6</td>\n",
       "      <td>1134.84888</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8527</th>\n",
       "      <td>13.60</td>\n",
       "      <td>0.118599</td>\n",
       "      <td>234.2300</td>\n",
       "      <td>2</td>\n",
       "      <td>0.109758</td>\n",
       "      <td>28</td>\n",
       "      <td>3185.52800</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Item_Weight  Item_Visibility  Item_MRP  Outlet_Size  Outlet_Freq  \\\n",
       "8523        20.75         0.007565  107.8622            2     0.109124   \n",
       "8524         8.30         0.038428   87.3198            1     0.108631   \n",
       "8525        14.60         0.099575  241.7538            1     0.065123   \n",
       "8526         7.32         0.015388  155.0340            1     0.108631   \n",
       "8527        13.60         0.118599  234.2300            2     0.109758   \n",
       "\n",
       "      Outlet_Vintage       Sales  Item_Fat_Content_Non Edible  \\\n",
       "8523              14  2238.14065                            0   \n",
       "8524               6   724.75434                            0   \n",
       "8525              15  3529.60548                            1   \n",
       "8526               6  1134.84888                            0   \n",
       "8527              28  3185.52800                            0   \n",
       "\n",
       "      Item_Fat_Content_Regular  Outlet_Location_Type_Tier 2  \\\n",
       "8523                         0                            0   \n",
       "8524                         1                            1   \n",
       "8525                         0                            0   \n",
       "8526                         0                            1   \n",
       "8527                         1                            0   \n",
       "\n",
       "      Outlet_Location_Type_Tier 3  Outlet_Type_Supermarket Type1  \\\n",
       "8523                            0                              1   \n",
       "8524                            0                              1   \n",
       "8525                            1                              0   \n",
       "8526                            0                              1   \n",
       "8527                            1                              0   \n",
       "\n",
       "      Outlet_Type_Supermarket Type2  Outlet_Type_Supermarket Type3  \\\n",
       "8523                              0                              0   \n",
       "8524                              0                              0   \n",
       "8525                              0                              0   \n",
       "8526                              0                              0   \n",
       "8527                              0                              1   \n",
       "\n",
       "      Item_Ids_FD  Item_Ids_NC  ItemType_Cat_Perishable  \n",
       "8523            1            0                        0  \n",
       "8524            1            0                        1  \n",
       "8525            0            1                        0  \n",
       "8526            1            0                        0  \n",
       "8527            1            0                        1  "
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newtest.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = newtrain.drop(\"Item_Outlet_Sales\", axis = 1)\n",
    "y = newtrain.Item_Outlet_Sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "lr = LinearRegression()\n",
    "\n",
    "pred_lr = lr.fit(X, y).predict(newtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_lr)})\n",
    "\n",
    "solution.to_csv(\"LRMODEL.csv\", index = False) # 1170"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Decision Tree\n",
    "\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "dtree = DecisionTreeRegressor()\n",
    "\n",
    "pred_dtree = dtree.fit(X, y).predict(newtest)\n",
    "\n",
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_dtree)})\n",
    "\n",
    "solution.to_csv(\"Tree_model.csv\", index = False) # 1564"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Random Forest Model\n",
    "\n",
    "from sklearn.ensemble import RandomForestRegressor, AdaBoostRegressor, GradientBoostingRegressor\n",
    "rf = RandomForestRegressor()\n",
    "ada = AdaBoostRegressor()\n",
    "gbm = GradientBoostingRegressor()\n",
    "\n",
    "pred_rf = rf.fit(X, y).predict(newtest)\n",
    "pred_ada = ada.fit(X, y).predict(newtest)\n",
    "pred_gbm = gbm.fit(X, y).predict(newtest)\n",
    "\n",
    "\n",
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_rf)})\n",
    "\n",
    "solution.to_csv(\"RFModel.csv\", index = False) # 1208.2005261791987."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_ada)})\n",
    "\n",
    "solution.to_csv(\"ADABOOST.csv\", index = False) # 1336.5848225560062."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_gbm)})\n",
    "\n",
    "solution.to_csv(\"GBM.csv\", index = False) # 1153.9670730231126."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "#XGBOOST MODEL\n",
    "\n",
    "from xgboost import XGBRegressor\n",
    "xgb = XGBRegressor()\n",
    "\n",
    "pred_XGB = xgb.fit(X, y).predict(newtest)\n",
    "\n",
    "\n",
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_XGB)})\n",
    "\n",
    "solution.to_csv(\"XGB.csv\", index = False) # 1222"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Light GBM\n",
    "from lightgbm import LGBMRegressor\n",
    "\n",
    "lgbm = LGBMRegressor()\n",
    "\n",
    "pred_lgbm = lgbm.fit(X, y).predict(newtest)\n",
    "\n",
    "\n",
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_lgbm)})\n",
    "\n",
    "solution.to_csv(\"LGBM.csv\", index = False) # 1175"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final Model on GBM\n",
    "\n",
    "1. Cross Validated Model\n",
    "2. Hyper Parameter Tuned Model..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import KFold\n",
    "\n",
    "kfold = KFold(n_splits=10, shuffle = True)\n",
    "\n",
    "lgbm = LGBMRegressor()\n",
    "pred_gbm = pd.DataFrame()\n",
    "\n",
    "n = 50\n",
    "for i in range(n):\n",
    "    folds = next(kfold.split(X)) # Split the Data in even groups\n",
    "    xtrain = X.iloc[folds[0]]\n",
    "    ytrain = y.iloc[folds[0]]\n",
    "    #print(xtrain.shape, ytrain.shape)\n",
    "    pred_gbm[i] = lgbm.fit(xtrain, ytrain).predict(newtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "gbm_cv = pred_gbm.mean(axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(gbm_cv)})\n",
    "\n",
    "solution.to_csv(\"LGBM_50CV.csv\", index = False) # 1151.6903318139748 | LGBM 1163."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tune the Parameters of the GBM\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "gbm = GradientBoostingRegressor()\n",
    "\n",
    "params = [{\"loss\":['squared_error', 'absolute_error', 'huber', 'quantile'],\n",
    "         \"learning_rate\":[0.1, 0.2, 0.01, 0.25, 0.3, 0.5],\n",
    "          \"criterion\":['friedman_mse', 'squared_error', 'mse'],\n",
    "          'max_depth':[4, 5,6,7,8]}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'max_depth': 4}\n"
     ]
    }
   ],
   "source": [
    "params = [{#\"loss\":['squared_error', 'absolute_error', 'huber', 'quantile']\n",
    "         #\"learning_rate\":[0.1, 0.2, 0.01, 0.25, 0.3, 0.5]}]\n",
    "          #\"criterion\":['friedman_mse', 'squared_error', 'mse']\n",
    "          'max_depth':[4, 5,6,7,8]}]\n",
    "search = GridSearchCV(estimator=gbm, param_grid=params, cv = 10)\n",
    "\n",
    "search.fit(X, y)\n",
    "\n",
    "print(search.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tuned Model\n",
    "\n",
    "kfold = KFold(n_splits=10, shuffle = True)\n",
    "\n",
    "tunedgbm = GradientBoostingRegressor(loss = 'huber', learning_rate =0.1 , \n",
    "                                     criterion = \"mse\", max_depth = 4)\n",
    "\n",
    "#lgbm = LGBMRegressor()\n",
    "pred_gbm = pd.DataFrame()\n",
    "\n",
    "n = 25\n",
    "for i in range(n):\n",
    "    folds = next(kfold.split(X)) # Split the Data in even groups\n",
    "    xtrain = X.iloc[folds[0]]\n",
    "    ytrain = y.iloc[folds[0]]\n",
    "    #print(xtrain.shape, ytrain.shape)\n",
    "    pred_gbm[i] = tunedgbm.fit(xtrain, ytrain).predict(newtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "gbm_cv = pred_gbm.mean(axis = 1)\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(gbm_cv)})\n",
    "\n",
    "solution.to_csv(\"TunedGBMModel.csv\", index = False) # 1158.3901242489567."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [],
   "source": [
    "tunedgbm = GradientBoostingRegressor(loss = 'huber', learning_rate =0.1 , \n",
    "                                     criterion = \"mse\", max_depth = 4)\n",
    "\n",
    "pred_tuned = tunedgbm.fit(X, y).predict(newtest)\n",
    "\n",
    "\n",
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_tuned)})\n",
    "\n",
    "solution.to_csv(\"Tuned.csv\", index = False) # 1161"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Learning rate set to 0.057154\n",
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     ]
    }
   ],
   "source": [
    "# Catboost\n",
    "from catboost import CatBoostRegressor\n",
    "cbr =CatBoostRegressor()\n",
    "\n",
    "pred_cbr = cbr.fit(X, y).predict(newtest)\n",
    "\n",
    "\n",
    "# Regression Problem - Average and Classification - 0\n",
    "\n",
    "solution = pd.DataFrame({\"Item_Identifier\": test.Item_Identifier, \n",
    "                        \"Outlet_Identifier\": test.Outlet_Identifier,\n",
    "                        \"Item_Outlet_Sales\": np.abs(pred_cbr)})\n",
    "\n",
    "solution.to_csv(\"CBR.csv\", index = False) # 1175"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary of Model\n",
    "\n",
    "**GBM with KFold CV appears to be the Best Model giving 1151 RMSE.**"
   ]
  }
 ],
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