{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "abf13044",
   "metadata": {},
   "source": [
    "# Housing Data Analysis\n",
    "\n",
    "## Student Information\n",
    "- **Name     :** Mohammad Wajeeh Bader\n",
    "- **ID       :** 251000462\n",
    "- **Program  :** Master's in Artificial Intelligence\n",
    "- **Course   :** Practical_Machine_Learning_and_Data_Exploration_First Trimester 2025\n",
    "- **Dr   :** Hager Saleh\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec825b57",
   "metadata": {},
   "source": [
    "## Project Description\n",
    "\n",
    "This notebook analyzes the **Housing** dataset by performing the following steps:\n",
    "\n",
    "1. **Load the dataset**\n",
    "2. **Handle missing values** (if any)\n",
    "3. **Convert categorical variables to numeric** (extra)\n",
    "4. **Detect and handle outliers**\n",
    "5. **Feature selection and scaling** (extra)\n",
    "6. **Visualize the data** to understand distributions and relationships\n",
    "7. **Save the cleaned dataset** for further use\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "2a818f5a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 545 entries, 0 to 544\n",
      "Data columns (total 13 columns):\n",
      " #   Column            Non-Null Count  Dtype \n",
      "---  ------            --------------  ----- \n",
      " 0   price             545 non-null    int64 \n",
      " 1   area              545 non-null    int64 \n",
      " 2   bedrooms          545 non-null    int64 \n",
      " 3   bathrooms         545 non-null    int64 \n",
      " 4   stories           545 non-null    int64 \n",
      " 5   mainroad          545 non-null    object\n",
      " 6   guestroom         545 non-null    object\n",
      " 7   basement          545 non-null    object\n",
      " 8   hotwaterheating   545 non-null    object\n",
      " 9   airconditioning   545 non-null    object\n",
      " 10  parking           545 non-null    int64 \n",
      " 11  prefarea          545 non-null    object\n",
      " 12  furnishingstatus  545 non-null    object\n",
      "dtypes: int64(6), object(7)\n",
      "memory usage: 55.5+ KB\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
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       "      <th>airconditioning</th>\n",
       "      <th>parking</th>\n",
       "      <th>prefarea</th>\n",
       "      <th>furnishingstatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13300000</td>\n",
       "      <td>7420</td>\n",
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       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>yes</td>\n",
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       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>3</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12250000</td>\n",
       "      <td>9960</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>semi-furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12215000</td>\n",
       "      <td>7500</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
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       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>3</td>\n",
       "      <td>yes</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11410000</td>\n",
       "      <td>7420</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>2</td>\n",
       "      <td>no</td>\n",
       "      <td>furnished</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      price  area  bedrooms  bathrooms  stories mainroad guestroom basement hotwaterheating airconditioning  parking prefarea furnishingstatus\n",
       "0  13300000  7420         4          2        3      yes        no       no              no             yes        2      yes        furnished\n",
       "1  12250000  8960         4          4        4      yes        no       no              no             yes        3       no        furnished\n",
       "2  12250000  9960         3          2        2      yes        no      yes              no              no        2      yes   semi-furnished\n",
       "3  12215000  7500         4          2        2      yes        no      yes              no             yes        3      yes        furnished\n",
       "4  11410000  7420         4          1        2      yes       yes      yes              no             yes        2       no        furnished"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# Load the dataset\n",
    "file_path = \"Housing.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Display basic information about the dataset\n",
    "df.info()\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "609b5b86",
   "metadata": {},
   "source": [
    "## Handling Missing Values\n",
    "\n",
    "In this step, we check for missing values and handle them accordingly. Since the Housing dataset does not have missing values, this step is mainly for validation.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "00d02420",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing Values per Column:\n",
      "price               0\n",
      "area                0\n",
      "bedrooms            0\n",
      "bathrooms           0\n",
      "stories             0\n",
      "mainroad            0\n",
      "guestroom           0\n",
      "basement            0\n",
      "hotwaterheating     0\n",
      "airconditioning     0\n",
      "parking             0\n",
      "prefarea            0\n",
      "furnishingstatus    0\n",
      "dtype: int64\n",
      "No missing values detected. Proceeding to the next step.\n"
     ]
    }
   ],
   "source": [
    "# Check for missing values\n",
    "missing_values = df.isnull().sum()\n",
    "\n",
    "# Print the number of missing values for each column\n",
    "print(\"Missing Values per Column:\")\n",
    "print(missing_values)\n",
    "\n",
    "# Handle missing values if any exist\n",
    "if missing_values.sum() > 0:\n",
    "    # Example handling: Fill missing values with median\n",
    "    df.fillna(df.median(), inplace=True)\n",
    "    print(\"Missing values have been handled.\")\n",
    "else:\n",
    "    print(\"No missing values detected. Proceeding to the next step.\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28b00a86",
   "metadata": {},
   "source": [
    "## Converting Categorical Data to Numeric\n",
    "\n",
    "Since machine learning models require numeric data, we convert categorical variables as follows:\n",
    "\n",
    "1. **Binary categories (e.g., \"yes\"/\"no\")** → Converted to `0` and `1`.\n",
    "2. **Multi-category columns (e.g., \"Furnished\", \"Semi-Furnished\", \"Unfurnished\")** → Transformed using **One-Hot Encoding**.\n",
    "\n",
    "This ensures the dataset is fully numeric and ready for modeling.\n",
    "\n",
    "### **Observations:**\n",
    "- The `furnishingstatus` column significantly impacts house prices, as furnished houses are generally more expensive.\n",
    "- Ignoring `furnishingstatus` in the model may lead to inaccurate predictions.\n",
    "- By applying One-Hot Encoding, the model can differentiate between different furnishing statuses effectively.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "25dd2655",
   "metadata": {},
   "outputs": [
    {
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       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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      ],
      "text/plain": [
       "      price  area  bedrooms  bathrooms  stories  mainroad  guestroom  basement  hotwaterheating  airconditioning  parking  prefarea  furnishingstatus_semi-furnished  furnishingstatus_unfurnished\n",
       "0  13300000  7420         4          2        3         1          0         0                0                1        2         1                            False                         False\n",
       "1  12250000  8960         4          4        4         1          0         0                0                1        3         0                            False                         False\n",
       "2  12250000  9960         3          2        2         1          0         1                0                0        2         1                             True                         False\n",
       "3  12215000  7500         4          2        2         1          0         1                0                1        3         1                            False                         False\n",
       "4  11410000  7420         4          1        2         1          1         1                0                1        2         0                            False                         False"
      ]
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   ],
   "source": [
    "# Identify categorical columns\n",
    "categorical_cols = df.select_dtypes(include=['object']).columns\n",
    "\n",
    "# Convert binary categorical columns (\"yes\"/\"no\") to 0 and 1\n",
    "for col in categorical_cols:\n",
    "    if df[col].nunique() == 2:  # Only columns with two unique values\n",
    "        df[col] = df[col].map({\"yes\": 1, \"no\": 0})\n",
    "\n",
    "# Apply One-Hot Encoding to categorical columns with more than two unique values\n",
    "df = pd.get_dummies(df, columns=['furnishingstatus'], drop_first=True)\n",
    "\n",
    "# Display the transformed dataset\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "826f086e",
   "metadata": {},
   "source": [
    "## Detecting and Handling Outliers\n",
    "\n",
    "We use the **Interquartile Range (IQR)** method to detect outliers in numerical columns and apply **Winsorization** to cap extreme values.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "c137e369",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outliers detected in price: 15\n",
      "Outliers detected in area: 12\n",
      "Outliers detected in bedrooms: 12\n",
      "Outliers detected in bathrooms: 1\n",
      "Outliers detected in stories: 41\n",
      "Outliers detected in mainroad: 77\n",
      "Outliers detected in guestroom: 97\n",
      "Outliers detected in basement: 0\n",
      "Outliers detected in hotwaterheating: 25\n",
      "Outliers detected in airconditioning: 0\n",
      "Outliers detected in parking: 12\n",
      "Outliers detected in prefarea: 128\n"
     ]
    }
   ],
   "source": [
    "# Function to detect and handle outliers using IQR\n",
    "def handle_outliers(df):\n",
    "    numeric_cols = df.select_dtypes(include=['float64', 'int64']).columns\n",
    "    for col in numeric_cols:\n",
    "        Q1 = df[col].quantile(0.25)\n",
    "        Q3 = df[col].quantile(0.75)\n",
    "        IQR = Q3 - Q1\n",
    "        lower_bound = Q1 - 1.5 * IQR\n",
    "        upper_bound = Q3 + 1.5 * IQR\n",
    "\n",
    "        # Count outliers before handling\n",
    "        outliers = ((df[col] < lower_bound) | (df[col] > upper_bound)).sum()\n",
    "        print(f\"Outliers detected in {col}: {outliers}\")\n",
    "\n",
    "        # Apply Winsorization to cap outliers\n",
    "        df[col] = df[col].clip(lower=df[col].quantile(0.05), upper=df[col].quantile(0.95))\n",
    "\n",
    "    return df\n",
    "\n",
    "# Apply the function\n",
    "df = handle_outliers(df)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6618735d",
   "metadata": {},
   "source": [
    "## Feature Selection and Scaling\n",
    "\n",
    "- We **remove the `hotwaterheating` column** because all values are `0`, meaning it provides no useful information. there is note regarding this in the summary \n",
    "- We **normalize `price` and `area`** using **Min-Max Scaling** to ensure numerical stability in models that require standardized input.  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "d7610b9e",
   "metadata": {},
   "outputs": [
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.767008</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.754582</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   price      area  bedrooms  bathrooms  stories  mainroad  guestroom  basement  airconditioning  parking  prefarea  furnishingstatus_semi-furnished  furnishingstatus_unfurnished\n",
       "0    1.0  0.754582         4          2        3         1          0         0                1        2         1                            False                         False\n",
       "1    1.0  0.993787         4          2        4         1          0         0                1        2         0                            False                         False\n",
       "2    1.0  1.000000         3          2        2         1          0         1                0        2         1                             True                         False\n",
       "3    1.0  0.767008         4          2        2         1          0         1                1        2         1                            False                         False\n",
       "4    1.0  0.754582         4          1        2         1          1         1                1        2         0                            False                         False"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove 'hotwaterheating' column since it contains only zeros\n",
    "df.drop(columns=['hotwaterheating'], inplace=True)\n",
    "\n",
    "# Normalize 'price' and 'area' using Min-Max Scaling\n",
    "scaler = MinMaxScaler()\n",
    "df[['price', 'area']] = scaler.fit_transform(df[['price', 'area']])\n",
    "\n",
    "# Display the dataset after feature selection and scaling\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "499b4253",
   "metadata": {},
   "source": [
    "## Data Visualization\n",
    "\n",
    "In this section, we visualize key aspects of the dataset to gain insights.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "3642f2e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set plot style\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Histogram of Price\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.histplot(df[\"price\"], bins=30, kde=True)\n",
    "plt.title(\"Distribution of House Prices (Normalized)\")\n",
    "plt.xlabel(\"Normalized Price\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n",
    "\n",
    "# Correlation heatmap\n",
    "plt.figure(figsize=(10, 6))\n",
    "numeric_df = df.select_dtypes(include=['number'])  # Select only numeric columns\n",
    "sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\", linewidths=0.5)\n",
    "plt.title(\"Feature Correlation Heatmap\")\n",
    "plt.show()\n",
    "\n",
    "# Scatter plot of Price vs Area\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.scatterplot(x=df[\"area\"], y=df[\"price\"])\n",
    "plt.title(\"House Price vs Area (Normalized)\")\n",
    "plt.xlabel(\"Normalized Area\")\n",
    "plt.ylabel(\"Normalized Price\")\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "714ef22d-5f90-40e7-b2f4-e14c15102444",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set plot style\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# Box Plot for Price\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.boxplot(x=df[\"price\"])\n",
    "plt.title(\"Box Plot of Price (Detecting Outliers)\")\n",
    "plt.xlabel(\"Price\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "44065cfb-44eb-4791-8d9c-45ee27ad1d3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram for Price Distribution\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.histplot(df[\"price\"], bins=30, kde=True)\n",
    "plt.title(\"Histogram of Price Distribution\")\n",
    "plt.xlabel(\"Price\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n",
    "\n",
    "# Histogram for Area Distribution\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.histplot(df[\"area\"], bins=30, kde=True)\n",
    "plt.title(\"Histogram of Area Distribution\")\n",
    "plt.xlabel(\"Area\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "82f4d8bb-4a5a-4df4-97d5-8738266adb06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mUdXgeAms0459R7pw5FhPScbtvgxCAWzlCHSEBIjg6F4giDR4QdKRLZJKXKPyhheklLxB9ri57fUPqD0IgkhB40V5YqkgOEEQBGEMSV1AJQmSUusCRmLajs96xwtFTXrlawta4WYZCo4TZU8kxsPNMpgza6ziImCg+ySRHwEvi6VzJ2LNxjY8t/1A6u8tDUGsnN9i+FilNXaSRA5B9BFLCJrjZywhmF3FsiLOCVi1aAq2vfFhzri5atEUxDlqj3KHXu4SSWi8sDZG9VUKghMEQZQJwSoPVi2aYnrQt5Rb/NWkV/Z+1InPTkaw8Q8H+h3goexy4nTB73XivsVTcbI7lvH3YJUH9y2eCr/XeNkNIpdwlMPazW2K23TzkY4qtmw12SqSyCGIU9D4aS1I3iAXCvqegl7uEukEvCx+++oBNI2qxtxZYzJeYr7y5mHcfu0Es6tYthjZVykIThAEUUaUSr9ci1JKs6jJPMyZNRYbth/IWSTlG+ChSTRxOuF2OeByMvhz26c5xkA3zm6E20XTRTMwU6aGJHIIIj9o/LQWJE+TCc1XT0Evd4lsBFHCFReMVswEnzNzDASxvMYLq2B0X7UXW0GCIAiCKISkNEtrUzDj70ZIs6jJODSPqlZdJCUDPGroPZjDUa7/FSYIE+A4UfGlUNvBdmzYfgAcJ5pUs/Km1NJRVimbIAYTNH5aCz35mXKSp6H5aib5vNwlygtZBra98aHi+L3tjQ8hyyZVrMwxuq/Sq2mCIAii5CSlWXqjHGIJEXFOgN/DwsUyA1qOmrQKx2u/2dcK8JwuGZK0PZZIEkuImsZAsQQFcczA53Fqag0PpHSUlcomiMEEjZ/WopSSe1bndJmvDhSRGI8qP4uVC1pRW+lGNC7A53bgZE8ca57bQS93yxBJljV3jkgUBTcFo/sqBcEJgiAIU4hzItY9v9PQLZpq0iusU3sjlNYi6XTIkKTtsUQ6CV7bGCjBl0/mnJWo9Luwesl0bNh+IKddVi+ZPqDSUVYqmyAGEzR+WotSSu5ZndNhvjqQBLxOPHjnDDy5dXeOdNGDd86Ak7GZWDvCDOI6Lyn1jhPGYHRfpSA4QRAEUXLCUQ7rn29Dw8hqXHNRphHJ+ufbcPdN5w5IdkpSeiU74NsZivd7kTTYs4xIE5HIptLnwq9f2a9qJLb8hvIzErMKL/zpkKJh0wuvH8LdN51raNkbX1OWeLDbgVWLphhaNkEMFip9LmzcflDVWG3pXDJWKyVq8z4jJPeszmCfrw40TieDp17YqdhXf/nSHtxZhqap5Y7fq73rjYyNzcHpZLB283uKc9Ant+7G3TdNLur8FAQnCIIgSk4oksBl09SNSEKR/LdohqMcenoTiMR4+DxOVPpdGd9NSq9kf+bc5vp+LZIGe5YRbY8lshFESXM7PxkDmUMoksBl0wdmnCyUnt4E9h5WvydonCCIPkRJ21hNlGj8LDXBKg/uvqkV4V4OvTEefq8TAR+L2ory2uk22OerA000zmv21Wjc+Mx4kiK0FrTrzZpEYrymTE0kxiNY1f/zUxCcIAiCKDmiKKsakQDAsmtzM6eUgt1xTsxL1iPgZXMmmQEvFIPjepPRwZ5lRNtjiWzinID7Fk/Fye5Yxt+DVR7ct3gq4hxt5zeD/oyTA0U0zmtKPJQiWEAQgwFZBl5587BqJvitV59jdhXLDpJ862Owz1cHGlm2afbVxVcZ21fbu2N4d99x1FS4wfES4lwUew534tzm+rK6L60G7XqzHpGY9rpD77geFAQnCIIgSk6hRiRqC5r5lzRi70edGZ8tRNZDKTieD2rZ5YNhQUHbY4lsKrwsEpyEP7d9mqO9d+PsRlQMgvv6dMRMw6aAl8UzL+9TDcCvoG3jBAEAkCFrZpfKIGO1UkKSb5kk56tdoTh6emOo9HtQXeEuq2twCu2+CgP7ajjK4bOTEbzxXu48a3idH26WKdM2MZee3gR2HKDdsVbD59EOU+sd10PbGYwgCIIgDKAQIxKtBc2G7QcwZ9bYnO8nJy5GEvCyGDEkgKZRNRgxJDBoJknJ7bFKlOP2WAKQZGDDduVMmA3bD0CiGI4pmGnYxAuSZgCeF0jigSAAwCbbVHdsbHvjQ9hkMtsrJflIvpUbAS+LugoHuJ6jqKtwDJr56kBjg05fhXF9tTfKac6zeqOcYWUT6tDuWGsS8LFoaVBeq7Y0BBHwFTeGURCcIAiCKDl6RiPpx7UWNG0H29E8qlrxGE1clEluj80OhJfr9lgCiHOiZsAzzhkXbCXUKWScHGhiCe2tpnrHCaJckKCzY4MywUsKBbUINWSdvmrkro1YQnueFTPwpTahDu2OtSa1FR6snN+SEwhvaQhi5fyWov0dSA6FIAiCKDmFmPXoLVg4XjkjkSYu6tD2WCIdPc1v0gQ3BzNNzWhhSBD5YeaODSIXGrsINczsqzTPsiZkHmtdhtb6cM/CNINjjxMB/8AYHFMQnCAIgig5yWzkdIMY1mlHZyiO85rrM4KxSgsWN8tgzqyxaB5VDTfrwOol07DvSBe2vf4B4pxIE5c8CHhZMBDQ/slR1A0fBy8FwMsWv8eZ0afSzaK2vf4B/BQ0MIVCxsmBhhaGBJEffq8TVX4WKxe0orbSjWhcgM/twMmeONY8t8PQHRtELjR2EWqY2Vf15lE0zzIHMo8dRAygWhEFwQmCIAjT+MvOT3MmHec212d8JntB42YZrFo0RdHYZtWiKXj1rcP46vUtNHEhiDyprnBj9ZLp2LD9QE6fWr1kOqor3CbWjshnnBxoaGFIEPlR6XfhoeUXYf2WXTmGdw8tv4iCriWGxi5CDTP7anWFW/PlDM2zzIN2x1qTzzoiWLOxLaevrpzfgqG1vqLOTUFwgiAIouRomV0+9twOrFo0JTX5yF7QzJk1VtXYxm4H7r6pdUC2ShFEObHxNWXDJrsdWLVoikm1Km8KGSeNgBaGBKEPJ4g5QTWgb/xcv2UX7lnYalLNyhcauwglzOyr9HLG2tDuWGvREYrlBMCBvr66ZmMb7llY3FqfguAEQRBEydEyu9yxvx09vYmMCWFyQdPTmwDHSxnZqtnfjcUFoMKQahPEaUlPbwI7DuTfH4nSUOg4aQS0MCQIbcIRTtPwLhzh6MW8CdDYRWRjdl+llzMEkR9G91V7v79JEARBEP1Ez+xS6XjAy2LEkAB4Qdu4Ru/cBEFk0p/+SBgPtQtBWJ9ITNvQTu84QRClwQp9NeBlUVfhANdzFHUVDgqAE4QCRvdVygQnCIIgSo7Po21Oo2SGmf5dvXMTBJE/Ph1jTOpT5kDtQhDWx+dx6MxnaLlNmEs4yqErJICtHIGOkAARXFkGX30eh84z1fi+Sm1hTahdrIVeXyy2r9JTmSAIgig5lX4XHl5xEXZ/0AG7DeB4CQlOQFcojodXaJvTZBtlptPaFCQTKoIokEq/C99dOh1/P9Gb8fdglQffXTqd+pRJVPpdmoal1C4EYT4BH6s5n/G4ablNmEd7d0xRh/prC1oRrCovmZ6Aj9Wc6wR8xgY9qS2sSXt3DO/uO46aCjc4XkKci2LP4U6c21xP7WISAR+LloagoiRKS0Ow6L5KT2WCIAii5HCCiK5QAn9u+zTH9fmMoF9z0UjmMgQx8EgyFPvjjbMbTawVQYalBGF9+jufIQgjMdtc2WqwDkZzrsM6GMPKprawJuEoh89ORvDGe7n3xPA6P9wsQ+1iArUVHqyc35JjjtnSEMTK+S1Fa/fTU5kgCIIoOfG4gA3blYM7AHDn9RM1zS3TjTIjMR5+rxNulwOxuID9Rzrh8zhR6XfRxIUg8qA3ymHLHw+haVQ15s4ak7FFeMsfD+H2aydQXzIBKxiW0hZhgtCm2PkMQRiFFcyVrYSZcx1qC2vSG+U0x+8V8yZRu5jE0Fof7r5pMnqjfN9a3+OEz+tEsMpb9LkpCE4QBDEICEe5VMD3dAjwJnhR0/U5wWubXwJ9GeHJa9DeHcOPf0tbDAmiP8Q5EVfOOAsnu2MZfw9WeTBudA3inH5/JAYes40xaes2QeiT4EXsP9KJBbMbFXWG85nPEAMPvcAz/xliNeKciCsuGI1tb3yYIzE2Z+YYQ+c61BbWJJbQHr9jCRq/zaJvDvqeIXNQCoITBEFYnNMxEKE3qYhnHdd6CVDqLYYdoRjCEQ6RmACfx4GAjy16WxZBmAljt8HvZlA7qhoAUv2srsqDRIIHY7eZXMPyxEwT4HCUw/rn29AwshrXXJSZMbf++TbcfdO5ZRdQIgglEpyIb91yPpxOGzwuZ8oYc3JjHcafVYtEiV4iUtD3FKfjvLk/kJF8JnabDa+9/TGumTkGt159ToaJ7Wtvf4yFlzcbVjYZXVuTBC9oj9+8YHYVyxKj1/YUBCcIgrAwp6uGnN+rMzFPO663mCnlFsPPOiKq+mRDa30DUgZBlBqWscHhd2Pt5p059/byGybBDtnE2pUvZpoAhyIJXDZNPWMuFKGt2wQBAFV+F/xeGeu37MoZP++4biIcJXiJSEHfU5yu8+b+QEbymdhsMhZe0Ywnt+7O6au3XzsBNgPnOmR0bU2qfS74Perjt5OSQEzB6LU9BcEJgiAsjBkacqWQXqmpcOOL552Bq2eOhZOxp8riRQkvvfEBaircqbroLWZKtcWwIxTLCYADffItaza24Z6FrZQRTgxO7Hb85nd7sfiqcXAy4zP6429+vw+LvjTO7BqWJUkT4Hf3HUdNhTuVOdYZiuO85npDAzmiKOOVNw8raqe+8uZh3Hr1OYaVTRCDCZvNhg3/vU9x/Nzw3/ux6Apjx08K+mbS05vAR5/04P7bpqG20p2R7bvmuR1lpb1MRvKZOOwMfvnyHsVM8N+8sg+3XGnsc42Mri2IyeM3oUwkxmvunCh2bU9BcIIgCAtTag25UmUTBbwsvnxZMx7flJt5mm5Cks9LgFJt9wxHOE0d83CEG1RBcNo6TSThBAFfvrwZ6xQywe+8YRI4gbaDWg2jc/NlyJo68TLtDiAIAAAn6oyforHjJxnuZRJL8Pj+8hnY82En7DaA4yUkOAFdoTi+v3wGYony0l5OGsl3heLo6Y2h0u9BdYW7rO6JJLwkamaC85Jx0kVWMLomcuFEAQsvb8bOQydRW9mXbBBLCOjoiWPh5c2Gj9+EMn6vE6sWTVHcjbhq0RTdHeV6UBCcIAjCwpRSz6+U2UTt3dGcADjQF0x+fNNO3H3TZASrvHm9BBge9Jdku2ckpj0R0jtuJWjrNJGOk2FU++O6zTuxYl6LSTUrb8JRDp+djOCN9z7NWbAPr/PDzTKGLZrtsMHlZPDnttyyb5zdCDtoizBBAOaPn2S4l0mF14UTXTHFseuMoB9DqstvjhPwsmAgoP2To6gbPg7eMg22OuwM1j2v3Fef3Lobd14/ybCyqZ9aE5Zh0N4dVx0vaE1kDm6XA9ve+FCxrwLAPQtbizq/vahvEwRBEIaS1PNTYqD1/PLJJhooeqO8ZlZ1b7RvMpjPS4Dkds/s6zTQ2z19Hu33xnrHrYLey45wlDOpZoRZxDlRsz/GucHzgud0ojfKYcN25e3TG7YfQK+BfdVut2mWbSedTIIAYP74SeaHmQiipDl2CaJkUs0Is+EE7b7KCcZlglM/tSaiJGuOF6JE44UZxOKCZl+NxYt7rpq+YpckCWvWrMHGjRsRDocxdepUrF69GiNHjlT8fEdHBx566CH85S9/gSzLuPDCC/HNb34T9fX1Ja45QRCE8ZRSz6+UWQr6ZfU93PI19Ulu9zRSyzzgY9HSEFR8KLc0BBHwDY7Mmp7eBPZ+1IkFsxsVddZoS2b5kW9/JEpLLCFi/xH1vhpLGLdgT/CS5gIkwdPCkCCAfLRLjR0/yfwwkwSvHehM8MaNm4S1icQEzb4aLTKwpgX1U2sS57XnWXEaL0zB6JiE6UHwtWvX4je/+Q1+8IMfYOjQoXjkkUewdOlSvPjii2DZ3EX417/+dQiCgJ///OeQZRnf+973sGLFCmzatMmE2hMEQRhPKQK8QGmzFHwep+ZENJlVXchLgICXNTR4W1vhwcr5LTnmmC0NQayc35LSAy+FsWgxROO8ps5aNE5bMsuNfPsjUVoSvID7Fk9V1OW+b/FUJHjjFux62au0O4Ag+vB7nfjWLefD6bTB43KmzPYmN9Zh/Fm18HuNHT/J/DATvZeDcQNfHhLWJuBzmNZXqZ9aE44TNe8JjqPxwgyMjkmYuqrhOA4/+9nPcO+99+Liiy8GAPzoRz/CzJkz8eqrr+Lqq6/O+HwoFMLf/vY3rFu3DuPG9Tm1Llu2DMuXL0d3dzeqqqpK/AsIgiBKg9EBXqC0WQp+rxOrl0zHhu0HcgKxq5dMzzC8KNVLgHwYWuvDPQtbEY5wiMQE+DwOBHxsKgA+GLS2A14Wz7y8T1VnbcU84zQRCWtSSH8kSkeVzwVBkFV1uat8xmWO+XUWGHrHCaJc8LmdYOx2rN+yK6ef3nHdRLhZxvA6kPnhKfSeVz56npUtXrcT9mqNvuoytq9SP7UeVX4X/F5Z9Z5wkPSbKRgdkzBVE3zfvn2IRCK44IILUn+rqKjAOeecg7fffjvn8263Gz6fD1u3bkVvby96e3vxwgsv4KyzzkJFRUUpq04QBHHaUSptbQBwsw5sfE1Zg23jHw7AzWa+ow14WYwYEkDTqBqMGBIwdcJYW+HB6GGVGD+mFqOHVWZkgA8GrW1e0JY54AWSOSg3Cu2PRGmQAU2tStnAsqsr3Jp+FNUVbgNLJ4jBgyjlBlCAvn66fssuiJKRPfUUAS+LugoHuJ6jqKtwlG1grUZn7KqhsatsEUWdvioa31epn1oLm82meU/YbBQENwOjYxKmrmo+++wzAMCwYcMy/j5kyJDUsXRYlsUPfvADrF69GlOmTIHNZsOQIUPw7LPPwm7vfzxflmVEo1HNz8RisYz/J6wBtYs1KaRdvF5v3uelvmo8Pha456bJCEcFROMCvG4HAl4HXA79a69Fdrt0hQTsPayuwdYVioPB4Npu3xUSNI1FrfKb9OROonFBsa2pr56+nI798XQgzmkbA8U50bC+ygBYOa8Faza15exsWTmvBQwERKN0T5gJjaHWIJYQdLT7lZ+pQP59NZ9nKkD3BNA3dn1tXgvePdCOmgp3qj06Q3Gc2xgs27GL7o2+vqpptqfSV2n+e/oS43TGb059/CaMJRmTCEU4hCIJVPhcqPCxmjGJfPuqqUHwZMfP1v52uVzo6enJ+bwsy9i7dy9aW1uxdOlSiKKIH/3oR1i+fDn+8z//E36/v1/14Hkee/fuzeuzhw8f7lcZhLFQu1iTfNrlvPPOy/t81FdLTwSA8nSxfyTbxV01UlOXOhyJo/2Tvw9gycbDVo7QPN7TG0P7J0dLVBt1qoKjNI877ZJiP6O+evpyOvbH0wF3tXZfjSV47N17KOfvA9VX7XY7bvmHkbjlikZEORFelgHEGD45cgCSRDtGrAKNoebiqR6lOX7G4sr9FMi/rxbyTAXK+56w2+2orT8Tf2n7FDsOZL7AG3dmAEePfFzW41c53xuuKu1naiTGY+8x456p2ZRzW1iFYsZvorSc7AFO6nwm375qahDc7e7bjsRxXOq/ASCRSMDjydVO/d3vfodnn30W//M//5MKeD/xxBP44he/iE2bNuHWW2/tVz2cTifOPvtszc/EYjEcPnwYo0ePVqwbYQ7ULtbEqHahvjp4yW6X7oiE//zvneq61DdMgjs47vOMdB4+txN+rwMuC6synAxpZxZV+j2oGz6uRLXJJSEA4aiASJzH9++8EG0HT/Y5n6eZvrQ2BVFT5cWwuuLqqddXEwLS3uy7UeFzWrptT3f0+uPyGyahaph592650h4SNA1L/V4WZw0tTV8FJ8LhdKKiyoth9bVFlUkMDDTfsQZdvSI2/eEQmkZVY+6sMRn99JU3D2PJnPEYbXA/Bei5miQhAI9v2omGM6txzczM9njmlYNYMW9SWV4XGi+A493aOyF9HifGFDnXobXq4KKrV8QLr3+Ia2aOwa1Xn5MyxjzZE8drb3+MxVeOK3r8JorDiP5i6iMgKYNy4sQJnHnmmam/nzhxAk1NTTmff+edd3DWWWdlZHxXVlbirLPOwpEjR/pdD5vNlnfqvMfjKWhLDFEaqF2syUC3C/XVwU+yXU6GQqpbEvcf6YQM4Ee/fS+1Dd/NMlg6dwKaR9UgzgmmmmOqUQ1O08SjusINr0n1VTLsTGY5PPLsO4hzYkpnrbqi+AmGVl8dDOah5YZWf2w72A5BlOD19m+3HdF/asDhu0un4+8nejP+Hqzy4LtLp6NmAMYU6quDH5rvmMvJcAhXzjgLJ7szpQ2CVR6MG10DUZaLbh+9+S/11VN0tYdx2bTRipmdc2aOQTQhoroiYGINS084yiHCO8FWjkCUd4L1lKcWdYUQQ0tDUHG+09IQRIWfhddbXH+htergoqM3hIVXNOPJrbtzjDFvv3YCJBQ/fhP9x6ixy9QgeHNzM/x+P956661UEDwUCmHPnj1YtGhRzueHDh2K//qv/0IikYDL1ecIGo1GcfToUcyZM6ekdScIgiD6TyyhnjU9Z9ZYPPH8ztQ2VjfLpLaqrdnYlvqc1RZ4SRMPpYXoQBuLFoKaYWfbwXbY7cAPv3YRGLu9JA71euahqxZNKcuFmdlo9cd8jhPGIcnAn9s+zVmc3Ti70dByqa8SRH7YALicjGo/NdpWjfpqJqIoY9sbH6rubFp27QQzqmUa9ILkFLUVHqyc34I1G9ty+urK+S0po3uifGBsdqzfqrwT8smtu7H8hkkm1YwwcuwyNQjOsiwWLVqERx99FDU1NTjjjDPwyCOPYOjQobjssssgiiI6OzsRCATgdrtx7bXX4umnn8bXv/513H333QCA//iP/4DL5cL1119v5k8hCIIgCsDncaoeax5VnZG9M2fWWMUFjRUXeMEqD1YtmoKe3gQiMd4SGes9vYmcxXG6xEI0LqCiRPVTqkuSHfvb0dObsExblhM+j1NTdkOrvxLG0RvlsGH7AXXZqHmTDOsvPb0J7P1I3SyK+ipB9GG32TT76Z3XTzS0fOqrmUiyrLmzSZLlEtfIPOgFSS5Da324Z2Erwr0cemM8/B4nAn6WAuBlSoIXNY0xE7yofxJiwDF67DJdEeuuu+6CIAi4//77EY/HMXXqVDz99NNwOp04evQoLr30Ujz88MO4/vrrMWTIEPzmN7/BI488gltuuQV2ux1TpkzBb37zGwQC5bWtiSAIYjBT6XepSodkL0+yg+LpWDFwGvCylqpPJJapgZieWZ9+XUuRGZRdl0KPE8ZQ6Xdh9ZLp2LD9QM728dVLpqPS7zKxduVLLCFqBnNiCeMWZ9E4r2kWFY1TXyUIAEjwkmY/TfDGmjBSX80krjMu6h0/naDEA2VqKzzwOGR0HDuEMcPGFS2BQgxe4nFBc/yM005IUzB67DI9CM4wDFatWoVVq1blHBsxYgT279+f8bexY8fiiSeeKFX1CIIgCAPQkg6pr87UXuN0FpAUONUmO8uXYexgGRuumTkmx8Rr/fNtuPumcw1bFFHGsXV54U/Kxm4vvH4Id990rtnVK0vinPbiS+94MQS8LH776gFVs7/by0xSgCDUiHPaBrZG9lOA+mo2fq/2PMPvLZ95BiUeEIQ2FX4WW1//QNMYkyg9Ro9dpgfBCYIgiPJETToEQEaWOOu0a57HioHTcJSzjCRKdpZvMhP8xSyJmaRpVChiXGYQZRxbk1AkgSsuVDd2M/KeINTx64xteseLQRAlXHGBurmcIBqb3UoQg4WA14n7Fk9VHD/vWzwVAYODroIoaRpzlltfpXnGKfTmx1acPxNEKZEg6xpjEqXH6KQpCoITBEEQliI7S3zfkS5VN/fWpqDlFjRWNCHa+NopvVI1jfVSmUal1yW9bLsdWLVoiqFlE8pIkgwPyyge87AMJIkWAWZQXeFWlY1qbQqiusJtWNmyDLzy5mHV7NJbrz7HsLIJYjDh9TjhcnKqxpjeEgQatcbvcoTmGX1oSQ9acf5MEKWGsdnx85d2K851fvnSHiydW147aayC0S8zKQhOEARBmIJesDiZJR6N87h0ykg8sWVnzmfvWtBqqQxVK5oQ9fQmsOPAqfpoaawbbRqVXZd0ylmf0mwYuw2SDNUgDmO3mVi78kVLNsrosU+GrJkJLlN2FEEAADhO1DWwNRIavzOhecYpzHyGEMRggBNEzbkOJ5SPh4DVMPJlJgXBCYIgiJKTb7A4fYKuJJ1itQm8FU2IsnXT9DTWjTSNIn1KayLJ0AzifPX6iWZUi8Ap2aiuUBw9vTFU+j2ornAbPo7YZJv2jhHKjiIIAOYa2AI0fmdD84xMzHqGEMSgQGeuQ5ng5mD0y0wKghMEQZiMlfSjS0V/gsXZQXErYsXFV7ZuGuu0m2YaRfqU1oTjRew/0okFsxsV7wmOp0wYq1CqnE4JsmZgj3QyCaKPOCegys9i5YJW1Fa6M4zV1jy3w3BjTI7XDsKX2/jt8zg126Mc5xkBLwsGAto/OYq64ePgtfhc+nQmHOXQFRLAVo5AR0iACM7ya5vTGVlnriMbuDuWUCcS4zXXqmSMSRAEMYixon50KTD64WYWVgzyZmtCHjrabZppFOlTWpMEJ2LVoimK20FXLZqCRJkFUaxEe3cM7+47jpoKNzheQpyLYs/hTpzbXG/oM0JvR4iRO0YIYjBR4XPi+8tnYM+HnbDb+nZbJTgBXaE4vr98BoxWI9Htq1x59dVKvwsPLb8I67fsypGHeWj5RTTPIEwLRJv1PCfU0Rsfy238tAp+r1NzXVJswhYFwQmCIEzCKvrRZmSiG/1wMwsrBnmzNSFlAM+ZZBpF+pTWpNLvwsbXDqqaINJ2UHMIRzl8djKCN97L1fodXueHm2UM6zN+r9O0HSMEMZhwsQ58djKqqMl9RtCPoXVeQ8vX64v+Mst85gQxJwAO9M1x1m/ZhXsWtppUM8IKmBWIDkc5nOiIIDuxWJaBEx0RQ5/nhDoBnfFT7zhhDG6XQ1OmpthxnILgBEEQJmEF/WizMtGNfriZhVWDvOlGoxwv4T9/v1/xc6W470if0nqIkqRpDCRK2jryhDH0Rjldwz2j+k2l32XajhGCGEzoGWPeabAmd3WFW/Ple3WF29DyrUY4wmnKG4QjHGorKOu2HDHzxXIkymka2EaiJItiBlZMXiKAWFzQ9tqIC0BF/89PQXCCIAiTMFs/2sxMdCMeblbRVk8POJtdl3SSmur7j3Rqfq7UUjSl0jgm1JFlaJsgXkuZ4GZgtuHeRpN2jBDEYCKh46lgtJyUVV++m0Ukpq3BrnecOH3pjXLY8sdDirvetvzxEG6/doJh/UWQZM2yb5sz3pByCW1o/LQmRsdIKAhOEARhEkl9aLUt58ktrkYFd43MRM+us8/NwG63p44XowmePHc0ziPgZcELEiIxAbwoou3gSWx7/QPEOdFUbXUrm3iarVterjr4VkaSZURjHNZ/81IkeBGRGA+/xwnWyeDRZ9+BRMZAphDnBM1x0kjDvZ7eBD76tAf33zZN0VyuFDuVCGIwkOBEfOcr01Bb5QYnSKnxc3idDy1j65AogaZssMqDu29qRbiXQ2+Mh9/rRMDHlmXGs8/j0DHGLL/wR3t3FL1RHq6qUTjRzcPHRRGsMlamx4rEOVFz15uR+s+8IOLaWWMVx4mOsXXgBdKeNgsaP62Hz6MtyVfsWrX8ngIEQRAWodLvwkUtw3D9FxsQjQvojfKpAf6jT3rgnHamoQFDo96yqtV56dVNqX/7vU7ct3gqTnbHMr4brPLgvsVTVTUuk+fe+1EnVi2agmde3pezrXDVoil45Nl3Sq6tPlio9LswbXw9Rg2rzJlYHDnWY+jWP6vo4BOZiJKIb948BZG0BaCMvgzHb948BeEEZ17lypiAjneCkVqVsQSvafYXSwxO82KCGGhq/C7ABpzoicHjckKSAVGSEQ7HUV/j6RtMDSZb5ziWELD/SFdZGu4FfCx+sPIidIbiGX/3uhn8YOVFcLvKK/xx7GQvHt+0M2euvGLeJAyr85tYs9Jjt9k0d73dbqD/Ceu0I1jjUW0LSSbZObNo744hEuVSQ7UsA+FeDpKEshs/rYLRknzl9RQgCIKwEAEvi8VXjsfjm9pyJkRzZo7BzkMn8fp7nxgWMDQiI1gryPmUDNzz5cnwok8T3MMyiufwsIziIiX93AtmN2pOZOfMGovnth8ombb6YCLgZbF07kSs2diWM7FYOb/F0GtlBR18IpcKtwuCJGP/kS7UVp4KonT0xNFydh0q3KSJaAZej9M074QKrwsnumKqZn9DqmlhSBAAYLPbwIkSPjkRSY2fCa5v/KwOuMEydv2TFIGZOsdWRZKADf99MOd63HGdsfrsVqO9O5oTdAX6niGPb9qJu2+aXFYZ4bIsa0oXyQbuemPsDH66ZZeiHMqTW3djWZndm1YhHOXA8yKe2vZ+znix/IZJCJNWu2kYKclHQXCCIAiTCEc5rNvcphrguOWqcdix4T3F7w5EwNAIMxDNIOeBdoSjAqorAJ4TNQ1ieIUtiennbh5VnRHATaftYDvmzhqT+nepNa6tTjjKYa3Kfbd2c5uh2dhm6+ATykgATvbEKeBpMYw2BtJCECVTzf4IYrAgyTK6QgnV8TNYZawxpZkGulaE40Ss37JL8Xqs37ILK+ZNMqlmpac3yms+Q3qjPIJVpa2TmSR4UXN3lZH6/XFO0JFiIa16M4jEeKzdrPyiaO3mnYYnBxHK9PQmsOOAcUlTxr6aJgiCIFTRGuD7HsbaloHFBgyTZiCtTcGMvxdjBqJXp2i8b5InSLLqom3D9gMQpNxsjPRzc7z2tsH040ZrXA828snGNgqz9cgJZbQCnhu2H4Ag0jZdMzDzpVGC1zblNNrsjyAGC6LOfEZUmM8MJGYb6FqNOKd9PYzUfbYa+s+Q8gq8VvhY1d1V2974EBU+A4OdGgbk2974EJDJJt4MYgmdZINEefURq0DGmARBEIMcNWNLvQE8rvPgHYiAYbDKg1WLpgyY8aZenbzuvscOpxNg4RQCLOnnZp3K73CTJhr1tV58c/FUBHxOeNyD81FnlCGqmYE1I3YfEMUT50V81tGLf//6LDgZe+qe40UJP3zmbcQp4GkKZr40iiVETXO5eJkF1ghCjTgvakosGP3CSC+DtNwyTPWM16NlFPj1eZxkEpoGL0iaaw9eMO6FvwzgyDF1s2m5FOYBRA70osiakDEmQRDEIEbL2LLCx2L1kmk5A3syS8XFMiUJGAa87IBt9dIMcjYGEfD2PXb0AihKmTrp5953pAstDcGMyaybZRS3OQ6UkWgSo4LT6RhpiGpmYC25+0Dpt/V39wFRPIIg4l+XXYiToRjsnxu7SZKMBCfgX5ddiFDUuN0BhDpmvjSq8Dvx0IoZ6A5ntr3XzeChFTMMK5cgBhscpyOxYHDmsV8n0Okvsx1Wfh1DYZ+3fMIffq8TDy2/KEcepqUhiIeWXwS3S9mb53RFL6vXyKxfjhfw4J0z8OTW3Tlt8eCdM3QTnwhj0F8Tlc94YSUq/S48cPt0CLIMj8uZeq5NbqzDlAGY/1KrEgRBGISaSeTejzrx2ckINr52IEMOJTlBf+TZd9A0qgZVAZfhAcOBDuhqBTmXXt2EpN+l36s96VBatKWfe9vrH6RMMdLNMJW2Gg6UkShgbHA6iZa5qNrvKKQdzc7GTu4+6ArF0dMbQ6Xfg+oKNwXATaTa79Y0dqv2G6tpSyiTHPPe3XccNRXu1AvTzlAc5zXXG9pn3KwDCU5UvSdcKsbGBFFuVPhd2PjaQUXDu1fePIwlcycYWn51hVsz0FkVKK8dVj6PE6+9vR/XzByDW68+J+OlwGtvf4yl1xrbHlbCbrdp6qMbaa5sRcxMAqn0u1WNMX/50h4yxjQJv9eZk1SVpKUhqLteJYwj4Hdh9wcdOXPQCWNriz43BcEJgiAMQk17ec6ssZomRkvnTsDkxiEYUt3n2D4QciVKQdI4JxoS0FWSWPG5GRz+YD/qqpoA9C3atAKx1RXKQbf0c0fjPFbMmwRekBBLCHCxTEbWT/Y2qo6eGAD0O3DUn+B0f8hHszu9nEID81bLxiYVRPORZBk9YeVs755wArWVFAQ3k7/s/DSnr57bXG9omaIg0T1BEHkgSRKunHEWTnbHMv4erPJg3OgaSJKxngqcIOLnL76vGFz7+YvvY8WCFkPLtxo8L2LhFc2KGbe3XzsBfBnJe4UjnKb8RzjCobaifIyvK/0uTBtfj1HDKnMkFo4c6zE0CSTBCZrjRKLMZIusQrDKixXzJuHxTTtzxosV8yYhWOU1sXblSzTGa85BnYy9qPUqBcEJgiAMQk1nrHlUdUawNp22g+1Ydu0E1NeceugWK1eiFiSdf0kj9n7UmfHZgQroZtc5Go1mLASLCcSqXY/9R079FiOkUQoNTveXQjS7+xuYNzMbuxTZ9ERhSLIMSQb+3PZpziLgxtmNkGTSqjSDUr14U4LuCYLIH5eTUe0rRtMb5XDFBaMV5T/mzByD3mh5BToBG57cqpz9/OTW3Vh+wyST6lV69PSMy03vOOBlsXTuRKzZ2JbTV1bObzF2DmyzaY8TNkoJMYthdX7cfdNk9Eb5VPKW3+ukALiJiJKkOQcVi3y5rOwsRhAEQRSN2rY6jtceuAdSk04riLJh+wHMmTU25zvJgK7RJAOx6+67BI/eNRPr7rsEqxZNQV0/A6Hp11tPGiUc5Qo+f6kMJQvZrplPYF6NgJdFXYUDXM9R1FU4ShIA1wvq9addiOKRZKjuTtmw/QAkineaQjH9u1joniCI/LDbbJp9xW5wcEuWbYrznbaD7dj2xoeQ5fIKriV0jNeNNiq1Enp6xuWmdxyOcli7uU2xr6zd3GboHNRh1x4nHPby6qdWI1jlRX2VE4nuI6ivogC42Rg9B6UgOEEQhEEktZezYZ3aQ+9AatJpBVHaDrajeVS14rGBCujqEfCyGDEkgKZRNRgxJFBUIDb9ejePqlZdBPU3eFQqLUG1+wbI1ewuVWB+oDAzqEeow+kEDbgyChpYCTP7N90TBJEfCV7SCboaK4ciy7Jm+XKZ7dqI6mQ3R+Plk/0c8LFoaVCeT7Y0BBHwlZcXi5lzULPHCYIYTBg9By2v138EQRAlRE3yozMUV9TDdrMMls6dAEmSsf9I54AYVeoFSdSy0o00h0mnP8acWt9Zcs0EHL8oiuqAGwtmN2Lb6x8gzuU+KPWui1IZpTKULEQqppjAfDjKoSskgK0cgY6QABGc4dnggy1oXy7EEyIaRlTi3kVTkOBFRGI8/B4nWCeDR599R7EPEcbj8zhzvA2S+qXbXv/A0HE6nhBR5WexckEraivdGeZya57bQfcEQXxOnBNwZr0f990yFaIop8ZPO2PDv/3ybcQN1vqNcyLqazz4xuKpcDL21LyFFyX88Jm3y66v+ryU/ZyktsKDu+a34Hh3FB6XMzWORxM86qu8ZSaT0zfH1HqmGjkHjXOCZtlGjxOENu3dUfRGebiqRuFENw8fF6VscBMxeg5aPk8BgiAIE1Ayiaz0u3Buc31GkNPNMli9ZDo2vnYAaza2pb5frFayXpBEKSt9IAO6WrR3x/DuvuOoqehzfQ5FOLz/YQfOba5X/b1KetLTxtdj6dyJWLu5LePvLQ1BrFo0BY8oBPG0rouWZnWpDCXV7pvsMvobmDdLl7tU2fREYVQHnFh18xRFY6BVN08BZMpQMoNKvwvfXTodfz/Rm/H3YJUH31063dBxusLvxPeXz8CeDztht/W9ME1wArpCcXx/+QzQzm2C6KPK78S3b5uGtQrj57dvm2b4+Fnlc+J7yy7Eus255X9v2YWwo7wywZPZz0pZhOWY/SwD+OREBLWV7tQ43tETx5AyDPD5vU5Fv6DkesHvNW4OGvA6cd/iqYrGmPctnoqAgWUT2hw72atqjDmszm9izcqXCr8TD945Q9Hg+ME7Z4ApUs+EguAEQRAGo2TkGPAiI8hZ4WOx7vmd2HFgYA3Q9IKknaF4zt8KCej2J5M7+b3PTkbwxnu5hhfD6/xws0zOedT0pEcNq8RPt+xCw8hqXHPRmIzsilfePIw5s8bmmGOqBY/yMaLLJzg9EORjiNofg1EzzfZKlU1PFIadceBn23bjmpljcOvV52RkXPzipT24bc4Es6tYtmgZAxmJi3XgREdU8Vi4l8OQ2vILoBCEEgzjwPrnd6JpVDXmzsqcgzy1dTfuuN5YI0bGweDJzcrlP/3Cbny1jIwggb7s55XzW7BmY1vOuLlyfktZZT93hGI5QdckJ7tjcDjtZXU93C6Hqn4+ANyzsNWwsr0eJzyssua4h2XgpSQQU2jvjuLJrbsVx88nt+7GnfMmUUa4CbhYB3782/dUDY7vvmlyUeenIDhBEIRJpAc5j54I6+rU9ScwqRckdbEMxo+p7VdAt5hs4t4op2p4AQAr5k3KqYealt85o2vQdGa1YmbHnJljwKSlLOoF+fPRCyxWu3ygyTdrPEk+v9Go39efoD1hPHGOx8IrmhUzLm6/dgLiHMnUmEF/xsmBgudFzQA8T5rgBAEAiCV4XHHBaNU5SCxh7PgZjWuXH42X3/g9tNaHexa2ItzLofdzeZqAny2rgC8AJBKC5jieSJSXBEcsLmjqDMfiAlBhTNk8p/NMLTPZIqsQiWmPn5EYj2CVefUrVyIxXrOvFtsuFAQnCIKwAEZqJesFSfsTRAlHOfxs2y5cNWMMFl+ZmTn6s227sHzeZM3zxhLahhexRO5kUJJkrF4yLUdHz+9l8avf7VUNFN0+dwIevWtmXkH+wapZnU/WeBKzf2PyfuwKxdHTG0Ol34PqCjcFwE3EYbfjP1/dj8VXjYOTGZ+hKbtx+wF8+bJms6tYlvRnnBwoJBmaAfivXj/RsLIJYlAhA6/vOKo4fm770weYd4mxuzYgA6+8eVgxk/GVNw9j8ZXnGFu+Ramt8MDjkNFx7BDGDBsHr7e8AuBA3zi+5Y+HFO+NLX88hNvmjDe7iiXFTE1wQZKpLawIjZ+WJBLT1tCP6Bgg60FBcIIgCAvQX63kfOVICgmS5kNvJIFFXzoHJ7tjON4RBeu0o+1gOz76pAe3XH0OwhHtbGI9A5js4+3dMTz1wu4MuZikhp/DYdMMFMmQ0TSqJq/fVQ6a1Vb4jQEvCwYC2j85irrh4+ClALipiLKEhZc3Y+ehkynd0FiiTzd04eXNECTKUDIDM420OF7E/iOdWDC7UbFsjjLBCQIAYGdg7vhpA66ccZai1vC40TWArbw0wYlT8IKomeXKC+U1jvt1dLmN1ATnBRFXXzQGTqctw6R0cmMdxp9VW3ZtYRls0OwjNH6ag9/r0NHvLy6MTUFwgiAIC9AfrWSzzA0BADYb1imYiMyZOQa/fGkPls7V1hD26wRa04+nNKwPtOcEhNwsA5eDgZtlVJ2i4wVkS5aDZnU5/EaiMFiGQUdPXPFYVyiO2sryy6CzAgEdEy8jjbQSnKgZLEhQEJwgAAAs40B7d0xR5uCMoN/w+ZjdZoPLyajKLNht5GJbrthtds0s11uuKq8sV7fLodlX3C7jQmMOxo4hNR7s/qAjx6R0wthayDIFW83ABpumTvztOutZwhi8bie2vfG+aruQJjhBEITB9Nf8sRD0tJKBPt3wZB08bgfWP99mirlhOMph3eadqg+mplHVugGS6gq3ZiC2usKd+ndSw9rNMooBodamIL51y/kQJQnVFe4MaZY1z+0oKLPDyprVA3UfJn/ju/uOo6bCnVoUdYbiOK+5nmRJyhBJlsHY+/ougNQ9VlflQSLBQ5Ilk2tYnng9Tk2Zha8YuH26yu+C3SZjWG0tOEFC5HNd3eF1PvRGE6jw0csyggAAUZLw0p8/VDQWfunPH2LxleMMLZ+x20wt36p0hGII9/JwVY3CiR4eASFWdprggKyZfQyUV+CV40Rdnw2jcDJ21WSDnnACtZVuxWOEsciQceRYD+6/bRpqK3PXkHKZ9RGrkOBEfNbRi3//+iw4GXvG/PeHz7yNRJEa+qYHwSVJwpo1a7Bx40aEw2FMnToVq1evxsiRIxU/z/M8fvKTn2Dr1q0Ih8OYMGECvv3tb2PcuPJ8wBMEYSylzLZW0+6OcyIeefadnDpcPWMM2g6ezMmANtrcsKc3kSFLkk7bwXbMnTUG0bj2Nv1Cgs1Jjb45s8Yqvq3/6JMeBKs9WL9lV05mx0PLLyo4s7lQo8lSYMR9+Jedn+ac79zm+qLrSgw+bAAq/G6s3Zy7u2P5DZNgo0WAKXAJAV++vDnnpWNLQxB33jAJnIGmZgz67onHFXb8rJg3CQzdEgQBAOBEUdNYmBON3TXBi5Jm+bxYfi8xP+uIYM3GtpzrsXJ+C4bW+kysWWlh7DbV+fEd100su2e7uT4bsqYxpkSZ4KbA8SIevHOG4vj54J0zkDBQdo5QJ87x+N6yCxXnv99bdiFiCa6o89uLrWCxrF27Fr/5zW/wr//6r/jtb38LSZKwdOlScJzyD/vud7+L559/Hg899BA2b96Mmpoa3H777QiHwyWuOUEQpzspGQ6VbOtwtLgBWImAl8WIIQE0jarBiCEBAFCtw7Y3PsScWWMVz2OkuYveuTlegs+j/441GWxed98lePSumVh33yVYtWgK6rKCukmN6uZR1YqT15ULWnMm+EDfhHb9ll3g+qGzl90OZmeAD+R9aMZ9TVgbm92eEwAH+vrQ2s07YbObPl0sS2w2u+qum3Wbd8JmM65dJLstJwCeLPvxTTsh2UligSCAPjmU7AAK0NdXnty6GyxjbM6Zk2E0y3cyjKHlW42OUCwnAA70XY81G9vQEYqpfPP0g2HsmvNjhimvZ3uhfkQDiZbZ9IbtByBRDNwUKnwuzfGTdr2Zg9/j0pz/+j3FtYupmeAcx+FnP/sZ7r33Xlx88cUAgB/96EeYOXMmXn31VVx99dUZn//73/+OzZs344knnsDMmTMBAA8++CCuvfZa7N69GxdccEGpfwJBEKcxSRkOJYzOts6nDsmsayWMNDfUO7ff60TAl991ycewM6lhzfHK2Uy1lW7VzI79RzoRjws4Gg8jGucR8LLghT7TKrMzvPOVNxno+9AK93U4yqErJICtHIGOkAARHMmwmEgsIWhuB40ZmHFMqBPjBO2sNQMX7HRPEER+cIKOiazBhnecoL1t3OjyrUY4wmmOm+EIVzayKHFOO/NZzUvndKUQP6KBhsymrUk8oT3PitNcxxSMnoOaGgTft28fIpFIRvC6oqIC55xzDt5+++2cIPhf/vIXBAIBzJo1K+Pzf/jDH0pWZ4Igyge9jGcjs63zLUMpMGy0uaGWsWJLQxD1Nd4BXWAkpVM+be9VPK4mvZLUEF+/ZRf2Hu7EqkVT8MzL+zImOyUzEs2iEHmTgb4Pzb6vTTV0JRSJJ3jN7aDREox1RC76fdW4xRndEwSRH/G4oGlga3QQheMEzW3jvdGEoeVbDb1x0chx02roPUOiZXQtgML8iAaaBCdqjhNkNm0OER35Tr3jhDEYPQc1NQj+2WefAQCGDRuW8fchQ4akjqXz0UcfYeTIkXj11Vfx05/+FMePH8c555yDb37zmxg7VlkSgCAIor/oZTzrHR8II8N8sq7TKYWBo5ae9/IbBlZvMf0aVgVcuPvGyWjvjuHsEVXgeAlelwNDqjz40T1fyHlLfNn00SkN8QWzG3P0xN0sg4aR1fi0vRcd3TH4vZltlCx7oDPI9eRIsk1Ni70PlT7vZhnMmTVWMRvFyF0Ehf52ojRUBdx48Y0PsXJeC2KckDJBdLMObHvjA1wzU3nHCWEsPo8T9TUefGPxVMUMz3xkp/oL3RMEkR8Vfhb/9b8fqRrYfvmyJkPLrwy48fz/HMTyGyYhwYupvso6GWz90yFc/8UGQ8u3Gj6Pw7Rx02roZTaX07UAzDWGr/S78OpbR7DsugkQRTnVT+2MDVv+5xDmX9poWNmEOj6PA1V+FisXtCpmHJdbH7EKVQE3fv3KPsXn6sbtB/CPVzQXdX5TWzUW69PkYtnMAcflcqGnpyfn8729vThy5AjWrl2Lb3zjG6ioqMC6deuwcOFCvPzyy6itre1XPWRZRjQazauuyf8nrAG1izUppF28Xm/e5y11X/W5Gc2MAZ+bUa1Pb1zGmk1tOUHilfNa4Hfnr6WqV4czgj48vuqLiMYFeN0OBLwOuBz616lYfCxwz02TEY4KWWVDsez+tIvaNZx/SSMeePqvcLMMHrxzBtZsyjU/evDOGejsjqeyLZpHVWdkXiSzxLMzMlqbgvjavBbIANZsasPej9QzyAttyyRdIUFTjqQrFAeDU5kHxdyHSvjcDFYvmY4N2w/kZKOsXjJd9XwD0VcL/e1EaZBkEdfMHKPYl1bMmwRJFg0fU4hc/B4nHlh2oaJh6QPLLoTTYTesr9I9YX1oDmwNZMiaBrayLKn2lXz7qtb8V5AEXHfx2aomtoIklFVf1Rs3WafyuHk64vc60dIQVJR7aGkIwu91ls21SCJLMv7S9il2HMic07c2Bovup4B6X5UhYf7sRqxV6KfL52mPE4Rx+D1OPLT8IkXz2IeWXwSPq7A1FjEw8KKo+VzlReU5aL591SbL5lnR/v73v8ddd92FtrY2uN2ntp/cfffd4DgO69aty/j8v/zLv+C3v/0tXn755VTmdzwexxe+8AXcfvvtWLp0acF12LVrl6oJJ0EQxnPeeefl9Tkz+qrdbkdt/Zl46sX9mZOlxiCWXtOEjuMfQ5Jy5UiqaobgF6/+He8dUAhaNgZxy2Uj0d15wtA6DHa0rmFLQxBNo6rReGY1XszK7k7/zB3XTcDyH/4PAOCbi6fiB8+8nTq+YHYj9h/pUjbanN+SmiBrfa7QtkzCVo7A/1v3V9XjD905HVzP0dS/B/oeqK6txy9+/3HGuVLnbAri1svORFfH8ZxjA9FXC/3tRGk4Y3SzopEY0NeXVs5vwSeH95lQs/Jm+JkNeHxzrmET8HmA64YJ+PTjgznHBqKv0j1BEPkxfFSTookscCoQ/emR/Yrfzaev6s1/qa9m0t9x83TE4XAgOHwM1m7ODfAtv2Ei2j/9EIJQPokH/V2f0TP19KX+jLPwxNZ9qu3y1WubcfyTj0yoWXnT3+dqvn3V1EzwpAzKiRMncOaZZ6b+fuLECTQ15W4dGzp0KBwOR4b0idvtxsiRI3H0aP8XzU6nE2effbbmZ2KxGA4fPozRo0fD4yHNUqtA7WJNjGoXs/rqPV9Wzniuq1Le4noyJOC9A+8qHttxoB1L507AuHGF7VwptA7ZJAR8/n0ePrcT/s+/Xyz5nrfQdtG6hklD0JpKN5pGVWPurDE5kh5tB9shiKfe8bJOe8Y5sjPDk7hZBmPOqERNhRuXTx+NobV9b5T3H+nMMRDqb1ueDGkvOCr9HtQNH5fz92LvgfTy9x5WN+dxuCdg3Liags6ZjVpf7e9vJ4zleDePaIzD+m9emrOd/tFn30EsIWDcOGqXUnO8m9c2bOLlottFra8e7+bRFYrh8W98MWfr9r/98m26JywAzYGtwfFuXtPwLs6JhvXTZPl6BmLl1FdLMW4ONr62YDKicT41jnvcTgTcQFVDeUnlGLE+y0brmUr91Hqc0Bm/BYmhdjEBvf5S7HPV1CB4c3Mz/H4/3nrrrVQQPBQKYc+ePVi0aFHO56dOnQpBELBr1y5MnDgRQF8m+N///ndcddVV/a6HzWbLO3Xe4/EUtCWGKA3ULtZkoNvFrL7qBVBdkf/nY+2d2scTArzeAk7YjzqkY5QRYX/Om2+76F1DQZTBOhjsP9KlaDDzyLPvIBoXUjIi+450ZWwJVTIUTUqkPPPy3owskfRzZgfC+9OW1eB0jXm8CrqExdwD6cRPdmqbeHGF/6Zs1Ppqf387YSz8yZNYdfMUxe30q26egnA0Aa+30sQalieRYye1j8cEeIcX1y5qfZVrP4lv3zZNcev2t2+bhnCE7gmrQHNgc4l9dlLzmRqLC0X3Fa35b/z4SV0DsXLqq6UYNwcTx072qkrlDKvzm1iz0mPE+iwbtb5K/dSaxI53aI/fieLHb6JwjO4vpgbBWZbFokWL8Oijj6KmpgZnnHEGHnnkEQwdOhSXXXYZRFFEZ2cnAoEA3G43pkyZggsvvBD33XcfHnjgAVRVVeEnP/kJGIbB3LlzzfwpBEEQKQbayLAYwlEO659vQ8PIalxzUWbG9Prn23D3TeeqGsFoGXsWanCYEICq4Ch8fCIGv1fUNZbUu0Z1VW48uXVXTrZP8t9zZo2Fz+NIGXhue/0DrFo0JfUZ1mnPMYesqXTjyLEQ9h3uVD1ndvZ4f9pSy1jUaFPTZPnZGufAqd+5Yt4kQ8s287cTylT4PHj2d3sVDWh+/co+LPoSZcGYgb6JrXHT+Eq/Bxv+e7+iidfG7Qdw4z8Ya/ZHEIOFSr8Lv3n1gOoz9c7rJxpaflXAjSe37lbcGffLl/bg9msnGFq+1dCfg5eP0V17dxS/eGkPrpk5BrdefU5GNuUvXtqDpddOQLCqfF6gmWkMb7TRH9E/Knwsfv37/aaN34QyRj/XTH8K3HXXXRAEAffffz/i8TimTp2Kp59+Gk6nE0ePHsWll16Khx9+GNdffz0A4LHHHsOjjz6KlStXIh6P49xzz8UzzzyDmpritm4TBEEMFJV+l2a2a6XfVbK6hCIJXDZttOIb7jkzxyAUSSgGHvWyvHt6E5oGhz29p87bd673FM/lZhnFQLvWNWxpCEIQJEVNa6Bv4jL/0gYEfCxqKzxYtWgKenoTiMZ5rJg3CbwgwWaDqjmkUtZ3UoIlnWLaMlh1ql5KLxmMhBckza3CvGCsxnzyt3eF4ujpjaHS70F1hZsC4CbCCQIWXt6MnYdOorbSDY6XEEsI6OiJY+HlzeDKSDPUSvi9Tk0TW7/XuAU7LwqaJl68SPcEQQB9O9M0t9OLxtpvJXgRV1ygPs9L8KLGt08/8jGDLBeicR4Lr2hWzKa8/doJiMZ5E2tXeir9Lnx36XT8/URvxt+DVR58d+l0Q9dnvChqzrN4sbz6qVUQJFlzTSRIptknljVGP9dMD4IzDINVq1Zh1apVOcdGjBiB/fszBc/9fj+++93v4rvf/W6JakgQBFEYZme7pmdwu1gGnaE49h/JzW5mHXYsnTsBR0+EMwKxAFSzvNc/34Y757WA4yV8c/HUHN3LJJEYn6qLUib6waPdONERwYbXDqgG2tOvYTJzY9LZdWDsNjgdDBbMbswpNwnrsKO2ok+SJeBlc655OMrlLAqS1wVQzvpOl1AZiLZUqlcpiCW0g1d6xweCgJcFAwHtnxxF3fBxJIFiMizDoDscR9OoagBIjQd1VR6EeuOoCpDesBm4WQde/suHill8L//vh1g+b7JhZTsZh+rugN/Q7gCCSJHgBXzrlvPhdNrgcTlT/XRyYx3Gn1WLBG/0M9WGV948rJgx98qbh7H4qnMMLt9aBKu8+Nq8STjRE8toj2iCx5BKT1llPjvsdjy97X3VbMolc8prl4CZsIwDXaEYzhjiy7gv3S4GPeE4qitonmUG8YSguTsgXoI1EaGEDa+9/bHi/Pe1tz/Gly8vbudEUUHwnp4evPPOOzhx4gQuv/xydHd346yzzoLNZiuqUgRBEIMdszJ9lTK4lbKb3SyDKy4YjSee35mRUd3aFMRXr5uEvR/l6ua5WQaXTRuNH//njozvKJ0/uaVQLRN9cmMQE8fU5ZSTLqeSvIahSAKyDPx0y668srYBIODTvs49vQnNTPLsrG8AOCPow6N3zSxp1rYRWEmuh7AIsowKvxtrNytk/d4wCZCN3R1AKBOOJHDT5epZfGGVnTwDAScI+PLlzVincE/cecMk2h1AEJ9T6WXhcTmxfsuunL5yx3UTwTJGr4tlzYw5oPwyGWWbDRv++2BOe6yc32JirUoPL0qa90a5ZR9HohwkGfhz26c598aNsxsRiXKGPVNlWYLf51IdJ2SaZ5mC3+vU1AQvp50jVsJmkzV3sRT7XLP394vr1q3DF77wBaxYsQIPPPAAjh07hocffhjz589HKBQqqlIEQRCnAwEvixFDAmgaVYMRQwIlyQBXyuBuO9iObW98iDmzxqb+NmfWWGx748OcQPCO/e14YsvOjM/qfSf7/OkyIaIoY9sbH+ZkXL93oB0bth9QLCcppwL0XcMKnws/3bpLt9wk+ciUJDPV1cg2zmxtCqK2ylOytjSSpNSMEqWW6yEsgt2eEwAH+vrY2s07AXu/p4tEUdhUd6w8uXU3AOOCa06GyQmAJ8tet3knnIzpm0kJwhLIsOUEtoC+vrJ+yy7IBvZTALDBpjjPSs6RbAaXbzU6QjGs2dimeD3WbGxDRyhmUs1MQIbmvQG5vO4NQZKxYbuyfv+G7QeMlb6waY8ToCRSU3C7HJp9xO2iuY4ZOOyM5vzXYWeKO39/vvTss8/isccewx133IEvfvGLWLBgAQBg0aJF+MY3voEf//jH+M53vlNUxQiCIIjC0NLpzs5ubh5VnSP3kWTH/nZcc1FuJrTWd5Lnz5YJkWRtrTWljGsgM0hdyO+aNr4ey66bhJ7eBD5t71XN2tbLdmadp4J+p5tpo9lyPYT1iCUEzX5aCokcIpcEL2pqDRup9RvnRM17Is7RPUEQABDjBM1+GjO4r8jQnmfJZZYJHo5wmu0RjnApubzTHRmgeyMNjtd+rnGmPlPLKyvfKsTiOuN3XAAqzK5l+cEJOn1VMEET/Fe/+hWWLVuGu+++G2LaNpovfOEL+PrXv46f/vSnFAQnCIIoMYVkN2dnOmejNC3W+47P07elLD2IGk9oP6TUzpkepNb7XT6PE4/eNRN+rxMOxo41G5VNOINVpxY9eualI4b4TwvpEzXInJJIR6+PRWIU8DSDeFzQ3KZrpFYl3RMEkR+xOK/dT+PG9hW9eZbe8dONmM64GTO4PayEXmC13AKvun3FwOuh90yN0jPVFKI643e5mcdaBb3+EC1yHO9XEPzTTz/F+eefr3hszJgxOHnyZFGVIgiCIAonPXCcbvLBCxKqK9zwe5z4f7eeDwdjQ22lB1V+FpdNH53x5vvQ0W7I6AuSfmfJNNiA1NvwbF20bCMRrzv3kaKnpZaecZ0kW5LD53FqmpZU+PpkZzpCMRw93ovLp43GNReNSR1P1xlPBnn1sqHrqjwYVpfPVR+8cIIISZJhszGQZLnot+qFEI5y6AoJYCtHoCMkQIRxOoyEPj6PE2fW+3HfLVMhijIiMR5+jxN2xoZ/++Xb8HloO6gZVPhZvPq3I1h23YScdtnyP4cw75IGw8r2eZxoGFGJexdNQYIXU2WzTgaPPvsO3RME8TmVfhf++28fm9JPgb55VpWfxcoFraitdGcYiK15bkfZadpW+Fi8+pY546bVCOjcG4Eyuzf8Xu31hN9ATxw/PVMtScDL4nf/e1h1vFgwu9HsKpYlPq92fyi2v/Tr28OGDcOOHTtw4YUX5hzbvXs3hg0bVlSlCIIgCHXCUU7RcDOZ3bz3o07Vt9pzZo7BD3/1Dloa6vDQ8ouwPs1s0s0yWL1kOja+dgD/+fv9qe+1NgXx43+6GC4Xg2nj6zFqWCWaR1XDzTogyzLaDp3sc9DmxJysa72M685QPOdv2ZIclX4XVi+Zjg3bD+T8ntVLpqPS7+ozBN2gbtiZ1BlPP69Z5qVW4LOOSI5mZtI0amitz9CylcxblbL1idLh9zpx/23T8PimXBPE+2+bBoeDNMFNwSbjxtmNaO+JweNyQpIBUZIRjnG4cXYjRAONtPxeJ+67eQpOZJXdEYrhvpunwE73BEH0YZMxf3Yj1iqMn8vnTTLc8K7S70rN57LLf2j5ReXn82HiuGk16N7IpLrCrbmeqK5wG1Z2wM/iGzdPwXsHT6K20g2OlxBLCOjoieMbN0+Bky1O45joH7IsmTp+E8oEfCymjqvHWWdU5ryw+uiTHgR8xa3V+xUEnzdvHh577DG43W5cfPHFAIBoNIrf//73WL9+Pb7yla8UVSmCIAhCGb0A4tcWtOLdfcdVTT4ApIwksyfFc2aNVTSMSZplrlo0BUvnTsSajW2KW8aSweb0rGu9jGsXy2D8mFrdIPTG15SNbOx24O6bPj+/gnFm8nc9t/2A4lbEZB3LCT3TqHsWthqml6lm3qqUrU+UDllGTgAc6LsnHt+0E3fdONmcipU5TjuDhCBhw38fzFmc3XHdRLgcBi6aJYATZdWy3RQDJwgAAGNnVJ+pazftxMr5LYaWzwmipuHePQtbDS3fapg6bloMujdy0VpPrFo0xbByRUFGe3ccf277NOe+PCPoR32N17CyCXXsJo/fhDK1FR7cfu0EPL5pZ07MYcW8SUWvU/sVBL/99ttx9OhRPProo3j00UcBAIsXL4Ysy5gzZw7uuOOOoipFEARhNdSyrwfq8/nWQS+AGKzyYNzoGqzZ2KZ4jnQjyWyTSz2zzN4oh3XPKwfKgFPB5uys62CVB/fcNBmd3VHwkh1+b+b1SP5/8pplG1r29CZyAtzp9QpHuLyMM/1epyHtMtgIRzhNsxEjTaO0TE6VsvWJ0hCJ8egKxfD4N76oKIcSifFAtdm1LD9EWdYMYKyYN8mwsgVJws9ffB9No6oxd9aYjCycn7/4Pm6/doJhZRPEYCKWEPBZRy/+/euz4GTsqfkFL0r44TNvG24sHI5wOHKsB/ffNk1R8qKcjCCBvnHz2d/txTUzx+DWq8/JuB7P/m4vbr36HLOrWDLMnO9ZEb31hJFzUF4Q8dKfP1S8L1/684dYfOU4Q8oltCFjeGsSjnJ45uU9iv3lmZf3YPm8yUX11X4FwW02Gx544AHcdttt+Otf/4ru7m4EAgFMnToVjY2km0MQhDXpbwC0UPkGo+Qe8g0g6j2w1cwo9YwvYwkxr2AzkGsA43IA3e1HMG7cOHi9udkOWtdMz5REz6CN4yVMG18PB2NPZatnl2GGDIdZAXm962Wk4Z2+2R4Z0JgBx/O4/7ZpaFPYpnv/bdMQiiTMrmJZEudE7D/SiQWzGxX1S4008UrwIq6ccRZOdscy/p580Zrgy8tQjSDUSHA8Hlh2IXYeyh0/H1h2oeHjZzwh4PvLZ2DPh52w2/rmPAlOQFcoju8vn4FomT1XOUHEP36pWfF6/OOXmkvqf2I2Zs73rIiZc1BOFLHwimY8uXV3Tib47ddOACeWz31pJSIxXlMnvtz6iFUIRxL48uXK4/iXL29GOFLcC6t+K4p//PHHeOedd3DTTTcBAD744ANs3rwZixYtwvDhw/tdIYIgCCMoNDCdDFD2RnlwgoiGkdXY+1FnKuigJt9gpNxDvpM3n46xi5IZpdbfk8S5/IPrenVIJxzlsP75NjSMrMY1F/VlHLpYBqIk47OTvWAYO1YvmaYa+PF5HNpGN14nll03CWs2vmcZGQ4zdbH1zESMNOfRuy8KuW+IgaPK70FnTwxnDPHB43KmMi7cLgbdoThqKssnU8xKxOI8vnXL+XA6bRntMrmxDuPPqkU8btzizAbA52LgUrgnHDYbbLAZVjZBDCaqA+rjZ0/Y+PGzyu9CR09c8Vi4l0NtpXE6x1bEydjRFVJ+8RDu5QzVfbYaevPjcjNj9Hm0jTGNnIOyjAOb/nBAw7CVEknNwO91qvporVo0BX4dg0bCGGywoSecUJUPqivyudavVn3vvfdw2223ob6+HvPmzQMAhEIhbNu2DZs3b8avfvUryggnCMIyFBqYVgpQputepwfCs7fOGSn3kG8AUcuMsqUhiH1HulL/nf5g2XekK+dvSVqbgrqu6ckgemtTsCCznVAkgcumjVY18nzk2bcQ50TFNmhtCiLgYzWNboYP8YHjRFxz0RhcPm10TiZlqWU4zNbFDvhY1XZuaQgWbTaihZ5RarmZNFkFSZIQ8Luw+4OOVCZjguvLZJwwthaSRMZAZlAdcEGQcv0bktq2RnpTsg47GI17gqEYOEEA6Bs//T6Xaj81evyUZLmo46cjkgzF4MmNsxsBlM/10JsfGznfsyKVfpfm9TByDipBxILZjYo77hbMboQgUSa4GXhcTmx7431Vqc+vLZhsQq0ISZYVfcqS/77z+olFnb9fQfB///d/x7nnnos1a9ak/tba2orXXnsNK1euxA9/+EM89dRTRVWMIAhioCgkMK0WoMzWvU6SnZ1t5Fa7fAOIamaUp4LK76CloQ4r57dg7ea21Ge2vf4BVi+ZDrsdqiaWesH15GcLCeKKoqxr5Plc2oMw+e9kWayDUTW6cbN23H7tRKzbvDNDBzA7oF5KGQ6zdbFrKzxYOb8lxwimpSGIlfNbDNWH1DNKJT1wc7DZbOjqUTdsClaVT+acpbDZsX6LsmFTnya4cYZNdE8QRJ7YbFi/RdkvxWjtfqAvpKsV9C2fkG8fkgzN4MlXiwyeDCa05sdGG0FaFbOuB8s4cKIrpvpMHVJNO+7MgBdETU1wvozkk6xEgtdul2Il+foVBH///ffx+OOPw+3OnAC7XC7ccsstuOeee4qqFEEQxEBSSGBaK0CZrXsN5GZnGyn3UEgAMVjlwapFU1Ka0x6XA06HHeEohx/d84WU/nT6Z5K61Ep/S55brfxl106EzQZc+4WxBQcyJVnWfNClX/O2g+1YMmc8Zk8dCV6Q0NETg4tl0HBmNfYe7pOrSd/qyDB2HO+MZhxPngc4FVAvpQyHFXSxh9b6cM/CVoR7OfR+viUz4GdLYpCUvDe7QnH09MZQ6fegusJNAXATESWZDJssSJzTNmzSk6gqBlEyNguHIE4X4pyoaUxppHY/AMgysOWPhxRNbLf88RBumzPe0PKtBsdreylwZeRnYKYRpBUx83oIoqTZT5eUWT+1Cvqa4OXlqWAVYgntcTquc1yPfgXB3W43jh8/rnisq6sLdruB+zMJgiAKpJDAtN7DLl33Wkm+wWi5h+zgtpahYsDL5vx9WB6fSf692PLzRe9Bln7N3SwDp8OOdc/vVJSreey5HfjaglZVbbd0KZVkgL3UMhxW0cWurfDA45DRcewQxgwbB6+3dFkoAS8LBgLaPzmKuuHj4C2jRZgV0TNs4smwyRT0nkdRAw2b4gZn4RDE6UI8wePBO2cojp8P3jkDMYODKLwg4ooL1CXlyi2TMcGJmhq/5TR2WSHpwkqYeT0SOv00UWb91Croa4KTV5EZ6F13X5Ht0q8g+MyZM/GTn/wE48aNQ1NTU+rvH3zwAR577DHMmjWrqEoRBEEMJIUEpvM1lVSTbyiF3INa4LpUDHT5eg+6dMPOObPG4qdbduVkciQXnis/D4DrSaskkQHDZTiSJqvJlwYetwPTxtfjrfdzXyaTLjZhBizjwNPbditmKP3ypT1YMmeC2VUsS/R8GIw0NYsnRM3sqGKzcAjidKEq4Mbjm5TlUJ7cuttwORS7zY5X3jysOH6/8uZh3HLVOYaWbzUq/S78+vf7VeeBy28wtj2shFWSLqyCmdfDbrNrrk9un0vzLDNwuxya7XLPwlYzqlX21FS4MW18PUYNq8yZgx451oOaIg2O+zV7vvfee3HTTTfhuuuuw4gRI1BTU4Ouri78/e9/x4gRI/CNb3yjqEoRBEEMJIUEpvUC5vU1Xqy77xLN7GcjsqXzJTvgWqpyiyFfI08AmHR2XUYQO522g+249epz8pZWAYChNV7UVRmXAa1kstraFMTyG/q0fNMD4eWkix2OcugKCWArR6AjJEAEVxa/26rwok4mIWWCm0LAr2Ni6zfSQFcnO8pXXsETglAjzmnLbxgthwLIuHLGWTjZHcv4a7DKg3Gja1BORpBAn+yE1jxQEMvH6JnMyDMx83rIOtKP5WhgawVicW3ZuVhcACpKXCkCAS+L2+dOzEl6C1Z5cNn5Zxa9ZuxXEDwYDOLFF1/E888/j3fffRfd3d2or6/HokWLcP3118Pn8xVVKYIgiIEm38C0XsA834BpdrZ0OMrh6Ilwv4LT+Qa21QKuX1vQimCRgV61OgxE0D0fI8/kb2EdTMZ3szMV7TYbFsxuVF14ZsvZVBf5JlkLNZPVHfvbsXZzG+6+qRW3Xi0UdO3Sr7ff64Tb5UAsXtg5knSEYgj38nBVjcKJHh4BIVYSTXAj71Oin8g2vLP3Myy/YRISfJ9RrN/jBOtksPVPh3DljDH65yAGnNoKD+6e3wJOlMAJUqpdnA47WMZuaH/1eZya98SNlzXpn4QgyoB4QsB3vjINtVXujH46vM6HlrF1iCeMky0CALvNhoCHwbDa2pzye6MJ2G02Q8u3GrGEgIYRlbj3c+mT9LHr0WffQczg9rASZEaeiZnXI8GJOLPej/tumQpRlFP3pZ2x4d9++TYShr8sI5SIxHhU+VmsXNCq6OlQbpJBVqEvWSqGplHVAJBa59ZVedAVisHrcRbVX/u9j9Lr9WLRokVYtGhRvwsnCIIoJfnKeAx0JncxQb98v6sVcH3suR1YtWjKgNd/+Q0teOqFXTnZzIUGM8NRDglOwMLLmnHbNeNht9nAMDa4XQ7EEwIe/OqFqTbo6U2kvudmGc1MxXT97yRqcjZGZNBrmazu2N+XXTBiSCDv86W3Q/pvT89gyPf6f9YRwZqNbTn6pSvnt2BorXEvso28T4n+43DKuOHis3GiJwaPywlJ7jNG7AjFcMPFZ4OXaXFmFoIsY93zu3L6qtESC0JC0LwnhDIKJBGEFjV+FpLNliOJkuyndoMzPFnGBtbvzumr4XAcQyo9fc6ZZUSV14lVN09RbI9VN08xvD2sBpmRZ2LW9ajyOXH/bdPQdvAkaivd4HgJsYSAjp447r9tGmxldl9ahYDXqenp4GTK6yWiVYhFOVT63Wg7lNtfWs6uQyxa3A7ivIPga9aswfz581FfX481a9ZoftZms2HFihX9rhRBEITZpA+s6W+BCx1wiwn65fNdoC/YGopwuOaiMWgYWZ2TBV2M47lWHdZsbEPTqOqMIHihwUytIL9almNyK+OcWWML0v9Wk7PJroObZbB07gQ0j6pBnBP6HRQfSAOe7HZQ++35XP+OUCwnAA70Xbc1G9twz0L1a18sei8G+nufEsXB2h3gJeUt4oIsg7Ubpz1NqHOiK4ontyprtT+5dTe+esMkDKn2GlK2zW4HJ0r45EQktQBJcH0LkOqAGyxj1z8JQZQBst2OX7z4Pq6ZOQa3Xn1ORibhL17ag69cM97Q8qmvZsEw+MW23artcVsZelyQGXkmZlwPO8PgeGcUf277NCfYekbQj/oaY57lhDZOJ4OnXtip6olzp8EJB4Qyss2G7lAMZwzxweNypsZxt4tBdziOmsri1qkFBcFnzZpFQXCCIMqCgZJsKCbop/XdvR91Ihzh8MSWnTkSIkpZ0P3dzqVVByWNbSD/YGZ/XhCkb2VsHlWtqQ+eXjc1OZvsOqRnWK/Z2Jbx/ULbfiANeLLbQeu3613/cITT1L8LRzjDguAD+WKAGDhkWYYkARv++2DO4uyO6yZCtlGGkhlE47ymVns0blx/kWQZXaGE6oI9WGWclBRBDCYSvICFVzQrZhLefu0EJHhjd01QX80kzvGa7RHnaJ5BlB5eELFh+wHVxJ07r59oRrXKHjPnWYQ6kiTB73Nh/ZbcnZB3XDcRkkriTr7kHQTft29f6r/37NkDu73M3ioTBFE2FJKBrSefUUzQT+vYnFlj8cTzO3MMI9SyoPvreK5X/3SN7UK+B/T/BUFyK+Pfj4c1z+/zOPHoXTM12ye7DsVkWGejZcAzbXw9PG5H3jrx2ddT7bqrfT7zmPaCXO94MQzkiwFi4JAAPPu7vYqZc8/+bi9uvfocs6tYnsjQ3O2y1MCMRlGS8dKfP1S8J17684dYfOU4w8omiMGEw27PkSwC+vrpk1t3487rjc0kFCUZW/54SDGTccsfD2HJHGMz0a2Gw27H09veV83sXFKGmeCE+cR5HQNdnmTnzECWbXjlzcOK48Urbx7G4qto/msKNhvWb9mp+Fxdv2VX0ZKA/drfOmfOHPzzP/8zvvjFLxZVOEEQhBXoCMUQjnCIxAT4PA64WQc++qRH8bNqGdhqmcLFBP20jhWaBd1fx3O9+ic1tgv9HpAZqM02uGSddkiSevZpwMuiwqcdjK7wsbqa29nB4mIyrJXqqGTAM218PZbOnYgf/zb/nQbZ11Ptuqt9PvOYQ/F6JyfiPo9x0heVfhemja/HqGGVOWUfOdbT7/uUKA5OEHHzVc3g+b4+Z7cBdrsNQ6o9uPmqZnACLc7MQAY0d23IMC5DnxO17wme7gmCAABwgqQZ3DJ6/EwIIq6ccRZOdscy/h6s8mDc6JqyG795UcKcmWNRGeibqyUTDS6q8mDimDrwYnldD8IacJyoaaDLkTGmSciameAwcJ5FqBPnRM35b7bnV6H0a6V77NgxeDzGOdITBEGUCjWDwAfvnIH71/0F3b1cxufVMrDVMoW1soH1gtNa39V7JCczhYt1PNeqQ0tDEPuOdOX8Pfm70s0mvS4HqmqGZHwuGahVM7jUkyAp5tpm1yFJMRnWSiiZrHrcjpwAOKCdbZ79W/cd6UJLQ1BxgqD32wM+FquXTMeG7QdyJnyrl0xHQOflQjEEvCxunzsxp/8Eqzy47PwzSQ/cJFyMHRJseHpbrpHY8hsmwcGYWLkyJq5jPhlPGLdo9jgckAHsPqJsSuRw0I5QggCAWJzXNOmOx42VQ2HsdricjKIcyo2zG8GU2e5txg7U13hUDdWEIrfRE0R/qPG7INuA9xSMMSc31IFU58zBBpvmjrvb59LOETPQW29Hi9y13K8g+DXXXINf/OIXGDNmDIYMGaL/BYIgCAuiZRD45NbdWLmgFQ/+7K2MY4VmCqtlA+cTnNb6br2OGdqwOl+OAWR/0KrD8hta8NQLuzI+n/xdcU7M/U5jECvn18D7edWTgd2GkdX9kiAp5tomyQ4uF5NhrUbAy2bU5eiJcMEyMNm/ddvrH6RkedKvWz6/nXUw2Piasi6h3Y7UeY0gHOVwoiumql3q9TgpEG4GdjvWqoyFazfvxMr5LSZVrLzReyEV8BknH2Sz29Cu0VeHVFMyDEEAffOI37xqntavw24jreE0WIdDc55BYxdhCvRMtSQyZNN23BHq+HV30he3a7lf3z58+DDeeecdfOELX0BVVRW83sxgjM1mw/bt24uqGEEQhNHoGQQq6eAqPQrTpSV6ejkA4Yzgs1I2cL7BabXvAtDMgg5WezLOn56VXUj5evW/+6ZzFev2yLPv5GY6H2jHmk1tqaB2MrD7aXtvvyVIknULRRIQRRmSLCOeEBHnBISjnO5vzA4uF5Nhne817q9OfHY7+L1O3LOwFbG4UFC79vQmsPew+tbtQiRfCqU3ymnqDN969TkUBDeBWELAkWM9uP+2aaitdGe0y5rndiCmk5FMGIOZ8kGCKOGN945i+Q2TkODF1NZt1slg658OYe6ssYaVTRCDCUHSDqIIGtJuA0GCl/BZRy/+/euz4GTsqfkAL0r44TNvI6Gzw+10QxAl8jMgLIcgSvjDOx9j2XUTIIpy6plqZ2zY8j+HMO+SBrOrWJbo7agzcscdoU7Az2LquHqcdUbu/PejT3oQ8Be3VuxXEHzYsGG45ppriiqYIAjCbPQMAGNZW1iVMrDzlfLIzgYuBLXv5psF3d4dU/ycltRIvnVQ+nshmc7BKg86snQss9ELGge8bF/m+Zb+/cb04HI0zuPSKSMVNd+1MqwLucZq2eTJlykulsH+I52KQW3FdqjQ/Hk5RHW2bhvphJ7gRSy8ohlPbt2dkwlz+7UTkCBjIFOIJ3h8f/kM7PmwE3ZbnyxQghPQFYrj+8tnIBI17p4g1Al4WSydOxFrNrbl9NWV81sMfWEkQsR1F5+NxzflSuSsmDcJvEQvRggC6JMt0vLZ0JM1KhZeFPDAsguxU0H+44FlFyIcSxhavtXgRO15Bkea4IQJCLKIBbMb0aYgh7JgdiM4kZ6pZuD3amcc6x0njKG2woPbr52AxzftzJn/rpg3CbUVxe2c6FcQ/OGHHwYA/PnPf8bbb7+N7u5u1NbW4oILLsDUqVOLqhBBEESp0NtKE/A6se6+SzQzsOfMGtsvKY9iCUc5JDgBCy9rxm3XjIfdZgPD2FDhc+VkgGcHZ42uX6GZznoTDD0JkoH4jdnB5UIy99PLz14IHzvZC7sdGQ9rJS3z/uqi94eAl8UzL+9T3TpdrOO2Fk6Gwbrnld2+n9y6G3deb1zZhDrVATc6euKKx8K9HGor3SWuEQH0jS1PvbALTaOqMXfWmIzg2lMv7MLdN51rWCCcZZz46Rblsp/cuhvLrisviQWCUMPvdeK+xVMVjSnvWzzV8CBKlc+dU3aSrlAcdQM4fxgMsIwDT2/brTh2/fKlPVgyhzR+idLjdjhV+2lnT/n1U6swEP5SxMATjnKq4/jT23YXPf/tVxC8p6cHd9xxB9ra2sAwDKqqqtDd3Y1169Zh1qxZeOyxx8CytJ2ZIAhrkS1X4fM4MXVcPd7eezznsy0NQQT8rOKbxvQM7EI1wgcCrazj7LJ6ehMF608Xi17Q2u91ZrSFx+XEyvkteOqF3Tluz/lMQIz4jYVk7ifLL2RXQHYWfylfpvCCpLl1mxeM2zrNCdpu35xAGVpmIMky7DbgjCE+eFzO1PZxt4uB3dZ3nCg9oUgCl00brbhrY87MMQhFjJMuinMCrpxxlmJgb9zoGsQ5ylojCABwuxzwsMruwR6WgdtVnHapHqIkQZKhaowplpkRJC+KuPqiMXA6bRnPs8mNdRh/Vi14ygQnTECvH5ZbP7UKyTXZu/uOo6bCnQq2dobiOK+5niQaTcLo+W+/nsoPPfQQPvroIzz22GO49NJLYbPZIEkStm/fju985zv40Y9+hPvuu6/flSIIghho1ALHyczT9EB4cqu52labdPmMPg1wdfSyorVQ0pgGUFDWc3/1p4tB6636tPH1cDD2HM3w1qYgVi+Zjgee/msqEJ6vwaUZv1Hp/IUEsrP1vV0sU7KXKXr6zkbqP+u5eUfjFFgzi4Dfhd0fdKS26Sa4vm26E8bWml21skUUZcUxJfnvZdcal9FoAzQDezbYDCubIAYTPCdqBqF5ztigqyRD0xjzq2VmjGm32TCkxqP6PKOXuoQZyIDmOEF3pfWgNjEPo+e//QqC//GPf8S9996L2bNnp/5mt9tx2WWXobOzE2vWrKEgOEEQlkFNLmPvR514/8MO3HLVObjhkgZ4XA64nHawLINglVflbJnYbMDqJdNOaT9mLXb0sqKz6QjFEI5w6I0K8LoZtHf3GdN193JobQriq9dNwt6POlOfz5bf6AzFwAliyizRxTK4/7ZpcNhtiHNihk4lAFT4WBw9ES7IWFHPADI70zlZx0ln14F12HG8M4qGkdXY+1Fn6nol2+Yn/3wxQhEu47x65Sld4/TrIkoyjp4IF2QGWgjJ8gvdFZCebb7/SKfi95IMZCDf53Fq6pcWes8WVLbXgSo/i5ULWhUNGIt1+yb6h91mQ5yLY3JjELGEkDJsGlkfQDQeg9dFcihmIMmypuGdkcEcp8MOvw+K90SCj8HJUBCcIIA+Y0wtI8abDTZi5HgRdpuMJ//f7Iy+6nY5sHbTe+DKzGuDddgRjio/z8KRGALe8nuehaMcukIC2MoR6AgJEKFvHE8MLLIM7DrUjpXzW3L66R/e/hizzh1hdhXLknCUw4mOCLKnU7IMnOiIwM0y1FdMQJJldIViePwbX8wxkv23XxY//+3XalOWZdTV1SkeGzZsGKLRaN7nkiQJa9aswcaNGxEOhzF16lSsXr0aI0eO1P3utm3bsGrVKrz22msYMYIGDoIglFGSy3CzDL5xc590xY83vJf6e/KNPGBT1WFWyipPmgo+8uw7GZnMhWiJfdYRwZqNbTkZAg/eOQP3r/sL9n7UiV0fnMQDyy5AZygBF8ug0s/iP3+/H89tP5CS43hy6/s555gzcwz+47fvIs6JaGkI4r7FU+Fm+/SZCzGTzNcAMpnpHIokIMvAT7fsUjRhTL9eO/a3Q5RkNI2qKai87MzzUuprp5fP8dpbGbUC2XqB54EMTFf6XVi9ZDo2bD+Q0yarl0w3VP8u4GPx8IqLsPuDjhwDxodXXASPm4LgZsDIMjwut+L4s2LeJDCUOWcKvCDie8suxLrNueaU31t2IaJx7Z1IxeAEYHe48d6B9hwTr8kNdXRPEMTnCDpGjILB8hsyRCy/oUWxry6/oQWRRHkZYzKyDL+XnmdJCjFuJ4yDsYm4ZMpIxX56yZSRkGXaCWkGkSinmaEfidILIzMQRBHfvm0a1iqYs3/7tmlFz3/7tdq87rrrsG7dOpx//vnw+XynKisIePbZZ3Hdddflfa61a9fiN7/5DX7wgx9g6NCheOSRR7B06VK8+OKLmrrin3zyCR544IH+VJ8giDJDKfiYlK5474DyNpuZk4fjwknDcx58alnlye/NmTUWz20/kLeUR5KOUCw1Yc/O0u0JJ7D69gvQE05g658+UAxw7/rgpKocx/4jnehsGZ4KnrNOO1ysHVv/eKggM8lCDSiT//3Is+9gh8p1vv6LZ0MQ5dRv5XkJ4c8nHPmWl515rnQd3CyDhpHV+LS9Fx3dMfi9+WW950Oy/E/bezU/pxXILrUxy8bXlLdO2+19pqBG0hNWXpD3hBMUBDcJ0W7Hr3+3F4uvGgcnMz4j4/jXr+zDoi8Zm8lIKBPwunICOUBfX123eSdWzm8xrGzJbkdPOIaJY2vBCVIqC2d4nQ89vXFUBSh4QhAA4GQcpho++91udPbEFD0dukJx1FSWV18V7XY8Saa+APrm7eufb0PDyGpcc1HmtVj/fJuh5spEJna7k/qpBREkmeSkLIjf48LPX3xfcYfVL1/ag69cM76o8/drtenxeHD48GFceumluPTSS1FfX4+uri786U9/wmeffYbKykp861vfAgDYbDY89NBDiufhOA4/+9nPcO+99+Liiy8GAPzoRz/CzJkz8eqrr+Lqq69W/J4kSVi1ahXGjx+Pv/71r/35CQRBlBFKwUct6Yq2g+2YO2uMog6zlglj28F23HbNeHzxvBEFB1jDES4VAFfLYp5/SWOObEZ68F3pN6Wf7/FNaVkgjUFcfdEYtB06mSPhoqZB3R8DSq3v7D/SiWXXTsBPt+5WzNjmeCHv8tI1tjleyjif2jWdNr4ey66bBI4XC5KDUSJY5YHdjqIC2UuumYDjF0VhA1LSJOPOqinoZUo+9PQmcl5KJDHKLDVJIiFoZlwkDNQjJ9ThBAELL2/GzkMnczKUFl7eDE6gdjGDWELA/iOdWDC7UVG6yEj9fkgSqvxunOiJweNyQpIBUZIRDscxpNIDkIkXQQAw3/BZkiT4fS6s37Ir57l6x3UTIZVZXyVT31OYaa5sZcyQh5EkSdN7pdz6qVXgeJ3xu8zkpKxCghfwj19qxp4PO3N2Dv/jl5qR4Isbx/sVBN+2bRv8fj8A4M0338w4NnToULz77rupf9ts6pqB+/btQyQSwQUXXJD6W0VFBc455xy8/fbbqkHwJ554AjzPY+XKlRQEJwhCF6UsWz3pCo6XFDPIIzFeU0+ZF0SMOaOy4DpGPjcM1DJXlKRTmebpJIP2Sr9J9XwH2iHJyudL/s58/lbMd+bMGosnX9it+Fsfe24Hls7pM71Qu97ReOa5k1nh2S8K1DLDL5s2Gj/Z8F7G34vZIlpb4cnISE8/p1YgW22r6o//6WIEfOyAT8wjMV5Tl9tII1FJhqnaqYQyLMOgoyeueKwrFEctZSiZQizO477FUxWDOfctnoqYgUayNrsdgiTB7+kbf+w2wG63we9hIcoyHHa7YWUTxGAiGhM054WGGz7bbHj2d3sUn6vP/m4vbr36HGPLtxg2AD4XA5dCxq3DZisrU18zzZWtilnyMDabDT0h5XlWTziB2sry06q3AvGEqDl+ZyeKEaXBydjRE04o7pyIRDhUBorrL/0Kgv/hD38oqtAkn332GYA+HfF0hgwZkjqWzc6dO/Gzn/0MmzZtwvHjxwekHrIs6+qYx2KxjP8nrAG1izUppF283vwMKIH+91UGwMp5LVizqS016WGd2gt41mmHx+XIKc/rdihmFSc1rr3u3O/kg+9zGYh8MtSVSD60s+nv+ZR+u8el/cgo9Dt6RpKSJCtmcbtZBkvmTADrdGDf4Q743E74vQ4ki8ouU6kcrZcNjz23A/fcNBk6P1cRHwvcc9NkhKMConEBXrcDAa8DLofyvZsQgMeee09R8uWJLTtxz02TEY0O7ALa53HgwTtnKOqXPnjnDDB2KNZ1IPqqIIqab/YFUexX/yGKQ5JlzQx9SZaoXUygKuCCKCVU26UqwBrWVyHLsMGG/Ue6cnYHtJxdB+TxPCaMhebA1sDv1Z4X+j3q88J8+6rW/JcTtJ+rnFBez1XWYYddIzPeoTLHOR2RJFkzy1WSymsc15pza839B+KZqj/PKq+2sAp+n1N7/PY6qV1MwAZo7pywQbm/5NtXTRXfTE7asrW/XS4Xenp6cj4fjUZx77334t5778Xo0aMHLAjO8zz27t2b12cPHz48IGUSAwu1izXJp13OO++8vM9XTF+12+245R9G4pYrGhHlRFT73arSFS0NQXSG4qjx8Nj7yYmMY/XDR2tmVXx1bhP27j2Y929KP29Lg765otrx5FvrloZgRt36c77WxiD4WE/Ob6+qGYLWxqCilEZ/vqNnTRSJcVg6d0LG9c6Ud2nLKH/pNU3oOP4xKqrqMspU+o16AfjO7ii624/o1FCfCADl5UcfVcFRmpIvA1WPdIaPbMATW3Mz8JP6pSuun6DYzwairw47swkdPXHFRcAZQT9qK91593Fi4Kgf2airiUjtUnqG6rTLnSrtMhB9dcToZpzsjqn21SHVHronLALNgc1l+MgGzXmh2jMVyL+vas1/h53ZiI4e5Zdl5fhcHT6qCeu3KGu0r9+yCyvmTSqb6+GuOlPzeCTGYe+xQyWqjfn0d849EM9UmmdZE6PW9URxnDGqCV0a68VglfJzLd++amoQ3O3uS2PnOC713wCQSCTg8eRuR3nwwQdx1lln4aabbhrQejidTpx99tman4nFYjh8+DBGjx6tWDfCHKhdrIlR7TLQfTU7Oxw49UZ+aI0HPrcNw+prM75zMiRoZlXI9gkY0zDu80xgPidLWYsV8ybhRJdyRldyq1Z9rRffXDw1Y6tW06ia1H8nTQ2TddTLePd7M/XSW5uC+Nq8FjgcNjg9lTm/4Wvza/DugXbUVLhT2eedoTjObQwqXi8AWDm/Juc6tzYFMbTGq6p1G+dEBHwuNH9uDJdES97lqZeQyuJIL1PpGui9HOAlO8aNM16a4+MT2hl8RtTjRDevqTOcEOSiy1Trq129oqYcyuIrx5XkuhOZfNbF4bOOXvz712fBydgzjDF/+Mzb4HiR2sUEPuvitPsqLxnaV9947yiW3zAJic99E/weJ1gng61/OoS5s8bSPWEyNAe2BidD2tr9vATD+ilAz9Vsjnfzms+zOFc+z7OTIe2dhAGfC2cNK49rAfTNuTUlLQdgzq3WV2meZU1OhgQcOdaD+2+bpigRKdmc1C4m0NUrYssfDykaHG/54yEsmTO+qHYxNQielEE5ceIEzjzz1JvKEydOoKmpKefzmzdvBsuyaG1tBQCIYp9Gz9VXX42vfvWr+OpXv9qvethstrxT5z0eT0FbYojSQO1iTQa6XQa6r3q9wKpFU9AViqM3xsPNOuBxMfB71XWYY+2din8H+gLVNpsNP/rtqa12bpbB0rkT0Dyqz4xHy3zR6wUcDntOhrqasWNLQxCrl0xHfY0XvCji/HPq4fc6cc/CVsTiAiIxHhU+VtOscUS9H+vuuyTDGDLOifjRb5X18mC34S87P805dm5zPbxe5UW419sXnO7sjoKX7PB7+8qJxnnsP9KluP3s1bcOo7rCjU/bezPOpZfBHYmLqB4SSLVtT28CkiTnXIN8Xg6UYkzxe7W15oyoR+x4h+bWv1hCgNdbuK59Omp99URPNxZe0awoxXL7tRPAiyK83kBRZROFw7fH8MCyCxWNMR9YdiHC0QQ9Y00gcSKm2VcTvHF99WRvN66/+Gy8dzD3nrj+4rPBSQL1VYtAc2BziZ/s1OyncU6A11tRVBla89/j9FzNIHHipPbzLJIoetwcLFSD01wDVFe44S0jY8yAT9TsqwFf8XNutb6qO8+K0TzLDBIdnZoSkX3zrOLGb6JwPuvuxhUXqJv6ckJxzzVTg+DNzc3w+/146623UkHwUCiEPXv2YNGiRTmff/XVVzP+3dbWhlWrVuGnP/0pGhsbS1JngiAGP+Eoh57eRCrwW13hxplD83vA+TxO1WNzZo3FT7fsSslwpAevk9nMekHxYJUXX1vQinf3HU9lW9dUunHkWCjH8LHtYDvs9r5g75DsiVPaz9Eya6yt8CDs4AD0GSZKErD3cAf2fpRZ1o797Xh33/GcAHjy2GPP7eibQH7+O7Kvsc/NINTxdzQ1NcHr9SIc5fD4pjbV7Wd33TgZAS+bc731MrjTTR0DaS8zsq+BknRM+rWp9Ls0yxkolExbja5HhY/Fr3+/X1NiwSicjANPb9ut+Gb/ly/twZI55WfSZAWq/G50h2OYOLYWnCClsn6H1/kQjsRRFaAsUzOo9Lnw61fU++ryGyYZVraLcareEz29dE8QRJKAl8VvXz2g+Fx75c3DuN1g80GWnqsZVAc89Dz7nICX7Zdh++mK2+XQlL64Z2GrYWVX+d3oCsXQNKoaAFLro7oqD0K9cVRXlM99aSUCXhd+umWX6vi57Drj1kSEOnabHa+8eVj1uXrLVcUZPpsaBGdZFosWLcKjjz6KmpoanHHGGXjkkUcwdOhQXHbZZRBFEZ2dnQgEAnC73Rg1alTG95PmmcOHD0dVVZUJv4AgiMFGsa7gWkHLSWfXZbytzJbuUAqKq5WfHWxOZik88uw7GU7Vez/qRG9WwDk70zxY5UllRWd/Rul6qJVVU+HW1NLr6U2onrO1KYilV5/a4dPTm1A9V9vBdnB8X7nZ11svg1vtJUX2NfB7nbhs2pl4XEGmpZQLAzMWKIKOUZIg6am19x9eFDXf7PMiubCbgiShwu/G45t25mTCrJg3CZC0Xz4RxiCIkqbMgiAa2C50TxBEXgiihCtnnIWT3ZnyZsEqD8aNrjG2n4KeqzlIEir9bsVdLJMb6spu7ErOf7tCcfT0xlDp96C6wl12AXAAiMW1JS1jcSEjiWggkT+/L9sUMsFbzq6DXGb3pVVIcILm+JngtCWFCKOQNdtF1nUW08bUIDgA3HXXXRAEAffffz/i8TimTp2Kp59+Gk6nE0ePHsWll16Khx9+GNdff73ZVSUIYpATjnI5wUZAOZNZDa2gJetgMj6bLd1x/RfPRmcojrmzxuBLF4wG67Tj4NFu2AB82t6Lju4YvG6nYiZ2ctI2Z9bY1DmTQfV1m3dmGE8qBdUDChIvatdDqSwgvyxsrWv8lAzc8+XJ8CIzY1vtXMl6p1/vYjK4la6B2suBUqL1ksII4gntCZ3e8aKQbZpZOEvnllfGmlWQ7Xb84sX3FTVlf/HSHnzlmvFmV7EsiXOCrsyCUdA9QRD543IyigZeN84uwU5leq5mYrejqyeGM4b44HE5U2OX28WgKxRHTWX5ZdwGvCwYCGj/5Cjqho8rKwmUdPJdexiBzW5He5e22TRRemTY8NrbHyvOdV57+2N8+fJms6tYltih/VxbVuRzzfQgOMMwWLVqFVatWpVzbMSIEdi/f7/qd6dNm6Z5nCCI8iIc5dAVEsBWjkBHSIAILiOQqJV9nJ7JrEd60DIa5xHwsuAFCb0xHv+ydDpESYbDboPTyWT82+NyQBAltB06mTJ/bG0MYv6ljXjg6b8C6As8Tzq7DquXTEeCF7H3cGfqs20H2zF31phUPVRNIvMM6ociCTSMrMY1F43JyTBMLytpIjO0zotH75oFhrEhFOEgSXJG/Xwep/Y1PtCOcFRAdYW2rAyQeTz7el86ZSSe2LJzQDKnlQLjZpBvPbJlZvoTLC/k2g80MmTNzFZZNi4LnVAnwQu49apm2OwMYgkBdhvA2G0YNTSAW69qRoKnTBgzCHhZbP7DIdXF2a1XF7cdVIsEL+ArVzUDCvfEV+ieIIgUdptN15jSSGTImoZ75fZclSQJ1QEXZJsNcU5MjV11lR7YZBkSZdyWLT6PU9MY08j5ryBKeHPXp1g5rwUxTkjJ9LhZB7a98QGumnGWYWUT6thssqanAorMOCb6h6TzXJMGeyY4QRDEQJCPzMlAZgAkA4+SJCOWEGGzAbIMVAdciCZ48LyMf336r4hzYmrrzr88+Wbq30m5kR0H2iHJfVniY8+oUs34S0qTpGdj65lE6gX1ZRmqxpSPPPsOOF5KZZu/8uZhNJ1ZnRN0TzeyrPS7cowss4nG+wInhWphZweJrZDBXWqKlfJJUul3Ydr4eowaVpmzCDhyrMdQPfQEL+K+xVMVt43ft3gqEnyZbdu2CF7GDtlmQyRtF4AMIJYQ4GMZeBn17xLGIUqS5uJMNDCY42XsgM0GLkvKQRQlsHY73RME8Tm8qN1P+RLIoWgZ7vXGOUPLtxoOmw0SgPaeGDwuJyQZECUZJ3tiGFLpQTkOXXpJQuVCpd+F1UumY8P2Azlrn9VLphs6/5VsIq6dOQYRLmuexQm4duYYJGR6sWwGDjtDngoWhBdEfG/ZhVi3OVeS73vLLkS0yOcaBcEJghj05CtzUkgGrF7GbXt3DOufb8MVF/TpQCYXHqzTjo6eOCaMrcWC2Q145uV9OfIi6f/e9voHGD+mBrMmn4FYQsSNsxvxj1c0Y8eBE9jyP4dyvpuuiS0DmhkNWkH9cJTDT7fsUt1mNGfWWLBOeyrbvGlUbgA8/fNqRpbpuFkGFT4WR0+EEYnxWDJnAvYd7sRTL+xOaY9rZXQrtcmIIf13hrY66b/X41KWySlEyidJwMti6dyJWLOxLWcRsHJ+i6ELoyofC1mU4FLYpuyw2VDlK79FmSWw22GTZLhZJtUXbQBcLAObDMBuM7V65YrdZsfPXlJfnBkqc2C3A7IMhrEDwqkgHsP0/Z3uCYLow8kwWPf8TsX50ZNbd+PO640zsAWASq+LDPfSkG02yJKEukpPTia4LMuQ7dreMqcbA5VAcbqw8bUDin3Vbu9LsDEKt90JUZLRG+NSL2ckSUY0wcPj9MBtNy4LnVCHF0VcO2ssaqvcOUa6HWPrys9TwSIEvC78XEWS75n/Kl6Sj4LgBEEMevKVOck3+1hvwpgMuo8bXaOqA3lG0I8LJg7Dc9sPpoLUbtaB5lHVqSD1dV8YmzrHuuczA9KtjUF84+Yp+OGv3klJk7Q2BTFiiB+P3jUTPo8Tsixr6sX6veoTqp7eRIaOeDptB9sx/9IGDKn2oLbSg+e2H8DcWWNUs861jCyTuFkGq5dMxxPP5+qX//ifLkZvjIPXrZ7RXW6T+EIMSwuR8gH6gutrN7cpLgLWbm4rKKBeMDIQ8Luw+4OO1IujBCekXhzRrkPzEGxQNUGkyaI5cIK24R0nGLs4EwG8d6Bd0VyuHLMpCUIJThA1zfaM7qdkuJeJTZYh22yqzzNbGcnDDIQX0umE1tqn0Ll0ocgABFnGJyciOfPf6oAbdtCLZTNwMDYEazyq44Uol9f4aRUSvKC5w6pYST5a1xAEMejpr8likvTs43wmjMmg+81fGodf/tde1ezo5TdM1AxSB3wsPvykJyeIDvTpZ8s4lQEuA7hrQSvqqjwYVtf3mY5QTDM7+56Frf2+ZqyDwbA6P/Yf6cs8zscUE1C/xkvnTsDG1w7kTD537G/HE1t2ak7Ey20SX6hhKVCYlM9AaeP3CxvQ1ZNQfXEUrHIbUy6hiYjcADjQd889vmknVs5vMadi5Y6JhncSgPbuOJl4EYQO0Zj2YjwpA2cUZLiXiWiz4fGNyi/6y+15Zup8z4KYaYwpyTK6QjT/tRoOhsEaGi8sh8Nuz0kQBAZuhxUFwQmCGPQUarJ4902tCEc4RGICfB4HAj4WtZ9vF81nwnhqkmTTzP6RZGgGML56/USMHVGJ2ko3vnTB6Awpkzgn4r0D7Zgzs8+ccmiNF3VZGc+xuKBZfiwuABWZfw9HOXSH43CxDvzkny5GNCGAsdvw7ufyK8kM44DPmXHt0mVYlFAzskxuyxUlGWs2til+V28iXm6TeK3fm22OmqQQMx8zFwGiJGPLHw8pyjts+eMhLJlT3PY2on/EEgK6QjE8/o0vQhTl1HZQO2PDv/3ybcQSpFVpBjJkzTHeSMM7QZTwxntHsfyGSUjwYuqeYJ0Mtv7pEObOGmtY2QQxmPB5tZfTPo+xy21BlOi5mgY9z05h5nzPiphpDC9KMn7/18NYfNU4OJnxGUZ/2/70Ab58WZNhZRPqxBIC9h/pxILZjYrSouU0XlgJTpA026XYHVYUBCcIYtBTiMminqxGPhPG5CQprvNg5PjcLbLpGt6hCAdBlDIC30pGmK1NQVRX5GYIFDq5be+OYf3mNlw2fTReefMwzjrjlDHihDG1mDquHg889VecdUZl6polr+2+I11oaQgqBmTyMbLcd7ijoLoW8zsHO3q/JzsrX+n6a2HmIiBhsrwDoQzH87j/tmloO5i7nf7+26YhFEmYXcWyJM6Jmr4P6bJIA40IETdcfDZOZJnLdYRiuOHis5GQaGFIEAAQ8LGq86OWhiACBntd6D1XE2X2XOV4Ht+5bVqOMWY4xuE7t01DTxk9z8yc71mRQtaLAw0vifjHy5txMhSDPU0TPMEJ+MfLm8GJ9Ew1g1ic19y1HTN4Jw+hjF67xItsFwqCEwQx6ElKcLy77zhqKk4ZVHaG4jivuT4VjM1HViOfCWNyEuVgbJoBilgic+HhZhnVAf2+xVNx4O9daBhRBVkGHrjjQryz9zgqfE5Vo0i/16n6hjTOiTlGn489twMNI6vxypuHVRdM31t2ISp8pwLYyWu7/vm2VFZ6hna5hpFlOl53/yfi2ceyr7mLZRCOnj5O93r3YHpWfr7XPx0zFwF2m11zd8TtRhr9EapU+T3o7InhDAXD0u5QHDWV5bWd3ipU+Jz49q3TUBno69/Jl7AXVXkwcUwdKnzGBTDcjBOiJKEm0GcWlTSXqwm4Icky3Ex5BU8IQo3aCg++Nr8FO9L085Mm6a2NwdROQ6Ow2+x45c3Dipngr7x5GLdcdY6h5VuNar8HgiTB7+kbN+02wG63we9hIckyqv3lIztR6Xdh2vh6jBpWmbNWOHKsx9D5nhXJRxbTKDwOJwQVfWkJMtwOeqaaQaXfhU1/UN5J88qbh8tuJ41VqPS78MLrHyoaY7729sdYfOW4os5PQXCCIE4b/rLz05xJzbnN9al/5yOrkU+AMDmJ2n2oHauXTMeG7Qdygsmrl0yHP2sL7JxZYxUDgEeO9aC20o3xjlr0RnmwTjve2XscH33Sg384/8wcGZRwlENPbwLhCIeWs+vQduhkTib5q28dzpjcJn/7NRf1BbLVApG/+K/3c9zR+yRkzkUoksCyaydAkmXEEyL8XnUjy2wCXgdaG4OKhjR6gdf0NlF7kXA6mWTq3YPp5qj5Xv908n1pZASyLOOzjl78+9dnwcnYM7aD/vCZtyGVkWGVlZAkCX6fC+u37MrRqrzjuomQysxYzSq4XQ4MqfFg7eZcw6blN0yCy2WcPaVNlsHYbIjzp17myujboupjmbIylyMIPeyMHf+789Mc4+/zxtVrfGugkDFn5ljVl2VyuTlOyzIAG57e9r7iuIkyGrsCXhZL507Emo1tOeuUlfNbTpvkkUJISjZ2heLo6Y2h0u9BdYW7BNdChixD1RgTtvK5L62EKMm4+qIxcDptGUkgkxvrMP6sWogStYsZSJA1jTGlIp9rFAQnCGLQE45yWP98GxpGVuOaizLf4q5/vg1333QuAl42L1mNEUMCeWUJuFkGY0ZU4XhnFHNnjUHTqOpUILrtYDvsduDum1ozgpnNo6pzDA3dLIPvLJmuOFmfM3MMnnphV6r+AHCiK4pjJyPojfJwsQxEScbkhjpMbggiwYvYe7gTr7x5GF+9YVLGhC752zleUqxHEjWN7Wx5k0JxOYCl1zThqZdQcPZFMmh7vKMXXrcTkZiAr1x9Dk72xLHmuR3o7uUsa5KZfGGRXJTmE7TWy1RJN0ctBr2XRkYgiCK+v+xCCLIMTugLrNoA+FwOfH/ZhQjFOUPLJ1Sw2fDs7/YoZlw8+7u9uPXq8soktAo8L+GpF3YrZig99cJuLLtuonGF22ywSTI8LkdKE9OGvsC8TZL70isJgji1y1DB+LsU8xInY8OwGg+ifK7sybAaj2r26emKZLNh4/b9WHbdhBxN8I2vHcCN/1A+2svhKIe1m5VN/9ZubrPcnLlUBLwsGAho/+Qo6oaPg7cE10AGEIkmMHFsLThBSt2Xw+t86I0mUFlGOxSshN0ODKnxYPcHHTkvJyaMrQXK7SWiRWBsdjz7ivK65Dev7Ct6hxMFwQmCGPSEIglcNk1dDzEU6Qvq5quNp2TsmB68VNIVz9by3rG/z5gyPZiZreUM9GWH/+p3e1XlIZpGVaeC0sc7I3jsuTbFYHmy3OS/+SwNyHSDS6V6pGOUxnbH8Y9xz02TEYmLBQWFAUAUJfz2vw/m/PYH75yB+9f9JRUIt5JJpp7+vBZ692Ax5CMLZNQ1rPK6IMgy1m3OzTheMW8SqrzltTXXKnCCqJlxQVrt5hDnBE2t3zhnrFalYAMe35j7zFkxbxItIAjic8w272YZBrwkq2Y+s4xxO0asCC8KmD+7EWs3KeygmTcJfBlpL5t9bxKnsMkyKvxuPK5wX66YN4l2V5mEw25He3ccf277NKddzgj6EayilxNmwIva6xJeJGNMgiDKHFGUNXWG77huAsJRDpIk4ztLpsEG5BiLZUtyqGU+qwUQk2XNmTU2FaxIZpYng5lKwWetrOy2g+2YO2sMIjEe4SiXE4xQKjf572XXZmorpxtcTjpbO43YKKMcSZLgcgDVQwIFfa8jFMMald/+5NbdWLmgFQ/+7C24WQaSJOPoifCAB44LZSACzcVm36th5qJIBHIWAEBfWz6+aSdWzm8xpFxCG4fdjmde3quacbH4SsoENwVZXboKAJbOMU5DXwTwi5eUs3B+8dIefOUa0skkCMB8824RMG/HiAVxMg78dMsu5euxtbyuh9n3JnEK2W7HL158n56pFkOUZGxIWz8nSf77zuvLZ7ywEg47g3XPK68Xn9y6G3deP6m48xf1bYIgCAsgyTKOHOvB/bdNQ22lG7GEAL/HCcZuQ3coAaeDwUef9iAc4VMT4Y8+6UmZUY4/qxasg0FPb59jvFYAMBlATDdnZBg7Kn0sBFGG02FD45nVcNhtED8PyFb6XRgxJIBwlMvRehZEGQtmN+Kc0TXwe1kwjA2hSF/Afu/hTgiiDJ/H2Vfu51ttk2WnfyfBiTjnrBoIogyH3YZwlE+VnQymJg0up08YipaGYOrBkv5bZACShLyNJvOV+0gIQM3QMTj8WQweFw+3i4E/zyBvOMLlPASTtB1sx61Xn5PSCn/qhd05mpxamdf9kSvJh4EINBtVNzMXRbGEkNFX0xcBa57bkZJdIEqLIElYelUzRDuDWEJImSCOGhrA0quaES0y44LoHzKgqaFvpNZvghe07wme+ipBAH2JAw0jKnHvoilI8GJK5oB1Mnj02XcMSyxIEucEzLt4LGqqvYglhFT5I+sD6OyKGr5jxGrEOQFf/oexCPhzr0e4t7yuh8/jRJWfxcoFrYpzLqPvTeIU9Ey1JnFeRFcohse/8cUc+aR/++XbSCjITBHGwwna7VLsDlUKghMEMejheBEP3jlDccvMnTdMws9ffB//u+tYxt/nzhoDD8tg30ed+M/f708d0wuaRmK8qjljcov67988jCsuGI1/+embiHNixjnT5VHcLIMzgj788f/+jgsmDoMkyYjFBVR4WciQMbTGixH1flT6Xfi0vRcAUmW/8uZhNJ1ZnSOlkqzDd5/MLdvNMlh85TnojfFYOncC9h/pxLO/24uvLWjtl9FkvnIf7d0xPLbhvYzgdEtDEDfObsTQOp+uNEgkpj0xjMUFVdNRrczrYuRK9Cg20Gxk3fKVBTKCeIJX7asP3jkDUcpKMgUvw0C2IeMlhIy+f/tYBt7y2k1vGXhBwPeWXYh1CsaY31t2ISIx4zT0vYwdss1G9wRB6FDpd2HVzVMUZQ5W3TwFfoN3o7EOwFXlydkxl5RZkMtME9znAGSnBxGFsavS54GtjK5Hpd+Fh5ZfpGh6/dDyizRN6YmBxcvYIdhsqhJj9Ew1B1EU8Z3bpqG9JwaPywlJ7ssOD8c4fOe2aQhFE2ZXsSzheAH33zYNbQdPprTaY4k+rfb7b5uGcJHtQkFwgiAGPRU+l6pcxrrNO3HNzDEZQfC2g+2w2YAZk4YXbGTk8zhVA67pOt7b3vgwJVGSfs50rWdJkvHMf+3Bjf/QhGf+a49ikDgUTqDK70oFJpNlJ8vIrsP+I53obBmOB5ZdgM5QAqzTjrYDJzDp7Dqs2dSWE1T94ddm4ukXdhcUPAbyl/tQM4zaf6QTn7T3wsUy6OiOwe9Vz3T2ebQfVR63A5POrivI7NNoXexiAs1G1y0pjaOUqZ4tCzTQVAVy9RCBU9vbVswrbnsb0U8+37my/0hXzmSz5ew6OMgE0RQqfG7Vbf1PGy1zYLdDkmT0xrjUwlCSZEQTPDxODxi6JwgCABCNC5oyX19bMNlQWTa7XV3+48kyk/8AANgdOs+z8ok2coKYEwAH+u7N9Vt24Z6FrSbVrPwQSQ7FklT53EgIEjYo+E7dcd1EVPlIE9wMqvxunOiKqWq1D6kuLiGMguAEQQx64glBVy4jm/cOtGPOzDGK39GSq6j0u1QDrm6WQdOoalwwcRjGDK/E0FovAGDb6x9knDP5v6Mnwhg1vBK/+t3enCBx8vdc1DIcNZXuVOAyqSE+d9aYnDqkZ6g/vunU+SY3BlFf48Pejzpzfue653eiYWQ13tpzvKDrkK/ch9LnMuvZlpJjmXR2HVgHg4AvMyAe8LEZ8i3ptDQE4fc4IQiFmX0arYtdTKDZ6LolpXGUMs3vWtBq6GI9zonYf6QTC2Y3onlUdcZiPV2jnygtEoDOUFzxWGcojroidx8Q/cNMY0wZgKgityJChh0UBCcIAIjGec05aDRu7A6nOCfg6ovGwOm0weNypoJrkxvrMP6s2rKS/wD6nmcne9SN7ooNngwm9OQEwxEOtRXlcz3MJMEL+McvNWPPh52w2wCOl5DgBHSF4vjHLzUjQXIopiDKMn7+4vuKLxF//uL7uP1a47xXCHUEUTJUq52C4ARBDHoicX25DCWUjCpT51SRZQh4WbCO3CySbImU9MDu5IYgErwIScoMKERiPJpHVWPb6x+oBgXnzhqDWELEsLq+wOVHn/ao1l0tQ/29A+2Q5UzTziQ79rfjmouUXwZoXYfsv6frinO8BJ6XEI5yiou/9HqqScukS3/UVniwcn6L4lbflfNbMLTWB0HUDoJnZ14brYtdTKC5FJrdyR0JXaE4enpjqPR7UF3hNtxENJ4Q8K1bzldfrJMmuCmIknb/0TtOGISJxpiyrK03rnecIMqFpExe+hwofR6nJ+lWLHYbMKTGg90fdKQynxNcX+bzhLG1OXPP0x1BlPDSnz9UzLh96c8fYvGV48yuYsnQu/eMvjeJUzgZO3rCCZwxxJcx/3W7GEQiHCoDlHFsBglexJUzzsLJ7ljG34NVHowbXUOa4CYR50XNF3jxItuFguAEQQx68pHLUIJ12lUXLn6vulxFwJd7rNDAbl+9negMJVT1xVctmgJBlFNZPHZ730P5+3fOQMDrxP23TcOa53agu7dPFzaZJa5E28F2zJ2VGexO/vaqgBvfXDxVMSNXTbYj/e9av/er102Cm2VS53OzDKZPGIrmUdX40gWjUVPpxpFjIew/kpulni79MbTWh3sWtiIc4RCJCfB5HAj42FQGS6GZ16XQxU6XvinE3LJUmt0BLwsGAto/OYq64ePgNTgADgBVfhZ+LxT1Ke+4biIcdsOrQCggA2DsfVJOAFL3a12VB4kEb6D9IqGFDGgayRppjAkANgB+T9+4YLcBdrsNfg9LOeAEkYbf69R8uev3GrvcZh0MOnqUd/L0hBOorSyv4Bonirj5qmbwfN/4mBy7hlR7cPNVzUUbqg0mfB6H5gsavfUTMXDYAAT8LtWXVTaaaZmCDYCHVZZI8rAMbDTjMYV4QkR9jQffWDxV0Rg+kaAgOEEQZY6eXIbS4qC1MYieXvUA9GXTzlQtLxlw3ftRZ2pi6WYdaB5VjXPG1KBhZDVYhx1fumA05s4ak5psZgd2K/0ucLz0/9l78zgp6jv//1V9VN9z9wwgOjgwM1wyjAFFEWKiq0a5REBj8MiCRgFN3G/IsfHHJm42MZJ9ZBPxitGNStxFVBBNNEo2icRVIxsYQIcZ7ogoM8zVZ3V1Hb8/mu6Znq6q7pmemqqZfj//gemqrvp0fer9Od6f9+f1xtOvfqga6XfbdVPgcljxWUdYMRL6h3fPxf2PvYPuEK8Z2Q6kR49rJfdcv3IWNm7ejSnnlynKdgQjPCRJxv+36mIwACQZeOPd44q64o9v24fVi6dj09am1D2f/V0z9vbTP0/es68cRn/pj/Iil+q2zYFGXg+XLnZS+mYgGKnZrTuMBU9sU9bvf2Lbfqxd1mBQwQobC4BSrxMRhciKUq8TEk3ODIGPC5qJZPXcOcEAYMCo6urStJAgEngcdtjLLYqSUlXlLrBWfTWoJVmGhYFihKmFSRwvJFw2G2QAB05kJlRrmFQBWwGttvs8LDasmoMtO1szxvobVs2Bz6N/8AORgGEYdGnI9PhLCmuxyizYs7QHdhuNdoyg2GvHv955Kc4EorD0yUsT4wX8652XQswzwTE5wQmCGPFoyWWsuWEGnvntR2nnN9b7sXbZTDAM8Iste1WSGTWpJiBMOlzbOsL4uC0EAAiEebB2C8qLnHCzVnz/V++lHLp9nbz9HbsMA1w393zcdt0UCKIELiaiyMNCEGWEIjwcdiscrA0//+/Mcp74tAeBcAwP3HkpgtG4YnR4X1h7b0efLbnn6sXT8bnJVRm/v707mulorvNjwWU12H/kTIam856WdqxaOB2N9X7UnquczDP5t5Jci5b0RzDCZ0RZ5xp5baQudjbMXLZ84XghiyY4bc01ApvFAlmSwdos4M/q6zNITA6Ys8eJ4afY68R/qiTSev6Ng7om0pIZBqFIFDPr/IjGBISjcXhddpxb5UMwHEWRh3RkCQJISAPJMvBJWzgjwrPU5xwW6SCtCNNCg7EwCIap7QISuwS2/kFZV9diAdavnGVQyQoPUZLx7v5TWLesAVG+9710sjbs2HUE18093+giFiTZWufCWkI0Dw67DRwvqiYsdbL5ubHJCU4QxKggJZcR4hE66wB12K1gIOPOpRfglmunZDhGT7YFVfWmsiUgdLJWSDIUV/RvvLIOS78wCc//vgVAppM3wsVTzuTmY51Yv3IWnvltc8Z1Fs2rwbO/+whfXTg9Qy6kxMtqRggmo8OTNNb706KUskmn3LlkekYyvGCEz3DMAsCe1nZIKprjQMLxed9NM9Edig9IrgVQl/5QdMaflZsZX+lT/E5/BitXMhyYuWz5EOXimjsQuCz6/oR+iAzw2EuZMjVrl82gwaJB8HEBN18zWbGdv2PJdPA6JtKySBK8bqfi4vLaZTNgIZ14ggCQiLTuCsQMi/C0MAw6KMI0BbVdvfSEYtjTOrh5DjG0SIyIhfNqsOlF5fdSlGn8axRa83nCGARRypDOBPruHJ6R1/UptIcgiFFDeZELlSV2xLpPoKrEjnF+L8b6fSgvcmF8pQ/11WUYX+lLDfjySUAYivCqWYu37GzFrClVGZ9PPqu363OzKQeuVkT2jl1HUT22GE9s24dF8yemHV+3ojHDMZL83pPbD2DdisbUZ8kI4ktnjMNj3/4ifnrvvKy60lGFbfY9oZiiREf/39cfj8sOhw0IRZQ1K5P0l3NRk/5QdcaflZsJRjKj4NXwuVnFd8MMmLlsg6XY69B834u8I/83jkREAI+8uE9lV8w+FI6CqrmwWqya7bzVop/MgmixaL8TtDuAIAAkIjy1xoOizokpjb6/2aC2q5fhSLRO5IbdYtd8L22Wocn3QwwMWYZm+1lgalKmgeOzJMbkSROcIAgCQMI52hUQwBaPR0dAgAhe03HocdmzJIyxp127b1QugIzo7CSJRntq2mdO1ooijwM/vOtSdAViWHhZDWrPLcXUCWVZo6Nf2NmKhZelR0mXFzs1O4dVi6alnN19I4iT/55sC6o+l+Sz6U//wXL/Z1fqc2LFlXVpiTV7HdkC3CqJR5L0lWvRkv7QcsYPdWSLkuSKHs7o4bqP0QiSrJnoTyiwybpZiMYEfNYRwr9/Y75iAhqlRTFCf3hB1LQXPRO8RWMCIlEeT3znCsTiYmrrNmu34qebd9M7QRBn4eLadhpTyLUw1PfXslW97282ojFBsz4Kqe0arkTrRHZonGVO+LioKdPIF1j7aRbC0bhmYsxIND97ISc4QRCjAi15DH+Jsv5fsdehmjDm+6vnwOW04WRbEMFwHHFRRNOhMykHb2O9cjLHJH0TlpV4WWxYPQcRTkAoEk91rsc+6cG8mefAyVpVVzST0dH9V6IjWWQjIpyAaTXqWpCDSb7Yd7Cca2LNpCM7EhEAMap5z/GVXkXHfX+GK7JlMO+Ume9jBvi4gH9bMxcfHe2EhUFKu7QrwOHf1sxFjDTBDSHGx/GDOy/FYy+lRyk11PrxgzsvRTAcM7B0hQsX07aXiI5RfHEhjm/dMgt7D2Uml/vWLbMQiNA7QRAAEI+LhtkpAEiSiPW3zMqIMm2o9WP9LbMQihaWrXKxOH60di66g+m/2+204kdr5yIULpzo51GdaH2EEePjmon+emicZQgxXtSczxbaIqJZKPLaNeclokSR4ARBFDjBCI+nd+zHdXNrcOu16cnDnt6xH2uWzVR1qColjElGeO/+6DTKipypVWF/iQvfvnU2fvLsB9jT0g5JUtfBtlkT2aSdrBX/36o5eOa3zWg50ZmKnK4/rxSXXDAWh//ehaVfmISX/3hYMSLdeTZ6urLMjYZaf6qsbqd28+1xaR8faPLFYISHJMn4/1ZdDAYJ/bQ33j2ummznF//vcnjdbNp1At1nsG5ZAza92KR4z4oSF8ZWaBb77G/TL7IlGZEdisTBCyJqzy1F87HO1CJFUnJFLWnqYO6nJe0yVPcxC0VuB7qDUVwwsRy8IKUi1sZVeBCKxFDiG11O/5FCic+lmoDx2d9+pGsCRkKdUp8DHT3KMlLBEI/yYv20fos9LvSEomiorQDH90aXjq/0IhDmUOwlWyUIACjxOtEViOKcSg9cDnuq/XQ6rAiHeZQW6WsrPrcTm19vxq3XTYHdOi0tYu43bxzEyi9N0fX+ZqPM54QkyyjzOcELEiwMYLUwKPM5YWGAMl/hOH5Hc6L1kUaZzwVZkuAvcSMaE1Lvpb/EDUaSUOYrLO1+s1DsdeA3v29RnM8CwJob8tOeJgaHw27HEy/vQ311KRbPr0nzjTz1ygF8bWl+9UJOcIIgRjzBcAw3XaWePCwYVpbHUEsYs+LKWrhddowp96RFbp88HcRNV9Xjga9dgs6eGFi7BSU+R5r8B5AYXO7pkwxz8+sJB7jSSvPMOj/uXHIBas8txfY/H8lYhb542hhcPK0K5cXOROLPMI9wNDHB6usU70tDrR8+T/aBba7JFxUjlev8WHBZDfYfOZMRxb6npR2iJGdcR5IkeJ1M3gkf9YpsUfqdfSPb+zrCh0pyZTilXUyBJKHY61SMLp1ZWwEUUMIqMxGLC/jKlyYrRjJ+5UuTEdMxASOhjiTLmgmbJB3FKhlJQpFH3VYZslWCAADIsgSf14EDRzpSthLjE7YyfWI5ZFlfW+EFATdfPRn7Dmfa6s1XTwYvFFb7bQEgMwz2KzyPmbUVBZcQLTnW7wpw6AlFUex1obTIObrGliMARpYhMwzauyNwnY0EFyUZ7d0RVBa7wJD4tCEIoqQpLyqINNYxgmgsjmsumaAYob9oXg2isfx29JATnCCIUQCDJ7crZxB+cvuBtFXcvtrLrM2aoWHtZK249IJxeOzl/YoO9Wde+wj7j5xJRW13BWP48drL8NePPsPr7xzDyi9NQX11GSJcHJdMGwvWbsGOt4+oJsDc29qOJ1/Zj0svGKdY/ud+B9xzY28ke3mfiKJ1yxuwaWtmlvF1yxvSzlP67X2dz1oDYdVI5dZ2SLJ6JLySJElJWSXOBAREYxw8rkTi0sEMwvWIbFH7nU19FjP6/s6hklwZqLTLiNcOt1jQoxIJ3hPiKBLcIOxWC3qCMdVIxmKKUDIESSNhEwDctfQC3e4tWywIhqOYWedHNCakbPXcKh+C4SiKPGSrBAEADMOgq4dTXKw6x++Fv0Tf9pO1WtEd5FB/Njl5cnxQUeJCoAD7VYlh0NWjHJnfFeBQVlxYz6M/jNEFKFBkhoEoSfC6EmN2CwNYLAy8LhaiLIMpoIStZiIaE1DiZbFuRWPB5xAwFWd3nCtFgr/x7nHceu3U7NfQgJzgBEGMeGJZklok9bxyifRdNH8intim7lCfVlOmuDJ58bQqPHTPPDz28j5s2tqU+jypHW61MKoJMPe0tGckvkyy91C7alKOMeWe9Ohwlw0+D6voAB+s7rRWpHIycacS/SVJQpyMX7/5Mfa2/m1A91cj1yh2JZQcyYHwwH7nUCUTUrtOMumog7Wi5UQnPGeTXP1y2z68/+Hp1HkjTjtcklDkdSpql65dNoMiwQ2CATQjGRlQhJIR8FkS7umZsMkiSShyO9GmErVmIVslCAAJu9j2p8OKk/VtfzqMVYt0lpOSZZR4nWgPRFO2KkkyIrE4/EUuQOdIdLMhSdqR+VKBtV2FlHfG1MgyAAZP7fgwY/y75oYZmcmfiGHB57Zr5hCwMrRsZAgMcO3c83GmO5r2sb/EhSkTygAmP3shJzhBECMejhM0k1pwMSHnSN/J1aWqzuqmQ+247bopeOa3zWg61J5yVE6uLoXVakF7V1RRQ1qSgFuyaDImE2AqoRUtXF7kUnR69yUf3elskcpK5e4vSRKM8Nj0YhP2tg78/lpki2JXQm0ycOeSC3JKUJo8f6iSCSlJu2glHV00rwZNh87oplGuN7LFgie37Vd0Fjy5/QDuvF6/yFZCHaMjGQll+LiIH949V1Hq64d3z817O6gWssWCuCjhk7ZwhiOp1OcEa6WoNYIAgJggam7b5gV9E6tZLBbwZKspqD/rpdDyzpgZiWHwq+3K499fvULjX6Ow260QYyK2vHUoo7342vUXwH42NxcxvFgYBg67VVUO0JLn4gQ5wQmCGPEUeVn85k31pBZ3L70g54hmQZRVI8oTjkcm5QDv66h0slZc/4VJuHjaGFxYXwmH3QoZMnY3n8bLfzwMq1W9sS7xsjhvjBc/u+/zGZF+3SE+76jjfHSns0Uqjyl34zu3zk49pxOf9uCupQ1p19O6f/OxToSGSeJDazLwy+37VaVdAIC1JyaRQ51MSEnaRU06R02aZSRph3O8gCXzJ6K8xJkhh9IxsQIcT9sOjUCUZPz+veOKidV2/PkIvnxVvdFFLEhKvE5serFJdWfSumUNut1bkmVwsZiiHEooEoXNVTiOJILQwsJYNPvsOxZP1/X+kiwjyinbajAchc1dWLZqeGS+iSi4vDMmhuMFLLt8IspK3Rl22tkVofGvQQiChP989UPF9uI/X/0QdyzRt/0mlLFaGE05wLvzlAM03AkuSRI2bdqErVu3IhgMYvbs2diwYQPOPfdcxfMPHTqEjRs3oqmpCRaLBbNnz8Z3vvMdjBs3bphLThCEWRAkWTuphSSDy6Lp5XHZ8e9fnwePi8Vv3zmmGFG+cfPu1HX6OiqdrBXfumUW3nj3OGwWBhfWVyEWF+Fy2DB/5jmYN/McBEOcYiLLEi+LH625LEOCJRnp999vHsw76nigutN9GUikcmO9H+uWNcDBWnGyLZhypEmSrBhlnbzOYy/tS0tQqtc2zWyTgRu+UKvoBG+s96OqzI3Hvv1FXRz0/aVdHKxVczeCkgTNUGmU643NCowtc4GXMrexjS1zIVZg25TNQlwS8eWrJ+OxlzJlau6+YQYEkSZnRsDxgmbfpuek2SrLKHY5wfdLCiWKEopdTtq6TRBnkWXtMaieCWyBhK2WuJVttcRdeLZqdGS+mchn/E8MLawN8JS4FO3UX+JCvMBki8xCLK7dXsR0lJ0j1InFtROWxjR20OeC4U7wRx99FM8//zwefPBBjBkzBhs3bsTq1avx6quvgmXTHQ1dXV346le/igsvvBDPPfcceJ7Hgw8+iNWrV2Pbtm1wOIZmezpBECMLLiakSZNkRHDHBHhcdsVzDp3sBgPA7bSBi4no6ImivroUJz7twVVzJqTOdbJWbFh9MexnI7qTsilO1opvrpwFJ2vF0i/UwuWwIi4knO5/a2nDsU96cP3lk+AvcWHdDTPw6LZ9aY7Yb986K80B3reMpzsiuOkfJoMXRHzSHkQoMrhI6WyR5FrHBxKp3HysE6c7o9j6P00ZciN9ddeTv/ObK2fBwVpx9ZwJWDivJlVfem3TzDbYZ23WDId/MvK7QmfdxL7SLi0nOjXPVZKgGSqNcr1xWG2QZRm80PsbZAC8IMHOWuGw0rZDI3DY7Hh11xGsW9aAKN8boeRkbdix6wgWzptodBELkjCn7eTOdjwvLBZAlmG1WoA+9mq1Jj4HJfEiCABAjBdRVebCt26dDbvVkraT5qFnP0BMRWZtyLBYIMkyOoNcmn5/MMgl9PsLzFYtjAV7W9tU+7Or50wwuojDhtrcJzneHiljx9GA3WLT7FPtFhr/GoIMzZ08qxdRJLgRcLx2wtJ8g0AMdYLzPI+nn34a3/zmN3H55ZcDAH72s59h3rx5ePPNN7FgwYK083fu3IlIJIKHHnoITmdia9fGjRtx+eWX429/+xsuueSS4f4JBEGYAK/brqkJ7nXbUeRxYMOqOdiyszU9ernOj+VX1GH9L3alHLTJKOxnXvsoI9L5q9dNw+wpVSnH+LdvnY0zPVFYGCf4eBwRzoKOHg4VJS4c+6QH11wyAdv+dBgXTRuD2dOqMpI5CoKU5gDX0oJOOpEHGimtFM3d9zdlizTPNVJ50fyJiluXkrroSRmP5O989S9H03TC+0bc67FNM9tg3+exDzrZ5lCSrZxJaZYkQ6lRPhwIMlQTA9kp/4whSLKARfNqsPdQe0pTNhpLaMoumlcDUaZIcCPwuLSH6dmO54sIYG9r5jsxs7YCNF0niATFHjt+cOelijtpfnDnpbDonFhYBhCXZA1N8MLqWO02GQvn1WRISSUTcEty4UR2FnuV5z4NtX5sWDVnRI0dRwMCgEe2Kr+XhkemFigyoBlxLFNieEMo8tjxb2vm4qOjnbAwSPVrXQEO/7ZmLix5dmuG2tvBgwcRDofTnNdFRUWYOnUqPvjggwwn+CWXXIJHH3005QAHkFrdDgQCw1NogiBMh9Nh01zFve/mRgDA1j8oOGhb2yHJ6TrLSb3V+upSfNB8uvfclnYAH2LN0gac7opg6RcmJZI27FVO2lB7Xgl27DqK+upSlBc7EQzzmDC2OM2p2nysI6VBbrVaYLMwqK8uRcuJ3uSa/bWg+0ZKA8jqtFWK5gYGpm+dS6RytqSiy69IyI3kqnk91Ns0c1kMGEyyzaFGq5wNtX4cPNGV+nuoNcr1RgTwzG8/wsJ5Nbh9wdS0lf1nfvsRvrqwcLQ6zYTNYkNbV1Q1kVhlqb47IQhlfB5WUUYLSNSNz6Of3UsAugIczqn0wOWwp2zV6bCiK8ChrJjeCYIAAKvNike27FUc0zz20j7ce+NMXe8vyTKCoZiirQZDMZQWFZYmuNViw6atyrkUHnlxH9Yt1y+XghlRmvs0HWqHxYLUPILQHxHAr19THv/++jUa/xpFf6nOgR4n9MHB2vDZmYjqvGRMhTuv6xvqBP/ss88AAGPHjk37vLKyMnWsL+PHj8f48ePTPvvlL38Jp9OJ2bNnD7ocsiwjEolonhONRtP+JcwB1Ys5GUi9uN25N2JqthqOaOumhiNxhBFP053uf05fnWUna0V9dSkuuWAsasYVp20d3NPSDl4QcY7fA5+bxdOvpke0Jr8ryTJmTPJj0vgSlPgcONPNIRwVMspf5HWg5USXugZ5H0d43zI2H+tEOMzjTCAKp8OOWFyCzSrixKc9qCp1w+NMXyL1sMB9N81EMCIgwglwO23wuW1w2LK3f/1xOZS7DiWZjr7YLMCmb34eosTkpHntctgGXDYtrADWLWvAphcz5VrWLWuAFQIiEeMjXrXKueaGBsQFEbOnVOVVh0mG21ZjcQErr52M7mAs/dpOK1ZeOxmxeKaNEPojiFLWRGJUL8OPywasWzYDew+dSUV4svbEbqPG2gq4VGx/KGxVkiQU+xwp3UULA1gsDLwuFg67BZIk0TthMDQGNgfhaBwtJzpVk6qHo3FEHMq2kqutas1VZVlGkc+BzgCXcazI58hpnjuaiMYEnPi0B/f/48WK2+ijscIZZ3QFBNW5z56WdnQFOFhh/LjXCIwY/95y3WTE44nI4mSfWlnqwi3X0fjXKDzOLDvunEM7FyVyg+fFQc1LcrVVQ53gyUanv/a3w+FAT09P1u8/99xz2Lx5M+6//36UlZUNuhzxeBzNzc05nXv8+PFB34fQD6oXc5JLvXzuc5/L+XpqtsoWj1c4u5eeUPYBTtKBqyVJknRM94Si6Pj0FIorz89wgCsmjKzzY/Xi6ZBlCZ+e7gCsLkR4EV4Xi9aPezIiq/tHRPcvIwCsuLIWcUnGf791KGOF9GvXX4BQMIDOM5mLiUnCAJSHxdkpKatEY50/Y2DdX6ajP047gzOnjmStLz4uobHOj3i0B82ftA2ylMpYLBbc9g/n4rZr6hDhRbhZKyBG8cmJVkgmSsqoVs5P/95bznzqsD/DZavjzquDIAFbVN5b1mrJuT8mho7SsRNx7dzzcaY7va30l7gwZUIZYoKI5mblhStCPywWC8rHVON/953KSB48dUIRTrWcUGy3hsJWz62uhygDLSe6MuRQGiZVwMqAbNUk0BjYWFyl1ZrjxigXR3PzYcXv5mqrWnPV8dX1EDXkUCwWpqBs1V1WjR/ePRdPbj+gmHA+EuVV62O0kcv8qP2Tk8NUGnMyXOPfc86rgwQGT+3IlE1ac8MM2KzUpxqB2pwWgG5zUSI7g52X5GqrhjrBk7ImPM+nSZzEYjG4XOrbLGVZxs9//nM89thjuPvuu3HLLbfkVQ673Y5JkyZpnhONRnH8+HFMmDBBs2zE8EL1Yk70qhc1Wz0T0E6MWezVLoOTtaKyzIUNqy6G3WZFsYfFV66ux7WXToDd1nudHUg4pou9LlSMq8eJ01HcfHU9Zk2pAsCAj4twOay46/oLwAsiojERbocNkizjyMfdmHJ+OZ569eNUdK+TtWLVoun48ZrL0NYVSbtX06F2XP/5iWmRRWPK3VhxZR12vH0Ec6aPTUuombxefXUpOgMc7DYnKs+phddtQ//A7ZiAsxHhcXicdsVzsrFueVlGpHJngNOUG2EkDudNqEWYB35091y4HDbIkLG7+TRe/uPhVNS7123HuuUN8DoZjK0qH1jBBoU7p/skn1uYi8PlsMECBhZLQpd3oM9vcORWzlyJ8EAwEk8ljfK67RgqVRU1W+2JSHh112GsuWEGYnExdW/WbsX2Px/G9ZdPwpQpU4amEETOtAcEVJRYMb7Sj2isN5HYuVU+cHwUFsZC9WIAMQH45fYDuO6yGtx6Xfr26f966zDuXDI977ZHzVaDURmyHMXMusx3QpKikBkXvRMGQ2Ngc9AVEvHi/yhHrL3x7nGsWjQNE8bkZytac9VAREKMjynaajgahc3pLChb7YlI2LXnJNYtb0h7Hk6HDW//7WPMaxyP6qrCeB5nAtpR3on5TGE8i/4M91w1EJXxXpPye/m/TSdxacP4grJTM3HP8jKIMjLqxcoAnmGbixJ9aQ8IcLHK2WdcrBU2S37zEkOd4EkZlLa2Npx33nmpz9va2lBfX6/4nXg8ju9+97t47bXX8N3vfhe333573uVgGCbn0HmXyzWgLTHE8ED1Yk6Gul7UbLUUPL6/eg4+bgulfe4vceH7q+ek9BCVHLRO1ooNq+bgv99swcRzS3DRlDFo746CYYAjn/Rgx9tHUF9dlooCX35FLUqLnHC7WZR4JUyvqcAzv23OWNVPS2RZ58eKK+vQ0RNF87HO1H2TkUOPvNiU9t31K2fh4Rf2oLzEpSqVIkpyblHo/ZJotndHFbXBsyXaDEb4DO1xpSSSF06uUr7+sgZEYzE8/OKBtNX2lH76uaX4ybMfYMr5ZRhf5UV5kbkm9ErPLVnPb75/HF9b2pBzolIz8FlHOEMzs6HWj3XLGzCm3JP39dVstTPcg6WXT0qTd0hGly69fBIEWYTb7c37/sTAcIeDkBgn2rojcDnskGRAlGS0d0dQWeyCRZapjzWA7vYgbrpqsmJE4x1LpiMaE1Fa5MvrHmq2Gg4HwTBOhGO9ThQZiUmih3WCkSS43fndmxgaaAxsLGcCAVxzyQTVpOailH/7qTVXDYeD8Dqp/U4SDPdgXuN4xTHO2mUzYCmgcUYpeFw8rQrVY4szgoROfNqTms8UMsM1Vw2FezB3xjmKdjp3xjlgJAFud/GQlYPInUAkpDgvmVlbAbc7/zkRMXDs4SAkGYqa4DdeWQebNXf/rRKGOsEnT54Mr9eL999/P+UEDwQC+Oijj7By5UrF73zrW9/CW2+9hX//93/HddddN5zFJQjCxGg1lIB6csjVi6fjlT8fxtVzJuDVvxzFf/2+Je37Sed3MgqctVnhc7MIRnjsO3IGu/olxQQUElm2tkMGMHfGuNRn2ZJDrlvRiKd2HFA9vnpRegIVtev1T6LZ//f3P0cpwaKW43x8ZboTxOeGonNcEAT8auvBjO1myfJe1jAOqxdPx+cmV5nOAR6M8IrPLVn2+upSzednNjoCUdWkUZu2NuG+mxt1qwM7JWA0JbLFAl6QVGVqHDZtqSNCLxg8uX2/oq0+uf0A1twwQ79bWywQJBlP7fhQceu23ULvBEEk0RrP3blkuq73pvY7HdliwyOUGBNAYu6zevEF2LS1KWOBZt3yhhExZh01WGxZ7NRQt1zB0tYZQXs3pzovsVgsqCwrnEVEsyDJwJadykl9AeCupRfkdX1DrY1lWaxcuRI//elPUVZWhnPOOQcbN27EmDFjcNVVV0EURXR2dsLn88HpdOLll1/G7373O3zrW9/CRRddhPb23oeSPIcgiMIjFOHx2l+OYuG8Gnx1wVRwvAi30wZJksGd3drkc7Pwl7gyHLSSJKOtK5oxgUlKizhYK757+0UQRQklPgfcZxNo9IRiKCtyaibk7JvIcm9rO5bMn4iJ4xPRGE7WhsnVpZhaUwa7lcHMukoADLiYAJvNAp/bjoPHO1WvLff7bHJ1qWqyyT0t7egJxVL/1zqn/4BYzQGs5Tj3udmMz/7+GZc1MWlVmRsVJoym7gnFVJ9bsuwv7GxVfH5mJBjmNd/bYJjXzQkuiBJ+/95x3HrdFNit01J2GBcl7PjzEXz5KuVdYIS+iLKMl/94CHdePx2iKKe2g1qsDF7+4yGsOLuYSAwvsbioaauxuKjbvUUAr/3lKNYta0CU77NFmLVhx64jWDR/om73JoiRhCTLmokxJbn/iG1oofY7nVwSYxYKwQiPX72yX1Gq51ev7MfXb7pwRIxbRwOiLOP1/z2m2qcunFeT/SLEkBMXRE1n6915OluJwcHHRc1+lc9z/Gv4ktO9994LQRBw//33g+M4zJ49G0899RTsdjtOnjyJK664Aj/+8Y+xdOlSvPbaawCAhx56CA899FDadZLnjBQkSYbFwpjmOgQxkonFRdx8jfKW8UXzarDtlf0puYr+DtqWE50ZDmStBJdrz0aQRLg4ijwObFh1cVrD/OZ7x3HVnAmYXF0KB2vDhlUXpz4vL3HhqR0HsLePM/jiqVW4bcG0DH3vxno/vnXLLDz03O6UVnZfOF5EQ60/9Z2+STP7ktRKT27vSpZnx9tHMq4bjsYzvq/lAFZznCsR4TKv3Zdk+cyI0nPpS/LZZzvPLISj2s852/F8iEsibr56MvYdztx2ePPVk8GL5nwHRjuCJOLGK+vQ3hNN26YbjPK48co6xCX9nK2EOpEsthjh9LMXURKwZF4Nwnw/ORQ+8XlcIlslCACI8aJmYsyYwhhuKKH2Ox0uFse/rZmLj452wsIglSi0K8Dh39bMRTgyMsZqQ0EgHMNVF6tL9QTCIyN4YzQgySIWzavB3kPtGePfRfNqIMqFZadmgcvibOV0DDYg1InxIr5962zFxJjfvnV23kEghjvBrVYr1q9fj/Xr12ccGz9+PFpaeqUJnn766eEsmq5YLAy2vNWK9q7IoK/hL3Xjxn8orNV9glDCbrXisZf3ZazitpzoRGfDONzwhVocO9WDKCegtMiRNuDzuOw4080B6HUYz5pciTAn4LbrpkAQ6tEVjKWSVj65PRE54XWxeOzlfTh4vDOVkHNydSnmzRyHg8e78NBzuwEAS78wCXNnjMPcGWMRivC4+erJmHJ+GbadTQRZPa445QDvn9zTwVrxzZWz8NPNmY5w39nkkUlZC9aeud21xMtiw+o5iHACPj0TTnXqxz7pwbdvnY3Wj7tQO74k1eEXeTIHwtkcu7k6ft1Ou+Zx1m6Bx6V9jlFkK1fy2Zu1/P3xuLS7/mzH88Fps6MnFMUFE8vBC1IqEmZchQfBMJc1iS2hDw6rDYIkwetKtAEWJjFO8bpYSLIMh9Xw4WJB4nHbUOJlsW5Fo2JEo562ylpsgCTD5bClFigZAE6HDYwkJ44TBIEiD4vnXj+oGkm4dpmOskVItN+SJKGi2AWOF2FhAKuFQUWxCyjA9rvU50R3kEN9dSkApHacVZS4EInwKPUVzs5xUZTxxrvHVZO23r5gqtFFLBhsFhuCEeVk06FIFD43jX+NgM+yiMnrvIhJKFPidST6r0oPXA57avzrdFhhYxiUeBx5Xb+wekWT0d4VwakzYaOLQRAjHl7IXMV1sFYUe1n81+9b0hJP9k8CWex1wOvm0qK/d7x9BOtXzlJNeBmO8Hh8W8IBrtZxfvvW2WAAsHYrnn41XVO1sa43yntydSl2vH0EX766HhdNGYPOQMIhf/RUIinnlAm9STmTjvDGej+KvQln/n03NyIY5gEwaYk/nawV/9+qOfiv37fg/HN6E+I0TKrAnOljIMRFNB/rTNNAV0qQmc2xm6vj1+e2KSYmTT6vzgCHyRPKcrrWcFPsdWiW/eCJrlSdjAR8HjZtF0FfGmr98CkshgwVjCyh2OtUTUDDyMo7GgidkWUwYNByoiujXhomVQA6b+cnlPF5WPx47WU4cKQjI6Lxx2svg8up7zBeZpC2Q6c3MaYVtAeRIBLEBUlTtigu6NuvMbIMMAyaVPvVAmu/ZRklXifaA72R8ZIkIxKLw1/kKqj+TIasmbRVzhBXJPTCIknwuTQS2Eo0/jWCIo8DW/9wSHWhaNUifXM6EMowALweR8ZO+aSGfr5jUHKCEwQx4uE4Ad+97SLY7UzaamEkFseCy2qw/8iZlAO5v5a1z81ibIUHqxZNT+mCr7iyTjNy4h8XTcOelnbcfHU9OgMcFs+vwZcumZC2fepM9ziAAf6y95TiNquOAIelX5gEQZQT2316ougKcogLiePJ7T4/efYDSHJvks3Gej/uXdGYimYvL3Kl9Jv7Jv5cNH8itrzVojr4/ceF0zI0x5V0vrUcwANx/DpswB0L6/HRjHEoK3L2PoceDtVVXpSXutETiuFUeyiVTNMsWzTVkqomJxFvvn88rU7MTnmRK20XQZJkoiRdE5NaLOjqieIchZX9rgCHsmKKhDECmWHQE4wqRs71hDiUmixZbSERCscU6yUUjunuBGdkqEaCkxecIBJkk3LTW+pNOtt+K+2w6glxKPEVVvttsVggShLKfE7wgpSKjC/zOSFDhrWAkvoyMqOdtHUxOfiGC9liASQJ/hI3ojEh9V76S9yAJCWOE8OOJEtYcFlNhg9hZl0Fpp1fDomCcwxBZpDhAAcSbdcT2/bnvcOKnOAEQYx4SnwsvFJmY5lcLVxxZS2e/d3B1Of9tawrS92YPKEsFTE+dUIZ6s8rVY2ciAsinKwVc2eMwy8VdMjXr5wFq4VJJUtSixa/c8l0xEURkaiIv+zNzEp945V1WPqFSXj+9y34x4XT8IXPjdd0DvdN/JnUqVYb/P76tQ9TjvW+9H82ag7g/s74XJBl4J2mU2kJMhvr/WionYFfbtuH9z88nfZ5/6h0I+n7bEOROJwOKywMA6uVGZGJhcaUexK7CEI8QmcnzD4vq68DHIAkSZor+xJFwhiCLEko8jrx6Ev7MuplzQ0zIFO9GEI8JmjWS1xn55rAAI8oLJatXTaDJhAEcZah2jE3aM6234+8mNlOrF02Ayiw9jsZGf+YQru5dtmMgoqMlyBr7lKQKBJ82GBkGSLDqPepBfRemgmGAfylLvWIY4bqxQg4XjsxvFK+tIFAY1giBSXrJEYsjAVPbGtSXS382vXT05zgQKaWdaxP8i+vm8VzrzerRk7csXg6Fs2fiCdfOZBxTlKHvO68UoSicTzwtUtx4tMAWk70Rl07WSvqq0tTWuOyLKO+uhQtJzpTjXryurddNwXP/74FcUFEzTnFGT89GOHRE4qlIgSLvQ6Mr/QpJvzsy57WdtVM5P2fTV8HcN/7DMTxGxOAJ19tSUsKCiSc7o+8uA/11aVpTnClqHSj6Z9UdaRTXuSCyyaj49PDqBk7Be7h0CNkGGx+/SMsnFeD2xdMTdM43vx6M+lTGoXFgke3Krehj760D+vOJgQmhhmLBb/atl9xV9KvXjmAO6+/QLdbiwB+88ZB3HrdFNit01Jtf1yU8Js3DmLll6bodm+CGEkM1Y65wSJbLPj1qx8q9qu/fu0jfHXhNF3vbzZEhsGTKu3mk9v1bTfNBhfTdhRlO04MHSLD4DevN1OfajKsFkvGAiIwdBHHxODIlnMsW+L4bJATnEhByTqJkQrHCxmdV98kk4FwHBtWXdyb6ZkXMyJzkn87WSvcTpuixElyVVKWZcyYVJHhYO6rK95XhzwZHb5xcyJZplYCjr7a34nflHAKet12BCM8ugIcQtE4XKwNLGtF87EOPLFtf5pe+D0rGuF19yb8VCMZLd4fpailfB3AwYiQ4QBP0nSoHYvnZzrk+0elEyMfXhDxlS9NxkdHOzM0jr/ypcngBZqQGUE0JuCzjhD+/RvzYbda0iZnDz37ge7b+QllOF7Q1HPleP3qhRcE3HL1ZAiyDP6spjEDwOOw4ZarJyMm0DtBEMDQ7pgbDLG4gJXXTkZ3MJb2udtpxcprJyMWLyxb5XhBU95Az3bTbHjd2rsQsh0nhg5eEPCVqyfjTCAKSx+t+hif+JynPtUQOF7EiU97cP8/XqyYgDzfiGNicHiz7rDKz41NTnAiDUrWSYxE+q8W9nVGKzma33z/eEZkTrHXgYunVeGqiyfgye370yQ7+juoOV4Ea7NmlGPR/Ima2nuL5k8EoC5Rkjynb5m5mICLp1XBZrVg43O7M8p145V1Ke1wjhdTEdRfv6kx6+CWtWfqz+kVtRThtFd01Rzy2VaCiZGF3WpBR08Mf2nKlP85x+9FebHTwNIVLjE+jh/ceani9vEf3HkpguGYxrcJ3ZC1+4vVOiZsclmtEAA89lLmFuG1y2bAZaUpBEEkSe6Y6wpw6AlFUex1obTIOSyL+KzVAkECtrx1SHE7P2stLK1hSxZ5A7mAZCeM3qVA9OKwWsGLsqqdOqhPNQQuFscP756LJxXkTX9491xEaR5qCD4vi4Zav6IkSkOtHz5vfn0rWdsAsNvtYBiS+SAIs+F12dMiv61WC2wWRlVi5N4bZ2ZMTHxuFncsmYHPOsK4es4ELJxXk4oA7++g9rrtsDDA/f94MSqKneB4EW6nDQzDYNr55aivLk1FjifpG+2cdHL3LTMfl+Bkragsc6Ul0Cz2svja9TPw8Na9aQ7wvr/nsoZxac7zPS3tiHICxlZ4VDuQxno/OgNcxmd6RS25nQN3yAP5a2kqycVQZHmCxM4CAWzxeHQEBIjgdX82sgy8u/8U1i1rQJQXUgm8nKwNO3YdwXVzz9f1/oQyJT4XNqts0/2v39M2XaOQAcX2G2c/l3XUcxUZBm+9dwLrljcgGutjqw4b3nzvBK6aU63bvQlipDOss0WGwev/e1S1X1WTvhut2G1WVSmnLW+14CvXTDa6iMOG0bsUiF4kAK/uOoI1N8xALC6m7JS1W7H9z4dx/eWTjC5iQVLic+LXrynLND7/xkGSaTSI8iIX7l3egNPdkbQdPZFYHFUl7rxzWJETPEcYhsHUadNgs2ZGfxqF120n/W2CQGK18Pur5+DjthAAIMoJYO0W+EtcaVHSQMJxwMcztza1d0fxSD9Hc98I8KQTOxk5EYrweLVfhF5yi/qxT3oypE2A9Gjn/tHqyb+f2Ja+Et1Y78dd189A87FeTfG+16ivLsWkc0twjt+LydWlKcd9OBrH+Eof7lnRgEdebFIc/DpYK6bVlOflIM7Vyexz29BY589w5Cef28ETXRmf5xul0t4dVRz4mynhplEY9WwkRsTCeTXY9KJyYiBRpu2gRsALAlZePRnRfm2j3WrBStqmaxhcFhkaPfVcZUnANRefh3CfMshISOdcc/F5ECV6JwgiiZHjDUkWsXheDdp6Es4CSQZESUZ7TwSL59VAkAtrO39cFHHz1ZOx7/AZlBc7wcclRGMCOno43Hz1ZMTFwnoeRu5SIHoRZRHLLp+EcJ95oQwgFk98zheYnZoFXhBx8zWTFSPB71gynWQaDUSC8g6nochTRE7wAWCzWvFfbx5ERxad3WzUnVc6JBE0LtY2JDreQ1kmgjAC1maFJENRYuHGK+uw9AuT8PzvW1Kf95fY6AhEcao9lDUCXAZw74pG8IKYSqKhFM199SUT8Ma7xzOkTZysFUVeFhtWXZwRra4mpbKnpR2Pb9uneC0tyZekFEpVmUczqWU+g+CBTPocNmD1wnr86jVknL/mhgb86pX9aefnG6USjPAZZQPMmXBzuDHy2dgtdvySElaZDqc10YaGonzKiSJJMiKxOFx2F5y0TdcQfB5tO/R59NNztVlskCTlSHNZThwnCML48YbdYkNcUpaUE2QZ9gKzVdZqRUeP8ly9K8ChvLjwgiB8bhZWCGj/5CQqxk2Bu0DHv0biyNKnOgrMTs2CzWLFYy8rJ8Z8cvsB3L2UEmMaQUcgik1bmxTrZdPWJtx3c2Ne0eBkbQOkrSuC0x3RvK4x1BEBQ6HjXehRkcTIJhThse1PhxUda9v+dBhfvro+zQneV2KjvTuKh7fswZ7WXof2jEkVmFnrRywuovl4J6ZOKAMAjClzo6LEheOf9qQc4EqO6MY6PxZcVgNrn10aF0+rwji/B4+9tE8x2txqYTISbSbZ09KOhZelb2ddNH8i3nj3uOJvfuPd41i7oneVVC2pZT5SIYOZ9HWc/jvuu2kmwpyYcc+v33ThkMqW9IRiihqIyTKaLeHmcMq2GPlsOF7AkvkTUV7iBC9Iqe2g4yo86JhYUVAJq0wFw0CQJHzSFk5FzsX4RORcqc8JlnacGYLReq4WJBZckzuaGAAO1gpL4UjqEkRWjB5vyLIMBoDXlbiHhQEsFgZeFwvm7PFCQpJlWBjgnEpP2jZ6p8MKCwNIsvKCAUEQhQcvaCfGpEhwYwiGeU05wGCYJyc4QRCFDceLuOaSCYpR0Yvm1aRp+fd1HKQcua3qDu2GWj/mzTwHF0+rQmlRImlfOJpw1KlGb7e2Q5KBW87q6F48rSqr3vgtWTR3+09hpk4oQ/15paq/Ods2+ny37g5m0idJEhw2oLTSl/EdNUf9YMmWUNNMCTeHexu1kc/GZgUqy1zYeyhzm/LM2goIKtFshL5IsoyugHrCUn8JJSw1AqP1XEUGaFKxVfOIAxKEsRg93mAAMGDQcqIrw1YbJlUMrz65SfB6HKqJMQnCKCRA1U4LK32teeBignZiTM4888VCIulrGezxbJATnCCIEY+FYRSd0cm/Vy2aBiDhjL7z+hnoCcVwqj0EB2tF7bmlaD7WqRpZffhkNw5/3IVbvjQVp9pD8LjsKPGycLJWTK4uzYje7iuPIogSNn3zcjgdNrR1hhGKxFPR2n11w5sOtWdNvFFV6k6LCPS6WTz3enPab05qhDtYK3qCPGQ5qBhRrBTF7Tz7LE61h9DRHYXXrR2NbPSkLxvZEmrmm3BzqAhGePzt4GksvKwGV188IfV+7Hj7iG7bqI18NnarDV2BKOqrSwEgFfleUeJCd5BDaZ6JTojBIUoy/mf333Hn9dMhinIqQt9iZbDtj4ex7Iu1RhexYPGXuPD1mxoRDPEIRePwuu3wedi8kwJlQwIQ5jjMrPOnJcY8t8qHcDQKr4tslSAA48cbMsMgEIrigonlGTusAmEOJb7CslWGYfDyH1sV+7OX/3gIK66sM7qIRAEiAQhFlfvUYDiKIk9h2alZKPE5UhKnfUnKoaxdRnIoRuBx2VDiZbFuRaNihL7HlZ8bm5zgBEGMeGRZ1twyAwCPf+eLsFkt2LR1b5rzNylHYrdaMiKrnawVG1bNwQt/aMXPt+xNfaex3o8Nq+Yg1M/RqxVNvmheDf7jv/8GjhdTf/fVDQ+GeTTU+hV/R2O9H2XFTqxfOQvBMA+OFxCNiVg8vwb11aXY8fYRAFCWZlGIKO4fxa0q66IRjWz0pC8bRssI5EowzGPX3szo2+QCiR7bqI18NrIkocjrxKMv7cv4zWtumAGZIsENQZBFLL+yDo++qFAvy2ZAEEmmxijau6P428HTKCvqjRxrOdGFCydX6SplZ5EkeJxO7G1tV4wEt5CtEgQAE4w3zvar/R05yYTTKDBbFSQRK66sU9zFsuLKOggSyRsQw49FkuB1OzN0jpN2Sn2qMXC8iJYTnVhxZV0qv1ffgCSOp/bCCHweFj9ac5nijp4frbkMbnKCEwRR6GTroGK8iIoSFzZu3p0xSWk50YnOhnGYXF2Ktq5ommN50fyJ2LKzVTFZJQDcft20tM/V5FH6J9hM/l1fXYrJZyNiBVHConk1aecD6dve27ujeHzbPkUn/pFPulUTa/aPKO4fpa2VlFMtGtnwSV8WjJYRyIVghMfjKslYgES96BFRb+izsVjwK5XEmL96hRJjGoXDZldNQPPoi/uGJBM7MXCCER6fnQkrLpSNq/DCyVp1s1fJYkFHt3IOnI4eDhWUS4YgABg/3pAtFjyi0n4/UoDtN2u14YxK29VJbRdhEKLFgicpMbzp4GKCagDb+pWzssqLEvrR3wEOJPq1J7btx303N+Z1bXKCEwQx4vG6laOOk9IkTocVH58OYuFlNag9tzS1sts3AvqRF5tS35s9pQo/WjMXFoZBzbhiLJ5fk7EivKelHasXMVi3vCEVoTem3I2680pxw+WT4HbZYbUyCIR5SJKclmATSDTiyUFQY70fVWVuWK0M7ru5EVFOyEiQqJaIMtk53HbdlLTkn33pr9HtcdnTZFucrA2Tq0tTzv++iwpq+t6DmfSVlFXiTEBAtL1Tl+SPSskl16+cNWwJJwdKTyiWliS1L8n3Q6+Ien+JC+tXzkJXgENPKIpirwulRU7dnw3HC1hwWQ3sdiYtYdXMugpMO7+cEmMaRDQmIBLl8cR3rkAsLqa26bJ2K366eTeiNAkwhGxJn+9YMl03mxUlCU4HVOVQRIpaI4gURvWpQKL91krsVmjttyhJYO3KbVcwTG0XYQwcL2Dp5yeivNQFju8dZ42v9KJjEiWGN4oiD4vfvnMMt143BXbrtNR8MS5K2PHnI/jyVfVGF7EgocSYxIjC67ZDkmRYLEOThmUor0WMXpSikrWkSZJSE0oR0E7WimsumYBnftusKlGRdKBbLAzeaTqV5sicWevH6iXT8cxrH+GD5tNp35838xw4WWvKyczHJXjddty7ojE9MqUo8zdqJaJMlFNbU7xvRHGx14ENq+Zgy85W1WfT1xGuFo2cnPTl4mQOcTJ+/ebH2Nv6t9RnQ5n8USu55HiFRJxmIFuUtwzoGlHvc7OwQkD7JydRMW4K3MMwWbcwgL/UpZqwSpb7p4AlhoO4EMf6W2Ypbqdff8ssBCMxA0tXuGRL+qznNl07AMapvnXbRrZKEGkY0acCABeLayZ2i5goEfhwYAM0ZSes1HYRBmC3AeWlLlXZIkmmxRkjkBkZX756Mh5TkGm8+4YZkEH1YgSUGJMYUbhYGywWBlveakV7VySva/lL3bjxHyh5CZEdpajkXKRJkokt+0ZFW60W2CwM6qtL0XKiM+Vk6C9psmj+RPxy2/6MSN6DJzrRfKwTy6+oxRWzz0vTFXt6x4HU94HEotH4Km9OK5nZHKbZtmv1jyje+odMmZf+v1Htu0oR11qO5mCEx6YXm7C337NqPtaJvx08jSkTyhCNCYOO1FaLkteSczED2aK8q0rdpix3PthtVvzmjYOKERdb3mrBV66ZbHQRC5Iij0tVDqUQt9ObBQvDKCZsPniiC2+8exy3Xae9+JkPosWCF95qUUwu98LOVtz4DxQdRRBmoMTnVO1Xt+5sLbh+VSLZCcKEWC02bKE+1XTYGCs2vag8/n3spX1Yt4zGv0aQLfElJcYkTEl7VwSnzoSNLgZRQPTdihoMcyjxuTC5uhRfumRCRoKLvlIkuUSMA8iQDikvdqUSUiZJl1dRjiJfeFb3u6HWj7EVnpy38vSXMOmfuMPntues0Z2LDEfyXjMmVSAUieNkWxDFXgc4XlSNuFaL6FaKYu/7rDZt7ZWiGUx0uFaUvJqcixnIpqteVuw0oFT6EhdF3Hz1ZOw7nJmw6uarJyMuUgIaI6Dt9GZFxrVzz8/Qt/WXuDBlQhkS+0X0IS4K+PKVdYhLMsQ+97EyDL58ZR1ilCyVIEwB9avpkOxaJsEIj66AALZ4PDoCAkTwphwXj2bioqCZsDVOfaohRHkBn3WE8O/fmA+71ZK2iPjQsx8gWoDthRnweVg01PoVJVEaav3wefJrv8gJThDEqCG5FZWRrThwtANlRb1ORH+JC9++dTZ+8uwH4Hgx5UTOFjG+9AuTMPGckgwneWN9pnRILtHnSQ3wdctmwuWw4WRbMCe9ai0Jkw2r5qC8xJWzRne2qHJBlBUXBhrr/Vj+xTo0H+tMOz9bxLXS/QaTjFONbL9Hj+SSQ4HRybSMgLVa0d7N4S9NmYn+zvF7h0Qahxg4XCyOH62di+5guuyJ22nFj9bORShsThsa7VgYBg67VdFebryyDhZGP7k4p9UGSZbRGeTgctghyYAoyQgGOVQWu+C00hSCIMwAa7Who0c5EWRXgEN5cWH1qxYGqCxz4cCRjpSzMcYnnI3TJ5ZDkgpLDkVLLpDGXMMHJWw1JzE+jgfuvFRxEfGBOy9FIExygEZQXuTCuuUNirJW65Y35KUHDpATnCCIUUZMALrDMnbtVXYaLP3CJDz/+xaMrfDA5bCCtVvTHL19aTrUjtuum5KhDw4knLWSlC4dkpRXUbvW4vk18JcmItY5XsTGzbsHNChVkzCxWID1K2flrNGdTYbj3CovfqmQkVnpN/c9phZxrXQ/rWc10OjtbL9Hr+SSQ8FAdNVHA6IkY8tOdSmeu5fSNmUjKPM5wYsytrx1SFGrvcynnzY9oY7FwhhmLzKg+U44bJSvhSDMgCRLkGSoLpYVmtYwa8u22D76dtmpMVLlAkcjoqRtp5Sw1RhKfS60dUVV24vKUlqcMIox5R7cd3MjgiEeobPyQT4vm7cDHAAsQ1A+giAI0xCNSapOgy07WzFrShUa6/3wl7owtsIL1mbNckVGMzvx5OrS1N98XHsAIwOpiBytQWkwwmd8V0vCJOk0BhLRxeMrfaivLsP4Sp/i4DYpw6FEY70fkiRryqX0/c19UYu4Vrpftmc1kOjtbL9Hz+SSQ0EudTZa4OKipj1x8cLatm0WJCAjWSmQqJMntu2ntEAGEYtLmvYSy9KO5oMoy5rvhEjJ5QjCFEgyNMe9BRb4rLnYvmVnK8QCeiC5yAUSwwPZqTkRRG2/gSDSCNhIyotcqCyxI9Z9ApUl9iFxgAMUCU4QxCiD4wVNpwHDTE2TmvB5tKOEsyWc7DtmYe3a64rJRIcn24KpQamSzncokqnVN5SSH9lkONS21SZRc2CrRVz73CzWLUtsaUo617M9q4FEb2f7PQBylp0h9IWLiZra9rEYOcGNgONFtJzoxIor6xTrJSn5RAwv2bRr9dS25XhRUyee3gmCMAd8XLv95gtscZnL8jxiBfQ8Rqpc4GiE7NScZGsvKDhndEJOcGJEwzAMXC4XGB11MYmBwzAM7HZjJCi4LE40Pi6m6a5lS07oc2v/jjFlbjz27S8iHI2jyMPmlOgwOeh0slZ8+9bZGRpx+w6fgc1mTZNFGWrJDy0ZjmyOFSUHdraIa6+TwW1XnYvVi6cjGhOyPquBRm+r/Z7ByM4Q+uFz2xXf+aRmvzeLvRH6EOXimgmCOY4SAxmBN0u7nu14PnCxOP5tzVx8dLQTFgYpXd2uAId/WzMXkQg5TwjCDMR4UbNfjRXYghXPi5r9WSE9j5EsFzjaIDs1J9naC57qZVRCTnDCtHjddkiSDItF3cHtcrkwderUrNfKdp2BMJTXMhtD9dtcLhemTpuGOJ8p66EnHYEoXE4b/u3uuWkRa90hPhV96nbY0HKiM83pqxVF7GCtqs7ai6dVweO2I3rWQSRKMtYtn4l9h9pR7HWkVpM7Axw+N7kqFX3scdkTDvBbZqGs2IFiLwuGYRAI85AkGbIMtHWE4WStqe9kc9YPRvLD52Y15VLU7tUZ4DI+yyWRY3dnG6ZMKYfbXQQAQ54Usv/vIS1E8+Fx2+GN8ig/K6mTXLCoKHEhFovDQ05wQyj2OvDWX/+OO6+fDlGUET6rvWexMtj2x8NY9sVao4tYkJQWOTXb4tIi/bRtS31OBCMcZtb5EY0JqXfi3CofguEoSnyFo6tLELkQjPDoCghgi8ejIyBAROauPj0o8Tpgtcg4x18BjhdTtjq+0otgmIPPbW5JuKGmyOvA9j8fwcJ5Nbh9wdS0XSx/+ODvuPW67PPG0YIecwdicJR4HbBZZYyvVO5TvS6qCyMo8jiw9Q+HUF9disXza9Iiwd949zhWLZpudBEJHSAnOGFaXKwtkRTqrVa0d0UUzxFlCVyUg9PlhJVRlleoO68UV82p1rxOrvhL3bjxH+ryuoaZyfa8c6W8xIkvXzUZwxkn9llHWDGD8A/vnot/feo93LlkRsYqb9+IYKUoYiChp/flf5iMZV+sRdOhMylpgIunVWH14gvw8//OdOIu/2IdHnjqvdR28cZ6Py6cXJU6p9jrwIZVc/DKnw/jmkvPx5nuaCojdd8o63AfWZRszvqhnGjlsjAwraY8b3kRvZNC5qKFSE7w4UXkRRR7nWhSyMLeMKkCIkVcGAMjY8WVdWg6lFkvKwowsZpZGM52vz9WWUaR24m27ghcDjskObHQ294dQWWxCxbSBCeIFO3dUUU7HY5dZzYARR4n9iq03zNrK2AtMFOVZQlf+dJkxV0sX/nSZMgF1J8Z2YcQ6diALH2q0SUsTCRZwjWXTFCMBF80r4bGv6MUcoITpqe9K4JTZ8KKx0RJRCQcgdsjwGpRTnCYHHxqXYfoZSiekzjMHUZHIJrhAAcSGuBPbj+Ab906G8/+tjl1vK8m8bFTPYhyAkqLHBhf6Ut9V21C87P7Pg+GAZwOW4YDHEg4VyUJWDR/YqozVYo83vqHVkw5vwwOu1U9U3g/J4PeTuOB3Guo7qkWjT4UkBai+ZAZBp0qmvOdAS5NqogYPmwWK9q6oopt0Tl+LypLqV6MItkWdwU49ISiKPa6UFrk1N15IVssiIsSPmkLpxxrMT7hWCv1OcFatfM6EEShYPSuM8nCoKNbuV/t6Cm8ftXKWNAV4FT7s4riwtrFYlQfQqQjWxjqU02ILAM7dh1V9CEAwJ1LKBJ8NEJOcIIgRjzBMK+ZDNNunZbmAFfS/uobsaM1ofnl9v0p53D/4yVeFutWNKK82AkuJuDSC8amJFn6Rh73hGLY09qOW66dgmf6OOf7lhkA7lp6Qcbv6Tto7evE1WMwq6eDejggLUTzIUoSrBagXkUORZQo4sIIBFHClp2tqm3R3QptETF8+NwsrBDQ/slJVIybAvcwtMuSLCMYiuGcSg9cDntKUsDpsCIYiukqxUIQI4meUAzNx9QTq+m960yUJFgYKNqqhUHB9auSLGPbnw4ryhts+9NhrFo0zegiDjtG9CFEOtSnmhNJljUTY0q0621UQk5wgiBGPOGodtK2vscXzZ+ouOLbN2InFxmN/lHEJV4WP7x7Lp7cfkBRkuX+x95Jfaf3u4ym814pU7iRW25HGqSFaD4YAEVeJx59aV+Gnay5YQYY0GDTCLi4qNkWcQptETG6kWUZXo8DT2zbn2GrX7v+Asg0MSQIAEAkS2LhCKf/rjMtWy00eEHUlDfgBerPiOGH+lRzEqNEugUJOcEJghjxeFzaTVnf41MnlAFAKjrEyVohSHJKN7CjJwoLw6DEy+KqORMUV4WT0at9WbeiMcMBDvRKsqxb0Zj6TvJfLqbtvOf6dbxGb7kdaZAWovlgLBY8uW2/YoTWr145gDsLcMJuBriYmLaTpW8isU0v7EEsRpOAgoNhsOWtg7j1uimwW6el+r24KGHLWy34yjWTjS4hQZgCn5vFs787qLqTZu2yGbren2EYbH79I8VEkJtfb8btCwonESQAMIwFb7x7XDXR3W0FlBiTMBHUp5qSIg+L5143rv0mjMFwJ7gkSdi0aRO2bt2KYDCI2bNnY8OGDTj33HMVz+/q6sIPf/hDvP3222AYBtdddx2+9a1vweWiCEhCf7xuOyRJhsXC5H2toboOAfg8LBpq/YqRjA21fnjddjTW+9F8rBPlJS60nOjCCztb4WSt+Pats9EV4FB+ViOwvSuKzgCHf1szF79+9SPFVWGv244iT3qUcXmxUzOS8qsLpqYij5MRyjardv17+znajd5yOxIZTh11IjscL2hGaHG89sIQoQ9FHjt+tHYuuoOxtM/dTit+tHYuKEC/8IiLIr5y9WScCURhOZvES5JkxHgBX7l6MuIiLYwQBADEBUlz/BcX9JUj4QURN18zWXEn4h1Lphdg5LOMBZfVwG5n0mQnZtZVYNr55ZCpQyMMgPpUc2J0+00Yg+FO8EcffRTPP/88HnzwQYwZMwYbN27E6tWr8eqrr4JlM50U9957L6LRKH79618jEAjge9/7HiKRCH7yk58YUHqi0HCxNlgsDLa81Yr2rsigr+MvdePGf6gbwpIVNuVFLqxb3pCRHLOh1o91yxvgL3HjnhWN+NvB03hqR+8kYekXJqkmphxX4UXteSX4oPl06vPkOffd3JgRZRzhskR1x8S0pJL3rGhEU2sbGuv82NOqLNfRXx/ODFtuRyIjXdt8VJElAc3qRZSAxgicDhu4mIgtbx1S3KbrdCgnniZGLw6rFbwoq74TDqvhUwiCMAXRLLv6sh3PF5vFgsde3q+6E/HupYUVyWizMPCXulRlJ0h2jTAC6lPNidHtN2EMhlobz/N4+umn8c1vfhOXX345AOBnP/sZ5s2bhzfffBMLFixIO3/Pnj3461//it/97neYOHEiAOCBBx7A6tWr8U//9E+oqqoa7p9AFCjtXRGcOhM2uhhEH8aUe3DPipmIcHGEo3F4XXa4nHZUlbkBJBJi1p9XCq+LxZL5EyFIMipLXegMcLhj8XTYrAx6QjG4nXawdite+8tRfOnSCWisq4QkyXA7bWAYwGa1IBSJIxyJQ5JlfPmqyVi1MPH9f779IrhZG8pKHBBFGWFOgMthg91mge1s0u9ghE9FJdedV4bpEysQ4eIIRXu3r/7p//6OVYsuyHDc5rvltu+9BxoRnc93CxF6XsrIAGZOKsO65Q2IxoSUrTodNvxlz8cUoWUQgiDh3X2fKNbL23/7GPMaxxtdxIKmvTuCUCQOR0k12rrj8PAR+Evcut5TAhAOcYrvRHd3BLZi2oFJEEBC4s7JWrFo/kTFXXp6J+HmBQmXTPcr2ur/NZ8quEhwq9WCXXtOUn9GmAoJQGd3SPG9PH0mgMpyn9FFLEg8LjvOq/Li27fNTszdz9aLxcrgJ898oHv7TWgTjPDoCghgi8ejIyBABD8k82lDneAHDx5EOBzGJZdckvqsqKgIU6dOxQcffJDhBN+9ezf8fn/KAQ4AF110ERiGwf/93//h2muvHbayEwRhLj49E8IjL2Ym21u7bAZsNmsqYtvJWrF+5Sy82i8aNSnH8C9Pvof66jKsXTYDL/6hFW/+9WMACSf6hlVzsP3Ph3H1nAkZ0awNtX7ccPkk+MtcePzlfWnR3Q21fnz5H+rAWCx49KWmNH3q5H03bt4NjhdTZa5QSHKZz5atfBJqUjLOgUHPSx2XXcDcmeMVd22sXTYDjMwbWLrCxSKLmNeoXi8WubCcKGZCq28bW+HV7b42WURxsUv1nbDRO0EQABISdxtWzcGWna0Zu/Q2rJqjexJut13AhZPHqtqqVY5pfHv0Qf0ZYUZssojKch/1qSaj2OvA/f94seI46/5/vBheCmAyDD3n05Z8C5cPn332GQBg7NixaZ9XVlamjvXl9OnTGeeyLIuSkhJ8+umn+hWUIAhTc7ozktF5AQnH8CMv7oMgiKkGdNH8iapyDDt2HcWi+RNT31t8+aTU8UXzJ2LLzlZMGFes+v227kiGAzx57OO2EB55sSkjqWXf+/Ytc0cgmvE7B7tlK1tCzWBE3fGYz3cLEXpeWbA4NW0VFn2dBYQyssWmWS+yhbbpGkF7t3bf1t49eFm2bIhZ3gmR3gmCSLH1D62KtrL1f1pVvjF0yFn6VcniVPnm6IT6M8KMUJ9qTqIxQbNeSA7FGPSeTxtqbdFowsnTX/vb4XCgp6dH8XwlnXCHw4FYbPCr3LIsIxLRnkjwPA+XywVZlCBK+a3UiUhEa0pyftcaquuM5DJJopT2rxnKlNN15MR1otEoZNkc2/8ZhoHL5YI4BM9JPlsfsVgs6+9zu3Pf0q1mqxEurhkhzfG9v2dydWlapE7/cxfPr0n9XxTljO8tnl+j+v2yIqeivjeQSJy5V+VY3/sm/w6GeLhs6c/O5dBusl0Om+Lz6QoIGZ1Ikj0t7egKcLBCuZPP57t9Sbb3yX9HK0P1vIaLgdTLUNhqNCZo2mo0JmTtj4mhh+rFnIQi2n1bKBKHh82sF7LVwqBQ+lWz0xUQVMd+2fr9XG1Va65KtpoOPQ9lqL1Ih8a/BACEo9rjrHA0joiD6mW4Gex8OldbNdQJ7nQmVqZ5nk/9H0g4zlyuzBB3p9MJns/0+sdisQE1Tv2Jx+Nobm7WPMflcqGkpAQxnkcknJ8h8FziN8RisbyuNVTXGQ1l4jjOdGXSgvMmTO/YsWNDMhix2+2w2fIzZ6fTiZqaGnBRLu/nFDv7+06dOpX1933uc5/L+bpqtuooqdb8XjjamzCSj2tnee57XOl7Wt8f7DGl46FoHB2fHk77rKSsUj2RZp0f8WgPmj9pyzjGFmvrH/aEomj/5KTisXy+q8Tx48dzPnckMtTPa7jIpV6Gy1ab+733hP5krxeB6sUABmsvw2Or9E6YhdHer5qdfPr9XG1Va65K/Wo61HZpQ+1FOuYZ/xb2e2kU1H6ak8H2q7naqqFO8KS0SVtbG84777zU521tbaivr884f8yYMdi5c2faZzzPo7u7G5WVlYMuh91ux6RJkzTPSTrfHSwLtye/ZESsMxHN7nA48rrWUF1nJJdJEiVwHAen0wmLVVndx4zPyelKLPrU1NTkHQnOMAxY1gGLhcnrOklcLifcnvwiVR1nd2yMGzdOcffGYFGz1dPdcYWze+mb1IK1a6tA9T2u9D2t7w/2mNJxr8uOmrFTMs5bt7wMm/rJqjTW+7FuWQO8TgZjq8ozvnMmoF2fxV4XKsZl3ivf7/YlGo3i+PHjmDBhguIi52hhqJ7XcKFXveRjq0rvPaEv2evFRvViAMNhL4O3VXonjKZQ+lWzMxz9vtZclfrVdKjtUobai3TMN/4tzPfSaKj9NCd696uGOsEnT54Mr9eL999/P+UEDwQC+Oijj7By5cqM82fPno2f/vSnOHHiBKqrE6s2f/3rXwEMbIWuPwzDZI0kZ5iEg5GxWmC1WAd9LwCwnpVitzD5XWuorjMaymTRqBczPqdijwOSJKftgMiXLW+1or1r8BHcdeeV4qo51UPynJizCxIOh2NIBxZqturmImio9StuZ2qo9cPJ9v6egye6NM89eKIr9X+rlcn4ntb3OwMcGuv9itt3Ono41SjuvvdN/u3zsnC7M5+d2w2sXzkLPaEYwtE4PC47ir0OzUzJpeBVy9VY70dpkRNule/n810lXC5XXjt3zM5QP6/hYqjrZbC26nbaR/X7YVaoXsyJl9euF687/3ohWx35jPZ+1ewMR7+vNVclW02Hnoc21F6kQ+PfwsYT064Xj4vqxQj07lcNdYKzLIuVK1fipz/9KcrKynDOOedg48aNGDNmDK666iqIoojOzk74fD44nU40NDTgwgsvxH333Yfvf//7iEQi2LBhA5YsWYKqqiojfwpBDAgXa4PFwuTtuAZ6ndftXRGcOhMe9HXyzbJrJFVlbqxdNkMxs/PaZTNgs1lTDemOt49g/cpZAJBx7qJ5Ndi4eXfqey/2SWi04+0j2LBqDl7582Esmlej+P3KEjfuun4GHt+2L63Rbqj149xKL9Ysa8CjLzVlHEveN/n3uuUNKC9Srw+fm9V0eiudf8+KRsUMy/euaNS8Vj7fLUToeWmTzVarymigaQRUL+bEX6JdL/4S/eqF3gmCyA2j+32y1XToeRBmhN5Lc1JZql0vlaVUL0agd79qeBrae++9F4Ig4P777wfHcZg9ezaeeuop2O12nDx5EldccQV+/OMfY+nSpWAYBps2bcIPfvAD3HbbbXA4HLjmmmvw3e9+1+ifQRCDIl/HNTCynddDydgKL+5ZMRMRLp6KkHY77alBRd/oaa/bjvtubkSUExCOxuFgbbBbGfSEeDx0z7zU925fMB2L509COBqH02GDhWHw1YXTIMoy7lwyHZIsg4uJcDttsNssCEZ4MJCxbnmyHAJcDiscrA1FnoTjun8Ut4O1IsLF8f07LoHHZYPPw2o6wAeLv8Q14AjyofhuIULPS5tstkoYA9WLORlb4cXXb5qJUKS3Xrxuu64O8L73pneCILKT7Pe7Ahx6QlEUe10oLXIOW79PtpoOPQ/CjNB7aU7GVnhx740zEY721ovHZScHuMHo2a8a7gS3Wq1Yv3491q9fn3Fs/PjxaGlpSfusvLwcv/jFL4areARBjCCqytyIRCJo/vQwasZOSdu+pBg9XZT+5zn9UgsMNOJ6bA7nDPSaQ0k+9zay3CMRel7aaNkqYRxUL+bEX+KGhzWmXuidIIjc8LlZWCGg/ZOTqBg3Zdilz8hW06HnQZgRei/NSWWpGxEH1YvZ0Ktf1c7URhAEQRAEQRAEQRAEQRAEQRAjGHKCEwRBEARBEARBEARBEARBEKMWcoITBEEQBEEQBEEQBEEQBEEQoxbDNcGNJh6PQ5Zl7N+/X/M8p9OJ2tpalHpsiHFMXvf0OBNrD8UeKyLRwV9rqK4zsstkQ5m3CIzGreg5DX+ZSj2JpuXkyZPgOE7zXJZlUV9fn/WaudqqLMsAgMOHD4PRejGIYYXqxZwMpF7IVgsDqhdzQrZK9IfqxXwMtE5ysdVc7XQw9x/t0PPohZ5FOtSnEv2hejEnetgqIyevWqDs2bMHsizDbrcbXRSCKEhybazIVgnCWMhWCWJkQLZKECODXGyV7JQgjIX6VIIYGZATnCAIgiAIgiAIgiAIgiAIgih4SBOcIAiCIAiCIAiCIAiCIAiCGLWQE5wgCIIgCIIgCIIgCIIgCIIYtZATnCAIgiAIgiAIgiAIgiAIghi1kBOcIAiCIAiCIAiCIAiCIAiCGLWQE5wgCIIgCIIgCIIgCIIgCIIYtRS8E7ylpQUtLS1GF4MgiCyQrRLEyIBslSBGBmSrBGF+yE4JYmRAtkoQI4OCd4LzPA+e57OeF4vF8H//93+IxWLDUCoiV6hezIke9UK2OrKhejEnZKtEf6hezAnZKtEfqhfzYaSd6nX/kQw9j17oWaRDfSrRH6oXc6JHvRS8EzxXRFFM+5cwB1Qv5sTIeqF3wpxQvZgTslWiP1Qv5oRslegP1Yv5MLpOjL6/2aDn0Qs9i3SoTyX6Q/ViTvSoF3KCEwRBEARBEARBEARBEARBEKMWcoITBEEQBEEQBEEQBEEQBEEQoxZyghMEQRAEQRAEQRAEQRAEQRCjFlM5wZ944gnccsstmud0dXXh//2//4fZs2fjoosuwg9+8ANEo9FhKiFBEARBEARBEARBEARBEAQxkrAZXYAkv/nNb/Af//EfmDVrluZ59957L6LRKH79618jEAjge9/7HiKRCH7yk58MU0kJgiAIgiAIgiAIgiAIgiCIkYLhTvDTp0/jX/7lX/D+++9jwoQJmufu2bMHf/3rX/G73/0OEydOBAA88MADWL16Nf7pn/4JVVVVw1DioScY4dETiiEcjcPjsqPY64DPzaqe3xGIIhjmEY4K8Lhs8HlYlBe5DCmf2rHk58FIHC7WCjAMGEaG182CtVkzvgMAPaEYQpE4nA4rLAwDq5VBkccBXhAH9HtzeT59y+1y2GG3MQhGeLid6eUZyG8eyLNT+lzrGfS9fv/vupw2cDEBoUhu70+uDPS9TNLeHUEoEoejpBpt3XF4+Aj8Je68y0MQxOjhdGcEEa63nXBxEVSVUTthNFQv5sTIeqF3giByw2hbMfr+ZoOeRy/BCI+ugAC2eDw6AgJE8EMyVxypdASiCIbOvhs9cfiEqK6+lL7Qe2lOqF7MiV71YrgT/MMPP4TdbseOHTvwyCOP4JNPPlE9d/fu3fD7/SkHOABcdNFFYBgG//d//4drr712OIo8pLR3R/HwC3uwp6U99VljvR/3rGiEvySzMf6sI4xNW5vQdKj3/IZaP9Ytb8CYcs+wlg+A4rE1NzTgV6/sx/sfnk4r46J5NXjmtWZ8deE0/POjf0F3iE99Z/kX6/DAU++B48W08//z/Q+xeP6kjGNqvzeX56P0m5L3+95j/4sp55dllCfbb1aqL7Vnp/R8sj2Dry1tgL/EpVn2jZt3g+NFzfcnVwb6Xib59EwIj7y4L+P5r102A2MrvIMuD0EQowdqJ8wJ1Ys5MbJe6J0giNww2laMvr/ZoOfRy2DndKOV4fal9IXeS3NC9WJO9KwXwzXBv/jFL+Lhhx/Gueeem/Xc06dPY+zYsWmfsSyLkpISfPrpp3oVUTeCET6jUwKAPS3tePiFPQhG+LTPOwLRjEYbAJoOtWPT1iZ0BIZWGz1b+f528LTisU1bm1A9tjijjDt2HcX55xTjiW37se6sQzn5nS07W7Fo/sSM86vHFiseU/q9uTwftd+UvN+i+RMVy5PtN/evL61np/R8sj2Dh1/Yg45A5iCmf9nVyjMQBvpeJmnvjmQ0VMnyPfLiPrR3RwZVHoIgRg+nO7XbidOd1E4YAdWLOTGyXuidIIjcMNpWjL6/2aDn0ctg53SjleH2pfSF3ktzQvViTvSuF8MjwQdCNBoFy2Zu3XE4HIjFYoO+rizLiES0H2Qy+eZQJuHsCggZnVKSPS3t6ApwsEJIfRYMxTNehCRNh9oRDPFw2eRhK9/Cy2pUy7J4fuax5Ocv7GzF7QumZv1O3/OVjgVDPOBIPJ9oNIpgzJb1+VgsjOpv6lsGpfJo/eb+9aX17LI9H6XPXtjZimCIz/maSu9Prgz0vUwSimi/n6FIHB42087c7ty3tBhlq0T+UL2Yk4HUy1DYaoTTbiciXDyrjRNDD9WLORlsvZCtFgbUr5qDfGwlV1vVGv+SraZDz6OXwc7pRiuBLL6UgIovhfrU0QvViznRe/w7opzgTqcTPJ+5YhmLxQbUOPUnHo+jubk5p3OPHz8+6Pv0hy0er3m8JxRF+ycnU387Sqo1zw9F4+j49PCQlA3IXj4+Lg34WPLzKJfZ4Sp9J/mZ0rHE7z0BIFEvuTwfWRY1z+l7H63yKNG3vgb77LTuGeEEOFlrSi4l23f7vz+5MtD3MomjpBpO1opF8ydicnUp+LgE1m7BwRNd2PH2EYSjcTQrvJ+f+9znci6bUbZKd4/1OAABAABJREFUDB1UL+Ykl3oZClvN1k6rtROEvlC9mJPB1gvZamFB/aqx5GMrudqq1viXbDUdeh69DHZON1qhPpXoD9WLOdHbVkeUE3zMmDHYuXNn2mc8z6O7uxuVlZWDvq7dbsekSZM0z4lGozh+/DgmTJgAl2to9LPOBLRXXou9LlSMm5L6u607rnm+12VHzdgpmucMhGzlY+3qajpqx5Kfu5yZr57Sd5KfKR3zuuwYWzIhVS/BmPbr7HXZYbFoJwHpex+t8ijRt74G++y07hkXJaxfOSul/Z3tu/3fn1wZ6HuZpK0njvUrZ2HHrqN4YWdr6vOGWj/Wr5wFrzv/99MoWyXyh+rFnOhVL2q2ejpLP+YZ4n6MyA2qF3MyHPVCtjpyoX7VHBhpp8N1/5EEPY9eBjunG61Qn0r0h+rFnOhdLyPKCT579mz89Kc/xYkTJ1BdnVgd+Otf/wpgYCt0/WEYJudIcpfLlVfUeV9KwaOx3q+4Tamx3o/SIifcfTI3+4QoGmr9ilsDGmr98HlZuN1DNwjOVr7OAKf4vYZaPw6e6FL9vKHWj44eLut3+p6vdMznZeGy2QEk6gV2JuvzYW1W1d/U9z5K99T6zf3rS+vZZXs+/T+T5MS/+w6fQcuJLiyaPzHNyaz0XaX3J1cG+l4mcUbD2LHrqKJ2EwNg7fKGvG3HKFslhg6qF3My1PWiZqtuLqLZTruddno/DIDqxZy4omHNenE5bLr1q/ROjByoXzUWI+0UIFvtDz2PXgY7pxutUJ9K9IfqxZzobauGJ8bUQhRFtLe3g+MSjseGhgZceOGFuO+++7Bv3z6899572LBhA5YsWYKqqiqDSztwfG4W96xoRGO9P+3zxno/7l3RCF+/Tqm8yIV1yxvQUJt+fjKjcXnR0EaBZCvfhZOrFI+tW96AE5/2ZJRx0bwaHPukB1+7/gJsemFP2nduvLIOO94+knH+iU97FI8p/d5cno/ab0reb8fbRxTLk+03968vrWen9Hwa69SfgdthTZWt6VA7ZkyqUC27WnkGwkDfyyR8XFTVbtp7qB18XFuKhiCI0Q8jili7bIZiO7122QwwIrUTRmAR45r1YhG1IzIIffC47Jr14nHZdbs3vRMEkRuypN2vyZK+/RrZajqWLOMMSwGNMwY7pxuteFx2fO36CxTfja9df4GufWpVmVvzvawqI0erEUhZ2k+pwNpPs6D3+JeRZXnoMinmyXe+8x188skneO655wAAJ0+exBVXXIEf//jHWLp0KQCgo6MDP/jBD7Br1y44HA5cc801+O53vwuHwzGoe+7fvx8AcMEFF2ieF4lE0NzcjClTpgz5alAwwqMnFEM4GofHZUex16HZKXUEogiGeYSjAjwuG3wedsgd4LmWT+1Y8vNgJA4nawXDMGAYGV53Ihq7/3cAoCcUQygSh9NhhYVhYLUyKPI4wAui6u9Vqpdcnk/fcrscNthtFgQjPNzO9PIM5DcP5Nn1/dxus+K9Dz8FA2DS+JIMLe1/vv0i/OjXf01JoGy8Zx68bnvqmi6nDVxMSCSezOH9GYp6V+Lg8U6sf3iX6vGN98zD5Allgy6PGWyVGDxUL+ZEj3rRstWWE534z1c/xDduuhBRXuhtx1gb/uO//4avLpyG+urBtxPE4PjwSAd27f07llxeh2isT704bNj+p1bMazwP02rKjS5mQdLeHYUoShn1YrNaUFGS39hPy1Y/PNqB1hNncMmM8Rn3fnffSdRVV9A7YTDUr5qDg8c78ctt+/DNlbMQi4spW3HYrfjp5t248/oZuo5/PzzagQ8+PIVrLq3JsNU3/vcoZk8bV1C2evB4J178QwtWL5mR8Tx+tX0fll1Rn1d9jESCER5dAQ49oSiKvS6UFjkLzgGepL07itMdITgddkQ54ew8Oo4x5V5d+9QkpzsjiHDx1HvpdtrJAW4gB46cwfY/HVJtL5ZcXofpEwun/TQLwQiPne8fUx6D7j+JKy86P682zFRyKA8++GDa3+PHj0dLS0vaZ+Xl5fjFL34xnMXSHZ+bHVAllhe5dHV690erfGrHsv0mte+oMZDfm8vzUSrf2BzLM5D6yuX5nGwL4r9+35JxThJBlNI0wL1uO8ZX+nK6fz4M9L10Oqx5HScIYvTjcdnx4bFO3PHjnarHieHH7bLht//7d/z2f/+uePzqS2qGuUREEn+JC8EIDz4uQpZFWC0sPC677g4Mj8uGp187iKdfO6h4/OFvXq7r/QlipOB0WHHoZA++9uAfVI/ricdlw0t/OoqX/nRU8fjls87T9f5mw+mw4v2P2vD+R8rjjJXXTh3mEhmPz83CCgHtn5xExbgpBSWB0h9/iQtO1oquAIcoRLA2FlVlxcO2KFBV5k4sYH56GDVjaQHTaDwuu2Z78ZUvFV57YQZ6QjHNMejsqePysllTy6EQRCFQ7HVkbFNLoqT1nYxUNxsWhsnYspKkodYPC8MMc4kIgjAbWu2dmdu30Y7DbtVsvx12WsQ0Ep+bRUWRDXzPSVQU2YZlsu7zsJrvhM9TuE4UguiL0eNfstV0jK4PwvwY0acS5sTrtmu2F143BecYQTiqLUOT7Xg2yAlOEAaTi045YH79NquVwaJ5NYraTYvm1cBqpUEnQRQ6pE9pVmTcsWS6Yvt9x5LpAEyjnEcME8Odh4YgRipGj3/JVtMxuj4Ighg5+Eu0tdr9JRSpbwTZdgbnu3PYVHIoBFGo+EtcWL9yVpoGd1Lr+4d3XTqkWt96UeRx4D/f/xD11aVYPL8mTdv8zfeP4+s3XWh0EQmCMAHJ9o70Kc2Dz+PAoy/uxcJ5Nbh9wdSUTmZHD4f/fvMg1iybaXQRCQMYU+7BfTc3IhjiEYrG4XXZ4fPqm4eGIEYaZhj/kq32Yob6IAhi5DC2wouv3zQToUivVrvXbScHuIEkdw7vaWnPODYUO4fJCU4QQ8BAk0gqMVANbrPhc7P42tIGPPzCHrywszX1OUV4EgTRH9KnNBc+N4t/XHQBHn5hT9qAk9pvc9ARiCIYisNRUo22njh8QnTYnFvlRS64bDI6UvqlhedUIwgtkuPfvx08nfZ5ZakLX7pkwrC1n2SrCcxSH4R5SSQKFcAWj0dHQIAInt6LAsdf4oaHJa12s5DcOfy3g6dRVuRMLWZ2Bjh8bnJV3vZKTnCCyJP27qii4+CeFY3w55lleiQyd8Y4LLysJq2xoo30BEEQ5oYi9M3JZx1hbNrahKZDvWOMpMzBmHKPgSUjCCKJKEr4S9Mp7G3tMxeo86tqzRL6886+UxlzswsnVxlYIsIM0LydIEYGevar5AQnTM9QRFnrRTDCZ3SkALCnpR0Pv7AH61fOMk1Z9UbtWQCJwUUhPQuCIIiRDqmmGk9HIJrhAAeApkPt2LS1Cffd3Kh7RDhFzBGENmp2uqd1+OwUIFtNQnMzQg16NwhiZNARiOKX2/aj7rxSLJqXLmv1y237sXZFfvkuyAlOmBqzr9b2hGKKTl8g0aH2hGIF05n2hGJoPtaJFVfWYXJ1aVpjtePtIwX1LAiCIEYaZu9vC5FgmM9wrCVpOtSOYJjX1blG7wRBZMdoOwXIVvtCczNCDZqrEsTIIBThcc0lE7Bj19E0md1kguNQJL9+1TIUhSQIPci2WhuM8AaVrJdwNJ7X8dFEhItj/cpZaDnRhQeeeh8PPvsBHnjqfbSc6ML6lbMQ4QrnWRAEQYwkghEeD28xd39biISjQl7H82EkjMEIwgwYaacA2Wp/aG5GqEFzVYIYGcgygx27jiruhNyx6yhkOb/9quQEJ0xLLiv5RuNx2fM6PprwuVnNxopW1gmCIMxJV4DDnlb1/rYrwA1ziQgA8Li0N2xmO54PI2EMRhBmwOi5ANlqOkbXB2FeaK5KECMDWZY1d1jJcn4Z50gOZRQzXFraet0nl5X8Mq817/vkQ7HXgcZ6v6oOdrHXYUCpjCEuSJqNVVyQhrlEBEGYFdIuNRehLP1ttuOEPvg8LGZPqcL55xRnbN0+9kkPfB79bCYcjaPEy2LdikaUFzsR4QR4nDac6eGw6YU9FE1JEGdhbRY01PoVx8ANtX6wNn1jzsLROJysFYvmT1SUeCg0Wy32OnDxtCpUj81sN0982lNQczMinbggoeWEuhwKzVULF5qXmItoTNDs16Kx/HZYkRN8lDJc2nB63sfIlfxcHfs+N4t7VjQqPoN7VzQWVOOZrTHKt7EiCGJ0QNql5sPJag8Hsx0n9KG8yIU7lkzHIy/uy9BEXLtshq46wz63HT+8ey6e3H4gzbnXUOvHD++eC7uVUqcSBACEojwWzasBgAxbWTSvBqGovnIkXrcd61fOUtROXb9yFrzuwop89rlZrF58ATZtbcp4HuuWNxTU3CwJOfgScLygaSscT3PVQoTmJebD7bBp2qrbkd+8hGY1o5Dhynys931cTptmZIXLaQOQ31YIJQbaEPpLXFi/ctawRN2bGdp+SBBENoarfyIGhjtLf+t20nDRCIIRHo+9vE9x6/ZjL+/T1V5sNisefWmv4r2f3H4A9944U5f7EsRIw+2043uP/S8WzZ+IxfNr0iLWNm7ejZ/d93ld7+902FQlHgDgvpsbdb2/2QhGeDz6UpPi83j0paaCG2eQg68Xn5vFs787qGora5fNMKJYhIHQvMScZOvX1i1vyOv6NKsZhQxXVmy978PFBM3ICi4mwGUbWjmUwTaEPjdb8A0kScMQBJGN4eqfiIHBC6Jmf8sLolFFK2iMtJdwNK4pcRaOxoFSXW5NECOKYq8DU84vS4tWSzIc498oJ2jaapQTgCJdi2AqaJzRCzn40iHpTqI/1F6YEy6m3a9xeSoMUGLMUchwZcXW+z6hSBwbN+9GfXUpNqy6GN+5dTY2rLoY9dWl2Lh5N0KRode4o+QygycpDdNY70/7vBClYQiCUGa4+idiYBjR3xLZMdJest+bto0TBGD8+Jf61XToefRC89p0SLqT6A+1F+YkWy6ifMegFAk+CvG47JpC8tlkKXLVwy7ysNiw6uKM63O8mCpHvr+D40XFyIqhuL4S+TaEw5WM1KwkpWG6Ahx6QlEUe10oLXIW1DMgCEIdkk0yJ07WhmIvi4unj4Hdakn1YRf7HPjz3z4mTXCDMNJeso8l6Z0giCT+Ehe+flMjgiEeoWgcXrcdPg+rq25/knznfaMNGmf0Qg6+dMzwbnQEogiG4nCUVKOtJw6fEB2WdoJQxgzvBJGJx2XXTM7uznMMSiPYUUix14ENq+Zgy87WDCH5DavmaG7Ly1U3rL07isde3pd2XlKofuPm3Zhyflne2/9yk9cY2hXbfBpC0lxL4HOzsEJA+ycnUTFuCtzkACcI4iwkm2ROvA4rHrjzUjz60r4MOZQH7rwUNsqBaAhG2ovHYdMcS3ryTEpEEKMJI+cA+cz7RiM0zuiFHHzpGP1ufNYRxqatTRnjrHXLGzCm3KPrvQlljH4nCGU8Dht+tOYyPLFtf4a9/GjNZXDY8hM0ITmUUcrWP7QqCslv/R/lqGogu25YMMJrntd0qB07dh3F6sXTh2T7nxHbC5MNoRJaDWGuz44gCKKQMXrbOKGMbLFkOMCBZCKxfZAtNFw0AkPtxcJojyUttDJCEIDxcwCOFzRtleMLS+KBxhm9uM4mvVaiodYPV4ElvTby3egIRDMc4EDCTjdtbUJHIKrbvQl1qL0wJ4yVyXCAAwl7eWLbfjDW/MaghdXyFQg9oRj2tA5c4D/XxABa5zUdasedS6ajYgBRD1oSIkl5jeGSGEk2hErRHFoNISVVIAiCyA2STTIfEU47CWKEK6wt02bCKHsJR+OaY0lKjEkQCXpCMTQf68SKK+sU5Uj0ngOEItq2GorE4S/R7famhMYZCbiYoJn0Ot/kciMRo96NYJjXHGcFwzzJohgEtRfmI5fk7Pn0a+QEH4UMVv8r1+9lO28gSSVy2T7oc7PD2ggNxvFOmmsEQRC5Q7JJ5oKSIJobI+yF3gmCyI0IF8f6lbOwY9fRDDmS9Stn6b6ISLaqDI0zepNeL5o/EYvn16Qt0GzcvBs/vOtSo4toCMb0qdp2WKh2ahaovTAXetsLOcENRK8kitn0vRysFS0nOjPumatu2GD0xZR+KwDN7YPrV84ybAVuoI530lzrJRjh0RUQwBaPR0dAgAieVlIJgkiD2glzkb0Po+GikRiRSIsSYxJEbvjcLJ793UHFbdsAsHbZDF3vT7aqDI0zEu8Gx4tpizP9jxciRrwb5CswN9RemIts/Va+/Vph9ooGknQGB8NxxEURTYfOYMfbR8Dx4pAlUNES+G+o9WPX3lOpzrDvPXNNDDDQBAJq0d53XT8Dzcc6FX/DSJMQoaQKCdq7o/jbwdMoK3KCj0vg+Ag+Ot6JCydXFVRyUIIg1KF2wny4HTbNPsxNSRANw6hEWl63Hd9fPQcft4XSPveXuPD91XPgddOEnSAAIC5Imtu244Kk6/09DpumrRZiElsjE5WaCZqfZmLUu8HaLJg9pQrnn1OcsVh17JMesHkm+iMGD7UX5sPnYTXbLp8nPx9h4fWKBqJkYMmtchs37x6yCGg1Xeuk/tfGzbtTn/W/Zy562APRzdZKFvP4tn1YNH+i6ur0SJIQGayW+GgiGOHx2Zkwdu09lTFZH1fhhZO1FsRzIAhCHWonzElcFLH8i3WQpEzd0OVfrENcFA0sXeGSLZHWfTc36hcRLgOSDPylKdNWb7yyDpD1uS1BjDSyyUAORCZyMEiyrGmrklxYxpotUamRO42HG5qfpmPkuxHmeNy2YCqe3H4gQzbpjiXTEeb0TaBLKBOM8Hh4y56MvAqF2F6YCUmSNeclkpRfv0ZO8GFCrdFNVmrSGTxUEdD9da0drBW79p7Cxs27wfHpk9m+98xVDzvX87IljFx4WY3qb1CTbemPxWJBTAA624J5S8vkI1Ez3Ek8zUYowmPLTuXs9EBiO2ihPAuCIJShdsKcCIKMB556T1E39IGn3sPGe+YZXcSCxMhEWnxc1LTVu5deoMt9CWKkYbTMgSjJZKt9yDb3HEk7jYcCSvrXi5HvhtfF4pEX9yna6ZPbD+gum0Qo0xXgNBMLdwW4grQVowlF4przkofumUeJMUcCWo1u06F2LJ7f6wweqgjovrrWLSc6VSOu+98zVz3sXM7L9lvU1nC0ZFv6U151Hn7233vz3sIyFFthhjuJp5mIxkS0nOjEiivrFDUJozGKJCSIQicaEzWdetROGEMkJmjqhuodyUgoY2QiLS6ubatcnGyVIADjJSey2WqswGw1HI1raqSPpJ3GQwUl/UuQPYmsfu+G0bJJhDKhLHWe7TihD+FoXHNeku/4l8SHholsjSof72349IgYMCpKIdt1q0rdaKz3p32WlG3Z8faR1GfJLSnBSPpWoZgAPPlqi+q2pv7nq5Fte1Su1ylkYnEB61fOQsuJLjzw1Pt48NkP8MBT76PlRBfWr5yFWJycKARR6HC8djuQ7TihD26ndl/tynKc0Ae9EwNpwWVZkIrRghVBAEg4GNfc0ICG2sz5zJobGnQPjslmq9mOjza8brvmfITyGRQuRu7aMFo2iVAmW84byoljDNltlRJjjgiyVSRrT6xH6BUxYFSUQrb7lhU7ByXbkiQYEbBXYwtLrtuaaOtc/hR7HPjNGy2q2zHX3EDbvAii0PFm6QuzHSf0wW5l0FDrV4xSaqj1w25lDCgV4XHZNetFzwl7tmu7yVYJAkAikOZXr+xHfXVpxrbtX72yH1+/6UJd5xBkq+k4HTbs2HVUdT5y382NRhSLMAFG7towWjaJUMZus2iPfylhqSE4WatmvThZa17Xp1odJpKNrhINtX4cPNGla5KKZGKM/mXQOzFGLvf1uVmMr/ShvroMsbPbHvo7wJP0j6iPcEOzrcnI7VGjBUHU3uYliLTNiyAKndIip2pf2FjvR2mRc5hLRACJheBF82oUIxkXzatBT4h2QxkBHxc164XXUebAAlnTVmkCQRAJekIxvP/habywszUt8viFna14/8PT6AnFdL0/k8VWC20JM8oJ2rJrHEXcFipG+UMAbV/QcMgmEcqEonHNcRbJoRhDd5DDHUumK9bLHUumoyeYX79KkeDDhFZ25juXXACGAZZ8fqKuja9RiRsHct+BrpJm28Kd66oqrc7mD23zIggiG1p9od4TEEIdl9OOf3lSOQHNxs278RAlxjSEUCSOjZt3q9bLD++6VLd7S0iMSwFk2OqSz0+EpJrVhSAKC6MDaWQAi+dNBGSkJXhrrPNj8byJkAvMVo2uD8LcGJUolMa/5sTjsuP+x/9XdZz1s/s+b3QRCxKnw477H3sH61Y04vYFUxHlBLicNnT0cLj/sXfwwNfyG/+SE3wYMcoJ3RejEjfmet9s25RcThtOtgVTz8/ttOHiqVV4/6PTiufnuqpqdFKb0QAtJBAEkQtGTUAIdbxuOyZXlykmoJlZ6ycNVYPwuOyaiYH0lkN57rfNqD23FAsvS58Y/nbXMdy1jCTOCAIwfvybstXzSrFwXrqt/u6dwrNVo+uDMD9GJQr1l7jw9ZsaEQzxCEXj8Lrs8HlZlBe5huX+RCbFXgemnK88/iUfkHG4HDbUnluK1r93pRIcc7yA1r93ofbcUrjy1GonJ/gwY5QTerAEI/ywOu21VknX3NCAx15swvsfnk77/K7rLwAYZHw+kFVVWp3NH1pIIAhiMBTaVm0z4i9xY82yGXjkxX1p28gbav1Ys2wG/CVuA0tXuBjZr/pL3LhjyXTsPXSm3+cu/MPsc+mdIIizGD3+JVtNx+j6IAg12rujir6Ge1Y0wl9CjnAjSPqA/nbwNMqKnKlFxM4Ah89NriIfkEF4XHasXjwdj760L22BIpFwekbei5mGO8ElScKmTZuwdetWBINBzJ49Gxs2bMC5556reH5HRwd+9KMf4Z133oEsy7j00kvxne98B1VVVcNc8tGPUQ21UsS8y2nLcIADiS26j7+8H/feOBO3LxDzctabIVJ/pLP8i3WQJGQ4UZZ/sc7AUhEEYSZoEmA+OgJRPLn9gHJit+0HsGZFA0UqGYCRC/TBCI8zPRze2XcqLQH5zDo/xld64RlhQR0EoSdGjn/JVjOh+QhhNoIRPqMvBxK+jIdf2IP1K2cVnJ2aiXf2ncoYZ104mfyLRvL4y/sUExw/vm0f1q+clde1DXeCP/roo3j++efx4IMPYsyYMdi4cSNWr16NV199FSyb2RB84xvfgCAI+M///E/Isowf/OAHWLt2LV588UXdyhiM8OgKCGCLx6MjIEAEP+obKaMb6v4R8yfbghkO8FSZWtsR4QScN6ZoyO87HAx3tL1e9IRieOApZU3ZB556Dz+77/Mj8ncRBDF0BCM8nni5SVFi4YmXm/D1my6kdsIAgmEeHzSfxgfNyv3sLWGenOAGYZR8UCjC4+U/HkbdeaVnk3D22urLfzyMO5ZMJ1slCCTGvw8990FKuzTCCfA4bTjTw+Gh5z7Aj9depqutkK2mQ/MRwoz0hGJoPtaJFVfWpeQdku/ljrePoCcUo/fSAIz2eRHK9IRiaTku+rKnpT1vezHUCc7zPJ5++ml885vfxOWXXw4A+NnPfoZ58+bhzTffxIIFC9LODwQC+Otf/4rHHnsMU6ZMAQDceeedWLNmDbq7u1FSUjLkZSzUiLWeUExxGxkwNC9eklwdwNmSmERGaKbvgb5fZnaYh6NxTe1SSkRDEEQgHMNVF0/Ajl1HM7a3LZpXg0CYJgFGEI4KcLJWLJo/UXFyFo6OzD52NDJc8kEcL+KaS9RtlePFYSoJQZibCBfHvTc2YseuoxmR2Pfe2IgIp+/4l2w1HZqPENkwIsAxwsXxrVtmZdjpzDo/vnXLLN3bCUKZ4fJ5EQND7wTHhjrBDx48iHA4jEsuuST1WVFREaZOnYoPPvggwwnudDrh8Xiwfft2XHTRRQCAV155Beeffz6KivKPAu5PIa8MDUdm7YE4gLPp/ridhm9qGDADfb/MviBDiWgIgsiGKMrYseuo4vY2ALhzyXQjilXweN12rF+ZOTlrqPVj/cpZlBjTQIzq+y0Mo2mrdywmWyUIILGL9LnXD6Y5wAFgb2s7GAB336BvYkqy1XRoPkJoYVSfanQ7QSgzHD4vYuBkS3w5ohNjfvbZZwCAsWPHpn1eWVmZOtYXlmXx4IMPYsOGDZg1axYYhkFlZSU2b94Mi8Uy6HLIsoxIJJLxeVdA0FwZ6gpwsGJ0Rkfl8uIpPbNciQnAwy/sVXUA33fTTPQtgsdpVU9yUueHy468ymMEA3m/Bvq8jECzjur98DitinXkdueesEfNVvsSjUbT/iXMAdWLORlIvQyFrUqSnDFRT9J0qB2SlN3GiaGHtVk1nShrlzVQvRjAYPv+IbFVOYut5tAfE/pC/ao54ONShmMryZ7WdvBxSdVWcrVVrfEv2Wo6g52PjHaovTC2T82nnSD0w5nFgeLM0+dFDA6b1YKGWr9i39ZQ64fNasnLr2So2yzZCPfX/nY4HOjp6ck4X5ZlNDc3o7GxEatXr4YoivjZz36GNWvW4L/+67/g9XoHVY54PI7m5uaMz9ni8Zrf6wlF0f7JyUHd0+yUlFWisc6vqMXTWOdHPNqD5k/aBn99f7WmA7g7GEN323FIkgQAsFgsWL2gHr+SkVamxjo/Vi+sx8m/H0mdO1IYyPuV7Xl1dkfQ3X5iyMs4EDTraEE9jh9pUayjz33ucznfQ81WlTh+/HjO1yWGD6oXc5JLvQyFrTpLztP8XjjKo/nTwznfhxgaSsdM1HSiRGNxnDpxZJhLRZT4qzU1RNX6/qGwVVfpBM3vRWMCmpvJVs0A9avG4iyt1jweivI4c+qQ4rFcbVVr/Osqm6D53UKzVYvFgjsW1uOjGeNQVuRMtZudAQ5Tq32q85FCoZDbi8HOp4dk/JtHO0HoR9U5kzSdrVbIOfseiKHDWXIulnx+Ii5rGIfy4t52vKOHQ0WJC12BCD79+8cZ38vVVg11gjudTgAJbfDk/wEgFovB5crcjvL6669j8+bN+OMf/5hyeD/++OP4whe+gBdffBG33377oMpht9sxadKkjM/PBLSjvIu9LlSMmzKoe44E1i0vw6YXmzK2C61b1gCvk8HYqvJBX/vvbdqr0O09MUyoroPXma5+ed+XZyIYERDhBLidNrjswMm/H8F5552n+M6YmYG8X9meV1yypHTyjea+L89EIMwjEI6hyONAkYeFwwZUlNTnfW01W+1LNBrF8ePHMWHChBH3ToxmqF7MiV71Mth+1edx4Pyx5mjLConjn2n3MRwvmqaPKSQ+bo9qytQIcv59v5qtftbFa37Pydowgd4JQ6F+1RxksxWXw47zdbLTXO7vZK0FZ6shTsY7TS3pQTn1fjTWNaC+Pv/5yEiE2ovhmU8Ptk8dinaCGDgft0exaF4NAKQ5wpM5FcIxGv8aQUdQQKQjgnf2ncrItbFoXg2KvK685ouGOsGTMihtbW0477ze6LC2tjbFDmr37t04//zz0yK+i4uLcf755+PEicFHwTIMoxg6XwpecztVaZET7lGqCQ4AbjewfuUsXRIxet3aSVoYAJtebMrQxXYDKO0j/x6JRCBJElwu14C2KpmBgbxf2Z6X1203ze93A3DYgDOnjsA/bsqQlkvNVpUYie9EIUD1Yk6Gul6oXx1ZeN3aixNel3n6mEKiyCPhuddbNGRqZuRdL2q26gxLmtFRTtZK74RJoH7VWFwRbVtxOfK3Fa3xb3ZbtRXU+xGM8Nj04u6M3cx7WtoV55aFRiG3F8Mxn1az1eFoJ4iB43GJuP/xd7Fo/kQsnl+TtuNu4+bd+Nl9n6d6MYCoEMUrb2fKNO5tbYcsA/fd3Ai3e/CLeYMX0h4CJk+eDK/Xi/fffz/1WSAQwEcffYTZs2dnnD9mzBicOHECsVgs9VkkEsHJkycxYcKEIS+fz83inhWNaKz3p33eWO/HvSsaC6ID9blZjK/0ob66DOMrfUP2m4u9joznmqSh1o+DJ7pSGXlHKwN5v7SeV2O9H8Veh27lDEZ4nGwLouVEJ062BRGMaK9kdwSiaOuOw1FSjbaeODoChas9RxBEOtSvmpPSIqdmH1Na5FQ8RuhLXJA0ZWrign5b+i0McOOVdWioTX8vGmr9uPHKOlgYlS8SRIHhdbOatuLVuV/zebTv7/MUVr/aE4ppSl6M5rmlGsEIjzMBAWzxeHQEhKxzudGKkfNpo9sJQplirwNTzi/DCztb8cBT7+PBZz/AA0+9jxd2tmLK+WW6vhOEOlFO0JZp5PLLy2hoJDjLsli5ciV++tOfoqysDOeccw42btyIMWPG4KqrroIoiujs7ITP54PT6cSSJUvw1FNP4Rvf+Aa+/vWvAwD+4z/+Aw6HA0uXLtWljP4SF9avnIWuAIeeUBTFXhdKi5w0Uc+TpCOkf3bm5NaTjZt3Axj9GXmT71e2aHu156W342igGbRPd4Sxp7U9pd0UjQk4eLwLjXV+VJV7dCkjQRAjC+pXzYfPzeLupTPw2Ev7MnI63L10BtWNQURj2oP8bMfzIRDhEYuLuKxhXFp0VEcPh1hcRCDCY4xudyeIkYPPzcJf4lS0FX+J/n2bz82istSFeTPT798Z4FBZ6iq49jvb3HG0zy37M9C53GjGqPl08t5jKjyKdjq2wlNwdmoWfG4Wa25owKatTRlyKGtuaKB6MQi923FDneAAcO+990IQBNx///3gOA6zZ8/GU089BbvdjpMnT+KKK67Aj3/8YyxduhSVlZV4/vnnsXHjRtx2222wWCyYNWsWnn/+efh8Pt3K6HOzsEJA+ycnUTFuiuFbtYMRXheJkuHGX+LC3Utn4GRbKGPrCccntit5XHaDS6k/PjebU/1lc5h3BKIIhnmEowI8Lht8HhblRYMf3AQjfMYgAejNoN1/O2FHIIq2rij+0nQqoxM5x++FzW7JqzwEQYwezNavFjodgShe/EMrVi+ZDlGUEY7G4XXZYbEyePF/WnHzNVOo/TYAl0N7mJ7teD64nXb861PvY92KRpQWORHhBHicNkgy8PP//ht+vPYy3e5NECOJ9u4Inv/9QSyYPxF2q6V3jO5z4Pk3D+KWa6fCX6LfdvpghMdvft+MBfMy7/+b3zfjjiWFtZBpZLtpNgY6lysUVlxRi1uvnYooJ8DltIGLxSEPw339JS5cOLkSoUg8Nc6aMK4IFQW2GGEmghEez/z2QyycV4PbF/S+Ex09HJ757YdYs2xmQdqI0TiztNPZjmfD8F7AarVi/fr1WL9+fcax8ePHo6WlJe2ziRMn4vHHHx+u4pmO0baa63WzePUvR1X1YUfSFpThWJxQc5h/1hFWXMFct7wBYwYZgZ3LdsK+ZeE4AVt2tqpql9699AKgCARBEITJiHBx3PDFOjz28r60BDSNdX7ctXQGIlycnOAGYLdZ0Fjnz9C2BRJ1Y7fpp2pY7HXgW7fMzujXG2r9+NYts0fU+Iwg9CQai+OGK+rw5PYDGbZyx5LpiMb0jTwOhmNY9sU6PPnKgYz2e/Xi6QiGYwXlxDGy3TQbA53LjXaCER6fnQljy85DGbZ645V1cLJWXZ+HHvN1Ij8C4Ri+8LnzsGPXUcXEmIECaz/NAmuzYGatH3sVJFFm1vrB5tmOF04vMArItpo7EvW9Ros+bHt3FBs378bdP/kffPMXu3D3T/4HGzfvRnu3/nrYHYFoRocKJJzPm7Y2DVqTe6DbUGJxUVO7KRbXTkZCEARBGIPdYsXj/RzgALCntR2Pb9sHu8VqUMkKG0GQsPwKZQ3R5VfUQdBRE5wXRGz9g/LC9tb/aQUvUJ9OEABgZawZDnAgYStPbj8AK6N3+8ngV/0c4ECi/f7VjgMACkvAXxCztJuifu2m2QhFtOdy2Y6PNkIRXjVga8vOVoR09KXoNV8n8kMU5QwHOJColx27jkIUh2OPANGfWFzA6iXTFdvx1UumIxYfwZrgxMDoCcXQfKwTK66sw+Tq0jQJkR1vHxmxq7m56mKbFaO3mgXDvKbzORjmBxXBl02Kpv/xaEx7QsxlOU4QROEQjPDo6pOkSQQ/Ytr80QgXFxSj5oBEX8blOdgkBocgyXjgqfewaP7ENA3Rgye68MBT7+Ghe+bpdu9gOI7m4+pjzmCYdgcQBJBYMNIah+u9YMQLoqatFtqClZil3dx4r37tptlwOrQXYLIdH21EY9q2mm0umw96zdeJ/JBkGS0n1NtPSSYnuDFY8MxrH6G+ujSjHX/mtY9w23VT87o6OcFHEBEujvUrZ2HHrqN4YWdr6vOGWj/Wr5yFCDdyV3Nz1cXWg3xlTIzeahaOajsnsh1XI5lBO1epGrcziwZfluMEQRQGo03WazSgVz9C5EeUMy4xZjTLmDM6gsecBDGUhKNxOFkrFs2fqOhEiejcfkY5IYutFlb7nS3oppCCciwMg4Zav6LztaHWDwtTWLsEOF7bFrIdzwcaZ5mTGC9qtp8xvnDaCzMhyzI+aD6ND5pPKx6/5dopeV2fvFIjCJ+bxbO/O6iqubx22QwjijWiGQpnjNFZyD0ubTPOdlyNgWbQZu3aGnysndSXCKLQMXrnDKGMK0s0WLbjhD543DbNydlg+/dc8HlY/Ob3LapjzruWXqDbvQliJOF127Xt1K3vdJtsNR2fR7s+fB7tna6jCauVwaJ5NQCgqHdstRaWE9ybZZdztuP5oNd8nciPIg+L514n/5rZyBbkkW8QCFnbCCIuSJrbaOI5aEMOR/LGkcJQOWMGKhsy1Pg8rOYqv88z+PodiFSN02HDiivrIANpuoQz6/xYcWVd3ll8CYIY+Ri9c4ZQxsHaNPsRB0vttxG4nXbs2PWh6uTs6zfN1O3egihrjjkF0skkCAAJO33j3WbFbdtvvHscd92grxOFbDUdp8OmqvHLAPjGzY3GFMwAijwO/Of7Hyq+m2++fxxfv+lCo4s4rJQWOTV3OZcWOXW7t8dl1xxn6e0vIJQZCv8aMfR4XHbNHVb52gvNakYQ+a6IjMQt6Ho67QfrjOlfJpfThounVeH9DzO3ayjJhgw15UUurFveoJptOl99sVylasqLXBDiEubOGIdF83oHWh09HPwlLtI5IwjC8J0zhDJFHhZrbpiBR1/al9GPrLlhRl6LqcTgifFZEk7ruE2XyzKmzHacIAqFuCDimksmKEYeL5pXg7jOmtxkq+lEOUFT4zfKCUCR0aUcHnxuFl9b2oCHX9iT9m6q7eod7Qx0l/NQwsdFzah8Pk6yG0agd8QxMTjKipz4l9VzsGVna1rbNbPOj39ZPQdleS5YkRN8BJFPxPFI3IKut9N+MBmz1cq05oYGAEhzhA/nAGNMuQf33dyIYJhHOCrA47LB52GH3fFcVe7B7GkWBEM8QtE4vC47asYXkwOcIAgAxu+cIZThBRFP7zigGC329KsHcPeyBqOLWJAYuWiULc9HtuMEUSiIoqwaeQwAdy6Zruv9yVbTCUe18xkU2mJ7cldvV4BDTyiKYq8LpUVO0837hwujnkcwHMfGzbsVE7Zu3Lwb//q1SwG/rkUgFKB5iXl5YWdrmroAkFAbYBhg/cpZeV27sHrFEc5AExUmCUZ4dPREcfXFE7DwsprUSjh3NoLIjFvQh8Np73PbsWHVxRkRAsnn0j9jtlaZHn2pCV+/qRG3LxAMk5opLzJHtDVrs8JiYSDLIqwWFqyNtGQJgkgw2H6M0JdgOI6mw2dQPa4441jToTMIhuOm6F8KDSMnZ6zdipm1fuxViESfWesHa6e+nSAAQJK05UgkSV85EpvVoimzYLMWVk4er8uOLW+1qsrTrFo0zegiDjs+NwsrBLR/chIV46bAbaI5vxEY8Tz6+xUGepzQB5dTWw7QVWCLiGahK8Ap5pkDEr63rgCXl5+NanUEMZgtPEqRy8mV8I2bd6ccvmZbFddbN7a9O4ontu1PM66+z6W+uiwjY3a2MkU5AeMrfYMu02hgJEruEAQxfBi5FZVQJ8ppR85FOXONEQoFIxeNOF7A6iXT8eT2Axlbt1cvmQ6Opy3CBAEAEYO30/eEY5oyCz3hGMb5vbqWwUwIoqQpTyOIpPFLDD9WC4MNqzLlHRpq/diwag6slsJKUmoWuJig2X4WmpyUWQhl8U1mO54NcoKPMAaSqFAtcjlp4IvmT0w1wmbb6qHnFuDUc2lVfi6rFk1HWZEzI2M2adlqMxIldwiCGH5oa6758HlY/Ob3Larb+e9aeoERxSp4jFw0YsDgmdc+UoymfOa1j3DbdVN1uzdBjCScWRIH651Y2MXasOGJd1VlFjbeM0/X+5sPRlOe5o7F+srTEIQSNqsFL/yhVfG9tDDA3Ton0CWUCUW0ZWp+eNelRhexIHE7ssh8ZTmeDXKCj0ByTVSoFbncdKgdi+cnVr3MuAVdzy3A2Z7LV66ux0t/PJSRMZs0o7TRO3qfIIjRA23NNReCKGlu56fIOeMwatFIkmV80HwaHzRnJv0GgFuunaLr/QlipOCwa8uROOz6ypHYbRZMmVCWFl2apLHOD7utsORQZFlbnkaW9ZWnIQgl4oKUoW+cZE9rO+ICjbOMwOOyg+NFxfYzeZwYfuw2Cxrr/IqSKEPRrxVWr1hgZItM5uOSabegJ/WZlMhXnynbcwlG47hraUPGM0luS1bCjAsJww1FyhMEQYxMIpz2ds9sxwl98blZVBTZwPecREWRbVjGbNkkHPSWeCCIkYIky7jxyrqMeUtDrR83XlkHSWenqyjJWH6F8v2XX1EHUWdNcrORlPoc7HGC0APqU80J+XfMid79GkWCj2KyrVydU+lRlKgIRvic5FYGwkCvqZc+UzDCw8Fa8Z1bZysmwwSAEq8DSmZVyFq2udSfx2WHk7Vi0fyJmFxdmpFwlFZSCYIgzIkry7bCbMeJ0Qe9EwSRGxYLAz4u4rKZ49K203cEOPBxERadtX5FScZDz32AdSsacfuCqYhyAlxOGzp6ODz03Ad44GuFtZ3f69aeb2Q7Tox+OgJRBENxOEqq0dYTh0+I6p78m3aUm5NC9u+YGb37NRrBjmKyJVQqL3ZlGLYeiQ0Hc0099JlySRLaUOvH+x9+hkMfdykuEAxEk320kGv9FXsdmgk/aCWVIAjCnFgtjOZ4gRI2FR70ThBEbhR5HOgOxJARQSMDTtaKIo++498YL+CeFY0ZOtgNtYmxeqzAIp+NTChMmJ/POsLYtLUpw1bWLW/AmHKPbvel99K8UK4i86F3v0ZO8FHOqoXTcfqyCBggFZE75fwyxZUtPRIbDvaaQ63PlEuS0JYTXVg0ryblEFfTsM5Vk300MND626qW8MMCrF85a1jKTBAEQQwM1mbF8i/WQZIyd18t/2IdWJvVwNIRwQiProAAtng8OgICRPC6j0NYmxU3XlGHSy8Yh/JiZ290aw+Hcyu99E4QRB+27GxV1i6t9+s+/vW5Hdj8hnpi47uXFl7CPa22iyhcOgLRDAc4kLCVTVubcN/NjbpGhGuNswjzQEv8xqN3v0ZO8FGKWvTuz//pcvg8yk5cPRIbDvaaA1kttVgsiAlAZ1tQNTo7WzLM2xdMBYCUAxwAAmEewYj+E00zM5D66wnFFCcASucSBEEQ5iHKC3jgqfcUd1898NR7eOieeUYXsWDRY4deLnBxAZGYgHf2nUpL5jWzLiFL54mTfilBAInxb/PxTqy4sk5RDlDv8W9cFDUTQcbFwooED4Rjmm1XIEzzkUIlGOY1bSUY5nVzgveEYprjrJ/d93l6Lw3CqHEWoY7e/Ro5wUchWtG7j2/bpxqRoEdiw8FecyD6TOVV5+Fn/71Xs+HKVo7THZGMqPNwNCHJUsgN4EDqjxJjEgRBjEzC0bjm7qtwlByeRqDHDr2ckYFX3j6aMQnZ29oOWQZWL5quz30JYoQR4eJYv3IWduw6miEHuH7lLEQ4fce/2cffhdV+i6Ks2XbduYTarkIlmy3oaSvZx1k0TzYCQ8dZhCqhSJZ+LZKfrZITfBQy2OhrPRI2ZPuOk1V/BbPpbwcjPDoDAk53x7HwshrUnluaSnLZv+HKVg7Wbkn7u6HWj4Mnugq+ARzIO0EJPwiCIEYm2dtvGi4agR479HJFBjSjcGTFFOIEUXj43Cye/d1B1W3ba5fpK0ficWm3AYU2/pZkWbPtkmRquwqVbGMZPcc6zizJpLMdJ/TByHEWoU62fsudp62StQ0hwQhvioSJg43I1SNhg9Y1E47mTpQVqyceUNPfziXJZd+GK3s5utL+TmqDA4XdAGZ7bqzdmtO5lPCDIIi+dASiCIbicJRUo60nDp8Q1VWHkdDG5bChodav6DhoqPXDRZMzQzByh1U0JsDJWrFo/kRFiQcuVljRpQShRlyQtLdtC5Ku97fbLLh4ahWqxxVn2OqJUz2w2yzZLzKKiMa0t8lnO06MXnweVnOs4/PoN9e3WRlNO7VZSYnaCGgnuzlxO+2atup25re4S7OaIcJMWkKDjcgdiARJrvjcLO66fgYefWlfRhKIpKN5Wk35gK6dS5LL5FajZMOl9dvWLpuJCBdHzbjiVGfUVxu873UKDZ+bxdplDXj4hcws2ovm1eCX2/bh6zddmFqsGOr3hyCI0cdnHeGMxEQNtX6sW96AMeUeA0tWuMTiAu5YMh1Pbj+QUS93LJmOGOk/G0K2xQc9Fyc8TpumxIPbSVMIggASC0b5HM8XUZJw24JpeGLb/gxb/dr1F0CU9HXCmw0Xq520N9txYvRSXuTCuuUNqmNQPYMxREnOYqe0Q8EIjBxnEeoIoohF82oAZCaSXTSvBgJpghtPvlpCQx1Bnk9EbjYJksEQivKory7NSAKRdDQP1MGcLcnl4vk1qb/7Ovy1ftvfPwvgwWc/UL2nVgNolh0AeiGIkmb99Y2STz7jrgCHnlAUxV4XSovUI/0JgigsOgLRjMkHkGi7H9nahG/c3EgR4QYQigh48Jm/Yt2KRty+YCqinACX04aOHg73P/YOvnvbRUYXsSCx2yyakTB6RnjarFbs2JWpq9t0qB0MgLuW6ivxQBAjBaPlAK0Mg8de3q9oq09s24+7l16g6/3NBsMwmu0mw1DEbSEzptyD+25uRDDEIxSNw+uyw+dldR97kp2aEyPHWYQ6wXAiN59SItmNm3fjX792KeAf/PXJCT4E5KMlpEcEeb4RuWoSJIPF7bSrJoEABr7CFuHiqhnYOV4EH09EPCg5/NV+22AbQDPtANCLUCSuWX/9FzF8bhZWCGj/5CQqxk2BmxzgBEGcJRjmVbeN7z3UjmCYJye4AbgcNnSHePzw6fcVj5NWpTEEI7xmJEwwwmOsTvfmBVHTVnmBJAUIAkgEH108rQrVYxVkDj7t0V0OMBZXt9WmQ+2IxQvLViVZ1mw3SROcKC9ywWWT0fHpYdSMnQK3W/9xZyyuLZsUixfWjg2zEIzwWDy/BgyTSJ6bZGad/uMsQh2nw6qZSNbpyG9HD81qhoDBagnpmY1Wj4juwZJNV7r5eCdcTnvOTmOvi0XLiS7F7bkbN+8Ga7cMWIJjMBPNbPV399IZ8A7xgoIRGB3hQhDE6CES1d4Wnu04oQ9uh1VzB5k7z8EmMTjcTju+99j/qkbC/Oy+z+t272wSDqQJThAJfG4WqxdfgE1bmzLmJuuWN+g+D+gr3ziY46MNJ2vFm+8dV9zF+uZ7x7Fq8XSjizjsBCM8ugIC2OLx6AgIEMGP+PnpSIPjtfvMWJbjhD54XHYEwnHMnTEOi+b1thcdPRwYhiE/h0FYoL2jx4L8dvSQE3wIGKyTUO9stPlEdA+lxIdaZHpfXfAp+07l5PQPRng8vm2f4lYiAFi9eDrGV3qxfuUsAMDJtmBOv2EwE81s9XeyLYRX/3J0xEeFU8JLgiCGClcWHeFsxwl9sNosuPGKOlx6wTiUFzvTJgHnVnphpe2ghlDsdaChtkLxWENtha79b7ZderQ7gCASBCM8Hn1JWebr0Zea8gpqygXStE2HZa24/vJJ+LgtlPa5v8SFC+v8YAtME7wQdi2PBKhPNSdOhw3b/3xE0dk6s9aPb9zcaECpCJnR3tEjM/nt6CFrGwJycRIqOZUjnDmz0erRWfpLXLh76QycbAsp6krn6vTPpgd+x+LpGFvhHfBvKPY6MOX8MsUtF431fkXHTLb64ePSkET1Gw0lvCQIYqiwZNHqtJBWpyFEovFEtGD/x88koggj0ThQYkTJCptkhOkjL6ZHmDbW+bFmmb4RpmSrBJEbegc1ZSObBnah2SoXEzT7s0LaxaLnrnNiYFCfak6inKAp/RblBKBomAtFgAGDN95V3tHzxrvHcfuCqXldn5zgQ0A2JyHHi4rH7rp+BpysVXWbmhHbL/TsLANhHg88paw3mjzecqJTM2o7m+M5GhPQEYjiVHsIV188AQsvq0nphWv9BtU6rPNj9aLp2HOwDTMmVSAuSgiG43A6rHCyNnx/9Rx8dLwzpUfeF9aeiJzb09J+NlHk8EnTDHWyzoHI69CWO4IgVMmyso88V/aJwcParfjL3lMZ9XLjlXXI9CYQw0EwwuOZ1z7EgstqcNt1UxHhBHicNpzp4fDMbz/EmmUz9etfGRl3LJmOJ7cfyHgn7lgyHQDZKkEAidw5+RzPF1mWsmhgF5bWsCTKmv2ZJBZO29UTiqH5WKdqLi29F2jMSkcgimAoDkdJNdp64vAJUf3z0VCfakqMbr8JZaxWBl+6dAJ27DqaFgSS1Gq3WkkOxRSoOQkBYOPm3YpO5ce37cPqxdOxaWtTxvWMkpnQM5ohm1M/HI2nnORqUdvZrhGLizjVFsYPn34/5ZTuqxeu9Rv8JS58/aZGdAdj6OjmwDDAwRNd+H8/fxv11WWoKvPgwNEzeP73LanrLppXg2Of9KSu3/eeB090pa79WWcE/9pnAUDPbWiDjeTP5jjPRV6HttwRBKGF183i2deaFVf2f//ucaxZ0WB0EQsSm9WCLTtbVaXG7l56gRHFKnh6Qhxuunqy6qS5J8Tp5sBgbVY8uf2Aoq0+89pHZyftBEFkS9CVbwKvbDjsNs2IudUFpoFtsTDUn50lwsWxfuWsDEdScm6cbVf6aOSzjjA2bW3K6FPXLW/AmHKPbvelPtWcOLPII2U7TuhDkceB7kBMUavd7bChyJOfn5Sc4EOIkpPwZFtQ06m8auH0DCkVI2UmBpvkMxeyJcjs6zTuG7UNIOWcdTnsWLe8Ab965UBG5HVDrR/7Dp9By4kuLJo/MdXZJzu55Gf9f0NHIIpgmEc4moiwinBxPPzCHnSH+NQ5yWvcdt2UlBM8+Vl9dSl27Dqaun5frfMk/deq9NqGNthI/qFwXgcjPJ54qQm155Zi4WXpnfsTLzfh6zddWJDRBgRB9MLarLh94TQ8sW1/xoTsa9dfANZGg00jiMVF1e2gTYfaEYsXVmI1s8DAgmdeU580r1qk36Q5GhPwQfNpfNB8WvH4yi9N1u3eBDGScNhtmD2lCuefU5wRbXvskx447PpOt21WC66/fBK27GzN6FdvvLIONmth5XSg/qwXn5vFs787qLogsHbZDCOKZRgdgSh+uW2/Yp/6y237sXZFg24R4dSnmpNsclIMydQYAi+I2Panw6geV4zyYmfq8/buKHY3f4a7l+UXNEVOcJ3J5jTmeCFnmYnhYLBJPnMhlwSZfdnT0o7OHg5PvXogwzm7YdUcPPDUe2mR18lrcLyIxfNr0q7VdKg99VnyNwQjPDp6OLR1RlJR3zvePoL66jL88O65uP+xdxQc4VMVr/vCzlbcvmAqJleXpmmdA4ltGyU+B75z6+y0LWh66AQOJpJ/qCRwuoMcrpqTuW0lWTfdQf0i1giCGBn0hGL450f/gnUrGnH7gqmIcgJcThs6ejj886N/wY/XXkbthAFEY9pOAS7LcUIf4qKIay5R71fjon71Qu8EQeQGLwi4bcFUPLn9QIad3rFkOnhBXw3qSCyOWFzEZQ3j0hx7HT0cYnERkVhhRftS29VLXJDQckJdDiUuFJZUTijCa/apoQivoxOc3kszIpGclCkJRXhNv1K+tmq4E1ySJGzatAlbt25FMBjE7NmzsWHDBpx77rmK58fjcfziF7/A9u3bEQwGMX36dHzve9/DlClThrnkuZGLUzkXmYmhRk36Ipckn/nQXzbGbrPinX2n0pzGfTndFVF0zgLAj9bMRVtnNCPJJpBIStkfPi6lfkN7dxQPb9mDPa3pjV1S1uTJ7QewbkUjfvh0uoa5UjKV5L3icQmv/uVohsN++Rfr8M+PvqMozzLUyU9zieTvX/dWC4PmY52K5w/EUS9JwI5dR1WjDe4osO2YBEFkEo7G0R3iM9rWvseJ4cetkPy5L0rJoYlhQNbuV1frGAlO7wRB5IYsAb/acUDRTp/cfkBXOwUSmrU/efYDLJo/MSNi7qkdB/D91Zfoen+zkW3u7TYg55ZRJIPt1ORQOL5wkoQCgCwz2n2qjnNV6lPNiZO14Q8f/B0L59Xg9gXpuVf+8MHf807ASAwOWdLXVg23tkcffRTPP/88HnzwQYwZMwYbN27E6tWr8eqrr4JlMx1v3//+9/GnP/0JDz74IMaNG4ef//znuOOOO/D666/D5/MZ8Au00dupPBiySV+oJfm8a+kMfHomhB5n7tHqas725HdPtgXTOuX+qG1A2dPy/7N35mFSVOf+//ZevcwKzTKgA4MzwyDMMAaCIgMuRJMIAyJbvLgkgMgixBvRLIbkEu/ViLneRARF8SbKNRFxQ5OrBrOARrjwyzADCjMIgiLK9Ky9VldXdf/+aKrp6qqu6pmemmqo83keH5mu6jqnq+qc95z3vOf7enD7t9N3SnxSymRcDgtWz68FgPjva5FuVLysiVSnZzaLa8SXlee0CBz8dpsZR052CCLWU8vp6+SnStejrGaRRn1tpVukaZ5Mpk6paCwmu/0wGiMJPwgEveO0W0BZTaifOkoyKkmLhNAEwGYxyo5VbBI2laA+MUA2ii+mYiItq8I7ITXOIhD0SAyQHf+q2U6BTJy+mk/3+xWL2SDbd1kk5nIXKy67vBzKilv0JYcSU5irxlScq1rNRtRWuEX+BwCorXDDaiY2VQsiHIdbv5k+94qaO+4I6YkhJj/+zbKtamoVGYbBc889h/vuuw/XXHMNAODxxx9HXV0d3n33XcyYMUNw/ueff45XXnkFTz31FOrq6gAADz30EGbPno3Dhw/jqqtyb6U7nQSIVrrfmUhfpEZrU1Yzjp7qwJpf/S3hJM1ELzoTnWmlRYJknfBUzrYH8cjz+wEIo6srS4tF36utdGP4YBcG5NtlddqTZVNCtHB1PD5wMoGymkQJMPkFjVQHv1TSU76c+dPL+3wRRPl+dkg++2gUAh31ZDJ1SoUkouSTkYqiJxAI+qLAZcO6xVdKapeuW3ylJgvDBMBoMGDedRWIRsXbQeddVwEj0UTUBC2j+IxQeCfShikQCPpC6/EvZTHJ2lXKoq9cGxwXk+27OE4/QTkMG5V1+jI6k0NRaotqSpJEYzEsnT0Oz7x+SOAIr61wY+nscSRYTCNiUQOeeSP9Th6yk10blMa/4SzHv5o6wY8ePYpAICBwXufn52PMmDHYv3+/yAn+wQcfIC8vD1OnThWc/5e//KXf6twbUp3KWup+Z6oZzf/n6QrC62cwdKALj6ycgrZuGhvPObaf2N6A5XOq4Q0wot+Uqc603CLB3XOqseZXf0v7W5KjkJK3RpQMdGH91r2Ca62cOx50mEXzqQ5YzSbMn16BnbuPS0Y+8/ImzqTIifEVbsycUoYX3z4qSoD59ocnseKWGtHz9AflI6gtJlPadyBdBL0Svb2fjcc8uHPGGJSVFAhW2apGFmfslCLbDwkEQib8ed9J3H5TFSymyxN9XISL4q09x7F0tr6iknKFEMNh/da9qJ86SpQsav3WvdhwT53WVdQl+Q4r/uft5rRRfMvnjFOt7DAblX8nVk9VvgiBoAMcNgWZA4Xj2WIwGPCnD05Ibuf/0z9O4I5vX65q+blGNAbSd50jGIrI7r4L0vqSoFOSHLFT6i0YGQ0G/OHPzVj07Sp8d6Zw/PvyrmYs+EalamUT0kN2sucmao9/NXWCf/XVVwCAoUOHCj4fNGhQ4lgyn376KS655BK8++672LJlC86ePYsxY8bghz/8IUaNGtXresRiMQSDQdlzQqGQ4P89xQSg2GVCsYvvXFkEg/0fGesPMgrHI4l70R2M4skdTaJVdD5pZEOzB6db/Vi/Na7tWlvpxqq5NXBRBnR6WVlne6eXhgnx3++0AvcuHA9fkEWQZuGgzMhzxF/NqpHFktfhI7CTaTzmwdJZY3Hs807cf9uEhKHv8NJo6wzi58/uldTlTnWEWy1G1JS7QVnNgmSWj74QP/e2b1dhcvVQsGwM/iCDkcMK8Owbh7BybjWSx7mUVd6Q2m0myffOT8ewcUejyInN31sl0t3P1s6QpNOfJzWyft3iKzGk2A5Thu+qxWSUza5sMRklf6/D4VC8Nk9/tFWCOpDnkpv05Ln0RVv1BlgsuGE0Nr8iti3Lb6mGN3DeNhD6jyDNgma4tPJkQZpV7HsJfQ/LyU/OWE66nfVFWw2GIgrvRIS8ExpD7GpuYDErjH/N0uNfIPO2Kjf+DbMsFt6Yfjt/mNVX/036rvM47GbZaEoHZdbNvQDiO5zk2qoRBtVsKheLYu71FWnbKReL6upZ5ArKuwP01X/mChGFXSwRVrq9ZNpWNXWC84O2VO1vm82G7u5u0fl+vx+nTp3Cpk2bcP/99yM/Px+bN2/Grbfeij/96U8YMGBAr+oRiURw5MiRjM49efJkr8rIFQrdpbLHLcYojhw5gsElI/DUG9KrL8lJI5MTUDY0e7Dx5UbcccMlCHLyUcvxSOcQHDYTwIbg7WpDNBq/VgCAB4DRaMSSGZV4NgZRAsv6ujJs2HZAdN2znUH8+qWDos9ryt0CuY9U/e/k89q7aSydPRaft/oTTuFkPJ3x9zbVgf6d6UF0eU4l/i4eOkrW0MYQE713hcWD8Nt3P8fBFnEEPX9vuzpaRdczGo3ILxwImOwIMlzivoa62hCIRuGB8rNPjaw3GoE7b7gUn316VvZ7PFThJbLZlTu9QXz52eei733ta1/L6PqAvtrqxQp5LrlJJs+lL9pqSWmlaHEViPcZm19pwsq51Rm3cULfUTREPpCAspnIc9EAqkjebgdCDNrOHBN93hdtdUBJuez3HJSFvBM5ArGr2uIYMEJ2/OsNMvjq85OS3820rcqNf4dcUoHNrx5KO2dbPkdfdrV46GWyx+02s27ux5BLKmWTy+nt3RgwtAyzppbBYIBgrj2+It5WozEOR46oY1OHXFKBza+RdpprDChR6C8o/fQXuYS9eITs8VCYxZEjn4g+z7StauoEp6h4BmuGYRL/BoBwOAy7Xaw1bTab4ff78fjjjycivx9//HFMmzYNr732GpYsWdKrelgsFlx2mXwDCIVCOHnyJEaMGCFZtwuFMAtZzejiQgeGDqxCa1dEdvWFTxqZmhipocWDJbPGokChHkGalYwgl+Le75yPaqasJuxpPJM2iWO6OOlkre90n9VWurHs5mqcaQvgwc0fYPWCWslrGQzAG7tPiBzokagRVVVVib/bfazsoNhsEp4PAG1eFgdb/ilZLn9vq6rEiz2ZRI/LPXupyPqGZg+W1I9FVVWxZH1SafOy+PmzuyW3H27YdgC/WjMVI4dWKV9IBj211YsN8lxyE7WeS7q2elbBttAMJ+oXCerTGeDkE2NaTeS5aEBrl/xWdQdlwYgsn0u6ttrp5xR2dxnIO6ExxK7mBq3dEax7+sO0498Nq+tQqlI7BZTtKsPqy64q9V1Ws3j+dbFC3g0h3YEoHDYOV1eXoL7ufFtt76bhsJlhs1iyvh+9Hf/q7VnkCh0K/YWUv4agPmcVxr+UzZyVXdXUCc7LoLS2tuLSSy9NfN7a2orKSrEu0pAhQ2A2mwXSJxRF4ZJLLsHp06d7XQ+DwZBx6Lzdbu/RlphcwwHIJuosyo8PogNftcteJ0Szko5TIL4yM7DILtuhRJPklRqaPdi4ozGhEy5V56L8+L99QQbHPu+UdIArJdJMjlrnsdvMWH/XVchzWsFxMXzVFsDRkx0ov6RI8lr8b5ZyqrscFsG7wYHB7/74MSpLi0SD4nf3ncSahVfAkfJ7Q56OtPUH4vfW4cgXfOYLMti444Ck/nryfU337OUi66XKS0cRGFSNLJbcflhb6UZRPiX6vT1FT231YoU8l9ykr59LurYa+LJN9nuBEAtHidIyKqGv8Qb9sonETAYjabcaYPR65bduGzO3ielI11ZPftUmH93qZzBsUO92YBL6FmJXtcXi96GyVHr8y8sBqtVOAWW7GtSZXf2stV227/IFIxg2KE+r6vUrobMK8/kwC4dDP+9Gm9eLP+xqEe24BuIJKpfMGguHw5VVGb0d/+qtneYKpxT7CwbDyVin37H6/QqLmaas7KqmTvDRo0fD5XJh3759CSe41+vFxx9/jEWLFonOnzhxIliWxaFDhzBuXFwMnaZpfP7557jpppv6te4XMpkk6kxOCimFgzKndZw67RbQYfkoaJNRGLOdnJRTDrnEj8tursbuhtOgrCZJJ3lq1DoAuBxWPPuGWJtr5dxqPP+njwXnpjqLk53qtZVuUQLJPIcVy+bU4IntDYKBMb/gIPVblZJLUlbxc8k02SkgfvY2qwl7DqaPrFeqTzJyzybd7yUQCPpCqU9Rsj0EdVBKjPkoSYypCWaTAXfNHotn3zgskIXjJ+tmk3KekN5ipyz42TPS78SGbQfIO0EgnMMXZLB09ti0Wr++kHw+pmxRTkyvL7tK2cz4qUJkvl5Qyk+ldPxiIxqL4ejJDsyfXiGZKFTNJIikneYmlNUsu5OHjHW0IcJxsr7ECJc+z10maNrarFYrFi1ahMceewzFxcUYNmwYNmzYgCFDhuCGG24Ax3Ho6OhAXl4eKIrChAkTMHnyZDzwwANYv349CgsL8Zvf/AYmkwmzZs3S8qdccOQ5rLJOyTynVXb1xWQ0SDpOeWfwGY8fG7YdSNuhfH/hFaLrBkKZZajmHbkd3TTOdgZhAHD0VCe+/59/Q2VpsWTCS6mo9dpKN5pPdUhr077ahBW31OC6CZeK6s5fl3eqyzl5M1lwSKbAZVOQLOlAcQEl+L7SfUs9nvzslSLrUx37SvC/t9NLo9sfQoHLjqJ8ijjACQQCgPiOGTnb4nJkvvBG6DsCSonEQiRZqRZYLCZ0eoOYXF2CmSlbt30BBoMGqBf9S1lNstGtUovyBIIeyXPYsHXnYcmdn79762Msrh+ravlWs0kxYk5PGGGQ7buMacUzLz4oq1n23dBbPx5mONlEoWGJ+XBfYbfJPwu7TV/PIlcwGhT6C4N++otcIhTmZH2J65dNzur6mre21atXg2VZPPjgg6BpGhMnTsTWrVthsVhw+vRpXH/99Xj44YcxZ84cAMATTzyBxx57DKtWrQJN07jiiivw/PPPo7g4M91iQmYMyLdj1bwabHy5UbT6smpeDUwmI6pGFqeN+HXaLbITaqmo7J5EHQPA1jcPi5zFUgkvayvj27nXb90rqOvdc6qx5ld/k7x2Q7MHTITDm++fSKuROrjYgc0PXCfr1AaUFxxSz7375mpseqVJctVrw7YDuLxsQErUvlJkZfrjakRv5zmsMIGF54vTGFhSlbUECoFAuHhwFzqwcm61KDkmvwPHXUi29GsBiVDKTRiGw+//3JJ20rx8zjjVyo5wHJbfUo3NEuORFbdUI8KRhRECAQAiXBT7j5zF/iPSieRvv2mMquVzMU42Ep2LqefYy0VihphsBGHMoF60b66R57RiwfQKAOJ7sWB6BfKc+pqj5TuteOF/j6ZNFLpybrVqZVssRiy7eRyeTkmOWVPuxrKbx8Ei4RshqE8MCv0F9NNf5BJ5DnlfYl6WQVOaz2pMJhPWrl2LtWvXio4NHz4czc3Ngs9cLhd+/vOf4+c//3k/1VC/DBngxL231sIXYBAIsXDazchzWjHgnG64XISzckSzOCq7J1HHchIgjcc8WDLrcnx9zOBEvQDg8XunCer6ZZtfMgKaJxRmZR3EAwvVSULkDzGS0SR8FHpqZLfcvc7kvvY0Wp1AIBCyYehAF9YsHA9/MJLoc1wOC3GAawiJ0M9NwhFONpFWOKKec8tqMmPb20dw+01VsJguT7TVCBfFi+8cxaJvkkRRBALQ8x2ZfU7MgBffPoqZdWW4c8YYhGgWdsqM9m4aL759FP/yzdHqlp9jGGDA2x+elJxLvf3hSdw5Q91FiVwiz2HFkIFO1I0vEdyLDi+NoQOdupvrRdiorE2NsOL8YX1FiGbx403vY9X8WlE7/fGm9/HwyilAZmm4CH1JTL6/UHsRkyBNtv4tJXrtBA+Hw2hubgbDMIid00+KRqMIhUI4cOAA7rvvvqwqRsgNBuTbE07vVOQinOUijKWisvmoY1+QycgZGwhFQFlNqJ86SlLTK0izuGRwnuC7qdfpppQjqLVwEDsoS9pVL75eyfRFNHdPotUJBAIhW9yFDjitQRz58hOUDa0iSd00hkTo5yahsLyTm1Y4ng2+UBjzp1dgi0R06V2zx8IXCmMInKqVTyBcKDjtZtk5idq5LkwmA26YVIo3dh8X5Q6YNXUUTCrmDshFTCYDvnnVCEnJi/q6Mt3dD3ehHRPGDIbPz8AfisDlsKBseEHa+f3FTCgsv4NJ6Xg2pC6GxQCBMI/qi2UESQzGmGx/YdDRzpFcQu1cc72yyvv27cOaNWvQ3d0tedzpdBIneJZk6gzO5TLTOZABcVR2nsMKT1dI8kVfObcGLBeFP5h8vkVW0ytEs9iw7QDumV8Ld5qI7UxXmPrbQdyblS8SzU0gEC4kfEEGnV4W1oLhaPey4MCQ/kpjTAAW118OAAk7Yjj3OUEblCLwnSpG6DspC4AYls8ZB4aNIhCKwGW3wGI2wmCIwWwiuwMIBCAuObFu8ZV4aVeLaE6ybvGVqktO5DttMAD47szL8V0I+2+rxYg8Z3YRcxca+U4b/nvfR5KRne/uO4k1EnmpLmbSza/l5sgXK9lIiGZLnsOC/1hxNT76tANGA8BEoggzLLp8NP5jxdUwGfW1OJMruBxWvPh2c2InTZBm4aTMaOum8d7+z3CXirJzBGWuri7BzCnCXSx9sSzRKyf4448/jqKiIvziF7/Azp07YTQaMWfOHOzevRu///3v8cwzz/RB1fRLNsaqt45stQxkahLG5LqVuF2CY6nlA3Ft7ie2N6KytEig8b3ilhq8/eHJtJpeM+vKzn23AWsXTZC8B2qvMPWW3taLRHMTCIQLATIhyz08XUF4vDT+8OcWHEyJJFzwjQoYzEYSDa4BxfmU7KJ4cT6lWtkWiwnhMIenXz8keifumj0ONhtZHiEQgHhiypffE2v3Nx7zwGiMy0eqCcNyiEaB5978SLKtMqy+NMHzHFYsm1ODJ7Y3CBYltJ7faYH8/Dr9HPliRW2JBTksFhM62oP4oPGMoJ2Or3BjmNuFwSomuiakZ0C+HXfOGJN2J6Qed0zkAr4gg6dfbUTp0ALBWLe1M4SnX23EmoVXZNV39coJ3tzcjIceegjf+MY34PP58Ic//AHTpk3DtGnTEIlEsHnzZmzZsqXXlbqY6KlTOhtj1VvHghoGMvV3Wy0mbHmtCfs+Op80JrluShrfs6aWCeq16ZVGlF9SJJmEJvn8hmYPuv3htFIrPY2gjkcv0vCHIrBbzaBsJrjSOJ8T5wYjoGxm2CxGmIwGWKwm0GEW/mAEdpsFFrMBviADB3W+7NR62W1mWMxGtHeH4A8xMBoMMJkMyHfaQDNsQlvXZbfAeU5b1xdk0HGufPu58inKDKvZlPb38vcoXmeToJxM3wFPVxD+YAS2wlK0dkXgZILEeUIgEACcH9SUX1IkWNk/eqqzTwY1hN4RiXB4KcUBDiC+td4A3H0ziYTRAi0X6zk2ht++9REqLi1CfZ2wrf72jx9hST15JwgE4FyeohbpOUzyPEQtIkyUtNUU3IV2rJw7HkH6/PzITllUy+eUq8jNr/vj3cw1tLSpTCSK1/72iWQ7ff1vn+C79WNVK5uQHl+QweZXmyQXMTe/2qS7haJcwRsI44ZJ6WVqvIHs+q5eOcGj0SgGDx4MACgtLcWxY8cSx2688UY88MADva7QxURvnNK9NVbt3hDOePy4cdIIzJxSltChy8SR3dcGUup38y9s47G2RDLK5Lop6WAxEWGiioZmD2ZOKUtztvD8QCii+CwyjpZ/qUEw0OWzaw8Z6BQ8U7lzjQYgxHD45fP7QTNc4t78ZPM/UDWyWFCndDIx/Hf+e99HmDX1MqzfujdxX/mVy9+/cxR//ecXovKL8m340ZPvo8vPCO4DANlyls2pSfzGdIs7X7b5066kDh3oUrzHBALh4kbtQQ2hdzBsTNaJw7BEE1ErOJbD5HHC7aDt3TRYlaM7wyyLG65M31bDrHraqQTChYTWiTFJWxXzVZsfB4+1YUABBSYSRSjMor27E+PLB2KIjuYjWr+buYhWNjXCcrhRpp1GdLZjI1cgC0W5CcfFsHPPibSqD3fNzm7RqFdO8EsvvRTNzc2YMGECRo4ciVAohBMnTqCsrAwsyyIQCGRVqYuB3kZX98ZYpXO4rl00ARu2HVBswP6gfJlKx5NJ97v5F7Z+6ihBx9/Q7EF7dwj5TisoqynhyE3FajGKPkt1jKc7324zZx3pnvhdLdK/q258CSZXlyQizuXOnVJTAuD8vUi9N8l1UrqflaVFeGlXi+C+Nh7z4MkdTbj9piqBEzy5/FXza/HQc/sE9+Hq6hLZcvh60QwnuaCw4pYaPJOSQCu5PmsWjicR4QSCzuFYhUHNLBIJowVBhbFHkNbfRDkXONsRxMYd4gglID7Ou2f+eAwuVseuxmIG2ba6lLRVAgEAYLPKT6eVjmeLUltdorO22toRRFs3jQ+axLITwwe5YDQaMUilfjPXoBTePaXjFxta2lQDiE3NRXwBRuE4Gf9qAReNSbZTIN5muGh2wTm96vlmzpyJxx57DLFYDIsWLcLYsWPxi1/8ArfddhueeuopXHbZZVlV6mKgt6tKmSRsSI7CtdssOHKyHUdOdgjOS3WspnOu+4IMbFYTfnj7REEm82RnNNUD3ceeyJrwfNEawDv7TmLd4isFEc08NeVuHD3VKfpeuoRRyefXVrphMRuzXuHL5Hfx18n0HgwooCQ/T65TJtfavqtFdF8bj3lgMV2e9jtFKTqicpH1yeV0emk8u/Ow5IKCkkSNPxiBu1CyCAKBoBO4mMKgJkYijrXATskPB+02fU2Uc4UgHUHzqQ7Mn16B0aVFgu3TO3cfV3VxIqbQVqOkrRIIAACLyYCJVYMxcliBqJ1++kU3LCZ1E94ptdWYztpqhOXw0i6xvNfBFg8MAJbpSN7LbDKgptyd1ulrVvndzDWCdES2rahpU6PEpuYklM2MQpcVq+bXYkABJUiMuXF7Q4/8YIS+IxSW38GkdFyJXs1qlixZgs7OTjQ2NmLRokX42c9+hqVLl2LFihVwuVzYvHlzVpW6GOjt9qMClw2TLh+M0qHigdSpL7thtZjwj6YzKM6nzh1jEIsBD9w+MSGvwZPsWJVyrqeT2eAjyHmpDqNB2kBKSWIoGQ+p6G2r5byTesmssdj4cqOgPvV1Zdiw7YDgO7WVbgwd6BQlt0g+n9f36vCGZOuUyVawTORa+HN6Ku0i9XlPryV1zXTfZSJRhGhxxyEXWc8f84cisgsKchI1gZD+tmMSCAQhUn2P4HiWgxpC77CajbJOHKtZvBuLoD4hOoK1iyZIbp9eu2iCYnvKqmyVJyAEwsWCNxDGHTPG4JnXD4va6dLZY+ENMBimYvmkrQph2KjIAc7T0OIBw6af71xsdPvDqK+Lz81SpSrr68rQ7WcwbJBWtet/lP0zxKbqDZMReHjlFBw+3g6jIe7zCDMsOr00Hl45BdEsI44JvYOyyi8+KB1XoldOcKPRKND9HjduHHbt2pWQRHG59KO1lQ6liO50UVV5DiuWzBqHjS83igZSK+fWoL0ziD0Hz4gM2YLpFZhz7WV48Z1mwfWYSBS1lW6YjPHki8kJEJVkS5pPdaK+rgxSPvB0Gtt331zdI1mT5KjthmYPltSPxeYHrhMl1Ey+Hu/cHlhox70Lx6OjK4hI1AgHFU8e6QsyePzeaQmdapqRNypKzyqTc6wWY+KcTM5V+ryn15K6ZrrvWi1Gyai/dPVKPqa0bU7Oke60k0hCAkHvOBT6NAel3B8T+h5fiMGdM8fg4xPCXWXuQjumXTEMvpD8dlGCOhS4bHjx3Za026eXz1EvotGhsDtA6TiBoBfynTZsfvWQZDt95vXDqrZTAHAq2E2l4xcboTALympC/dRRkjto9ORstFMW/OyZvaifOgqzpgqTMW7YdgCP3lOndRX7FeUd9+rZNbWdeoTeYTWb0N5NSx7r9oUFO/cJ/YfNYsLkcUNx3cRLRRH6f9n/GWwWDZzgPN3d3Thw4ABaW1tx4403wuVywel0ZlWhi4UCl00UpcxTU+7GkZMdsFMWUYJMX5DBplca02SobcTkcSVpJ0N33FQlcoK7HBbMuLoMq3/1N0HSRSWZjTtnjAEAvLv3JGZfMwqULSRIiphOY/up15pE0dzJvztZ1qS2wo0ls8big6YzCcd5KMyisrRY8L01C6+QTMIIADYz0OU5haqqKjgccQ2voSnlFrhsWDWvJil6/vxAqLK0GNYMGpHS8+zw0hg9ojijc/mO1tMVEnyeLOFS4LJldK2jpzol5WJqyt2IcGKHNF9+6qJmbWX8N0jBX7+20g27wpYgOYmadMcIBIJ+sFlMsltzsx3UEHpHvsOK9u4w3m8UL7IPc7swoMCmYe30C8vJb59mOfUilCirOe34o7bSrTstWQIhHRGFdhpRsZ0CgM2qYFd15lxzUGbZHTR6WsBzOSyoLC0W3AcePc7NHJRFdse9moEYdpsZ48vdOCjRTseXu4nsnEZEYzFEY5Ac/y6YXkFkajTCajHhjpvGYPOrTYKdPbUVbtw9pxqWLHeo9vrbmzdvxrRp07By5UqsX78eX375JR5++GHMmzcPXq83q0pdDOQ5rLhnfi1qK92Cz/ntR8++cRhPbG+ALyiMrlLSEk+3GhVvtMKQ7doKN2iGS0ib8AkQfUFGcTvQ2fYgmk914oYrR+DVvx7HV22BRF2V6ji6tFj0u2sr48kmptYOw0+/NwnrFk9C+aVF+MGvd+OjEx1Yu2gCKKtJcoU2z2HF8EF5qCwtxvBBeT3O0EszHD5oPIP1W/fhkef3Y/3WfWg+1Yl1i6/E7GmjsOW1JtFzkKpDuue5YHoFvjZ6cKJeSudeMsiFgYV27Nx9PPF5fV0Zdu4+nohyz+Ra9XVlOPVlNxZMr0hciz+2cm413tpzXPSdBdMrMHbUAGzc3pD4nC/zitGDZctZPb8WLodVdE7ydQYXO1BTLr7GyrnVJCkmgUAAzURQX1cm2U/U15WBZkgCGi2IxQx4aZd0xPFLu1oQi+lLNzRX0HL7dDQaxbzrKiTb6rzrKhCN6kdSgECQg1Zoh0rHsy6fYRXsqn4inwHAYjKlTUC4c88JWEz6WRRwFzqwcm41mZudw0GZccdNl6P5VKfIL3DHTZerukDCsFHMTNNOZ9aV6UqmJ5eIxiA7/iVqKNpgNBnwVIoDHIhLWj31WhOMWeYz6FVL37ZtG5544gksW7YM1157LebPnw8AWLRoEe6//378+te/xk9/+tOsKnYx4C60Y/mcapxu9Yu2H/FO6dSkjL3VkwaEg6yacjdmTClLlMXDl6m0HWjwAAcqS4sS32fYKFbOrUaew6pYR5phsXbRBFH0NgA8ueNgWgmWJbPGJs7rKxJR6y3iMg0GoGpkMfZ9dDaj5JjuQjvWLpqATi8NfygCymqG3WaCy2EVfVd8rglWiwlmowEWqwl0mMVDd0+G3SYt4SJ1rW5/GP5gBJTNBKPBAJPJgDULrwDNsHj0njoEQiycdjNcDgvchQ4snV2NW66rQODcd2wWEyjKDKvZhIdXTpGMrJcrhz/nnvm1klI4vETN6gXjEQhFEtd32i0YVKSvQRaBQJAmSMcXZtNtzf23pVdpXUVdEo6wspGM4Yi0xBlBXZQSMqmZsCnEcFi/VXob/fqte/HLVVNUK5tAuJDQWjrIH4zI2tWfL9GXXY2wnHxkPqsvezZ0oAtrFo6HP3h+bsbPFfWGP8jg6dekpYuefu1QwtehBsGQfDtdf5e+2mmuwETk+wuGjH81wReIiPx3PA3NHvgCEQzIt0sez4ReWeUXXngBd911F9asWQOOO/9iTJs2Dd///vexZcsW4gQ/hzfAYP3WfWmPpzqUe6snDQB5TiseW10Hi9mED5rOiBzgyWWWuF2yMhsfHvpSsHWq8ZgHoTCXUR2ddgvyJBzDp1t9shIsS2aNhTcQxhmPX+Sc7S1yUesHWzyJZCGZJMcEIPm7+uLcVAmXnlwrz2GFu7Dn3+lpOTzJTvlUR7qnK4SNLx8UOch5GR4CgaBvHJQZNMNJbs0FIJmvgKA+vH1Ph9qRjARpjAaDrMxBusTlfQEd5mTbKq3wzhAIesFiNsq202y3bSvhtFtk26pDZzl50uWlyvT4xYi70AGnNYgjX36CsqHnJUT1Rigs7/BUGgtlA2WTH/9SRA5FE5THv/rrL3IB5SS22e0c7pVVPnPmDL7+9a9LHisrK0NbW1tWlbqYyMRhnAyvAS2FnG5zbaUbAwqocxrXRmzf1ZLWyPNOajmZjWR5DR5+O51SHU1GA5pPdeB0q08gM6L0sno6g7j7kb/gvt/swfJf/gUbth0Q6Gb3hkwj6zNJjtlbfEEGp1t9kvfkQkVKokZOK15K+odAIOgPq9mI2oo09qPCDavKzgKCNEqRimRxQhtMJoOszIEpy+2gciiNi5SS3BIIesEbYGTbqTeg7viXOqcJLkVNuVt3CfeUdK71poNNOI+idJGK0kEGQLadGlRc1Cakx9VDXx2hf1DKQ6d0XIlezWqGDh2KhoYGTJ48WXTs8OHDGDpUKa5VP8glNkxOgMjDO6fTyU3Ezv1b6hgfwZtpmakRvTaLCXsa00eQ852EXB3nXVeB1b/6W+L7yVHAPe1EeOfp2kUTeh0RnklkvdRz6Cs8XSHJ+3QxRkYracVnIjlDIBAubsxGI+ZPr0AMEOi8ja9wY/70CpiNxAmuBfzihNTWQ7I4oR35Thv+e99HqCwtEm2ffnffSaxZeIVqZVMWk3xiTJLElkAAEE9MKSdzsGF1nboViAHLbh4nknmoKXdj2c3jAJ1p2top+aS+ZFFXvygt3qqZGNNgNCR2oKe20/q6MhAfuDbYzvmC0vUXNhkVBoJ6UFaz7A6rbJOz9+rbc+fOxRNPPAGKonDNNdcAAILBIN555x08/fTT+O53v5tVpS4mlJzaUk5BObkJAGmP+YJM4vPF9WNx9GQHnn3jsMAhnVpmsvyFL8jg2Oedkg7w2ko3ivLPJ+VMraPdZsaRkx1Yv3WvSIOcd2TLOedryt04eqpT9Hm2zlOlMju8dNrnkC1KkdHZOPdzEbW3rRAIhIuBGIrybZg/vRx33DQGIZqFnTIjFI6gKN8G3c3WcwSzSWFxwkQmAVqQ57Bi2ZwaPLG9QbCFWm4M2VeYDMBds8ZhyxuHROPXu2aPg4pB6ATCBYXRYEBlabGkzIHaskUAYLYY0d0ZxOL6ywEgMT8EgEAwjAE6y8sTYbhzyXvFzsZ511UgokM5FEIcowGyC/5GFZuqxWTEe/s/w8y6Mtw54/z4t72bxnv7P8MdN41Rr3BCWiJcFAumVwAxCN6L2go3FkyvQIQjCUu1wGYzxZ8LxP34gukVsGkRCb506VKcPn0ajz32GB577DEAwO233w4AmDlzJpYtW5ZVpS42lJzaUijpOaceSxdx/Ot/vQb+EAMHJV8m70D/zjdGY+515Wg81oadu4+DZri0k63kepxu9WHjy42S1+Yd2cMH5aVdEJhxdTyJpxTZOE/lFiHunlPdI93unqK3yOieSv8QCAT94Q0xsFkseHnXMeFgs9KNJfXjEIwwGKxh/fRKiGFBMxyuri5Bfd35SMb2bho0wyGk4hZhgjzJiba7/SEUuOwoyqdUHz8EmAhMRiOuri7BzCnn34kOL41YLIYAE4H0xm4CQV/wskWAdISnmrJFAMBGOOS7KDz1apPIrt59czVYnSV2C4aVkvqqHJlPyFlMJgNm1pVJLvjPVLmtBmgG//LN0XjmjcOCsmsr3FgyaywCNJEN1QIuGsPPn4n3FzPrhP3Fz5/Zq/5OHoIkdJgFE+EwZXyJoB9v99JgIlzWuYp6HUe+fv16fO9738PevXvR1dWFvLw8TJw4ERUVFVlV6GJFTWerXMTxU681KUYcp3OgP37vNBgM8e24SnXPNApYakHAZDQIJFRSydZ52ptFiL5Ab5HRPZX+IRAI+sNlt2LTK02CCQAQt1fPvnEIy2+p1qhm+iYQZPHL5/ejfuooDCg4v+vL0xXC1p2H8fOlV2lYO0KewwoTWHi+OI2BJVVw9MMCugFGbHn9sKitAvFJ++L6sarXgUC4ENBStggAIlwMz7xxSNKuPvVqE5bM0ldbpc8t6qZN6ksWdXVLvtOG/37zI1RcWiRY8D96qhPv7FW3raYd/7Z48Owbh8n4VyNIEvDcxB+M4BF+XpKkRuHpDGHrG4fx0N1iWe6e0Csn+MyZM/GDH/wA1157LUaMGJFVBQjZk03EsZwDfcvrhzKW7OhJFHDqgoAvyKBqZLGqzlM1FyHSobfI6N5I/xAIBH3BsFFJpxoQnwgwLNl2qAVOh1l2EuC0Ew1VvZEaKZdMQ4uHCBcRCOfQUrYIAKIx+bYa1VljVUp0p3SccPGiZVsl49/chCTSzU2cdovCvCS759KrWc2XX34Ju/3iSuqnJcla3r2JUu5JxHFqWSajAUc+7ZD8XkOzB+3dIQBQrE82UcBKzlMgLreS6f3J5H725J63e0PwBRgEgiycdjOsFhOAGPIUIuT1GBntLrRjzcJa+PwM/KEIXA4L8pxWDMgn/QWBQNDfDpkLhTynFVdXD8W1Ey7FgAIKQZqFkzKjrZvGXw98hjwnWcTUknZvCD5/BLbCUrR2R5DHhlS3q8FQBJTVhPqpozC6tEgQMbdz93EEadJWCQQed6EdK+eOR5COIBCKwGW3wE5ZMLBQ/fEvaatCivIpTKkZimu+JrZnf/t/nwlyXOkFLWxIrqLVXDWg0E7J+Fcb9OivuRAocNkw6fLBKB1aIGovp77szvq59DoS/Le//S3KysowaNCgrCqgd9JJkdwzvxbuDAdOmUYcpytr7aIJ2LDtgKQcyRetATz35keK9ck2CjidZAnNcNiw7UDG9yeT+9mTe/5VewAbX24UafwtnT0Wm3YcxPfqx6W9L3qMjO6L95lAIFy8KGXzzjbbN6F3DMi3446bxuDJHU0ie7dybrVuJ8u5QLpxyKp5NRgywKlauXbKjLWLJmDnnhOCSJya8vi40W4jbZVA4PmyzZ+2/xw60KVq2aStCslzWHH7t9Pbs4tx/iWHVjYkV9Fqrmq3kXaai+Q5rFg+p1qyv1g+R3/9Ra6Q57Biyaxx2Phyo6i9rJpXk/Vz6VVrO3nyJA4cOIBp06ahsLAQDoc46/R7772XVcX0gJwUyRPbGzKWIslkBUuurGgUqJ86SnK7gdVizLg+2WpvS8mkKN2f5LywmZwPION73u4N4WCLB7OmluFbV40QrNY+8/phzKwrU7wvWumRa0Ffvc8EAuHixW4zoabcLRho8tSUu2HPMts3oXec7QiKJgBAPMnbkzuacM/88RhcLB7rEdSl3RsSOS+Ac8/l5UZ8/9Za1RYo7DYzdu45IVk2AKyaV6NKuQTChYbW/SdllW+rK+fqq622dso/j9ULxmNQkT7smZwN2fhyI+5V0YbkIlrOVYlNzU3OdgTxzOuHJXM6PPP6YSybU03GvxrgCzLY9Ip037Xplcas22qvnOBDhw7FzJkze12onpCT3chGyzuZdBHHNeVuzLuuAjTDgYmwactqPObBnTPGAAB27j6eiAivKXfj6KnOHtWHd2Tzv/uMxy/63ZlKkWRyf4pd5x0m3kAY5ZcUYeaUMtEWI17aJUizmDmlDOWXFAl+q9RvpMMc3m88I1oV5CPn75wxJqP7ooUeuRb01ftMIBAuXlwOK5bdPA5Pv3ZI1Lcuu3kcXKSP0IQgHZFcmADiYwS9bafPFXwBBs2nOjB/eoXk9mlfgFHNgUGHWdmy6TBJLkcgANr3n+EIK1t+OKKvthoIRWT7rkAoAhRpXcv+wRdgZN8NNW1ILqLlXJXY1NwkSEew/8hZ7D9yVvL4bWT8qwnd/jA+/aIbD35vkkjWauP2hqzbaq+c4A8//DAAoL29HQzDIBaLZ9yIRqMIhUI4cOBAryt0MaG03aYvtVEpqwlXV5eIHMDrt+5F1chiLKmXzwx+tj2I5lOdCQdvZWkx6uvKsGHb+WeZrj6pTm2rxYQtrzVh30fnOxP+dwPiSOx0W5AyuT/JTvBYDGg+1Sm5xWjDtgP4ojWAR57fL/o82RHOl+kLMnj6VekoAiAeOR+i2YzqqReI1i+BQMiE3731kWTExe/++BHWLLxC6+rpEqX+ORgikzMtCIVZ2e3TIRUnzVqWTSBcSGjdfypdP0jrq62G6Ih836Wj+xFQeDeUjl9saDlXJTY1N1F+J8hz0YJQOIJ/X341nnnjsCChbG2FG/++/GqEwtm11V45wY8ePYr77rsPx48flzxuMBjwne98J6uKXehkst0mUy3vTOj2h7Hx5UbJYw3NHkRj8qnBrRYjGo95YDQA/7Hiauw9/JXIQSxVHylHf025G/V1ZWg81pb4Pv+7r64uyXgLUk/uT5gFtqREFgJCp7XVYpT8PNkQ8dfs9ofRkCaDc+OxuESKnTJnVE+90JfvM4FAuDjp9NLY9/FZ7PtYOuKi00uTHSMa4HIo9N8OolWpBfkOG/7n7ea0Y5vlc6rVK9tpxf+8I1f2ONXKJhAuJJTGtw67uv0nPx9Je1xnWsMFLhtefLeF9F0AnArvntLxiw0t56rEpuYmyu+EvtpIrpDnsGHTjkaBAxwAGlo8eHbnYay4JTv5oF491UcffRTd3d144IEH8Ne//hVWqxXXXnstdu/ejb///e94/vnns6pUruELMuj0srAWDEe7lwUHRnGSnsl2m95ko00nJaIYhUCz+OniSTAA57fdSMmetHgws65MpA8uVZ90jv50DuaGZg9mTimTvSfJ9zWzrLDsubqwsk7redeXo+mTNtHns6aer0/yb1S6n7EY0N5Nk6zBSZDsygQCQQl/KALKakL91FGS20H9ZMeIJlhMJkysGoyRw8T29tMvumExEa12LYhwnOxW9ggnTmjeVzBsVHbrNsNGVSubQLiQoKwmTB43FNdNvFS0bfsv+z8DZVW3/zQYDLL9t9FgULX8XCPCxRT6TfnAsIuJPKdVNg9LnlNfQQdazlWJTc1NHJRFtv90UCSITwtohkvr22to9ggCdXtDr5zgjY2N+NGPfoS5c+fCbrfjzTffxK233opbb70Vq1evxgsvvIAJEyZkVbFcobcZhDPZbjN8UJ6klndtpRur59eKHO1ydVGK4gqEIvjF1n0AhFIgUrInqUODdPWRc/SnOph5mEj6Dj71nmWSFTYYjDvBlfT2jAYDdu4W71zg65P6G5VWBd1Fdmzf1Sx5X/RKOm36dO8PgUDQH3abWXY7qN4i1nIFXyiMO2aMwTOvHxY9l6Wzx8IXCgNwaVdBneIPKowlg+pt06UVtm4T/VICIQ7ff25KScZYU+7GirnV8IXCGKpi/2kwRLF41lhsfqVJ1FaX31INltNXWw0qBobpZ7F9QL4dq+bViJJj8nNpPemBA9rOVYlNzU0GFzuwdPZYPLlD3H+unEuSYmqF2tJFvZptMgyDESNGAABGjBiBo0ePJo7NmTMHP/vZz7KqVK6QTQbhTLfbuAvtWLtogmKiSKW6rFlYm3ZlMznSG4Ci7MmQYgc2P3CdYuJKpcmZ2WQUfZYsSZJK6j3LJCssH1uhtEpHM6zkitHQgU5sfuA60W9UWim2W01YMXc8ceymwL/PnV4a3f4QClx2FOVT5D4RCAQAcSf4zj0n0m4HXTUvu+1thN7hslvx1KvSkmLPvH4Yd5NtupqgpUxNvtOmsHVbPSkWAuFCIt9OYeOONPOVHU1YNVddu2azWEROTr78p15pwkqd2VUiDyNkyAAn7r21Fj4/A38oApfdgjyXVXcOcB6t5qrEpuYmviCDzWnywG1+tUnW30dQD7tNfgeV0nEl0nskZSgpKcHnn38OIO4E9/v9OH36NADAarWiu7s7q0rlCplImqSDd6JKkbrdJs9hxfBBeagsLcbwQXmSDU2pLiGaxT3za0Vl8vrcqVHQDS0edPnC2L6rReAcrq10oyifUqwPAFAKL1/qFqvaSjc6vLTkuVJbkHpy//Mc5rT3O3URILlMd5Fd8jfyK8Wp1+RXiocMdJEOMQ15DisG5pvBdJ/GwHwzuU8EAiEBE5GXd2Ai6sk7ENLDclHZ58JyZJuuFlhMJtSUpx/bqClTo6UUC4FwIUEzrGxboRl1IzxD4fTlHzzm0V3CPavZKNtvWs29cn9c0AzIt2NQoQXhrlMYVGjRrQOcR4u5KrGpuUk2/j6CelBWs2w/TlmzW8zs1bdvuOEG/OpXv4LD4cCNN96IsrIy/Nd//ReWLl2K5557DpdccknG14pGo9i4cSNefvll+Hw+TJw4EevWrcvoGjt37sTatWvx3nvvYfjw4b35KbJkE4af57Bi1bzx+LItAH8wItCyvntOTY8720zlVZKjyi1mEz5oOiOK9ObJVPYkHUaDQVZnjEvSXOOvHTv370y2IGXym4td8QmgzYy025tW3FKDZ984JPqtdyusuGYapU8gEAiEzFCajOttsp4rBEPy9z1Ik+eiBd5AGLOnjcKUmhIMKKASWpXt3TQGFtrhDYQxTCWZBUUpFoV3hkDQCwGF/lHpeNblK86X9NVWvQEG9XVxSc5UCZD6ujJ4gwyGaVU5jWj3huDzR2ArLEVrdwR5bEj3jvD+Rkt5M0J61JbdIPSOPKcVC6ZXABD34wumV2Sdz6BXTvBVq1bh1KlT2LFjB2688Ub86Ec/wqpVq/DHP/4RJpMJ//mf/5nxtTZt2oQXX3wRjzzyCIYMGYINGzZgyZIlePPNN2G1pv9xX3zxBdavX9+b6mdMNhmEPV0hbHz5oMghu3JuDQbKaIlnW5c8hzXhpD3d6hMluEwmU9mTdJhMBtlBhs1qxCMrp8BpNyPPeX7bVaaO5Z7efzmn9ZqFV6Cjm8bZzmAiOeiaX/0NVSOLZfXdk+9nrpIuWSqBQCDkGtnYVYJ6OOzyw0GHwvZygjo47Gb4QxF80HQGB5MSBI2viI+zlJ5bNii1RfJOEAhxnArtUOl49uUr2VV9tVU7Zca6LR+ifuoozJpaJkh0t2HbAWxYXad1FfuVr9oDaTXBhwxwalgz7dBiUUDRpuqsneYKZF6Sm+Q5rBgy0Im68SWCfrzDS2PoQGfWvq5etTabzYbf/OY3iETiKyN1dXV46623cPjwYVx++eW49NJLM7oOwzB47rnncN999+Gaa64BADz++OOoq6vDu+++ixkzZkh+LxqNYu3atbj88suxd+/e3vyEjOhtBmE5/e4ndzT2SluoN3VR+k62+lf5Thv+e99HqCwtEg0y3v7wJEYOK0g44ZOTiWbqWM7sNwtXTZOvm7pyt/XNw73Sd89lepu4lUAgELSgt3aVoC5OuwXjy904KLGza3y5m0wCNMJBWfDG7o9EO+4OtngQiwFrFo5XtWy53X5KuVgIBL2Q57TKtpVsI9aUcDnk26pSboGLjTynFaNLiyUDwcb3w/PIJdq9obR68RtfbsS9t9bqLiJcq0UBYlNzEzIvufBIVbPoDVmJYlks5xvrJZdcgm9961sZO8AB4OjRowgEArjqqqsSn+Xn52PMmDHYv39/2u899dRTiEQiWLZsWe8qniFKutDpnKZqaAv1pi69rX9P6rRsTg2Ofd6J9Vv34ZHn92P91n1oPtWJb141QqBDzjubfUGmR9fvaf09XSFs2HYAy3/5F9z3mz1Y/su/YMO2A/AFGBz5tEOynAtV70kpWWpP7jWBQCD0B2rbJULv4CJR3HXzOJH+Xk25G3fdPA5chGiCa0GYkdcQDUtI3fUVNMOivq5M8p2orytTXeeYQLhQsJpNWJam/1x28zhYzepp9wOAu9CBlXOrJctfObca7kKHquXnGgPy7ViR5n6smFutK6evL8DI2hBfQF9zRaVFgXZvSLWywwo2NUxsqiaQeUluwvu5Nr7cKPAzbny5sU/8XJruu/jqq68AAEOHDhV8PmjQoMSxVJqamvDcc89hx44dOHv2rOp17E0GYSXtIG+AQfOpjh5LV/RGo1ptXevU69usJuw5KK1Dzjube1J2T+ov5xR+6rUm1E8dlVYe5kLUe8pksYV03AQCIdfojV0lqEsowuHf/3sf7r99IiymyxP2NsJF8W/PfoiffHeS1lXUJVpqVfqDEWzYdiCtpMC/Lb1K+SIEgg7o9ofx403vY9X8Wtw5YwxCNAs7ZUZ7N40fb3ofD6+corp9GzrQhdULxiMQiiT6b6fdgkFF+nKAA/H54PN/+hgz68pEz+P5P32MFXPH62a8oaQHrze9+EwWBdRaJPERm5qzkHlJ7qG2n0tTJ3goFF9tS9X+ttls6O7uFp0fDAZx33334b777sOIESP6zAkei8UQDAbTHjcBcFoi8HSfhrNoBEwwIyiTvMBuk7+tgVAE67fuAxBfZVo1twYuypBRXU0Ail2mREJIgJWtS2++E2YBX5BFkI7ASVngcpgh95OSr/9Za0hWh9wfjMje657Wn3+HQqEQAhGLbGOZOaUsbRl2m7nH9eopPb2vSvgVVsB6c6/7iuTnooTDkfkAXamt9rRsQv9BnktuolVb7aldJagLHWax7OZqvPCnIyLt6WU3V4MOs5rZEz2jNJ5MN3bpi7Zqt5lAM1zaMR1lM5F3QmOIXc0N/EEGXX4GDz23L83x9OPxTNuqkk310zFs3NEokkfsyRzzYqHTy+LAkVaUuPMwurQITCQKmmHR8lknDhxpRaeXhgn6GG84FXI3OCn157+5RCCDhM/EpuoTMi/JLXrr58q0rWrqBKcoCkBcG5z/NwCEw2HY7eJVuIceeggjR47EwoUL+7QekUgER44cyejckydPKp5TWDwItRVuNLRIaz4dPdWZ+LuhOb795o4bLkFXR2vGde4LjEYj8gsHAiY7ggwHh80Mu82CrW9+jP/7+PwCQ22FG0tmVqL97GeIRqNprxFiOLicFP7z+1PR1kXDbDLg6KlO7Nx9PBEVbjFF8eXZ9qQyTQAbgrerTXTtnnDy5ElYC4bLnmO3mfHD2ycmVl35etVWuBEJdePIF727/+L7KPxNRqMRAwZfimfebBY4F+TuayYUuktlj1uM0Yzfa7XIpL187Wtfy/h6fd1WCf0PeS65CWmr+mbIJRV48V2hjQLi2tMGAMtuHqe5PdEjcuNJubFLX7TVktJKWf1Su81M3okcgfSh2lLoLsXgYvu5nTRGwU6aR5/fLzsez7StytnUwuJB+N27n4v6CS3nmFpCFV6CH9/xdZztEjpIBhXZ8eM7vg5fgIbni881ql3/MrhkhGy+D7OBxZEjn2hQM20oHjJK9rjDZpJsZ8Sm6gtiU7Wn0F0KympC/dRRicXMZB9eOruaaVvV1AnOy6C0trYKtMRbW1tRWVkpOv+VV16B1WpFbW0tAIDj4o7VGTNm4O6778bdd9/dq3pYLBZcdtllsueEQiGcPHkSI0aMkHTQp7JqXrF4Rb7Cje/Vj0V7Vwjzp1cknLANLR58b+blKCsfIIoM7uvo4WSkogZ4XaqmT9oSjuuGFg+efQu4d+F4Udly13j0hQOoLC3G2kUTsGHbAVSNLIbLaceTO1r6LFIh+bkEIvIJJUJhFo88vz9Rx7WLJuDdfSdx1+xxcFEGDB08oMflA8rRF2EWePwPB0XOBbn7mglhFrKJHIoLHRg6sKrnF+4DetpeMkWNtkroH8hzyU20aqtBJr41NBCKwGW3wOWwgOw61I7WblZko3gaWjyIcDFUVWljT/TO8luKsPmVJoGDq7bCjeW3VKPAYez12IUnXVv1eFnMmloGgwGi3QH1dWVg2Ch5JzSG2NXcIMwC6++ajE2vNImS7a2/azLsNmPW43E5m9rmZXHkZCPmT6+QdhbYx6KqKrt+4kLCG4zC00Xj/YNnRM9jwfQKDCigkD9UP33XirnVsjakuEA/98Iflp87Ox1WDM7SrhGbeuFCbGruEGaBdYuvxEu7WgS7J2rK3Vi3+Mqs/VyaOsFHjx4Nl8uFffv2JZzgXq8XH3/8MRYtWiQ6/9133xX83djYiLVr12LLli2oqKjodT0MBkPGofN2uz2jcx0OJLSsfYEIGJZD0ydtWPub3aAZLuGE5bWzv/AE8NxbJ3HP/Fq4C+ONztMVEmlc11a6Bef0Fl+QwcYdB0RGgB8spOpnNzR74AuyCBgNiQgHO2XGltebMrrGklljMb5iEJ6ROL+h2YONOxqxdtGEXmv72O12wGKQXWGNJqWSbTzmgdEIrFmYXVbsdPcx+TcFaHlNowDNoWhQXo/LdgC4Z36t5Duyen4tinIg8Uum7SVT1GirhP6FPJfcpD/b6lftAVFioppyN1bNq8GQAc4+qwMhc4Jn2+WP0xE4hub3U20IPO3eEDq9NCbXlGBm3XkN0XYvjU4vDavVmbV+abq2GjzbDoPBgKurS+ITdL7sbhoGgyH+Tgwh70QuQOyqtgS6giIHOBCfa2x6pQlrFo5HUZbPR86mhjwdWLtoAnbuOSFyFqxdNAGhMAuHQz9ttdPvx0u7WiSfBwAsn1Otm/biCzLo6PZicnWKDemm0dFNw+XI15XusTfox7zrKhCNQjQGnXddBaJcFA6HK6syiE298CE2VXu4IIOX35Pux43GuJ/VcaFqglutVixatAiPPfYYiouLMWzYMGzYsAFDhgzBDTfcAI7j0NHRgby8PFAUhdJSofwDnzyzpKQEhYWFGvwCeXijsuX1Q4qOYqvFiIZmD57Y3oC1iyYAQNokj09sb8DyOdXwBpheJ7qUE5tvPObBrKli/eyvOoL4xdbzene1lW4srh+Lk196cbZDqEeYfI3GYx7cNXssWI7Dvo+kddz7QuCeDsezLvNl8vCR6SajMNK8odmDEM0CWdibTET71UxspXbiUwKBQOhL2r0hkQMciPfZG19uxL23ZrcwSegdmWhPE/ofOszi939ukYzSr61wY9mccaqVne+04X/eaU4bWLB8TrVqZRMIFxL+YEQ22Z4/GIG7UL3yXXYrXvjfo7JOXz0RjrBoPtWRNjI+HNGPzq8/yOD3fxY7koB4P75ybrWu5ozBMIf1W/dKJqdcv3UvfrmqTrWyiU3NbXxBBp1eFtaC4Wj3suDA6Kpt5Brd/rCkFCBwESTGBIDVq1eDZVk8+OCDoGkaEydOxNatW2GxWHD69Glcf/31ePjhhzFnzhytq9orMnE2J+uE8w+V/7cUDc0enG71C5Jr9jQ6XMnxykTEGtWpYiUNzR488/phrL9rMh7YuAddfqGAffI1QmHlAUc2zmAgPgiVy7r8/YVX9HmZmTi4nXZ5mRal40rkOayadtK+ICNywpuUv0YgEHSIL8DIOgt8AYY4wTXAaDDIak8bDfpKrJYrMJGorEyN1Fitr4hwnGxbjZyTJCQQ9I7yXEBdpytpq0LCDCcbGR9m9HM/QmH5dyMU1s+9AACaYWWTU9KMem2VtNPcRU31BULvUDOIFMgBJ7jJZMLatWuxdu1a0bHhw4ejubk57XcnTZoke7yvyGZlSOkBxWJAfV0ZNmw7kPF3AKGDOTmCPNN6KTleBxU7sG7xpMSqeWVpsSChJ0/jMQ88XSGsWVCLf0uKEgcAq8WYcXmZnqP0fTnDllyfvixT6XiByyarP1bgsmVVBy1JZzRWza2B0Si+3wQCQd8EgqxsohO1nQUEaSxmI+ZdX4FoTGKL8PUVsJhJf64FQVq+PYQUjmeDPxiRb6tB0lYJBCCTuYC6021/UFsnfK6R77Th5feOobK0SBQU9faHJ7G4fqzWVew3lJy6ajp9cxGXQltVOp4NxKbmJr4gg6dfaUT5JUWYOUXYXzz9aiPWLLyCRIRrgNpBpJo7wXOdbFeGlB5QnsOCdVs+TCShzOQ7gNihK7UtQCpClz8u55itKXdj7+EvsX1XS0J8Phzh8MtzSSVT8QcjKBnoFF2Dd5rzjl6G5fDQ3ZPhD0YEnT7NcKitdMNkNKD5VEevJT2UflOqE7+2Mh7d9oXHh3xn7yREClw2rJpXg+J8SmTMqkYWJ36HnHb3hdqx+oJMWsmejTsaccc3LtGoZgQCIVdxOsyyEVpqOwsI0jBsVHaL8IbVU7Wuoi6x2+T3VVEqytS4HBb5tuogbZVAAOLzNrmcRNlO1jMpXw4Hpa+2ynIcvnnVCMm+q76uDKyOIm61dPrmIkX5lGxgWlE+pVrZxKbmJl0+Gjdcmb6/6PLRF6yv5kLGTpll7ao9S7tGWpsMck6+TCOvlRyzB462ChzgyZHBaZ2rI4oRjQGU1ST4bnIEuZLzPp1jlm/wfGQ6Lz4/ekSxoKxkrBYjgklyJ8nX4B29NMNJlrV20QS8u+8kZk+7DKt/9bdEGb3ZgpLnsGLFLTWSCdeW3TwOP970vuCzGVeX4dk3DuObV43Af+/7CMvm1PR4ywvNcPig8YxgCzm/cDB0oDPxflyM2t1Keuh3fLP3yWoJBMLFCWUxY+eeE2m1S1fNrdGiWronqLADLUhnt+2Q0DtsFhMmVg3GyGEFosixT7/ohk1ih1tfQVkV2uo80lYJBACIsRxWzq3GkzuaRPOPlXOrEWPVdbrabQrOAt3ldDDI9l1LZ+knElxLp28uIucrWHFLjarzcmJTc5NoFHj7w5Npd47ccdMYrauoS5Ry/dEZSC3LoTer2CMySXqo1FnKRQHPu64C67fuFXzGRwZ7ukIi52pthRu/XFWHLl8Yb71/AmsXTcCGbQcSjmM+EiBT532yY9YbYBAIRRL62ckO74ZmD265tlzy9/ER1ldXD8Vjq+tgt5lhMRvhCzJ4/N5pCYf+hm0HJJODGg3AvOnlIgd7byRefEEGz75xSLIT+90fP8K/3TUZX7YFBDrhNMOBYaOoLC3qVXlPbG8QaagmZ61NRmvt7r5GSbYnqCPNPQKBkBl0hJXVRKR1lLAqlyAR+rmJyWDAd2dejqdfOyR6LstuHgeTilrtNKPQVnW2jZ5ASAcHA158+yhuv6kKFtPliWCXCBfF/7x9FLfeOFrV8rv9NO6aPRZbXj8schbcNXssuv1hDBnglLnCxUUsFpPtu2KxWD/XSDsYlsO86yoQjUpInV1XAUblBZpcQ85X8Owbh1SVviA2NTeJISa7cyQG/fQXuYRSrr+H7p6c1fXJrEaGvhJkTxcFDACP3ztNFBmczrna0OJB9M2PcMdNVTh0vA0MG0X91FHYvqtFEEHeE+c975htPtWRSLQphdVsFEUZ8J3D2x+exPUTLkHZMFfi2NCk755u9aWvT4sHM+vK8MbuE4nfkq6uSnT7w9j30Vns++is5PEbrxyBRyQkXfgEpdt3tfS4vGwXSS5kFLdfWkl6TAKBIERJ41jpOEEdrGaTbITSyrnVWlRL93CIYcvrhySfyzOvH8KyOeNUK1tLPXIC4UIiHOHw94Yv8PeGLySP33KddCBRX2GzmtHWRWPBN8px54wxCNEs7JQZoXAEbV00igsu3NxDvSGoECEYyjKC8ELCF2AUpM7qdJWMXMlXoObcndjU3MRAdo7kJEq5/ogmuIr0pSB7uihgqc/knKuNxzwI0uUJh/GsqWUibeneOO8z+a2L6y+HN8AINL3f/vAkbr7mMuQ50xsMpfowkWjCEd3T76aeK5dwIjmZqFQdelNeNscvdJQSfoILAXD0f8UIBELOorQtW3/btnODUFg+QklPToNcIsxEcbAlfRBBmEk/rskWpbaoph45gXAhEVRIPKn24q7FZMKrf/skrRzK8jn6WsQkfdd5AiFW1pGkt6SpWs7dyXuZm5CdI7mJkp+JD/7tLeqJCV4E8Ddfir64+elQ6oD9wQhGlxYBiDun1y6agIFJWta9cd4r/daifAouhxVftcflRJhIFKNLizBp7BCB9nWm5SVTnG8DZTVJOql7stDAJ5xoPtWJ9Vv34ZHn92P91n1oPtWJtYsmgJKJTOYTjfakPLWz1uY6vNRP6ntTW+nGqrk18Ha1aVQzAoGQq/C7iqSoKXfDaibDEi0IheW3RNMKxwnqoLQ9Ws3t0waDQbatGlSUYiEQLiSUEtqpLSfFsJysE0dvkhcGQL7vgn76LqV3T29SZ1rO3ZVsqpHYVE1Il/Mu0+MEdZDzMyUH//YWffV8PUROz7svbn46lDpg3gkNAPlOcYR5b1ZO8hxWrJo3Hl+2BQSR3qe+7Mbdc2rORbIDk6tLBLIuo0cUZ50c9NRXPqxdNAEmo7Dz7+lCA2WTTzhx95xx+OHtEwXR4TTDJXTNe1qe2itUFwLppH5MYBGNqhehRiAQLkx8oYhsohPfRb6DJldRlLe6yBd1cxUtJ+yxWFS2rcZixMYTCACQ57TKJqaU2y3bFyjt1NHdTh4DZPsuGPQT2an1u5lraDl3V7KpUWJTNcFBybtDlY4T1OXq6hLMnHJeyqnDS/eJSjt5qgrwTr5OL41ufwgFLjuK8qleO8B9QUbkMOyJE5t32I4uLUJtpRsmowG+ICO4Rm+c956uEDa+fFB0/vI51bAlRVD3Jrljuvrwnf6GbQdQWVqMmXXn5VBS65rJfQvR8tu5v2wLJDTB+WRfb394Et+8agTe3XeyxwsbWi2S5Bqp74QvyKDNy8JaMBztXhYcGN3cCwKBII/LbsG/P7cPq+bXCrRL27tpPLG9AQ+vnKJ1FXWJ026WnRjqLVosV7CajaitcItyxADxZOlq7pywms14b/9nmFlXJmqr7+3/DLd/e4xqZRMIFxID8u1YPa8GZ7uCsNssCNIsnJQZwXAEgwsdqmsuu+wWWTlIl84WMe1WM97+8KRk8sO3PzyJZTerl0sh1xiQb8eqeTXY+HKjyPG6al6NrvTAAW3n7jaLvE294yZiU7XAIpH3jqem3A0L2aGqCYkciWnmJWsXTciqvZJZTQbkOawwgYXni9MYWFIFRy9vuKcrJNnp3jO/Fu4kOZM8hxUr59bgie1ig8UnonQX2jHj6jKs/tXfUDWyWHSNdBG6Ui9LupesodmDJ3c0oW58Ca4YPVhw/Z7iLrRj+ZxqnG71i7K70kx8G9+SWZfjsdV1orrK3bfkBexMtMd5Go95YDQCd99cjRhivc4G3ZP7rAc8XSH88+hZFOdTYCJR0EwQH5/syPr9IRAIFwcFLhvuv20iXtrVIrJv9982URc7aHKRSITDkvqxePaNwwKHa22FG0vqxyISIdtBtYDjolg6exyefu2QqL0snT0OHKde5JjFCCz6VpVk2ctuHgcLmRcSCAm4WAwv/fmYqK30R1LhonwK6xZfiZd2tQi0n2vK3Vi3+EoU5VOq1yGXiEWjWDJrLDa90iS6HytuqUZMZztVhwxw4t5ba+HzM/CHInDZLchzWXXnAOfp6wDHTLHZTLI21WZLL9tKUA9fkMHS2WPxzOuHJcZZY+ELMhiqYf30ilyOxIZmT9ZJbIkTvJ+QczQ/sb1BtJoxuNiJ1QvE8iTv7j2JO2eMwQdNZ7B152HQDJf2GplGbSsl4pw1tUzy+j3FG2Cwfuu+tMfDDIfK0mLBZ0r37d6F4xOfZSIjk3qNaCyG4YPyMvwF0vQmOv5ixBdk8FVbAHsOnhEZkZKBLlBWE7lPBILOYVgOL7/XIilbZTQCaxbWalQzfcOyMfz2jx+j/NIizKwTRs799q2PcSeJUNIEg8GA53Z+JBnR+N9vfoTF9ZerVjYH4JnXD0m21WfeOKS7ZHsEQjo8XUE8uaNJsq08uaMJaxaOh7tQvUTxxK4K4WLA83/6WDLi9nd//Bi3f7tK6yr2OwPy7bCbY2j/8hOUDa2Cw6FPBzhPXwU49oRIJCprU1fcUqN6HQhinJQFW9OMs3731seqjrMI6fEF5YNblY4rQZzg/YTSakZbVwidXhomkwGUzQw6zMIfjKAoj8KgIjt8QQZ140sAAD/49W6RSD9/DT4aWcnZ6Asy6PTS8IcioKxm/Of3p+LAkbN49a+fiK5tNhlx5NMOQR3znbbE7+LLtFPn6y0VEd0bbUt/kMHMKWW4cdIIkZZ3Q7MHvuB5nbtMZGRSUYoez0SGhRDHH2RE0Z3Aed2zlXOryb0jEHSOL8BISjsAcTvmCzC6jU7SEi4Ww9mOAO6cOQYcF0PgXLTY4AEO7D10BlxMPxqquUQ4wmH/kbPYf+Ss5PFF3xqtWtk0w8m2VZIsikCI4w9GcOrLbjz4vUkYUEAl5FDaumls3N4AfzACd6F65RO7KiQc4fDxp+24buKlAIAYkEiF+fGn7QjrcGdTfN5PpCp5tLgfoTAr2051p92fI0TYKA4db8PIYQWiY4eOtyHC6mvnSK5AWU0YXGzH/bdPhMVkTPjiIlwUjz6/H5Q1u50TxAneTyg5W894AvjfD08m5E6+edWIhFQIL/3R6Q0JtnWlu8aym8eBZri08hOerhCeeKlB0BHXlLuxYHoFyi8pwi+f3y+Y3BiNBqxdNAFftQfxxw8+RX1dGf5730eYNfUyrN+6N3FussZ3cr35etgps6zmkj0l8YCnK4TNrzSJ6rl20YREGUH6vMHIRHs8FTnHfKbyNYQ4obB8dvpQWH+DTgKBICQQkh/kKx0nqEOEY/GT703CppRoxppyN37yvUkIhMIa1k6/0Ap2U01HdJCWH7cmj78IBD0TZiJ4aPnVktvpH1p+NUIKbSlblOxmUGd2lYlw8s8jrK8E3GQ+K0Sr+0Fsam4SCrNYu2gCdu45IZJPWrtoAkIMeS5aYDEbsP6uydj0inhesv6uyVknkiWKfv1EJlIdjcc82LnnBEYOK8DOPSdQP3UUgPPSH0orlPw1nn7tEM62++ELMqJzEvIiLeJo3Zd2taCtK5QoF4i/aE2ftGHnnhMYWEgl6lg6tAAv7WoRnMsfS603Xw86zKK+rgw15W5B2byTmk5aAZWrZ3IZqRl7eZ2vzQ9ch8dW1+HJtdeibnxJwmmejFwWaCUZFql7q3doBSOhdJxAIFz89GZHEEF98h2UyAEOxG3uph1NyHPoS1M2V3AotAcHpV57cdrlx5ykrRIIcQpcdpHDFTgnc/D6YRS41O0/ldqiUj9ysVHgouSfh1M/9ozMZ4VoeT+ITc1N8p027NxzQrK/2LnnBPIdJFeRFphNJpEDHDg3L3mlCWYTiQTvNwqLB6HNyyLk6YDdZoHFbIAvyMBBKctkZCrVwWtwb9/VgllTyxLnNDR7EGGjGV/jzhljJAXjM9H/HlBAJa6ZHNnNspWydUw+llxvvh7+YAQbth1A/dRRIs2lDdsO4N/uugr5zvh2pEzqWVvpRp7DjOSzpORLrhg9GFVNZ3qUBVptMf6LEaXs83rLTk8gEMRYTAZMrBqMkcMKMLq0SGAHPv2iGxaTQfkihD4nFGbRfKoD86dXiJ7Lzt3HyTZdjbCYDLI76NRsLxaTAZPHDcV1Ey8VSTz8Zf9npK0SCOegGVZ2J6TaQSDErgqhGXl7pqegHDKfFaLl/SA2NTeJcPI72SMc2cmuBaGwvF3Ndl5CnOAZ4qdj+O27n+Ngyz8Tn/FO4p9s/geqRhbLbqPpiVQHE4mH91NWM+ZPr0hoYIfCbMbXCNEsOE68TUBJloWJRJHvtGLd4kkJ5zQfQd3lP78dmrKaQVlNibqmXkOqTKfdAprh0kq6BEJxJ/k982sVtwzFAKyeXwub+bxOqdz2prWLJvRI21vpPikd1yNF+VTaRZraSrfustMTCAQx3kAYd8wYg2dePyzadrh09lh4AwyGaVg/vRKiI/LbQck2XU3o9odRXxcPLEjdDlpfV4ZuP4Nhg9Qp2xcM4/abxmCzxFbU5bdUwxcgEjkEApDJnEHd/pPYVSHEnp2HzGeFaHk/iE3NTYhMY26itl0lTvAM8AUZbNzRiIMS0hwAUD91FLbvasET2xuwdtEE5DmskhHJlNWEJfVj4QtGYLOYEEMMB46cFUl1WC1xlZr4SnZnQgPbabck5D7aukI44wkIIqmTr2GnzJKC8ZnIstAMi/Vb94mODSl2Jpzy0VgM9VNHJeqaeg2pMgtcNqyaV4PifEq0Kl9ZWoyjpzoT25GWz6mWreeQYgcGFtoRDAYBAGEWstub1i6agOGD8mSvKVXn3h7XI+kWepSi7gkEgn7Id9qw+dVDabcpL58zTqOa6ZsClw0vvps+sTF5Ltpgpyx4+Hf7sWp+Le6cMUYQOfbE9gasXzZZtbILXBSeTCORs/mVJqycKz9OIxD0gvKcQd3pNrGrQog9Ow+ZzwrR8n4Qm5qbOO0WFLqsWDW/VjKxsd7aSK6gtl0lTvAMyESaAzi/jYZmOElH4LzrKiQTSSbDy5rUVrhRmGdDZWkR3v7wJJbMGpvQr85zWMGwHLbu/CjtFlk6HMHgYofomJIsS4eXxqjhhaCsJoFTvabcDTYaRfOpTqxbfCUOn2hD9WUD0fRJm2T9k3+3yRiXjaEZDh80nhEluly3+EqEIxx++fz+xH2Uk36Riir2Bdk+3d4kd5/ktMT1jrvQjjULa+HzM/CHInDZLchzWXWVlZ5AIKQnwsUUth3GJI8R1IVVeC4seS6a4LCZcf9tE/HSrhZR5Nj9t02Ew6beMJ5m5LcIq5mUk0C4kLDbzLKyRXYV2ylA7GoqxJ6dh8xnhWh5P4hNzU1sZgP+Y8UUPP3aIdE46z9WTIGZZFDUBLvNjPHlbhyUaDPj+8CukseaAZlIiPD4g5G0EclKiSR5p/inX3RjxpQy/HjTB2g+1YlvXjUCVSOKBU7cAfl2rJpXI5lkctnN4zC4yCnp9OWjdWsrxd9bML0Cw90uhMMs5lx7meBYfV0Z2rpoNB7z4OX3WhADYDIasHP3cdF5/Gc15W7MuLoMq3/1N2zYdgBftQVw5GSHoNzGYx5sf68FLZ93Cjp/XvoltZ7pooqV5FN6s71p8cyx+OniSVi3eBLmT68AZTVdEFHNviCD060+NJ/qwOlWX78mPfF0hfDrPzTgnl/9DT/a9AHu+dXf8Os/NMDTFeq3OhAIhNwlEJLvj/S2NTdXCCjYUCUbS1AHLhrDy+9JRzS+/JcWcFH1nDlKbTFItggTCACAAB3GirnVknOylXOrEaDVlTlQ6p/11n8Te3aedPP+C2E+qwZa3g9iU3OTWMwgcoAD8XHW068dQixGtNq1wBugsWJuNWorUtpqhRsr5lbDG6Czuj6JBM+ATCREeCibKaOo8eTPvjfzckypKQHLReH1Mxg5rCAhb8I3yLtmj018J1lqZenssTAbDej2h2G3WWA2G7D38Bk0n+rEsjk1khrl7kI7VtxSA2+AQZjhQNnMwDlpllf/+gkqS4ux7OZxuHRwvkBu5f7bJgAAGlo8mFlXhnynFY/fOy0h+WKnzAiGIlh72wQYAIFMS0OzB9HoeemYZA62eEQR8cnSL51eGv5QBJTVDLvNBJuEzIuD6rvtTem0xX/9r9cgz2ntsYGUksZRy8jK6aKn06vvK5QybvNSQQQCQb8o9dUOigxLtEApooJSOZKRIE04wgl2zyXT0OxBOKJe5JjSuMmhssQDgXChYLNY8O/P7cMDd0wEx8US432TyYCHntuHH935dVXLV7KberOrxJ4JSZ5Pd/tDKHDZUZRP6XZOptX9IDY1Nwmz8hH6YZZE6GuBy25FRzeNydUlmFlXlpBSbu+m0dFNoyg/u10bpLVlgJKECC//UVvphtEgv1oklUgywnKwWU341//aLfmdxmMeRGPxaB8pJycfgf2zZ/YKoqkZNr3jMUiz+MGv05dHMxweOSdPkvo7gXhiSimDEaJZ/EJCT5y/buoiQKKuSfcleTsSzXB4dudhRadunsPcJ9ub5By5T73WhLWLJmR0HZ7+dEpr7YQmGcgJBIISWm8bJ0hjMBhkn4vS2IagDlpGjlnNRtl3wmoWByQQCHrEZjWhKN+OlY/+VXSsptwtGbzTl1hM8m3VYtLXxm8DIHs/DNCfPctzWGECC88XpzGwpAoOnc/HtLgflNUk+15K5XIjqA+J0M9NYjEDfv9n8U5I4FwyWYX8gUroyyr2kjyHFavm1ojC8ZPlP/htNCaTvGGVSiTptFtAh+VXmegwl9bJmSqrwsM7HiWvx8g3aDp8/niqzAkADC5ySDo0eyIdkwx/X5K3Iyk5dZNlPmxm9Mn2pkwcuZnSk/r3BX1Z995AMpATCAQlwhEW9XVlktvG6+vKEI6QwaYWxGJR2ecSjUnbboK6aBk5xkajWDp7rOQ7sXT2WLBREh1FIADxwCK5/jNIq2vXvAFGtnxvoP9kEXMCA2TvBwz60QQn5A5GAMtuHpdWypY45bSBROjnJuEIKx+hn+V8kTzVDHFRBtxxwyVYMmssQmEWdpsZFrMRviCDx++dlpC48AWZjKLGeTKNUnY5LBkn6EwmnePRpdDg85xW/HTxJJGsCV/n4gJK8nv5TivWLZ6U2LJw9FQndu4+nvju4AEO/PD2iYJjlaXFGD7Ihad+eB3yneelQjJx6ha7zq+a8tubspEe6UtHbn9HRmvthCYZyAkEghIhmsOGbQdQP3UUZk0tE9iKDdsO4BfLJmtdRV1iNZvw9ocnUVlaJHoub394EovrL9e6irpEy8gxq9mE3771MWbWleHOGWMQolnYKTPau2m8+PZR3DljjGplEwgXEv5gRNau/XzpVaqWb7OasG7Lh2nL/+WqKaqWn2vYLPL2bGmSxKhe8AUZdHpZWAuGo93LggNDduf2MzQbRXsXjQXfKBfY1FA4Ak9nCAMKpX0rBHUhEfq5SSiDAOFsIE7wHtDV0YqqqgFwOPITnw1NOYdPuCAlgTHvugqs37pX8FlylLKcnEc0GgPHxTB/eoXAqZwMZTWLHMzpHI9F+ZRseQMKKDjtFsnfkS6y2tMVwuZXm0RSLWsXTcCGbQdQWVqMDw99mdAEryl3Y93iK0HZTHj+Tx9jxdzxgutm4tRNdoID8fufjVHvS0dufzultXZCkwzkBAJBCZdDvh9SOk5QBy4aw83XXIaXdrUI8nbwSbPVTMBISE+3P4yls8fimdcPCyZofDR2tz+MoQNdqpQd4aJY9K0qUcIoPmqN5cjuAAIBAOw2eSeJ0vFsoaxmVJYWi3IuAbwTR1/T/e5AGHfOGIMtrx8W2bO7Zo9Fd0C9fjMX0TJfFOE8gVAEj//+/2HV/FrYbefHukGaw8btDarnDiBIYzIYsOzmcWnHOiYiB6gJLocFlNWE+qmjMLq0SBRg68xyvqgvq9hPpItIBiBIJJkcPd7tD+M73xiNudeVo/FYW8LRXVPuxoyry/CDX+9O/M07lVMd4TTDJnS8eQeznONx8cyxODslmIj23rn7OKpGFiec3HkOZBRZHV9dpvFVRxAzp5Sh/JKiRP35zmRx/VgU51PYsO1A4nuNxzwwGIBp44fhugmXwhsQRkZr4dTNxJGbaaLL/q6/1k5ouQUgPWYgJxAIYgpcNvx8yZX4vNUv+NxdaMfPl8jbLIK6hCMcptSUCCLn2rtpVZMvEuShbBb8Yute3H/7RFhMlyfGHREuil9s3YsHv3elquUbjLHELgC+bP7zKPGBEwgAALvVjJ8tuVK0iDi+wo2fLbkSdpWd0DabCd/5RgWm1JRgQAEl6L8vGeSCTWUnfK5BWc1oSxNx29ZFo7hAP+MMrfNFEc7jtFtwz/xa7NxzQuRsvWd+LdkxrREMxwEGSPYXMMTixwn9TnE+JTtfLM7PbucEcYKrRLqI5NTP0q3OPn7vNHR6aRw81iZwePOdZv3UUaLV7WSplcZjHhiNcSd2qtPWajFhy2tN2PfRWUGZv/7Xa2CzmRAMRfDxp0HYrWZQNhMKXDYUuGzo9odxxuMXOH7TJepMdtQ3HvPgX26sxLotH4oc9wdbPKivK8Obe05gySzh9rTMnLp9q7On5MilGS7j1fT+dkrnghOaZCAnEAhyMCyHaAx4v/GMaBKwYHoFGJKFXRMsZiP+9MGnGDmsAAOS5M48XSH830df6XL7eC6Q57RgzYIr8Pwfj4jay5oFVyDPqd6k2Woyoq2bxku7WnCw5XzZ4yvibXVgGlk8AkFvWG0mbE9pJ0B8jmMwAGsW1qpafjgcQXEBhT+k1KG2wo3lt1QjHI4A0E/EL2Ux49W/fZRW3mDV3BoNaqUN3f4wjnzagfnTKySjKftampOQHqvZKHKAA+d9OyvnZpfoj9A7olHgt299jJHDChJthGZYHD3ViU+/6CbSbxoiN1/MFuIE1xC51dktrx/C4pljMb7cjavGDkUMMRw4chav/vUTNB7zJBokr6ldX1cmiLLmr9PeTeOlPx/F+41fJj4fX+7Gbd+uwreuGgma4RLG8Lk3D+PWG6sQi8VgMhrR4aXh6QrhkkEu5OfZcPqsH2aTAf/38Vmc+rIbS2aNg6cziBsnjcDMKWUJgyrlqO/whiUlXIB4ssyGFg9Sd1tn4tQNBvs+2YxcJP+GbQcyXk3XwindF7ro2UIykBMIhHTQNIeXdomzffN/L59TDeRLfZOgJjTD4ptXjcDOPSdEC+z1dWWKybQJ6mA1m/Dye9LthQ90UAsuGsMf/iwu+2CLB7EYsHzOONXKJhAuJPzBCBpaxA5XID5H8AcjGJCvnhPaaDBh0yuNIid8Q4sHm19twoo5+nH6AkCIkU+oFtKRPQuEIli7aIKkbV+7aILq+aII5wlHomg+lX5BIhwh26u0IBqL4WxHAHfOHAOOiyEQisBlt2DwAAf2HjqDaIzIAWqBL8DIzhdX3FKdlX+LOMGzpN0bgi/AIBBk4bSbYTGbwHIcrBYTXAr61EqJE1unBLF+6z4A51c9yi8pwi+f34+z7UEc+7wT//Wv1yAYjsDvj+D7C68QJaNs7Qhi4Q2jcfh4O7r88ezgB495EPsTUFlaJNDnrq8rQ6eXxs+f3Zv4+/8++grD3Jfh6Kcd+KojiO27WhLHtrx2CCOHFSSuMb7Cjftvm4BHXzggStRptaTPecwfC9JiQ6yVU1cqkv90q6/HiS5jsRgWfbMK866rgN1mRgwxnPrSi2g0ii88PviDff+bstVFJxAIBLUIR1iFSYB+Jqe5BB3m8Id3j+K+RRMQjnCJSYDVYsJj2w5g6Wzi8NSCbn9Y1rmmZhRfOMKh0xvCk/dfK5gYGk0G/PJ3+4lMDoFwDn9QIQeQwvFsCUdYfHqmGw9+bxIGFFAI0iyclBlt3TQ2bm/QnV0NhCIodFmxan6t5P0IhvRzP1x2C17436MygQfEtvcXoXAEP7lzEgry4jab92tMKbRjXNlA0GGyIKEFLMfhp9+bhIPH2hJyUqEwi/ZuGj/93iT4aUbrKuoSWmExM9vgHOIEz4B2bwg+fwS2wlK0dkeQx4YwIN+Or9oD2Phyo2Syot++9TFmTCnDwAIKLqe0U1Jp9ZVJWhHky5hSU4L6qaNgtRjR0OzB0682oW78MBS4bPivP/xTpBtuMADPvH4Yq+bX4qHn9gmul+yk5q9/27eqBH9XlhbhpV0tuOOmKhTm2UTHJowelHC4H2zxwADg5msvw+/faQZlNYOymlA1shgdXlryNybLuKRL3JIrTl2l5+UPRnC61ZcwahazEU+/egj7j5yXneEXEJ56VbiAQBKUEAgEPRCOcHjg9olo6woJPncX2vHA7RPBEMeaJuS5zLj/tgmSk4D7b5sANkaeixb0d4LtZNgoh3Xfm4TW7hDsNguisXh0uC/EYN33JsEbCqtWNoFwIWG3mWQTeFEqa3LTDIv/WHE1PjrRAaMhPn8MMyw6vTT+Y8XVkkFGFzN5Tgv+fcXV+Fjifvz7iqsR01FkZ4SNyjqSIiyJPu4vipw2wAl4vOdtajQaQzAcwZBiMv/Xijy7DZ6uED5oOiOSfhs+yEV8MxoRCsvPO2iF40oQJ7gC6RzdK+dW47dvfSy5svrM64cxs64ML+1qwZSaEhgMwBWjB4sakVIChMHFDqxbPEkgMzJrahmGDnSi6ZM2APGtbt+5oRL/805zQn4kORnl0VOdAvmUZJiUbTeNxzz4btJ5fHlxR+0YmE1G0TFfMCLQ/+br8/t3mhGNxbBk1lh8bfRgxACRPjbvEN6w7QBqyt2qZ0/PFqXnFY5wWPvLPYm/+d936HibSNO9srQIo0uLEueSBCUEAkEPFDit4LiY5GBzwfQK5DtJ/6cFFqMZrZ0hSe29YW4XBhWRSYAW2G3yw3Sl49lQ6KAQZqN46c/HRO/EspvHocBBNMEJBABw2MxYt1icGLOm3I11i6+EQ8V2CgAFThs8XXTa/ttdqK+2SlmIPeMJhuWjJZWOE/oOo9Ega1Nt5vS75gnqwXJRUe4TAIngzmU3k90SWuCgFMa/CseVIK1NhnZvSOQAB+KOzCd3NOG6iZdKfq/xmAcDCqjE/4vzKTyxvQG+oHA7hZ0yo6bcLXmNmnI32r001m/dh+ZTnVi7aAIoqwlMJAqjwYCdu48nzmW5GBqPeQRO1cZjHlw2vDBxXogWGzkpiZJgynm8o5wOs8hLcU4wkSgMBmDnnhOonzpKUJ+acjeaPmlD1YhiDCy0w11ox5qFtfivf52Gn35vEtYtnoTK0iJs2HYAlaXFWDC9Aq4cd/7yiS6l4H9vMo3HPKJ7w3/OR4okw29tJhAIhIuVGJB2sLl9VwtiMGhTMZ3DTwKkxjsv7WoBy5FoMS2wmI2y40SLipNmLhbD068dknwnnn7tEDgdRVMSCHJwMWB7Gu3+l99rAadyU+GiMdn+m0tNunSRQ+zZeVwKAVxKxwl9B7GpuQnDRkVzEp6GFg8YsltCE6xmI2orpMe/tRVuWLMc/2ruBI9Go/jNb36Duro6jB8/HkuXLsXnn3+e9vxjx47hrrvuwqRJk3DVVVdh9erVOHPmjCp18wUY2S1EAwrSr6zT51ZWmUg0nvhRwsFJh1nU15WJJjh8BLHZaEiUxTtTrRYjaIYVJJmkzkUYpDpVWzuDifNSV0uSZUiSST2Pd5TbrCZwKaM4l8OCwjwbmk91CBzwdpsZ9XVl2Ln7uMCpPiDfjnynDZ2+uDRKWUkB7r9tAurGl2DoQGfOR0DziS5THeG1le7E700ldXGCh98qmQpJUEIgEC5mmIjCYJPIoWgCHeHktffIc9EEX5CRHSemBlf0JTSj8E6kSXZOIOiNMMPK2rWwyokYwwr9t970+4k9O09RPpU2gKu20o2ifH3tEtASYlNzk9QA0FSkAkkJ6mMwGDB/egXGpzjCx1e4MX96BQyG7IKmNJdD2bRpE1588UU88sgjGDJkCDZs2IAlS5bgzTffhNUqdIp2dnbiu9/9Lq644gq88MILYBgGjzzyCJYsWYLXXnsNNputT+sWCLGyGm9yjYKXzkh2dKY6OAOhCD75ogv/cmMlFkw/nzjxwJGz2LDtAL6/8IrEuY3HPJh3fTm+bAvAk6SlGp8YxURlAUhECNWUu2GzGPHD2yfCajGivZvGwEI7fvn8fsH5NeVugaObd5TXVrphNBrQ7QsLjjkoM35/ToaFd8DzsibHv+gCEB+YebpCCSkYd6Edk6tLBIkuR48oznkHOI9Uos5oNIYf/Hp3WuOVujgBxBcQUiPHAWXJFQKBQLiQIYPN3IQOc7LjnXCW2nuE3uGgLPjJ5n+gfuoozJpaJnguG7YdwOP3TlOt7EAoIvtO6Cm5HIEgh9rapblefq5B7Nl5+ACuJ7Y3CCRJayvdWD2/9oKZf18MEJuamyjJ8aqd04EgDcNyKMizYv70ctxx0xiEaBZ2yoxQOIKCPCsY9gLWBGcYBs899xzuu+8+XHPNNQCAxx9/HHV1dXj33XcxY8YMwfm7du1CMBjEo48+CoqKr1xu2LAB11xzDf75z3/iqquu6tP6uRxmrF00ATv3nBBpvK1dNAFOu/Ttqyl3w2Q0xCVNuumE0zrVwemyW/HxiQ78/p1mwXfr6+IJK1Od2iajAQML7di683Di3GU3j8Pew2dQU+5GYZ4NlNWUSI559FRn4pwfb3ofXf54xFBtpRtL6sfih7dPxMcnO7Bz93FUlhajvq4M/nNRRXw93t13Erd9swov72rB8MF58e9XuLHoW1VY/+xedPkZfGvyiMR3FkyvwO6DX+CjEx1Yt/hKHD7Rhlf+ekygdZ0riS57S2r9T7f6ZFdvU58jv4CQGjleW+lGgatvF3IIBAIhlyCDzdzE5bDIj3ccZIFWCwpcNlSNLBY8Ex61xwzK74TmcTQEQk6gJCmhdoCL2tqpFxrEngnhA7g6vTS6/SEUuOwoyqcu6Ln4hQixqbmJzRqXJ5aK0q8pd8NmJc9FC+xWM9q7aby86xgaWoQLeAunV8oqcmSCpk/16NGjCAQCAud1fn4+xowZg/3794uc4FdddRU2bdqUcIADgNEYdzB6vd4+r5+DsmDnno8ktZsAYNW8GlGjqSl3Y+nssfAFwlgwvQLhCIetOw+LJivt3hA8XSF866oRmDW1TJD8Ejif1DIZu82MMMPh+wuvSKwc/u6tjzBp7FDU15UlorKPfd6JpbPGIRqNorZioMABDsS1p5954zCqRhbj2Ged+NWaqfig6Uzc4f2tMfive6eB5WLwBxmUDi3AS7uacfu3x+ALTyCRqPMnmz9IOH5jAIrybJhSU4JwhMOrf/0ENMPBaABGjyxOSMH01tj6gowg8rrAZcspw81rhSevsPOkys7UVrqx4pYa/O6PHwkc52RFnkAg6AGbRWGwaSGDTS2gLCbs3HMi7Xjnnnk1WlRL9/BRfP88ehbF+VQicqzDS+NrowerOmagrGbZd2IVeScIBADxYJfaCrdgos5TW+GWlD/s2/JNCuXra3HZpmDP9Nh35TmsMIGF54vTGFhSBQeZb/Y7xKbmJpTNhAXTKwBA5NNbML2CBOdoRDQWwx/+3Cyya7y/bfmc6qyur+ls86uvvgIADB06VPD5oEGDEseSGT58OIYPHy74bMuWLaAoChMnTux1PWKxGILBoOjzEM3Kaje1dYUws64Md844H6Lf3k3jD+8exa03jsb7jWfw6l8/QdXIYqyaWwMTWHR6WXgDLM52BmEAcOJMdyISe+2iCdiw7QAaj3lw501jEhHfAC8zYsb/ffxVwsnMc8t15Vi35UPQDIfbv12FGVeXwmYG2rwx/GjTPyTrf7DFgzu+PQav/fUTbHn9MOrGl+D62ePgogwIs4AvyCIWs2Ba7TCYJ1yCNf/5t7TRzoOKHDCbDCgbVgBfgEH91FHYufs4Glo8mHkuqt0fjEjeYyX8dAwbdzSKtnCtmlsDF2VAKBSPsuf/rwUmAKvm1kjWc8UtNWA5DhOrBsNBmZHnMMNmBu6aPRbfuWE0gjSb9Ln0e3gh0pPn4nA4Mr5uurba27IJ/Qd5LrlJf7dVs9EgO9g0Gw0XTT94IREMy493gmGWPBeNiEVj+KDxjCgSprbCnfaZ9EVbpRn5d4JmyDuhNcSu5gbeQBgz68oQAwTa4OMr3JhZVwZvgEGBI7u2Kjf+NRuA+dMrJMufP70CZgN01VZDCvYspFN7RvoLIf09/iU2NTcJhliEIxym1JQIZOfau2mEIxyCoQjsZpK0tL8JM5zkwi4Qd4SHGU6yvWTaVjV1gvOdTqr2t81mQ3d3t+L3X3jhBWzbtg0PPvggiouLe12PSCSCI0eOiD63FgyXOPs8RoMBf3z/hHBiUuHGspsvRzjMYGxZEb4++kqAC+HLzz9BkXs4nn1TuKLBb4HZsO0AdgKonzoK23e1CJJa8tIkz75xGF8fOwT33zYBj75wIHG8wxtO/NsXpNH+5ScZ1b/DSyfKWzyzCl+cakE0KtSvDgAoLB6EqhHFki/i+Ao3/nHoDD4+0YH6ujJs2HZA4NDn9bApqxHNzc2i68tRWDwIv333c1GymYZmDza+3Ig7brgEXR2tAICTJ09mfF01MJvNuHv2WHi6w/AHI4lI/WdfP4Tbv1WOUOdnCESjkGrKAUDy84uBTJ7L1772tYyvl66t9rZsQv9Dnktu0l9t1T2sHEYDJAebRgMQZjmcPnKsJ1Un9AG2wlLZ48EQiyPnxhaE/qMn46Bk+qKt2otGyH4vSLM4coa8E7kAsavaUuguxaMvHED91FGorxNq9z/6wgE8svzKtGPXTNuq3PjXPewyGA3A1TUlgvLbvbxdjeL0kWbJ716MKNozmsWRI/rtu0h/IaS/xr/EpuYmVOGl+OXz+1E/dZRAYsPTFcLWnYfx8yWT0HqazEv6GyqT9iLRj2faVjV1gvOyJgzDCCROwuEw7HZ72u/FYjH8+te/xubNm7F8+XLcdtttWdXDYrHgsssuE33e5pVPUOByWHDvd8bDF2RTInoBuJL1xhwIDxiAx/9wUORI5lcEeWf0rKnxyOlBxY5EIks+ARLNcPjW5BF4c88J3HztZQkt8eRtdgUuOwaWVGVUf4MBGF1aBACgIzEMGDoKQToCJ2WBi/8d51g1r1gU6VxT7sbMKWWJuiX/Dv7fVosRNeVuNH/Wha+PqRRcU4k2L4uDLf+UPNbQ4sGSWWMxYoQDJ0+exIgRI2TfGTn4yPd0vz3Tazz+h4OSkigMF8W9C8f3+JoXMqFQKOvnIkW6ttofZROygzyX3KS/2+rZrgh+/uzetIPNR++pQ1VVVZ/Vg5AZrd0R2eNOhxkjh5Ln0t9kMg6qqhqQVRnp2qrSO+GgzBhB2qqmELuaG4RZoKZ8oOSxmvKBKC50YOjA7NqK3Pi3tTuCnz1zzq7mJ9nVzhC2vnEYG1bry64q2jO7GSOH6Od+8JD+Qkh/j3+JTc1NWrsioBlOMvcKADjtVjL+1YCvOhnZ45Qtu/aiqVuOl0FpbW3FpZdemvi8tbUVlZWVkt+JRCL40Y9+hLfeegs/+tGPcOedd2ZdD4PBIBk6XwQmrdZzbaU7kVSiKF+5jO42P2ZOKcONk0YIMgHTDIfGY56E85uJRFFT7saHh76UbIxMJIqGFg++c0Mlfv9OM2or3IjGAMpqQtXIYhTlUwmdL7n681rVZSUF567L4f4n9gh+3z3za+EujBsFhwNYu2gC2rtD+KI1IHLOAxD8jsZjHsy7vhxftgUSEeKXl01D0aA85Zt1jpCnQ/54mMXA/Hj97HY7OJh7rB3u6QpJZsxO/u2Z0NHqk7zPQDxiK0BzPfrtFwt2u71HW8iUSNdW+6NsQt9Anktu0l9tNXS2XfZ7oTALh6Ogz+pByAyL3y+r1W4xmUi71YCQpwOU1YT6qaMwurRIEGG6c/fxc+0lg0GoDOnaqtnvk30nzCYjeSdyBGJXtcUBYMmscdj4cqMo4d2qeTUoys/+2ciNfwNfydvVYIiFY6h+7KpFoe+y6LzvIv2FkP4a/xKbmpsYvV7Z52I0Zu57IPQdNj+nkEMqu/aiqRN89OjRcLlc2LdvX8IJ7vV68fHHH2PRokWS37n//vvx5z//Gb/61a9w0003qVq/PIcVK26pwaYdjSLJkxW31CDPYVVM2ugLMujopkUa4FUjihMJKV/96ycJ2RCXw4K7Zo8VJKHkneXA+ajvaBSYNGYwbr9pDJpPdeLnS65EcT4FXyCM02d9sFNm5DmtWHFzNTa+0iTSXuUd0/ffNgG1FW44KDPmT69IlNXQ7MET2xuwfE41XA4r8s79d8bjxyPP7097zyjr+etYzEZ0+mhs3XkYNMMhEJJfAU1FKZs6f9xoNJ7TDj/QI2e2L8iIHOAAEr997aIJGSedUvptPf3thNwhGo3BaDTkzHUIhAsZB2XGT777dZztEOq4DSqy4yff/ToclI62zOQQ3X4as6aWwWAQa8rW15XBGwhjGFwa1lCfOCgzfnj7RLy++7jAuVZb4cYPb5+oansJhBisuKUaT73aJBoD3z2nGr5gWLWyCYQLCV+Qwe/e+iiRJypIs3BSZrR10/jdHz/CirnjVU1i66BMsnbVTukrsZsvyOCu2WPx7BuHRX3Xkllj4QvKRxgSCGpAbGpuYjIZMHvaKEypKcGAAkog0ziw0A6TiczdtYCNxvCdb1RIPpdLBrnARrPTadd0tmm1WrFo0SI89thjKC4uxrBhw7BhwwYMGTIEN9xwAziOQ0dHB/Ly8kBRFF599VX86U9/wv3334+vf/3r8HjOdyD8OX2JL8igvSuEydUlmFkn1C5t7wohGo2ivTsMB2VGl5/BQ8/tw8hhBQnHq1SUcbIG+JbXD2NKTQnWLpoAk9GA2ko3TEbgB7/eLdAD58+vLC3G0VOdAACbzYT536jETzZ/gBElBVgwvQJ7mr7A4U/a8b36sWjvCuHoyU6MLx+If7mhHN+dMQYsF4M/yODjkx2J67V305gxpQw/3vSBQMubd4SfbvXjzfdPJH6TkmOaZlg0n+rE2kUTEKJZvPjOeQ06ytqz163AZZONxC9w2QCwyC8cKJJqAZSd2d3+sGz0drc/nPGgNVOHPeHCw2g04KU/t8DT2ftkJe4iBxZ8o6IPa0UgXJhQFhNMRiP2HDwjnYXdoq/Jeq7gsFsQCnNpNGUNsJPFCU2wmk14Y/dxsSZ4iwcwACtvqVGt7EInhbZu6TFwp5fGwAKynZ5AAOKLiN/55mh8fKIDRkN8126YYdHppfGdG0ej20+r6wS3muE3smntqqOH868LnXynDd0+GvOml+P2m8YgRLOwU2aEwhEEggwK8vrWX0AgZEKRk4JHxqa6iU3VhHynDb4gA8rqBGWzJBYx7TYTzGYj8p02rauoS4xGoCifwh92tQjGwPyiERfLPM+gFJpbxdWrV4NlWTz44IOgaRoTJ07E1q1bYbFYcPr0aVx//fV4+OGHMWfOHLz11lsAgEcffRSPPvqo4Dr8OX2JN8Dg939uSRuGv+zmcfjx5g8Sfz+0/Go8uPkDPLG9AWsW1kpGGUtpgL+x+wQWfqMc866rwL89uzfhAE8+f3H9WBTnU9iw7QBqyt2IxWJ4/k9HcMOVI7B9VwsMAO64aQxe+NNRPLfzMG6aUob/++grDHO7UJRP4d7H/47K0mLU15UlItGXzBqLD5rOJCK1U+sGABE2KnAmyzmmeYkV/joz68pSjnWguIDKeCCY57Dinvni+1hb6cbq+bXIc1gRDLKAyd4rZ3ZfRm9n5rAnXKh4OoM40xbQuhoEwgUPFwVe2iW2q/zfy+dUa1Et3UNZzXhj93HJBNi1lfHdb4T+J8Rwks8EiI9vQknjxb6GjcZkx8CkrRIIcYwGIzq9NN5vFDuhh7ldgvwXasASuyoifk+OSS4KEAhaECE2NWdxUlY8/dohUX+x7OZxGtZK31hMJmx8uVHUXhpaPNj8ShNWzstuXqK5E9xkMmHt2rVYu3at6Njw4cPR3Hw+kvi5557rz6ohzLCSHRUQH1hEWKGz+pnXD2PV/Fo89Nw++AJMWsdssna22WRE47F4cqO1v9ktcIAnn/8vN1Zi3ZYPUVlajAXTK3DgyFnBdRpaPLhzhiHx71uuK8c3rxqB1/72CRbXX445116GF99phtEI/Ne90/CX/3daEHEuVTcAKMqLO295Z/LwQXmSjulkiZXU6yQfu7xsgKRDOp2sjLvQjrWLJshKzgQVJoHpnNl9Gb2dicOeQCAQ9E44Im9XwxH5hM4EdaDDrKyzlQ6T56IFSovxQRWl1khbJRAyIxaLKTih1XWkkLYqJKrwPO5W+XkQCFKQdpqb+IMRkQMciD+Tp187hJVza4gfRwNC4fTt5eAxD0JZzks0d4LnMqGwvHM19XjjMQ/unDEGABAIyT8YXgM8zxlvVP5gBA+vmIIYYjhw5Cxe/esnAgc1y8Vw/20T0O6lwUQ4vPrXTwAINbiTXwajwYD39n+GkcMKQEc4TKgajBffaUZDswfhSDRtBtzkutWUu+FyWBPX9wYYNJ/qgNNuwZqFtfAHGPhDLOw2E6wWE4wG4PF7p55L6nkMlNWc0DXnJVakJnRKySl5PfJ0OKzy2+fTObP7Ono7E4e9HvAFGXR6WVgLhqPdy4IDo7t7QCAQpOmpXSX0DwFafswSVDhOUAfKJj++UTqeDaStEgiZQUc4BeeWum2FtFUhjMLzYFR+HrkImZtpD2mnuQmtEPRKM2T8qwXKig3ECa4aTrv87XFKaGTSYRaU1aT43eJ8GyZWDQbHxUXdQ+EIfrTp/cRWrfJLivDL5/cnHOFOuyVutGNAsgx8sga3PWkyFI3FcOs3R6OjiwYd5kBZTaCsJtAMB5phUeiyYtX8WgwooAQJXDZub4DVYkxEb59u9Qs0vn/+7F4AcSfxvOsqsH7rXoF++YLpFbhqXAlGDSsCE+Gwfuu+lHsqdEj3SXJKLtQrZ7Ya0dtKDvuLHaUFDQKBoG8U7arCcYI62DV0thLSQ1lMqCl3p90+bVNRQ5+0VQIhM2gF55XS8WwhbVWIkjNR7eeRa5C5WW5A2mluorzjjjjBtcCloMjgyrK9GLP69kWOg7KgttIteay20i2ZLdZuM2Pd4iuR57Sm/W5NuRunvvLhjhljEAxFElraQHzFaft7Lej00qifOipxfstnneCiMWzdeRiv//046qeOEmhw79xzAlazKXF+0ydteOb1wxhQSMFmMSEUZrF20QRQVhNcdgv+Y8UUvLnnBO59/O/4yeYP8P3H/44395zAf6yYguICGypLi7Bh2wG4i+yoLC3C2x+eFGRhbWj24KVdLYk68nV/aVcLDh9vh8ViEGVtlXJIZ5KcUglvVxtWza0R3e9MnNl89PbmB67DY6vrsPmB67B20QQMJIOCHqO0oEGysRMIBLvVLGtX7TpL4JUr2Cwm1FakeS4V6jpbCekxm4xYML0CNeXCZ8MHHZhN6g3jSVslEDJDST7R0QN5xd5A2qoQrZ9HLkHmZrkDaae5iZKzlSxOaIOdsojGvjw15W7Yqez6ceIEl4FjOdx9c7Wkc/XuOdXo6BI6aGvK3WjrpvHyX1pgNZtwz/xa0Xf5COutOw/j2dcPw2wxJJJV8hxs8WBkSQHGjCgWnL9zzwnUTx2FxmMeVF82EEtnj8W7e08COLddI8Ilzt+5+zgaj3nARWP4Z/NZmIwG7NxzAktmjYWdMstqH3V0h7F9VwsqS4vx4aEv0XyqE9+8agTchRTmT68AdU5+pPGYB6NLi0TXGFBAwWGzwJi0RlBb6cZds8fBGwij3RvCFx4fmk91IBKJCq6ZSrefwelWn6yRjkajcFGGXjuz8xxWDB+Uh8rSYgwflKfrSO5s6IsFjb7CYrHAYBAvUhEIBG1huHN2NcXhWlvhxt03V4Ph9BWhlSuYTUbMu17a2TrvenWdrYT0RKMxFBfYsOAb5Xj83mn49+VX47/unYYF3yhHcYEN0ZRgg74k0VbTjIFJWyUQ4ljMRtlFRItZ3f6T2FUhdqsJky4fjPnTK7Bu8ST88PaJWLd4EuZPr8CkywfDriCjeTGRS3MzvcNwrIJNJRHHWkDZzLLOVspGnOBaEApHUF9XJjkvqa8rQyicXU4c8lRl8IUiCARZTK4uwcwpZWAiUVgtRnR4aZxtC4JO0hSrKXdj6eyxeHDzB+jyM4kkksvnVON0qz/x3WR97IPHPLj1m5XYsG2fKEFlh5fGoGJHIiKbZjhBssloNIbfvfUxbrhyRELfO8xwgvOBuF5Oy6lOsNFYIgFnKByR1T66c8YYQTJL/lq3fasqIY3Cf87rhyfDRKKgGQ5OuwWPrqoDw3Jo+qQN9z7+d9AMJ7p2TblbcM1kgnQEP3zy/Yy2beldikRrlLWb1EvglYzBYMCYyy+H2aSfQS6BcKHg9Ufw+O//H+6/fSK+O/PyRP6ECBfFui3/wL9+52vAIK1rqT9CDIf1W/eifuoozJpaJhizrN+6FxtWT9W6irqEjrDo6A7j9d3HcTApcWlthRuzpo5CcUHPcpf0BH8gAjrMpR0DE4kcAiGO1x/GzLoyxABBOx1f4cbMujJ4/WEMc7tULJ/Y1WTCLIvbvz0GW14/LMiBVVPuxl2zxyLM6sfZmCtzMwLg80cQZsLpbarVpKt2mivQDIv6urh/Ldk/xvuriCa4NgRCLDZsOyA5L9mw7QD+belVWV2fOMFlyHNY8fyfjqbVYlw+Zxz+Y/nVsFNmtHfTCQc4cN6oeAOMSBc7mY7usMjxCwAGQzzbeGoCS97pzHJR7D9yFt+aPCJxzGoxic63UybceNUIPPrCAQCApzOIkoGuhD64FHSYFTnTeec4fy/qp47C9l0tsFrE0Q1WixEOygyT0YBndx4WrUCnXiP1b55kmZgeaYQTNEFp+6HS8b7EbDLh9+8eRXsXndV1Ki4twg1XlvZRrQgEgt1mQrefwb7DX2F0aRGYSBShMIujpzrR7WeIY00jAqEIaIZLmzQ7SCbKmmAwGPHa34+LxqENLR5EY8CSWWNVKzvPacX/vCPeNQjEx2d3zxmnWtkEwoWEzWrCui0fon7qKNTXCSfrj75wAL9cNUXV8oldFRKNGvDsG4cldzxvef2wqv1mrpFLczO9U+CyYfOr6W3qcmJTNcEfjOCJ7Q1YNb8Wd84YI8iV98T2Bjxw+9e1rqIucVBm2XmJXSI3Y08gTnAZImxUNmLaG2Tw480fSB7njYqScZFyIvPO3ysktG74pJW8c5h3ise3Cgi3xdaUu8FFY3j0BWGEdVt3KG3kNRDfFiL1wvkCcQc/H5GeXI/kMtu7aQwosMNiNqbdgpUc1S71d3K0OA+/bYs4wXOTApetVwlK1aK1M4iz7aGsrtFXCWNcDgui0RiMxr6RaOnLaxEI/QlljefNeGlXi2jRc93iK0ERTURNUHKS6M2JkivEYjHZcWgspp4cCsvJj4FZTrwTkEDQIzaLCZWlxZJzJ7UT2AIAZTURu5qElv1mrpFrczM9E+Hk38sIp5/3MpdwOSy4Z34tdu45IYoEv2d+LVwOffWfuYLRYJBNDG/MUvaWPFUZgrT89gcpKRDgXHIDyozTrT74gxH8+/LJaDzWhp27jwuczrWVcYdxMsnO38njhoqOtXfTAucw7xRfML0CB46cFZzLy7PwZfJO67KSAryz9yT+Y8XV2Hv4K0G9+DKkSJ7wxAAsmF6B9Vv3CspcML0C4QgHs8mgmGwj9f457RY8snIKgnREIBuTjNy2LV8wLkPDbwMscNmIw7wfyXNYcc/8WskM5EoJSi927FYzjEYDXvpzCzydwayu5S5yYME3KvqoZgRC/2I0AC+/1yIZoWU0AivmVGtUM31DWUyYWDUYI4cVJCIJ+UjGT7/oJokxNSIUlh+HKh3PBqUxcEjhOIGgF9hoDAumx8dlqU6UBdMrwKqo3Q/EnQXErp5Hy34z1yBzs9xBaUddkCY77rSAsppFDnDgfF++al6NFtXSPdFYVFamJhrLLhCDOMFlUIp8yndaRaurtZVurLilBpt3NGLfR0KndHL0NX/eoU/asG7xJJHOzejSYrQlOaNrK9xYMmssPmg6g607D8evUeFGYZ4NdeNLMKjIjsnVQ1F9mRsOygx/iBHIsyQ71++/bQIaWjyYWVcm0PiuLC3GspvH4ceb3hf91tSo78HFDpw43YX1d10FloudSxoQw4EjZ3H8dBfWLLxCMdlGahR8vjNuiH/4pLh8HqnIeqPRCD8dw8YdB0TPQklHnNC3uAvtWLtoAjq9NLr9IRS47CjKp8gg6xyeziDOtAW0rgaBoBl0JIqGFulImIZmD+g0i8sEdTEbjfjuzMvx9GuHRJGEy24eB7ORJMbUAodCQial49lgV7g2SRZFIPDEEI5wmFJTItAube+mEY5wSN2p29eEWXm7Gmb1ZVcdCtvklY5fbJC5WW7gUFAHcEgoABDUh2ZY2Qh9ogmuDVazCW9/eBKVpUUiTfC3PzyJxfWXZ3V9fVmBHqIUhm8yGrB20QRB9LGdMosc4MD51fhfrZ6KKGIwGgzgolGMu2wgtrx2CPtTorhXzK1BLBbFY6vrQFnNOHqqAz/49e5EZHRtpRt3zR4HgwGYXF0iMGS+IIOWzzqxekGtyLleWVoskFLh6/Vf904DRZkRjQIjhxUInMmp0iS1lW4U51NwXOZWXFlOtwUr1amevCWrp9u28gsHYuOORtF3stURJ5HlvSPPYYUJLDxfnMbAkio4yD0jEAjnIBFauUmY5dJqqD7zxiEsqdePhmou4XRYML7cjYMS49Dx5W44HepNmtXeikogXCw4KAv+9MERjBxWgAEFVOJzT1cI//fRV1g+V91IbKVdGXrbtUFZzLJ9F2XRt/uD9NzaYDTI+ziIyqU2KPef0jn0COpCUWbccu1l+LzVL/jcXWjHFRVuUEQTXD0MBsiG4ccAMCyH5HkAw3BoPNYmeb2GZg86rw3jwaf+kfiMjwi/Y0YV/EEWTrsZeU4rrGYTuv1hxGJADDFUlRbjsTV1QMyAaCwGymqCy2FNOGVTHba1lYOw5bUmUTR6qpQKX68YgAH58Yhp3rHvC0TAsByaPmkTRLDzTu48B0SLAMmO4nRbsKSc6smO83Tbtu5Ot53PZE+rPd5bHXFPV0iyDiSynEAgEHqPUnSp0nGCOnDRGD49040HvzcJAwooQWKgjdsbwKm8nZ8gjbvQgRVzq7H51SbReGT5nGq4Cx3qFW6IyY6BYSDvBIEAAJEIh+/Vj0GnLwy7zZLoP8dXDMS1XxuGSERdJ4rSrgy97doIR1jMmloGgwE4mBQhP74i3neFI/paFCBz2tzAbDJg/vUViMXE7+X86ytgNhEvuBYo959EDlALBuTbEWE4vLSrRbDTqbbSjRVzqhN+y96iL6vYQ0xGI97dKx2G/+7ek7j9pjF4/MWGhEOXdxLLJZ00GgxYt3gSjp7qxM7dx9HQ7MGmVxqxdtEElA6JO2o9XSFs2HZA0nH89ocn8c2rRmDDtgOoGlmMlXNrEGY4fNURhAFIXLdqZDFW3FKDBd+oBB3mBHIlQPwFKsqnQFlNoBlOoLWdl+JcH1BA4etjBouc3JlESvNbsFKj5ekwi4funiz5Pf47Hd00znae/11rfvU3VI0sFhjtMAvAZMYPb5+YeDap2utyOuJS+IKMaLAAZB9ZTiDoGYPBALvdDgOJHtQ1FrMBtRVuya3btRVuWMzk/dCCcITFQ8uvxjOvHxY5PB9afjVCYaJVqQW+IAMuGsPkcSWYOUUos8BFY/AFGdXGI2aFMfB3Z2a3FZVAuFgIhiNw2qz4ojWAAQUUmEgUYYZFezeNgfl2BMLyOZKyhdhVIcEwC4PBgKurS1BfJ+w3DQaDrnackTlt7hDhoqAZTvK9pBkOEZJsWhOsZpPszhGrmTjBtcAXZLDplSaRXWto9mDTq01Z913ECS4Dy0Uxa9plktm2F0yPr+TxDaZ+6ihs39WChmYPotHzf6dCMyzWb90n0AhPjlZu94ZwxuPHjZNGYOaUsoRTly+nsrQIO/ecSFz/yR2NuOnqMjx2zumefN1NrzRi/vXlWL91nyDx5brFV8JoAD79ojtxHSmtbUDoEE+mJ6vK6a6hxNY3D8sabZrh8MT2g6LFgtRFiHS/LR3d/nCfR5YTCBc70WgMRpm9fHa7HWPGjMn6OoQLG5aLYd71FYjGxNGl866vAMeR6FItKHDa8OSOJmk5lNcPY6XK2/kJ0gRCETz16qG0k7NV82pUG4+w0ZjsGJjsDiAQ4uTZbWjtDOH9xjMiuzbM7cKgInWjbYldFZLvsOJ/3m5O228unzNOg1ppA5nT5hAxA17/+/G07+XSWUR2TgsiHCe76y3CETkULejopmVzXXR008QJrhZcNIb1W/eifuooURTM+q178eg9dQDiDWbW1LLE91L/5knWwU51nnsDDFo7g9jyahP2fSydUJO/7vZdLYnrNzR7cMu15YJzkq+bfIxmODQe88BgAKpGFqN8eCEK82xptbbT0R+rykpGu9NL49mdYid56u/v6W8DlCPHexpZTiD0JS6Hpc8cxX3pcDYaDXjpzy3wdAYlj3OxKOgQDcpOwWSQTrLnLnJgwTcq+qQ+hNwkmqFdJfQv/PhAinhiIDIJ0IJQWD5hk5oRjaStEgiZwXJRvLSrRXIREYDqTlfSVoVEuJhsvxnR0aIAmdPmDtGY/HsZjennvcwlgjSLDdsOSPafG7YdwPq7rtK6irrEr3LfRZzgMoTCLGiGk4zo5o/zMBHhFpbUbixVBxsQOssDoQj+8G4zlswai1GXFOLVv34imJTyTl2+nEhSpu9AKII//eNk4pzk6/qDEfzvhycFkekHWzyJbTgWi1Ggx50J/bGqrPRi+0ORtHXgf3+q1nimKEWO9zSynEDoS+xWs6LDORPUcDh7OoM40xaQPMZFOQQDQTicLExGsrVMr/TErhL6DyWbGwyR56IFWj4X0lYJhMygIwqLiCprgpO2KkS539SP45fMaXOHIElgm5M4KLNs/2nPMgEjoXcoabHbstRqJ09VBgclbxiSE3jxSSZ5hhQ7sPmB6+ANMLBaTOC4GPxBBvVTRwk0q5lIFDXlbkRjQEOLB1teP4wpNSWi6G3eqc2XU5R3Prp5UJEDzac6BNHnvLPcajFKRqbzq1yDix0Y2MOkGP2xqqxklCmr/KvrtFt6HZFe4LLJZm/uaWQ5gaAGcg5nAiFXcSgMJpWOE9RByeY67OS5aIFL0YGh3nMhbZVAyAw6LO/kDisczxbSVoXYFZwjekp0R+a0uYNSOyTOVm2wmIzyORVM0ruXCepCWeS12ikLcYKrRp7Tgmu/Ngwz6kbBYjImEjtGuCje2nMclNWEW2+sxLHPuhIyJ8D5pJM0w+EPrx0SNKpUzeo8hwX1dWUwnZMk4B3Wb+w+IYje5p3lR091oqbcDbPZmLjeJ6e7UD91lCA6vDjfholVgxP1So1Udzks+Ko9gBEl+fjC44M/mD65ZSrZrirLJdRs94bgCzAIBFn8+l+nwdNFY+P2BnT5zyeVqa10Kw5w8p290yEH4hrm98yvldQ8701kOYFAIBDiUBYzptQMxTVfuxQDCigEaRZOyoy2bhp/+3+fgbKQYYkWUFYTxpe7cVBisDm+3A3Kqh+nQS6R57JiYtVgjBxWgNGlRYJtup9+0Y08l3rjEbvVLDsGtisEIxAIekF5EVHdaFvKqmBXddZWbRaTbL9py9J5ciHBz2n/efQsivOpxL3o8NL42ujBZE7bj9htZlw9biiunShup3/d/5kguJLQf3DRGBZMr8Dk6pJEYmM+Yeklg1wk/4lGWC0mfOcbFZhSI/1crMQJrh4D8u34zg2jsemVJhxMcmTXVrix/JZqvLnnBK4aV4Kra0rwk00fxI+dc5QCiDtRW6T14eqnjkLzqU4U5tnwk80f4O45NYlzKKtZFNntOucsf/vDk6ivK0NbFy2QWLn/tgmJiKGacjdOfeXDHTPG4MHN8XolR6rXlLuR77QiwkaxeUcTvnnViIRTPl1yy2SyWVX2dIUEhtgbYPDRiXZcMXowolwUT7zcKEpK8NDyq/Hg5g/Q5WcS99dmNam6su0utGPtoglpnfUEAoFA6DmxGIfbvz0mrV2NxYj2tBaw0SiW31KNTa80iWzw8luqwUWjMt8mqMWAfDuWzh6LJ3c0iZJTrpxbjQH56iXcM0ajsmNgI5kYEggA4kFTcnOSPKe6TvBYVMGuRnVmVw0x2X4zGtOfPfug8YzAJ1Fb6cYVowdrWCP9YYpGcceMMaIk5Px7aSI2VRNisVhcoSE1RZYhni/H5SDPRQvcRQ6wXBR/2NUiadfcRY6srk+c4DK0dgaxOWVAAcRlSza/2oSls8bi6dcOo258Cf59+dUwGg0JR+npVp+sZvW868tReWkRfvvWx7jhyhECJ3U0FkP91FGJ6O3aSjeK8mzwdIYwclgBNmw7gIdXTkFlaVHCeR2LAWazUeAYrywtxg1XjkDzqc5ERHhtpRvLZlfjH4e+wPZdx0AzHBg2mog655NbLp9TDW+AkXT+9jZS2hdk8FVbAHsOirOnlwx04av2gGRSmWdeP4xfrqpDNBYT1EXtaO08R++jyQkEAoEgxmg04ckdjWnt6spbatJ8k6AmRoMRW3ceRmVpkSgx0HM7D+O79WO1rqIuafeGRBNmID422rSjCd+/tVY1R3jUaMRm0lYJBEWsZhMWTK8Azklb8tRWuLFgegWsZnUjjw1GEzbJtNUVOmurJqMJG1OCqoDz/ebKefq5H74ggydeEgfl8fP93kqHEnoOZzTiyTTv5ZM7mrBKR+9lLmE0GGC1mPC+hH9qwfQKGA2p3nFCf9DuDWHTjibRDtWGlr4Z/xInuAxBOoIjJzswf3qFaDvVzt3HwUVjCfmSaCyGIheVMCRKutjRaCzhwJ41bRSaPmkDEG9wTZ+0YXRpUeLvGVeX4Qe/3p3QEa8pd+PDQ18KVreL8ymEGVbgGOed7ddPvATd/jBGlxbh6KlOfP/xvyWuBUCkGd7Q7MHpVj/Wb90HAJLR4b2JlPYHGdns6XfcVCX5vcZjHjAshxFDCwSfuwvtuHfheHR0BRGJGuFykGhtAuFCxuWwIBqNwWjsmwFHX16L0DeEGFZSdw+I254QQxIDaUGE5dD0SRtGlBSIjjV+0oYIq7NIwhzBF2DSJtw7eMwDX4BRzQkeYljZMTBpqwRCnG5/GD9/Zi/qp47CzDrhIuLPn9mLx++dpurchFZoq7TO2moozMr2m3pKFNrppWXHXJ1emsyb+4lQmEXzKRmbqqP3MpcwGg2y/qnlc8ZpUS3d4wswkhKNQN+Mf4kTXIYQzWLtognYueeEaDvV2kUTEll8mUgUX7QG8NybHyWcxUr6cCwXTTiijQYDdu4+Lozivm0Chg10oW58ScKpzZfNn8MzvsKN/zvyFcqHF4oy29osJpQMdMEXYBJObSlSNcOT/05eLQYgcnwPH5SXOFdO7zsUls+eDoxJW79ASNow2MxAl+cUqqqq4HBkty2CQCBoi91qjg9G/twCT2cwq2u5ixxY8I2KPqoZoa9I15dnepygDsFQJKPxDqF/0bK9ZDoGJhD0TiAUAc1wojlY8nE1IW1ViNL91tM4w69wL5SOE/qOEE3GWblIOBKV9U+FI/qTT8oF1B7/Eie4DHlOK/7nnea0K0N3n1sZ4qVMkp3FcrrZfIJLHrvNjPtvm4CjpzoTDu/BRQ4MG+RCvsuKy8sGIBCKwGY14+jJDpFTfOaUMryz9yQmVg3GD2+fKFhVpGwmNJ/qgM1qwvzpFeciAsQRXclyLFJ/NzR70NFNY+ubh0XyI7zj39MVkpQn4Y8rRSLQMiugTjt5VQkEveDpDOJMW0DrahBUQCmpsdJxgjoUuGx48V0SCZNrKI191BwbZToGJhD0jtNuAWU1oX7qKMkIT6XAqGwhbVWI0v3W05ySsppl3029JU3VEjLOyk0U/VM620mTK6g9/iU9nwwsF5NdGWK5KGrK3WjvplGUTwGIO4u7/WEMH5QnqVmdGsnNR3H//p3mxDm1lW4UF8Svl6pL7aDMGDpwEvzBSMKIvbvvJGZPuww/3vSBwDm+bvGV+PDQl3jx3LX5lcZkJzr/ebJTPvVvnrOdQZFTn3f8r1ko/q3Jx9cuOp+4Mx02q7Tzo6bcjTxn+q1aRqMRYRboaPWRJJYEAoGQw9gsZtSUuyVta025GzYLGZZoQURhvBPhSGIgLchzWmXbi9zYKFuUx8DknSAQgLhza93iK/HSrhZRhOe6xVeiwGVTtXzSVoXYbfLjDLtNP+MMh80k+246SOBBv0HGWbmJkn9K6ThBHdQe/+rHCvQCuchkAPAGGCyYXoFwhBMklOW3YSXrZvsCETDnNDd5J3RNuRvzr49/n7KaQDOcYmLHQUUO2G3mhOTItNphOFJkx/qte0U630YDMHpkseAzAIkkmIDYKS8lt8KTTlm3oTmuy5MuESi/MFCUT8lmTy9wWjGxajD2Hzmb+Lym3I1V82pkNX8GDL4Uj//hYNoIdAKBQCBIYzAYYLH03wAvGovGE4gBgoENn4AmGiPbDrUgqLAlOkiTLdNaMCDfjpVzq7H5lSZRwr3lt1SrpgcOKD/zEHknCIQEb/z9E8nEwm/s/gRrFl6hatlKbVVv/bchGpXtNw1R/YwzLFYTXn5POvrYaATWLKzVqGb6g4yzchMl/xQf6EroXwbk27FqXo0oyXEmvsFMIE5wGVwOecdAnsOKvYe/xKt//QTfTxrgJG8t4iO5fUEG/2g6g9GlRShbeEVicLR+615UjSzGr9ZMhdFoyCiCOTk6/HSrDxtfbpQ8r6HFg5l1ZYLPGo95sGTW5fj6mMFw2i2wU2bQYRYP3T0ZdpsZLZ914vgXXbj/tgmCQdynX3SjMM+WcNanoqzbE0kbHT++Ii7p8swbh3DXzeNwx4wq+IMsnHYz8pxW2Zc8zALPvNkszohOsl4TCISLmL5K+mm32zHm8ssRYZg+qJUy0WgMXDSKuvElAmdBh5cGF40iGiWRMFpAKUSDUWl2ahHUxRdk0OWjMbmmRJBwr8NLo8tHw5WyW7AvUXrm6XbvEQh6o8tH44YrR0hq/dbXlaHLp27yQaW2qrf+O8RG0eUL42qJfvNsRxCFeepG5ucSIVohGTnNAvn9XCmdQsZZucvSWePwzOuHRItmS2cRiRotGTLAiXtvrYXPz8AfisBltyDPJe8bzBTiBJfBTpkxvtwtmZl0fLkbrZ2hhNQIr6EdlxLpQHEBJRjwdPvD6Z3VzR4YjQZBgslMUUr+kZrwEgDCDIfK0mKJswGL2YgndzQlfhcQ/01LZ4/Fi28fFUSRJ6Os2xNfUHAX2rFmYe3/Z+/O45yo7/+BvyYzk8wke8ESTpV7F7nWRfH4fgWt4vFtkcMDqrXqr2qxoLa1ar/Wau1hrWc9UL9erVVLFbFabP3WSv22Wk+oK6AiCwgoirDsnWQmxyS/P7KTzSSTbDabJWF5PR8PZXfmM5/Pez7vz2cm+9nsBLv2+CyPdLntyfi740ORKK45/yiMHp7bi8XOQCRtAdxkvgOdi+BENNAU6gNEq6sUnHvqJOyv959IogOrX/sEY0dVYnDSuyv2tmp454MvcfG8KfspEkrmksUeHlPDH86KwRcIYcXfGm1f55jvauyv1zh8dBFRbqJRYPXrn2R81u+l86f2a/ucq1YCBKx6dWvG/ujvfJSSnj8klO8+3l9Ul9zDY3r42I1i8AVC+O2LH2LiYYMsvzT7eGcrfvvih7h0wVSuJRVRdYUKVYqhefdWjBtxONzuwvwF5MF1V+wlPRjBGbPGIYb0P9s+Y9Y4iF3vwjOfoZ38KJEp46otEyYajeHGi49J+0AK813V5k2oMxBKPOok+Z3avoD9s657+vCP1A+4zHZMZyCEB5/bYPsi7pEXPkDt6EGYNHpQ2nH1tfHn8mR91EnS8/A0PYIf/8+btjH0duG6pz8d4s2dyF6ZWy7Yu4mpOArxAaLGfn78iE8L47/+I/0dc0fUxO+fPl6zi0IQkPUxNQIvE0URDBmZf9Hf2ISgzV/mFYogxHoYE/yrDSIAiMayP+s3GuvfucK5alXsfJSSnj8klAuv+0soEsG8rr/QT52n82aNQyjCD2AsBi1oYOO2fRg7qjJt38Zt+6AF++91FhUPF8Gz8AXCuP2pdZg3e3zaM95uf2odvvf1Gaiv8eJb86aiuU0DgMTzvjv8IWze2QKPKsMpi3jiLx/hnY+sz7pO/pBKjyqjqU3L+kGa5jPDk591XVnmyrj4bPcBl6kL0snafcGMfzK1fksT5s+O/0Igtb4rF9WjukK1fdSJ3TPOC/lbabfCmztRPlSnVLB3E9ccNginHju6QJHRQFbmltEZCOM/p4+Mv+jvuq82t+sQBKHHx5BR/2j3hxAMGzi+zvqYmuZ2HcGwgXZ/CCO9xY7y4OPXs/9QHOhhf1+0+0IIhQ0cn/LoouYOHSGOCaIErYfPkOppf1/1OFd9B9dcLXY+Skm2dYJsawJUeJ3+7OtKN116XLFDPCgFwxH88IKZ2Ne1lmfyVqn44QUzEQwfPNeLgwkXwbPwqDL0kGH7+A8AGFbtxsTDBuGae19Le062XwvjZ4+9AyB+kzn/9MOx+dNWtPniz11N/pDKLZ+1QlUk3PN0Q9pNKvXDLFOfdV3udmZcfD7npBr87LG3LduyfehmLo9WOXRYGR784UmJd6onvzM9+YNA7fYn92s2vVm4LndLqK/x2i7e8+ZO1LNCvJuYH0BLuXLKIl56YzvGjqpEdWX341Ca2jS8++GX+M7Z04sY3cFLdUm48aG3MG/2+LS8PLb6A9x+5awiRnfwUl3ZX6YrPezvU9uKjBsf7hoTSY8uamrV8NifPsDtV87ut7aJDiTFfiY356pVsfNRSrKtE2RbE6DC62ldya1wWa4YqjwuGEYMb2z4wvKXd0fUxP+SpsrDtaSBqOizLRqNYvny5Xj22WfR2dmJmTNn4sYbb8Shhx5qW761tRW/+MUv8Nprr0EQBHzta1/DtddeC1Ut/CJMT7893barzfZClvoO7IbNTYhGgRsvORY/euCNxIL5+i1NOOfkifiv48ZAD0Zs2zHLzZ89zlJfc3v8t1XlbmfGxWcA+PX3T8i6IJ2sp8XnMreMQRVK1jrKc/iQpkL+VtolAZecUYtH/wze3ImISlxAD+P04zJ/gFhPj7ii/uGSJdSOHpzxNc3B9kzZUqG6sj+rXe3hg7b6wiU7ehgT6Y/bIzoYKc7sz+RWnP17/ZRFAYePsZ+r9TVeyOLB9Twrdw/PXnYfZM9eNtcJWjt0tPs0VJapPf48T4WnOLPfzw+mX86UkhiAZ9akf/bK+41NEABcdibfnDMQFf2nmgceeAArVqzAr371KwwfPhy33347LrnkErz44otwOtMvzldeeSU0TcPjjz+Ojo4OXH/99QgEArj11lsLHpv529NIxIAeMuDv+lRSl1OELImIAbj8nDoMrlAsf3rmrVTxqyfWWupav6UJAX1i2gdLypIDTa0BuJwSHrj2JATDEaz9aA/++H9bLe8u96gyLvjqJKxcswV6yECnP4zNO1tRN2EIPD3cxKIxIBKJorldR0uHBpcsoTMQhOqyLoxXlrlwfN0InHjkYaiuVBDQI/AoEva16/jHvz/FsEFutHXq6PAHUeHpPi71OeY9LbYX+rfSzXs+xfe/fgT8upFzDEQ0sBXymed8dnrhxGIC/r72U5wxaxwumjvZcp/5+9pPce5pk4od4kFJD0Vw3pyJuPycOmjBSOL1juKS0NIagB7in4MWQ5nbiXNPrYFDgOUv3uprvFh8Sg3K+vF1TjBs4PxT7MdEW1sAwTCfk0kEAOUeJ75xWi0cjvQ35Jx7Si3KPf3780jEiOIbp9VgycJpCEWiibkqSw74AkFEjIPnGdgAEDYMnPOVifj6KROhuOTE6wwtGIYRie8/2GjBCIxoDIIgIhqNQQtG+HPyftbeGcSys6YCgiNtXQmxGNp9QYwYUlbsMA86oXD2z14J8bXOgFTURfBQKITf/OY3uPrqq3HiiScCAH79619j1qxZ+Nvf/oa5c+dayjc0NODdd9/FSy+9hPHjxwMAfvazn+GSSy7BVVddhWHDhhU8xkjEwP2rNqR9gMGys6dDEgT8a731Tyfqa7y4ZP5UKE4x7REpvkA47YMlkx+bYn6AyfTxQzDx0EG49Ym1iTrCkSiOnToS40cNwi2/exd6KILX3/8CI4eUIRg24AuEcdOjbyfKJz8OxdxmvtPur2/twIVzJ+O6+/+FsaMqLc8Y/+Z/TcYDz6Wf79KzpuOdTV9g7YdNmDdrHH77zodYcmYdANguZifXaSfXR6fkIhqNwiUBg4aW9/pYIhqYCvXMc+8gNxafUlPAyA5ughDDeadPwiMvfJB2n7l0wVQg7ZMnaH8wYhEMqlKx/Nn1tq93AsFgEaM7uA0uV/Af00fijJRn6A8uV3o+uA+isQgqKzOPCS3EMUFkGlTuwn9MG4kzjrfO00Hl/f+n9A4RqChTMv68GokeXIs4ejiCodVqxv7w6aEiRrf/7d7ny9gXXHTdf6rKJMQER8ZcVHmK/t7Ug1IxP3uFiqeof8v48ccfw+/347jjuj8IoKKiApMnT8batWvTyq9btw5erzexAA4ARx99NARBwL///e+Cx7enJZB2oQLi7+q+f9UGGEDab44aGpvw8Asf4PJF9Wn1OWUHQuFo4vvUx6as39KEZ9Y04rO9Puxr0zBv9vhEuQ1b9+Gh5zdClgVcPG8qPt7ZmigvCAI+2+tLlAfi70R4Zk2jZdv6LU1Y/fonGDuqEo90xWg+Y7wzEIJfC6ctgJvHPfDcBsyoGZaoY/SISty3sgHvfbwn7bEmyXVmU+524pCh5agdPRiHDC3nb6SJqODMZ57n+19fPzSUrCSHmLYADsTvM4+88AEkB/8ctBjKlPQFFKD79Y5H6d8FV7LnD4Rx/3MbcP+q9fjZY+/gV0+sxc8eewf3r1qP+5/bAH+g/x4f5HZlHxNuF8cEERB/Q9PyVfbzdPmqDT1+5lJfyaKUda7K4sG1uFauurL2R7l68Dzjd29r9rWMvXyNu/84ss9TOA6ueVoqenqsXH9+9goVT1Gz+uWXXwIARowYYdk+dOjQxL5ke/bsSSvrdDpRVVWF3bt35x1HLBZDIJB+EwjoYdvnNgHxC1amT5dev6UJF82dbNlmLnib7wQ335V9+1Pr0o41n/9dXalYyukhAxfNnYwJh1ThsdUfJMqHjSiqKxXLh1ml1pW6beWaxkSMDZub0Nqhw4jGsp5vJBJLq+OM48fZljfrFNG/vz3TNM3yL5WG3uTF7XbnXG+muZosFApBVVXEjCiMPr77xUD8l1bRWN/qKlQ9B3JMUSNq+bcUYsqFWxUL+jiUaDSGUCiIWCz/dzwLggBFUWAUoJ9iXfkIBnuOqRBzNRQxst5nQhGjxzlOhacFIz2+3mFe9j8t1ENeQvZ5KcRc5ZgofXwNXBr6MldynavZXv9yrlqxP7r5texrGX4tjIDr4OiLVPv7Z1WOy9LkkrM/q90lO5iXIuuPuVrURXDzRFKf/e1yudDe3m5b3u454S6XC8E+/KluOBzGpk2b0uutGp31uGy/2deS/nTCXMj+2zs7cHzdCNx91Ql4c8PuxMJ2KvPd4hUeJ2pHD7KU0/QIOgMhy3F60LC8w9yuLrttyTG2+zQIQvbfhPmTPrDMrCNTu2adTZ/vylpnoezYsWO/tEO9k0tejjzyyJzryzRXk6mqiqqqKgRDIQT8fbtphbr+ZDIYDPaprkLVMxBi0nW95GLKxhGrhMMh4Im/bMDuJl+fYhp/SBXOPOlwKAV6V21Q1/vcT8Gy+MuAL774oscXF4WYqz3dVwNaBJt2b825HSqMnl/vMC/FkG9e9sdc5ZgoHXwNXFy5/LyYaa7kOlezvf7lXLVif3Try9g8WOyvn1U5LkvTkJETsHhO/LGXqY+pWTynBhEjik2b0j90mPa/Qs7Voi6CmwsBoVDIsigQDAahqunPk1YUBaFQ+iM2gsFgr35Dl0qWZUyYMCFt+5627H++5lEzf7p0mVvGf18wE07ZgY93tuJv7+zAtxdMQ5kiYF9HxPYTvE1OOf6UGj2UXk5VpLQPqHK7JAR0+1jNuuy2qUp3+ivLVBjRHt4FmFTerMOu/uQ6h4w8PGudfaVpGnbs2IExY8bYjhkqjv7KS6a5msy8RricTrg9+V8XAMCpxH/p5nK5+lRXoeo5kGOKGlHoug5FUeAQ7a8bpdxPbb4IWnx9+8uWQ6MCHA4BT//tY+zpw5+g1h42CKcfNxaKosDt6VtMrq5fLI8cOdL2l8z5yve+6lYljB3Rv/cNStfz6x0J45iX/W5/5CX/18AcE8XG18ClIZefF/trnubW/sE1V9kf3fbH2DxQ7e+fVTkuS1NTexjBsIHj60Zi/mzrZzrEPwBcxuGHMy/F1B9ztaiL4OajTfbu3YvDDjsssX3v3r2ora1NKz98+HCsWbPGsi0UCqGtrQ1Dhw7NOw5BEGwX0d16IOufR6gZnhFUN9GLMreM0SPK4dfC+MqRh6CybHzimdeDEEJ9rTftWdrmsc3t8XdKNrVpafu0YNjyHPH6Wi/8ehjN7bpt+eSyyduS26mv9WJQhYJQxMh6vmZ5s476Wi9aOuzf1WnW6d5Pz/lWVbVPvwih/lHovGSaq6llAEAQHRD7+HxhsetjExxC3+oqVD0DISZHlrwcLP20r03Hnub8/3x9+CBPwWISun4h4XK5CvpDQKa56glmv696VJnX8iLo6fWOW2FeiqEslD0vZe6+5yXf18AcE6WDr4GLa3/c17K9/uVctWJ/dONrrp7tr59VOS5LU1lEw+/+sgljR1VaHi3c1Kbh3Q+/xLJFdXC7+UvmUlDIuVrUD8acNGkSysrK8M477yS2dXR04KOPPsLMmTPTys+cORNffvkldu7cmdj27rvvAujdn6nkathgN5adPR11E72W7ean+IpdX6fuu/ycOnir3Bk/9LHc7cQVi+pRX5t+7OI5NTh0aBkOHVqG1a9ts+xbsnAawuFYYnt9jReXzp8GUUBa+fraeF2pdcybNQ7bP2/HpQumYvnKBtTXenHlonqUu52orlBx+Tl1tuf07QVTce8zDYk6du5ux5WL6jFj0rC080iuk4iIyDR0UPb76tBB/AGgGHp6vTNsMPNSDN6q7HnxVvVfXjgmiHJT7Psa56oV+6NbsccmdeO4LE3VFSq+vXAaNu9stXyw8eadrfj2wmmoruAC+EBU1HeCO51OnH/++bjjjjswePBgjBo1CrfffjuGDx+OU089FYZhoKWlBeXl5VAUBXV1dZgxYwa+//3v46abbkIgEMCNN96IBQsWYNiwYf0S44ghZbhi0REI6GH4tXD8N6aKnLhQff+8enT6Q/BrEXhUCeUeZ06TxVul4przj0Jrhw6fFobiFOGURUgOAR63E6GIgduvmAW/FoFblaC6JIiigOpKF2665Di4VQmKM/6+wkOGVwAAfv39ExIxVpa5Ets6A/H6BUGAgBi+vXAaOgNB3LLseFSWuSyL1cOrPdZzUiQoLgkd/iB+ftl/wCEIEEUB3/36jMRx15x/FNp9QUvbXAAnIiI7I4aU4crFR8Cvdd9XParMH8aKrKfXO1QcI4aU4btfPwK+QHdeytxyvy6AJ7fNMUHUs2Lf1zhXrdgf3Yo9Nqkbx2VpSqx/+ULwaWGUqTLKy3Jb06MDU1EXwQHgyiuvRCQSwY9//GPouo6ZM2fisccegyzL2LVrF04++WTccsstOPPMMyEIApYvX46f/vSnuPDCC+FyuXD66afjuuuu69cYhw12IxAIYNPurRg34nDL2/CrK9S8J0i525l1sdi23qrs9eWyDYhP9mztpradrXxP50FERJRs6CA3Ai77+yoVT7bXO1Q83io3PM7i5IVjgig3xb6vca5asT+6FXtsUjeOy9JUXaFClWJoTuSFC+ADWdEXwUVRxDXXXINrrrkmbd8hhxyCzZs3W7ZVV1fj3nvv3V/hEREREREREREREdEBrKjPBCciIiIiIiIiIiIi6k9cBCciIiIiIiIiIiKiAYuL4EREREREREREREQ0YBX9meDFFg6HEYvFsHHjxqzlYrEYAGDr1q0QBGF/hEY5YF5KU2/y4nQ6UVtb22Oduc5VRVEwceJEDPJICOp9GxMeJf57wkqPiICWf12FqufAjknC4LIKZBsO7Kf9H9MgT/xlwK5du6DretayhZ6rvH6XJualNBXzvsoxUZqYl9LT25zkMldznaf5tD/QsT+6sS+seE+lVMxLaeqPuSrEzFoPUg0NDYjFYpBludihEB2Ucr1Yca4SFRfnKtGBgXOV6MCQy1zlPCUqLt5TiQ4MXAQnIiIiIiIiIiIiooMenwlORERERERERERERAMWF8GJiIiIiIiIiIiIaMDiIjgRERERERERERERDVhcBCciIiIiIiIiIiKiAYuL4EREREREREREREQ0YB30i+CbN2/G5s2bix0GEfWAc5XowMC5SnRg4FwlKn2cp0QHBs5VogPDQb8IHgqFEAqFeiwXDAbx73//G8FgcD9ERbliXkpTf+SFc/XAxryUJs5VSsW8lCbOVUrFvJSeYs7T/mr/QMb+6Ma+sOI9lVIxL6WpP/Jy0C+C58owDMu/VBqYl9JUzLxwTJQm5qU0ca5SKualNHGuUirmpfQUOyfFbr/UsD+6sS+seE+lVMxLaeqPvHARnIiIiIiIiIiIiIgGLC6CExEREREREREREdGAxUVwIiIiIiIiIiIiIhqwSmoRfPv27aivr8cf//jHjGVaW1vxgx/8ADNnzsTRRx+Nn/70p9A0bT9GSUREREREREREREQHCqnYAZjC4TCuvvpqBAKBrOWuvPJKaJqGxx9/HB0dHbj++usRCARw66239ltsTW0B+AJhuKpGY29bGJ5QAN4qd4/HdQZCaO3Q4dPCUJwSXLIDRjQGIxqDU3JAdAjwuJ0odzstx7T7guj0h6C64ukRBMDllIBoFHLXtk5/CH4tAo8qQXFK6AwEobpkVJa5EvU1d2jxcoF4OVkSETYMyKIDESMGIAZJjG+TRAccAiA6HGjz6XDJ1rY7/DqcknWbLDugByPo8IehOkUAAgQhBlkSEY3FIDoEdAZCUJwyJFFAuz8IRZbgdIoQEENbZxBuRYbiiscvSyIcggBRFFDhiZ9HZyCElvZ4H6queB86ZRHeQfH+D4SAwcPH45PdAZSpYciSCCNqIBoFIAAuWYQoCAhHDSAmoMMXgqpIcMoigBjKPS7ooQh8gTD8WhhlqgyPW4bDIaDTF4JPC8OjylCcIhwAJKeIgBZGZyAM1SlBcYko6+rvdl8Q/q7yyXkwc2ruUxXJto7UcWCOndR2UrdLkgMBPQxfV57LPU5UV6i2bVeWuXKOVXXJkKV4Dt1KPG49GO+r5ONS25AlEVqwe76oegDDBvc8Xwohda46fT4IQgxOl4RQyIAWNKAF4/3kkrv7PTFXNGsfps6h1HHjD4QRCEbgdkmAICAWi0GRRTgcAiJGFHrYgB40UNY1hkIRAwE9krHfA3oY5W4nwpFoV5zxcqGIgU5/GHowjMoyF/SQkRivilNCMGLAFwjDrUjxdsLRxJxRnA4AAkJhA4FgBKpTglN2AEIMokOEFowkcqc4RTidou34UVwSpK45Xe52IWzE2yxzy5BFER3++Hwu88iJ45MFI0CVdzQ+a9JQ4YkmzlFxSvHrgy/YNc7kxHiJ93+4azxKcDlFiALQqYVQpnb3kxlbRyAE1dl9nZJEEYIQzxeArH2cPP/s2PVFR9d12iEIkCQBLpcETY/PEcWVfj3LVF+ZW4ZTFuHXwmljMFscybFnGsPZzsevhaEFI0WZq0R0YNjTEkBAL849nehAUuy5Uuz2Sw37oxv7wqqY/cFclCbmpTT1V15KZhH8vvvuQ1lZWdYyDQ0NePfdd/HSSy9h/PjxAICf/exnuOSSS3DVVVdh2LBhBY9r9z4f7l+1Aeu3NCW21U30YtnZ0zFiSOZ4m9o03PdMAxoarcctnlODYNjAS29sx8ITJ6C5XcfQag+8VWr8mJUNaNhsPWberHH461s7cMn8qWhq9qPM48IN//Mm2nyhRJlLF0zFdff/C2NHVeKKRfWIGlHc9+z6tLgvXTAVT7y0CXOPH5eI48K5k/Fk1zaHAJSXOXH9A29g9IjKRNsXz5+Knzz8JoZXl1njadFx8+PvQA8ZlljNOk+eeRhuf+pN1I4ejHmzxuHGp95C7ejBiX74ySNvo3b0YHznrOmW+n/7zoe4ZP40PPrCRrzz0Z60PjSMKERBwD0ZzvEPf/sYJ888DH99awf+3xlTIIsOPPP3Rhw3bSRufCQew6ULpuKBVe/jq/8xDj977G3oISNRx9KzpuMXv30He1q0xLYlC6ehZZ8f/qCBW59YmzjnxXNq4BCAmx7trqO+1osrFtUDQMac3v7UOksdw4ckjYMMYye1neQxlRzT5efUQRQdaW3X13pxzkk1lvPNJdbrH+zOoRl3fa0XS8+qw6N/2oh3PtyTdkzy+fU0Xwoh01xdetZ0fLnPjz/8rdGyr77Gi3NPrUFVuZJ23BETvVh69nQ88sIHWLvJem5LFk5FZyCEB2zaWnjCeAwf4sa+Vh3PrElpr9aL+bPG41ddeUrt903bW3DN+UfhiZc+TjvunJNqcM8z7+GGi4+1Pcd5s8bhvpUNuGJRPVa//kliv+IUcePFx+LZvzemjaelZ03Hw89vtDm/aYiG/YDN+DHn12Or0/tl3qxxuPHht3D42MFYelYdhld7Evvj17b3E+f45P9utj0H83pw+dnTAUHAA6vWp8V97ik1KPc4M/bDjQ+9lRir5rXInOe3PbkWVyyqt+3jKxbVw1tlv2ic7dp848NvYdr4IfF2VjTYxvTbdz7EkjPrEvUn16c4RVxz/lGWvJnHXn6OXT+mz+nvnGk/VlOPT64nEjHyurcR0cEj39fARAebYs+VYrdfatgf3dgXVsXsD+aiNDEvpak/81ISj0NZu3YtnnnmGfzqV7/KWm7dunXwer2JBXAAOProoyEIAv79738XPK6mtkBaxwPA+i1NuH/VBjS12b9rvTMQii9UNKYf98yaRuxr0zB2VCWeWdOIz/b68N7He9Dckb64YR6z+vVPMHZUJR54bgNcLhkfbGvG5V2LZ2aZR174AJcvqkfD5qZE23ZxP/LCBzhp5mGWOJK3fbbXh48+acHli+otbT/43AZce8HMtHgqy52YN3t8Wqxmnatf/wTzZo9P7DO/Nts3v0+tf/SISix/dj1Gj6y07cP3t+xDyIhmPUczloee34imdg0LvzLBEsMjL3yAE4+Mn7d5DmYdD3TFk7ztoec3IhKLJeJOjuezvT5LHWYe3vt4T8acptZhGQcZxk5qO6l9aW5b/ux67Gn2pbXdsLkp7XxzjTU17obN8XZGj0jPUer53b9qA/a0ZP8rj77INlc3bN2Hp19pTNvX0NiET/f48MBz6ce93xXz2FHp5/bhJy34H5tj1m9pwp9e24aWjvQFcCDeX396bZul/5L7fd7s8WkLoWa5Z9Y04toLZuKRFz6wbXf165/g8pQFcACYN3s8nlnTaDueHnjO/vween4jfMFI/BcxNuPhkRc+sD3OzHnD5iY8sGo9mjviv0BKXA+znGPqOHt/y760BXCz3Gd7fXjkT5n7IXmsmtcic57b9VFyLjoDIaRKjj9Te2Y7mZXUmicAAQAASURBVGIaPaIyUX9qfdn6ZPmz9v2YGnumsZp8fPL5GEY0672tP+cqER0Y9rRkfw3M6wRRXLHnSrHbLzXsj27sC6ti9gdzUZqYl9LU33kp+jvBOzo6cO211+LHP/4xRowYkbXsnj170so4nU5UVVVh9+7deccQi8VsH8PiC4TTOt60fktT/LEQzvTjWjsiaQsVycfNnz0O1ZUKVq5pxPzZ4wAAnb5Qj8esXNMIAKiuVDCoQkkrc9HcyQDiiyJnHD8uY10XzZ2cFkfyNgCJ+pPblsUptvFMGj3INtbUOu2+rq7sbseufrO8XX+EItGcztGMxTBiaTGkxphchxlPar3VlUoibrtzMfWUh+Q2ze9zGQep7dhtTx4PPbXdm1gzxZ3L+QX0sO08c7tz/5OWfOZqdaWC9xvt9w2uyLwv07lVVyppi7OmhsYmXPC1yRljaWhswhmzuutM7vdJowcl5pRdLLI4Jev1yBzLyXqqM1PuzFh7e5y5vaGxCZ2+EFQpZrke5hpPtj7Olk+7sZp8LbLrI1PD5ia0dugQEbFsz+V6DqDH81q5phGtHXqiLVNPfWLXj9niyHR88vkY0VjWsdSfczWZ+Xke/FyP0sK8lKbe5KUQczWgZ38NnOk6QfsP52pp6MtcyXWuZruncq5asT+6sS+s8u0P3lMHLualNPX3XC36IvhNN92E+vp6nHHGGT2W1TQNTmf6c1tdLheCwWDeMYTDYWzatCm93qrRWY/za2Fs2r01bbuz8pCsx4XC0bSvfVo4p2P8WhihcBSaHkkrk7wtuY1M5ZLLpG6zq8ufFGNqPHax2rWT6etM9Wc6j1A4aimfyu58BCG9XbsY7eJJLm9XNlucmdj1W67jIJftdmMkW/lcY82U757qyzRfjjzyyIztpspnrvYmB7ns7+mYbP1ud3xPY92Ubbxnajef88ulrVxy7tPCaN691XI9zDWeQuUs9VoU6CE37T4NTZ/vsmzrzfW8pzLtvvSFip6Ot+vH3sRhHm9yVh4CQRCz1tWfc9XOjh07cq6X9h/mpTTlkpf+vq8Cma8TtP9xrhZXX+ZKrnM12z2Vc9WK/dGNfWGVb3/wnjpwMS+lqb/nalEXwV944QWsW7cOL774Yk7lFUVBKJT+5+rBYLBXv6FLJcsyJkyYkLZ9T1v2hSCPKmPciMPTtu/ryL7Q4pQdaV+XqXJOx3hUGVowAlVJT13ytuQ2MpVLLpO6za4uT1KMqfHYxWrXTqavM9Wf6TycssNSPpXd+YgOIa1Ouxjt4kkur4fS85stzkxS9zllR87jIJftdmMkW/lcY7WLO5c2Ms2X3shnrvYmB7ns7+mYbP1ud3xPY92Ubbxnajef88ulrVxyXtaV7+TrYa7xFCpnqdcidw+5qSxTMWSkdYz25nreU5nKsvRnjvd0vF0/9iaOspR5t6/rneDZ9OdcTaZpGnbs2IExY8ZAVTN/iCftX8xLaeqvvBT6NTDtP5yrpWF/zJVs91TOVSv2Rzf2hVUx5ypzUZqYl9LU33kp6iL4c889h+bmZpx44omW7T/5yU/w0ksv4dFHH7VsHz58ONasWWPZFgqF0NbWhqFDh+YdhyAItovoZaEA6iZ6bd+KXzfRizK3bHvcIIRQX+u1/dP1uoleNLfraGrTEl8LAjDukMqsx3y8sxV1E70AgOZ2HalrGGZdQPyD0syvM7VvF0dyHWb9yW2HjahtPB/vbLWN1azT3J/6tdm++b1d/cl1p57DyCHpH/iWeo5mPVowjMoyl20Mdu0kx5O8TQuGLXHbnYupvtaLlo7MeUjtt5YOvcdxYNeO3fa6iV7oQfuLh9355hqrXdyZcpRazq3Yz5feyGeuNrfrqK/x2j5eo6Uj875M59bcrmfMUX1NfIxkiqW+xlpncr+bYzXT9SZsRLPuN8dy8v6e6syUOzO2bNejbNvra7woL3PC7VYt18Nc48nWx9nyaTdWU69vGXNT68WgCgVut/WvjXq6nie3l+28zPrNtsz6euoTu37MFkem45PPx69lHqP9PVftqKra5/ao8JiX0lTovGSaq249+2vgQlwnqDA4V4trf8yVbPdUzlUr9kc39oVVMecqc1GamJfS1N95KeoHY95xxx146aWX8MILLyT+A4Arr7wSN998c1r5mTNn4ssvv8TOnTsT2959910AvfszlVx5q9xYdvb0xKKQyfxUUm+VfceXu524YlE96mvTj1s8pwZDqlRs/7wdi+fU4NChZThy0jBUV6gZj5k3axy2f96OpWdNRzAYxtTx1Vi+ssFS5tIFU7F8ZQPqa724clE96mu8tnFfumAqXl37qSWO5G2HDi3D5HGDsXxlQ1rbtz2xNm1be2cIq1/blharWee8WeOw+rVtiX3m12b75vep9e/c3Y7Lz6nDzt3ttn14xMQhcIqOrOdoxrJk4TQMrVTx/P9ttcRw6YKp+Me/4+dtnoNZhxlP8rYlC6dBEoRE3MnxHDq0zFKHmYcZk4ZlzGlqHT2NA7t2UvvS3Hb5OXUYVl2WVk99rTftfHONNTXu+lpvxhylnt+ys6dj2OD+u4Fkm6t1E4Zg8Sk1afvqa7w4bFgZvnNW+nFHdMW8/fP0c5sybjAuO3M6jrBpa/7s8RhcoWDxHJv2auP7k/svud9Xv7YN82aNsz1u8Zwa3PbEWly6YKrtOc6bNQ7LVzakHb/6tW1YPKfGNq9Lz7I/vyULp6HMJWUch5cumGp7nJnz+lovlp5dh+qK+MJr8vUw0zmmjrMjJg7B0rPqbNs/dGgZLpmfuR+Sx6p5LTLnuV0fJeei3J3+uK1s13OzPbMduzFhXs/M+lPry9Ynl59j34+psWcaq8nHJ5+PKDqy3tv6c64S0YFh2ODsr4F5nSCKK/ZcKXb7pYb90Y19YVXM/mAuShPzUpr6Oy9CLBbL/nfR+1ltbS1uueUWnHnmmTAMAy0tLSgvL4eiKIjFYjjvvPMQDAZx0003IRAI4Ec/+hGOOeYY3HLLLXm1t3HjRgDAtGnTMpZpagvAFwjDr4XhUWWUueWMC+DJOgMhtHbo8GlhKE4JLtkBIxqDEY1ClkRIDgGerkWR5GPafUF0+sNQXCIECIAQg+KUgGgUsiv+5v1Ofwh+LQKPIkFxSegMBKG6ZFSWuRL1NXdoiXJuRYJTEhE2DMiiA5FoDLFYDLIoImxEIIkiHAIgOhxo8wXhlK1td/iDkCXrNll2QA9G0OEPQ3GKEAQBQAxOSUQ0FoXocKAzEILilCCJDrT7g3DJElyyCEGIoa0zBFWRoHbFL0siHIIAURRQ4YmfR2cghJZ2HX4tDJdLhCKLcMoivIPi/b+vLYBOfwiBoJE4x0jUQCwaj9MlixAFAeGoAcQEdPhDUFzxGIAYyj0u6KFIV34j8KgSytwyHA4Bnb6uvlMlKE4RDgCSU0RAC6MzEM+p6hJR1tXf7b5gYowk58HMqblPVSTbOlLHQfLYSW4ndbskORDQw/AF4vGXe5yJha/UtivLXDnHqrokyFI8h24lHrcejPdV8nGpbciSCC0YTpRzK3JBbiC9mauBrry5pPhYc7okhEIGtKABPRifDy5nd78nz5XkPkydQ6njxh8IIxCMQHVJEAQBsVgUiizB4RAQMaIIhg3oQQNuVYbqFBGKGAjokYz9HtDDKHc7EY5EoQW7y4UiBjr9Yehdf9Ggh4zEOapOCcGIAX8gDFURoTilxDPzFZcIxSkCEBAKG9CCEbi6rkUQYhAdIrRgJFGX4hThdIq240dxSZAcAjoDIZS7XQgbBvyBCDxuCbIooqPrGlTukdMWXuPjNoCWtgAiMQcqPN3n6HJKkEUB7b749SB5vMT7P9w1HkW4nBJEAejUQihTu+uIX2PisbmcUuI6JYvx/Jd7usd9pj62WwBPZtcXHV3XN1EQIEkCXC4Jmh6fI4or/XqWqb4ytwynLMKvhdPGYLY4kmPPNIaznY9fC0MLRhJ17c+5CgCBQACbNm3C4YcfzndZlBDmpTT1R15ymat7WgII6OGCXyeo7zhXS0t/zZVc76mcq1bsj27sC6tizlXmojQxL6Wpv/JS9A/GzGb37t04+eSTE4vigiBg+fLl+OlPf4oLL7wQLpcLp59+Oq677rp+jcNb5YbHGcCm3VsxbkTuLzTLUxY2C3lM6uLG8Or0R4NUV6hZF0EyGWZTl139plHejLswIunrkd4yy76RScdlqr+n/nA7gZ3btuX8A8CoDG14q9K3Z+q7TNszxWl3Dj3lJdt592ZMZaqnN7GOsC2Z/ZhAIIDmL3o3Xwohea6O7UXbmeZKtjmUadzkI5d5n89c7qveXMNGoSzrfpcEtDXtzDhXR9k80SpT/w/PKaJ0vb0epx6berzd9QQV+deXy3jKlJPeXu/NegKB3t/biOjgMWywm9cJohwUe64Uu/1Sw/7oxr6wKmZ/MBeliXkpTf2Vl5JbBN+8eXPi60MOOcTyPQBUV1fj3nvv3d9hEREREREREREREdEBqKjPBCciIiIiIiIiIiIi6k9cBCciIiIiIiIiIiKiAYuL4EREREREREREREQ0YHERnIiIiIiIiIiIiIgGLC6CExEREREREREREdGAxUVwIiIiIiIiIiIiIhqwuAhORERERERERERERAMWF8GJiIiIiIiIiIiIaMDiIjgRERERERERERERDVhcBCciIiIiIiIiIiKiAYuL4EREREREREREREQ0YHERnIiIiIiIiIiIiIgGLC6CExEREREREREREdGAxUVwIiIiIiIiIiIiIhqwuAhORERERERERERERAMWF8GJiIiIiIiIiIiIaMDiIjgRERERERERERERDVhcBCciIiIiIiIiIiKiAYuL4EREREREREREREQ0YHERnIiIiIiIiIiIiIgGLC6CExEREREREREREdGAxUVwIiIiIiIiIiIiIhqwuAhORERERERERERERAMWF8GJiIiIiIiIiIiIaMDiIjgRERERERERERERDVhcBCciIiIiIiIiIiKiAYuL4EREREREREREREQ0YHERnIiIiIiIiIiIiIgGLC6CExEREREREREREdGAxUVwIiIiIiIiIiIiIhqwuAhORERERERERERERAMWF8GJiIiIiIiIiIiIaMDiIjgRERERERERERERDVhcBCciIiIiIiIiIiKiAYuL4EREREREREREREQ0YHERnIiIiIiIiIiIiIgGLC6CExEREREREREREdGAxUVwIiIiIiIiIiIiIhqwuAhORERERERERERERAMWF8GJiIiIiIiIiIiIaMAq+iJ4c3MzrrnmGhx77LGor6/Ht7/9bWzbti1j+dWrV6O2tjbtv127du3HqImIiIiIiIiIiIjoQCAVO4Bly5YhGo3i4YcfhsfjwT333IOLLroIf/vb36Cqalr5zZs34+ijj8Zdd91l2T548OD9FTIRERERERERERERHSCKugje3t6OUaNGYcmSJaipqQEALF26FPPnz8eWLVswffr0tGMaGxtRW1sLr9e7v8MlIiIiIiIiIiIiogNMURfBKysrceeddya+b2lpweOPP47hw4djwoQJtsds3rwZJ5100v4KkYiIiIiIiIiIiIgOYEV/HIrphhtuwMqVK+F0OvHggw/C7XanlWlvb8eePXuwbt06rFixAq2trZg+fTquueYajB07Nu+2Y7EYAoFA1jKapln+pdLAvJSm3uTFbq5nwrl64GJeShPnKqViXkoT5yqlYl5KT29zkutczWWe5tP+QMf+6Ma+sOI9lVIxL6WpP+aqEIvFYn2KqkC2bt0KXdfx+9//Hi+99BJWrFiBKVOmWMqsW7cO3/jGN/C1r30N3/rWt6DrOh588EF89NFHePHFFzFkyJBet7tx40aEQqFCnQYR9dKRRx6ZUznOVaLi4lwlOjBwrhIdGHKZq5ynRMXFeyrRgSHXuVoyi+CmaDSKuXPnoq6uDrfcckva/paWFgwaNAiCIACI/0bgxBNPxMUXX4xvf/vbvW5v48aNiMViGR+/YtI0DTt27MCYMWNsP7CTioN5KU29yUuuv7HjXD2wMS+liXOVUjEvpYlzlVIxL6WntznJZa7mOk/zaX+gY390Y19Y8Z5KqZiX0tQfc7Woj0NpaWnBW2+9hdNOOw2SFA/F4XBgwoQJ2Lt3r+0xgwcPtnyvqioOOeQQ7NmzJ+84BEHIucNUVe3Vn8TQ/sG8lKZC54Vz9cDHvJQmzlUyCYKQyAl/CCg9nKuUinkpPcWcp/3R/oGO/dGNfWHFeyqlYl5KUyHz4ihILXnat28frrrqKrz11luJbeFwGB999BHGjx+fVv6ZZ57BMcccY3nOks/nw44dO3L67TgRERHRwSwazf4HgKqqYvLkyT0ugPdUDxERERERUSkp6jvBa2pqMHv2bPziF7/AL37xC1RWVuKhhx5CR0cHLrroIhiGgZaWFpSXl0NRFMyePRt33HEHrr32Wnz3u9+Fruu46667MHjwYJx55pnFPBUiIiKikudwCHjmlUY0tdp/cJMRi0LXdCiqAlGwf6+Ed5Abi0+p6c8wiYiIiIiICqqoi+AAcNddd+HOO+/E97//fXR2duKoo47C73//e4wcORK7du3CySefjFtuuQVnnnkmRowYgccffxx33nknzj33XMRiMfznf/4nnnjiCbhcrmKfChEREVHJa2oN4It9ftt9RtRAwB+A2xOB6BD3c2RERERERET9o+iL4OXl5bjppptw0003pe075JBDsHnzZsu2KVOm4De/+c1+io6IiIiIiIiIiIiIDmRFfSY4EREREREREREREVF/4iI4EREREREREREREQ1YXAQnIiIiIiIiIiIiogGLi+BERERERERERERENGBxEZyIiIiIiIiIiIiIBiwughMRERERERERERHRgMVFcCIiIiIiIiIiIiIasLgITkREREREREREREQDFhfBiYiIiIiIiIiIiGjA4iI4EREREREREREREQ1YXAQnIiIiIiIiIiIiogFLyvdAn88Hv9+PYcOGIRwO48knn8QXX3yB0047DTNnzixkjEREREREREREREREecnrneDr16/HV77yFTz11FMAgF/84he47bbbsHr1alx44YX4+9//XtAgiYiIiIiIiIiIiIjykdci+N13343x48dj0aJF0DQNf/rTn3Deeefh3Xffxdlnn43/+Z//KXScRERERERERERERES9lvc7wb/zne/g0EMPxRtvvIFgMIj58+cDAL761a9iy5YtBQ2SiIiIiIiIiIiIiCgfeS2COxwOuFwuAMDrr7+OiooKTJ8+HUD8WeGKohQuQiIiIiIiIiIiIiKiPOX1wZhTp07Fs88+C0VR8Ne//hUnnngiBEFAc3MzHnnkEUydOrXQcRIRERERERERERER9Vpe7wS/5ppr8Oabb+LrX/86RFHEd77zHQDA3LlzsWPHDnzve98rZIxERERERERERERERHnJ653gU6ZMwSuvvIJt27Zh4sSJcLvdAICbbroJM2bMgNfrLWiQRERERERERERERET5yGsRHADKyspQV1dn2Xbaaaf1OSAiIiIiIiIiIiIiokLJaxG8vb0d9957L9577z10dHSk7RcEAWvWrOlzcEREREREREREREREfZHXIvgNN9yAv//975g1axYmTZpU6JiIiIiIiIiIiIiIiAoir0XwN998Ez/+8Y9x7rnnFjoeIiIiIiIiIiIiIqKCceRzkMfjwSGHHFLoWIiIiIiIiIiIiIiICiqvRfBvfOMbeOyxx+D3+wsdDxERERERERERERFRweT1OJTzzz8fzz//PE444QSMHTsWqqpa9guCgN/97ncFCZCIiIiIiIiIiIiIKF95vRP8xhtvxPbt2zF06FAoioJYLGb5LxqNFjpOIiIiIiIiIiIiIqJey+ud4K+++ip+8IMf4NJLLy10PEREREREREREREREBZPXO8GdTiemTp1a6FiIiIiIiIiIiIiIiAoqr0Xw+fPn4w9/+AMfe0JEREREREREREREJS2vx6GUl5dj1apVOOmkkzB9+nR4PB7LfkEQ8Mtf/rIgARIRERERERERERER5SuvRfA//vGPqKysBAB88MEHafsFQehbVEREREREREREREREBZD3B2MSEREREREREREREZW6vBbBTR0dHXj//ffR2dmJwYMHY9q0aSgrKytUbEREREREREREREREfZL3IvjDDz+MBx54ALquJ7Y5nU4sWbIEy5YtK0hwRERERERERERERER9kdci+HPPPYe77roLZ599NubNm4chQ4agqakJf/rTn7B8+XKMHDkSCxcuLHSsRERERERERERERES9ktci+OOPP45zzz0XP/nJTxLbxo0bh2OOOQaKouCJJ57gIjgRERERERERERERFZ0jn4N27tyJOXPm2O47+eST8cknn/QpKCIiIiIiIiIiIiKiQshrEXzYsGH44osvbPft2rWLH45JRERERERERERERCUhr0Xwk046Cffccw82bNhg2b5+/Xrcd999OOmkk3Kuq7m5Gddccw2OPfZY1NfX49vf/ja2bduWsXxrayt+8IMfYObMmTj66KPx05/+FJqm5XMaRERERERERERERDTA5fVM8CuuuAJvvvkmFi9ejFGjRmHIkCHYt28fPv/8c4wfPx4/+MEPcq5r2bJliEajePjhh+HxeHDPPffgoosuwt/+9jeoqppW/sorr4SmaXj88cfR0dGB66+/HoFAALfeems+p0JEREREREREREREA1hei+BlZWVYtWoVnnvuOaxduxbt7e2YNm0avvWtb+HMM8+Eoig51dPe3o5Ro0ZhyZIlqKmpAQAsXboU8+fPx5YtWzB9+nRL+YaGBrz77rt46aWXMH78eADAz372M1xyySW46qqrMGzYsHxOp0d7WgII6GG4qkZjb1sYiuaHEI0gKoiQHA4EQmF0+sMoU2UoLgk+PQhJEOMHC4BLti9nRCMQHRI6/DokUYJLdkASHXAAaPVrcEoyXE4REcOALElANAoIAkKGAVkUIQoChFgMMUGAEDUQiMQQiwGCALicEmLRCASHhLZODYrTWpfdNhEAYjFoXfUjFoPDEY8H0fh20eFAJBqFU+re3+bT4JLj5ySanRaNQjOicMoShGgUEBwIGREYUQGxWAxOyQHRISBsth2NIoRElwEAIkYUshSPzyE4YETj9YkAOoJBiF2tVY+cgPZAFO3+TsQAhI14fA4AIcOAyylDEABfIAy/1t3/Zn+Gk/o31BVzZ0CDLMqQpe52Y9EoYgAcXceYMbmcMqJGBK2dYSguCU7ZAYcQL+cQBLT6dMiSNb+RrrY7/CG4nCIECIh29Us0GkMUMQgQIIoCKjwuAEC7LwhfIAzFJcIhdO/TQxHLuZk5lUQJoUgEoqM7Ho/bmajLr4XhUWVUlsXrb+3Q4dPCUJ0SXE4RDgHoCISgOGVIooB2fxCKLEFxiXA6RejBeLtmHeVddafOF1UPYNhgd7/MzVR2c9Wv6xAdEkRBgEMUEDFiAADJISAYNqAHDXjUrnP0BeFWZciSCCMaheQQEI0Boa5yblWCAAEQ4vlRJBHhaBR61/4yVYbiFBExogiGDWhBAx5VguKUoIciCGhhVJYpCBsGfIEwyt0yXE4JwXD8e9XVPU5CRgT+QARlbiciRhR6MIJKjwsxANFYLBGTJXYlPrYjUQPtnfH6VKcISXbAr4UR0CNwuyTIkgNhIxr/XpEgiw50aiGUq06EIlFoeiRRb4c/BI8qwSlL0IOR+DGqBEl0wKeFUK66EudTpspQFRnDBrvR3KGh0x+Kn4NHgiJLGH5oDfa0hRH4srnrXEUIQgwd/hDK3d1tu1UZTkmALIvwVrnRGQih0x+CHorE+1SJn1ckFkMwFO/nMrcElxzvZ78WSdQPIYYOXwgetwynJCKgR6AFI/AoEhTZAUEUEdDj86fcLcMpSwiGI0l9JSJsGAjoEZSpTgyqcEELRuDXrNeTiBGByykn4k3MJ5cE1SkhGDG65ouEco8T1RUqmtoC8AXC0PQwKstcCBsxBPQw3IoESRQgiyICXW2ZfStEo/AFDeihCMqSzkkPdcdnzkUA6AyE0O4LQguGUe52QQ9G4NcjGFouISrKRZurRHRgKOY9nehAUuy5Uuz2Sw37oxv7wqqUflY92HNRKpiX0tRfeclrERwAXC4XzjvvPCxcuBA+nw9VVVWQZblXdVRWVuLOO+9MfN/S0oLHH38cw4cPx4QJE9LKr1u3Dl6vN7EADgBHH300BEHAv//9b3z1q1/N93Qy2r3Ph/tXbcD6LU2JbXUTvVh29nS83rALx00fBYdDwK1PrEWbL5TYd/uT6+BWnZg3axz++tYO/L8zptiW++P/bcGCEyfg5t+8g0EVKhbPqcGQSgVVbgW/6qrjO2dNx1P/uwnnnTYJHZ06KsoU/P6vH2PxKbVwigKi0SgcggOhkIY/vLINpx83Bn99awcuXTAVL72xHacdNwY/efhNDK8uS9R17mmT0radd9okSALgcoh4sqt+X6eGqnIFogCoooBH/7IJ550+CY//+SOc/1+Hx/dXKPhFV/zLzp4OKQbEBAGyKOC3L36Ii+ZORodPQ7lHwTOvfIzZ9Yfgr2/twMITJ6C6UsFT/7sJ3zh9EkIhHYGkJ9uUlznx+J8/wgVfm4w/vPwxzplTg9+++CEu/NpklDuduOvpBkiSaOljnz8Ij8eZiE9yiHjiLx/hG6dPwh1PrcOne3yJHC49a3qiP83zdyTFfE9X/ZcumJpot8Onw4gCgyoUrOiK6TerP8BFcyfj0T9txJZd7aib6MXiOTVwCEBluQsVbhdu6OprM7+iIGDVP7biqMOH4/an1qF29ODEeSw8cQKCYQMvvbEdpx83Br9950PMnz0BP3vsbeghIxH/vFnjMu77zlnT8fu/xvP8h5c/xmnHjoFDAJrbdQDATY92l6+v9eKck2rS6lg8pwbBsIHrH3wzEd+NT72F2tGDE/tufWIt9JCB+lovrlhUDyNiYHmG+TJiSP9+VkC2ufrgc+txzsm1eOGfW/Ff/zEWLlnEM2sa08rOmzUOP3nkbRw+ZjC+vXAaWjqCePoVa7n6Gi/OmDUOL7+9Axd+bQp+++KHWLtpDwBAcYq48eJjsfLvjXi/MemYWi/mzxqPaCyGFX9Lj3HerHG4/al10ENGou+HVCrQgyE89deN2LyzBf99wUwYRgzRGNJiN2P6ySNvo3b0YCw9ezoeWPU+9rZquPHiY/Hs3xvR0Ji5zZmHD8OFcyfjwT9uTKt34QkT4FFlLH92fVrcly6YisdWf5A4/+Q+/92fP8IbG3dDcYr44QUzoTjjff5+ShyL59SgstyJx1Z/aKmnvtaLr8+pRTQSxd423XLOqf2sOEVcc/5RWP36J2kxLp5Tg1DYgF+P4IV/bkvsrypz4pdLj8dDz72P9Vuy12H2FYCM/bn07Ol4dk0jFp44AQ8+tyFrfx99+DBcsmAq7l+1AZt3tuCa84/Cir+ln59tO2dNxy8ffwftvpBtvOZc9FapaGrTcN/KBmz/vB2/+M5/JnL4tf84DPNPmIj7V75flLlKRAeGbPdVXieIuhV7rhS7/VLD/ujGvrAqZn8wF6WJeSlN/ZmXvJ4JDsQXpBctWoQjjzwSs2fPxvTp07F48WK8/fbbedV3ww034LjjjsNf/vIX3HzzzXC701f49+zZgxEjRli2OZ1OVFVVYffu3Xm1m82elkBaxwPA+i1NuH/VBsyecSgeen4j2jqDuHxRvWXf1ecfhfVbmrD69U8wdlRlxnILTpiAB1ZtwA8vnIn1W5riCz1b98EfMhJ1PPjcBsw7YTweeG4DXC4ZG7buw7wTxuOh5zdib7uGaAzY266hvMyNsaMqE23ev2oDvvqfY/Hgcxtw7QUzLXXZbXvguQ3whwxEYrFE/ZFYLBGP4RBx0szD8MgLH+CkmYd179+yLxH//as2ICIA/pABoav8/as2oMztSsRtxvfMmsbEtvtXbYDqUvHZXl/iv48+acFJMw9LxGe2a8b5va/PSOvjSCyWOO6h5zdiX4eWqP+HF8605DC1Px94bgPC4VgiZrP+5HZdLhmf7fUljjH3mTk3635mTSM+2+vDB9uasa9DS/R1cn4XnDABq1//BPNmj7ecxzNrGrGvTUvkcvSI+LZ5s8db4s+2LznP804Yn4jH/C+5fMPmJts6zDiS4zO/Tt5n1nHfyga8v2VfxvmypyXQp/mYTU9zdenZR+CZNY0YM7IS+9q0tEVks6x5jg2NTfhgW7NtuYbG7r5/6PmNGDuqMrFv3uzxaQu9QLx/mtq1tAXL1HbN781xUlnuxPotTZg3ezya2jV8tteXNSYzP+Y1xYynoTF7m2NHVeKRFz6wrXdvWwCP/Cl9nzk3ks8/uc+/MvOwRJ+YfZ7aL+a5fvRJS1o9DZub8PSazdjbnp6v1H6eN3t8xr59Zk0jmto17GvTLPsvX1SPh57vXvTPVofZV9n68wHzep6yAG7X32O6rs9mblPbzdpO17U7U7zmXGzuiC+AN2xuwuWL6i35XXBiTdb50p9zlYgODD3dV3mdIIor9lwpdvulhv3RjX1hVcz+YC5KE/NSmvo7L3m9E/y9997DRRddhEMPPRRLly7FkCFDsHfvXvzlL3/BJZdcgieffBL19fW9qvPCCy/E4sWL8fvf/x7Lli3DihUrMGXKFEsZTdPgdDrTjnW5XAgGg/mcCgAgFoshEEjvyIAeTut40/otTdCCEazf0oSL5k6G6pIt+4JhI/H1/NnjsHJNY8Zy67c0weh6RINZHoClDlmckoilulKBLDoSbYciUaguGVowgkmjB2HlmsZEm2aMsjglrS67bQAQikQt9VdXxh9vowUjqK5UEtuT9yfHb76bOLl8KBK1xG3GN3/2uMQ2s3yyQRWKJT6zXQDQQhHbPq6uVBLHXTR3MkSHYOnj5P5P7U/z+/Vbmiz1J7drxpjcR8k5T82j6pIhOgTb/CZ/n9ov1ZWKJZdmudQ2Mu1LznNyO8nnYBdv6jazrF2syfU0bG7CGcdb60iuK6CHbeeZ3S+8MunrXE2OP1NZs0x1pZK2aGt6v7EJ82al9705/+xUV2SuL7X/U7+fNHqQZV+2mMwyhhHLGk9yG9nKDe5F3MnbL5o72RJ7T3WkjkkgPqYu+OrktHNOjTfX80xmzvPe1pGtTDBs5NRXyW3ZtdtTLLI4JWuZhs1N6PSF0LDZek0zmfMhU/39OVeTmR9qzQ+33n8EQYCqqjBiURhRw7ZM1Iha/rVjxOL7NE1DLBbLWI4KpzfzZX/cVzNdJ2j/4TW0NPRlruQ6V7PdUzlXrdgf3dgXVvn2B++pAxfzUpr6e67mtQh+991346ijjsJjjz0GUUw8BRqXX345Lr74Ytx33334zW9+06s6zcef3HzzzVi/fj2eeuop3HLLLZYyiqIgFAqlHRsMBnt1cUoVDoexadOmtO2uqtFZj/NrYQCApkcy7gOAUDjaY7nU8snfp5ZL3q/pEQgCEs8CN9sy/7WrP9dtZv3J7Zk/65rnkro/tQ6zfGrcyXGmnltq+8l1pn6f3GfJ8STHJwjpcSXHmhpDcsx2caT2bS4xmTGknnNyudR+ybYtl32pObUrY1dXtm12cfVUR3I8m3ZvTdt+5JFHZo0rWV/nak99kFwm1/7qqU9y2We3326+9CS5nN18ylS+kHGbzHnRmz7PVk+28vnEGEipN9/zTGZ3jbGroy/zyGynpzK+pFhSz7WnOPtzrtrZsWNHzvVS36iqismTJ0PXdAT82V/U67qeeV9Z/OXj9u3buQC3n+UyX/bXfdXuOkH7H6+hxdWXuZLrXM12T+VctWJ/dGNfWOXbH7ynDlzMS2nq77ma1yL4xo0bceedd1oWwAHA4XDg/PPPxw9/+MOc6mlpacFbb72F0047DZIkJeqYMGEC9u7dm1Z++PDhWLNmjWVbKBRCW1sbhg4dms+pAABkWbZ9BvmetuwLBR41/q5uVUnvRnMfADhlR4/lUssnf59aTgtGLG2LDgFGNAbRIUALRixt2tWf6zazfj3U3Z4RjVnOJXV/ah1m+dS4zfiSz9Usk9p+cp2p3yf3WXI8yfGZ78JOPcYuLo8qW2K2i8OMsTcxmTGknnNyudR+ybYtl32pObUrY1dXtm12cfVUR3I840YcnjWGnvR1rvbUB8llcu2vnvokl312+5PHSS5xp5azm0+ZyhcybpM5L3rT59nqyVY+nxjdKfXme57J7K4xdnX0ZR6Z7fSU27KkWFLPtac4+3OuJtM0DTt27MCYMWOgqmqf2qPcCF2/kVVUBW6P/RiKGlHoug5FUeAQ7ceiosb/cmPs2LF8J/h+0l/zpS/31b5eJ6hveA0tDftjrmS7p3KuWrE/urEvrIo5V5mL0sS8lKb+zktei+AejweRiP0PT5FIJOcfiPbt24errroKjz76KGbNmgUg/tuzjz76CCeddFJa+ZkzZ+KOO+7Azp07MXp0/LcD7777LoDe/YYulSAItu8kd+sB1E302r4Vv26iF6pLQt1EL7RgGAHdsOxzyWLi6493tmYtVzfRC1EUEtua23UMqVItdYSNKOomegHEP9ywstyVqHNwuYKWTh3eKneiLfNfM8Zw1581J9dltw0AnJID/mAkUb8Zj+qSsPPLzkSMyfuHVbsTdSlOEXrIsJR3Sg5L3GZ8ydtUl5T44EZTNGaNz2wXAFSnZNvHze164jgtGIbLKVn6OLn/U/vT/L5uotdSf3K7ZozmMeY+M1/JxwCA4hLhSqnLzK8Ze+p5NLfraGrTLNvMcsltZNuXnOfkeACgqU2zrSt1mxlHapnUfUD8A/lS85dcl1uR+/QXG0Df5+rHO1vhrVKzljXPsbldxxE1XtvHWxxRY9/35ja7ups7MteXWk/yODHr9Q5Sga5xbVe/GZN5vCgKWeNJbjNbuZYOHfU13rTnU9vFnRp/IvYqNeu5p44lU31tfA6nxpYab0/n2dyhAym3JXPe5lpHct9mKuOSxZz6Krktu3Z7iiVsRLOWqa/1orzMifpaLxo2N6WdqzkfMtXfn3PVjqqqfW6PekcUHBAdYtYyDjFzGVHo+iUvF972u0LPl3zvq4W4TlBh8BpaXPtjrmS7p3KuWrE/urEvrIo5V5mL0sS8lKb+zkteH4w5Y8YMPPzww2l/AhsIBPDwww/jqKOOyqmempoazJ49G7/4xS+wdu1aNDY24r//+7/R0dGBiy66CIZhoKmpKfEnuXV1dZgxYwa+//3vY8OGDXj77bdx4403YsGCBRg2bFg+p5LVsMFuLDt7emLx02R+Kulr732GJQunoarcheUrGyz77nhqHeomejFv1jhs/7w9Y7kX/rkVy86ejlt/txZ1E71YPKcGdROGwOMUE3UsPWs6Vv9zG5aeNR3BYBh1E4Zg9T+3YcnCaRhaqcIhAEMrVXT6Atj+eXuizWVnT8dLb2zH0rOm47Yn1qbVZbfN4xQhC0KifkkQEvGIUQOvrv0Uly6YilfXfprYf8TEIYn4l509HVIM8DhFxLrKLzt7OnyBYCJuMz7zXFf/cxuWnT0dWlDDoUPLEv9NHjcYr679NBGf2a4Z591Pv5fWx5IgJI5bsnAavBVqov5bf7fWksPU/lx61nTIspCI2aw/ud1gMIxDh5YljjH3mTk36148pwaHDi3D1PHV8Faoib5Ozu8L/9yKebPGYfVr2yznsXhODYZUqYlc7twd37b6tW2W+LPtS87p6n9uS8Rj/pdcvr7Wa1uHGUdyfObXyfvMOq5cVI8jJg7JOF+GDe6/G0hPc/WBVe9j8Zwa7PyiHUOq1HgebMqa51hf48XU8dW25epruvt+ycJp2P55e2Lf6tfifV1fk3JMrRfeShXzZo3L2q75vTlO2jtDqJvoxerXtsFbqeLQoWVZYzLzY473RDy12dvc/nk7Ll0w1bbeoVVuXDJ/Ko6wifvSBVMt55/c5/+37tNEn5h9ntov5rlOHjc4rZ76Wi++PqcWQyvT85Xaz6tf25axbxfPqYG3UsWQrl9+mJavbMCShdMS27LVYfZVtv40r+ffOWt6j/29o+v6fERXblPbzdaOee3OFK85F6srVFyxqB71tV4sX9lgye8L/2jMOl/6c64S0YGhp/sqrxNEccWeK8Vuv9SwP7qxL6yK2R/MRWliXkpTf+dFiOXxd6w7duzAWWedBZfLhRNPPBFerxdNTU34xz/+AV3XsWLFCkyaNCmnujo7O3HnnXdizZo16OzsxFFHHYX//u//xsSJE7Fr1y6cfPLJuOWWW3DmmWcCAJqbm/HTn/4Ur7/+OlwuF04//XRcd911cLlcvT0NAPFHuwDAtGnTMpbZ0xJAQA/Dr0XgUSWoLglCNIKoIEJyOBAIhdHp797n04MQBRECBECIwSXbl4tEI5AcEjr8OkRRhCKLkEQHHABa/TpkSYLilBA2InBKEhCNAoIDISMCWRQhCgKEWAwxQYAQNeCPxIBYvE3FKSEajcDhkNDWqcPltNZlt00EgBigddWPWAwORzweRGMIGAYkh4hI1IBT6t7f5tPhlOPnlHjPWFd5lyxB6Io7aEQQiwowYlG4JBGiI34uTkmCGI3CfNq70PX/sGHAKcXjE4V4uy453kZHMAgHrH2MWAyxxHEiHBAQNCJQnDIEAfAFrDlM7s94/8YQ7IrZF9AhihKcUne7sWgUMQCOrmPMmBSnjKgRQasvDMUpwimLcAiAQxDgEAS0+nRIkjW/kagBCA50+ENwySIEQUA0FoNTciAajSGKGAQIEEUBFZ742G73BeELhKG4RDiE7n16KGI5NzOnsighFAlDdIgQBEAUBHjczkRdfi0Mjyqjsixef2uHDp8WhuKUoDjj59ARCEFxSpBEB9r9QbhkCapLhNMpQg/G2zXrKO+qu3u+xPe5FbkgN5B856pf1yEK8UfSOEQBESMGAYDoEBAMG9BDBtyKDFkU0OEPQVUkyJKIaDQK0SEgGgNCYQN60IBblRJjToAAlyQiEo3G6wkacKsyVKeIiJG0TZGguOKP6dH0CCo8LoQNA/5ABB53PF/BsAF/IAyXq3uchIwI/IEIytxORIwo9GAkMRaisVhSTPHY233x2OPXFgMdnfGxojolSLIDfi2MgB6B6oqP67BhQOv6XpYc8GkhlKlOhCJRaMGIpU88qgSnLEEPRhAIRuBW4mPCp4VQrnafj1uVEvlu7tDQ6Q9158IpIWJE4/XrESguqWvsx9DhD6Hc7Uzsc6syZEmAUxbhrXKjMxBCpz8EPRSBHjSgKhLcThGRGBDs2uZRJbic8X72axGoLhEuWQK66veoMpySiIAegR6MPzJJkR1wiGL8wzW0eD5csoRgOJKI0eyrgB5BmSpjUIUCLRiBX7OOs3DXtcaMN3k+uV0SghGja75IKPc4UV2hoqktAF8gDE2PoLLMibARg6aHobokSJIAWRQRCEYS7bgVGUI0Cl/QgB6KoMyddE6h7vjMuQgAnYEQ2n1BaMEwyt0u6MEI/HoEQ8slREW5aHMViP/ifNOmTTj88MP5Lov9bPnK9/HFPr/tPiNqIOAPwO1xZ3wn+MghHly+6Ih+jJBS9cd86d19tbDXCeo7XkNLSzFf//Zn+wcq9kc39oVVafysylyUEualNPVXXvJ6HMqYMWOwcuVK3HffffjnP/+J9vZ2VFZW4uijj8bll1/e43NAk5WXl+Omm27CTTfdlLbvkEMOwebNmy3bqqurce+99+YTdt6GDXbHX2ju3opxI3J5oenpVf3Dq9PLe2229cSbYbtd/Xbb8jWsgHXlytvVx735AcBb1YsG8jinERkSMDRLXSOG5F5/8sJW6vZenVuGuuy2DU/6eqS3LKe6ez9fCse+7dxzOar/Qut3o1I/FiFlPPZ2jCTqze8wVFeoqK7oflRCfK42ds3VSkvZkZkuXl3K3c6M4z8Xo3qov7fK3U5gUPb9ucTrrXLnlZfefAJGT7EUa64S0YGhmPd0ogNJsedKsdsvNeyPbuwLq9L7WZWKjXkpTf2Vl7wWwR944AGcdtppuPvuuwsSBBERERERERERERFRf8jrmeAPPfQQdu3aVehYiIiIiIiIiIiIiIgKKq9F8AkTJmD79u2FjoWIiIiIiIiIiIiIqKDyehzKV77yFdx11114/fXXUVtbm/ZsFkEQsGzZsoIESERERERERERERESUr7wWwZcvXw4AeOONN/DGG2+k7eciOBERERERERERERGVgrwWwT/++ONCx0FEREREREREREREVHB5PROciIiIiIiIiIiIiOhAkPM7wa+77rpeVXzLLbf0OhgiIiIiIiIiIiIiokLKeRH8nXfesXy/d+9eRCIRjBw5El6vF21tbfjss8/gdDoxadKkggdKRERERERERERERNRbOS+Cv/rqq4mvX3zxRdxxxx247777MH369MT2rVu3YunSpfiv//qvwkZJRERERERERERERJSHvJ4J/utf/xpXXXWVZQEcACZMmIDvfe97ePTRRwsSHBERERERERERERFRX+S1CN7a2oqKigrbfZIkIRAI9CkoIiIiIiIiIiIiIqJCyGsR/IgjjsCDDz6I9vZ2y/a9e/fivvvuwzHHHFOQ4IiIiIiIiIiIiIiI+iLnZ4In++EPf4hvfvOb+MpXvoL6+npUVVWhubkZDQ0NqKysxIMPPljoOImIiIiIiIiIiIiIei2vd4JPmjQJf/7zn7F48WL4fD588MEH0HUd3/rWt7B69WoccsghhY6TiIiIiIiIiIiIiKjX8nonOAAMGzYMP/zhDwsZCxERERERERERERFRQeW9CB4KhbBq1Sq8+eabaGpqwi9/+Uu8++67mDJlCqZPn17IGImIiIiIiIiIiIiI8pLX41BaWlpw1lln4eabb8bOnTuxYcMG6LqOf/zjH/jmN7+JhoaGQsdJRERERERERERERNRreS2C33bbbfD7/XjppZfw/PPPIxaLAQDuvfdeTJs2Dffee29BgyQiIiIiIiIiIiIiykdei+D/93//h+9+97sYPXo0BEFIbHe5XPjWt76FDz/8sGABEhERERERERERERHlK69F8GAwiKqqKtt9oigiHA73JSYiIiIiIiIiIiIiooLIaxF82rRpWLFihe2+F198EVOnTu1TUEREREREREREREREhSDlc9B3v/tdXHTRRZg/fz5OOOEECIKAP//5z7jvvvvwr3/9C48++mih4yQiIiIiIiIiIiIi6rW83gl+1FFH4be//S3cbjceffRRxGIxPP7442hqasJDDz2EY489ttBxEhERERERERERERH1Wl7vBAfiC+FLlizB2rVr0dnZCY/Hg9mzZ+O4444rZHxERERERERERERERHnLaxG8paUFS5YswQcffABRFFFVVYW2tjY8/vjj+M///E8sX74ciqIUOlYiIiIiIiIiIiIiol7J63Eot912Gz777DMsX74cGzduxL/+9S9s2LABd955J9avX4877rij0HESEREREREREREREfVaXovgf//733H11Vfj5JNPhiAI8YocDnz1q1/F97//ffz5z38uaJBERERERERERERERPnIaxFcEARUV1fb7hs7dixCoVCfgiIiIiIiIiIiIiIiKoS8FsHnzZuHRx99FMFg0LI9Go3iySefxNy5cwsSHBERERERERERERFRX+T8wZjXXXdd4utIJIL3338fJ598Mk488UQMGTIE7e3teOONN9DU1IRzzz23X4IlIiIiIiIiIiIiIuqNnBfB33nnHcv3w4YNAwC8+eablu2DBg3Cyy+/jGuvvbYA4RERERERERERERER5S/nRfBXX321P+MgIiKig4wsy4kP2CYiIiIiIiLqLzkvghMREREViiAImDxlCiRR7HNd0WgMDgcX04mIiIiIiMgeF8GJiIioKCRRxB/+9jGa2/S86/AOcmPxKTUFjIqIiIiIiIgGGi6CExERUdHsbQ1gT7NW7DCIiIiIiIhoAHMUOwAiIiIiIiIiIiIiov7CRXAiIiIiIiIiIiIiGrC4CE5EREREREREREREAxYXwYmIiIiIiIiIiIhowCr6B2O2tbXhrrvuwj/+8Q/4fD7U1tbiBz/4AY466ijb8g8++CDuvvvutO2bN2/u50iJiIiIiIiIiIiI6EBT9EXwq666Ck1NTbjrrrtQXV2NJ598EhdffDGef/55jBs3Lq385s2bMX/+fFxzzTVFiJaIiIiIiIiIiIiIDiRFfRzKzp078cYbb+Cmm27CUUcdhbFjx+KGG27A0KFD8eKLL9oe09jYiMmTJ8Pr9Vr+IyIiIiIiIiIiIiJKVdRF8EGDBuHhhx/GtGnTEtsEQYAgCOjo6EgrHwqFsGPHDtt3iBMRERERERERERERpSrq41AqKipwwgknWLa9/PLL2LlzJ370ox+lld+6dSsMw8DLL7+Mm2++GcFgEDNnzsQ111yDoUOH5h1HLBZDIBDIWkbTNMu/VBqYl9LUm7y43e6c6+VcPXAxL6WpmHM1FApBVVXEjCiMqJFz3amMWBRA/BxisVje9RwMBEGAqqowYpn7PGpELf/aYZ/vf7yvUirmpfT0Nie5ztVc5mk+7Q907I9u7Asr3lMpFfNSmvpjrhb9meDJ3nvvPVx33XU49dRTceKJJ6btb2xsBACoqop77rkHzc3NuOuuu3DBBRfghRdegKIoebUbDoexadOmnMru2LEjrzaofzEvpSmXvBx55JE518e5euBjXkpTMeaqqqqoqqpCMBRCwN/zD/eZ6GXxlzLbt2/nC9ceqKqKyZMnQ9f0Hvtc1/XM+9jnRcP7KqViXkpPrjnJda72Zp72pv2DBfujG/vCivdUSsW8lKZCztWSWQRfs2YNrr76asyYMQN33HGHbZkFCxZg9uzZGDx4cGLbxIkTMXv2bLz66qv46le/mlfbsixjwoQJWctomoYdO3ZgzJgxUFU1r3ao8JiX0tRfeeFcPXAxL6WpmHM1FAoBAFxOJ9ye3N9lk0pR478AHzt2LN+V3ANBEADE+8ztidiWiRpR6LoORVHgEO2fmsc+3/94X6VUzEvpKeY87c/2D1Tsj27sCyveUykV81Ka+iMvJbEI/tRTT+Hmm2/G6aefjltvvRVOpzNj2eQFcAAYOnQoqqqq8OWXX+bdviAIOb91XlXVXv1JDO0fzEtpKnReOFcPfMxLaSrGXDUXZAXRAdEh5t2WKMQXavmCNXei0HOfO7LkhX1ePLyvUirmpfQUc572R/sHOvZHN/aFFe+plIp5KU2FzEtRPxgTAFasWIGf//zn+MY3voG77ror6wL4r3/9a5x22mmWdx3t2rULra2tOf12nIiIiIiIiIiIiIgOLkVdBN++fTt++ctf4pRTTsGSJUuwb98+NDU1oampCZ2dnQiFQmhqakr8yfQpp5yCzz//HDfddBO2b9+OtWvX4oorrsCMGTMwa9asYp4KEREREVG/EAQBsiwXOwwiIiIiogNWUR+H8vLLLyMcDuOVV17BK6+8Ytm3cOFCLFy4EBdccAGeeOIJHHPMMZg6dSoeeeQR3HPPPTjzzDPhdDpx8skn44c//GHiz6qJiIiIiEpBNBqDw9H316iqqmLylCkId70xhIiIiIiIeqeoi+CXXXYZLrvssqxlNm/ebPn+uOOOw3HHHdefYRERERER9ZnDIeCZVxrR1BroUz3VVQrOPXUSwgWKi4iIiIjoYFMSH4xJRERERDQQNbUG8MU+f5/qMGLRAkVDRERERHRwKvoHYxIRERERERERERER9RcughMRERERERERERHRgMVFcCIiIiIiIiIiIiIasLgITkREREREREREREQDFhfBiYiIiIiIiIiIiGjA4iI4EREREREREREREQ1YXAQnIiIiIiIiIiIiogGLi+BERERERERERERENGBxEZyIiIiIiIiIiIiIBiwughMRERERERERERHRgMVFcCIiIiIiIiIiIiIasLgITkREREREREREREQDFhfBiYiIiIiIiIiIiGjA4iI4EREREREREREREQ1YXAQnIiIiIiIiIiIiogGLi+BERERERERERERENGBxEZyIiIiIiIiIiIiIBiwughMRERERERERERHRgMVFcCIiIiIiIiIiIiIasLgITkREREREREREREQDFhfBiYiIiIiIiIiIiGjA4iI4EREREREREREREQ1YXAQnIiIiIiIiIiIiogGLi+BERERERERERERENGBxEZyIiIiIiIiIiIiIBiwughMRERERERERERHRgMVFcCIiIiIiIiIiIiIasLgITkREREREREREREQDFhfBiYiIiIiIiIiIiGjA4iI4EREREREREREREQ1YXAQnIiIiIiIiIiIiogGLi+BERERERERERERENGBxEZyIiIiIiIiIiIiIBiwughMRERERERERERHRgMVFcCIiIiIiIiIiIiIasLgITkREREREREREREQDFhfBiYiIiIiIiIiIiGjA4iI4EREREREREREREQ1YXAQnIiIiIiIiIiIiogGr6IvgbW1tuPHGGzF79mzMmDED5557LtatW5ex/K5du7BkyRLMmDEDxx9/PO6++24YhrEfIyYiIiIiIiIiIiKiA4VU7ACuuuoqNDU14a677kJ1dTWefPJJXHzxxXj++ecxbtw4S9lwOIyLL74YY8aMwdNPP41PP/0U119/PRwOB6688sp+i3FPSwABPQxX1WjsbQtD0fxAVIcejnefIAAupwREoxAcDoQiEYgOEQ4BaPMFoTi7yzllEWHDgCyKQCwGQXAgGIlAcjggiQ4gGgUcDnRqOhyCBJfsgOgQIACIxmJwOOLlRSFePtbVZrtfgyzJUJwiHAAEIX4MAGhJ5c36w4YBw4hBlkQAMciyiIAWRmcgDI8arydsRBGLxeCURLR16lBdMhSXBBFAWyDYdazQVSYeJ2IABKDNH4Iii4nzlkQHjGgUTllCu0+HLElwyg44BMDlivdPpy8En9bdvgOA2+1EuduJzkAI7b4g/F37K8tcKHc7bfPVm7KFODaXY/IpoyoS9GAEvkDvz+Ngtbc1AL/WPVddAT/a/TpcsgSHIMDhEOBWJWh6GIYRn1ORaATlqgItGIFfC6NMjY9zRA1AEKGHIggEI3C7pMRYDhsxaF3bXLID0RighyLQggYqy2TIoggtFIFfi0B1SXDJIkQHoIcNBPQI3IoEpyRCQAzRGBAMG9CCBjyKBFl2QADQ7g9BdUlwKzJUl5QYG25Fhiw54nFpEXhUGZIooN0XjM8dlwwtGIZfi8CjSvCoMkJhA52BMMpVGaFINB67IkGRJejhCPyBCDxuCeUeJ6orVNu+TR6fqkuGLAmIGFEY0Rj0oIEyd3zMBoMRRIwYorEYtKAB1SXCIQhwiQ6MGl2LVp+BPW3tiX5QnBKCYQMBLQy3Es+TKAmo8KSP96a2AHyBsCVPPi0IxRmfHwDS5lkoYkDXDQTD8fyUqTLKPHLG88wmn+uQLxCG0tUHomh/Xp2BEFo7dPi0MFSnBMUloqzr2teXGLIdO8gtIyaKlnubqgcwbLC71/1CRANX6mtgXieI7BV7rhS7/VLD/qBM4q+7I3BWHoLmjggMhPbbz9gcl6WJeSlN/ZWXoi6C79y5E2+88QZWrFiBI488EgBwww034PXXX8eLL76I7373u5byL7/8Mr744gusXLkSlZWVqKmpQXNzM2677TZcdtllcDoLf/Havc+H+1dtwPotTYltdRO9WHb2dKz7aBfe39qCebPG4a9v7cAl86eio0NDZbmClWsacdJRhyEYNnDDQ2+hdvTgRLmL50/F7//6MRafUgufP15+xcsf47Rjx8BbpaC9U0NlmYK7n26AJIlYPKcGgypcEASgrV1DVUV3/UMqFbR1aKgqV3Dbk+vgVp1YsnAaHI4YRAhwCIAiivhDV/nk+lvaNLzw2jZcOHcyfveXD3DyzMNw+1ProIcM1E30YsnCadjXpuPP//oEF86djB8/+AZGj6jEsrOno0Jx4vqH38Tw6rLEeS08cQIGVbjQ2RmEP2jghifetJz3hXMn47cvfogLvjYZP+k6dvGcGjiEICrLXbjhoTfR5gsl+njJwmlo+bIDgytVPPKnjXjnwz2JHNTXenHFonp4UlLe1KbhvpUNaNjclFbWW5V90SufY3M5Jt8ydRO9mDdrXCInuZ7HwSrTXL10wdTE2J03axz+vvZTnHf6JDzypw8Q0EK45ptHYfmz623n+Iq/bsI/Gj4HAChOETdefCxW/r0R7zdac3nOSTX42WNvo7LMiZ99+z9w/6r1aGi01rd4Tg2MaBQ3//ZdAMBNlxyLaAx4Zk2jpe36Gi8WzamBHjJw40NvYdLowfj2wmn40QP/gh4ycM35R2H165+kxTt/9jgEggZe+OeHafsWnDAesVgMT/3vx2n7ksdY3UQvLj+nDsOrPZa+tR3DNV6cc3L8vPVQ/K9xZh4+DBfOnYxHXvgg7Zy+c+Z0tHToePqVeP8pTjHjucybNQ6/fedDLDmzLjHeM+X3O2dNx08efhMjvWWJPOghA1VlTtyy7Hi0dgTT+7jWi6VnpZ9nNr25PmSbz6nn1dSm4b5nGmzHy/AhHkvdhbq+TRk7GN/9ej3uX/m+7bgfMaQs534hooEr22tgXieIuhV7rhS7/VLD/qBM+vJauq84LksT81Ka+jMvRX0cyqBBg/Dwww9j2rRpiW2CIEAQBHR0dKSVX7duHaZMmYLKysrEtmOPPRY+nw+bNm0qeHx7WgJpHQ8A67c04f5VG3B8/aFYv6UJq1//BGNHVeKB5zbA5ZKxfss+LPzKBDyzphH72jTMmz3eUu7B5zZg3gnj8dDzGxGJxbBh6z7MO2E8nlnTiPe37EOZ24X3t+zD974+A+u3NOGZNY34YFszWjp0RGIxS/3rt+6DyyXj/S37cPX5R2H9liY89PxGtHToaOrQ4A8ZCEdjifLJ9VdXKRg7qhKPvPABTpp5GFa//gnmzR6fOMeHnt8IWRYSZS5fVJ8490gshmsvmGk5LzPOSCxme95mOw8+tyFx7DNrGvHZXh8+2NaMyxfVW/rY7J+GxiaMHlFpyUHD5ibct7IBwUj3ts5AKO2mlly2MxDKmOt8js3lmL6UMfvOzEku53Gw2tuaea4mj93Vr3+Ck2Yellikvfr8o7LO8TNOGJ/YNm921xxtTM/lM2saMW/2eFx7wUw8+McNlgVNs75n1jRiT0sA82aPx7zZ4/HZXl/a4iwANDQ2Wa4d73fNhcsX1WPe7PFpi8Zm/atf/wT72jTbffvatKzHJc/75c+uR3OHliiTcQw3dp+3yZzndue0fuu+xAK42Z/ZYho9ojIx3pvaMufXvJ4k5wEALl9Ujw8+abbv481NeGCV9Tyz6c31oaf5nHxeibIZxst7H+9J1F3I69v3vj4j67jf0xLIqV+IaODq6TUwrxNEccWeK8Vuv9SwPyiTvryW7iuOy9LEvJSm/s5LUd8JXlFRgRNOOMGy7eWXX8bOnTvxox/9KK38l19+ieHDh1u2DR06FACwe/du1NXV5RVHLBZDIJDekQE9nNbxpvVbmqB1rcCu39KE+bPHYeWaRgBAdaUCw4gltldXKmnlZHEK1m9pwkVzJ6O6UoEsOhL7Q5EoqisVaCFr/apLtq3f3BYMG4nyF82dnIg1FIla6jHrD0WimDR6EFauacRFcydb6kuuJ7mMuT0UiUIWHWnnZcZZXanYnrfZjixOsewDgEEVSlofm/1j1pWsYXMTOvzxm5WmafCH5bSbWnLZ1g4dIiK2+1s7Ir0+NpdjzK/zLZOak57Oo1Rommb5Nxu3O/c/ack0V/1a9rmaPHbNMQjEH0OS7ThznAJIzINMZefPHgdZdKQtkqeWGZw0zjO1/X5jE+bNsl47kuditmPsVFcqPcaV/H2nLwRVigHIPs5Tj80WX2oMufTnyjWNaO3QYURjOeUp9ZroEDL3cUOj9Tyz6c31IZf+Ms/LPD5bWbPufK5RmeLXQpGs/RnQw7bzrBBzNVkoFIKqqogZURjR/D/bw4jF73GapiEW6zmfBzNBEKCqKoxY5j6PGlHLv3bY57nJpb9zFevKRzAY7LHPCzFXe3oNnOk6QftPb15rUf/py1zJda5mu6dyrlqxP+zxepHfz/sA76kDGfNSmvLNS65ztejPBE/23nvv4brrrsOpp56KE088MW2/ruuoqKiwbHO54s+BDQaDebcbDodt30nuqhqd9Ti/Fk58HQpHE9tC4Whin7ndrhwAaHokrXxqHeZ2TY9YymQrb5YVBFikljfjSa47mRlfcpnUc08+zowz03mbddj1XXL9du3b6fDH875jxw44Kw/JWA4A2n0amj7fZbsvn2NzOaYnuZRJPf9s51FqduzY0WMZ81FIuch3riaPrUCWcZzKbpxmkjoHM5XJVba52Nv6e3ucTwujefdWAD2P8+Rjs7WT6ZrQU/l2nwZBELOWtctTIIf+Sj7PbHpzfci1v3Kd+2bdhby+5TLuN9n0SyHmajJVVVFVVYVgKISAP/8XmHpZ/KXM9u3bD+of7nKhqiomT54MXdN77HNd1zPvY5/npDf93ZNgV59/8cUXPfb5/rivZrpO0P6Xy2st6j99mSu5ztVs91TOVSv2R3YH8/Ui39fSvKcOXMxLaco3L7nO1ZJZBF+zZg2uvvpqzJgxA3fccYdtGUVREApZ/0zFXPzuzW/oUsmyjAkTJqRt39OWfaHAo8qJr52yI7FNC0YS+8ztduUAxD/8MGQtn1qHuV1V4unKpbxZVnRYV8FTy5vvZjfLp8ZrxpdcJvXck48z4zSPSd1v1mHXd8n127Vvp8Ljwr52YMyYMfCH5YzlAKCyTMWQkYfb7tvXkf2d1XbH5nJMT3Ipk5qTbOdRKjRNw44dOzBmzBioauGer5bvXE0eW+4s4ziV3TjNxJxbPZXJVba52Nv6c4k9WZkqY9yI+BjraZwnH5utnUzXwp7KV5apMKLZ3/Volye3IiHYQ38ln2c2vbk+5Npfuc59s+58rlGm1GNzGfe59Es2meZqMvN+7nI64fbkfw9X1PhfTIwdO5bvSu6B0PWbcUVV4PbYj6moEYWu61AUBQ7Rfp6yz3OTS3/nytX1uTcjR44s6Gfg9OU1cF+vE9Q3/fVai3pnf8yVbPdUzlUr9oc9Xi/y+3m/t3hPPbAwL6Wpv/NSEovgTz31FG6++WacfvrpuPXWWzO+uB8+fDgaG61/Pr93714AwLBhw/JuXxAE20V0tx5A3USv7Vvx6yZ6obqkxNcf72xF3UQvAKC5XcewajfqJnrR3K6jqU1LKxc2oqib6IUWDKO5XUdluStRfuQQD5rbdRw6tDxxXHO7DsUl2tY/pEpFc7uOUd6yRHktGB84ZaoTTskBIxZLq3/kEE8inuZ2PRFf8jlqwbCljLndKTng71pATz4vM85M5222E+76s97kelPXuZL7x6wrWX2tFxUeJ/Yh/m4rpyqhvtZr+2dO9bVeDKpQ4M7wyc+DEOr1sbkcY36db5nUnPR0HqVGVdU+/YIqVaa56glmn6vJY9ccg+u3NMEli1mPCyc9DsAcw5nKfryzFceUu1Bf4017xrNZpqVDx97W+Fj2VqkZ6zuiJv3a0dyuo/HTzDGYx9hpbtdxRI3X9pEodvO+vMwJtzv+AjnbOE89NlsfNbfrlr7JpT/N8a6HIjnlKTme5nYdbZ16xuPqa6znmU1vrg+59Feuc7+lQ8ekMYPhdjvzukZlil91Sln7063IfZ63meZqahkAEEQHREf2d/tnIwpdv0g9SH+oy4co9Nznjix5YZ/3Ti793ROh6xcSLperoP2e72vgQlwnqDAK/VqLemd/zJVs91TOVSv2R3YH8/WiL6+lc8V76oGFeSlN/Z2Xon4wJgCsWLECP//5z/GNb3wDd911V9Z3t8ycORMfffQRfD5fYtvbb78Nj8eDSZMmFTy2YYPdWHb29MTitsn8VNJ/NXyGuolezJs1Dts/b8fSs6YjGAzjiIlD8Pz/bcXiOTUYUqVi9Wvb0sqt/uc2LFk4DZIgoG7CEKz+5zYsnlODIyYOgS8QxBETh+Dup99D3UQvFs+pwdTx1RhcoUASBEv9dROGJNq846l1qJvoxZKF0zC4QoG3QoXHKcLpEBLlk+tvbtOx/fN2XLpgKl5d+ynmzRqH1a9tS5zjkoXTEA7HEmWWr2xInLssCLjtibWW8zLjlATB9rzNdpaeNT1x7OI5NTh0aBmmjq/G8pUNlj42+6e+xoudu9stOaiv9eLKRfVwJf0ap9ztxBWL6lFf67UtW57lppbPsbkc05cyZt+ZOcnlPA5WQwdlnqvJY3ferHF4de2nuHTBVNRN9OKOp9ZlneMvdvU9AKx+LT5H62vSc7l4Tg1Wv7YNtz2xFpedOd02l4vn1GDYYDdWv7YNq1/bhkOHlsXncErb9TVey7XjiK65sHxlA1a/tg3zZo2zjXferHEY0rWwnrpvSJWa9bjkeX/5OXWoruheYMk4hmu6z9tkznO7c6qbMASLT+nuv57OZefu9sR491Zlzq95PUnOAwAsX9mAKeOq7fu41oulZ1vPM5veXB96ms/J55Wt7OI5NThy0rBE3YW8vt399HtZx/2wwXyxR3Sw6+k1MK8TRHHFnivFbr/UsD8ok768lu4rjsvSxLyUpv7OixAr4t+xbt++HWeccQZOPPFE/OQnP7HsUxQFLpcL7e3tqKyshNPpRDAYxNy5czF69GhcffXV2LVrF66//np885vfxOWXX55XDBs3bgQATJs2LWOZPS0BBPQw/FoYHlWOvwM8GoQWFiFAAIQYFKcERKMQHA4EIxFIDhEOAWjzheBydpdzyRLCRgSyKAKxGATBAT0ShuwQIYkOIBoFHA50ajocggiXLEJ0CBAARGMxOBzx8pIQLx/rarPDr0OSJChOEQ7EfwtpPgglkFTerD8cNRCJxOCURAAxyLKIgBaGLxCBW43XEzaiiEZjcMki2jqDUFwSVJcEEUBbIAhJFOEQBERjUTileJyIARCANn8ILrn7vGVRRCRqwCVLaPfrkEURTjneR66ulexOXwh+rbt9BwB310JRZyCEdl8wkYPKMhfK3U4EAgFs2rQJhx9+eOK3QZnK5iKfY3M5Jp8yqiJBD0bgC/T+PIrNLi99lctc3dsagF/rnquKU0KHX4dTluAQBDgcgFuVoelhGEZ8ThnRCMpUBVowAr8WgUeVuua4gZggIhiKIBCMQHXF65BEAWEjBq1rmyI7EI3FH1OkBw2Ul8lwiiK0ULw+1SXCJUsQHYAeNhDQ48fF50cM0Vj8Azr1oAFVkeDs2t7uD0F1SnB3XXPMseFWJMiSCD0UQUCPwK3IkEUB7b4Q3KoE1SVDC4YT5+JRZYTCBjoDYZSrMkKRKLRgBG5FgiJL0MPd513ucWZcGE4en6pLgiw5EDGiMKIx6EEDZe74mA0GI4gYMURjMWhBA6orfp1wiQ7EBMCIxuIx6BGoigjFKSMYNhDQ4/WKggBRElDhSR/vTW0B+AJhS558WhCKMz4/AKTNs1DEgK4bCIYj0IIGPKqMco+c8wJ4pj7oaU6aZX2BMJSuPhBF+/PqDITQ2qHDp4WhOCWoLhFlXde+vsSQ7dhBbhkxUbTc29yKXJAXe7nMVSD+p7mqquKeZ97Dnub8nys9cogHly86Iu/jD0bLV76PL/b5bfcZUQMBfwBujzvju5fZ572Trb9zNaxaxXcXz0jMm0LI5zVwoa4T1Hf98VqL8tdfcyXXeyrnqhX7w4rXi27m6+52n4bKMhWDKpSC/IzNe+qBi3kpTf2Vl6I+DuXll19GOBzGK6+8gldeecWyb+HChVi4cCEuuOACPPHEEzjmmGPgcrnw6KOP4qc//SkWLVqEyspKnHfeeVi6dGm/xjlssDt+49i9FeNGmDcOT07HDh+SZ5s51p8oX9278raqMu8aMaTM8r23h/aynffwDMdmW5Qqz7Ag1NeyhTg2l2MKVYayGzrIjYDLOldHDLEZb3ksgO5vI62/+OxxbIwa2o/BoO/j0/riuzyvOrxVbnirUrda82sbY0X6pnz013WomNe39HsbEVE3+9fARJSq2HOl2O2XGvYHZVLudkJEBE2f78KQkYfv18eMclyWJualNPVXXoq6CH7ZZZfhsssuy1pm8+bNlu9Hjx6N3/zmN/0ZFhERERERERERERENEEV/JjgRERERERERERERUX/hIjgRERERERERERERDVhFfRxKKQiHw4jFYokPMsjE/PzQrVu3QhCErGVp/2FeSlNv8uJ0OlFbW9tjnZyrBzbmpTQVc64qioKJEydikEdCUM9/TFS447/P//TTTxEMBvOu52Dgcrlw2GGHocLtQMCTqc8lDC6rQLbhwD7PTW79nZtBnvhL9l27dkHX9axleV89ODAvpae3OcllruY6T/Npf6Bjf3RjX1jxZ1VKxbyUpv6Yqwf9IniuA1wQBDid/NDCUsO8lKb+yAvn6oGNeSlNxZyruq5j48aNqB8tAKPz+7BUUy6LA8Q+398K2d9A4fuc99UDG/NSeop5T+2v9g9k7I9u7Asr/qxKqZiX0tQvczVmLq0TEREREREREREREQ0wfCY4EREREREREREREQ1YXAQnIiIiIiIiIiIiogGLi+BERERERERERERENGBxEZyIiIiIiIiIiIiIBiwughMRERERERERERHRgMVFcCIiIiIiIiIiIiIasA76RfDNmzdj8+bNxQ6DiHrAuUp0YOBcJTowcK4SlT7OU6IDA+cq0YHhoF8ED4VCCIVCPZYLBoP497//jWAwuB+iolwxL6WpP/LCuXpgY15KE+cqpWJeShPnKqViXkpPMedpf7V/IGN/dGNfWPGeSqmYl9LUH3k56BfBc2UYhuVfKg3MS2kqZl44JkoT81KaOFcpFfNSmjhXKRXzUnqKnZNit19q2B/d2BdWvKdSKualNPVHXrgITkREREREREREREQDFhfBiYiIiIiIiIiIiGjA4iI4EREREREREREREQ1YRV8Eb2trw4033ojZs2djxowZOPfcc7Fu3bqM5Xft2oUlS5ZgxowZOP7443H33XfzuT1EREREREREREREZEsqdgBXXXUVmpqacNddd6G6uhpPPvkkLr74Yjz//PMYN26cpWw4HMbFF1+MMWPG4Omnn8ann36K66+/Hg6HA1deeWW/xdgZCKG1IwJn5SFo7ojAQPxTf9t9QfgCYSguEQ5BgCgKqPC4UO529rr+dl8Qfi0Mjyqjssy+DrNccpuCIEASBbT7glCc8XQKAuBWZShOCa0deld5CU7ZAYcAOAQBoUgUsVgMkigibBiQRQdEhwDEgHA0CocQr9OtyFAVGW5Fyhhjc4eGTn8I/kAEHlWCLHXXGY3FAMRj7AyE4FZkuJwiAnoYPn96+fg5AR1JZf1aGL5AvF3FKUIUBAiigIAeRqc/jOoRE9DqM7Cvox2iw3o+YcOALEkwogYQ6z4nxSVBlh3QgxF0+EJQXd1953JK6AgE4RRFAAIEIbWfHAgbERhGvLzikmEYEbT5wlCcElxy93k7HAI6fEG4uraLDgEOQUAsGkNL0nZJdKDdH4RT7s6r6BDQ7g9CkSW4nCIcAtDmD0GRRUusokOAX4/3UZkqw+WUEDEiEAURkZiBaFRALBaDU3JAUeLn2ekPwa/F+7/c44RTEjOOrQ5/CC6nCAHxelxOEU6nCD0YgS8QhuqSIUvd+ZUlEVowDFfVaOxtC0PVAxg22J3HzOu9va0B+LXuthXNDyEaheSSEAoZ0IIG9FAEbpcEQRAgOIBB5QoApI3vUMRApz8MvxaG6urOU6cWhNslQ5bj4xgQIDkEBMMGgiGj69io5ThBEBCNxRLzxpzLAT2McrcToXAUvq7ySleuA8EItKCBMreMMreMUNCAFopvK3fLUBUJkbABQXBAC0Xg1+L5V1wSQpEIOnzx7z1uGd4qd9o8dcoiRMQgSPE5Zh7vccevHfb90T1uFKcEnxaER3FCDxmJ41VFtuS7MxBChz8IIxLD4OHj8WmThkpPFOFIFAE9AtUldY2zICo8LoSNGIKhCDxq/BzDIQOBrrx5VBmSIz7Wyt1OhCNRaKEIKrq+DgTN3AKy5EAoEkNAD6NMdWJQhbXvzXNTFSkxls3vg8EIIkYMMcQgxAREEYMWNKB2zQ0IgJh0jZQlB4xoFIpLxtBBbnQGQvAFQonx5lFlOCVHYo5Ulrlsx1xqfKlzK/XekDyOylRnYtyZ87q6Qk0ba+FIFFowggq3DMHhgBaMFGWu7mkJIKAX5zpBmTEvpYl5IaKe8Dphxf7oxr6wKmZ/MBeliXkpTf2Vl6Iugu/cuRNvvPEGVqxYgSOPPBIAcMMNN+D111/Hiy++iO9+97uW8i+//DK++OILrFy5EpWVlaipqUFzczNuu+02XHbZZXA6e7f4nIumNg33rWxAw+amxLb6Wi/OOakGP3vsbeih+LvQ6yZ6MW/WOPz2nQ+x5Mw6eKvUPtV/xaJ6Sx125cw2//rWDpx+3Bjc8NBbqB09uGvbJlwyfyp+9tjb2NOiJcovnlMDhwBUlruwt0XHn//1CS6cOxlPvLQJc48fh0EVLkAAnnhpE06eeRh+8sjbqB09GMvOno67fv9vbNnVbokxakRx37PrsX6LNa5LF0xN1BkMG3jpje04/bgxuP7BNxMx3v7UOughI628QwC0kJGx7JKF0+CMCWjvCOHnv30npY6PcN7pkxJ1VVcqeOp/N+G80yfh2b834rhpIxPntGThNDS1arjld+8m6jD78+L5U/GTh9/E8OqyxLbkfqquVPDMKx9jdv0h8b5eMBX3P/s+Pt3jS/Rz8nnf+HA8N4vn1GBQhQuyQ0A4HMWND7+e2F5Z7sT1D7yB0SMqLXm98anuY4NhAzc88WZSnnfg/50xBS3tQct5fOes6Vjx8sc4Z04N/vDyxzh55mH461s7sPDECRhU4cIN//Mm2nyhRL6WLJyGHz3wL8u25Bhuf2qdpc2FJ05AMGzg1ifWWvouU86WnT0dI4aU9Wru9dbufT7cv2pD2li8/Ozp2NMcwIqXN6ftmzdrHJ74y0dYcMIE/PTR+HxWnCJuuvRYPPNKIxoareUXz6nBkEoFRiyKB1dtwFf/cyxcsohn1jRi884WXPvNo7Dib5vxvs1xleVOPLDqfVz4tSl49E8bsX7LPlz7zaPw5P9+bClfX+PFOSdbry/1tV4sOrkGP330bQDANecfhdcaduG80ybh/lX28+/WJ9aizRdK9P/jf/4Ib27cnSh3Qv0ofOP0Sbj/mffTjl961nTc9Mhb2NOioarMiV8uPR4PPb8xvZxNvcn5bmrT8NAf1+PUY8Zg9eufYPPOFlxz/lF46n/Tc3Hpgql4bPWHWLtpT3df2FxrZx4+DBfOnYwH/7gxUd/v/2qtL1MfLj2rDo/+aSPe+XCPpe3k8WrW/7s/f4TTj4vHbTduzLlhXk8uXTAVT/zlI5x/+iQ0tel4Zk1jWkxnzBqHnz/2Dq795kw8+3fr+DpmyjBcMn8aHnhuve11/voH38ThYwcn7g3mPWHT9ngfPPHSx5b2jujKz2OrP8D6LfssZSYeUolrvnkUlttcu4s5V/dH25QZ81KamBci6gmvE1bsj27sC6ti9gdzUZqYl9LUn3kRYrFYrK8B5qujowMNDQ047rjjLAvYp556KmbNmoUbbrjBUv6mm27Cxx9/jKeffjqxbefOnTj11FOxcuVK1NXV9TqGjRs3AgCmTZuWtq8zEMLtT62zLEiY6iZ6UTt6EFauaUzbtuWzVlxz/lE9viM8W/31td5EHbnEsXlnayKe5G0XfO1w/ODu1yzlj68bCQAYNdSD9xv3YfPOVpwxaxxefP0THF83EqOGehDQDbz4+ieWOpeeNR1LfvV3S4z/MW0k7l+13jau5Dqb2jTbGM3+Sy0PxBf+M5VdfMpEDC5X8Oq/d9nWkVzXuEMq8cRfNuHbC6fi4ec/sMSw+JSJeL9xn6WO1L5L3mZXr7nv2wunYtlt/2fpZ7vzNvs4OX5z+6AKBb/4zTsZ82rWmZpnu/O44GuH44m/bErEbJZNbic1X6nbso2t5FiSy2fK2RWLjujTb+6yzdW9rQHcm7KYa1p2dh3e3PCFZcEx9RwbP21FzWHxeBfNqUHjp62Whenk8mb+3m/cB2+Vin+t/wLrtzTldNygCiWRCwBZy6deX46o8aLmsPhx5vh84i+bbM85NZ92+b3ze7OzHm+O/x9/6xi8mLIQnKmd5O1XLDoC9696HxMPjY8Xs4/Mr3M5Z7vtyXX0tr76Gi8mHpa9DbNOc5xnqzt1blzwtcPxya72xJhIdUSNF3OPH2fbn7meS32tF9/9ej3ueTr+S9FcjgNgKfPQf5+MB57bkPGY/pyre1oCuG+l/VwtRNuUH+alNPV3XrLN1WSBQACbNm3C4YcfDreb46BUMC+lpz9y0tM85fXbiv3RjX1hVcx7KnNRmpiX0tTfeSnqO8ErKipwwgknWLa9/PLL2LlzJ370ox+llf/yyy8xfPhwy7ahQ4cCAHbv3p3XIjgAxGIxBAKBtO2tHRHbhWcAWL+lCfNnj7PdtnJNI1o7dIiIZG03W/0Nm5sSdeQSx8o1jYl4krfJ4pSMcasuGZO6FlYumjs5sU91yVBdsqXs+i1NCIatz15v2NyEM4639kFyO8l1VlcqtjFmKg8A1ZVK1rKhSBSTuhZ4UutIrksWHVi/pQmGEUs7p4vmTk6rI7XvkrfZ1WvuM4xYWj2Zzlt1yZb4ze2DKpS0NlOPTe0XM67U85DFKWl9YdZntpPad6nbso2t5FhS82SXs4Aetp1nvfkhIdNc9Wth24skEB9Hdgvgqeczb1Y83kk2C7Gp5c25Y27L9bhBFYqlb3oqn+z9xqZEjOb4zHTOqfm0y685fjMdb47/6kol53aStwf0cOIaYZ5nLn3U0/bkOnpbX0NjE86Ylb0Ns05zXGSrO3VuyOKUrP31fmMTLvzaZNv9uZ5Lw+YmdPpCiXtCrscllwmGjaw57c+5GtAzz9VsbVP/Yl5KU755KcRcTaZpGmRZRigUgiAIOdedrU3qO03TLP9S8fU2J7n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",
      "text/plain": [
       "<Figure size 1500x1500 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pair Plot for Key Features\n",
    "key_features = [\"price\", \"area\", \"bedrooms\", \"bathrooms\", \"stories\", \"parking\"]\n",
    "sns.pairplot(df[key_features])\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "7a80f641-97f9-49d7-b13e-92b4530e2fdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Bar Chart - Air Conditioning Effect on Price\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.barplot(x=\"airconditioning\", y=\"price\", data=df, errorbar=None)\n",
    "plt.title(\"Effect of Air Conditioning on Price\")\n",
    "plt.xlabel(\"Air Conditioning (0 = No, 1 = Yes)\")\n",
    "plt.ylabel(\"Average Price\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "bfb1b201-b30e-4918-8782-fb19f0d0278c",
   "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>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>mainroad</th>\n",
       "      <th>guestroom</th>\n",
       "      <th>basement</th>\n",
       "      <th>airconditioning</th>\n",
       "      <th>parking</th>\n",
       "      <th>prefarea</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>545.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.380273</td>\n",
       "      <td>0.388871</td>\n",
       "      <td>2.943119</td>\n",
       "      <td>1.264220</td>\n",
       "      <td>1.805505</td>\n",
       "      <td>0.858716</td>\n",
       "      <td>0.177982</td>\n",
       "      <td>0.350459</td>\n",
       "      <td>0.315596</td>\n",
       "      <td>0.671560</td>\n",
       "      <td>0.234862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.277333</td>\n",
       "      <td>0.285909</td>\n",
       "      <td>0.668675</td>\n",
       "      <td>0.441322</td>\n",
       "      <td>0.867492</td>\n",
       "      <td>0.348635</td>\n",
       "      <td>0.382849</td>\n",
       "      <td>0.477552</td>\n",
       "      <td>0.465180</td>\n",
       "      <td>0.813726</td>\n",
       "      <td>0.424302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.164706</td>\n",
       "      <td>0.161230</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.317647</td>\n",
       "      <td>0.316558</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.552941</td>\n",
       "      <td>0.589935</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            price        area    bedrooms   bathrooms     stories    mainroad   guestroom    basement  airconditioning     parking    prefarea\n",
       "count  545.000000  545.000000  545.000000  545.000000  545.000000  545.000000  545.000000  545.000000       545.000000  545.000000  545.000000\n",
       "mean     0.380273    0.388871    2.943119    1.264220    1.805505    0.858716    0.177982    0.350459         0.315596    0.671560    0.234862\n",
       "std      0.277333    0.285909    0.668675    0.441322    0.867492    0.348635    0.382849    0.477552         0.465180    0.813726    0.424302\n",
       "min      0.000000    0.000000    2.000000    1.000000    1.000000    0.000000    0.000000    0.000000         0.000000    0.000000    0.000000\n",
       "25%      0.164706    0.161230    2.000000    1.000000    1.000000    1.000000    0.000000    0.000000         0.000000    0.000000    0.000000\n",
       "50%      0.317647    0.316558    3.000000    1.000000    2.000000    1.000000    0.000000    0.000000         0.000000    0.000000    0.000000\n",
       "75%      0.552941    0.589935    3.000000    2.000000    2.000000    1.000000    0.000000    1.000000         1.000000    1.000000    0.000000\n",
       "max      1.000000    1.000000    4.000000    2.000000    4.000000    1.000000    1.000000    1.000000         1.000000    2.000000    1.000000"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7d62909",
   "metadata": {},
   "source": [
    "## Save Cleaned Dataset\n",
    "\n",
    "Finally, we save the cleaned dataset for future analysis.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "efda857f-7e8d-4fb8-96da-f6e1ca720059",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>area</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>stories</th>\n",
       "      <th>mainroad</th>\n",
       "      <th>guestroom</th>\n",
       "      <th>basement</th>\n",
       "      <th>airconditioning</th>\n",
       "      <th>parking</th>\n",
       "      <th>prefarea</th>\n",
       "      <th>furnishingstatus_semi-furnished</th>\n",
       "      <th>furnishingstatus_unfurnished</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.754582</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
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       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.993787</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.767008</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.754582</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.767008</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.934762</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.860205</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.495185</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.534017</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.619447</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.145697</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.813607</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</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>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.534017</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.627213</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.922336</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.316558</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.599254</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    price      area  bedrooms  bathrooms  stories  mainroad  guestroom  basement  airconditioning  parking  prefarea  furnishingstatus_semi-furnished  furnishingstatus_unfurnished\n",
       "0     1.0  0.754582         4          2        3         1          0         0                1        2         1                            False                         False\n",
       "1     1.0  0.993787         4          2        4         1          0         0                1        2         0                            False                         False\n",
       "2     1.0  1.000000         3          2        2         1          0         1                0        2         1                             True                         False\n",
       "3     1.0  0.767008         4          2        2         1          0         1                1        2         1                            False                         False\n",
       "4     1.0  0.754582         4          1        2         1          1         1                1        2         0                            False                         False\n",
       "5     1.0  0.767008         3          2        1         1          0         1                1        2         1                             True                         False\n",
       "6     1.0  0.934762         4          2        4         1          0         0                1        2         1                             True                         False\n",
       "7     1.0  1.000000         4          2        2         1          0         0                0        0         0                            False                          True\n",
       "8     1.0  0.860205         4          1        2         1          1         1                1        2         1                            False                         False\n",
       "9     1.0  0.495185         3          2        4         1          1         0                1        1         1                            False                          True\n",
       "10    1.0  1.000000         3          1        2         1          0         1                1        2         1                            False                         False\n",
       "11    1.0  0.534017         4          2        2         1          1         1                0        2         0                             True                         False\n",
       "12    1.0  0.619447         4          2        2         1          0         0                1        1         1                             True                         False\n",
       "13    1.0  0.145697         4          2        2         1          0         0                0        2         0                            False                         False\n",
       "14    1.0  0.813607         3          2        2         1          0         0                0        0         1                             True                         False\n",
       "15    1.0  0.534017         4          1        2         1          0         1                0        2         0                             True                         False\n",
       "16    1.0  0.627213         4          2        2         1          1         1                1        1         1                            False                          True\n",
       "17    1.0  0.922336         3          2        4         1          0         0                1        2         0                            False                         False\n",
       "18    1.0  0.316558         3          2        2         1          1         0                1        2         0                            False                         False\n",
       "19    1.0  0.599254         3          2        2         1          0         0                1        1         1                             True                         False"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the cleaned dataset\n",
    "file_path = \"Cleaned_Housing.csv\"  # Ensure this file exists in the working directory\n",
    "df_cleaned = pd.read_csv(file_path)\n",
    "\n",
    "# Set display options to show all rows and columns\n",
    "pd.set_option('display.max_rows', None)  # Show all rows\n",
    "pd.set_option('display.max_columns', None)  # Show all columns\n",
    "pd.set_option('display.expand_frame_repr', False)  # Prevent line wrapping\n",
    "\n",
    "# Display the cleaned dataset\n",
    " \n",
    "\n",
    "display(df_cleaned.head(20))\n",
    "\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "3c98b9a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cleaned dataset saved successfully. Download it from the link below:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<a href='Cleaned_Housing.csv' target='_blank'>Cleaned_Housing.csv</a><br>"
      ],
      "text/plain": [
       "C:\\Users\\m.wajeeh\\Documents\\MPA\\Practical_Machine_Learning_and_Data_Exploration_First Trimester 2025\\project\\v1\\Cleaned_Housing.csv"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, FileLink\n",
    "# Define the correct CSV file name\n",
    "file_path = \"Cleaned_Housing.csv\"\n",
    "\n",
    "\n",
    "df.to_csv(file_path, index=False, encoding=\"utf-8\")\n",
    "\n",
    "# Provide a direct download link\n",
    "print(\"Cleaned dataset saved successfully. Download it from the link below:\")\n",
    "display(FileLink(file_path))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25b46f84-76e8-4cfe-9b04-1ee07cfac905",
   "metadata": {},
   "source": [
    "## Data Cleaning Summary\n",
    "\n",
    "1. **Missing Values**  \n",
    "   - No missing values were found in the dataset (`count = 545` for all columns).  \n",
    "\n",
    "2. **Categorical Data Conversion**  \n",
    "   - Binary categorical variables (e.g., \"yes\"/\"no\") were converted to 0 and 1.  \n",
    "   - Multi-category variables (`furnishingstatus`) were transformed using One-Hot Encoding.  \n",
    "\n",
    "3. **Outlier Handling**  \n",
    "   - Outliers were detected using the Interquartile Range (IQR) method.  \n",
    "   - Winsorization was applied to cap extreme values and prevent distortion in analysis.  \n",
    "\n",
    "4. **Feature Selection**  \n",
    "   - The `hotwaterheating` column was removed because all values were zero, meaning it provided no useful information.  \n",
    "   - **Note:** For new records used for prediction, we will ignore this field to match the trained model structure.  \n",
    "\n",
    "5. **Feature Scaling**  \n",
    "   - Min-Max Scaling was applied to `price` and `area` to normalize the values between 0 and 1.  \n",
    "\n",
    "6. **Final Data Quality**  \n",
    "   - The dataset is now fully numeric, free of missing values, properly scaled, and ready for machine learning models.\n",
    "  \n",
    "   \n",
    "  نسأل الله أن يكون هذا العمل نافعًا ومفيدًا   \n",
    "  **وآخر دعوانا أن لا إله إلا الله، محمد رسول الله**  \n",
    "\n"
   ]
  }
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