Metadata-Version: 2.2
Name: sklaran
Version: 2.1
Summary: A simple Python package
Home-page: https://github.com/yourusername/mypackage
Author: Your Name
Author-email: your.email@example.com
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.6
Description-Content-Type: text/markdown
Dynamic: author
Dynamic: author-email
Dynamic: classifier
Dynamic: description
Dynamic: description-content-type
Dynamic: home-page
Dynamic: requires-python
Dynamic: summary

# MyPackage



## Installation
hii hello
```sh
pip install sklaran

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1\n",
    "# Prepare decision tree classifier in python using sklearn library for data set\n",
    "# diabetes.csv - (pregnant, glucose, bp, skin, insulin, bmi, pedigree, age, label). \n",
    "# Use all features except label as independent variable. \n",
    "# Use complete dataset for training and limit the depth of tree upto 3 levels and plot using\n",
    "# tree.plotTree()method.\n",
    "import pandas as pd\n",
    "from sklearn.tree import DecisionTreeClassifier,plot_tree\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data=pd.read_csv('Diabetes.csv')\n",
    "x=data.drop(columns='Outcome')\n",
    "y=data['Outcome']\n",
    "\n",
    "clf=DecisionTreeClassifier(max_depth=3,random_state=42)\n",
    "clf.fit(x,y)\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "plot_tree(clf,feature_names=x.columns,class_names=['No diabetes','diabetes'],filled=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Accuracy: 0.75\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.76      0.79        99\n",
      "           1       0.62      0.73      0.67        55\n",
      "\n",
      "    accuracy                           0.75       154\n",
      "   macro avg       0.73      0.74      0.73       154\n",
      "weighted avg       0.76      0.75      0.75       154\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2\n",
    "# Using the diabetes dataset, implement a Decision Tree Classifier and \n",
    "# determine the importance of each feature in predicting diabetes. \n",
    "# Generate different plots to justify your model.\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "from sklearn.metrics import classification_report, accuracy_score, confusion_matrix\n",
    "\n",
    "# Load the dataset\n",
    "df = pd.read_csv(\"Diabetes.csv\")\n",
    "\n",
    "# Split dataset into features and target variable\n",
    "X = df.drop(columns=[\"Outcome\"])\n",
    "y = df[\"Outcome\"]\n",
    "\n",
    "# Split data into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train a Decision Tree Classifier\n",
    "clf = DecisionTreeClassifier(random_state=42)\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "# Model performance\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "report = classification_report(y_test, y_pred)\n",
    "\n",
    "print(f\"Model Accuracy: {accuracy:.2f}\")\n",
    "print(\"\\nClassification Report:\\n\", report)\n",
    "\n",
    "# Feature Importance Plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x=clf.feature_importances_, y=X.columns, palette=\"viridis\")\n",
    "plt.xlabel(\"Feature Importance\")\n",
    "plt.ylabel(\"Features\")\n",
    "plt.title(\"Feature Importance in Decision Tree Classifier\")\n",
    "plt.show()\n",
    "\n",
    "# Confusion Matrix\n",
    "plt.figure(figsize=(6, 4))\n",
    "sns.heatmap(confusion_matrix(y_test, y_pred), annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=[\"No Diabetes\", \"Diabetes\"], yticklabels=[\"No Diabetes\", \"Diabetes\"])\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()\n",
    "\n",
    "# Visualizing the Decision Tree\n",
    "plt.figure(figsize=(12, 8))\n",
    "plot_tree(clf, feature_names=X.columns, class_names=[\"No Diabetes\", \"Diabetes\"], filled=True, rounded=True)\n",
    "plt.title(\"Decision Tree Visualization\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy: 1.00\n",
      "SVM Accuracy: 1.00\n"
     ]
    }
   ],
   "source": [
    "# 3\n",
    "# Implement a Decision Tree Classifier and compare its performance with a SVM Classifier on the iris dataset. \n",
    "# Display the accuracy of both models.\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = datasets.load_iris()\n",
    "X, y = iris.data, iris.target\n",
    "\n",
    "# Split data into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train a Decision Tree Classifier\n",
    "dt_clf = DecisionTreeClassifier(random_state=42)\n",
    "dt_clf.fit(X_train, y_train)\n",
    "y_pred_dt = dt_clf.predict(X_test)\n",
    "dt_accuracy = accuracy_score(y_test, y_pred_dt)\n",
    "\n",
    "# Train an SVM Classifier\n",
    "svm_clf = SVC(kernel=\"linear\", random_state=42)\n",
    "svm_clf.fit(X_train, y_train)\n",
    "y_pred_svm = svm_clf.predict(X_test)\n",
    "svm_accuracy = accuracy_score(y_test, y_pred_svm)\n",
    "\n",
    "# Print Accuracy\n",
    "print(f\"Decision Tree Accuracy: {dt_accuracy:.2f}\")\n",
    "print(f\"SVM Accuracy: {svm_accuracy:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4\n",
    "# Build decision tree classifier for iris data set. One with maximum leaf nodes up to 8 and \n",
    "# another one with minimum sample per leaf as 5. Compare accuracy of both models.\n",
    "\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.tree import plot_tree\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = load_iris()\n",
    "X = iris.data # Features (sepal length, sepal width, petal length, petal width)\n",
    "y = iris.target # Target (setosa, versicolor, virginica)\n",
    "\n",
    "# Split the data into training and test sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
    "# 1. Create the first Decision Tree Classifier with a maximum of 8 leaf nodes\n",
    "dtc_max_leaf = DecisionTreeClassifier(max_leaf_nodes=8, random_state=42)\n",
    "dtc_max_leaf.fit(X_train, y_train)\n",
    "\n",
    "# 2. Create the second Decision Tree Classifier with a minimum of 5 samples per leaf\n",
    "dtc_min_samples_leaf = DecisionTreeClassifier(min_samples_leaf=5, random_state=42)\n",
    "dtc_min_samples_leaf.fit(X_train, y_train)\n",
    "\n",
    "# Evaluate the models using accuracy score\n",
    "y_pred_max_leaf = dtc_max_leaf.predict(X_test)\n",
    "y_pred_min_samples_leaf = dtc_min_samples_leaf.predict(X_test)\n",
    "accuracy_max_leaf = accuracy_score(y_test, y_pred_max_leaf)\n",
    "accuracy_min_samples_leaf = accuracy_score(y_test, y_pred_min_samples_leaf)\n",
    "\n",
    "# Visualize the first decision tree (Max Leaf Nodes = 8)\n",
    "plt.figure(figsize=(12, 8))\n",
    "plot_tree(dtc_max_leaf, filled=True, feature_names=iris.feature_names, class_names=iris.target_names, rounded=True)\n",
    "plt.title(\"Decision Tree Classifier (Max Leaf Nodes = 8)\")\n",
    "plt.show()\n",
    "\n",
    "# Visualize the second decision tree (Min Samples Per Leaf = 5)\n",
    "plt.figure(figsize=(12, 8))\n",
    "plot_tree(dtc_min_samples_leaf, filled=True, feature_names=iris.feature_names, class_names=iris.target_names, rounded=True)\n",
    "plt.title(\"Decision Tree Classifier (Min Samples Per Leaf = 5)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy: 0.75\n",
      "Logistic Regression Accuracy: 0.75\n"
     ]
    }
   ],
   "source": [
    "# 5\n",
    "# Implement a Decision Tree Classifier and compare its performance with a\n",
    "# Logistic Classifier on the diabetes dataset. Develop Python code to display the accuracy of both models.\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix\n",
    "\n",
    "# Load the dataset\n",
    "df = pd.read_csv(\"Diabetes.csv\")\n",
    "\n",
    "# Split dataset into features and target variable\n",
    "X = df.drop(columns=[\"Outcome\"])\n",
    "y = df[\"Outcome\"]\n",
    "\n",
    "# Split data into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train a Decision Tree Classifier\n",
    "dt_clf = DecisionTreeClassifier(random_state=42)\n",
    "dt_clf.fit(X_train, y_train)\n",
    "y_pred_dt = dt_clf.predict(X_test)\n",
    "dt_accuracy = accuracy_score(y_test, y_pred_dt)\n",
    "\n",
    "# Train a Logistic Regression Classifier\n",
    "lr_clf = LogisticRegression(max_iter=1000, random_state=42)\n",
    "lr_clf.fit(X_train, y_train)\n",
    "y_pred_lr = lr_clf.predict(X_test)\n",
    "lr_accuracy = accuracy_score(y_test, y_pred_lr)\n",
    "\n",
    "# Print Accuracy\n",
    "print(f\"Decision Tree Accuracy: {dt_accuracy:.2f}\")\n",
    "print(f\"Logistic Regression Accuracy: {lr_accuracy:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+9evXl7e3t9M1cPToUfvtEJIUERGhUqVKaeHChQ5P4R8+fNhpeqxHHnlEp06dUlpammrXru30ioiIyNVxrFq1SkePHtWgQYP07bffOr3+9a9/ad68eUpNTVWDBg0UGBio2bNnZzpbgCTdddddqlChgqKiojINqxnCw8N14sQJHT9+3N525coVrVq1Kse122w2ubm5OdyOcunSJX388ccO/Zo1a6bChQtr1qxZOd62dPVcG2P0xx9/ZHquq1WrlmlNNWrU0LRp01SkSBGn6x243TAyC1hM/fr1NWvWLA0cOFC1atXS008/rX/9619KSUnRjh079P7776tq1apq3bq1IiIi9NRTT+ndd99VoUKF1KJFC/3+++8aPXq0QkNDNWzYsDyvb/HixXJzc1PTpk21d+9ejR49WjVq1NATTzwhSWrQoIGKFi2qAQMGaOzYsXJ3d9f8+fO1a9eum9rvmDFjdPToUTVu3Fh33HGHzpw5o7ffftvhftxhw4Zp3rx5atWqlSZMmKCwsDAtX75cM2fO1NNPP53ltFa5NXbsWC1btkwPPvigxowZo2LFimn+/Plavny5pkyZosDAwDzZT7NmzexfcWelSJEiGj16tEaNGqXu3burc+fOOnXqlMaPHy8vLy+NHTtWklSoUCG9+uqr6tu3rx599FH169dPZ86c0bhx45xuM+jUqZPmz5+vli1b6tlnn1WdOnXk7u6uo0eP6ttvv1Xbtm316KOP5vg45s6dKzc3N40aNcrh3uwM/fv315AhQ7R8+XK1bdtWb731lvr27asmTZqoX79+CgkJ0a+//qpdu3bpvffekyTNmDFDrVu3Vr169TRs2DCVLVtWCQkJWrVqlf0fXB07dtSYMWPUqVMnvfDCC/rrr7/0zjvvKC0tLce1t2rVSlOnTlWXLl301FNP6dSpU3rzzTed/rEWHh6uUaNG6dVXX9WlS5fUuXNnBQYGat++fTp58qTGjx+f6fbvvfdePfXUU+rVq5e2bt2q+++/X76+vkpMTNR3332natWq6emnn9ayZcs0c+ZMtWvXTuXLl5cxRosXL9aZM2fUtGnTHB8PYEkue/QMwE3ZuXOn6dGjhylbtqzx8PCwT4E1ZswYc+LECXu/tLQ08/rrr5u77rrLuLu7m+DgYNO1a1dz5MgRh+01atTI/Otf/3LaT1hYmGnVqpVTu655Cj/jCfBt27aZ1q1bGz8/P+Pv7286d+5sjh8/7rDupk2bTP369Y2Pj48pXry46du3r9m+fbuRZKKjo+39evToYXx9fTM9/muf+l62bJlp0aKFKVOmjPHw8DAlSpQwLVu2NBs2bHBY7/Dhw6ZLly4mKCjIuLu7m4iICPPGG2+YtLQ0e5+M2QzeeOONTI977Nixmdb0d3v27DGtW7c2gYGBxsPDw9SoUcPh2P6+vdzOZpCdzKbmMubqdFbVq1c3Hh4eJjAw0LRt29bs3bvXaf0PP/zQ3HnnncbDw8PcddddJioqKtOn/lNSUsybb75patSoYby8vIyfn5+pVKmS6d+/v/nll1/s/a43m8Gff/5pPDw8TLt27bLskzEjQ+vWre1tK1asMI0aNTK+vr7Gx8fHVKlSxT7tWYbNmzebFi1amMDAQOPp6WkqVKjgNNvGihUrTM2aNY23t7cpX768ee+997KczSCrcx8VFWUiIiKMp6enKV++vJk8ebKZO3dupn8O8+bNM/fcc4/9nN19991O13xmMyxERUWZunXrGl9fX+Pt7W0qVKhgunfvbp995OeffzadO3c2FSpUMN7e3iYwMNDUqVPHxMTEZHlegdsFP2cLIE+MGzdO48eP159//pkv9+ICAJAZ7pkFAACAZRFmAQAAYFncZgAAAADLcunI7Pr169W6dWuVLl1aNpvNaV6+zKxbt061atWSl5eXypcvr9mzZ+d/oQAAACiQXBpmL1y4oBo1atinUrmeQ4cOqWXLlmrYsKF27NihUaNGaciQIVq0aFE+VwoAAICCqMDcZmCz2bRkyRK1a9cuyz4vvfSSvvzyS4ffbh8wYIB27dp10791DgAAAOux1I8mbN682WmC8ObNm2vu3LlKSUmRu7u70zqXL192+AWY9PR0nT59WkFBQbn6mUwAAADcGsYYnTt3TqVLl1ahQtnfSGCpMJuUlKSQkBCHtpCQEKWmpurkyZMqVaqU0zqTJ0/O8pdVAAAAUHAdOXJEd9xxR7Z9LBVmJTmNpmbcJZHVKOvIkSM1fPhw+/uzZ8+qbNmyOnLkiAICAvKvUAAAANyQ5ORkhYaGyt/f/7p9LRVmS5YsqaSkJIe2EydOyM3NTUFBQZmu4+np6fQb2ZIUEBBAmAUAACjAcnJLqKV+NKF+/fqKi4tzaPv6669Vu3btTO+XBQAAwO3NpWH2/Pnz2rlzp3bu3Cnp6tRbO3fuVEJCgqSrtwh0797d3n/AgAE6fPiwhg8frvj4eEVFRWnu3Ll6/vnnXVE+AAAAXMyltxls3bpVDz74oP19xr2tPXr0UExMjBITE+3BVpLKlSunFStWaNiwYZoxY4ZKly6td955Rx06dLjltQMAAMD1Csw8s7dKcnKyAgMDdfbsWe6ZBQAAKIByk9csdc8sAAAA8HeEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFiWy8PszJkzVa5cOXl5ealWrVrasGFDtv3nz5+vGjVqyMfHR6VKlVKvXr106tSpW1QtAAAAChKXhtnY2FgNHTpUL7/8snbs2KGGDRuqRYsWSkhIyLT/d999p+7du6tPnz7au3evPv/8c23ZskV9+/a9xZUDAACgIHBpmJ06dar69Omjvn37qnLlypo+fbpCQ0M1a9asTPt///33Cg8P15AhQ1SuXDndd9996t+/v7Zu3XqLKwcAAEBB4LIwe+XKFW3btk3NmjVzaG/WrJk2bdqU6ToNGjTQ0aNHtWLFChljdPz4cX3xxRdq1apVlvu5fPmykpOTHV4AAAC4PbgszJ48eVJpaWkKCQlxaA8JCVFSUlKm6zRo0EDz589Xx44d5eHhoZIlS6pIkSJ69913s9zP5MmTFRgYaH+Fhobm6XEAAADAdVz+AJjNZnN4b4xxasuwb98+DRkyRGPGjNG2bdu0cuVKHTp0SAMGDMhy+yNHjtTZs2ftryNHjuRp/QAAAHAdN1ftODg4WIULF3YahT1x4oTTaG2GyZMn695779ULL7wgSapevbp8fX3VsGFDTZw4UaVKlXJax9PTU56ennl/AAAAAHA5l43Menh4qFatWoqLi3Noj4uLU4MGDTJd5+LFiypUyLHkwoULS7o6ogsAAIB/FpfeZjB8+HB9+OGHioqKUnx8vIYNG6aEhAT7bQMjR45U9+7d7f1bt26txYsXa9asWTp48KA2btyoIUOGqE6dOipdurSrDgMAAAAu4rLbDCSpY8eOOnXqlCZMmKDExERVrVpVK1asUFhYmCQpMTHRYc7Znj176ty5c3rvvff03HPPqUiRInrooYf0+uuvu+oQAAAA4EI28w/7fj45OVmBgYE6e/asAgICXF0OAAAArpGbvOby2QwAAACAG0WYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBQAAgGW5PMzOnDlT5cqVk5eXl2rVqqUNGzZk2//y5ct6+eWXFRYWJk9PT1WoUEFRUVG3qFoAAAAUJG6u3HlsbKyGDh2qmTNn6t5779WcOXPUokUL7du3T2XLls10nSeeeELHjx/X3LlzVbFiRZ04cUKpqam3uHIAAAAUBDZjjHHVzuvWravIyEjNmjXL3la5cmW1a9dOkydPduq/cuVKderUSQcPHlSxYsVuaJ/JyckKDAzU2bNnFRAQcMO1AwAAIH/kJq+57DaDK1euaNu2bWrWrJlDe7NmzbRp06ZM1/nyyy9Vu3ZtTZkyRWXKlNFdd92l559/XpcuXcpyP5cvX1ZycrLDCwAAALcHl91mcPLkSaWlpSkkJMShPSQkRElJSZmuc/DgQX333Xfy8vLSkiVLdPLkSQ0cOFCnT5/O8r7ZyZMna/z48XlePwAAAFzP5Q+A2Ww2h/fGGKe2DOnp6bLZbJo/f77q1Kmjli1baurUqYqJiclydHbkyJE6e/as/XXkyJE8PwYAAAC4hstGZoODg1W4cGGnUdgTJ044jdZmKFWqlMqUKaPAwEB7W+XKlWWM0dGjR3XnnXc6rePp6SlPT8+8LR4AAAAFgstGZj08PFSrVi3FxcU5tMfFxalBgwaZrnPvvffq2LFjOn/+vL3twIEDKlSokO644458rRcAAAAFj0tvMxg+fLg+/PBDRUVFKT4+XsOGDVNCQoIGDBgg6eotAt27d7f379Kli4KCgtSrVy/t27dP69ev1wsvvKDevXvL29vbVYcBAAAAF3HpPLMdO3bUqVOnNGHCBCUmJqpq1apasWKFwsLCJEmJiYlKSEiw9/fz81NcXJyeeeYZ1a5dW0FBQXriiSc0ceJEVx0CAAAAXMil88y6AvPMAgAAFGyWmGcWAAAAuFmEWQAAAFgWYRYAAACWleswGx4ergkTJjg8mAUAAAC4Qq7D7HPPPaf//Oc/Kl++vJo2bapPP/1Uly9fzo/aAAAAgGzlOsw+88wz2rZtm7Zt26YqVapoyJAhKlWqlAYPHqzt27fnR40AAABApm56aq6UlBTNnDlTL730klJSUlS1alU9++yz6tWrl2w2W17VmWeYmgsAAKBgy01eu+EfTUhJSdGSJUsUHR2tuLg41atXT3369NGxY8f08ssv65tvvtGCBQtudPMAAADAdeU6zG7fvl3R0dFauHChChcurG7dumnatGmqVKmSvU+zZs10//3352mhAAAAwLVyHWbvueceNW3aVLNmzVK7du3k7u7u1KdKlSrq1KlTnhQIAAAAZCXXYfbgwYMKCwvLto+vr6+io6NvuCgAAAAgJ3I9m8GJEyf0ww8/OLX/8MMP2rp1a54UBQAAAORErsPsoEGDdOTIEaf2P/74Q4MGDcqTogAAAICcyHWY3bdvnyIjI53a7777bu3bty9PigIAAAByItdh1tPTU8ePH3dqT0xMlJvbDc/0BQAAAORarsNs06ZNNXLkSJ09e9bedubMGY0aNUpNmzbN0+IAAACA7OR6KPWtt97S/fffr7CwMN19992SpJ07dyokJEQff/xxnhcIAAAAZCXXYbZMmTLavXu35s+fr127dsnb21u9evVS586dM51zFgAAAMgvN3STq6+vr5566qm8rgUAAADIlRt+Ymvfvn1KSEjQlStXHNrbtGlz00UBAAAAOXFDvwD26KOPas+ePbLZbDLGSJJsNpskKS0tLW8rBAAAALKQ69kMnn32WZUrV07Hjx+Xj4+P9u7dq/Xr16t27dpau3ZtPpQIAAAAZC7XI7ObN2/WmjVrVLx4cRUqVEiFChXSfffdp8mTJ2vIkCHasWNHftQJAAAAOMn1yGxaWpr8/PwkScHBwTp27JgkKSwsTPv378/b6gAAAIBs5HpktmrVqtq9e7fKly+vunXrasqUKfLw8ND777+v8uXL50eNAAAAQKZyHWZfeeUVXbhwQZI0ceJEPfLII2rYsKGCgoIUGxub5wUCAAAAWbGZjOkIbsLp06dVtGhR+4wGBVlycrICAwN19uxZBQQEuLocAAAAXCM3eS1X98ympqbKzc1NP/30k0N7sWLFLBFkAQAAcHvJVZh1c3NTWFgYc8kCAACgQMj1bAavvPKKRo4cqdOnT+dHPQAAAECO5foBsHfeeUe//vqrSpcurbCwMPn6+jos3759e54VBwAAAGQn12G2Xbt2+VAGAAAAkHt5MpuBlTCbAQAAQMGWb7MZAAAAAAVJrm8zKFSoULbTcDHTAQAAAG6VXIfZJUuWOLxPSUnRjh079NFHH2n8+PF5VhgAAABwPXl2z+yCBQsUGxur//znP3mxuXzDPbMAAAAFm0vuma1bt66++eabvNocAAAAcF15EmYvXbqkd999V3fccUdebA4AAADIkVzfM1u0aFGHB8CMMTp37px8fHz0ySef5GlxAAAAQHZyHWanTZvmEGYLFSqk4sWLq27duipatGieFgcAAABkJ9dhtmfPnvlQBgAAAJB7ub5nNjo6Wp9//rlT++eff66PPvooT4oCAAAAciLXYfa1115TcHCwU3uJEiU0adKkPCkKAAAAyIlch9nDhw+rXLlyTu1hYWFKSEjIk6IAAACAnMh1mC1RooR2797t1L5r1y4FBQXlSVEAAABATuQ6zHbq1ElDhgzRt99+q7S0NKWlpWnNmjV69tln1alTp/yoEQAAAMhUrmczmDhxog4fPqzGjRvLze3q6unp6erevTv3zAIAAOCWshljzI2s+Msvv2jnzp3y9vZWtWrVFBYWlte15Yvc/NYvgPxXc+I4V5cAONj5yjhXlwD84+Umr+V6ZDbDnXfeqTvvvPNGVwcAAABuWq7vmX3sscf02muvObW/8cYbevzxx/OkKAAAACAnch1m161bp1atWjm1P/zww1q/fn2eFAUAAADkRK7D7Pnz5+Xh4eHU7u7uruTk5DwpCgAAAMiJXN8zW7VqVcXGxmrMmDEO7Z9++qmqVKmSZ4UBAIDMPbP6WVeXADh5t/HbLtlvrsPs6NGj1aFDB/3222966KGHJEmrV6/WggUL9MUXX+R5gQAAAEBWch1m27Rpo6VLl2rSpEn64osv5O3trRo1amjNmjVMdQUAAIBb6oam5mrVqpX9IbAzZ85o/vz5Gjp0qHbt2qW0tLQ8LRAAAADISq4fAMuwZs0ade3aVaVLl9Z7772nli1bauvWrXlZGwAAAJCtXI3MHj16VDExMYqKitKFCxf0xBNPKCUlRYsWLeLhLwAAANxyOR6ZbdmypapUqaJ9+/bp3Xff1bFjx/Tuu+/mZ20AAABAtnI8Mvv1119ryJAhevrpp/kZWwAAABQIOR6Z3bBhg86dO6fatWurbt26eu+99/Tnn3/mZ20AAABAtnIcZuvXr68PPvhAiYmJ6t+/vz799FOVKVNG6enpiouL07lz5/KzTgAAAMBJrmcz8PHxUe/evfXdd99pz549eu655/Taa6+pRIkSatOmTX7UCAAAAGTqhqfmkqSIiAhNmTJFR48e1cKFC/OqJgAAACBHbirMZihcuLDatWunL7/8Mi82BwAAAORInoTZmzFz5kyVK1dOXl5eqlWrljZs2JCj9TZu3Cg3NzfVrFkzfwsEAABAgeXSMBsbG6uhQ4fq5Zdf1o4dO9SwYUO1aNFCCQkJ2a539uxZde/eXY0bN75FlQIAAKAgcmmYnTp1qvr06aO+ffuqcuXKmj59ukJDQzVr1qxs1+vfv7+6dOmi+vXr36JKAQAAUBC5LMxeuXJF27ZtU7NmzRzamzVrpk2bNmW5XnR0tH777TeNHTs2R/u5fPmykpOTHV4AAAC4PbgszJ48eVJpaWkKCQlxaA8JCVFSUlKm6/zyyy8aMWKE5s+fLze3nP142eTJkxUYGGh/hYaG3nTtAAAAKBhc/gCYzWZzeG+McWqTpLS0NHXp0kXjx4/XXXfdlePtjxw5UmfPnrW/jhw5ctM1AwAAoGDI2fBmPggODlbhwoWdRmFPnDjhNForSefOndPWrVu1Y8cODR48WJKUnp4uY4zc3Nz09ddf66GHHnJaz9PTU56envlzEAAAAHApl43Menh4qFatWoqLi3Noj4uLU4MGDZz6BwQEaM+ePdq5c6f9NWDAAEVERGjnzp2qW7furSodAAAABYTLRmYlafjw4erWrZtq166t+vXr6/3331dCQoIGDBgg6eotAn/88YfmzZunQoUKqWrVqg7rlyhRQl5eXk7tAAAA+GdwaZjt2LGjTp06pQkTJigxMVFVq1bVihUrFBYWJklKTEy87pyzAAAA+OeyGWOMq4u4lZKTkxUYGKizZ88qICDA1eUA/3g1J45zdQmAg52vjHN1Cdf1zOpnXV0C4OTdxm/n2bZyk9dcPpsBAAAAcKMIswAAALAswiwAAAAsizALAAAAyyLMAgAAwLIIswAAALAswiwAAAAsizALAAAAyyLMAgAAwLJc+nO2t5NmHSe4ugTAwdexY1xdAgAA+Y6RWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFmEWQAAAFgWYRYAAACWRZgFAACAZRFmAQAAYFkuD7MzZ85UuXLl5OXlpVq1amnDhg1Z9l28eLGaNm2q4sWLKyAgQPXr19eqVatuYbUAAAAoSFwaZmNjYzV06FC9/PLL2rFjhxo2bKgWLVooISEh0/7r169X06ZNtWLFCm3btk0PPvigWrdurR07dtziygEAAFAQuDTMTp06VX369FHfvn1VuXJlTZ8+XaGhoZo1a1am/adPn64XX3xR99xzj+68805NmjRJd955p7766qtbXDkAAAAKApeF2StXrmjbtm1q1qyZQ3uzZs20adOmHG0jPT1d586dU7FixbLsc/nyZSUnJzu8AAAAcHtwWZg9efKk0tLSFBIS4tAeEhKipKSkHG3jrbfe0oULF/TEE09k2Wfy5MkKDAy0v0JDQ2+qbgAAABQcLn8AzGazObw3xji1ZWbhwoUaN26cYmNjVaJEiSz7jRw5UmfPnrW/jhw5ctM1AwAAoGBwc9WOg4ODVbhwYadR2BMnTjiN1l4rNjZWffr00eeff64mTZpk29fT01Oenp43XS8AAAAKHpeNzHp4eKhWrVqKi4tzaI+Li1ODBg2yXG/hwoXq2bOnFixYoFatWuV3mQAAACjAXDYyK0nDhw9Xt27dVLt2bdWvX1/vv/++EhISNGDAAElXbxH4448/NG/ePElXg2z37t319ttvq169evZRXW9vbwUGBrrsOAAAAOAaLg2zHTt21KlTpzRhwgQlJiaqatWqWrFihcLCwiRJiYmJDnPOzpkzR6mpqRo0aJAGDRpkb+/Ro4diYmJudfkAAABwMZeGWUkaOHCgBg4cmOmyawPq2rVr878gAAAAWIbLZzMAAAAAbhRhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJZFmAUAAIBlEWYBAABgWYRZAAAAWBZhFgAAAJbl8jA7c+ZMlStXTl5eXqpVq5Y2bNiQbf9169apVq1a8vLyUvny5TV79uxbVCkAAAAKGpeG2djYWA0dOlQvv/yyduzYoYYNG6pFixZKSEjItP+hQ4fUsmVLNWzYUDt27NCoUaM0ZMgQLVq06BZXDgAAgILApWF26tSp6tOnj/r27avKlStr+vTpCg0N1axZszLtP3v2bJUtW1bTp09X5cqV1bdvX/Xu3VtvvvnmLa4cAAAABYGbq3Z85coVbdu2TSNGjHBob9asmTZt2pTpOps3b1azZs0c2po3b665c+cqJSVF7u7uTutcvnxZly9ftr8/e/asJCk5OflmD8FBaspfebo94Gbl9TWeX9L+unz9TsAtZIXPzpULfG5Q8OTlZydjW8aY6/Z1WZg9efKk0tLSFBIS4tAeEhKipKSkTNdJSkrKtH9qaqpOnjypUqVKOa0zefJkjR8/3qk9NDT0JqoHCr7AJZNdXQJgSYH/fs3VJQCW9L7m5Pk2z507p8DAwGz7uCzMZrDZbA7vjTFObdfrn1l7hpEjR2r48OH29+np6Tp9+rSCgoKy3Q9cIzk5WaGhoTpy5IgCAgJcXQ5gCXxugBvDZ6fgMsbo3LlzKl269HX7uizMBgcHq3Dhwk6jsCdOnHAafc1QsmTJTPu7ubkpKCgo03U8PT3l6enp0FakSJEbLxy3REBAAP9hAXKJzw1wY/jsFEzXG5HN4LIHwDw8PFSrVi3FxcU5tMfFxalBgwaZrlO/fn2n/l9//bVq166d6f2yAAAAuL25dDaD4cOH68MPP1RUVJTi4+M1bNgwJSQkaMCAAZKu3iLQvXt3e/8BAwbo8OHDGj58uOLj4xUVFaW5c+fq+eefd9UhAAAAwIVces9sx44dderUKU2YMEGJiYmqWrWqVqxYobCwMElSYmKiw5yz5cqV04oVKzRs2DDNmDFDpUuX1jvvvKMOHTq46hCQxzw9PTV27FinW0MAZI3PDXBj+OzcHmwmJ3MeAAAAAAWQy3/OFgAAALhRhFkAAABYFmEWAAAAlkWYRZ4IDw/X9OnT87wvUFDc7HUbExPDHNdZeOCBBzR06FBXlwHAogizt7GePXvKZrPJZrPJ3d1dISEhatq0qaKiopSenp6n+9qyZYueeuqpPO97I/5+3Fm9cHvp2bOn2rVrl6/7yM11m1nw7dixow4cOHDD+4+JiXG4hkNCQtS6dWvt3bv3hrdZUCxevFivvvqqq8vAbeDEiRPq37+/ypYtK09PT5UsWVLNmzfXunXrFBwcrIkTJ2a63uTJkxUcHKwrV67YP2uVK1d26vfZZ5/JZrMpPDw8n48EuUGYvc09/PDDSkxM1O+//67//ve/evDBB/Xss8/qkUceUWpqap7tp3jx4vLx8cnzvjfi7bffVmJiov0lSdHR0U5tGa5cuZJvteD2cbPXrbe3t0qUKHFTNQQEBCgxMVHHjh3T8uXLdeHCBbVq1Srfr+GUlJR83X6xYsXk7++fr/vAP0OHDh20a9cuffTRRzpw4IC+/PJLPfDAAzp//ry6du2qmJgYZTaJU3R0tLp16yYPDw9Jkq+vr06cOKHNmzc79IuKilLZsmVvybEgFwxuWz169DBt27Z1al+9erWRZD744AN725kzZ0y/fv1M8eLFjb+/v3nwwQfNzp07Hdb7z3/+Y2rVqmU8PT1NUFCQefTRR+3LwsLCzLRp0+zvx44da0JDQ42Hh4cpVaqUeeaZZ7Lse/jwYdOmTRvj6+tr/P39zeOPP26SkpIctlWjRg0zb948ExYWZgICAkzHjh1NcnJyjs6DJLNkyRL7+0aNGplBgwaZYcOGmaCgIHP//fcbY4zZu3evadGihfH19TUlSpQwXbt2NX/++ad9vfT0dPP666+bcuXKGS8vL1O9enXz+eef56gG5K+srvUMa9euNffcc4/x8PAwJUuWNC+99JJJSUmxL09OTjZdunQxPj4+pmTJkmbq1KmmUaNG5tlnn7X3yek13qhRIyPJ4WWMMdHR0SYwMNChruw+U9fKbP0vv/zSSDK7d++2t23cuNE0bNjQeHl5mTvuuMM888wz5vz58/blx44dMy1btjReXl4mPDzczJ8/3+nYJJlZs2aZNm3aGB8fHzNmzBj7/iIjI42np6cpV66cGTdunMN5zO5zP2PGDFOxYkXj6elpSpQoYTp06GBfdu25Pn36tOnWrZspUqSI8fb2Ng8//LA5cOCA07lYuXKlqVSpkvH19TXNmzc3x44dy/L84fb3v//9z0gya9euzXT57t27M12+fv16I8ns2bPHGPN/19fgwYNN37597f2OHDliPD09zYgRI0xYWFi+HQdyj5HZf6CHHnpINWrU0OLFiyVJxhi1atVKSUlJWrFihbZt26bIyEg1btxYp0+fliQtX75c7du3V6tWrbRjxw6tXr1atWvXznT7X3zxhaZNm6Y5c+bol19+0dKlS1WtWrVM+xpj1K5dO50+fVrr1q1TXFycfvvtN3Xs2NGh32+//aalS5dq2bJlWrZsmdatW6fXXnvths/BRx99JDc3N23cuFFz5sxRYmKiGjVqpJo1a2rr1q1auXKljh8/rieeeMK+ziuvvKLo6GjNmjVLe/fu1bBhw9S1a1etW7fuhutA/vvjjz/UsmVL3XPPPdq1a5dmzZqluXPnOnzdOHz4cG3cuFFffvml4uLitGHDBm3fvj3LbWZ3jS9evFh33HGH/cdgrv0mIENuPlOZOXPmjBYsWCBJ9p/z3rNnj5o3b6727dtr9+7dio2N1XfffafBgwfb1+vevbuOHTumtWvXatGiRXr//fd14sQJp+2PHTtWbdu21Z49e9S7d2+tWrVKXbt21ZAhQ7Rv3z7NmTNHMTEx+ve//33dc7J161YNGTJEEyZM0P79+7Vy5Urdf//9WR5bz549tXXrVn355ZfavHmzjDFq2bKlwwjxxYsX9eabb+rjjz/W+vXrlZCQwK9B/sP5+fnJz89PS5cu1eXLl52WV6tWTffcc4+io6Md2qOiolSnTh1VrVrVob1Pnz6KjY3VxYsXJV291efhhx9WSEhI/h0EboyLwzTyUXajVR07djSVK1c2xlwdqQ0ICDB//fWXQ58KFSqYOXPmGGOMqV+/vnnyySez3NffR3beeustc9ddd5krV65ct+/XX39tChcubBISEuzL9+7daySZH3/80RhzdbTHx8fHYST2hRdeMHXr1s364P9GmYzM1qxZ06HP6NGjTbNmzRzajhw5YiSZ/fv3m/PnzxsvLy+zadMmhz59+vQxnTt3zlEdyD/ZXeujRo0yERERJj093d42Y8YM4+fnZ9LS0kxycrJxd3d3GGU/c+aM8fHxyXJkNjfXeIZrR1av95m6VnR0tJFkfH19jY+Pj33Ut02bNvY+3bp1M0899ZTDehs2bDCFChUyly5dMvHx8UaS2bJli335L7/8YiQ5jcwOHTrUYTsNGzY0kyZNcmj7+OOPTalSpYwx2Z+TRYsWmYCAgCy/Tfn7yOyBAweMJLNx40b78pMnTxpvb2/z2WefOZyLX3/91d5nxowZJiQkJNPt45/jiy++MEWLFjVeXl6mQYMGZuTIkWbXrl325bNmzTK+vr7m3Llzxhhjzp07Z3x9fe1/1xnj+FmtWbOm+eijj0x6erqpUKGC+c9//mOmTZvGyGwBw8jsP5Qxxv4g1LZt23T+/HkFBQXZ/2Xr5+enQ4cO6bfffpMk7dy5U40bN87Rth9//HFdunRJ5cuXV79+/bRkyZIs78+Nj49XaGioQkND7W1VqlRRkSJFFB8fb28LDw93uKeuVKlSmY4m5dS1I2Dbtm3Tt99+63D8lSpVknR1VHjfvn3666+/1LRpU4c+8+bNs58jFEzx8fGqX7++w4N/9957r86fP6+jR4/q4MGDSklJUZ06dezLAwMDFRERkeU2c3ONZyU3n6kM/v7+2rlzp7Zt26bZs2erQoUKmj17tn35tm3bFBMT43CNNm/eXOnp6Tp06JD2798vNzc3RUZG2tepWLGiihYt6rSvzD4jEyZMcNh2v379lJiYqIsXL2Z7Tpo2baqwsDCVL19e3bp10/z58+2jXdeKj4+Xm5ub6tata28LCgpSRESEw38TfHx8VKFCBfv7m/1vAm4PHTp00LFjx/Tll1+qefPmWrt2rSIjIxUTEyNJ6ty5s9LT0xUbGytJio2NlTFGnTp1ynR7vXv3VnR0tNatW6fz58+rZcuWt+pQkAturi4ArhEfH69y5cpJktLT01WqVCmtXbvWqV/GVELe3t453nZoaKj279+vuLg4ffPNNxo4cKDeeOMNrVu3zv51aIa/h+rs2q9dz2az3dSMDL6+vg7v09PT1bp1a73++utOfUuVKqWffvpJ0tWvhsuUKeOwnN/0Ltgyu8bM/38AxGazOfz/zPpkJjfXeFZy85nKUKhQIVWsWFGSVKlSJSUlJaljx45av369pKvXcf/+/TVkyBCndcuWLav9+/dnut3MjjWzz8j48ePVvn17p75eXl7ZnhN/f39t375da9eu1ddff60xY8Zo3Lhx2rJli9N0ZVmd95z8NyG7PzP8c3h5ealp06Zq2rSpxowZo759+2rs2LHq2bOnAgMD9dhjjyk6Olp9+vRRdHS0HnvsMQUEBGS6rSeffFIvvviixo0bp+7du8vNjdhUEDEy+w+0Zs0a7dmzRx06dJAkRUZGKikpSW5ubqpYsaLDKzg4WJJUvXp1rV69Osf78Pb2Vps2bfTOO+9o7dq12rx5s/bs2ePUr0qVKkpISNCRI0fsbfv27dPZs2cznRYlv0RGRmrv3r0KDw93Oge+vr6qUqWKPD09lZCQ4LT876PKKHiqVKmiTZs2OQSdTZs2yd/fX2XKlFGFChXk7u6uH3/80b48OTlZv/zyS7bbze4a9/DwUFpaWrbr5/YzlZlhw4Zp165dWrJkiaT/u46vvUYrVqwoDw8PVapUSampqdqxY4d9G7/++qvOnDlz3X1FRkZq//79mW67UKGrf5Vkd07c3NzUpEkTTZkyRbt379bvv/+uNWvWOO2nSpUqSk1N1Q8//GBvO3XqlA4cOHBL/5uA20eVKlV04cIF+/s+ffpo48aNWrZsmTZu3Kg+ffpkuW6xYsXUpk0brVu3Tr17974V5eIG8E+M29zly5eVlJSktLQ0HT9+XCtXrtTkyZP1yCOPqHv37pKkJk2aqH79+mrXrp1ef/11RURE6NixY1qxYoXatWun2rVra+zYsWrcuLEqVKigTp06KTU1Vf/973/14osvOu0zJiZGaWlpqlu3rnx8fPTxxx/L29tbYWFhTn2bNGmi6tWr68knn9T06dOVmpqqgQMHqlGjRrl6GOZmDRo0SB988IE6d+6sF154QcHBwfr111/16aef6oMPPpC/v7+ef/55DRs2TOnp6brvvvuUnJysTZs2yc/PTz169LhltSJzZ8+e1c6dOx3aihUrpoEDB2r69Ol65plnNHjwYO3fv19jx47V8OHDVahQIfn7+6tHjx564YUXVKxYMZUoUUJjx45VoUKFspyT+HrXeHh4uNavX69OnTrJ09PT/o/Cv8vNZyorAQEB9lGndu3a6aWXXlK9evU0aNAg9evXT76+voqPj1dcXJzeffddVapUSU2aNNFTTz2lWbNmyd3dXc8995y8vb2vO//ymDFj9Mgjjyg0NFSPP/64ChUqpN27d2vPnj2aOHFitudk2bJlOnjwoO6//34VLVpUK1asUHp6eqa3ctx5551q27at+vXrpzlz5sjf318jRoxQmTJl1LZt2xyfG/zznDp1So8//rh69+6t6tWry9/fX1u3btWUKVMcrp1GjRqpYsWK6t69uypWrJjtw4jS1c/7zJkzFRQUlN+HgBvlkjt1cUv06NHD/pCIm5ubKV68uGnSpImJiooyaWlpDn2Tk5PNM888Y0qXLm3c3d1NaGioefLJJx0ezFq0aJGpWbOm8fDwMMHBwaZ9+/b2ZX9/4GXJkiWmbt26JiAgwPj6+pp69eqZb775JtO+xuR8aq6/y80N+MrkAbC/P9iT4cCBA+bRRx+1TwdUqVIlM3ToUPuDQ+np6ebtt982ERERxt3d3RQvXtw0b97crFu3Lkd1IP/8/Vr/+6tHjx7GmBubmqtOnTpmxIgR9j65ucY3b95sqlevbjw9PbOdmiu7z9S1MlvfmKufHzc3NxMbG2uMMebHH380TZs2NX5+fsbX19dUr17d/Pvf/7b3P3bsmGnRooXx9PQ0YWFhZsGCBaZEiRJm9uzZ9j7XfmYyrFy50jRo0MB4e3ubgIAAU6dOHfP+++9f95xs2LDBNGrUyBQtWtR4e3ub6tWr2+s1JuupuQIDA423t7dp3rx5plNz/d2SJUsMf6X9s/31119mxIgRJjIy0gQGBhofHx8TERFhXnnlFXPx4kWHvpMmTTKSnB5qNCbrz1oGHgAreGzGcJMRAPzdhQsXVKZMGb311lvZfgV5Ozh69KhCQ0P1zTff5PqBNAAoCLjNAMA/3o4dO/Tzzz+rTp06Onv2rCZMmCBJt+XX2mvWrNH58+dVrVo1JSYm6sUXX1R4ePh1v2oFgIKKMAsAkt58803t379fHh4eqlWrljZs2JDpva5Wl5KSolGjRungwYPy9/dXgwYNNH/+/BzPwgAABQ23GQAAAMCymJoLAAAAlkWYBQAAgGURZgEAAGBZhFkAAABYFmEWAAAAlkWYBYDbxNq1a2Wz2XTmzJkcrxMeHq7p06fnW00AkN8IswBwi/Ts2VM2m00DBgxwWjZw4EDZbDb17Nnz1hcGABZGmAWAWyg0NFSffvqpLl26ZG/766+/tHDhQpUtW9aFlQGANRFmAeAWioyMVNmyZbV48WJ72+LFixUaGqq7777b3nb58mUNGTJEJUqUkJeXl+677z5t2bLFYVsrVqzQXXfdJW9vbz344IP6/fffnfa3adMm3X///fL29lZoaKiGDBmiCxcuZFnfuHHjVLZsWXl6eqp06dIaMmTIzR80AOQjwiwA3GK9evVSdHS0/X1UVJR69+7t0OfFF1/UokWL9NFHH2n79u2qWLGimjdvrtOnT0uSjhw5ovbt26tly5bauXOn+vbtqxEjRjhsY8+ePWrevLnat2+v3bt3KzY2Vt99950GDx6caV1ffPGFpk2bpjlz5uiXX37R0qVLVa1atTw+egDIW4RZALjFunXrpu+++06///67Dh8+rI0bN6pr16725RcuXNCsWbP0xhtvqEWLFqpSpYo++OADeXt7a+7cuZKkWbNmqXz58po2bZoiIiL05JNPOt1v+8Ybb6hLly4aOnSo7rzzTjVo0EDvvPOO5s2bp7/++suproSEBJUsWVJNmjRR2bJlVadOHfXr1y9fzwUA3CzCLADcYsHBwWrVqpU++ugjRUdHq1WrVgoODrYv/+2335SSkqJ7773X3ubu7q46deooPj5ekhQfH6969erJZrPZ+9SvX99hP9u2bVNMTIz8/Pzsr+bNmys9PV2HDh1yquvxxx/XpUuXVL58efXr109LlixRampqXh8+AOQpN1cXAAD/RL1797Z/3T9jxgyHZcYYSXIIqhntGW0ZfbKTnp6u/v37Z3rfa2YPm4WGhmr//v2Ki4vTN998o4EDB+qNN97QunXr5O7unrMDA4BbjJFZAHCBhx9+WFeuXNGVK1fUvHlzh2UVK1aUh4eHvvvuO3tbSkqKtm7dqsqVK0uSqlSpou+//95hvWvfR0ZGau/evapYsaLTy8PDI9O6vL291aZNG73zzjtau3atNm/erD179uTFIQNAvmBkFgBcoHDhwvZbBgoXLuywzNfXV08//bReeOEFFStWTGXLltWUKVN08eJF9enTR5I0YMAAvfXWWxo+fLj69+9vv6Xg71566SXVq1dPgwYNUr9+/eTr66v4+HjFxcXp3XffdaopJiZGaWlpqlu3rnx8fPTxxx/L29tbYWFh+XMSACAPMDILAC4SEBCggICATJe99tpr6tChg7p166bIyEj9+uuvWrVqlYoWLSrp6m0CixYt0ldffaUaNWpo9uzZmjRpksM2qlevrnXr1umXX35Rw4YNdffdd2v06NEqVapUpvssUqSIPvjgA917772qXr26Vq9era+++kpBQUF5e+AAkIdsJic3XgEAAAAFECOzAAAAsCzCLAAAACyLMAsAAADLIswCAADAsgizAAAAsCzCLAAAACyLMAsAAADLIswCAADAsgizAAAAsCzCLAAAACyLMAsAAADL+n9onY3SLGMSgQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy: 0.36\n",
      "Logistic Regression Accuracy: 0.46\n",
      "SVM Accuracy: 0.44\n"
     ]
    }
   ],
   "source": [
    "# 6\n",
    "# Develop a random dataset using 3 columns and 350 rows. \n",
    "# Generate the data frame and apply decision tree classifier to train the model. Compare the accuracy of the model with any 2 other models you can apply on the generated dataset. \n",
    "# Generate plot of comparing the accuracy for different models.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Generate random dataset\n",
    "np.random.seed(42)\n",
    "data = {\n",
    "    \"Feature1\": np.random.rand(350) * 10,  # Random values between 0 and 10\n",
    "    \"Feature2\": np.random.rand(350) * 20,  # Random values between 0 and 20\n",
    "    \"Feature3\": np.random.rand(350) * 30,  # Random values between 0 and 30\n",
    "    \"Target\": np.random.choice([0, 1], size=350)  # Binary classification\n",
    "}\n",
    "\n",
    "# Create DataFrame\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# Split dataset into features and target variable\n",
    "X = df.drop(columns=[\"Target\"])\n",
    "y = df[\"Target\"]\n",
    "\n",
    "# Split data into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train a Decision Tree Classifier\n",
    "dt_clf = DecisionTreeClassifier(random_state=42)\n",
    "dt_clf.fit(X_train, y_train)\n",
    "y_pred_dt = dt_clf.predict(X_test)\n",
    "dt_accuracy = accuracy_score(y_test, y_pred_dt)\n",
    "\n",
    "# Train a Logistic Regression Classifier\n",
    "lr_clf = LogisticRegression(max_iter=1000, random_state=42)\n",
    "lr_clf.fit(X_train, y_train)\n",
    "y_pred_lr = lr_clf.predict(X_test)\n",
    "lr_accuracy = accuracy_score(y_test, y_pred_lr)\n",
    "\n",
    "# Train an SVM Classifier\n",
    "svm_clf = SVC(kernel=\"linear\", random_state=42)\n",
    "svm_clf.fit(X_train, y_train)\n",
    "y_pred_svm = svm_clf.predict(X_test)\n",
    "svm_accuracy = accuracy_score(y_test, y_pred_svm)\n",
    "\n",
    "# Compare Accuracies\n",
    "model_names = [\"Decision Tree\", \"Logistic Regression\", \"SVM\"]\n",
    "accuracies = [dt_accuracy, lr_accuracy, svm_accuracy]\n",
    "\n",
    "# Plot accuracy comparison\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.barplot(x=model_names, y=accuracies, palette=\"viridis\")\n",
    "plt.xlabel(\"Models\")\n",
    "plt.ylabel(\"Accuracy\")\n",
    "plt.ylim(0, 1)  # Accuracy ranges between 0 and 1\n",
    "plt.title(\"Comparison of Model Accuracies\")\n",
    "plt.show()\n",
    "\n",
    "# Print accuracy scores\n",
    "print(f\"Decision Tree Accuracy: {dt_accuracy:.2f}\")\n",
    "print(f\"Logistic Regression Accuracy: {lr_accuracy:.2f}\")\n",
    "print(f\"SVM Accuracy: {svm_accuracy:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ccp_alpha values:\n",
      "[0.         0.00923521 0.01269841 0.01269841 0.01847042 0.02705804\n",
      " 0.25028684 0.31210884]\n",
      "\n",
      "Impurities at each ccp_alpha value:\n",
      "[0.         0.01847042 0.04386724 0.05656566 0.07503608 0.10209411\n",
      " 0.35238095 0.6644898 ]\n"
     ]
    }
   ],
   "source": [
    "# 7\n",
    "# Using the diabetes dataset, implement a Decision Tree Classifier and \n",
    "# plot ccp_alpha of built tree against any one DT parameter (node count or maximum depth).\n",
    "\n",
    "# Import necessary libraries\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = load_iris()\n",
    "X = iris.data # Features (sepal length, sepal width, petal length, petal width)\n",
    "y = iris.target # Target variable (setosa, versicolor, virginica)\n",
    "\n",
    "# Split the data into training and test sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Create a Decision Tree Classifier\n",
    "dtc = DecisionTreeClassifier(random_state=42)\n",
    "# Fit the classifier to the training data\n",
    "dtc.fit(X_train, y_train)\n",
    "\n",
    "# Get the cost-complexity pruning path (ccp_alpha values)\n",
    "path = dtc.cost_complexity_pruning_path(X_train, y_train)\n",
    "ccp_alphas = path.ccp_alphas # The alpha values\n",
    "impurities = path.impurities # Corresponding impurities at each alpha value\n",
    "\n",
    "# Print ccp_alpha values\n",
    "print(\"ccp_alpha values:\")\n",
    "print(ccp_alphas)\n",
    "# Optionally, print the impurities at each ccp_alpha value\n",
    "print(\"\\nImpurities at each ccp_alpha value:\")\n",
    "print(impurities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d5ad7b82b0>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 8\n",
    "# Write a Python script that implements the Elbow Method \n",
    "# to determine the optimal number of clusters for a generated dataset. (Generate dataset of your choice with 14 points)\n",
    "import numpy as np\n",
    "X = np.random.rand(14, 2) * 10\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "elbow=[]\n",
    "for i in range(1,10):\n",
    "  km=KMeans(n_clusters=i)\n",
    "  km.fit(x)\n",
    "  elbow.append(km.inertia_)\n",
    "plt.plot(range(1,10),elbow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 9\n",
    "# Generate a random dataset of urban areas with features such as \n",
    "# population density, average income, and amenities, (min. 100 data). \n",
    "# Apply K-medoids clustering to identify neighbourhoods with similar characteristics. Visualize the clusters on a map.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn_extra.cluster import KMedoids\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Generate random dataset (100 urban areas)\n",
    "np.random.seed(42)\n",
    "data = {\n",
    "    \"Latitude\": np.random.uniform(40.5, 40.9, 100),\n",
    "    \"Longitude\": np.random.uniform(-74.0, -73.7, 100),\n",
    "    \"Population Density\": np.random.randint(5000, 30000, 100),\n",
    "    \"Average Income\": np.random.randint(20000, 100000, 100),\n",
    "    \"Amenities\": np.random.randint(5, 50, 100),\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# Standardize features\n",
    "X = df[[\"Population Density\", \"Average Income\", \"Amenities\"]]\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "# Apply K-Medoids clustering\n",
    "kmedoids = KMedoids(n_clusters=4, random_state=42, init=\"random\")\n",
    "df[\"Cluster\"] = kmedoids.fit_predict(X_scaled)\n",
    "\n",
    "# Plot clusters\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.scatterplot(x=df[\"Population Density\"], y=df[\"Average Income\"], hue=df[\"Cluster\"], palette=\"Set2\")\n",
    "plt.xlabel(\"Population Density\")\n",
    "plt.ylabel(\"Average Income\")\n",
    "plt.title(\"K-Medoids Clustering\")\n",
    "plt.legend(title=\"Cluster\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Age         Spending Score        \n",
      "              mean min max           mean min max\n",
      "Cluster                                          \n",
      "0        30.958333  19  43      74.375000  52  97\n",
      "1        58.950000  45  69      82.750000  59  99\n",
      "2        33.558824  19  46      25.058824   1  57\n",
      "3        57.818182  45  69      27.090909   3  51\n"
     ]
    }
   ],
   "source": [
    "# 10\n",
    "# Generate a random dataset containing customer information (e.g., age, spending score)(100 rows), \n",
    "# apply K-medoids clustering to segment customers into distinct groups. \n",
    "# Visualize the clusters and summarize the characteristics of each segment\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn_extra.cluster import KMedoids\n",
    "\n",
    "# Generate random dataset (100 customers)\n",
    "np.random.seed(42)\n",
    "data = {\n",
    "    \"Age\": np.random.randint(18, 70, 100),\n",
    "    \"Spending Score\": np.random.randint(1, 100, 100)\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# Standardize features\n",
    "X_scaled = StandardScaler().fit_transform(df)\n",
    "\n",
    "# Apply K-Medoids clustering\n",
    "kmedoids = KMedoids(n_clusters=4, random_state=42, init=\"random\")\n",
    "df[\"Cluster\"] = kmedoids.fit_predict(X_scaled)\n",
    "\n",
    "# Plot clusters\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.scatterplot(x=df[\"Age\"], y=df[\"Spending Score\"], hue=df[\"Cluster\"], palette=\"Set2\")\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Spending Score\")\n",
    "plt.title(\"Customer Segmentation using K-Medoids\")\n",
    "plt.legend(title=\"Cluster\")\n",
    "plt.show()\n",
    "\n",
    "# Summarize characteristics of each segment\n",
    "summary = df.groupby(\"Cluster\").agg({\"Age\": [\"mean\", \"min\", \"max\"], \"Spending Score\": [\"mean\", \"min\", \"max\"]})\n",
    "print(summary)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        Total Spending             Frequency of Purchases          \\\n",
      "                  mean   min   max                   mean min max   \n",
      "Cluster                                                             \n",
      "0          2956.222222   978  4898               7.222222   1  19   \n",
      "1          1533.523810   230  2795              40.571429  26  49   \n",
      "2          1468.862069   134  3252              26.379310   2  44   \n",
      "3          4109.913043  2988  4987              35.478261  24  49   \n",
      "\n",
      "        Average Basket Size            \n",
      "                       mean  min  max  \n",
      "Cluster                                \n",
      "0                219.851852   11  448  \n",
      "1                175.619048   63  335  \n",
      "2                423.862069  261  498  \n",
      "3                229.173913   18  429  \n"
     ]
    }
   ],
   "source": [
    "# 11\n",
    "# You are working with an e-commerce company that wants to segment its customers based on their purchasing behaviour. \n",
    "# Generate random dataset that includes features like total spending, frequency of purchases, and average basket size. \n",
    "# Develop a Python program to perform K-means clustering. \n",
    "# Visualize the clusters and summarize the characteristics of each segment.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# Generate random dataset (100 customers)\n",
    "np.random.seed(42)\n",
    "data = {\n",
    "    \"Total Spending\": np.random.randint(100, 5000, 100),\n",
    "    \"Frequency of Purchases\": np.random.randint(1, 50, 100),\n",
    "    \"Average Basket Size\": np.random.randint(10, 500, 100)\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# Standardize features\n",
    "X_scaled = StandardScaler().fit_transform(df)\n",
    "\n",
    "# Apply K-Means clustering\n",
    "kmeans = KMeans(n_clusters=4, random_state=42, n_init=10)\n",
    "df[\"Cluster\"] = kmeans.fit_predict(X_scaled)\n",
    "\n",
    "# Plot clusters\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.scatterplot(x=df[\"Total Spending\"], y=df[\"Frequency of Purchases\"], hue=df[\"Cluster\"], palette=\"Set2\")\n",
    "plt.xlabel(\"Total Spending\")\n",
    "plt.ylabel(\"Frequency of Purchases\")\n",
    "plt.title(\"Customer Segmentation using K-Means\")\n",
    "plt.legend(title=\"Cluster\")\n",
    "plt.show()\n",
    "\n",
    "# Summarize characteristics of each segment\n",
    "summary = df.groupby(\"Cluster\").agg({\"Total Spending\": [\"mean\", \"min\", \"max\"], \n",
    "                                     \"Frequency of Purchases\": [\"mean\", \"min\", \"max\"], \n",
    "                                     \"Average Basket Size\": [\"mean\", \"min\", \"max\"]})\n",
    "print(summary)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 12\n",
    "# Use make_blobs to generate 300 samples. Analyse the data and apply KMeans clustering and \n",
    "# generate the graph for better representation. \n",
    "# Show what happens if you change n_clusters count from 2 to 7(2,3,4,5,6,7)?\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "# Step 1: Generate synthetic dataset with 2 features\n",
    "X, y = make_blobs(n_samples=300, centers=2, cluster_std=0.60, random_state=42)\n",
    "\n",
    "# Step 2: Apply KMeans clustering\n",
    "kmeans = KMeans(n_clusters=2)  # Specify number of clusters\n",
    "kmeans.fit(X)\n",
    "\n",
    "# Step 3: Get the cluster centers and labels\n",
    "centers = kmeans.cluster_centers_\n",
    "labels = kmeans.labels_\n",
    "\n",
    "# Step 4: Visualize the clusters and the cluster centers\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# Plot data points\n",
    "plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', s=50, alpha=0.7)\n",
    "\n",
    "# Plot the cluster centers\n",
    "plt.scatter(centers[:, 0], centers[:, 1], s=200, c='red', marker='X', label='Centroids')\n",
    "\n",
    "plt.title('K-Means Clustering')\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 13\n",
    "# A grocery store wants to analyze customer purchase patterns to improve product placements. \n",
    "# Generate random transaction data (products purchased together), \n",
    "# apply K-means clustering to group similar transactions.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# Generate synthetic transaction data (300 transactions, 2 product categories)\n",
    "np.random.seed(42)\n",
    "X = np.random.randint(0, 10, size=(300, 2))  # Products purchased together\n",
    "\n",
    "# Apply KMeans clustering\n",
    "kmeans = KMeans(n_clusters=2)\n",
    "kmeans.fit(X)\n",
    "\n",
    "# Get the cluster centers and labels\n",
    "centers = kmeans.cluster_centers_\n",
    "labels = kmeans.labels_\n",
    "\n",
    "# Visualize the clusters and the cluster centers\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# Plot data points\n",
    "plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', s=50, alpha=0.7)\n",
    "\n",
    "# Plot the cluster centers\n",
    "plt.scatter(centers[:, 0], centers[:, 1], s=200, c='red', marker='X', label='Centroids')\n",
    "\n",
    "plt.title('K-Means Clustering for Grocery Transactions')\n",
    "plt.xlabel('Product Category 1 Purchases')\n",
    "plt.ylabel('Product Category 2 Purchases')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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VfmbXvnb9LJ5WrVqVaFva7KR//vlHDBgwQOh0OhEcHCzGjh0rvvjiCwFAHD58uKKPWfTs2VMMGTLEYVtZP29vv/22ACBefvnlCo9bnnnz5ol27dqJgIAAoVQqRVhYmBg2bJjYs2dPqe0feeQR0aZNm0q9J9VtkhClTDkgIqJqNX78eHz77bfIysqCRqMpt+0PP/yAkSNH4vz586hfv341Veg8vV6PevXq4b///S/GjRtX0+VQLcWAQkRUzebMmYN69eqhUaNGyM/Pxy+//IIlS5Zg5syZmDNnToX7CyHQrVs3dOzYER999FE1VOya2bNnY+XKlfj777+dvvxJdD3+5BARVTO1Wo23334bly5dgsViQXx8PN57771yp3JfS5IkfPrpp/jpp58gy3K13zCwIv7+/li2bBnDCVUKe1CIiIjI43hW7CYiIiICAwoRERF5IAYUIiIi8jgcwVQBWZaRnJwMPz+/Kl/ymoiI6GYmhEBeXh7q1avn8mBuBpQKJCcnl3nPFCIiIqrYxYsX0aBBA5f2YUCpgJ+fHwDbh+vv71/D1RAREdUeer0e0dHR9u9SVzCgVKD4so6/vz8DChER0Q24kSESHCRLREREHocBhYiIiDwOAwoRERF5HI8Zg7J161a8/fbb2L9/P1JSUrB69Wrcc8899teFEJg9ezYWL16M7OxsdO7cGR9//DFatWpV7nF/+OEHvPTSSzhz5gwaN26MuXPnYtiwYW4+GyIiqojVaoXZbK7pMqgSlEolVCqVW5bh8JiAUlBQgFtuuQWPPfYYRowYUeL1t956C++99x6WLVuGpk2b4rXXXsPtt9+OhISEMkcH79y5EyNHjsSrr76KYcOGYfXq1bj//vuxfft2dO7c2d2nREREZcjPz8elS5fA28HVft7e3oiKioJGo6nS43rkzQIlSXLoQRFCoF69epgyZQqef/55AIDRaERERATefPNNTJgwodTjjBw5Enq9Hr/99pt92x133IGgoCB8++23TtWi1+sREBCA3NxczuIhIqoCVqsVp06dgre3N8LCwrgIZi0lhIDJZEJGRgasVivi4+NLLMZWme9Qj+lBKU9iYiJSU1MxcOBA+zatVovevXtjx44dZQaUnTt34tlnn3XYNmjQIMyfP7/M9zIajTAajfbner2+csUTkceShUBCZgYyiwoBAfhrtWgRFg6NUlnTpd3UzGYzhBAICwuDl5eXazsLATgTaJxtR5Xi5eUFtVqN8+fPw2QyQafTVdmxa0VASU1NBQBEREQ4bI+IiMD58+fL3a+0fYqPV5p58+Zh9uzZlaiWiDxdodmMzecSse7MKZy+nAWj1QIhAI1Sifp+/hjUJB794xoh2Mu7pku9qbncc7JxIzBqFPDaa8D48WW3W7wYmDkTWLEC6NevckVShVxdwt7p47rlqG5y/Q+zEKLCH3BX95kxYwZyc3Ptj4sXL954wUTkcbIKCzF7y0bM3/UXTmRmwF+rRYx/IGIDAhHq5Y3kPD0W7duDGX+ux9nsyzVdLhXbuBEYMgTIzAQmTLCFkNIsWmR7PTPT1n7jxuqtk6pMrQgokZGRAFCi5yM9Pb1ED8n1+7m6j1arta8ay9VjiW4u+SYT3vhrC/YlX0KEjy+i/QPgo9ZAkiRIkgStSoV6fv5o4B+AM5cvY+62zUjJy6vpsqk4nJjNtks3QOkhZdEiYOJE2/8LYWvPkFJr1YqAEhcXh8jISGzYsMG+zWQyYcuWLejWrVuZ+3Xt2tVhHwBYv359ufsQkXOyi4rwv4TjeGP7FszcuAGvb9uM7479g4yCgpourUxrTyXgYGoK6vn6Q6sq+wq3SqFAtH8AzuXk4Osjh6uxQirh2nAiy46vXRtSrg0nxWSZIQXA5s2bIUkScnJyymyzbNkyBAYGVltNzvCYMSj5+fk4ffq0/XliYiIOHTqE4OBgNGzYEFOmTMHrr7+O+Ph4xMfH4/XXX4e3tzcefPBB+z6PPvoo6tevj3nz5gEAnnnmGfTq1Qtvvvkm7r77bvzvf//DH3/8ge3bt1f7+RHdLArNZiw/fBAbE8/gclERAAkqhQSrEPgz8SxW/PM3ejSMwWPtOiBQ5+IASDcyWa1Yd+YUNAplueGkmFKhQIBWhx0XLyC9IB/hPr7VUCU5KC+cFJswAdiyBfjmm9JfvzakrF1bJWNSUlNTMXfuXPz6669ISkpCeHg42rVrhylTpqB///6VPj4A9OnTB+3atSt3UoezunXrhpSUFAQEBFS+sGrkMQFl37596Nu3r/351KlTAQCjR4/GsmXL8Nxzz6GoqAiTJk2yL9S2fv16hzVQLly44DBYp1u3blixYgVmzpyJl156CY0bN8bKlSu5BgrRFUII5JlMMFmt8FKp4K1WlztGK99kwtxtm7En6RL8NBpE+wdAec3fOVkI5BiK8PPJBJzLycHLvfoixNszBpoeSEnGJb0e4d4+Tu8TqNPhQm4Otl04jxEtyl8UkqqYELYBsSbT1cs6ZSkrnBSTZdtxRo0C0tIqNbvn3Llz6N69OwIDA/HWW2+hbdu2MJvNWLduHSZPnowTJ07c8LFdJYSA1WqFqoLArdFo7EMlahOPucTTp08fCCFKPJYtWwbANth11qxZSElJgcFgwJYtW9C6dWuHY2zevNnevti9996LEydOwGQy4fjx4xg+fHg1nRGR59IbjVh7KgFT1v2KMWu+xxM//4hH13yPF/5cj59PnkB6QT6s1/3GKoTAB7t3YE/SJUT5+iHU28chnACAQpIQ7OWNBn7+OJKeird3bIOlrN98q1lqfj5kIZzqPSmmuPJFlpqf766yqCySZJutU1VLdQlhO14lpx5PmjQJkiRhz549uPfee9G0aVO0atUKU6dOxa5duwAAubm5GD9+PMLDw+Hv749+/frh8OGrlwpnzZqFdu3a4csvv0RsbCwCAgIwatQo5F0Z7zRmzBhs2bIF77//vn181Llz5+yXatatW4dOnTpBq9Vi27ZtMBqNePrppxEeHg6dTocePXpg79699vcr7RLPsmXL0LBhQ3h7e2PYsGHIyspyOM/Dhw+jb9++8PPzg7+/Pzp27Ih9+/ZV6rNzlccEFCKqHrsvXcSktT/hv7t24ERmJiRJgsFixcXcXPyUcBzPbfgdA79ahtFrvsfq48eQVVgIAEjIysTOSxcR4uUNXUW/sSmViPLxw6G0VBxISa6O06qQRbbe8L5m643vS5UwfjywcGHVHGvRovKnJjvh8uXL+P333zF58mT4+JTsiQsMDIQQAkOHDkVqairWrl2L/fv3o0OHDujfvz8uX746K+zMmTNYs2YNfvnlF/zyyy/YsmUL3njjDQDA+++/j65du2LcuHFISUlBSkoKoqOj7fs+99xzmDdvHo4fP462bdviueeeww8//IAvvvgCBw4cQJMmTTBo0CCH97vW7t278fjjj2PSpEk4dOgQ+vbti9dee82hzUMPPYQGDRpg79692L9/P1544QWo1epKfX6u8phLPETkfjsvXsDbO7ahwGxGfT9/WGQrTmdfRoHJBAFAq7T9k2C0WHAoNRUXc3Ox4ujfGN/xViRkZqLQbHb6EomXWg1LQT7+OHsat9Vv4Mazco6vRgvAdhlK4eJv0b5VvIQ3uaB4Ic7rB8C6ogrCCQCcPn0aQgg0b968zDabNm3CkSNHkJ6eDq3W9jP3zjvvYM2aNfj+++8x/kodsixj2bJl9mEKjzzyCP7880/MnTsXAQEB0Gg08Pb2LvXSzJw5c3D77bcDsN0mZsGCBVi2bBkGDx4MAPj000+xYcMGfPbZZ5g+fXqJ/d9//30MGjQIL7zwAgCgadOm2LFjB37//Xd7mwsXLmD69On2c42Pj3f586os9qAQ1REZhQX4YM8uFJjNaODnD4uQkZCViTyjCRqlEl4qNdRKJdRKJXzUGggIGKwW6A0GzN/5F35OOAHfK1NynRWg1WF/SjL016zOXFPaRUbCT6NBrsHg9D5FZjM0SiU6RNVzY2VUoQkTbrwnpYrCCQD7fYPK+zuwf/9+5OfnIyQkBL6+vvZHYmIizpw5Y28XGxvrMIYyKioK6enpTtXRqVMn+/+fOXMGZrMZ3bt3t29Tq9W47bbbcPz48VL3P378OLp27eqw7frnU6dOxRNPPIEBAwbgjTfecKi9ujCgENURW8+fQ0ZBPur7+UOSJCRmZ6PQbIGXSgWF5PhPgSRJ0CpVKDSb4aPRwizLuJiXCwEBiywjrSAfCVmZ+CcjDUcz0nE2Jxt6kxHXjxbQKJUwW2Xkm2o+oET6+qFLg4bIMRqcvkFdZlEhGgUF45aI2jfA8KYzYQJwzaxNpzz0UJWFE8DWiyBJUplf/ICtZyQqKgqHDh1yeCQkJDj0Zlx/uUSSJMhOjte69vJSWaGpvEVJnfn5nzVrFo4ePYqhQ4di48aNaNmyJVavXu1UfVWFAYWoDjBbrfj99ClolEooJAn5JiPyjEZolcoy/xFTKhQQAsgsLECkjy+ssoyL+lwcTktFYk42cgxFKDSZkW8yIj0/H8cz0nEsIw1514QRAduYRJWblsJ21V3NmiNQp0Nyfl6F/0hnFRVCqZAwrEXLEoOBqQYsWlTxbJ3rff112SvO3oDg4GAMGjQIH3/8MQpKWe8nJycHHTp0QGpqKlQqFZo0aeLwCA0Ndfq9NBoNrE6MfWrSpAk0Go3D8hlmsxn79u1DixYtSt2nZcuW9gG9xa5/Dtgu/Tz77LNYv349hg8fjqVLlzpdf1Xg3zqiOiCtIB9p+XkI0Npu5JVZWAirEFAqyr9co1RI9sszshDQG42wChk6pQo6lRpale2/Xmrb5aE8kwkns7KQa7RdRikwm+Cn0drft6a1CA3DU7d1gU6lwgV9LorM5hJtTFYrkvL0MFgseLD1LegX26gGKiUHpS3C5qzylsW/AZ988gmsVituu+02/PDDDzh16hSOHz+ODz74AF27dsWAAQPQtWtX3HPPPVi3bh3OnTuHHTt2YObMmS7NgomNjcXu3btx7tw5ZGZmltm74uPjgyeffBLTp0/H77//jmPHjmHcuHEoLCzE2LFjS93n6aefxu+//4633noLJ0+exEcffeQw/qSoqAhPPfUUNm/ejPPnz+Ovv/7C3r17yww87sKAQlQHGCyWK4HE9ldebzJCKUkAKriXFSQICKTkX13uXQmp1F4XpaSAl0oFs2zF2ezLKLKYUWg2o3+jRi5N7XW3vrGNMKNHb8QHh+CyoQjncrORlKdHUp4e53KzkVaQj0hfX/z7tq54qM0trt/QjqpWZcJJsSoMKXFxcThw4AD69u2L//u//0Pr1q1x++23488//8SCBQsgSRLWrl2LXr164fHHH0fTpk0xatQonDt3rtzbrFxv2rRpUCqVaNmyJcLCwnDhwoUy277xxhsYMWIEHnnkEXTo0AGnT5/GunXrEBQUVGr7Ll26YMmSJfjwww/Rrl07rF+/HjNnzrS/rlQqkZWVhUcffRRNmzbF/fffj8GDB1f7jXQl4ezF2DpKr9cjICAAubm5vC8P1VqX9LmY9OtP8FFr4KPR4GBqCiyyFRpl+cHBZLXYZrwIwCLLKLKYoVWp4K2+blaLw63tBQrNFgTpdAj19sb8O4YiNjColHY1yyLLOJyWgq3nzyE137buS5i3D7pGN0Tn+g08KlTdbAwGAxITExEXFwedrpzetcWLr87iqQpVOGCWrirvz7My36HsQSGqAyJ8fBHh62u/9KJUSE6tf2WVBVQKBcyyDLVSAbVSCcAWXIp1OpGAdf/3PIZtLb4GLkEIgWxDEf7VrMXVcLJ4MRARUeP3RBFC4GRWJjYlnkVqXj7aRkTimc5d8c7AwXi+Ry/0iollOPEEQgAzZ1ZdoJUk2/H4O3mtwb+FRHWAWqnEoMbxWLhvD6yyDH+tFgUmM64MYy11H6ssQ5IAxZXXLbKAl0qFYC9vpOTnwWg1otup03j/40VQWSz4z1ffwCpkrOzWFUqFBC+VGq0jwm0HK+6ml6QqvSeKK2QhsPX8Ofx++iSOZqSjyGyGJNkuYflptOhcvwEGN2mKWyKjqrUuKoMkAStWVHwvHsA2W+frr8t+XaEA1Grb8TykB48qxh4Uojqid2wcwnx8kZKfhxCdN5QKCVa59N8mhRAwWi3wubLuiSQBZtkKSZKQUVgIWQjcdiIBCz5eCKXVCgVsUeelr1dg9O69iA8Oga9GA4PZ6jiGQIgaubusyWrFR3t24Y2/tuJASjJ81GrEBAQiJiAQDf0DoZAk/JF4Bi9v/hOrjx9zehoyuVm/frYwq1bbQkZpFi0Cvvqq7HVSisNJDYRiqhwGFKI6IszbB0/f1gVeajVyjEXwVWtgtFpLfBnLQsBgsUCnUqNRUDAUkgSDxQKzLKPIbIEkAX3OJmLJwiVQWWUoi9dhgC2kTF/+Fe7esg1KhQL1v/m25ADHa+8uWw0hRQiBJQf24eeTJ+Cv0aJhQCB8NVr74FeFJCFI54UY/0AIASw5uA/rzpyu4KhUbcoLKdeOKSltMTeGk1qNAYWoDuka3RAvdO+FUG9faFUqKCQg32yCyWqB2WpFkcVs6znRqNEsJARapRJ5JiOsQkCjUMJHo0HXk6fx/gefQGm12sNJseKQMnrBIry46FM0/s9/Si+kGkPK8cwM/Hb6JAK0OvhfWXq8NJIkIdzHB0IAXxw+AL3R+RVn6cY43VN1bUgpvkRT2oDXa0OKJDGcVBN39TgyoBDdJCyyjDyjEUVmc7n/YHRuEI0FQ+/C9G490KVBNLzVapisVhittlVl6/v5o4FfAC4XFeFsTvaVcKKwDRwVAnMXfwaVxVIinBQrDil9/tpZYmVZB7IMmEzAqFFuHbj4Z+IZFJrNCCgnnFwr3McHmYWF2H7hvNtqquuUxYOtTSbndyoOKaGh5c/GmTDB9npoKMNJNSm8ckPRqr6ZIKcZV4DTjMmTCSFwPDMDfyaexV8Xz8NksUCSJIR5+2BQ43j0iolFiLd3ufvnGAzYl5yEvy6ex5H0NMhXlsiu5+sHrVKJfclJMMsyco1GeKlUuGvLVrzyzcpyhte6yI1TP/VGI8b+9CPMVhmh5XwO17uoz0XL0DD8946hbqmrrhNC4MKFCzCbzahXrx4UrqzU6+xUdQ+a0n6zEkKgsLAQ6enpCAwMRFRUyQHmlfkO5SweolpKbzTgv7t2YG/SJRRZLPDVaKBRKCEAnM/Nwcd7d+Gbfw5jzC0dMCS+aakLjkmShCAvL9zeuAlub9wERosFBWYTNEoVVJKEJ35eA3+dDr5qDRKyMpFvNuHLzrfCYrXi1ZXfVz6kuHldiqyiQhSZLU73nhTzVqnty+FzobaqJ0kSoqKikJiYiPPn2VNV2wUGBpZ61+XKYkAhqoXyTSa8umUTDqSmIMzbGxE+vg5fpIE6HayyjIzCAny8bxdMViuGtWhZ4XG1KpV9DZCUvDzoTUb74m5xQUE4kpYKAWBFd9udTysVUqph0SxbB7HrncSSZBssLAtxZcVdqmoajQbx8fGuXeYhj6NWq+2X7KoaAwpRLbT04H4cTE2xXYYpY1ExpUKBSF8/ZBQUYNnhA2gSEoI24c4vtW0VMiCEvZfcIstQK5XQQIJZtmJF964QAF67kZBSTSt6+mo0UCuVMFmt8HLh+rjRakWklxdvEuhmCoWi/JVkqU7j3z6iWiazsBBbzifCT6t1asXTUG9vFJhMWH/mlEvv46vR2FaRvXJH1azCQkiSBC+1Gn4aLXw1GvzSpzfW3trJtXDy0EPVttx4mLcPWodFIMeFGTnF06x7x8S5sTIiqggDClEts+V8InKMBgQ6eYdgSZLgr9Xhr4sXkF6Q7/T7BOq8cEtkFHKu3M3YaLXa7stz5ZgqhRL3b9+BIXv3uXYR5euvq/TusuWRJAkDmzSxr+XijFyjAX4aDfryLsZENYoBhaiWOZaeDgUkly4/BGi1yDMacOpylkvvdXujJlCW8eU+bMs2/Ofrb29sDEoV3l22IrfVa4C24RFIyc+z9waVpdBsQo7BgP5xjREdEFAt9RFR6RhQiGqZfLPJ5bERSoUCQgAGs3O9CMU61auP1le+3NVKBeQrqxJUKpwUq6aQolWpML17T7QMC8OlPD0uFxXaz6OYRZaRVpCP9MIC9ImNw/iOt7q9LiIqHwMKUS3jpVbDWt6N00ohCwFIcPkuvRqlEs9374nmoaGQhYBVlnH3lq2VDyfFqimkhPv4Yk6fAbiraXMoJAkXcnNwLicbF3NzkZhzGUl5evhrtRjdtj2e796LdzMm8gBcqK0CXKiNPM3Kf/7Gpwf2oWFAoH1MSEWyDUWQhcDHQ+5CPT/Xf44vFxXik727seqfI9j0/H8QlF9Q7m83xeGlwhAjSbYVP9PSqm1RrYzCAmw9fw5nsy+jyGyBn0aDluHh6B4dA1+NplpqIKoruFAbUR3SOzYOK48eQa7BgCAvL6f20Rtt4ypuJJwAQLCXN2b26ovYgCC8MmEc3nv/o1LvxQNcDSV/dO2CATt3lR1Sim/ktmJFta74GebtgxEtWlXb+xHRjeElHqJaJtLXD92iGyLHaKhw0Cdg6/3QqtS4vXGTSr/3Q21vQbfRY/DKc/8Hq1IJ+bpgURxG3hvzKNbNfhkFH3xQfjjhvVKIqAzsQSGqhca274TzuTk4lpGBSB/fUhchk4VAVlEhDBYLHm5zCzpE1qv0+0qShAdat0X0hAB8HhCIx198yd6TUhxOPn9yPMInPonxzVvC5/bBgEYDTJx49SAMJ0TkBI5BqQDHoJCnyigswDs7tuFwWhossowAjRZqpRICAgUmM4osZvhrtRjVqg3ua9XG6fEqVlnGPxnpyCjIh1UI+Gm0aBsRWWJ8hhACF9asRoNRo6AwmSEBSJg7Fw2nTy8ZmBYtsoUUSYLQaJC84lvoe/SAj1qNBv4BTtdGRLVLZb5DGVAqwIBCnswiyziQkowNZ0/jQEoyzLIMBQB/rQ4DGjVG39hGTq/nUWg248/EM/jt1Emcy8mGSbYCkCABCPPxwYC4xhjUJB71rx/HsnEjMGoU8NprZa4QK4RA2n//i4DXXsXb/56M3c2aQggBlUKBuKAgDGocjx4NY+Hv4k39iMizMaC4EQMK1RZ6oxEFJhNUCgUCdDpoXLiB1+WiQrz51zYcSEmGUpIQ4uVt7wWxyDIuFxWiwGxGlJ8fpnfriVsirrtzaTm3trfKMr45chjfHT+KAqMRflotfDQaKCDBLMv2GUaxgUF4vntPNAkOueHPgIg8CwOKGzGg0M2u0GzGnC0bsTc5CVG+ftCVsQaILAQu6XMR6u2DOX37OxUkhBBYfvggvvnnb3ir1QjWeTncdbmYRZZxSZ+Lev7+eLXPAMQEBlb2tIjIA1TmO5SzeIjquA1nT2N/SnK54QQAFJKEBv4BSCvIx9JDB+DM7zZ/p6fh++NH4aPWIMTLu9RwAgAqhQLR/gFI0uvxyb5dTh2biG5uDChEdZhFlrHu9CkoJanccFJMceXyz5G0VJzNvlxh+z/OnkaR2YxgJ9ZrUSoUCPP2wdGMDJzIynSqfiK6eTGgENVhR9PTcC4nGyFe3k7v46fRoMBsxtYL58ttl1FYgL8uXoC/k3ddBgAftRpFZjM2JZ51eh8iujkxoBDVYekFBTDLcqnrqJRFkiQoJQkpefpy213KzUWByeTSzBxJkqBVKnGKPShEdR4XaiOqwyxCxo2M9pCuzMApj9FqhSxEhTcULDLb1myRhYBCUkAWQJHFtbsuE9HNhwGFqA7z02ghwTYWRaVwvkPVImQE6cofV+KlVkOpUMAiy1Bed2whBHKMBmQUFCDXaIBVvhKTJECWBZQKCcczM9AiNMzVUyKimwQv8RDVYW0jIhHq7Y3soiKn9zFaLFApFLi1Xv1y28UHhyDUyxs5RoPDdlkIXNDn4mRWJi4XFUGCbYCul1oNnVIJIQQyCgrwnz/XY+2phBs6LyKq/RhQiOowf60W/eMaI99sguzk1N6MwkLEBASiYwUBxVutxoBGjVFoNtuPLYRAkj4XKfl5UEoKeKnVUCuV9unHFllAq1KhaUgIzFYrFuzbgz8Tz1TuJImoVqo1ASU2NhaSJJV4TJ48udT2mzdvLrX9iRMnqrlyIs92R5N4RPr64lJeboUh5XJRISQJGNGylVMr1Q5o1Bhh3j5IztNDCIECsxmpBflQSgqor9tfFjLMsoxgb2/oVGpE+vrBIsv4/OB+5BmNlTpHIqp9ak1A2bt3L1JSUuyPDRs2AADuu+++cvdLSEhw2C8+Pr46yiWqNRr4B2Ba1x4I9vLG+dwc5BmNJRZKM1osSMrTo8hiwQOt22JgoyZOH/vpzl3hrVbjoj4XaQX5sMgy1A5jUgQsshUGixWBOi0aXnPvoAgfX6QX2KYrE1HdUmsGyYaFOQ6We+ONN9C4cWP07t273P3Cw8MRyGWzicrVPqoeZvfpj2UHD+CfjDRkFhVCeaXX0XplkGu0fwDubdkagxo3KXNF2NJ0i26IGT1748M9u7A/OQlWIWCWrZAgQRYCViGgUkgI8/FGbGAQVNLV8KJSKKCQbKvd3tGEv1wQ1SW1JqBcy2Qy4auvvsLUqVMr/Ieyffv2MBgMaNmyJWbOnIm+ffuW295oNMJ4TXeyXl/+Wg9EN4tmIaF4vf/tOHU5C9vOn0NyXp59ts5t9RugU736Lt2A8Fq31muAl3v2xbhf1sBgMcNktUIWgE6pRJCXF0K8veGtKn0tFm+VBpf0uRBCuBSMiKh2q5UBZc2aNcjJycGYMWPKbBMVFYXFixejY8eOMBqN+PLLL9G/f39s3rwZvXr1KnO/efPmYfbs2W6omsjzSZKEpiGhaBoSWuXHVigk+KjVqOfr5/LCcPaeFgYUojqjVt7NeNCgQdBoNPj5559d2u+uu+6CJEn46aefymxTWg9KdHQ072ZMVEnpBfkY/8saqBVKBLiw/H1qfj5Cvb2x7J4RbqyOiNyhTt3N+Pz58/jjjz/wxBNPuLxvly5dcOrUqXLbaLVa+Pv7OzyIqPLCvH3QMjQcuQZDxY2vEEKgyGJGr5hY9xVGRB6p1gWUpUuXIjw8HEOHDnV534MHDyIqKsoNVRFRRSRJwqDGtoGuRieXstcbjfDVaNA3rpE7SyMiD1SrxqDIsoylS5di9OjRUF13a/gZM2YgKSkJy5cvBwDMnz8fsbGxaNWqlX1Q7Q8//IAffvihJkonIgBdGkSjRVg4/klPQ7R/QLnL6xdZzMg2FGFQk3jEBQZVY5VE5AlqVUD5448/cOHCBTz++OMlXktJScGFC1fXSjCZTJg2bRqSkpLg5eWFVq1a4ddff8WQIUOqs2QiuoZWpcLz3Xti9pZNOHU5C8E6L/hrtVBcM/jVKsvINhiQbzKic4NoTL61Sw1WTEQ1pVYOkq1OlRngQ0SlyygowKcH9mJPchLyjEaoJAUUCgkWWYYQAsFeXugX1xijb2nv0owfIvIslfkOrVU9KER0cwjz8cF/evZBkl6PTefO4vTlLBRZLPDVaNAmPBK9YmIQ7OVd02USUQ1iQCGiGlPf3x8Pt21X02UQkQeqdbN4iIiI6ObHgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOLUmoMyaNQuSJDk8IiMjy91ny5Yt6NixI3Q6HRo1aoSFCxdWU7VERERUGaqaLsAVrVq1wh9//GF/rlQqy2ybmJiIIUOGYNy4cfjqq6/w119/YdKkSQgLC8OIESOqo1wiIiK6QbUqoKhUqgp7TYotXLgQDRs2xPz58wEALVq0wL59+/DOO+8woBAREXm4WnOJBwBOnTqFevXqIS4uDqNGjcLZs2fLbLtz504MHDjQYdugQYOwb98+mM3mMvczGo3Q6/UODyIiIqpetSagdO7cGcuXL8e6devw6aefIjU1Fd26dUNWVlap7VNTUxEREeGwLSIiAhaLBZmZmWW+z7x58xAQEGB/REdHV+l5EBERUcVqTUAZPHgwRowYgTZt2mDAgAH49ddfAQBffPFFmftIkuTwXAhR6vZrzZgxA7m5ufbHxYsXq6B6IiIickWtGoNyLR8fH7Rp0wanTp0q9fXIyEikpqY6bEtPT4dKpUJISEiZx9VqtdBqtVVaKxEREbmm1vSgXM9oNOL48eOIiooq9fWuXbtiw4YNDtvWr1+PTp06Qa1WV0eJREREdINqTUCZNm0atmzZgsTEROzevRv33nsv9Ho9Ro8eDcB2aebRRx+1t584cSLOnz+PqVOn4vjx4/j888/x2WefYdq0aTV1CkREROSkWnOJ59KlS3jggQeQmZmJsLAwdOnSBbt27UJMTAwAICUlBRcuXLC3j4uLw9q1a/Hss8/i448/Rr169fDBBx9wijEREVEtIInikaNUKr1ej4CAAOTm5sLf37+myyEiIqo1KvMdWmsu8RAREVHdwYBCREREHocBhYiIiDwOAwoRERF5HAYUIiIi8jgMKERERORxGFCIiIjI4zCgEBERkcdhQCEiIiKPw4BCREREHocBhYiIiDwOAwoRERF5HAYUIiIi8jgMKERERORxGFCIiIjI4zCgEBERkcdR1XQBREREdZGwpgLGHYCcAUAGJF9A0xFQtYAkSTVdXo1jQCEiIqpGwnIRomglYNoNyHkAxNUXi74HVM0B7xGQNLfVWI2egAGFiIiomgjzSYi8eYA1CVAEAspoQLoy2kIIQBQC5sMQ+pOAz1hIXnfWaL01iWNQiIiIqoGwpkLkvQ1YkwFlQ0ARdDWcAIAkAQof22sQEAWfQRh31Fi9NY0BhYiIqBoIwzrAev5Kr4my7IaSBCjCAWGAKFwJIazVV6QHYUAhIiJyMyEXAMY/Acm7/HBSTJIAZRhgPQuYj7i/QA/EgEJERORu5sOANQNQBDu/j+QFCCOEabf76vJgDChERETuJvQABCCpXdxRCciX3VGRx2NAISIicrvKrGtSN7+q6+ZZExERVSdFMAAlIIzO7yMEACskZZi7qvJoDChERETupr4FUNZ37XKNKLANqtV0c19dHowBhYiIyM0kSQNJd7utB0WYK95BCEDOBNTNAVUz9xfogRhQiIiIqoNuoG0Ze+ul8kOKEPaVZiXvh+vsfXkYUIiIiKqBpAiA5P/C1ZBiTbMFFQFAzgfMiYBpP2DaZbuBoLIxAA2EEBUd+qbEe/EQERFVE0kZBQTMBop+hTD+AVgv2salCCMAGYDKdldjhT9g3g+RewxQtwF8J0NSRtZ0+dWKAYWIiKgaSYogwOdhCE1nIHcGgAJAGQJIPoAiAJC0toZC2AbKmnZD6DMA/1dsAaeO4CUeIiKiaiaECSj4BBB5gLoloIoDlOFXwwlw5Z48vrZ791jOQuS9CyEsNVd0NWNAISIiqmoVjRsx7QPMCYAisuJ780gqQBkFWE4A5oNVV6OHY0AhIiKqShs3AhERwOLFZTYRhj+A5echNVsFbE2q+JiSDhAWCMOfVVioZ2NAISIiqiobNwJDhgCZmcCECaWGFCHnA0v+B8W0Y8BlA6T7f3MupCj8APNBCFdWo63FGFCIiIiqQnE4MZuvXuIpJaSIBW9CMe0ABABJALDItpCy5UIFb6AGYLUNnK0DGFCIiIgq69pwIsuOr10JKcKaDnn+cCiees0WTq68LMmwhZSR64BNhwBx3f528pW9NG46Cc/CgEJERFQZ5YWTYhMmAKO6Q/HsaodwUswWUgSkB/YCm/YBwlryGCLvyqBanyo+Ac9UawLKvHnzcOutt8LPzw/h4eG45557kJCQUO4+mzdvhiRJJR4nTpyopqqJiOimJgQwahRgMpUdTmBbLFb6/nSp4aSYJAMwC0gTjgCW6y73CCsgrJB0g+rM0ve1JqBs2bIFkydPxq5du7BhwwZYLBYMHDgQBQUVX4tLSEhASkqK/REfH18NFRMR0U1PkoDXXqtwWrF03X9LUzwmRbxQHxBZgDBceUEAciqgCAW0Paqi6lqh1qwk+/vvvzs8X7p0KcLDw7F//3706tWr3H3Dw8MRGBjoxuqIiKjOGj/eFiImTrzhQxT3rMhvxwGPhAOiCJCzAEU9QE4BoIHkOx6SIrCKivZ8taYH5Xq5ubkAgODg4Arbtm/fHlFRUejfvz82bdpUbluj0Qi9Xu/wICIiup6QCyGs6RDWDIjxY4CFC2/sOCgOJ9HAI2FXt1hTAOt5QPKB5PsUJG35v4zfbGpND8q1hBCYOnUqevTogdatW5fZLioqCosXL0bHjh1hNBrx5Zdfon///ti8eXOZvS7z5s3D7Nmz3VU6ERHVYkIIwHIUwrARMO28cpM/AJI3xEN9IVlfhTT5JeePhyvh5J1WwMPeAEy2jbACUEHyfhjQ9oGkiq7S85BlGSf3ncGRrceRm6mHUqVEcFQQOgxogwZN63nEOBdJ1ML7OE+ePBm//vortm/fjgYNGri071133QVJkvDTTz+V+rrRaITReHURHL1ej+joaOTm5sLf379SdRMRUe0l5HyI/I8B01+2YCL5XXNjvyLb+iSSD6TJlyCt2uv8ce9rArGo35WBsEUAZEDOBRQhUIR8WeXnceDPI/htyR+4cDwJJoMJkkIBQEDIAl6+Xmh2a2P8a/IdiGvdsNLvpdfrERAQcEPfoS71oBQVFWH//v0IDg5Gy5YtHV4zGAxYtWoVHn30UZcKcNW///1v/PTTT9i6davL4QQAunTpgq+++qrM17VaLbRabZmvExFR3SOEASLvbVuviSL0ynTfa3sZfAERCizdD2nVgXJn6zgcF4D03WmIrlHAmBaA5Gt7Qc4BVJUPCNfb+O12fP/uTzAWmRAUEQgvX93VWoRAQW4hDm36B+ePX8LY1x9Cq27NqrwGZzk9BuXkyZNo0aIFevXqhTZt2qBPnz5ISUmxv56bm4vHHnvMLUUCtg/uqaeewo8//oiNGzciLi7uho5z8OBBREXVndtVExFRFSj6ETDtApSRtiXnS7sE8sXxqyvEOnlYCbaQopi6DVh23LZRmG2vaftXQeFXHdx4BN+/a7t6ENUowiGcAIAkSfAN9EH9JlHIzdBj6cxvkXQ6pbRDVQunA8rzzz+PNm3aID09HQkJCfD390f37t1x4UJFS/NWjcmTJ+Orr77CN998Az8/P6SmpiI1NRVFRUX2NjNmzHDowZk/fz7WrFmDU6dO4ejRo5gxYwZ++OEHPPXUU9VSMxER1X5CLoQwrAckL9ujNMuOQTF1u0vhpJhjSDkGyOmAMgLQdKlc4deQZRm/fbYRhiITgqOCyh1jIikkRMZFICv5Mjav2lFlNbjK6YCyY8cOvP766wgNDUWTJk3w008/YfDgwejZsyfOnj3rzhoBAAsWLEBubi769OmDqKgo+2PlypX2NikpKQ6ByWQyYdq0aWjbti169uyJ7du349dff8Xw4cPdXi8REd0kTLsAaxqgKGPW6LLjNxxOil0NKduB5UmQfB6HpPC+waOVdOpAIs4fu4jgiECnBsAqFBJ8Anyw77dD0GflVVkdrnB6DEpRURFUKsfmH3/8MRQKBXr37o1vvvmmyou7ljNjeZctW+bw/LnnnsNzzz3npoqIiKhOsCYCkAFJXfI1ISDN3QshXbnxXxmKw0u5K8kCtuPMS4T0bM/KVu3gn23HYTKYoPNxfoylf6gfUhPTcXRHArre1alK63GG0z0ozZs3x759+0ps//DDD3H33XfjX//6V5UWRkRE5BGEsezXJAnis/6AWgFRzjeqBEA89KA9pJT6NgoJ0Gggrfyx1DEuQgjos/KQdj4Dl1OzYTFbnD6FvMv5kCC5NH1YqbSdUH5Ozdw92ekelGHDhuHbb7/FI488UuK1jz76CLIsY+ENLlJDRETksaQKeh161YdYNRjS/b9BWGTbPXWusPeYLFoEafx4oGcvSBMnluhJEQoFJLUaWLsW6NfP4fDGIiMObTqKv1bvRuKRC7BaZEgKCUGRgehxz224dXB7hEQFlVuiUq0sMxhVRKlS3uCelVMr10GpTpWZw01ERLWfMG6F0M+zzeCRNGU33JoE6f7fgCsh5dpwgvHjr7ZbtMhxWXyFAigjnFw6lYIlL3yFiyeSAAB+Qb5QqZWQZduUYJPBjIAwP9z3f/9Ct7tvhRACCXvPYP/6w8i4lAUhBALD/GEoNGHP2v0uLcJmNpqRmXQZk95/HB36t3Huw7pOta2DQkREVOdoOgPKKNu9cZSRZbe7tifFLNtu/Ldwoa3n5FoTJtj+O3Gi7VJOGeEk5WwaPvr3Z0g7n4GIhqFQax3HwPgEeEOWZWQmXcZXr36P88cuIfHIedsCbEYzVGolJEmCxWSBbJWRk6GHQqlAvcaRToWUnAw9wqJD0bp7zayFwoBCRERUDknSAro7IAo+B+RCoLzZNb3qQ6zoBWncDojZT0EqDiPXmzDBFk5mzgRWrCgRTmRZxvLZq5B2Ph31GkVCoSx9gItCoUB4dCjOH7uIb+etRlBEACJiQqHzcVzjxGQwQ385Hyln06FUKRERE1ZuSDGbLDAWGtFj2G3Q6MrpNXKjWnuzQCIiomrjdQ+g7WVbo0TOtd29+HpCBqxZQA8dROL7wKR3yj/m+PFAWlqJcALYpgWf/fs8QqKCywwnxQr0hci7XACL2QK1TlUinACARqdGo7YxUGtVSDqViuz03DKPZzZZkJqYjsbt4tDz3qpbi8VVDChEREQVkCQNJL//A3RDbLN6rOcB65WwIucC1lTAesE26MT7IUi+Tzg31qOMNrt+3gdTkXPTgrOSLsNitkCjVSEnTQ+rxVpqOy9fHRrfEgulSoGLx5OQlZLt0NZkNCPjYhbSz2egSfs4jH/7EfgH+1V8Dm7CSzxEREQVEEIA1ouAqg2gCATMJwHrWQBXpvoqQiDpbge0vSEp61X6/U4fTITOR1dhyDEVmZCblQ+lWgWlSgGLyQJjkQnefqWveOsb6IO4Ng2Rdj4DQhZIO59x5QQBSalAeMNQ9BjWGT1HdIZfkG+lz6MybiigfPnll1i4cCESExOxc+dOxMTEYP78+YiLi8Pdd99d1TUSERHVCCFkwLQdwrABMP8DiELYJwhLfoCmI6C7HZK6PSSp6i5KGAuNFV7aAYC8nAJYzRZovbWALCCEgGyVy90nIMQPedkF6HVfFzRpF4e87AIolQoEhgegRZf4Ghtzcj2XP80FCxZg6tSpGDJkCHJycmC12rqHAgMDMX/+/Kquj4iIqEYIYYLI/wRC/xZg2me7D48yBlDFAMpoW04xbgLy5gHG9VX63lofHeQyLtVcy2qxAhLQxpyCz7K+xSDzqXKDTafze/D8+rloUXABFpMVt97RHv0e6IHe93fDLX1aeUw4AW4goHz44Yf49NNP8eKLL0KpvLp4S6dOnXDkyJEqLY6IiKgmCCEgCj4DDL/Y7l6sauh4F2NJYbs3jzIGEGaI/EUQxs1V9v4tu8bDUGis8DYvkiShrSUN/8leB39hwOSi3eiZebjUtp3O7cbdf6+Gj6kAz176GfUvHK+yet3B5YCSmJiI9u3bl9iu1WpRUFAzy+ESERFVKctRwPC7bbyJopwFxiTpytooZoiCpRBy1XwPdhnaETofLQrzispt18qYhFeKNkIJ2b6M/j3//A+dzu9xaNfp3G7cfWSNffE4pZDR+4vXgI0bq6Red3A5oMTFxeHQoUMltv/2229o2bJlVdRERERUo4RhIyAMgOTk6qeKcNusHtPOKnn/2NYN0ezWJricmlPmrJy49NN48sQqqCDbv8yLQ8rdf6+2h5TrwwkAKCCgkK3AkCEeG1JcHiQ7ffp0TJ48GQaDAUII7NmzB99++y3mzZuHJUuWuKNGIiKiaiPkHMC0w/GSTkUkNQAJwvgnJN2AStcgSRIeeeV+ZKd9igvHkxBaPxg6Hy3MRjNyMvSod/4YHr78OxTXhBP7vrgaUmKzzuKWpMOl3kVZkmXAbLaFlFJWsq1pN3Qvnk8//RSvvfYaLl68CACoX78+Zs2ahbFjx1Z5gTWN9+IhIqpbhOU0RM5UQBEESCUXPSuTNRNQ+EARvLzKaslMysLnL36L0wcTkZuhR2F+EWSzFV8bViMAxhKh41rFoaS0cOJAkoDQUNuicS7c7dgZlfkOdekSj8ViwRdffIG77roL58+fR3p6OlJTU3Hx4sWbMpwQEVEdJGQ48bVeCgkQ1goHtroitH4Ipi55Eh1ub2u71CMAtU6Db7w72MNHOdU4/LdMQiD5saewe+0B7P39IE4fTIQslz9VuTq4dIlHpVLhySefxPHjtpG/oaGhbimKiIioxij8AKgBYQKkildyvcoEKMKdvluws/7ecgyH/vwH9RpHwj/ED1arjCRFM/zvYjjuPvK/G4pSwNUI9mOru/Hb2hxY/mfr+dF4qRHdrB56Du+C24Z2gFcpS+dXB5fHoHTu3BkHDx5ETEyMO+ohIiKqWYpIQN0MMB26ElacIGRAGCBpe1ZpKUIIbFn1F8wmM8KiQwAAKoVtiY99sV0ASCUGwDp13Cvtl0X0xS5NPELC/KHS2CKBsdCIc0cvIfHvVdi77hCeeOMhBIYFVOVpOcXlgDJp0iT83//9Hy5duoSOHTvCx8fH4fW2bdtWWXFERETVTZIkQDsQwnToSi+KE4uXiVzbdGRt7yqt5cKJJJzafxYBoaWP39gX2xkAXAopxe2+iOyHk+37IUyldHhd56NDVJwOpiIT/tl+Ap8+9xWe+vBxePmWvny+u7gcUEaOHAkAePrpp+3bJEmCEAKSJNlXliUiIqq1tF0AQwvb8vbKaEAq5+tSLrTdMNDr7iq5D8+1Ev8+D0OBCcFRQWW22RfbGbGXE3FLUukLtF1PArDDrxlOdugPZTmrzmq8NIiICcXx3aew7YfdGDi6j4vVV47LASUxMdEddRAREXkMSfIC/KZD6F8FLKdtC7ZJAbYVZIsJCyBfBkQRoO0FyafqJ4sYCoyQJJQ7rqXTud1lTiUujQDQLS8BGZf2YV/MbeW21eg0UGtU2L56N/o+0B1qjdql+ivD5YDCsSdERFQXSMoowH8OROEywLQLsF4AoLCFFGGx/b8yFNCOgOR9PyRnLgW5SKNTlztTp7RF2Cpy7TopACoMKYFh/kg5k4YTu0+jTc8WTr5L5bkcUJYvL39+96OPPnrDxRAREXkSSRkKyW8ahDUVMG6BsJyz9Zgo/CCpWwOa7pAUvm57//rxUVBrVCjKN8DL13E2zY2Ek2KuhBSNlwZWq4ys5MsuvkvluBxQnnnmGYfnZrMZhYWF0Gg08Pb2ZkAhIqKbjqSMBLxH3tB03sqI79gIDVs2QOKR8w4BpdP5PTccToq5ElIkCbBaqndtFJfvxZOdne3wyM/PR0JCAnr06IFvv/3WHTUSERHVSQqFAr1G2KYTF+gLbRuFQP8T6ysMJ+K6/5amOKT0P7EeKGOBOdkqQwjAy69610NxOaCUJj4+Hm+88UaJ3hUiIiKqnG5334qud3VETlou8rLzIQCs6vgArIriexiXVBxedvo3K3fFWRkSrAolVnV8oMxl7vVZefAL8kGLLk2r4GycVyUBBQCUSiWSk5Or6nBEREQEQKlS4pGX70PfB7rDUGBE0qkUHJBDsaTtQ5AlRYmQUhxO/td2GNb2HoP/tbmn1JAiQ4KsUGB558eQGNq41PcWQiA/pwAdB96CoPDqXazN5TEoP/30k8NzIQRSUlLw0UcfoXv37lVWGBEREdlodBo8/NJ96HrXrdj58z7sX38Yhy0R+KjJCEw+/QMgZCgg7OHkq+jbcTC4DbyEKHUxNxmAVVLgywrCSdr5DASGBaD3/d2q6UyvcvluxgqFY6eLJEkICwtDv3798O677yIqKqpKC6xpvJsxERF5mgJ9IfRZeTAUGpEwbzH6fT0P6it9KR9pO2OdOh4KpQSfAG+E1g+Gf4gfbr1mYK0FCrxb7184G9oIQRGB0Oiurm8ihIChwIjLqdnwDfTFmFdHoUP/NjdUZ2W+Q13uQfGEOxwSERHVZT7+3gCA7979Gdv+SMFmdW/MsOzECt+O2OLdHFohYLXIyLtcgILcQkTEhGFvzG2AJKH/ifX4OPx2GG7rhjCDGWnnMyBbZSjVKgACFpMFGi8NmrRvhOHPDEHz2+Jr5Bxd7kGZM2cOpk2bBm9vb4ftRUVFePvtt/Hyyy9XaYE1jT0oRETkaawWKxZNW449vx9EbroeQhZQa1WlDnQ1G82QZRn1m0QhtH4wIARyMvOgUEiY87/ncfpgIg5vPoqc9FwoVUqENghBp0HtEN8hrsRVE1dV5jvU5YCiVCqRkpKC8PBwh+1ZWVkIDw+/6e7Fw4BCRESe5vDmo/jo6c/gG+iDc/9cBCRApS77ooipyASlWolmtzaBSq1EYV4RivINmL36OYQ1CHFbnZX5DnU5GhXfFPB6hw8fRnBwsKuHIyIiIhf99b89sFqsJVaXLYtaq4bZaEFuht62QdjGkCrKuVlgTXN6DEpQUBAkSYIkSWjatKlDSLFarcjPz8fEiRPdUiQRERHZZCZfxrEdJ+Ef7AeFUgGVRgWTwQSUcx8/SSFBkoDstByE1AuCocAALz8dfAO9y96phjkdUObPnw8hBB5//HHMnj0bAQFX50NrNBrExsaia9eubimSiIiIbPSZeTAZzfAJ8IYkSQiODETymVSggrVlFUoFTEYzhBAozCtCnwd6QOulrba6XeV0QBk9ejQAIC4uDt26dYNaXX23XCYiIiIbIYTDsvSB4f5Iv5AJs9ECtbbi72Z9Vh68/LzQZWgHd5ZZaS5ffOrdu7c9nBQVFUGv1zs8iIiIyH38gn2h1qptl3VgW8QtvGEoZKsMi8lS5n6yVYYECfk5heg7qjsaNK1XXSXfEJcDSmFhIZ566imEh4fD19cXQUFBDg8iIiJyn7AGIWjasRH0WXlXt0WHIDwmDLIsw1BohNVswbW3C7SYLTCbLFDr1Oj/UE8Me3pIqRNePInLAWX69OnYuHEjPvnkE2i1WixZsgSzZ89GvXr1sHz5cnfUSERERFdIkoRu99wGSZJgLDTat0XGhiGmZQP4B/tCttpWgy1+mAxm+AZ6Y9wbD+GBGcPKnZLsKVwOKD///DM++eQT3HvvvVCpVOjZsydmzpyJ119/HV9//bU7anTwySefIC4uDjqdDh07dsS2bdvKbb9lyxZ07NgROp0OjRo1wsKFC91eIxERkTvd0qcVWnVrhoxLWTAZzABsISUg1B9xbRqiSYc4RDerj/rxkQitH4KQqCCMnjMK/R7sWenF16qLy1VevnwZcXFxAAB/f39cvnwZANCjRw9s3bq1aqu7zsqVKzFlyhS8+OKLOHjwIHr27InBgwfjwoULpbZPTEzEkCFD0LNnTxw8eBD/+c9/8PTTT+OHH35wa51ERETupNGq8fjrD6JF56ZIv5CBrORsWMy2hVIlSYKXrw4+gd6wWqxQaZQYMq4/Bo/tV8NVu8blgNKoUSOcO3cOANCyZUusWrUKgK1nJTAwsCprK+G9997D2LFj8cQTT6BFixaYP38+oqOjsWDBglLbL1y4EA0bNsT8+fPRokULPPHEE3j88cfxzjvvuLVOIiIidwsI9cfkDx/HnRMHwifAC2nnM5B0OgWXTqUg6VQKcjP0iG5WD4++cj9GPncPlEplTZfsEpcvQj322GM4fPgwevfujRkzZmDo0KH48MMPYbFY8N5777mjRgCAyWTC/v378cILLzhsHzhwIHbs2FHqPjt37sTAgQMdtg0aNAifffYZzGZzqVOljUYjjEaj/TlnJhERkafy8ffGiCl3YvDY/jj45xGkJqbDbDRD56NDfMdGaH5bEyhVtSuYFHM5oDz77LP2/+/bty9OnDiBffv2oXHjxrjllluqtLhrZWZmwmq1IiIiwmF7REQEUlNTS90nNTW11PYWiwWZmZmIiooqsc+8efMwe/bsqiuciIjIzbz9vND9nttquowqValhvAaDAQ0bNkTDhg2rqp4KXT8tqqx7A5XXvrTtxWbMmIGpU6fan+v1ekRHR99ouURERHQDXB6DYrVa8eqrr6J+/frw9fXF2bNnAQAvvfQSPvvssyovsFhoaCiUSmWJ3pL09PQSvSTFIiMjS22vUqkQElL63Ru1Wi38/f0dHkRERFS9XA4oc+fOxbJly/DWW29Bo9HYt7dp0wZLliyp0uKupdFo0LFjR2zYsMFh+4YNG9CtW7dS9+natWuJ9uvXr0enTp24VD8REZEHczmgLF++HIsXL8ZDDz3kMCK4bdu2OHHiRJUWd72pU6diyZIl+Pzzz3H8+HE8++yzuHDhgv0uyjNmzMCjjz5qbz9x4kScP38eU6dOxfHjx/H555/js88+w7Rp09xaJxEREVWOy2NQkpKS0KRJkxLbZVmG2WyukqLKMnLkSGRlZWHOnDlISUlB69atsXbtWsTExAAAUlJSHNZEiYuLw9q1a/Hss8/i448/Rr169fDBBx9gxIgRbq2TiIiIKsflgNKqVSts27bNHgqKfffdd2jfvn2VFVaWSZMmYdKkSaW+tmzZshLbevfujQMHDri5KiIiIqpKLgeUV155BY888giSkpIgyzJ+/PFHJCQkYPny5fjll1/cUSMRERHVMS6PQbnrrruwcuVKrF27FpIk4eWXX8bx48fx888/4/bbb3dHjURERFTHSKJ4YZAKnD17FnFxcR5/e+aqptfrERAQgNzcXE45JiIickFlvkOd7kGJj49HRkaG/fnIkSORlpbm0psREREROcPpgHJ9R8vatWtRUFBQ5QURERERuTwGhYiIiMjdnA4okiSVGH9S18ajEBERUfVwepqxEAJjxoyBVqsFYLtR4MSJE+Hj4+PQ7scff6zaComIiKjOcTqgjB492uH5ww8/XOXFEBEREQEuBJSlS5e6sw4iIiIiOw6SJSIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOLUioJw7dw5jx45FXFwcvLy80LhxY7zyyiswmUzl7jdmzBhIkuTw6NKlSzVVTURERDdKVdMFOOPEiROQZRmLFi1CkyZN8M8//2DcuHEoKCjAO++8U+6+d9xxB5YuXWp/rtFo3F0uERERVVKtCCh33HEH7rjjDvvzRo0aISEhAQsWLKgwoGi1WkRGRrq7RCIiIqpCteIST2lyc3MRHBxcYbvNmzcjPDwcTZs2xbhx45Cenl5ue6PRCL1e7/AgIiKi6lUrA8qZM2fw4YcfYuLEieW2Gzx4ML7++mts3LgR7777Lvbu3Yt+/frBaDSWuc+8efMQEBBgf0RHR1d1+URERFQBSQghaurNZ82ahdmzZ5fbZu/evejUqZP9eXJyMnr37o3evXtjyZIlLr1fSkoKYmJisGLFCgwfPrzUNkaj0SHA6PV6REdHIzc3F/7+/i69HxERUV2m1+sREBBwQ9+hNToG5amnnsKoUaPKbRMbG2v//+TkZPTt2xddu3bF4sWLXX6/qKgoxMTE4NSpU2W20Wq10Gq1Lh+biIiIqk6NBpTQ0FCEhoY61TYpKQl9+/ZFx44dsXTpUigUrl+dysrKwsWLFxEVFeXyvkRERFR9asUYlOTkZPTp0wfR0dF45513kJGRgdTUVKSmpjq0a968OVavXg0AyM/Px7Rp07Bz506cO3cOmzdvxl133YXQ0FAMGzasJk6DiIiInFQrphmvX78ep0+fxunTp9GgQQOH164dQpOQkIDc3FwAgFKpxJEjR7B8+XLk5OQgKioKffv2xcqVK+Hn51et9RMREZFranSQbG1QmQE+REREdVllvkNrxSUeIiIiqlsYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXmcWhNQYmNjIUmSw+OFF14odx8hBGbNmoV69erBy8sLffr0wdGjR6upYiIiIrpRtSagAMCcOXOQkpJif8ycObPc9m+99Rbee+89fPTRR9i7dy8iIyNx++23Iy8vr5oqJiIiohtRqwKKn58fIiMj7Q9fX98y2wohMH/+fLz44osYPnw4WrdujS+++AKFhYX45ptvqrFqIiIiclWtCihvvvkmQkJC0K5dO8ydOxcmk6nMtomJiUhNTcXAgQPt27RaLXr37o0dO3aUuZ/RaIRer3d4EBERUfVS1XQBznrmmWfQoUMHBAUFYc+ePZgxYwYSExOxZMmSUtunpqYCACIiIhy2R0RE4Pz582W+z7x58zB79uyqK5yIiIhcVqM9KLNmzSox8PX6x759+wAAzz77LHr37o22bdviiSeewMKFC/HZZ58hKyur3PeQJMnhuRCixLZrzZgxA7m5ufbHxYsXK3+iRERE5JIa7UF56qmnMGrUqHLbxMbGlrq9S5cuAIDTp08jJCSkxOuRkZEAbD0pUVFR9u3p6eklelWupdVqodVqKyqdiIiI3KhGA0poaChCQ0NvaN+DBw8CgEP4uFZcXBwiIyOxYcMGtG/fHgBgMpmwZcsWvPnmmzdWMBEREVWLWjFIdufOnfjvf/+LQ4cOITExEatWrcKECRPwr3/9Cw0bNrS3a968OVavXg3AdmlnypQpeP3117F69Wr8888/GDNmDLy9vfHggw/W1KkQERGRE2rFIFmtVouVK1di9uzZMBqNiImJwbhx4/Dcc885tEtISEBubq79+XPPPYeioiJMmjQJ2dnZ6Ny5M9avXw8/P7/qPoU6q8hgwv4jF5GclgOT2QKdVo342HC0alYPKuXVfCyEQMblfBQUGqFUKhAc4ANfH15qIyKqqyQhhKjpIjyZXq9HQEAAcnNz4e/vX9Pl1BqFRSas3fQPtu05jczsfAgBQACQBFRKJRpEBaJ/9+bo2qERDh69iK27T+HM+QxYrDIkSPD2UqNz+zh069gYjWNCyx3YTEREnqky36EMKBVgQHGdPt+Aj7/YjCMnkqDTqhHo7wWVSml/3WiyIDu3ECazFWqVArJVhqRQwN9XB7VaCSEECotMKCgywUunwaBeLTBiSAeoFBLAoEJEVGtU5ju0VoxBodrDYrHi02+34+/jSQgL8UNosK9DOAEArUaF4EAf5OoLEXpoDz5Z8iyGnd8NXx8ttBoVdFo1ggN90CAyEGqVAj//8Tf2PfUiREQEsHEjCgqNOHk2DUdOJOFUYjoKi8pesI+IiGqnWjEGhWqPv08k4dDRSwgN9oVWU/aPV1JqDlpdOoHXty2BWrZgxP8WAQB233Z15V9JkhDg54Vehzaiy++fQ0CC9Y478Nn9z2FfWBPIQkApSfD380KPWxujW8fGiK4X5PZzJCIi92MPClWp7XtOwypb4aVTl9nGYDQj7vTfeH3LYihlKyTYhqeM+N8idN6z3qFt5z3r8dDvn9uGr0BAsljw5Io30fnyWUSE+CEo0BsFRUasWX8Ycz/8Ddv2nHbr+RERUfVgQKEqk51bgCMnk+Hv61Vuu6h/9uO1jQuhkq1QwjYEqrSQ0nnPeoz436Ir4cRGIQSUshUTvp6HpueOQqNWITTIFw0iA2EwmbHsu53Yuf+s286RiIiqBwMKVZncPAPMZmu5l3YanzmCaWv+C6VshQKO47OvDSkPrJpfIpwUUwgBhWzF2C9eQ+MzR2z7ShLCQ/xgtljx9Zo90OcVVem5ERFR9WJAoSpTHCTKnBgmBB5a+R5UssXec1LaMQSA9oe3lRpOiimEgNJqwUMr3wOueb+wYF9czi3E7kPnbuwkiIjIIzCgUJUJ8PeCRq2C0WQBAMhCIEdfhOT0XFxKzUFyhh4/9hhhDyFlka77b2mKw8u6AQ84TD1WKhVQKiRs2XWy7KBEREQej7N4qMoE+nujXasG2LbnNIwmC7Iu58NgslzbwYEvQ25B9q334Zm935XbQ1Ke4v1+uHuCfdaP0WRBQaERVquAxSrjQnI2CgpNXI2WiKiWYkChKtWlfRx+3fgPDAYzlEoJGrUSCsXVjjpZFvglvjtMFhnTD/7gcki5PpzkFxqReTkf+jwDLLIMCYAsywAkzP34Nwzs2QI9OjWBWq0s/8BERORRGFCqUaohDUdzj+KyKRtWYYWvyhfxfk3QxLcxlFLt/wIVQuDgPxchW2UAgErpGE4AQKGQoNOo8EvjroAQmH7oR6dDyvXhJPNyPpLScmC1CqhVCnhpVIAkwWy2QgiBC0mX8dnKHTh2MgWPj+wGL52mqk+ZiIjchAGlGqQUpWJD2h84k58Ig1wECQpIAKyQsTNrFyJ04egZ2gPtAm+p1fecuZicjR37z6JBVCCyc4uQm1cEi1WGWqWwBxUhBIwmM2Qh8L9GXXFLViIGXjzo1PElAAdu6YXdtw3E5ZxCJKXmAAC8tCqHcSgWq4zgQG/UjwhEYZEJ2/edgUKpwPgHekCp5LArIqLagAHFzRILzmHlhe9w2ZSNALU/AtT+DiHEJJuQakjDD5dWI8eUgz7hvWttSNmx/ywKDSY0iAxEgJ83MrPzkZVdAIPRDAgrINkm3JjNMhSShOEXd2PgxYMu9aB0OLwVZ2KaY1lQWwghoNU6LghnlWUoJCA40AcA4O2lgRACu/afRbeOjXBLiwZVft5ERFT1+OukG2UZL+P7iz8gx5yDCF04vFXeJcKHRqFBmDYMaoUaf6ZvwsGcQzVTbCVZrDJ2HjgLL50akiRBobCtS9KscQQaNQxFvcgARIUHIDTYB2q1AiMu7sUze1wbKFs8++e+nxZjwPGtUF+33ooQAiaTBT7eWvhdMzjWx1sLs8WK7Vxlloio1mBAcaN9l/cj05SFMG0YFFL5H7W/2h8yBLZmbIdFtlRThVXHYDCjyGCGVu0YGhRX7qcTEeqPyDB/eOk0uPP0Djy9e+UNzeIpDinP7lmFwSf/AmALJharDIPRDG8vDRrWDy4RBP18dTh0/BIys/Nv+ByJiKj6MKC4SZG1CAdzDkGn0FUYTooFqAOQbkzHqfyb9zf9Xoc2YkolphgDV0PKUzu+Rf+jW2EwWiDLMgL9vdGoYWipK9l66dQwmSzIzi2sRPVERFRdGFDcJLHgHHLNufBT+zm9j0ahhlW2IiHvpBsrcw8vnRo+3hrbeJOyCIERO36EbRJwOc2u+29pikPKY3//iogQX8THhSMuOgQadVnDqiQIYZvmTEREno8BxU0KLUUQgMvTh5UKJfIsee4pyo2USgV63NrkysJsZYQAScKyEU/DolDBWkZEKe5ZOXBLr3JXnJUlCValCisenIb6UUHw1mnKHVxsNlugVinh682F24iIagMGFDdRSBUt6F46IQAlaueaKF07xMHXW4scfdk36rvYvD3mDn4KVoWyREi5dp2TFfc/gx/unlBqSBGSAlaFEkse/Q/ONG7jVG25eQbbYN2IAJfOiYiIagYDipsEqAOglFQwySan9xFCQIYVQZogN1bmPvUiAjGgRwsUGkzIKzCU2kaSJKS27oT/9B4Pq0IJ+UqvR2nL1+++bSC+HTzWMaQoFIBahY/ufw77Qps4VZfJbIGAQO8u8bV2CjcRUV3DgOImsT4xiNSFQ2/WO72PQTZAq9CiTUArN1bmXiOGtMftPVogv8CE5LRcFBlMDpd8DEYzCopMOBnbCrNufxJWhbLUcCKEQI6+ED836YYtj/2fra9FkgC1GtJvv6HBQyNQZDAjv9BYbj0WixVpmXloGheOjm0auu28iYioanGhNjdRSkp0DOqIn5J/hlk2Q61Ql9teCIFccy7ifZugvlf9aqqy6qmUCjw6ogsax4Rh444TSLyYhaycQnsviFqlQKOGIejdpSmMpl74OMQPj63+ED90G45dzXsA+kKYzFb7eiZD+7ZGtztHA12aAjNnAitWAP36YZhVRq6+EJt3nUJhoQmBAd7QXHO/HVmWkZtnQH6BEY1jwzDpkd5c6p6IqBaRBO9JXy69Xo+AgADk5ubC39/fpX0NVgO+PP81TuedQYg2pMyQIoRAhjETviofPBL7EBp6R1dF6TVOlgVOnk1D4sVMGIwW6LQqNKwfguaNI+xLzufoC7HnYCK27TuDzMsFgBDw89WhW6fG6NI+DpFh13zmQpRY0n7DtuP4c/sJpGboYbXKUCgkyEJAAuDv64Xb2sVg2B3tERTgXc1nT0RElfkOZUCpQGU+XADQm/VYeeE7nCk4C6Wkgr/aDxqF7Td5q7Ai35KPImsRAtWBuLfBcMT7OTeu4mYkywKyEFC5eL8co8mCw8cuIeFsGvILDNBq1agXHoDO7WMRFODjpmqJiKgiDChuVNmAAtgWbduffRD7L+9HujEDVmFF8Uoefio/3BLYFrcGd0KELrxKayciIqpJlfkO5RiUauCl9EKP0G7oEnwbzhYkItecC1nI8FJ6obFvI/ioavi3/OsunVS6HRERUSVxFk81UilUaOoXj1uDO6FzyG1oG9im5sPJxo1ARASweHH57RYvtrXbuBEAkGnMxI7MXfgjbSP+TNuEfZcPoMBSUA0FExFRXcAelLps40ZgyBDAZAImTLBtGz++ZLtFi4CJEwFJghg8GJuWPY+tbdUwWA24umj91ctVPUK7IVATWE0nQURENyOOQalAVYxB8UjF4cRsBmT56vZFi2B6YgxO6BOQYcxE5Bdr0Or5D+xrlcgKCbJSgW8XjkZG97b2hc+KB/wWWooQ5RWJBxqORKQuokZOjYiIPENlvkN5iacuKiOcCACYMAGbXnsI315YidyP3nYIJwCgkAUUVhkPPLkcDXedsu+rlJQIUAcgXBeGVEMqVlxY5dIidURERNdiD0oFbroelLJ6Tq4oDiPH7myPlr8cdAgn15IVEmSVEmsWT8DFrk0dXrMKKzKMGbg9YgAGRPRzx1kQEVEtwB4Uco4QwKhRtjEnpYQTAPYVX8sLJ4CtJ0VptmDI1C9sx72GUlJCq9DiQPZBGK3lL0VPRERUGgaUukSSgNdeKxEoSjS77r+lEQAkAeyYMrTUqcd+Kj9km7JxOv/MDZdLRER1F2fx1DXjx9sCysSJN3yI4p6V/718J86O7FZqG5XC9qOVZ8lz7phCINucjSKrAUoo4K/2h7eKy9MTEdVVDCh1UfGU4okTy72MU5ri9l/N6I199zRFTAVtK2K0GnFcfwL7svfjUlESLLIVkgToFDq0DWyDWwLbItqrgX22EBER1Q0MKHXVlZAiuRBSitt9+2J/bB/WHEphKbOtRbZCAuCr8i2zTaYxEysvfo9LhZeAK2291F4QQsAgG7E94y/svbwfXUNuw8DI26GUlGUei4iIbi4cg1KXTZiAgvvvcboHRQKwd3Bz7BjepsK2eZY8BKoD0MS3camv55hy8NX5b3Gh8AKCNEEI14XDW+UNjUIDrVKLALU/InQRUEkqbM3Yjt9T1oMTzoiI6g4GlLps0SL4rFrj1KUYwNaDcutvJ9DtxyMQQoZaKr0DziqsMFoNaB/UDjqlrtQ2v6WsQ4ohBWHaMKgV6lLbSJIEP7UvfFQ+2Jm1CyfyEpyslIiIajsGlLqqePl6OD8GpXgK8gNz/0SPH4/BX11yTrssZGQYMxGuC8etwZ1KPU6GMRMJ+Sfhq/Jz6rKNj8oHFmHB/uwDTlZKRES1HQNKXXRNOHFVcUh5ZN4WdP/hH/t2WcjQm/VIM6QjXBuGUQ3vR5AmqNRj/J1zBEXWIvgonZ+l46vyxen8M0g3ZNxQ3UREVLvUioCyefNmSJJU6mPv3r1l7jdmzJgS7bt06VKNlXugxYsrNcUYuBpSBs36HjFf/Y40QxoyjBlQSAp0De2MMbGPoL5XvTL3Ty5KhgJKl2bmeCu9UWQ1IN2YXqnaiYiodqgVs3i6deuGlJQUh20vvfQS/vjjD3TqVPplhGJ33HEHli5dan+u0WjcUmOtIAQwc6ZtYbVyBpwWz9Ypb3aPBEBIwNBPdsDnySkI0ASgpX+LUi/7XM8om6CQXMvGxWHGLJtd2o+IiGqnWhFQNBoNIiMj7c/NZjN++uknPPXUUxX+Fq7Vah32rYjRaITReHV5dr3+JrrhnSQBK1Y4dS+eg0Nao/3af8oOKQoFJLUa2lU/YlCUa/fb8VZ6wSqsLu0jCxkSAK1S69J+RERUO9WKSzzX++mnn5CZmYkxY8ZU2Hbz5s0IDw9H06ZNMW7cOKSnl3+JYN68eQgICLA/oqOjq6hqD9GvH4w/r4asUkJWOEaP4jBy8p1psCxfihNvPWvvSXGgUABqNbB2LdDP9ZsBxvnGARAuhZR8Sz58VD6I9mrg8vsREVHtUyvvZjxkyBAAwNq1a8ttt3LlSvj6+iImJgaJiYl46aWXYLFYsH//fmi1pf8mXloPSnR09E1zN+PLpmysvPAdVJu24LHJK6GwylDIwh5O1rw8FLtG3IJo7wYYGX0fQpf94DhmpZLhBLCFjfknP4RFWBCgDqiwvRACacY0dA3pgnvq/+uG3pOIiKpfrb2b8axZs8oc/Fr82Ldvn8M+ly5dwrp16zB27NgKjz9y5EgMHToUrVu3xl133YXffvsNJ0+exK+//lrmPlqtFv7+/g6Pm0W+JR8rLqxEYsE5ZPfsgDWfToSsUkJItnDyx5yRSHxoIEI0IbhQeBHfXlgJ/eMPAgsX2g4gSZUOJ4BtRk7HoPYoshoqvNtx8T16vJXe6BTU4Ybfk4iIapcaHYPy1FNPYdSoUeW2iY2NdXi+dOlShISE4F//cv036aioKMTExODUqVMu73sz2JG5E+cLLiBMGwqVQoWLXZtizeIJGDL1C+yYMhRHrtz4T6VQIVQThouFSdiWsR1DJ0ywhZOZM21jWCoRTor1j+iHdGMGjuUeh6/aFz5KnxLjiSyyFTnmbKgkFYZGDUEDb17eISKqK2o0oISGhiI0NNTp9kIILF26FI8++ijU6tJXHy1PVlYWLl68iKioKJf3re0MVgMOZh+CVqmz32kYAC52bYpFO16zBZBrqBRKeKu8cDj3b/QJ7w2f8eOBceNKtLtRGoUGo6Lvxy+qtTiS+w/SDGnQKDVQSWoAAgarEQICQZpA3BE5CLcEVry8PhER3Txq1SDZjRs3IjExsczLO82bN8fq1asBAPn5+Zg2bRp27tyJc+fOYfPmzbjrrrsQGhqKYcOGVWfZHuGEPgE55lz4lXbzvjJCh6/KF3qzHsf0x8ptd6O0Si1GNBiGJxtPQP+IfghSB0EpKaBWqNHYNw73R4/AM/FPMZwQEdVBtWKacbHPPvsM3bp1Q4sWLUp9PSEhAbm5uQAApVKJI0eOYPny5cjJyUFUVBT69u2LlStXws/PrzrL9gjZ5mwAcOg9qYhtGXoJ2aYc9xR1RYQuHAMjB2Bg5IAr04kllxZxIyKim0+tCijffPNNua9fOyHJy8sL69atc3dJtYZFWJ2+KaAj16YDV5arC7gREdHNid8GdYSX0guAgCuzyovblnVHYiIiIndhQKkjmvg0glahRZG1yOl9DLIBGoUGTXwbu7EyIiKikhhQ6ogIXQQa+TZCniXPqV4UIQT0Zj0aekejgVf9aqiQiIjoKgaUOkKSJHQP6QKdUoccc06FISXXnAuNQovuod04YJWIiKodA0od0sSvCQZH3gEJEjKMmTDJphJtzLIZGcZMyBAYFDkALfyb10ClRERU19WqWTxUeZ1DboWPyht/pm1EmjEDsrBCKdl+DKzCAgUUCNOFom94H7QLvKWGqyUiorqKAaUOah3QCs39muF0/hn8k3sU2Vcu+QRpAtE6oBXifZu4tF4KERFRVeO3UB2lUqjQ3L8Zmvs3q+lSiIiISuAYFCIiIvI4DChERETkcRhQiIiIyOMwoBAREZHHYUAhIiIij8OAQkRERB6HAYWIiIg8DgMKEREReRwu1FaB4pvq6fX6Gq6EiIiodin+7qzoBrWlYUCpQF5eHgAgOjq6hishIiKqnbKyshAQEODSPpK4kVhTh8iyjOTkZPj5+UGSpJou54bp9XpER0fj4sWL8Pf3r+ly3KounStQt86X53pz4rnevHJzc9GwYUNkZ2cjMDDQpX3Zg1IBhUKBBg0a1HQZVcbf379O/KUA6ta5AnXrfHmuNyee681LoXB9yCsHyRIREZHHYUAhIiIij8OAUkdotVq88sor0Gq1NV2K29WlcwXq1vnyXG9OPNebV2XOl4NkiYiIyOOwB4WIiIg8DgMKEREReRwGFCIiIvI4DChERETkcRhQ6qCTJ0/i7rvvRmhoKPz9/dG9e3ds2rSppstyq19//RWdO3eGl5cXQkNDMXz48Jouya2MRiPatWsHSZJw6NChmi6nyp07dw5jx45FXFwcvLy80LhxY7zyyiswmUw1XVqV+OSTTxAXFwedToeOHTti27ZtNV2SW8ybNw+33nor/Pz8EB4ejnvuuQcJCQk1XVa1mDdvHiRJwpQpU2q6FLdISkrCww8/jJCQEHh7e6Ndu3bYv3+/S8dgQKmDhg4dCovFgo0bN2L//v1o164d7rzzTqSmptZ0aW7xww8/4JFHHsFjjz2Gw4cP46+//sKDDz5Y02W51XPPPYd69erVdBluc+LECciyjEWLFuHo0aP473//i4ULF+I///lPTZdWaStXrsSUKVPw4osv4uDBg+jZsycGDx6MCxcu1HRpVW7Lli2YPHkydu3ahQ0bNsBisWDgwIEoKCio6dLcau/evVi8eDHatm1b06W4RXZ2Nrp37w61Wo3ffvsNx44dw7vvvuvyUvcQVKdkZGQIAGLr1q32bXq9XgAQf/zxRw1W5h5ms1nUr19fLFmypKZLqTZr164VzZs3F0ePHhUAxMGDB2u6pGrx1ltvibi4uJouo9Juu+02MXHiRIdtzZs3Fy+88EINVVR90tPTBQCxZcuWmi7FbfLy8kR8fLzYsGGD6N27t3jmmWdquqQq9/zzz4sePXpU+jjsQaljQkJC0KJFCyxfvhwFBQWwWCxYtGgRIiIi0LFjx5our8odOHAASUlJUCgUaN++PaKiojB48GAcPXq0pktzi7S0NIwbNw5ffvklvL29a7qcapWbm4vg4OCaLqNSTCYT9u/fj4EDBzpsHzhwIHbs2FFDVVWf3NxcAKj1f47lmTx5MoYOHYoBAwbUdClu89NPP6FTp0647777EB4ejvbt2+PTTz91+TgMKHWMJEnYsGEDDh48CD8/P+h0Ovz3v//F77//7nr3Wy1w9uxZAMCsWbMwc+ZM/PLLLwgKCkLv3r1x+fLlGq6uagkhMGbMGEycOBGdOnWq6XKq1ZkzZ/Dhhx9i4sSJNV1KpWRmZsJqtSIiIsJhe0RExE17CbaYEAJTp05Fjx490Lp165ouxy1WrFiB/fv3Y968eTVdiludPXsWCxYsQHx8PNatW4eJEyfi6aefxvLly106DgPKTWLWrFmQJKncx759+yCEwKRJkxAeHo5t27Zhz549uPvuu3HnnXciJSWlpk/Dac6eryzLAIAXX3wRI0aMQMeOHbF06VJIkoTvvvuuhs/COc6e64cffgi9Xo8ZM2bUdMk3zNlzvVZycjLuuOMO3HfffXjiiSdqqPKqJUmSw3MhRIltN5unnnoKf//9N7799tuaLsUtLl68iGeeeQZff/01dDpdTZfjVrIso0OHDnj99dfRvn17TJgwAePGjcOCBQtcOg6Xur9JZGZmIjMzs9w2sbGx+OuvvzBw4EBkZ2c73Oo7Pj4eY8eOxQsvvODuUquEs+e7c+dO9OvXD9u2bUOPHj3sr3Xu3BkDBgzA3Llz3V1qpTl7rqNGjcLPP//s8EVmtVqhVCrx0EMP4YsvvnB3qZXm7LkW/wOfnJyMvn37onPnzli2bNkN3dLdk5hMJnh7e+O7777DsGHD7NufeeYZHDp0CFu2bKnB6tzn3//+N9asWYOtW7ciLi6upstxizVr1mDYsGFQKpX2bVarFZIkQaFQwGg0OrxWm8XExOD222/HkiVL7NsWLFiA1157DUlJSU4fR+WO4qj6hYaGIjQ0tMJ2hYWFAFDiH3KFQmHvbagNnD3fjh07QqvVIiEhwR5QzGYzzp07h5iYGHeXWSWcPdcPPvgAr732mv15cnIyBg0ahJUrV6Jz587uLLHKOHuugG0aY9++fe29YrU9nACARqNBx44dsWHDBoeAsmHDBtx99901WJl7CCHw73//G6tXr8bmzZtv2nACAP3798eRI0cctj322GNo3rw5nn/++ZsmnABA9+7dS0wXP3nypOv/5lZ6mC3VKhkZGSIkJEQMHz5cHDp0SCQkJIhp06YJtVotDh06VNPlucUzzzwj6tevL9atWydOnDghxo4dK8LDw8Xly5drujS3SkxMvGln8SQlJYkmTZqIfv36iUuXLomUlBT7o7ZbsWKFUKvV4rPPPhPHjh0TU6ZMET4+PuLcuXM1XVqVe/LJJ0VAQIDYvHmzw59hYWFhTZdWLW7WWTx79uwRKpVKzJ07V5w6dUp8/fXXwtvbW3z11VcuHYcBpQ7au3evGDhwoAgODhZ+fn6iS5cuYu3atTVdltuYTCbxf//3fyI8PFz4+fmJAQMGiH/++aemy3K7mzmgLF26VAAo9XEz+Pjjj0VMTIzQaDSiQ4cON+2027L+DJcuXVrTpVWLmzWgCCHEzz//LFq3bi20Wq1o3ry5WLx4scvH4BgUIiIi8ji1/6ItERER3XQYUIiIiMjjMKAQERGRx2FAISIiIo/DgEJEREQehwGFiIiIPA4DChEREXkcBhQiIiLyOAwoRERE5HEYUIio0saMGQNJkko8Tp8+XSXHX7ZsGQIDA6vkWDdq69atuOuuu1CvXj1IkoQ1a9bUaD1ENzsGFCKqEnfccQdSUlIcHp54d1qz2XxD+xUUFOCWW27BRx99VMUVEVFpGFCIqEpotVpERkY6PIpvIf/zzz+jY8eO0Ol0aNSoEWbPng2LxWLf97333kObNm3g4+OD6OhoTJo0Cfn5+QCAzZs347HHHkNubq69Z2bWrFkAUGpPRmBgIJYtWwYAOHfuHCRJwqpVq9CnTx/odDp89dVXAIClS5eiRYsW0Ol0aN68OT755JNyz2/w4MF47bXXMHz48Cr4tIioIqqaLoCIbm7r1q3Dww8/jA8++AA9e/bEmTNnMH78eADAK6+8AgBQKBT44IMPEBsbi8TEREyaNAnPPfccPvnkE3Tr1g3z58/Hyy+/jISEBACAr6+vSzU8//zzePfdd7F06VJotVp8+umneOWVV/DRRx+hffv2OHjwIMaNGwcfHx+MHj26aj8AIroxVX6PZSKqc0aPHi2USqXw8fGxP+69914hhBA9e/YUr7/+ukP7L7/8UkRFRZV5vFWrVomQkBD786VLl4qAgIAS7QCI1atXO2wLCAgQS5cuFUIIkZiYKACI+fPnO7SJjo4W33zzjcO2V199VXTt2rWiUy3zfYmoarEHhYiqRN++fbFgwQL7cx8fHwDA/v37sXfvXsydO9f+mtVqhcFgQGFhIby9vbFp0ya8/vrrOHbsGPR6PSwWCwwGAwoKCuzHqYxOnTrZ/z8jIwMXL17E2LFjMW7cOPt2i8WCgICASr8XEVUNBhQiqhI+Pj5o0qRJie2yLGP27Nmljt3Q6XQ4f/48hgwZgokTJ+LVV19FcHAwtm/fjrFjx1Y4oFWSJAghHLaVts+1IUeWZQDAp59+is6dOzu0Kx4zQ0Q1jwGFiNyqQ4cOSEhIKDW8AMC+fftgsVjw7rvvQqGwjdtftWqVQxuNRgOr1Vpi37CwMKSkpNifnzp1CoWFheXWExERgfr16+Ps2bN46KGHXD0dIqomDChE5FYvv/wy7rzzTkRHR+O+++6DQqHA33//jSNHjuC1115D48aNYbFY8OGHH+Kuu+7CX3/9hYULFzocIzY2Fvn5+fjzzz9xyy23wNvbG97e3ujXrx8++ugjdOnSBbIs4/nnn4dara6wplmzZuHpp5+Gv78/Bg8eDKPRiH379iE7OxtTp04tdZ/8/HyHdV0SExNx6NAhBAcHo2HDhpX7kIiopJoeBENEtd/o0aPF3XffXebrv//+u+jWrZvw8vIS/v7+4rbbbhOLFy+2v/7ee++JqKgo4eXlJQYNGiSWL18uAIjs7Gx7m4kTJ4qQkBABQLzyyitCCCGSkpLEwIEDhY+Pj4iPjxdr164tdZDswYMHS9T09ddfi3bt2gmNRiOCgoJEr169xI8//ljmOWzatEkAKPEYPXq0C58UETlLEuK6C7hERERENYwLtREREZHHYUAhIiIij8OAQkRERB6HAYWIiIg8DgMKEREReRwGFCIiIvI4DChERETkcRhQiIiIyOMwoBAREZHHYUAhIiIij8OAQkRERB7n/wF6B65dd0KCewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 14\n",
    "# Generate random dataset with 35 points. \n",
    "# Apply KMeans clustering and generate the plot with each cluster points with different colours. \n",
    "# What is the impact of varying cluster count? \n",
    "# Justify your understanding with suitable graphs.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "# Generate synthetic dataset with 35 points and 2 features\n",
    "X, _ = make_blobs(n_samples=35, centers=3, cluster_std=0.80, random_state=42)\n",
    "\n",
    "# Function to apply KMeans clustering and plot results\n",
    "def plot_kmeans_clusters(X, n_clusters):\n",
    "    kmeans = KMeans(n_clusters=n_clusters, random_state=42, n_init=10)\n",
    "    labels = kmeans.fit_predict(X)\n",
    "    centers = kmeans.cluster_centers_\n",
    "\n",
    "    plt.figure(figsize=(6, 5))\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=labels, cmap='viridis', s=100, alpha=0.7)\n",
    "    plt.scatter(centers[:, 0], centers[:, 1], s=200, c='red', marker='X', label='Centroids')\n",
    "    plt.title(f'K-Means Clustering (k={n_clusters})')\n",
    "    plt.xlabel('Feature 1')\n",
    "    plt.ylabel('Feature 2')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "# Plot for different cluster counts\n",
    "for k in [2, 3, 4, 5]:\n",
    "    plot_kmeans_clusters(X, k)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JJyAUCtHZ2UlRUVG/x6ZOncrMmTOZNWsWV111Fc888wyjRo3itttu67fvzJkz+d73vsczzzxDU1MT3/zmN6mpqUkteisrKwOgurr6mMZlGAZPPPEERUVFzJgxA6/Xi9frZeHChbhcLh577LEhn/+rX/2Kjo6OYy5vdiJj/CDuuOMOHnjgAdatW8eVV15JdnY2l1122TGVymptbQVg1qxZWCyWPl//+Mc/+n3gcDqdpKWlHfPYsrOz+22z2WypxYjd3d0IIfotkAQG3Hakzs5OAAoLC/s9VlRUlHq8l9Pp7BNE9o4nGo0e9VyQDEwO1xuwD7b98ON+6lOf4n//93+55ZZbWLZsGevXr2fDhg3k5ub2W5wJ8Pe//x2Hw8Ett9zSL/e5tbWV7du39/uZeTwehBDH/UFxoNfFarX2u67e7YdfV2dn56Cvf+/jx7NfryN/d3oXnvW+VoqisHLlShYvXsx9993H9OnTyc3N5etf//oH/qDaG2D3js0wDBYtWsRzzz3Hd7/7XVauXMn69etTOcgD/fyOFAwGufjii3nvvff4+c9/zurVq9mwYQPPPffccV/X8b5vJelYyGoPknQCXn75ZXRd77MYazCqqjJx4kSeeeYZ2trayMvLG3A/i8XCnXfeyUMPPcTOnTuB5GyixWJh6dKl3HrrrUc914oVK1L/zAYKxtatW8fu3buZMGHCgM+fNm0aN954Iw8++GCf2bGhLF68mD/84Q8sXbqU73//+8f0nCPZ7fYBF2J1dHT0WaFuNpu5/fbbuf322/F6vaxYsYIf/OAHLF68mPr6+iEX1fUe51//+ldqFmsox1v14mgyMzNRFCX1z/xwLS0tR31+789zoJrNTU1NfV6nM8nn8/HSSy9x55139vl9iMVidHV1Dficv/71r/zoRz9i/vz5vP7660ybNi31WE5ODg6Hg8cff3zA557O687Ozh709T98LMe63/EoLy9PfXjdv38///znP7nrrruIx+M8+uijx328Xi+88AJA6m/Zzp072bZtG0888QQ33XRTar+qqqpjPuaqVatoampi9erVqdleYMCSaEe7ruN930rSsZAzv5J0nOrq6vj2t79Neno6//mf/3nU/XVdZ8eOHdhsttRM4mBNJ3pvB/bOwhQUFKRmzwar1Xvw4EG2b98OwGOPPYaqqixdupQ33nijz9ef//xngEGDiF4///nPicfjx1wv89prr2Xy5Mncc889qaD9SMuWLSMcDg96jIqKitQ19Nq/fz/79u0b9DkZGRl8/OMf57bbbqOrqyu1qvvIWbNeixcvxmw2c/DgQWbOnDng16nkcrmYOXMmS5cuJR6Pp7YHg8EBq0Icac6cOTgcDv7yl7/02d7Q0JC6HX82UBQFIUS/sll//OMf0XV9wOdkZWWxcuVKxo8fz4IFC/pUOrj66qs5ePAg2dnZA/7MTmfDkcsuuywV2B3uqaeewul0csEFF6T22717d5/a3r37KYrCggULPtA4xowZw49+9CMmT57c7xzHY9u2bfzyl7+koqKCT37yk8D7H/qO/PkNVNlmsPfa8RzjcANd1/G8bwcbjyQdSc78StIQdu7cmcoxa2tr46233uJPf/oTJpOJ559/ntzc3H7P2bRpU6q8WWtrK48//jh79+7lm9/8Zup26+LFiykpKeGaa65h3LhxGIbB1q1b+fWvf43b7eYb3/hG6ngPPvgghw4d4uabb2bZsmVcd9115Ofn09HRwfLly/nTn/7E3//+d4qLi/n3v//N4sWLufbaawe8noceeoinnnqKe+65Z9C6u5WVlXz5y19OlQ87mt7XYtGiRcyZM4cvf/nLLFiwAJfLRW1tLf/617948cUX6e7uHvQYn/nMZ/j0pz/NV77yFa6//npqa2u57777+r2+11xzTar2cm5uLrW1tTz88MOUl5czevRoACZPngzAI488wk033YTFYmHs2LFUVFTw05/+lB/+8IccOnSIK664gszMTFpbW1m/fj0ul+uUF8j/6U9/ylVXXcXixYv5xje+ga7r3H///bjd7kFnRXtlZGTw4x//mB/84Ad89rOf5cYbb6Szs5O7774bu93OnXfeeUrHfqzS0tKYN28e999/Pzk5OVRUVLBmzRoee+wxMjIyBn2ex+Phtdde42Mf+xiXX345L7zwAgsWLOC//uu/ePbZZ5k3bx7f/OY3mTJlCoZhUFdXx+uvv863vvUtzj///NNybXfeeScvvfQSCxYs4Cc/+QlZWVn89a9/5eWXX+a+++5Lve+/+c1v8tRTT3HVVVfx05/+lPLycl5++WV++9vf8uUvf5kxY8Yc13m3b9/OV7/6VT7xiU8wevRorFYrq1atYvv27cd8t6X371IikaCpqYmVK1fy5z//mby8PF588cVU+sq4ceMYOXIk3//+9xFCkJWVxYsvvsjy5cv7HXOw99qFF15IZmYmt956K3feeScWi4W//vWv/ZppHMt1Hc/7tnc8v/rVr7jyyisxmUxMmTKlT469JAFyWaQkDaR3FXrvl9VqFXl5eWL+/Pnil7/8pWhra+v3nIGqPWRlZYnzzz9fPP7440LX9dS+//jHP8SnPvUpMXr0aOF2u4XFYhFlZWXiM5/5jNi9e3e/Y2uaJp588klx6aWXiqysLGE2m0Vubq648sorxd/+9jeh67p4+OGHBSCWLl066HU9+uijfVa7H17t4XDt7e0iLS3tmKo99PJ6veJnP/uZmD59ep9r+vSnPy3eeeedfq/t4SvEDcMQ9913nxgxYoSw2+1i5syZYtWqVf2qPfz6178WF154ocjJyRFWq1WUlZWJL3zhC6KmpqbPWO644w5RVFQkVFUVQJ+ySUuXLhULFiwQaWlpwmazifLycvHxj39crFixIrXPTTfdJFwu14DXOVi1h9tuu63fvgNVsXj++efF5MmTU+O/9957xde//nWRmZk5yCvb1x//+EcxZcoUYbVaRXp6urj22mv7lGkbavy9v6NHU15eLq666qp+2we6zoGqgjQ0NIjrr79eZGZmCo/HI6644gqxc+fOfq/HQFVVYrGYuP7664Xdbhcvv/yyECJZWvBHP/qRGDt2bOq6J0+eLL75zW+KlpaWo15Pr8Fel8HeBwO9Djt27BDXXHONSE9PF1arVUydOlX86U9/6vfc2tpa8alPfUpkZ2cLi8Uixo4dK+6///4+fweGqqgCiDvvvFMIIURra6u4+eabxbhx44TL5RJut1tMmTJFPPTQQ32qRAzkyL9LNptNFBYWikWLFolHHnmkXwUYIYTYvXu3uPzyy4XH4xGZmZniE5/4hKirq+szpl6DvdfeffddMWfOHOF0OkVubq645ZZbxObNmwWQer2O57qO5X0bi8XELbfcInJzc4WiKMdUiUI6NylCDLJkXZIkSTrlEolEqrLC66+/fqaHI0mS9KEn0x4kSZJOoy984QtcfvnlFBYW0tLSwqOPPsqePXuOOc1EkiRJ+mBk8CtJknQaBQIBvv3tb9Pe3o7FYmH69Om88sorLFy48EwPbdgyDOOodW8HaiUuSdK5SaY9SJIkScPazTffzJNPPjnkPvJfnSRJvWTwK0mSJA1rNTU1R212cKpL2UmSNHzI4FeSJEmSJEk6Z8gmF5IkSZIkSdI5Q64AOArDMGhqasLj8Zz0dqeSJEmSJEnSByeEIBAIUFRUhKoOPbcrg9+jaGpqorS09EwPQ5IkSZIkSTqK+vp6SkpKhtxHBr9H4fF4gOSLmZaWdoZHI0mSJEmSJB3J7/dTWlqaituGIoPfo+hNdUhLS5PBryRJkiRJ0lnsWFJU5YI3SZIkSZIk6Zwhg19JkiRJkiTpnCGDX0mSJEmSJOmcIYNfSZIkSZIk6Zwhg19JkiRJkiTpnCGDX0mSJEmSJOmcIYNfSZIkSZIk6Zwhg19JkiRJkiTpnCGDX0mSJEmSJOmcMWyC33vuuYdZs2bh8XjIy8vjox/9KPv27Tvq89asWcOMGTOw2+2MGDGCRx999DSMVpIkSZIkSTobDZvgd82aNdx2222sW7eO5cuXo2kaixYtIhQKDfqc6upqlixZwsUXX8yWLVv4wQ9+wNe//nWeffbZ0zhySZIkSZIk6WyhCCHEmR7EiWhvbycvL481a9Ywb968Aff53ve+xwsvvMCePXtS22699Va2bdvG2rVrj+k8fr+f9PR0fD4faWlpJ2XskiRJkiRJ0slzPPGa+TSN6aTz+XwAZGVlDbrP2rVrWbRoUZ9tixcv5rHHHiORSGCxWPo9JxaLEYvFUt/7/f6TNGJJkj4sOpu72fDqFna8vZd4JEZeWQ6zrjiPSXPHYbYM2z+rkiRJ54Rh+VdaCMHtt9/O3LlzmTRp0qD7tbS0kJ+f32dbfn4+mqbR0dFBYWFhv+fcc8893H333Sd9zJIkfThseG0Lf/vlc3jb/JitJkwmEwe31rD+lS2Mu2A0t9zz/0jPkXeJJEmSzlbDJuf3cF/96lfZvn07Tz/99FH3VRSlz/e9WR5Hbu91xx134PP5Ul/19fUffMCSJH0o7F63nyfv/CchX5iiUfkUVOSRW5pN8ehCMvLT2fHmHv54x1/REtqZHqokSZI0iGEX/H7ta1/jhRde4I033qCkpGTIfQsKCmhpaemzra2tDbPZTHZ29oDPsdlspKWl9fmSJEkSQrD8ydWE/GHyynJQ1b5/Pu1OG7ml2exdd4Bd7x69Eo0kSZJ0Zgyb4FcIwVe/+lWee+45Vq1aRWVl5VGfM2fOHJYvX95n2+uvv87MmTMHzPeVJEkaTEt1G/s3HiQjN23QO0d2pw1d11n/ypbTPDpJkiTpWA2b4Pe2227jL3/5C3/729/weDy0tLTQ0tJCJBJJ7XPHHXfw2c9+NvX9rbfeSm1tLbfffjt79uzh8ccf57HHHuPb3/72mbgESZKGse42H7FIHLvLPuR+FpuFtvqO0zQqSZIk6XgNm+D3d7/7HT6fj0suuYTCwsLU1z/+8Y/UPs3NzdTV1aW+r6ys5JVXXmH16tVMmzaNn/3sZ/z3f/83119//Zm4BEmShjGrzYJqUjE0fcj9DM3A5rSeplFJkiRJx2vYVHs4lnLETzzxRL9t8+fPZ/PmzadgRJIknUvKxheTXZRJd6uP3JKB1wwYuoGm6UyeO/40j06SJEk6VsNm5leSJOlMstqtzL3ufOKRONFQrN/jQgjaGjrJyEtn1hXTTv8AJUmSpGMybGZ+JUmSzrSFn5nHoR21bFmxA6vDSlq2B5PZRDQUxdvux53u5FN3XEdWQeaZHqokSZI0CBn8SpIkHSObw8aX7vsMK/78Jm8vXU9nYxeGIbDZLUxbMIlFN13C+PNHn+lhSpIkSUNQxLEk057DjqdXtCRJxydh6HREQggg2+7EZho+n8fj0Th1expJxDUyctMoqMwbtASaJEmSdGodT7w2fP7TSJI07PjjUda11NEVi2AzmZiSXciItCzCWoJX6/bxWu0+WiNBhBBk2Z0sKh3DVeXjyLQ7zvTQj8pqtzLqvKPXG5ckSZLOLjL4lSTppNMMg39WbePf1bvpjIYBMITAabYwKauAQCLG3u42LKqJdJsNUOiIhHh8zwbeaa7hztkLKXB6zuxFSJIkSR9KMviVJOmkEkLw+J4NPFO1HZvJTLErDbOqIoQgkIjzau0+EkJnUlY+Hqst9Ty3xUrC0Nnb3c5DW9/m3jlXnHAagSEEW9obWV5fxa6uVgSCsRk5XF46hpl5JZhVWehGkiTpXCWDX0mSTqq93nZeqN6Nx2oj0/Z++oKiKFhVEwYGmmHQFY30CX4BLKqJPKeTHZ3N7OluY0JW/nGfP67r/O+Od1lev5+YruMyW0CB1Y2HeLu5hnlFI/jWtIuxm2WLc0mSpHORnP6QJOmkWlVfRUhLkGHt3wbYF4+iC4FVNdERDZEwjH77uMxWorrGprbGEzr/X/dv4eWavbgtVirTMslzuslzuKlIyyTD5mBlQxV/2LX+hI4tSZIkDX8y+JUk6aTa3d2Gw2QaMGXBEMlg12IykTAMoprWbx9FUVCAsJY47nN3RyO8XLMXl8VC2gDBt9tiJd1qY2VjFU0h/3EfX5IkSRr+ZPArSdJJZQgBDJyra1ZNwNDtyoUQCCDd1j94PZr32urojofJsg1eLSLD5iAYj7G2pfa4jy9JkiQNfzL4lSTppBqTkUNU1wYMcDNsdiyqiZiuYVZV7Ob+yw588Rhui5U5BWXHfW5vLIqCgmmIBW2qogAK3lj0uI8vSZIkDX8y+JUk6aRaWDoau8mMPxHr95hFNZFjd5IwDNwWK5YjgtSIlqA7FuGiwgrKPcffIthuMidnjo8yswxiwMBbkiRJ+vCTwa8kSSfVpKx8Li8dTXc0Qmc03JMGkQw6Q4k4hhAUu9Kwm8zU+LvpiIToiISo9Xtpj4S4qLCC2ybPOaFzT88txmWx4o/3D7x7hbQ4dpOF6bnFJ3QOSZIkaXiTUx+SJJ1UiqJw2+QLcZqtLKvbR23Ai4KCQGAzmZmWW8TXp1xESzjA8roD7OpuxRCCCVkFLC4bw4UF5VhNphM6d5kng9l5paxsqMJhtvQ7jmbotEVCzM4rY1xGbs82gy3tjdQHfSgKjEjLZnJ2QU96hCRJkvRho4ih7g9Kx9UrWpKkvtrCQd5tqaUzGsZqMjEtp4hJWfl9KkH0/gk60YYWR+qKhrlr/Qp2drVgN5lJt9pAUQjEY4S0BGPSc7hr9kIKXWmsbanliT2bqAl0ofWUXbOaTIxKz+E/J57PpOyCkzImSZIk6dQ6nnhNBr9HIYNfSRp+fPEoL1bv4fX6/XRGku2V0212Li8dzTUV48lxuHinuYb7Nq8hpMXJd7iwmy0IIYhoCVojIbLtTn4yayGTZQAsSZJ01pPB70kkg19JOjohBAd8HWxpbyKiJciwObiwoJw8p/uMjiuqa7SEAggE+Q43Tos1uV1L8KXVz9ESClDiTus36yyEoDbgZUJWPo9c/BGZAiFJknSWO554Teb8SpL0gbSFgzy8/W22dzQT1hKoioIhBE/s3cSi0tF8fsIs7KYz86fGbjJTkda/asTaljqaQn4KnZ4B0y0URSHP4aLK18GOzham5hSejuFKkiRJp4Gs9iBJ0gnrioa5a8Ny3mmqIappmBQFk6KSbrWDEPzr4A4e2vpWKp/2bHHQ34kQYsiFdU6LlbhucNDXeRpHJkmSJJ1qcuZXkqQT9kLNHja0NhDTNTTxfoCroOCyWMh3uFndeIhLS0Zyfv7xN604lY4l30tRQBzTnpIkSdJwIWd+JUk6IVEtwV/2bsYfj2IgsJvMOM0WnGYLVpNKMBGnIegjnIizov7AmR5uHyXudBRFGXJGOqppqIpCiTv9NI5MkiRJOtXkzK8kSSdkW0czjSFfsk3xETm9JkXFYVYJJxKoSoI93e1naJQDu6iggiftm2iLBCly9V8YIYSgLRKkxJ1BRyTE9999lY5oCI/VxkWFFVxSNIIch+uUjjEeS7DzrT1sWbkDb7uftCw3Uy6ZyLQFE7E5bKf03JIkSR9mMviVJOmErG+rRxfJxhUDUUjWzA1pcaKadnoHdxQeq41Pj53O/+54l+aQn1yHG3NPq+W4rtMaDmJSVPzxKA9ufQtFUbCZTNQFDbZ1NPNs1Q6+dd48ZuaVnJLxtdS08cfv/5WanXUYuoHJYkbXNNa9vImSMUV84Z7/R9k42aFOkiTpRMjgV5KkE9IWDmFSFDRhYB4kg8qsqoQTBnmneJb0RCwpHwvAn/dtpiHk70kCFiiKQo7dRUzX6IpFKHWnYVHfXxinC4OGoJ9fbV7NvXOuZGR69kkdl78rwKPfepLaXfXkleVitVtSjyXiGnV7Gvj9t57k9j9+mezC/pUsJEmSpKHJ4FeSpBNiVlXcFhtBLY4hxIC1cDXDAAWm5559s5SKonBVxTguLqrg3eZa6oNeFEVhZFo27ZEQj+5aR5k7PTUj3MukqJS606kJdPNyzV6+PvWikzqu917eTN3uBgoq8zFb+lajsFjNFI4soOlgC28/9x7X3nbFST23JEnSuUAGv5IknZCxmbmsaqwCBYLxOFaTillRURQFIQQJwyBmaGRYHSwsG3WmhzuoNKudK3pmgXvdtmYpFlVNBb5CgD8eozsWJmEYmFUVBYXVjYf43PiZeKwnJwdXCMHbz72H2WruF/j2MplU7C47776wgSVfvAyL1TLgfpIkSdLAZPArSdIJuaR4BP84sA2nOYFNNeGLR4kY7+f2mlUVp8nCkvKxVHiyzuBIkzPQWzuaqAl0A1DpyWRqTlG/WV1IBqCtkSAOczKojOk6B32d+BMxDCFQDtuvIxJiZ2crcwpPThm3eDROd5sPh9s+5H4Ot52gN0TQGyYzT1ajkCRJOh4y+JUkKSWu6+zpbiOUiOG22Bifldcn3/VwBU4PN46eymN7NpBmtVPg8hBOJNCFgSEEcV2nxJ3OzeNnnuar6GtjWwOP7d7AIX9XqrSZWVUZkZbFLRNmMeOIRWuKomA3mfFqCTRDcMDbgT8ew24yYTK9HyzHdJ2orvGbne8yMiOLPMcHb+VstphRVQU9oQ+5n6EbqKo66OywJEmSNDgZ/EqShG4YvFizhxdr9tAQ9KEZOhbVRKkng2sqxnN1xXh0YRBOJLCZzanSZp8YNQWbycw/qrbTFgkC9HROMzMpq4DbJs+hMu3MzfpuaK3nl5vewB+Pku90p2ZzI1qCA74OfrFxFXfMWMCs/NI+z7uwoJxnDm5HRASBRAyH2dwvp1kXBpk2B41BH6/V7uOz42Z84PGazCbGXzCG917eRMYQM7qB7iATLxqHO+PsW0goSZJ0tpPBrySd4wwh+O3OdbxQvQuTqpLjcGJVTcR1nfqAlwe3vsXSQ7uI6hphLYFJUTg/v4zFZWOYmlPItSMmsrB0NOta62gNBzErCuOz8pmUlY8ywCK40yWu6/x+13sE4jHKPRl9xuIwWyhzp1MX8PGH3euZllvUZ4Z7YekoltXtp8bfhQL9At+EoaOgUOB0owmD1+sP8B+jpw5a9u14XHTtLLas2IG/M0Batqff40FvCNWkMve688/o6ytJkjRcyQ5vknSOe6e5hpdq9pBus1PsSsNuSs5y2s1m3BYrHdEQbzfX0BzyY1YUdGHwWt0+frTuNZ47uBMAl8XKZSWj+NSYaXxy9FQmZxec8cBsY3sDdQEv+S73gGNRFIV8p5vaQDeb2hr7PDYmI5fPjZ9J3DDQhIFmJFM5NMMgoiXQDIN8p5tsuxO3xYovHqU7Fjkp45540TgWfmYeIX+E1tp2YuEYhiGIR+K01XXg7wxy8fUXMGPRlJNyPkmSpHONnPmVpHOYEIJX6/ahCYN0a99FVjFd46C/C0OIZD1fwyDdltwn2+6kLRLksT0bKHancX7+yVnwdTJV+7vQe9ouD8ZuNqMbBof8XVxQ0PcaPlI5gd/tXEd7JEjC0EkYyRrALouVfKebXLsLRVGSZd5QMCsnZy5BURSu/+bV5JZks+rpt2mubkOLJzBbzOSV5TD/kxdy6Y1zMZlkvq8kSdKJkMGvJJ3DQlqcPV1tpA9QqqszGiamazhMZhKGgT8RQ+8JhCNagpiu0xj08a23X+aykpEsKBnFBQVlQwabp5MhRE/jiqEpioIYYEdVUZhfPIIVdfspcHnQDANVUXCaLX1mkr2xGBOy8si2O0/a2BVFYf4nL2Tux87n4LYaQr4wDredkdMqZGkzSZKkD+js+C8lSdIZkdANDATWAWYtOyJhVBQURUnV7hUC2iJBagNeEsIAIeiMhljTVM27LbVMzi7kBzMWkHMWdHQrdWegKMncX+sgs6RxXUPp2Xcgl5eM4q2mamK6Toatf/mxUCIOwBVlY05JmofJbGLMjJEn/biSJEnnMpnzK0nnMI/VRrrVTiiR6PeYJnR64zldGFhNJvzxKDWBbgwETpMZu9mMSVUpcHrIc7rZ0t7IvZvfIK4PXarrdLggv5QiVxqtPVUoBtIaCVHsTmf2EdUees3MK+EjFePxxaM0hfzE9WQdY83QaQ0HaY+EuKS4kstKRp+Sa5AkSZJOPhn8StI5zKyqLC4bQ1RLoPfUwE09ppgQIpk+YAhBjt1FSziALgQ21dST70oy31VVsZvMFLo8bO9oYWN7wxm6ovfZzRY+N24mVtVEQ9BHwng/IE8YOg1BHzbVzE3jZgyaqqEoCl+aeD5fmTSHPIeb1nCIGn83jaEAHqudz46bwbfOmz/ozLIkSZJ09pFpD5J0jltUOoaV9VXUBLopdnmw9gSCOQ4nNf5uwpqB22LDZbHSGPJh7Ql8IRlEZtkc2HqCP4fZgi4M3mys5sKC8jN2Tb0WlIxEIHh8z0aaQgGESOb2KopCgdPDF8bPYkHx0GkFJlXlYyMnsaRiHNs7mvHHozjNFqbkFOK2nJy2xpIkSdLpI4NfSTrH5Tpc/HjWZdyz6Q0O9VR3sKgqEU0DFMyKwqj0bBKGhiEEVjUZ+MZ0DVVRyHP27WxmNZlojQTOwJUM7NKSUVyQX8a7LbXUBrwAlHsyuLCgHKfFeszHsZvMg6ZHSJIkScOHDH4lSaIyLYv/nnct61rqWNtSizcWIdPmJN/p5tW6fbRFgigkUyBiuo5BsupDmTuDTJujz7E0w8BhOrsqEjgtVhaWyrxcSZIkSQa/kiT1sJvMXFI8gkuKRwDgj0epC3gpdaezt6uNd1pqaYuEUg0ech0u0o4okaYbBroQcoZUkiRJOmvJ4FeSpD46IiH+dXAHqxoP4otFAYHbYmNuYQWz80t5sWYP+Q5Xv5QBIQSNoQD5DjfziiqP6Vy6YbCrq5XmcACTojA2M3fQsmOSJEmSdDLI4FeSpJTWcICfrF/O/u52PFYbuQ4nCgqBRIwXqndT7E5nWk4h2ztbMMejZNocmBSFsJagOxYly+bgv6bNJesYGj6sbanlL/u2cMjfSVzXEYDHYmNmXglfmDCLIlfaqb/gs4QvHmV7RzMRLUG6zc7UnKKzplmIJEnSh4386ypJUsrvdq5jf3c7ZZ50zOr75buyTU4ybHbqAj4yrHa+NPF8ltXtpznkxxACm9nM5aWjuW7ERMZn5vU5phCCnV2trKg/wN7udiC5KG5PdxvCEOS53DjNFgwh8MejrGqoojrQxc/PX3xMAXBc19nQVs+W9ibCWoJsu5O5hRWMycgZsvFEVNfwx6JYTSbSrfZT0qTiaCJagr/s28LyhgN0RsKAQFVUil1pXDtiAtdWTkQ9A+OSJEn6MBtWwe+bb77J/fffz6ZNm2hubub555/nox/96KD7r169mgULFvTbvmfPHsaNG3cKRypJw0+1v4tN7Y1kO5x9At9eJkUl3+mmyt/JFybM5qPzJ1IX6CZu6OTYXf2qPkCyFNqjO9/j1dq9RHUNh9mMbghqAt0IISh0eVIznKqikGFz4LHYqPZ18ac9G/nhzEuHHPMBbwf3b1lDtb8bTeioKBgInju0kwvyS/nG1LmkWft2ZmsI+nitdh8rG6oIaXFURWV8Zi5XlI1lXlHlaQuCo7rGPZve4O3mGtwWKyXuNMyqSlzXaI0E+O2OdbRHQnxxwuwzEphLkiR9WA2r4DcUCjF16lQ+97nPcf311x/z8/bt20da2vszSLm5uadieJI0rG3vbCGciJNrzxh0H6fZQls4yI7OZs7LLWJURs6Qx/zrvi38u3oXGVY7BU43iqLQGg6iKgpm1URbJIRFNVHmef+cJlUl0+5gfWs9jUEfxe70AY9dH/Ty0w0raAz5KXJ5ECIZbCuALgSrGg4SN3R+PHNhqgnFrq5WfrnpDZqCflwWC06zBV0INrQ2sKW9iZ1drXx50gWoPe2c93s7eLPpEPVBHzaTmUnZBcwvqiTjiAoXJ2JZ7T7ebamlwOnGYX6/OobVZKbIlUZ3LMLSQ7uYnV/KtJyiD3w+SZIkKWlYBb9XXnklV1555XE/Ly8vj4yMjJM/IEn6EInrGoqiHNMsY0zXkmkD8Sg21Uya1dbveV3RMC/V7MVptpBue3/2NZiIA8nUB3RoiwQpcLpTzTUA0q12agNe9vs6Bg1+lx7aTUPQR6bdTrW/G388hiEEigIOk4UMm511zXVsaKvnosIK/PEo921eTUvIT0VaRp90ggybHV8syr+rd1HhyeSykpH87461vNF4kIiWwKwoPQF1FU/v38qXJ13A/J6qGCdCMwxeq9uPSVH6BL6Hy7Q5qI51s7z+gAx+JUmSTqJhFfyeqPPOO49oNMqECRP40Y9+NGAqRK9YLEYsFkt97/f7T8cQJemMy7G7ANAMfcC0B0jW+U0YBjs6W/jcin+m0gYmZOVxZdlY5hZWpILgda11eGMRStx983Z7u6wByWYaukZXLEKB05ParvR8HdlyuZcvHmVN4yEEgipvF5owsKgqFtWEIQRhLU5Yi2NVTbxed4CLCit4u7mGhqCfEnf6gHm06TY7/kSMF6t3s6urldfq9pFlc5DvcKWuSTcMmsNBHtz6Fi6LlZl5Jcf8+h6uLRKkIeglw2Yfcj+XxcKW9qYTOsfJIITgwOZDrHtpE7ve3Yeu6RSNLODCj8zivMsmYXPIDneSJA0/H+rgt7CwkD/84Q/MmDGDWCzGn//8Zy677DJWr17NvHnzBnzOPffcw913332aRypJZ96s/BJy7S46ouE+gejhGoN+umJhtrQ3k26z9aQNGKxvrWdzeyPXVkzgP3vSBrqiESCZxnA4uzn5Z0fAYW2S+wa5YS2BzWSmcJAFb23hIN2xCJ3RMEKAw2ROHSuZUqGiGQZhLcGGtnoA3mmuQVXAfMR4Dpdtd7LP10GVr5Msm6PPjHXvtRS7PNQEvDy9fyszcotPKB9XN4zk9TP0c1UUdGEghDjteb9CCP79m9dY9sQbREMxHC47qklh1zv72PXOXsadP5ov3fcZ0nPOnaockiR9OHyog9+xY8cyduzY1Pdz5syhvr6eBx54YNDg94477uD2229Pfe/3+yktlQX7pQ8/t8XGdSMm8n+7N9AVDZNpc6QCLiEEXbEo9UEfDrOZURlZR6QNOPDGIjx3aBflaZksKR+HzWRCIPoFbtl2F82hAAldx9ITiB5+LCEEbZEQU7MLmXBE5YheqqIQSsRIGAYus2XAwLA3yO2MhjGEwBeLps43GKuq4o9FUgF7cziAgoLbaiXb7sJuMqEoCrkOJ3u729nv7WBs5vGvIci2O/FYbAQSMVxDtFgOaQnGZuadkQVvbz6zlpf/sByHy072qEwURSEaihKLxIkEorz77w10Nnbxo3/ejjvdddrHJ0mSdKKG/k/wIXTBBRdw4MCBQR+32WykpaX1+ZKkc8XHR03hhtFTSBgGNQEvTSE/zaEANQEvHZEgdpOJiVn5A6YNZNgcKAq8WL0HzTCYllOEw2xJ5fj2cpjN5DndaMIgqmuoikKaJXn7XDN0GoJ+0qw2Pj32vEGDvhJ3OpowEAw+IyoAeh6rD3rJdriID5JG0SuiaYS1BN5YhMaQH28sQncsTF3Ay46OZlpCQYQAl9lKRE/QFgke5RUdWLLd8ihCWnzQ1I6orgGw6Ay0ZU7EEyz/y5soikJ6bhrCEDTsb+bA5mpaqtvwdQRJRBNsf3M331/0M7a+sfO0j1GSJOlEnXPB75YtWygsLDzTw5Cks5KqKHx+/CwenHs1nxw1hZFp2VSmZfGRyglMyiog2+5MVU4YSLbNQW2gm4O+TkalZzMlp5D2aAjN0PvsV+rOoMDpSaU7dERCHPJ10RAKkOtw8Z3z5jNjiHxam8lMlt2JEMnKDgNJ6DpmRcFlsRLTNS4urEhtH8whXxeaYaCg4LRYcJjf/zIQ1Aa76YiGkgvrUPqldByPqyrGU+7JpC7oI9YT6EJy5juYiNMU8nNeThFze8Z9Ou3feIjWmjYy89OTnfsOttDR1ImiKNicNuwuGw6PHdWk0lrbweM/fJq96wefVJAkSTqbDKu0h2AwSFVVVer76upqtm7dSlZWFmVlZdxxxx00Njby1FNPAfDwww9TUVHBxIkTicfj/OUvf+HZZ5/l2WefPVOXIElnPUVRGJORy5iMvrfzb1uztE9FhoFYTaZUrq2iKHx9ykV0REIc8HbgtlpJs9hBgUA8hhCC2fmlXFhQTliLY1FNjM3MZW5hBW7L0RdSTcoqoCUUIKZpmFUVi0lFIVmVIWHoCCHItDtJs9rIsjkpcaUzIi2LKl8npe70frm/zUE/QS1Ohs1BSIuDEKmZYwWwm8xEtASNIT+gkGGzMzbjxMsmFjg9/GTWQh7YsoYqbyeaMFAV0EXyXBcWlPOtafOwD1IN4lQKdgfREzpWu5VIIIK3xYfZbMZsPfznr6CqKjanlWB3kJd+v5yxs0bJmsSSJJ31hlXwu3Hjxj6VGnpzc2+66SaeeOIJmpubqaurSz0ej8f59re/TWNjIw6Hg4kTJ/Lyyy+zZMmS0z52SRrusuxO9vV0aBtMVNexmEx4evJYC5wefnHBFSw9tJMVDVV0xcIApFntXFU+jutGTBqwOcaxWFQ2mi3tjRhC4I1HiWjJ2VMFsJst5DvcRHWN2fll5DiSOal3zFjALzau4pC/C6tqwtGzYC+YiBPTNdwWK2MyctjV1UpU17AftpAOkjV4I4k4bZEgN46eSvYxtHEeyoi0LB6e+xE2tjewsbWBkBYny+bkwsJyJmXln7FA0ua0oagKWkKnu92PruvYbP0/kAghMFvMZOSnc3BrDXV7Gykff2IVMCRJkk4XRYhB7hlKQHLBW3p6Oj6fT+b/SucsQwj+uOs9/rB7PW6LFbvJQqbNjvOIxVp1AS8Ts/J5aO41/QK3QDxGY8gHQJErrV/nteMVSsT5zrsvs6e7jTy7m6ihYQiBRVXxWGy0hAO4zFZ+dsFiJmblp57XHY2wsrGKZXX76YqGMSkKs/PL8MWivNNSQ2VaJp3RcDIFQhhYVROmw6pSRLQEk7ILeOzSj5P1AYPfs1XIF+InH72PaDCKrzOAvyOAzdk3+BWGQTyaoHxiKek5HhoPtPDV//k8My6feoZGLUnSuex44rVhNfMrSdLp1xD08eDWt9jV1dKzGCxZNaExpJJld1LhycSsqnREQphUlWsrJw44Y+mx2hhnHbh6w4lwWaz8YMal3LPpDfZ5kzPSdpOZUCKONxYl2+7kG1Pm9gl8ATLtDj4+cjLXj5hE3NCxqCZUReH3O99L7ZNtd2JSFBpDfoKJOHEjOUdgVlVcFis3jpn6oQ18AVzpLi766Gxe/N3r6JpBvykSIYhF4jjcdtKy3AhDoKgKqumcW0YiSdIwJINfSZIG1REJcfeGFVT5OilwuMiyOTng6yCUiJMwDFpCAYKJGGkWOy6Llc+Mmc4lH6Dz2fEqcadz/4VLeLelllWNB2kLB3FarFxYUM6C4hHkD1KvGJK5zbbDcpgnZOVhUlRiuobNZCbD5iDdaiekxYnpOgoKhjAwgFl5H/7yh0u+uJCmqmbefn49WkJDS5hQVQVdM9A1HZvDRum4YlSTirfdjyfTRcXED//rIknS8CeDX0mSBvVizR6qfJ2UHbZAbHxmHh3RMO2RIBE9QSiR4KKCSr4wYRZTsgtOe55qsmzYaBZ+wJJgs/JKyLY72Nfdjttiw6SqpFvtpFvtuC3JlsR1AR/ziiqoTMs6SaM/e9mdNr50/2cpn1jGEz9+mmgojsmiYraYySrMJKc4E5vDhpbQCXQFWXDjRWTmZ5zpYUuSJB2VDH4lSRpQREuwvP4ALrOlT2UEq8lEkctDodODgaA+4CPDZmdqzvAtIRiIx/jv7e/QFgkR6EmbUBWFJkXFbbGS43AR0RKMTM/mPyddcKaHe9pY7VauuXURWQUZPHnnP4iGY+QUZeFKd2IYBr6OAP6uABWTSrnm1kVneriSJEnHRAa/knQGhBJxfPEodpO5Tye1s0l7JIQvHiVtkA5kigImFFwWCwd8Had5dCdPXNf51ebVvNtcQ7bDSY7dQWMogD8eI2HodMcjRHWNj4+czBcnzh605fKH2UUfnY0zzcHLf1hB/d5GvG0+BODOcHHxx87no19bQlZB5pkepiRJ0jGRwa8knUYHfZ28XLuXt5qqiWoJVFVlYlY+S8rGcVFh+TEFwZphsKW9kdqgF4BKTyZTc4r61a3tZQjBto5m3mg8SI2/G7Oqcl5uEZcUj6DUnTHoeRQlWTbsaOVgBAJVGb4Lnda11vFeaz0FLg+Onpq646x2wlqCqJbAEIKuaJRid9o5Gfj2Ou/SyUy9ZCJVW6rpbOrGZDYxYkoZOcXZZ3pokiRJx0UGv5J0mmxoree+LWvoiIZIs9hwWqxohsH61no2tzfy8ZGT+cL4WUMGwBta63lszwaq/V1oPUvwzYrKiLQsbpkwq19XtHAizkPb3uLt5hpiuo7NZMIQgi3tjTx3cCc3jZvBtZUTBjxnvsNDntNNc8iPa5DZXyCV8ztcLa8/gIFIBb69nGYLzp5tuhCsaDjIjaOn9SvvdqYJIQgkYgB4LLZTehdBVVXGzBgJM07ZKSRJkk45GfxK0mnQFg7y661v4Y1FqPRk9glQMmx2uqMR/lW1gxFpWVxaMmrAY7zXWsc9m1YTjMfId7pSnb8iWoIDvg5+sXEVP5h5KTN7AmAhBP+9/V1WNhwkx+6kyPV+nVZDCNojIf6w6z3SrLYBz2k1mbiidAy/3/VeqgLCkXzxKDaTmctLBx7zcFDl68B1lC5qHqsNfzxKezRE+VkS/Ea1BCsbDvJa3T7qg8n6ycWuNK4sH8ulxSPPSJAuhGBXVyv1QS+KojAqLZuR6dlnZVqPJEnnLhn8StJpsLrxIG2RIOWejAEDgUy7A38gxks1e1lQPLLfPnFd5/92rSeYiFHmSe/zuMNsocydTl3Qxx92vcfUnEIsqon93g7eaq4m2+7AY+3boEBVFPKdbuoCXp6p2sG8ohEDpk0sqRjH+rZ6NrU1kmGzk2FzoCoKmmHQGQ0T0TWurZjA9NziIa/fH49S5etENwwKnB5KPRnH8eqdWiZFRRwluUMIgQKonB1BnD8e5Z5Nb7ChrQEVhbSen+8Bbwd7u9t5s7GaH866lPQP2EjkeGxub+TJvZvY7+0grmsIkrPnk7ML+ML4WYzKyDltY5EkSRqKDH4l6TR4q7kGi6qiDjEDlmVzsN/bTkPQ1y843NhWT23AS4HTPWDwrCgK+Q43NYFuNrc3cn5+GW831xDREuT3tPYdSK7DRbW/ix2dLZyXW9TvcbfFxo9nLeT/dq3n7eYa6gLe1Pmy7U5uGD2VG0ZPG3RmzxuL8M+q7axsqKI7GkEgsJstnJdTxH+MntqvAcWZMDW7kFfr9oFj8H288ShFzjSCiTjL6vYjEJS40pl4hloQ/37Xe6xrqaPI5UndAQBIt9mJahob2ur57Y613DFjwRBHOXnWt9Zz76Y38Maj5DlcOM3JltXBRJx1rXXUBrzcPftyRssAWJKks4AMfiXpNAjEY1hV05D7WEwm9ESMkBbv99hBfxeGMAZMPehlN5vRDcEhXxfn55fRGg6gKsqQwZnDbCFuBOmMhgbdJ91q59vnzePTY89ja3sTET1BhtXBjLziIVsUe2MRfvLecnZ0NuOx2ihwulEVhaAW563manZ1tfL96ZcwK//MNkZYWDqaNxoP4o1FybD1v56orhGKxwlZk+2UI1oCAKvJzNiMHD47bsZRZ75Ppoagj7ebasi0O/oEvr3sZjNZdidrW2qpC3gpO8Wz7FFd47c71+JPxKg44s6Gx2rDZbFSG/Dy6M51PHDRVTIFQpKkM274LtGWpGEky+4kputD7hPTNSyqaeBb1QKO9Y577w18m8mM0a8vbV+6MFBIBnJHU+D0cGnJKC4urGR6XjEei23I/Z/au5kdXc2UuNPJdbiwmEypxhGVnkz88SiPbH+HYM9irTNlWk4hV1eMxxeP0hIOkDCSPydDCDqjYWp83cQMjZZQEIfZQrkng3JPBulWG9s7W/j5hpW811p32sa7sa2BYCI2ZEpDutVGMBFnfVv9KR/PupY6GoM+Cge5K6EqCrkOJ3u729nT3XbKxyNJknQ0cuZXkk6DS4pHsK2jCc0wBsytFULQHY0wK6+U7R3NLK8/gFk1MTYjh2k5RZR6MlBQiOs6VtPAM8gxXUNVFMp6ypdNzUnezk8YOpZBZp2Ts52Oo6YftIQDvFq7jxX1Bwgm4qiKwvisPK4sG8vcwop+QU9nNMyapkOkW+0DjldRFIpcHhqCft5uruGKsrFDnv9UUhSFL008n2y7k39X76YpFCD5mUGQZrWTYbMT1BKMSMvsk7bislipMFuoC/r43c51TM0pwn4MHyI+qEAihqIoQ6bQ9D4eSvS/i3CyVfk60IUY8gOUy2ylIxLmgK+TCWdBqoskSec2GfxK0mkwv2gEzx/aRW2gmzJ3OqbDAmAhBK3hIDFdZ0dnMxvaG3ofwKKaGJmezRcnzqbIlUZrOECJO73f8YUQtIVDlLjTmJWfrPZwYUE5xa40GkN+St3pfYKluK7TFg7QHA5S4cnkmartzC8ewbiM3H6B7L7udn6+cSUNIR9OswWX2Youekq0tTVyTeUEvjzpgj7H39PVhjcWodTTf6y9zKoJAWzvaDmjwW9yLCr/MXoqV1eMZ1N7I95YBEfPtf5i4yoKnK4Bg01FUSh0umkI+ljXUsclxSNO+Vg9FhtCCAwhBg2AjZ7H3aeh4oNuHK0SdPJ1UhQF3TBO+XgkSZKORqY9SNJpkG6z88MZCyj3ZFAX9NEY8tMVDdMaDlId8OJPxNCFgQBKXB4qPBlUpGWSZXewp7uNezetZlHpaCyqiYagL3VrHiBh6DSE/NjMZm4aNzOVF6yqKvOKRhDVEmxpb+KAt5NAPE5zKMCm9kYOBboxhCCsJ/hH1Xa+/fbL3LdlTSqnFZKd6O7bsoamkJ9yTwYFTg8eq40Mm4NyTwZui5V/V+/i5Zq9fa43YegIjl4dwaQoxPTEkPucTi6LlXlFlXykcgKXl46mIxoiqidwmQcPIq096SUHvO2nZYyz80txW234YlEAhEh+mInpOr1xqD8exW2xMvs05FMXudJQYMjANtpzV6LoHG4SIknS2UPO/ErSaTIqI4cHLrqaVQ1VvF5/gK5oGI/VwryiSlY1HMSsquQ73X2e05tjWhPoZm93O/81dS5P7N3Uc2s+GekkZx89fH78rNTM45b2Jv57+9up+q8CaA0HaA4FMBBYVZUydwbF7nQsqppqlLCsbj8K8J3z5qMoCu8011Ab6KbYnYZpgC5u6TY7gUSMF2t2c2X52FRKR47Dhc1kIqJrqUYRRxJCoAtBgdNzkl7hk88QIjVrORSFZCOMExXVEuzubiOqJUi3ORiXkdvn7sDhilxpzCuq5KXqPYS0ON5YlIiWQAAWVSXD5kAzDK6qGDdkB7+T5eKiCp7at4mOaLjf72+vtnCQck/maV0YKEmSNBgZ/ErSaZRtd/KJUVP4xKgpaIaBSVF4pmo7cUOn0DVwEKgqCjl2J9s6mvj8hFn84ZKP8W5LLbU9Zccq0zKZU1Ce6lC2p7uNX25aRXcsQqHTk8q5DSXi7OpqI6IlyHO4KPdk0hvTKYpCmtWOANY0VXNt5UTGZubyTkstCAbNGe69pvqgl33e9lTu8ITMPEakZbPf2z5otYFAIobDbGFe0alPFThRhS4PqqIQ1bVB83l1IzljfyKzmnFd57lDO3mldi8t4QC6YWA1mahMy+a6ERNZWDJqwMD7pnEzWV53gIP+LhQEFtWMQrK0WCAeI8/p5iOV4497PCciw+bgP0ZP5f92vUdrOEiOw5n6oKQZBq3hIDaTmc+MnT5ovrokSdLpJINfSTpDemdJkwEMQy5g8lhsdEYj1Aa6GZGWxcLS0YPu+/T+rXREwlSm9S07ZQjRU2fXRFcsQoEW75cTmmax0RkN82bTIcZm5uKPR7GYhs6OsqomNMMgfNjiKpOqcsPoqfxq82qaQwHye8qcQXLGN5iI0xmNsKh0DGPO4tqv5+UUU+bOSOZqDxLEd0TDZNmczC2sOK5jJwydB7a+ycr6KmwmE3kOF6DQGgrwVtMhVjcepNydwY2jp3Fp6ag+ud4vHNpFVNeo9GTgj8cI96SqZNkcZNudBBMJfrfjPR6ce/WACyxPtutHTMIwDP5RtZ36gA9B8uesKiq5DhdfmDCL+achH1qSJOlYyOBXkk4xQwg6oiE0wyDL1rc2q24YJ3URUF3Ay5aOJrIdjv5d4gwdQwjsJjNRXaMzEsZhthBKxDF6Ftc5zRYsippKl8i0OkjoQ48vpmuYVVO/LnIXF1USSMR4bPcGagNezKqKikLc0LGZzCwsHc3Xp1x4Vtd9tZpMfGbsdO7fsobGoJ98pzsVTPb+XOOGzmfHTifL7jyuY79ed4A3GqrIcThxW6yEEnEO+DqJaAkUksFjdaCb3+9+jxdqdvONqXO5uKgSfzzKsvr9eCxW8pzu1OI3IFXXOaIl2OdtY0t742mpo6woCp8cPZVLS0bxZlN1sr0xCqMysplbWDFkPWhJkqTTTQa/knSKJAydlfVVvFK3jxp/F0IIPFY7l5WMpNSdwab2Rja3N9IWCdIRCWEzmcl1ODEPkGIQSMRwma1UeDKHPGdjyEc4kSDb3r9dmdKz+Ezp+eqIhuiOR4hqGpCsHOC22FAUJbVo7uKiSt5srh6yxFpnNMLojBxGp/efwV1SPo7pucWsbjzEto5m4oZGuTuTBSUjmXSGuqMdr/nFI0gYOn/cvYGGoB9DGKlxZ9gc/L8x0/nEqCnHdUxDCF6t24uCgttiJaEbqcDXbjKjKgpCCCI9tZ8DiTgPbX2LHIeLzkiYzmiY4p40C0VRMB3xOjrMFhKGwYa2htPaRCTH4eJjIyedtvNJkiSdCBn8StIpENM1HtjyJqsbDwGQYbOjKgr+eJTf7FhLTNfJtDnItjvwWGy0hoNU+TrpiIYYnZ6D3fz+WzM5wxhmbmEFlWlZQ57XpKioSrICwJGFFtwWKxZVJW4YxHqqA9jNZqwmE0rPebyxCLoQqdnoCwrKGJmezQFvB6Xu9H630LuiYRQFPlI5YdAFWgVOT08b5KnH9yKeRRaWjmZ2filvNdVQ5etIVuVwpzO/aAS5Q7SPHkxLOEBtwJvqKNcRDRHREjhM5lRg3RvU+uNRpuUUUhPw8lL1HqbkFCKEOGo6g0Ky6oMkSZLUlwx+JekUeKZqB6saqshxuPrk1YYScaJaAh1BTNfItDswKSq6ENT6u/HGIuz3djApOx9VUQgn4rRFQhQ4PNw0dsZRzzsyPZs0qx1fPEr2EbfhrSYTWXYnjUE/mjBwmix9FnH15h0risKGtgZqA92UezK5Y/oCfr5xJYf8XVhNydQI3TAIJOI4TBZuHD2NRUPkIH9YpFntXFUx7qQcSzMMDCFSM7Yd0VByRv6IGVwFJVVxIt1q492WWqblFKIqCgldxzLIbHwyFQIybceXiiFJknQukMGvdE7yx6Ps6molqmtk2ZxMzMr/QAuDmkJ+umMR7CYzuXYXr9buxW429wl8DZGc8VMUFYeqEkzEaA0HKXB6KHQmqwo0BL1441H2ezuwm5KzshOy8vnq5AsZdQwLw7LtTuYVVbL00C7SrbZ+KRTFznTqA75UoGUIkSrTFdd1zKrKiLRM/Ik4K+ur+PyEWVSkZXLfhUtY2VDFsrr9dEXDWFQzi0oruLxsNNNzioZF+sLZJMvuwGm2ENISOC1W4rrep5ScIQRxQyeua9hMFrqiEawmM8FEnHJPJvlODx3R8KAVQsJaArvZzAUFZUOOI5SI805zDVs7molocQqcHuYN0uxEkiTpw0IGv9Kw0xj0sarxIOtb64nqGsWuNC4tGcX5+aWpXNXBhBNx/rZ/K8sbDtAZDWMIgVU1UZGWyfUjJw9aWmowW9qbeP7QTrZ2NKUCGLfFSnWgiyybgypfJ7qRrLBgM1kIxuOgQCyhoQuDKl8nbeEguU43+Q43OXYX+7rbGJ2ewxXlYxmbkcvUnpm+Y/WpMeexu6uN/b52Mm0O0q3JlIuoptEY8mNCIc3mQBeCqK4ByWYT6TY7xa400m124obO+tZ6Pj9hFgBZPSXaPj5yMtGePNQT/bAQ1TVEz8K7czXAcltsLCgeyTMHt5Ntd2JSVTRdQwBRTSOmJ38/kjT2e9sxqybyHG4ybA4+UjGeP+xejy8eJf2IxWRxXaM1HGR2QRmTswsGHcPm9kYe3vY2TSF/ahZaE4IXqvdwYWEZ35g6F7fFNujzJUmShisZ/ErDyut1+3l05zq88ShW1YRJVTjk7+Kd5lqmZBdwx4wF5AySgxnREvx84yrWtdbhslgodqVh6qnhesjfxYNb36Q7FuGTx7h4aUX9Af5n+7sEEjGybA7SrDY0w6DK10VnNERXNIJFVZOLl2LJNrBxQ0NBQVF6F54pxAyduoAXXyzKmIxs0mx2it1pA+bICiHY093Guy21dEbCuCxWpucWMTOvNLUgLdfh4mfnL+KPezbwXksddQFvKn+00OVBM3TKPBmYFZWgFkcIgc1kxmm2pIJRVVGJGVq/8yuKkqonfDw0w+Ct5mper9vPPm87QiRzZheXjWFB8Uhcp6EN79nmmorxvN1cQ13AS7rVRks4QVRLpD4cKCiYVRWPxYoBBBMxvLEIHdEQHxs5mdZIiJdr99AdjeCx2lBQCCXi6EIwNaeQ70ybN+iHpr3dbdyz6Q26YxGKXJ5UHefeMnQrGw6iGQY/mnnZoLnckiRJw5UMfqVhY31rPf+z4100Q6fck9HnH3tU09jc0civNq/mFxdcMWBlgherd/Neax0FTnefAM5htlDqTqc9EuKv+7YwPbeYUenZQ46lPujldzvXETc0Kjzv19ON6TEiWhxB8ta1WVWxmcwYhoFPj5EsSCWSeb4kF6jZTWZ0YeCNRakL+lBQSLf2r9bgi0V5aNtbbGhtIKwnUAEDwb+rdzMyPYtvT5uXSo3Ic7r5wYwFNAZ97OpqRRMGuXYXpe50bl2zlIimkWV3kGnqfx5Izs6erFa0UV3jwa1v8UbDQQQCj8WGosC+7nZ2d7XxRsNBfjjz0uMuFTbclXoy+OHMS7l/yxqq/V1ohpFqW60qCmZFxWWxoigKuq5jVU2oisJf92/h5+cv5rbJc5iVV8Lr9fvZ3tGCQDA2M5crysYyv7hyyFnbfx3cQUc0RKUns8/su6IoyUBaUVjbUsfWzmZmyK5skiR9yMjgVxoWhBA8e3AH4UScck9Gv9vldrOZQqeHbR3NbGxv4MKC8j6Px3WdV+v2YzWZBp25zLE7qQl4WdVQddTg942Gg3TFIn0CXyGgMeTHEMk2s1pPVQWrakLn/da3vYGxAqkg3aSoWFRBRyREjt3F7CPKU8V0jXs3v8G61npy7U7yna7DAm6N/d4OfrpxJffOubJP0FrsTqf4sOYIAHMKynitbj+ZNvuAaQexnlSIhSUnZxHbX/ZtZmX9gX6L/zJtDmK6lrr9fvfsy8+5NIiJWfn8Zt5Heae5hoe3vc3e7jYURcFuMmNRVIye1BQFhSJXGulWO9s6mjnk72JkejYXFJRxQUFZsl60EMfUQa055GdDawNZtv61oHu5LVbaIyHeaDgog19Jkj505P0saVioCXSzq6uVbLtz0H/YDrMFXRis6Skvdri6oJfWcIAM2/sznboh6IiEOeTvosrbSUPQjwJsams86njebanFbjL1mX2OaAkC8ShWkwmbKdlutndVf8IwEILU6n5dCMyK2idv1tyTgpFhs/dbqLS2pY6NbY0UOt2pmbleNpOZMk869QEvL1TvPurYP1o5kWybk/qgr1+Djd684MnZBcw5ymKpY+GNRVhWtx+Xxdqvm1zv2HMdLja1N7Lf2/GBzzccuSxWFpWN4cKCcorc6T3pOCoaAl0I0q12RqVnUej04OppStLbhKSXSVWPuXVwSzhIREscNdXEbjJRG+g+4euSJEk6W8mZX2lY6IqGiel6v/JdR7KaTLSEA/2264aB6GnkAOCPxzjk7yLS0xYWkjO3gmSgGk7EcQ4RHES0RL8FX8lFSgKrScGMGd0wiOkaEV3rF2Qmy4olZ4cVQBPJmTuLauKaigl9SpBBMr9YCDHorLVJUfFYbbzReJD/N+a8ft3WDjc2M5fvTZ/PQ9veoj7oS95iV9XUgr1pOUXcMWNBn050J2pTeyNd0TClR8w+H85tsdIRDfNeax1jM3M/8DmHq+SMr4lyTyZxXSNhGCCSDU6awwGq/clA1BCCbR1NXFhQfswB7+HMqpqq9DGU3t9HSZKkDxsZ/ErDgtVk7lmNbmAe4oaFZhg4Bwjach0uHOZkC1ndMDjg7SBu6KluWpBMR+hdVPTQtrf4/vQFQzZuaAz5+2xTFKWnLS2oClh6ZoYzbQ46o2E0XcfUs4jJZbFiNZkJJ+IYgEU1kW9zYAjBuAECwJpAN07L0MGo22LFG4vSHg0NGfwCzMov5bfzr2NNUzXvtdQR1uLkOz3ML6rss3jugwrEY4Ay5KKp3lnsQCJ2Us45XI3NzGVlQ1WyAonJjILOAV8HvngMhWTQqhkCzdB5/tAufPEo3z1v/nF/SBmRlkW23Yk3FiXf6R5wn967FeflFp2EK5MkSTq7yOBXGhZGZ+SQ73TTHgkNWttU75k9PTJfFpKluuYWVvBi9W46DYOYoSerGxy2j2EYmBWVIpeHt5prWNLZMug//wUlI9nY1tCn7a/LYsWsmkgYBtaenN8cu5PRGTkE43F2dbdiUhQShkF+T23fhJHMBraoKq3hADkON9MHyLE09+R/DqW3GcKRrW4Hk2FzcG3lBK6tnHBM+5+I3lvrujD61LE9nOi5Lpf53Kv4cLh5RZU8vX8rbZEg+Q43h/xdeONRHCZLsmIIgriuked0U+B0s7rxELl2F1+ePOe4zuOyWFlYMoq/7N9CTNcGLA/YFgmSbrWzoHjkybo8SZKks4bM+ZWGBbvJzJXl44jpOuFEvN/jQgiaggHyHG7mF40Y8BjXjZhIlt1JWzSIuSdA1AyDuK4T13Wiuk66zU6hK424rrOyoWrQ8VxcWMnYzFwaQn7ienKFvkVVybE7SRg6EV3DrKoUOJOBustiIdPqIKIlUBWlJ3c5maZhVVW8sQgJQ3DdiIkDzuSdl1tESEukAsWBeONRCp0eCp0np0rDyTAjt5gMm53uaGTQfUJaHLvJzKwBPrScS/Icbj4zdjqGgGp/N92xKDY1WQtZMwwimobDbKbEnY7LYsVjsbKioYquaPi4z/XxUZOZllNEYyhARySUTAsSgrCWoC7gBaHwufEzKRkiXUWSJGm4ksGvNGx8dMRE5hVV0BYN0xjyE9ESxHUNbyxCTaAbt9XG16deNGjJrMq0LD41ZhomRSWm63hjEXzxKIFEjGAijqJArt2N2pN7WePvGnQsLouVH8y4lPGZeTSHA9T6vbSGgygkZ151Ici1u3BaLKmgwqKquC020iw2mkN+2iJBWsIBagJeEobBDaOncG3lxAHPd1nJKJxmC92xgYPIqJYgYRhcUT72pKUsnAxZdicLS0YRSMQH/NAS13XawiGm5BQyITPvDIzw7HJt5QS+MeWinhzsZLOLiJZAEwbpVjtjMnJTaT2ZdgfeWIQNbQ2DHq/a38Ufd63n5pX/5D+W/ZWvv/kC/67ejRBw1+yFfGLkZCwmM/VBPzUBL95YhDEZuXxj6kWUujNY11LHvu72IT90SZIkDTcy7UEaNuwmM9+fsYAJ1bt5rW5/qjOV3WTmspJRfHTEJCZm5Q95jJFp2dhNZoJGMo+yt3aqqqgYwuCQvwtDGMlyZUcJIkvc6Txw4RLeaanljcaDtIWDOMwWbhwzldZwkE3tjdQHfAiSVQ0mZhfwiZGTMKkmVtQf4JC/K7XA7NKSkUzMyh+0ksXErHyuHzGJpw9sI6r7ybE7sZqSi+q6YxH8iRgX5JexpGzsCb66p87N42fSGgnyTnMNRMOkW+0oCgTiceKGzqTsAm6fdvE5V+ZsIIqicEX5WA74Ovjb/q1k2BwogNtqw222cvhLZFKSC9eCg+RKv1a3j9/vfA9vLILTYsGsqOz1trGrq4WXanbzgxmX8pXJc7hx9DR2d7cS13U8Vht7u9v5877NtEaCGEayfNqYjByuHzmZi4sqj/uaesvZdUTCWEwqk7IK5IyyJElnlAx+pWHFZjLziVHJGdJNbQ0c8HXgsdgYn5XH2IyjVwqoCXQR0TTMqqnfwjhB8h91jb+bDJuDaTlHX+zjtFi5vHQ0l5f2r4nbGQ2zt7uNuKGT53AzPjMvtbjuosIKorrGey11NIR87OhsIaTFmZFbMmDbYEVJ3obOtjt5vnoXTUF/qv1tpt3JJ8vG8tlxM4asUHGmOMwW7pixgDcaD7Ksdj/VgW6EEJR6MriibAyXl44m7YgWvee6DJsDh9lCodM96IcCXSRTFQYqWbaprYHf7FiLbhhUpvVtZNHbhfCXm97goblXk2l3cFFhRbKW9KY3eLOpGrvZTJ7DhVlViWoaO7taOeDtpCsa5toRA9+dOJJhGDy5bxN/2beFjmgYEFjVZGm7uYUV3DJxNnmOgRfcSZIknUoy+JWGnZZwgCf3bmJtSx3+eBQAh8nCuMxc/t/Y8wZcMAbJBWErGw7iMlsIawkMIfrU6VVIBteBeAwd8YEX+2TbnVxUWDHgY6saqnhi7yaaQv5k+wsBJlWh0pPFf046f8BrUBSFa0dMZHH5WLZ1NOGNRbGbzEzNKexTv/hsZDOZuaJsLItLx+CPxzCEIM1qk61zBzE7r5S/H9hGMBEftHKHNxYl3eZgZm5Jv8f+Xb170IYwZlWl1J3GIX8XbzVVc2X5OABertnLm0015DlcfT5EuSxWXBYrreEgj+/dyJScQirTsoYcf1zX+fpb/2Z146FUTWtFgbgRJxxI0BHZRUPIx09nLxqwHXlM19jW0UxXLIzdZGFKdsE51wFQkqRTRwa/0rDSEg7w43XLqPJ1kmFzJP+5AyEtwZaOJg75u/jO9Pn9OrwBNIX81Pi7KPNk0BjyE0jEMCsqlp66p7pILn5TgHSrnTJPxim5huX1B3hk29skDJ1CpyeVoxvVElT5O/nFxlX8aOZlg1aasJvMnJ//wRtQnAmKopBuk7O8RzMmI4cZucW81VSdappyuHAijj8e4/qRk/sFj80hP1s7msgcooObRTWhAqsaDnJl+TgShs6rdfuwqOqgdw/yHC6q/ckOiF+YMHvI8f96y5u80XAQVVFI62nRDMmFqTFDJ6Qn2NTWyD+rtvOVw6pVCCF4sWYPzx3aSVPQjyYMFJLlAheUjOSmcdOHbNssSZJ0LOS0izSsPL5nI1W+Tso8GWTZHaiKgqIouC1WKjwZhBJxfrN97YB5kL1NKOxmM2Mzc8h3uFEUiOgaYS1BXNdxmC0UuDxknKLb8MFEjD/t2YhmGJS40/ssTrObLZS70/HGIjy2e/1RS5tJH16KovCNqXOZlltEcyhAQ9CHLxbFG4tQF/DSEY0wr6iSz4+f2e+53ng0WcPaPPTchs1k7klHgIagj6agn8wjPphohoE3FqUrGiGoJbCbzaxvHXyBHUB90MtLtXsQJNOCDg/Ae1s3IwQRLcGqhiq8PYs4hRA8tW8zv9nxLi3hAHlOF5VpmZR60kgYGv+q2s7PNqwkNMDCSUmSpOMhZ36lYaMp5Oe9ljoy7Y5B82ILXW4aQgHebq7hiiMWf2XZnNhMZiJagiy7kxHpWZToaQQS8WRjAdWEx2qjIein0HVqyoW901xLazhAiXvg4yuKQp7TTZW/k20dzbLJwDks2+7kZ+cvYmV9Fa/V7ac5HEABJmUXsLhsDAuKRw5Yo9dhSi5uSxgGtiHWbGqGgauncUpc1zEwUHveV5ph0BTy0x4JpWpRq4qCSVGxHqXr21tNNfjiUcw9TV8GYjWZiOk6reEg1f5uzst1sNfbzjNV23GYLX06OZoUlRyHC7fFxsa2Bl6q2cN/jJ465BgkSZKGIoNfadjY291GMBEbMh3BrJowDIO93e39gt9Mu4MLC8t5pWZv6paw1WQm+7AAImHoGMJgYemoU3INtYHu1DgH4zRbaAsHqQ10y+D3HOe22Lh2xESuqZxAMBFDIXmXY6jKGGWeDCrTstjX3Y57kBQGQwjihs7FhcnqDbkOF3aThXAijlkxccDbgTcexaQo2EzJWsO6YRDS4tQHvbxauzeVK3yklp7Oh8oQ+dwmRUWgkxAGRs/CzZX1VYS0BJWDvL/tZjNWk4lX6/bx0RETBwz8JUmSjoVMe5CGDc1I/pNUj1ISS1WUVOOJI32kYgLZdif1QX+/tIK4rlMf8DM6IycVFEjSmdAdjbC3u40qbwdRXUvmzlrteKy2o5aEUxWFqyrGgQK+WLTf40IIGoN+ch2u1KLOLLuTCwvL8cZiNId8eONRbCYztp723wqgKMlcYZfFyv/tWk/TEe29e1lNZiyqCSEEgyXuCCEwhIHdZKa4p+zZ1o4mnGbzkNeXYXPQHg7REPQN+RpIkiQNRX50loaN/J7FYWEt0a9MWS+j5x9u0SBpC2Mzc/nO9Pk8tPVtagNezGpywVusJ1gen5XLHTMWDLrC/oPqnbXWDH3Q2d+wlsBiMlHuyTwlYzgWQgga9jdxYHM1WlwjMz+dSRePx+GSi9VOpdpAN88e3Mk7zTWEtTigkOdwsbhsLNdWThiwrNlAFpWO4aCvixeqd+GNR8m0JVOFIloCfyxGpt3BN6bOJc/5fqmx6yon8l5LPbu6WnpSHN4PQnXD6OmAaKMyLZOGgI9VDQf59Njz+p17fFYebouVuK6hGQaWAWaAE8JACJhTUJ7qgqgZycVtQ1FRMBCy6YYkSR+IDH6lYWNSVj4j0rLZ522nzJ0+4AyRNxbBbbEyf4hi/Ofnl/E/865lTdOhZJCRSJDrcHFJ8QguLCg/pbVy5xZW8KRzE62REMUDBOhCCNrCIcZl5jIlu+CUjWMobXXtPH3vUvatryIaiiZfZ0UhpziLxTdfwoIb58qGFKfAnu42frZhJc0hP+k2O9l2J4YQtEdC/HH3era0N/KTWQuP6YOZqih8edIFjMvM5ZWavRzwdRBOCGxmM0sqxnFNxXjGZvatiz0qI4cbRk/hJ+tbMXq6EvYGmwqQYbMzKj0Li2rCYjKxqb1hwOB3Tn4ZFe5MAvEYUS2BoZqwms2psFYzDMJagly7iy9MmJV6XmVaJvVB75DXFUzEcFms5DplfWBJkk6cDH6lYcOkqvy/sedx76Y3aAoFKHC6U3VihRB0x6IEEnGuHzGJ0qOUKct1uPj4yMl8fOTk0zDy97ktNm4eN5P/3v4ODUEfeQ73YaXONFojQdJtdr4wYdYZqYHb0djJ/3ztMRr2NZGRl05WYbJOrBbX6G718fd7lxIJRrnqS5ef9rF9mEV1jV9veZPWcICKtMw+qT0Os4WorrGprYGn9m3mtsNKgw1FVRQuKxnFpcUjaY0EiWoaGTb7kDWhR6bnUOjyYFVNyXrXQmAzmciyO0m32lPjMikqiQFSi6K6xpvN1SiqQtxI5vQmdIOormFSFATJuzMZNjv3zrmSUenZqecuLB3NO821g97Z0YXRU95tDOmyKYokSR/AsMr5ffPNN7nmmmsoKipCURSWLl161OesWbOGGTNmYLfbGTFiBI8++uipH6h0QoQQ7O5q5Q+73uPnG1by6y1vsqqhioiWSO1zYUE535g6l3Sbnfqgjxp/N3UBL9V+L7ow+NiISUetQXos4rpOla+TPd1tdERCH/h4h1tcNoZvTp1LnsNNczhAbcBLjd9LezREZVomP5yxYNBGHafaK39cSf3eJgpH5OPOcKVmeM1WM7ml2VgdFl59bBXNh1rPyPg+rN5rqaM20E2RyzNgTrvdZMZjtfFGw0G6o5HjOraiKBQ4PVSkZR61GUq+043LbMVptjI2M5cJWXmMTM8m0+boM66YrvX7gBlKxPnlxlU8sOVNmkN+ytwZZNocmBQVXQgMINPm5KqKcSxdchPzi0f0ef6svFJm55fSEgoQiMf6pDbEdI36gI8SdzrXjphwXNcvSZJ0pGE18xsKhZg6dSqf+9znuP7664+6f3V1NUuWLOGLX/wif/nLX3jnnXf4yle+Qm5u7jE9Xzp9AvEYD219i/da6wnrCcyKgi4Er9bto9Sdzu3T5jG5Jw3gspJRzMgtZk1TNXu6WtEMg1JPBvOLRlCR9sHyZKO6xks1e3i1dh/NIT8GArvJwgX5ZXxs5ETGHEML5WOxsHQ0cwsrWNtaR0PQh6oojEzLZkZeMZajlJI6VbrbfGx6fRueTBcm88BjyMhLp/FAM+tf3cK1t11xmkf44bW1owldCKxDVDDItDmoD/rY0dXCvCHSeo4mrutsaKtnZX0V9SEfNtXE9NxiFpaOpsyTwczcElY3HSR9kMV14UQcs6py6REdEP+4ez1vN9dQ4HTj6Jm5LXKlEdYSBOIxOmNhLi0eyS/nDPx7YzWZ+O70+Ty81cR7bfW0R8OogIHArJgYmZ7Nd86bT6k744SvXZIkCYZZ8HvllVdy5ZVXHvP+jz76KGVlZTz88MMAjB8/no0bN/LAAw/I4PcsohkG929Zw9tN1eQ4XOQ7359xTOg6dUEfv9i4kl9ccAUje26TZtgcXFs5gWsrT94sUFTXuHfTG7zVXI1FNfXMWimEEgmW1e9nU3sD359+CTPy+reTPRF2s+UDt1A+mZqqWgj5wuSW5gy6j6IomK1mqrZUn8aRffiFtQTqUdKoTaqKINkJ8ER5YxF+tXk1G9sak9UWzGYMIdjd3cYLNXv4/PiZXD9qMts6m6kP+ihypfWpqR1MxGkLB5lbVMF5h92daAsHeaPxEOlWWyrwhWSFCJfFgstiwWExs6OzhWp/16DtkdOsdn486zL2edt5p7mWzmgYh9nM9NxiZuWV9mkKI0mSdKKGVfB7vNauXcuiRYv6bFu8eDGPPfYYiUQCi6V/XlksFiMWe787mN8/cDkf6eTZ1N7Ae6115Dvd/RabWUwmytzp1Pi9PHdoJ985b/4pG8ezB3fwZlM1+Q5Xn3HYTGYybXbqgj4e3Po2v53/0Q9li15hJFfgH20tm6IocrX9SZbrcKEbydSfwRYTRnUNs6qSdVgDiOOhGwb3bVnDupY6Cl2ePkGqEILWSJDf73qP70+/hO9Nv4RHtr1NQ9CPAqiqgmYY2EwmLi6q5NvnzesTFK9vqycQjw5ZgzvNYqMm6uW91vpBg19I/n6Ny8xjXGbeCV2nJEnS0QyrnN/j1dLSQn5+fp9t+fn5aJpGR0fHgM+55557SE9PT32VlpaejqGe01bWV6EZxqBVFlRFIcNm493m2pOef9sroiV4tXYfDrN5wHEoikKxK42WsJ+3mj+cs54FlXk4PXZCvvCg+wghiMcSlI0/MznJH1YXFVbgNFsIDtG6tyMSotSdwZTswhM6x9bOZja3NZJ/WFpCr9684Jiu8a+DO5iZV8JvL7mO26ddzLyiSmbmlvDRERO5d84S7pp9OWlHLDgLJeIoijJkDW6lp17wQK3HJUmSTqcPdfAL9JtF6Z2xGmx25Y477sDn86W+6uvrT/kYz3W1AS9289A3IdwWKxEtQUs48IHP1xEJsam9kU3tjalgep+3nfZIkMwhFgSZVRVFUdjQ+uH8ncgpzmbK/In4OgIYPQ1FjhToCuJ0Ozj/qhmneXQfbuMycjk/v5T2SIjwEQGwEKLn91Th+pGTTvjW/1uN1cQNfchawTl2Jwe8HezztpNutXNVxTh+Mnshv5xzBV+fchFTcwoHDHBdFmtP44rB7wj0Nr1wW05NDW1JkqRj9aFOeygoKKClpaXPtra2NsxmM9nZ2QM+x2azYbPJP86nk1lVh/ynCcnySIpCn1utx6sh6OMfB7bxTnNNaobNbbUxt7CCMRk56IY46vHNikroA+Rcnu2uvOUy9m86SPPBVrKLs7A7k+8FQzfwdQSIBCMs/Mw8ysbJmd+TSVEU/mvaXDRhsK61jrZICIfZgiEEES2Bx2rjpnEzuPKIlt3HozUSGLDhxOEcZgvtkRBd0cFn/wcyK68Ej9WONxYZNC0jkIjhMluZnS/vpkmSdGZ9qIPfOXPm8OKLL/bZ9vrrrzNz5swB832lM2N6bhG7u9qGzHf0xqPk2F1UnGDXsxp/N3etX05toJt0m50CV7JIvj8e48Xq3eQ6XChARNNwDzEzFjd08j/EBfZLRhfylYc/x59/+gz1e5vQExoogAB3lpurvnQ5H/nKYtnk4hToXey1sa2BlfVVVAe6MSsq5+UWsbBkFKMyBl+IeCwcJgu6MfSHTE03ECRnmlvCAfId7mP6Wec7PSwoHsG/q3fjMFv6pVVEdY2OaLLaw4gh8n0lSZJOh2EV/AaDQaqqqlLfV1dXs3XrVrKysigrK+OOO+6gsbGRp556CoBbb72V//3f/+X222/ni1/8ImvXruWxxx7j6aefPlOXIA3g0pJRvFC9h/ZoiDxH/8AyqmtENI1Fo8dgH6St8VCEEPz39neoDXopT8vApLw/+5Vtd5JhTS5mSxg6HeEQ7vSBg9+IlsCiqqkyU5phEErEsZlMJzSus1XlpDJ++Lf/Ys+6/e+3Ny7IYPrCyWQVnLmWy+cCi2piTkE5cwrKT/qxZ+aXsKapGs0wBrzD0R2LUO3vJq7r/G7nWh7bs4HJ2QVcVTGeOfllRw2Cb5kwm45oiLUtdShAmtUGKKlmGTNzS/jalItO+nVJkiQdL0UMo2Xbq1evZsGCBf2233TTTTzxxBPcfPPN1NTUsHr16tRja9as4Zvf/Ca7du2iqKiI733ve9x6663HfE6/3096ejo+n4+0tP7taM8Fuqazb+NBOho6MVvMVE4uo3BE/tGfeByeqdrO43s2oAtBjt2Jw2xBNwy6YhGC8Rgz8kq4c/bCQfMFffEoreEAKgolngzsh9VL3dnZwnfefYV0q23QfMdgIk5LOIBJUXGYzf1mvKKaRlPYz8zcEr4+5SJWNFSxsqGKYCKGSVGZnlvMFWVjmJ5bLGdFpbOSPx7lK2uW0hIO9GsP3hwKUBPoJmHoFDjclHoyiOs63fEodtXMTeNn8MlRU456jqiusbrxIMtq91MT6AaStX6vLB/LpcUjT2nrcEmSzm3HE68Nq+D3TDjXg9/NK7bz0u9fp2F/M1pcA8DhcTDxwrF8/ParySs7OU0fhBAsrz/Aswd3UhvoJm7oKChk2R0sKB7JZ8ZOx2PtH/g2hfw8f3Anq5sOEUzEUYBsu4vFZWP4SOV40qx2/n5gG/+36z3KPRmDBqZCCGoDXs7PL2N3dxu+WBS72YRJUYnqGgowNaeQ60ZM4rc719EU8uHsub2rGQaBeAy7ycKnxkzjU2OmyQBYOittam/k3k1v0BENk2m147JY8MVj7Pd2IIQgx+FidHp2n9ba7ZEQhhD87PzFnJdbdEznEUIQ0uIIkVysKt8PkiSdascTrw2rtAfp9Hr3hQ385Wf/IhaJk1WQgd1pQwhB0Bti/atbaDrYwtd/+0XyhmiKcKwURWFR2RguLRnFjs4WumJhbKqZSdn5g7ZkPejr5O4NK6gPePFYbWTZHAgEndEQj+/ZwKb2Bu6adTlxXQOUIf8BK0ry8fFZefznpPNZWV/FhrYG4oZGiSudS0tGMS4zl++88wotIT8Vnsw+q96z7U46o2H+sn8zxe50LjmidasknQ1m5Bbz8/MX89yhnbzXWk97JExHNISCQkV6JgUOd5/AF5I1iKv93Syr23/Mwa+iKLKqgyRJZy0Z/EoD8ncFePbBl9ATOoWVeanAUVEUPJlunB4HDfub+ff/vsYXf/Xpk3Zes6oe0z9YzTD49dY3aQj6+uXxOswWYrrG1o4mHtuzgXGZuYBAN4x+/9gPP54QyX/05Z5MPj9hFp+fMKvPPv+u3k1jyEepO33Ack/Zdie1fi8vVu9mflGlnO2SzkpjM3O5Y8YC2sJBmkJ+fvTeMhQgb4iFnGlWGxva6oloiX6L2SRJkoabD32dX+nEbFy2je5WL9nFWQMGcSazifQcD9vX7KKtfuCGIafSpvYGDvo6KXR6+gS+vWwmMxlWO281VTM6PYesnpnZwXRGw2Q7nMzJH3yh0ZuNhzApyqABNECW3cE+bzv1Qd/xXZAknWZ5Tjcj07OxqCZspqHnQSyqiiYMYrp2mkYnSZJ06sjgVxrQoe21AJhMg/+KuDPdhHxhanc3nK5hpWxtbyZhGEM2x8iwOfDHo1T7u/ho5USiukZXNNynNa8Qgq5omJiuc13lxCHbFnvjUaxHCRKsJlMyB1h2sZKGAYfZgtNsJaIPXbs6omk4e/aVJEka7mTwKw1I13QUdejb9ooCgmQDhNMtZhx9BkpVFFAgpuv8x+ipfHLUVDRDUBPw0hj00xj0Ux3wognBDaOnHHU1e4bV3pM/PLi4rmNWVTwy31EaBsyqymUlI4lo2qCNZoyexWuXFY864e5ykiRJZxOZ8ysNqGhEPoZuDNl4IhKIYnNYySv74AvejldvG+KhxhfXddSeihFmVeWWCbNYUDyCNxoPsre7HZRkW9kFJaMYmTZwesfh5hWPYGtH05C5w12xCFOzCyl1p3+wCzxFGquaWf/qFmp3J1s0V04qZ/aV55300nXS8LG4bAwrGqqoD/go8aT1SSMyhKA+6CPP4WZx2ZgzOEpJkqSTRwa/0oBmLp7Ga0+8gb8jQHpu/5IhQgi6Wr2MP380FRNPf7vSCwvK+eeBbfjjsUFTFTqjYfKdHqbnJlvxKorCqIycE+6UNb+okmcP7qA+6KPMk9Fv0VtHJIRFVflI5YSzbrGbYRi88NtlLP/zGsK+MGZL8q2/7Y1dLH9qDYtvvoSrb1101o1bOvWK3el8b/ol3Ld5NXUBH1bVhNVkIq7rxA2dAqeH75w3n1JPxpkeqiRJ0kkhg1+pn3AgQtXWGhCCQzvqsFhNZBZkklWQgcNtR4trtDd24sl0c82Xz0yr2xFpWcwtqmRZ3X7MqtqneYUQgu5YhIRh8LERk07a6vQMm4PvT7+EX256g9qAF4fZjMNkQRMG/ngMh9nCp8dMT3WAO5u89tgqXvr96zhcdopHF6Z+ZsIQeNv9vPDbZdicNhbddMmZHah0RkzNKeThiz/C6saDvNF4CG8sQrrLzoLiEVxSPHLIShCSJEnDjWxycRTnWpOLtrp2Hv32U9TsrEdRFMLBCP7OAEZCRzGpeDJduDPc5JZmc+Md1zF1/sRTPqa4rrPP204oEcdjtTE2IxezqhJKxHlgyxrebalFMwwcZgsCQURL4DRbuW7ERD43ftaAZck+iJZwgNfr9rO8/gCBRByTojAzr4RFZWOYnlN01s2e+rsC3HXd/URDMbKLBm5P3NHYhSvdyd1Lv4srzXmaRyhJkiRJH4xsciGdkFgkxh+++xeqt9eSX5GHxWru2R6nu82Hr82Poigs/Mw8Pvq1K3G4Bq+McDJohsFLNXt4sWYPjUEfmmFgMalUeLK4tnICi8vG8MOZl7GpvYEV9VVU+ToxKQpTcgq5rGQUEzLzTkkgWuD08NlxM/jUmPMIa3GsJnOfdspnm62rduJt91NQMXg3voy8dNrq2tm2ehcXfmTWoPtJ5w4hBAd8HaxvbUh98Dw/v5QRx5AfL0mSdDY7e/9jS6fd1lU7qd5RR355birwBbA5rBSU55JflkPTwRZaqluxO09tNQNDCP53x7u8XLMHk6qSbXdiManEdZ2D/k4e2vYWTSE/nxs/k/Pzyzg/v+yUjmcgZlUlzXpqPwCcDF0tXhQlWZt5MGaLCQR0t3hP38Cks1ZnNMwj295mU3sjEe39Mmh/27+F8/NL+dqUiwbtvChJknS2k6XOpJT1r20FBBbbwDmyiqKQkZvOgc3VtFS3ndKxvNlUzau1e8mw2Sl2pWE3mzEpKg6zhVJ3Ok6zhX8d3MHmjqZTOo4PA4vVjDCGzm4SQiCEwGSRn4fPdYF4jJ9tWMlbTdW4zBYqPBlUpmVS4cnAYTazqvEgv9z4Rp+gWJIkaTiRwa+U0tXcjXWQwLeXzWElEUvg7wycsnEIIXi1bh+6EIPOrGbZnUR1jeV1B07ZOD4sRk6rwGKzEAlGB90nEoxidVgZNa3i9A1MOiutaDjAjs5mStxpeKy2Pq3N06x2ilxpbO5oZHXjwTM8UkmSpBMjg18pxelxoCX0IffREhomkwmr49R1evLFo+zrbif9KCkFHouVjW0NaMbpb7IxnIyZOZLyiaV0NncP2JDE0A26mrsZMaWckTL4PafphsGrtfswq+qg3QztJjMKCq/V7Ueul5YkaTiSwa+UMm3BJLSEPmTHNl9HgILKPMrGFZ+ycSQMA0MYmI6yqMakqhgYaEIGv0NRVZVP//jj5JXm0FjVkqzeoRvouoGvI0BjVQv5FXl86ofXy4VM5zh/PEZrJEiadeicfo/VSn3AS/QoHQ8lSZLORjLBT0qZecU0lj3xBq217RRU9q+UEPKFMXSDeZ+YM+TiqQ8qzWrDY7Hhi0fxDPFPOJSIU+7JxKbKlqtHUzaumK//9hZe+cMKtr25m5aaZM620+Ng7sfO56ovLaSwUnZ5O9f1dATnaBO6QvTsO8SHJUMItnc2s6+7HU0YFDg9XJBf1qcm96lS4+9mc3sjUV0jw2bn/Pwysu2yhJ8kSUky+JVSMvPS+exdn+TxH/6NhgPNpGW5sTltGJqBr9MPAi66bjbzPzHnlI7DZjJzWcko/rJ/C7ow+rRb7aUZOgnD4IqysXK28hgVjyrki/d9hvaGTpoPtQJQNDKfnOLsMzwy6WyRbrVT6s5Iph0N0jkRIJCIMSO3eNAPnvu62/nfHe9S5esgruup92iew80No6dyTcX4U/K+7YyG+c32d9nQnizPpioKQggybA6uKBvDTeNmYjXJD8uSdK6Twa/Ux5R5E/jG777E6r+/w5ZVOwl0BVFVlcrJ5cy7/gIuvHbWKZ317bWkYhyrmw5RH/BR7E7Dctg/2Ziu0RQMMCojm0tLRp7ysXzY5JZkk1siA16pP0VRuLJ8LHu624hoiQG7I/YGlYvLxgwYwFZ5O7hr/XJaI0HyHS6cPTO9CUOnIxLitzvWkjB0rh85+aSO3ReLcvf6FezobCbb7iTXk4GiKOjCoDsa4e8HtuGNRbl92sWYVJnxJ0nnMhn8Sv1UTiqj8udlfKzDj78zgMVmIa8sB/U0/sMocHr40cxLuW/zGmoC3QgBFlUlYeioisK4rFzumL6ADJsDIUSq7JLDbJEzwZL0AVxaMop3m2t5p6WGdKudTJsD9bAgMpCIs6B4BHMLB27j/dS+zbREAlR4Mvt0V7SoJgpdabSGg/x13xYuLqzs1za5tzV5VNdIs9pwW469nvhLtXvY2dVCiTu9z+yuSVHJcbiwmcysbKhifvEIZueXHuerIknSh4kMfqVBpeekkZ5z5lo6j8nI5b8v/gjvttSytqUWbzxGts3B3KLK1D+v12r3saxuPzWBbgAq07JYXDaG+cUjzuqua5J0trKbzNwxYwF/3L2BNY0HqQt4UQ5LH/jEyMl8bvzA6QPV/i62tDeRY3cO2lY81+GiNuBlTdMhPjFqCpAMete21vFq7V52dLagGwZWk5l5RZVcVT6OURk5Q445qmssq9uP3WQeNK3BY7XRGQ2zvP6ADH4l6RwnowPprOa0WFlYOpqFpaP7bPfHo9y7aTXr2+pRILUwbntnM9s7m3mrqZrvz7jkuGaOJElKclmsfGPqRdw4eiobe/JnPRYbM/NKyHG4Bn1ejb+bkBYn15EBJFuUd8cixHQNRVFwm22kWW0owEFfJ5AMfP+8bzNPH9hGvGeBms1iJaolWFq9m7eaqrn9vHlcWFA+6HnbwkE6o+GjVqlwWazs7j61DXokSTr7yeBXGpYe3bmOtS21FLo8ffISM20OIlqCd1pq+MOu9dw+7eIzOEpJGt7ynG6WlI877ucJAa3hIE1hP7HDyqGpioLLbMVqMtFbUOLt5hqePrAVm8lMkcuT2tdtsZJtd9IQ9PPw1repuDiTItfQd6KOJeFJ1iaWJElm/UvDTn3Qy9vNNWTZHQMuyHGYLWRYHaxpOkRzyH8GRihJ56bytEycZgvVgS5qAl0kDB27yYzTbMFptmBRVPzxKO2REG6LDSEEL9XsJWEYA5YiUxSFYncaHdEQq/4/e+8dHsd53W3fz8xsL+iVJECwd4pFIimKItW7ZLnJcZG7Y8uJ48gl0fsmfmN/SeTEjqO4yLLsuMhFlmzJtnoXRRWKvfcCEkTv2L7Tnu+PAUGCKCRIgCTIua+Ll4Td2ZkzwO7Ob85zzu/UDjxRrjgYJs8XIGZkB40vaehMyy064/N0cXEZ3bji12XUsabpCAlDH3D0MUCuz09Cz7K26Uif53TL4kBXG7s7mmnLpEYyVJfTINYWp3ZfA611bW6WbpRRFcljSm4RDck4Aqd++PjaX1VRUBUFKSVHEp00pRPs6mgibxBbNUUIfKrKm/XVA27jVzVuGDeFtGFg2P1PqUwYOpqicF3F5H6fd3FxuXhwyx5cRh0JPYsQYsCGGnAumAJB3NB7HstYJs8c2sXzh/fQkIwhkfhVD0vLxvOeCTOZlDO4/VfS0Hm74RBb2xrJWialwTDLyquYnFPoOkwMAwe2HGLlY2+zZeUOjKyBoqpUza5g+QeWsPCGS9zf8ShACEFlt8WYLSWWbffYitlSotsWUkJZMMKujmb2dbZi2jbhkwy+8CgqMSMz6Da3jp/O6qbD7OpopsgfIuzx9sTRmU3TpWe5ZuwkLi12m91cXC52XPHrMuoIe53lUinlgILIlhKJ7LmoZkyDf9/wOu80HMajKuR22zelDJ1nD+1mXfMR7ltwFZcUlve7vw0tdfzPlreoT8awpey2fpL86eAOlpVX8bezL+/xM3UZOutf2sIj//IY8fYEkfww4dwwpmGy69297F1/gMM7a3nf39/qCuBRQMLQKQoEyVoWScNAHpeJ9aoqY0JRiv0hDie66Mym8agqWcvst4TpKFnLpDKSN+hx8/wB/uXS63hg61tsbW2gNZNCOPPqiHj9vHfCLD4z41I01+PXxeWixxW/LqOOS4vHEvZ4ienZAadQdekZwh4flxaPBeCx/Vt5q+EQpcFwr4usX9XI9QU4kujie5vf5MHl7+njELGro5n7N7xOZzZNeSjSM3BDSknMyPJizV5M2+a+BVcNmo126Z/GQ8385v/7A+lEljGTy44TuD7CuSFibXFe+tVKxk0bw6Kb55/TWF1ODZ+qMTmnkC49S8LIInE+a3m+AFp32QNA1OtnQeEYVtYfJMfr7/fmxrJtDNvmqjEnH2hTHAzzb4tuYF9XKxtb6kmbBrk+P0tKKykNRk76ehcXl4sD9xbYZdRRGcljcUkFbd1m+CeSMU06MmmWlo9nTDiHpKHzYs1egpqn3+ySIgRjQhHqEl281XCoz/OP79tCeyZJRTin16Q5IQQ5Xj+F/iBvNRxiW1vjsJ7nxcKaZzfS1RKjpKL/8pFoQQTLsln1x9VuDfAoYGJOAbYEiVN7Pzacw7hwDkWBUE/WNaZnCXm8jI/mcVvVDMIeL42pRM/f15I2rekku9qbWdtUS0zP0JiKUxPvPOnx2zIp9ne1IYACf5BFJRWu8HVxcemFm/l1GZV8cfbldGYzbGipQ1UE0e5sbUzPYiNZXFrB52cuAmB3RzOt6SQlJ0yTOh6tW9Sua6rlxoqpPY/XJrrY0FJHvi844JJ72OOlNZ3i9boDzC0sG65TvGjY+MpWfAEfQhk4a55TEOHQ9iO01LZRPG7wgQcuI0tzKsHrdQd4o76amJ4h3xdgxZiJrBgzgXx/kBVjJvDYvi20ZpIUB/p+5mwpacukuLK8ispIHpWRPO6ZvYSHtq+hOt6JV1FoTieckgkkPkUj4vXxhwNbefnIPv565iJurJzaZ78Zy+QXO9fxcu1+urJpBMIpffL6uKJsPH89c9GgTbIuLi4XD674dRmV5Pj8/Mtl1/Jq7QFeqNlDXbel2dS8Im6omMI1Yyf1ZHkzlokl7ZPW+mmKQsrUez3WlIqTNk3yQoEBXyeEwKepHO6eMucyNFLxNJq3/6lcR1E9KlbcIpsa3MrKZWRZ31zLdzetojmdwKuoeFWVlnSC7e1N/PngDv5xwQpm5Jfwoclz+fmu9TQk4xQFgj03lynToDmVoDQY4WNTj5Ww3DBuCgHVw6tH9vPMoV0kDYOw10tJMEyBP4RPVZFS0phK8KNt75DnD7CopKLn9aZt81+bVvFq7X4iHi/jIjmoQsGWki49w3OHdtOSSvIvl13r1ua7uLi44tdl9BL0eLmtajq3jJ9GvNvfM+rx9cnQ5vkCeFWNjGkMeuEzbJuSQO/lUVVREMLJVg2GJSVeZXAB59I/eSW5dDZ3DbqNntbx+DyE8wbO3ruMLNWxdv5z0xu0Z1JURnJ71bdbts2RRBf3b3id/1p6Kx+cNAevqvL4vq3UJmI945E9qsqM/BK+OHsJk3ILkVLyWt0Bnqnexb6uVrqyGZKmTq7fz5hQlDxfoOfzLISgNBjmcLyTJw9s57LicT3PvdN4mDfqD1IcCBE67jOuCEGez/ED39hSx0tH9vGeCTPP7i/OxcXlvMMVvy7nnKxlsrW1gY5smoDmYXZBKbm+gTOtJ6J0194OxLS8YiblFLC7o5mKAcRvytDxKirLysf3enxCNJ88X4BOPd3vEi44wti0beYO4BThMjiLb5nP/o0HsUwLVet7AyGlJNaeYMltC8grzjkHEboAPH94Dy3pBOMjeX0aO1VFYVwkh5p4F6/U7ufDUy7hzgmzuG7cZN5pOExTOoEmFKblFTOnoLTH6/cXu9bz2P6t2NIm3x+gI5NGCEHC0NnX1UZFOJey46a+CSEo8AfZ0d7EoXgHVdF8AF6s2YMlZS/he5SMadCaSdGSSfDdTW/QmIpz9diJrkWhy3mPntHZ9e4+OltieP0eJi+YQGF5/rkO64LAFb8u5wwpJU8f2sWTB7dTn4hhSRsQ5PsDXDduMh+dMm9YligVIXjfxNn858aVNKUSFAdCvS56GdOkMZVgcWlFH6uzqNfPtWMn8bt9W8j1WnjVvuKsOZ0g1+tnxZgJZxzrxcjCGy/htUffom5/I2VVxb0EsJSSliNthHKCrLhr6TmM8uImYxqsrD9IxOMb0NFEFQp+VeXlI3v5q8lzEUIQ9vi4vmJKv9uvbqrhDwe2EtQ85Pudm12zuzzJr2pkLZMjiU7CHi8R7zEHloDmoSOboT2bpgqn5GF3RwuRE74rnDKJOLWJGKZtI5G0mCl+t3czzxzaxQ0VU/nrmYv6/Uy7uJxLpJSsfOwdXnpkJS1H2rBNG5CEckPMv3Y27/v7W4nmu02cZ4Irfl3OCUezPr/fvwVVCIqDIXyqhmXbtGfTPLpvC4fjHfzTwmsG9f88VZaXV9GZTfOL3eupjnUS0FQUoZC2TBQElxaP42vzlvcY8h/PByfNZXt7E1tbG8jx+cn1+VGFQto0aEkn8Soan5pxKeWh6BnHebFQt7+B9S9uofFQM6qqMHfFLEzDpLG6GdWj4gv4MA2TbCpLtDDCh//P+5iy4ORWVy4jQ8zIkjEN/Orglwy/5qFLz5DtHms8GC8c3oNuWb0+N6o4ZoPmVVTSlklLOtlL/Jq2jaqIPvs/UZK3pJMcTnShAAFNw5ISS0rGhXPIWAZ/qd6BT1H53KxFJ/8FuLicRZ556CWe+vFLKIqgsDwPj8+DbdvE2xO88fhqGqub+dsffoZwbuhchzpqccWvy1khYWTRLYuwx4dXVdnR3sSTB7cT0jzk+4M926mKQlHAmc70buMRnju8m/dNnH3GxxdC8J4JM5lTWMZrR/azvqWWrGVREc7hmnGTWVQyDt8AF+scn59vXnYdv9q9gVX11RyJdyFxDPsn5RRy1+S5btb3FDF0gz/+19O89ae1pGIpFFVFShskRAsjLLp1Aa21bbQ3dpIbjjL/ujksuXUhZRNKznXoFzV+VUMVCqZtD7qdadsENE+/9e9SSna0N7Gm6QjN6QQvHN6DBLa2NiKRBDUvHkXptklzBtioQtCRTfcaaNOeTVEWjPZMZNQUhQnRfDa11vd8l1jSpj4ZQ0jwac7n2rAtAqqGV9Xwd4vh52p2c/uEGa4Vmst5w+Fdtbzwi9fxBbzklRwr81IUhZzCKMFIgL3rD/Dyr9/gzr+9+RxGOrpxxa/LiCGlZG3zEV44vIctrQ1YUhL0eLh27CTqkzFSpsH4SG6/rw1oHjyKwgs1e7m9akYvf90zYUI0nwkzL+MzXDak10np+AtPiHbRkIqT6/VzRVkVd06Y2XNxdTk5T/z3s7zy61WEckO9BlpYpkVrXTtbV+3kc//xMeaucJuSzieiXj+XFJaxqv4Qef7+6/GllCQMnWvHTu5TGtGWSfFfm1axubWetKnTpWcdUQtoQsGnqqRMA3CEa9p0Jr4JBDYSG4mKIGno6JbNTZVTe92s3lAxpXvfBgHNQ1c2S8Yy8akaUkoM28aybXKDAY466uX5AhyOd7KqvpoPTpozIr83F5ehsva5jaRiKcZM7t820+Pz4A/7eecv67jxU1cTCLn2faeDe9V2GRGklDyyZyOP7dtC1jKJev14VZW4nuW3ezfTnklR4A8iEXRm0nRk0xi2jUdRyPMFyPEFyPX5aUjGaEjGqRhAJJ8N3mk8zPe3vE1zOoEqBKpQqE/G2NfVxta2Br4+f/mQGvQuVhoONvHmk+8Syg2SU3iCq4amUlxRSP2BRp55+GVmXzkdxR1De15xY+VU1jQdoa37s3sizekkYY+X6yom93o8aej86/pX2dxST3EwjCoETakkCgIJ2DjiNOzxIqXEsm1M2yZl6EicG+G0YdCpZ7Ck5OqxE3lPVe+boyvKq1hZd5C3Gw6R7w+QtUxsKcnaFlnTsTpUhEJjKk7GNCgLRXo8f1vSyZH6lbm4DJnda/fjDXgHbcaM5oXpaInRcKCJCXMqz2J0Fw6u+HUZEVbWHeTRvZsJaFqvbu2o14ctJQ3JOA2pODE9S8p0LnICZypUczpB2ONjTCiKlHQ3wp0btrc18t2Nb5AwdCrCOb1qglOGzurGGv5j40q+tej6YctOX6isf3Ezqa6BMxpCCPJL86jZVcv+TdVuje95xmXF4/iryZfwu32bOBzvdCwEFZWsZfY4tXx6xmVMzyvu9bqVdQfZ2trImHAUj6JyoKsNIcCnqmRsCwWn0S3bXZYQ0DzotkXU46Mjm8avqiQMg8pIHjdXTuPmyml9mtT8qsY/LljBj7at5u2GQ7Skk870R8t53qOoBDUPEklbNk1MzzIhx+ma97o3WS7nEZZpDdhUehShCJAS2zp318bRjit+XYYdKSVPVe/ElHavet6jONZkPprSCQzLJuz1oh7vGSolMSNLuquNybmFFAWOFfWbts2W1npW1h2kIRUnoGksLBrL8jETRiT7+scD2+jIZqiK5va5Ew96vJSFBBta6tjQXMfi0ooB9uIC0FTTilCUQTMagbCf9oYOWuvaXfF7niGE4KNT5zE+msczh3axq6OZRLdF4NKy8dw2fjqXlozr9RopJS/U7EEVAp+q0ZnNkDYNR7xK0LtdGJAS3TKd2mJFwbZMDGkxv3gsX5pzOcWBMJWRvEEH1YQ9Pv5h/gpq4p18e8NrvHhkH5pQCGgex6+7eztNKGQsk4Nd7RT6Q8zMd+vJXc4fxk0pp2ZX7aDbJGNpAmE/hWNd27PTxRW/LsPO4Xgn+7payR9EjHoUFQkgZC/hC6AKgV9RiRs6JYEw4e7RxZ3ZNP+58Q02tNRh2BZeRcWUNu80HOb3+7bwpblLWVI6fEtAdYkuNrbUUeAPDCjYApoHy7Z5ve6AK35Pgubtbm4bBNt2Ov378/t1OfcIIVhWXsUVZeNpSMVJGTphr2/AhrGsbVGXjPX47xq2hcRxdUBAyOMhZRhYgGVLMsfV/QY1H9+67Dom5w5tnHVpMELGtoh6/GQsE0WIXk4QoluIx40sfk1jYfG4Affl4nK2WXzbQtY8t5FULE0w2vcaetT14aq/Wkpuket7frq46z0uw07S1DFte0D/TCmdbRQEVveAiKP2RkBPrZ5XVYnpGWwpMWyL/9i4ktWNNeT7/FRF8xgTjlIZyWVcOIe2TIrvbFrF9rbGYTuP1kyKjGUS9AxuteZTNWoTg08oc4GJc6tQhIJpWANuk+hIEMoJUjXbvZE4nxFCUB6KMim3cFCnBLVbeErnVrdnOffo592jqES8PnyqhtItSqNeP7m+ALeMnzZk4QtwINZGQzLOhJx8Qh4PadNEtyxsKZE43yVp00QTCqXBiOvz63JeMW3RJOZfP4fGhmZqGutpTLfRqcexpI2e1mk40ERJZSHX373iXIc6qnEzvy7DTsTjQ1MUdMvq1z7MlE5Di0dRUBSBKW307oyfxLkjC2leigMhkqZBwsiyvb2JDS11lIXCfXx/VUVhbDhKdcwZezqroHRYzkNTFBQhsGyJZ5DbREsOLPRdjjH/2tk8/eMXaalto3R8UZ9sumVadLXFWXrHZRSPG7rocTn/8CgqM/NLeLvhEAX+IBGPD4+iYhx3c6wIgSKgwB9kZn4Jht09dKZ4HDvbm3ir4RDNqQQBzcMlReUsKakYdPiNbllY0ibk8TAtr5i6ZBftmTRZy+xxlygMBPEq6oD2hi4u54oDqVqaP5jBaFfpfLcT2eyslqlCIeoPM2n6eD7xrQ+59o9niPvJdxl2xoVzmJZXzObW+l7m9EcRCCfzI2BCJJ+Qx0t7No1umahCIdfnZH46sxkEzsVqZe0BrG4P0f4QwpkMt76llvpkbFgGTkyM5lMcCNOaTlKm9Z/dsrttlC51l05PSiga5EP/eCe/+L+/o/5AI3kluQTCfqSUxNuTxNriVEwfw51fuulch+oyjNxQMYU1TTXE9SwRr48Cf5DGZBxVcZxTrG7v4OJAGImkPhlnbDiH1+sOsr65lpRloAlnlej5mj2MDedw79xlzCnsv3Ey3x/Ar2qkTIMcr58J0XzGhixSpoFE4lc9BDSNQ7EOylx/X5fziH3xGn564E/ESTLpS1Ox32vS+W47mbY0WdXANyvM1bdeTdUYd2XsTHHFr8uwI4TgjqoZ7GhvojWdpDBw4hQax7BekQoFgWDP0ueJxI0si7uzPLXJrpNmaUIeD42pLC3p5LCIX7/m4caKqfxs59oe/9BeZ9E9PjXPF+Aqd8jFKTH/mtn4Ap/g2Z+8zMFth2lv6AQgnBdi2fsWcccXb6RwTMG5DdJlWFlcUsH146bw3OHdpEyDsmCYtGnQ2e3zC5DvDaAIwaFYJ6XBMFGPnzcbqin0BykJHhtHbtgWtfEu/m3Da/zbohuY1E9ZxNhQDnMLy3i74TBRjw8hBF5V7bU6kzFNFKFw1Vi3qdLl/EBKyZ/rVtJlJCj3Fzrv+UovgcpjTeMt2Q6eb32HhSUzCWmuveaZ4IpflxHhirLxfGTKPH66cw0HYx1IKXtq+ryqSkUkl4SRJW2aeLx9SwZiehZVKNxQMQVw6mpPZnlm2c4xPMNoXXRH1QzeqDvAxpZ6vKpCgT9Iri9AxjRpy6QJejz89cxFlLmjjU+ZmZdPZcaSKVRvq6Gltg1VUxk/c6wrei9QVEXhS3OXUhIM8+zhPTSlE/hVjbDHh949Bjni86EqCrdVTWdiNJ8Ht6+mOBDqaZQ7ikdRGRfJoTrWwRMHt/MP81f0OZ4QgvdOmM3W1kbqk3HKQpFe1lEZy6Q+GeOSonIuK3FXbFzODw4kajmcbCDfGx2wwTrfG6Up08HGjt0sK5p3liO8sBh14vfBBx/kO9/5Dg0NDcycOZMHHniAZcuW9bvtypUrueqqq/o8vmvXLqZNmzbSoV7UdOkZtrTWY9kSTQiy0sayJYatk6f4uX7sZAxp83zNHpKGToE/iFdV0S2LtkwK3ba4dfx0Lu92b1hYPJYtLfXY3SK6PzqyaUoCYSbkDI+I2tbWyMM71nAo3oFE0p5J05JO4VEUigJhFhaP5QOTZrOoxF2CGipCCCbMqXQN2i8SPIrKR6fO5z0TZrKppZ6YniXk8TIjr5guPYMpbUoCYfL9Qb69YSWmbfcRvkdRhCDPF2B1Yw3N6QTFgXCfbeYVlfPluVfwo23vcDjeiUdR0BSFjGWhILikqJz7Flzl1vy6nDc0ZFowbBO/MnA9uypUJJKGdMtZjOzCZFR98h977DG+/OUv8+CDD7J06VJ+8pOfcNNNN7Fz504qKgYWIHv27CEaPZaZKyoqOhvhXrRIKfnuplWsb66jMpKLX9OwpXSEK9ChZ3i2Zjf3zL6cz4VzeObwbhqTcUxpOx3YoQi3jp/OeyfM6hkqcdWYiTx5YDtNqTilwUifO+O0aZC1TG6omIp/GC5oW1sb+Nb6V2nPpCgJhBgbzsGyJe2ZFG3ZFH5V4z1VM1zh69KDlBLbtlHd5scBCXt8LCuv6vVYcbC3eD0c78B/kpHhYY+X5nSCplT/4hfgqrETmZ5fzMq6g6xprCFtGZQFI1w1dhKLSsa5wtfF5SJmVH36v/e97/HpT3+az3zmMwA88MADvPjii/z4xz/m/vvvH/B1xcXF5ObmnqUoXY46MxQHQz0XMaej2xGsBf4gdYkYf6newUPL38vtVTPY1tZIwtAJe7zMLizrI2DLQ1E+N3MRP9zqZHIKA8Eej932bJq0abKktII7J8zsE89QsWybn+xYQ3smxfjIseEWqiIoCoYoDASpTcT42c51LCwZNyxi22V0IqVk99r9rH5qHdvf3o1t2RSNK2TpHZdy6U3zCEX7DnlxGRxNUbCPsz7sD1s6fQODDb0Ax/P3Q5Pn8qHJc4czRBeXYafUX4hH0cjYOgG1bw8MgCUtBFAWcBN4Z8qouWrrus6GDRv4x3/8x16PX3/99bzzzjuDvnbevHlkMhlmzJjBP/3TP/VbCnGUbDZLNpvt+TkWi51Z4BchbzccImuZhLT+MzJAt4DsYltbAwuKx/aZDNUfN1RMIdfn5/F9W9nd2UJbOo2iCIr8IT44aQofmDh7QDeIobC1rZEDsTZKguF+a6+EEJQEw9Qmu3i3sYYVbrPbRYmUkj//8Hle+uXrZFI6wUgAVVWo3lbDgU3VvPWnNXz+vz7u1jIPkXmF5Wxva0J2C9z+6NTTFPpDjI/kneXoXFxGhknhcVSGytgfr8F/tOHtBNr1OHneKPPypp6DCC8sRo34bW1txbIsSkp6e9uVlJTQ2Nj/YIOysjIefvhhFixYQDab5de//jXXXHMNK1eu5Morr+z3Nffffz/f/OY3hz3+i4m2TMqZqjTIGFufqmHaNh3Z9JD2vaikgsuKx3Ggq422bAqvojE1t3BQ38+hcjDWhmHZBAcR0l5VRUrJwVibK34vUt584l2e++mrBMK+XgI3pyiKoZvs33yIn/3jb/nqz+9B84yar9pzztVjJ/GXQztpSSf7lEQAZC2TtGnyoUlThuVm18VlOJFSUre/kbp9DQCUTyxh7JTyQa+H4CRV3jNmBT858ASNmTbyvVF86tHJiCYdegxFKNxavoyw5q4onSmj7hv5xDfQYNmBqVOnMnXqsTukJUuWcOTIEb773e8OKH7vu+8+7r333p6fY7EY48a5HcFDIaR5Trpsado2AnFaFy8hBJNyC5l0ugGehMEj7xUJJzlNl1FO0+EW1r+4mZYjbagelarZFcy/dg6+gJdXf/smADmFfZ0+PF6N4nGFHNhyiB3v7GHu8jMvx7lYGB/N4+6p8/nZznUciXdSGAj1lDh1ZNPE9CwLisdw50T3d+pyfnF4Vy1/+dEL7F6zj3Q8AwICIT9TL53I7V+8kapZg/eITI5U8NkJ7+UPR16mPt2CpVsIBAgo9OZyS/kyFhfMPktnc2EzasRvYWEhqqr2yfI2Nzf3yQYPxuLFi/nNb34z4PM+nw+fr/96G5dTY37xWJ49vAfdMvEOUA/bkU1TGAgye5imsQ0n48I5qIogY5oDNt6YtgXC2dblwsMyLf70/edY+dg7JGMphABpS4Si8NSDL3LFnYtoONhEXvHAFne+gBfLsNj4ylZX/A6R906YRY7Xzx8PbONQrAPdTiCAPF+QD0yaykenziPscb+nXc4fqrfX8ODf/YKW2jbySnLIL80FINmVYvPr26nZXccX/vsTTLqkatD9TI1Wct+MT7IrdogjqUZsaVPsz2d2zmT86vCtcF7sjBrx6/V6WbBgAS+//DJ33nlnz+Mvv/wyd9xxxynvZ9OmTZSV9T8ZyGV4uKxkHOOjuRzsamdcJAdV9G5KSZsGcUPntvEziHr95yjKgZlfNIaKcC6H4x2MC+f0u7LQnE5SEghzeZlr1XUh8uT/PMsLP3+NYDTImImlCMV5D5iGRUttG3/+wXNkU9mTjmFWPSqdzW7fwFARQnDtuMmsGDORbW2NtGdT+BSNmfkl5Pldc3+X8wvbtnn0/idpq29nzOQyFOXYNSOcGyIUDVJ/oJFH//1J/s/vvoyqDe4IowqVWTkTmZVzfg5hMW0LGxuP0E5aznG+MmrEL8C9997Lxz72MRYuXMiSJUt4+OGHqamp4fOf/zzglCzU1dXxyCOPAI4bxPjx45k5cya6rvOb3/yGJ554gieeeOJcnsYFj1/V+Ooly/nX9a9yKNZJ1Osj7PFiS0lnNoNp21xeWsFHplxyrkPtF4+i8qnpC/n2xpXUJmKUBMM906FM26I5nUQg+Jibfbogaahu4o3H3yEYDZJb1Duzq3lUSscXUb2thmQsja4b+PwDZ2Ms0yKce+KEQ5dTRVMU5hWVn+swXFwGZd+GgxzeUUt+WV4v4XsUoQgKyvM5sqee3Wv3M/Py0dewZkmbrZ37WN26lYPJWpCSIn8+lxfOZWH+jAEdKs5XRpX4veuuu2hra+Nb3/oWDQ0NzJo1i+eee47KSif71tDQQE1NTc/2uq7z1a9+lbq6OgKBADNnzuTZZ5/l5ptvPlencNEwNa+If19yI09X7+L1ugN0ZjMIIRgXyeXGiincUjkN/3ncrHJ52Xi+Nm85P92xlvpUrKeGWQDFgTB3T5vPjRWj7wtspNAzOvs3HyKTyBDKCTJhbiUe7/n79x2M9S9uIdmVYsyk/leIhBCUVBaxf3M1LTWtjJ3SvzgzdBMhFOYsnzGS4V60mJYz8VFTh2+io4vL6XBw62EM3SQQHngl0x/y0VZvUr2tZtSJX8M2efTwC7zbtg1L2oQ0PwLBoWQ91Yk61rZt5zMT7yTHM7DD0/mGkNJt2RmMWCxGTk4OXV1dvQZluJw6MT1DayaFJhTKQhE8yugZApA2Dd5trOFArA2AseEcrigb72Z8u7FMi1d+s4o3/rCaliOtWIaF5tUorSrmqg9dwfIPLkEZxnHTZ4Of/uNvePep9ZRPGrgeXUrJ3g0HUVWFsoklffx8bcum4WATY6eU838e/TL+oPt+GQ5My2bDziOs2rifvTUtIGFsSS4rFk5i8ezx+LyjKp/jcoHw7MMv8+QDzw76nQFQf6CR2++5kTu+eONZimx4eLbuTZ6qf4McT5iQ1rvsSLcNWrIdzMmdwhcnffCclkEMRa+53xQuI07U6z8va3tPhYDm4aqxE7mK87P26lximRa//tYfePOJd/F4PeSX5uHxaegZg8bqZn77r3+kta6N999726iqC9M09aRuJUgIRQNMmDuewztr6WqNEc2PoKgK6XiGdCJNaVUxn77/w67wHSZ0w+SnT67m7c3VmJZFOOBDCMGu6kZ2HWzknc3V/M2HlhEJjc7vGpfRS+GYfBACUzfRBrgBMw0LKaFo7PD6fqfMNJs697I/fgTTNiny5zE/bxpjAsXD8r2bMtO82boJv+rtI3wBvIqHPE+UPbFDVCfrmRAec8bHPBu44tfFxeW0WP/SFt7+81pyCqOEco5lPn0BLyWVRcTa4rzym1VMXzSZWVdMP4eRDo0Jcyp584l3sUxrwMaUeEeCUE6Iz9z/Eaq31bDqiXep3VOHbUtCOUGu+egyrnz/kmG/0F3M/PHVLbyxYT/50RChwLE669xIgKxusnF3Lf/753f5uw8vH1U3Wy6jnzkrZlJQlkt7U+eATbAdTZ3kl+Yy96rhc37Z2rmPx2pepDXbhUSiILCxebVpLZflz+IDFdfiVc6s/GxnrJpOPU6xf+CBMgHVR4cRZ1vXPlf8uri4XLhIKXnziXexLbuX8D2eaEGEeEeCd55aN6rE74Lr5/L0Qy/SWtdOcUXfSUuWadHVGufyOxZSNqGEsgklLLl9IZ3NXZiGRbQgjC/gZnuHk65EmpXr9hP0e3sJ36P4vBp50QCbdtdS09hBZVn+OYjS5WIlEPJz82ev5Xf3/4m2+nbySnJRumvRbdumo6kLy7S48VNXD9vI8z2xw/yq+mlSVoYSfx6qcG7UpZQkzBSrWjYgsflI5c1ndDOYthy/4qP77w9n/5KkMbShVecSV/y6uLgMmXhHgsM7a4nkDd7gEIoG2bl636BZ1PONcG6ID3z1Dh75l8epP9hEQWku/pAfaUsSnUk6W2KMnVLGe/72WOOsEIK8ktxzF/QFzpa99XQl0pQVDFzHFw746Iin2bCr9pyJXykl+2paeHtzNbVNnWiqwvQJJVw+t4ri/Mg5icnl7LD8g5dj6CbP/OQl6g809dgjSlsSyQ9x+xdu4JqPLBuWY0kpeaHhHeJmivITRiELIYh4QgghWNu2gyuK5jE+dPqOKX7VB9JxezjRtrQ3goA2em76XfHr4uIyZCzDwrZtPCdpMFJUBWnbo0r8Aiy6eT6+gJdnfvISR3bX01bfgcSp81186wLe++VbTurx6zJ8JFJZANRBnB2OCoBEKnNWYjqRrG7yi7+8y9tbqsnoJl7VqR3fuLuWp1ft4EM3zOe6xaOry9/l1BFCcN3HlrPgujmse2EzNbvrABg3pZxLb5pHQdnAZQNDpTbdzIHkEXI94QGzuiE1QJeRZEP7rlMSvy2ZDjZ27KI524EqVKpC5czNncK0yHginhAxI0met/8buLSVxatozDxPfYn7wxW/FynSToBMgAgiFNfFwmVohPNChHNDxFrjA5Y9AKQTGconleLxDa/tWTZjsH1zDe2tcTwelQlTShk3vm+JwplwyVWzmH3ldPZvrKaltg1Vc8Ybl44vHrZjuJwaAZ8HKSW2Lfv1UQUnG+ZsO7JTsKSUJDM6lmUTCvjQVAUpJb96ei2vrdtHbiRAUe4xUWJLSWtnkkeeWUvQ72HpJRNGND6Xc0t+aR43fOKqET1GW7aTrKWT7xn42i2EQBMKjZm2QfdlSYun6t5gVcsmkmYap4BBsgqFAl8OHxh3HYsLZvNi42oCltfJBB+HaVu0611Mi1YxKTxuOE7vrOCK34sMaexEZl4AfQ1IA4SG9CxA+G9EeOee6/BcRgker4fLb7+UP//guQGzuqZhYuomV9y5aNhEqZSSVS/t4E+/X01rUxyERNNUQmE/U2eO4YOfuILS8uHLsKiqytRLJzH10knDtk+XoTN7chmRkJ9YMk1upP+brVTGwO/VmDuA7/KZYlo2a7Yd4vX1+6mubUMiyY0EWLFgEhPHFvLOlmqioQCRYG+3CUUIivPC1LV08dQb21k0e7zrTexyRqhCQSCwkagM/N1qS4k2SK0uwFN1bzjCVvH1KqEwbYtWvZNfHXqGT4y/jda8DjZ17gE9QcQTQCBIWRkM22R8aAx3j78VZdCyiPMLV/xeRMjMa8jkg2DHQYmCCAAGZF9H6msg9ClE4NZzHabLKOGK9y5i7fMbqT/QRElFYa/srp7WaT7SStXsChbdMn/YjvnzH7zCs0+sQ9ctFEUghGNNZlk2G989QEtTF397320Ul+YM2zFdzj2FuWGWzBnPi+/sxu/z4D9hgIphWrR1JZk3bSyTK4qG/fimafGzP63mjY0HkLYkHPSjKoLmtgS/eW49Hk0jlclSVT6wu0dBTpAjTZ3sqm5k9iR3ap3L6VMRLCWsBYkbSXIHKEWwpY1EMikycDa2KdPGqpaNBFV/nwEVmqJS4sunIdPKy03v8qXJf8Wsjp283bKZhkwrSEmhL5fLC+eypGAOEc/ommTpit+LBGnuRyZ/DFIHtRKOz8SJXLBbkMmfg1aB8Mzpfx9WHdgdgBe08QgxssuLLuc3BWV5fP6/Ps7/3vc7juypR9o2qkfFNJxM8KR5VXz2Pz560qa4U+WFP2/kqcfWYNk2/oC3Z/nbNCxiHSmCYR9HDrXw7BPr+OQXrx2WY7qce1IZna176ynOC1NWGKW+pQuPphLt9vNNpLMYpsWUyiI+974lI2Jz9vSqHby2bh950SDh45w8IkE/pmWz82AjVvfEuYHwez2YZoL2rtSwx+dycZHjjbAgfzqvNa8jbAfRThgcJaWkTe8i6gmzIG9gp52N7btJmmnK/f3fMAohyPNGOZxs4Ei6iaWFc7m8YA5xM4UtbSKe4KAuEOczrvi9SJCZV8DuAnV8b+ELzs9KEViHkZmX+4hfqW9Bpv8MxhZABxRQy8F/I/hvdkXwRcy4qWP4P7/7O7as3MGWN3aS6EyQUxBl3jWzmbl06rCNOG5vjfP7X6zCtGyCIV+vuk+PV0PVJKlkFlVT2Ly2mrYPxikocrvrRzOWbfPsqh28uHo3rZ3JnseklNhSks4aKIqgpCDCioWTWbFwUo8gHk7SGYNX1+7F7/X0Er5H0VSFcNBHS0ecWDJDTrjvIAAA25Y927u4nCk3ly2lunu8cMQTJKIFEQiytk67HsevennfuGsGzAwDNGbaEIhBbxj9ipcOO0ZrtoOJ4bEIIYiOsixvf7ji9yJASguyb4EI9xW+RxHCKYXQ1yLtJEJx3twyuxKZ+GF3qUQeiBzAAqsOmfgJGHsh8mVXAF/EeP1eLr1xHpfeOG/EjrH+nf3EulKomtJvw5OiCGe6WkonHktRe7jVFb+jGCklv31uPc+9tROvplGaH3Em79mSWDJDVyLNuLG5fP4DSykrjKKNoJPIrupGWjsSg1qV5Ub8NLfH6YilBhS/sWSGSNDHlMoipJTuIA6XMyLHG+GeSR/gqbo32NK5l8ZMGxLwKhoTwmO4sfRy5uZNGXQfmqJwklmWPYymet5TYUjiN51Os2HDBvLz85kxY0av5zKZDI8//jh33333sAboMhzozj9xsiycB2QWZBoIIa0GZOIh57ETSyXUANhJyL4OnqkQuGME43e52NmzoxYhBMoggkHTVPSsiaE7Y0RdRi+7qpt4+d09hAN+csLHsrmKIsiNBAj6Pew90sLG3bXcsWL2iMaSTOtYUuIZRGDnhAN4NIVYMtOvsNUNk+b2OCUFEf7fj1/Asm3GleSyfMEkLptVie8kloEuLv2R641wd9WttGe7qE7WY0mbPG+EieGxpyRWx4fKeatlM5a0BixfSJgpgpqfymDZcId/TjllKb93716mT5/OlVdeyezZs1mxYgUNDQ09z3d1dfHJT35yRIJ0OVN8IIKOiB0MmQXhhe6sL9k3wG4HpbT/jLESctwiMi8gpTH8Ybu4dGMYFl6v5thZDSBshXCmKXl9GqXluWc1PpfhZdXGA2R1s5fwPR6vR8Pn0Vi5fh+6YY5oLOGgD1VRMExrwG1URSEaDhD0e6lp6iSWzGDZNqZp0dqZYM+hZlJZnY54mlRGRzcstu9v4EePv8l3H3mNrsTomYzlcv6R78thQf50LiuYyeRIxSlnaeflTSPPG6Ut29VjFXg8lrTpMpPMik6i2H9hTU08ZfH7D//wD8yePZvm5mb27NlDNBpl6dKl1NTUjGR8LsOAEAr4rgKZAjlAU4aUju+v7wqEcJbtpL4WhA8G+yCJXLDqwTp8yvFIux2Z/gt21z9hd/49duzbyOw7SKkP4axcLiZKy/PwejUURQwoQizTRtqSabPHUjpm+OzOXM4+u6ubCJzEGzoa8tPamaKpPT6isUyvKqEoL0RHbOBGtUzWIBzw8bn3Xc6SOZUYpkVja4ymjgTJtI6iCipK8xhflk9BToj8aJAxxbkU5oTZvKeOnz65ul/x4eIykoS1IO8bdw0exUNjpo2M5VyDpZTEjRQN6VbKA0XcNubKcxzp8HPKay3vvPMOr7zyCoWFhRQWFvLUU0/xxS9+kWXLlvH6668TCo3+AugLGeG7Bpl5Gaw6UMf0FrRSgl0PSi7Cf8Nxj6eBk9TSCQ2k5bhInAJSX4eMfx/sZmffQgO5C5ldBZ6ZEPkaQnWHCLj05tKlk3nz1Z0AdHakQEo0j9qzvGxZFpm0TjQ3yAc/fsW5DNVlGLBsGwbxL6XnWTng/fxw4fd5uG7xNH773HoSqSzhYO+mN8O0aOqIM2tiGTdcPp1bls2kvrmLpo44pmnz8z+/S8DnIT/a9xrp82rk5wTZsreO/UdaR8SmzcVlMC7Nn4lX8fBc/dvUppto12OAJKD6ubRgBu8Zc9UFl/WFIYjfdDqNpvXe/Ec/+hGKorB8+XJ+97vfDXtwLsOH0MZC5F5k/Htg1YDwO1ldqTsZYSUfEf5bhHacmb9SCmb14DuWacAHysk/HNLYjYz/F9gxUMfB8TVGMgPGFmT8PyHnXxFi+Lu2XUYWy7LIJDJoXg1fP13xZ8KkaWXMXzSB1W/sITc/RLwrRTbjlNpIKbEtiT/o5bNfvp7KCe7N02hnfHk+a7YdBgZOqiTSOuGAj4LckU+83HzFDJraYry+bj8d8RSRoB9FCJIZHdOymFxRxBc+eEWPk0N5cQ7lxTms31FDRzxFcd7AzXIhv5f2rhTrdx5xxa/LOWFu7hRm5UziQOIIrdlOFKFQGSyjLHDhjnA/ZfE7bdo01q9fz/TpvT3jfvCDHyCl5Pbbbx/24FyGF+GdD7nfgcyryOzrIJOOg4P3DoT/GoRW0Xt7/3Kk/m53LXA/YkZKx/fXtwyhlp70+DLztLP9ic1zzsEc+zRjB+jvgm/FGZypy9mko7mL1U+t5+0/ryXWFkdRBFMvncTS91zGnOUzhqWrXQjBx/76KoQQbFxzACFA101Mw0IIQWFxlE/97bUsWOxOYrsQuHL+JNbvOEI6oxPw93WSsSybVCbL9UumEgqMvNOMpip86j2LmTtlDCvX72fv4WZsKRlTnMNVl05m2bwJRPqxWetKZrBtBm2WE8IZ1uLW/bqcS1ShMCVSyZRI5bkO5axwyuL3zjvv5NFHH+VjH/tYn+d++MMfYts2Dz300LAG5zL8CLUMQh+F4EcAE9AGFifeJeCZAcY2R5geL4ClDXYDKFHEKTg9SKsV9LWg5Axit+bsX2ZWIlzxOyqo3dfAT77yK2r31uMNeAmE/diWzfqXNrNl5Q6u/sgVfOArt6MoZ26T4w94+fSXruPq/XPYsHo/zY1d+HwaU2aMZcHiiYQi7mrBhcK8qWNYOGMc7247TG7EJhL09XxPZbIGzR0JxpXmcf2SaWctJlVRuGxWJZfNqiSrm47ntN8z6M1dwOdB4JRxqIN8BqR0MsAuLsNNlx5nQ8dualINSCkpDxSxIH86hb6Luy9CSLfKflBisRg5OTl0dXURjUbPdThnHWk1OaUIxi7A7haoFkgDlAJE+B6E7+Q1ltLYg+z6KigF/WeRj2I1g1qEkvfwsJ2Dy8iQTWe5/6Pf5/DOWsqqilFPyG7F2hMkO5N89J/fz4q7lp6jKF1GK8m0zi+fWsO6HTUkMzpI577Zo6lMGFvI599/OWOKc4e0z+b2OO9uPURtcxeqKqgqL2DR7MoBvXnPlK54mq898BcMwyI/p//yjIxu0BFL8/VPXMMlU8eMSBwuFx9SSt5q3cxTdW/QZSR6KuglENYCXFN8GTeVL72g/HuHotdcc0GXQRFqCeT8O+hrkJk3wG4C4Ud4F4HvSuf5U9qRB1Cc5rhBV8EtYHjrRV1Ghi0rd3Jkdx0lFYV9hC9AND9MOp7m9d+/zRXvXYTmcb9uXE6dUMDLF+9aRk1jB+t31BBLZvB5NGZNKmPGxNJBM6knYtk2f3ptK8+9tZN4Mttr8enJ17byVzfOZ/mC4S+ZyYkEuGLeBJ5+YwdBvxf/CQ4WlmXT3J5gSmURsyZdWD6qLiOPlJK0lUURAp/i7bUKsbZ9O4/XvARAmb+gR+TaUtJlJHim4U1UReXGssvPSeznGvdq5HJShPA5Qtd36nYn0o6D/hYy+w7YnU65AxrYbaAEB3iRdBrfvJcNS9wuI8um17YhpcQziCVVTlGUhupmDm49zJQFE89idC4XChWleVSUntkS7V9e38bjL23CNG2yholpWT3evB2xFD//87v4PBqL54wfnqCP4wPXzqOhJcbG3bXOMUNOCUcyrZPOGlSU5XHPcc1yLi4nI2NlWd++k7dbt9CcaQegLFDI0sJLWJA/HQE8V/82lrQpOcGpQRGCPG+Edj3GK01rWFI4hxxP+BycxbnFFb8XGFJKsA6Asd1xclAKwHsZQjl7o16lsQcZ/y5YRwDFyfqaBsgY2Inu5rYTupqldLLKSi7Ct/ysxepy+sTbEyfN5np9HkzdJB3PnKWoXFx609aV5E+vbaWtM4llS2eSuxDo0iKZMfBqKkG/lyde3cLCGeOGfVRywO/h7z6ynJXr9vP6+n00tsaRSCIhHzcvm8G1i6ZQmHvxiQ+X0yNupPjfg39md7wagSCkOr0OBxK17E8cYXPnHhbkzaA5206+d+Cl/1xPmMZMG5s79rC8eMHZCv+8wRW/FxDOOOIfOw1qMk1PfYFSgAzcjgi8DzHACMPhi6ERGf82WA3dfsLHvcVsHeR2MA84GV61CNCc/7fbQAQQoU/3cZ1wOT+J5IcxTzJdy8gaaB6VgNuM5nKOWLl+HzVNnUgpnQa0Xg1qkqxuEk9mOFjXxvYDjSNSd+v3erhx6XSuXTy1W4Tb5EeDfcogXFxOxmM1L7EzdoAiXx5e5dj7J+IJkbF0NnXs6ZnYdvzzJ3K0DKI12znSIZ+XuOL3AkFazcjYtxxhqRSCUuR0h0jTEZapXyLtJIQ+0W93spRpyL6L1N9yRhqLHIRvMXiXDi1rnHmle5BGRW8fXwDFC9psMHcDwjmOtJwGOO88ROC9CO+lZ/aLcDlrXHLVLNY+txEjawxY+tDZEqNsQgkT5lwc9jku5x8bdtZimhbh4xwjjiHweTXSWUcAN4/wtDhNVSgpOHurcC4jgyVt4kYSW9pEPWE0ZWSTSkepSzezrWsfOZ5wv8LWr3oJawEOJesBZyV4MDcSCRdUw9tQOC3x++tf/5qHHnqI6upqVq9eTWVlJQ888ABVVVXcccfJba9chh+ZftIRvuq43tlWoYFa4gjNzNPguwI8k3u/1qxxHB3MA92v8YA0HY9f9Q8Q+QrCM+PkMUgTmX0VRLCv8D2K4nEyvko+hO9FYDpew2rlsPjBupw9LrlqJuOmjuHwriOUVZX0aXqLtyewLZsVdy11m91czhmHG9oRgkG+XwSaIkhnDbL64CsZLhc3WUvn3bZtvNO6haZMOyDJ8US4vHAOlxfOJeIZ2YErO7oOkLGy5HkGvoGKaEE69QTgNMMFtf5X3XTbQBUKVaHyEYr2/GbIkv/HP/4x9957LzfffDOdnZ1YlgVAbm4uDzzwwHDH53IKSLsTsqtARHoL3+MReSATyOzKPq+V8W+DuRfUUtAqQC0DbZxTtmDVIeP/gTRrTyGQBMg4iJPYBokAyARCq0J45yG08a7wHYX4Aj4+8+2PMGZSGQ0Hm2ipbSPRkaSrNU7d/kZS8TTXfGQZyz+45FyH6nIRY9tO9su2B3f1FAiK8tzaW5f+SZkZfnrwTzxa8wJHUo14FQ2f4qVN7+TJ2tf44b7HaMt2jXgMIAa9XipCwSNUCnw5dBhx7H7mf0spacvGKPUXMjPn4mxEHrL4/cEPfsBPf/pT/u///b+o6rFMz8KFC9m2bduwBudyili1TjOZMoivnRBOo5m5u/fj2ZXHZYxPMFkXmvO41YDMvHQKgXgBFWd4xqABO9sJt95ttDN2Sjlf+dkXeP+9t5FfmuvUAAuYf80sPv+9T/Chf7xzWAZcuLicLoV5ITRVRTdM+rO1l1JimBYBv4fx5fnsONDAb59bz8NPvMPvnt/AroON/b7OZXRjS5uGdCuHkvW067GTbv9U3Rts7dxHvidKib+AkBYgqPkp8uVR7MujOlHHbw49O6LvlYDqB+Sgx7ClDQKWFl5CsS+fhkwrCTOFlM7rUmaG+kwrEU+Quyqux6NcnKtyQz7r6upq5s2b1+dxn89HMpkclqBchortuCWc6rbHITOvOCJ0wIyxAiIM2deQoQ8jxMCNS0IJIj1zIPumU9YwYAhx8F3tWKi5jHrySnK55XPXceOnriYVT6N5NQL9jHo9UzJpnU1rD7Jr2xEyaYP8wjALFk9i0rQyd+XAZUCWzKniUH076YxT1uDRVBTFeb9Ylo1hOiOyp08o4eEn32HPoWZ0w3JaJqTkubd2Mq2qhC+8fykFuSO7rO0y8ljSZk3bNt5s2URduhlb2ngUDzOiVawoXsjkSN+G6w49xrr2HYS1AD617yQ+TdHI90XZnzjCwWQtE8PjRiT2WbkTea7hLZJWmrDWv2VowkwR0gJcUTSPywpm8XTdG+yKVdNgtALgU7zMjE7g1jHLRizO0cCQxW9VVRWbN2+msrJ3A8vzzz/PjBknrwt1GQHUsaCEu0sOCvrf5qiHrjb5uIcMsFucGt3BEAGQKcevVy0dfFP/9Uh9DdgdjmiWMafpTmggcpyfhQ/hv3aIJ+lyvqNqKpERWjbeu7OOX/34NZobOrFtUFSBbdm88dIOZs2r4ONfuJpwZGSmdLmcf0gpOVDbSltnCo+mMHFc4YBT2q6YN4FX1+ylK54mYxik0gaG6SQLVEUQDHgJ+j2k0jp1TV0U5YYIdI8allKSzhps3lPHA79byT988lrCAfemfbRiSZvHa15iVctGAKJaCE1RyVo669p3sjNWzUcqb2Jhfm8tsytWTcJMU+ofOKnjV3y023F2dB0cMVE5JlDMzJwJrG3bgSY0/CcI8aylEzfTLCucR1D1E9YCfG7i+2jMtFGbbkJKKPHnUxEsvegTBkMWv1/72tf44he/SCaTQUrJ2rVrefTRR7n//vv52c9+NhIxupwEoeQjvVc4DW0it/9mMxkDEUT4rjruQY0eq7FBsbozwKcwe96zEPx3QOrnTobXiRCnrxRQIhD8HHj6rh64uPRHTXULP33gJTraEhSX5qB5nPe3lJJ0SmfD6gNYps09X7u55zmXC5dNu2v5y8ptHKhtJaubCCHICfu5/JIq3nv1XKInrDpUlOZx922X8ou/rEGkITccRCKdrK9l4fN4qBqTz76aFsoKo3iOa9wUQhD0eykvVNlzqJm3N1dzw5JpZ/uUXYaJNW3bWNWykbAWJKwdu1nyKh7CWpCWbAe/r3mRimApxccJ3YylIxjcGeGomMxY2RGJvSnTxurWreyL1ZI007Rlu/CrPgq8Ufyqj4SZxpY2Rf48alKN/NO2BxHAmGAxlxfOZUHe9Iu2xKE/hvyb+OQnP4lpmnz9618nlUrx4Q9/mDFjxvA///M/fOhDHxqJGF1OARF8H9LY4gyWUIqdbK0QjpWY3eFkbgO3gXbsi1sIgfReCpnnQRbAQHeCdhd45ztNcyfFBKsFEI6FmTSPaV+hAQpYjc52uDW/Lifn1ee20NYSZ0xFfs8FRtdNMikdCURy/GzffJjtm2u45NKqcxusy4jy1qaD/OxPq0llDApyghTlhrFsSVcizbOrdlBd28ZX7r66jwBevmAShbkhXlq9h6376jFMC5/Xw/SxpVy1cDJPvbENj6b2Er7gjEU2LRtFCFRF4fV1+7h+8dSLPms2GrGlzZstmwB6Cd+jCCEo8uVRn2lhXfsObilf1vNcqNsxwZI26gAC+GgdbqiffZ8pu2PV/LL6adr1LvyKj/JAIV16gk4zQX2mlXxvlKrQGBJmitZsB4pQCak+JLA3fph98Rq2dOzh41W34VfdlQsYovg1TZPf/va33HbbbXz2s5+ltbUV27YpLi4eqfhcThGhlkP0n5GJH4K5xylnOIqSA4EPIoIf7fOlLfzXIrNvOFZoaj8lE3YXCBXhv+HUvvCzb4LxJqjjnXIKmcJpcNOOlU8Yq0BfBL4VZ3DGLhcDne0JNq+tJpITQAiBnjWoO9JOvCuNbdsIIVBVBSEELz29yRW/FzDtXSkeeWYdhmkxtjin5/tIUwUFOSEiQT87Dzbxl9e38bFb+/qFz5xYxsyJZbR2Jogns/i8GmWFUWLJDL98eg0h/7GVrXTWoLUzQUcsjdX9PvNqCnadJJXRCbmlD6OOpkw7dekWotrAddtCCLyKhy2de3uJ3xnRiUQ9IWJGgrwBpqalrAx+1cec3CnDGnd7totfVT9DpxGn3F/U876PesKMsW3ajC5sKVGEoE3vosiX28sDOOoJkbGybOjYTa43yl0V1w9rfKOVIbVha5rGF77wBbJZJ61fWFjoCt/zCKFVInL+A5Hzb4jQ3YjghxDhv0HkPogS+iSiP3cFbSYEPgRkwTwCdtLJ1sq0M6xCxsB/M3ivOOnxpZTI7EsgbVBCTiZZCTkuFErw2M/SRmZecjuoXU5KW0ucbMYgEPTS3hpnx5YjtDR2kUnr6LqFaViYpk02Y7D2rb3s21V/rkN2GSFWb62mM56iOC/c742416MSCnh5e0s18eTApVyFuWGqxhRQXuQIaFVREMBRJ7R4KsO+mhaa2hPYtu08LyCR1mlsjfGHlze7312jEN02sKV10oEUqlBJn1C6EPEEubxwLmkr22031pusZdBpxJmVM4GxgeHVROvad9Cmd1Hiy+/zvlcUhSJfHhkry7au/YMMv/ARUgOsbdtOpz6yg1xGC0P2IFq0aBGbNm0aiVhchgEhFIRnNiL4YUToE4jArYj+Mro92wtE8IOIyFfAM91pmrMaupvbKhGhLyJCf404lSkwMtk9YW4QyzVwnjf3d49gdnEZGFVVEAp0tiep3teErpsIxcn2Korj3WroJra0MQ2L3zy8EuMkI5ddRic7DjSiCDGodV5OyE9nPM3BurZT3m8o4GV8eT6JVAbDtDhU3+5Yn/k0PB4NVVXQVBVVUQj6Pby0eg+rNh4YjlNyOYtEPCE8ioespQ+6XdYyyPfm9Hn8lvJlLCmcS9xMUZ9upVNP0GUkaMi00m50MStnEn9VcdOwl8Ssa9+JV9EGrzdGkDIzeAdybQKiniAJM82OLve9C6dR83vPPffwla98hdraWhYsWEAo1HsJYc6cOcMWnMvZQQjhlCB4l4N1AGynOQ5tEmKQD1NfjtqonezDL7q37Wu+7eJyPOXj8gmF/OzeUYdlS1RFILrFjwCEKpC2xLZsAgEvDbXtbN9Uw7zLJpzbwF2GHcO0TuoZrSgKUjrNbKeKEIIVCyez82ATjW0xdMPC79U4/nvMsmyEgLLCHNJZnVfW7GXZvIk9lmku5z/53igzoxNY276DsBbsV6SatgVILsuf2ec5j6LxsfE3c0nuFFa3buVgshYJTIlUsqRgDvPzpvVrg3YiUkpq081s7thDhx7Dp3qZHB7HrNxJ/WZt42YKz0muw0fPxWbgFQlFOCscSctNOsFpiN+77roLgC996Us9jwkhemZIH5345jL6EEKANukMdhAGpQisGqDvnXMPMtFdE+x6ZroMjtfnoaA4grWl+3tloKyKEFi2I3oO7Gk4I/GbSetsWX+IbRsPkUxkyM0LMX/xRKbPHue6SZxDyoqibN5T13Ot6Y9URsfv1SjMDZPVTbbtr6cznsajqUwbX0JJQf9jYZfMGc+mPbX8+bVtWLYjIQTHBmDYtqQgJ0RuJIDXo3G4vp3a5k4qSk+lCdjlfGF58QJ2xA7Sku2gyJfX631k2hZN2XYqgqXMy+vf0UMVKpfkTeWSvKlY0gYkan/uSgOQsbL8vuYlNnXsJm1lEAgksLJ5PWX+Qj4y/mYmhsf2ek1YC9Jkpgbd79EyHGWQxJMtbSSSoDr8HuyjkdMacuHi0h9CKOC/Hpl4CKTevzWa1EGaCP/1bse0yymRzZh4fRrZjAFSgOiWJlI6I2sF+Hwahm5imhaWeforCocONPOLH75C/ZE2pARFVbBMi3dW7mbi1FI+/aXrKCg6SVmPy4iwZE4Vr63dRzKtEw72bTiTUtIeSzFv2lj2Hm7me795naa2OHb3ZKtw0MeC6eP48E0LyIv29jbXNJW/ft9SVm+ppqE1TlY/Vjrj9agU5IcoLYgihMCjqZi2TTpjjPg5uwwvkyMVfKTyJn5f8yL1mRa8igdVqGQtA5BUBEv59IT3ENROLhAHcn0YCEva/PbQ86xp306OJ0Se51jzmmGb1KVb+NmBP/E3k+9iTPBY3fCl+TN4svY1bGkPWPogkQQ1P4Y08Q7gohQ3U4S1IDMu0nHGJzJk8XvicAsXl174roHsKjC2d1uudTe6Sdk9KKMZPLPBdzUAUppgHnTqf5UIqFWuKHbphWGY5BeGaW6MYds20gJwRK+qKnh9GqqmYOgmUkJ+Yf/ZvZPR3NjFT773As2NXRSX5uA5LsubzRjs3l7HT773Il/+p9sJhtxu/7PNtPHFXDargjc3HgScWt2j3xWWZdPUHica8pMXDfDzv6xBCCjMDeH1aNhSEk9meH3dPupbuvj6x68h54ShKD6vxqxJ5Vh2LeGAH6u72S0S8qOpx0SHbph4VJVIPwLc5fxnYf4MKoKlrGvfwZbOvaQtnfxQlMvyZzIvb9opCd/TYW/8MBs7d5PnifQ5hkfRKPUX0JBp4dWmtdxddWvPc5fmz+SN5g00Zdsp9RX0uj5KKekwYoS0AJP846hO1eNRtD7lExlLJ2Gmubr4UvIHcKu42Biy+H3kkUcGff7uu+8+7WBcRj9CiUDkPmTiATC2OWL36FKM8IN3ESL8dyACyPSzyMxzjjextJwxy9pUCNwO3stdEewCQGFxlKaGTkJhH9msgaaqTlZWAVVVQYBpWNgSItEA8xadXsnDqpe301TfSfm4vD61pT6/h5LyXA7ubWTD6v0su7ZvTaDLyCKE4LN3Xo5AsHbHYdpjKTRV6cnsFuaGuWXZDB59YQOpjI5l2XTG0/g8GnnRINGQn6Dfy97DLTzz5g4+cvPCPsdYPGc8W/bW9RG8x9OZSDN3cjll7grAqKXYn88t5ct62ZmNNOvatmPaJkFf/+JaEYKwFmRz515u02M9lmoFvhzurrqVX1U/TX2mhYDqw6t4MG2LpJUhoPq4c+xVLMyfwU8PPMneeA2qEIS0AFJCwkyDkMzLm8p7xq44a+d7vjNk8ft3f/d3vX42DINUKoXX6yUYDLri9wJAmkdAfxtpNQEawjPDEa3KScYgdyPUIoj+K5g7QV/n1PiKMHgvA206YCMTP4bsc4ACSj7OpLksGFuR5m5E6BMQuHPkTtJl1LDoiins2FJDQVGEhroObFvi8ao9N0fSlmSzBv6Al6tvmkNh8dBFSSats/atvQRD3gGbqjweFUURvP36Llf8niMCfg9/86Fl7KuZzrvbDtHYGsPnUZk+oZTFc8bz4GNvcrihA1URIAQCQTKt0xFPEQn6GF9eQNDv5a1NB7njqtl9RhUvml3J82/t5HBDB2OKclCPE8BSStq6kng9GtdfPs29OXcZEnXpln4b2o4nqPpp12O0Zjt7+QlPj1bx5Skf4d22raxp207G1lEVlSvyLmFJ4RwmRyoA+MKkD7CufQdvt26mNdsJwMTIWC4vnMul+TNOevyLiSGL346Ojj6P7du3jy984Qt87WtfG5agXM4NUurI5C8g85IjWJ1HkZlnQC2D8N8gvPNPaV9CCPDMdP6deJzMKmeqnJLT2xZNeEAJg9WCTP4atOkIjztK9GJn3qIJVL1QwoG9DRSX5NDa7f3rlNOAaVpoqsLVN83mjrsWndYxYp0pUsksgeDg3dr+oJfmhi5s2z6p84DLyCCEYEplEVMqi3o9vn1/A6+u24eUEp/X20ucWrZNVyJLdX0bFSV5dMTTHGnsZHpVSa99hAM+/vavruR/fvcGR5o68aoqfp8H07K7h1t4+ciN81k4o+KsnKvLhYMiFOQgbgzg1O4KIfqt7S0NFPCesVdxa/mVpK0sPtXTR8wGNT/LixewrGgeaSuLAAKq371R64dhGfQ8efJkvv3tb/PRj36U3bt3D8cuXc4yUkpk8qeQfrp7KEUFHP0ASgOsBmT8PyH6DScTfCbHybwA2AP7ASuFYB1GZl9zxa8LgaCPz375en76Py9xaH8TOblBDN0kk9axbUluXoSPfHYF1912yWl/yauak0m2rcEvTrYt0fyKezE5z5BS8sybOzBNC4+q9vn7qIqC1wuJVJZEWkciBxxUUVmWzzc+dyNvbz7IGxv20xFLE/J6uXLBRK6cP5HJFUX9vs7l/MaSFnEjhcDx/B3MN/dUkVJyIFHL7vghspZOxBNkbu4USvx9vfWnRio5kDgyqFtJ3EiR4wlRHhj4PaYpKpGTrMIqQhmRMcsXEsMifsGpvauvd6crjVqsA5B5pTsbm9v7OeEBdZwjSFO/h+g3T//ib7c6Ay5OPEav4wmnUU5fA9xzesdxuaAoLsvlK//vPWxeV826t/fR1hLDH/QyZ/54KicWE80JkkxkCEdO7ws/vzDMmIoCDu5tJBQZuOElncyycMkkV/yeZzS0xNhd3UQ46COezPa7jaooGNKipSNBaWGEkvyBGyNzIwFuWTaTW5bNxLRsx1/a/ZuPSpJmmtWtW3mndQsdegxwan4vL5zLooLZ+E/Bm7c/WjId/PbwcxxI1JK1DccaD3i+/m0W5E/n/eOuxa8eK6u5tMBpXOs04v2OSDZsk4ytc03+ZQRUt5lypBmy+H3qqad6/SylpKGhgR/+8IcsXbp02AJzObvIzCrHjUEZ4I5TCFAKnCY26zBo40/zSDrOcIuTeCMKFaQ+6F2yy8WFP+Bl8ZVTWXzlVPSswapXdvLWazt59on1SFviD3pZuGQiV904h7Kx+UPatxCCZdfM5OC+RlLJbL9uDl0dSfwBL0uWu6sR5xvtsRRZ3aQ4L0wy5TS7qf00rAkB6azOpTMrKMg9NZ/xgRrfXM5/OvU4Dx94kgOJI2hCI6T5kcCRVCOPHm5ga+c+Pj3hDoJDzJJ26nEeOvBHalKNFHhzKFByeuYdxM0Uq1o2kbKyfHrCHT0+wGMCxdxUvpS/1L1Bc6adXG8Er+LBljZxM0XcSDElUsE1pZeNwG/C5USG/Kl+z3ve0+vfe9/7Xv7lX/6FOXPm8POf/3wkYuzFgw8+SFVVFX6/nwULFvDmm28Ouv0bb7zBggUL8Pv9TJgwgYceemjEYxyVWDUgtIGHCIAzlEKmwTqDDL/IARE4+WhjmQa1xBW+Ln3IZgx++sBL/P4Xq2isbScY8hLJCWAaJq88u5UH/vUpDuxpGPJ+Fy2bwmVLp9DZnqS1OdZtnSbJZgya6jvJpA2uv30eU2aUj8BZuZwJ3u5mRL/PQ140gGFamKYzreso0ra7xxZ7uGWZ27B4oSOl5HeHn2dfvIYiXx7F/jxCWoCwFqDEX0C+N8q2rv08Wfv6kPf9RvMGjqSaKPUVEFB9PdcpIQRRT4h8b5TNHXvYfsIo4etKFvPhypso9ufTocepT7fSmGlDIFhePJ/PT3o/Ye3UGstdzowhZ35t+9yNpH3sscf48pe/zIMPPsjSpUv5yU9+wk033cTOnTupqOjbgFBdXc3NN9/MZz/7WX7zm9/w9ttvc88991BUVMT73ve+c3AG5zMqyAH+thKQMbCawW5DJr6P1Nch/FeDNmtIAlUoYaTvSkg/CTL/WF1xr+OZIC2E79rTOxWXC5oX/ryBjWsOUFAUwR84tmTp83uI5oZorOvglw++xv/99gd6PX8yNI/Kx++5mjEVBbz5yg5aW+JYlo1HUykfl8/VN8/liqunuzdk5yGVZfkU5oVp70wyriwPoSh0dCVJZ83jtpJoqsp7r57rTma7CDicamB37BB53ggepa/U8aleIlqAjR27uKlsKQW+QaaSHkfG0lnTvh2/4kVT+l/BDKg+OvQY77ZuY27ulJ7HhRAsLZzLZfkz2Rs/TKeRwKtoTAyPc/13zzJDFr/f+ta3+OpXv0ow2PvuJJ1O853vfIdvfOMbwxbciXzve9/j05/+NJ/5zGcAeOCBB3jxxRf58Y9/zP33399n+4ceeoiKigoeeOABAKZPn8769ev57ne/64rfExCeGUj9LUcAHy9Ipe2UOdgtTuMbKtgJyDyHzL4G/ush9DmEOHULFeG/CZl9C6xaUMc4JQ49x9OdzLI2EXxnz4PRZXSQSmZ5e+Vu/AFvv8JWUQTFpTk01rWzZf0hFi2b0s9eBsbj0bjpzgVcfdMc9u9pIJM2iET9TJxSiqq5o43PV3xejasWTuJ3z29A1y0qS/MozgvTmUhjGBZCSAzDpjA/zHuunn2uw3U5C+zqqiZj64OKyrAWpDHTxs7YQZYVzTul/bbrXSSMFKGTDMMIqD5qUv2vQHkUjZnupLVzypDLHr75zW+SSCT6PJ5KpfjmN785LEH1h67rbNiwgeuvv77X49dffz3vvPNOv69ZvXp1n+1vuOEG1q9fj2H0P5oym80Si8V6/TvXSKsRmXocu+ufsTvvw078GGnsHLBb+bTwXQlKXvdQiuOwap2Mr1QBFdRi0MaAWumUL6SfdprghoDQKhHRr4Na6uzfPAJWI5g1zn+1KYjIPyKUU7sTd7l4OLCngY62BDm5Ay8Nah5nCMaOzYdP+zg+v4eZcytYsHgiU2aMcYXveUJXIs2abYd5c+MBtu6txzCtnuduWjqDS2dW0NqZoKk9jiIERTkh8qIBJILcaJBP3bGIwtzwOTwDl7NF2s4iGLxRUREKAkHaypzyfkX30KaTXX3lcdu6nH8MOfM7UAPSli1byM8fWpPJUGhtbcWyLEpKevsylpSU0NjY2O9rGhsb+93eNE1aW1spKyvr85r7779/REX8UJGZ55HJX4HdAXTX5BobHLsw33II34MQZz6OUahFEPoEMvGQI0bVIkBxhC8SMEAJOZla6HZkyHEytZnnkIHbEAM4OEhpdMcPKPkIoSE8cyD3vyH7FlJfDXYclEKEbxn4FiOEa9Pi0pdMxsC2bFSt//t2w7CwTAtbSlKp/rv+XUYfybTOE69u5u1N1XTEU4DTiFZWlMPNV8zg6ksn4/NqfOmvlvPCO7t4bd0+WjsS2LbE59VYOKOCW66YwaxJx77zE6ksh+rbsWyborww5UXuzfaFREj191jaDSSAbWkjgdAQ6mwLfTnkeiO067FBXRkyVpZL8qYONWyXs8Qpi9+8vDyEcO6ipkyZ0ttA3LJIJBJ8/vOfH5Egj+fEN/HJ3AD6276/x49y3333ce+99/b8HIvFGDdu3OmGe0bI7Cpk4ieABPV4310JMg6ZF5GoEP7SsNQhCv+NIILI1ONgHQK7E8g4Y4lFLmjjQJzwYVfyneytvgb8N/SO345D5iVk9iWwWpwH1RKnVMJ3nSOWA7ciArfi4nIqRHOCeDwaetbE5z9WapNMZGhriRPrSiNtiWGY7N5Wx4Z3DzB/0QS3TncUk84Y/M/v3mDT7lpCAS/lhc7ktaxu0tAS43//9C6d8RTvvXouPq/GHStmc+Pl0znc0I5uWORHg5QVRXveA7Fkhqff2M6bmw7SlXDeL36fh9mTy7ntyplMqSw+x2fsMhzMyp3Ecw1vk7TSAzaRxYwkES3IrOipj0T3KB4uL5zLn2pfw7DNfuuJE2Yaj6KxKH/WacfvMrKcsvh94IEHkFLyqU99im9+85vk5By7S/Z6vYwfP54lS5aMSJAAhYWFqKraJ8vb3NzcJ7t7lNLS0n631zSNgoK+JtQAPp8Pn+/ce+xJaSJTf3BG/monNPMJASIKSMi+AYHbQDv1D+9gCN+V4L0cjG3O8fU3nX0PlF0WKiCOZXaPxm+3I2P/BsZ2EN7ueAGr1hH02Xchet+A2WIXl/6YNLWU8nH51Na0UlruNC11tCWoq2nHsiw0TQUBiqLQ1ZnkZw+8yI13LuD2D17mCuBRiJSSZ1ZtZ+PuI5TmR/F5j12yfF6NssIo7bEUT7+xg0umjGXiuMKe5/oTsV2JNP/1yOvsqm4i6PdSlBtGEYJURufdrYfYfaiJv7lrGXOnjDlr5+gyMowJFDMndzJr2rbhERq+E/x801aWpJXh+tLF5HgH9nzuj2VF89jetZ898cPkaCHCWhAhBJa06DKSZC2dK4vnMy06fhjPyGU4OWXx+/GPfxyAqqoqLr/8cjyeszsj2uv1smDBAl5++WXuvPPOnsdffvll7rjjjn5fs2TJEp5++ulej7300kssXLjwrMc/ZIwdTvZVHWSakIiCfQiybw2b+AUQQgPvPDD3Io0NwCA3A1IC0hG4PQ9JZPxHjiewOqbXcxB2BL2xCZl8GBH5+rDF7XLho2oq194yl0ceep2O9gR+v4f6I+3Y0sbv92JLGz1jEc0NMH5iMbHOFC/8eQMVVUXMu2z4PiMuI0sileXNTQd4be0+Nu6uxTQtDMOiICdEbiTQ60YmLxLgSFMnb20+2CN+B+KPr2xhZ3UTZQVRvJ5jddyRkJ9w0Ed9Sxc/+9O7fPtLtxEaglOIy/nJhypuIGVm2BE7AAaE1AASScrMIIRgUcEsbh+zfMj7DWkB/nri+/jDkVfY1rWPhkyrU98rIMcT5tqSy7ip7IphmSI3WmmpbaO1rh1FVRg3tZzgaQ4gGimGXPO7fPmxN0o6ne7TOBaNjpxdx7333svHPvYxFi5cyJIlS3j44YepqanpKbe47777qKur45FHHgHg85//PD/84Q+59957+exnP8vq1av53//9Xx599NERi3HYsFudetrBal+FABSk3TQyZfWeOU7GVyZBDNAkIhNOjJ45xx6zqsHY6AzFEP1cQITPaa7LrkEGahHa2JGI3uUCZcmKaXS0J3j+Txs5fLCFbMbA49XIZHRAEI4GGDe+CCEEOXkh6o+08+YrO7jk0io3+zsKaOlI8MBvV7KvpgVbSkzTQlUEXYkMsWSG/GiIirI8lOO8Vf1ejW37Bvcf74ileHfrIaJBXy/hexQhBCX5ERrb46zfWcPyBZNG5Pxczh4hLcBfT3ofG9p3sbptK/XpFgSCmTkTWVI4h0typw5oV3YyIp4Qn5pwB82ZdnbHDpG1DSKeIDOjE4l4Ll6v3urtNbz0y9fZ9uZuMqksQkBOYZTFty3ghk9cRSTv/Gg4HbL4TaVSfP3rX+fxxx+nra2tz/OWZfXzquHhrrvuoq2tjW9961s0NDQwa9YsnnvuOSorKwFoaGigpqamZ/uqqiqee+45/v7v/54f/ehHlJeX8/3vf3902JwJDyD6Wo/1QTJoZvZM0KaBZwboG7vrfk94u0jTEeneJaAeZ9uibxx8Whx0Z62POCLZFb8uQ0AIwc3vXciMORV862u/x9AtNI+K3+8nryBENDeIohz7zERyAuzf3UBXR5Lc/PPji9elfyzb5sePv8Xewy2UFUYxTIv2ziSapqIoCqZl09aVxOdVKSs8VnqnKALrJB70ew+30JVID9rYpmkqtpTsONDoit8LBK/iYUnhHJYUzsGwTQTitAVvfxT78yn2j1yz/2hi99p9PPy1X9Pe1ElOYZSisQVI2ybWnuDZn7zMvg0H+eL3P0V0kNHiZ4shi9+vfe1rvP766zz44IPcfffd/OhHP6Kuro6f/OQnfPvb3x6JGHtxzz33cM899/T73C9/+cs+jy1fvpyNGzeOcFQjgDYNlCjIThADfLCkASgIz8gU1QshIPy3yNi3wDzoZH+V7lpjO+ZkhLXJiPAXemfUZAoQJ5kWpzjbyNSIxO5yYSOEYPykYvIKwkRyAuTmDTyqVtNU9KxJJtO/vaHL+cPOg43sOdxMUV4Yz9H6bVXBsiWK4jg82LZNa2eS4rxIzwjjdNZgbEnuoPs2uxMzykmy/6oQ6Lo56DYuo5P+mtNchodMKssj//I4Xa0xxk4qQyhHP2cqBWV5GPlh9q4/wF9++AIf+8YHzmmscBri9+mnn+aRRx5hxYoVfOpTn2LZsmVMmjSJyspKfvvb3/KRj3xkJOK86BBqMdJ7OWSeAxHpzgQfh5RgNYBaBt7FIxhHOUS/hUw/BdnXwW53nlBywHsbInAHQj2heVDpLn0ZLGstbZxaYXeqzcVG3ZE21r61l30767Esm7GVhVx2xRQmTy/rlbE9GUIIcnKDNNS2D7qdnnXKIsKRM7cEdBlZNu6qJWs4I4gBPKpKXiRIc0ccj6qAEM7NjG4ST2XJjQTIZA1UReHK+YNnavOjQTyaSkY3e/Z/IlJKLFtSXHDuM1MuLqOJLa9vp+lwC0XjCo8Tvsfw+DyEc0Osf3Ezt37+evKKz6214JCrsdvb26mqqgKc+t72dufCc8UVV7Bq1arhje4iR4TuBm1G96CJVifTKy0n62odAiUHEf4bhDKy9UVCLUYJfwaR9xBE/wNCnwP/bY7otQ4j5QlZEu9loIRBdg28U9npiGTvpSMau8v5g5SSF/+ykf/4v0/w9OPrOLi3kZrqFla+uI0H/vUpfvmjV8kOMTu7ePk0DMPCtvpf8pZSkohnuOTSKsLnWcOFS1/iyQzqCZnZ4vwwPo9GRjeRtuzJ3JqWRTKdpbkjwdyp5VwydXCHhinji6ksy6e9KzngNol0loDPw6JZlWd+Mi4uFxG71+3HtiUe78A51WhBhHh7gv2bqs9iZP0zZPE7YcIEDh06BMCMGTN4/PHHAScjnJubO5yxXfQIJR+R8w0IvNdpErMawapz3BK8SxHRbyC8809r31LaSKkPbUqcdQhSD0PyYUj+HJl4CBn7BrLz75H6+mNxq+XgXQZ2F9j9lDXYSUfA+65CqEVIqxmpb0EaWx1vYJcLkrde3cmffvcutpSMqcinuCyXopIcysflEwx5efv1XTz2qzeHtM9FV0ympDyPhvoOrBMEsJSS5sYuItEAV143czhPxWWEiIT82Cd8J/m9HiaMKSDg85A1TVIZHdOyaO9KkUzrLJ5TyRc/uMwpkxgEVVG4fcUsvB6N5vZ4r+NIKUmksnTE01w2q5IJY/u3wnRxcekfPW2g9JPxPR6lu0zJyJ77ErQhlz188pOfZMuWLSxfvpz77ruPW265hR/84AeYpsn3vve9kYjxokYo+Yjw55HBDzl1t1iglCBO9P49BaSUYG5DZl4BfX33vgrBfx34VgzquSuNrcjYvzt+vkoxqN3ZZpkGcz8y/h8Q+TqiO5MrQp9B2jHQV4PdAkoEp1Y4AajgWwG+Fdjx74C+1hHJ3VPjpO8qRPC9CMVtIrhQ0HWTl57aBEjyC3o3nQkhCIX9WJbNurf2cc3Ncxkz7tTER25+mM/83XX87H9eprGuA82j4vNpGIZNNmOQmxfiI59bwYTJpQPuI5PW2bHlCIlYGp/fw7TZYwetIXYZOeZNHcuLq3eTyRr4jytNCAV8TKsqpiuRobE1hqapvOeq2VxxyQQmVxSdsovH4tnjSaZ1Hn1+A7VNnWiqgqIIdMPC59VYNm8Cn37PYtcVxMVliBSU52Fb9qCDx7KpLJpXI+8k9flnAyGHlPrrS01NDevXr2fixInMnTt3uOI6b4jFYuTk5NDV1TWiNm4jjZQSmfodpP/gCFYRdgZUyJRTTqFNRETuQ2h9p9nZtgkdnwNzZ/eEN8Upa1AKnJ+ldEoz1LGIvB8iuu3NpNRBfxeZeQnM/YAAbQrCfx1SRCHxHbCaQMnttlKTTrZYJkCbgYj+c996YpdRybaNh/jB/c+QXxTBO8CymJSSuiPt3PlXi7ntA5cNaf9dHUnWvr2PNW/upbM9QTDkY+Hlk7jsiik9wzBOxDItXnp6Mytf3EZ7a5yj34SRaIDLrpjMHR9aTDB07gfeXEyYls2//vRFdhxooLwwxxlachzJtE57LMkHr5/H+6+95LSP09we550t1ew40IhpWYwpymXpJVVMHV9y0uyVi8v5gmlnMO00mhJAU85tT8PhXbX8x8e+jy/gIzxA8qChuplxU8v4p9/fi3qSlZrTYSh67YxaHzOZDBUVFVRUDD0L6XKWyb4G6UcdT171+Il4eY5lmbkfGf9PyP0u4rgRxlLqEP//wFgHCCALSLDauxvuxnZngou7xxyvA99SAEcE+65E+K5ESgsQCKE4++z8kjPyWK3s3RSnFoHMBXMnMvULROSrI/+7cRlxOtqS2LYcUPiCkwEWOEJ2qOTkhbju1ku47tZLTml7KSV/eORtXn1uKx6vSlFJDppHxbZtYp1pXnlmC00NXXz+KzfiP81hBx1tCfbtqsfQLXLzQ0yZWY7H43abD4amKnzhA1fw379dyYHaVryaSijgxbYhkcogFMHyBZO4Y8XsMzpOcX6E91w1h/dcNefkG7u4nGd0ZA9wOLGShtQ6bGmgCA8lgfmMj6wg3zflnMRUMW0MC66by1t/WotQBaHosV4kaUvaG52VuRs+cfWICN+hMuRvYsuy+Pd//3ceeughmpqa2Lt3LxMmTOCf//mfGT9+PJ/+9KdHIk6XM0BKy3FrkBLUfkoJhOZMYjP3g74GfFcee23yEci81r1d8Jh9mZSADlYNoIJaCNhOaUa3+O11CHHcm11fB+YRUEv7d4MQHicbrL+LtBoR6sBL1i6jA4/X+fvrukkqkcEybRRVIRINoJ0wcOBsCMSdW4/wxsvbCUf9RKLHGuEURSE3P0Qg6GX7psO89dourr1laCtasa4Uf/n9Gjas3k8ingFAVRVKx+Rxw+3zWLJimrusPgglBRHu+9S1rNp4gJXr99MRSzmDCSaVcdWlk1k8ezyaevFOznK5uKlNvsOWtl+g2zE8ShhVeLGlweHEazSk1jAr/24qw0OfWnemCCH48D+9D8uy2PDSVjqauvD6PUhbYmQNInlh7vibm1h0y+n1KQ03Q77K/Nu//Ru/+tWv+M///E8++9nP9jw+e/Zs/vu//9sVv+cj5v5ud4hBamiFF5DI7NuIbvErrQbIvnDclLfjLthCAD6QGbDrj9v3KVTRGDsAs7uEYqB4csA6AsZ2RyS7jGrGTywmk9HZs70W2z72HtE8KnkFYUrLcjEtG1VVmDyjfMTjWb1yN7puUVTSvwOEz+9B1RTeem0nV90w65QzFYl4mh9/53n27KglEg1QOiYXRVHQswaNdR088pPXScQzXH/7vOE8nQuOnHCA266cxc1XzCCRyqKqCiG/97y9acjqJofq29FNk/xokPKinPM2VpfRS6d+iK3tv8SUGSKecb3eYz6ZS8psYXv7I0Q8ZeckAxwI+fnMtz/Kle8/wJpnN1K3vxHNqzLt0slcdvM8SscXn/WYBmLI4veRRx7h4Ycf5pprrukZKwwwZ84cdu/ePazBuQwTMu6MSlZOUr8oPMd8fAGyb4Edd0YR2+0D+PZ6ugVwOyCcMoiThSOzJ4/56HGkfvJtXc5rLNPi2SfWk0kbGLqFP+hFVRWklJiGRUtjF9mMgderMbaykFnzRt5mau+uegLBwcsZItEArU0x2loTFJeemifly09vZs/OOkrKcntZ/nh9HkrKc2lvjfPME+uYNa+S8nFuQ+fJUBWFnPD5a1GX0Q2ef2sXr6/fR2tnEmlLfF6NaVUl3LpsJrMmlZ3rEF0uIGoSq8haMSKesX1uroQQBLUi4kYtNYlV56z8QVEUpl02mWmXTT4nxz9Vhrx2VFdXx6RJfc3EbdvGMM69fYVLP4hg92jik/x9pNFr6IS0mp3/UfK6s79638SuUHEa1Vqdul/vopOHo3aPPR6s11JmOVZO4TKa2bj2IGvf2svYygIiOQGMrImhm0jpTF8TiqC9NYGmKdz9hasHrQseDqSU2JbNyfqahBDOticZm3uUdCrL6lV7CAS8A3pd5hWEScQzrHlrz1DDdjnPyOgGP3h0FY++sIGOrhT5kSDF+RG8Ho2Nu47wX79+ndVbz72fqcuFgS1N6lNr8CjBAVcVhBB4lDANqfWY9ikkmS5ihix+Z86cyZtv9vXi/MMf/sC8ee5S3nmJNtnJyNqDTMKSJiAQvmPiVRydKicU0MZ2Z2Mz3dPZurHt7tcqiOBHEMopWER5LwcRGnwIht3m1CF7Ljn5/lzOa95+bRe2LYnmBKmaVEJxWQ6KqmDoJrpuoigKwaCX0jH5TJhccvIdniFCCMZWFpBODX4zmEpmCUf8p2x7VlfTTqwjRSRn4EylEAKvV2PP9rohxexy/vH8W7tYt6OGotwwxfkRfF4NTVWIBH2MLc4lq5v88qm1tHYmznWoLhcAlsxiSR3lxGmvJ6AKD7Y0MGUacERzS2YHh+Kvcjixki798ND8/S9Qhpxi+X//7//xsY99jLq6Omzb5sknn2TPnj088sgjPPPMMyMRo8sZIoQH/DcjEz92hksoJ1iASNsZnqGOc4TpUTzTIa12l0zkgyadRjWZPS4DbDnlEqHPgO+6U4tHq0D6roLMM4Dabbt2XCOd3QpIx+tXnF6nvcvw09ocY9Oag7S1xFA1hQmTS5k9vxLvAKNiwRktfOhAM6Hu0cKaR6VsbD7FpblkMjpSgtenkc0YdLYnSMQzvRrQRorLV0xnx5YjZDMGPn/f+C3TJp3Sue7WS07Z7cE6icflUYQQfQZyuIwusrrJ6+v34fNovfyIjyKEoCQ/Ql1LJ6u3HuK2K2edgyhdLiRU4UMTPnR7cDccS+qowotHBGhIbWBP55PEjBpsaSKRaEqAQt90ZuZ9mKj35GWKFypDFr+33XYbjz32GP/+7/+OEIJvfOMbzJ8/n6effprrrjs18eNyDvDfDOZhyLwAdicoOcBRn98kqGMQka8glOMGEHgvczLG1hFHGCsF4Ml1Bl3IVHcGOAm+a1FCHxlSOCL8OSQGZN9wsrzCB8huoR1BBD4BvhuG7fRdTh/LtHjq8bWsfHE7iXi653FFVSgtz+Mjn1nOtNn9f4natgQpOVEPqppCKHzMl1LPOmUQ0j47GYlLLq1i5twKtm44RF5BiGDI1yNasxmD1uYY48YXDGkyXGFxFH/AQzqZxZM78MhxPWswpsL1rx7NHKpvp7UzSX5k4L+zoghURWHznjpX/LqcMYrQGBtcyt7YXwa8yZZSYthJxkWuoDG9iU1tP8W00wS0AjTF3/N8Y3oDCaOeRcVfvWgF8CmL34MHD1JVVYUQghtuuIEbbnCFyWhCCBXC94B3NjLzIph7u4VmGLy3IwI3IlSnOUPaXZB927Ex08qd/5oHHA9eEXFqgKXiDKTQZiPCnz/J0fuLxwfhvwf/9cjM644bBQp4ZiN8K05rgp3LyPCnR9/lhb9sJBj0UjY2v2cIgKGbNNa189P/eZF7vn4LE6f0deXw+T0UleZQc7CFaM7AQiGVyFBSnkcofHaGSnh9Hj7zd9fxm4dXsm3jYTrbj2VTPB6NSdPK+cQ9V5NfGDnlfRYURZizsIq3X9tFOBrod1hCKpnF49VYtOzcNKO4DA+6aSJtiXoSyzVVVdB18yxF5XKqWNKgS6/GtLN41Qg5nsrzwp1DSpv27F7iRj0AOd5Kcr0TemIbF15GTfINEmYjYa20V8xSSpJmIz41SlnwUja1/QRLZgl7ynu2E0LgVcN4lCAxo5adnY+xuPgrZ/9EzwNOWfxOnjyZhoYGiosdq4q77rqL73//+5SUjHyNnsvwIIQCvuXgvRJkh9PgpuT2DLWQUkLmeWTqt0429mhtgzRwPH1bgA6n9leJgv8WRPBDCPX03gNCCPDMQnjcrMj5Sl1NG2+8tJ1QyE9OXm/x6vFqlI7Jo+5IO8/+cR1/e9+t/XYgL716BtX7XsfQzX4bwQzDwjRtrrh6xpDMz1PJLC1NXaSSOgWFYQqKIkN6fTgS4K/vvZHDB5rZvK6aRNwZbzxjbgXTZo45LSP262+bx+7ttTTWdVBUEu05XyklyXiGrs4Ui5ZNZcqMMUPet8v5Q340iM+rkc4aRIID37DphklJwanfQLmMLLY0ORR/lUOJV0kYjdjSQlU85HqrmBC5kfLgZedMBLekt7Or8w906tVY0gAkmuIn3zeFGbl3keebSNQ7lksKPsvmtp8SN46gKcEen1/DTuJTc5ib/ynSVitps5WQp7Tf8xFCIaDm0ZrZQUw/QtTbd7Lrhc4pi98TC6Sfe+457r///mEPyGXkEUKA6MdmKfsSMvkT5/+PWpbJLrCPNrkJCNyO8F0G6gR39PBFwLq395FMZBlT0b8tlxCCvLwQe3fWUX+kvd/l/EVXTGbtm3vYvb2W/MIIgaC3x0khk9Zpa0kwcWopS1ZMPaWY2lrivPLsZl59bgttzXEMw0JVFYpKotz83oVcfdMcooOUHZwY//hJJYyfNDw38ePGF/K5L9/AIw+9TmNdB5ZloygCW0oCAS9Lr5rOhz+z/KQZQ5fzm/KiHKZVlbBx1xHCgf79hzNZA1VVWDK36hxE6HIitjTZ0v4LDsdfRwgVv5qLIjQsqdOW2UNH9iDpvDYmRW8+67E1pTezofVBslbcKVEQTkmYIVM0p7cQN+pYVHQveb6JlAUXENJKOJJ4k9rUO5gyi6YEqQxfTUV4GTneSra0/QKJjSIGlngeJUzGqKVTr3bFr8vFi7RTyNSjgA1KOdiNYDV2W46BkwW2If04MnAbiit8LwrqjrShasqg2ZBg2EdnR5LG+s5+xW8g6ONz997IIz9+jd3ba2lvS3B0b16fh1nzKvn4F64mHDl5o1tjfQc/+o9n2LmllmzWdOoqVQXbsqk70s4vH3yVDe8e4G/vu/WUvXmHm8nTy/nn//wgWzYcYu+OOrJZg/yCCPMXT2Tc+MLzYnnV5cwQQnDrspnsOdRMY1uckvxIrzKXTNaguSPOJVPHMnfyyA9tcTk5tcl3qEm8gU/Nwase621RhIbHGyRttrG78wkKfFPJ8008a3FZdpZt7b9GtxJEPGN6fT94RQiPJ0jcqGV7x2+4ouQbCCGIescyM/+vmJ73QSyZRRXeXkJXYgEnb7wFgeTibL49ZfErhOh3SdPlAkFfA1YTqGWO84NV53x2hM8pc5A4Qthuha6vInMfRLgevBc8qqoM7scMPc0X/dW4HiU3L8Tf3ncrB/c1sW3DIVLJLP6gl9nzKpk0reyUvkts2+4W0PUYhoU/4OmVQbVtSTats3NLDb/80St85V/u7HneNCx2ba+lqb4TRQjGVRWe8nFPB6/Pw6WXT+bSy89vo/cLmXgmS1syhaYolOVEUJXhzbbPmlTG5963hF8+tZba5k40VXFqfA0TVVW4ZOpYvnjXMrTTKJ9xGV6klBxOvI7E7iV8j8ev5hM3ajmSfOusit/G9GYSZgNBT9EAJQqCgFZAR/Yg7dm9FPiPrZApQkURfVe5wp7u/h1pO+WO/WDYaVThIaRdnKWrQyp7+MQnPoHP59Q3ZTIZPv/5zxMK9fbAfPLJJ4c3Qpezg9XtOyoNsBscwXu8zdhRIWxbYB5Bpv94Wo1uLqOLqsmlrHt7H7ZtowwgHuKxDKGwn3HjB78ZEkIwcUppv41xp8K+XQ0c2N2AZVqomtKndEBRBB6vhmXZ7N1Zz54ddcyYM45Naw/yl8fW0HCkHcu2QYLHqzJ+Ygnvv3vpacfjcn5ypL2TZ7fv4c39h0jphnOzk5fDddMnc930SXiHUYwumVPF5IoiVm89xOY9dei6U+O7ZG4VcyeXu8L3PCFltdKlH8anDLwaJIRAUwI0pjYyJ//jZy22Lv0QUtqog9h6aiJARrbTqVf3Er8DUR5cxJ6uP5OxOghofVfjpJRkzDbyfJMp8J1audmFximL349/vPeb4aMf/eiwB+NyDumZ1NbmDK3o526ye0Nn2lt2FTL4IYSSexaDdDnbXHr5JF748wbaWxMUFkf7PG9ZNvGuFFdcPaPf54eT3dtrSSQyWJbdrzcvOBPjTNMimciwY/NhkokMj/z4NTIZg/zCMD6fp7vW2GDvzjp+/J3n+MLXbnYF8AXCroZm/uOlVTTG4oR9PqJ+H5aUHGhtZ9+qd9lW38i91yzFqw1fxV9hbpjbrpzl2pmdx9jSQGI7rkeDIFCxpH5Kft3DxUiUKAS1QiZGbmJP1xOkzTb8al5PBtiWJkmzGY8SYlru+wbMDF/onPI3wC9+8YuRjMPlXKNNAlTHw1co/X8WpeUMo1DyHZszqwZc8XtBk18Y4Y4PLebxX75JY30n+QVhvD7NcS9IZOjqSDGmspBbP3DZiMeiZ40eH+ABL0xHZ6UAXR0pnvzNO+i6SWl5bi+7n0DQS/m4fOqPtPPEr9/ma996r1vGNcpJ6Qb//erbNMcSVOTnohz39wz7vCR1nTf2VlNVkMddC+ecw0hdzjZ+NQdNBDDtNB5l4N4CU2aIesae1e+CkObceNvSQhlAnFt2FiHEkEoUpuTcgUBwIP48cePYREmBQlArYnb+xygJzD2z4EcxbsPbeYSURnf5gQlK4dnNqnouAa0S9AanxvPEz76UgO6MJRZRkJmT1oK6XBgsv24mfr+H555cT2NdB1LKbvcCH/MXTeT9dy89K81l0ZwgQnEyILYt+60xllIipUQRgq7OJC3NMYpLcgaupQv62LK+mh9/9znGVRYxe34llROLXSE8Cll9sIa6zhhluZFewvcoIa+XhEfnxZ37uH3OdALewcfEulw4eJQQ5cFFHIw/j1/m9pvttKWBlBYV4WVnNbay4EJ2d/2RjNVGUCvud5uU1UZEK6c4cOo3bYpQmZp7JxXhK6lPrSVhNKIIlRxvFWXBhYPeBFwMuOL3PEDKrOOvm3kRrAbABhFEepciArchtPEjHoMQHgj9NdLYAbIFbE93KQSA5QzEEF5QK4AEKEFQ3S7miwEhBIuvnMqCJRPZva2WtpY4qqowYUrpWZ1UNvfSKnIfD5NK6piGhdfXj2ewbqFqKpFogGDQh7Sdkcp9tjMsag+3Eu9KY+gmb76yk2DIxwt/2cj0OeP42OdWkJMX6vM6l/OXDTV12Eg86sBL23nBAC3xJLsaW5hf4X5/XUxURa6hIb2OhNFAyFPaK8tqSZ2k0UiedxLlwUWnvE9bWrRldtGc2YZpZ/CqYUoD83sNpjgZPjXK5OjtbO/4LSmzhYCa31OeYUuTlNmKKrxMy30fqhj6DVtAK2Bi9KYhv+5CxxW/5xgpM8jYd0B/B4QGIrfbXSEJmaeRxlqI/MOwDIKQ5iFkdiXo6wEdlDEI/1XgXYQQPoR3LjLyFYh9yxG7Penf7qEW6jgn82sdAv9NCLXojGNyGT14PBqz548/Z8cvLc9j8ZVTeeaPa0kndUxVHGsokmBaFpZlEQj6mDZ7LPlFkX7LdyzL5vCBZpLxDB6vU8KRV+AMyUgls2x89wDpZJa/+cdbCAwywMDl/CKRzaKdxNFBUxVMaZM13alrFxtR7zgWFn6Rja0/IWE0OA41aFjSQAhBvm8KCwrvGdAN4kQSRgObWh+mQ9+PaevYUseQaSQ/JaDmMyFyI1WRa07JQ3dC5AZAsrfrL93T3SQgEAj8WgEzcz/EmNDiMzp/l9644vccI1N/BP0tUIt7N5kJP4g8sI4g4/8Nud9HKKefiZLpZ5CpX4Edc1wbUMGsQeprwDMbov+AUPIR/tuQxiHI/KlbjIecuEQYyDh1vuoYROD9Z3rqLi5D5gN3LyWVzPDqc1tJJbJkMVBUBWnbSCAY9HHJpVV88ovXsGX9IQSO2D3eGaKjLUEykcHr9/Q0tvj8HqemLuzH49XYs6OONW/tY8X1bhPTaKEwFMK0Bm8IyhomXlUl6ndvai5GCv0zWFH2r9Sn1tKQ2oBhJ/Br+YwJLqY0MA9VObX3RdpsZ23L/9ClVxNQCzDtFnQ7jt3dkJYw6tnR8VuOJFcxJecOJkdvHzQTLIRgYvQmxoSWUJ9cS9ysQ6CQ46mgLHjpKQtyl1PHFb/nEGknIftSt7jsx11BKE5pgVUP+mrwX3t6x8m+jUz+DBCgVjpNaz1PZsDYhIx/B6L/H0JoEPk8Ugk4sdlxZxvaQHhAm4qIfAmhVZxWLC4uZ4I/4OUzX7qexVdO5enH17FnR53jGRwIMG58ITfdOZ9Ll04hGPIxf/FEnn58LR1tx5wqpIT21kS3bznoWZNA0Ec44u85hteroaoKb7+2k+XXzXTrf0cJl0+s4OXd+0kbBgFP/8vDbckUEwsLmFbqrlpdrHjVCOMj1zA+cs1p7+Nw4nW69GrCnnLiRj1pq90ZliEc8SyljWln0a0Euzr/gFcJn9Lx/GouE6LXn3ZcLqeOK37PJeYusFpBHcRmSXgAidQ3IE5D/EopkeknnQEV/QlW4XeOb2zj/2fvv8PjuK4E//tbVZ0zcibAnHPOQRSVJUuWZDlnz3gse8eesPbOzI797s/2TvLaY9keRwWnsZxlKzKKOWcSJECQyBmdc1d4/2gQIoRAkALz/TyPnkcEqqtuNTqcunXuOWSOgmUBkmRBcn0Sw/5QNh1D68nm+5qng3lONkAWhBtEMSnMXjCO2QvGAZDJqBi6gdli6heouj12Hnh8Ib96bgddHWFy81wYGKTT2c5wqZSKoigUl/kGBLgOp5XO9hCJeBqHU8wS3grmlJcyo6SII82tlHjdWC8pZ2YYBv5YAlmWeWT21FFveDESaVXjaHMbTYEQsgRVeTnMKiu+IWMRrp6mp2iMbsck29GNDEnN39ts4q3XmyRlu2LqZDBh5Vz4ZSqcK0Y8syxceyKKuZGMFKBx2T+DpGRzgK+GWgvqOZCHWZgk2cFQMVI7kCwLLjlsMdgfu7rjCsJ1YjYP/f5Zc88MJAle/u1BOtqC6LpBOqUiSWB3WCgpz8XjHXjXxcBAgmG71gk3F5Mi84X1K/jXjds51dqJBNgtZnRDJ57O4LJa+eCiOaydPO66j23v+UZe2HeEJn8IzTAAA5OsMC4/h48tW8CsclFn+laR0AKk9DBm2UlSC2EYGrJkG7CdJClk9AQe8xhiagedyZOUOObfgBELgxHB740k5/Tm3yaBYcqOGCrIV3mbTvdnF69drqyJZAat6+qOIQg3KUmSWHPPTBYum8jhfXV0tAXZ9vpJgoEoVeMKkZXBZ91ikRRTZpYP2UxDuDkVuJ185cH17D3fyKazdbQEwlgUmQ1Ty1g7aRyTivKvOI0llEiSzKi4bVYcV1EebXddA/9v8y7i6QyFbifW3ou1RDpDTWc3X399G1+6Z40IgG8REjISEgYGupHJ/myY15QiWTAMnaQWuF5DFEZABL83kmkyKFXZmVnTECtC9ThIZiTr8qs7hmQHZEAFhm6fmO3qdmfX/RNuX063jZXrpwNQWpHHs9/ZRDqtYrMPfE8k4mkkCZavnSryfW9BDouZdVPGs27K+Kveh2EYHGho4fXTNZxs6UAzDGwmEysmVLJh2kTG5eeOaD/JjMpPdh8ikVEpz/H0ez3ZLWYqcrw0BUL8ZPdB/uPx+0UKxC3AbsrFaSoinGlCGqYzm2GoWJVcDHQMjKsqUyZcO+KddgNJkoJkfzRbVUHrGtg0wkiC3gHm2dn/roZpIigF2c5tQzFUwECyLhh6G0G4TSxcPoF5i8bR0xUh6I+h69kV2pqmE/BH8XdHmLdkPPOXXn3wJNy6DMPglweO8bVXt7H7fCOSBDaziaSq8odjp/mnlzZysKF5RPs6UN9MWyhCocc5ZKOVApeT8z0BTrR0jPapCNeALJmodK3BMHRkyQJIGEb/KiO6oSIhYzflkdYjWGQXedapN2bAwqBE8HujWdcgOT4CSNn6uVp7NhBWG0HrBPNcJPffXLYn+VAk2YFk2wBGAoz4wA0MPVtNQikGy4p3ciaCcEswm0189On1bHhoLopJpr0lSGuzn47WIGaziXsfmcdHP7N+2Fxi4dbSE42zvfYCG6vPcaihhbSqDbnt7vON/OrQCSwmmcpcHz6HHZfVQr7LQWWuj2Aiybe27KEjHL3scS/0+NENA8swjTfsFjOqpnOhx39V5yZcf2Ncayiyz0HVE0iSCdVI9XWX1Iw0uqFiN+VhlmwktRDFjvk4zYN3bxNuDPHpfoNJkgSOx8AyCyO5FTKHwMiAMhPJtg4sS5Ckd7hC1P5uyJyH9K5LGmko2WBYD2ZbKbv+B5LsHo1TEoSbns1u4T0fXck975rH6aONxHurOkyfXSE6u91GwokkL+w7ws5zDYSSSQBMskyZz8tjc6Zx99QJ/WZkDcPglZNnUTWdEu/Az0NJkijzeWj0h9hee4En5s8c9vgj7QAvkmtuLSbZyoKCp6kO/pr6yGbCmWYyehSQMUlW7KZ8TJKNqNpOnnUS031P3eghC28jgt+bhGSagOSaAHxy9PctWcHzd5CchpF8I9tC2dCzZc5s9yLZH0YyTRj14wrCzc6X42TZWnE78nYUSab46qvbONbSjsdmoczrJqlqJDMZLnT38O2tewglkv0C2PZwlLMd3XgdA1fvXyRLEhaTwvZz9ZcNfityvMiSREbThmy7nMxkS++V+7xXd6LCDWGWHczK/TCTPA/TEN1GS3wvoXRjti+bpGBWHIxzbGC8935sivjb3mxE8HuHkCRrtmyZ7UHQmrOzy3I+kjJMCTRBEIRb1EvHqznW0k6Jx0UomeJMRzeJTAbDyAawiiTxo10HmT+mjHEF2QVsiXQGVdNxWYdfnGRRZKLJ1GXHsHhsBQVuJ13ROKWDzCQbhkFXubk5XgAAnudJREFUJEZVXg5zKkqu7kSFG8pmymGy71Em+x4lofYQUzuQkHGby0VntpuYyPm9w0iSBck0Dsk8WQS+giDcluLpDJvO1GEzKbRHotT3BEikM5hlGatJQZElMrpGayjMN7fswujNT3DZLJgVmdQwOcEAKVUjx3H56jhOq4UPLJqDSZJpDYbJaG/tN61qtAQjOCxmPrhk7pAzw8Ktw27KI982jTzbFBH43uTEzK8gCIJwW2nyB/HH4kiSRGc4ikmW+gWXsiRhkmU0Pc3eC02cbO1gZlkxhW4Xs8qL2V3XiMdmHbRCg6brqJrO6kljRzSWu3pLrv18/1HaQr2L5AwDSZIo9Xn42LL5LBk7RKlL4YrFIwkObzrOwdePEewM4fDYmXvXTBbdNxdvvudGD0+4SYjgVxAEQbitaIaBrhuEk0kMGHJW1awoqLrOpjN1zCzLNpl4YMYUjja10RmJUejuX6JM03Wag2FKfR5WTRhZ8CtJEuunTmDpuDHsq2+iORACJMbm5bCoqryv6YXwzjXXtvHDv/8pTWdbkSSw2CyoaZUz+2rZ+MKbfOT/PMW0JZOu+7h0QyWpBTAAm+K7pjV/NSODbqQxSXYkSdzcH4p4193hDMMA9RxGaitkjgAqKFVI1rVgWYAkDdMY4x3qaOiipbYNwzAoHV9Mybiia3YsQRDuHEVuFxazQiSYwqQMXUtB1w2cFjMHG1rQdB1Flpk3ppRPLF/AT3YfosEfxGmxYFJkkhmVlKpR5nPzd3evJMd5ZU2BnFYL6yaL2tHXStgf4ft/+zzNZ1sprirEZHkrvNE1nfb6Ln78xZ/z+R/+JeUTr09+dUaP0xh9k4bom8TVTgBsSg5jXKupdK3BqozOTLRhGHQlT9IYfZPO5AkMdKyyhzGuVVQ4V2I3jawpy51EBL93MMMwMOK/gsSLYMSy1R+QQW3CSO0Cy0Jw/+2ol0BrrWvnpe+9zskd1cTDCQzA4bYzdclEHvr0PVROLR/V4wmCcGfJczmYX1FGbUcPJmXwrzlVN5Ak8DpsfakMFzus3TdjMuML8thyto495xtJaxrFHjfrp4xn9aSxFLpFPufNZt/Lh2muaaNkXBGKqf9Mv6zIlIwtpOVcG9t/s4f3femxaz6etBbhQNd/0pU8iSSZsChuJCCudnEq8Ava4gdYVPD5dxyYGobBmeBvORf+M6qRwiI7kSSFuNrNqcAvaYxuZ0HBZ/FZqkblvG4XIvi9k6XegMTPABsolXBpfpuRgPQejMg3wfOPo9bmtbmmlWc++xPa6zvxFngoGV+MBERDcQ6+foz6k0381Tc/yrhZlaNyPEG4VCKe4tjBevzdEWRZompCEZOmlSKLtrK3ncfnTecPx06TzKgoshm59zPMAFRNJ6Pp5DntyJJMrtOO5W0B06SifCYV5fMXKxeR0XTMiizaXd/E9rx0ALPFNCDwvUiSJZxeBwdePcK7nr4Ph/vKZu6v1MnAz+hMHsdpKkKR36rVb5adaEaGnlQNR3t+xJLCv3tHr6vm2C5qwn/EJNvwKAV9P7cqHnRDI5Jp4VD3d1lV/M+YZVHD/CIR/N6hDCONkfhd9h+DVX2Q7CAXQOYgqNVgnjYKxzT45dd/T0dDJ2UTipGVtwIOd44Tp9dBW107P/v/fsM//OKvh/wQE4QrZRgGb75xkld/fwh/dxQDAwwwmRUqxxXw3o+tomqCSLu5nUwqKuDxuTP45cHjJDMql7aSUGSJfJeDihwvraEI66dMGDIAkXrr+go3L03T8LcHsTqGbwhlc1iJR5JEg7FrGvzGMh20xQ9iVbz9At+LFMmMXcmlO3WaYPo8OdarS4cxDJ0LkY0Y6NgU34Dfy5KCy1xCJN1EW/wgY1yrr+o4tyMR/N6pMidBawE5f+htJCfoXRipPUijEPzWHaun7lg9uSU5/QLfi2RZIq8sl6YzrVTvrWHGCtF8QBgdm14+xm9/uhtJhoIiDyZzNphJJtKcO9PGd//tVZ7+4gOMGVsw4LFN9d3s23GWYwcukEqr5Be6WbpqCvOWjMfpGroZgjC6DMPgVFsnDT1BDAwqcrzMKC3qS1UYzAcWz8k+xh/AYjKBYWAxmch12jErMq3BCGPzclg7adx1PBNhtMmyjNlqJp2MD7udqurISnbb0ZTWIrTG9xNKN2Kgk9T8pPQIHvOYIR9jlp0kMwG6kieuOvgNZRoJpRsGDXwvkiUTINEaPyCC30uI4PdOpQfAUGG41smSBCigd4/KIc8fayCdTJNfNnSOk81hRVNVzh9vFMGvMCp6uiK8/NuDKCaZvIL++es2u4WS8lxam3p46Vf7ePqLD/b7/ZtvnOS3P99NNJLEZjOjKDLnqqPUnGpl2xsn+dTn76GoxHcdz+bOdKq1g+f2HKa2s5t0b61cs6IwNj+XDy2ey7wxpYM+rtTn4Yv3rOIbm3fREgwhIWOSJbqjMUBiXEFuv8VrhmHQFY0RT2fw2KzkOh3X6xSFd0CSJOasncGmn23H6C0jN5hoIMLUJZPxFYxeybOG6JtUB18kofoBHZBI61EyegyTZMdpKhy0f3V2jBIZPXHVx87oMXQyKJdZmC5LZlJa8KqPczu6ZYLfQCDA5z73OV566SUAHn74Yb797W/j8/mGfMxHPvIRnn/++X4/W7x4MXv37r2WQ701SL0zVoYG0nC39PRsCsQoUDNab+vH4fObJElCzaijckxBOLTnHJFQnJLynEF/L8sSvlwXZ0620NLYQ9mYbBrQ8UP1vPj8TgzDoKwit9/rVs1oXKjt4IfffIO//fK7sNmvXVWUO93J1g6+/to2/LEEBW4HdrMZSZJIpDPUdHTzr29s52/vXsGCysEXyk4tKeQbj9/PrroG9p5vJJRMkeu0s3x8JUvGjsFhMWMYBnsvNPHaqRpOt3Wi6jpmRWFeRSn3z5jMrPLi63zWwpVa9vACdv/xAP62IHmlA9/rEX8UWVFY+e4lo7eGJbaL4/5nMQwdl7kEufe7NJ7pIqhFCKebAXCaCwc8NttYxcDyDhaUmyQ7EiY0I9M7wzs43chgkUWN40vdMsHv+973Ppqbm3nttdcA+NSnPsUHP/hB/vSnPw37uHvvvZdnn322798Wi/iSAsA8HeTc7AywMkTqg5EGFCTL3FE5ZH5ZLkgSalrtV4bmUpqqYRiQVypKswijo7G+C0mShl3U5nRZCQVifcGvYRhsevkYqWSG0oqBr0WTWaGoxEtDXQfHDtazeGW2dqia0airae+bKR4/uVgExu+Apuv8aNdB/LEEY3K9/YIWu8VMRY6H5kCYH+06yKyykiFzc902K/dOn8S90wfWeDUMgxcPneCXB46R1jR8dhsOi5mUqvFm7QUONrbwFysXcffUCdfsPIV3buzMSh793P389v/9ida6drz5Hiz2bJ3fYFcYgPXvX8nCe+eMyvE0Pc2Z4O/QDRWXuX/pNKvJh0m1oRlpYmoHdlPugOA0rUcwy06KHfOuegxeSyUeSwXBdD1mefBJKt1QAYNS56KrPs7t6JYIfqurq3nttdfYu3cvixcvBuCHP/whS5cu5ezZs0yePHnIx1qtVoqLxVX720myD8O6BhK/AcP11kzwRYYOWhuYqsAyOm+amaumkl+Wg78jSGHF4AF3sDOMt8DD3LtmjMoxBeFqtDUHOF/Thjdn6NveZosJw4ADu2tZtGIiOzefZvMrx2lvCZDJqCiKTF6Bh5Xrp3H3Q3Mwi2YGV+x4Szvnu/0Dmk1cJEkShR4nzYEQhxpbWDpu6BzLoRxsaOG/Dx7HbFIo9r41C2e3mPHarXREovxw5wHG5ecwviCPYDzJkaZWYuk0TouFuRWl+Bwi9/tmsP4Dq8grzWHzz3dw/lgDkUAUxaRQNb2c1U8uZ/m7Fo7arG9n8jgxtR37IJNHimTGpuQRU9vR9BRJLYjD9NZ2qp4kpQWpdK3FbR48ZWckZElhrPtujvb8kJQWwqp4+/3eMHSimTbc5jJK7Auv+ji3o1vi03jPnj14vd6+wBdgyZIleL1edu/ePWzwu23bNgoLC/H5fKxevZqvfvWrFBYOvAVxUSqVIpVK9f07HA6PzknchCTH+zC0BkgfAskCsg+QwYiCHgalBMn110jD5QVfAbvTxn0fv4tffO139LQGyCn29s3GGbpBsCtMOpXhwb/cgCd3dGsLC3euisp89hhn0HUDWR78iy8eTWF3WCkpz87yRsIJMmkNj3f4nE+L1YS/K8xLv9rHK787BIAvz4nFYkJVdUKBGL/7+R5am3r4yF+t71toJ4zM+e4AqqZhtwy9QMlqMqEbBnVd/qsKft+oriWZUan0+Ab8TpIkitwuGvwh3jh9DovpAlvO1hGIJ8gmchrkOBysnzKe9y2cLbq13QTmrpvJnLUzaL/QSSQQxea0UTaxGGWILn9XK6Z2YBg6ijz4nR23uQTdyBBXO4llOpFQkMg2vkCCEsciZuZ+8B2PY4xzFdFMG3XhV0hrEcyKCxkF1Uii6gmcphLm5/8VFkWUObvULfFObW9vHzRgLSwspL29fcjH3XfffTzxxBNUVlZy4cIF/umf/ol169Zx6NAhrNbBA7qvf/3rfOUrXxm1sd/MJNkF7n+A5J8xkhtB7wQMkBxgexjJ/jCS6cq/TIaz+sllpJMZ/vz9N2g9195XzkxTdVw+Bw9/+h7u/djaUT2mcGdbsGwCr/7+EEF/lNz8gRdVhmEQ8MeYs3As5ZXZfF+r1YSsyKiqNmzAqmY0MqrOG386is1uxpvz1heM2ayQX+ghHkuxf2ctk2dUsPKud1415Y5iGEiDrRYahG4YV7z7YDzJ8eZ2vPahL/AlScJuNvGrQ8exmUy4bFbKfB4UWUbTdQLxBC8eOkFnJMrn71ohyqLdBCRJomRcESVcu/KFEjIGDLnATpJkvJZKdCNzSVqEQaF9FmNcqylxLBiVNseSJDHN9x7yrJNoiL5JT6oa3VCxyl4meh6iwrUKp2lgFZs73Q0Nfr/85S9fNtA8cOAAwKAvruFWdQK85z3v6fv/GTNmsGDBAiorK3n55Zd57LHBO7x86Utf4gtf+ELfv8PhMBUVFcOO8VYmyQ5wPAn2d4HWnK0AoRQiyb5rczxJYsOH1zBv/Uz2v3qU+lONYEDFlDIW3TeXokrxJhVGV16Bh/senc/vfrGH7s4wvlwnJtNbpc56uiPkFbh5+MlFfZ8nFVX5FJf5aG30D5mzq+s6mqYjSxLJRLpvodzbOZxWwsE4OzefZvnaKaKhxhUo9XmQJImUqmI1Df51ldGyC2nLfVe+oCelqmiGgW2IfV+UyKgE40lmlBXiumTiRJFl8l1O7OY0O841sKiqgrWTRdm0O4HPMhZFsqAaCczS4HeIdCODWXYyJ+/jFNvnAwaSNPrvf0mSKHbMo9gxj4weQzNULLJz2EVwd7ob+sw8/fTTPPXUU8NuU1VVxfHjx+no6Bjwu66uLoqKRn5lV1JSQmVlJbW1tUNuY7Vah5wVvp1JkgVM1+9DO78sj/s/cdd1O55wZ9vw8FxMZoXX/niYzrYQAAYGZpOJsROKee/HVvZrcqGYFFbfPYOf/+hNYtHkgHq+hmHQ0RYiN99FJBTHfpni+m6vndamHgI9UfJGsczS7W7+mFLKfG5agmHKc7yDbtMdjVPgdrJ47JVPUrisFiyKQiqj4rIOvTDRH4sjSRLOIRZMO60W/LEEG6vPsWbSWNEJ7g6Qa51MjnUc3clqTGb7gL+5YRjE1S7cljIK7bP7Sptda2bZyehWMb493dDgNz8/n/z8YZos9Fq6dCmhUIj9+/ezaFF28dW+ffsIhUIsW7ZsxMfr6emhqamJkpKSy28sCMJtQ5Ik7rp/NktWTebYwXq6O0MoikzVhCKmzChHGaTpysq7ptF4oYudW6qJhBK4vQ4URSKVzBAJJ/HlOvnQX67j2e9sRlaG/1KTZRldN9BU/Vqd4m3JYjLxgUVz+eaWXbQEwxS5XZh6/1aqrtMdiSFLEk8tmIVzmOB1KE6rheXjK/nTiWpynQMDGICMppNSVQrdrmGDWrfNQl23n3g6c1VjEW4tkiQxI+cD7Ov6BpFMEzYlt699sGokSKg9WBUvM3M+NCrpDcLouiXmxKdOncq9997LJz/5Sb7//e8D2VJnDz74YL/FblOmTOHrX/86jz76KNFolC9/+cu8+93vpqSkhPr6ev7X//pf5Ofn8+ijj96oUxEE4QZyumwsWzNlRNsqJoX3f2I14yeVsH3TKVoae9B1HYvVzOoN01l77yzGjC2gqMRH3dk2yBl6QUkinsLpsuLxiaYJV2rlxCpUXeeFvYdpC0X6cnslCfKcTt6/aDb3TJt41fu/d/pEdtU10BKMUOpzI18S4Gq6TnMghFlRhs0Lzo5HwtCN3vqtwp0gxzqexQV/Q3XwV/SkzpLMBAAJRbKQb5vKVN8T5NtEnv/N6JYIfgF+/vOf87nPfY4NGzYA2SYXzzzzTL9tzp49SyiUvaWpKAonTpzghRdeIBgMUlJSwtq1a/nVr36F2y0qCQiCcHmKSWH5uqksXTOZ7o4wmYyG22vvVwVi2Zop1Fa3kkmrmAepX63rOvFYmjX3zBQ1f6/S2snjWFhVzr4LTdT3BDAMg/IcL8vHV+K2vbM0tfEFeXxu3TKe2baHRn8Im0nBrCikVJWMplPm81DiddMTG751bjSVZmxerpj1vcPkWMextPCLhNL1hDKNgIHbXEqOZaJIf7mJSYa4TB1WOBzG6/USCoXweESuniDcrtSMRjKZxmIxYbGO/DZlPJbiW1/9E7XVrRQUebDa3npsJqPR1RakoMTH5//pEQqLB89bFW68tlCEbTXn2XGunkgyTa7TzppJY1k1YSy7zzfw3Tf3UeJ1D1rNIa1qtIcj/NXqJTw4c2R3FgRBGF1XEq+J4PcyRPArCLe39tYAu7dWs3dHDalEGlmRmTW/ihXrpjFuYhH+niiappOT6+oX2F6qpyvCT769kXNn2lBVDcUko6k6sixRWpHHR59eT9X4oeuLCze3aDLFl/+8mROtHRS4nTgt2RbLhmEQS2fojsaYUVrMlx+8a9iFc4IgXDsi+B1FIvgVhNtX9YkmfvLtTfR0RbA7LFit2eYU0UgCVdX70hsMw8DlsbFk1WRW3z1j0HrBmqpx+kQzR/bVEQzEcLpszJpXxaz5VUMGzcKtozsa4z+37OFEazvJjIqBAWRrAM8qK+Zza5eR5xI53YJwo4jgdxSJ4FcQbk89XRH+5R9/i78nQklZTl9+nqbpNJ7vIuCPZuvHVuXhctuJx1Ik4mkqqvL49N/eT3FZzg0+A+F6MwyDM+1dHGhoIZZK47RaWFRVzuSifJHfKQg32JXEa7fMgjdBEISR0HWdmlOtnDrWSCKewuW2M2tBFWMnFPULUPbvrKGnM0xJRW6/n3e0BgmH4tjtFtJplVg0RUGRF7vDgqbqNDf08Ox3NvP3/79H+zoUCncGSZKYWlLI1BKRwiIItzIR/AqCcNvo6gjx3Hc2U1fTTiatAmAAb/zpCNNmVfDBv1jb14J4/65azFYTsvxW4JvJaAT8URRFRlZkTCaFaDjZV8lBMcnkF3qor+vgzMkWps8Z3fbfgiAIwrUngl9BEG4L4WCc7/37q9Sf6yS/0N1XVswwDBLxNIf3nSeZzPD0/3wAm91CNJzAYuk/cxuLJFEzWl+OriRL6Gq2jfHFrF2rzUwykebl3x6grSWAx2tn6swKOjtCRMMJbHYLYycWYRmk7JkgCNeepmqkUipWq0ncnREGJT6dBUG4LezccpqGuk6Ky3yYLvnCkyQJh9OKyaRw5kQzh/bUsXzdVFweO5Fwot8+NE3vewyAoRtIktTXAU7NaLS1+OnpirB/Vy01p1tJJNJk0ioms4LdbsFkVigo8rJq/XTW3TcLk1l8+QrC9dB4oYtdW6s5vLeOdDob/C5YNoFla6ZSXnn5brLCnWNgT09BEIRbTCajsnvrGSxWU7/A91KW3hSHXVtPA7Bw2QQyKRVdf2vN78XHGr0/U1UNl9uG2WJCVTXqz3fS0xUFICfXiWKSiYYTJGJpouEkhmHgy3HQ0xXmxed38sL3t6Kp2rU8dUEQyObwf+Mrf2DTn46SiKeRZYl4LMXrfzzCf3zlDxzZfx64eCcoRSySRNdFu/E7lZj5FQThlhcOJggFYzictmG3szuttLUEUDMai1dOZtvrJ+loDVJc5kOSJNweGxarmUxGAwlkWSavIFvWzN8VIRZJYjIpGIaMxWqmtcmPoijY7AqqqhHoieLLcVJQ5CUeS7H3zTNMmV7GsrVTr8fTIAh3pPpzHfz8h2+SSqYpHdN/AathGHS2hXjhe1tobw1w9mQz9ec6MQzIyXOyfO00lqyejNtjv4FnIFxvYuZXEIRbnqJI0Nt0YDiGYSCRzeXNK3Dz0afvwpfrpKUxm8oQj6VwOCykUxl0TaekPAe3146u6/h7oiBl8wndXjuJeApd1zH3pjWYTAq6bhDoiQHgcFoxyKZjiIqSgnDt7NxymmgkQUGxd0DJOUmSyC/y0FTfzXPf2cypo43ZC1tFor0lwK+e28G3vvonujvDA/ar6zo1p1vY9PIxNv75KCcO15PJqNfrtIRrSMz8CoJwy/P4HJSU5VBf14nLPfTsbzyaYv6S8X05vFNnVvA3X35Xvw5vOfluCkt89HSFSaVU/D1R1IxGPJZCkiS8PgflY/KorW7N7ueS71pZkYlFk2+Ny2Onqb4bf3e0bwZZEITRk0pmOLzvPA6Xdchay90d4b7W5cWX1PR2e+yoGY3zNe08+8wmvvDP7+r7bKiraefXz++k4XwnmfRbd4JKynJ4+D2Lmb9k/HU7R2H0ieBXEIRbnizLrFg3jQu1HSQT6b5KD5eKRZMoJpmlq6f0+3lxaQ6PvX8ZDz+5mEQijdVqwmwxcfp4E3vfPMPZUy3EYylsNgt5RR4KCj3IsoRuGDDIl+2lc7yyIqPrBqrI+xWEayKZSKNmtCGrq2iajr87gizLIEnomoFieut9azIr5Be6qTvbTs3pFqbOrKCupp3v/dsrBHqi5Oa7sdmz7azTqQxtzX6e+84mdE1n4fKJ1+s0hVEmgl9BEG4LS1ZN4sSReg7vrcPhtOLxOVAUGVXVCAXipJIZVq2fzsz5VYM+3mRWcJvfyvubPnsM02ePwTAMkok0//yFXxKLJPvqAlutZuKxFFxSzUHXdOyX5A4m4mnsDgten2h7KwjXgtVmxmRW+up6v100kiSdVlEUCVmWkJWBF6w2u4XurgjHD9UzZUY5v/vZbgI9UUrf1gDHYjVTVOqjsy3Eb362ixlzx2B3WK/ZuQnXjsj5FQThtmCxmvn4Z+/m3nfNw2wx0dEapLXJT2dbCKfLyrueWsz7PrG677bmSEmShN1hZcnKSSTiaTQ1u0I8J8+FYRh9lSE0TUeSJHLyXADoukE8lmLRiomDzkQLgvDO2ewW5iwcSyyaGjS3Xld1DMNA1w18Oc4BqRGGAZFwgnAwzusvHeEfnv4pR/afxzlEGoUkSeQVuunpinBk/4VBx5ROZaitbuXkkQYaL3SJnP+bkJj5FQThtmGzW3jiQyu45+F5nDnZTDyexuWyMW12BQ7nO5uhWXPPTI4dvEBzQw+5+W58OU783dkKEIpZRtcMvDnObB6hqtHZFqKg2MOqu2eM0tkJgjCY5eumcWBXbd97TpbfusCVFAlN07FazX0Xphdpmk5zfTehYJx0WsVsVmis7yYUiJGIp8mkNQqKvQOOZzIpGLpBc0N3v5+n0ypbXjnGjs2n6e4Mo2sGZouJsRMLufuBOcxZNG7AvgzD4HxNOycON5BIpHE4LMycP7AduzC6RPArCMJtx+NzsGjFpFHdZ26+m0//3f288L0tXDjXQTqlYrWZScTTqGkdq82EzWaivTUAQHFZDh/9zF0Ul+aM6jgEQXjL+dp2dm+tJplI09keorXZj9fnwJfrQpKyaQ8WixmPz4Hd0f8OTEtjD8FADEWR+xbDpZIZIqE4kgRtrQEUk0JuvmvQY186o5vJqDz3nc3s31mD2WLqrQOukEpmOHuqhfpznTz54RWs3vDWxbC/O8IL/7WVmlMtpFKZvvUCr790hCkzy/nQX67D19uOXRhdIvgVBEEYoeLSHP72K49SW91G9fEmUqkMTpcNm91CQ10HQX8Mp9vGrHlVzFk07h3PNl8JwzBobfJny7U5rQPyFQXhdrNj0ylefGEX8Wiy7zUf6IkRCsaJRpIUl+Vw94NzUDMq2zed7ntvQDYfPxSIo5hkNFXH5bbjctuypRAlKbtYNaPR1REiJ9eJJL/1XrqY4nTphe2Ojac5sKuWnDxXvyDb4bTicFrp6Qzzu5/vYcKUEsrG5BGLJPn+N16jtrqN3HwXeYVupN5yjYl4mqP7L5CMv8bTX3zwun6O3ClE8CsIgnAFZFlm8vQyJk8vu9FDAbJB774dNbz5xkkaL3ShZjRMZoXKcQWsvXcWC5ZNEEGwcNs5e6qFF5/fiabp/S70Coq8aJpGe0sQh9PKXQ/MJjffhaYb7HnzLEF/DJfbRqAnSjqtYjLJOJxWKqrykCQJp9uG3WEhHkthtmRnbqPRZL8mGBeb2czrLXemqRo7Np9CVqQBs8sX5Ra4aWn0s39nDY++byl7tp+l7mw7RaW+vlrh8FY7drNZoeZ0K/t31bJmw9CpUz1dEQ7tOUdnexBZkakcW8jcxYNfeCcTaY4fqqepvhtdNygu9TFv8Xicw5SHvF2J4Fe45tLJNPFIAqvdgt0luugIwmgxDIOXfrWPV39/GE3X8focmC0mMmmV2upWLtR20Nke5P7HFogAWLit7Nh0ingsNegdDkVRKK3IpbXJz74dZ3n4ycV86C/WMmNuJbu2VFN/rqM38M1ul5PrxNQbgF6c0W240EUmrWMYOmo6W6pQU7PNbgzD4IHHF/YFxO2tQTraQni8Q1d1kSQJq83EicMNPPyexezcchqTSe4X+F7KbDGhKDK7tpxm9d3TB5yjpum88ruDbHr5GNFwAsgu3pNliT/92sMTH17Rrxbxkf3n+fXzO+nqCHGxq7MkwUsv7ueBdy9g9YYZd9RnhAh+hWumubaNXb/fx/5Xj5CKp1BMCtOXT2bFo4uZtnTyjR6eINzyTh5t5LU/HsFqM+PNeeuL12xWcDitBP0xXvndIcZPKmHKzPIbOFJBGD3RSIKTRxpweewDAjZd04nFUn1VWPZtr+HhJxejmBQWLpvIgqUTSCUz/PLH29m+6RQFRZ4B+3d77YypyqelN43I3xMlkUgD2SovF4PFizJpFUPXs50mh6EoMqlUJrvP7ggO1/DpDA6nla72EMlEekBJtVd+d5A/vbgfq81MSXluXwlGVdXo6Yzw/Hc3Y7EozJxXxfFD9Tz7zCaSiTT5Rd6+gPtiMP+rZ3dgGLD23pnDjud2IoJf4Zo4ubOan/zDLwl0BHF4HFjtFtSMyt4/HeLI5pM88pl7ueeja++oK01BGG27tpwmk1YH/QIHsq2bm/zs2lYtgl/hthGPpVFVrV+Kga4bdLWH8PdEs8GoYWAYEA4l2L+zpm8BrCRJ2OwWZsyrZPe2ajJpFfMgDTI8PgeqppNMpFl770xsNgtFpT7mLhw3IE3Al+fCYjOTSGSwWM1DjjuVVCkq8SFLEhISl6uAZvQ20nn792RPV5hNLx/DahtYwcJkUigs8dLWHOClF/czZUY5f/jvvcTjKUou6W4HoJhkCoo8dHWEefm3B1i4fAIu951xd1YEv8Ko627p4dl/+m/CPRHKJpT0WyjgzfcQ6Ajyh2depWRcEbPXTL+BIxWEW1cykebMyZbL5us5nVZOHmkgk1Exm8VHvnBzMwyDhrpOjh64QDgUx2a3MHVWBdNmlqOYsjOWdocFk0khndawO7KBb+P5LkLBGLIsY7aYkCSJVDJNOpXhue9uJhZN9ZvZnD2/iuKyXNqa/RSX5fTNnF6USavEoynW3TeT939izbBj9uU4mb2gip2bq/F4B85GQ7YMGhgsXjkZh8tK2Zhcas+09cslfrtYNMm02WOw2voH1Af31BENJygpzx30cZIkkZvvoqm+m02vHKOlsYe8fPeQk025+S46WoMc3nueVXffGd/JosmFMOr2vXwYf1uQoqqCfoHvRTlFPtLJNG/+erco/i0IQ0gm0pyvbefcmTaC/uiA36dTKrqmX7Zph2LKtljOpEWLZeHmdrECwr/98+956cX9vPnGSV7/42Ge+fqf+b//+FtaGnsAcHvszJg7hmg4gWEY9HSFCQVjWCwmLFZTbyBrgAFFpT4kSeL3v9xDS1NP37EsVjMf/vQ6cvNdtDb1EArGyWQ00qkMPZ1hOttDTJlRxiNPLRnR2NfdNxtfrpP21iCapvf7XSqVobMtxIQppcxZOBZJklixbhqQfZ8PJhFPIckSy9dOHRC0drUHAQYE7Jey2S2oGY0LtR1oqj4ggL6UoshgGHS0BUZyqrcFMQ0gjLoDrx/FYjP3KzT+dp48NzUH6/C3B8krEXVQhWtLUzVSKRWLxdS3sOVmFYsm2fLKcXZvqybgj2EYRl8Xq/UPzKGiKh8Au9OC3WkhGk7iGmb2N5nIkJPnGvbLTxButExG5cff3sjRAxfIyXOSm+/qC/pSyQzna9r53r+/yl//48PkF3pYcdd0jh6op7szQk9XBEnOlieD7OxxKqX21tt1YbGaspUWdmQrLVw0YUoJn/3SQ2x6+ShH91/A37sfX46TDQ9PZv0Dc0ZcCaFqfCEf/+zdvPD9LbS3BpAlGcUko2Y0ZFli6sxyPv65u/vehwtXTOTYoXoO7q7t145d03TCwTjxWIolqyYzb/H4AcfKlkQbfjyGYWBgoPQGyIZhDJtmaEgAd04aogh+hVEXDcQwW4d/aZktZpKxFIlIAkTwK1wj7S0Bdm+rZt/OGpKJDCaTzNxF41i+dhpjJxbd6OENEIsk+d6/v0r1iaa+RWyyJBGPp9mx6TTVx5v41OfvZcKUEsxmE0tWTeZPLx5A1/VBLzZ1XSedyrB87ZQrbussCNfTsQP1nDjSQH6RB9vbLtSsNjPFZTm0NvnZ9voJHv/gcqbMKOeJDy3nFz96k3g0hcmsoKoaum6gazoms0J5ZV5fsGm1mTh5tLFf8AtQUZXPRz+znsBTUbo7w8iyRNmYvL6W5Om0SmdbEF03yCtw43QNHQxPnzOGf/i/T3J4bx3HD9WTTKTJzXezYNlEps+p6Jd2ZDab+NjT68kvdLPnzbN0tAb7fufNcbDmnpk89MTCQS/Wq8YXIcsSqqphMg1+MR+LprDbrcycV8XRg/UkE5khy7CpGQ1ZkvourO8EIvgVRp0n10W4JzLsNplUBrPFhHOY0jCC8E6cOtrIs9/ZhL87it1hwWI1kU6pbH3tBPt31vLkR1b03Xq8ETRVIxZNgZS9jStJEi+9uI/Tx5soLPFiuWQRjtdiwu2x094S4PnvbeGf/vVJLFYzy9dOY9/2GtpbghSV+voFuJqq094aoKg0hyWrptyIUxSEEdvz5hkM3RgQ+F6kKDIOp4V9O2p44N0LsDusvRUXDL77b6/2VlzIbpeX7yY339UXwEK2PncmrQ55/Jw8V7/FY/FYim2vn2D31jP4eyIYBjhdVhatmMjae2dRUDSw7TGAx5sNXNfcc/nKCVabua8d++njTX1NOKbNrhi2bNrcxeN46ddueroiFBZ7B1a80HWC/hjzloxn6Zop7NxymrOnWgYtC5dNG4mQX+RlzsKxlx3z7UIEv8KoW3T/POr/7Y/omt53G+pShmEQ9kdYsGEOOUW+6z9A4bbX2R7iue9uJhSMUzam/we+L9dJd2eEXz27g8JiL5OmXd9mFbFIkt3bzrBrazX+7ghIUFqey9zF49m3owaX29Yv8L1IliUKir20t/g5drCehcsnUljs5ZN/vYEff3sTHa1BZFnKzoBlsjNgpRW5fPyzd5NX4L6u5yjcuQzDIJXMIPe2DB6p5sZubEPMTF7kcFqJRpL4u6OUjcmW/pq9YCzFpTnohoHbbUNW5EFzYVPJzIhbjUcjCf7r31+j+kQTFqup7+I0Fkvx2h8Oc/xQA5/+2/soG5M34vMbjsfnYMmqkZf/dDitPPmhFTz3vS20NQf6An3DMIhFUwT9MYpLfTz2vqVIksS7P7ic7/3rK7Q2+cnNd2Ozm7MLAlMZ/F1RbHYzj39gWb+LhdudCH6FUbf4gXls+eVO2us7KR5b2O92rGEY9LQFsDlsrH5y2Q0cpXA727f9LP7uCCXlA2c6JEkiv9BNa3OA7RtPXdfgN9AT5b/+4zXOnW3FbFJwuGxgGJyvaefk0UYSsRSTp5UO+XizWUHXDc6cbGbh8okAjJ9cwpe+9jiH9tZxaM85IuEEXp+D+UsmMH/Jndm9Sbj+4rEU+3fVsmvLabo6wkjA2ElFLF87jTkLqvoqNQxFkeW+2rxDuZi3eukdDl+uK1tpYUs1vhzHoHmtqVQGSZZYPMIA83e/2DPoHRirzYzX56Ct2c9z393MF/+/d1/2vK6V+UsnYLaY+NOv99NU342/O4qBgd1uZd7icTz6/qWUVmSrQYyfVMyn/+4+fv3CLhrOdxHoyS6gVRSZsso83vWexcxZNO6GnMeNIoJfYdTlFPn4+Nffz4+++DNaz7Vjc1ixOKyoaZV4JIHDY+fxzz/E9GWi0YVwbezbWYPFah5yNbQkSbjcNk4eaSAaSYyotmU6rXLicAO1p1tIpVRy8pzMWzye8sqR5ckZhsEL/7WF2urWAS1NXR47HW1BAt0ROjvCfV9ag45dzpZwupTbY2fNhhnDtkEVhGsl6I/y/W+8Tm11K4oiY3da0HU4frCeU0caWbpmMu//5JphS+1Nml7Gjk2nhj1OJJykqMRLXmH/Oxl3PTCbU8caaW8JUljsRTG9FRwnE2m6OyNMm13BzHmVlz2Xnq4Ih/fU4fYMfgdGUWTyCz00Xuii+kQzM+Zefp/Xyqz5VUyfM4ba6la62kMoisyYcQWDfiaNn1zC//z/3s25M200XehGNwyKSn39SsjdSUTwK1wTkxeM5++e/Qx7XjrInj8dJB5OYLFbWPLgfJY9spDxs6tu9BCF25Sm6cSiSSyW4T/QLRaFRDxNPJq6bPBbd7aNF/5rK63NfjRN71sT/cZLR1m4fALv+cjKy94yPF/bwdlTLeTmuwZtaepwWpEVmZ6uCAXF3kG3MQwDXTPIzRdpDMLNwTAMnvvuFs6eaqGoxNuvYYQ3x0EsmmLn5mpy8908/OTiIfezdPUU9u+sIRyKD5rvmkplUDMay9dOGxBEV44r5OOf28AL39tCR1sQpOxMsqpqmMwKM+dV8rGn148oDePsqRaikSTFZb4ht7HazKgZ7YYHv5ANxqfMKGfKjMs3sZEkiYlTS5k4dei7S3cKEfwK10xhRT6PfOZeHvr0BlKJNBar+Y68whSur+zCGGvfrb2hZNIaikm5bJ5hU3033//Ga/i7oxQUefq+3A3DIBpJsn3jKTJpjY99dv2w5f1OHW0glcoMmX/rdNl6cxoTRMOJAZ2bAOLRFDa7ZdDyR4JwI5w70/bWRd0gwaXTZSWZSLNj82nuun/2kNUSJk0rZe29M3ntD4cJBeK4PDZcLhuKIhMOJYhFksyYVzlkE4Zpsyr4p399D4f31XHqWCOJWJq8Qjfzl05gyvSyEX/3pFMZgGHfy2/fVrj1iOBXuOZkWcbuFHmHwvWzaPlE/vji/iFrWxqGQSSSZPGKScOuqgbY+KcjdHdGKK3I7ZdGIUkSbo8dWZY4tOccK9dPZ/L0ofOHE7E0GAxZa1OWJQqKvMQiScLBOL5cZ79tE/E0wUCMxSsnUzm+8HJPgSBcFyeOZC/q8guHvhvhzXHQ1R6i+ngzC5ZNGHSbro4wsWgKTTMI9ETobA8hyxJWm5miEh/rH5zNI08tGfYOi9NtY+X66axcf/VdytxeB5KULf81VE3wi82ZLvfZIdy8RPArCMJtZ/GqyWzfdJqO1mBfh6eLDMPIlj+zW1h1mS/Jnq4Ixw5ewO21D5k/7HTZCPpj7Ntxdtjg1+Gy9h1/qADY47Pj8tiRFZmWRn9ft6pUSsWkyCxYOoEPfGrNsMXqBeF6ikWSSAx9UQdgMikYRraBy2DaWwN8519epqWxB4/PTnGpl2g0SSyaIpVI43BaWXHXdBxO6zU6i7dMn11BXoGHYCBGfqFn0G1ikSR2h/WOWyR2OxFVzwVBuO0Ul+bwob9ci8tjp6XJj787SjSSJOiP0drkR5YlHv/gMqbMHD5PrrszTDKRwXmZL12L1URzQ8+w28ycV4XNbiEeSw25TSSUoLQily9+9d08+PgCKqryKSrNYemqyXz2Sw/yqc/fc10CAEEYiaA/SlN9Nz1dEaqPN1FzupXOthDpVP96upqmg8Sgr13DMPjlj7fT0uinpDwXX44Ti9VMbp6bisp8xk0qxt8d4ec/3Iau6wMeP9psdgt33T+bTEYjHIz3zfJelEykCQXjzFk4lvLK0Sl1Jlx/YuZXEITb0uwFY/nC/36EXVurObCrlnRKRTHJrFw/jeVrpw1Y9BHoiXLs4AXCoThWm4WpM8uRJEAC/TK9RA3duGwHtcpxBUyfM4aDu89hNpuwvK0LYiKeIh5Lcd+GGUyeXs7k6ZdfwCIIN0ptdSs/+fZGmhu6UVUNMMioGm0tKbq7wlRU5uP2ZheShoJxfDnOQS82G+o6qa1uIzffNeh7SJZl8grcfdsNd3dltKy7fxahYIwtr56gtcmPzW5BkiCRSKMoMvOXTOB9n1gt7sDcwkTwKwjCbau8Mp/3fGQlj75vKYlYdrGY9W0dpNJplT/+ci+7tlYTjWRvyxqGgc1uYfzkYhwOK9FwYsgKC4ZhkE5rTJo+/ApqSZL4wCfXEI+lOHuyGUmScLis2dvBkSSyLLFk1WQefnLR6Jy8IFwj3Z1hfvSfb9DTGWHMuAJ0PdsYwmIxZZsnJDM01XcxblIxhgGJWIq198zE7RlYVaW2uo1UKk1ewcAFnhfZ7Bb83VFqq1uvS/CrKDLv/sAyZi8Yy97tZ6k53YKm6UyfU8nS1VOYMWfMkPnAwq1BBL+CINz2LBbToGWONE3nFz/axo7Np3E6bRSX+ZBlGcMwiMdSnDzSiMWikExmcHsdg5YfC/hjuNw2Fq2YdNlxeHwOnv6fD3BgVy07N5+moz2EJMGMuWNYvnYacxeNu+ovVcMwCAfjqKqO22u/ou5agnAl9rx5hu6OMCXl2UWgFVV5NJzvIh5LIckSJpNMKpWh4XwnXp+Thcsn8tATCwfdl6pqSJJ0+VnU3kVo14soC3Z7E5+OgiDcsaqPN7F3ew2+HGe/EkySJOF02bBazbQ1+3G6bHS0BnF77H2L39JplUBPFAmJR9+3hLKKkeX/2ewWVq6fzoq7ppFOqUgSWKzmyz9wCJqqcWD3OXZuOU3jhS4M3cDhsrJ01RRWrp9GXsHgi3YE4WoYhsGeN89itb3VRMZiNTN2QhGBnij+niiZtIokyWBIvP+Ta1i2dsqQDS58uU4wskGwaYhyZLqmgwG+Qcr/CcLVEMGvIAh3rL3bz6JmtCFrj5rMCg6nFbvdwtzF4zhxqIH2lgAAsiJRXJrDhofnsnzt1Cs+tiRJA1IwrpSmavz0B9vYve0Mhm7g8thQLDLRcJKXfr2fA7tr+Ysv3MuYsQXv6DiCcFEqmSEeTQ7IWTeZFQqKveQXeVBVnUQshapqzF5QNWxnt1nzq8jJdxHyx8gborpCMBjH7bUzd+HYUT0X4c4lgl9BEO5Y52s7LhuAOt02opEk9z4yj0ffu4Ta6jYyaRVfnospM8qG/WK/1ja/cpydW07j9Tn6BfAOpxVd02lrCfCTb2/iS197/B0H2oIAYLaYMJmzqUCDkSQJs1khTrbE2eXuajhdNtbfP5vf/mw3QX8Mb46jLwXCMAzCoQSpRIYND83Bm+Mc7dMR7lAi+BUEQRihvALPTZNGkE5l2L7xFGazMujMtazIFJb4aGns5vihehYun3gDRincbhRFZs7CsWx97QTG2xqxXCoWTrBo5eQRlea7+6E5JBNpNr18jNYmPyazggSkMxoOh4W7H5rDA48tGOUzEe5kIvgVBOGONW5iEXu2nxl2m1gkicfrGLLg/fWmaTpnTjbz2u8Pcfp4I1abGV038OU4B8zums3Z5gLHDl4Qwe9tyDAMGs53EfTHMFsUxk4oui51oJetncq+HTX4uyLkFrgHBMCBnigWm4Xl60aWDiTLMo88tYQFyyayf2cN52va0Q2DsROKWLRiEhVV+aKsmDCqRPArCMIda+nqKRzcc45YNDno7Kma0UgkMtzzrinDtlW9FgzDoLmhh6A/itlsompCIbpu8Pz3tnDswAWikQSplIquZytTdHWEKSnLIa+gf0k2RZH7SrgJt49jBy/wxktHuHCug3RKRZYlfHkulq6ezL2PzMPuuHZB8LiJxbz7g8v5zQu7aGsO4PbYMVtNqGmVcChb8uzBJxcybVbFFe23bEwej75v6TUatSC8RQS/giDcscZOKmLM2HwO7a1DliRsDgu+HCdur51UIkPAH2PcxCJW3z1jwGMNw+DCuQ4O7q6lpdFPPJbC4bBQMbaQynEFzJxXedUB88kjDbz+0hHO17STSmVQZBlvjgOAro4weQVunC4r0UgSs1lBkiUyaY3WJj+KScZ3SW6kqmr4ch1X9wQJN6XdW6v5xY+3k0yk8eU6yc13o2k64WCcP//6AA11Xfzl39x7TS/Y1myYQUGRh+1vnKT6RDOpcAJFkZk1v4pVd89g9oIqMVsr3LRumeD3q1/9Ki+//DJHjx7FYrEQDAYv+xjDMPjKV77CD37wAwKBAIsXL+Y73/kO06dPv/YDFgThptbS2MOP/3MjjRe6UEwyyViaeCyNvzuKySRTWOxl3uJxvPfjqwcstEmnMvzix9s5sKuWSChBNJokncpg6AayIuPxOqioyufed81j9YYZVxQE7N1+lp//cBvxWJqcPCc5uU40TaerI0x7SwCXx47NZkaSJGw2M8lkBqvNjMVqIpnI0NUewuvLLhpKpzK9OZrjR/vpE26Qro4Qv/7pLjRNo6Q8p++1JcsKeQVuUqkMJw7Xs/HPR3noiWvbMGX67DFMnz2GQE+2fbjDaSE3f2AahCDcbIbvx3kTSafTPPHEE3z6058e8WP+9V//lW984xs888wzHDhwgOLiYu6++24ikcg1HKkgCDe7YCDGD/7fazSc76SgyMOU6eVMn1tJ1YRCSspysDuseHwOnvr4qgFpBIZh8KvndrJj0ykksi1PtYyGzWbB4bJhMinEoknaWvz89092sPFPR0c8rp6uMC8+t5NMRqO0IgeH04qsyJh7G1bIskw8lqSrI4wkS32loS4W/zdbFBKJNPFoCjWj0dURZuzEIqbPubLbz8LoSibSnD7exNEDFzhf246u61e9rwO7agkH4+QVeAYNMq1WM1abmd1bz5BMpN/JsEcsJ89FRVX+kGMShJvNLTPz+5WvfAWA5557bkTbG4bBN7/5Tf7hH/6Bxx57DIDnn3+eoqIifvGLX/AXf/EX12qogiDc5PZtP0tzQw/FpTkopuwcgNms9AW6mqbT1hxgz7YzA2bPWhp72LejBo/Xgb8nQjqZwWo3933pZ2dg06RTKi63nZd/d5C5i8dRUOS97Lj276wlFIxRUp47IIhIp1QkRUKWZPw9UQqKPOQVuEmnVLo7wyQTaWRZQsvodHaEsFhMVE0o4uOf23BDy7HdydKpDK+/dIRdW6rx90TRNR2LxUTF2Hw2PDSX+UsnXPE+Tx1txGRS+hpMDMbjtRPoidLc0MOEKSXv5BQE4bZ0y8z8XqkLFy7Q3t7Ohg0b+n5mtVpZvXo1u3fvHvJxqVSKcDjc7z9BEG4fuq6za2s1ZoupL/B9O0WRsdnN7N52ZkBL1UN760jEU5itCpFQIluW6W2BqsViIpFIY7GaiIYTHNhVO6KxnT7WiDJEYCMrEhgGJrNCJq2S6J3VKynPoWpCITl5ruzjJCgs9vH+T67h8//0MIXFlw+6hdGXTmX44bfe4A+/3EckFCcv30VxWQ5Ot43zNR38+Nsb2fLq8Svfb1rNvhaGISsyuqFf13bAgnAruW2D3/b2dgCKior6/byoqKjvd4P5+te/jtfr7fuvokLcLhSE20kqmSEcjGN3DL8YyGa3EIskicdS/X7e1RFCkiRSCRVN0wcNoGVFxtAN1IyGLMvU13WOaGzptIoyRGBjt1vQVJ1EPEU6rdLVESYRzwbAbo+dMWMLKCnPY+KUEv7539/Duvtm4XLbR3RcYfS9+cYpjuw7T16Bi7xCD2aLCVmWsDssfbm6f/jvvbQ09lzRfotLfaRT6rDbJOJprFYzufk3ZztgNaMR9EcJB+MYhnGjhyPcgW7ovbAvf/nLfekMQzlw4AALFlx9ceu3z8gYhjFsTtKXvvQlvvCFL/T9OxwOiwBYEG4jiilbHUHThs+71DUdWZYwmZV+PzebTeiX+cK++GupdyZ2pF/wRSU+zp1pG/Bzf3eEjvYgqqZn92VA0B8jGk6Qk+eipDwXVdWIx1KsWDcHj+/O64RlGAbnzrTReKELXTMoKPYyfU7FDUn5yGRUdmw+hcmsDFlxITffRUujn307zvLY+5eNeN+LVkxi/85akon0oPs2DINQMM7CZRMpLPFd7SlcE+FgnF1bq9m1tZpQIIYkSZSNyWP5uqksXjnppk3PiUWSHNxzjkN764iE4rg8duYvGc/8pRNwe8QF5q3ohr7Snn76aZ566qlht6mqqrqqfRcXFwPZGeCSkrdynjo7OwfMBl/KarVitV77IuGCINwYFouJqTMr2LfjbL+SYG8XjSSZs2jcgKYBE6eWZgMbk4yiyGiajsnUP0BWVQ3FpGB3ZGePx1QVjGhsC1dMYt+Omn6BTTAQo6XRDxg4HBbisVR2EZxZwTAMujpCJOJp7A4L02ZVXPMV/jej+nMdvPj8Ti6c6ySTzs6KSrJEcWkODz+56Lo3+GhrDtDdGcbjHTowkiQJq83EqaONVxT8TptVwfQ5Yzh64AJ5Be5+dzA0TaerPYTH6+DuB+e8k1MYdZ3tIf7rP16loa4Ti9WEw2nF0A3qzrZx7mwbJ4808LGn11+2HfL1Vn8um6LS1hxAlrOtm5sbezh9vJE3XjrCxz93N+Mni7zqW80NDX7z8/PJz8+/JvseO3YsxcXFbNy4kblz5wLZihFvvvkm//Iv/3JNjikIwq1h2ZopHNl/nnAwjsc3sAZuJJzAZFJYvnZgh6q5i8ZSUOSluzOMy20jFIijKHLfHSVDN9AyGrkFbhKxFE6XbcTB17SZ5f0CG5vdTGdbCF03sNpMpFMqNrsFh9NCMpFB1w0MA+KxFPc+Mo93f3DZoM06bmf1dZ18999eoacrQm6+C5s9W2ornVbpaA3w3Hc3k8loLFsz5bqNSVN1dN1AlofPLJRlmXR6+BSGt1NMCh99ej3Pf3czJ4824u+OYDIr2TsZRnZG+QOfWnvZhW7xWIpMWsXpsg24uzHaNE3nue9sov5cJ8Vlvn4Xiy6PnUQ8zYFdtRQUeXn3B/pfCCQTaULB7HssJ8+Foly/bM2ergg/+OYbdLQG+i2OvXhOHa1BfvjNN/jCP79L5NbfYm7OewyDaGxsxO/309jYiKZpHD16FIAJEybgcmXzmqZMmcLXv/51Hn30USRJ4q//+q/52te+xsSJE5k4cSJf+9rXcDgcvO9977uBZyIIwo02fc4Y1j8wmzdeOkI8nsaX48BsMWVzEQMxDN1g3f2zmbNw7IDH2h1W3v+J1fz42xtJJdPIJplUMoPZrKDrBpqqY3dasNrMJBMZHnh8IcVlOSMa18XA5tlnNnH6WBNtrQGikQSS1HsMi4myMXl4fQ5SqQyZlIpuGPR0RbA5zJfNY77dGIbB736+h57OCCUVuf0WClosJorLcuhsD/H7X+xh9vwqnO7rc2GQk+/CajOTiGcXPQ4llcxQXDqy18al3B47n/67+6k53cLB3efo6ghjs5mZNruCeUvG4/EO3tTEMAyOHrjArq3VnKtuRdcNnC4bS9dMZvnaqeQVXJsW3jWnWzhf20F+oXvAXRIAu8OC3Wllz5tn2PDwXNweO92dYbZvPMneHTXEo0kkSaK4LIcV66axbO2UQVMkNE2n9nQrTfXdGIZBcVkOU2eVX3U6xd7tZ2hvDVBanjPgQkZRZIrLcmht9rNr62kefa/oTHcruWWC3//9v/83zz//fN+/L87mbt26lTVr1gBw9uxZQqFQ3zZ///d/TyKR4K/+6q/6mly88cYbuN3963YKgnBnkSSJx96/lMISH9teP0FrUw+ZjIbJpFBSnsuae2ayav20IdcHzJhbyV/93f28+vtDnDjcQFdHiGQigyRL2O0W7A4rTqeVux6czb2PzLuisbk9dj7z9/dz5lQLv//FHg7tqcPtseHy2PHmODH3ztJJkkTAH8PfFSGVVnnhv7ax6eVjrL13Fo+9fynWm+z28bXQcL6LurNt+C5WuhhEXr6bjrYgh/bWseru69PgyJfjZM7CsezYdBqPzz7o6yiVyr5elqyafFXHUBSZqTMrmDpzZGtSdF3n1y/sYutrJ1AzGi63DbNZIRSM8cf/3sfe7TV86vP3UDW+8KrGM5yTRxr77loMxetz0NEW5MzJZopLc/iv/3iVtuYAdkf2ToeuGzSc76L+3DaqTzQNSJE4e6qF3/x0F0313dkqF1J2Zr2kLId3vXcJcxeNu6Ix67rO7m1nsFrNQ87gy73v973bz/Lg4wtv2pxlYaBb5i/13HPPXbbG79sXlUiSxJe//GW+/OUvX7uBCYJwS5IkiZV3TWPZ6snUn+8iHk3icFqpGl+IMsjs1NtNnFrKhCkltDb76WgN0tzQTSKexmwxkZfvZu7icUPOwF2OYlKYPnsMkVCCC7UdlFb0r/ubTKSpOd1KMpEBsqkPuq7T0tjDz3+wjV1bTvO1Zz40aErH7aS5oZtkIjNsVQPFJGMYBk31XddxZHDX/bM5dbSR9pYghcXefrfMk4k03Z0Rps2uYOb8qusynp2bq9n88jGcLhvu4rdykZ1uG7qerWv9k29v5Etfexy7Y3TXvcRjKS7X+0JRZDAgGk7w7O8O0d4SoKQ8p1+ag9Nl60uRKCnP5ZH3LAayM8vf/8ZrhIPx3tSXbJCdTmVobfbzk29v5COfWc/8JSPvdJhMZIhGktjsw19EWm1mErE0iVgas++WCanueOIvJQjCHU0xKYyfVHxVj5UkibKKPMoq8pi3eHRbCBuGQUGRF6vVTCgY71ucp+sGdWfbSSbSSJKELMvouoHNZsZsMZFJZbhQ28H//cff8LVnPjSqY7rZGLpx2aCqb9trO5QBxowt4BOf28Dz39tCR1sQpGyAp2Y0TGaFmfMqs7OXlmv/NaypGtteP4EkSbgHWYQnyzJFpT5am/0c2X9h1POj3R4bhjF8tSVVzc7WdraHaG7opqDYO2h+r91hwWa3sGtrNXc/OAeb3cyvX9hFKBAbcJFosZopLvXR0Rbitz/dxfTZFcPOPl/KbMnW29bU4avCaJre24Xx2uZNC6NLBL+CIAg3EU3VOLD7HDs3n6bxQhf+ngjxaIqCEi8FhV7isVRf7WFZkdA1o19JNrPVjKYZnD7WxLmzbUy4jVeiF5flYLaYSCYyQ+Y7X2wlXDLCvOvRNGVmOf/4L09yeF8dp441Eo+lyStwsWDpRKbMKBvRHYbR0HChi7YWP96coe8EXMzFPbr//KgHvzPnVbHxz8dIxNMDqqdcFArEyc13E4sk0Xo74Q3Fm+Ogqz1EzelWbHYzTfXd5BW4Bw2sJUkir8BNV0eI44fqWbRi0ojGbDabmDG3kt3bzuDLHboqTCySZMGyCaM+Wy5cWyL4FQRBuEmoGY2f/XAbu7edwdAN3B4bRaU+mi5009YcINAd7VtYpygyupadSbPZLf2++K02M7Foko0vHWHC3908wa9hGDQ39HD0wHkioQRWm5kpM8uZMv3qAsEJU0qoHFdAbXUbpRU5gwY/gZ4YHp/jqloJjwan28bK9dNZuf765BsPJhFLo6o65svMMptMCuFQfNSPP2FKCVNmlHHsYD1mszJgHLFoklQyw32PzqeloeeyVTJMpux7IJs+EkbNaMPO6JrNCrqRTZMZafALsHzNVA7vrSPojw0aAIcCccwW06BVYYSbmwh+BUEQbhKbXznGzs2n8eY4cbremkmyT7fS3hKgpzPS19XNAExmBavVNCBwlHoXf/l7otdt7JcTj6X4xY/e5OiB833nALDxT0epHF/Ihz+9jtKK3CvapyRJvOupJfzXN16jrSVAQW8nNcjejg70RNE1g/ufWjBsTefrob01wOG9dfR0RTCbFcZPKWH2/KrrUtfW4bRiMmXbYivDBIlqRsN7DfLEJUniw59exw/+3+vUnG5FVmQcDguGYRCLplAUmZXrp3HvI/P4zc929c3WDyXbCTGbaqBpOow09eUKc18mzyjj/sfm8+dfH6Ct2Z9dcGoxkUmrhIJxZFni/kfnM2Nu5ZXtWLjhRPArCIJwE0inMry58SRmi6lf4AvZsl1jxhaQX+il9nQL6XQGp9OazYkc5Itf1w2QwHWT1PzNZFSefWYTh/fW4c1xkJPn6pulTSYznDvTyvf+41X++h8euuJyW1NmlvPJ/7GB/352Ox2twey59/LlOrn3XfO56/5Zo3o+VyKTUfntT3eza2t1v1bZm185RnFZDu//xBqmzCy/pmMYM66AsjF5NJ7vpLhs8OA3k9EAmDvKuesX+XJdfPZLD3KwN6Wnoz2ELEvMXTyO5WumMnN+FYoiM2fBOLa9frKvccvbRcMJmht70FSd57+zBaRs6kE0khiynbeqakhceeqLJEnc/9iCbFWY105QX9dJJJTAZFaYMLmE1RtmsHjlpGG7xgo3JxH8CoIg3CDhUJzDe+s4vK+OtuYA52vaKSz2oql6v+oAFzmcFlweG/5uFVXTBt0GIJ1SMZkUFq++fo0dhnPicAPHDl4gr9A94Pa0zWamuCyHloYetr52gsc/uPyK9z99zhj+6d+e4sThBhrPd6LrBoXFXuYsGndD288ahsGvfrKDbW+cxOm29VuQlUmrtLcE+OG3Xucz//MBxk28ukWXI6EoMmvvmckL399CKBgfMLuraTodbUEqxxYMWtt6tNgdVlaun86Ku6aRyWgosjTgrsXEaaVMmlbGySMNFJZ4++X+drQFaWsOoGk6BUUeFLNMMpEmHktRd7adCVNKBm3y4u+OklfgZs4VljuDbAC8cNlEFiydQGuTn3gshd1hoWxMngh6b2Ei+BUEQbgBaqtbefaZTXS0B5FlmUxaI5lI09rsx98TZczYgkFnvpwuO6mUSjyWQlEUTG8LgDMZDVXVqBxXwLzFV/5lfy3sffNstiLFELfcFUXG4bSwb2cND7x7wVUtHrJYTMxfMv6Kylldaw11nezZfha31z4gCDf3NuFoafTz6u8P8Zm/f+CajmXZ2il0dgTZ+NJRWpv8OFxWFDkbPKbTKuVj8vj45+4ecTWEd0KSpCEXtCmKzMeeviubIlHdioSE3WEhEk7Q2R5CUWRKy3MoLsvmeLs9dswWM+dr2jh3po3J08qw9b5vVFXD3x1FliUefGLRkIvtLkqnMhw/1MDRA+cJh+J4vHZmLxjH7AXZ9JSyMXmj/lwIN4YIfgVBEK6z9tYAP/zWG/i7Itm2qYpMNJIk6I9iMmUDksYLXYybVNzX1OIiTdNYddc0Duw5h78r0lvpwQQYqBkd3TAoKHTz+X965LqU0RqJpvquvoBkKA6nlXAozpZXj/ct6Bs7sYhJ08qua0vb0bR/Vy2JeHrIOsSSJOHLcXDmRDNtzX5Kyq8s5/lKXMyPnjS1jD1vVnPqWBOGbpBf7GX5miksWTUZX+7Q9ZKvJ1+ui8/9r4c4vLeOXduqaW8OkIilcDgtVFTm43Tb+s26+nIcjJ1QROOFLlqa/NgdFgxAkrJNTh56ctFlF6W1Nfv58X9upOF8F7quZ1tGqzr7dtRQXpnPxz93N+WV+df4zIXr5eb4ZBQEQbiD7Nx8mu7OMKXlb7XkdTqtWG1mUslMb2vkNEF/lIIib9/jUqkMiklh9T0zeerjq3jhe1s5sLu2bwGZy2NjzqJxvPdjqxgztuCGnNtgJFnC0IdebWQYBoGeKF0dYX79wq5s2TYju6q/Ymw+7/34qmuaFnCttDT2YDYrw94ed7istLcG6WwPDRv8Gka2vvPB3bW0twaxWExMnlHGgqUT8I5wMZ8kSUyfM4bpc8aQyaioGQ2rbegOZjeSzW5h2dqpLFs7leaGbr72pV/jcFqHnL3NyXORSKQpKvaxcPlEdMOguDSHOQvHXnbGNxSI8f1vvEZjfTdFxd5+1SgyaZXGC118/xuv84X//Qg5eTfHBYLwzojgVxAE4TpKJTPs21GDw2Hp15JXkiXyCz209C7mkSQJf3eU/EIPkiShZjS62sNMmlbK9NljMJkV/vYrjxKLJmlu6O7Nc/WRV3Dj27d3tAU5sKuWC7UdGIaBYRhEI4khx9bdGaGtJYDZpFBcltM3Y51MpDlf0873/u1VPvP391M1oeh6nsY7ZjIpAzqPvp2hg4Q07Ox2MpHmZz/YyuG950mlMr2lvnQO7a3jld8d4qmPrmTh8olXNDaz2XTLtONNxNNoIyjVZrGYMFtNvOu9S65o/3u3n6WpvpuS0pwBefR96SlNPex58wz3P7bgiscv3HxujVe+IAjCbSIaSZJMpAfNrcwrcJNOqdnapaqGkTAIBuKkkhl0TWfcpGI+9tm7+xpaQLbl6+Tp17ZawEgZhsHrfzzMK78/RCyS7KtGEY+mCQdj6AZUjSvs15Utk1bpaA2AAUWXBL6Qnf0rrcilpdHPSy/u57NfevCWWmQ0YUoJRw+cR9eNfhc6FxmGQXdXmGQyzUu/3s8bLx1h7KQiFi2f1JdfahgGP/vBVva8eRZfrpO8wreaOeiaTldnmBe+vxW7w3LbltyyOyyYzNlSbW9PA7qUmtGueIGjruvs2lqN2WIacgGposhYrWZ2ba3mnofnXrfmJMK1I4JfQRCE6yjbNlUesm1qSXkOLo+NtmY/qaSKIkuMGZvP8rXTWLR8Ik73zVG+bDDbXj/J73+xF7PF1K+yga7r1J8z8HdF0FWdynEFmMzZ2cvseWbw5joHnRmWJImcXCc1p1toqu++qdI5Lmfh8om8/sfD+Lsj5Bf2L+FmGAYtjT10toWwOSw01HWCASePNrLllePc/dAcHnx8IRdqOzi89zy+XOeASgayIlNY7KW1KcBrfzjM9DljbqmLg5EqG5NHRVU+dTXtQ6YwaJqOrhtX3MwkmcgQCsaH7BB40cVFd7FYCo939GshC9eXCH4FQRCuI7fHzvjJxZw4XI/bO/gslcttw+mycd+j03nfJ1bfErenk4k0r//xMLIiDVjgJcvZxWvSuU6i0STtrUEURcIwIJ3WcDitjB1fNOStf4fLSjAQo7XJf0sFv/mFHt713iW8+NxO2lsC5OS7sFrNGIZBw/lOejoj2BwWJkwuwWLN/o0NwyAUiPPnXx/A7rDS0xkmlcqQVzh4yogkSeTkOTlf20HD+S6qxhdez1O8LiRJYs09M6k/10koEB/QplnXdTpagxSV+K642ofJJCNLEro2fGMNXdORJamvDbRwa7v5P1EFQRBuI5IksXzdNE4fbyIUiKHrBpFwojenUcHrc5LJqNgdFpatmXpLBL6QreXb0xWhoGjwJhWSJFE5roDW5gAr7prKuInFWKxmjuw/z+F9dUPecr7Vrd4wA5vdwmt/ONRXo1bTdEKBBG6PnaqJRf1SPSRJwpfrpLtTY+Ofj1JU4kMxDb9ozu6wEPTHCPREb8vgF2Dxykl0tAV5/Q+HaW3y43TZUEwyqUSaRDJDYZGXj312/RWnPVisZibPKOPg7nPDLhyMRpIjWjwn3BpujU9VQRCE28i8xeOYs2gsr/3+MGpGQ5IlZFlC1w062kLY7Gbe94nVTJxaOurHVjMap483sX9nDe2tASwWM9PnVLBw+SQKi72X38EQ/N0RDIx++chvJysysizhy3Wx5p6ZQLY71+G959B1fciqA/FYqi//91YjSRJLVk1mwdIJnDnZTKAnSvWJZnZvq6a8Mm/Ic/blOulsD2G3W/q1+02lMiRiaQzDwGI14XBa0bTsAsm313y+nUiSxMNPLmL8pGJ2bamm+mQzqqrh9jrY8PBklq6ZetWv32VrpnL0wAUiocSgd2Oi4WxXt6Vrhi+XJtw6RPArCIJwnXW0BblQ04HDaUHXDFIpFcMwMJnk3tJTEjWnWoZcGHe1wqE4zz6zidPHmtC07Op5Xdc5c6qZjX8+xhMfXM7ydVf3Ba+YsuXJDMMYcpZSzWjEoyn2vnmG5vpuCoq9TJpWisfrINATGzTn1zAMAv4Ys+dXUVF169ZZNZmVvgVpXZ1hTCZl2BJjF2+v+3KdNDd0k4in6OoIEw7G0Xpv0cuyjN1hweG04M1xUnmbzvpeJEkSM+ZWMmNuZV9zDofDOuwF10jMnFfJuvtmsfHPR0nEU3hznJgtJjIZlVAgjqbqrLtvJnMXXbvud8L1JYJfQRCE6+zNN07S1RFm3KRiJEkimUijaW8Fv2pGo66mncN761h2SXF+XddpbcouEHN57BQWe0e8wEnTdJ77zmaOHawn/21thg3DoLM9xA+/+Tqv/uEQsiLjcFqZt2gci1ZMHFHzgwmTs2kMiXh60FvD4WCcpvpukskMSotMMBBHUzW2bzxFTq6TWDRJV0eInDxXX+CXTKTp6Y6Ql+/mkfcsvm0Wc5lNCsMXQMv+TTCyFSPq6zqprW5D1w3MZgWrzQyArhtEI0nCoTjTZlfeUQuxbHbLqF0YSpLE4x9cRmGxl22vn6S9NYCa0TCZFApLvKzZMJPV98y4KeshC1dHBL+CIAjXUTyW4sDOWpwua9+X6dvb+ZotJiRJYve2MyxbOxVd19m97QzbN56kucGPrumYzQoTp5Wy9r5ZzBxBiauzp1o4fayJvAL3gKAhlcwQ9EeJhlOEQnFKynLQVJ3a0y1sevkoH/rLdZcto1U5vpDxk4s5uv88DqcFkDBbTHh8dlKJDI313aSSGdweG1XjC5EkCcMwSMTTtLUGKC3LJaNqdLaHsjvsbXIxbkIxT3181S1X43c4E6aWYDYrw87sx2MprDYzM+dVcXT/eerOtiHLUu8FgAQY2UVahoHZbKK1qYd4LCVyUq+SLMusuWcmK9ZN48K5DmLRFHaHhXGTim6ZvHth5MRfVBAE4ToKBWIkEmmcruGDFLvdTEdbEF3XefG5nWx59ThIEl6fHZNJIZVSOX6onprTLTz54ZWsunv6sPs7uLu2byHdpVRVo/F8F8lEBpvdjK4bfZ20dF2noy3Es89s4n/848PDVlpoqu8mEooTCSfo6Y6g9Ob3mswKuqaTTGZwOq2UV+b3zeBKktQXrPV0R/iLL9xDKqnS1RFCUWSqJhQxefqt2954KJOmlTFmbAF1Z9soKc8ZMKOoaTqBnhiz5ldis5vp7AhTVpFHNJokHk2RyaggSZhNCoUlbvIKXPR0RTmy7/xVp60IWSazck1y7YWbiwh+BUEQrqOLK/f1Ydr9Ar1pEAoHdp1j6+sncLpt/Vaymy0mnC4rPV0RfvOzXVRNKBw2OO3uDA+aGxn0Z4Pxi7fS1WQGNaMB2dmw4lIfrU1+tm88yQc+tXbQfbc09fC9f3uFzvYQleMKCAVihMNJ1IxKMpFBVTUcDitjJxYPWk/V4bQS6Ily/FA9H/70XcM+L7cDRZH5wKfW8L1/e4XWpgBurx2Xy4ZBNo0hGk5QNiaPpz62ivpzncSjSUorcimSfCTiaTJpFUmSsDstfSkium5wvrZdBL+CMAK31+W0IAjCTS6vwE1JeQ6RUGLIbQzDIJlIM212OTs2nULT9EFLOEmSRF6Bm2gkyb4dZ4c9rs1m6VsodalATxRJknrTELL7lC5tuyxJOF02Du2tIxZJDrrvl39zkI62ICXlOXhznIwZV8ikqaWMm1RC2Zg8TCYFCQbtcnaR2WKivTU47DncTsaMLeBz/+shVqybCgZ0doTo6gj33X7/7JceJJ1SqTndSiqZIZPOXpDYHRY8Pgdur71fzVlZlvouWgRBGJ6Y+RUEQbiOFEVmxbpp/KxuG4l4etCZ0FAg23Fq2uwx7N+5ediFTJIkYbeZObL/Ak98aMWQ202bXcGhfefQNL1fGkEmrfbddlczGmazMiBv1GozE4+liIQTAzrMdbaHOHmkAa/P2e/2vcVqwmI1ZVMfTDKqphP0xygq9Q06Pl3XsdxmuZXxWIoj+85z8kgD8XiKvAI38xaPZ+rMchSTQkl5Lh/77N30dIX7Av+yily6OsL84kfbqa1uJRyME/THiEaT+HKcFJXmYLX2f54Mw8AwjCGf28uN8fC+OvbvrCXQE8HusDB30XgWrZhIXsHgNZsF4VZ3e33SCIIg3AKWrZ3C2VMt7N9ZQyxqwutzYDIrpFMqAX92JvahJxZRUpaDrhuXrd+qmBRSyfSwZcbmLRnPK787RFd7iKJS31t5t7KMoWnomo6u6+TkeQbk2GqajixnF7C9XWuTn3gsRXGZb9Dj2h0WLBYTiUSaeDw16Da6bqCpOlNmlg95jrquU1vdRntLAFmWcHmyaSAWq5mS8pybblHS2VMtPP+9LXS2BYHsRY+qauzaUs3k6WV87LPr+6po5BV4+gLNU8ca+fF/biQUiOHLdZKTV0BG1YiFk/i7IiTiaarGF/alqUC2kobTZWPeFXY3a2nq4UfffIOm+u6+v6+matSdbWfzK8f4wKfWMmfhzV/eK5lIc/xQPa1NfiDbDnnW/Kp+z5EgXOrm+rQQBEG4A5jNJj7ymbsor8xjx6bT9HSF++rullfmc9d9s1m2dgrxaAqL1dS7GG3osk7JZIbiMt+wpcA8Xgcf+NQafvLMJlqa/Hh9Dux2C06Xle6OMLou4/Y6KBikUUAklGDKzPIBbYtHQlFkcvJcxJt6Bm0haxgGPV1hPD4Hi1ZMHHQfp4838cdf7qXxQhexWIpYNEkmnZ2l9uU6Ka/MZ8Vd01hzz4ybIghubujmR996g0BPlMISb7/0hGQizcmjjfzoWxv53P96EIv1rQAtncrwyx9vJxJKUFqR2/f3LC7x0ZjsQtN1ErEUbS0BqsYXYhgG4WCceCzNPY/Mpbg0Z8RjjEWS/PCbb9B0oYuiEl+/fHBdz5a+e+67m3n/J1cTCSX6yuvNmlc5bCe04RiGQSatAm9VNHmnDuyq5Xe/2EN3RwijN41ekqCgyMuj71/KwmWDv6aEO9uN/5QQBEG4A1ksJu5/bAHr7ptFXU07yUQGj9fOuIlF2YYRgNNtY+6icbz5xkm8OY6+YCGdUomEE72dvyQyaZUlq6Zc9piz5lfx2S8+wMY/H+XU0UZ6otmqDObeTmFjxuYPmPWNhBPIisSKddMGDVZKK3JxOK3EIqlBu2MB5Bd66OoIk1F1/N1RPD47iiKTTKQJ9MSw2S088aEVg95mP3GkgR9/6w2ikSQWi0IsksymaigymYxGoCeKYRj86tkdnD/bzkc/u75fu+AbYcurx+npilA2JnfAc2azWygs9nD2VAtHD1xg0YpJfb87dqiejtYA+UX96zd7fA7KK/NpbfaT0jL4uyPIsoQsyzhdVjY8PJd3PbXkisZ4YHctzfXdFJX6+gXnkM0fzst3UVPdyje+8gecLtvF6mq4vXZWrJvGQ08uGvHznE6rHN5bx84tp2lu6AGy6R3L101jwdLx/S4ArvQcnv/eFtJplfwiL+beAD6T0ejpivDCd7cgSxLzl064qv0Lty8R/AqCINxANruF6bPHDPn7NffM5OiBC7S3Bskv8NDRFuhrEGEYoKkaNoeF1qYe0qnMZQOJ8ZNLGD+5hM72EIGeKCaTzIVznfz+F3vobAvh8TmwWk2oqkYomADDYN19s1i4fPAAorDYy4y5lezdfhan2zpoI4BIJEHZmFzmLRnP6WNNdLWH+9rzTppWyj2PzGP2goG319NplRef20EsliK/yMO5M21omp6tiyxlZxJTyQzJRIbSilwO7K6lakIh9zwy7zLP+rUTDsU5vO88Lo9tyJnN7N/IYM/2M/2C3/M17X2NLN7Ol+vE5bER9MfobAsydkIR85aMZ+GyiRSXjXzG96K9288iK/KAwBdAU3UaL3SRSmTQVJ2q8YXZboCaTigY55XfHyQUjPHhT9912TJ0iXiKn3x7E0cPXgADHC4rElBT3UrN6VYO7q7lE/9jwxXXJ06nMvzhl3tJpzIDzt9szjan6GgL8ftf7mXmvMqrDrCF25MIfgVBEG5iY8YW8LGn1/PsdzZx9lQzqVQGRVGQpOztXZfbji/PydbXTpBMpPnoZ9b3zRwPp7DYS2FvisP4ySUUlfrY8soxzlW3EY+mUEwyVeMLWX33DJaumTxsd6sHHl/A+Zp22poD5Oa7sdnNSJKEpuoE/VEyGY2HnlzEQ08sIhpJcKG2g0xGIzfPRWVvw4vBnDjc0Bv0uwkF4mTSajaPs3dzScrmqSbiKYzeoHHH5tOsvW/WNZv91fXs7LWa0fDmOAY0KAn6Y6SSGTy+wWfBL7LazHS8rbqFpg5MC7mUyaSQX+ghnVJZfc9M1myYcVXnAODvjgxYOHfp76KRJFZbtu6zpumYAbk3hcVqM7NvRw3zl0wY9KLlUr/56W4O76sb0FzF43OQSmY4evACv3puBx/9zPp+j9N1nfaWIOlUBrfXPuCuwInDDXS2hcgvHNgSG3oroeS76GgLcuJII/OvMB9auL2J4FcQBOEmN2NuJWvvnUVr0zYsVhOGQV++q9fnRDHJxGMp9u86x9xF46/qNu/MuZXMmDOGjrYgsd7Ap7Qid0QtXcsq8virv7+fX/zoTRrOdxLoiQLZ4NyX62LDQ3O564FZQDZYnzmvakRjajjfme1mZzERDsX7SrJdSpYlMrpBIpHGk+OguzNM04Uuxk8uubIn4DLUjMaeN8+wc/NpWpv86IaB3WFh0YqJrLp7Rl++raLI2TrO2vB1nLMzvP2/gvMK3H2/G6osXPbiRya/YPCgb6RsdgvRQUrX6bqBvyeaLXfXe4ElvW0sDqeVoD/GnjfPDBv8dneGObi7FpfHPmjOutVmxuO1c3hvHfc9Op/i0hx0XWfPtrNs33SS5oaevr//1JnlrL13Vt+iyNZmP4ZhDLoI8yKzxYShG3S0Bkb6tAh3CBH8CoIg3OQ0TefI/vO4vQ6KhyhndTEg2b3tzFXnOEqSdEWLpi41ZmwBf/9/HqO2uo3zNe2oqkZevpvZC8YOKI82Uob+VvUKXTcYbIL44u8Nw0BRZHRNJ927qGq0ZDIqz393C/t21iCRzXuVZZlEIs1rfzjC4b3n+dQX7mHcxGKKS30Ulnhpa/YPWsbu4lhTyQwz5vZPd5m/dAKv/O4g4WAcX+7gi8oC3VFKK3KZMmPoyhgjMWfhWP78m4MDKoRk0iqZtIpJUchkVFxu26Cz6HaHhbqz7cNWGDlxuIFYNDVsWobbY6e1KcCJww0UFnv51bM72Pr6STAMPD4HJpNMKqVycG8dp4838f5PrmHJqsmjslhOuHOJ4FcQBOEmFwnF6WwL4r5MEOl0WTlf246maiNKfRhtsiwzeXoZk6eXjcr+LqZlXKyEEYsONlOpI0kSFquZVDKDxWrC43urLnIwEOPg7nPUnWlD1TRKynJYsGwiFVX5Iw6gNv35GHu3n8WX6+yXm2p3WPDlOGlrCfDsM5v4h//7JDa7hZV3TeO/f7KdZCI96IxnoCeKw2ll8crJ/X6eX+hh9YYZvPL7Q0hSNjXgreBfp6crirl3oeRg3fquxOKVk3lz4ym6O8PkF3r6PReGkX3OJUkiN989+PM0gqcuHksiScM3N8nO5kM8mmTfjhq2vn4Sl8uK65KmLharGZfbRldHmP9+dgeV4wooH5OHJEuk0+qQKS7pVAZZkSityLv8YIU7igh+BUEQrpN0WuXEoXr27aihvTWA2WJixtwxLF4xmdKK3CEf19cK+bIBx8VZ0NEZ7402b/F4/virfQR6ovhynQQDMXRd70vFyJbO0rDassFRR2uQGXPHUFqefS53bzvDb3+2i6A/hiRLyJLEob11bHn1BMvWTOaJD6+4bGm0VDLDjk2nMFtMgy7KkmWJomIvbS0Bjuw/z9LVU1i5fjo1p1o4uOccVpsZr8+BYlJIpzIE/TEUk8Jj71syaDvqR96zGF03ePONk7Q0+lFMMoaebWLhzXHy6HuX9Fskd7XKxuTxng+v4Jc/2U5rb+k7i82Mqmrouo6mGRSVeIecgU7E00yeXj7sBYTdbkXvHftQ211s0GG1W9ix6RSGYfQLfC+SJImCIg8tjX727jjLg48vpKQsh7bmwKBl/rIl9CKUjclj+pyKK3hmhDuBCH4FQRCug2Agxo++9QZnT7Vg6EZ2MZGmc6G2g22vneTR9y8dcgGT1+cgJ89FZ3soW3ZqCPFYksnTy9/xrODNwum2cf+jC3jx+Z2kUypOp5VYJInFlq0Rm06pyLJEYYkXf3cEu93C+gfmIEkSh/fV8YsfvYmqapSU5/QLmCPhBFtePYEsyzz1sVXDjuF8bTs9XZFhaxybzAqGkb3Nv3T1FCwWEx//3N2UV+Wze2s1Pd3RvtzVqglFrH9gNguXD15/VjEpPP7B5SxbM5UDu2tpbfIjyxLjJhWzcNmEvsYYo2HZ2qn48lxsffU4J4820NMdRZazqS/hUIzCYu+gQWsinkaWJJauHr683rQ5FThcNqLh5JBl8GKRJA6HldKKXP786wN4htgOsgGw1Wbm6P4LPPrepTzxoeX86Ftv0NYSIK/AjbW3okMqmaGnO4LTaePdH1w+otrPnW1B9u+qpeZ0K5qmUVaRx6IVkxg/uVikWNyGRPArCIJwjWmqxk++vYnTxxopKPb2fUlDNhjzd0X49fM78foczF00bsDjFZPC8rVTefH5nWR6WxC/XSqZASSWr5t6LU/lult730wMDF7+7UGS8WyXuHg0BZKE2aTgctuJR1O4vQ6e/PAKZsytRNN0XvndIVKDNP+QJAmP14FhwK6t1azeMIOS8qFn3VOJTLYl9GXSSEyK3C8tw2I189ATi7j7wTnU1bSTTql4fA7GTigc0SLC0opcHnnP4hE8Q+9McakPtzdbdxnDQNezC9wsVjNNDT0Ul/qwOyxIkpS9cAgliIQTLFg2kdnzqy6z7xzmLhzLzi3VWGymfq97yN4JCQbjLF4xiZxcF7qmD1p67VImU7Y+NMDMeVV84n9s4Lc/30Nbkx+tt4mKoshUVOXz7vcvY8bcymH3ZxgGW189wR9f3EcknMBkUpBliTMnmtm5+TSLVk7kfR9fLUql3WZE8CsIgnCNnT7RzNmTzeQXegYEAJIkkVfoobXZz8Y/HWHOwrGDzjQtXzeVQ3vrOHemjdx8V7+AJBZJEgzEmb2g6rYr6SRJEnfdP5uFyyZyaG8dLY3dtLcG+ypKOJxWZs2vYtGKSRSV+AA4d6aN5oZucvKcQ87aebx2Wpr8HNxzjoeeWDTk8V0eO2ZzNmVhuC57mqqRkzcwReBydZxvpJ6uCM/83z/TcL4Ll8dGeVU+siwRj6VIJtKo6Qz+7mhvWb3sa83psrF6wwye/PCKEd1heM9HVhIMxDh9rIlMRsUwsgGnqmpYLWZmzK3kvR9flS1VZzGRTGaGbUucSqmUV+b3/XvmvCqmzarg9PEmWpuzVR1KK3KZNrN8RHnve7ef5dc/3YUsS5Rd0lXPMAxi0RQ7N1ejKAof/Iu1l92XcOsQwa8gCMI1dmjPOVRVGzZ48uU4qa/rpOF8F1XjCwf83uW28+m/vY+ffn8rZ062EOiJ9XbdMrA7rCxbM4X3fmzVbTtD5fE5WHvvzBFt29MVQc0M/3xLUjYHuLsjPOy+xk4opHRMHk0XuiguG3x/qWQG2aQwb/Gt1UnsD7/cQ8P5LorL+nd5c7psOJxW2luCON1W1t4zE003cLvtzF5QRWHvRcZION023v3+ZTTVv0R9XWdfe2NFkTHnmHB77ZhMSu9FTCW7t53B47UPetGiqhq6prNkVf+FgopJYea8qhGX0OvbX0bj9T8eRtM0Cor6V6SQJAmX24au6+zfUcO6+2dRJhbO3TZE8CsIgnCN9XSGB01VuJTNbiYYiBEOxofcJifPxWe/9CANdZ2cPNpIIp7C5bYza34VZWPEF/NFiiJjGMaw9XIBdMPAbBn+76KYFO66fzYvfG8LQX+sX5tpyJYG6+oIM2VGGdNm3ToLqzrbQxw7VI+nN/h8u4sLzDo7QhSW+C6b3zuUnq4IP3lmI6FAnAmTizH15t8qikQsmmL/jhrUjMYDjy+gvCofk0mhvSVIUamv399OVTU6WoNUjC1gwSi1Kz57qoW25gA5eUPnUbs9dloa/RzeWyeC39uICH4FQRCuMZvdgnaZpgeaqqPI8mU7k0mSRNWEIqomFI3mEG8r4yYV4XTbiEYSeLyOQbdRVa13Idnlm2EsXT0Zf3eE1/5wiNambP1eWc7mnuq6wcSpJXz8c3ffUgsNL9R2EL9MDV6TWUHXDOrOtl118PvmGydoqu+hpDxnQCtkt8dOJqWy5dXjHNp7DkWRSSZVYpEEoWAMX44Ti9VEOqWi6wZjxhbwib/ecNV1o98u4I+iafqAVKRLXSzF5u+OjMoxhZuDCH4FQRCuselzKzmy/3x24ZQy+GKnUDBObr6bqgkDUx6EK1NQ5GX2/Cp2bT2Dw2kdMLNpGAbdHWEKCr3MXTR8e17IBkAPvHsBU2aUs3f7GU4caSAWSWK2KEiSTKAnxgv/tZXFKyczb/G4YdMtbhaaqmEwfA1een+fSWtXdYxkIs3eHTXYHZZBX/ehQJy2lgDJRBqL1cS4ScXZDnNdEYKBGMlEmtwCNwWFHhb1PrfDVTu5UhdfF5e7Q4DBsJ3khFvP5ZecCoIgCO/IgqXjyS/00NkewhikCG8ykSadUlm+buotETjdCt713qVUjiugvSVAqLc+cHYRU5LWJj8Op5X3fWIVdsfA2r2DkSSJCVNK+MCn1nLfu+YjKzLJeAZd14nHUpw+1shPntnI//s/L9HdOXwe8c0gN9+N2aSQTGaG3MYwDHTDIL/Ic1XH6OmKEA0ncLoGPseZjEZLUw+apmOxmlDV7IWh2axQVOpj7IQizGYTC5ZO4G++/Cgr75o2qoEvwIQpJThdViLhxJDbZNIqsiIxcWrpqB5buLFE8CsIgnCNudx2PviXa/F4shUGQsE46bRKMpGmsz2EvzvK3MXj2PDQnBs91NtGXoGbp7/4IKs3zECSJNpbgrQ2+UkmMsyYW8mn/+7+IRdIXWy8MJij+8/z6xd2oWU0isp8mMwKmqZhtphwu23UnG7hR996Y8gWy/FYiuaGbtqa/WQyo9uG+UpMnFpCWWUege7okNuEQwmcTutV59jKstRbJWLg70KBGJm0isVqAqQB/VssVhN2p4V9O2qIRQZ29hsN+YUeZi8YSyQUR80MnN02DIOujjDFZTmXLesm3FrEPL4gCMJ1MH32GD77pQfZ/Opxjh+sJ+iPIUsShcVeVt41ndUbpt+2lRpulLwCNx/+9F08/ORiGuo60XSDgiLPoK2NDcPg9PEm9m4/y5kTzeiaTnF5DsvXTGXekvHY7BYMw2Djy0dJJtPYrGZqq9uyQW5vdCfLMg6nhZpTLZw80sC8xW+VnevuDLPt9RPs3X6WeCyVLXFX4Gb5ummsvnv6dZ/xV0wK9z+2gJ98eyNdHSHyCtz9GoFEw0likSR33T9r2DrIw8kv8pCb56K7M4zd0f/8ouEkkA2OdV3H6R5YJs7jddDVGaa+rpPpc65NubjH3r+UtuYAdTXtOF1W3B47kiwRj6YIBWPk5rv5wKfWivfmbUYEv4IgCNdJ1YQiPv7Zuwn0RAn4o5hMCiXlOSPqQHW9hf0RDr1xnI76TiRZpmJyKXPvmoHdNXQHrptVTp5r2BX9mqbz25/tZutrJ0inVRwOC5IsUXO6lbOnWti97Qyf/OsNhEMJ6s91YujQ0uQHCSwWE7KcrYGraTrRcJKolGT7xlN9wW9LYw/f+/dXaW3qweG04nLbMIxsxYVfP7+T08ca+dTn7xn12/qXM3/JeJLxNL/9+W7amgN9M7WapmOzW1h770ze/cHlV71/s9nE8nVT+c1Pd5NOq/0Wc+qGgSRdXHgokzNI5zpZybZ2zgwyKztafLkunv7iA7z2x8Ps31lLd2cYA7DZzCxeMZl7HpkrFpfehm6+T1xBEITb3OWCsRvJMAw2/3wHL/9gI6HuMBhgYCBJMvlluTzxNw+x8N65N3qYo2rrayfY+OejuFw2Ci7Jb/XlOEmnVU4fb+K5725m/QOzicdShAKxbBe0S4I5SZIwmRQURSYWTXH6eCOQXVj23Hc209bsp6Q8t9/CL7vDQiqV4cSRBv743/t43ydW9/1O13Uaz3cRi6WwOyxUji0YUdOGK7V83VSmz6ngwK5znDvbhqZqlJTnsnD5xEFnyK/UqrtncPJII9UnmnB57Lg9dmRZwmyWUTMaum5QWOzF5RkY+CcTaaw287CtpUeDN8fJez6ykvsfW0BzQze6lr1DcCX1jIVbiwh+BUEQhD5bfrGTF//tjygmheKqwr6AS02rdLf6ee6ff4ViNjHvrpE1nLjeYpEk7W1BMAwKS3y4PcPPVKdTGba+ehyTScbtHbitxWIir8DFmZPNzJhbSSqZyTbQcAyepiBJEpIsEQrECfREaW7opvFCF/lFnkErHlitZlwuGwd213L/uxfg9TnY8+ZZtr1+nOb6HjKqhskkU1qRx5oNM1i+buqI2iNfCV+ui7sfmsPd1yDn3OG08pd/ey+//dluDu89T3tLtgtbtmW0TF6Bm5LygeXWDMMg0BNj6qxyKqryB/z+WnB77EydeevUahau3i0T/H71q1/l5Zdf5ujRo1gsFoLB4GUf85GPfITnn3++388WL17M3r17r9EoBUEQbl2RQJSXf7ARxaSQX9Y/z9NkMVFUWUDbhQ5e+s6rzF497ZrMRF6toD/KppePsXf72d58UnC6rCxcPpH1D84hv3DwigVnT7XQ2REiv8A95L5tdgs9XVG6OkLIstR7y37wGVHDMJClbKONlsYeqk80Z1v5DpMz6vHZaW8JcuZkMx2tQV753UEM3cCb48RiMZHJqDTXd/PT72+ltdnPkx9e8Y5nZK8nl9vOhz99Fw8+vpAzJ1pIJTM4PTb27zjL0QMXSMTTOJxvVYTQdZ3ujjAOp4V7H5l3S52rcGu4ZYLfdDrNE088wdKlS/nxj3884sfde++9PPvss33/tlhEGSFBEITBHN54nGBXmOKqgkF/L0kSeSW5tJxrp3pvDTNWTL3OIxxcd2eY7/zLyzSc78LhtODLdYKUnQV+409HOHW8ic/83f2DNnSIhJPouj5sHVdJkpAViWg4SXFZDgF/LNuUxPS2GVgDUslsBYOLC+SSifRlx39xJvd8TQc7N5/CZjPjzXlrAZhismCzW4iEEmx99QQTp5b2W0x3q8gr8LB83VsXITPmjOGF723h2KF6Aj1RzGYFXc/mTntznDz10ZXMmFvZt304FCcSSmCxmsgv9IigWLhqt0zw+5WvfAWA55577ooeZ7VaKS4uvgYjEgRBuL10NHSBYQw7o2u1W9A1nY6GbmasGL1jG4ZBc0MPJ480kIincLpszJhXedmWsoZh8N8/2U7D+S5y891EwnHq6zrQVB2T2YTXZ6fpQhc//cFW/vbLjw4ImGx2c3aR12DB7KXH0Q0cTiuLVkziwrkO0mkVWc3m+UoSaLqBltEwWxTy8j1YbGaKSnPw+hwYveMcKljLZDQkWaK+tp1UMjPkLLXbaycSTrB7a/VNHfymUxlUVcfusAwboDpdNv7ib+6l5nQrB3bV0t4awGIxMXVmBQuXT+zLi68/18G2N05wdP8F0mkVRZEZM7aAleuns2jFxFFPAxFuf7dM8Hu1tm3bRmFhIT6fj9WrV/PVr36VwsKhOyilUilSqVTfv8Phm79YuSAIwmiQZJkBBVffxjAMDN1AukxnsCsRDsb5+Q+3cepYI4l4BknKHufPvz7A7IVjee/HVg3Z0rapvpszJ5sxWxTqz3WQyah9VQsymRTxWJL/f3v3Hh5Vde4P/LvnPpNMJvdkEhISbgkQxBAuAbkjSEC06OFotRysSEWrltoetfb8BB8vFI9gj3IQtZ5werRV661FqkLlVgSEYChITCAQIOR+mUwmmcnc9vr9EUmJmdwgySSZ7+d55nnInrVnv3tlAW9W1n6XSq1E/slLKMwva7NZQcqYeISGBbWUtfLF5XRDqVJi7PWJCIsIxr6d38De6ESTw4UmR/MmEQqFhPAoIyKijKitbkDG1BGIjjVh/MRk7Nx+HPYGZ7v3UFfbiIhIIyrL6zqt+BAcosOZ/DI02pp6bJvfniDLMk7knMeXe7/FmW/LIIRAaFgQps8dgykzR7W7zbRCoUBq2hCkpg3x+f7xo0XYtuUL2Kx2BBt1CDbq4PXKOP1tKQrzy3C+sAL/es90JsDULYN6tGRlZeHtt9/G7t27sXHjRhw9ehRz585tldx+3/r162EymVpeCQlc/E5EgSFxdDwkSQF3Oxs0AICjoQkavQaJo+N75Jr2Ride2/QZjh4shEarRlxCGOISwhGXEA6VRomDe/Pxxn/thLOdnchO55Wi3upAVbkVHo8XOp0GGq0aao0KWp0aWp0abpcHVRX1OH70XJvzg4w63DBnNBx2l88lCl6vjKqKeiQmR2Ls+EQkJEVi5vyxzQ9rRYdgeKoZI1LNSBkbj+hYEyy1DYiMDkHW0gwAwNDh0Rg3YSgs323XeyUhBOqtdng8XsycPxaA1O7215cplQrIsoDb03vlv7rL65Xxzv/8HVs3fobcr85BfLddcEWpBe9k78dvn/kLKsrquv25NVX1eOv1PbA3OhGXEA5TWBB0eg2CgnUwx4fBEKzF7k9P4NDegp6/KRrU/Jr8rlu3rvnJ2A5eOTk5V/35d9xxBxYvXoy0tDQsWbIEn376KU6fPo0dO3a0e86vfvUrWK3WlldxcfFVX5+IaCAZP3ssohIiUF1S43OHMyELWMrrMGzcUAwfn9Qj1zy8rwAFp0oQbTYh2Khr+TW5JEkwhugRFRuCb45fQM7BQp/nu10eOOxOeD1y80Nl35uQliQJOr0GXo8XhfnlPj9j0W0TMXHqCFhqGlFRWofGhiY47E7UVNlQVmJBXEIEfvzQjVCplZAkCf/yo2lYfPtEqJQKWKptsFTbUFFeh7raRiQNi8bqXy5sqVAgSRKW/2QOrp+YjLraRpQW16K2pgE1VTaUFtfC5fTgplvScdOt6QgJNcDhcH23yYQDxUXV+PbkJeSdKMa5MxWoq21onkEO0vrcMthfdn96Ans+OwlDkOa7JNUAY4ge0eZQxMSF4vzZSvzPK7t87qLWkSMHzsBS04DoWJPP5ROXK3ns/9s3kGW5R+6FAoNflz089NBDuPPOOztsk5SU1GPXM5vNGDp0KM6cOdNuG61WC622//yjQkTUV3QGLf71329F9q//gNKzFYiIC4POoIUQAg5bE2orLAiPDcO//GJJjzxsJMsyDuzOg1KpaFUz90parRoKScKXe/IwbU5qm+tqdWo0OdxQqZQ+l2zIsvguMZJw6UK172vo1Fj5swUYvTcfX+7OQ3mJBUIIBBt1uPHm8Zh5YxoirqgGoVQpsfSHUzFrfhpyj5xDbbUNKpUSI1LNGHNdQps100FGHR749yycOHYBh/bl49L5aihVCqSMHYXMmSkYOToOkiThhjmj8e62v6PkYg0sNY2QZRkKpQISAJvVDpvVDoVSgdkLx/WbjVFcTjf2ff4NVGoFgn2UlVOplIiKDUFRYQVO/eMixk9M7vJn5x45C7VaCUUHS2xCQg24dKEGZSWWTteHE13m1789kZGRiIzsm/p9AFBTU4Pi4mKYzeY+uyYR0UAyYd44qNTL8fErn+LS6VLUur0QAtDo1Rg9ZRSW/WIJkscN7fyDuqDB1oTqqnoEGTuecDAEa1F6yQKX0wOtrnXJsKQR0VAom8uPXcnj8cLl9MDrkZvfEwIVZVZ8deA0Jt8wsk0SrdGoMHtBGmbMG4O62gZ4vQKmUEOb610pPNKIeYvGd+le1WoVMjKHIyOz/QfVpsxMwcd/PIyLRdXQ6FSttjxWCYEmuwteIePShZoOH6DrS2fyy1BVYUVYBxtRaLVqeD0yTuQUdSv5ddhdnZbTU6mV8HrldpfFEPnSP3507IKLFy+itrYWFy9ehNfrxfHjxwEAI0aMQHBw81+61NRUrF+/HkuXLkVDQwPWrVuH22+/HWazGefPn8eTTz6JyMhILF261I93QkTUv103cwzGTktBQc5ZVJyvgkIhYUhKHIZdN7R3Eq62Kyzavi8Bvi4dHmlEiMmAutpGeNxeKFXNO4c1OdyQZbnlwTyFUgGX043sV/6G8ku1uOWOKT7vRalUICLKd7WF3qbTqaEzaKDRqSB7ZTQ5XM11heXmDtIbtIiMCcG50+W4cLayX2y7a290wu32Qq3uOElVKhWwWh3d+uyw8GBUlNZ12MbV5IZarex0MxOiKw2Y5Pepp55qtWFFenrz9pp79uzB7NmzAQAFBQWwWq0AAKVSiZMnT+L3v/896urqYDabMWfOHLz77rswGtsvZk5ERM2/2h+TOQpjMkf12jWMIXrExoXh/NlKn78yv6yxwYnUcUN81uI1hRqQkTkCB/d8C7fbC5fdBbereW3p5eRWo2lOzKJjTdDq1Pjs46+ROCwa6ZOH9cJdXb1vT15CQ30TUkbHobHRCWudHR538w5vIaFBMIUZoFBIKCmuxfGjRf0i+TUEaaH6bqvijmole70yjN2sTjFp+ijknShu7gMfybUQAlarHRMmD0dUjKnbsVPgGjDJ77Zt2zqt8XvlAxp6vR6ff/55L0dFRERXS5IkTJ87BkVnKuBscvtcYtDkcAEScMOc0T5naiVJwqwFacg/WQwhgNqaBnjcDiiUCiiVCqjVSni9XiiUSoRFBENv0KC0uBYHvsjD9ZOS+8XSgctsVgeEENDo1NDo1C11br9PQvOGD/3ByFQzomJMqK1uQFSM7xlzl7O5Nm93ljwAQEbmcOz+6z9wsagKMXGhzeu6vyOEQHWlDQa9FnOyrrume6DAM6hLnRERUf82ZcYopKUnoqqyHtY6e8uv+GVZhtXSiJoqGyZMHoaMqe2vlb1+UjKylmZAUkhwNrmh1qigN2igVivh8XihUCgQNyQcekPzGlpjiB5n8ktRX9f9BNLldKO6sh6WmgafFTGuhU7fnPzL3o4rFwig1Xpgf9Jo1Zg5Pw1utweNtqY273s9MqoqrBg6LBpj0xO79dmGIC3uW7MACUmRqCyzorzEAkttA6or61FysRYarQp33jsTY65jSVLqngEz80tERIOPVqfGqjU34f3/+xLHDhWivMTSPLUpgGCjDvMWj8dtd03tsLqBJEm45Y4pMA8Jw8Z1H6PJ4YbXI0OSJISGBSEi2ohg4z+XVShVCrgdXjid7dcz/r6aKhsOfHEKh/YVoMHWBEkC4hMjcMPcMcicOapHqi+kjI2H0aRHvdWO0HDfs77OJjfUKmW/SvhuXHQdKsvqcGB3Hqx1dgSH6KBQKOCwO+FyepCQFIl7H77xqvooPiECv3x6KXIOFuLQvgLUVtug06mRPmUYpsxIQXwiKzxQ90mip390HWTq6+thMplgtVoREuKfhyCIiAJBdWU9vjl+EY5GJwxBWqSlD21VYqwr1v78Dyi5WIOwiGCoVAqf61DrahugUqnw7Cs/giGo89KWJRdrsHXjpyi5WAu9Xg19kBZCFrDVOyAATJo2Evc8OBcabfuVIbrqnf/Zj13bjyMyJqTNMhCvV0ZZiQXDR8XiiWdv77QSQldZLY3IOVSIc6fL4fHIMMeHYdINI7uVWHq9MnK/Oocv9+Sh6EwFZCEQYjLghjmjMXV2KkLDgnokVqL2dCdf48wvERH1C5HRIZi9IO2aPmPa7FS8978HoNWqoPCxW5oQAo0NTszNSulS4ut2e5C9+W8oLa6FeUhYqx3Ygow6OOxOfHXgNGLiQnHrHVOuKXYAuOWOKSgvrcM3uRegUjXXzpUkCfZGJxx2F+ITI/Djn97YY4nvwb35+OCtg6irbYQkAZJCgtcj44u//gPT543B7XdP8/mw2fcplQpMnDYCGVOHw2F3wePxIihI22NxEvUkJr9ERDRoTJkxCvv/dgplJRbExrdOVmVZoLKsDqawIMy4cWyXPu9U7kVcLKpCVIzJ59bDeoMWukYXvtzzLRYsuR56w7VtkmQI0mL1LxbiwO5vcWB3HqorrBDfLQG5cfF4zJyf1u3Z8PYcO3wWf/jd3u9me0Nbflho3nbZgV3bj0OhUGDZv93Q5c+UJKlLP1QQ+ROTXyIiGjRCw4Ox6mcL8MZ/7UR5iQVKlRIarQoetxdulwdhEcH4t9VzkZgc1aXPO3n8AjxeGRpt+/9dmsIMqCq3ouBUKa6f1L2KBr7o9BrcuHg85tyUhpoqG7xeGWERwT3ykJvb7UH+yUuoqbTh43cOo7HBiSFDI1pVvZAkCaZQAyAE/v63U5g1fyyizaHXfG2i/oLJLxERDSpJI2Lw+LO3I+fLQhz58jSslkYYgnXIyByOydNHITK6689v2BucUCo6LoykUikhy6K5LFsPUqqUPZZ0CiFwaG8+Pvvz1ygvtcBhd8FS3QCVWgkhBMzxYW3WR4eEGlBaXIucQ4VYdNvEHomDqD9g8ktERINOiMmAuYuuw9xF11YDNsSkh1fuuPSY29Vcxza4m5s49KUv/noCH7z1JWSvQHikEQ31DtTX2aFUKmCpbkCTw43kkTGtdmq7PBtcVVHvr7CJegXr/BIREbXj+snDoFGrOpzVrattRHRsKEaNje/DyLqusqwO2987AoVCgZi4UGg0qpbEVqlSQKtXw9HoRGW51ef5KhVTBRpcOKKJiIjaMWpMPEaOiUN1pQ1uV9u6wDarAx6vjNkLx0HTwfa+/nTkyzNosDkQHvnP2sGGIC2USkVLPWSlSoG62gZ43N6WNh63FwqFhOEpZn+ETdRrmPwSERG1Q6lU4Mc/nYdRY+JQVVGP8hILrJZGWGoaUFJcg6Ymd/PDaQvH+TvUdp35thRKlbLVQ21anRpGkx5ujxdCCKhUSng9MhzfzXALIVBVWY+oGFOPPMRH1J/0zx9TiYiI+onwSCN+9uslyDlYiIN781FeaoFKLWH8xGRMnZWKMeMTWiWW/Y3H44XCR3ix8WFocrjRZHdBqVJAlgWELGBvdMJS0wBjiB4/XDmz32ylTNRTmPwSEQ0ybpcbjoYm6AxaaHRMXHqC3qDFjBvHYsaNY+H1eKFQKvpFwiuEgCwLnzWIL0sYGon8k5cghGg9+6tVI3lENMpL62CpaYQsy7DUNiLYqMOY8Ym4+V8mIaWfrmMmuhZMfomIBomyogp8+fERfPXJ12hqbIJSpcS4maMxfekUpEwa4e/wBg1/71omhED+N5dwaG8+8k4Uw+uVEWMOxbTZozFx2og2m0xMmt688UejrQnBIfpW72m0aiQkRULIAsNTzMi6LQPRsSYkJkf1i+SeqDdIQgjh7yD6s+7sFU1E5C95hwrw5pN/QE2pBQajHlq9Bh63Bw1WO/TBOix9ZBHmL5/l7zDpGsmyjI/+cBhf7PgHnE4PDEEaKBQSHA43ZK+M4Slm/OTnN7XaBU4Igf97bQ/27zqFIKMOISZ9S2LrdnlQVVGP0PAgPPTEzUgaHu2vWyO6Jt3J1zjzS0Q0wFWX1iL7P95BXaUVQ0aaIV2xwDM02oTaMgs+/O0OxCZFY9yM0X6MlK7V/l2n8Pmfv4YhSIvImH/+B28Ka05kz3xbiuzNf8PP/98tLTPUkiThzntnQqVS4tC+fJQW1wIAhGgudRaXEI7l989h4ksBg8kvEdEAd2TH16guqUHciNhWie9l4eYwlBSWY9+fDjL5HcDcbg92f3oCCoWEkFBDm/fVGhUio404k1+K/G9KMPb6xJb3NBoV7rpvFuZmXYevvzqL2mob1GoVRoyOw7j0RGi06r68FSK/YvJLRDTAHfksFxqdBooOtuENCQ9G/leFqC23IDw2rA+jo55SmF+GitI6hEUEtdtGp9egpsqG3CNnWyW/l8XGh3GrYgp4rPNLRDTANVgaoO5k5k6tVcPj9sBua+qjqKinNdia4PF4oe5kMw2lUgGrxd5HURENPEx+iYgGuOCwYLid7g7buJ1uqDQqBH3vaX8aOHR6DRRKBTweucN2Xq+MIKOuj6IiGni47IGIaICbnDUBf3rxz5Blud2lD/U1NmQsGI+wmNAev74QAkUnL+Krvx7DpdPlUKkVGDlhOCYvSkd0QmSPXy9QjUw1IyLSCKulEZHRvp9md7s8UCgVGJc+tI+jIxo4mPwSEQ1wUxZPwJ53DqC8qBKxyTFQXPHQmxACtWV10AVpMWvZ1B6/tsvpxh/Xf4jD23PQ1OiCWquCkAVO7MvDzv/dg1seXIh5d89gzdgeoNNrMOPGMfjoD4dhb3S2qefr9cqoLLciMTkK4yYw+SVqD5NfIqIBLsIchnufuwtv/uptlBaWQR+sg0avgcflRWO9HQajHrf97GakTe/5Sg/vb9yOfe8dREiEERFx4S1JrpAFassteH/jdhiMeky7dVKPXzsQLbglHWWXanHkwBnU19kRHKJvrvNrd8FhdyEuIRz3Pjzfb9UbGq2NuJhfCtkrI2pIOKITo/wSB1FHuMlFJ7jJBRENFOXnK3Hwz0dx+JNjcDQ0QaVW4rpZY3DDDyZjVMbwHr9eWVEFnr3zJSiVSpgijT7blJ+vRGxSNJ56/xdQa1hOqyd43F589ffTOLA7D5cuVEMIIChYi8xZKZgxb2y7SyJ6U32tDZ9n78Hh7cdQX2uDkAW0QVqMnZaCrHvnInkcZ6Kpd3UnX2Py2wkmv0Q00Hg9XjQ1NkGt0/TqDOCO13fh/U3bET/C7LO+MAC4HC7UltfhkS2rWGO4hwkhUFfbCI/HC1OowW+zvfU1Nmx+5E2cOXYOBqMexggjFAoJ9noH6qrrERYTip+8sByjp4z0S3wUGLqTr7HaAxHRIKNUKRFkCur1ZKi2vA6QpHYTXwDQ6DXweuXmttSjJElCWEQwomJMft2k4uPNn+J0zjnEJEUj3BwGtUYFpUoJY3gwhow0w1ZTj9+vexeORpbZo/6ByS8REXWLo8GBg38+iqOf5aKmpBbnTlxATakFHre3TVshC0CITmvT0sBkqajDsZ3/gDE82Of3WJIkRA2JROXFGhzf/Y0fIiRqi/8aERFRlxUXlOCNx99CyZkyOBqa4HF7Ya22ob6mAZXF1UgcHY+gkH9uvWuzNMBgMmDEhGQ/Rk29pTC3CLbaBpiHxbTbRqVRQZZlnD52FlOXcHc58j/O/BIRUZdYKq147Ze/R3FBKaITIpGcloggkwGSJEGjV8Npd+JC3iU4HS4AzQ9mWWtsGD9rLOv9DlJulwcAoFB2nE4oFBJcjo43YiHqK0x+iYioSw79JQclZ8pgTo6GSqOCQqnAkFFmqLUquBwuqNRKOO1OVJfUwlJhRdm5CiSnJeL2ny/2d+jUS8JiQqHSqNBkd7bbRggB2SsjMj68DyMjah+TXyIi6pQQAgf/fAQanQZKlbLleHBoEJLTEhEabYIQgCwLVBVXQ6lWYP6KWXhkyyqEx4b5MXLqTaMyhiF+ZCwsHTzQ2FBnhz5Yjwnzr+u7wIg6wDW/RETUqSa7E/U1DdAF69q8ZwjRI2lsApx2J+qq6uF1e/HLNx9EQkq8HyKlvqRUKbHw3nnI/o8/orqkFhHmsJbqH0II2OsdsFbXY/ptU5CYyvFA/QOTXyIi6pRKrYRCKcHro6LDZVqDFvpgHYQQCDdztjdQTM5Kh73egY9e3oGSwnKoNEooFAq4nG5odRpMu2US7nryNm5xTf0Gk18iIuqUWqPG2GmpOLT9KEKjTe22s1kakT4vrVXFBxrcJEnCnDtvwNgbUvDVjq9RkFMIj8uL+BGxmLxoAkZOSIZCwVWW1H8w+SUioi654QeT8PXf/oG6qnqERrXdQam+xgaVRoUbfjDFD9GRv0UnRGLJ6gVYggX+DoWoQ/xRjIiIumR05ihkrbwRTrsTZecq4LA54HF74WhoQnlRJez1Dtz4oxlIn5vm71CJiNrFmV8iIuoSSZKw5IEFiEqIwO4/HkBxfgk81Tao1Eokjo7H7DtuwPTbpnBtJxH1a5IQQvg7iP6svr4eJpMJVqsVISFtf81HRBSIZFlGcX4JGusd0AfrkDg6HkqlsvMTiYh6QXfyNc78EhFRtykUCgwdk+DvMIiIuo1rfomIiIgoYDD5JSIiIqKAweSXiIiIiAIGk18iIiIiChhMfomIiIgoYAyI5Pf8+fNYuXIlkpOTodfrMXz4cKxduxYul6vD84QQWLduHeLi4qDX6zF79mycOnWqj6ImIiIiov5mQCS/+fn5kGUZr732Gk6dOoWXXnoJW7duxZNPPtnheS+88AI2bdqEzZs34+jRo4iNjcX8+fNhs9n6KHIiIiIi6k8G7CYX//mf/4lXX30V586d8/m+EAJxcXFYs2YNHn/8cQCA0+lETEwMNmzYgPvvv79L1+EmF0RERET9W3fytQEx8+uL1WpFeHh4u+8XFRWhvLwcCxYsaDmm1Woxa9YsHDx4sN3znE4n6uvrW72IiIiIaHAYkMnv2bNn8corr2D16tXttikvLwcAxMTEtDoeExPT8p4v69evh8lkanklJHAHIyIiIqLBwq/J77p16yBJUoevnJycVueUlpZi4cKFWLZsGe67775OryFJUquvhRBtjl3pV7/6FaxWa8uruLj46m6OiIiIiPodlT8v/tBDD+HOO+/ssE1SUlLLn0tLSzFnzhxMnToVr7/+eofnxcbGAmieATabzS3HKysr28wGX0mr1UKr1XYheiIiIiIaaPya/EZGRiIyMrJLbUtKSjBnzhxkZGQgOzsbCkXHk9bJycmIjY3Frl27kJ6eDgBwuVzYt28fNmzYcM2xExEREdHA49fkt6tKS0sxe/ZsJCYm4sUXX0RVVVXLe5dneAEgNTUV69evx9KlSyFJEtasWYPnn38eI0eOxMiRI/H888/DYDDgrrvu6vK1LxfD4INvRERERP3T5TytK0XMBkTyu3PnThQWFqKwsBBDhgxp9d6VN1lQUACr1dry9WOPPQaHw4EHH3wQFosFU6ZMwc6dO2E0Grt87cs1gfngGxEREVH/ZrPZYDKZOmwzYOv89hVZllFaWgqj0djhg3LXor6+HgkJCSguLmYt4SuwX9rHvvGN/dI+9o1v7Jf2sW98Y7+0z599I4SAzWZDXFxcp0tjB8TMrz8pFIo2s829JSQkhH+RfGC/tI994xv7pX3sG9/YL+1j3/jGfmmfv/qmsxnfywZknV8iIiIioqvB5JeIiIiIAgaT335Aq9Vi7dq1rC/8PeyX9rFvfGO/tI994xv7pX3sG9/YL+0bKH3DB96IiIiIKGBw5peIiIiIAgaTXyIiIiIKGEx+iYiIiChgMPklIiIiooDB5LePnT9/HitXrkRycjL0ej2GDx+OtWvXwuVydXieEALr1q1DXFwc9Ho9Zs+ejVOnTvVR1H3nueeew7Rp02AwGBAaGtqlc+655x5IktTqlZmZ2buB9rGr6ZdAGTMWiwXLly+HyWSCyWTC8uXLUVdX1+E5g3HMbNmyBcnJydDpdMjIyMDf//73Dtvv27cPGRkZ0Ol0GDZsGLZu3dpHkfa97vTN3r1724wNSZKQn5/fhxH3vv3792PJkiWIi4uDJEn4+OOPOz0nUMZMd/smUMbM+vXrMWnSJBiNRkRHR+MHP/gBCgoKOj2vP44bJr99LD8/H7Is47XXXsOpU6fw0ksvYevWrXjyySc7PO+FF17Apk2bsHnzZhw9ehSxsbGYP38+bDZbH0XeN1wuF5YtW4YHHnigW+ctXLgQZWVlLa+//vWvvRShf1xNvwTKmLnrrrtw/PhxfPbZZ/jss89w/PhxLF++vNPzBtOYeffdd7FmzRr8+te/Rm5uLmbMmIGsrCxcvHjRZ/uioiIsWrQIM2bMQG5uLp588kk88sgj+OCDD/o48t7X3b65rKCgoNX4GDlyZB9F3DcaGxsxfvx4bN68uUvtA2nMdLdvLhvsY2bfvn346U9/isOHD2PXrl3weDxYsGABGhsb2z2n344bQX73wgsviOTk5Hbfl2VZxMbGit/85jctx5qamoTJZBJbt27tixD7XHZ2tjCZTF1qu2LFCnHrrbf2ajz9RVf7JVDGTF5engAgDh8+3HLs0KFDAoDIz89v97zBNmYmT54sVq9e3epYamqqeOKJJ3y2f+yxx0RqamqrY/fff7/IzMzstRj9pbt9s2fPHgFAWCyWPoiufwAgPvroow7bBNKYuVJX+iYQx4wQQlRWVgoAYt++fe226a/jhjO//YDVakV4eHi77xcVFaG8vBwLFixoOabVajFr1iwcPHiwL0Ls9/bu3Yvo6GiMGjUKq1atQmVlpb9D8qtAGTOHDh2CyWTClClTWo5lZmbCZDJ1ep+DZcy4XC4cO3as1fcaABYsWNBuHxw6dKhN+5tuugk5OTlwu929Fmtfu5q+uSw9PR1msxnz5s3Dnj17ejPMASFQxsy1CLQxY7VaAaDD/KW/jhsmv3529uxZvPLKK1i9enW7bcrLywEAMTExrY7HxMS0vBfIsrKy8Pbbb2P37t3YuHEjjh49irlz58LpdPo7NL8JlDFTXl6O6OjoNsejo6M7vM/BNGaqq6vh9Xq79b0uLy/32d7j8aC6urrXYu1rV9M3ZrMZr7/+Oj744AN8+OGHSElJwbx587B///6+CLnfCpQxczUCccwIIfDoo49i+vTpSEtLa7ddfx03TH57yLp163wueL/ylZOT0+qc0tJSLFy4EMuWLcN9993X6TUkSWr1tRCizbH+6Gr6pjvuuOMOLF68GGlpaViyZAk+/fRTnD59Gjt27OjBu+h5vd0vQGCMGV/309l9DtQx05Hufq99tfd1fDDoTt+kpKRg1apVmDBhAqZOnYotW7Zg8eLFePHFF/si1H4tkMZMdwTimHnooYdw4sQJ/PGPf+y0bX8cNyq/XXmQeeihh3DnnXd22CYpKanlz6WlpZgzZw6mTp2K119/vcPzYmNjATT/BGU2m1uOV1ZWtvmJqj/qbt9cK7PZjKFDh+LMmTM99pm9oTf7JVDGzIkTJ1BRUdHmvaqqqm7d50AZM75ERkZCqVS2mcns6HsdGxvrs71KpUJERESvxdrXrqZvfMnMzMRbb73V0+ENKIEyZnrKYB4zDz/8MP7yl79g//79GDJkSIdt++u4YfLbQyIjIxEZGdmltiUlJZgzZw4yMjKQnZ0NhaLjCfjk5GTExsZi165dSE9PB9C8lm3fvn3YsGHDNcfe27rTNz2hpqYGxcXFrZK+/qg3+yVQxszUqVNhtVpx5MgRTJ48GQDw1VdfwWq1Ytq0aV2+3kAZM75oNBpkZGRg165dWLp0acvxXbt24dZbb/V5ztSpU7F9+/ZWx3bu3ImJEydCrVb3arx96Wr6xpfc3NwBOTZ6UqCMmZ4yGMeMEAIPP/wwPvroI+zduxfJycmdntNvx42/nrQLVCUlJWLEiBFi7ty54tKlS6KsrKzldaWUlBTx4Ycftnz9m9/8RphMJvHhhx+KkydPih/+8IfCbDaL+vr6vr6FXnXhwgWRm5srnn76aREcHCxyc3NFbm6usNlsLW2u7BubzSZ+8YtfiIMHD4qioiKxZ88eMXXqVBEfHz+o+qa7/SJE4IyZhQsXiuuuu04cOnRIHDp0SIwbN07cfPPNrdoM9jHzzjvvCLVaLd58802Rl5cn1qxZI4KCgsT58+eFEEI88cQTYvny5S3tz507JwwGg/j5z38u8vLyxJtvvinUarV4//33/XULvaa7ffPSSy+Jjz76SJw+fVp888034oknnhAAxAcffOCvW+gVNput5d8RAGLTpk0iNzdXXLhwQQgR2GOmu30TKGPmgQceECaTSezdu7dV7mK321vaDJRxw+S3j2VnZwsAPl9XAiCys7NbvpZlWaxdu1bExsYKrVYrZs6cKU6ePNnH0fe+FStW+OybPXv2tLS5sm/sdrtYsGCBiIqKEmq1WiQmJooVK1aIixcv+ucGekl3+0WIwBkzNTU14u677xZGo1EYjUZx9913tyk5FAhj5r//+7/F0KFDhUajERMmTGhVfmjFihVi1qxZrdrv3btXpKenC41GI5KSksSrr77axxH3ne70zYYNG8Tw4cOFTqcTYWFhYvr06WLHjh1+iLp3XS7P9f3XihUrhBCBPWa62zeBMmbay12u/H9noIwbSYjvVh4TEREREQ1yrPZARERERAGDyS8RERERBQwmv0REREQUMJj8EhEREVHAYPJLRERERAGDyS8RERERBQwmv0REREQUMJj8EhEREVHAYPJLRERERAGDyS8RkR/cc889kCSpzauwsLBHPn/btm0IDQ3tkc+6Wvv378eSJUsQFxcHSZLw8ccf+zUeIiKAyS8Rkd8sXLgQZWVlrV7Jycn+DqsNt9t9Vec1NjZi/Pjx2Lx5cw9HRER09Zj8EhH5iVarRWxsbKuXUqkEAGzfvh0ZGRnQ6XQYNmwYnn76aXg8npZzN23ahHHjxiEoKAgJCQl48MEH0dDQAADYu3cvfvzjH8NqtbbMKK9btw4AfM7AhoaGYtu2bQCA8+fPQ5IkvPfee5g9ezZ0Oh3eeustAEB2djZGjx4NnU6H1NRUbNmypcP7y8rKwrPPPovbbrutB3qLiKhnqPwdABERtfb555/jRz/6EV5++WXMmDEDZ8+exU9+8hMAwNq1awEACoUCL7/8MpKSklBUVIQHH3wQjz32GLZs2YJp06bht7/9LZ566ikUFBQAAIKDg7sVw+OPP46NGzciOzsbWq0Wb7zxBtauXYvNmzcjPT0dubm5WLVqFYKCgrBixYqe7QAiol7E5JeIyE8++eSTVklpVlYW/vSnP+G5557DE0880ZJUDhs2DM888wwee+yxluR3zZo1LeclJyfjmWeewQMPPIAtW7ZAo9HAZDJBkiTExsZeVWxr1qxpNWP7zDPPYOPGjS3HkpOTkZeXh9dee43JLxENKEx+iYj8ZM6cOXj11Vdbvg4KCgIAHDt2DEePHsVzzz3X8p7X60VTUxPsdjsMBgP27NmD559/Hnl5eaivr4fH40FTUxMaGxtbPudaTJw4seXPVVVVKC4uxsqVK7Fq1aqW4x6PByaT6ZqvRUTUl5j8EhH5SVBQEEaMGNHmuCzLePrpp32uldXpdLhw4QIWLVqE1atX45lnnkF4eDgOHDiAlStXdvpwmiRJEEK0OubrnCsTaFmWAQBvvPEGpkyZ0qrd5TXKREQDBZNfIqJ+ZsKECSgoKPCZGANATk4OPB4PNm7cCIWi+bnl9957r1UbjUYDr9fb5tyoqCiUlZW1fH3mzBnY7fYO44mJiUF8fDzOnTuHu+++u7u3Q0TUrzD5JSLqZ5566incfPPNSEhIwLJly6BQKHDixAmcPHkSzz77LIYPHw6Px4NXXnkFS5YswZdffomtW7e2+oykpCQ0NDTgiy++wPjx42EwGGAwGDB37lxs3rwZmZmZkGUZjz/+ONRqdacxrVu3Do888ghCQkKQlZUFp9OJnJwcWCwWPProoz7PaWhoaFW3uKioCMePH0d4eDgSExOvrZOIiK4SS50REfUzN910Ez755BPs2rULkyZNQmZmJjZt2oShQ4cCAK6//nps2rQJGzZsQFpaGt5++22sX7++1WdMmzYNq1evxh133IGoqCi88MILAICNGzciISEBM2fOxF133YVf/vKXMBgMncZ033334Xe/+x22bduGcePGYdasWdi2bVuHdYlzcnKQnp6O9PR0AMCjjz6K9PR0PPXUU1fbNURE10wS31/8RUREREQ0SHHml4iIiIgCBpNfIiIiIgoYTH6JiIiIKGAw+SUiIiKigMHkl4iIiIgCBpNfIiIiIgoYTH6JiIiIKGAw+SUiIiKigMHkl4iIiIgCBpNfIiIiIgoYTH6JiIiIKGD8f6ZV5C6FUQ6JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 15\n",
    "# Develop a Python program to implement DBSCAN using the sklearn library. Use a 2D dataset (ex. make_moons) for clustering.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.datasets import make_moons\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Generate synthetic dataset (moons shape)\n",
    "X, _ = make_moons(n_samples=300, noise=0.1, random_state=42)\n",
    "\n",
    "# Standardize the dataset\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "# Apply DBSCAN clustering\n",
    "dbscan = DBSCAN(eps=0.2, min_samples=5)\n",
    "labels = dbscan.fit_predict(X_scaled)\n",
    "\n",
    "# Plot the DBSCAN clusters\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(X_scaled[:, 0], X_scaled[:, 1], c=labels, cmap='viridis', s=50, alpha=0.7)\n",
    "plt.title('DBSCAN Clustering on make_moons Dataset')\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 16\n",
    "# Generate a random dataset with 5 columns and use 3rd and 4th column as data to implement DBSCAN. \n",
    "# Consider eps=5 and minPts=5.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Generate random dataset (100 samples, 5 columns)\n",
    "np.random.seed(42)\n",
    "data = np.random.randint(0, 100, size=(100, 5))\n",
    "\n",
    "# Extract 3rd and 4th columns for clustering\n",
    "X = data[:, 2:4]\n",
    "\n",
    "# Standardize the dataset\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "# Apply DBSCAN clustering\n",
    "dbscan = DBSCAN(eps=5, min_samples=5)\n",
    "labels = dbscan.fit_predict(X_scaled)\n",
    "\n",
    "# Plot the DBSCAN clusters\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(X[:, 0], X[:, 1],c=labels, cmap='viridis', s=50, alpha=0.7)\n",
    "# plt.scatter(X[labels==-1,0],X[labels==-1,1],s=20,color='black')\n",
    "# plt.scatter(X[labels==0,0],X[labels==0,1],s=20,color='blue')\n",
    "# plt.scatter(X[labels==1,0],X[labels==1,1],s=20,color='red')\n",
    "# plt.scatter(X[labels==2,0],X[labels==2,1],s=20,color='grey')\n",
    "# plt.scatter(X[labels==3,0],X[labels==3,1],s=20,color='green')\n",
    "plt.title('DBSCAN Clustering using 3rd and 4th Columns')\n",
    "plt.xlabel('Feature 3')\n",
    "plt.ylabel('Feature 4')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         Frequency_of_Purchases  Avg_Transaction_Amount\n",
      "Cluster                                                \n",
      "0                          24.4                  240.85\n"
     ]
    }
   ],
   "source": [
    "# 17\n",
    "# Use DBSCAN to cluster customers based on their purchasing behaviour \n",
    "# (ex. frequency of purchases, average transaction amount)(Generate random dataset with min. 100 customers). \n",
    "# Develop a program that analyses the clusters to identify different customer segments for targeted marketing\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Generate random dataset for 100 customers\n",
    "np.random.seed(42)\n",
    "data = {\n",
    "    \"CustomerID\": np.arange(1, 101),\n",
    "    \"Frequency_of_Purchases\": np.random.randint(1, 50, 100),  # Number of purchases\n",
    "    \"Avg_Transaction_Amount\": np.random.randint(10, 500, 100)  # Average amount spent\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# Extract relevant features for clustering\n",
    "X = df[[\"Frequency_of_Purchases\", \"Avg_Transaction_Amount\"]]\n",
    "\n",
    "# Standardize the dataset\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "# Apply DBSCAN clustering\n",
    "dbscan = DBSCAN(eps=1, min_samples=5)\n",
    "df[\"Cluster\"] = dbscan.fit_predict(X_scaled)\n",
    "\n",
    "# Plot the clusters\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(df[\"Frequency_of_Purchases\"], df[\"Avg_Transaction_Amount\"], c=df[\"Cluster\"], cmap='viridis', s=50, alpha=0.7)\n",
    "plt.xlabel(\"Frequency of Purchases\")\n",
    "plt.ylabel(\"Average Transaction Amount\")\n",
    "plt.title(\"DBSCAN Clustering of Customers\")\n",
    "plt.colorbar(label=\"Cluster\")\n",
    "plt.show()\n",
    "\n",
    "# Analyze customer segments\n",
    "cluster_summary = df.groupby(\"Cluster\")[[\"Frequency_of_Purchases\", \"Avg_Transaction_Amount\"]].mean()\n",
    "print(cluster_summary)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 18\n",
    "# Generate a data frame containing two features(Spending,features) for 100 data. \n",
    "# Apply DBSCAN and do parametric analysis for eps value and show the impact on the performance of model via graph.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Generate random dataset with 100 data points\n",
    "np.random.seed(42)\n",
    "df = pd.DataFrame({\n",
    "    \"Spending\": np.random.randint(10, 500, 100),\n",
    "    \"Features\": np.random.randint(1, 50, 100)\n",
    "})\n",
    "\n",
    "# Extract features for clustering\n",
    "X = df[[\"Spending\", \"Features\"]]\n",
    "\n",
    "# Standardize the dataset\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "# Different epsilon values for analysis\n",
    "eps_values = [0.5, 1, 2, 5]\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "for i, eps in enumerate(eps_values, 1):\n",
    "    dbscan = DBSCAN(eps=eps, min_samples=5)\n",
    "    labels = dbscan.fit_predict(X_scaled)\n",
    "    \n",
    "    # Plot clustering result\n",
    "    plt.subplot(2, 2, i)\n",
    "    plt.scatter(df[\"Spending\"], df[\"Features\"], c=labels, cmap='viridis', s=50, alpha=0.7)\n",
    "    plt.xlabel(\"Spending\")\n",
    "    plt.ylabel(\"Features\")\n",
    "    plt.title(f\"DBSCAN Clustering (eps={eps})\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vb/VGGhMTw8UXX0xxcTF33nknBQUFDBgwAKPRCDQfFZo1axY6nY68vLwfNK38VLFYLOTk5LBw4UKeeOKJpinoDQ0NLe4y05J+/fq1mLyec845fPbZZ2RnZxMbG3vC4yxYsIDHH3+8aQTNbrfzySefMGnSpBYLanbr1o1f/epXLFu2jNWrVzc9/otf/IJzzjnnhO937L/Jj3Xo0CE0Gg19+/b9SccRQggROpI/HU/yp5Mj+dO3jnVIHTp0iCVLljB8+PA2Xy/5kwgH0iklxE+0a9eupvXlFRUVrFy5kldeeQWtVsuHH35IYmJis9ds3ry5KaEpLy/n5ZdfZt++ffzmN79puonNmjWLjIwM5s6dS79+/QgGg2zbto0nn3wSq9XKHXfc0XS8v//97xw6dIjrrruOxYsXc8EFF5CcnExVVRVLlizhlVde4d133yU9PZ2PPvqIWbNmcd5557V4Pv/4xz94/fXXeeSRR1qdqtyjRw9uueWWpm2CT+TY72LmzJmMGzeOW265hWnTpmGxWDh8+DDvv/8+n3zyCbW1ta0e4+qrr+aqq67i1ltv5aKLLuLw4cPMmzev2e937ty5DBo0iJycHBITEzl8+DBPPfUUWVlZ9O7dG6BpScDTTz/Ntddei16vp2/fvnTv3p0HH3yQe++9l0OHDjF79mxiY2MpLy9nw4YNWCyWk04kf6wHH3yQs88+m1mzZnHHHXcQCAR4/PHHsVqtLY7gfd/UqVN5+eWXOXDgAH369DnuuEuWLGH8+PHcfvvt9O3bF7fbTUFBAZ999hnPPfccGRkZTe21Wi1nnnkmv/3tbwkGgzz22GPYbLam86+vr2fatGlcccUV9OvXj8jISDZu3Ni0+80xaWlpTV8AfojKysqmOg07d+4E4PPPPycxMZHExESmTJlyXPt169YxbNiwk0oYhRBChJ7kTycm+dPJk/ypsbNw1qxZbN26laeeegq/38+6deuank9MTGw2s0ryJxEWQlpmXYhO7NgOJ8d+DAaDmpSUpE6ZMkV9+OGH1YqKimavaWknjbi4OHXMmDHqyy+/fNyuGPPnz1evuOIKtXfv3qrValX1er3arVs39eqrr1b37NnT7Nh+v1997bXX1DPOOEONi4tTdTqdmpiYqM6ZM0d9++231UAgoD711FMqoC5cuLDV83ruuedUQP3ggw9UVT1+95jvqqysVKOiok5q95hj6urq1L/+9a/qiBEjjjunq666Sl29enWz3+13d3cJBoPqvHnz1J49e6omk0nNyclRv/rqq2a7xzz55JPq+PHj1YSEBNVgMKjdunVTb7jhBrWgoOC4WO655x41LS1N1Wg0KqB+/fXXTc8tXLhQnTZtmhoVFaUajUY1KytLvfjii9WlS5c2tbn22mtVi8XS4nm2tnvMbbfd1qxtS7vifPjhh+rgwYOb4n/00UfV22+/XY2NjW3lN/ut+vp61Wq1qvPmzWv2XGVlpXr77berPXr0UPV6vRoXF6eOHDlSvffee9WGhgZVVb/dPeaxxx5TH3jgATUjI0M1GAzq8OHD1cWLFzcdy+12q7/85S/VIUOGqFFRUarZbFb79u2r/uUvf1EdDscJ4zyRr7/+utWdZr7731tVG3fXiYiIUJ988smf/L5CCCHal+RPkj9J/tQ++dOxGFr7+f7vS/InES4UVW1lewshhBBhwefzMWzYMNLT0/nyyy9P2P7Xv/41y5YtY/fu3T+4bkNBQQE9evTg8ccf56677vqxIXeol156iTvuuIOioiIZ6RNCCCEEIPnTiUj+JMKFFDoXQogwc8MNN/Duu++yfPly5s+fz8yZM9m7dy9/+MMfTur19913H8XFxXzwwQftHGno+f1+HnvsMe655x5JqIQQQojTmORPJ0/yJxFOpKaUEEKEGbvdzl133UVlZSV6vZ4RI0bw2WefMWPGjJN6fXJyMm+99VabNSa6iqKiIq666ip+97vfhToUIYQQQoSQ5E8nT/InEU5k+Z4QQgghhBBCCCGE6HCyfE8IIYQQQgghhBBCdLiQdkrdf//9KIpy3E9KSkrT86qqcv/995OWlobZbGbq1Kns3r07hBELIYQQQoSW5E9CCCGE6CpCPlNq4MCBlJaWNv3s3Lmz6bl58+bx97//nWeeeYaNGzeSkpLCmWeeid1uD2HEQgghhBChJfmTEEIIIbqCkBc61+l0x43uHaOqKk899RT33nsvF154IQCvvfYaycnJvP3229x8880ndfxgMEhJSQmRkZE/eGtPIYQQQohj5TejoqLCJpdo7/wJJIcSQgghxI+nqip2u520tDQ0mtbnQ4W8U+rgwYOkpaVhNBoZM2YMDz/8MD179iQ/P5+ysjJmzpzZ1NZoNDJlyhTWrFnTalLl8XjweDxN/y4uLmbAgAHtfh5CCCGE6Nrq6+uJiooKdRjAqc+fQHIoIYQQQpx6RUVFZGRktPp8SDulxowZw+uvv06fPn0oLy/noYceYvz48ezevZuysjKgcWvO70pOTubw4cOtHvORRx7hgQceaPZ4UVFR2CSSQgghhOg8bDYbmZmZoQ6jSXvkTyA5lBBCCCFOnWP5U2RkZJvtQtopNWfOnKb/P3jwYMaNG0d2djavvfYaY8eOBWg2XVxV1TankN9zzz389re/bfr3sV9EVFSUJFRCCCGE6PTaI38CyaGEEEIIceqdKP8IeaHz77JYLAwePJiDBw821Uk4NuJ3TEVFRbPRv+8yGo1NyZMkUUIIIYTo6k5F/gSSQwkhhBCi44VVp5TH42Hv3r2kpqbSo0cPUlJSWLJkSdPzXq+X5cuXM378+BBGKYQQQggRPiR/EkIIIURnFdLle3fddRdz586lW7duVFRU8NBDD2Gz2bj22mtRFIU777yThx9+mN69e9O7d28efvhhIiIiuOKKK0IZthBCCCFEyEj+JIQQQoiuIqSdUkeOHOHyyy+nqqqKxMRExo4dy7p168jKygLgD3/4Ay6Xi1tvvZXa2lrGjBnDl19+ecJCWUIIIYQQXZXkT0IIIYToKhRVVdVQB9GebDYb0dHRYbWNsxBCCCE6j9M1lzhdz1sIIYQQP93J5hFhVVNKiI7SxftihRBCCCHaheRQQgghTqWQLt8ToiM57S42frGNtR9vpLywCoNJz5ApAxh3Tg49h2SFOjwhhBBCiLCUt72AdZ9sYsfKvfjcPpKyEhl/bg45s4YREWkOdXhCCCE6MemUEqeFiqIq/vu718jfVYRGq2CymPA4PCx9fQVrFm7k3FtnMfPaqSiKEupQhRBCCCHCgqqqfPHyVyx67kucdhdmqxmNVkPulkMc3JTHivfX8csnryEhPT7UoQohhOikpFNKdHlet5cX/vAGh3YcJqV7EjrDtx97VVWpLa/nw6c/Iy4lhlGzh4cwUiGEEEKI8LHhsy0s/Nfn6I060nunfmfwLhqf10/utnxe+OOb3PXyregN+pDGKoQQonOSmlKiy9uxYi/5OwtJ6pZ4XIcUgKIoxKXE4PP5WPrmCqmTIIQQQggBBINBlryxgoA/QGxyTLPZ5HqDjuTMBPK2FbBz5b4QRSmEEKKzk04p0eVtXrKdYDCIwdT6CF5sYjSH9xyhcO+RDoxMCCGEECI8Fewq4sj+EmKSolttYzAbCAaCbFmyvQMjE0II0ZVIp5To8mrL6k44pdxgNuDz+LHXNHRQVEIIIYQQ4cte24DP68NoNrTZTmfQUVNe1zFBCSGE6HKkU0p0eZboCPw+f5tt/L4AWr0WY4Sxg6ISQgghhAhfpggjGq0Wv/fEOZQlKqKDohJCCNHVSKeU6PKGTBmIqqoE/IFW29RX2kjulkD3QZkdGJkQQgghRHjqMSSLxMx46qpsrbbx+xpzq6FTB3ZUWEIIIboY6ZQSXV7OzCEkdUuk/HAlwWDzQuYOmxO/z8/kS8bJzjFCCCGEEIDBqGfyxePwe/04ba5mzweDQcoLK0nunsiIGUNCEKEQQoiuQDqlRJdnibbw879eRmxyDCW5pdSW1+FqcOOod1J6qBxbdQMTLxjDGZdPDHWoQgghhBBhY/qVExl/3ijqq+2U5pfjqHfianBTW15HcW4Z8SmxXP/Q5UREmkMdqhBCiE5KF+oAhOgIfUf14jfP38w3/1vDpi+24ah3otFqyB7WnUkXjWXc3By0Om2owxRCCCGECBt6g57rHryMPiOzWfnBOopzywgGgpitJmZdMJqpP5tAas/kUIcphBCiE1NUVW2+nqkLsdlsREdHU19fT1RUVKjDEWHAYXNiq7KjN+qIT4tDUZRQhySEECKMna65xOl63qJlwWCQ6pJa/F4/0YlRMjtKCCFEm042j5CZUuK0Y4mKkF1ihBBCCCF+AI1GQ2JGfKjDEEII0cVIp5QQQoiTUl9lY9Pi7RTnlqIoCum9U8mZOZSo+MhQhyaEEEIIEZaCwSD7N+axa+VeHPVOLDEWhkzuT++RPdFopMSzENIpJYQQok2qqvLV26v45LnF1FfZgcZV3woKnzy7mPN/NYfJl4yTpbBCCCGEEN9RVVzNK/e9S+7WfLxuL4pGQQ2qLH1jOb1H9uT6v11OXEpsqMMUIqSkU0oIIUSblv9vDf97/CM0Wg1pPZPRaBtH9QKBIDWltbzz6Ido9VomXjAmxJEKIYQQQoQHe20Dz/7mVQ7tOEx8WhxmqwloHOxzOzzsXr2P5373Gnf85yYs0ZYQRytE6Mh8QSGEEK1y2l18+sJSFEUhIT2uqUMKQKttrC8SDAT55LkvcTs9IYxUCCGEECJ8rPloI/k7C0npntTUIQWgKApmq4nk7knkbs1n/adbQhilEKEnnVJCCCFate2rXdSU1hKbEtNqm7jUWKqO1LBzxZ6OC0wIIYQQIkwFAgFWfbgevVGPztDy4iS9QYdWp2XVh+tRVbWDIxQifEinlBBCiFZVHqkGQKfXttpGb9CBqlJRWNVRYQkhhBBChC1HvZO68noiosxttrNERVBVXIPb4e6gyIQIP9IpFYZUVcXlcOO0u6TX/Cfyur04bE4CgUCoQxGiU9IcLch5Iioct7RPiFNNVVWcdhcuh1vujaJVAX8AR70Dn9cX6lA6tUAggMPmxOv2hjoUITolrVaDoigET5BDBYMqiqJIDiXalc/rw1HvIOAPz+/EUug8jPi8PjZ+sY3VCzdQtK8EUEnqlsDEC8Yw5pyRmC2mEx5DNH5x2blyL2s+2sje9QcIBlSi4qyMP28U488bRWxyTKhDFKLTyBqYiVavxePyYjQbWmzjdrjRGXRkDczs4OjE6cBpd7Fu0WZWf7j+6Mw9hW7905l04RhGzhyKTi+pjIDi3FLWfLSR9Z9tweP0otNrGTFjCBPOH03PIVmhDq/TqK2oZ+3Hm1i9cAP2ajuKVqFvTi8mnD+aIVMGyC6rQpykiKgIMvuns29DLlFx1lbbOeocDJ7cH6PZ2IHRidNF7rZ8Vi/cwLavduH3BTBbTYw5ewTjzxtFao/kUIfXRFG7+HCjzWYjOjqa+vp6oqKiQh1Oq9xODy//39tsWboDFbBGR6AoCg31TtRAkH5jenPzE9cQFR8Z6lDDmqqqfPDUIpa+vgKvx4sl2oJWp8Hd4MHj9pKWncIvn7yGzL7poQ5ViE4h4A/w10v/TuHeI6RlpzT7QqIGVUryyug5tDv3vHU7Wm3ry/yE+KFqK+r57+9e48DmQ2h1GixREaiqiqPeAYrC6DnDue7ByzCYWu4wPVU6Sy5xqnWW896xYg+v/Old6srrMEeaMZj0+L1+HDYn1mgLl/7xfNkd9CQcOVjKf3/3GkcOlGIw6zFbTQQDQRrqnOgNOqZfNYmLfzsXjUZmdAhxMtZ+somX/u9tohMiiYhsvozPYXNir27gF09cw6hZwzo+QNGlfTN/Ne/9/ROc9U4s0RZ0Bi1elw9Xg4u41Fiu/9sVDBzft11jONk8Qu4qYWLhPz9j4+JtxCRFk9Yzmaj4SCLjrKT2SCIhI57da/bzxoPvyZKFE1j14QYWv/I1BrOB9F6pxCRGERlrJTEzntQeSZTklfHCH9/EJeu2hTgpWp2Wy+++gOiEKIoPluK0NS4rVlUVh81JcW4psSkxXHb3+dIhJU4pVVV5/S/z2b8hl6TMeFK6JxEZZyUqPpLUninEJESx7pPNfPzs4lCHKkKorKCCV//8LvZqO+m9U4lPjSUy1kpscgzpvVLxef28++iHHNicF+pQw5rH5eHFu9/kyMFSUnsmkZSZQGSsleiEKNJ7pWCymvjyteWsfH9dqEMVotMYNXsYY+YMp7asjurS2qalU35fgOqSWuoq6hl3bg4jpg8OcaSiq9mz7gDvPfExQX+Q9N6pxCZHExlrJT4tlvReqdRV1PPKfW9TVVwd6lAB6ZQKC7UV9az9ZBPW6Ijjtgs9xmDSE5scze7V+yncVxyCCDuHgD/A1++sAhWiE5rPKNPqtKRkJVJ8sIxtX+0KQYRCdE59R/XitqevZ8C4vjhsTkpyyyjJLcNldzNwQj9ue/p6eg3rEeowRRdzaMdh9q4/SFxqLHqjvtnz5kgz5kgzqxduxF7bEIIIRThY8/FGasvqSeme1Gwmp6IoJKTH4bC5WPmBdKa0Zfs3eyjaV0xytwS0uuYDDFFxVhRF4et3V4VtTRIhwo1Or+Pav17GubfNxmw1UX64kuKDpVQUVmKJNnP+r87i6r9c0uLfnBA/xYr31uJscBOfFtv83qhRSOmRTHVJLes/3RKiCI8nhRjCwO7V+7DXOkjtkdRqG0t0BHUVNnau2EtW/4wOjK7zOLznCCW5ZcQktT41sHFLVpUtS3cwbm5OxwUnRCfXa3gP7nr5Vgp2FVKcW4aiKKT1SqH7wEypMSLaxY7le/A4PSSkx7XaJjohkrKCSvas2c+Ys0d2YHQiHKiqyobPtmKyGFE0LV+HFEUhMsbC9uV7cNicWKIiOjjKzmHrVztRVbXFDuBjYpKiKD1UQf7OQnoNl4EIIU6Gwajn/F/N4cyrJ7N3fS5OmxNLdAT9x/ZpcUmfED9VfZWN3Wv2Nw0mtESjUTCYDaz/dAtn/+LMDo6wOemUCgNOmwuFtneuUhQFRQGnzdlxgXUyTrsLn9ffZkIFjaMW9hoZVRfih1IUhR6Ds+gxWIoGi/bntLtAUdrs9NTqtChK49bb4vTj9/lxNbhOeN/XG/W4HW5cdpd0SrXCVmU/4aYBBqMev6+xVpcQ4oexRFvImTk01GGI04DT7sLv9WOJbvt+ZzDqsdc2oKpqyAeYpVMqDJgjzahAMBBstWOqsYZLY9vOwFZjZ//GPLwuL5FxVvqN7tXuhWgjIs3oDFp8Hn+b02D9Pj+Rsa3vgiFOLVVVydteQMXhKhSNQtaADNKyU0IdlhAizB0bQT5WS9Fpc+FxeUGBCKsZk8VIwB/oVPdGcWrp9DrMFhP1VfY22/m8PrR6XYslEsKNqqrkbSugorAKjVZD1oAMUnu2/w5JkfFWAr62l+X5PI2/R5nd0XHstQ3s35iHx+nBGmuh/5je7Z5PCyE6t8bvxDp8Hh9mqwm/z09DnZNgIIhWr8UaY0Gr1eDz+IlOig55hxRIp1RYGDShL5GxFmzVdmKSolts47S5MFuNDJncv4Oj+2FcDjcf/+cL1i3aQn2lDVQVjVZDUlYi06+YxLTLJ7Tbri1ZAzJI75VC0f4SUiwtL4X0e/0ADJeCgh1i7/qDfPTvLyjYVdj4ZZLGC+WAcX248I6zOyTRFkJ0ToMn92fxq19TVVxLfWU9TruLYCAINM6QssZaiIg0E50QycAJ7bt7jAhPiqIw+qwRfPLs4lZHelVVpaHWwfjzR2OJtoQgypO3e81+Pv7PFxzefQSvu/GeaY40M3B8Xy6882xSurde5uGnGj5tEBs/39Y449zQ8teDukobqT2T6TG4W7vFIRq5HG4WPfclaz/eRN138unEzHjOuGIS06+cJLsgCiFaFJ0QRf+xvdn4+VYa6pzUltfh8/iBxvukwWQgPj0Wr8vHmDnDQx0uIIXOw0Jscgxjzh5JQ50Tt8PT7Hmv20dNWR0DxvelWxjXk3I7PTx/1+t88dLX+NxeUronkt47lYT0OKqLa3jnkQV8+M/P2m0HQa1Oy9RLJ6CqYKtuPmoaCAQpO1xJWq8Uhk8f1C4xiG/tWLGHZ3/zKgc25mKNjiC9VwrpvVLQG/VsXLyNp299geLc0lCHKYQIU9lDu5OYEU/hviPYaxvQ6bSYLMam+kG15XWU5JUzcEJfouKab24hTg/j5uYQkxRNWUFFs/xCVVWqi2swR5qZdNHYEEV4crZ+tZPnfvcaBzcfwhprIa1XCmm9UtAbdGz4fCv/vPUFSvPL2+39h04bRGbfVMoPV7ZYyNxe00AwEGTqpRNOuMxP/DRet5cX736Tz15Yhsd1fD5dW1bP/McW8v7fP5EduYUQrRp/3ijstQ5KD5UR8AcwRhgwWUwYTHq8Hi+Fe4vx+/2MPntEqEMFpFMqbFxwx1mMPHNIY5J9qAx7TQP22gbKCiqoPFJN/7G9ufrPl4TF9LrWrPxgHTuW7yEhI47Y5JimJXR6o56kbglEREWw9I0VHNxyqN1imHjhGGZeOxW3w0Nxbin1VTYaah1UHqmmNK+M1B5J3PjoVZitMvW8PbmdHt5+eAEOm5O0XimYI81H66IpRMZaSM9OobyggveflKRKCNEyr9uLy+FGb9ChKAo+rx+/L4DfGyDgC6DVatEZdNiq7HIdOY2l9kzm2gcuJTLGSvHBUmpKa2moc1BbXk9xbhlavZZL/3AefXOyQx1qq1wNLt59bCGuBlfjPdNq+vaeGWclvVcKJYfK+eAfi9otBlOEkRseuZK07BRKD5VTeaSahloH9VV2inPLcNpdzLh6MlN+Nq7dYhCNVi1Yz7Zlu0hIjyMu5fh8OjEzHkt0BF+9vYp9G3JDHKkQIlzVlNah0zfmScFAEL/Xj9/nx+cNoAZV9CY9Go2GmtK6UIcKyPK9sGG2mPjFE9ew4bMtrPpwAyUHS1GBzL5pTLxwLGPPGRnWa/j9Pj+rPliPVq/FFGFssU1UvJXi3DLWfrKJPiPbJznUaDRc8ru59BnZk9ULN7B/Ux5+n5/Y5GjGnzea8eeNIj41tl3eW3xr+9e7qCyqJjEzvsWOVI1WQ0xSNPs35lG0v4Ru/dJDEKUQIpxt+3o3tWX19BmZTUNtA9WltXg9fhTAEmMhLiUGnUFH7tYCCvcVy860p7Fh0waR8FIcqxduYOMXW/E4vegNOqZeOp4J54+m17Dw3ilu67JdVB2pJikzofV7ZmI0e9cdpDi3lPReqe0SR2bfdO566RbWfLSRVQs30FDTgKLRMGLGYCacP5ph0waF9eBoVxDwB1i5YD0anQaTpbV8OpIjB0tZ+/FG+o/p3cERCiHCXSAQYNWCdUTGWUntmUxNWR226sYBPJ1eQ0x6LHEpsVSV1LDmow1hcR2RTqkwYjDqmXjBGCacP7px1yFVxRxp7hRrxiuPVFN5pIqouNYLiCuKgtliYu+6g+0ai6IoDJs2iGHTBuFyuPF5fFiiItosfi5OrfxdRQSDgVbrUgBYoiOor7RRsKtQOqWEEM3k7ywkGAw2LdmLT487uqxIQavToCgKqqpSkltGwa4i6ZQ6zWX0SePSP5zPhXeejavBjSnC2GkKQufvKiQYCKJr455pjYlo+qy3V6cUNJaUOPsXZzL7+jNw2l3oDI3F5EXHqC6tpfxw5QmXJEdYTexd3775tBCic6ouqaW8oJLIOCuWqAisMRaCgWDjpmo6TVPfQkSkmX3rc2X3PdEyRVE63ZbFAX+w8QN9gg40jVZpsVZBezFbTJJMhUBjMeK2L26KooCiNBUuFkKI71KD6nFXEUVRmtWyObbESa4j4hi9QY8+Th/qMH6QYCAIJ/hCcOye2VE5lFanlZ2KQyAYCIKqomhO8HnQaI7uPhr6L5NCiPASDDR+L//uxBaNVoNGe/z3dEWj4O/A7+VtkU4pcUrEpcQQERmB0+5qdboxgKvBTe8RPds8lqqq5O8sZMPnWyjNr8Bg0NN7ZE9GzRlObCu7E4rwkpgRDzReFL9/ATzG4/Ki1WlIONpWCCG+KyEjDpUTX0c0Og2JGXEdG5wQp1BiRjyoKsFgsNXZ8W6HB51eS2JmQpvHctQ72LxkB7tW78Pj9BCfFsfIM4fSb0wvtFqZMR7uohOjiIiKOLrrduuDqi6Hmx6DM6VDSgjRTExSNJZoC456Z9vXEbuL7gPD4zoS/uvCRKcQEWlm9NkjcNY7Wx2x9rgatzced+6oVo/jcXl4+b53mHfdMyx+5Rv2rNnP1q928u6jH/LgxU+w9pNN7RK/OLVGnDmEyDhr4zbGLVBVlZrSWtJ7pYTFOmYhRPjJmTmUqJO4jqRlp9B/bJ8Ojk6IUydn1lCssVbqK5vvHAxHP+tltWT2TaNPTusDe3vW7ufBS57k1T/PZ9Pi7exZe5Cv313N07c8z79ue7HFnYlFeDFbTIw7Nwen3dXqrDivywsqjD9vdAdHJ4ToDEwRRsbOHYmr4QTXERQmnB8e1xHplBKnzLTLJpCanUzJoXK8bm/T46qq4rA5qSyqYtDEfgybNrDF16uqytsPL2D1gvWYrSbSe6eQ0j2J1J7JpPZMxmlz8eZf32fb17s66pTEjxSfGsuZV03G4/RQW15HMPjtzlgBf4DKomoMZgNzb5kltb6EEC2KTY5hxtVTvnMd+XbAQ64joitJSI9n+pWTcDnc1JbXo37vnllRWIXJYmr8rLcy26lgdxEv3P0WVSW1pHRPJL1XCindE8nonUpUfCTbvt7NC3e/ic/r66jTEj/SlJ+NJ713CqX5FUe/ODZSVRWnzUV5YRX9x/ZmxIzBIYxSCBHOpvxsPGm9UinNr2iaGAJHryP2xutIvzG9wuY6Isv3xCmTlJnALf+4jpfvfYei/SUEfH4UjaaxUG2EkRFnDuHaBy5ttfBo4d4jbPx8K1EJkVhjLMc9p9FqSMyMpySvnM9fWsaQKQM6RQH409lZv5hBUFVZ+sYKSnJLUTSNRYkVFGJTYrj4t3MZeebQUIcphAhjZ900HTWosuSN5ZTklh29jjRWrItNieGi35xDzky5jojOb+4vZ6KqKl+9tZLi794zFQ1xKTFccte5DJs2qNXXL31zBXXldaT3Tm22FMNsNZGYGc/etQfYuXIfI6aHx5cQ0bKEtDhu+cfPefnetynaW4z/aD6tBoMYzUaGTx/Mz/96GUZz6+UyhBCnt8bryHWtX0fOGMR1YXQdUVRVVU/crPOy2WxER0dTX19PVFRUqMM5Lfi8Pnav3s/uNftxNbiJSYxi2BmDyB7avc01qx88tYhFzy0hvXdKq+1cDW4aah3c9cqtYb/Fs2hUeaSajV9soyy/HI1OQ/cBmYycOVQKqAohTlpVceN1pPRQaK4jp2sucbqedyhVFFWx6YttlBVUoNFp6DEoi5yZQ7BEW1p9TW15HX8+fx6KohCd0PqubcW5ZeTMGsqt//h5e4QuTjG/z9+YT6/dj7PeSXRiNMPPGET2sLbzaSGEOMbv87N7TeP3cqfNRXRCFMOmDaTX8B4dch052TxCZkqJU05v0DNs2qA2R/RaUn64smmb79aYLEaqS2qpKa2DYT8tTtExEjPiOevG6aEOQwjRiSWkxzPnBrmOiK4vKTOBs26a8YNeU11ai8fpITYlps12RrOBsvyKnxCd6Eg6vY6hUwcydGrLZS+EEOJEdHodQ6cMZOiU8L6OSKeUCBsGo/6E23qrQRVFAZ1BPrqiYzUWmq3D7/UTlRCJ2dL6bhZdmc/ro7a8HkVRiE2ORqeXv0UhhAglnV6HRqM5YQ4VDAQxmPQdFJUQ33I1uLBVN6A36ohNjjltZ3rZqu047S4iosxExbU+q1GI0418mxBho09ONms/3kTAH2i1aK2t2k5knJUeg7t1cHTidBXwB1j7ySZWLljPkf0lqEEVc6SJseeMZPLF40jOSgx1iB2ioc7BivfXsfrD9dRW1AMQlxrLxPNHM+nisViiIkIcoRBCnJ7SeqUQnxZLVUkNpoiW64OoqorX7WPA+L4dHJ04nZXklbH8vTVs/HwbbocHRauQ1T+DSReNZfRZw1st3N/V7Fl3gBXvrWX3mv0EfH50Bh0DJ/Rj6s/G03dUr1CHJ0TISaVoETZGnjmEuLRYKoqqaKnUmc/rx17rIGfWMGKTokMQoTjd+H1+Xv3zu7z65/nkbc3HYNITEWnC3eDms+eX8vdfPEf+zsOhDrPd1VbU889bX+C9Jz+mqqQGs8WE2WKisrCK/z3+Ef/61Uuy1bgQQoSIwahn4oVj8Hn8uJ2eFttUl9ZijbUw7pycDo5OnK72b8rj7zc9x+JXv8Hr9hIRZcZg1LN/Yy4v3/s2b//tg1a3q+9Kvnp7Jc/86iXWf7YFjUYhIioCUFi3aDP/vO1FVry/NtQhChFy0iklwoYl2sKV915ERGQExQdLcdQ7CQaDBPwBasvrKcuvoNfwHpx766xQhypOE0vfWMGajzYSHR9Jas9krDEWzJFm4lJjSeuVQmVhFS/939u4HO5Qh9puVFXlrYfe5+CWQyRnJZKUmUBElJmIKDNJ3RJI7JbAvvUHefuRBaEOVQghTltnXDGRYdMGUlVcQ3VJDT6vn2BQxdXgpiSvDDWocuEdZ5PaMznUoYrTgL22gVfue4fa8jrSe6USmxyD2WrCGmMhLTsFa4yF5f9by4r314U61HZ1YHMeH/xjEaCS0TuVqPhIzFYT0QmRpPdKIegP8L/HP+LQjq4/wClEW6RTSoSVYdMGcdvTP2fIlAG4HW5KD1VQfrgKvUHHzOum8utnbiA6QXYAEu3P6/ay/P216I16IqLMzZ7XaDUkZyVSeqiCbV/tCkGEHaNofwl71hwgJikafQu13AxGPTFJUexcsZfSQ+UhiFAIIYTRbOSmeVdz3m2zscRYqCquofRQGQ21DrKHdufGR69i2mUTQh2mOE1s/nI7FYcrSc5KRKNpXj/KGmNBo9Ww/H+ru/RsqVUL1uNscBOXGtvsOUVRiE+Pw1HvZPXCDSGITojwITWlRNjpO6oXfXKyOXKghKriGrQ6Ld0HZhIVLwUBRcfJ236YqiPVxKU0TySO0Rl0qKrKjhV7GDe3ay6J2LNmPy6Hm7jUmFbbWGMslOSWsWv1PhmFF0KIEDFbTJz/qznMum4qedsP43X7iEmMovugTDQaGYcWHWfb17vQaDWt1ogFiE6IojS/gsN7jtBzSFYHRtcx3E4P25fvwRod0Wphd0VRsERHsGXZTi6/5wLZPEactuSTL8KSoihk9k0ns296qEMRpym3w03AHzjhTo9anRZHnaODoup4bocHRVHa3ClHURQUjYLb0XItEyGEEB3HbDUzaEK/UIchTmOOeucJO1h0Bh0BfxB3Fy2B4HV5CfgDLc4y/y6dXkfA58fj8kqnlDhtySdfCCFaYI2xoDfo8bq8mCwt72YEEPD5iflO4X1VVSnYVcihHYUE/AHi02IZPKk/BpOh2WtVVSVvewEFu4oIBoIkZMQzaGI/DMbw2bLbEhMBqkowqLY4BR8atxlXVYiMtXRwdKIz8/v87F13kNJD5Sgahcy+afTJyZYZHUII0cnFJEWfsE6S1+VFb9BhjbU2PeawOdm5Yi/1VTYMJgN9R2WTlp3S4usd9Q52rNhLfZUdo9lA/7G9SemedErP46cwWU0YzYYTDth53V6ssdZWd84UoiVVxdXsXnMAV4Mba0wEgyf179QlbqRTSgghWtBzSBbpvVMo2ldCSo+WkxyPy4tWp2XEjCEAHDlYyvzHPiR3awEeZ+MMIxSFpG7xnHXTmUy8YHTTjKPDe48w/7GFHNpxGK/L2zTbKDkrkXN+OZOx54xsc3ZSRxk6dSAf//sL7DUNRCe0vITWVm3HGmthyJQBHRyd6Ky2fb2LD//5GSV5ZQT9QVQaR82z+qdzyV3n0mdkdqhDFEII8SPlzBrGlqU78Xl86FsZaKurrKf3yGwy+6YRCARY/Mo3fPX2SmrL6wBQgyrmSDMDJ/Tlsj+e31ROIeAP8NkLS/lm/hrqKupBOdo2ysyQyQO47I/nh8WXc4NRz6jZw1j8ytfEJke3mNOpRzcjmH7V5DaXOgpxjMPm5P0nP2HTl9tx1DlQNErjwHCclQnnj+b8X81ucSA83MlwpBBCtECr03LGFZNAgbpKG6qqHve8z+unoqiKnkOzGDihL6WHynnm1y+xa9U+zJEm0nqlkNYrhcSMOKpLannzr+/x1durACjaX8y/f/0Se9cdwBId0dQ2Pj2OiqIqXr9/Pis/CI8daZIyExg1Zzj2mgZcDc2n2DvtLhrqnYyfm9Nm/S0hjtmydAcv3v0WRw6UEJscQ1qvFNJ7pRAVZyVvWwHP/uZVDmzOC3WYQgghfqShUweSNTCDssOV+H3HFzJXVZWasjr0Bj3Tr5wEwIKnPmXBU4tw1DtJ6pZIWnZjXqQ36tnw+Vaeuf1l6qsac7F3H1vIwmc+x9XgJrn70bbZKej1OtZ+vIl/3/Ey9tqGUJx2MxMvHEtMUjRl+RWowePzyGBQpbSggrjUWMafNypEEYrOxO308PzvX+eb+atRFEjNTiYtO4XUHkkEfAG+eGkZr/15fqfcPEA6pYQQohUTzh/N3F/OIuDzU5xbRk1pLXWVNkrzy6korKLXsB7c9NhV6A16Pvr3F5QVVJCWnYIl6tuilnqj/ujuMxo+fvYLqkpqWPD0Z1QcqSatVwoRkeamtgajnpTuSahB+PBfn2Ortofy9Jtccte5jJozjLpKG8V5ZdRW1FNbXk9xbhm2Kjvj5o7kwjvPDnWYohPwuDy89+THuJ1uUnsmYzR/O5pntjZ25tZX2njviY8JBoMhjFQIIcSPZYowctNjV9F9QAblhysoK6igrtJGdWktxQdLQVW54I6zyJk5lEM7DvPVO6uIiIogIT0Onb5xxpCiKETGWkjtnkT+jsMsfXMF+zfmsvL9dUTGWYlPi22aXaRoFCLjrKT0SOLg5kN88+7qUJ5+k4zeqVz318uISoikOLeUyiPV1FXaqDxSTUluGTGJUVz/tytI7SGbxIgTW/PRRnat3EdiZgLRCVFN5Q40Wg2xydHEpsSw4fOtbO2Eu4LL8j0hhGiFoijMvWUm/cb0Yu3HG9m5ah9+b4CeQ7oz4fzRjJo9jIhIM2UFFexatZeYhCg02pb7+uNSYijJK2fJa9+wf0MusUnRrdbOiUuLpexQOZsWb2ucrRViZouJX8y7mu3f7Gb1wg3k7yoCYPjobCacN5qhUwfKtHNxUrZ/s4eKwmoSM+NbXMqgKApxqbEU7i3mwKY8+o3uHYIohRBC/FSpPZK56+Xb2PD5VtYs3EBVSS0mi5EJ541i7Nwcsod2B2Ddos24HR7iU1ueba0z6DBbzaz9eBPVJTV43F4SM+NbbKs36DBFGFm1cAMzr5uK0Rz6Ok1Dpwzkj6/9mnWLNrPh8y046l1EJ0Qy5qwRjDlnJEmZCaEOUXQCgUCAVQvWodFpjhvQ+66ISDO1FfWsXriBnJlDOzjCn0Y6pYQQog2KotBnZDZ9RmY3LeH7/pfp4oOlOOpdpPdquRgnNI5iaLQK+zbm4na4iUuNabWtVqtBBQr3F5+KUzgldHodI88cysgzh7b6exDiRI7sL0FVg23uRmS2mqgpq6Nof4l0SgkhRCdmjbFwxuUTOePyia3mDnnb8jGaDW3mFJGxFmorbexddxBzG5vPAFhjrdRX2qgorAqbXbyTsxI577bZnHfbbFRVlfxJ/GC26gbKC6uwxrS9qZAlKoL8nYcJ+AOdasBYOqWEEOIktZZEBIMqKDT+nOD1auDkliQpCqgB9cQNQ0CSKfFjneySPAUgPD/+QgghfoS2cqgTZhWKAqp6tC7TiZKtxv9Rw/QeIjmU+DHUYBDUE39+FAVQaVYLN9xJp5T40QKBAPs35LLu0y0U7StGo1Hok5PN2HNG0q1/hlx0Rafj8/rYsXwP6z/bQsXhKgwmPYMn9WfM2SNI6pbY6utSeyRhtppw1DtbHcFQgyoBf5CeQ7KoKKrGZXcTEWVusW0wGEQNQmor2yCHgqqqHNxyiPWfbiZ/ZyEA2UO7M+ackWQP7S5/7+KkpPZMBhT8vkBT3ZDv87i8aHSaVne9FKIrqK2oZ9MX29iybAdOm4vY5BhGzxnO8OmDMFtbvjcIEc7KD1ey/tMt7Fq1F6/HR1K3BMaek8PgSf3QG1regQ8ga0AGhXuOtHlsR70DS1QEPYdmsXXZzhO0bczFEtLjftR5tAd7bQObFm9n85Lt2GsaiIqPJGfmUHJmDcUS3fbMFyEAohOiiEuJoaKwCkt0RKvtHPVO+o3ujU7fubp5wqbQ+SOPPIKiKNx5551Nj6mqyv33309aWhpms5mpU6eye/fu0AUpmridHl6+522euuUFVn2wjrJD5RQfLOOLl79i3rXP8PF/vuh0PbTi9FZXWc9Tv3yeZ3/zKpsWb6f8cCUFu4tY8PRnPHT5U6z6cH2rr03vnUrfnGzqKuqb7a7y7fFtWGIimH3DdLKHdqemrLbVv5G68noi4yyMmj3sVJzaT+bz+njroQ/4+03P8dU7qynJK6ckr5ylb63gyRue5d3HPuyUO32Ijjd8+mDiU2OpKa1t8XlVVakuqSEtO4UB4/p0cHSdl+RQncuu1ft4+PKnePvhBeRuzaeisIqdK/fw0v+9xWPXPkNJXlmoQxTiB1n5wTr+dvlTfPjPTzm85wjlBZVsWryd/9zxMk/f8gL1VbZWXzv2nBz0Jj2OemeLzwcCQRrqnYw6azhTfjYerV6H0+Zqua0/gNPmYuzckUREhkfnbu62fP52+VO88cD/2Lf+IBWFVexdd4DX/jKfh6/8J/m7CkMdougEtDotEy4Yg8/jw+f1t9jG4/QAChMuGN2xwZ0CYdEptXHjRp5//nmGDBly3OPz5s3j73//O8888wwbN24kJSWFM888E7s9PHakOp3Nf2whaz7ehDUmgvTeqSRkxJOYGU9671Q0Wg2LnlvC1++sCnWYQpwUv8/Pi3e/xe7V+4lLjSW9VwoJ6XEkZyWS3isFr9PLOw8vYMeKPS2+XlEUzr11FnEpsZTkl+N1eZueCwaC1JTW4na4OfPqyaR0T+K8X80mOiGK0kPleN2+prYBf4Cqkhq8Hh+zr5/eatHPjvbxv7/g63dWYbIYSe+VQmJGPIkZ8aT3SsVgNrD0jRV8+vzSUIcpOoGISDNzb5mJolGoKKw6bqtwn9dPWUEFZquZC24/q1PVQgglyaE6l8J9xbz0f29TU15HWnYyKd2TSEiPIy07haTMBA7vLuK/d71OQ50j1KEKcVK2fb2Ldx75EK/bS3qvVJK6JZCQHkd6rxTiUmLYtWofL/3f260OXvUdlc3Ys0dSV1FPfaWtsSTCUa4GN6V5ZaT3SmHGVZMZOL4vo2YPpaasjvoqe9NAoKqqjW0PlZPZL41pl03skHM/kYqiKl74wxtUFFaS0iOJ1J7JJKTHkdozmZQeSZTmlfH871+nupWBGiG+a9KFo8ke1p2yggocNmfT4LaqqthrHVQcqWbwpP6drsg5hEGnVENDA1deeSUvvPACsbHffgFTVZWnnnqKe++9lwsvvJBBgwbx2muv4XQ6efvtt0MYsSjJK2PD51uJirdiiTp++qCiKMQkRaPRafjy9eV4XJ4QRSnEydu9Zj/7N+aSmBnfbEcLRaOQkBGHy+Hhy9e+aXV2U4/BWdz85DVk9kmjpqyOIwdLKc4to/RQOXqjngtuP4tzfjkTgD4js7n5yWtJ65VCdUkNxbmNbcvyKzBZTFz827nMueGMdj/vk1FbUc+K99dhjjQRGWs9bpmeoihExVkxRRj5ev5qbDXyZVec2KSLxnLlvRcRGW+l/HAlxblljVtlF1WTkB7P9X+7nGHTBoU6zE5BcqjOZ/n/1lBXXkdq96Rmu7XqDDpSeiRTtK+YjV9sC02AQvwAqqry5avf4HZ6SEiPQ9Ecv5TfGGEkMSOevesOsHfdgRaPodFouPJPFzPz2qmoqkppXuM94cjBUuw1DfTJyea2p68nKTMBrU7LtQ9cyhlXTCQYCFJ8tG3xwTIaah30H9uHX/3zhrAZ1Fv14XoqCqtI7ZncbKBFq9OS2jOZsvxK1n68KUQRis7EEm3h1qevZ/i0Qbjsbkpyv/38+9xeJpw3ipseuxKDqeXd+cJZyBcb3nbbbZx99tnMmDGDhx56qOnx/Px8ysrKmDlzZtNjRqORKVOmsGbNGm6++eZQhCuArct24rQ5Se+d2mqb2OQYqo5Us3vNAUZMH9yB0Qnxw236YhsBfwBTRMs7ujR2tkZxaHsBRw6UtLqbS5+R2fzpf79l16p95O8sJOAPEJ8Wx4gZg4lOiDqubf8xvfnze79j58p9FOwqJBgIkpgRz/AZg4mKizzl5/hjbftqF/ZaB6lt1PeJToyirKCS7d/sYdKFYzowOtEZKYrCpIvGMnLmULYs3UFZfgUajYb0PqkMmzYwLLbw7iwkh+pcHPUONn+5HWuMpdmX92N0ei1anZY1H29k2mUTOjhCIX6Ywn3F5O8qJDYputXakiaLkUBJgI2LtzFoYv8W2xiMei67+wKmXzWZrct2Ul9lR2/U0W90L/rkZKPRfNuBazQbufrPlzDruqlsWbYLe7Udg9lA/7G96T2iZ9jUuPR5faz7ZDMmq+m4+L9Lo9VgjDCweuEG5tx4BlqtzBAWbYtNiub2/9xEwe4idq3ah7vBjSXGwpApA8ho47t5uAtpp9S7777L5s2b2bSpee9wWVnjevrk5OTjHk9OTubw4cOtHtPj8eDxfDs7x2ZrfQ2z+HHqKhp/p21d9PUGHWpQpb5Sfv8i/FUWV7dZhBPAFGGkvtJOfaWtzS2GdXodw6YNOqmZHnqDnhHTB4d1x+2xv+Hvj+h/l1anRflOWyFORkSkmYkXSCfmjyU5VOdjq27A4/K2WaQWwGgxUlVcI1vHi7BXX2nD6/YSlxLTZjudQUflkeoTHi8xI56Z1049qfdO6pbI7J9PO6m2oeCyu3HaXa0OeB5jijDiqHfgcXrDpg6WCG+KotBjUDd6DOoW6lBOmZB1ShUVFXHHHXfw5ZdfYjKZWm33/ZvxiW7QjzzyCA888MApi1M0ZzC1/eUdGrd3VVUVvTHkk/F+kqqSGuorbeiNetJ7pUiNky7KZDGdsFB3wB9Eo9WgD+GUWLfTQ+mhctSgSkJGXIfMqDKY9I3bMLdx7VWPPv/9a0NDnYOKwioUjUJK98ROuaOU3+enOLcMv9dPTFJ02CwJgMZaFbZqO6YII6nZyTLCehqRHKpz0pv0aLSak7jfBBpnU3XiDimvx0dpXhkBf5DYlBhik6JDHZJoB4bvfKbbGrwK+IOYLa1fq9qbqqpUFlVhq2nAZDGRlp3c6uylU+WH/L1rddrjvjOpqkpJXhmuBjfWGAvJWYmd8npQW15HTVkdOoOOtOzkEw4AdxSPy0PpoQqCgSAJ6XFExYfPCoXTVch6DDZv3kxFRQUjR45seiwQCLBixQqeeeYZ9u/fDzSO9qWmfjsVraKiotnI33fdc889/Pa3v236t81mIzMzsx3O4PTVZ1Q2X77+DR6Xt1n9nWPsNQ1YoiPoN7pXB0d3ahzccoilb65g9+r9eN1eNFoNyVmJTL54HJMvGRs2F1Vxagye2J8d3+wmGAi2mlTVV9mIT4ul+8CMDo6usXNn2VsrWfPRBuoqbKhAhNVEzqxhzDhaPL299BmVjcFswNXgbnUEz2lzYbIY6TsqG4DKI9UsfXM5Gz7fhqPeiQJExUcy7twcpl85qdlSxnDk9fhYPn8NKxeso6KwimAgiNFsYPDk/ky/cjLZQ7uHLLbda/az7O2V7N+Qi8/jQ6vTkt4rhcmXjGPCBaOlc+o0IDlU5xSfGkvWgAz2b8rDGtPyNvCqquJu8DD1Z52zrprb6eGrt1ex+sP1VJfUEgwGMVmMDJs2iOlXTSarf8ffQ0X7yRqYSVxKLPVVdhLS41psE/AHUIPBVpfutbddq/ay7K2VHNh8qOmemdEnlcmXjGfC+aParXPKbDHRb3QvNi3e3mbe47A5GX/eaPQGPaqqsm7RZr753xqK9h7B7wugN+jIHt6DMy6f2GnqLebvKmTpGyvYsWIPHqcHjUZDYmY8Ey4YwxmXTwhZzSNHvYNlb61i9UcbGnfMVsFsNTHyzCGcefUUUnu2fn8U7Stkhc6nT5/Ozp072bZtW9NPTk4OV155Jdu2baNnz56kpKSwZMmSptd4vV6WL1/O+PHjWz2u0WgkKirquB9xag0c35fMfulUHqkmGAg2e97n9WOrtjPsjEEkpMeHIMKfZsvSHfzrVy+y4bMt6PRaYpNjsMZYKD1UztsPL+DVP83H5/Wd+ECi08iZNZS41FjKCytbLGTudrjxurxMunBMh9e7sdXY+devXmThvz7DVt1AdGIUsUnR+P0Blr61gqdufp7CfcXt9v7ZQ7vTa3gPakprWxzt8/sC1JTX0XdUL7r1z6Akr4ynfvk8i1/5Bp/bS2xSFNGJUTjqnXzy7GL+eduL1JbXtVu8p4LX4+Ole97i3Uc/pCy/gshYC7HJMWi0GtZ+vIl/3vYC25fvDklsqxdu4D93vsK2ZTsxGPXEJsdgiTJzeO8RXn/gf7z98AICgbZHZUXnJzlU53SsnppGo2CvbXl3veqSWiwxEYydm9PB0f10Loeb//7uNd5/8mOqSmqIjLcSmxwDwIoP1vHPW15g/8bc0AYpTimzxcTEC0bjcXpwO5pvbqSqKhVFVcSnxzFy5pAWjtC+Vry/lv/85lW2L9+NwaQnNqXxnpm/q5DX/jKf+Y8tJBhs/l3mVJl04VgMRj31VS0vha6rqMdoNjLh/NGoqsoHTy3ilfveIW9rPmarmdiUGIwRRnav3sd/73qNJW8sb7dYT5Xda/bzz1tfYM1HG1AUhdjkGCLjrFQUVvHe4x/x/O9fD8lGWPbaBv59+yuN+XSljej4SGKTogn6A3z1ziqe+uV/yd9V2OFxiUYh65SKjIxk0KBBx/1YLBbi4+MZNGgQiqJw55138vDDD/Phhx+ya9currvuOiIiIrjiiitCFbagsWbOtff/jKRuCRTnllJXUY/P48Pr8lJdUkNZfgV9Rvbk4t/ODXWoP1h1aS1v/vV9XA1u0nunEhlnxWDSY7aaSM5KJCYpqnEEY/6aUIcqTqHohCiu/vMlWKIiKD5Yiq2mAZ/Hh9vpoaKwiprSOkbOHMqZ10zp8Ng++MciDmzKIzkrkYT0OIxmQ2NilRRNenYK5YWVvPrnd/H7/O3y/oqicNWfLiajbxoleeXUlNXhdfvwun3UlNVReqicrP4ZXHHvRaiqymv3/4+SvDLSspOJTY7BYDJgNBuIT4slpXsSh7YX8O5jC9sl1lNl6Rsr2PjFNmJTYkjOSsRkMWEw6YmKjyS9dyqOOidvPPBeq0lmeynOLWX+vIUEfAHSeqVgjbU0Xp8izaR0TyIy1sqK/61l/aItHRqX6HiSQ3VeY84ewdRLJ9BQ10BZQQWuBjc+r5+GOgfFuaUoClz8m3M65Yyiz19cxravdxOfHkdSZgKmCCMGk57ohCgyeqVSV1nPq39+F6fdFepQxSk087qpDJ8xmOrSGiqKqnA7Pfg8Pmw1DRQfLMUaY+HqP1/S4Zu4FO0v5r0nP0ENBEnLTsEaY8FgbLxnpvZIxhoTwVfvrGLDZ1vbLYZBE/sx58YzcDs8lBwqw2lz4fP6cdpclOSV4XX7OPsXZ9JvdC+2frWLJa8tx2QxkdozmYgoMwajHkt0BGnZKSgaDQv/9Tm52/LbLd6fqqHOwWt/mY+t2k5671SiEyIxmPSYLEaSuiUQlxrLlqU7+fLVbzo8toX/+oy96w+QmJlAQkY8xqPXp5ij+XTlkWpe+7NMPAiVkHVKnYw//OEP3Hnnndx6663k5ORQXFzMl19+SWSkrPsMtawBmdz53C8444pJaLQaasrqqK20YYmxcO5ts/jVMzd0iiU637fx863UlteT1C2hxbXbEZFmtDoNKz9Y126dACI0hk4dyK//fSNjzhlJwBegurQOe3UDiZnxXHLXudz02FUdPt24qriaLUt3EhkXid7YfMmoRqshMSOeon3F7Fnb8lbLp0JK9yTuePYXzPr5VAxmA7XlddSW12GKMDLnhjO449mbSMyI58CmPAp2FhKfGtti/TWdQUd0YhS7Vu2j9FB5u8X7U3jdXlYuWNfUGf19iqKQnJVITWktmxZv79DY1n+6BXtNAwkZcS1en6wxFlRVZfn7a1uc8SdOL5JDhSeNRsNld5/PNX/5Gd36pdNQ56C6pAaPy8vgSf25+clrmXpp59t1z2FzsuajjZgjTS0WdlY0CkndEqgorGLbV7tCEKFoL0azkZsfv4af3XUeCWlx2KrtVJfWEfAHGDs3h9v/fRNDJg/o8LjWLdpMQ20D8ekt3zMjY60EA0FWfrCu3e6ZiqJw7q2zuf5vV9BreE+cDS6qS2pwNbjom9OLGx+9krN/MQOAle+vxefzE53Q8jU6LiUGp83J2o+bb24RLjZ/uZ2qI9Wt1sAyWYwYI4ys+nADLoe7w+KqLa9j0+LtWGOtLdZGPpZPHzlYyq5V+zosLvGtsKpC/c033xz3b0VRuP/++7n//vtDEo9oW2qPZK75y88477bZVB6pRqPRkNozqVMWMz5m+/Ld6AzaNteXRydEUXG4iqL9JV1q1wMBvYb1oNewHlQVV1NbXo/OoCOjT2rIaogd2HQIR52D1OzW17gbzQb8Xj/71h9s16QvIS2Oy+++kLm/nEVZQQUAqT2SsER/Wxdl34ZcvB5fi505x1hjLJTklrFvQ25Yrt0v2F1EdXFNm0V5NVoNGq2GHSt2M/3KSR0W29ZlOzFGGNssdhoVH0nRvmIqCqtIzkrssNhE6EkO1XlotVomX9xYA674YBluh5vIOCsp3ZM6ZTFjgLxtBdRV1JOY2XrZBp1eh6qq7F69j/HnjerA6ER7M5gMzL7+DM64chLFB0vxe/3EpsSQkNZynamOsGXZTkwW0wnvmQW7i6guqWm3kiOKojD2nJGMOXsExbllOG1OIqIiSO+V0hSbrcZO7rYCImOtbR4nIiqCbV/t4qo/XRyW14pdq/ahaJQ2N4aKToikurSW/J2FDBjbp0PiOrApD3utg9QerddgNZgMBHx+9q3PZfgZ4bsrdlcVVp1SonOKTojqlLOiWuJ2eNCdYIc9rV5LIBDA65bpnV1VQnp8WNRD87i8oCgnLsKpgM/TMTP3rDEWeg3r0eJzPrePE+VIiqKgKAo+T3j+/fg8foKBIFr9Ca4DOm2L9TPak9vpOeEOoFq9lmAgiNft7aCohBA/llarpVu/9FCHcUp43T4C/uCJr1FaLa4OvnaKjmMw6sNmwNbjOIl7pk5LMODpkBxKURQyeqe2+JzX7SMYCGJoYVb8d2l1Wvx+P36fPyw3XXI53Cf5Ow/i68DvUR6XF1S1zR0iofG/kcct16dQkE4pIb4jIS2Ow3uK2mzjcXowmAytTq8V4lSJToxC0Sj4vH70hpYv16qqgqoQFd/66FpHiU6MAhWCQRWNpuXeKb8vAAphu/3usfoHbqcHS1REq+18Hl+rOw39WFXF1Wz9ahe2KjsGk55+Y3rTa3iPptHQhPQ4DpYfavMYjdcnfdj+foUQXdOxa6fH6cFkaX22rN8fID49tgMjE6er+LQ4Ck5QuNrj8mIwG4iMC20OZY2xYIww4HZ6iIhqfcWJx+khKSsBnT48v8LHp8Xi87bdwedxetAb9USdwu9Rfp+fPWsPcGjHYYL+IAkZcQyfPrhp5ll0YhQarQavx9dqx5+qqqiqSkxi6zPlRfsJz0+0ECEy+qzhbFm2A6/b1+KaY1VVqa+0MeyMQbI0RrS7geP7kJAeR11560siGmodRESaGD6j43e1+b5hZwzi42cXY6+xtzp7sq6yntjkGAZPDs3W0CeS3juVnkO7s2ftASIizS1Oj/e4vGh0WkbNHn5K3tPr8bHgH4tY/dFGHHUOUBRUVcVoMpA9rDtX/+USUronMfbskezfmIvf60fXQielqqrYaxqYdNHYLjN7VQjROfQcmkVm3zQKdheR2rPlTimX3YXBqGdkGNyvRNc37twc8rbl4/cF0LUw+1lVVRpqG5h62QSsMZYWjtBxTBFGRs8ZzhevfE1sUjRKCwN7AX/jKo0J540Oy6V7AKNmDWPNRxtxOzyYLC3vVl1TUU+fkdl0H5h5St7zwOY83v7bAopzSwn4g4AKKCz81+fM+vk0Zl47lf5jepOUlUh1cQ1J3RJaPE5DnROz1cwIuT6FRFgXOheiow2dOpBew3tQXljZbHmeGlSpLKrGHGVmxlWTw/aGILoOo9nIzGum4vcHqKu0NSvE6bS7qK+ykzN7WKtTwjtSUmYC48/NoaHWgaPeedxzqqpiq7bjdfs44/KJbc5CCiVFUZh57VRMFiNVxTWoweN/516Xl4qiKvrmZDNwQt+f/H7BYJA3H3yPL1/7BoDU7GTSe6WQ3isFa0wEe9bu5993vEx1aS05s4bSrX8GpQUV+L83EhkMBikrqCAqPpJpl3W+IslCiM5Nq9Vy5rVT0el1VJfUNrtfuZ0eqktrGTihL31yskMUpTidjJo9jIy+aZTllze/ZwaClOVXEJ0YzdSfjQ9RhMebfPE44lNjKc0vJxgIHvec3xegNL+CtOxkxpwzMkQRnlj/sX3oP7YPlUeqG5fMfYeqqlQV12A0GZh5zZRT8j3q0I7DPPe71yjcV0xscszR/CmVlO6JuBxu3n/yEz57YSmGo+8ZDKrUVtQ3uz657C7qK+sZPn0wmX3TfnJc4odT1C6+RY/NZiM6Opr6+nqiomTkWJxYVUkNL/zhDXK3FgAqRrOBgL+xRkt0QhSX/vF8xs3NCXWY4jShqiof/fsLvnztG1x2V1Oha4/Lg06vY+SZQ7jmgUsxt7FcoiN53V7eePA9Nny2Fa/H17gLk6ridnkxRRiZetkELv7tOWi1bdccCLWVC9bz3hMfY6+xYzAZ0Og0eF1eQKFvTjY3zbuK2OSYn/w+e9Yd4OlfPo8lOgJLdPOOuoA/QEleOWfdNJ2f3XUepYfKef4Pb1C49wgoCkaTHr8vgM/jJy4lhqv/cgnDpg36yXGJ452uucTpet7ix1FVlWVvreSjZz6noc6BwWxAo9XgcXrRaBQGTujLDY9cSVScLC8WHaM4t5Tnf/8GRftLUDRgNBnweQP4fX7iU2O45v5LQ7IzYGv2rj/IK/e9Q9WRarR6LXqDrrHeVFAlLTuZm+ZdTVb/jFCH2ab6Khsv/PFN9q0/SFBt/B4V9Afxun1Exlq48M6zT8kOo6qq8tQv/8uO5XtI75Xa4uyymrI6tFoNf37/d8SnxfHJs1+y+JWvcH4nn3Y7Pej0WoZPH8zP/3pZp96wKxydbB4hnVJCtMDj8rDt691s+GwLFUVVGM1Ghk4dyJizhpPUTZbtiY6lqioFuwpZ9+lmDmw6RMAfILNvOuPmjqT/2D4nLCrZ0YLBIPs25LJu0WYO7y5C0Sj0Ht6DMeeMJHto904zy7CsoIL1n25h58o9eFxekrMSGXPWCIZOHYjBZDgl7/HSvW+zasH6Nme61ZTVYYow8uBHf8ASbcHV4GLL0p1s+HwLNWV1mK0mRkwfwqg5w4lPlVot7eF0zSVO1/MWP82Rg6Ws/3Qzu1fvx+f1kdozmbHn5DB4Ur+wLM4sujan3cWWpTvY8PlWasvriIg0M3z6EEbPGUZcSvjdM+sq69n4xTY2L9mOo85JdGIUo2YPJ2fmkON2PA5nXo+PnSv2sO6TzZQdrsBgMjBoYj/Gnj3ylO28XLivmEev+icmi7HFQT1ozEdLcsu45K7zOOvG6aiqyuE9R1j/6Wb2bcg9mk+nMebskQwc3zfs8umuQDqljpKESgghRLj603mPUnWkps2i6R6Xl/pKG3e/eXvY7Gp0ujldc4nT9byFEEKEt/WfbeG5375Geu+UNgc7S3LLGDs3h5seu6oDoxPHnGweITWlRLvq4n2eop2cis+NfPZODfk9/nA/5Hd20rPGlB/QVgjR6cm1V/xYP/WzI5+9U+PYbm7i5LXH70sFkPQp7Mnue+KUK84tZd2izWz+cjsuh4fYpCjGnpPDmLNHyI5QolVet5fNS3aw5uONFB8sRavT0m90L8adO4r+Y3qf1Bfyw3uKWPvJJrZ9tRuP20tCehzj5uYwes7wkO+s0plUFVezbtEWNny2BXudA2t0BKPPGsHYc0aSmNHyLoCnM1VVydtewNqPN7Fz5V58Xj8p3RMZf+4oRs4cSkSk+bi2BzYfYt0nG9m95gBHDpbiqHOgaBRiEqNanDreUNtAVHwkyVkt7xgjhOgavG4vW5ftZPVHGzlyoAStVkvf0b0YNzeHAeP6SMe0aNWRg6Ws/WQTW5buwO3wEJcczdij+c/J5N4uh5vNX25nzUcbKc2vQG/QMXBCX8bNzaH3iJ7y2TtJAX+AHSv2sOajjeTvLASgx+BujDt3FEOnDJDlYS1w1DvYtHg7qz/aSOWRagwmPUOnDmTc3Jxms8PttQ1s/Hwraz7ZREleOTVltXg9PlK6Jx6Xax0TDARBVcO+DpeQ5XviFFu3aDPvPLIAW7Udk8WETq/F4/Li9/pJ7dlYoO9UbQEqug5bjZ3nf/8Ge9cdBAXMFhOqqjYWIjQZmHbFBC7+7dw2i2N//e5qPvjHJzjqnZitJrQ6LW6Hh0Cgsf7SL5+89pStY+/Kdq/Zzyv3vU11SS0GswGDUY/P48fj8hKXGsPPH7qcQRP6hTrMsKGqKp8+v5TPXliKq8GFOdKMRqvB3eBGDar0HJrFzU9eS0JaXFPR+sWvfI3b6SHCasLj9lKSV46iKETFWek2IAOD8duaK36vn7KCCubeMosL7zg7hGd6ejtdc4nT9bxDwV7bwIt3v8muVftRFBWTxYyqqrgaXBiMBqZcOo6f3XWefKkVzaz5aCPvPvYh9pqG5rl3dgq/eLzt4tg1ZbX89/dvcHDzIRSNgtlqQg0EcdpdmKwmZv98GufeOls6pk7A6/by2p/ns+GLrQT8QSIiGzegcdrdaLUaRs0ZxrUPXIrRbAxxpOGj/HAl/73rNQp2FaHRaTFbjAT8QVwNbiKizJz/qznMuLpxx/OSvDL+e9frFO0rRqvXYoowUppfQUOdA2OEgbTsFBLSji+FUFVcg9Fs4C8Lfk9sUnSIzvL0drJ5hMyUEqfMgc15vPnX9/F5fKT3Tj3u5hXwByg9VM4Lf3yDP772a6LiZecV0UhVVV77y3x2r95HYmYCRvO3BaTjUmKw1TSw5LXlxCXHcuY1U1o8xravd/G/xz9CUWj22fP7AhTuPcLzf3iDP7z2q7DZpS4cleaX8/K9b1NXUU9ar1Q039nJJBhUKSuo4JV73+Gul2+VDr6j1n68iY//8wUGk+H4z15SND6vn9yt+bx491vc9dItrP5wA58+vwSz1UR8WiyKoqCqKkF/kIoj1dRX2Sjcc4TsYd0BaKhzUldZT/aQLKZfOSl0JymEaFeqqvL6/f9j+zd7SOp2/H0QYrDXNLD0jZXEJscy++fTQhanCD971x/krYc/wO/1t5h7l+SV8cIf3uCPr/+ayFhrs9cH/AFe+r+32b8xl+SsxOMGRWJTYqivsrPov0uITY5h8sXjOuScOqsFT33Kmk82EZcSc9ysndjkxmLraz/ejDXWyhX3XBjCKMOH1+3l+T+8waGdhaR2T0Jn+LZbQlVVasvq+OCpRcSlxjBgXB+e/33jzsMpPZLR6Rs7540RRvJ3HsbV4KF4fwl6g47ohCh8Xj81pbVoNBrOvXWWdEh1AlJTSpwyX7+7GofNSWJmfLPRFK1OS0qPJErzytn4xbbQBCjCUt72Anav3k9cSuz3EvFGUXFWdAYdy95eicflafb8sS2ovW4v8WlxzT57Or2W5O5JFO49wtZlO9vtPLqCNR9tpKa0ltQeycd1SAFoNAqp3ZOoKatl1cINIYowvAT8AZa+uYJgUCU2ObrZZ09v0JGYmUDe1ny2f7ObZW+vRFEUohOimtoqikJadgqpPZIwmAzUV9ko2F1ESW4ZPreX0bOHcds/r5elz0J0YQW7Ctm1ah9xKTEt3gcj46wYjDq+fmcVLoc7BBGKcPX1u6tw2VwkZrSce6f2SKIkt4xNi7e3+Pq96w9ycPMhEtPjj+uQgsb7U0xiFKCw7K2V+H3+9jqNTq+6tJY1H2/CGh3R4jKyiEgz1lgL6z7eRHVpbQgiDD/bvt5Nwa5CUrISj+uQgsbPXlxqLD6Pj2VvrmTzkh0U7S8mpXtSU4cUgNlqosegbkQnROL3ByjcW0xJbhmVRVXEpcZy5X0XMe3yiR19auJHkE4pcUrUVdaza9U+ouKsrU7v1eq0aPVa1i3a1MHRiXC27atdeJwezJGtz2CKSYqmsqi6cXnf95TlV5C3raDNL+36oze7jV9s/ekBd1EBf4B1izZjtppRNC3/DTdO6zezftFmfF5fB0cYfvJ3FVJ8sLTNETij2UAgEGDZ2yspPVROTAttFY1CSvck+o/tTVR8JNnDunPlfRdzz9t3cutT14flltVCiFNn29e7cTsal6u0JiYpmqrilu+D4vRUU1bL3rUHiIyPbDv31mlZ/+nmFp/fumwnPq8Pk6X1JWWxydGUHiond2v+KYm7K9qxfA8NdY42V4JExVtpqHOw/etdHRhZ+Nr05TZQQf+9ztDvikmMJn9XId/MXw3QrPMKwBxpJntYd7r1zyAy1sLM66Zyyz9+zgMf/p5JF42VZaedhCzfE6dEQ60Dn8fX4tTg7zKaDdSW13dQVKIzsFXbUTSaNm8aeoMOVVWx1zqav76mAZ/XR1RC20tCDSb57LXF7XDjdngwtDBK/11GswGP04OrwY0+rvVE4nRgP/rZM5jb/j3o9DpqSuvwewMYTK231el1WGMsJGbEy3I9IU4jtmo7KEqb90GdQYeqNl53hACw1zrwefxEtTAz57sMZgO15XUtPldbXo9W1/bXQYOpsbZkSzmYaNRQ24CigEbb+nwPjUaDolHk93hUbVldmx1S0PjZra+yNdY5NbWenx6b1RfwBxkxYwi9R/Q81eGKdiadUj+BrdpO4d4jBIMqiRnxbdZYqaus58j+EoJBlaRuCaR0T+rASNufyWJEq9Mendrb+miL3xsgIrXtm6f4ViAQIH9nIY46JyaLkR5DsppNr+7szFYzajDYZpuAPwCAKaL5Danps+f1N82Iaonf629zFLq9qapKwe4ibFV2DGYDPQZ3wxQRPsUu9SYDOr0Wn6ft6fk+nx+dThtWsYeKyWI6+tkLYDC1noj6fX4s0RFotBoCvgA6gw6/z4/L7iaoqhhMekwRRhRFIRAIYomO6MCzEKLjBYNBDu8uwlbdgMFsoOeQbq0W/w0EAhTsKqKhtrGYbc8hWW1+OemMzFYTnGDfoWCg8T7Z1owWcbzainqKDzTm3slZiSRnJYY6pFPKFGFEq9Pg9/pbXPZ5TGP+0/J9xRJtJng0x2r19b4AWp0mpPd9W42dwr3FBANBEtLjSO2ZHFYzYIwRRtSgiqqqrcalqipqUMUo+RMAEdERJ1wS6vf50eq1WKIjaKhr7MxTVRWX3Y3P60ejVYiINB/9DhpAp9fINbKTkk6pH6G2op7PXljKpi+2Ya9tQFVVTBYT/cb04qwbZ5A9tHtT2+rS2sa2X26jodYJqJisJgaO68tZN83oMjvRxafF0WNwN/auO4A1xtJiGzWo4nF5yJk5rGOD64RUVWXtx5tY9tYKjhwsxefxo9VpScqMZ/Il45h+5SR0+q7x5ztgfB++emclHpe31aTKVm0nOjGKvqN7NXsuo3cqadnJFO0vaUzsWxAMBPH7Aww/Y/Apjf1kbV6ynS9fX87h3UV43T60Og1xKbFMvHAMs66bGhZfsAzGxi14l7+3hpikqBaTKlVVcdQ7mXzx2LCIOdSyh2YRnxZHXUU9iRnxLbbx+/woisLEC0djq7JTXVaH3+unrqIev9ePCmi1GizREcSlxKDRaBg0sX/HnogQHURVVTYt3saS15dTuK/42+thaiyTLxrLmddObRp4UVWVdYs2s+zNFRw5UIrX09g2MTOByReNZfpVk9AbusYgzYBxfVjyxnLcTk+rX/zrq+xExUfSr4X7oDheVUkNnz6/hC1LdtBQ15h7m60mBk7ox1k3zegy28MndUsga2Am+zfmtjqYoQZVvG4vI88c2uLzgyb2Z81HG/G1MbBXX2kjLjWWXiN6nLLYT1Z9lY3PXlzKhs+3Ya+2N37nijDSd3Qv5twwPWxmxAwY3xeT1YSj3tnq9yBHvROTxcTA8X06OLrwNGzqIHYu30PAH2h1V9H6ShupPZMZe85I/vfEx9RW1FFdXIvT7iIYUFE0jcv/4lJiCAaD9BjYjbReKR18JuJUkJpSP1BteR3/+tWLLHl9OT6vn8TMxllPBqOezUt28MyvXmLP2v0AVBVX889bX2DZWysJ+oMkZzW21Rt0bPh8K/+67UUObM4L8RmdGoqiMOWScWh1Wuqr7M2eV1WV8qJKohOjGX3W8BBE2Hmoqsqi577k1T+/y+G9xUTFRZLaI4m45GiqSmr437yPeO3+/zXNHursBo7vS7f+GVQeqW7xnNxOD456J+PmjiQqrvkSPa1Oy5RLxqMGVRpamBKtHt01LiE9jlGzh7XHKbTpq3dW8eLdb5K75RDW6AhSeyQRnxqLrdrOh09/ygt/fBOv29vhcbVk4gVjiIiMoKa0FrWFUfua0joiIs1MOH90CKILPwaTgckXj8Pr9uG0uZo9HwwGKT9cRUqPZMaePZKRs4ZSll9O+eEKgoEgBrMBk9mARqNQX2Xj0I7DWGMtDJ0yIARnI0T7W/rmCl66523ydhzGGmNpvLelxGKrtPHBU4t46Z638Hl9qKrK5y99xSt/epeCPUVYY79tW1NSy3tPfMxrf57fZQov9x/bh+4DM6kqrmnxPuhxenDUOxhz1nDZ9OAEKoqqePqW5/n63dVHZ0glHC2OrGP9p1v4560vkLuta9RG+m7ubatuJfcurCQmqfXce9i0gaT1SqHicGXTbLzvcjW48bg8TLpwTIfvXlxfZeNfv3qJL1/5Bp/b++13LrOBrct28cztL7Fr1d4Ojak1Gb1TGTShL3Xl9fi8za9LPq+fuvJ6Bo7vS0aftBBEGH5GzhxCYmY85YcrUYPNc05HvZNgIMjki8cxdm4OWp2WQzsKsdc60Oq0mCIMGIx6/F4/Jbll1JTVM+68UWi1LXdwifAmnVI/0IJ/fsah7YdJ7ZFEbHI0Or0WjVaDNdZCRu9UbDUNvPHge7idHt578hMO7z1Cas9kYpKi0eoa20bGWsnonUptRR1vPPgeXk/XKBicM2sYs68/A7fTQ0leGfZaB64GN/WVNopzyzBbzFz954u73NLFU+3glkN8/tIyjGYDqT2SMFmMaLQaDGYDSZkJRCdFsfbjTaxb1HLRys5Gp9fx84cuJy07hZK8cqpLanE1uHHYnJQVVFJTWsvw6YOZe8usVo8x8aIxTLtsAg31Dkryymioa/zs1VbUU5xbSnRiFNc9eBkxiR27JeyRg6V8+PSncHSHNXOkGY1Wg96oJyE9jrjUWDYv2cE389d0aFyt6TW8Bxf/di6gUJJXhq3ajqvBja3aTvHBUgAuuvNs+ozMDm2gYeTMayYzbm4O9VU2SvPLcdQ7cTW4qSmrozi3jIS0WK7/2+WYrWY8Ti8arRaNRkMwGCToDxIIBAkEVRQUNFoNwUAAXxe5JwjxXYX7ivnomc/R6DSk9UzGbDU13ttMehIy4olLiWXT4m2seG8dh3YcZtF/v8Rg1JHa4/i2iZnxxCRFs27RFtZ8tDHUp3VKaHVarv/bFWT0TqX0UDnVJTW4Gtw4bS7KD1dSXVrL0KmDOP/Xc0Idath774mPKdpfQlrPZGISo77NveOO5t7l9bzxwHtdZrOO0WeNYOa1U3E73I35z9Hcu67SRvHBUiIizVz9l5+RlJnQ4uuNZiPX/+0KErslUJxbRk3ptzlYaX4FdRX1jDlrBLOuP6ODzwwWPvM5uVvzSe6RRGxyzLffuWIspPdOwVHn5I0H38Npbz4oFApX3HsRvXN6UnG4ksqialx2Fy67i8qiaioOV9JrRA+uuO+isFp2GEpRcZH8/KHLiUmKpji3lNryelwNbhrqHJQcKsNe08Cki8Yy9dLxeJweUFW0Wg2K0rgCInD0Rw2qaLQaNBoFj6P5Lt2ic+ga6386SFVxNdu+2kVUfGSL1f8VRSExM56Kwmq+fnsVu1bvIyYh6ritK5vaahQSMxIoPVTBrpV7GTFjSEecQrtSFIULbj+LrAEZrHh/LXnbCvA4PeiNeiZfNJYpPxtPzyFZoQ4z7K39ZBOuBjfpvVNbfN4SFUF9lY2VC9Yz/rxRXeLmltE7ld88fzMr3lvL2o834ah3gKKQ0SeFiReMZdJFY9pcLqbVarn8/y6k59DurPxgHYf3HCEY9GA0GTjjiklMvXQ8mX3TO/CMGm34bAsNdY5W/1uarSZ0ei2rPlzPtMsnhMVSlGmXTSA5K4Fv/reGvesO4qh3otNryZk9jCmXjGfg+L6hDjGs6A16fv7QZfQdlc3KBespyS0jGAxitpqYfPFYJl8yjtQeydRX2diydAfp2SkE1SA1pXXfJlk6LQlpscQkRVNbXs/mJTuYfPG4UJ+aEKfU+k8346h3tnk9rK/SsurDdZTkleGyu1ptGxFlpr7axqoF65l44Rg0ms4/xpraM5k7/3szy99b03gfrHMcHdBIZuKFY5l44Rip5XcCRw6WsmftAWISo1tcDqRoFBLT4yjOLWP36v0MmzYoBFGeWoqicNFvzjmae68jf+dh3E4PBpOeyZeMY+qlE+gxqFubx+gxqBu/e+GXfD1/DRs+24LT5kRRFLoPzGDShWMZf/6oDs9Pasvr2LJkB5Fx1haXFTZ+50qgorCSrct2hsUM7pjEaG7/902seH8dqz5cT93RzXXi0mKZeP5oJl089oQbQp1u+o3uzW+e/yXL/7eGTYu34bA50Wg09B6RzeSLxjLm7BFHd4/cQsAfoE9ONjWltdRV2gj4AyiKgiXGQnxqDF6PjzUfbWTGNVO6XP3d04F0Sv0AedsKaKhzkJbdekFzvUFHMBBg87IduGwuYrNbX9dqMOkJ+AMc3JLfJTqloPEmMfLMoYyYMYSasjq8Li/WWItchE+SqqrsXLmXiEhzm51NUXGRFO0vpqasjvjUrrFdfEJaHBfecTZzbpxOfaUNjVZDfGpsq+vMv0+j0TBubg5jzxlJdWktPrePqHgrluiW1/Z3hJ0r92I0G9v+bxkfSUVhFWX5FSHpOGvJgHF9GTCuL/VVNpw2F+ZIU4fPMutMdHodky8ex8QLx1BTWovP6yc6IYqI7+yIlLf9MPaaBlJ6JKE9+tn2uhuXKekNuqbPeW1ZHfs35UmnlOhydizf01TQvzXR8VbKCiqpLavHbD3xfbA4t4zqktpWa7p1NvGpsVx4+9mcdeMM6irqf/B98HSXt60Al91FbHLr9yuD2UDAHyB3a36X6JSCxtx71Ozh5Mwa1pR7R8ZZW61t1JKkbolc+vvzOPeWmdRV2tDpdcSlxoRsKdSxe2Zbm0jp9FqCQZWDmw+FRacUgDXGwlk3TufMayZTU1oHQGxKjHSStCGjdypX3nsR5/96DrYqO3qjjvi0uOOu/ztX7sVgMhARaSYi0kxKj2T8Rwud6416FEXB7fRQVVxD8cHSE3bEivAjnVI/gM/rR4ETjsgpGg0+tw+UxlGZE/G3sPa4s1MUpct0lnQ0vzeA5gQJqFarQQ2oBLpIPY3vMltMP6lugaIoJKTFncKIfjyfx9fm9sAAWp0GNaiG5XUgOiFK6pf8ABqNhoT0lr8cB3z+xinmR+8JiqK0WNhfo9XgdYVHjTEhTiXvSVwPNTotQX/w5NpqNY2bWIThtfOnMkUYpdTBj+D3+kFRTmoGeVf83JyK3NtsNWO2hn6X7GMbgZzwOqBR8IRJXc7v0hv0XW63x/ZmiYrA0soukd/Pp3V6bbOVSFptY2mEgK9r1Nw93XT++c4dKC41Fp1Bh8fpIeAPUFNay5EDJRTtL6aisAqPy3t0u88gyVmJaLRavO7W16yrQRVUiEuN6biTEGHt2BJQV4O7zXauBjfmSBOR8c0Lf4vwkdw9sXGJVhtcDW6MZgMxyTEdE5QIidiUGIxmA+426h2oqorfHyBJElnRBaV0T8Lt9KCqKk6bi9L8Cor2FVOcW0p9lZ1gMIirwY3JaiQtOxm3o+37oNvhxmw1EZ0oHeeiUWxKDBqN0mZdvmAwCGpjWxG+js0uOtE9MxgIdpmZkqJ1yd0T8ZxgwO5YPi1/252TdEr9AH1zsknvlUJxbhn7N+VRuK+YquIaqktqKckr48DmPAp2FWGONHP2L2aQ0j2R2vK6Vo9XX23HEhPByJktb9MqTk8Tzx9N0B9odRQvGAjisLkYe87IDt8JRfwwY88eCYrS6o1UDarYqhsYdsYgYpNkeVxX1nNIFlkDM6gpq2txZ0No3GnGbDGRI/cE0QWNm5tDMBDk0M5CcrflU15QQXVpLZVF1RTsKuTglnxqy+sYMWNI046qLe1iBY0dCw31TkbNGX7cMllxehs0oS+J3RKoPVrLpyW2KjvWWAsjz+waZTO6ql7Du5PZN42aNr5HNdQ5MFvN5Mwa1mFxidAYe05O46y4VgZ6VVXFVm1nyOQBslKnk5JOqR9Aq9PSb2wf6qtsTb2xJosJk8WEMaJxjXp1aS3RiZFkDchk9vVnoGgUqktqj9vqUlVVbDUNOOqdTLxgTKs7YojTU87sYfQY3I3S/Ipmy3j8Pj+l+RUkZyUw6aKxIYpQnKyhUwfSb3QvKgqrmo32BfwBSgsqiE2JYfqVk0IUoegoGo2GOTdMx2wxUllUfdzW26qq4qh3UldpI2fWULoPzAxhpEK0j0GT+qECNaW1jctXI4xNOZTOoMN+NC8aOmUgI2cOpefQLMoLKpp16vt9AUoPlZOYEc/Un40PzcmIsGQwGZhz/RmoQHVpC7l3tR2n3cXki8e2utRahAetVsucG6djNOmpPFLdOMPtKFVVaahzYKuyM2rOMDL7poUwUtERBk/qR/+xfagoqm42izbgD1CWX0F0YjQzrp4cogjFTyU1pX6AYDBI3tZ8rDEW3E4PHpe3cd26QtN2lFHxEdiqGqgoqmLC+aNxNbj55NnFFOeWotXrUBQFv9eH2Wpi+hUTueg3Z4f6tESYsURFcPOT1/Li3W9yaPthgoEgOoMOvy+AojTu0HPDw1dIvYlOwGAycNO8q3jx7rfYvzGXQEkAnUFHwB9AVSEhPY7rHryUrAHSCXE6GDZtEFfedzH/e+JjSg6Vo9Vq0Gg1+Dw+jBFGxp87iivule2iRdd0YGMeiqIQFR+J2+HG4/SgaBRUFVAhItKEMcLIvg0HGTZtEDc/cQ0v3P0WedsKCPoDR++DfkAhpXsS1z98RZtFkMXpadJFY3E1uFn03yUU55ai0+ugKfc2M/3KyZz/6zmhDlOchJFnDsVpc/HBPxZRkluOVnf0nun1YzQbmHDBaK74vwvlnnka0Bv03Pjolbx879vsXXeQqpJa9Mfy6aBKfHoc197/M3oMll3eOytFbW0dQRdhs9mIjo6mvr6eqKifVnfgwOY8nrzxWSJjrWh1GmorbDjqHKiqisliJCYpGpPFRGleOZfcdS5n3TgdgIqiKjZ+vpUDWw4R9AfJ6JvGmLNGkDUgQy6kolU+r4+dK/exZcl2aitsWKLNDJs6iOHTB4VFEUpx8gL+AHvXHWDj4m1Ul9RitpgYNKk/OTOHhHR3QBEaNWW1bPh8Gwc25eHz+EjpkcSYs0aQPay73BPC1KnMJTqTU3ne/779ZTYv3UFqz2Qaahuoq7Th8/jQajVExkcSnRCFrdqO0Wzgrx//EUu0BZ/Xx+7V+9m8ZDu15fVERJkZOmUgw6cPlmV7ok0VhZWs/2wrudvyUQNBMvulM/qsEXTrly7X2U6murSWjZ9vZf+mPPxeP2m9khk1ezjZQ+WeeboJ+APsXX+QTYu3UVVc05hPT+zHiDOHyE7vYepk8wjplPoBVi/cwEv/9xZp2SltXgSLc0uZdOFYfv7Q5T/p/YQQQggRetIp9dPP++7ZD2GvthPXRr0Pj9ODraaB/3v7Trr1S/9J7yeEEEKI0DrZPEJqSv0AGq2Gk+nCU4MqOoOsjBRCCNG1+X1+HPUOfN7Wd7sSAhq38A4G206igkEVRTnxNvBCCCFEZ6aqKk67C6fd1eoGOKcT6Tn5AboPzCQi0kxDnaPVKYIBfwBFoyFrQEYHRyeEEEJ0jMJ9xaxeuJ5Ni7fjdfvQG3XkzBrGhPNHk9Vf7n+iub6jevHVOytRVbXV2eb22gYS0+NJzpINYIQQQnQ9XreX9Z9tZdWH6ynNKwMa6wVPvGAMo88ajtFsDHGEoSFDUT9Aas9kBo7vS12FjcB3dk46RlVVKouriUuNka1mhRBCdEkbF2/jyRv+w5evfoPb4UGr0+Jxelny2nKevOFZNny+NdQhijA0bm4OZosJW7W9xee9Li8+j58JF4xGb9B3cHRCCCFE+3LaXTz7m1d59U/vkLc1H0WjQdFoyNtWwKt/ns9/7nwFR70j1GGGhHRK/UAX3nk2ab1SKMktw17b0DTdzu1wU5JXjtFk4NLfnyfFi4UQQnQ5hfuKefPB93Da3aT3TiUuJYbIWAtxKTGk907B7XDz5l/f5/CeolCHKsJM9rDuzLh6Ck67m4qiKnyexiWfwUCQ2op6KoqqGDCuD1MvHR/iSIUQQohTb/68hWz7ehdxqbGk9kwmKs5KVJyV1J7JxKfFsv2bPbz76MJQhxkS0in1A6V0T+L2f9/IqNnD8Hn8lOSWUZxbhq26gZ5Dsrhp3tWMmj081GEKIYQQp9zqheuxVdtJzkpotgRLURSSuiVgr21g1YcbQhShCFeKonD+r+dw+d0XEJcaS1VxDcW5ZZTmV6DVaZlx9RRu+cd1srusEEKILqeisJLNX+4gKj4SU0TzJXpGs4HoxCi2frWTsoKKEEQYWlJT6kdI6Z7EbU9fT+mhcvJ3FRIMBEnMiKf3yJ5oNNLPJ4QQouvx+/xsWrydiKiIVmsCKYqCJcrM5i+3c8ld52IwyjIs8S2NRsP0Kycx6aIx7F13EFu1HYPZQL/RvYhOOH12NRRCCHF62blyH06bk7TslFbbRMZYKMkrY+eKvaR0T+rA6EJPOqV+gtSeyaT2TA51GEIIIUS78zg9R4uat93RpDfq8Xl8uB1u6ZQSLTKYDAydOjDUYQghhBAdwmlzomgUFE3Lg3pA0/NOu6sDIwsP0ikl2oWtxs7+jXl4nB6i4iPpN7oXBpMh1GEJIYT4kQxmA3qjDo/T22obVVVpqHMQDATZ9vVusgZk0K1feqszq4QQx1NVlbxtBVQUVqHRNu7mLAOgQgjRuZkjzahBFTWottox5ff6cdndHDlQwpZlO+k/ptdps6RdOqXEKeVqcPHxs4tZ98lm6qvsoKpotBqSshKZfsUkpl0+QZY4CiFEJ6Q36MmZNYwlry0nNjm6WUeTw+akLL+Cugob5kgTr973DiaLkd4je3L+r8+ix6BuIYpciM5h95r9fPyfLzi8+whetxcViIg0M3B8Xy688+zTbjmHEEJ0FYMn9Sciyoy9toGo+MjjngsGg1QUVlFRWI3f62P9p1vYsnQHcamxTLlkPLOvn4ZO37W7baR3QJwybqeH53//Bl+89DU+j4+U7omk904lIT2O6pIa3nlkAR/+87OmHQuFEEJ0LhPOH01knJWKwqrjruWOeicFu4qoLa9HZ9CSNSCDtF4pmCwmdizfwzO/folDOw6HMHIhwtvWr3by3O9e4+CWQ1hjLaT1SiG9Vwp6o44Nn2/ln7e+QGl+eajDFEII8SMkZyUyYsYQbNV2PK5vZ5yrQZUj+0soPVSOz+MlLiWGrAEZJGUm0FDrYMHTn/LGg+8R8AdCGH37k04pccqsfH8d25fvISEjjtjkGLQ6LdBYXyQpM4GIqAiWvrGCg1sOhThSIYQQP0ZW/wyu+tPFmCwmig+WUlNWh722gfxdhTjtLoxmA936pWM5WgzdEh1Beq9UasvqeOeRBQSDwVCfghBhx9Xg4t1HF+JqcJGWnYLZakJRFBRFITLWSnqvFEoOlfPBPxaFOlQhhBA/0qV/OI8hUwZQXVxDaX459poGSg+VU3mkGlWFmKQYMvqmAaAz6EhIjyMmMYo1H21k61e7Qhx9+5JOKXFK+H1+Vi1Yj06vbXGbS4CoeCtup4e1n2zq4OiEEEKcKqPnDOd3L/6SGVdPwWg2YK9pwOfxkZgRT/aw7sQmxxzXXtEoxKfFUri3mP0b80ITtBBhbOuyXVQVV5OYHt9i/TWNVkNMYjR71x2kOLc0BBEKIYT4qSzRFm596udc++Cl9BicRcAfoL7ajt6oJ6t/Bt0HZTZbpmeJjiAQCLL6w/UhirpjSKeUOCUqj1RTeaSKqDhrq20URcFsMbF33cEOjEwIIcSpljUgkyvvvYhHv/wTs68/g8TMBLoPzCQisuWCnCaLCZ/XT8Guwg6OVIjwl7+rkGAgiM7Qes0Qa0wELruLgl1FHRiZEEKIU8loNjL54nH831t38Of3fkdyViLdB2YSnxaLVtty14w12sKhHYfxuDwdHG3HkU4pcUoE/EFUVUU5QRFzjVYh2MXXxAohxOnCYNRjMBnQtLHF8TGKAsGALN8T4vuCgWDjH0gbFEUBRenydUWEEOJ0oCgKRosRjUY54SZgGo2CqqoE/F03h+raZdxPQ163l+3L97D9613Yqu1ExkUy7IxBDJ0yAIPJ0G7vG5cSQ0RUBE67C5Ol5eV7AK4GN71H9Gy3OI6x1djZ/OUO9qzdj9ftJSkzgZxZw+g9sqfs/ieEEKdQYkY8qgp+XwCdXttiG7/XDygkZMR3bHBC/AClh8rZ8PnWphl93Qd1Y/Sc4aT2TG7X9008+ncRDAZbzVHcDg86g47EzIR2jSUYDHJwSz6bFm+jorASg8lAv9G9yZk1lOiEqHZ9byGEOJ1YoiOISYqmorAKa6yl1XYOm4uMPo31Brsq6ZTqQkryynjx7jc5vLcYNRhEq9MR8PtZ9+lmsvqnc8MjV5LeK7Vd3jsi0syYs0fw2QvLiEmMQtPC9EOP0wP/z959h8dVXQsf/p3pfUa925IlufdecQHbFJtieocQaki5SQhfQgpwL4SQhEBCQgm992a6wca9927JkoukUR9N73O+P2QLjCW5IM2o7Pd5/CR4jmfWSDP7rLPO3msjMfmCcZ0Sw1Fbluzglf97h0a7A0mSUCiVbFu2i2XvrGH49MHccP/lGK1tf/EFQRCEkzdy1lBSspJw1DS1XFx/X2N1E6k5yQyfPjjO0QnCicViMT5+chFfvvgNXqe3pafHliU7WPTSUmZfP535t83ptJtaY+eO4JP/foWzzk1ShvW4x2VZprHaQf6QPPqP7bwbez63nxf/9CZbl+wk6A+i0qiJRaNs/HIrnz7zFVf9bgFjZo/otNcXBEHoTZRKJVMumsCbD39AJBRpdQl3OBQhGo4w9aKJrfYc7CnElJEeoqnOyRO/fIHy7YdIzUkmpyiLzPw0coqySM1Jpnz7IZ781Ys01Tk7LYaZV0wluzCDqrIaQt/d6lKW8bp81B5uYOjUAYyYMaTTYti7YT/P3fM6TbVOMvPTyS7MJDM/jdzibEw2Ixu+2MLzf3iTaFRMfxcEQegIBrOec28+i1g0Rn1V4zFL9GLRGPWVjSDBebechd7Yc+/yCd3Xly8u5aMnvgAgpziLzIJ0MgvSySluvpG38Ikv+fLFpZ32+qk5KZx1zTT83gCOGiexmNzyWDQSpeZgPTqTjvm3z0WpbH024g8Vi8V44Y9vsO7TTRis+uafQ35acx7VLwNXg5sX/vAGu9eKvqCCIAgdZfIFYykY1gf7gVoC3mN7Rvk9AaoP1NJvRD4T541OUITxIYpSPcSqDzdQsbeKrH4ZaLTqYx7TaNVk9cugYm8Vqz7svJ3v0nJTuP0fN1AwNI+G6iYq9lVRWVpNZYkdn8vP2Lkj+PFD13TaMkJZlvni+cW4HR4y89NRqo5N3AwWPSlZSWxbupO960o7JQZBEITeaMblk7n01+ej0Wmwl9VQWWKnosROVVkNWoOGy++6gGkXT0x0mIJwHK/Ty6KXvkGtUZGUYT3mTrQkSSRlWFFrVCx6qXkWVWeZd+sc5t06G0mCqtJqKkvtVJRUUXOgDmuamev+dBkjZw7ttNcv2VjG1iU7Sc5MwmgxHPNzUCoVZPRNw+P08flzXyPLcjvPJAiCIJwsS7KZ2x+5gUETinHWu1qunw/vq8LV6GHIpAHc9sj1PX6Vj1i+1wNEo1FWfrAWjV5zXCHmKKVKiUavYeUHa5l744xOu9OWNyCH3776c3au3Muu1XvxewLY0qyMnDWUfsP7duq0w+ryWvauK8WWZmnzdfRmPY3VTaz9dBODJw3otFgEQRB6E0mSmH3tdMbOHcmGL7ZQWdK8bX1u/2zGzh2BLe34JUmC0BVsXryDphonGflpbR6TlGGl5kAdmxfvYOpFEzolDqVKyUU/PZcpF45nwxdbqT5Qi0qlIH9oH8bMHt7pFyTrPttMKBjCYGm9Z5UkSSSlWynZWE5liZ3c/tmdGo8gCEJvkZabwq+fvYM960rZvnw3niYvlmQTw84YTP+x/Trtur0rEUWpHiDgCeBq8KA3tb4V91F6kx5Xg4eAJ9CpyY1ao2bkzKGdekevNY3VTQT9Iaxp7TfiVGvV1Bysi1NUgiAIvUdSupXZ105PdBiCcNIc1U0g0eZNPTjymHTk2E6WnpfKuT8+s9Nf5/tqDtah1qjbPUZv0uGsd9FY3SSKUoIgCB1IqVIyZPIAhkzunZMmxPK9HkChUiIppBNutR2LRpEUEkp1z6xFqtQn+3OIHbfEURAEQRCE3kepViHH5HaXpMmyjByTe2z+BM2tHk6UP0WjMSSFos1dNgVBEAThdIiiVA+gN+ooHl2Ap6n9XgeeJh/FowvQGbRxiiy++gzKwZZmxdXgbvOYWCxGNBJl0MT+cYxMEARBEISuqHBkPmqd+rgGs98V8AZR69QUjsyPX2BxNnBCMdForN3ClLvBjTXVTN/BuXGMTBAEQejpRFGqh5hy4QRUaiVuh6fVx90ODyq1stN6IXQFepOeSReMxe8JHLP731GyLFNf0Ygl1cz4c3v2DgaCIAiCIJxY8egC8of2ocHuaLUgE4vGaLA7KBjWl/5j+iUgwvgYd84obOlW6ioaWp01FgqE8bn9TDp/bI9vuCsIgiDElyhK9RCjZg1l5hVT8Di81BysI+gPEYvJBP0hag/V43F4mXnFlLj3eYq3s2+cxZApA6k9XE+j3UEkFCEWi+Fz+6naX41Ko+Kyuy4gJSsp0aEKgiAIgpBgCoWCa35/Mel9UqksrcbV4CZ2ZMaQq8FNZWk16X1SufqeBZ26WUuiJaVbueLuC1Hr1FTtr8bn8hOLxYiEIzRWN1F7qI5BE/pzzo9mJTpUQRAEoYeR5B6+r6vL5cJqteJ0OrFY2m+A3d1Fo1GWvrWaJa+voOZgHZFQBJVGRUbfNGZeMYXpl0/uFd37fW4/nz7zFas/2oCzzkUsFkOr11AwrC9n/2gWw88YnOgQBUEQhG6kN+US39Wb3re9rIaPn1rEtqU78br8ABgteoZPH8J5t5xFdmFmgiOMjx0rdvPZc4sp23qQoD+IQqHAmmph4vljOfemWWKWlCAIgnDSTjaPEEWpHigcClO29SBelx+jRU+/EX1PuKNKT+R1einffohwKEJypo0+g3J79F1OQRAEoXP0xlwCeuf7rqtooGp/NQDZhZmk5aYkOKL4k2WZQ3sqcVQ3oVIrKRjWRxSjBEEQhFN2snlEz91GpBdTa9QMGFeU6DASzmg1MnTqoESHIQiCIAhCN5GWm9IrC1HfJUkSfQfl0neQaGguCIIgdD5RlBIEQfgOv8fPtmW7aap1olKrKB7Tj7wB2T94lp3X6WXbst04691o9RoGji8iq19Gq8e6HR62L9uNq9GDVq9h0MRiMvPTf9DrC4IgCIIgdJajM+xKN5UTCUdIyrAx7IxB6I26H/y8ZdsOUr79ELFojJTsJIZNG4RGp2n12NLN5RzYeRg5JpOWl8KQKQPRaHvfihFB6E5EUUoQBIHmRObrV5fzxQtLaLQ3ATJyTEZn1DFgfBFX/vYi0vNST/l5o5Eonz27mCVvrMBR40QCZBn0Zh1Dpw7kiv93EUnpVgAi4QgfP7WIZW+vxlnvArk5LoNFz4gZQ7j8NxdiSTF36PsWBEEQBEH4IWoO1vHGQ++zd30pAV/wyI08iZTsJObeMJNZV009rZt7h/dW8sZDH7B/6wFC/hCSJCEpJNL6pDLvltlMvmBcy/OW7zjEmw9/yIHthwgFwkgSSEoFmX3TmH/HXCaInbcFocs6rd33otHoMf+9du1ali1bRjgcPqXneeKJJxg+fDgWiwWLxcKkSZP47LPPWh6XZZl7772X7Oxs9Ho9M2bMYOfOnacTsiAIQrsWPvElb/7lA9yNHtLzUsguzCS7KBOtQcOWxdv5153PUF/ZcErPKcsyb/3tQ97/56f43QEy89PILsokuygDtVbF2k828e+fPde821MsxmsPvsfC/3xB0Bcko++RYwszUapVrPxgPf/++XN4nd5O+gkIghAPHZFDifxJEISuoq6igX/d+QxbluxAZ9Q150+FmaTnpeBqcPPGXz7gk6e/OuXnrSix8/hPn2XX6r0YLYYj+VMmqTnJNFQ28vJ9b/PNm6sAOLjrMP/++XPsXV+CyWYguyiD7KJMUrKSqDlUxwt/fIMV76/t6LcuCEIHOaWilN1uZ+rUqWi1WqZPn47D4WDevHlMmjSJGTNmMHToUOx2+0k/X25uLg899BAbNmxgw4YNzJo1iwsuuKAlcXr44Yd55JFHePzxx1m/fj2ZmZnMnj0bt9t9au9SEAShHRUldr58cQlag5a03BRUmuZJpJIkYbIZyeqXweE9VXz+3JJTet6STWUsfWs1piQjKdlJKFXKluc1J5nIKkhn/5Zyvn5tObvXlLDy/XVYUs0kZ33nWIWEJdlEZn4aJRvLWhIwQRC6l47MoUT+JAhCV/HpM19Rsc9OVr8MjFZDy8wllUZFWm4KWr2az59bjL2s5pSe98PHP6P2UD3ZRZkYLPqW51Vr1WT0TUOSmo9prGnivcc+oaGykezCLPTmb4/V6NRk5qcTi8R4/5+f4nZ4OvbNC4LQIU6pKHX33XcjyzLvv/8+WVlZzJs3D5fLxeHDhzl48CAZGRk88MADJ/188+fP59xzz6V///7079+fBx54AJPJxJo1a5BlmUcffZR77rmHBQsWMHToUF588UV8Ph+vvfbaKb9RQRCEtqz7bBNepw9beuu7QihVSkxJRtZ/saV5Wd1JWvvJJoL+EOak1nctUmlU6Ew6Vn24nhXvriEcCmOytX6sWqtGo9ew4oN1hAKhk45BEISuoSNzKJE/CYLQFThqnWxatA1zsqnlZtr32dKteJ1e1n22+aSf115Ww67V+7CmWVEoWr9cTc5KwtXg5ssXlrBvYxlJGTYUitaXCKZkJ+GobmLTom0nHYMgCPFzSj2lvvrqK9577z0mTpzIlClTSE1NZdGiReTk5ABw33338eMf//i0AolGo7z99tt4vV4mTZpEeXk51dXVzJkzp+WYo3cXV61axa233trq8wSDQYLBYMt/u1wnfwEpCELvtH/LAdRadbv9DsxJRuoqGqksrcaaenJbo5dsKkNn0Lb/vDYjzgY3O9fsO2EzUJPNSFONk/rKRrILM08qBkEQuobOyqE6Kn8CkUMJgnBqKkvseJ0+0trpuSlJEiqNiv1bD5z08x7eW4XP7Scnw9rmMQqlAiTYs66UoDdISlZSm8cqVUpissyhvZUnHYMgCPFzSjOlHA5HS/KUnJyMwWCgb9++LY8XFhae0vI9gO3bt2MymdBqtdx22228//77DB48mOrqagAyMo7dnSojI6Plsdb8+c9/xmq1tvzJy8s7pXgEQeh95Jh8EkdJIMsneeyR55VlOFFfT0kCmebu5ydoAtpc3JKJnUIMgiB0DR2dQ3V0/gQihxIE4RTJ8smkL0iSdOr500mQOPnnlY7mW4IgdDmnNFMqPT0du93ekqTceeedJCcntzzucDgwGltfetKWAQMGsGXLFpqamnj33Xe5/vrrWbp0acvj359hIMtyu7MOfvvb3/LLX/6y5b9dLpdIqgShi3HUNLHus81sXrwdvztAUoaN8eeMYtRZw37w1sGno+/gXHav2dfu+OJ1+tCb9WQWpJ/08+YPyaOypP2LTK/Th9FmoO/gXLZ+sxOwtXOsF1OSiZTstu8GCkJ3EIvF2LdhP2s+3sjBXRVIEhSN7sfE88ZQMKzPSe3S5Kh1sv7IOOJz+RM+jpxIR+dQHZ0/gcihBKGri0aj7F5TwtqPN3J4XxVKpYL+44qYOG8MfQflxj2ezIJ0DGYdXqevzd2BZVkmHAzTZ/DJx5dZkI7eqMXn8mO0Glo9JhaTicViFAzvQ82BOgKeAHqzvvVjozGkI88rCN2ds97Fhi+2snHRVrxOH9Y0C2PnjGDMnBEYLa1/X74rGo2yZ20paxZu+HYcGVvYPI4MTsw5/5SKUiNHjmT16tWMHz8egIceeuiYx1esWMHw4cNPKQCNRkNRUREAY8eOZf369Tz22GPcfffdAFRXV5OVldVyfG1t7XF3/75Lq9Wi1WpPKQZBEOJn27JdvHTvmzTYm1CplajUKir2VbF9+S76vJzLLQ9fS1a/tr/jnWH8uaNZ+tYq3I2eVpOqWDSGq8HNtIsntDs9/PsmzhvL2k8343X5Wj1JRCNRvE4fZ1wykQHjitixYg9+t7/VpCoSjuL3BDjruuld8oJbEE5WKBjm1f97hzUfbyQUCKPTa5CB8u2HWfHuGmZeOZUFvzgPpbL1/iRwdBx5iwa747hxJO+lHG7963VxH0dOpKNzqI7On0DkUILQlfm9AV7845ts+mobkVAErV6DLEPZtoMse3s1c2+Yyfzb55xUUb+jpOakMPyMwaz8aD2mJGOr/Z9cDR70Jj3jzxl10s/bZ2AORaP7sX3Z7mOanH9XU60TU5KJ826eTXV5HfvWl5Jt0rV6rKPGiTnFzNi5I0/p/QlCV7N3fSnP/u416ioaUKqUqDUqKkrs7Fixh0UvL+Xmv1xLn4E5bf57vzfAS/e+xcYvtxIORZpzsKPjyDtrEjKOwCku3/vwww/5+c9/3ubj48eP57HHHvtBAcmyTDAYpKCggMzMTBYtWtTyWCgUYunSpUyePPkHvYYgCIlxYOdhnrvnNZpqXWT3yyAzP53UnGSyCzNJy0ulfMchnrrrJbxOb1zjyh+Sx7SLJ+Jp8uKocRKLxloeC/iCVJXVkNE3lXNuOvOUnnfghCLGnzMKR40TZ72rZdmdLMv4PQHsZTXk9s/izKunMWzaIMbMHkFDdROuBnfLdHRZlvG5/VSX19BnUC4zr5jacW9cEBLgvX98zPJ312Aw68ktziI1N4W03BRyijNRadR8/twSvnj+mzb//cFdh3nuntdpqnW2Oo4c3HmYp379YtzHkRPp7BxK5E+C0HPJssxrD7zH2k82YU4ykXN07MxLIac4C0khsfDJL1n6Vvx36D3n5rNIz0vFvr+GgO/bnnSxaAxHTRNep5czLpvU7oXy90mSxPl3zMWWYcW+v4aQ/9sNXqKRKA1VDoL+EHOun0FabgoX/fQczMkm7GW1hALhY46tr2wkEo5w7o/PJCm97R5VgtDV2ctq+O/dr9BQ1UhWvwyyCo7kP/0yyOibRsXeKp769Us01TnbfI43HnqfNQs3Yk4yfZuDHRlHFAqJhU9+kZCdvk9pptSJjBs37pSO/93vfsc555xDXl4ebrebN954g2+++YbPP/8cSZL4xS9+wYMPPkhxcTHFxcU8+OCDGAwGrrrqqo4MWxCEOFnyxgqcda7mBOp7FXi1RkVWQTqHdlew4cttTL90UtzikiSJS399PlqDlm/eWtW8bbHU3ENKpVFROCKfa/906Sk3F1cqlVz3p0sxmHWs/mgDVfurjz4tGp2agROKue7ey0jNSQHg+vsvR2/Wsf6zzVQePTYGWoOGIVMGct29l4mESujW6isbWPnBOoxW43E7TUqShDXVTDgYZvFry5lx+WQMrcwaXPLGSpx1zjbHkcyCdA7trmTDF1uZfln3KcKcSg4l8idB6F0qS+xsXLQVa5oZg+XYcVGSJJLSrdQequfLl5Yy+YJxaHSauMWWW5zFHY/eyMv3v83hPZU0hCItOZQ52cS8W2dz/h1nn/LMi6KRBdz2t+t49YF3qdpfQzQSbeldZU21MP/2Ocy9cSYAA8YVcctfr+ONh97HXlZDLHbk5qIMSRk2zr5pFmddc0ZHvm1BiLtl766hoaqR7KKs43aaVKmVZPXLoGp/NWs+3sTZR74b31VRYmf951uwprY+jtiOjCOLXl7KlAvjO46cdlHq5Zdf5sknn6S8vJzVq1fTt29fHn30UQoKCrjgggtO6jlqamq49tprsdvtWK1Whg8fzueff87s2bMB+M1vfoPf7+eOO+7A4XAwYcIEvvzyS8zm1tcsC4LQdbka3WxZvANTkqnNxESlVqFQKlj90fq4FqWOvvaCn5/HjMsns/nrHTRWN6HWqCge04+B44va3Or4RDQ6DVf97mLOunY6WxbvwFnvbilIFY8uOGaqu96o4/p7L+fsG2exefEO3I0etHoNgyf1p3Bkftyn0gpCR9v89Q68Th9Z7RR4m5OiOrYv28WE88Yc85ir0c3mxdtPPI6olKxeuKHLFqV+aA4l8idB6F02fbUdv9tPcqatzWOSMpovKHevKWHEjCHxC47mGee/e/Xn7F5bQummciLhCEkZNkbPHv6DbqYNGFfEH976JTtX7qV8+yGikShpuSmMOmsYluRjx7Mhkwfwx3d+xfZluzmw8zCxaIz0PqmMPmv4cTdBBKG7CfqDrPt0EwaL4biC1FFKlRKNVs2qD9cx94YZx+VJm7/adtLjyK7V+xg5c2hHvoV2nVZR6oknnuCPf/wjv/jFL3jggQeIRqMA2Gw2Hn300ZMuSj377LPtPi5JEvfeey/33nvv6YQpCEIX4mrwEPSHMCeZ2j1OZ9BSX9UYp6iOl5yZxJlXT+vw503PS2XO9TNO6tiMvmmt3uEQhO6uqc4FEm0mVNB8tw/5yLHf42rwEPSdzDiiob4yceNIezoihxL5kyD0Lk11TpCkdm9OqbVq5Gis1bEzHpQqJUOnDGTolIEd+rxqjZqRM4ee1AWyWqNm9FnDGX3WqfU4FoSuztPkI+ANojW0P3tJa9DirHcRCUdQa9THPNacg514HIlFYzjjPI6cUk+po/71r3/x3//+l3vuueeYRqRjx45l+/btHRacIPwQ4VCYg7srKN1SToPdkehwuhRZlrGX1VC6pZyq/dUnvfXuD6HRqVEqFUQj0XaPi4ajaPXxmy4qCEL8aHRqTjTcyEe2GG9t2rhGp0apUraMI0f7s3mdPoL+UMtYFo3Euuw4InIooTtorHZQuqWcg7srCIfCJ/4HvYjX5aNs20HKth3E6/LF5TU1Og0nGjxjsRgyzeOkIAg9i1rbvJokGom1e1w0EkWpat4A5vjnUB8zjoRDEbwuHz6XvyWvisViIMuo4zyOnNZMqfLyckaNOn4HBa1Wi9fbtRqLCr1PKBjmmzdWsvzdNdRVNBCLNl+cDJ02iNnXTqff8L6JDjFhZFlmwxdbWPLGSg7sOEwkHEGlVpE/NI+ZV0xh7NyRnbZELC03hdyBOezfXN7m9r6yLBPwBRl15rBOiUEQhMQaMK4QjVaN3xNAb2p9F0lPkw+9WceAcYXHPZaWm0LewBz2bdxPwBekocpBwBtAlmUUCgVGq4HUnGQC3gAju+g4InIooSsr33GIr15exralOwn6QygUClLzUph60QRmXTklrj1GuhpHTRNfvbKMNQs34mlq/q6abEYmzBvNWdecQXLmye/Oe6oGjCvkq1eWEQqE2vwduBs9mKwG+o89fuwUBKF7MyeZKBpVwNalO7Ektz5b/OjmSBPOG93q9dzA8UV89coy3I0enPUumupcxI4UuVRaFcmZNjQ6NUabkQHjijr1/Xzfac2UKigoYMuWLcf9/WeffcbgwYN/aEyCcNpCgRDP3P0Kb/7lA2oP1WNOMpGUaUOhVLBm4QYeu+Npti3blegwE0KWZT55+iue+X+vsnd9KTqTluRMGzqTlr3rS3nm/73Kx08t6rRZU5IkMf2SSUiS1JLMfT++hspGTEkmJn6vj4wgCD1D/7GF5A/No6GqkWj0+Lt9kVCEpjonQyYPaHVjAUmSmHrRBNwNbg7trsDv8TdviaxVIykkXA1u9m85QEyWmXje6Hi8pVMmciihq9qxYjf/vP2/rPpwHQqlgqQMG+ZkE3WH6nnrrx/y9F0vEQqETvxEPVDt4Xoeve1pPnn6KwLeALY0C7Y0CwFfkE//+zWP3f5fag/Xd9rrD506kNziLOoON3zbxPs7wsEw7kYPo2cPJyWr84pjgiAkhiRJTFswAZVahavB3eoxjhonBpOOyee3vnHKkCkDSM60UbqlnLqKBuRY84ZOKo2KSCiCvayGw3uqGDJlQNzHkdMqSt1111385Cc/4c0330SWZdatW8cDDzzA7373O+66666OjlEQTtpXryxnw5dbSMq0kd4nFZ1Ri0arxpJiJqc4C2+Tj5fuewtnfWLW2yfS7jX7+OTpRah1arILMzFaDKi1aowWA9mFmWh0aj55ehG7Vu/rtBgmzBvNGZdOxO3wUH2gFr8nQDgYxtPkpaq0Gkmh4NJfzSe3f3anxSAIQuIoFAquu/cysosyqSqtxlHjJBQIE/KHaLA7sJfX0m94X674fxe2/STSkcK53PxHkkCi+Y8sy9/5+665MYDIoYSuyO3w8NJ9b+NyeMgpzsKSYkajU6Mzaknvk0pKVhKbvtrOF88vSXSocSfLMq/+3zsc3F1BVr8MkrOS0Og1aPQakjNtZBdmcGh3Ba/+3zuddmNPrVFz/f2Xk5aXQmVJNU11LkLBMEF/iPrKRmoO1tN/bCELfnFep7y+IAiJN+rMYcy+9gx87gD28hp8bj/hYBiv00fV/mqikSgX3HkORaMK2nmW74xR0nf+fOfvEpE/ndbyvRtvvJFIJMJvfvMbfD4fV111FTk5OTz22GNcccUVHR2jIJyUUCDE8nfXoNFpWl0WIkkS6X3TqC6rYcMXWzulmXVXtvKD9QR9QXKKs1p93JZupaLEzqoP1jFk8oBOiUGpVHLVPRfTZ2AuS99efWQAjaHRqhg+fTBnXn0Gw6YN6pTXFgSha8gpyuLnT9zCopeWsuHzLThqmkCSsCSbmHXVVGZfOx1rqqXVfyvLMiveW4c5xUxabioN9kYC3mDL8j1rqoWU7CTcjR7WfLKRS7pggVvkUEJXtPHLrdRXNJBZkN7qBYnOqEVr0LLi/XXMvn4GOoM2AVEmxoGdh9m3oYzkTFvzRgzfo1QpScq0sW9DGQd2HqZgaJ9OiaNgaB9+8eStfPnSN2xatA1HdROSJGFNszD3xpmcdc0ZYpc5QejBJEnikl/OJ6coiyVvrqRibxWRcBS1RsWgif2ZddU0Rs1qe0OAnSv34qh2UjiyAGe9C2edi3AwjISESqsiLS8VrV7NzhV7aLA74jpb6pSLUpFIhFdffZX58+dz8803U19fTywWIz09vTPiE4STdmDnYRqqGtvdelapVKBQKti+fFevKkqFAiF2rNyD8QTJislmZMeqPQT9QbT6zkk4lUol0y+bzNQFE6gsrSboC2JONpHRN63LzmwQBKFjpeelcvU9FzP/9jnUHqpHoVCQWZCOwaxv99/VVTRweE8ltlQLRquB5CwbAW+QaDSGSq1Eq9cgSRLhQJjNX23nkv+ZH6d3dHJEDiV0VdtX7EFSSChVxxddjrKkmmm0OyjffohBE4rjGF1i7V1XStAXJCW77Qs0g1lPU42TvetKO60oBZDVL4Pr772cC+88h7qKBpRKBZn9MtAbW+/RJwhCzyJJEpMvGMfE+WOoKq3G7wlgshnbvKHwXXvWlRIJR7Akm7Akm8jMTyfkD4HUvPu5UqUkFoth31/D3vWlbS4D7AynXJRSqVTcfvvt7N69G4DU1NQOD0oQTkcoECYWjaFs5S7WdylVSgK+YJyi6hrCwSM/m3aSTaBlV6twMNJpRanvvlafgTmd+hqCIHRtlmQzlmTzSR8fCoRbdpaB5uSstZmxSrWSoL/r9b4ROZTQVQW8gRPmCCqVklg0RjjYu3bjCwfDSIr2t1GXJAkUEqFAfH421lRLmzNKBUHo+RQKxSm3OwkHw809D45Qa1SoNceWgxQKBRy5uRdPp7V8b8KECWzevJm+fXvvLmZC12NNNaPWqQn4ghgtre/uBhAOhUnJSo5jZImnM+owWPS46t2Yk9qeLRX0BbGkmNvcFUuIj9rD9WxZvANXgxutQcugicUUjsgXM8mEhAj6g2z9ZheVJXZkWSarXwYjZw1NyJ15S4oJjU5DwBdEZ2y7cB7whdpcqpxoIocSuqLUnGR2n6CnZMAXRH2kT2dvYkm1IMsysWgMhbL1dryxaAxiMtbU3vWz6WrCoTA7Vuzh4M4KYtEYaX1SGX3mUIxWsaxRSIyKEjvbl+3C6/RhMOsZOm0QeQOyE5LTW1MtIMvIstzm64eDYRSK5mXB8XRaRak77riDX/3qV1RUVDBmzBiMxmO/6MOHD++Q4AThVOT2z6ZwRD67Vu/DYNa3+mUL+oIolUrGnT0y/gEmkFKlZPL54/jgX5+2mVTFojEC3gBzb5x5wrulQucI+IK8/bePWPvJJnwuX/PdDFnmk6c1FI/ux3X3XkZabkqiwxR6kY2LtvLOIwupPVRPc//e5kQmNSeZC396LpPmj41rPJZkM6POHMqyt1djTTW3Os5HwlFikWjcYztZIocSuqKxc0ay6sP1BLxtF3ybap0Ujymk7+DcOEeXWCNnDuG9x8w4610kZdhaPcZZ78KcYmbEzCHxDU5osWvNPl7/83vY99e07FAoIfHBv6yc++OzmHXVVHFzT4gbT5OX1x58l61LduJzB5AUIMfg46cWMWTKAK75wyVxn+046syhfP78YjxNXsxJplaPcdQ4SeuTyuBJ/eMa22kVpS6//HIAfvazn7X8nSRJLVW3aDTaMdEJwimQJIk518+gbNtB6isbSc1ORlJ8e/IJ+UPUHm5gyOQBDJ06MIGRJsaUC8ex6sN12MtryMxPP6bwFI1EqT5QS3qfVKZcOD6BUfZe0UiUF//0Jms/3ogpyUR2YSaSonlc9bsDbF+xm3///Dl+/sQt7fZNE4SOsunr7Tz3+9cJ+kKk5aW2TPGOhCI02B28fN9bAHEv/sy8Yipbv9lJdXktGflpzVPNj4iEIlQfqKXPoNwue/NB5FBCVzR4Un8GTihm+7LdpPdJRavXtDwmyzINVQ40eg1zrp/R6y7srakWZlw2iY+fXIRK48FkM7b8DGRZxtPkw+cOcN4tZ2FLE+fnRNi7YT9P/folPA4PqTnJaHTNn99oJIqjuok3H/6AWDTG7OumJzhSoTcI+oP89zcvs23ZLqxpVnIybS3nea/Tx/rPt+Bp8vLTx398wl6aHSm3fzZjZo9gxXtrUaqUx7y2LMs461zN35Nrp7d8h+LltIpS5eXlHR2HIHSI4WcM5srfLuDtv31EZakdjU6DQqU40sRNYvDE/vz4L9egUp/WR79bS81J4eaHr+XZ375G9YFaFEolGq2KUDBCLBolvU8aP37oajETJ0G2L9/Nhi+2kJRpO+YkIUkSBosejV7DwZ2H+ebNlVz003MTGKnQG4RDYd5/7BOC3uBxzTNVGhUZfdOoOVjHB49/FvelfPlD8vjRA1fx4p/epKq0BpVGhVrT3ENKlqHvkDxuefjaLrtcQ+RQQlekVCn58Z+v5unfvMzedaXEYjJag4ZYJEYoEMKcZOLi/5nH6DOHJTrUhJh/+1y8Tj8r3l+Ls87VsvtgwBdEa9Ay84opXPCTsxMcZe8kyzLv//NT3A1usosyjzlfKVVKUnNTaKhq5JOnFzHunJGicCh0unWfbWHHyj1HdrP7trgjSRImmxGNXsPe9aWs/mhDXDfekiSJq+5ZQDgYZtNXzTt4ag1aZFkm6AuiN+uZd9tsZl4xJW4xtcQmy80T8nsql8uF1WrF6XRisYiGgL1F9YFa1n6yie3LdxP0B8nsm87480YzYvrguFd+uxpXo5uNX25j/RebcTd6MCebGDtnJGPnjjilhsNCx/rP/zzPhi+2kFPUdh+c+qpGTDYj9394t9hpR+hUW5bs4PGfPktKdjIanbrVYyKhCLWH67nl4WuZcN6YOEcIjdUO1n22hc2Lt+Nz+UjKsDH+nFGMPmt4h9957K25RG99371ZKBhm+7JdrFm4keqDtWh1GoZOG8SEc0eT1S8j0eEllCzLlGwqY/XCDZRvPwQyFAzvw8R5Y+k/pl+vm0HWVZRuKedvP/oPJqsBfRtjfywaw15Ww5W/W8Dsa8VsKaHzyLLMQ9f9i/2by9sdM6sP1JFTnMkf3volSmV826ZEI1F2r9nH6oUbOby3EqVKyYBxhUw4bwz5Q/I6dCw72TzitKaLvPTSS+0+ft11153O0wpCh8nMT+eCn5wt7lq1wpJsZuYVUxJSBRfadnBnBXpT+xfSJqsRj8NDo93RbvFKEH4oe1kNckxusyAFzTOmAOzltfEK6xjJmUmcfeNMzr5xZkJe/3SJHEroyjRaNWNmj2DM7BGJDqXLkSSJ/mMK6T+mMNGhCN9RXV5LyB9Cl9P2JkYKpQL5yLGC0JlCgRD2shqM1rY33QIw2Qw0VDbidfriPilAqVIydOoghk4dFNfXbc9pFaV+/vOfH/Pf4XAYn8+HRqPBYDCIhEro8trbdUAQEkICTjBxtXlia/vbUgtCR5AkiZOZRi3LiM/jKRI5lNDdiRxK6JZkuTnXEoROJEnSyaT0J3y8tzmtopTD4Tju70pKSrj99tu56667fnBQgtAZvC4fGz7fwqqP1lN7uAGNVsXw6UOYNH8s/YaLrbmFxCoeVcDKD9fT9n2+5p08kjJtpLZzN1AQOkJu/yyUKgXBI/1SWhM6sm1wbn8xa+9UiBxK6G5kWWb/1gOsWbiR7ct3EQpGyOiTyuQLxjF27si4NuoVhO/LG5CN1qDF5/K3OTslGokiSRJ5/bPjHJ3Q26i1avIG5rB7TQnW1LZnQHmaPBQM7dPmLni9zfH7wp+m4uJiHnrooePuAApCV1B7uJ6///gJXrz3TfZvPUAkGMbd6OWrl5fy9x8/wefPL6GHt1cTurhJ549Do1XjafK2+ng4GCboCzHlgvG9vi+a0PkGTexPbv9sGqocrY6NsizTUNlIRn46w84YnIAIexaRQwldlSzLfPbsYh65+Um+fm0ZboeXSDBM6ZZyXvzjmzxy85PUVTQkOkyhF+szKJfi0QU4apqQY63n8g12B0kZNsbMEctShc4lSRJTL5qAJIHfE2j1mKAviByTjxwnpu9BBxalAJRKJVVVVR35lILwg4UCIZ6+62XKtx0ko08aWQUZ2NKtpGQnkVPcfIf//X9+woYvtiQ2UKFXGzSxmMkXjsNV76axuolopHlbeDkm4270UH2gjuIx/Zhx+eQERyr0BkqVkkt/NR9TkpGq/TUEfMGWx4L+5n4JOpOOS381H4227b5TwskTOZTQFa39ZBMfPv4ZCoVETlEWKVlJ2NKtZBVkkNYnldIt5fz37lcIh8KJDlXopSRJYsEv5pGSnUTV/mr8nkDLzZRQMNy847RCwYU/O1fMShHiYsyc4Yw6cxgNdgdNtU5i0RgAsVgMZ72LuooGhk0bzMT58d8kpqs6reV7H3300TH/Lcsydrudxx9/nClTRPNkoWvZtmw35TsOkd4nraUx71GSJJGcaaOqrJqvXlnG2LkjRcVaSAiFQsFVv1uAJdnEsnfXUn2grmVNut6iY9L5Y7ni7gsx2brmNvdCzzN40gBu/dt1vPPIx1Tsq6IhHEUCFCoFuf2zWfCL8xgxfUiiw+x2RA4ldBexWIyvXllKNBolPSP1uMfVGhUZeamUbT3A9uV7GH3msAREKQiQPySPnzz2I974ywcc3FlBY3UTEiApJDL6pjHvtjlMmj820WEKvYRao+amP19NcqaNNR9vxF5eg4SELMsYbUZmXD6FS399Plp96+0ReiNJPo01SwrFsROsJEkiLS2NWbNm8fe//52srK7TX0JsZyw8dddLrP1kY7u7lfndfjxOH//v5Z+RPyQvjtEJwvFcjW62L9uNq8GN1qBl0MRisgp691bcQuJEI1H2rCulYl/zLJ7swkwGT+qPUhXfLYwTqSNzCZFDCd1F2baDPHz945iSjOhNujaPqyyxM+n8cdz8l2viGJ0gHE+WZUo2lXFwZwXRSJT0vmkMnTJAtD0QEsZR08T25bvxOn0YzHqGTB1Ianbv6Q17snnEac2UisVipx2YIMSbo7oJtab95SUavYZwrQuPwxOnqAShbZZkM1MuHJ/oMAQBaF7KN2TyAIZMHpDoUHoEkUMJ3YXb4SEcCqPVt39Br9KocNQ2xScoQWiHJEn0H1NI/zGFiQ5FEABIyrBxxiWTEh1Gl3daPaXuv/9+fD7fcX/v9/u5//77f3BQgtCRjFYDkXCk3WMi4ShKtRKdse07gYIgxFcoEGL32hK2LNlB2baD4mJe6BFEDiV0FzqDFqVKSSR04hzK1MauZ4IgJIa9vIatS3eyY8VunPWuRIcjCO06reV7SqUSu91Oenr6MX/f0NBAeno60Wi0wwL8ocTUc2Hp26t58U9vkpmf1uZyk9pD9aT3SeWP7/zqhLOqBEHoXOFQmEUvLWPZO6tpqGokGomh0arJHZDF7GunM/7c0aL3mxBXHZlLiBxK6C5CwTD3Lfgr9VWNpOcd31MKmgtSNQfr+NEDVzL1oglxjlAQhO8r336QT5/5ml2r9xHwBgAJU5KRcXNHct4tZ5GUYUt0iEIvcrJ5xGnNlJJludULgq1bt5Kc3HvWSArdw9g5w0nvk0rNgTpirWwV63X6iIQjnHHpJFGQEoQEC4fCvPD7N3jnkY9oqnWSnJlEVr90TElGDuw4zHP3vM4Xzy9JdJiCcNpEDiV0FxqtmjMunUQkGMHrOn52XywWo+ZgHZn5aYw+a3gCIhQE4bv2ri/lX3c+y4YvtqDWqsnMTyejbyqxSJSvXlnGY3f8lwa7I9FhCsJxTqmnVFJSEpIkNa/X7d//mKQqGo3i8Xi47bbbOjxIQfghjFYjP3rgSp6+62UqS+2YrAZ0Rh2xaAxngxuFJDF1wQRmXTk10aEKQq+36oP1rPlkE0kZNgxmfcvf60069CYdjpomFj75JQPGFVIwrG8CIxWEUyNyKKE7OvPqaVTsq2L1wo246t1YUswolAr8ngA+l4/U3BR+9MBVx4zXgiDEXygQ4uX738ZZ7yKnKAtJ8e05xpZuxZRk4sDOw7zzyEJu/et1CYxUEI53SkWpRx99FFmW+dGPfsR9992H1WpteUyj0ZCfn8+kSaKRl9D19B9TyC//exvfvLWKDZ9vwevyoVAoKB7dj6kXjWfS/LG9aicpQeiKotEoy99dg0IptXmBY0u3UllSzeqPN4qilNCtiBxK6I5UahU33H8F/ccWseK9NVTssxOLxdAbdUxdMIEZl00mq5/YHVYQEm3rNzuxl9WSlptyTEHqKJVaiTXFzPZlu6k9VEd6n7QERCkIrTulotT1118PQEFBAZMnT0atFkudhO4juzCTq367gAvvPAdnvQu1RkVKdrLoTSMIXUR9RSNV+2swJ5vaPEaSJPQmLduX74bfxjE4QfiBRA4ldFdKlZJpCyYw9aLxNFQ1EglHsaSYxewoQehCSjcfIBaNota2fW4xJ5mo2l9N6eYDoigldCmnVJQ6avr06S3/3+/3Ew6Hj3lcNMMUujKDWS8SKUHogsKhCLFYDKWy/VmLCqWCcCDc7jGC0FWJHEroriRJIjUnJdFhCILQikg4Aie40S4pJJAkwifYUVMQ4u20ilI+n4/f/OY3vPXWWzQ0NBz3eFfaOSaeZFmmfPshtizegbPehc6oY/Ck/gyZMgCV+rR+1L1W9YFaNn65lbrDDSg1SgqH5zPqzKHoTaKYJAjdQWO1gw1fbKWqrBqFQkHegBzGzBmOJdnc5r9JSregN+nwewLojNo2jwt4g+QPyeuMsE9KRYmdTYu20Wh3oNKq6D+mkBEzBqPVtx2zIBwlcqjWeZ1eNi7axsFdFUSjUTL6pDHu7JGiCHKKQsEwO5bvZs+6UoK+ILZ0K6PPGkafQbliZrggdAPRSJTda0vYsWIPfrcfc7KJ4dMHUzy6X7vf4eRMG8ggx+RWl+8BhPwhlCoFKVm2zgn+BIL+IFuW7KRkUxmRYITkrCTGzBlOTlFWQuIRuo7TqpTcddddLFmyhP/85z9cd911/Pvf/6ayspKnnnqKhx56qKNj7BY8TV5e/NObbF++m6AviKSQkGMyi19bTt6gHH70f1eS2z870WF2eZFwhPce+4Rlb6/G6/QjSSDL8M0bK0nNTeGq3y1gxPQhiQ5TEIQ2yLLMF88v4bNnv8bV6Dn6t0hILHzyCxb8/Lw2tw03Wo2MnTuSRS8vxZpmRqE4foPYcDCMLMtMOn9cJ76L1oUCIV5/6H3WfbIJn9vfMs4veX0FmQUZXPenSxkwrijucQndi8ihjrf+88289dePaLA7kGMxJElClmU+feZrzrpmGvNum3PCGZRC81bwL/zxTSpLq4mGIy1j1KKXvmHUmcO5+vcXi5nigtCF1Rys47l7XqN8+yHCwXDLd/irl5cxYHwhN/7fldjSrK3+2zFzRhzJvdxYU1ufcdtY00RWvwwGTijuzLfRqj3rSnjpvrepOVBLLBpreW9fvLCECeeN5oq7L0Sj08Q9LqFrkGRZlk/1H/Xp04eXXnqJGTNmYLFY2LRpE0VFRbz88su8/vrrfPrpp50R62lxuVxYrVacTmenTYkPBcP8+2fPsm3pruYdoyz6lkp20B+irqKB7H4Z/OKpW0nLFXf82vPGwx+w6MVvMFgMWFPMLZX+SChCXUUDBouBOx69gYHj4z+YCoJwYl+++A1v/30haq2KpHQrCmVzYSkaidJgd6BQKLjh/suZcN6YVv991f5q/nHLUzRUO8jok4ZK/e2FaNAfovZwPQPGFvKLp25Fb9TF5T1Bc7Ht+d+/zor31mJOMWNOMraM8+FQhLrD9VjTLPz08R9TMLRP3OIS4qMjcwmRQx1r6zc7efrulwkFQqRmp7R852OxGM46FwFvkPl3zOWCO87ulNfvKexlNfzjliepr2wkLS8Vja65r4wsy3idPppqnYw7exS3/u06sbGLIHRBTXVO/nHLUxzaXUFqbgo6Q/Psa1mW8XsCNFY5GDixmJ/95+Y285/X//wei15ehiXZhOk7eUosFqPR3oQsy1x/3+VMmj82bu8Lmgvm/7zzWVz1LtLyUlFrmufFyLKMu9GDu9HDtEsmcsP9V4gZnT3MyeYRx9+GPgmNjY0UFBQAzb0PGhsbAZg6dSrLli07nafs1rYu2cGOlXtJzU3BaDUc82XS6jVk9cugsrSab95alcAou76KEjvL31mD0WrElmY5ZuqpSqMisyAdj8PDx08t4jRqqYIgdDJXo5vPn1uMSq0kJSuppSAFzY1y0/NSiYQjLHzyS8Kh1ntCZRdmcstfryWjbxo1B+uoLLU3/2+JHUd1E4MmFHPLX6+La0EKYP+WA6z7bDPWNAuWZNMx47xaoyKrIINGexNfPL8krnEJ3Y/Iob4VjUZZ+MQX+D2B44rQCoWCpAwbOqOWr15eRn1VYwIj7fq+fOkbag83kFWY0VKQguY+UCabkZSsJDYv3s7uNfsSGKUgCG1Z8d46Du2uILMgo6UgBc3fYYNZT3rfNPat38+Gz7e0+RyX/Go+M6+YQjAQoqLETvWBOuzltVSVVqPWqrns1+czcV7rNwU702fPLsZxZJbW0YIUNL83S4oZa5qFtZ9somzbwbjHJnQNp1WU6tevHwcOHABg8ODBvPXWWwAsXLgQm83WUbF1G6s+Wg+yfMwA8l1KpQKjRc+ahRvwuf1xjq772PjlVnwuH5aU1nfekiQJW4aV/VsOcHBXRZyjEwThRDZ/tZ2mWidJGa1PLQdIzkyiuryWnSv3tnlM8eh+/OHNX/KjB65k7NyR9B9byNQFE7jz8Zv41TO3k5KV1Bnht2vtp5sI+oIYrYZWH5cUErY0CztWNG+1LAhtETnUt0o2lnFobxUpmUlt3h23plnwOLxs+GJrnKPrPpz1LjYt2oY52dTqsmcAvVlPNBJl9cINcY5OEIQTCYfCrPxgLVqD9pji/HdpdGokhcSK99e2+TxqjZpr/nAJv3nhTs656UwGTSxm2LRBXPqr8/nj279k1lXT4j4TqfpALTtX7W2ecNDGaxutBoK+IOs+3RTX2ISu47R6St14441s3bqV6dOn89vf/pbzzjuPf/3rX0QiER555JGOjrHLq9xnR3eCu/YGiwFPk4fG6iaxnr8NVfurUaqU7Q6WBrMeR7WTusP1CW10LAjC8eoqGkCS2l0aotGpkWMytYfq230ug1nP1IsmtNl/Kt4qS+xodJr2xyeLntpD9dQebhBbLQttEjnUt2oP1RMJRdrd2EChUIAEdYfbHzN6s/rKRvyeAEkZtnaP0+q1VOyzxycoQRBOmqvBg6vBg8HS/jWiwaKn+kAdkXCkzU20JEmiYGifLtNKoL6igYA3iDW17Y1uJElCrVVTUSLGp97qtIpS//M//9Py/2fOnMmePXvYsGEDhYWFjBgxosOC6y4UKiVyrP3lZLFoFDkmE/IHkWVZrJdthUqlJHaCn6MsyyBxzLKgzhSNRAl4A6i1atF8TxBOQKFQNO9McIQsy8SisebHlIqW5sWyLB9XuDraM0GSQGfUdbkxUqlSEovF2j1GjsknLMoJgsihvqVUKeHImNDed16OxYiEI4SCYTRadZvH9VYKpaK5afAJWhvIMRmlKj75E0DAFyQajqAz6USjekFoR3OOxDHXk7FYjFhURqFUoDjS0kSOySiU0nG764WCYcKBEDqjrsvlIJLi+PfWGjkmtzlLTOj5Tqso9V2BQIA+ffrQp0/XqMYmwqCJxXzzxkpk2XZcUhWLyTjrnFSWVgPwj1ueIi0vhSkXTmDi/DEYLa0vBemN+o3IZ/XCDUSjMZRtFJ3cjV5MNiN9B+d2aiz1VY2s/nA9Kz9cj9fpQ6GUGDxpAFMuHM+QyQO63AWzIHQF+UPzUCgV+L1BvE4vjfYmQv4QADqTluTMJDR6DRq9hr5Dmr/DPref1R9tYOUHa6mvaARJos+gHKZeNIGxc0e0eScw3vqPLWTHij3tbrXsavRgSTGR219sbSycnN6eQ/UdkofepMPr9GGyGY97POALUl/ZSH2lg6VvrWbb0l0Mnz6YqRdNoHh0vwRE3DVl9cvAlm7FVe9Gm5Pc6jGyLBP0Bzt9161YLMaWJTtZ+cFaSjeVE4vJWFPNTL1oApPOH9vmrmCC0JtZU81kF2ZStv0gkkLCUd2Es85NTJZRKiWsaVaSM214XX7Gzh3RUuQt3VzO8vfWsG3pLiLhKDqjlgnnjWbKBePJ6peR4HfVLG9gNuZkE26Hp83ZnLGYTCQcpf+YwvgGJ3QZp3W7JBqN8r//+7/k5ORgMpkoKysD4A9/+APPPvtshwbYHUycNxadUYu7ZfvzZrFojMN7Kjm4q4KAN4gl2YxSpeTwXjuvPvAO/7zjvzhqnQmKuusZO3cEtnQrDZWNrd7ti0aiuBrdjJw5hNScztvFsHzHIf5+039477FPcdY6m2dIRGXWfrKRx3/6LB898YVotC4IrRg6bRApOcmUbCyjYm8Vfo8fjtRvvE0+Du2ppHz7QfoOyqVwRD6OWieP3f40rz7wDof32lvuFO5eU8Izv32FZ3/3GqFAKLFv6ogJ547CnGyksdrR6uORUASf08eEc0djTmq9L54ggMihviu3OIuBE4tx1DpbZlUe5W70sH/LAarLa1EoJSwpJsLBCMveWc2jtz3NkjdWJijqrkdn0DLlgvEEvEFCgdY3kWiqdWGwGNrc+bQjRCNRXv/z+zz5yxfY/PUOZBmUKgV1hxt4668f8sjNT2Ivr+m01xeE7kqhUDB1wQR8Tj+lm8upr2wkFoshSRAJx6g7XE/JxjLCwTBTLhwPwJI3VvKPW59i2TurCQcjKFVKvE0+PnlqEX+76T/sXNV27854siSbGX/uKDxNPiKhSKvHNNodmJONjDtnVJyjE7qK0ypKPfDAA7zwwgs8/PDDaDTfLmkaNmwYzzzzTIcF1130H9OPM68+A4/TR93hBsLB5oTAXl7TMqgkZ9rIKc7EnGwiMz+N9LxU9q7fzwt/eF0UOI6wplq49Nfno1IrsZfVEPAGgebpnK5GD1X7q8kbkM0FP+m8baG9Ti/P/L9XqTlQR3ZhBqm5KZiTmncDzCnKQq1V88lTi1j7iWjEJwjfp9aoMFoNRELhI9OwVajUSlQaJSq1klg0RiQYwZrefKf8xT++wb4N+0nPSyUzPw1zsglLipnswgxsqRbWfLyRj/7zRYLfVbP0Pmlc8JNziEVlqstrCR6ZARaLxXDWu7CX19JvZD5n/2hWgiMVujqRQx3rkv+ZT1ZBBlX7q3E7vC0zeg7sOozfE0CjV5M/JA9rqoWkDCs5RVnIsRhv/+2jLnPR1RWcec00Bk0opvZQHU3fKfKFAmFqDtYR9Ac5+0ez6Duo82aaL359BYtfX4HRYiCnKBNrqhlzkon0Pqlk5KdzaHcFz/y/V9vcfVUQerPU3GTC4QiRYASFUoFKo0KlVqHWqJAUEuFgmFg0RlpuCrtW7+Xtv39ELBYjpyiLpAwr5iQjKdlJ5BRl0VTn4vnfv9bc67MLOOemM+k3oi/V5bU4690t7RCC/hDV5bXIssyFd55Del5qgiMVEuW0ilIvvfQSTz/9NFdfffUxa8SHDx/Onj17Oiy47kKSJBb84jyuuPtCkjKt1Fc2cnhvFTUH61GqFGT0TaPv4Nxj1viqtWpSspLYu34/+7ceSFzwXcyk+WO56aFryB+Sh7PeRWWJncr91UTDESadP46f/fvmTp0ltXHRNqrLasjIT2+1b5UtzUI0GmPJmytFMVEQvufQnkqqy2rJG5iDOdl0pCdbkIA3SCwqY0uzkF2Uyd51pWxZsoM960pJzkxC3UqPGL1Zj8GsZ+WH63E1uhPwbo4366qpXH//5WQXZeKoaaKytBr7/hpkGc64dBJ3/usmsTRFOCGRQx0rq18GP/v3jxk7dyThYJiq0moO7DhMyBfCkmJqKUgdJUkSyVlJBHwBlr69KoGRdy1Gi4E7HruRWVdNRaFUYC+robK0mga7g/S8VK75/SXMu3V2p71+KBjmmzdWolIpMSUdvxRTpVaSnpfKwV0VbF/e+z7ngnAiqz/agNFiILMwA6VKSdAXIuANEgyEUGvV5AzIRq1Vs+aTjXzz1ioCngApWcfvXCopJDLz02mocnSZm+i2NCs/ffzHTL1kIrIsY9/fPD45aprILsrk+vsuZ+aVUxMdppBAp9Wso7KykqKiouP+PhaLEQ73zrsfCoWC2ddOZ/qlk9i9poSNX23jq5eXklOchc7Q+q4yerOOxpomti/bTdHIgjhH3HWNPnMYI2YMpmRjGfWVjShVSgqG9SEzP73TX3vjoq2gkNpttGdLs3BoVwUV+6rIG5DT6TEJQnexY/lu/N4AOUWZpOYk43P7CfqaZxTpTTp0Ri1yTMZeXsPXry4n6AuS2kb/E2jusVB9oI5dq/YxcV7nLTk5WZIkMWn+WMadPZK96/fTWN2EWqOiaHQBqdltvw9B+C6RQx0vq18GP3nsR1SW2jm4q4LXHngXg0VPbv/sVns4SpKEOcnE7jUlNNU5saVZExB112OyGbn2j5cx77a57Nuwn1AgjDXVzMAJxZ3eIL50czm1h+tJzkxq8xiNXkM0EmXrNzsYfeawTo1HELoTr8vHtqW7MCebsKVZyOiTisfhJRqNoVIrMdmMKFVK6isbWfn+OkKBMOZkU5s9bhUKCa1ey9pPNnZqMfpUJKVbuemBq6ivbKB08wHCoQjJmTYGji/qcs3Zhfg7raLUkCFDWL58OX379j3m799++21Gjerda0E1Og0jZgyhsbqp+SKsjYIUcGQgkfG5/PELsJtQKpUMHN+5zThb42rwoNG0/7XQaNW4wm7xexOE7/G5/EjQkiQZLYbjNnOQlBKSJOFp8oIktbtpgFKlRJKam6F3JSq1iiGTByQ6DKGbEjlU23KKssguzOTtvy/EnNT++KDWqvE6ffjdAVGU+p6kdCsTzh0d19f0ufxEQlHU2vZzKJVKeVwPVkHo7fyeAJFQBJ1RBzTnGbb048c1tVaNz+1DjtHq5hDHHqvC4/R1uV3fU3NSOnXVi9A9nVZR6k9/+hPXXnstlZWVxGIx3nvvPfbu3ctLL73Exx9/3NExdksGsw5Zbm76qFQp8XsD+D0BkEGr12Cw6JsPlCX0Zl1igxVamJNNHN5T2e4xoWAYlVr17e9QEAQADBY9sky7CVAsGkOW5eZk6gRbwUcjUWQZDGbxXfshgv4gu9eU4GnyojPqGDCusM1m7H5vgD1rS/A6fehNOgaOL8JobT/xFU6NyKHaJ0kSZpuRmkN1AESjseYZA+HmPitGmxG1RkU4FEGlVoocqoswmHWoNErCwQgaXduzsqKRqNgMQhC+R2/SodSojvQlbjvnCQfDGMx6QoEw4WAYvant8S8cjGBLt3apglR3VFFi5/CeSuSYTHrfVApH5Lf6M5VlmYp9VRzeWwUyZPVLJ39oH/HzP0mnVJQqKyujoKCA+fPn8+abb/Lggw8iSRJ//OMfGT16NAsXLmT27K4xRTDRBk3qjzXNQn1FIz6PvzmhikQBUCgVGMx6rOkWtAYNw6cPTnC0wlFjZo9gx4rdLcXE1jjrXBSOzCe3f3acoxOErm3otEF88vSiNrd3B3A1ejAlmTjzqqmUbi7H7w60WeB1NbixplkYPLl/Z4bdY0WjUb5+ZTlfv7ac+opG5FgMJAlbuoVJ88cy//a5LbN5o5EoX7zwDd+8uZIGuwM5GkNSSNjSrUy5aDzzbpmNRqc5wSsK7RE51Mkbf+5o3nlkIbWH62modBAKhI70cZRQa1UkZViJRmKMP3eUmCXVRRSN7kdaXioNVY1tNisOBUIolApGzBwa5+gEoWszWgyMmD6YFe+vw5JqbrPoEfAGmH3ddKoP1LLh8y1YUsytPl8sJhP0hxgf5xmTPUlFiZ33//kJe9aUNE8soXkJcv7QPlzwk7MZNOHbFT0Hd1fwwT8/Ze/6/QS8AWSaJ6EUjszngp+cTf8xhQl6F93HKTU6Ly4upq6u+c7V3LlzyczMpLS0FJ/Px4oVK5gzZ06nBNkdWZLNDJ0ygKqy5iZukkJCZ9SiM2pRqZW4HR4O7a4kNTeZwhH5iQ5XOGLsnOFkFmRQXV573PbUAM56FwqlghmXTxGVb0H4nj4DcxgyeSCOGmer25IHvEE8Dg8Tzh3FyFnDGDCukMZqR8uOpd/l9wTwOv1MPn8sluTWky6hbbIs8/bfF/LmXz/EWeciLS+FnOIsMvPTCPpCfPrM1zxz98uEAiFisRivPfgu7/5jIe5GD+m5zcdm9E0j4Amw8Ikvee6e18WOWT+QyKFO3oTzRhOLxji0u5JQMIRGp0Fn1KE1NPckspfV4HF4mHzBuESHKhyh0aqZefkUIqFo8/Ls74lGotQeqqfvkDyGTRuYgAgFoWubdvFEDBY99ZWNx22mJMsy1QfqsKVbmTR/LNMvnYzOqKOhqpVjYzLV5TUkZ9m6RD/O7qiixM6/7nyGTYu2odFpyC7KJLsoE5PVwL71pTzxyxfYtmwXAAd2Hubxnz7L5sU70Bqaj80pysRoMbBr1V6e+MUL7F5bkuB31PWdUlHq+x/6zz77DJ/P16EB9RSyLOOsc6HWqFEqlUTDUSKhKJFwlHAwgiRJqDUq/O5Ay9biQuIZrUZufuhq0vqkUrW/mvqKBtwOL8665p0AQ4Ew591ylhjkBaEVkiRxzR8vYfDE/tRVNFBdXovb4cHV6MFeVoOjpokxs0ew4BfzkCSJG+6/guIxhdQeqqf6QF3zsQ1uqspqaKpzMuG80Vzwk7MT/ba6pV2r9/HN6ysx24yk5aagPtIrT6lSkpxpIzU7mc2Ld7Dyg/VsW7qL5e+uxZJiJjUnGdV3j81KIiUriQ1fbOkyu/h0VyKHOnn1lY1ICgmNVo0ckwmHIkTCESKhCLForHmrdI2KhkpHokMVvmPWVVOZecUUvE4flaXVOOvduB1eag/XYz+yM+uP/3w1ak3nNl0XhO6o/5hCrvjNhajUSipL7DhqnHgcXhrtDipL7JhtRq6/73Ky+mUwZPIALvnlPCSFonkXu9rmYxuqHFSW2rGlWbnx/64kLVf0bjpVsizz9t8+pPZgHdmFmZiSjEhHeqDqzXqyizLxOn28/tD7BP1B3vjLB9RXNpJTnInJ9u2xBouenOIsXI1uXnvwXXFj7wROq6fUUd9PsIRvVeyronTzAfoMziUajtBgbyLgCSDLoDNqSclKwpRkorG6ia1LdjDhPFHk6CoKhvXlrufuYNWHG1j54Tp8Th8KpYLx541m6oXjGTJloJglJQhtsKZauPPxm1j7ySZWvLeG2sMNSFLz0o5pCyYw7pxRLbtAJWXY+PkTN7Nm4UZWvLeG+ioHkgQDxxcx9aIJjJ07Qly8nKbVH60nFAyRltd6QqozalEoFKx4bw3JWTYi4UibSy71Jh2OWicr3l/HlAvHi/Gvg4gcqm1rFm5AoVTQf2zzbMqmWifRI0tKk7OSSM604WnyseL9tcy4fLLYuamLUKqUXHXPAgZNLGbF++vYv+UA0UiUtNwUplw4nskXjMOaakl0mILQZU27eCLZRZms/GAdm7/eTiQUQW/Wccalk5hy4fhjWofMumoauQOyWfnBOrYu2UkkHMFg0TPzqqlMvXA8Wf0yEvhOuq9Duyso2VhGUoYNhfL4+TuSJJGWm0LtwTo+e3YxB7YfIiXThkLR+rGpOcnYy2rZsWIPo2aJXUfbckpFKamVnZJEctq68u2HCHgDJGfZkKTmvhzNDX5BqVK0/Nxi0SjlOw6LolQXk5qTwvl3zOW8W87C5/aj1qrb3UlREIRvGcx6Zl4xhRmXT8bn8iEpFOhNulbPF0aLgTOvnsbMK6fgd/vbPVY4ObIss2ddKXpT+w3izckm7OW1VB+oO26XxOOOTTJRsa+quc+XuKg8LSKHOnm71+zDYNKhM2rJLswksyCdWCSGQqlouUhQKBTUHKyjwe5os4eREH8KhYIxs0cwZvYI/N4A0XAUvVmHUikKh4JwMgpH5FM4Ip8r7r6QgC+I3qRr8wZd/zGF9B9TSCgQOuGxwsk5sOMwAW+Q5KykNo9Ra1TEYjI7V+4hFAihMyW3eaxG17zs/MCOw6Io1Y5TKkrJsswNN9yAVtt8cR4IBLjtttswGo+9u/ree+91XITdVCwaOyYBlSSp9Tt5ktTSAF3oepQqpdglRhBOkyRJJ71zm0KhELu8daBoNIZC0X7BQ6GQkKMyKEFStH/BqFBIyLLcaq894eSIHOrkyLJMJBJF+s5dZ4VCgUJz7F1oSSGBLIscqgvTG8XOiIJwujQ6zUlvMHIqxwrtOzor92RuGkUjJ3esJEkifzqBUypKXX/99cf89zXXXNOhwfQkaXmpKFQKgr4g2jZm2Bz9cPa0O3w+t5/NX29n27Jd+N1+kjJtjJk9giGTB4gp9oIgHEOWZQ7tqWTdZ5up2FuFUqWkaGQ+488dRWqO6IVwOiRJIrtfBnvWl2JLb3tnMq/bjzHJgCXFzKHdlVhT224o7zsylpuSROHwdIkc6uRIkkROcRa7Vu0jKaPtz6/P5cdoNbb7Ge9uZFnm4K4K1n22icqS6ubxcFRB83iY3fadeEEQeie/x8/mr3ewbfkuvE0+kjNtjD5rOEOmDECl/kFdenqttNwUFEoFQX8Irb71Ql8sGkMCcooyObS7gnAwjFrb+gy1aCQKstxmOwWh2Sl9Wp9//vnOiqPHGTi+iNziLA7trSKrIL3VCmpTnQtLsokxc4YnIMLOUbKpjOd//zrVB+oAGaVKRSQcYdWH6+k/ppCb/nwVyZltT4cUBKH3CIfCvP23hax4by1+jx+VRoUck9n89TY+f34xF/zkHGZdNVUscToNUy4cz551pYT8ITStJFXRSJSAJ8Cc62eQnGHjxXvfajOpioSjBH0hpl44XiwL+AFEDnXyplwwnl2r9rV5URCNRPG5/Zx5zbQeMxsnHArz5l8+ZNWH6/B7AseNhxf99FxmXD5ZjIeCIACwf+sBnrvndexlNRy95ooeueYqHFXAj/98lbi5dxoGTSwmuzCTyhJ7m325mmqdmFNMzLt9Lvu3HaTucAOZ+WmtHuuocWLLsDLqTLF0rz2ntPuecPKUKiXzb5+LTq+h9lD9MdPLY7EYjpomgr4gZ11zRo8p0lTtr+bpu16m+mAdGX3TyClq3n48tzgLW7qVXav38tRdL+P3BhIdqiAIXcD7//yMr19dhlqrIqc4i8z8dLL6ZZBdlEUkFOGtv33Iqg/XJzrMbmn07OEMnFBEzaF6fG7/MU21g/4Q9rIacoqzOOOSSYw7ZxTFowuoPliH3xM45tiAL0h1eQ19BuUw5aLxiXgrQi80+qxhDJpYTO2henyuVj6/5bXkFGcx/dJJCYyyY73z94Usfm05Gp3me+NhJuFAmDcf/kDsgCkIAgDVB2p56tcvYS+rIaNPass1V05xFkmZNvauK+GpX7+Ez+1PdKjdjkqtYv7tc9HoWr+Gb6xuIhQIM/vaGWT0SWXerbNRqhTUVTQQ/c4SvVg0RqPdQSQc5ewbZ4l2MCcgilKdaPRZw7n2T5dhSTFRfaCWipIqKkvtVJVWIykUzL9jLufeclaiw+wwS95YSV1lA1kF6ajUxy7T0xm0pPdNo3RTGZu/2p6gCAVB6CpqD9ez/J3VGCzNy8e+e/dfoZBIyU4mFpX57NmvxTa6p0Fn0HLLw9cyatbQ5u3ZS+xUllZzeF8VjpomCkcWcMejN5KSlYTBrOe2R25g+LRBuB2elmMr9lXhrHNRPKaQ2/9xA7a0nrNMSujaNDoNt/z1WkbPHo7X5TvmM+moaaJgWB9u/8cNPWYWQPWBWlZ+sA5TkhFzsul746GC1JxkouEonz37NZFwJIGRCoLQFSx9axW1h+vJ6peOSnPswietXkNGfjplWw+y8cutCYqwexs7ZwTX/PESTElGqsu/ew1fg1Kp4Pw75nLuzWcCMGn+WK763QL0Jh3V5TVUlNipLLFTVVaDSqPi4l+cx+zrpif4HXV9YrFpJ5s4bwxDpw5k45dbObjrMLGoTEZ+GuPOHtljkikAr9PLhs+3YLIaW90SE2jeBl6SWP3ReiZfMC7OEQqC0JVsWrQNj9NHdmFmm8ckZ9qoPlDHrlX7GDFjSByj6xmsqRZ+9p+b2b/lAFuW7MBZ78JgNjBkyoDjevwlpVv5xVO3UrKpnG3f7MTV6MZoNTJ06kAGTSgW/QCFuLMkm/npv25i/9YDbFn87ed38OT+DJncs/qlbPxyK16nj5yirDaPScq0UbW/mj3rShk6ZWAcoxMEoSvxe/ys+3QzRouhzWsutUaFpJBY+eF6pl08Mc4R9gyTzx/HsGmD2LRoW8s1fGZBOmPnjjjmGl6SJM64ZBIjZw5lw5dbObSnAmKQXZTJ2LkjesyKqM7Wc87oXZjJZmT6ZZMTHUanctS68HsDJ5yaqDdqqT5YF6eoBEHoqhrsDoB2d4jT6NTIR6ZKC6dHkiSKRhVQNKrghMcqFAoGjC1kwNjCOEQmCCcmSRJFIwsoGnniz2931mB3gCQ17yjYBq1eQyzSvBxEEITeq6nOhc/jx2gxtHuc3qSj5mAdsiyLXnSnyZxkOulreEuKmVlXTu3kiHouUZTq5sKhMI4aJwBJGdaENaFVqZUoFIoTbncZjcba3J2gu/O6fLgbPWj1GmzpVnEC6CV8bj+uBjdqrZrkTFun/t6jkSiN1U3EojGSMqzdevtftebEpx9ZlpFj8nHLgYVT52ny4mnyojNqxTI8QTjC1ejG5/KjN+mwploSFodao4bv9M1qjRyTkWW5R80QOyoajeKobiIaiWFNs6BrY9dqoWeJxZqLrNFIDEuqudM3LTh6HtQatNjSLN02T1drVCd9zaXXqLrt++wqjubeciyGLb17595dWc87s/USXpeP5e+sYcUH65rvmslgy7Ay9aIJTLt4QtybqaXlpZDVL51DeyoxWPStHiPLMgFPgKEX96xp5wd3V7Ds7dVs/HIroUAIhVJBv+F9mXbxRMbOHSlOBj1URYmdpW+tYsMXWwj6gkhKBflD8pi2YCLjzx3V5pTq0xHwBVn5/jpWvLeG2kP1yDKYk01MvmAcZ1w6iaRuuCV64ch8lEoFoUAYja71QrWnyYverKdwZH58g+tB9m89wNK3VrFlyU4ioTBKlZL+4wqZtmAiI2YMEeOT0CvtXV/KN2+tYufKPURCEZRqFYMmFjP90skMmTwg7vEUjsxH8YqCcCjSZsHe7fBgsBgoGpUf3+A6USgYZtUH61jx3lrs5bXIMRmj1cCk88dyxiUTe1SbC+FbR3flXv7eWqpKq5FjMnqzjonzxzL90kmk56V26OuVbTvI0rdWsXnxDiKhMAqVkuLR/TjjkomMnDm0250Hk7OSyC7KpHz7QYzW1mdLybKM3+1n4rwxcY6u5/B7A6x4by0r3ltLfUVDc+6dYmLqheOZdslEcYOvgyW00fmf//xnxo0bh9lsJj09nQsvvJC9e/cec4wsy9x7771kZ2ej1+uZMWMGO3fuTFDEXYOrwc2/7nyWt/76IXWH6tEbdejNOhqrHLzz94/45x3/xVHrjGtMSqWSqQsmEos2D4Ktaap1YrAYmNSDBsjty3fz6C1Psfi15UQiUQwWAyqNml2r9/Lfu1/h7b8vPGbXIKFn2L22hH/c/CRfvbyMcDCCwWJAo1WzZ10pz/7uVV7/8/tEo9ETP9FJ8Ln9PPnLF3jtwXepKKlGa9RiMOtwNbj54F+f8uitT1HTDZfEDjtjMFmFGdRV1CPHjv+ORCNRnHUuhkwe0G7fKaFt6z7bzKO3Pc3y99aCLGOwGFCqlGz+egdP/vJFPnn6KzE+dVMifzp9y95ZzT9/8gxrPt4ISBgsBhQKiQ1fbOHfP3uOr19dHveYRswYTGZBBnWH61v9TkbCUZwNboZPH0R6n9a3He9uQoEQz9z9Cq/87zsc3F2BVq/BYNbhdfr46D9f8I9bnqJiX1WiwxQ6WDgU5vl7Xuele9+ifPvB5t+7RU/AE+CTpxbxyI+f5MDOwx32ehu+3Mqjtz3NsndXIx85D6pUSrYu3cmTv3qRhU982e3OgwqFgmkLJoAMPlfr11zOOhd6k57J54sevqfD5/bzxP+8wOt/fh97Wc23uXe9m/ce+4RHb32K2sP1iQ6zR0loUWrp0qX85Cc/Yc2aNSxatIhIJMKcOXPwer0txzz88MM88sgjPP7446xfv57MzExmz56N2+1OYOSJ9fpD77NnbQlpfVJJ75OKwaLHYNaTlpdCet80SjaV88r/vh33QXbqgvGMP3cUjdVN1Fc0EA6GicVkAt4A9vIawsEI82+bQ8GwvnGNq7M02B28+Kc3cDs8zVuwplvRm3SYk4xk9ctEb9Kx6KWlrF64IdGhCh3IWe/i+d+/TlOdk5yiTJIymn/vJpuR7H4ZGK1GlryxghXvru2Q1/vgX5+x9ZudpGQlkZmfhtFiQG/Wk5qTTFa/DA7truD537/eYUWweNFo1Vzzh0tJSrdRUWrH7fASi8aIRqI01bmo2l9D3sAcLrvr/ESH2i1Vltp59YF3CPqC5BRlYk2zNI9PySZyijJRa1V8/NSXbP1GFCm6I5E/nZ6ybQd5668fEYtEm78XqWb0Jh2WFHNLk/H3Hv2YvetL4xqXVq/lmj9cgiXVQkWJHc93x8NaJ/ayGvIH53Lx/8yPa1yd6eOnF7H+8y3Y0q1k5qdjtDaf21Kyk8guzKCqrJrn7nlN7L7aw3z5wjesXrgBa5qFrIKM5t+7SUdyVhI5RZnUHqrjud+9RtAf/MGvZS+v4ZX738bvCZBTlIXtu+fBwkw0Og2f/HcRmxfv6IB3Fl+TLxjHhPPG0FTrpK6igVDg6DVXEHt5LUF/iHNvPkvMND9N7zyykO3LdpGak0xG32Nz78yCDA7uquCFP7xBLNb+Ekrh5CW0KPX5559zww03MGTIEEaMGMHzzz/PoUOH2LhxI9B8l+/RRx/lnnvuYcGCBQwdOpQXX3wRn8/Ha6+9lsjQE8ZeVsO2pbuwpVmad7P7HrVGRXKmjd2rSzi0pzKusak1an70wJVc/D/zsKRZaLA7sJdV42r0kD84jxv/70rm3jgzrjF1pvWfbabR3kRGflqrU38tKWbkWIylb6/udndhhLZt+GIr9RUNZOSnt9qU1pxkRJIklr69imjkhxWKHLVO1n66EZPNiLaVHhtKlZLUnBTKth9i7/r9P+i1EmHA2ELufPwmxs0dSTgYxl5eS83BehQKiZlXTuFn/7lZLN84TWs+3oir3k16n9RWxydbupVQIMzy99YkIDrhhxL50+lZ+cE6vE4vKTnJrX4vkrNs+DwBVrzfMTcVTsWgCcX89F83MWb2cEKB0LfjoUrBmVdP42f/uZmUrJ6xi5PX5WPl++vQm3XoTcf3EVKqlKTnpXJoTxU7VuxJQIRCZ/B7Ayx7Z82RWXHHt/pQKBWk902jsrSaLUt++A2TNR9vxFnvJqNvG+fBNAuRYISlb63sdnm6Sq3ihv+9nEt+NZ+kDBuN1UeuuRrc9BmYww33X8F5t5zV7ZYmdgUNdgcbvtiKKcmEVn98/yiVWklKdjL7tx6gZGNZAiLsmbpUTymns3nJWXJyMgDl5eVUV1czZ86clmO0Wi3Tp09n1apV3Hrrrcc9RzAYJBj8trrucrk6Oer42rlqL363n6SitpezGCx6mmqd7Fq1l76DcuMYXXNh6rxbZnPWtWewf+tBgr4g5mQTBcP6oFT2rGbFGxdtRXWk2WBbrKkWDu+uoLq8lqx+GXGMTugsmxdvR6FSolS2/3uv2l9Dxb4q+g7OO+3X2rO2BHeDp93Pjs6opb6ygV2r9jJ4Yv/Tfq1EKRjah5889iPsZTXUHqpHUkjkDczpln2yupINX2xBZ9S1m5Bakk3sW7+fpjqn6I3QzXVE/gQ9O4eKhCNs+no7Rquhze+FJEmYrAa2LdtFwBeMe8PtfsP78tN//Ziq/dXUHqpHqVKSNzC7x30/967fT1Ots92liBqdhmg4ws6Vexg1a1gcoxM6y/4tB2iwO0jNSW7zGLVGhRyLsX35biacO/oHvd7GL7aiNWjaPQ+aU8zs33KAxuqmblf0VWvUnHPTmZx59TT2bz1I4Mgu6AXD+qBU9axrrnjas7YEj+PEuXeD3cHOVXsZMK4ojtH1XF2mKCXLMr/85S+ZOnUqQ4cOBaC6uhqAjIxjPxQZGRkcPHiw1ef585//zH333de5wSZQ0BdEkqR2B9ijjwe8P3zq6+nS6rXd8gL5VPhc/hPugqPSKIlEYgS8gThFJXQ2n8uH+gS7wak1KqKR6A/+Dga8QZCa7x62SyKh3/eOkNUvQxRuO4gsy/g9QVQn2OFQpVERCoSaPzs9o01Nr9RR+RP07BwqFAgTDUdO4rytIhyMEExAUeqo7MLMHt1LL+gLntTOqgqlAm8bPXOE7ifoCxINR0/4e1eqlPhcvh/8el73ifN0tUZJ0Bck6Ou+OZRGp2HQhOJEh9FjNOfeUru5tyRJSEDQF4pfYD1cQpfvfdedd97Jtm3beP3114977PsFGFmW2yzK/Pa3v8XpdLb8OXy445rldQUmmxFZltvdBjR2ZNtgU5IxjpH1PkkZVkLB9gejkD+MWqvCFOfdEIXOY0u3EgpG2j0mGAih1qh/8HfQdGQpYCTc9uvJsgwy4vsutJAkCWuqmZD/RONTCJVGjckmPjvdWUflT9CzcyitXoPOqCMYOMH3IhBGa9Cgb2V5kdAxzElGFCol4WD7/aJi0Ri2NEucohI6m8lmRK1VEQq0/3uPRKIdMjswKc1C6ATf9+DRPF2cB4UjmnNv2m3BIctHrrVtre9+KJy6LlGU+ulPf8pHH33EkiVLyM39drlZZmbzXaKjd/yOqq2tPe7u31FarRaLxXLMn55k+IwhmJNNuBrablTqbvRgtBoYOXNoHCPrfcadPYpYNEYk3PqgJcsyzgY3A8YVkZYr+uL0FGPnjgRkwqG2C0XOOhf9RvT9wXe6h0weQHKmjaa6tpfQ+Fx+dCad+L4Lx5g4b0xz49M2bmDIsoy7ycuoWUNFMt6NdWT+BD07h1KqlEycN4aAJ9Dqjp/Q/L3wuXyMP2dUq307hY7Rf2wh6X1ScdS0vVO03xNAo9OIc1sPUjgyn6x+Ge3+3gO+ICq1ktFn/fAlmxPnjyUcirR/Hmx0M2zaYCwp5h/8ekLPMHTKAGzpVppq2869vU4fepOekbPE+NRRElqUkmWZO++8k/fee4/FixdTUFBwzOMFBQVkZmayaNGilr8LhUIsXbqUyZMnxzvcLiEp3cqk88fhdfpa3QbU7wngbvQw7pxRohDSycbOHUFOcRbV5TXHVdNlWaahshGdUcusK6YkKEKhM4w6cxh9BuVSc6D2uIKkLMs02B2otWpmXTXtBzeYNJj1zLh8CiF/CI/De9zjQX8IR00Tw6YNou/g+PaPE7q2ifPGkN43FXt5zXEJuSzL1B6qx2wzcsalkxIUofBDiPzp9Ey+YBzJWUnN34vv7Zokx2Sqy2uxpVuZctGEBEXYO2h0Gs68ahrRSLTVm6yhQJj6ykYGTiiieEy/BEQodAaVWsWZV08Dmm/efb+5eDgYpq6igeJR/RjUAS1Axp87isz8NOxlrZ8H6w43YLQZmXF57x0TheMZrUamXzqZoC+Ip+n43DvgC+KodTJi5hBy+2cnIMKeKaE9pX7yk5/w2muv8eGHH2I2m1vu6FmtVvR6PZIk8Ytf/IIHH3yQ4uJiiouLefDBBzEYDFx11VWJDD2hFvz8XNyNHtZ9tglHrbNlBwu/x4+kUDD+3FFc+muxjXpnM1qN3PLwtTx918tUlNhRa1RoDVqi4Qh+TwCTzcilvz6foVMHJTpUoQPpjTpuefhanvzVixzeW4lSpURn0BKNxPB7Ahisei79xfmMPrNjGrOe/aNZNNU6WfbOGpz1LgyW5rHR7/EjyxLDpw/muj9dJnZYEY6RlGHj5r9cw3/vfgV7WQ1qrRqNXkMkFCHgDWBJtXDN7y+mcER+okMVToPIn05PZn46Nz14Fc/d8zpVpdVo9VrUOjXhYJigL0hSpo0b7r+C3OKsRIfa4828cgqN1Q6+fnU5FSV2DGY9CoWEzxMAWWbwxP7c+H9XtruZjND9TLt4Io6aJj5/bgmVR3/vSgX+IzMY+48p5KaHru6QRt22NCs3/+Va/nv3y1SV1aD5/nkwxcxVv1tA8WhR+BSOde7NZ9JU52TF++uac29z83nV5/YjSRKjZg7lmt9fLHLvDiTJCdwDs61f5PPPP88NN9wANFey77vvPp566ikcDgcTJkzg3//+d0szzxNxuVxYrVacTmePmoYejUTZunQXqz9az/6tBwAoGNaHyeePY8SMISds7Cd0HFeDm7WfbmL1wg002pvQ6jWMPmsYE+ePjfvuh0L8uB0e1n++hVUfrqehshG1Ts3IWUOZNH8sBUP7dOhrxWIxdq3ay+qPNrBnfSmxmExu/yymXjieUWcOQ6M7fstaQQBw1DSx9pPm8clZ70Zv0jLu7FFMnDemRzdS7mhdLZeIR/4EXe99d5T6ygbWfLyJtZ9sxO3wYrTqmXDuGCbOG93ujnBCx5JlmT3rSln90Xp2rdlHNBIju18GUy4cz6izhqE36hIdotAJZFlm38YyVn+0nh0r9xANR8nIT2fKBeMYO3cEelPH9nNz1DpZ+8km1ixcT1Nd83lw7NyRTDhvjChAC22KxWLsXLmXVR+tZ9+G/cRiMnkDspvHp1lDRe59kk42j0hoUSoeempC9V1Hf4WiWpt4J2oiK/RM8fy9i++7cLrE+HT6ekMu0Zre8L7F96JrEOe23inev3fxfRdOhxifTt/J5hFiOk0PIL4gXYf4XfRO8fy9i8+YcLrEZ0cQjie+F12D+D30TvH+vYvPmXA6xOem84milCAIPVo4FGb78j2s/WQj1eW1qLUqhkwZyMTzxpDVr+1dqARBEARBEHqz2sP1rP1kE9uW7SLkD5Gel8r4c0cxYsYQsXxJEIQOI4pSgiD0WK5GN8/+9lV2rtpHLBpDq9cQi8bYv+Ugi19bwYKfn8dMsTuiIAiCIAjCMVYv3MCbf/kAZ70btVaFUqWkYm8Vm77eTv+x/bj5L9eQnJmU6DAFQegBRFFKEIQeKRqN8vw9r7Nt6S5Sc1PQGbQtj8myTEOVg7f++gGWFBNjZo9IYKSCIAiCIAhdx85Ve3nlf98hEoqQU5SJpPh2+VLIH2L32hKeuftV/ue/t6LWqBMYqSAIPYHYZ1UQhB5p7/r97Fy9j5Ts5GMKUtC8Njw1J5lQIMyXL35DLBZLUJSCIAiCIAhdhyzLfPniEvxuP2l5KccUpAA0eg3peans27if7cv3JChKQRB6ElGUEgShR9r45VbCgRB6U9tbSidl2Di4s4IDOw7HMTJBEARBEISuqbq8lpJN5VjTLG02eNbqNcRiMus+3RTn6ARB6IlEUUoQhB6pvrIRlab9Fco6g5ZQIERTnStOUQmCIAiCIHRdTXUuwoEwOqO23eM0OjX1lQ1xikoQhJ5MFKUEQeiRdEYt0Ui03WOikSgKpQKNTvRDEARBEARB0OjUKJQKouET5FDhKDpj27PRBUEQTpYoSgmC0CMNmTwAkNotTDnrXSRl2Og3vG/8AhMEQRAEQeii8gbmkJqbjLPB3eYxsWiMSCTK8DMGxzEyQRB6KlGUEgShRxozezhpucnUHKpHluXjHg/4gvi9QSZdMBaDWZ+ACAVBEARBELoWjVbNtIsnEQlG8HsCxz0uyzK1h+tJzrAx7uyR8Q9QEIQeRxSlBEHokYxWI9ffdzmWFDOVJXac9W7CwTABX5Daw/U0VDYycsYQzrnpzESHKgiCIAiC0GWcefVUxp0zCkdNEzUH6wh4g4SDYdyNHipL7OhNOq7+wyUkZdgSHaogCD1A+12ABUEQurHBkwbws3//mK9eXsa2ZbtorG5CUkikZicz5aIJzLpqKjpD+408BUEQBEEQehO1Rs1Nf76KwhH5LH9vDbUH64nFYmh0GiacN4Yzr55G8eh+iQ5TEIQeQpJbW9fSg7hcLqxWK06nE4vFkuhwBEFIkAa7A0dNE0qVkpziLDRa0dxcEIST01tzid76vgVB+FY4FKaqtJpwMIIt3UJqTkqiQxIEoZs42TxCzJQSBKFXSMlKIiUrKdFhCIIgCIIgdBtqjZq+g/MSHYYgCD2YKEoJgiAIQi8TCoTYunQXFXurkGMymQXpjJw1VDT9FwRBEARBaIe9rIat3+zE0+RFb9IxePIA8ofkIUlSokPrtkRRShAEQRB6kS1LdvD23z+i+kAdckwGZEAiJTuJ+bfNYdrFE0ViJQiCIAiC8B0+t5/XH3yPTV9vx+f2I0kgx0D31CIGji/iunsvE83/T5MoSgmCIAhCL7Ft2S6e/e2r+D0B0nKSUR/prRYJR2m0O3jtwfeQZZh+6aQERyoIgiAIgtA1hIJhnvl/r7D56+1YUy3kFGUiSRKyLONz+dm8ZAduh5efP3Ez5iRTosPtdhSJDkAQBEEQhM4XjUR5/5+f4nX7ySxIbylIAajUStL7pCLLMguf+Byvy5fASAVBEARBELqOzV9tY9vSXaTmpmBONrXMKJckCaPVQGZ+Ovu3HmDl++sSHGn3JIpSgiAIgtAL7FlXSmWJnZSspDaX5yVnJtFY7WTTV9vjHJ0gCIIgCELXtPKDdYCMzqBt9XG1RoVGq2bFe2sJh8LxDa4HEEUpQRAEQegF7GU1RMPRNhMqaJ4xBTLVZTXxC0wQBEEQBKGLikajHNpTid5saPc4o82Ao9aJs94dp8h6DlGU+oFkWUaW5USHkXDi5yAIgtC2rjA+SpLESUfRRRudi3NNzyJ+l83Ez0EQBKF1XeG83zy7XIITxSF/9/iuJ9E/x/aIRuenQZZldq8tYfVH69m9toRoJEZOUSZTLhzP6LOGodW3fRe6JwkFQmxevIOVH6yjYl8VCoWCAWMLmXT+WAZPHoBCIWqegiD0Xp4mL+s+28zqjzZQX9mARqdh5KwhTJw3loKhfeIeT27/LNQaFX5PAL1J1+oxkVAESVKQ2z8rztG1LRQMs/nr7ceca/qP7cfk88eJc0035Kx3NX8vFm7AUd2E1qBlzJwRTJo3htz+2YkOL26q9lezeuEGNny5lYA7gDXdwsR5Y5lw3miS0q2JDk8QBCFhZFmmZFMZqxduYOeKPYTDUTLz05h8wXjGzhmO3qSPazwKhYLCkX3ZsngHtnbGZ0+Tl+zCDGxpljhG1z57WU3zueaLLfjdAaxp5uZzzbwxXepcI8lduWTWAVwuF1arFafTicXywz8g0WiUt/++kG9eX0kwEMJg1iMpJPyeAMgwaGIxtzx8LZYUcwdE33V5nV6e/s3L7Fy5F5DRGfXIsozf40etUXPGJRO54v9dhFKlTHSogiAIcWcvq+HJX73I4b2VKFVKdAYt0UgUvyeAwWpgwc/O48yrp8U1plgsxkPX/JPSzeVkH9k15rtkWabmYB3JmUnc+/5d6I2tF67iyev08t+7X2X78l0A6E3HnmumLpjAVb9b0Onnmo7OJbqLjn7fB3dX8PRdL2PfX41Ko0Kr1xAJRwl4A5iTTFx+94VMuXB8B0Teta39dBOvPfgurno3OqMOlVpJ0B8iHIyQWZDGzX+5ln7D+yY6TEEQhLiTZZmPnviCz59bTMATwGDWo1Aq8HsCxGIyRaMKuPVv15GSlRTXuDYu2sqTv3oRS4oZg/n4oljIH6KusoErf7uA2ddOj2tsbVn32WZefeBdXPUudAYtKo2KUCBMKBAmIz+Nm/9yDYUj8js1hpPNI8TtxVP09SvL+eqlpWiNWnKLs0jOtJGUbiW7Xwap2UnsWLGHF/74RpeeHvdDybLMS/e9zbalu0jKtJHVL5OkDCvJmTZyirIwmPUsfn0Fnz27ONGhCoIgxJ3fG+Dp37zMod0VZPRNJzM/HVu6lZTsZHKKs5CjMm///SM2fR3fZuIKhYJLfjUfa5qFqtJqAt5Ay2Mhf4jq8lo0Og2X/HJelyhIybLMy/e/w5ZvdpCclUR24ffONRY9S95YKc413YTb4eHpu16man81mQXpZPRNw5ZuJTWn+XsRCoR57cH32L22JNGhdqrSLeW8cv/b+N0BcoqzSM1JxpZuJaNvGtmFGdQcqOO/d7+Mo9aZ6FAFQRDibsV7a/n4yS9RqVXkFGeRnJWELd1KVr8M0vNS2LdxP8/+9lWikWhc4xo5cyjjzxmNo7oJR42TWDQGQCwm42pwU3u4nsGTBjB1wYS4xtWW0i3lvHz/2/jd/uZzTW4KtnQr6X1SyS7MoPZQPf+9+5Uuc64RRalTEPQHWfz6ClQaFZZk03GPa/QaUrKS2LV6H/u3Hoh/gHFyaE8l25ftwpZubbVhrinJiEavYelbq/C5/QmIUBAEIXG2LN7Bod2VZOSnH2kc/i1JkkjJTiIcDLP4teVxv4HRf0whtz1yA/1G5ONs8FBZaqeqtJqG6iayCjP40QNXMu7sUXGNqS2H9lQ23/xo61xjM6IzaFj61kpxrukGNnyxFXtZNVkF6cfNbJMkidTcZPxuP0veWJGgCONj6Vur8Dh9pPdJPW62okKpIKtfBtUH6lj/2eYERSgIgpAY0UiUr19dBoAtzXLcGKnWqknLTaFkUxm71+yLa2xKlZLr77uMs286E6Vaib28lqr91dj3VxOLxph28URuf+T6LnFTD46caxyets81BenUHKxj3aebEhThsURPqVOwZ20p9RUNpOamtHmM3qyjodrBlsU7KBpZEMfo4mfL4h34PQGS25k2aUuzUnuojp2r9jJu7sj4BScIgpBgG77YAsioNW2fYq1pFsq2HqSytJrc4vj2bxowtpDfvvoz9m0o4/CeSmRZJjM/ncGT+6PWqOMaS3u2Ltl55Fxja/MYa5qV2kP17Fy5p8sU04TWrf1kI0qlss2llpIkYUkxs2v1PhrsjrgvzYgHV6Obrd/sxJxkbLMRrkKpQK1RsWbhBuZcPyO+AQqCICRQ6ZYDVO2vabfXkc6gJRKOsumr7QydOiiO0YFGp+GyX5/P3BtmsG3ZbrxNXnRGLYMnDyA9LzWusbTH7fCw9ZtdmJNNJzzXrF64gbk3zIxzhMcTRalT4HZ4iEVj7V5oSJKEQqHAWe+KY2Tx5XF4gfZ3Fjg6O+DosYIgCL2Fo6YJtbb94o5Wp8Hd6MHblJgxUqlUMmhCMYMmFCfk9U+G2+EB5JM418i4Gz1xi0s4PY4aJxq9pt1jNHoNgXo3niZvjyxKeZt8hIMRjNb2txXX6jU46lzIcvuff0EQhJ7E4/AQDkZOeK5QqZU4apriE1QrrKkWpnWRZXqt8TR5CYfCGC0nPtc4u8i5RizfOwVagxYk6YRrWOVYDIO5/Q9Bd6Y1aE64XXgsGkOWjxwrCILQixgsBiKhSLvHhEMRlCpl83lFaJXeqIMT5EjN5xoZXReZLi+0zWDRn/B7EQlFUKoUrS7X7Am0Bg1KlZJI+MQ/B4NJl/CLBEEQhHjSGrQo1coTniuikSiGExT3ezOdUXfS5xq9Wd8lzjWiKHUKBo4vwppmwVnvbvOYoD+ESqNiyJQBcYwsvoZMGYhaqz6mSe73uRrcmJOMDJrYP46RCYIgJN6oWcOIRWNEjzTBbI2z3kV2YQZ5A7LjGFn3MmhSfzRaTfPutm1wNXowJ5kYNEmca7q6sXNGEAqEiMXa7qPmrHfRd0ge6X26zjKIjpSUYaN4dAGuhrbzSFmWCfhCjJk7Io6RCYIgJF7RqAJSspJw1rW94igciiBJCoafMTiOkXUvtjQLxaMKcLUzi7z5XBNkbBc514ii1CkwJ5mYfP5YfC4/AW/wuMejkSh1FQ30GZTL4B6cIPcf249+w/pQX9nY6qyxoD+Ep8nL+HNHt7smWBAEoScad/ZIUnNTqDlQh9zKBbinyYssy0y/dHKb/XUEGDCukH4j+tJQ1Ugk3Ma5xuFh3DmjxLmmGxh/7mhsGTZqDta12uDf1eBGqVIy/bLJXeKubWeQJIlpl0xCrVXT1MpFlyzL1B6qx5pqZtK8sQmIUBAEIXF0Bi1nXDKRYCCMv5UNTGLRGLWH6sguzGDEjCEJiLB7kCSJMy6dhEbT/rnGkmrpMucaUZQ6RfNum8Oos4bRaHdQfaAWr8uH3xOgoaoRe1kNOUWZ/OiBK1Gpe267LqVSyQ3/ewV5A3Owl9VQX9mI3xPA5/JTc7COhspGhk8fzEU/OzfRoQqCIMSdJcXMDf97BbY0C5Wldhw1TvyeAJ4mL1X7q/E0eZlx+RSmXtx1+xF0BQqFghvuv4I+g3KpLj/+XFNf2cCwMwaz4OfnJTpU4SSk5aZw3Z8uxWjRU1lip6nOhd8TwO1o/l74PQHm3DCD8ef07Ib1o2YN5dybzyIUCFG5vxq3w4PfE8BZ76KytBqdUcvVv7+YrH4ZiQ5VEAQh7ubcMIOJ80bTVOfCXl6D19l8rd1od1C1v5q0vFR+9OBVPXaZd0cZObP5XBMOhI8/15TY0Rm0XH1P1znXSHK896OOM5fLhdVqxel0YrFYOuQ5Q4EQK95fx4r31jTfCZfBaDMw6fyxTL90co9sztkaR62TZW+vZtWH63A3ekFqTjqnLpjAtIsnisFCEIRerWJfFUvfWsX6L7YS8geRlAr6Dspl2sUTmXDeaBQKcV/oZHx7rlnf3ND8O+eaqQsmxGX75c7IJbqDznjf5TsOsfStVWxevINwIIRCqaRwZF+mXTyJMbOH99hZUt8lyzKbF+9g+TurKdlcTjQSRa1RM3LmEKZfNpnCEfmJDlEQBCFhwqEwqz/awPJ311C1vwY5FkNv1jNx3himXzqJ9D5piQ6xW5BlmS1LdrDs7WPPNSNmDGb6ZZMpGlnQ6TGcbB4hilI/QDQSpbG6iWgkii3d2muLMEF/kKZaF5JCIiUrSSxHEQRB+A6vy4e70YNaqyY509YrLro7QygQwlHjTMi5RhSlOv59e51eXI0etHoNSRm983shyzJNtU4CviAmmxFzkinRIQmCIHQZsViMRruDSDiKNc0Sl5tQPZEsyzTVuQh4A3E/15xsHtFz15jFgVKlJC03JdFhJJxWryWjr6hYC4IgtMZoMZxwW17hxDQ6jTjX9CBGqxGj1ZjoMBJKkiSSMmyJDkMQBKFLUigUpOaIa+0fSpKkI703u27/TVGUOk0+t59NX22jfPshouEo6X3TGDt3BOl5PXPHGEFIlHAozPble9izroSAJ4At3cqoM4eRPySvV95ZFwRB6M5kWebAzsNs/no7TbVO9CY9gyYWM2TKANQadaLDE4QepfZQHRu+2ErtoXqUaiUFw/ow+qzhGMz6RIcmCILQQizfOw0bF23lzYc/pL6yETkWQ5IkZFnGZDMy86qpXHDH2WIJmyB0gAM7D/PCH96gYl8V0UgUSSEhx2R0Rh0jZg7h2j9eKmagCILQ6cTyvY55316nlxfvfYvty3bj9wZQHBnTlWoVef2zueH/rqDvoNwOiFwQerdoJMr7//qUb95YhdfpQ1KAHJORFApSc5K54v9dxOgzhyU6TEEQejixfK+TbF++m+d//wZBf5CMvmmo1M3Fp1hMxlnv4pOnvgJgwc/EbkCC8ENUH6jliV++QN2hetLyUtHomu+gy7KM1+lj7ccbiQTD3PbIDT16t0tBEISeIBwK88xvX2Pz4u0kZ9hIyU5qme0a8oc4sOswT/7yBf7nqVtFE1tB+IHee+wTPn9uMQaznpyiTCRF83ctEo5SV1HP8/e8hlZ/A0MmD0hwpIIgCCC2/jkFsViMhU98gc/tO6YgBaBQNK/VNJh1LHltBbWH6xMYqSB0f1+/soyag3Vk9ctoKUhB87pok81ISnYyW7/ZxY4VexIYpSAIgnAyti3dxfblu0nLScFoNRyz/Fqj15DdLwN7eS1fv7Y8gVEKQvdXfaCWpW+twmAxYEu3thSkAFRqJZn56XidPhY++SU9fMGMIAjdhChKnYLSzeUc3F1BcmZSm71srKkWPE1eNny+Jb7BCUIP4nZ4WP/5FkxWIwpl68OU3qQjGo2y6qP1cY5OEARBOFVrFm5EjsXQGVvfqVihVGCyGlj/2Ra8Tm+coxOEnmP951vwOn1YU8ytPi5JEsmZNg7sOMT+rQfiG5wgCEIrRFHqFNQdbiAcDKM3tb0dpaSQkBQSNQfr4hiZIPQs9ZWN+L0BDJb2G3HqDDqqSqvjFJUgCIJwug7vq0JnaL0gdZTBrMfn9tNgb4pPUILQA1UfqEWhUBwzQ+r7dCYdIX+IusMNcYxMEAShdaIodQoUSgWy3NwosD1yTEalET1uBOF0KVXK5g0ETvhdi7U5k0pIPFmW8bp8+Nx+sURAEHo5lVpJ7ARjeiwmI0mIcV0QfgCVSknsROdcGWQQGzN1YeFQGE+Tl0g4kuhQBKHTicrJKcgfmofBrMfT5MWcbGr1mEg4ikKhoO9gsXuMIJyuzPw0kjJtOKqb2lzqIcsyAV+QgROK4xydcCJ+j581H29i5ftrqT1UDxLkFmczdcEExp49Eo1WbPsuCL3NwPHFfP3aMmRZbrMFgrvRQ1peChl9U+McnSD0HP2G92X5u2uIRqJtFp3cDg9Gi4H8IeJ6pasp23aQFe+vZfPX24mEo2j1GsadPZIpF00gtzgr0eEJQqcQt6JOQVZBBkOmDKCpzkU0GjvucVmWqa9sIDk7iTFzRiQgQkHoGTQ6DVMvHE/QHyLkD7V6jLPejd6sZ9K8MXGOTmiPq8HN4z99jpfvf5uDuytQKBVICgV7N+7nuXte47+/eRm/N5DoMAVBiLOJ88egN+pwNbhbfTzoDxEOhpl60QTUGlG4FoTTNWbOCJKzbNRXNrY6SzkaieKsdzN8+iCx02UXkyA3PAABAABJREFUs+L9tTxy85MseWMl4WAYpUqJ3+3n8+cW8/cf/YctS3YkOkRB6BSiKHWKFvz8PHKKs7Dvr8bd6GkZ7P2eAFX7q9HqNVx21wUYLYYERyoI3dvMK6cyeFJ/ag7V46h1EjtSCA4Fw9QeqifgDTD3hhnkD+2T4EiFo2RZ5uX732bnqr2k5aaQmZ+OOdmEJdlEdr8MkjKsbPhiC+//89NEhyoIQpwVjsjnrOum43MHqD1UTzgYBiAWjeGocVJ3uJ4hUwcy/fLJCY5UELo3k83Ipb++ALVWTVVZDQFvEGhuL+Ju9FC1v4ac4iwu/Om5CY5U+K59G/fzxkPvEwlHyCnKJCnDhjnJSHJWEjnFWbibPLx471vYy2sSHaogdDhRlDpFmfnp/PTxmxh3zijC4QhVpdVUlthxN3ooHJHPLX+9jnFzRyY6TEHo9gxmPXf84wZmXzcdpUqJvbyWytJqGqocpOYkc9XvLub8O85ucxmIEH+H9lSyc+UekjKsaHTHz3TQGXWYbEbWfrwRR60zAREKgpAokiRx0U/P5arfXkRKTjL1lY1UllZjL69FpVYy5/oZ3P7IDeiNbW8mIwjCyZlw7mhu/ss19BvWB1eDm8oSO1X7q4mEI0w4bzQ/f+Jm0vPEMtmuZPm7a/C6/KTmJB+X20qSRGZ+Ok01TaxeuCFBEQpC55HkHt591uVyYbVacTqdWCyWDn1ue1kNB3YeJhaNkZaXQtGoAhQKUecThI7WVOdk34YyQoEQlhQzAycUi75EXdAnTy/inUc+Jqc4s81iYSwaw15ew43/eyXTLp4Y5wgF4fR0Zi7RlXXW+w4FQuxZV4qrwY1Wr6H/2EKsqb3n5yoI8RKNRindVE5dRQNKlZKCYX3IzE9PdFjC93hdPn57zgPIMRlbWttjYX1lI5ZUMw99/ntxU1boFk42jxCNzn+ArH4ZZPXLSHQYgtDj2dKsjD9nVKLDEE7A5/IjSbSbKCmUCiRJwuf2xzEyQRC6Eo1Ow/AzBic6DEH4/+zdd3hb1fnA8e/V9JS3LY8MZ++9B0kgg0AgBMoeoUCBlk1bWkp/ZZQZCoVCgbL3JgQSAhkQsvfeO47jvSXL2jq/P0wMxiMOxJbsvJ/n8fMkukfX79WVr16de8572jy9Xk/3oV3oPrRLsEMRjXBWuvB7fISdYKSo0WzE5XDh8/qk9p5oU6RTqpVwOlzsXrOfKlsV4VFh9BjWhciYyGCHJUTIKSusYN+Gg3jdXmKTLHQf1kU+uFtIhCUcpWh0da2AP4BSiojo8BaOTghxOlJKkb03l2P7ckFBaqdkOvZpL6MMhPgZv8/Pvo2HKMktxWA00Kl/B5ni10LCo8LQmww/1NprOD/yur1YEqIwGOUrvGhb5B0d4vw+PwveWML3H6+iJLfshy97EJscw+gZw5h24yRMYaZghylE0NnLKpnz3Hw2LNiKvbQSNA29Xoc1M5nJ105gzIxh8iWkmfUZ25OvXl6Eo6KKqNj6O81tpZVEx0XRZ0yPFo5OCHG6ydp9jM+f/Yp9Gw7h+mHVT1O4ic4DOnLBrVPpOqhTkCMUIjRsXLSVr15exLF9efg8PgAiLBH0H9+bC+88l4TUuCBH2LZFWiLoP64XKz5fhyUxut58VSmFy+Fi0jXjJJ8VbY50SoUwv9/Pe498xvcfrcIcbiK5XQIGk6F6KdciG/NeXEjR0WKue/QKGQkiTmuOCgf/veMN9qzdT3R8FKmdUtDpdXhcHgqyinjnwY+pLKtk6vVnBTvUNq19j3R6j+7B+m+2YAoz1Sl27nK4qCyrZNI144hLiQ1OkEKI08LhHUd54Y43KMopIS45hvjUWACcdhe7Vu0ld38+N/7rGnoO7xrcQIUIspVz1vHew5/hdnqIT40lLMJcvVJfWSUr56zj2L5cbn/hd9Ix1czGXjSCTd9upzintE6xc6UU+UcKiU2OYeR5Q4IYpRDNQ6pyh7BtS3exYvZaYhKjSUyPx2Cq7kPUG/TEp8YRnxrH+m+2sm7+5iBHKkRwLXpnGXvX7cfaMYnYJAs6ffWlzRRmIqVDEkaz8Yc7gLlBjrRt0zSNq/9xMb1HdafoWAn5Rwqxl1ZiK60k91ABZQUVDJ48gBl3nBvsUIUQbZhSio9mfUFxbinpXVKJio1E0zQ0TSPCEk5611RspXY+eGw2Xo832OEKETTlRRV8+vRc/D4/aZ1TCIswA6DpNCwJ0aR2SiFr9zG+fOGbIEfa9nUb3JnL/jIDg9FAzoF8ygoqsJc5KM0rI2d/HtGxUcx88FKpZyzaJOmUCmGrvliPz+tvcBpMeFQYoFg+ey1tfBFFIRrkdLhYOWcdYVFhGBtYkS8uJQZHRRVr529q4ehOP5aEaG597jquuf9iOvTMqK4hFQjQfXBnrnvkCm588mpZ8l0I0az2bzrEke1HSUiNQ6erO81F0zQS0+LJO1jAzpV7gxChEKFh/TdbqCiykZgeX+92g1FPdFwUm7/dQUleWQtHd/oZe+Fw7n7lZs68fAxGc/XsmPDocM6+7kz++PofGDChT7BDFKJZyPS9EOXz+ti/8RCRMRGNtouKiyRnXy720kosCdEtFJ0QoSP3QD4VxXbiGllCV9M0TGEm9qzd34KRnb7Co8IZf+loxl0yiiq7E03TCI8KkxoIQogWcWRHNh63l7BIc4NtTOEm/P4AR3Zkyxc9cdo6sPkwmk6rGWFeH0t8FHmHCzm6+5hM4WsBnfp1oFO/Dlz6lwtwV7kJizRLmRbR5kmnVIg6vkJVfXf4fkqn0+FTPvz+QAtFJkRo8fv8qIBCO+Hfiobf52+hqARUdwZGWhrvWBdCiFMt4A+gQRM6whUByZ/Eaczv85/w70TTaSglfystzWQ2YmpgBoAQbY10SoUoo9lIUrsEsnYda3QEVJXNSUJaHNFx9U/xE6KtS2qXSHikmSq7k5hGPrzdLg/pXVNbMLLWIe9wAevmb+bwjiyUgg69Mhg2dRAZ9bxWOQfyWDt/E0d3HwMgs08Hhk0dKPUNxCnjdLjY8t0Oti7diaO8ithkCwPP6kffsT3kTrFosqR2CaDT8Lq9DU7rrr5JoVW3FeI0ldophY0Ltv6wunf9nVNVNifhkWYSM+Rv5ac8Lg/blu1m87fbsZXYscRH0W98bwZM6I05vPYoTbfTzdbvd7F1yQ5sP8xuGXBmH/qP6yWrqItTQilF9t5c1n29iew9uej0Ojr378iwcwaS3C4x2OGdUFA7pZYtW8aTTz7Jxo0bycvL4/PPP+eCCy6o2a6U4sEHH+Tll1+mrKyM4cOH89///pfevXsHL+gWomkaY2YM59C2rAaTKp/Xj9vpZvSM4RiM0r8oTk9xyTEMPKsvSz9ZTXR8FDpd3SHoVXYnBqOBEdNkxZLjlFLM+98iFryxBEeFo/oaosG273fy7bvLOeuqsUy/5Wz0ej1+v58vX1jA4neXUVVRVb3ogoKtS3ay6O2lTJ45nmk3T6r3tReiqQ7vOMrrf3uf3IMFKKUwGPX4PD5Wf7mBTv07csPjV7aKxKqlSA7VsL5je5LSPpHinFJSOiTV26asoIK45BgGTezbwtEJETqGTR3It+8tb7AMiFKKsoJy+p7Ri/Y90oMQYWjKO1TAK399l6O7jhEIBDAYDfi8PtZ8tZF23dO4/rErade9+vU6ti+XV//6Htl7c374bPuxbYdeGfzu8avk5p74VXxeH5/+ex7LPlmN0+7EYDKgFGz5bgcL3lzCeTdPZtI140K6jEZQv0E4HA769+/P888/X+/2WbNm8fTTT/P888+zfv16rFYrkyZNwm63t3CkwTHsnEF0HdSJ/KwinJWuWsXMXVVu8g8X0KF3O0ZfMDSIUQoRfJNmjicpI4G8Q4V43T+upKSUwl7moCy/nEET+9FjeJcgRhlaFr+7jC//+w2gSO+SijUzGWvHZNK7pqLT65j/8mK+fvU7ABa8voSv/rcInaaR3jUVa8dkrJnJNSPP5r64gMXvLAvi0YjWrjC7mJf++BY5+/NIbpdAehcrKR2SSO+aSkJqHPs2HOR/f3wLR4Uj2KGGDMmhGmYKMzHtpsno9DqKjpXUmrod8AcoyS3D7/Nz9vVnEhkjI83F6SujWxqjLxiGvcxBRbGt1ncNn8dH/uFCLAnRnHvjpJD+QtuSbCV2XvrjWxzelkVCWjzpXVKrP6+6pJLULpGs3Tm89Me3Kc0vo6ygnJf++BZZu7NJykio1TYxPZ7D27J48e43qSi2BfuwRCv2xX+/YdFb32MwGmry9NTMZNK7WPH7/Hz673ks/2xNsMNsVFCH10ydOpWpU6fWu00pxTPPPMN9993HhRdeCMBbb71FSkoK77//PjfddFNLhhoUEdHh3PzUTN74+wfs3XCQktxSNJ0OFQhgNBvpNqQz1z96BTGJDRd4FuJ0kNE1lZueuoa37v+IvIMF+Hx+dDoNFVCER4UzavpQrvz7Rej1+mCHGhKq7E4Wvvk9eqOeuJTYWts0TSM2yYLf6+fb95YxcGIfFr27DFOYidjkmDpt41JiKD5WwsK3vmfMhcOJiA5vwSMRbcXST1ZTcKSI9C7WOgV3TeEmUjOTObz9KBsWbGXcJaOCFGVokRyqcSPPH4LX42PO81+Tf7gQBWiAAiwJUZx/y9lMvOqMIEcpRHBpmsYlfz4fvV7H8s/XkrM/r7qGVECh0+tIykjgivsuovuQzsEONWSsnruBo3tysGamYDDWziuNJgOpmcnkHshj5Zz1aJpGzv48UjuloDfUbmsyG0ntlEL2nlxWz93I2b+d0JKHIdqIkrwyln68ivCocGISa4921HQaCalxFB4t5uvXv2PEtMEhO100ZOd8HT58mPz8fCZPnlzzmNlsZty4caxateq0SKgA4lJiufN/N7F/02G2fb8Te1klEZYI+o7tSY9hXepc4IQ4XXUZkMn/fXQ325fvZs+6A7ir3MRb4xg0qR/tuqfJHb6f2Pr9Tkrzy0huX/+0FoDYZAv5R4qY+8JCKopsWDs20jYlloKsIrYs2cGo82Xkpjg5rio3a+dtJMIS3uAKUAaTAb1Rz4o566RTqgkkh6r+sj3u4pEMPLMPGxZuJXtPDgpFWicrQ88eUKdDXojTldFk5LK/zmDcpaPYsGArxcdKMJgNdO7fkYFn9SU8MizYIYYMpRQr56zDZDbW6ZA6Tm/QY44ws2L2WjQNzBHmBr+v6Q16TGFGVn6+lskzx0kZBHHSNi3aRmWZg9TODU8BjUuJoehoMTtW7mXQWaE5ZT1kO6Xy8/MBSEmp/QKnpKSQlZXV4PPcbjdut7vm/zZb6x8OqdPp6D6ks9ylEOIETGEmBk/qz+BJ/YMdSkgryy8HRYMJFVQnShpQeLQITaPRDnCDsbptWX75qQ5VnAZsJXaq7E7Coxr/4hMWGUZRdjF+v19GPZ6A5FA/siREc+blY4IdhhAhLzUzhfNunnzihqcxV5Wb8kIbYSf4vAqPCsNWYgeNE362hUeFUVFsw+Vwy2hzcdJK8soAGu3QNJqNBAKK0h/ahqKQ7479+eiGxlaHAHjssceIiYmp+WnXrl1zhyhESPN6vBRmF1N4tAivx3viJ9SjothG/pFCbKVtvxbJ6UBv1KNQtWpH1EcphcFk5ATNUKp6X3pZcEH8AkaTAZ1OO+Fy4wF/AL1BL3eST4LkUEL8OrYSO/lHCn9xzR+P20vh0SIKs4t/cQ4mQofBqG/y55XOoEOv152wrd8fQNNpjd4oFKIhRpOBE6Tp1fm+UhhNoZunh2xkVqsVqL7bl5r649LkhYWFde78/dS9997L3XffXfN/m80mSZU4LTkqHCz/bC0rZq+l9IcRLLEpMYyePpQzLh5JdFzUCfexY8Vuln6ymj1r9+Pz+TGaDPQd05MzLh5J96FSNLy16jIwE1OYCafdRYSl/rtyLocLg9nIoLP6krUzG2elq8G7fc5KF6ZwE10GdmzGqEVbFZscQ0b3dA5sOkRUbMNFp6vsToZM6S9TcZtAcighfp096/az9ONV7Fy5F6/Xh8FooOfwroy7ZBS9R3U/4fNtpXaWfbKGlXPWUlFUfUMvIS2O0TOGc8ZvRsiImFbKaDLSY3hX1n29idikhmv62ssd9BvbE02nsXXprnpXNjzOUeFgyJQBIVvrR4S2zgM6YjDo8Tg9mMLrfw85KqoIiwqj84COLRvcSQjZ242ZmZlYrVYWLVpU85jH42Hp0qWMGtVwPQmz2YzFYqn1I8TppqLYxnO3vsbHT35B0bESwqPDCI8OozSvjE+fnsezv3+FsoLyRvex8K3v+e8db7Bx0VZ0Bj2RlghAY9XcDfzn1ldZ8fnaFjkWcep16teBzgM6UppfVu8dvEAgQHFuGR16pjPxmjPo0DuDktzS+tv6A5TmlVXvs3/HFohetDWapnHGRSPQNA2HrareNuVFNsIizFKzrIkkhxLil1v26Wqeu/U11ny1CTSNSEsEOp3GhgVb+O/tr7H43cZXmy3JK+PZ37/CZ/+eS1lBRXUOFhVG4dFiPp41h+dvfU1Gnrdio6YPxWg2Vk/Pq0dlmQODQc+YC0cwZsZwDAY99rL6V461lVZiNBkZfcGw5gxZtGG9R3cnvauVopxSVKDumCm/z095YQU9R3Qlo1taECJsmqB2SlVWVrJlyxa2bNkCVBfm3LJlC0ePHkXTNO68804effRRPv/8c3bs2MG1115LREQEV1xxRTDDFiLkffjEHPasO0By+0SS2ycSER1ORHQ4SRkJpHRM4sCWw7zz0CcNTt/atWYfc56bj06nkd4lFUt8FOFRYcQkRlcvL+r189ETczi842gLH5k4FTRN48r7LsKamULOgXwqiu34fX4C/gC2Ejs5+/NJykjgqn9cjMFg4Mq//4bk9onkHMjHVmIn4A/g9/mpKLaTcyCflI7JXHHfRTKCRfxiw88dxKjpQ6koslGUXYLH5SEQCOByuMk/XIjL4eLs68+km9RWrCE5lBCn3qFtWXz85BcEfH7Su1iJSYwmPCoMS0I06V1TQdOY/exX7F1/oN7nK6V496FPOLj1CNaOySRlJFTnYJZwktsnktQukd1r9/HRE1+08JGJU6Xv2J5MvOoMHDYnBVlFuKvcBAIB3E4PhUeLsZVVMu7ikQya2JeBZ/Vl3CWjqCyrpPBoMW6np6ZtQVYRjnIHZ145hn5n9Ar2YYlWymgyctU/LibeGsOxA3nYSytr8vTyIhu5BwvI6J7GpX+eHuxQGxXU6XsbNmxgwoQfl788PmR85syZvPnmm9xzzz04nU7+8Ic/UFZWxvDhw1m4cCHR0Q0PgRTidJd3qIBtS3cRm2TBaDbW2W40GYhPiWXP2v0c3ZNDh54ZddqsnL0Wl8NdnYD9jKZpJKbHk7M/n1VfriezT/tmOQ7RvNI6W7njxd/x1cuL2LJkJwVZRQCER4UzevpQpv5uIhk/nP8OPTO4/YXfMf+Vb9m6dCf5RwoBiIgOZ8yFwzn3xomkZjY8JUiIE9Eb9Fx9/8WkdbGy9JPV1QXNfQGMJgPteqRx5hVjGX3BMOn4/AnJoYQ49VbOWYejoor0rqn1Xm8SUuPI2Z/His/X1lvG4MjObPasO0C8NRZDPfVbTGFGLIkWtn6/g/wjhVg7JjfLcYjmo2kaF901jeR2iXz3wQryDhXg8/oxGPUkd0hiwqWjGX/ZqJr6h5f99QKsHZP5/qOVFGQV1bRNzUxh/GWjGXfJSPlsE79KlwGZ3Pbf6px+56q9P+TpGpGxEYy/dBTTbppEYnpCsMNslKZOVOm2lbPZbMTExFBRUSHD0MVpYfG7y3j/kc9I62Jt8ENOKUXugXx+88fzOeeGs2ptq7I7+evZD4NSxCQ2/DdTmldGWFQYsxb/Q1bCauWKc0vJPZCPUorUTikkt0tssG3RsRJyD+ajaRppnVNC/kNOtD4el4eDW7NwOVxEx0WR2bd9o6s/toTTNZc4XY9bnJ78Pj9/OutBPE4P8dbYBtuVF9nQ6TUeX/B/hEfWrrX41cuL+Ozf8xrPwQKK3IP5XH3/JUy4bPSpPATRwnxeH4e2ZeGoqCIiOpxO/TtgNNW9IQzVCw8d2ppFld1JZEwEnfp1wCALxIhTLP9IIQVZRWiaRrvuacSlxAY1nqbmEfKXIEQb465yo2lao3ddNE1D02m4q9x1trmr3Ph9fswnKLhoMBnwun143T70EdIp1ZolpsWTmBbfpLZJGQkkZUhHlGg+pjATPYd3DXYYQojTjNvpwe/1nXCFKoNRj9ftw+P01OmUcjnccKIcTKeBpuGsdJ2SuEXwGIwGug1u2rRyo8koiwSJZmftmNwqR2BKp5QQISAQCLB/4yGO7s7B7w+Q0iGRPmN6NHi3pTFRsZEopaqXo9XXXzYuEFCogCIqru5KVxGWcExhJjwuD5ExEQ3+Ho/TQ0xyDOafrPRQmF3MrlV7cTncRMVF0ndsz0ZHWwkhhBBC/Bq2Ejvblu2issyBOcJMr5HdSOmQdNL7MUeYCIsMw15aSWOTXD0uL2ER5npXpI2Kq87BVEBVdz7VI+APoAHR8T+uguz1eNm1ah/5RwrR6XS065FGtyGda6aACSFEWyadUkIE2cGtR/j4yS84sjMbr9uHRvVdNGtmMtNvOZuhZw88qf31G9+b6PgoKkrsxCXH1NvGXlpJZEwE/cf3rrPNHG5myOT+LH5nGbHJMfXe7QsEAriq3Jx93hA0TaOy3MFHs75g83fbqaqoQtM0FGBJiGL0BcOYfutUTPXUtxJCCCGE+CW8Hi9fvrCAFZ+tpaLEhoaGUooISzgDJvThknumY4lveg01vV7PiPMG8+V/FzTYqaSUospWxdiLhmOqZ0R5//G9mfviAuxllVgS6v/dFcU2ouKj6HdGTwA2LtrKnOe+Ju9wIcofQKEwmoy075XBJX86n66DOjX5GIQQojWS7nchgujQtixeuPMN9m88RHRcFGmdU0jrYiUhLZ78I0W88fcPWT13w0ntMy45hlHTh1JVUUWVzVlnu7PShb20kqFTBzZYO+iM34wgJslC/pHCOsuLBgIB8g8XkpAez8jzh+CsdPLi3W+yYvYa9HodaZ2tpHWxkpqZjM/j4+tXv+XtBz7G7/Of1HEIIYQQQtTH7/fz7j8/5av/LcLj9mLNrM6f0jpb0RsNrPx8HS/e9SYOW9VJ7XfU+UNJSIsj73ABgUCg1jYVUOQfLiQ2OYYxM4bX+3xrx2SGnD0QW0llvdPzHLbq3GzMjGHEJFpY9/VmXr/vA/IOF5CQGktaFyvpXVKJjo/iwObDvHjXmxzYfPikjkEIIVob6ZQSIkiUUnz273mU5pWT1tlKeFRYzagkU5ixulPH62P2M1+ddFI14/ZzGHn+UGyldnL251FWUE5ZQQW5B/MpL7Ix7JyBXPyn8xt8frvu6Vz70KVY4qPJOZBH0bESygsrKMwuJvdgAfGpcdzw2JUkt0tkxex17F6zn+T2iVgSomvuLOr0OuJSYolLiWXtVxvZtmzXL3+xhBBCCCF+sHPlXlZ/uYHY5BjirbHofyhXoOk0LPFRJHdIYu+6Ayz/dM1J7dfaMZnrH72COGssuQfyKcwuprywgqJjJeQcyMOSGM1vH76cjG5pDe7j0numM2RKf8qLbOQczKesoIKygnJyfliuffSM6hHkzkonnz49F4/Lg7Vjcq2RV+FRYaR3sVJWWMEnT8+lja9LJYQ4zcn0PSGC5PD2oxzceoR4a2yDdQcS0uIpzCpi06JtjL1oRJP3bQozcd0jlzNkSn9WfbGeQ9uyUErRfVhnRp0/lP7je59wxY8BE/qQ2imFNfM2su7rTVRVOImzxjL8nEEMnzaYxLR4/D4/Kz5fi8Gor3cYO1TXqCorrGDVF+sZeGbfJh+DEEIIIUR9Vn25Hp/X12DtS1OYEaPZyIrP13LWVWNPqkZnr5Hd+evbt7H2q02smbeRyjIHMUkWhk0dxIhpg0hu33i9qvDIMG588mq2Ld3FyjnrOLIzG03T6DWqO6POH0rfsT3RG/SsWrCFktxSktsn1lsqQdM0ElLjyNqRzf5Nh5pcUFsIIVob6ZQSIkiO7cvF4/SQmN7wqmcGo55AIMCxfXknvX+9Qc/AM/sy8My+NXfYGlsNpj4pHZKYfsvZTL/lbJRSdZ5fVlBO8bGSegum/1REdDgHthypdx9CCCGEECfj4OYjhEeFN9omOi6S0rxySnLLTno1qsT0BM69cRLn3jjpF+UuRpORwZP6M3hS/wZzsGN7cwkEVKM3CcMizZTml3FsX550Sgkh2izplBIiSKprNTW+bDBUJzG/dtj2qegIqm8fSsEPR3GC51Y3lk4pIYQQQvxa1fnECRpVJx+/+nf92ryloecrxQmyp+PP1aobCyFEGyWdUkIEibVTCsYwA85KV73LCgM1xcFTO6W0ZGhNFptsIS45hpLcMiIsDd+xrLI76Tu2pyxtfIpV2Z1sXLSN9d9spqygnKjYSAad1Y8hZw9ocOXFlhAIBNi7/iBr5m0ga9cxNE2jy8BMeo/qTlF2CZu+3UZleRVxKTEMPXsggyf1IyK68TveQgghxHEdemew5bsdxDWSHjnKHViSLMRbY1ssrpOR2ikZNA2/z4/eoK+3jcvhxmDUYw3RPLC1UkpxZGc2a+ZtYP/GQwT8inY90xk5bTDdh3VBr6//fLSEimIb67/ZwsbF26gscxCbZGHI5P5Ex0ey5ftdHN11DJ1eo+vgTow4dzAd+7SXG76i1ZNOKSGCpOugTDr0zODAliOkdU6p9wOlrKCCmCQLgyf3C0KEJ2Y0GRl9wTA+fXouPo8Pg6nuJcXlcIOmMfqCYUGIsO06tj+Pl//8Nsf25aHpwGQ2kX+4kD1rD7Dwre+59p+X0XtU9xaPy+Py8O4/P2XtV5vwuL2EhZtQwN71B/noiTmYwk3EJsdgNBnIPZjHjhV7WPTW9/xu1lW0657e4vEKIYRofUadP5St3+9q8Maez+vDVeXmnAuGNVjzMtgGTezHF//9htL8cpIyEupsV0pRml9Gx97t6D5Upu6dKoFAgDnPf83it5fhrHRijjCjaRpHdx9j7VebGDplANc8cDHmcHOLx7Zn3X5ev+8Dio6VYDDoMZgM5O7PY+Wcdfi9fqITo4mOiUBRXZt2+afVNdNm3H6O3PgVrZq8e4UIEp1Ox4w7ziUqLpK8QwV4XN6abX6fn6JjJfj9AabdNBlLfHQQI23cmIuG06l/B/KOFOKwVdVMNVRKYS+tpDinhIETejPgzD5BjrTtsJXa+d+f3iJ7Tw4p7RNJ62QlMT0ea8dk0jqnUJpfxmt/e4/svTktHttn/57HitlriYyJIKNrKokZCUTFRuJyuPD7/bir3Oj0OhLT40nrZCWlQyLZ+3J5+c/vYCuxt3i8QgghWp/+43sz6Ky+lOSWYSux/1ASoTr3qLI5yT9cSGbfDpxx8cggR9qwqNhIzv/9FJRSFGWX4PP6a7Z53V7yDhcSYYlgxu3nBHXkTlvz7bvLmf/yYgxGPeldU0nKSCAxPZ70rqlExUaw+sv1fDTrixaPK+9QAa/85V1KcktJ65SCNTOZxPR4AoEAXpcXn9eH2+EiJslCUkYC6V1TMZj0fP3qtyx+Z1mLxyvEqSSdUkIEUc/hXbnxiauwZqZQkldGzoE8cg7kk3+kiMiYCC77ywWcecWYYIfZKEt8NH945rcMnNAHp91F7oF8cg7kk3sgH6/Hx9iLRnDdo1ee1Mo3onHr5m/m2L48Ujul1BmdptPrSM1MoSy/nGWfrG7RuAqzi1n1xXqi4iJrrYhUkluG1+0lPCocnV5HSU5JzdRUg9FAamYyOfvzWDt/U4vGK4QQonUyGA389pHLGXfpKPw+PzkHf8w9HLYq+p7Riz88cy0xiZZgh9qoMy4eyRV/u4iouEgKs4pq8sDinFKsHZO44fEr6TOmZ7DDbDOcDheL3lmKwWQgJslSZ5ZCpCWC6Pgo1s7fRP6RwhaNbdmnqynNKyM1MwWdvvoruqvKTVlBBXqTgfDocFwON2WFFUB1vbGYRAtGk4FF7yzF6XC1aLxCnEoyfU+IIOszpif3f9aF7ct2cXR3DiqgSGqfyKCz+hAZ0/iqdqEi3hrH7S/8jiM7jrJz1T5cDhdRsZH0H987ZOthtWarvlyPwWhosAaFptOIjIlkw8KtzLjj3Bar17Tlux1UVlSR1tla85jf56eiyIbeoEfTNIxmI26nB1uJnbiUWKB6pUiDycDqL9Yz6epxLRKrEEKI1i08MoxrH7yUs387gS1LdlJZVok53ETv0T3I7Ns66uxomsa4i0cyZEp/Nn+7ncKsYjSdRrse6fQ7o2fITj1srXau3EtJbhnJ7epOlzwuOi6KnIP5bFq8nXNuOKtF4nJVuVn39WYiLBFouh/ft7ZiO36fv2aKoU6no+yH6Z7H39+xyTEUHithx/LdDD17YIvEK8SpJp1SQoQAk/nHpYNbK03TyOzbgcy+HYIdSpsWCAQozSsnLLLxWgdhkWaqbE7spZUt1ilVUWRD00D3k4TK5/UT8AfQGarv+mmaBgp8Hn+t55ojzJQWlOP3+2WaghBCiCazdkzm7N8mBzuMXyXSEsGYGcODHUabV1FkQylVbw3U4453ClUU2VoqLCrLHbgcbsIiaud2Xo+vOqYfOqB0eh1ej6/WatYGkwECiopiKYEgWi/plDrFlFIUHi3GXlqJOcJEWherfMESrYajwkFBVjEAKR2TiLREnOAZojk0dh3RNA1TmJHKMk+j+/B7/ej01W1bIt6cA/lUFNvwumsnSzqd9sNq1seXs1aAqnUnEKpHVIVFmltNoc6SvDLKCsoxmgykdbHK9FQhTgGnw0X+4UL8Pj9JGQkhP/VKiOOUUuQezMdpdxFhCSe1U/0L2Ijm56pyk3eooN7riCnMCEqhAnXzkJ9rifwJqjuk8g4W4HV50ek1IvjxRqLuZzEqpdDpdLXeWyqgUEq1WLy/ltfjrSnxEZcSS0JqXLBDEiFAOqVOoR0rdvPte8vZt/EQXrcXnV5HehcrZ1w8ijEXDpPOKRGySvLKWPT296ybv5nKiioAouMiGTFtMBOvHkdcckyQIzx97Fi5h2/fXVb3OvKbkYy5aDh6vZ6BZ/Vh4Zvfo1Rsg0mvvcxOzxHdiW3Gc6eUYs28jXz/8SqO7j6Go6KK0rwy3E4PKR2SiEmMxmAyEGEJx17mwGA04PNWL30dFRtZaz9Ou4vRM4aFfBJ/cOsRFr+7jB3Ld+N2etDpdCS1S2D0jOGceflomWohxC/gqHCw+N3lrJyzrmYkQ3hUGIMm9WPyNeNlGrgIWUop1n29mSUfruTormx8Xj8Go4HMvu0Zf9lohkzuH/Kfa23F8evIqi/WU15YUe91pPvQzkRYIrCXVWJJqH8RIVeVG6PJQPdhXZo13uKcEha9s5R1X2+hsqySktwyPC4PKR2SScyIx2Q2EhUbSWF2MX5/AL1ew+/zE5cSU+s9ZS93EGEJp9uQ0F6h0ePy8N37K1jx+VqKj5USCAQwh5voe0ZPJl41jk79ZKbF6Uw6pU6R5bPX8uFjs3E6XMQkWoiOi8Tn9XN0dw7vPPQJR/cc44q/XSgdUyLkFGQV8fztr5G9J5fImAjiki2gqu/cfPXyYnau3MOtz11PYnrD8+/FqbHi87V88GgD15F/flp9HbnvIkaeN5SVn6+jNK+MhLT4Ovuxl1ai0+sZe9GIZkuGlVJ8/tx8vn71OwKBALGJFizxUTVTBl0OF6mdUkhul0hCahyO8iq8bi9+n5/Y5Jha0w9L88qJiAln1HlDmiXWU2Xbsl289rf3sBXbsSREE2+Nxe8LUHi0mE+e/IKDWw7zuyeuko4pIU6CrdTOC3e+yd51+wmLDKspPlxld7Lkg5XsWrWX3//7t3Ts3S7YoQpRi1KKL1/4hq9eXlz92ZYUg9FswOP2smf9AQ5sOUzR0WKm3nCWdEw1M1upnRfvepM9axu+jtz89LVk9mlP//G9WTlnHeHR4Rh/No0v4A9QnFNK5/4d6Tm8a7PFm3e4gP/e/jrH9uURFRtBvDUOg9HA0T3HyD9cgL2sksw+7YmKjSQ8KpwqWxV+vQ69QV9TjxOqp/fZimyMnD4Ea8fQncLqcXl4+Z532Lx4OwaTAUtCNHqDDmeli9VfbmDX6n1c/+iV9B0rRf1PV61jnkSIO7Y/j4+f/AK/P0BaZytRsZEYzUbCo8KwZiYTHRfJso9Xs3aerCwlQotSince+oRje3NJ65xCvDUWU5gJU7iJ+NQ4UjulkLXrGO89/NlPpl+J5nBsfx4fzzrBdeSTNayZu5GOvdtx0V3noYCcA3lUljvwur047U7yDhfgqKjizCvGMvTsAc0W79bvd7LgjSWER5lJ65RChCUcU5iJzD7tiIqJwOfxk7Mvn7LCCsKjwgiPDq8eWaTXEWeNxev24qioIvdAPkopLrz93JCuR2YrsfP2gx/jKK8ivWsqloRojGYjYZFmktsnEmeNZePCrSx6e2mwQxWiVfn82fnsXbeflA5JJKbHYw43YQozEptkIb2LlaLsEt78vw/xerzBDlWIWnas2MPXr32HOcJMWmcrEZZwjGYjkZYI0jqlYDQZmfe/hexZdyDYobZ5nz87n91r9pNc33Wka/V15K1/VF9HLvnz+XQdlEnBkUJKcktxOz14XF7KCirIOZiPtWMSMx+8pMHFZH4tpRTvPPAJOfvzSOucQlxKLKYwIwlpcVg7JqM36LGX2snalY3X4yUxrXp6m8flJTo+qmbBmJLcUvKPFNJ5YCYX/2l6s8R6qix483s2LdpGfGosye0TCYs0YzQbsSREk941lcoyB28/+DG2UqmLdbqSTqlTYM28DVSWVZKYHl/vnZCo2EiUUiz9dLV8sRch5eDWIxzYfJj41Lh6P3wNxuo7MnvXH+TonpwgRHj6WPvVRuxNuI4s++E6MuGy0dz81Ez6ju2Jx+mhNL8ch81JZp/2zHzoUi758/nNemd2xedr8bp9dWq+hEWGkdmvA9aOSSgVoOBIIRXFdjK6WTnryrEMPKsvXpeX0vxy3FVu+oztwU3/uoazrhzbbLGeCuu/2UJpbhnJHZLqfV3Do8IwhZtYPnstbqc7CBEK0fqU5JWxcdHWmi9aP6fTV0+PPbY/jx0r9gQhQiEatnz2GjwuD7FJ9dc+i0uJwelws+qLdS0c2eml+jqyDUt8FKb6riM6HUntEjm2L4/ty/cQk2jhtv/ewHl/mEJkbCQVRTbKCsoxGPVMuuoM7nzpJtp1T2+2ePdvOsShbVkkpMXXyr01TSO1UwrteqQTGRNJZZmDwqPFKGD4uYM584qxJKbFU1ZQTkWRjcjYSM7//RRuf+GGkC6z4apys+LztZgjzIRFhtXZrmkaye0TKckpZePCbUGIUIQCmb53Cmz5bgdhPyzV2RBLQjTH9uRQdKyE5HaJLRidEA3bt/4gHqeHxPS6U8COi7CEU15Ywd51B+jQM6MFozu9bP52e82Svw2xJEaTvTeXouxiktsn0X9cb/qd0YuCrCIqyxyERZpJ62Jt9mLhjgoH+zYcJDoust7t5nAT6V1TMUeYUGj88ZWbSe+aSkR0OIFAgNwD+bgcbiJjI7B2TG4V0xp2rNiNTq9Dr2/4tY1JtFCSW8aRncfoHuK1HYQIBfs2HKSyzEFq54ZrRpnCTPi9PvauP8jAM/u2YHRCNMzpcLFn3YFa9RHrExUTwfblu/F6vLIgRjPZv/EQlWWVjdaeM4UZ8fv87Ft/gEFn9cUSH82Ft5/L1OvOJP9wIYGAIqldApb4+utMnUp71x3A7fKQGFk399Y0jXhrLLHJFo7uzmHiVeM484oxWDOrcyVbqZ2i7BJ0Og1rZjLhUS2zuvKvcWTHUUrzyoi3NlzQXG/Qo+l07FixmwmXjW7B6ESokE6pU8Bd5UFvbHyIp96gx+8P4HHJ8HMROjwuL2hao50C2g/bvW557zYnt9ODoQnXkcDPriOaplXXEejYzAH+hMftw+8PYD5B7SRTmAkFtOuRXrPMsU6nI6NbWgtEeWo5He4TDuXXG3QE/AG8rsZXRhRCVPO6vWiaduKOdE3DIyMQRQjxurwE/IE6NYl+7vjnttftk06pZuJxeUDT0DVy0wiq8yXXz64j4VHhLV46wOv21eTWDdHpdJjMRuKssbU62yzx0S3ScXYqeX74WzlxjqvD6XC1UFQi1Ein1CmQkBbHgS3ljbZxV7kxhZmwJES1TFBCNEFMkgWUIuAPNPhh7vf5UYBFluZuVonp8ezfdKjRNj9eR4KTkDgdLrZ8t4PsvTlUljmoxEFYVFiDo4dcVW4S0xMwh7f+wt9J6fHs29B4XRBXlRtTmLH676qZFR4tYvN3O7CXVmION9FzZDc69+/YKkadNUYpxZEdR9m5ah8uh4uo2Ej6j+8tq6+1UTGJFjRd9U2P+qbvQfV7AqWISQrd6Sni9BMeHUZEVBiV5Y5GR0u5qtzEpcRijmj9n4OhKibJgk6n4XF7652+B9XXEaUgLjm2ZYP7ye8/uieHHct3s2f9ASrLKnHYqoiIDq/3c9vv84NGg1NDW5OYJAumMCMuh5sIS8Mju7weX4ssquT1eNm+fA9ZO7MJ+AMktUtg0MR+Jxz12Bo4bFVs+W4HBUeKQKu+Kdx/XK9WsQCPdEqdAiPPG8K+DQfxeX0YjHVfUqUU9rJKzrh4ZKvr3RZt24Az+zDnuflUFNuJS6k/4a8oshGTZKH/+F4tHN3pZcS0IexdfwCfx4ehnjuvSinspZWc8ZuRQemUWj13A3Oem09xTilKKRy2KhxlVVSWO0jrlELsz+oZBPwBPE4Poy8Y1uo7SgCGnD2ANfM24qpy14z6+imlFOWFNnqO6NqsI8FcVW4+fvIL1s3fjMNWhaZpKKUwv7KYLgMzueaBS1rtFPHS/DLeefAT9qw7gMvhRtNpoBRzX1rIoIn9uPzeGUREh/5UBdF0PUd0JblDEiU5pSS3r/99W1nuIDw6nEETZeqeCB1Gk5ER5w/hy/8uIC4QqHe0X8AfwF3lYdT0obL6djPqOaJbE64jVYRHhQXlOmIrsfPOQ5+wc+VenJUuAoEAjooq9m04RFxKDBldU+vkfeWFNmKTYtpE7t2+RzqZfTuwd/0BwqPD6s0JXQ43BqOeoVMGNGssu1bv5YPHPyfvYAEBfwA0DVB88fw3TL3hLM66cmyrzFmra86uYe5LCyjNKwcUoKHpqmdTXPKn8+k/vneQo2ycFDo/BYZM6U/7XhnkHS7E6/HV2hbwB8g/XEhMkoXxl8ocWRFa4pJjGHvRCJx2J/YyR61C/Mc7QVxVbsZfOko6VJvZkCn9ad8zg/wjDVxHjhQSk2hhfBDm2q/9aiPvPPgxZQUVJLdLJL1LKpl92hMWFYbT5uTonhzKi2w17f0+P3mHCkjtlMLI8wa3eLzNofeo7nQf1oWi7BLcztrT81RAUZxTSliEmckzxzdbQuP3+XnrHx+y5MOV6PQ60jtbSe9S/RMZE8HOlXv47+2vU1ZY0Sy/vznZyyp54c432bxkB+HRYaR3rT6utC5WjCYDK2av4dV735MV2NoYU5iJSVePIxBQlBVW1FkMpsrupKLIzuCJ/VrltF/Rto2ZMZzkdgnkHSqsHtnyE8c/B1M6JjFq+tAgRXh6MJmNTL5mHIFAgLKC+q8jtmIbgye1/HWkyu7kpbvfYsOCLZgjTKR3tdK+RzopHZNQAUVpXhlZu47VvH+UUthK7LidHiZcPobImNY/ekfTNCbPHI853Fx9YzNQ+/y4nR6KjpXQfWgXeo3s1mxx7F1/gP/9+R1yD+STkBZPetdU0rtYsXZMpspWxcdPftFqV1Be9slqPnh0NvbSSlI6JJHepfrYktLjyT9SyKv3vsf25buDHWajZKTUKRAZE8lN/7qGl//8Dkd3HwOqEy2f14/P6yMhNZar77+EzD7tgxypEHVNv/VsnJUuVs5ZR0WxjbDw6jpA7io3YZFmzrryDKbdOCnYYbZ5kZaIE19H/tHy1xFXlZvP//M1Xo8fa8ekmsfDIsx07J1B1u5jOO1OsnZm4+1sxef1EQgoUjtb+d0TVxGXEtui8TYXg9HA9Y9dyat/eZe96w8QUApzmOmHGl8eouOjufhP59N/XPPdidq+fDcbFm4lwRpL+E9GDGmaRkR0OKYwE0d3H+P7j1Yy47Zzmi2O5rD8s7Uc2noEa8fkWjVaNE2rWZlt65KdbP52B8OmDgxipOJUG3/pKOyllSx4cwk5+/Mwh5vRdBruKjcGk4Fh5wzkir9f1CrvXou2LbldIjc+eQ2v3vse+UcK0en1GE0GvB4vAV8Aa6cUfvf4lSSkNlzgWZwa4y6pvo5888bPriNONwajgaFTB3LFfRe2+HVkzdwN7Fl/gOT2SZjCfpxamNophYA/QEleOWWFFej36IiMjcTt9BAWYWbSzHFMvf7MFo21OQ2Y0IfL/noBnz49l5wDeZjCTOj0OjwuD5qm0Xt0d254/MoT1u78pZRSfP7c19hL7KR1sdZ6H+gNehIzEijJLeWrVxYzdOrAkF7N8OccFQ6+fHEBQJ2R8kazkdTMZPIOFfD5f+bTa2S3ZnuNfy1N/bw7uY2x2WzExMRQUVGBxdK883KdlU42f7uDdV9vojS/nPDocAae2ZdhUwc0uuKAEMGmlGLfxkOsmbeBw9uPomkanft3ZPi5g+gyMFO+DLSgH68jmynNLwv6dWTd15v535/eJqldQr0FXb0eH8U5JRQfK6V9z3Q69GrHkCkDGDK5X5u4w/dzHreX7ct2sWbeRgqyijCFmeh3Ri+GnTOwuuB8M3rhrjfYsGAL6V1SG2xTnFtKVGwkD33xF8LrWXo5FHk9Xh6Y8SQluWUktWu4nkTuwXx6j+7B3S/f3ILRVWvJXCKUtNRxK6U4uvsYa77axN51Bwj4A2R0S2XEtMH0HBG6SbQQALZSOxsWbGXjoq3YSuzEJFoYOmUAgyf3bxN1alqTrN3HWDNvY0hcRwKBAA9f+jTZe3PrzQ+UUjgqqsjek4sxzED3oV3oOjCT4dMGt4kakfXJO1zAuvmb2b58Nx6XB2vHJIafO5i+Z/RqsB7YqXBgy2H+dd0LRMVE1Lqp91MBf4C8QwVc/rcLmXT1uGaL5VRb9ulq3vrHR6R0TGrwPe6qclNRZOPOl26k18juLRpfU/MIGSl1CoVHhTNq+lAZpitaHU3T6D6ksyxjHwJC7TqSd6gApVSDKwwZTQZSM1NQfsXZvz2Tc343sYUjbFkms5HBk/ozeFL/Fv/dWTuPnbCjKSomEntpJSW5ZWR0bbjzKpRUFNkoL6wgMiai0XYR0eEc3Z1DoIH6LaL10jSNDr3a0aFXu2CHIsRJs8RHc+blYzjz8jHBDuW016FnBh16ZgQ7DAAcFVUUZZc0eINO0zSiYiNJ75aKCij+8vZtreZm0i+VmpnC9FvOZvotZ7fo780/XIjH6SEsPb7BNjq9DvVD29Yk/3AhAaUa7XQNizBT4vWTd6iwxTulmkqyOiGEEA3S6Zp2p07BDwUjRXPRmnAulFI/LDXdAgGdKpoGmoai8YHbqqZpazo4IYQQpyOdTqsppN2otj1pKSQ0OW9ohedC0zROdHTHV7EN5fRJOqWEEEI0KL1b2g/z/hsuMO12etAbdGR0ax0jc1qrrgMzcTpcjbapLHcQmxJDUkbzL6t8qsQlx5CYHk9lmaPRdlU2J50HtM0pDUIIIdqWCEsEqZnJVJY3/tlWWVFFu+5p9a7sK06NjO5phEWaqbI5G2zj9/nRNI123VvXohoZ3dPQdDp8P1sk6adcDjemMBMZIXxs0iklhBCiQX3G9MDaMYninJI6K9pA9d2XktxS0jpb6T0qNIcEtxUjzhuC0WRsMMH1ur14nB7GXDAMU5iphaP75fQGPWMuHI7P68Pzs5UNj6uyOdEbdIyaPqyFoxNCCCFOnqZpjLlwOCpQXdOnPs5KFxow5sLhcsOlGbXvkU7XwZ0oKygnEKh/NFRJXhlxKbEMntzy5Rl+jQFn9iExPZ7i3NKG8/S8Mjr0aUfXQZ2CEGHTSKeUEEKIBpnMRi7583QiLBHkHSrA/ZPEylXlJu9gAVGxkVzy5+lSjLiZ9RzRlTEXDsdWbKc0r+zHJaQDCntpJQVZRXQd3Inxl44KcqQnb8yMYfQa2Z3C7GJsJfaapDHgD1BWUE5ZQTnDzx1M/3G9ghypEEII0TQjpg2m//heFB8roaLIRiAQAKo/28qLbJTkljHwrL4MmdK6OkJaG03TuPCOc0lIjyf3YB5Ou7OmA8fj8lavnqnTMeOOc4iOiwpytCcnPDKM39w9DVOYqaZ21nHOShe5B/OJS47h4rvPC+mOT1l9TwghxAltX76bz56ZR87+PPy+6qTKYNST0S2Ni+6aJqOkWojP62Pe/xax9JPV2IpsQPVdsHBLOP3H9eLSey4gJrF1ftZVljv45F9fsmnxNhw2J8crcVgSohl9wVCm3zq1WVfnaczpmkucrscthBCnirPSyadPz2P9N5upLHOg/VBDMSouihHnDmLGHee2+QLnoeLwjqN8NOsLjmw/isflQdNpaJpGSockzvv9FEZMGxzsEH+xjYu2Muf5r8k7VIjyB1BUL0bUvmc6l/x5etBGSTU1j5BOKSGEEE3i9/nZvWYfuQcLAEjvmkqPYV1khFQQ2Msq2b5sN7YSO+YIMz1HdK13yenWqDC7mF2r9uJyuImKi6Tv2J5B72g7XXOJ0/W4hRDiVCvJK2PHij047U4iLOH0HduTuJTYYId12lFKsX/TIbJ2HSPgD5DULpE+Y3oE7abXqeT1eNm1ah8FWUXV9bF6pNFtSOegrlgsnVI/kIRKCCGEEL/G6ZpLnK7HLYQQQohfr6l5hNSUEkIIIYQQQgghhBAtTjqlhBBCCCGEEEIIIUSLk04pIYQQQgghhBBCCNHipFNKCCGEEEIIIYQQQrQ46ZQSQgghhBBCCCGEEC1OOqWEEEIIIYQQQgghRIszBDuA5qaUAqqXIxRCCCGEOFmnaw4hOZQQQgghfqnj+cPxfKIhbb5Tym63A9CuXbsgRyKEEEII0XpIDiWEEEKIX8tutxMTE9Pgdk2dqNuqlQsEAuTm5hIdHY2macEOJyTZbDbatWtHdnY2Fosl2OGIJpLz1jrJeWt95Jy1TqfyvB1PlSwWy2mVS0gOdWJyfWid5Ly1PnLOWic5b63Pqc6f7HY7aWlp6HQNV45q8yOldDodGRkZwQ6jVbBYLHKxaIXkvLVOct5aHzlnrZOct19Ocqimk/dZ6yTnrfWRc9Y6yXlrfU7VOWtshNRxUuhcCCGEEEIIIYQQQrQ46ZQSQgghhBBCCCGEEC1OOqUEZrOZ+++/H7PZHOxQxEmQ89Y6yXlrfeSctU5y3kRLkPdZ6yTnrfWRc9Y6yXlrfYJxztp8oXMhhBBCCCGEEEIIEXpkpJQQQgghhBBCCCGEaHHSKSWEEEIIIYQQQgghWpx0SgkhhBBCCCGEEEKIFiedUkIIIYQQQgghhBCixUmn1GnkscceY+jQoURHR5OcnMwFF1zA3r17a7VRSvHAAw+QlpZGeHg448ePZ+fOnUGKWPzcY489hqZp3HnnnTWPyTkLTTk5OVx11VUkJCQQERHBgAED2LhxY812OW+hxefz8fe//53MzEzCw8Pp1KkTDz30EIFAoKaNnLPgW7ZsGeeddx5paWlomsacOXNqbW/KOXK73dx2220kJiYSGRnJ+eefz7Fjx1rwKERrI/lT6yf5U+sh+VPrIzlU6xDKOZR0Sp1Gli5dyi233MKaNWtYtGgRPp+PyZMn43A4atrMmjWLp59+mueff57169djtVqZNGkSdrs9iJELgPXr1/Pyyy/Tr1+/Wo/LOQs9ZWVljB49GqPRyNdff82uXbt46qmniI2NrWkj5y20PPHEE7z00ks8//zz7N69m1mzZvHkk0/y3HPP1bSRcxZ8DoeD/v378/zzz9e7vSnn6M477+Tzzz/nww8/ZMWKFVRWVjJt2jT8fn9LHYZoZSR/at0kf2o9JH9qnSSHah1COodS4rRVWFioALV06VKllFKBQEBZrVb1+OOP17RxuVwqJiZGvfTSS8EKUyil7Ha76tq1q1q0aJEaN26cuuOOO5RScs5C1V/+8hc1ZsyYBrfLeQs95557rrruuutqPXbhhReqq666Sikl5ywUAerzzz+v+X9TzlF5ebkyGo3qww8/rGmTk5OjdDqd+uabb1osdtG6Sf7Uekj+1LpI/tQ6SQ7V+oRaDiUjpU5jFRUVAMTHxwNw+PBh8vPzmTx5ck0bs9nMuHHjWLVqVVBiFNVuueUWzj33XCZOnFjrcTlnoenLL79kyJAhXHzxxSQnJzNw4EBeeeWVmu1y3kLPmDFj+Pbbb9m3bx8AW7duZcWKFZxzzjmAnLPWoCnnaOPGjXi93lpt0tLS6NOnj5xH0WSSP7Uekj+1LpI/tU6SQ7V+wc6hDL/q2aLVUkpx9913M2bMGPr06QNAfn4+ACkpKbXapqSkkJWV1eIximoffvghGzduZMOGDXW2yTkLTYcOHeLFF1/k7rvv5m9/+xvr1q3j9ttvx2w2c80118h5C0F/+ctfqKiooEePHuj1evx+P4888giXX345IH9rrUFTzlF+fj4mk4m4uLg6bY4/X4jGSP7Uekj+1PpI/tQ6SQ7V+gU7h5JOqdPUrbfeyrZt21ixYkWdbZqm1fq/UqrOY6JlZGdnc8cdd7Bw4ULCwsIabCfnLLQEAgGGDBnCo48+CsDAgQPZuXMnL774Itdcc01NOzlvoeOjjz7i3Xff5f3336d3795s2bKFO++8k7S0NGbOnFnTTs5Z6Psl50jOo2gqyZ9aB8mfWifJn1onyaHajmDlUDJ97zR022238eWXX7JkyRIyMjJqHrdarQB1ejoLCwvr9JqKlrFx40YKCwsZPHgwBoMBg8HA0qVL+c9//oPBYKg5L3LOQktqaiq9evWq9VjPnj05evQoIH9roejPf/4zf/3rX7nsssvo27cvV199NXfddRePPfYYIOesNWjKObJarXg8HsrKyhpsI0RDJH9qPSR/ap0kf2qdJIdq/YKdQ0mn1GlEKcWtt97K7Nmz+e6778jMzKy1PTMzE6vVyqJFi2oe83g8LF26lFGjRrV0uAI466yz2L59O1u2bKn5GTJkCFdeeSVbtmyhU6dOcs5C0OjRo+ssF75v3z46dOgAyN9aKKqqqkKnq/2RqNfra5YzlnMW+ppyjgYPHozRaKzVJi8vjx07dsh5FA2S/Kn1kfypdZL8qXWSHKr1C3oO9avKpItW5fe//72KiYlR33//vcrLy6v5qaqqqmnz+OOPq5iYGDV79my1fft2dfnll6vU1FRls9mCGLn4qZ+uHqOUnLNQtG7dOmUwGNQjjzyi9u/fr9577z0VERGh3n333Zo2ct5Cy8yZM1V6erqaN2+eOnz4sJo9e7ZKTExU99xzT00bOWfBZ7fb1ebNm9XmzZsVoJ5++mm1efNmlZWVpZRq2jm6+eabVUZGhlq8eLHatGmTOvPMM1X//v2Vz+cL1mGJECf5U9sg+VPok/ypdZIcqnUI5RxKOqVOI0C9P2+88UZNm0AgoO6//35ltVqV2WxWZ5xxhtq+fXvwghZ1/DypknMWmubOnav69OmjzGaz6tGjh3r55ZdrbZfzFlpsNpu64447VPv27VVYWJjq1KmTuu+++5Tb7a5pI+cs+JYsWVLv59jMmTOVUk07R06nU916660qPj5ehYeHq2nTpqmjR48G4WhEayH5U9sg+VPrIPlT6yM5VOsQyjmUppRSv26slRBCCCGEEEIIIYQQJ0dqSgkhhBBCCCGEEEKIFiedUkIIIYQQQgghhBCixUmnlBBCCCGEEEIIIYRocdIpJYQQQgghhBBCCCFanHRKCSGEEEIIIYQQQogWJ51SQgghhBBCCCGEEKLFSaeUEEIIIYQQQgghhGhx0iklhBBCCCGEEEIIIVqcdEoJIULKtddei6ZpdX4OHDjwq/f95ptvEhsb++uDPAmPPPIIo0aNIiIiosV/txBCCCFOD5I/CSFaK+mUEkKEnLPPPpu8vLxaP5mZmcEOqxav19ukdh6Ph4svvpjf//73zRyREEIIIU5nkj8JIVoj6ZQSQoQcs9mM1Wqt9aPX65k7dy6DBw8mLCyMTp068eCDD+Lz+Wqe9/TTT9O3b18iIyNp164df/jDH6isrATg+++/57e//S0VFRU1dw8feOABADRNY86cObViiI2N5c033wTgyJEjaJrGxx9/zPjx4wkLC+Pdd98F4I033qBnz56EhYXRo0cPXnjhhVr7efDBB7nrrrvo27dv87xYQgghhBBI/iSEaJ0MwQ5ACCGaYsGCBVx11VX85z//YezYsRw8eJAbb7wRgPvvvx8AnU7Hf/7zHzp27Mjhw4f5wx/+wD333MMLL7zAqFGjeOaZZ/jHP/7B3r17AYiKijqpGP7yl7/w1FNP8cYbb2A2m3nllVe4//77ef755xk4cCCbN2/md7/7HZGRkcycOfPUvgBCCCGEECdJ8ichRKiTTikhRMiZN29erYRn6tSpFBQU8Ne//rUmWenUqRP//Oc/ueeee2qSqjvvvLPmOZmZmfzzn//k97//PS+88AImk4mYmBg0TcNqtf6iuO68804uvPDCmv//85//5Kmnnqp5LDMzk127dvG///1PkiohhBBCtCjJn4QQrZF0SgkhQs6ECRN48cUXa/4fGRlJly5dWL9+PY888kjN436/H5fLRVVVFRERESxZsoRHH32UXbt2YbPZ8Pl8uFwuHA4HkZGRvzquIUOG1Py7qKiI7Oxsrr/+en73u9/VPO7z+YiJifnVv0sIIYQQ4mRI/iSEaI2kU0oIEXKOJ1E/FQgEePDBB2vdaTsuLCyMrKwszjnnHG6++Wb++c9/Eh8fz4oVK7j++utPWFRT0zSUUrUeq+85P03MAoEAAK+88grDhw+v1U6v1zd+gEIIIYQQp5jkT0KI1kg6pYQQrcKgQYPYu3dvnWTruA0bNuDz+XjqqafQ6arXcPj4449rtTGZTPj9/jrPTUpKIi8vr+b/+/fvp6qqqtF4UlJSSE9P59ChQ1x55ZUnezhCCCGEEM1O8ichRKiTTikhRKvwj3/8g2nTptGuXTsuvvhidDod27ZtY/v27Tz88MN07twZn8/Hc889x3nnncfKlSt56aWXau2jY8eOVFZW8u2339K/f38iIiKIiIjgzDPP5Pnnn2fEiBEEAgH+8pe/YDQaTxjTAw88wO23347FYmHq1Km43W42bNhAWVkZd999NwBHjx6ltLSUo0eP4vf72bJlCwBdunQ56UKhQgghhBAnQ/InIUTIU0IIEUJmzpyppk+fXu+2b775Ro0aNUqFh4cri8Wihg0bpl5++eWa7U8//bRKTU1V4eHhasqUKertt99WgCorK6tpc/PNN6uEhAQFqPvvv18ppVROTo6aPHmyioyMVF27dlXz589XMTEx6o033lBKKXX48GEFqM2bN9eJ6b333lMDBgxQJpNJxcXFqTPOOEPNnj271vEAdX6WLFnyK18pIYQQQohqkj8JIVorTamfTQQWQgghhBBCCCGEEKKZ6YIdgBBCCCGEEEIIIYQ4/UinlBBCCCGEEEIIIYRocdIpJYQQQgghhBBCCCFanHRKCSGEEEIIIYQQQogWJ51SQgghhBBCCCGEEKLFSaeUEEIIIYQQQgghhGhx0iklhBBCCCGEEEIIIVqcdEoJIYQQQgghhBBCiBYnnVJCCCGEEEIIIYQQosVJp5QQQgghhBBCCCGEaHHSKSWEEEIIIYQQQgghWpx0SgkhhBBCCCGEEEKIFiedUkIIIYQQQgghhBCixUmnlBBCCCGEEEIIIYRocdIpJYQQQgghhBBCCCFanHRKCSGEEEIIIYQQQogWJ51SQgghhBBCCCGEEKLFSaeUEL/Qm2++iaZpNT9hYWFYrVYmTJjAY489RmFhYZ3nPPDAA7Weo9PpSE1N5ZxzzmHlypV12q9du5YZM2bQvn17zGYzKSkpjBw5kj/+8Y912gYCAd555x0mTpxIYmIiRqOR5ORkpk2bxty5cwkEAnWes337djRNw2g0kpeXV+9xjh8/Hk3TOPvss+tsO3LkCJqm8a9//aspLxk2m41HHnmEIUOGYLFYMJvNdOzYkeuuu45NmzbVtDv+2h45cqRJ+z1Zq1at4oEHHqC8vLxZ9n/ttdfSsWPHZtl3U5111lncfPPNQY3h1/jPf/7DiBEjSExMxGw20759ey677DJ27txZq92+ffswmUy13j9CCCFCl+RPkj81RPKnX+/aa6+t9bdy/KdHjx612kn+JEKJdEoJ8Su98cYbrF69mkWLFvHf//6XAQMG8MQTT9CzZ08WL15c73O++eYbVq9ezYoVK/j3v/9Nfn4+48ePr/XB8NVXXzFq1ChsNhuzZs1i4cKFPPvss4wePZqPPvqo1v5cLhfnnHMOM2fOJDk5mRdffJHvvvuOl156ibS0NC6++GLmzp1bJ45XX30VAJ/Px9tvv93ocS5YsIDvvvvuZF+eGgcPHmTgwIE8/vjjTJgwgQ8++ICFCxfy4IMPUlBQwODBg6moqPjF+z8Zq1at4sEHH2y2pOr//u//+Pzzz5tl303xxRdfsHLlSv7v//4vaDH8WiUlJUydOpVXX3215n2yefNmhg8fzt69e2vadevWjSuvvJK77roriNEKIYQ4WZI/NY3kTy2nLeRPAOHh4axevbrWz8/f+5I/iZCihBC/yBtvvKEAtX79+jrbsrKyVLt27VR0dLTKz8+vefz+++9XgCoqKqrV/uDBgwpQ9957b81jZ5xxhurcubPyer119u/3+2v9//e//70C1FtvvVVvrPv27VNbt26t9ZjL5VIJCQmqf//+Kj09XXXr1q3e544bN05169ZNderUSQ0ePFgFAoGabYcPH1aAevLJJ+t97nE+n0/17dtXWSwWtX379nrbzJ8/XzkcDqXUj6/t4cOHG93vL/Xkk082y/6Pxx9sw4YNU5dddlmwwzjldu3apQD1f//3f7Ue37BhgwLUypUrgxSZEEKIppL8SfKnn5P86dSZOXOmioyMbFJbyZ9EqJCRUkI0g/bt2/PUU09ht9v53//+d8L2MTExABiNxprHSkpKSExMxGAw1Gmv0/34p5ufn8+rr77KlClTuOaaa+rdf9euXenXr1+tx+bMmUNJSQk33HADM2fOZN++faxYsaLe5xuNRh555BE2btxY505LU8yZM4ft27dz77330qdPn3rbTJ06lYiIiAb30bFjR6699to6j48fP57x48fX/D8QCPDwww/TvXt3wsPDiY2NpV+/fjz77LNA9RSAP//5zwBkZmbWDGv+/vvva/bx0UcfMXLkSCIjI4mKimLKlCls3ry51u+99tpriYqKYvv27UyePJno6GjOOuusmm0/H36uaRq33nor77zzDj179iQiIoL+/fszb968Osf0xRdf0K9fP8xmM506deLZZ5+tmbpwIps3b2bdunVcffXVdbbl5+dz0003kZGRgclkIjMzkwcffBCfz1fT5viUglmzZvHII4/Qvn17wsLCGDJkCN9++22t/RUVFXHjjTfSrl07zGYzSUlJjB49usE73L9WUlISQJ2/icGDB9OzZ09eeumlZvm9QgghWobkT7VJ/iT5U3OS/EmECumUEqKZnHPOOej1epYtW1Znm9/vx+fz4fF4OHDgALfccgtms5nf/OY3NW1GjhzJ2rVruf3221m7di1er7fe37NkyRK8Xi8XXHDBScX32muvYTabufLKK7nuuuvQNI3XXnutwfaXXnopgwcP5u9//3uDsTRk4cKFACcd4y8xa9YsHnjgAS6//HK++uorPvroI66//vqaoeY33HADt912GwCzZ8+uGdY8aNAgAB599FEuv/xyevXqxccff8w777yD3W5n7Nix7Nq1q9bv8ng8nH/++Zx55pl88cUXPPjgg43G9tVXX/H888/z0EMP8dlnnxEfH8+MGTM4dOhQTZtvvvmGCy+8kISEBD766CNmzZrFBx98wFtvvdWk4583bx56vZ4zzjij1uP5+fkMGzaMBQsW8I9//IOvv/6a66+/nscee4zf/e53dfbz/PPP88033/DMM8/w7rvvotPpmDp1KqtXr65pc/XVVzNnzhz+8Y9/sHDhQl599VUmTpxISUlJTZtAIIDP5zvhj9/vr/d4/H4/brebPXv2cMMNN5CcnMxvf/vbOu3Gjx/P119/jVKqSa+TEEKI0CT5048kf6om+dPJ5U9OpxOr1YperycjI4Nbb72V0tLSeo9b8icREoI9VEuI1qqx4efHpaSkqJ49e9b8//jw85//WCwWNXv27FrPLS4uVmPGjKlpYzQa1ahRo9Rjjz2m7HZ7TbvHH39cAeqbb75pcuxHjhxROp2u1hDlcePGqcjISGWz2Wq1HTdunOrdu7dSSqnFixcrQD333HNKqaYPPz/77LMVoFwuV5Piq2/4eYcOHdTMmTPrtB03bpwaN25czf+nTZumBgwY0Oj+Gxp+fvToUWUwGNRtt91W63G73a6sVqu65JJLah6bOXOmAtTrr79eZ/8zZ85UHTp0qPUYoFJSUmq9vvn5+Uqn06nHHnus5rGhQ4eqdu3aKbfbXev3JyQkqKZcsqdOnap69OhR5/GbbrpJRUVFqaysrFqP/+tf/1KA2rlzp1Lqx3OalpamnE5nTTubzabi4+PVxIkTax6LiopSd955Z6PxNPSe//nPz1+v48xmc02bbt26qV27dtXb7pVXXlGA2r17d6PxCCGECC7JnyR/kvyp+fKnp59+Wj399NNq4cKFauHCheq+++5TERERqkePHrXe/8dJ/iRCgYyUEqIZqQbuOixevJj169ezbt065s2bx8SJE7nssstqFXdMSEhg+fLlrF+/nscff5zp06ezb98+7r33Xvr27UtxcfEvjuuNN94gEAhw3XXX1Tx23XXX4XA4Gh1eftZZZzF58mQeeugh7Hb7L/79zWnYsGFs3bqVP/zhDyxYsACbzdbk5y5YsACfz8c111xT6y5UWFgY48aNqzVE/biLLrqoyfufMGEC0dHRNf9PSUkhOTmZrKwsABwOBxs2bOCCCy7AZDLVtIuKiuK8885r0u/Izc0lOTm5zuPz5s1jwoQJpKWl1Tq2qVOnArB06dJa7S+88ELCwsJq/h8dHc15553HsmXLau7KDRs2jDfffJOHH36YNWvW1HsH+MYbb2T9+vUn/KmvkCxUF1VdvXo17777LtHR0UyYMKHOCnxAzTHn5OQ06XUSQggRuiR/anmSP7WN/Omuu+7irrvuYtKkSUyaNImHH36Yt99+mz179vDKK6/U+T2SP4lQUHeytRDilHA4HJSUlNC3b9862/r3709iYmLN/6dOnUrfvn255ZZbmDFjRq22Q4YMYciQIQB4vV7+8pe/8O9//5tZs2Yxa9Ys2rdvD8Dhw4ebFFcgEODNN98kLS2NwYMH1wzLnjhxIpGRkbz22mvccMMNDT7/iSeeYNCgQfzrX/+qdxpVfX4a48+XpD3V7r33XiIjI3n33Xd56aWXaoZiP/HEEzWvY0MKCgoAGDp0aL3bf1qLAiAiIgKLxdLk2BISEuo8ZjabcTqdAJSVlaGUIiUlpU67+h6rj9PprLdtQUEBc+fOrVV346d+nqRbrdY6baxWKx6Ph8rKSmJiYvjoo494+OGHefXVV/m///s/oqKimDFjBrNmzap5vtVqrTfJ+7mG6j0cnxYwYsQIzj//fLp06cLf/vY3vvjii1rtjieAx19LIYQQrZPkTz+S/Kma5E8Na0q9rBkzZhAZGcmaNWvqbJP8SYQCGSklRDP56quv8Pv9tYpINkSn09G7d2/y8vIoLCxssJ3RaOT+++8HYMeOHUD13SOj0cicOXOaFNfixYvJysoiNzeXhIQE4uLiiIuLIz09HYfDwZo1a+rM/f+pAQMGcPnll/P000/XJCEnMmXKFIAmx1ifsLAw3G53ncd/ngwYDAbuvvtuNm3aRGlpKR988AHZ2dlMmTKFqqqqRn/H8UT3008/rfdu1Nq1a2u1b0oicDLi4uLQNK3e1zU/P79J+0hMTKy3bkBiYiKTJ09u8E7b9ddff8Lfl5+fj8lkIioqqmafzzzzDEeOHCErK4vHHnuM2bNn1yqo+tBDD2E0Gk/407lz5xMeW3R0ND169GDfvn11th0/5p9+WRFCCNH6SP70I8mfmkbypxNTStXpHATJn0RokJFSQjSDo0eP8qc//YmYmBhuuummE7b3+/1s374ds9lcc+coLy+P1NTUOm13794NQFpaGlB9J+WGG27gxRdf5O233653BZmDBw/icDjo168fr732GjqdjtmzZ9esWnPcsWPHuPrqq3n99df517/+1WC8Dz/8MJ9++ukJC1MeN336dPr27ctjjz3GtGnT6l1BZsGCBYwdO7bBFWQ6duzItm3baj22b98+9u7d2+AHaWxsLL/5zW/Iycnhzjvv5MiRI/Tq1Quz2QzUvSs0ZcoUDAYDBw8ePKlh5adKZGQkQ4YMYc6cOfzrX/+qGYJeWVlZ7yoz9enRo0e9yeu0adOYP38+nTt3Ji4u7oT7mT17Nk8++WTNHTS73c7cuXMZO3Yser2+Tvv27dtz66238u2337Jy5cqax2+88UamTZt2wt93/Jw0pri4mO3btzN69Og62w4dOoROp6N79+4n3I8QQojQJPlTbZI/NY3kT4379NNPqaqqYsSIEXW2Sf4kQoF0SgnxK+3YsaNmfnlhYSHLly/njTfeQK/X8/nnn9csY/9TGzdurEloCgoKeP3119mzZw933XVXzYfYlClTyMjI4LzzzqNHjx4EAgG2bNnCU089RVRUFHfccUfN/p5++mkOHTrEtddey4IFC5gxYwYpKSkUFxezaNEi3njjDT788EPS09P54osvmDJlCtOnT6/3eP7973/z9ttv89hjjzU4VDkzM5Pf//73NcsEn8jx12Ly5MmMHDmS3//+90yYMIHIyEiysrL49NNPmTt3LmVlZQ3u4+qrr+aqq67iD3/4AxdddBFZWVnMmjWrzut73nnn0adPH4YMGUJSUhJZWVk888wzdOjQga5duwLUTAl49tlnmTlzJkajke7du9OxY0ceeugh7rvvPg4dOsTZZ59NXFwcBQUFrFu3jsjIyCYnkr/UQw89xLnnnsuUKVO444478Pv9PPnkk0RFRTW4cspPjR8/ntdff519+/bRrVu3WvtdtGgRo0aN4vbbb6d79+64XC6OHDnC/Pnzeemll8jIyKhpr9frmTRpEnfffTeBQIAnnngCm81Wc/wVFRVMmDCBK664gh49ehAdHc369etrVr85Li0treYLQFNVVFQwadIkrrjiCrp27Up4eDj79u3j2Wefxe1219zt/qk1a9YwYMCAJiWMQgghgk/ypxOT/KnpJH+CrKwsrrjiCi677DK6dOmCpmksXbqUZ555ht69e9c7vVTyJxESglpmXYhW7PgKJ8d/TCaTSk5OVuPGjVOPPvqoKiwsrPOc+lbSiI+PV8OHD1evv/668vv9NW0/+ugjdcUVV6iuXbuqqKgoZTQaVfv27dXVV19d7wpkPp9PvfXWW+rMM89U8fHxymAwqKSkJDV16lT1/vvvK7/fr5555hkFqDlz5jR4XC+99JIC1GeffaaUqr16zE8VFRUpi8XSpNVjjisvL1f//Oc/1aBBg2od01VXXaVWrlxZ57X96eougUBAzZo1S3Xq1EmFhYWpIUOGqO+++67O6jFPPfWUGjVqlEpMTFQmk0m1b99eXX/99erIkSO1Yrn33ntVWlqa0ul0ClBLliyp2TZnzhw1YcIEZbFYlNlsVh06dFC/+c1v1OLFi2vazJw5U0VGRtZ7nA2tHnPLLbfUaVvfqjiff/656tu3b038jz/+uLr99ttVXFxcA6/sjyoqKlRUVJSaNWtWnW1FRUXq9ttvV5mZmcpoNKr4+Hg1ePBgdd9996nKykql1I+rxzzxxBPqwQcfVBkZGcpkMqmBAweqBQsW1OzL5XKpm2++WfXr109ZLBYVHh6uunfvru6//37lcDhOGGdjXC6XuuGGG1TPnj1VVFSUMhgMKiMjQ1111VU1q9z8lN1uVxEREeqpp576Vb9XCCFE85P8SfInyZ+aJ38qLS1VM2bMUB07dlTh4eHKZDKprl27qnvuuUeVl5fXaS/5kwgVmlINLG8hhBAiJHi9XgYMGEB6ejoLFy48YfvbbruNb7/9lp07d5503YYjR46QmZnJk08+yZ/+9KdfGnKLeu2117jjjjvIzs6WO31CCCGEACR/OhHJn0SokELnQggRYq6//no+/PBDli5dykcffcTkyZPZvXs399xzT5Oe//e//52cnBw+++yzZo40+Hw+H0888QT33nuvJFRCCCHEaUzyp6aT/EmEEqkpJYQQIcZut/OnP/2JoqIijEYjgwYNYv78+UycOLFJz09JSeG9995rtMZEW5Gdnc1VV13FH//4x2CHIoQQQoggkvyp6SR/EqFEpu8JIYQQQgghhBBCiBYn0/eEEEIIIYQQQgghRIsLaqfUAw88gKZptX6sVmvNdqUUDzzwAGlpaYSHhzN+/Hh27twZxIiFEEIIIYJL8ichhBBCtBVBHynVu3dv8vLyan62b99es23WrFk8/fTTPP/886xfvx6r1cqkSZOw2+1BjFgIIYQQIrgkfxJCCCFEWxD0TimDwYDVaq35SUpKAqrv8j3zzDPcd999XHjhhfTp04e33nqLqqoq3n///SBHLYQQQggRPJI/CSGEEKItCPrqe/v37yctLQ2z2czw4cN59NFH6dSpE4cPHyY/P5/JkyfXtDWbzYwbN45Vq1Zx0003NWn/gUCA3NxcoqOj0TStuQ5DCCGEEG3U8TVhLBZLyOQSzZ0/geRQQgghhPjllFLY7XbS0tLQ6RoeDxXUTqnhw4fz9ttv061bNwoKCnj44YcZNWoUO3fuJD8/H6hemvOnUlJSyMrKanCfbrcbt9td8/+cnBx69erVPAcghBBCiNNGRUUFFosl2GE0S/4EkkMJIYQQ4tTLzs4mIyOjwe1B7ZSaOnVqzb/79u3LyJEj6dy5M2+99RYjRowAqHNnTinV6N26xx57jAcffLDO49nZ2SGRSAohhBCidbHZbLRr1y7YYdRojvwJJIcSQgghxKlzPH+Kjo5utF3Qp+/9VGRkJH379mX//v1ccMEFAOTn55OamlrTprCwsM7dv5+69957ufvuu2v+f/yFsFgsklAJIYQQos05FfkTSA4lhBBCiFPvRDfFgl7o/Kfcbje7d+8mNTWVzMxMrFYrixYtqtnu8XhYunQpo0aNanAfZrO5JnmSJEoIIYQQbd2pyJ9AcighhBBCtLygjpT605/+xHnnnUf79u0pLCzk4YcfxmazMXPmTDRN48477+TRRx+la9eudO3alUcffZSIiAiuuOKKYIYthBBCCBE0kj8JIYQQoq0IaqfUsWPHuPzyyykuLiYpKYkRI0awZs0aOnToAMA999yD0+nkD3/4A2VlZQwfPpyFCxeecE6iEEIIIURbJfmTEEIIIdoKTR1f57iNstlsxMTEhMyKOUIIIYRoXU7XXOJ0PW4hhBBC/HpNzSNCqqaUEEIIIYQQQgghhDg9hNTqe0I0N4/by65VeykrqMBoNtBlYCbWjsnBDksIIYQQIqTlHS7g4JYjeN0+4q2x9BzZDZPZGOywhBBCtHLSKSVOC0opln+2hgVvLKHgaDHKH0ChiIgOp+8ZvfjN3eeRkBoX7DCFEEIIIUJKcW4pn/zrS3as3IPT5gRNQ6fTsHZM5uzrz2T0BcNOuNy3EEII0RDplBKnhQVvfs/sZ+YBkJAWh8lsRAUU9nIHq+duIP9wIbe/8DvikmOCHKkQQgghRGgozS/j+Vtf5ciuY8QmWojrbEXTaXhcXgqzi3nnwU9w2l1MumZcsEMVQgjRSklNKdHm5R0u4Kv/LcRoMpDSIalmqLmm07DER5GamcLh7Uf55vVvgxypEEIIIUTomP/KtxzZeYzUzBSi46PQdNUjokxhRlI6JKE36Jn74gIKjxYFOVIhhBCtlXRKiTZv3fzNVJY7iLPG1rvdYNQTFRvBuq+3YCu1t2xwQgghhBAhqKLYxvoFW4iKi8Rg1NfbJt4ai73Mwdr5m1s4OiGEEG2FdEqJNm/fxkMYTMZG6x1Ex0VRWVpJzv78FoxMCCGEECI0Ze/NxVHuIDouqsE2mk7DYNRzYPPhFoxMCCFEWyKdUqLNC/j86HSNF+DUdBpKKQL+QAtFJYQQQggRugL+AErBiWqYazpN8ichhBC/mHRKiTavXY90PC4PSqkG2zgqqgiLCiO5fWILRiaEEEIIEZpSOiQRFmWmyuZssI1SCo/bS0a31BaMTAghRFsinVKizRt2zkDMEWYqy6vq3R4IKGwldvqf0YukjIQWjk4IIYQQIvSkdEii96julBfbUIH6b+xVljkIjwxj2DmDWjg6IYQQbYV0Sok2r3P/jow8bzC2EhsVxfZaiZXH5SXvUAEJafFMue7MIEYphBBCCBFazv3dRBJS48g9XIDH5a15XAUUFcU2bCV2Rk0fSsfe7YIYpRBCiNbMEOwAhGhumqZx+d8uwhRmYuWcdeQcPF7MXKHX68nomso1D15C+x7pQY1TCCGEECKUdOjVjpv+dQ3vPPQJeYcK8fv81RsURMZEMHnmeC66e1qji8kIIYQQjdFUY4V22gCbzUZMTAwVFRVYLJZghyOCLP9IIZsWb6csvxyj2UCXQZ3oO7YHRpMx2KEJIYQIUadrLnG6Hreoy+P2smP5bvZvOozP4yPOGsuQyf1Ibp8U7NCEEEKEqKbmETJSSpxWrB2TOeeGs4IdhhBCCCFEq2EyGxk0sR+DJvYLdihCCCHaGOmUEkII0WSuKjfFOaVoGiRlJGAKMwU7JCGEEEKIkKaUoiSvDKfdSYQlgoTUuGCHJETIkE4pIYQQJ1RRbOP7j1axcs46bCV2AGKSLIy5YBjjLh2FJT46yBEKIYQQQoQWpRTblu7i+49Wsm/TIfxePwajnu7DujD+ktH0Hdsz2CEKEXTSKSWEEKJRxbmlvHDHGxzenkVYZBjRcZEA2IpszH52PluX7uKW/1xHXHJMkCMVQgghhAgdC978njnPzcfj9mKJjyYiOhyv28vmb3ewa/U+fnPXeZx15dhghylEUOmCHYAQQojQpZTivX9+yqHtWVg7JpOYHk9YZBhhkWEkZiSQ0jGJA5sP8/4jnwU7VCGEEEKIkLF77X6+/O/X6A160jtbiY6LJCzCTHRcFOldrGhozH72K/ZvOhTsUIUIKumUEkII0aAjO7PZs+4A8SmxGEx1B9caTQbiUmLYuWovx/bnBSFCIYQQQojQs2L2WpwON/HW2Hq3x6fGUmWvYuWcdS0bmBAhRjqlhBBCNGj3mv24q9xEWMIbbBMZE4Gz0sXu1ftaMDIhhBBCiNDkdLjYsXI3UbGRDbbRNI1ISyRbv9+J1+NtweiECC3SKSWEEKJBHqcHNA1N0xpso2kaOp2G2+lpwciEEEIIIUKT1+XF7wtgMOobbWcw6vH7/HjdvhaKTIjQI4XOQ4zf56+eBrM3F6UU1sxk+o7tKcuunySlFIe2ZbF/4yG8Hh9xKTEMmNCn0bsVQoi6ouOjQCkCgQA6Xf33MQL+AEqp6rZCNAO30822pbsoPFqMpmm075lOzxHd0BsaT/bF6aU4t5RtS3fhKHcQFhVGn9E9SO2UEuywWh1HhYMtS3ZSml+O0WSgy8BMOg/o2OjNCSFEbeHRYYRFmKmyOxv9/uF2erAkRGOOkO96onkc25/H7tX7cDlcRMVF0X98L+KtccEOqxbplAohu1bv5aNZX5B7MB+/L4AGoNNIaZ/IBbedw7CpA4MdYquQd6iAdx/+lINbjuBxetB0GiiISbYw8cozmHLdBPR6+SIjRFP0n9CbOc9/ja2kktgkS71tKortRMdXf8gJcSoppVg9dwNfvrCAouxiUKAAvUFPu+5pXHrPdLoP7RLsMEWQuarcfPbvuayZtwlHuQNNp6ECivDocPqP78Vlf52BJT462GGGvEAgwII3lrD43WWUF1bU/L2Zwox06teBK+67iIyuqcEOU4hWwWgyMnzaYOa/vAiVElv9feRnAoEALoeLKb+V7ybi1KsotvHeI5+xc8Ueqipd6HQaSsHn/4lk1PlDuPDOc0Nm4ItM3wsRu9fu539/eptje3OJS4klvYuVtC5WktLjKcou4c1/fMiaeRuDHWbIK8wu5vnbX2fXqr1EWiJI62IlrbOVlI5JuCrdzH72K+Y89zVKqWCHKkSrkJgWz6jzh+Aod+CwVdXZ7qioospWxZgZw4lNiglChKItWzlnHe88+AmleWUktUskrYuV9C5WYpMtHNl5lJf++Bb7Nh4MdpgiiLweL2/8/QMWv7scTYPUzimkda7OoYwmA6u/3MBLd79Fld0Z7FBD3twXF/DZv+dRZXOS0iHphxwqhciYCHav2cd/b3+d/COFwQ5TiFZjzAXDiE+NI+9wIYFAoNa2gD9A/uFCEjMSGDV9aJAiFG2Vo8LBC3e+wbr5mzGGmar7FjpbSc1MRgUCLHjre976x0f4ff5ghwpIp1RI8Pv9fPrUl9jLHKR2TsEc/mOPpdFsxJqZjNftY/azX+F0uIIYaej7+rVvyTmQR2pnKxGW8Jqh5nqDnoS0OCKiw/nuveVk780NcqRCtB4X3TWNkdOHUlnmIGd/HqV5ZZTmlZGzP4/KiirG/mYEF9w2NdhhijbGUeFgznPzCfgDpHRIwviT1R/DIsykdbZSXmRj9rPz5UbDaWzLdzvYuHArCalxxCRaaqYZa5pGdHwUye2T2LPuACs/l9WtGpNzII+Fby8lPCqMxPT4mqmxmqYRER1OWmcreYcKmP/K4iBHKkTrkdophesfu5J4ayx5BwsoPFpMaX45BVlF5B0qICEtnhseu5LkdonBDlW0MUs/WcP+jYewdkwiOi6y5juxTq8jNjmGeGss677ZzLZlu4IcaTXplAoBe9cfJHtvLgmpcQ3O109Mi6Mkt5Qt3+1o4ehaj7LCCjYt2kZ0XBR6ff1vbUtiNFV2J2vnb2rh6IRovUxhJq57+HJufe56hk8bTFR8FNEJ0Yw8fyi3P3891zxwCUaTMdhhijZm46JtlOVXkJBWf90DTdNIsMZyZPtRDmw+3MLRiVCxcs46lFKER4XVu90UZsRg1LPi87Uhc0c4FK2dv4mqiipiGpimrdPrsCREsfm7HZTklbVwdEK0Xr1GdOOv797OJX+eTnrXVCIs4bTrkc4l91zAve/eLlPQxSnn9XhZ+flajGFGjOb68/OI6HD8Xj+rvljfwtHVT2pKhYCc/Xn4vH7CIs0NtjGYDCilyNmf14KRtS55hwpw2JwkZcQ32EbTNIxmI4e3ZbVgZEK0fnqDnn5n9KLfGVI3SrSM3AP5BJRqtJh5WFQYpfkV5B7Ip+ugTi0YnQgFfp+fIzuzibBENNouKjaS4pxSKoptIVfcNVQc2ZGNwWRotJh5VGwkBVnF5B3MJyFVXkchmiohNY6zrzuTs687M9ihiNNAWX45ZQUVJ1zgK8ISzqFtWSilgr6QhYyUEm2QrA4jhBCnDbnkC3GKyB+TEEK0Fa3pii4jpUJAWmcrBqMeV5WbsIj6R0v5vD40TSOts7WFozt5hdnFrP1qE5sWb8NZ6SLOGsuIcwYxZEp/ImMa77H9NVI7pRARHU5luaPBVcKUUnjdXjL7tm+2OMSP/D4/25fvZtWX6zm2NxedXke3IZ0ZMW0wXQd1CnqvvBAidKV2tqJp4PP4cNiclBWU46x0oWkQGRNJXEoMOr0Oo9lAaueUYIcrgkBv0NOhVwY7Vuxp8HMfoLLcgTUzmZjEhtuEAp/Xx7Zlu1kzdz3H9uWh0+voPrQLI88bQucBHZv1M7Nj73ZsX7ar0TvmleVVRFjCsXaSv7eWUJxTwtqvNrFx0Taq7E7iUmIYNnUQQ88ecMIREEKI01ecNZbYlBhKc8vQG/WUFVRQUWTD7wtgNBuITY4hNtlCld1Fj+FdQ+L7mHRKhYAew7qQ0S2NrJ3ZpHZOqfeNUZJbRkJaPAPP6hOECJtu0+JtvPPQJ5QXVmAKM2Ew6inOKWHv2v18+/5ybnzymmZbTjguOYZBE/vy/UcrscRHoaunrpStpJLw6HCGnTOoWWIQP3JWOnn9vg/Y8t0O/H4/YZFhKKVY8uFKVn+5gTOvGMOFd54rS+AKIeo1eFI/5jw3n30bD+H1eFGB6ql8SilcjlJK88swhZkYdFZfmbp3Ghs1fRg7Vu7FWemqt66Ux+3F5/ExZsbwRqeCBluV3cnrf3uPLd/vIuAPEBZpRgUU332wnFVfrmfS1eO44LapNYXcT7Vh5wzi2/eWU1Fsr7eDL+APYCuxMfaiESSmNVwmQZwaW5bs4O0HP6Ysv6KmLlpxTil71x3g2/eWceOT19C+R3qwwxRChCCjyciYC4bx7sOfkp9VhN/rQ6fToek0PC4PleUOCrIKiY6PZtT0YcEOF5DpeyFBb9Bz0V3TiIyNJO9QAR6np2ab1+Mj/0gRBqOeC26bSnhUeBAjbdyhbVm8+Y+PqCx3kN4lleT2icSnxpGamUJKx2Sy9+bwvz+9RWW5o9limHr9WaR1tpJ7MB+n3VmzIpPf56c0rwyHrYoJl42WD/JmppTi/Udms2HBFmKSLKR3SSUhNY7EtHjSu1gxhRlZ8MYSvn13ebBDFUKEqKjYSGISLTgrnaiAwhRuwmg2YgozYQoz4vf6cVa6SOtqDYm7fCI4Bk3sy6Cz+lKSW0ZFsZ1AoPpzXymFvcxBwZEiug/rwugZoZF410cpxTsPfcLGRduITbKQ3sVa/ZmZHk96l1SMJgPzX1nMd++vaLYYMrqmctZVY3HanZTkltUUhVdK4ax0kXsoH2tmCufcMLHZYhDVDu84yht//wBbSSVpXaw/yaeTsWYmk7M/j5f//Da2EnuwQxVChKiOfdrjdnpwV7kwmAw1Rc9N4Sb0Bj1Ou4uAP0Bmn3bBDhWQTqmQ0XtUd26cdRVpXayU5JeTcyCf3IP5FGUXk5AWx9X3X8Ko84cGO8xGLflwBfZSOykdktB0tb8gGIx6rB1TyNmXx/pvtjRbDCkdkrjlP9fRc3g3KsuryP3hdcw/UoQp3MQFt07lwjvOlS8wzSxnfx4bF28jJslS5861pmlYEqIxmAx8+94ynA5XkKIUQoSyY/vzKDxahLVjMuZwEx6XF1eVG5fDhdfjIzImguSMBHat2ifXkdOY0WTkukevYMLlo1GBAHkHqz/3cw7k43V5GHbOQG5+aiaRJyiGHkxH9+SwdckOYpNj6v3MjEm0oDfq+fa9ZXhcngb28utNv+VsLrzjXMIizeQfKST3YD65B/Kxl1XSbUgXbnn2t6TK1L1m9/1HK7GV2LF2TEL3s3xab9CT2imF3AP5rPt6c5AiFEKEuvULNhNpCSchLR7lV7ir3LiqXLir3KBpJHdIQm/Qs2Hh1mCHCsj0vZDSZ0xPug/rws6Ve8nemwtKkdIxmf7je2EOb3hlvlBgK7Gz9fudRMdHNdjhYzDq0Rv0rJm3gQmXjW62WNK7pPLnN2/hwObD7N94CK/HR1xKDAPO7IMlPrrZfq/40eZvt+O0u4i3xjbYJi45hsLsEnat2svgSf1bLjghRKuw+dvtOCvdpHe1Ys1MxlZSidvpRtM0wqPCiIqLIuDzU5hdws6VexkyWa4jp6vwyDCuuf8Szr7uTLYt3UVluYPwqDB6j+7RbCUDTqXq97qL+EZWtItLiaUou4Rdq/cxYELzlHLQ6/Wc87uJjP3NCLZ8t4PS/HKMJgNdBmVKHcgWUlnuYMuSnUTFNZxP6w169EYDq+duYOJVZ7RwhEKIUOeocLBp8XZikmKISYzG5XBjL6sk4A9gMOixJERjCjeRf6SI1XM3MOnqccEOWTqlQo3RZGTAhD7NlnA0F1uJHY/LS3RcVKPtzBEmSvLKmj0eTdPoOqiT1BkJEltJJdD48qIGkwGU+qGtEELUVj01pfo6ojfoiUuJqdNGV3MdkWksApLbJbbKL+kVRTbQtEY/M40mAyqgqChu/vd6dFwUYy8a0ey/R9RlL63E4/QQGdP4yD5zhInS/PKQWMpdCBFabKWVeFweIi0RNTfy6qu5GBZhoixEriPSKSVOiePzU4/XIGiIz1td8Lopio6VUJxTit6go133tJCupyVqM0eYTrgOaSAQQCmFOdzUMkEJIVoVc7gJTpAkyXVEtAXmCDP8UAOzIQF/AAVNeq973F6O7j6G1+0jJjGa1E71L6IjQk91Pq07YT7t9/obnZ0ghDh9mcNN6PU6/N4Tfy+PiosMieuIdEqJUyIpI4EOvTLYu+Fgg3d3lKqezzpoYt9G93V4x1EWvLmEHcv34K5yo+k0YpIsjDx/CFOunRDSdSFEtR7DurDgze9xVbkJi6h/6qm9tJLI2Ei6D+vSwtEJIVqDniO6sfAtuY6Itq/niK58++4y3E5Pg51OthI70XGNv9e9Hi/fvreCFZ+toehYCX5/AFOYka6DMpl0zXj6jO7RXIcgTpF4aywd+7Rnz9p9RMVG1ttGKYWr0sWgK8e2cHRCiNYgLiWWTv06sHPVXqLiGrmOOFwMmhQa1xEpdC5OCU3TOOM3I9HpdNhL607HUkpRlF2CJSGakdOGNLifXWv28Z9bXmXN3I3ojXoS0+OJS4nFUe5g7gsL+O9tr+OoaL7V+8Sp0XNENzr0yqA4pxS/P1Bnu8flxV5ayeBJ/UhopIaGEOL01WNYlx+vI/WMGvC4vNhKKhk0sa8sUS9atd6jutOuZzpFx0oI1PuZ6cFe7mDI2QOIS647jRWqO6Re+9v7fPLkFxTllBCTZCEpI4GwCDPbl+/mxbveZNUX65v7UMSvpGka4y4eiU6vr3daslKK4mOlRMdHMXLa4CBEKIQIdZqmMfY3IzEYG7mO5JQSFRfFiHMHBSHCuqRTSpwyw88dxFlXjsVhqyL3UAEOWxVupwdbaSU5B/Ixmg1c9tcZDa7c4qx08vYDH2MrtpPRLRVLfBQGkwFTmJGEtHiS2yexa+0+vnxxQQsfmThZeoOea/95GWmdU8g7kE9pfnn1qg8OF0XHSijMLqbn8G5cdNe0YIcqhAhRP72O5B4s+Ml1xE3RsRKKsovpOaIrv7n7vGCHKsSvYjAa+O0/L8PaMYmcgz9+ZjorXRRll1CUXULvUd258PZzGtzH9x+tYv3Xm4mzxpLcLhFzuAmDUU9kTARpna34vD4+evILCo8WteCRiV9iyJQBTLx6HM5KV3U+XVGdT9tLK8k9kI/eqOfSv1xARre0YIcqhAhRQyb3b/w6YtBz6T3Tadc9PdihAqApdYJJ7K2czWYjJiaGiooKLBZLsMNp8wKBAGvmbWTZp2s4uusYfr8fo9lIn9E9mHDZaLoPbXjY+aov1vPa394juX0iBmP9M0vLCsoxmo08OOceWUmvFSg6VsJ37y9n3fzNOCqqQIM4ayxjLhjG+MtGy1RMIcQJFeeU8O37K1j31aagXUdO11zidD3uYCnMLq75zKyyOUGDhNQ4Rs8YzvhLRxERXX9tTZ/Xx0MXP0X+4UJSOiTV20YFFDkH8rjwjnM57/dTmvMwxCmglGLtV5tY9slqjuzKxu/zYzQZ6TWyGxMuH0PP4V2DHaIQIsQppVg3fxNLP657HRl/2Wh6jejW7DE0NY+QTinRLJRS5B8pxOP0EBUX1aQpWq/97T1WfL6u0eWb/T4/+UeKuPW56xl0VuO1qUTocNiqKM4pRafTSOmQhClMihILIU5OMK8jp2sucboed7A5KhwU55ah1+tI7pCEyWxstH3W7mM8duWzRMdFNrqYTOHRYtr1SOfvH951qkMWzUQpRUFWES6Hm+j4puXTQgjxU8evI+4qd5O/l58qTc0jpNC5aBaappGaWf80vYa4qzzo9Y3PKNXpdSil8Lq9vyY80cIiLREyKkoI8avIdUScLiJjIomMqb84bX28bi8BfwC9Qd9oO51eh9vp+bXhiRakaRrWjsnBDkMI0Yq1huuIdEqJkJGYEY/fV728d0NLU7qrPJjMRuJS6i/0KURz8Hq8bF++h4NbjuDz+EhIi6surpyeEOzQWpSjwsHGRdvIPViApmmkd7UyaGK/BqeUCCGEaH6xyTGYwkw4HW6MjYyq8jg9pHRIbMHIhIDCo0VsWrydsoIKjGYD3YZ0pveo7ifsRG1LlFIc2pbF9uW7cdpdRFjC6XdGTzr2ad/gdx4hTifSKSVCxuBJ/fnu/RVU2ZxExtR/N7ysoJyOvdvReUDHlg1OnLb2bzrEOw99Qu6B/OqVBJUCNOa+tJBxF4/kgtumNlgDra1QSrFi9lq++O/XlOZX/PAaAJrGF89/w4zbz2HU9KHBDVIIIU5TiWnx9BnTg7VfbSQ6LrLeL7kelwc0GH5OaKy0JNo+j9vLZ0/PZeWc9TX1AAEWvLmEjG5pXPPAJWT2aR/cIFtAWWEFb9//EbvX7sdd5UbTNJRSfPP6t/Qa1Z1r7r+EmESZHi1Ob237m5RoVTr168DAM/uwZt5GNJ1Wa/SFCihK8sowmAxM+e0E9PrT5+6KCJ4jO7N56Y9vUVZQQVJGfE0Nm0AggK3YztevfYvP6+PSey5o03e6Vs5Zx3uPfIZSCmvHpJq7mz6vn9K8Mt795yfoDTqGnyvLUwshRDBMvOoMdq3eR/6RIlLaJ6L7STkEt9Pzw6q3Xek/vncQoxSnC6UUHzw6m6WfrCIqNpL0LlY0XXWe5HZ6yNqZzYt3vckdL/6O9C4N15Jt7RwVDl686w32bThEQmocienxNZ1SVXYnmxZto8rm5Pb/3kB4lIw6F6evxgv4CNGCNE3j6vsvYejZA7GXVpKzP4+i7BIKsorIOZCP0Wzg0nsuYOjZA4MdqjhNfPXyIkpyy0jrlFKrqLJOpyM2OYao2EiWfbqGY/tygxhl83I6XMx9cQEqoEhul1hruL3BqCe5fSJej48v/vtN9Z14IYQQLa7LwEx++/BlxCREk3eogLzDhRRll5BzIJ/S/HJ6Du/K7564ShYaES3iwObDrJ67gZgECzGJlpoOKQBzuInUzikUHi1m4ZvfBy/IFrDqyw0c2HQYa2YyEZbwmhuYmqYRaYkguX0Se9cfYN38zUGOVIjgkpFSIqRERIdz01PXsHfdAdbO30TugXwMRgO9RnZj2DmDGlzqWIhTLf9IIbtW7yM2uXYy9VPR8VHk7Mtj3debadc9vYUjbBlbl+ykOKeM5HYN189KSI2jIKuY7ct3M3hS/xaMTgghxHEDz+xLxz7t2fDNFrYu3YnL4SIxPYFhUwfS94yeGE2Nr+InxKmybv4m3E4Pienx9W7X6XRYEqLY9O12pt96NvHWtreqoN/vZ8XstRhMBoym+r9ym8KM6PR6ln+2hjMuHtmmR90L0RjplBIhR6/X02tkd3qN7B7sUMRprOBIEc5KF7FJDa9WoWkaBrOBo3tyWjCyllWQVQQoDA0kVEB1YV2lyD9c2HKBCSGEqCMuOYZJ14xj0jXjgh2KOI1l7c7BFGZstJMl0hJBcU4pBVnFbbJTqsrmpDSv7ISrxkbGRFCYXYLL4ZIpfOK0JdP3hBCiHppOQ9Oq6yI0RgVUvTXO/H4/Xo+3Sb/rZNq2NJ1OO+FrAKAATScfKeLk+bw+/D5/sMMQQghxiuj0OlTgBPmTUqBV5xk/f9zr8RIIBE74e5RSeNzeJuUpLU2n00A7cQ6lAtWvg+RQ4mSF8vv/ZMlIKSGEqEe77mlExkZiL3MQm1T/qiiBgMLvD9C5fweg+sNh58o9rPxiPXvW7CegAiSlJzB6xnCGnTOw1t2yQCDA9uW7WTlnHfs2HEIpRXL7RMbMGM6wqQNC5m5Zux7p6PR6PE4PpvD6a5G4qtwYjHra92ybUxjFqedxediwcCsrP19Hzv48ADL7dWD0BcMYeGaf02qpcCGEaGu6Dspk77r9KKUaHC1lL3MQHR9FetfqQuflRRWsmbuRlV+sw1ZiR2/QM2BCH0ZNH0qXAZm1nluaX8aaeZtY9cU67GWVGI1GBp5V3Tazb4dmP76miLBEkN41lf2bDhEdH9Vguyqbg54jumNuIMcS4ueO7ctl9dwNrPt6Mx6Xh/CocEaeN4SR5w0muX3rLHUjnVJCCFGPuJRYBk/sy5IPVxEdF1nvl+Sy/HKi4yIZds4gAoEAH//rS5Z8sAKv20tEdAQ6vUbWrmMc2pbFyjnruPnpmSSmxeP3+fnw8c9Z+slqfF4fkZYINJ3G4e1ZHNpyhNVfruemp2YSlxwThCOvrffo7qR1TiFnfx6pnVLqJJdKKUpyS+nYuz09h3cNUpSiNXFUOHjlL++yffkeQBEZE4FSsHXpTnYs382wqQOZ+dClUpBZCCFaqeHnDua7D1ZQXmgjLqVuLuPz+nBUVHHGb0YQFRtJ1u5jvPznd8g9kI8pzIg5woy7ysOSD1eydt5Gpt86lUnXjEPTNA5ty+Lle96h4EghpnAT5nAzzkoni99dxuq5G7jorvOYcNnoIBx1bZqmMWbGMA5sOoSz0kV4VFidNk67EzSNMRcOl3pSoknWfb2Z9x7+FFuJnfCoMAwmIxWFFcx5bj7LPl3N9Y9e0SpL4Mg4QSGEaMC5N06iXY80cg8WUFnmqBke63F7Kcgqwu/zc97NU0jKSGDJBytZ/PZSwiLDSO+SSlxKDDGJFqyZySR3SOLglsO8du97+H1+Fr29lO8+WEmkJYL0LqnEJle3Tc1MIaldAnvWHeCNv3/QpKHrzc1oMnLpPRcQFRtJ7sF8nJUuoLozylnpIvdAPpb4aC69Z7qMbhFN8v6js9myZCcJqbGkdbYSk2ghNslCemcrlsRoVs/dwJznvwl2mEIIIX6hjK6pnP3bM3E7PRRmF+P1+IDqqWr20kryDxeS2bc9k6+dgKPCwat/fZfcg/mkdkomuX0iMYnRxFtjSe9iBWD2s1+x+bsd2ErsvPLXdynMKiKts5Xkdj+0TY0jvWsqfl+AT/71JTtW7A7m4dcYfu4gBp7Vl5K8MsoKKgj4q/M6v89PWUE5JfnlDD17IIMn9QtypKI1OLw9i3f/+QnOShfpXVNJSIsnJjGaxIwE0rqkUl5YwWt/e5/Co0XBDvWkSaeUEEI0IDE9gduev4EhU/rjcXnIPfD/7N13eBzltfjx72zvq7Iqq2JZsuXeewMXDMammB5K6CG03BSSkOSS5IbcAPnlppCEAKGGTgimGbCxjTHuvXc1F5VVXe2utpf5/bG2giOtXJC0kvV+nofnXmtGu2eU3Zkz77zvOQ6qSh00VjvJyEvnm7+8nrm3XkgoGGblm2tQqpRY2pmirdaosOWlU7rjCDu/2MsXb69Do1VhSjW23VerxpabxqEtpZRsK++Owzyt4dMGc98f72DA6P54mlqoLnVQXebA42xh4LhC7n/yTgZPHJjsMIVeoLKkhp0r95KSaUFr0LbZbjDrMVgMrP9gM64GdxIiFARBEDrD5fdezE0/u5qUTCv1xxupOpE7hMMRJi0Yx3f+ejepmVa2Ld9NdYmD7P6ZbR5uSZJEmj2V8Ik8a/OSHdRW1JFdmIlCqWizb3pOKgFfkC/+ua47DzUhtUbN3U/cwrw7ZqNSK3FU1FFd5qD2SD1qrZr5d1/Enf97Iyq1WLwknN7qRRvxNLWQ2c/WZmadQiGRXZhFU42TDYu3JSnCcye+AYIgCB3IzLfxnb/cTWVJDWU7jxANR0jNTmH4tMGty4tKtpVTd7zj7jE6g5ZIOMLKN9fSUNVERn564n2NWhqrm9i1al+PGewZOrmYn73xPUq2lVNdVgtAzsBsiscVohDFOYUztPvL/fhbAqRmpyTcx2ozU1NRx541B5hx9eTuC04QBEHoNJIkMeemGUy/aiJ71x6kuc6NWquieHwR9sKs1v22fLYTSSGhUieebW21WSjfdTRea0qtTDgzW5IkLOlmDm0upaGqEVtu4lyru+gMWm78yVXMv3sO+9Ydwt8SwGDRM3z6YCxp5mSHJ/QS/hY/O1bswZRiTLjUU6GQ0Bm0bFi8lSsfmNerloSKQSlBEIQzkFdsJ+9EMc7/5HX5iISiqLUdn1KVSgXN9W7kWAy1JvG+kiQhKRS4m1q+VsydTaFQMHjiwB4zUCb0Pt5mb7zLUAeJkkKpQAJamn3dF5ggCILQJbR6LeMvHp1wu6vejVqr7vA1NDo1Lc1emutcaM5gX3+LH6/L1yMGpU6y2ixMWzgx2WEIvZTX7ScciqBrZ5b5V6l1Gvye+L6n+670JGJQSvhaZFmm8nA1tUcbUCgk+g3N7VEXAEE4W7FYjPLdR3E6mlFr1RSNLjjtkyydUYtSpSASjnY42BSNxjClxIuaRyPRDmswybEYRqsh4fZkqSmvpbrMAUBusZ3s/plJjkjoTXQmHch02JEpFoshy3K7RWEF4Xzib/FTsr2CoC+IKdVE8bhCsYxH6NVcDW4q9hwjHAyTmp1C0aiC086mNqYYqTkxAzuRcCiCUqXEmGKksaqpw30joQgqlbLHXUNCgRCHt5Xj9/gxWAwUjysUDT2EM6Y3alGqlIRDYSBxh+5IKIIxxdDh/UhP1LuiFXqU0h0VLH72M0q2leNvCSJJYLQaGD17BFc+MI/MfFuyQxSEs7L98z0sffFzjh2oIugPISkkrOlmJl02livum4cppW0NKIDi8UWk56Tiqndjy01rd59QIIxSqWDmDdNoqGrCVe8mzd7+cr+gL4hKo2LkjCGddmxf17GDVSx+5jP2bziMz+MHiE8/nzaYKx+4NOEsMkH4qhEzhvDp8yvwefwYLe0PunqaWjCmGBk+vfd1jxGEMxEKhFjy0krWvrcJp6OZaCSGSqMipyiLi755ARdcO6VXLbsQBI+zhcXPLGPLkh24Gj3IsoxWp6FgeB7z776IMbNHJPzd8XNHcWhTCbForE2dqJNc9W6KRvdnzKzh/OsPi4nFYgkHu1wNHoZOKSajh9yHRCNRlr+2mlX/XEdDVRPRcBSVWklGPxuzvzGdOTfPEI1ihNMyWo2MnDGE9Yu3YrVZ2t0n3oTIz+ybpve6a0iPKQTyxBNPIEkS3//+91t/Jssyv/rVr8jJyUGv1zNr1iz27duXvCCFVvs3HOJv332J3V/uj3cbK87GPiALSaFg7Xsb+fP9z1N7tPdV/hf6rrXvb+KFn7xO2a4jmFKN5BZnk90/g3AozLJ/rOJv33sJr8vb7u/qjTouvG4qQV8Qn9vfZns0EqXueAP9huYy8dIxTL96Er6WQGsnu//ct76ykcKR/Rg6ZVCnH+e5qNhzlL88+DxbPtuJWqsmd0A2uQOyUatVbP50B3954HmOHqhMdphCL9B/eD5DJhfT5Ghu7cb0VUF/CE9TCxMuGY0tp/0BXqEtkUP1HuFQmBf/+00+/OsSWpq9ZOSlk1ucTWqWlZqKWl779b/46Omlrd1eBaGn8zhbeOq7L7H81VWEQxGy+2eQOzAbU6qRkh0VPPfwa6z/cEvC35946Rhseek4jtQRi7X93LsbPUgKBbNumMbky8eTnpOC40g9cjv7Nte7UaqVzLx+ao+4KY9Go7z+v+/yr99/SHOdC1tOKrnF2aTZU2msbuLt//cBb/+/D3pEt2Wh55tx7RT0Rh2N1c4222RZpu5YA5Z0M1OvmJCE6L6eHjEotWXLFp577jlGjTq1Hebvfvc7/vjHP/LUU0+xZcsWsrOzufjii/F4PEmKVID4E743HnsPd5OH3GI7RqsBSZJQKBRYbWZyBmRTXVrDv/7wUbJDFYQz0lDVGH/yFo2RMyAbvUmHJEkoVUpSs1LILMjg4KYSlr78RcLXuOSOWUxbOBFXo4fq8lo8Ti9et4+GqiZqymvJHZjNXY/fglqj5vJvX8zkBeNornNRU15LS3N83/rKRmrKa+k3NI+7Hru5Rzw5i0ajvPHYezRVO8kdaMecakRSSEgKCXOaidzibOqPN/DWE++LmyjhtCRJ4rb/uZ5B44qoPVpP3bEGvC4fLc1eHEfqaKxqYtTMYVz3wyuSHWqvIXKo3mX9B1vY+tku0uyp2HLSUGlUSJKEVq8hqyADvVHH0pe/oGR7z+i+Kgins/SllRzaUkpWQQapWVaUKiWSJKE36cgpyiIaifLO7z+ksabtjTTEay3d9dhNpGalUFVaQ5OjGa/bh7uphaoyB35vkHl3zGLqlRNIt6dyx69vxJJuPnXfRg9VpQ7CgTCX3XMRE+aN6d4/QgLbl+9m7fubsNosZOSlo9aqkSQJjU5NZr4Nc5qJL99Zz65V4oGBcHpDJxdz7Q8uB6CqpAZXgxuf209znYuqkhp0Ri3f/MV15A3KSXKkZy/pg1ItLS3ccsstPP/886Sm/nspiyzLPPnkkzzyyCNcc801jBgxgldeeQWfz8ebb76ZxIiFXav24aioJSMvvd2nEEqVEmuGlQMbS6gsqUlChIJwdjYv2Ym7wU16bvvL6TRaNXqzng0fbcXrbr/4slqj5s7f3MRdv7mJQeOLiIQjBH0hLDYzV/3XAn7w3H2tS9w0Og13P3Ezt//6RgaM6U84GN83NcvKNd+/nO///d4eU6vp0OZSjh2oJD0nDYWi7fddoVCQnpPGkT3HxE2UcEZSs1L47tP38I2HryKzn41gIEQ4GCZ/cA63/OI67v/TnQmX9gmnEjlU7xKNRlmzaCMKpZSw3o3FZibgDbJh8dZujk4Qzp7X5WXj4m0YLYZ2i5VLkoQtNw1XvYctS3YkfJ0hk4r54Qv3M/+uOeiMWoK+ELFojNEXDuO+39/GtT+4vPWeY8SMofzwhfu55I5ZaA0agr4Qckxm3NyR3P+nO7jygUt7xCwpWZZZ+/4mYtHENULNqUYi4SjrPtjczdEJvdVFt1zAf/3tWydmQ0kEfEGUKiWzbpzOD/5+LxMvHZvsEM9J0mtKPfjgg1x22WXMnTuX3/zmN60/r6iowOFwcMkll7T+TKvVMnPmTNavX8+9997b7usFg0GCwWDrv91ud9cF30eV7TpKLBrrsFOGKcVAdamDit1HRa0Zocc7uOkwKrWqw2KclnQzjdVNHD9YxZBJxe3uo1QpmbZwIlOvnIC70UMkHMWcZmq3+4Vao+aCayYz4+pJuBrcRCMxLOkm1Jqe1SmjfPcxIqEIOmPibh86o5amGiflu44yaPyAboxO6K1MKUYuvXM2c795QevSDEu6CaUy+bMDexORQ/UujdVOasprMaeZEu4jSRIGk4596w51Y2SCcG6O7q/E1eghI0E9TYg/vFKqlRzcUsKld81JuJ+9KItvPHwVC78zH6/Lh1qrwpxqaneAKa/Yzk0/vYar/msBXpcPrV6DOTXx9yoZ/C0BKvYcS1iP9CRTioGSbeWEAiFR+Fw4I0MnFzN0cjFelxe/N4jBrMdgTlz8vDdI6qDU22+/zbZt29i6te3TIIcj3t0pKyvrlJ9nZWVx9OjRhK/5xBNP8Oijj3ZuoMIpopHoafeRJAkk6Yz2FYRkC4ciCYtrnqRQSMgxmUj4zD7/iYoQtrdvSob1jPZNhkg4gtTODKmvkiQJSXzfhXOgUqtIy25/hqLQMZFD9T7RSJSYLJ+2G5mkUBAJRzrsUikIPUE0EkOOxZDOIIcKB9vWEWyPzqA9bdv7k/RGHXpjz+qyd1IkHEGOySg1HT9sUSgUxGIxIuEomp55KEIPZbQaMVo7HvTsLZI2KHX8+HG+973vsWzZMnS6xN/A/7wYn+4C/bOf/YyHHnqo9d9ut5v8/PyvH7DQKj0nDZA67HwR8odQqhQn9u19ZFmmbNcRtq/YTWO1E61By9DJxYyZM6LHXvyEc2cvyuLg5tIO9/F5AmgN2oTd9bqaq8HNlqU7qdhzjGgkSu7AbCZcOgZ7Ydbpf/lrSM9JAzl+M5WoxlUkHAGJU77vdcfq2bJ0J5UlNSgkiYLh+Uy8dAypWSldGm9n8nn87Ph8Dwc3lxAKhLHlpTPh4lH0H9EvqTeKsViMkm3lbP98D87aZgzmeBfE0bOGi6esfYTIoXqnlAwLBrMev8ffYbt6vzdAwbC8Xjsg5XV52bpsNyXby4mEImT2szFh3hjyB+f02mMS2peek4rOoMXv8SecESTLMuFQhJyirs1XEonFYhzaUsbOlXtw1rkwWgwMnz6EURcO7dJrptFiODHL3tnhbCmfx4+9KKv1nBAOhdmz5iB71xygxeXFarMwZvYIhkwa2CNqjZ4JWZY5ur+Sbct3UXesAY1OzaAJAxk3d2TSl+e7GtxsW7aLst1HiYaj2IuymHjpGHIGZCc1rr4uaYNS27Zto66ujvHjx7f+LBqNsnr1ap566ikOHYpPW3Y4HNjt/17+VVdX1+bJ31dptVq02jMbXRfOzYRLRvHJc8txNXhIzWx/hkejo5mcAVkMndL+MqeezOfx8+qv3mHnF3sJnlinG4vGWPf+ZrIKbNz+6DcYPHFgssMUOtGk+WNZ9/5mfG4/Bkvb6a+yLOOqdzFh3pik1Hpa+/4mFv3pY1z1bjgxK2lTNMpn//iCWTdO5+r/WtBlicq4i0bwwV+sOGtdCQfknLUu0uypjJ41jFgsxsfPLmf5q6toafahUErIMqxfvJVPn1/BlQ9eyuwbe36r2n3rD/Hao+9QX9lILCajVCqIRqKsfGMN4+aO4pu/uBa9qfunSrsbPbz887fYv+EwoUAIpUpJNBKvU5M70M6dj91E4Yh+3R6X0L1EDtU76U16plw+nk+fW0FKprXdGbqhQBhkmelXTUpChF/f9s/38NYT78W7Q8kyihPnzhWvrWby5eO46adXi8Hz84i9KIvBkway4/O9rY2P/pPP7Uer0zBxfvfXummud/Hyz9/i4KZSQsFw/FoejbFm0UbyBtm587GbKRia1yXvrVQpmX71ZP71+w8TPtiLhKNEQhFmXD0ZSZKoKq3hxf9+k2P7K4lGYihV8Xi/fGc9xeOKuOvxm0m39+zZxQFfkDceW8S2z3bibwnE85RojHUfbGHxM5/xzV9cx6gLhyUltvUfbeHdPyymuc4FEkiSglg0xrJXVjHzhqlc873LUKmTXt2oT0paofOLLrqIPXv2sHPnztb/JkyYwC233MLOnTspKioiOzub5cuXt/5OKBTiyy+/ZNq0ackKWwBsuenM+sY0/B4/rgb3KR23YtEY9ZWNqDUqLvv2xb3uix2NRHnpkbfY9Mk2DGY9ucV27EVZ5BbbycxPp/ZoPc/9+DWOHqhMdqhCJxo0YQBjLxpJk8NJS7P3lM90JBzFUVGHxWZm3h2zuz22LUt38OZji1qfpOUOzCZnQBa5A+1ICgVLXljJR8981mXvb7QamXfnbCKhCE2O5lNaMMdiMZpqnEQjUebfNQe9Sc/SF1fy0TPxdubxWLPj/7coi6A/xDu/+7DHF/Qs332UF37yOvVVTWT2s5H3lfOAzqhlw0dbePVX73R7C+dQIMRzD7/GjpV7MacayRuUg70oi7xBOWTkpVN5uJpnf/gKjiN13RqX0P1EDtV7zbx+Kln9M6mpqCUcDJ+yLeANUHusPn5NmjsySRGeuwObSnj552/hrHWR3T/jlBxKo1Pz5T/Xi06t5xlJkrj0rjlY0k04KupOWcYvyzItzV6ctS7GXTyS4nFF3RpbwBfk+YdfZ9eq/ZjTTK3X8rxiO+m5aRw9UMWzD/2DuuMNXRbD9Ksmkj8kl5ryWkL+0Cnbgv4QjopaCobnM/nycTQ5nDzzg39Qsfso6Tmp5A36d7xWm4V9Gw7x9x+9gs/j77J4vy5Zlnn9f99l3Xub0Oi1reeAvGI7WQUZNDmcvPizNzi8razbY9u+Yjdv/O+7eF0+sovieXTOgCxyi7NRqhR89vIXfPDXJd0elxCXtEEps9nMiBEjTvnPaDSSnp7OiBEjkCSJ73//+zz++OO8//777N27lzvuuAODwcDNN9+crLCFE676znwuvWsO0UiMqpIaasprqS5zUFNei86o5cafXs3kBeOSHeZZO7DxMLtW7SM9J63NEx+VRoW9MIsmh5Plr6xKXpBCp1MoFNz+6A1MuWIC/pYAVaXxz3JVSQ11R+tJs6fyrSe+ycCxhd0aVyQc4eO/LycUCJOZbzvlqbqkkEjJsKA36Vj55loaqhq7LI65t17Iwu/MR6FUUFV68vteS3WpA6VaybXfv5zZN83A1eBm2Sur0Og0pGalnFKLSqFUYMtNIxaL8cnzKwgFQh28Y3ItfWklzfUu7IWZpwysS5KEKcVISpaV7Sv2cHhr9yZVO1bu5cDGw2T2s6H/j4KWaq0ae1EWtUfq+eLttd0al9D9RA7Ve2X2y+C+P95OXnEO9ZWN8Ryqoo7KkhpcDR5GTB/Ct//vtl5XKkCWZT55bjneZi/Z/TNOmRUiSRLmNBMWm5lNn2zjmHiwd14ZNH4Adz9xC2nZKTiO1LfmCVUlDgLeANMWTuTW/7mh22dIb1+xm4ObS8kqsLVZLqvRqskpyqKmvI4v31nfZTFYbRbu/+MdFI3uT6OjmcqvfN+djmaKxxdx/x9vx5JmZs2iTVSV1GAvymozm1Bn1JLdP5PS7RUddjFMtrKdR9j62U6sGRbMqcZT76PUSrL7Z+JuamHJC5936+B0NBLl478vI+APkpGfjvKr+fSJOrAGs55V76zv0kFKIbEePY3l4Ycfxu/388ADD+B0Opk8eTLLli3DbDYnO7Q+T6lScv0Pr2T6VZPYsnQHVSUOFCoFA0b1Z8KlYxIu6+vpNn68jWgkkrDWg6SQMKeZ2bVqH401zh4/hVY4c3qTnm//7lbKdx9l67Jd1B9vQKvXMmTSiTXwSSgkeHBTCdVlDtI6+JxZM8xUl9ayddluLr2za2ZyKRQKLr/3YiYtGMuWJTtaZwr2H96PSfPHYMtNB2D7ij24Gz3YO6gbkZadQt2xBvauPci4uaO6JN6vo/ZoPfs2HMKaYUmYQBstBpy1LjZ9sj1hJ8ausOGjeEFrrb79pS8KpQJTioHNS3Zy5f3zzpvil8K5ETlUz9V/eD4//+cP2LVqH3vWHMDn8ZOSaWXcRSMZPGlgr+xCeexAJWU7j5CSZU147jSlGKmqd7N56U4KholaZeeTURcO438W/Yhty3dzaEsZQX8wXkvskjEUjkxOHcb1H24B5ITLRRVKBUaLno0fb+Pyey/usiX59qIsfvraf7F37UF2f7kfj7MFS5qZ0bOHM3zaYFRqFaFgmPUfbUFn1CUsx6DWqFColKx5fxMzb+iZM143fbqdoD+YsNxDvLmPhUNby6guc5A7sHs6tB/eVk7l4RrSslMTfhatNgtVpTVs/WwXC751UbfEJfxbjxqUWrVq1Sn/liSJX/3qV/zqV79KSjzC6eUMyGbhg/OTHUanqS5znLbWgcGip7G6icbqJjEodZ6RJIkBo/szYHT/ZIcCxNuHRyOxhIMQEB8wQoLGqqYujycz38Zl37444faGqiaQ6LCToVqrhpgc37cHaqhqIugNYknr+MZdo1VTU17bTVHF1ZQ70J1m9oTepMfjbMFZ6xKDUn2MyKF6F41Ow8RLxzLx0u6vs9MVGqqaCPiCpOckzoskSUKpVuGo6N5zp9A9jFYjF143lQuvm5rsUACoKa897UCT3qzH6/LRXOfu0jqRao2asXNGMnZO+8tyPU0ttDi96M0dX+MNZh31xxuJhCM9skSKo6IOtUbd4SCkwazH3eihoaqp2walGqqaiISjHXZ1lBTxzvH1YqZUUiRt+Z4g9EQqjfqUmjntkaMxJIWi13TAEHovhUoJsnwGU5xllOrkfx6VKgWcJlT5xPH01O+PSq1EUkjIp6kXFYvFUHZBQhgKhHDWNuN1edtsU6pVp41LjsVQKKQe+/cVBOH8pFQpkSSJWPT056ieeDMtnH9UauVpaz/KMRlJISU9h1KqFEiShBztOImKRWUUktThw79kUmtUpz0HxGKx+AB1J+cpsizjbvLgrHMRDp1ary+en8qnvcdD7hn5dF8krgqC8BVDpxRTsq28w7bZ7qYWUjOt5BZ3z+i+0HcVjuyH3qTD2+zDlNr+rJdwKIJCoaBwZPI7rhWNKkChUhLyh9AkmN3l8/jRGjQ9It725A3OwWqz4G5qSTgTMhaTiYQiDJ3ceUv3asprWfv+JjZ9sg2/N4hSqWDwxIHMuGYyoy4chiRJDJ86iBWvrz7t+clelEVmP1unxSYIgnA6/UfkY0414mlqISVBCYdoNIYckxk0fkA3Ryf0RcOmDWbV2+uQs1M6uGZ6yB+cm/SVD1abhbzBOZRsL0+Y7wH4PD4mXzY+Pku+Bxo0YQA7Vu4lFosljNHd2II53UzBsM7pehiNRNn06XbWvreJ4weriMkylnQz0xdOYvrVk0jNtFI0qgC9RU9Lsxdzmqnd14mEIiiUCopGFXRKXMLZ6ZmfaEFIkimXjceUYqCpprnd7aFAiKAvyPSrJnU4BVQQOkNesZ2hUwfRXO86paPNSbIsU3+8gcyCDMbMHp6ECE81fPpgcgZkUV/V2O7srlg0htPRzIAxhT12UMpoMTD1ygn4Pf42nbFOaqpuwpxmZtKCzll2c3BzCX/41jN8+vwK/J4AWp0GSZLYtnwXz3z/H3z0dLyb4eTLx6M36XHVu9t9nYA3SDQcZcY1k8VMKUEQulVKhpUJ88bgcXqJhCJttsuyTENlIymZVibMG52ECIW+ZuoVE9AZdbgbPe1u97cEiEVjPeKaKUkSF1wzGUmSEnbX8zS1oNaqmb5wYjdHd+Ymzh+LNcNMQ1VTu3lgOBTB6/IxecFYzKntDw6djXAozMs/f4uXH3mLQ1tKUaqVaHUanI5mFv3pY/707Wepqaglu38mw6cNprnenTifrmokI9/G2It6X+fT84EYlBKEr7AXZbHwO/OJRWPUlNcS8AWRZZloJIqztpm6Yw0MnTKIubdemOxQhT7iuoeuIGegneqyWtyNHuRYfPmb1+2jqqQGU4qRWx65Fq0++YOkao2aW35+HSkZVqpKavC6fPHlejEZT1MLVWUOsvpncuNPr05K0dMzdemdsxk8qZjao/U4a13EojFkWSbgDcbrSEkS137/MjLzv/5spOZ6Fy898hbO2mZyBtpJs6ditBqwpJvJHWhHo1fzyXMr2LxkBwNG9+fSu+YQ8AWpPVrf2l46GonSVOOkobqJMReNYOb1PaOehyAIfcsV919C0egCairqaK53t547/S0BqsscqLVqvvHwQqw2S7JDFfqA4nFFXHz7TPyeQPyaeaLrbyQcpbHaSWO1k3FzRzHjmslJjjRu8mXjmLxgHE5Hc7wG0onB3VAwTN3xBlqavcy+aQbDpw9JcqSJpdtTue6hK1AqldSU1+JvCSDLMrFojOY6F46KOorHFbLgnrmd8n5LX1zJ+g+3YEk3kzMgG3OqCaPVQEZeOvaiTI4fquLFn71JJBzhuoeuIH9IDtXltbgaPMRO5NM+t5/qUgcGs4Gb//uaXtf59Hwhyd3ZjzEJ3G43VqsVl8uFxSIugsLpybLM5k+389k/vqDycA3hUCTeLjTDwuQFY7nivktEAWGhW9Udq+eDp5awe/UBfC4fMqAzaBkwpj9X3D+PwRN61lKIsl1H+OjppZRsq8DfEgAp3iBgxPQhLHzwUnIGZCc7xNPyOFv46OnP2LJkB+4mD7IcL26ePziHeXfO7rTixMtf+5K3Hn8Pe1FWwhoR1WUOBk8YyI//8SAAaxZtZMXrq6kpryUSiqJQSqRkWpl+1SQW3DNXzOLsAn01l+irxy2cO2ediw+fWsL2z/fQ0tSCLMc7hhYMz2PBPXMZPTP5s3qFvkOWZb58Zz2fv7EGx5G61mtmalYK06+exGX3zD1tg6PuFA6FWfLCSta8t5GmmmZi0RgqtZLMfjZm3TidOTfP6BXdObd/voclL6zg2MEqQoEwEmBONzHhkjEsfPBSLOlfvwus3xvglwv/Hy1Ob8Juf0F/vE7nd/56N6NnDqfueAMfPrWU3V/uiz84BXQGDUWj+3P5vZd0alkGIe5M8wgxKCUICUQjUUp3VNBc70atVTNwbP/TduQShK5Ud7yBYweqiEVjZBXY6Dc0r8fOOJJlmcrD1Tgq6kCSyB+cQ3b/zGSHddZcDW7Kdh0lHAyTmmVlwJj+nZoQPnHrXyjfdaTDv43X7SPQEuQX7zyEvSgLgEg4wuFt5XiaWtDqNRSPKxSD5V2or+YSffW4ha+vyeGkYs8xIuEo6TmpDBjdv8der4TzXzgU5vDWclqavWj1GgZNGIDB3HXd9r4uvzfA4a1lBFoCGFOMDBpf1KMGz85ELBajbOcRmhzNqDUqCkcVkJqg3ty52LVqH3958AUy89NRaRKXya4sqeGim2fwzV9c3/qz+spGju6vJBaNkZGfTv/h+eL81EXONI8Qhc4FIQGlSsngiQOTHYYgtMrMt3XKkrHuIEkS+YNzyR+cm+xQvharzcK4Lqwv0OL0otaoO9xHrVHTEvHFZ52doFKrGDZlUJfFJQiC8HWkZaeSlp3c4tGCcJJao2b4tMHJDuOM6Y26Xj+rUKFQUDyuqMte3+fxx2eSdTAgBaBUKmhp9p3ys4y8dDLy0rssNuHsiUEpoUs0OZwc3FRK0B/ClGpkxPTB6E0994mE0DNEI1EObi6l/ngDCqWCguH59BuSe1ZPL+qON3B4axnhYARrhoXh0wb1iHpLvY27ycOBDYfxeQLoTTqGTRskZgqeRk15LaU7KoiEo6TZUxg2dVDCAafKkhoqdh/F5/HjbvKQmm1N2KkmFAihVisxWMQ5VBDOd51xHRT6psYaJ4c2x3Nvc5qJ4dMHn1V9nHAozIGNJTRWO1GplRSNLiB3oOg0fbZkWaZ0RwXVpQ4A7AOyKB5XJL7DHQgFQuxbf4jmOjdqrYricUVkFWS0u2/AF2T/+kMc3lpG0B+kxeXDZDUkfO1oNIbFJvLXnk4MSgmdyuvysujJT9j62S5amltOnIAl0uwpzL5xBvPumJX0DhdCz7R9xW4+evozqkpriEZiIMvojDoGTxzAdT+84rSJkavBzbt/WMzOL/bidfmQFBJIEhl56Vxy+yxm3zhdJARnIBQI8dEzn7Hugy246t1IEsgyWDMsTLtyAgsfvLTXTSHvag1Vjbzz+4/Yt+4Qfo8fSZKQlAqy+2cw/+6LmLZwYutnr/ZoPe/8/kMObizB3xLA5/HjavAQ9AbJ6p9Jalbbqe3uRg8jZgxJmKAJgnB+2LFyD4uf+YzKwzVEwtET10EtxeOLuP6HV5I3KCfZIQo9UEuzl0V/+phty3bR0uyN5z9IpOekMuemGVx8+8wOl53LssymT7bzyXPLcVTUtRaojz+QGsz1P7yCzH7i+nMmDm8r470/f8qRPccIBeIdfDU6NQUj8rn2+5cxaHzPqgGabLIss/pfG1j6jy+oP9YQb44jyxjMBkbNHMr1P7yS1KyU1n1XvrmWZa+uoqGqiVg0hqexBVejB5s9FfuAbNT/MWsq4A2i1qh6/ayzvkDUlBI6jb/Fz9++9zJ71x3EnGrCkmZCoVQQCUdornMTCoSZe+sF3PiTnt15S+h+Gz/exmuPvkPQHyLNnopWr2ntiOGsbSarfybf/du3EhbIdjd5+OuDL1CyvQKrzYwp1YRCIREORXDWxgtFXnHfPK58YF43H1nvEglHeOmRN9m4eBt6sx6rzYxSpSQaieJq8ODz+Jm8YBx3P3HzaZec9RWNNU7+fP9zHD9YhTXDginFiCRJhAJhmhzNKJQSN/xoIRfdcgF1xxv48/3PU11aQ0qmFaPVQDQc5fC2MnyeAGqtirziHNJz4kteZFnG6WgmGo1x3x9uZ8zsEUk+2r6rr+YSffW4k2HL0h3845f/JOANkGZPRWfQnnIdzOyXwX/97VvkFYuZK8K/+Tx+/vbdl9i/4RDmNBPmNBMKhYJIKEJznYtQMMIld8zihh9dmTD3/vKd9bz12/eJRqKkZaeg0cVzsJZmH656F7nFdr73zLfFcqfTOLSllGcfeoXmBjfp9lR0xvgs/YA3SFONE0u6mfv+eDtDJoli2id9+sLnvP+XT1AoFKRmWVFr1fGOzc1eXPVuikYX8L2n78GSbuajp5ey+NnlqFRKUrKsqDUqao81UFVSA7KMOc1E4ch+qNTxgalwKILjSB3Dpw7moefvE5MikuRM84j21woIwjn48p0N7F9/iKx8GykZltZOUiq1CltuGuZUI1++s4GDm0uTHKnQk7Q0e3n3jx8RDkXILsxEq4/PwpEkCaPVQM6AbBwVdbz3508SvsbyV7+kdMcRsgszsaSbUSjiiZdaoyIz34bOoOWzf3zB0QOV3XJMvdW2ZbvYvGQHadkppGWntF7AlSoladkppNtT2bpsJ1s/25XkSHuOj/++jGMHq7AXZWFONbUm/Rqdmuz+GSiVCj7821LqKxv58KmlVJXUYC/Kah28UmlU9B/eD6PVQCQU4djBShodTpy1zfFEC7j2+5eLASlBOI953T7e+f1HhAJh7EVZrR00W6+DA7OpO1bPoj8u5jx/liycpVVvr2P/xsNk9svAarO0LgNXaVTY8tIxpRj44q21lGwvb/f3nbXNvP+XTwHI7p/ZOhNakiTMqUbsRVlUHq7ho6eXds8B9VLRSJS3/98HuBrd5A7MRm/SxWdNSxJ6k46cgdl4nC28/f8+IBqJJjvcHqGqtIZPn1+BRqchs58NtTb+sFNSSFjSTNgLM6nYfZSlL63k6P5Klv1jFXqjloz89NYZUZl56WTm21ColLjq3Rw7WIW70YPjSB11R+spHlvInY/dJAakegExKCV0inAozNoPNqPWqtHo21/aY04zEfSH2Pjx1m6OTujJti3bRZOjGVtuWrtP8RRKBSmZVg5sOExVaU2b7T6Pn42Lt6I36dpM2z3JmmHB5/ax+dPtnR7/+UKWZda8twk5JqNP0JFGb9Ihy7D2/U3ixoh46/Pty3djTjUlTHhSs1PxNHlY+eYadn+5r3X22VcZLHoGjO5PbrEdSZLwNvtQ6zTMunE6P3juPi6+bWZ3HI4gCEmyfcUemqqdia+Divh18NCWMioPVychQqEnCgXjubdWp0Gja3/2sjnNRNAXZMPi9nPvzUt24GrwkG5vvyi9UqXEkm5i5xf7aKhq7LTYzzcHNh6m8nA1tpz2v8OSJJGek0ZVSQ37NxxOQoQ9z6ZPt+N1edstWwDxgVWDxcDmT3ew+t0N+Dx+rBmnzrSRFBK5xdkUjuiHMcWIt9lHLBqj35Bcbv2fG/j+s9/GlpPWHYcjfE2ippTQKRoqm2isbsKcZupwP71JJ2ZKCac4uv84six3+BTDlGKgutTN0f2VbWpLVZc5cDV4El7UIJ4MaPQaDm0Rn71EAt4Axw5UYUoxdrifyWrg+MEq/C2BHt1OuTscP1hFS7OPrILEHREVCgmlSsnetQfxunzYB2S1u198ZlUm0XCUCfPGcO8fbuuwBoggCOePo/uPE4vJqNSJv/NGqwFXffw62Nu7mgqdo+5YA001Tkypia/bJ2fqHNpS1u72sl1HUCil1tUN7TGnmqipqOXYwWpsuWIJX3uO7q8kGomhNSRurKPVa4iGoxzdX8nIC4Z2Y3Q9U8nWctRadYclXcypRhprnOxZfQCtXptwwM9qM6Mzammuc/Gdv97NoAkDRKmYXkbMlBI6RSwWL0x9uu+/JEnI0Vj3BCX0CrGojMSZXTjkWNvZOXJMRpY57cVHkiRi4rOXUCwmn/gOn+bvqJCQZZBj4m8Z/+yd2d8sGo0ic/rPqUKpAAkxICUIfYgck0HqePapJMWbd7R3HRT6ppPXYUlx7vlPLBoT1/1OEIvJZ5TJSgpJ/B1PiJ7hZw85fp952nvME98DpVopBqR6ITFT6hw5jtSxZckODm4uJRqNkjvQzqQF4xg0vm3Lz5ryWjZ+so2S7eXEojHyB+cyecE4Bozpf958adLsqRitRrwuP7oO2s/6WwIMmTywGyPrvUKBEDu/2MfWZTtprnNjSjEwetYIJlwyCqO149ksvUl2YSYy8QvOyVoI/yngDaLRadrtPpaRn47BrMPr9pOSkbj4dtAfIn9Icp4uh0Nh9qw5yNbPdtBQ5URv1jHqgmFMmDcaq61nFA82mPXY8tI4fqi6wxmPXpc/Xi+hj8+SAsgssKE3xT975gRPqmVZJhKKUDiigOZaFz63H5VGRXOdi5ZmL3JMRmvQnih8ricaiYkW3MJ5LRQMs3fNAbZ8tpPGaicGs45RM4czYd5oLGmntu0OBULsWrWPrct24ax1YbTqGTNrBOMvGX3aWZ29SfzaFh84SDRjxd8SiNdJFF04z0h1mYONn2yjdEcFsahM/uAcJl82jgGjz5/cOz0nDaPVgM/tb61D1h6/N8jw6YPb3ZZbbGfbsl0dPmDxunzojToy+yWeFdyV6o7Vs+nTE/dckQj2oiwmLxjHoAkDEuaN3S2rIAOkeIOdRKUkIqEIyIjv8An9huRSsr38NJ89PzqTjsJRBWxfvotYLIanyUtzvYuQP4RSpcScZiIlw4LP5UNv1omC/L2UGJQ6S7Is8/kba/jwb0tpcXpRaVQoFBKHNpey7v3NjJ83mlt/eX1r15TPXv6Cj59bHq8RolUhSRKHtpSyZtFGJl82jlseufa8aK+uN+qYeuUEFj+zjJSIpd2lWAFvEIVSwbQrJyYhwt7FcaSO5x5+jaP7joMMKq2KSCjCzi/2seTFz7nrsZvOm7ayE+aN5pPnV+Cqd7e2ff0qWZZpcjgpHj+AAWP6t9mekmFl3MWj+OKtda0dH/+T1+VDo1Uz5fIJXXAEHWtyOHn+J69Tsi0+KK3WqYmGo+z5cj9LXvqc2/7nBkZdOKzb4/pPkiQx/arJvPHYu4SD4daCk18VDoaJhiNccO2UHpMIJpO9MIthUwex5bOdmKyGdp9We5pa0Jv0XHL7TFqaW9j48XaCviDRSBRJISEh0dLsxeloRmvUkp6TyqT5Y5NwNILQ9Rqqm3j+4dco23mEWExGrVURDUfZvXo/S178nNsf/QYjpg8B4jeizz38OhV7jiHLMdRaNZFwlF0nroN3/uYmBk88Px5yjb9kNJ88t5zmejdp2Slttp+8Dg4YU0jxuMLuD7AXkWWZT59fwZIXV+J1eVuXB53MvadeOYGb//ua86KDrMGsZ/Jl4/j0+c/brVcI8cFMhVLB1AS598RLx7LitdW4Gz3tPiSTZZnmOhdjZo8gb1BOpx9DR2RZZtU/1/P+Xz7B0/SVe64tZaz/YAvjLxnFrf9zA/oOHoZ3l1Ezh2HLS6OpxtnuA1SId+u15aczambyc76eYNKCsax9fxNel6/dhwyxWAx3k4cLrpnMlMsnsOPzPRzeWk7QF0SWZRRKBXJMxt3ooe5YPVqDlgXfmttjHvYKZ0fcVZyljR9v490/LCYajpI7MJvs/hlk9rORW2zHYNGz/oMtvPXEe/GiwYs28t6fP0GOyeQWZ5NVcGLfgXb0Jh1rFm3k3T9+nOxD6jSzvjGd/ME51JTXEvAGW38uyzItTi8NVY2MnjlMnIxPw+vy8vcfvUrF7qNk5KWTMzCbzHwbOQPin7e6Y/U8//Dr1JTXJjvUTmHLTefiW2cS8AVpcjSfMsU8HIrgqKjDlGJk4QPzEj5JueS2WWQV2KgpryXoD7X+XJbjF6vmOhcT5o1h8MTuHcgLBUI89/DrHNhUQpo9ldxiO5n5NuxFWdiLsmiudfHSI29Ssedot8aVyJQrxlM8rgjHkXp8bn9rMXNZlvF5/DiO1jNwXCFTLh+X5Eh7jgX3zCU9O5Wa8lpCgXDrz2MxmeZ6Ny1OL9OvnkS/oXkMGN0fn9tHKBBCo1ej1WvR6DVoTzzE8DS2oDfryS7MTOIRCULX8HsDPPfjVzm8tYx0eyq5J65t9qIssvtn0lTj5MWfvcHRA5V43T6e/dGrlO2swJabRu7A+LkzpyiL7MJM6isbef4nr1NZ0rb5RW+Ubk/l4ttmEfSHaKpxnnIdjJxoa260GFj4wDzxQOA0Vv1zPR88tQSQyS22fyX3zkZn1PHlOxtY9KfE3Xx7mzk3zSC3ODuee/tOzb09Ti+N1U2MmT0iYQ2jvGI7F14/Ba/Lh7POFS/HcUI4GMZRUUtKhpXL7r2422eYbVm6k3/+7gPCwcgp91x5xXaMKQY2fLSNN/733R7ReEVn0LLwgUtRKBXUHW84pcNeNBKl/ngjCqWCK+67pEcMovUExeOKmHzZOFz1blwNnlOWJof8IWrKasnIS2fenXMoGtMfSYIWZwuSQkJr0KLRxfMnjVaNvyWI3xOgeHxREo9I+DrEle0sRMIRlr60kmgkSnpO6ilPxU+27bXazGxZupMje4+x9OUvAEjLTjnlRC5JEqYUI6YUE+s/3IzjSF23H0tXSLen8sCTd1I8fgCuBjeVh6upPFxNVUkNQX+IqVdO4K7Hbz4vnk51pc1LdnJ033GyCzPbzFZRqpTYi7JoqGpk9bsbkhRh57vs3rksfHA+KrWS6vJaKktqqCyppv54A7a8dO5+/BaGTW1/6jmAvSiLB568k4Lh+Thrm7/y2XMQCUeZ+Y1p3Par67s9md+xci8l28rJ6peB9j+6UiqUCrILM3HVu/n8jTXdGlciRouB+/54B2NmD8fr9lFVUtP6d/S6fIyeOYz7/3jHebV89OsqHNGPb//+NnIGZtNY3RT/7B6uprrMAbLMvLtmc8OPr0SWZfasOYDVZsZoMRAORAh4AwS8AYK+IAqVkoz8NLzNXir2HEv2YQlCp9vx+R5KdxwhqyCjTZdepUqJvTCL5joXK99cw9bPdnFk77ETLerbXgezC7NorG7iy3+t785D6FIL7rmIa767AJVWRc3J6+DhauqON2LLTefOx25mxAxRHLkjQX+Qz/7xBQqFgtSstrm3OdWI0Wpg3fubqDvekMRIO48tN50HnryTgWMLcdXHc+/jJ3LvUCDE9KsmcddjN6FSJ14cc90PrmDBPXORJInqsn9/9uqrmsjqn8W3f38bA8d07wy9aCTK0pc+JxKKxLtS/sdMZKPFQEqGhW0rdnPsQGW3xpbI1CsncMsj12JKMeI4Uteaizoq6jCmGLj5v69h+lWTkh1mjyFJErc8ci0XffMCYtEoVWWO+N+spIZGRzP9huZx/x/vIK/Yzv51B4lFY6Sf6FAa9AVbc6hwOIIlzYQpxcCuL/Ym+7CEcyTJPWF4uQu53W6sVisulwuL5etN59u3/hBP3vd3UrNS2txgniTLMlUlNYy/ZAw7v9hLek4qmnaWwUC8sGVVmYPrf3glC7510deKrSeJRqMc2lzK/g2HCfpCWNJNjJkTn/Z7vqzj70q/uelPHN17vMPZEk2OZrQGDY99/DP0pvOnto+ztpmty3a1PlEqHJHP6NkjOqyV8FWRcIT9Gw5zaHMpoUCYlEwL4+aOwl7UfsezrvaXB59n16p95AzITriPq8GDLMv8+oOH212+mAyyLFO26wh7Vh/A5/ZjsOgZeeHQ86oWR2cLBcPsWb2fsp1HCIcipNtTGXfxKDLz4zU4SndU8H93/Q1zqgmtXoO70dM6G02tU5OSYUGtVVNV4mD+t+Zww48WJvmIhK/qzFyiN+nM4/7jt59l37qDHZ8P691Iinjr9GMHK7EXJj53O2tdqLUqfvPxzzBaDF8rtp7EWedi62c7W6+DBcPyGDNnhJhdcQa2r9jN377/Mhl56Qnr+sRiMtVlDr7x44Vcetecbo6w60QjUQ5uLuXAxn/n3mMvGklusf2Mr9sNVY1sXbabxuomVGoVRaMLGD1zWFLKjBzaUsof7nk23lUtQQ548p7r8vsu4drvX97NESbmdXnZumw31aUOAHIGZJ13dfA6m+NIHdtX7MHpaEatVTFowgCGTx/cOpHhb997iW3Ld5M7MJuAN4irwU04FEGhiE/0MKea8DR7iYaj/Oq9H4kukT3ImeYRoqbUWXDWNhMNRxMOSEF81FdSKKg/3oAcjSUckIKTHQVknI7mLog2eZRKJcOmDu5wZovQvlgsRkNlEzpTx8mn3qjF5wngbmw5rwalUrNSuPjWmef8+yq1ilEXDusRNZoAao82oNV3PKCmN2lprnPjrHX1mEEpSZIYOKaw25+M9mYarZrxF49m/MWj293urG0m5A+jy4u3NE7JtJKSaW2zn1KloP54Y1eHKwjdrvZofYeNUAB0Jh2uejeOI3Wn39eoxevy4W7wnFeDUqmZ1q91HezLnLUukOWEA1IAihMzbpy1ru4Kq1soVUqGTxvM8GnnnnvbctO59M7ZnRjVuXPWuogEwx0+lJQkCYVSQUNVUzdGdnpGq5GZ109Ndhi9Snb/zA4naNQda2i9/9YZteiMbet26Y1amhzNNNe5xaBULySW752Fk0upTq63jsViBLxB/C0BIuF/rx2WYzE0eg2yLJ++da8Eaq0YGxTiJElCrVUR+8pa9PZEozEkpSQ+Oz2cVq8hGj3N/5aRGJJC/G95vlNpVEiKxG25T4pGY22WNgnC+UCj05xSZyUcDONvCbQWrYX4bA+lSoFWrzntdfBkpzpx7hROUmtVyDH5jGoMic9Nz6bWqkA6/TUzFo11OFlAOD9o9KdeP9oTjcS7eKs6GJQWei4xKHUWBo4txJRixFXvpu54A4e3lnN4Wxkl28s5tKWUqlIHXrcPhVLBhHljMFj0eJq9CV8vFAihVKlEUTahlSRJjLpwGD6Pv8Okyt3ooWBoXo+ZWSO0b+SFQwn5w6f93zKrIKPDJS1C7zdgTH+s6WbcjZ6E+0TCUSRJYujk4m6MTBC6x+hZwwj6grQ0ezm6v5KDW+L50+Ft5ZTtPIKzthlXg5vswizGzxuDvyV42nNn/pBc0nPSuvEohJ6seFwRerOelg5y76A/hEqtZNCE86OD8fmqaHR/zGnGjq+ZoQgKpeK86cIpJDbqgqGEg5EOJ3u4Gz1k5KeTWyzy6d5IDEqdhXR7KiMvHMrxQ9VUlzoI+kMoVUqUahWxaIz64w2UbCvHYrMw64apjJo5DFeDm0g40ua1YjGZ+somcgdmM2LGkCQcjdBTTb1yAnqznua69qeWtzR7USgUXHDtFFHfp4ebctl4zGlGGqqa2r258rcEiEaiXHDtlHZbOQvnD0uamUmXjcXr8p3Spe8kWZapO95ARl4a4+aOSkKEgtC1plw2HoCS7RU4a5uRAKVahaRQ4HX5OLKvkuZ6NzOunsz0KydgsOgTljfwunxIksSMqyeJ66DQyl6UxfDpg2mud5+yguGkWCxGQ1UjucV2hk0dlIQIhTOVmmll4ryxtDR7CQcTXTMbyexnY8ycEUmIUOhOky8bhzndRH1VY8J8OhyKMOOayaKhVi8lBqXOkkpzYmpwTEahkFr/kxRS63I9pVKBQqnguoeuoGhUATXldTQ5mgmHIkTCUdyNHqpKakizp3Dbr24QXx7hFAPHFHLl/fMIhyJUlzvwe/xEI1ECviC1R+vxNLVwwXVTmLRgbLJDFU7DXpTFdQ9dgUKhoLqsFq/bRzQSJegPUX+8kSZHMxPnj2XmDaL2QF9wxX3zGDK5mLpj9TRWOwkHw0TCUTzOFqpKajCnGrn1l9djMJ8/deIE4aSTXfRisRgy8bqaCoWEQikhSf/OoTQ6FYUjC1j44KVEIzGqyxz4vnIdrDvWgKvBw7SrJjL1ignJPSihx/nGw1fRf3g+NeW1OGv/nXu7GjxUlThIz0nj9l/d0GE3OqFnuPLBeQyaMADH0Xoaa75yzWxqobKkBovNzK3/c4NoAtAHZPbL4Bs/XohKpaS6LN4ROhqJEvKHqK9spMnhZMIlo5l904xkhyqcI9F972xeq9HD/1z1OwK+IKFAKF6ELxwBOd7e3ZJuJiXTgs8T4Dt/uYsxs0fgrHPx2csr2fTpDlqaWpBlGb1Jx6iZw7n0rtnkD87tpCMVzieyLLNl6U4+f2MNR/cfJxKKxNtg98/kwuunMusb08TMml5k16p9LH/tS8p2HSEcCKNQKsjIS+eCa6cw55YLOmyIIJxfvC4vS1/+go2Lt9Jc70aOyWgNWoZPG8y8O2czYHT/ZIcotEN03/v6x734mc9478+fYEqNzx71uf3xpRiShFavJs2eSiQUoXj8AH7yyncA2LpsF5+/sYYje4+1XgezCjK48PqpzL5xurgOCu1y1jaz9OWVbF6yM557Ey+CPGbOCObdOYe8YnuyQxTOkMfZwmf/+IKNi7fhaohfM3VGLcOnD2HeHbMpGlWQ7BCFbrRnzQGWvfIFZTuPEDqRT6fnpnHBNVOY+80LktIpUujYmeYRYlDqLGxZuoNnHnqF7MJMlEoFkXCEQEsQGRmNTtNaaK/ycDUX3z6Lm392TevvepwtVB6uQY7FyOxnE10BhDMiyzLHDlTicXrRGbX0H54vnu71UrIsU3m4GndjCxqdmoLh+WIwqg/zefwcP1hFJBzFlptGVkHbTjJCzyEGpb7+cf/q2v+jpryWzHwbsiwT8AZba8LozToUCgVet4+AN8gv//VDsvtnAieugweraHF60Ro0FAzLEzPMhTPiborPjpJjMTILMrCJ+mO9ltfto/JQNZFwlIz8dDLzbckOSUgSWZapKnXgqnej1qroPzxfDEb1YGeaR4i727MQ9IdAji/Pg3j7eVNq2z+hpFAQaAmc8jNzqkkUrxXOmiRJFAzLT3YYQieQJEnMjBRaGcx6UZxV6FP8LYHWhyqSJKE3tV1yo1KriEX88XzrBEmSKBia121xCucPS5oZy2RzssMQOoHRYhDXTAGIXxPyiu1ixuN5RgxKnQVLuhmFUkE4GEadYIZDvCZCDKut7zxJFQRBEPqeumP17FlzEJ/bh96sZ+QFQ8WMLyGhNHsqjdVNHe4T9AVRa1VY0kzdFJUgCIIgdK9wKMzetQepLnUAYB+QzcgLhvTpWcBiUOosDJk0kIx+NpqqnWT2a3/aqM/jR2vQMvaikd0cnSAIgiB0PZ/Hzz9/9wHblu3G5/bFG33EZAwWPePmjuIbDy/EaDUmO0yhh5myYByHNpUQCUdRqdvWgpJlGXejhymXjyc1K6X7AxQEQRCELrbzi70s+tPH1JTXEovFqygpFBLZhZlc+4PLGTunb44hiO57Z0Gj0zD3lguJRmPxYnv/UY4r4AvidDQz8oKhFI7sl6QoBUEQBKFrhAIhnn/4NVb/awNKlYKcAdmt/ylVStYs2shzD79G0B9MdqhCDzNh3mjyBufgqKglEo6esk2WZeqONWBMMTLrRtE9SRAEQTj/7PxiLy/87A2qy2tJz0kjd2A2uQOzSc9Jw1FRx4s/e4Ptn+9JdphJIQalztLsm6az4FsXEQ5GqCqpobG6iSZHM1VlDpyOZkbPGsHtj34DSZKSHaogCIIgdKpNn+5g9+r92PLSsaSbkRTxa52kkLCkm8nIt7F37UE2fbI9yZEKPY3RauTb/3cb+UNyqT1SR01FHU2OZuqPN1JVUoPerOfWX17P4AkDkh2qIAiCIHSqcCjMoj99jL8lgL0wE43u30v1NDo12YWZBLxBFv3pY0LBcBIjTQ6xfO8sKRQKrv7uAkZdOIwNi7dyYFMJ0UiUIZMGMvXKiYyeNaxPrwcVBEEQzk+yLLP2vU1IkoTOoG13H61eg6SQWPveJi64dop4QCOcIq/Yzk9e+Q5bP9vFhsVbaXI0ozfqGHfxKCZfNq61454gCIIgnE/2rj1ITXkttpy0dnMjSZJIz0mj9kgde9ccYNzcUUmIMnnEoNQ5kCSJgWMLGTi2MNmhCIIgCEK38LcEqCl3YEzpuF6UyWrEUVGHz+0TtaWENoxWIzNvmMbMG6YlOxRBEARB6BbVpQ5iMfmUGVL/SaNTI8dkqkpq+tyglFi+JwiCIAhCp5JPv4sgCIIgCILwFX01fxIzpYROV3e8gU2fbGf7it34PH7S7KlMWTCOCfNGi6fmgiAIvZTepCO7MIvyXUewpJnabJdlmRanl+OHqlBpVDx205MMGNOfqVdMYMjkYhQK8RxMEDoSCUfYvfoAGxdv4fihGpQqBYMnDmTqFRMYMKa/WA4rCILQS9kHZKNQSIQC4XZnS4WDYRqqm2isbmLJi5+ze/V+Js0fx8T5Y0jJsCYh4u4lyf/ZQu4843a7sVqtuFwuLBZLssM5721bvovX//ddmutcaHQaVGolwUCIWCRG7iA79/7fbeQNykl2mIIgCMI5WLNoI//45T9Jz0lFq9e0/jwWjVFZUkNTTTORcARbbhrmVBMBbwC1Vs20qyZy839f02trLvbVXKKvHncyeN0+Xn7kTXau2k8sGkNn1CLHZAK+ADqjjrnfvJCrv7tADO4KgiD0QuFQmEev/T2OijqyCzNPecjQ4vRy7GAlPk8AtVZFXrGdcChKJBQhs5+Nu5+4mUHje2cTkDPNI8SVTeg0ZbuO8Mr/vENLs5fcgXYy+9lIs6diL8wiq38mlYer+fuPX8XjbEl2qIIgCMI5mLRgLCNmDKbuWAPuphbkWPy5Vk15LQ2VjcSiUVKzrOQPySU9J5XcYjsGi54v31nPR39bmuToBaFnkmWZ1//3XbYt301KhiXeItyeii03jdyBdtQaFUte+JyVb65NdqiCIAjCOVBr1Fz7g8vRGbU4KuoIBeId9gK+IEf2H8fnCaDRqSkYlk96ThrZ/TPIGZBFfWUDz//kdeqONyT5CLqWGJQSOs2qf67D0+QhqyCjtU34SSq1kuz+WVQdrmHrZ7uSFKEgCILwdWj1Wr79f7dxwbVTiIYjVJc5OH6witqj9UgKBbbcNAqG5aFU/ju9MKUYMZj1rF60CVeDO4nRC0LPdOxgFbu+2EtKphW9SXfKNkmSsNosqNQqVry+mqA/mKQoBUEQhK9j7JyR3PX4LWT1z6SxuonqUgcVe44R8AYxWvUUDM0jJePfs4kUSgX2oiwaKhvZ8NHWJEbe9cSglNApXA1udq3ahznNlLDmgUqtRKlSsmHx+f2lEgRBOJ8ZLQbufvxmfv7Ph7jpZ9cwfPoQTKlGBk8aQL+heajUbctVWm0WPE0edn6xLwkRC0LPtuPzPfhbAhithoT7pGRZaahsZP+Gw90YmSAIgtCZxl00kv9Z9CMeePJOrrj/EsypRjL72Rg8YSDWjLbL2xQKBTqjjvUfbSEaiSYh4u4hCp0LncLT1EIoEMac2rb47VdpDRqaHM5uikoQBEHoKtn9M8nun4nX5ePg5hIMJn3CfRVKBZIk4W70dGOEgtA7uOrdIEkdFjJXa1TIMRl3oyiBIAiC0JtptGrGzR3FwLGFfP7GGlQaFQpl4rlCWr0Gv8dPwBfEaEn88KI3E4NS56FoNMrxg9X4PH4MZj35Q3JQKpVd+p4avQalSnnaEdxIOIrOqOtwn84S9Ac5frCacChCapaV7P6Z3fK+giAIfYlGr0GOyciynPCmWpZl5Jh8SnF0QeiJXA1uHBV1AGQXZmK1dX2Bd61BC6fpOxSLxpCh275DtUfraXI0o9aoyBucg86g7Zb3FQRB6Cs0eg0KpYJI+PT3z2qtqt2ufecLMSh1HpFlmQ0fbWXlW2uoPFxDJBRBpVGRN8jO7BtnMG3hxC5rJ5yRl07BsDwObS1LOP1clmWCvhDj5o7skhhOCviCrHhtNWvf30RTjZPYiRuhwZMGMu/2WQyeOLBL318QBKEvGTqlGK1Bi8/jT/gEz+vyoTPqGDqluJujE4QzU1/ZyNKXVrJ12S58bh8ABouBCZeM5tK75pCRl95l7z10SjGfv7GaoD+UcNDJ3ejBnGpk8KSuzWEObytj2SurOLCxhKA/hEIhkZqdwoyrJjH3tpnou+nBoiAIwvlOZ9AyYvoQNny89ZRaUv/J6/Zx4XVTem0H4zMhakqdJ2RZ5v2/fso/fvE2R/Ydx5RiJCPfhinFyJF9x3nll//k/b9+inyaJ3HnSpIkZl4/FYVCgaep7dRyWZapP96IJd3E1MsndEkMEB+Qeu7Hr/Lekx/TXOciNdNKRl46Gp2aHZ/v4W/ffYlty0WhdUEQhM7Sf3g+gycOwOlobvdpXyQUobnOxdCpxeQNyklChILQsZqKWp687zk+f2MNsUiU9Jw00nPSiEWifP7GGp687zlqKmq77P2HTxtM/pBc6isbiUVjbbaH/CE8Ti8TLx1Laqa1y+LYsXIPT/3XS2xbtgu1Vk1GXjqpWVbcDR7e/8unPPvQP/B7A132/oIgCH3N9Gsmo9VrcdY2t7u9qcaJ3qRj2sJJ3RtYNxODUueJPWsOsOzlVehMOuyFWehNOlRqJfoT/9aZdCx7eRV71x7sshgmLRjHRd+8AK/bT3W5A6/bR9Afwt3UQlWpA7VWzY0/vRp7UVaXxbD8lVXsXLmX9Ny0+GCUXoNKrcSUYiR3YDZ+b4A3H3sPZ52ry2IQBEHoSyRJ4pu/uI7+I/rhqKilsbqJgC9IwBukoaoJx5E6CkcVcMsj13bZbF1BOFeyLPP6/75LdWkNOQOySMm0otaoUGtUpGRayRmQRXVpDW/8ZlGXPdhTqVXc+b83Yi/MpKrUQZOjmaAviL8lQN3xBuorGxk+fTBXf3d+l7w/xJctvvGbRfg8fnKL7ZhTjajUSjQ6DbbcNGx56exZfYDPXv6iy2IQBEHoa4ZOLuaK++cRCUepLnPQ0uwl6A/R0uylqsxBLBbjqu/MZ/CEAckOtUuJQanzxLoPNhMKhrDazO1ut9rMhIIh1n2wuctikCSJb/x4IXf+5kaKxw0g4A3ianATi0SZvGAc//XU3Uy9omtnSa39YDNag7bd2geSJJGZb8NZ28zWpTu7LA5BEIS+xpabzveeuYcrHpiHMcWIp6kFj7MFc5qJhd+Zz/ef+TZp2anJDlMQ2ijbdYSynUdIs6eiVLWtv6lUKUnLTqV0RwXlu492WRz5g3P5/t/v5dK7ZqPVa3A3ttDS7MWWk8Z1P7ySB/98F0arscvef+tnu2iqcZLZz9bu4LFWr0Fn1LLug834W/xdFocgCEJfIkkS8++ew7f/7zZGzBhCKBDG1eAmFAgz+sJh3PeHO7jk9lnJDrPLiZpS54GAL8jBTSWYUjpOVkxWIwc2HiboD6LVd03BSkmSmHblRKZeMYHao/UE/SHMqcZuuRk5ur+Sphpnh++lUCpQKBXsXXeAi2+b2eUxCYIg9BUpGVau+e5lzL/7IhoqGwHIyLeJAslCj1ayrZyQP4QtNy3hPnqzDmdtM4e3ljFgdP8uiyUz38aNP7maK+67hMaaZhRKBZn9bGi0XV9HZP+GQyiUCpQddICypJtprHZSsfc4w6YM6vKYBEEQ+gJJkhh30UjGzhlBfWUjfo8fo9VAek5an5lhLgalzgPRcIRYTG73Cd9XKU50xwsHI102KHWSJEnd3u0uEoogx2SUqo4nACpVSoL+UDdFJQiC0LfojTryB+cmOwxBOCORUAQUUoeJvyRJSAqJcDDSLTEZrcYunRXVnqA/1GFLcojnT7FYLP43EwRBEDrVyVU9fZFYvnce0Bl1GK0GAqcpPhnwBjClGNCbzs/OKdYMCxqdhoA32OF+oWCYjNyu66IjCIIgCELvYM2wgAzRSOKW3NFIFFmGlMzE3ZF6u4y89NMONvm9ATQ6TfxvJgiCIAidRAxKnQeUKiXTF04k6Au227UFIBaNEfQFmbZw0mlnVPVWuQOzKR5fSHOdK2Ex0oA3iEqtZNKCcd0cnSAIgiAIPc2YOSOw2sy46t0J93HVu7HazIyZM6IbI+teE+aNQaVR4W9p/wGnLMs017kpGl1AvyFiJqQgCILQecSg1Hli2lWTsBdlUV3uIBI+9UlXJBylprwWe1EW0xZOTFKEXU+SJC65fTYGi566Yw3EYqcO0AW8QeorGxk2dRDDpopaCIIgCILQ11nSzMy5aQYBXwhXg+eUh1qyLONq8BDwhZhz0wwsae03kzkfDJk8kOHTh9BQ1dRmYCoWi1F/vBG9Sce8O2b3mRongiAIQvcQNaXOE+n2VO79/W288NM3qCp1IEmg1qgJh8LIMuQW2/nWb28h3X5+dz8aPm0wt/7PDbz1xPtUl9ai0ihRKpWEgiGUKiWjZw3j7sdvOW9niwmCIAiCcHYW3DMXX0uAL/+5nqqSGjQ6DQChQAi9Sc8ld8xiwT1zkxxl11Iqldz12E28JMvsXXeQxhonWp2GaDRKJBTBarNww8MLGXXhsGSHKgiCIJxnJDnROqfzhNvtxmq14nK5sFjO/zXwPo+fHZ/vYfuK3bga3FhtFsZeNJJxc0dhMOuTHV63aaxxsmXJDvasOUAoECKrIINJC8YxbOogVGoxFisIgiCcub6WS5zUl45blmWO7q9k0yfbKN99DICiUf2YtGAc/Yfn95nZQdFIlP0bDrP50+04jtaj0aoZPn0Ik+aPwSbqcQqCIAhn4UzzCDEoJQiCIAiC0IG+mkv01eMWBEEQBOHrO9M8QtSUEgRB+A+yLBMOhdvUJeuM1w0Fz+x1T+57nj83EARBEAThPBKLxU6UD+nc/CUaiRIOhTt9X0EQkk+sYxIEQTjB3eRh08fbWfv+JprrXSiUSkbOGMK0hRMZPHHgOS/fcNY2s2HxNtZ/uBlPUwsqtYoxc0Yw9coJDBxTeMq+jTVONi7eyvqPttLibEGtVTN27kimXTmRwhH9OuMwBUEQBEEQOo0syxzcXMr6Dzezd90hYtEoqVkpTL9qEpMvG3fOTQJkWWbPmgOs/3ALBzeXIssxMvJszLh6EpMWjDulNEk0GmXP6gOs+2AzJdvLkWWZ7P6ZTL9qEhPnj0Vv1HXW4QqC0MmSunzvmWee4ZlnnuHIkSMADB8+nF/+8pfMnz8fiJ+IHn30UZ577jmcTieTJ0/mb3/7G8OHDz/j9xBTzwVBOBM15bU8+8NXOH6wCpVGhc6oIxaN4nX70Rm0zL/7Iq64/5KzHpiq2HuM5x5+DUd5LRqdBq1BSzQSxef2YbAYuPq7C5j7zQsBKN1ZwfMPv0bdsQa0ei0avYZoOILPE8BoNXD9j65k5vVTu+LwBUHoQE/LJbojf4Ked9yCIPQ8sizz0dNLWfrSSoK+EAaLAYVSQcAbIByK0G9ILvf98XbshVln9brRSJR//u5DVr2znkgojNFiQFIo8Lf4iYajDBxXyL2/v510eyqRcIQ3HlvE2vc2E41EWvf1eXzIUZlBEwdw7+9vIyXD2kV/BUEQ2tOly/ei0egp/960aROrV68mHD67aZJ5eXn89re/ZevWrWzdupU5c+awcOFC9u3bB8Dvfvc7/vjHP/LUU0+xZcsWsrOzufjii/F4POcStiAIQruC/iDP//R1jh2oJKt/JlkFGVhtZlKzUsgrtqPSqPj478vYsHjrWb2ux9nCCz99g9qKOnIGZJPZz4bVZiYtO4XcYjtyTGbRnz5m16p9NNe7eOGnb1Bf2UjOgGwy8tPj+9pTyS3OJhqJ8s7vPmD/hkNd9FcQBKE7dEYOJfInQRB6inUfbObjvy9HrVGTW2wnNcuK1WYmqyCD7P6ZHDtQyfM/eZ1QIHRWr/v5G2v4/M01GMw6cgfaScmMv252/0wyCzI4vK2cl/77TaLRKEtf+oIv39mAKcVwyr72wixseekc2FjCK7/8pyiJIAg91FkNStXU1DBjxgy0Wi0zZ87E6XRy+eWXM3XqVGbNmsWIESOoqak549e74oorWLBgAYMGDWLQoEE89thjmEwmNm7ciCzLPPnkkzzyyCNcc801jBgxgldeeQWfz8ebb7551gcqCIKQyK5V+zm67zhZBRmo1Mo221MyLMRiMVa+ueas6kxt/WwXNWUOsgszUShPPd1KkkR6TipBf5CVb61h0yfbqTtaj70wK+G+/pYAq/65/twOUhCEpOrMHErkT4Ig9ATRSJSVb65FlsGa0XYWhEqtJLNfBsf2V7J79YEzft1QIMQXb69FrVZhTjW12a7WqMjITaNkRwW7v9zPl/9aj1avwZRibLOvRqcmPSeVA5tKKNt55KyOTxCE7nFWg1I/+clPkGWZ999/H7vdzuWXX47b7eb48eMcPXqUrKwsHnvssXMKJBqN8vbbb+P1epk6dSoVFRU4HA4uueSS1n1OJnLr14ubMkEQOs+25btABrVWnXCflAwrlYdqOLq/8oxfd/PSHShUCpSqtgNdJ1ltFkp3HGH1oo2oNKo2A1InSZKEJd3MgY2HcdY2n3EMgiD0DF2VQ4n8SRCEZDmy7zhVpTWkZiZeFqfRqYnFYmxfseuMX/fg5lLqK5tIyUy83Edn1BEOhPj8jTU01Tg73Fdv0hH0Bdm1at8ZxyAIQvc5q0LnK1as4L333mPKlClMnz4dm83G8uXLyc3NBeDRRx/lW9/61lkFsGfPHqZOnUogEMBkMvH+++8zbNiw1sQpK+vU9cdZWVkcPXo04esFg0GCwWDrv91u91nFIwhC3+NqcKPSdHw61OjUhEMRvM3eM35dd4MHjVZzmtfV4HX7cdW50egSD4oBqHVqAk1BWpq9pGalnHEcgiAkX2fnUJ2dP4HIoQRBODtel49IKHLa/EWlVtFcd+bnE6/LRywS7fBhIYBCqcRV70KW4++RiCRJSJKEp7nljGMQBKH7nNWglNPpbE2e0tLSMBgMFBQUtG4fMGDAWS3fAxg8eDA7d+6kubmZRYsWcfvtt/Pll1+2bv/PosKyLHdYaPiJJ57g0UcfPasYBEHofj6Pn5Lt5YT8IUypJorHFXaYUHQlc4qJcDjS4T7hUASVWonOdObdW0wpBuqONZzmdcOoVEpMKQacta4O942EIijVSvRnEYMg9FSyLFNV6sBRUYckQf7gHDL7ZZzVa/g8fkp3VBD0BZN+Hjmdzs6hOjt/ApFDCUJvIMsyxw5WUXesAaVSQb+hudhy05MSi86oRalSEg5F0OoTP4SLhKOYUtsurUtEb9IhKRREwpEOz+mxaBRjigmoJRqJdjgzXZZlDCZ9wu2C0Jv4vQFKt1cQ8AYwWAwMmlCEWtPxIO5X9aTzCJzloFRmZiY1NTXk5+cD8J3vfIe0tLTW7U6nE6PxzE84ABqNhoEDBwIwYcIEtmzZwp///Gd+8pOfAOBwOLDb7a3719XVtXn691U/+9nPeOihh1r/7Xa7W+MVBCH5gv4gS15cybr3N9HkcBGLxlBpVOQMyOKiWy7ggmunnHWHu69r9OzhbFuxm0g42m5NKQBXvRt7URb9h5/5+WT8xaM5vK2cWDSWcFmeq8HDoPFFDJ82mEV/+phYTEahaP/43Y0eRswYQnpOWrvbBaG3qNhzlI+eWcahLaX4PQEAjFY9Iy8YypUPXIq9qOMuTaFAiCUvfs7a93rOeeR0OjuH6uz8CUQOJQg93aGtZXzy92WUbK8g4AsiAUargTFzRnDlA5eSkde9N5WFI/uRVZBB3bEGMvvZ2t0nEoo/9Bsze8QZv+6gCQNIy07BVe9OmPME/SFUahUzr59K7dF6XA0e0rJT2t034A2i1qoZMWPIGccgCD1ROBRm2T9WsfrdjTRWNxGNxFBplGT1y2D2TTOYfdN0FIqOKzQd3lbGx88uo2RHBQFv8s8jcJY1pcaMGcOGDRta//3b3/72lIRq7dq1jBo16msFJMsywWCQwsJCsrOzWb58eeu2UCjEl19+ybRp0xL+vlarxWKxnPKfIAg9QygQ4oWfvsGHTy3F6/KT2S+d3OJsUrOsVJfV8tqv/8XiZ5Z1e3eUcXNHYS/KovZIHbFo20LmLU4vsWiMWd+YflazMCbOH4stNw3HkXrkWNtjcjW4USoVzPrGdKZcPp40eyq1R+raPf7mOhcqjYqZN0zvcTfbgnA2Dm8r46n/eomdK/eg1WvILc4mZ2A2SrWKDYu38ecHnqeyJPGMoVAwzPM/eZ0PnlqK1+UjM//f55Ga8vh55KNnPutxXZa6Oof6uvkTiBxKEHqyvWsP8PT3XmLPmgPozTpyB2ZjH5CFpFCwZtEm/vLg89Qd73h2dmdTa9TMvGEakUiUlnbKG8SiMWqP1pMzIIuxF40849c1mPXMuHYyAW8Qn8ffZns0EqW+spF+w/KYeOkYpi+ciN/jx98SaLNvJByloaqRotH9GTxp4NkdoCD0INFIlFd++U8WPfkx7kYPtrx4/pOWnUp9ZSNvPfEe//rDRx3mP3vXHeRvJ88jxnbOIw90/3kEznKm1Icfftjh9kmTJjFz5swzfr3//u//Zv78+eTn5+PxeHj77bdZtWoVS5cuRZIkvv/97/P4449TXFxMcXExjz/+OAaDgZtvvvlswhYEoYdYs2gT21fsJj0n9ZQlaFq9huz+GTTXuVj60kqGTRvEwDGF3RaXwazn7sdv5u8/fpXqMgd6kx6dSUssEsPjbEGhVDL7phlceP2Us3rd1Ewrd/7mJl782RtUldZgsBjQGjREw1E8Ti9qrYpL757DpPljkSSJ2x/9Bi///C2qShwYrXo0+pP7tqDRabjivnmMnXPmTxoFoaeJhCO8+dginHUucgfakU7MCpQksKSZMFkNVJc5ePu37/PDF+5vdwB27aKN8fOIve15JKsgg+Z6N5+99AXDpw3u1vPI6XRmDiXyJ0HoWwK+IG88togWl4/cYnvruVGSJKw2M6YUA8cPVvPuHxfzwJ/u7NbYZt84nZpyB6vf3YinyYMpxYRCpSDQEsDnCZDdP5O7n7gFvfHsSg/Mv/siao/UsXnJTprrXZhTzSiUEn63n4AvSN7gHL71xC2o1CquuP8Sao/Ws33FHprrXJjTTEiShM/tJ+gPUjA8n7t+cyNKZeLlfYLQ0236ZDsbP9lOamYKBsu/l6JqdGoy+9lwN7XwxZvrGD51MCNmDG3z+63nEac38XnkUHLOI51aeGHixIlntX9tbS233norNTU1WK1WRo0axdKlS7n44osBePjhh/H7/TzwwAM4nU4mT57MsmXLMJvNnRm2IAjdIBqJsvb9jSiUiWsiWTMsVJXUsHHxtm6/mSwaVcAPX7ifNYs2svHjbfjcfhQKieHTh3DBNZMZf8no006Hbc+wKYN46Pn7WPveJjZ9up2gL4RCqWDsRSO44JopjJ41vPWiMOrCYTz0/H2seW8TW5buJOgLoVQpmHDJGGZcM5mRFwwVs6SEXm3f+kNUlTjIyE1rHZD6KoVSQWp2CmU7j3Bk33EKR/Q7ZXv8PLIJhVKR+DxiM1NVWsOGj7b2qEGp0zmbHErkT4LQt+z6Yi91xxrJyE9vNw9QqpSkZFjYt/4QNRW12As7XqrbmZQqJTc/ci2DJgxk7XubOLL3GOFQBGOKkbm3zeSCa6ac03IgjVbNXY/dzPBpQ1jz3iYqD1UjyzLWDCsLrprIjGsmtzZ90eq13PO7W9n08TbWLNpIdVktsiyTlpPKjKsmMf3qSVhtYuan0HvJssza9zbFa6NZ2q+NZkkzUdXkYcNHW9sdlNq1ah91RxvIyLd1fB5Zd4ia8trTllLoTJJ8jvPbX3vtNZ599lkqKirYsGEDBQUFPPnkkxQWFrJw4cLOjvOcud1urFYrLpdLTEMXhCRyHKnj19f9Ab1Jl/BkCtBY3YQ1w8oTSx7pxuhOFQqE4jOZNKrWp22dIeAL4nX50OjUmFNNHe7r9wbwuf1o9RpMKWdXq08Qeqr3//IpHz3zGXnF9oT7yLJMdamDW35+HRfdcsEp22qP1vPotb8/g/OIE4vNzG+X/rxT4u7sXELkUIIgnI23nnifZa98Qd6gnIT7yDGZqjIH9/z2m0xbeHYTBTqLLMt4mloIhyKYU41odB13ID6b13U3eoiEo1jSTR0WdJZlGVeDm1g0hjmt430FobdwNbh55PInUKlVmDtoGuCsdaHWqvjDqkfbPEyPn0dWkTfo9DnY3U/cwvSrJn3tuM80jzj7x/7AM888w0MPPcSCBQtobm4mGo0CkJKSwpNPPnlOAQuCcH6LhKPEYokLfp+kUCpai2Imi0anId2eiiXd3Kkzk3QGLen21NMOSAHojTrS7aliQEo4r0QjUU73lTrZujsaibbZFglHkOUzOY9IRE7TUTNZRA4lCMLZioQjnO7kKSni585knvskScKSbibdntppA1InX9dqs5BuTz3tIJMkSaRkWEnLPv2+gtBbRMJR5JiMQtnxeUChVBCLxRLmUJxhDhYJt/39rnROy/f++te/8vzzz3PVVVfx29/+tvXnEyZM4Ec/+lGnBScI58rn8bN9xW4ObSkl6A+RkW9jwsWj6D+iX59f/hQJR9i/4TC7vtyHp7EFU5qR0TOHM3za4C5tpZ6aZcVg1uNv8aMzahPu528JUjS6f5fFIQhC8qTnpIFMhx0pw8EwSBLpOalttqVmpaA36fF5/Gh0atyNHjxNLUSjMdQaFRabBVOKAb83SOGogq4+nHMiciihJ5NlmSP7jrNt+S7qjjWg1WsYNGEg4+aOxGgxJDu8pGuoamTL0p0cO1gFQL8huUy8dEyXt1KPnztl5Jjc7tJngKAviFKlEB16BeE8ZE4zYUo14m7wdHgu9rf4KRia1+6ArC33RA4Wkwn5QzTXu+Ld9xQSRrMea6Y1np+pFPF9u9E53YFWVFQwduzYNj/XarV4vW07LwhCd9q77iCv//pf1B1vRJZllEoF0UiUlW+sZtzc0XzzF9eiNyVe9nE+qztWzws/e4OKPceIhCIoVUqikShr3t1I4ch+3P34LWQVZHTJexstBibOH8NnL6/CarO0e0MaCoQAmWlXJmfauSAIXWvc3JF8+LelNNe5SLO3HXQCaHI0k9kvnZEXtK2HYDDrmbRgLIufXUbdsQaCvmC8y4wkgSzTWO1Eb9GhM+h67HlE5FBCT+X3BnjzsUVs/WwXAW8gniNEY6z7YAuLn/mMb/7iOkZdOCzZYSaFLMt89vIXfPrCCjxNLa05zMbFW1ny4ucs+NZc5t05u8sefE6YN5pPX1iBq9FDSkb7S2CaHM3kD85hiOgwJwjnHY1WzbQrJ/LBXz8lGomiVLUt2h8ORYhGYky/enK7rzH+ktF88txyKvYcxef2x2dTncifnI5mao81oDNoGTShqNvPI+e0fK+wsJCdO3e2+fmSJUsYNqxvXqyEnqFs1xFe+Okb1Fc2klWQQV6xHXtRFrnFdnRGHRs+2sKrv3qHWCyW7FC7nbvJwzMPvULJtnJSs1LIG5SDvSiLvEE5pGalULKtnGce+gfuRk+XxTD7xhlkFdioKa8l/B9L9PwtAWqPNjBkUjFjLxId5gThfGS1WZj7zQsJ+kM4a13IsX+XtYzFYjRUNyEpJBZ8a27CpR8jZgzF7wnQ4mxBpVGhM+rQGbTojDokpURznZtYLMawaYO767DOisihhJ5IlmVe//W7rH1/MzqDltwT+VNesZ2sggyaHE5e/NkbHN5WluxQk2Llm2tZ9OTHRMNRcgZmkzPgxH8Ds4mGo7z3509Y+ebaLnv/zHwbF143FZ/bh6vBfUrL91g0Rv3xRjQ6NQvumdvuzaogCL3fjGsmkzPQTk15LaFA+JRtAV+Q2iN1FI0qYNL8Me3+fma+jbTsVJy1LqKRGFqDpjV/0uo1BH1B3I0eiscP6PbzyDnNlPrxj3/Mgw8+SCAQQJZlNm/ezFtvvcUTTzzBCy+80NkxCsIZW/rSSlz1rlPaXEJ8fawpxYikkNi+Yg8l28oZPLFvPUna8NFWjuw7TnZhFir1qScarV5DdmEWR/dXsv6jrVx65+wuiSG7fyb3/eF2Xvr5W1SXOk6sjY7PZFPrNIyaOYy7HrsJrT7x8j5BEHq3+d+aQzQSYfmrq6kqrUGpUiLLMrGojDndxJX3z2PGNe0/5QPYt+4gerMOpUpBwBciHAwjSRKyLCMpFFhtZhQKBQc2HGbK5eO78cjOjMihhJ6odEcF25btIjXTitF66tIQlVpJdv9MqkocLHlxJcXjivpUKQSfx8/Slz5HqVK2meGpUChIs6dSX9nIkhc/Z+qVEzCYu2Y2/jXfW0AsFmPNuxupKomfO2MxGVmWSbFZuOYHlzPx0razMAVBOD+k21O5/0938OLP3uD4warWUgjRaAyVWsmQycXc/fjNGK3t16OtO95Ak8NJSpYVv9tP0Bc6kT8ByGj0GnRGLaXbyxPOxuoq5zQodeeddxKJRHj44Yfx+XzcfPPN5Obm8uc//5kbb7yxs2MUhDPiOFLH/g2HsWZYEiZLRosBZ62LTZ9u71ODUrFYjLXvb0KjVbcZkDpJpVai0apZ9/4mLr7tQpTKrjkRFY4s4Odv/4Bdq/azd+0BfB4/qVlWxs0dzaAJRV32voIg9AxKpZKFD85n8mXj2bJkB8cPV6NQKOg/PJ+J88eSnmBZH8RvDjd/uoOUDCspGRbcjR7cTS3xgW2tGqvNjCnFSE15Hes/2tIjB6VEDiX0RJuX7CAYCGHLa7+OiCRJpGRaOLSllJryWnIGZHdzhMmz84u9J5YVJy5vkJqVQu3Renau3Ntlne9UahU3PnwVF1wzmS1Ld1Jd6kCpVlI0qoCJl44hJcPaJe8rCELPkVds52dvfI+9aw6we/V+Wpq9WG0Wxs4ZwdApgzocSNq2bBdet5+ikQUE/UFcde7WmlIGi56UDAuxaIzKkhoObi5leDfOOD/rQalIJMIbb7zBFVdcwT333ENDQwOxWIzMzMyuiE8QzlhjtZOgL4jVZu5wP41WTXVZbTdF1TP4PX6a69zozboO99Ob9TTXuwm0BBKOsncGrV7LpPljmTRfPNEThL4qu38mV9w/76x+x1nbjM/jx5RiQKFUkJJpJSWz7Y2Y3qSluszRWaF2GpFDCT1VTXktao2qwxlQBrMed6OHhqqmPjUo1VjVhCyT8KEexLdJEjRWN3V5PLkD7eR+J3FLd0EQzm8arZpxc0cxbu6os/q9hqomQEahkNAbdegL278vjEViJ/btPmddU0qlUnH//fcTDAYBsNlsIpkSegSlSoGkkIhFO64XFYvFuzT1JQqVEkmSiEXlDveLRWNIkoRC1CNIuqA/SJPDidftS3YogkA0GsXV4Ka53tVum+Huojzjc5ncI+uqiBxK6KlUGuXp86cTOUJP/G51JaVaBXLH5xwAOdYzzzt9jSzLuBs9OOtcRMKR0/+CIHQxvzdAk8OJv8Wf1DhUahWc5lQmy/ElwUrVOZUeP2fndGc+efJkduzYQUFBz2y3LPRN+UNysdoseJpaEnZ1isVkIqFon+tMojfqGDC6gF2r93c4k6zF5WX0hcPQGURNp2SpLKlhzaINbFm6k6A/hFKpZNjUQcy4ehLDpw/pU3U8hOTzewNsXLyNNYs2UnesAZBJz0ljxjWTmX7VpC6rnZJIRl46Wf1tVB52YLC0/96yLONv8TP1ygndGtuZEjmU0BMNmVjM7lX7icViKBTt34y4m1qw2MwUDMvr5uiSq3BkP9RaNf6WAHpT+zML/C0BVFo1haPE9zpZwqEwmz7Zzpr3NlFdUoMsy1htFqZfPZkZV0/Ckt7xSgpB6Gzlu4+y5r2N7Ph8D+FgBJVayehZw5lxzWQGjR/Q7fEUjuyHQqkgHIoknKDR0uxFb9YzYHT/bo3tnAalHnjgAX74wx9SWVnJ+PHjMRpPXeYzatTZTSUThM5gtBiYcsV4Pn52OeY0E2qtus0+TdVNmNNMTFowLgkRJteMayazb90hWpq9mFLaLs3zunwolUqmXz1ZDHwkyd61B3jxkbdw1jZjtBjQ6jVEwlE2L9nOrlV7ufzeS1hwz1zxv4/QLbwuL8/+6FX2rTuEUqVoPW/UlNfy1uPvsX3Fbu77w+1Ybe23J+8KSpWSGVdP4c3HFxHwBtAZ294guho86E06pl7RMwelRA4l9EQT549l6UsraaxykpGf3mZ7OBTB5/Zx4XVT2s0hzmeDJw6gYFgepTsqsA/IRqE49Roci8k01TgZMKY/gyd2/42mAKFAiBf/+022LdsFgCnVhEIh0VDdxL9+/xFblu7g/j/dQWa+LcmRCn3Fpk+28fpvFtHibMGYYkSr1xAORVjz3ia2Ld/NNx5eyIXXTe3WmMbMGUFmPxt1xxuxF2a2uZ+IRqK46t1MvHQs9qKsbo1NkuUzmI/6H9p7gtLa+UaSiEaTN7X/P7ndbqxWKy6XC4ul+xJnITlamr089V8vcnBzKaYUIxabGYVCIugL0VTbjEar5safXMXMG6YlO9RuF41GeeM3i/jynfWotWpSMq2oNSrCoQjNdS5CgTAzr5/KN395nSg2ngQNVY088c2/0Fzvwt4/C+k/kl5nrYtIKMK3f38b4y4amaQohb7kpUfeZPW7G8nsZ0Or15yyLRQMU3e0nomXjuH+P93ZrQOloUCI5x5+je3Ld6Mz6rBmWFCqFIQDYZx1LmRZ5vJ7L+bKBy7ttLg6M5cQOZTQU619fxNvPvYeQX+Q1KwUdEYtciy+FMrj9DJoQhHf+evdWNL63oyTir3HePp7L1Nf1UhKhhVTSrxDobfZh7POhS0vjQf/fBeFI/olOdK+6d0/LeaT51aQbk9tM5stEo7gqKhjyORifvTSAyLHFbrc0QOV/OHupwn6QmTkp5+Si8iyTGNVEwq1kh88ey8DxxZ2a2x71x7g+Z+8jrvRQ2p2CgazHlmGFmcLrgYPucV2vvf0tzps7HA2zjSPOKeZUhUVFeccmCB0JVOKkQf/chcfPf0ZW5bswFFRhxyT0ejUFI7I59K7LmLCJaOTHWZSKJVKbnnkWjLzbax6Zz0NVU3xdp9KBba8dGbdMI2Lb5spLtZJsumT7TTVNJMzsO2AFEBqlpXqUgdfvrOOsXNGiNlSQpeqO1bP9hV7sNrMbQakIF5kMyXTyt51h6g8XE3+4Nxui02j03DP//smnwxcwfoPtlB3LF4s/GTb+rnfvJALr5/aY78jIocSeqoZV0/GYDGw5IUVHDtYRWO1E0kB5jQzc795IVc+MK9PDkgBFI7ox3/97Vt89PRSDmwsoarUATIYzDomzBvNFffPo2Bo31rW2FN4nC2s/3ALBrO+3eWVKrUKW246ZbuOcmhLGcOmDEpClEJfsv7DzXiaWsgttrfJRSRJIj03japSB2ve29jtg1IjZgzlgSfvZPGzyyjbeQSnwwWAKcXA9KsmsfA7lyZlRuE5DUqJOghCT2ZONXHLI9dy+b0XU7brKOFgmNQsKwPG9O/zAy5KlZJL75rD7Jumc3hrOT6PH4NZz6AJRWj1oo5UMm1dtguNTp2wlgeAJd1M6c4jNFY3Ycttu7xCEDrL3nWH8Ll9HXbYMloNNNe72bv2YLcOSkG8g+c1372MS++cw+GtZQT9IcypRorHF6HWtF263ZOIHEroycZdNJIxs4dTtvMITY5m1BoVRaMLSMlo2+Wyr+k3JJfv/OVuqkprqC6Nd/fMGZhN7kDRCS+ZDm4qobnOTXb/xDM7dEYtDVWN7F1zQAxKCV0qGomy9bNdGMz6hA/HJEnCZDWw84t9+L0B9O2UIuhKgycOZNCEARzdX0ndsQYUSgX9huYmdXnrOQ1Kvfrqqx1uv+22284pGEHoTFabRSxzSkCr1zLygqHJDkP4ihanF7W241OySqvC7w3gbwl0U1RCX+X3+EGS2p21d5IkSUiSlNTPo8GsZ8zsEUl7/3Mhciihp1MoFBSPK0p2GD1W7kC7GIjqQU5eg07X+VCSJHxJ7n4mnP9CgRDhYBhVO7WNv0qtVRMKhAj6gt0+KAXx70P/4fn0H57f7e/dnnMalPre9753yr/D4TA+nw+NRoPBYBAJldBjhQIh9m84jLPWhUqjonhcIdn9RTtuIfksNjOuBneH+4QDYVQaFUaroZuiEvoqU4oRZLnDTlxyLN42WHwez47IoYTeqqailtIdR4iEIqRmWRk2bTCa09x4CUJXM1oNSFK8dpRK3f6t7ck29yZr3yrSL3Q/jV6D1qDF2+ztcL9QIIRaq07Y0bOvOadBKafT2eZnJSUl3H///fz4xz/+2kEJQmeTZZk1izay9OUvqDtaH784xWT0Fj2jLhzGdQ9dQbo9NdlhCn3Y5AXjKN99lFg0hkLZdhBAlmXcTR7GXzyatGzxWRW61ogLhmJKMeJubCElo/3ClJ5mLwaLnlEzh3VzdL2byKGE3qahqpF3fv8R+9Ydwu/xIykkJIWCrH42Lr37ImZcPanH1nATzn9DpwwiLTsFV72b9Jy0dvfxtwTQ6rWMnjW8m6MT+hqlUsnky8bx8bPLSTvRwOQ/ybKM1+1n7i0TRPmUExIXLzlLxcXF/Pa3v23zBFAQeoLPXv6C1//3XRoqG7HlppEzIJucAdmo1So2LN7KU//1Is46V7LDFPqwifPHktnPRk1FLbFo7JRtsizTWO1EZ9Ax6xvTkxSh0Jek21OZfPk4Wpq97S7PC/iCuBvcjLtoFPbC7m0bfD4SOZTQUzU5nPz1Oy+yeckO1BoVOQPj+VO6PZX6ykZe//W/WP7ql8kOU+jDDGY9F14/jaAvhNfla7M9FAzTVO1kyOSB3V5UWuibpi+cRGp2SmvDra+SZZnaow2Y00zMuGZykiLseTptUAriI4PV1dWd+ZKC8LXVVNTyyXPLUWvVZBVkoD4x1VxSSJjTTNgLs6jYc4wlL36e5EiFviw108q3nriFjLx0qssc1Fc24m700ORopqrUgVKl4BsPL2T4tMHJDlXoI675/uVMnDeG5noX1WUOXA1uXA0eqsscNNU0M2bOSG786VXJDvO8IXIooSf69PnPObq/EnthFuY0U+tTf40unlMpVUoWP7uMumP1SY5U6Mvm3z2HC66bgsfZQlWpg+b6+PWqpqKWhuONDJlSzO2/vlHM6BO6hb0oizt+/Q0s6WaqSmtoqGrC3eihsdpJVUkNBouOW395PQXDekY9p55AkmVZPv1up/roo49O+bcsy9TU1PDUU0+Rn5/PkiVLOi3Ar8vtdmO1WnG5XFgs7S9BEM5vH/5tKe//5VPyBrVty3mSs7YZtU7Do+//uM+2OxZ6hoaqRjYs3saGj7bQ4vKhUisZP3cUU6+cSNEo0bVL6F7hUJjtK/aw7v1NHD1QCcSL/M64ZjITLhmNRqdJcoTdozNzCZFDCb2Fq8HNL6/6HdFIlNTM9rvvyTGZqtIarvneZVxx/7xujlAQ/i0ajbJr1X7Wf7iZ0u0VyLJMZkEGM66ezKT5Y9Cb9MkOUehjaspr2bB4Kxs/3kbAF0Sr0zBpwVimXjGBvEE5yQ6vW5xpHnFOg1L/WfRUkiQyMjKYM2cOf/jDH7Dbe05HCpFQCf9319Mc3lrWYavYSChCQ1UTD71wP0MnF3djdILQPlmWCQVCqDQqlMqOO8oIQncIh8IAqDV9r7BxZ+YSIocSeou96w7y5L1/JyPfhkqd+DrkqKhj2LTB/ODv93ZjdIKQWCQcIRaNodaqxewoIelO5vRqrTph85jz1ZnmEedU6DwWi51+J0HoIWLRGIoO2ppDfCmfLMttavkIQrJIkiSKHwo9Sl8cjOoKIocSeot4h0043T29pJBE/iT0KCq1CsQlS+ghRE5/euc0VPfrX/8an69tITm/38+vf/3rrx2UIHSm/ME5hIJhOpoU6HX50Jt0ZBXYujEyQRAScTd5+OLtdTx53995/JY/8+wPX2HLZzsJBULJDk0QvhaRQwm9RVaBDb1Ji8/tT7iPLMuEgmHyBvWcGX6C0JfJsszhbWW8/r/v8ttb/8Lv7nyKD55aQk15bbJDE4SEzmn5nlKppKamhszMzFN+3tjYSGZmJtFotNMC/LrE1HOhdGcFv7/raXRGHeZUY5vtsZhMVUkN0xdO5J7f3ZqECAVB+KoDm0p4+edv0VDZiEKpQKlWEg5FkCSJopH9uOd3t5KZLwaQhe7TmbmEyKGE3uSZh/7Bpk+2k1dsR2pn1rmnqYVgIMTD//gOhSP6JSFCQRBOCgVCvPGbRWz6dDtBfwiNVo0sy4SDYUwpRi6/7xIuuX2WWNIodJszzSPOaaaULMvtfph37dpFWlraubykIHSZAaP7M/XKCbgb3Lga3Ke05gz5Q9SU12LLTePSu+ckMUpBEACOH6rihZ+8TmN1E9mFmdiLssjMt5E7IBtbThqlOyp47sev4vMkfnIvCD2ZyKGE3mTBPXNJz0mlutxBKBBu/bkck2mud+NuamH6wkn0Hy66SAlCsr39/z5gzaKN6E06cgdmk9nPRlZBBrnFdmLRGIue/IS1729OdpiC0MZZ1ZRKTU1FkiQkSWLQoEGnJFXRaJSWlhbuu+++Tg9SEL4OSZK46WfXoNGqWffBFqrKHJwskqBUKckfnMNtv7qB/MG5yQ5VEPq8Vf9cT5PDSe7Atk/lNTo1Wf0zqdh9jG3Ld3PBNZOTFKUgnD2RQwm9UcHQPO7/4x28+qt3qC5znJjJJ4EMphQDl9w+i2t/cJmYeSEISVZd5mDTJ9sxp5kwpZy6MkSSJNLsqdQereezf3zBlMvHiTqRQo9yVoNSTz75JLIsc9ddd/Hoo49itf67PaxGo6F///5MnTq104MUhK9Lo1Vz08+uYc7NF7B9xW6aHM2oNSoGTRjA8OmDxYlZEHqAlmYvW5ftwpRibHeZCIBao0JSSKz/aIsYlBJ6FZFDCb3VwLGF/OJfD7FnzUFKt5cTCUdJy05h3MWjxFJqQeghtq/Yg8/tI7c4cX231KwUHBV1HNhYwqgLh3VjdILQsbMalLr99tsBKCwsZNq0aajV4kZe6F2yCjKYf/dFyQ5DEIR2NNe7CfqCmFNNHe6nM2qpP9bQTVEJQucQOZTQm6k1asZdNJJxF41MdiiCILTDWdsMJ2bjJqLRqYlFYzhrXd0XmCCcgbMalDpp5syZrf+/3+8nHA6fsr2vF8N01rnwNLWg1WvI7GcTU5rPkdflpcnRjFKlJLOfLd7eVRCEXsPvDdBY1QSSRGZ+OhqdpsP9NVoVCqXitIWeo5EYGn3Hr9XV3E0eXPVuVGoVmQU2lEplUuMReg+RQyUWDoWpO9ZALBojPScNg1mf7JB6pVgsRt2xBkKBMFabGaut736mBKE3kmWZ+spGAt4gRquBdHvqaX9HrVHFy5N0IBaTQZbj+yZJNBKl7lgDkXAEa4YFS5o5abEIPcc5fSJ9Ph8PP/ww77zzDo2NjW2296TOMd3p8LYyvnhrLXvXHiQcjKBUKSgYls+F109l8mXjxODUGaqpqGXlm2vZ+tlO/C0BJEkis5+NGVdPZuYNU097YysIQnI5a5tZ+dZaNi7eisfpBSA1y8r0qyYz+8ZpGK1tu2AC2PLSyS22U7HnKEaLod19ZFkm4A0wemZypp0fP1TFyrfWsn3FboK+EAqFhL0oixnXTOGCayeLwXPhtEQO1Za/xc+qf65n3fubaaxxIssyRouBSQvGMufmC8jIS092iL1CNBplw0dbWf2vDVQeriEWjaHRqxk9azizb5xB0aiCZIcoCEIHZFlm+4rdrPrnesp3HyUajqLSqBg6pZhZ35jO8GmDE/5u8fgiVry+mpgclKoAAJTgSURBVFAgjEbX/kxcT1MLRquB4vFFXXUICYVDYda+t5k1izbgqKgjFpPRGjSMmzuKOTfNELV9+7hz6r734x//mJUrV/L000+j1Wp54YUXePTRR8nJyeHVV1/t7Bh7hU2fbucvD77Axo+3oVAqsKSb0Bq0HNpWxov//Sb/+sNHyKcZvRagYs9Rnrz37yx/7UvCwQjmNBNGq4Ga8lre/u37/P3HrxLwBZMdpiAICdQeredP9/6dj59Zhtflx5xqwpxqxFnrYtGfPuYvD76Aq8Hd7u8qFAouvHYKIOF1+9rdp6mmGaPVwJTLx3fhUbTvwKYS/nTv31n19jpiURlLmgm9Wc+xg1W8/pt3efnnbxMOhU//QkKfJnKoU3ndPv72vZf51+8/or6yEaPVgDnNRMAXZOmLK3ny3r9Tebg62WH2eNFolDd+s4h//PJtyncfRWfSYkk3ARJr39vEn+9/jp1f7E12mIIgJCDLMoufWcZzP36N/RsOodGpsaSbUKmVbFu2i7997yW+/NeGhL8/8sJh5AzIpr6yMT4j6j9EQhE8jR5Gzxre7QP94VCYlx55i9f/912OH6pGb9ZjTjMRi8RY9fY6nrz3OQ5uLunWmISe5ZwGpRYvXszTTz/Nddddh0ql4oILLuDnP/85jz/+OG+88UZnx9jj1VTU8ubj7xHyh8gttmNJN6M1aDFaDeQUZWGw6Fnx2mo2L9mR7FB7tKA/yEs/f4v6443kDswmNcuKzqBFb9KRVZBBmj2V7Sv28OkLK5IdqiAI7ZBlmVd/9Q7HD1ZhH5BFek4qOqMWnVFHRl46WQU2Dm8t453/+zDha0xbOJHpCyfiqndTd6yBgC9INBLF5/ZTXeYgFotx9Xcvo2BY97Yfb2n28vLP38JV7yF3oJ2UDAtagxaDWU92/0xSMixsXLyVz99Y261xCb2PyKFO9cFfl7Bv3UEy8tLJ7GdDb9KhM2hJy07BPjCb6vJaXv7F20QjfW8G2dlYu2gTq9/dgDnVhL0oC6PFgNagxWozk1tsx+v289qj/6KxxpnsUAVBaMfu1fv59PkVaPQacgZkY0oxojVoMaeZyBmYjRyT+dfvP6Ji77F2f1+jVXPbr24gLTuFqpIa3I0eIuEo4VCEJkczjiN1FI3pz7UPXdHNRwYrXlvNpk+2kZppIbt/JgazHp1BS0qmldyBdlwNLv7xi7fxurzdHpvQM5zToFRTUxOFhYVAvPZBU1MTADNmzGD16tWdF10vsfHjbbgbPAnrR1nSTEQjUVb/a4OYLdWBXav2U13qILOfDYWi7UdTZ4wPUK3/YEvCWRSCICRPyfZyynYeIT0nDaWqbY0ltVaNxWZh16p91B6tb/c1lColt/7P9dz406vJ7GfD3eCh7lgDPo+fwRMG8u3f3cpFt1zQ1YfSxrZlu2iobCSrwNZuZ0CDWY9Kq2LNuxsIBcVsKSExkUP9m7POxeZPt2NKMbZbJ06pVJCRl86xA5XsW38oCRH2DtFolNXvbkBCatMKHuLt4LMKbDQ5mtkiHpAKQo+09r1NhIJhUjLa1oCTJIn0nFS8Lh8bFm9N+BoDxxby3afvYfpVk4hFY9RXNtJY3YTOoOXSuy/iu3/7FqmZ1oS/3xVCgRCrF21Eo9Ogb6dOoKSQyOyXQd3xRrYt392tsQk9xzkVvygqKuLIkSMUFBQwbNgw3nnnHSZNmsTixYtJSUnp5BB7vu3Ld6M1aDqsGWVJN3Nk33HqKxtF+9wE9q0/iByTUWsTdySy2izUHaunZFs5Y2aP6MboBEE4nQMbSwj6Q9jy0hLuY04xUl3m4MDGw2QVZLS7j0qt4uJbZ/L/2bvr8Davs/Hj30dMlmwZJHMc22FmatOkTVJKmVdaB+3ednvXbe/2G7zbOuo75q3ttjJD2ialNG2gYWY0xySzxazn94cTt6khZEu2cz7XlWurdSzdsuXnnOfAfV9y6xyqDtUQ9IVIsprIHZmVsNx8+z45hKSUup1sO8mSZqappoXKA8cZMbUwjtEJg4kYQ33q2PZS3G1eMgsyemyj1WuIhCIc2nxMlDDvQV2pg7oyB5ZubmZPUigUqDQqdq/ez+X3LYxjdIIgnI67zcPRbaUkpXSfcxM6JqYMSTp2fbSP2//f9T2Oh/JGZfOVX99Jc20LjdUtKJUKckZk9pjPs79V7D9Oc00rVnvPk2FKlRJJ6hhrXXzT7DhGJwwU5zQp9cUvfpG9e/cyf/58vv/973PVVVfx17/+lUgkwh/+8Ie+jnHA83sDqNS9V15SaVT4PQFC/lCcohp8/O4ACmXvm/eUKgWxqExQ/BwFYcAJ+UNICnqdOJIUEpJCOqO/YbVGTdGkgr4M8Zx5XX5Uqt67TJVaSTQSE9d5oVdiDPWpgC+EBKft+yVJIijySfYo6A8RjcTOYCyqxOf2xykqQRDOVNAfIhqNodNqe22nVKsIB8NEwhHUmp4X8QHSslNJy058kYigP0QsGj1tIRiVWoXPJa5PF6pzmpR6+OGHO///ggULOHLkCDt27KCwsJCJEyf2WXCDhdWeQsX+qh4fl2MybQ4nQX+QTct3MGxsLhPmj0Fn6P3Cc6FJsVlOmzMiFAij0qgwp/Z/+VBXi5s9aw7gbHKh1qoZMa2QgvF5ooqiIPQgyWpCljuuebIs42r1dN5I6k06TCkm5FgM5I62JwV8QfatO0Tj8WYkCfLH5DB61ohedyXFW2pmMsd2lPXaJugPodaqTnlvgvB5Ygz1KXOqCUkhEQ5FeixRHvSH8Dp9HD9cy4fPrGXM7BHkjMiKc6QDm9lqQq1VE/SFet1tHvKHzqi0/PmKxWKU7CynbG8V0XCE1CwrExeM7bGqqiBc6IwWAxqdmqA/iMGsJ+AN4m7zdE42m60mNHoNQX+QtOzUUyZ4ao7VcWjzMYK+IKYUExPmj4nL3/mZSjp5ffKH0Jt0PbYLh8JY7cnxC0wYUM67dnUgECAvL4+8vLy+iGdQmnXVFEp3lRONRLvcRHnavdSWOnC3etCbdKx8cjVIEmk5Vq752hLmXDtdTHKcMOWyCax9ZRN+t7/bM8cAbQ1OsgptFE/pv90T0UiUd55YxdqXNuJqcYPUcZOtNWgonjKcL/zoph6PHQnChWzSwnG88/iH1JU7cLV4CPlDyMggd+yQ0hm0mJKNpNiSmXDxGGRZZvPyHbz9jw9ormkFWUamY0dkzogsbvvedYycXpTotwXA1MWT2PruLoL+ENpuct8AtDc6KZ5aSN7onDhHJwxWF/oYavSsEaRmW2lvdHapBhWLxqgvb6C5rpVIKErJrjIq9lehM+kYN3ckt//gxrjnRhmo0nPTGDmjiD0f78eYbOh2XBkORQCYccWUfo2l6nANL/7yDSoPVhMORpAkkGWw2pNZ8sUFXHbnxWLcKwifozfqmLZkEh8+vRZnsxt3q4doJIokSciyjFKtxJJmBmTmnrh3bG9y8uIv3+DAxqMEPAEkhYQsgynZwOyl07jx4avR6Lofr8RT/pgc8sfkULq7Ar3J3m2boD+EQqlk2pJJ8Q1OGDDOKdF5NBrl5z//OdnZ2ZhMJsrLywH43//9X/7zn//0aYCDwfQrJpM9IpP6isZTdvp42r1UHqzG0+pBo1MzbGwuWUV20nNTaXO089zPXmP9G1sSGPnAUjx1OGNmj6C5rq3L0R5ZlmlvdAIyl9158Wm3gJ4rWZZ59Xdvs/zvHxAKhrEVZJBVaCeryI4hycD+9Yf52zf+Q3Nda7+8viAMZvZhGWQW2nBUNBH0BlDr1OgMOnRGHWqNGq/LT0NVMyOmFWJKNrJh2Vae+9mrtDnaSc9NJavI3lF5M8PC8UM1PPatZzi2s/fdSfEy/qJRFE0uoLG6mfDnEpnLskxLXRtqrZpFd4kbLqF3Ygz1KZ1By2V3XkwkFMHZ7O4sBiPHZKqP1tFY3UwkFMWamUze6Byyiuxo9Rq2v7+Hfz78FJ52UakJOo43XnrHReiT9DTXtHYpqhMJRWiobCR/TC6TLxvfb3HUlNTz9288ybEdZSSlmMgqtJFVaMeWn4633curv32bd58QFZQFoTvTr5iEz+2jubYVSQFag7bzHzI0VjURDkaYunginnYv//jmU2x/fw9avYasIjtZhXYyh2cgy/Dhs+t4+scDo2qpQqHgsrvmo9aqaalv63J9CgXDNFY3UzylgLFzRyYoSiHRzmlS6pe//CVPP/00v/nNb9BoPp2BHT9+PP/+97/7LLjBIinFxFd/cxc5IzJxVDRSX9FIS30blQeq8XsCaAwa8kbnYLR0bFtWa1TY8tORZZm3//6BGFSdoFAo+OIvbmfcvFG01LVSV+ag1dFOc20rtSUOotEY13xtCfNumNlvMZTvq+KT17ZgSjZitSejPJHnQpIkDGY9mcNtVB+pY9Wza/stBkEYrPzeAG0OJ3qTFkmpIOQPEQ6GCQfChAIhlCoFepMOR2UjrhY3b/3tfWJRGVt++ilHd7QGLZmFNpzNLt7407sDomqpWqPmy7++kxFTh9NU0/Lp9ammhdqSehRKBTd/+xqmLrqwjl8JZ0+MoU516Rcu4vL7FhIOhqktddBS10ptaT1NNS0gg9Vu6SxyIEkd1eVsBRmU7qrgk9c2Jzr8AWPsnJHc8YMb0OjV1JZ0/PxaHe3UlzfQcLyZYePy+Opv70Jv7Pn4zPl657EPaTzeTFaRHb1J1zlBr1IrSctJRaPTsPLpNTQe7776qiBcyKoO1qDRadAaNERCUcKBMOFgx/gpGomiM+lQqVVUHarhk9e3ULqrAtuwdEzJxs6/NYVCQXK6Gas9me0f7GHfJ4cS/K46TFs8kRsfvhqFQqK2pJ7mE9enujIHzTUtjJxWyJf/787T5skShi5JPofRflFREY8//jiXXnopSUlJ7N27l+HDh3PkyBFmz55NW1tbf8R6TlwuFxaLBafTidncc1WSvuBp97L9gz1sfXcntSX1HD9SS3KGBVteWscs9+dEI1EclY3c88htzL9ZVBo4KRQIsXftQTYt305dWQMqtZIxc0Yy++pp/Z7T6YVfvsFHz60juzizx9dpa2hHrdPws7e+S1KKyB0jCCdtXrGDf33veTJyU/F5ArQ52vG7AyB15EtIsSWj0ihxNbuZf8scPn7hE+zDMnrMHeX3BPC0efnWvx8YMNXs/N4Auz/ez+YVO2isakKtVTNxwThmXjmFvFHZiQ5P6Cd9OZYQY6iuZFmmZFc5W97ZyZFtpVQerMbv8pM7MoukVBMKRdc11KbqFqxZKfx02f+g6SWP0oWmvryBze/sYM/qAwR9QVKzrMy6eirTlkzC0ENqhL7QUNXEz275PWp1z3n15JhMbamDGx++mqvvX9RvsQjCYBONRPnZzb+nvryBFJuFtkYX7Y1OopEoao2K5AwLyRkWmqqbGTN7BC317bTWtZGe23Mi89pSB1MXTeDBP98Xx3fSu6rDNWx9dyf71h0iHAxjG5bB7KXTmLRwXL9OmAuJc6bjiHM6A1VbW0tRUdc8H7FYjHA43M13XBhMyUYW3DaXBbfNZd2rm3jmJ6+QVWTvcXJDqVIix2TqSh1xjnRg0+g0TL98MtMvnxz3167YX4VWr+114suUbKTV0Y6jolFMSgnCZ3Rcy2TUWjUWrRpLDwUJWuvbKd9biSzTazJznVFLa3079WUNA2ZSSm/UMeea6cy5ZnqiQxEGKTGG6kqSJEZMLWTE1EJkWeZ/Ln2EgDeAJb3nAawp2UB7g5PW+jbswzLiGO3Aljncxg3fuIobvnFVXF+3ttSB3+UnudDWYxtJIaFUKag6WB3HyARh4HO1uGmua8WUbESj02DLS8OWl9alncFsoGxPFTIyxuTeCwcYknSU76tCluUBk1Ygf3QO+aNzuOU71yY6FGGAOafje2PHjmX9+vVdvv7aa68xeXL8JxIEId4GwGkiQRAEYRASY6i+JDrjwUgWvzdBEAThM85pp9RPfvIT7rrrLmpra4nFYixbtoyjR4/y7LPP8s477/R1jINSVpEdjU6D3xMgFo3R1uDE2+5FlkGfpCPFZsFg7qiQklXUfSUCIf4KxudTtqey11UFT7sXU7IB2zBRgU8QPiuz0IYkSURCEVQ9lHcP+IKo1EqGTxhGxf7j3VYt7WzrDaLRqcnsZeVd6J2r1c2OlXvZ9t4u2hqcGCx6pi2ayMyrppCWfeq2f2ezi+0f7GHbe7twtrgxJRuZtngiM66cMqDKSw92YgzVO0mSKBifx85V+0iyRmg/cYwlFAyjVClJTjeTnGHB0+7DmpWCVXw2B4SsQht6sx5vu6/X43vRSJRhYy/MapOC0BNzahJpWVbqyxs6cxB3x+fyMXrWCFodHcf3ejuS63MHGD1rxIDZJTXYyLLMsZ3lbHlnB8e2lxGLxcgdlc2ca6Yz/qLRp4xdZVnmyLZStqzYQcmucmQZho3LZfbSaYydM7LXUwFCh7PaKVVeXo4syyxdupRXXnmF9957D0mS+PGPf8zhw4dZsWIFixaJM+IARZMLyB+bQ9WhGsr2VtJS10o4GCYS7hhgVR6opmRXOZY0M1MXTUh0uMIJM6+ags6ow93WffL5aCSKp93H9CsmY7Z2fzRJEC5UkxeOIzXLSkt99zlxZFmmtb6NnBGZXP3AIlLsyadtmz82h+Ipw/sz7CGr6lA1v777bzz/s9co21OJp91LXYmD1//wDr/6wp/Zs+ZAZ9uyvZU8eudfeOGXb1Bx4DieNi/VR2p59bfLefQLf+bAxiMJfCdDgxhDnbk5104nFo1ydHspNcfq8Dp9RMNRgt4g9eUNHNtRhqvFzdxrp4t8UgOEfVgGY+eMpL3JRSwW67ZNe5MTU7KRGVdMim9wgjDAKVVK5l0/k0goQijQ/THugDeAJElcdOMs5l03g1AgRDgU6bat3+1HqVQwW6QaOCfRaJRXfvs2f/zqY6x9eSNtDe24mt3sWLmHv3/jSR779jP4PX4AIuEIL/ziDf78wBN88sYW2htdOJtdbH1nJ3996N/85wcvEPQHE/yOBr6zmpQqLi6mqamjYsaSJUuw2+2Ulpbi8/nYsGEDixcv7pcgB6OTO6D8ngDRcBSNTo1ap0GtVaPRq5FlGb/bjznV1OuMuBBfhROHcdGNs/C0eWh1tBONdgysZFnG5/JTX95A7sgsFt89P8GRCsLAozfpuf4bV6JSq3BUNhIOfjqwCvlDJ1YAjdz48FIsaWauffByJEmioaqJyGcGVsETbc2pSdzwzavFKt85cDa7eOK7z1FXVo+9IAN7QQZWezIZeWlkFdlxtbh5+scvU3Wompb6Np747nM0Hm8mc7gN+7COtrb8dLKKbLQ1Onnyhy9SU1Kf6Lc1qIkx1JkbNjaXaCSG3x1AoVKi0XeMn9Q6NSqNiqA/RNAfJH9cbqJDFT7jmq8tISMvjbqyBvyeQOfXo5EozbWtBH0hFt+7gIw8sdNcED5v7vUzGDmjiIaqJtxt3s7Kw7GYjLPZTXNtG5MWjmfKZeO5+ObZFE0uoKGiEU/7Z9vGaG9y0epoZ/oVk5g4f0wi39Kg9eHTa1n17Dq0Bi3ZxZmkZlmxZqaQXZSJJd3MjpV7eenRNwF4918fsfqlDehMOnKKM0nNSiE1M4Xs4kzM1iS2rNjJa79bnuB3NPCd1aTU5wv1vf/++/h8vj4NaKjwewMc3HiUjJxUjMlGwqEIAW+AoC9IKBBGq9dgL8ig8UQ5cWFgkCSJW797LUu/tgS1Vo2jooHaUgd1pQ68Lh9j547iwb/c1+XYiyAIHWYvncY9j9xCWraVppoWaksd1JbW0+poJ7s4k6/+5k7GzhkJwEU3zuLO/72JFHsyjdXN1JU5qC2pp62hndxR2dz/+3sYOW1gJDgfbLa+u4u6sgYyC2xdto0rFBL2YRk4m92se20zW1bsoLGqmcyCDJRKxefaKsgclkGro50Ny7bE8y0MOWIMdeZ2rtqHUqXENiwDhSQR9AUJ+DrGUHJUJjUrBaPFwPb3dyc6VOEzckZk8eCfv0jxlALcrR5qS+qpLXPQUNmEwazn5u9cI6ruCUIPDEl6vvaHe5l19VTCwXDH/UeZg/qyBuRYjAW3z+VLj96BWqPGlGzka3/6ItOWTCLoD1H3mbYAl911Mfc8cqs4NnYO/B4/q1/cgEarxmw1dVkY1Zt0WNKS2LlqH8d2lrHu1U3ojVqSUoxdnstg1mNKMbHl3V00VjfH6y0MSueUU+qkzw+whE8d2nSUlrpW7AUd5c7dbR78ngCyDFq9BnOqCYVSQW2Jg90f7ydnRFaiQxZOUKqUXPfQFSy4bS571hykvdGJRqdm5PQiCsbniV0bgnAaM6+ayqSF49i37hCOikYkhYLckVmMnTsSlfrTbkeSJOZdP5Opiyeyb90hGquakBQK8kZnizP452nLih2oNaoef4aSJGGyGNj54V70Jh1avQaFsvt1KkkhYTQb2Pb+bq77+pXoDNr+DP2CIcZQPdu8YgdqrRr7sHRs+em4WtxEwhEUSgVJKSZ0Ri3OZjd71hzA3eYRlXAHkPwxufy/577BsR1llO+tIhKOkpqVwqQFYzFaut60CYLwKXNqEg/8/h5qS+s5uPEofk8AU7KRCfPHkJ5z6oJ4SoaF//rzF6k5VsehzccIeIMkpRiZuGCcyAN5Hg5sOEKro52MvJ43IJhSjNSWOPjgP6txNrp6zTNstpqoK3OwZ/UBFt9zST9EPDSc1aSUJEldbsjFDXr3XC0ekOlM9mtOTcLcbXl0uaOtMOBY0szMv3l2osMQhEFJq9cy/fIzqySmN+qYeeWUfo7owiHLMq0NTrSnmTzSGrR42j2EgmG0Bs1p2moI+kJ4nT4xKXWOxBjqzMiyTKujvfMzqdGpScu2dmmn1WvwOn142rxiUmqAUSgUjJpRzKgZxYkORRAGpeyiTLKLMk/bTpIkckdmkzsyOw5RXRhcLR5kWT5lEfXzJEkCCdoanAC9LqJKio62rhZ3n8c6lJzVpJQsy9x7771otR0D0kAgwAMPPIDReOrKx7Jly/ouwkFKq9cgyzKxWAyFopdTkhJo9L3fDAxG4VCY44drCfqCJFlN5IzIEoNvQRB61FLfRuPxZhQKiZwRmWJF/TxIkoTOoMXZ4uq1XSQcQanq2E0VCUd7bRsNR1GqFOhOM3kl9EyMoc6MJEnojFoCn8lJ1J2Oyp2KITmGaq5rpam6BYVSQU6xXVwPBUHoUSQc4fjhWgLegLjn6gMdCyJncA8P6ExaZFlGjskdk0/d6Hi8Y25A6NlZTUrdc889p/z3nXfe2afBDCUjZxRhSjbibvVgSTN32ybgC6LWqBk9a+isJEUjUda8vJFPXt9MQ2UT0WgMtVbF8PH5XHrnxUy5dHyiQxQEYQCpKaln5VOr2bPmYMdNqARJVhMzr5zCki8uIDndkugQB6Upi8bz/r8/RpblHgen7lYP4y8aTWq2ldUvrifFZum5bZuHaYsniZvj8yDGUGdu6qIJvPv4ql4/v64WN2Nmj8RqT45vcP2o+mgtHzy5hn3rDhLwBkHq2Gk/6+qpLLl3QQ877gVBuBBFI1HWvbqJda9txlHZSDQcRa1VUzAuj0vvvIgpl00Qk1PnYNSMIowWI+5WL5a07q+5AW8QtUbF7Gumc/xwLZ52L0nW7nfsBjwBtHoNo2eN6M+wB72zmpR66qmn+iuOISc1M4Wpiyey5uWN6E16NLpTSxafrERSOHEYo2cOjUmpaCTKsz99lQ1vbkWpUmJJN6NSqwj5QxzZVkL5vipu/vZSFt5xUaJDFQRhAKjYX8U/Hn6appoWzNYk0rKtyLKMu83LB/9ZzdEdZXz9r18ixZac6FAHndlLp7H+ja0017aSlm3tMjB1NrtRqlVcdOMsUmzJbHlnJ631baRmdT0m1d7kQqPTMO+GmfEKf0gSY6gzN+vqaXzy2maaalpIz0nt8vl1tbhRqpRcfNOsIXPTVbqngse+9QzNta1Y0j5zPWz18N6/PuLo9jIe+ut9YqJeEASi0SjP//x11r+xBYVScco919EdpZTvr+LGh69m0V2iWvjZSstOZcpl41n36mb0STo02m7u4etaKZ4ynLnXTefwlmNsXr4DnUmHWqPq0ralvo0xs0dSOGlYHN/F4HNW1feEs3Pjw1czds5Imqqbaapuwe8JEPAFaXW0U1fWQFahjXt/ftuQSea76e3tbHx7O5Z0M7b8dHQGLSq1EoNZT1ahHUmCZX9+j6rDNYkOVRCEBAuHwjzzk1dpqW0lu8iOJS0JlUaFWqvGak/GXpBB+b4qXhVldM9J7shsbv3utShVSupKHbhbPQT9HTmh6socBLwBFt8znymXTWD4hHxuengpALWlDtxtHW097V7qyx2E/CGu/PJljL9odILflXChyCnO5LbvXY9Ko+r6+S1vwO8JcNld85m2ZFKiQ+0ToWCYZ3/yameVUnPqZ66HmSnYhmVQuruCN/74TqJDFQRhANj6zi42LNtKktXU7T2XUqngrb++T8X+qkSHOijd+PDVjJ5VTOPxZppqWgh4T9zD17dRV9ZAdpGde392K0qlklu/ey3FUwpoqGqiuaaFgDdIwBekpa6N+vIGckdlc/dPbxkyCyj95byq7wm9MyUbefAv97H25Y1seGsbrfVtABjNBi6+eTaX3jGPtOyeM/sPJrFYjE/e2ALIGM2GbttYM1OoLaln67s7yR+dE98ABUEYUA5uPEpNST3pOandntlXaVRY0szs/+QwDVVN2PJ7rmwidG/e9TOxZqaw9uWNHNpyjECzG6VKwcjpRcy/ZQ4zrpjcOUhacNtc0nOsrHllI0e3lRLwBFGqlYyeNZL5t8xh6iJxDECIrznXTifFnsyalzd0VJY6+fmdWsj8W2Yz48opQ+Yzuf+TQ9SVOU5cD7u+J7VGhTk1iT1rDtJc2zJkxo6CIJw9WZb55I0txOQYpuTuj9Sn2JOpLXGw+Z2dFIzPj3OEg5/ZmsRDf7mPta9sYsNb22hztANgtBi45La5LLhtbud1ODndwjf+8ZXO+31nU0c+z6QUI5feeRELbpuL1S6qIZ6OmJTqZ4YkPVd+5TIuu+tiGqtbkGMxrJkpPU7cDFbNNS3UltT3mu+gI3mpjj1rDnLLd66NY3SCIAw0JTvLiUaivSYpTko2Ulfm4NjOcjEpdY7GzBrBmFkjaKlvw9PuRWfQkpGX1u3N/Lh5oxk3bzTNda14nT70Jl23R6cEIV5Gzyxm9Mzizs+vVq/Blp8+5D6TndfDz6V6+Kwkq5H6sgaO7SwXk1KCcAFrqW+j+kgtZmvv91x6k469aw5yx/dviGN0Q4fRYuSqry5i0d3zO+/hU7OsGJL0XdompZhY+rUlLL73EpqqW5BlmbRsK3pT17ZC98SkVJxodBpyik9f2nOwCgUjxKIxlMrejyIqVQrCgXCcohIEYaAKBcMgy722kRQSkkIiEorEKaqhKzUzhdTMM1upS8uyktZNbilBSJSz+fwORqFgGE4z0aZQKJAkcT0UhAtdOBgmFoudNv2LUqUgFAz3WjBCOL2zuYfX6rXkjMjq54iGJjEpNYh5XT52f7yfmmP1AGQV2phy2YQet3L2J0taElqDloA3gM6o7bFdwBskbwge3asrc7D74/04m91o9RpGzihi9MziIZMvTOieo7KRXR/tx9nkQq1VMWJaIWPnjOyX37vfG2DP6gMcP1xLLBrDlp/G1MUTe6zuOdB1JC+Xei2jGw6GkSQJS/rgfI8DgSzLVB+tY++aA7jbvOiMWsbOGUnx1OGnLXUsCEOVLMtUHjjOvk8Od+4KHH/xaAonDkvIzVtKhgVker15DAXCKJQKkjOGVqLzUCDE3rUHqdh/nGgkRlqOlWmLJ4oCF0NcKBhm/yeHKNtTSTQSIzUrhSmLJvTLgogsy9Qcq2PP6hP9oEHLmDkjGDGtcFD2g5Y0MzqDloA3iN6k67Gd3xukYLhNTEidh8+OveVYDNuwDKYumiAqofaDhE5KPfrooyxbtowjR46g1+uZM2cOv/71rxk5cmRnG1mWeeSRR3jiiSdoa2tj5syZ/P3vf2fs2LEJjDzxNr29nTf/8h4t9W3IJ3YbSBK8/fcPuOa/Lo97RZqkFBNTLhvP2pc3Ykkzd3uTGQ5FiMVkZl8zPW5x9Te/N8Arv36L7R/swefyI0kdn9mVT68hb3QO9/78tiG9Q+5CFQqEePV3y9myYgde54nfOx2/99xR2dzz01vIH5PbZ6+36+P9vPrbt2mqbiEWiwEgASv++SFL7lvIknsvGXSDjimXjee9f63C1erpseRuW4OT9Lw0xs0d2e3jQu+8Ti/P/+IN9q45iN/j79yJsfKpNRROGsa9P7+NjNy0BEcpnAsxfjp3zmYXzz7yKoc2HSXgDXKi42bl02sYOb2Qe392W9wnRKYsmsAHT63B3ebF3ENZ8baGduwFGYyeNTQqNgMc3HSUF3+1DEdFA7GY3LF7VpJ457EPufQLF3PV/Zeddge+MPgc3V7K8794nfqyBqLRKCB1jGke+5AFt83l2gcv77PFPa/Lxwu/eJ09qz/bD3b8vQ+fmM89j9yKfVhGn7xWvBiS9ExbMomPnvuE5PTu77kioQixSJS51w6de65427lqL6/+bjnNNS0d1yc6xt7L//EBV365IzXPYBt7D2QJnR5et24dDz74IFu2bGHVqlVEIhEWL16M1+vtbPOb3/yGP/zhD/ztb39j+/bt2O12Fi1ahNvtTmDkibX13Z08//PXcDa7sOWnk1OcSU5xJvZhGXjbfbz06DI2vLkt7nEtvH0eKfZk6isbiUZjpzwWCoRpqGxk+IQ8pi6aEPfY+kM0EuXZn7zCutc2o9KoyC62k12cSc6ILCzpZsr2VvKP/36SxurmRIcq9KFYLMZzP3+d1S+sR6FUkl104vdenEWKLZmK/cf5x8NPU1/e0Cevt3/9YZ764Ys017aQkZva+feeOdxG0B/kjT++w8qn1/bJa8WTfVgGs6+ZhqfNg6fd2zm5Dh03020N7cRiMS6/dwEaXc95p4TuhQIh/vW959m8Ygdag+bEZ7TjX5LVxOEtx/jHfz9Je5Mz0aEK50CMn86N3+Pn8W8/y65V+9An6Tv/LrKLMzGaDexdd4h/futpvE7v6Z+sD2UXZTLjysm4Wtx4nb4u18NWRztIEovvXYBa03PeqcHk6I4ynvjuszgqG0nPOdG3jcgia7iNSDjK8n98wDuPfZjoMIU+Vr6vise/8yx1pQ5Ss6zkFGd1jGkKbcgxmXefWMUbf+qbKpPhUJj/fP8FNi/fgVb/2X4wiySriSNbS/jnw0/T1tDeJ68XT/NvmYM1M5n6igaikegpj4WDYRyVjQwbl8v0yyclJsBBbu/agzz1o5doqWsjIzft03vt4TYCviCv/X45Hz33SaLDHFISOin1wQcfcO+99zJ27FgmTpzIU089xfHjx9m5cyfQ0RH/6U9/4oc//CE33HAD48aN45lnnsHn8/Hiiy8mMvSECQVCvP33DwiHItjy01GpP11JUKqUpOemIsdk3nlsJX5vIK6x5Y7M5suPfoHUzBQc5Q3UlzfQVN1CbWk9zbWtFE0u4Ku/vbvbBHGD0aHNx9jx4T6s9mTMVtMps+U6g5bM4Tbqyhv4+AVx0RpKju0oY9t7u0jOsGBJSzplhUqr15A13EZDZRMfPrv2vF8rGo3y9t/ex+vyYR+WgUrz6eZWhVJBapYVtUbF+//5eFBOLtz87Wu46KZZ+D0BaksdNFY301DVRG1Jx5Hk679+JRffPDvBUQ5Ouz/ez/71R0jPScWUbDzl+qQ36bAX2Kg6VMP617ckMErhXInx07nZ9t5ujmwvJSMvHaPZ0Pl3IUkSBrMe+7AMSndVsGn5jrjHdtv3rmPe9TPwufzUltR/5nroQKGQuOG/r2Le9TPiHld/kGWZ5f/4AFezm8yCDNTaTyfaFEoFVnsyOqOOj577RCzsDSGyLPPO4x/S2tBO5nDbKYn9FQoFKTYLRouBda9upubEOOB87Fl9gH3rDpGWnYoppWs/mDncxvHDNax9ddN5v1a85RRn8tXf3EVaTiqOisbOe666MgdNNS0MnziMr/72boyW+Kd0GeyikShv//19/J4A9mHpp4y9lUoFaVlWlCol7/37I1wtF+4iT18bUAdpnc6OmyqrteM8cUVFBQ6Hg8WLF3e20Wq1zJ8/n02bBt8FpC/sX3+YxuPNvSb8tNqTaa5tZc/qA3GMrMOY2SP50SsPc+ePb2bs3JHkjspi2pJJPPD7u/mfpx4cUkdFtryzg2gk0uMkm1KpwGQxsO39PXFfdRX6z9Z3dxEKhDFauq+gqVAqSLKa2LVqH22N5zdRVLKznONH60jNtPa4RTjFZsHd4mbHyr3n9VqJoNFpuPdnt/Gtfz3AwtvnkT8ml8KJw1j6tSX8v+f/myu/cpnYGn2ONr69HUmS0Rm6z/GnUivRGbRseGsboUAoztEJfU2Mn05PlmXWL9uCQqnoscqdWqNCpVGxYdnWE8eK4ker1/LFX9zOw/96gAUnr4eTCrjmwSX84MVvcvkXFwyZ62HlwWrK91Zhtaf0+J6S08142n1sf393nKMT+kttqYMj20pJybD0+Hs3pybhc/nY9v6u8369Tcu3I8tyj7lulSolOqOOzW9vJ+ALnvfrxdvI6UX86OWHuesntzBu3ihyR2UxddEE7v/dPXz36QcH3bHEgeLItlJqjtVjzez5+pRiT8bZ5GLnqn1xjm7oGjCJzmVZ5lvf+hbz5s1j3LhxADgcDgBsNtspbW02G1VVVd0+TzAYJBj89MLicrn6KeLEaKhqRo7Jp6wqfd7JGd2GqqZ4hXUKszWJhbfPY+Ht8xLy+vFSdai2xxu+kwxmA84mF43VLRSI1Yoh4fiRWrT63o+TGS0GWupaaapu7khge44aKpuIBCO9Fg9QKBXIJO7v/XxJksSIqYWMmFqY6FCGjJPJzU9XithoMeBu8dDe6CQjLz1O0Ql9ra/GTzC0x1ABX5DG4y09LiicZLQYaK1vw+v09VpyvT8oFApGTitk5LShfT1srGoi4AuSmtXzAqukkFAoJOrK+uYovJB4jcebCXgCWHvJ2SZJEkq1qnPH9PmoPlLXayJwONEPtntpa2gns8DWa9uBKCnFxILb5rLgtrmJDmXIaDzeTDQc7fUeT6ns2NfTUNkYr7CGvAGzU+qhhx5i3759vPTSS10e+/wsZW/VSR599FEsFkvnv9zcvks2PBB0JFQ+PVlmUFaUGEwUSul0Fe07P6sKpfhdDBUKRUfFuN7IsRO/9/P8G+w4Giifkl+k57jEZ0z4lEIhnfZzE5NlJAkk8dkZ1Ppq/ARDewylUEgdY6gzuH7TB9dvoWed15wzGEMplENjd5hwIse4dPq+CVnuk7+/jn7wdC8lIyH+3oVPnah9cdrPqYwYP/WlAfGT/PrXv87y5ctZs2YNOTk5nV+32+3Apyt+JzU2NnZZ/Tvp+9//Pk6ns/NfdXV1/wWeAHmjc1Cplb1uMw35QyiUCvJGZ8cxsgvPyGmFBLyBXi9anlYPlgwztnyxC2GoGDGtkFAg1Ovv3d3mwZyaRGbh+a265Y3OQWvQ4nP5e2wTCUdQKCTx9y506th9NrzXzw2Ap81Lem4qVntyfAIT+lxfjp9gaI+hNDoNw8blnvY4vbvd05H4/DQ7qoRzlzc6G4NZj6e959/FyYI5w8bmxSssoZ/ljsru2JnU5umxTSwWIxqJUThx2Hm/XvHUQnzu3vtBd6uHtBxrr7v2hAtL3ugcNHo1fnfPuZkjoQgKhbjX7ksJnZSSZZmHHnqIZcuWsXr1agoKCk55vKCgALvdzqpVqzq/FgqFWLduHXPmzOn2ObVaLWaz+ZR/Q8moGUXkjMyipa6125tiWZZprmslq9DGWFFGvV/NvHoqOpMOV0v3nWs4GCbgCzL32hmnPeYnDB4zrpzSeSyzO5FQBL/bz6ylUzGaz++mJn9MDsVTCmg9UYnu82RZprm2ldQsK5MvHX9eryUMLbOvmY5Ko+rxpi/oDxENR5l3w6w+K70txE9/jJ9gaI+hJElizrUzkBSKHm9U/Z4AEhIX3TBzyORvGojswzIYO2ck7U0uYtGufRtAS10rlgwL05ZMjHN0Qn9Jy7IyacFYXC3uLhXjTmqtb8eclsT0Kyaf9+vNuXY6Gq0ad1v3/WDIHyISijDv+pmo1AMmo42QYAXj8yicNOzE2Lv7e+2m2lbScqxMWjguAREOTQmdlHrwwQd5/vnnefHFF0lKSsLhcOBwOPD7OwYLkiTxzW9+k1/96le8+eabHDhwgHvvvReDwcAdd9yRyNATRqlScut3r8OSZqa21IHf8+lOHb8nQF2ZA1OykVu/e92QKRs8UBVOHMald1yEz+WjqaaFSCgCQCwm42x246hsYsS0QhbeMbRza11o8kfnsOTeBQS8QRqrmwmf+L3LMRlXixtHRSPDJw5j0V3zz/u1JEnixm8tJT0nlbpSB17Xp6XCA74g9eUNaPQabv720iFT1VLoG+PmjWLeDTNxNbtpqWsjEu64AYhFY7Q3uWiqbmbcvFHMHSLVvC40Yvx0bqYumsDMKybT5min1dHeeWMcjcZoa3DSUtfG5EvHM+PK878hFnp3/TeuJHO4jdoyB552b2ffFvKHqK9oRKlUcOM3r8KSNnQmRgVY+rUl5IzIor68AU/bZ37vgTCOyibkmMy1D17ea0GnMzVm9gguvmkW7lY3LXWtXfrBhuPNjJkzkotumnXeryUMHZIkcfO3ryE1K4W60vouY++68gZ0Bi23fOca9Mbec5YJZ06SzyRZSX+9eA+rUE899RT33nsv0DEb+cgjj/D444/T1tbGzJkz+fvf/96ZzPN0XC4XFosFp9M5pFb8ju0s440/vUvVgWpCwY7KSWqNmrwxOdzw31cxemZxgiO8MMRiMT567hM+ev4TWuraTly0ZIxmA5MuHc/N314a90SpQv+TZZnVL27gw2fX0lxzYteiLGMwG5gwfzQ3f+fa80pw/nlVh2t47XfLKdtTSdAXQlKAQqkkZ0Qm1z54OZMWiJUaoatIOMJ7//qYda9tor3R1fk5TbKamHb5JG785tViMvMMDbSxRDzGTzDw3ndfCAVCLP/nSja+tf2UHa+W1CRmLZ3KdV+/Aq1e7G6Oh/ryBl797dsc3V5GwBvoSG6uVJA53MbV9y9mRh/slhEGnsbjTbzy27c5sqUEvyfQkcNNqcA+LJ0rv3wZs6+Z1mc7FaORKO//ZzVrX9lIW4Ozsx80pZiYtmQiN37zKoyiEJHQjcqD1bz2++WU760k6AsjKTo2h+SMyOTah65g4vyxiQ5xUDjTcURCJ6XiYSgOqE6SZZnS3RXUHOuoUJFVaKN46nCRrC8B/N4ABzcexdXsQq3TMGpGEek5qYkOS+hnQX+QgxuP0t7oRK1VM2JaYb/lD5NlmcqD1Rw/VEM0GsOWn86oGUXi6JVwWl6XjwMbjuBp86IzahkzewQpvVQ/EroaymOJ3gzl9+1qdXNw41F8Lj/6JB1j54wUu3IS4GS10Ip9VUSjMdJzUhk9q1gcp7oA1JTUU7ankmgkSmpmCmPmjOi3Ux4+t58DG47gbvWgM2oZNbO4T3ZjCUObLMtU7D9O9ZFaYjEZW34aI6eLsffZEJNSJwzlAZUgCIIgCP3vQh1LXKjvWxAEQRCE83em4wixDCEIwpAnyzLl+6porW9DqVYxfEIeyel9d7xOEARBEARhKHK1uinbU0kkFMGSbqZw0jCUSrFTRBCEviMmpQRBGNL2rjvIe//+mKoD1QT9HfmYkqwmpi2exDX/tUQc1xAEQRAEQfgcr9PLisc+ZOt7u3E2uZBjMhqdmtxRWSy5dwHTLxc5vwRB6BtiUkoQhCFryzs7ee5nr+H3+LHaU0jLsXZWyfv4hfVUHarhG3//MuZUkYxeEARBEAQBOnIR/uObT3Nw01FMyQbsw9JRKBUEfSEqD1Tznx+8iKfdx4Lb5iY6VEEQhgCREVsQhCGpvcnJK799m0goQlahHb1Jh3SiwktyhgV7QQZluyt454lViQ5VEARBEARhwFj17DoObT6KLT+dFFsySpUSSZLQGbVkDrchSRJv/uVdGqqaEh2qIAhDgJiUEgRhSNr+wR6cjU7Ssq3dlhZWa1QYkw1sf383rhZ3AiIUBEEQBEEYWPzeABvf2obOpEOj674aXmpmCu5WL9ve2xXn6ARBGIrEpJQgCEPSse1lSAoFCmXPlzlzahKuFg+VB6vjGJkgCIIgCMLAVHO0DmeTC7O159QGkkJCrVVxaPOxOEYmCMJQJSalBEEYksLhMApl1x1SnyUpFMhyjGgkGqeoBEEQBEEQBq5oJIock1Eoeh9DKRQKIuFInKISBGEoE5NSgiAMSZkFNiKhKLIs99jG7/ajM2hJy7bGMTJBEARBEISBKTXLitagxecJ9NouFAyRWWiPU1SCIAxlYlJKEIQhafrlk9EaNHidvm4fl2WZtkYnRVOGkzMiK87RCYIgCIIgDDzpOamMu2gUziZXjwt7frcflVrFzCunxDk6QRCGIjEpJQjCkFQwPo/pl0/C2eTC3eY9ZWAVjURxVDaRlGLkii9d2m0idEEQBEEQhAvRknsuIcVmob6ikUj40xQHsizjdfpoqW9j4iVjGTWjKIFRCoIwVKgSHYAgCEJ/kCSJO//3JhQKBds+2I2zyYlSpSQWiwESqVkp3PGDGxg9szjRoQqCIAiCIAwYBePz+cqv7+TZn75K4/EmYjEZpVJBNBJFa9Ay86qp3P3TW1CqlIkOVRCEIUCSe0u4MgS4XC4sFgtOpxOz2ZzocARBiDNZljl+uIbtK/fQWNWMWqdmxNRCpi2egNFiTHR4giAMAhfqWOJCfd+CIHTwuf3s/ng/h7eWEPQFSctJZdriiQyfkC92mQuCcFpnOo4QO6UEQRjSJEkif0wu+WNyEx2KIAiCIAjCoGFI0jP3uhnMvW5GokMRBGEIE5NSgiAIgnABisViuFs9xGIyZqtJHMMQBEEQBEE4A35voKOKt1GHIUmf6HAGPTEpJQiCIAgXkKA/yJYVO1m/bAuOiiZAJsWezLzrZzL3uhmYksWxVkEQBEEQhM+rPFjN+je2sGvVPkLBMEq1kvHzRjPvhpkiT+15EJNSgiAIgnCB8Ln9/Ou7z7Hvk0NICgVJKUYkSaKxqplXfv0WO1bu4Wt/vBerPSXRoQqCIAiCIAwYO1ft5dmfvoqrxY3RYkRr0BAJRdi0fDu7P97PjQ9fzaVfuCjRYQ5KikQHIAiCIAhCfCz70zvsWXMAa2YKmQUZmJKNGC0GMvLSyMhPp2R3Bc/+9FWGeA0UQRAEQRCEM1ZX5uDZR17D5/aTXZxJis2C0WzAkmYmpzgTgDf++A6HNh9NcKSDk5iUEgRBEIQLQEt9G9ve34MpxYTOoO3yuFqjItWewpFtpVTsP56ACAVBEARBEAaezSt24Gp2YctP77byZGpWCn5vgPXLtiYgusFPTEoJgiAIwgXg0OZjeNq9mK2mHtvok3QEfUEObDgSx8gEQRAEQRAGJlmW2f7+bnRGXbcTUiclpZg4uPEI7jZPHKMbGsSklCAIgiBcAAKeABKgUPbc9UuShCRJ+Nz++AUmCIIgCIIwQMWiMQLeIGpt7+m41VoVkXAUvycQp8iGDpHo/BzJsszxI7VUHqgmFo2RnmNl9KwRF1xJ7WgkytHtpTRUNaNQSOSNyWHY2NxeZ5EFQRAuFEF/kIObjtHe6EStVTNy2nAy8tITEovRYgAgGo2h7GFiSpZlZJkBV4FP9DVDi98b4ODGo7iaXWj0GkbNLCYty5rosOKu1dHGka2lBLwBkqwmxs4dJUqLC4IgnFBTUk/53kqikRjWzGTGzB6BWqOOexwKpQKDWU+ro73XdqFAGLVGhdE8sK7jbQ3tHN5SQsAbwJRiYty8gdfXiEmpc1BTUs/rv1/OsR1lBLxBJElCoVKQVWjnmv9awtRFExMdYlzsWXOA5f/4gJpj9UTCEZBBa9BSNHkYN337GvJH5yQ6REEQhISQZZk1L21g5TNraa5pBWTkmIzBbGDiJWO56dtLScmwxDWmsXNHYk5NwtXsIsWW3G0br9OH3qRj4iVj4hpbb/auO8jbf3u/S19TOGkYN39H9DWDSTQa5cOn17L6pQ201rdz8u/CmGxk6qIJ3Pjw1SSl9Hy8dKjwuny88cd32LFyL542D5zYoZhis3DJrXO54ksLL7hFTkEQhJMajzfx6u+Wc3jzMfyeAJJCQlIosBdkcOWXL2X20mlxXZSSJIlZV0/jzb+8Sywmo1B0fW1ZlvG0e7n4xlkYLQNjYc/r8rHsz++y/YM9HX0NEpIEKbZk5t8yhyu/fOmA6WvEpNRZqi2t529f/w8NlY2k2JKxZqYgSRJBf4jaknr+84MXCQXCzF46LdGh9qsdH+7l6f99Cb8ngDUzBZ1BiyzL+Nx+9m84gqOyiYf++iVxsyAIwgVpxT8/ZMVjK1EoFaTnpqLWqJBjMu42D5ve2kZDVSNf/9uXsaSZ4xaTJc3MnOum8/6/P0Zr0HZZJQv6Q7Q3Oplx5RRyRmTFLa7e7Fy1l6d+9BI+T4DUz/U1BzceoaFK9DWDhSzLvP6HFXz4zDo0WjUZuamoNCpisRjuVg/rXt1EY1UzD/71PoxmQ6LD7Td+b4DHvv0MB9YfxpRiInO4DYVSQSQcxdnk5M2/vIuzycntP7gBhUJk2RAE4cLSVNPCXx78N7Ul9SSnW0ixJyNJEqFAmIbKRp796asEfSEW3DY3rnHNWjqVT17fhKOiAXuB7ZSJKVmWaapuwWgxcNFNs+IaV0/83gCPf+dZ9n9yqKOvKfh8X/Me7Y1OvvCjGwdEX5P4CAaZN//yHo6KRrIK7Rgths5ZWq1eg70gg0gowht/XIGn3ZvgSPuP3+Pn1d++TdAfInO4rbOKkyRJGM0GsovsNNW08PrvV4iy4oIgXHCqj9ay8uk1aA1aMnLTUGs61n8khYQ5NQl7QQZleyr58Nl1cY/t2gcvZ/bSabia3dSWOWhvcuFsdlNX7qClrpVxF43mzv+9aUAci/N7A7z62+UEfCGyuulrsorsNNe08Prvl4u+ZhAo2VXOmpc2YrIYSMu2ojrxd6FQKLCkmcnIS+fwthLWvrwxwZH2rw1vbOXgxqOk56aRnG7uzPGmUitJzbJitibxyetbOLT5WIIjFQRBiL93HvuQmmP1ZA63YUoxdo5HNDo19mEZSJLEm399j5b6trjGlZGbxn2/vIPkDAt1pfU017TganHTUt9GbUk9Wr2GL/zwRoomFcQ1rp5sWLaVAxuO9NjXWNKS2LBsK4c2HU1wpB3EpNRZqC2t5/DmYyRnWLpNFCtJEmnZVlod7ez8cG8CIoyP3R8foKWulbRsa7c3LgqFAqstmdI9FVQdqklAhIIgCImz5d1d+Fw+ktO73wWl0qjQJ+nZ+s5OvC5fXGPT6DTc96s7+Orv7mbixWNQKhVICiieUsh9v7yDh/5y34A5PrVn9QGaa1tI76WvSbEnU7q7ksqD1QmIUDgbm1fsIOgLktRD9UeNTo1Wp2Hj29sJBUJxji4+IuEIG5ZtRaVWotVrum1jSjESDoXZvHxHnKMTBEFIrJb6NnZ9vB9zqqnHY2XWzGTcLR62v787ztHBmNkj+d4zD3Hd16/EciIFg8Gs5/L7FvKdpx4cMCelopHo6fuaZCPh4MDpa8TxvbNw/HAtfk+AFHtyj22UKiWyLFN1aOgOkI8friEWk1Gpe/74GMx62hudHD9cw7CxuXGMThAEIbGO7ShDo9OctmxwW0M79WUNFE2O76qaUqVk+pJJTF8yiUg4gizLCUkcejpVh2qIReXOHTXdMSTpaW9wcvxQDQXj8uIYnXC2jm0vQ2/qvZy2KcVIa30bjdUt5BRnxjG6+Gitb6OppuW0E796k55jO8riFJUgCMLAUH2kFq/TR2ZBRo9tFAoFSpWCsr2V8QvsMzLy0rn2wcu55r+WEA6GUWlUA+L422e1nGlfk6Tn6I4yZFlO+A55MSl1FuTYmR0PkCSJWHToHiWIncHP4WRZ8TP9mQmCIAwVsWgMqZskmJ8lKSRkWSYWi8Upqu71triQaHJMhtOMkSRJAunM+iUhsWKx2GkHvSf/buQE/130l47PqXz664MkEYvFBsSNgiAIQrzEYjKcyXXvxDUykSRJQqPrfhdSosknf45n2NcMBANrWm+Ay8hPQ6PTEPAEemwTi8WQYzL2XmZ4Bztbfkc581i05w9xwBtEqVaSkZ+Y0ueCIAiJkjcqm6C/9+NHXqcPfZKe9Ny0OEU1+Njy05A4fV+jUquwDRN9zUCXOyobv7fn8ROAz+nDaDGQmmWNU1TxlWKzYEox4XX2fmzX7/GTNypbTEgJgnBBychLQ2fS9ZraQJZlouEI2UNwN21fSbFZSLImDaq+RkxKnYXCicMYNj6P1ob2HpOqOptcmFJMTFsyMc7Rxc/UxROwpCbR1uDs9nFZlmmpbyNvVDYjpg2Pc3SCIAiJNevqqWh06h4HA7FoR7WxKZeOJ+VETgKhq6mLJ2JOTaKtob3bx2VZpsXRRs6ILEZOL4xvcMJZm3PNdJRKJf4eFvaikShel59ZV0/tUhlyqNDqtcy5djoBb4BoJNptm4AvCJLEnGunxzk6QRCExMousjNqZjFtjc4e77VdLR4MSXpmXDElztENHhqdprOviYR76WuAOdfOiGdoPRKTUmdBkiSu+a8lmJJN1Fc0Eg5FOh+LRWO0OtoJ+IIsums+admpCYy0fyWnW7j8voWEQxFa6tpOWcWOhCI4KpswJOm55sHLUSq7T1InCIIwVBVPHc6MKybT3ujE1eI+5Rhz0B+ivqIBW34aS+5dkMAoBz5Lmpkrvnwp4VCUlrrWLn1NQ1UTBpOeax8Sfc1gMG7eKCYtHEdLXSvuNs8pNxwBX5D68gayizPjXuY73ubfMofcUdnUlzcQ+MzOMVmW8bR7aappYcLFY5i4YFwCoxQEQYg/SZK4+quLSLElU1/eQCgY7nwsFovR1ujE6/Rx0c2zh2Tewb508c2zyRudg6Oi4ZTFoM/2NeMvGsOkhQOjr5HkIV5H2eVyYbFYcDqdmM3dV0I6W/s+OcSLv1pGU3VLR46EE19PsppYdPclXPHlhUN+gCzLMiufXssH//m446ar46soFErScqzc+j/XMuWyCQmOUhAEITFCgRCv/OZttry7E5/L3/l1lVpJzogs7nnkVlEE4gzIssyHz6zl/X9/2tdIdOQeSstO5Zb/uYapi/p/Z3J/jCUGg75+336Pnxd/uYxdH+3D5w505gxTa1Tkj83l3p/dSnbR0L/RcFQ28vSPX6FiXxWhYIgTgyj0Jj0TF4zlzh/diNFiTGyQgiAICXJ0eynP//x16ssbiEY/vdc2JhuZf8tsrnvoigGdE3OgaKhq4ukfv0z53s/2NRJ6k44J88dw149v6ve+5kzHEWJS6hwF/UH2rDlI5YFqYtEYaTlWpi2ZdMEdxXA2u9ixci+Nx5uRFBL5Y3KYtHAceqMu0aEJgiAkXH1FA7s/2k97kwu1Vs3I6YWMmT1CDKbOkrPZxc4P99JQ1dHX5I3OZvKl4+PW14hJqb593zUl9ez+eD+uFjdavYbRs0YwakZRjyXAh6JoNMqxHeUc2nSUgC9IUoqJSQvHkTsya0Dk9xAEQUikUCDEvk8OU763kmgkhjUzmamLJgzp00j9IRaLcWxHGYc2HcPvDZCUYmLigrFxyyUlJqVOuFAHkoIgCIIg9I0LdSxxob5vQRAEQRDO35mOI8RS7XkIh8I0Hm8mFo1hzUzBaDYkOiRBGJJkWaahqomgP4QlLYnk9AtrR6IgCMJQ03Yi55pWr8GWny52BwlCP/E6vbQ62lEoFWTkpaHWqBMdkiAIwinEpNQ58HsDrHt1Mxve3EpLbSuyLHdUAbhyMgtvn0dGnihNLQh9IRqNsmXFTj55fQvVR2qJRWOodWomXDyGBbfPpWhSQaJDFARBEM5Cya5y1ry8gf3rjxAOhFGoFOSNzuHim2Yx6+qpKBSiBo8g9AVHZSNrXt7Atvf34Hf7kSSJtGwr826Yyfxb5qAzaBMdoiAIAiCO7501n9vP4995hv2fHEatVZNkNSEpJPxuPx6nj8yCDB74w73kj87pg+gF4cIVjUZ5+f/eYu0rG5FjMua0JFQqJUF/CFeLmySriXseuTUuSY4FQbiwXajH2Pr6fW//YDfPPvIannYvZqsJrV5DJBLF2exGoZBYePs8bv3edWJiShDOU+XBav75radpqGrCZDGgT9Ijx2TcrR7CoTATLh7D/b+7G71Jn+hQBUEYws50HCF6/bP09t/eZ9+6Q6TlpJKRl4bepENn0JJiSya70I6jsomnfvQS4VD49E8mCEKPNr29g7Uvb8RkMZI53IbRbEBr0GJOTSK7OBO/N8DzP3+dppqWRIcqCIIgnEZDVRMv/OINgr4g2UV2zKlJaA1ajGYDWcNtGC0GVr+4gS0rdiY6VEEY1ELBME/96CWajjeTXWgnxZaMzqBFb9KRkZdGWpaVvWsPseKxDxMdqiAIAiAmpc6Ks9nFtvd2Y7QY0eo1XR5XKBVk5KZSc6yeAxuOJCBCQRgaYrEYn7y2CRkZU0rXUqWSJJGRm057o4tt7+1KQISCIAjC2dj67i6czS4yctO6zR+VlGJClmXWvb6ZIb6JXxD61f5PDlFbUk96XhoKZddbPa1Bi8GsZ8uKnbjbPAmIUBAE4VRiUuosHNtRhrPFjTktqcc2Gp2GaDjC4S3H4hiZIAwtjopGakvqsaT2ss1TIaHRqdn18f44RiYIgiCci10f70Oj1yApek5obk5LovpILQ1VTXGMTBCGlkObjxGNRNFoe05obklLwtns4tiOsjhGJgiC0D0xKXUWgv4QyDLKblYdPktSKAh4g3GKShCGnqAvSDQSQ6VW9tpOqVbi9wTiFJUgCIJwrvyeACp17/V1VGoVsUisY7wlCMI58Xv83e6Q+iylSokck8XfmiAIA4KovncWzKlJKJQKwsEw6h5WH2RZRo7FRMl6QTgPSalJqLVqgv4Qmm6Oyp4U9IdItSfHLzDhjIUCIfauO4SjohGFQiJnZBZj54w87U2pIAhDkzUzhZa61l7bBH1B1FoVZqspTlEJwtCTnGEhFo0hy3K3R2UBQoEwSrUSc2rPpz+ExKkrc3Bw41H8ngBGi4GJl4whLTs10WEJQr8RdwdnYdSMIjLy02mpbSUjL63bNj6XH51Ry6SF4+IcnSAMHWlZVsbMHsGOlXswpRi7HVRFQhGIycy4amoCIhR6s/W9Xbz11/dpPN4MsoyMjFKpJLPQxi3/cy3j5o5KdIiCIMTZrCuncHRrCZFwtNtdsLIs42pxM2vpNFJsyfEPUBCGiCmXTmD1CxvwuwMYzN1X12traMc2LIOR0wvjHJ3QG1erm5cefZN96w7hc/s7jjvHZN76q4HpV0zm5u9cg96oS3SYgtDnxPG9s6DRabjsCxcRjcZwNru6JOIM+IK0NbQz/qIxFIzPS1CUgjA0LLxjHgaznqbqli5/a5FwBEdlI7mjspi6aEKCIhS6s+WdnTzz41dorm0hPcdKVpGd7KJMUuzJ1JbU88R3n+PgpqOJDlMQhDibtmQiOSOzcFQ2EglHT3lMjsk0Hm/GlGxkwW1zExShIAwNhZOGMXbeSFrq2wj4Tk0nIssy7U0d9zCL7rwYtabnvFNCfPncfh57+Bm2rNiBWqsiu8hOdqGdzEI7kkJizUsbePIHL4oK78KQJHZKnaUFt8+jvdnFR8+uo7a0Hp1Rh0KS8HuDKBQSkxaO5+6f3tLjdllBEM7MqBnF3Pm/N/PS/y2jtqQerV6LUq0k6A8iR2Xyx+Rw/+/uwZDU/SqgEH9+b4Blf36XSDiCfVjGKY9p9Royh9uoL2vgjT++w6gZRShVvecMEwRh6DBajHz1t3fzr+8+R/XRWhRKBVq9lmg4StAfxJJm5vYf3MCIqWLnhiCcD0mSuOeRW4mEIhzceBRZltEZtMRiMgFvAL1Jz9X3L+Lim2cnOlThMza+tY0j20rIyEtHo/t0slChkLCkmdHoNOz6eD+7Pz7AjCsmJzBSQeh7YlLqLEmSxPVfv5IJF49hy4qdHN5yjGg0xujZI5i9dBoT5o8Rqw6C0EdmXT2V/LE5bH13F7s/3k/AGyRvTA6zrprKtMUTMFqMiQ5R+Iw9qw/QXNuKrYfjzZIkYc1MoeZYHUe2lTJ2zsg4RygIQiLlFGfy3acfZMfKvWx5bxetdW3oTTomXzqemVdN6TKZLQjCuTFbk3jwL19i79qDbFmxg5qSetQaFaNnjWDmVVMonDhMLKAPINFIlA3LtqLSqE6ZkPosvUlHW0M7G9/aKialhCFHTEqdA0mSKJpUQNGkgkSHIghDXmaBjeseuoLrHroi0aEIp1FX6gBkVJqeuxadUUtLfZS6MoeYlBKEC5DRYmT+LXOYf8ucRIciCEOaRqtm+pJJTF8yKdGhCKfhanHTXNeKKbn3xVaD2UDVwRqikajYbS4MKSKnlCAIgiAIgiAIgiAIghB3YqfUIOBsdrHt/d1se283rhY3phQj0xZPZMaVU0jNTEl0eIIwYNSW1rP13V3sWXOAoC9Eeo6VWUunMeWyCSL3VBxkFtqQJIlIKNLjbqmAL4hKrSSr0B7n6ARBuNDIsszhrSVsWbGD0t0VyLLMsHF5zF46jbFzRoqdBoJwQigQYvfqA2xZsYO68gbUGhVj545i1tVTKRgnijf1N3NqEmlZVurLGzBaDD2287l8jJ07Sly7hCFHTEoNcKV7Kvj3/3uBxqomlOqOc8ZtDe2U763i4xfW88Vf3C6OwAgCsH7ZVl777du42zxoDVqUKiXNda0c2lLCmpc2cP/v7iYjLz3RYQ5pkxeOIzXLSkt9G7b8rj9rWZZprWsjf2wuo2YUJSBCQRAuFJFwhJcefZMNb24lFAijN+qQJNj6zk52rNzDjMsnc/cjt6DVaxMdqiAklLPZxRPffY4jW0sA0Bl1xKIxVj69hg3LtnLVVxdxxZcWihxU/UipUjLv+pm89OgyQoFwt3ml/J4ASBJzr5uRgAgFoX+J43sDWHNdK//63vM0Hm/CPtyGfVg6Vnsytvx0sopstDW08+QPXqS2tD7RoQpCQh3YcJiXH11GKBgmuziT9JxUrPZksobbyMhLo3xfFU9897kupZGFvqU36bn+G1eiUqtwVDYSDn5atjjkD3WsACYbufHhq8UqnyAI/eqdx1ex9uWNGEx6coozSc1KwZqZQnZxJmZrEpuW7+D1P6xIdJiCkFDRaJQnf/giBzceJTXLSlahHas9mbRsKznFmUgSvPXX99i8fEeiQx3y5l4/g1EzimmoasLd5kGWZQBiMRlns5uWujamXDqeKZeNT3CkgtD3xKTUALZlxU4aq5rILLChVJ76q1IoFGQW2Gh1tLFh2dYERSgIiSfLMqueW4ffEyAt29plJU+tUWHLT6difzV71xxIUJQXjtlLp3HPz24lLSeVppoW6kod1JbW0+poJ7s4k6/+5k6xu1MQhH7lanWz7rXN6IxaTCldEwcbzHqSrMaOcVZ1cwIiFISB4ej2Mg5vLSUt24pWrznlMUmSSLElI8c6xlnRSDRBUV4YDEl6HvjjPcxaOpVwMEJtqYPaMgf1ZQ3IsRgLbp/Lfb+6Q1R5F4YkcXxvgJJlmU1vb0Nr0KJQdj93KCkkDGYD297fzfXfuBKNTtNtO0EYyhyVjZTuqsCSbu5xa7laqwZktr2/m5lXTY1vgBegmVdOYfLCcexddwhHRSMKhUTOyCzGzhmJSi26HUEQ+tf+Tw7janJhG9bzke0kaxL1ZQ72rjnIorvnxzE6QRg4dq3aRzgQQm/S9dgm2WahttRB6Z5KRk4rjGN0Fx6zNYkHfncPdWUODmw4gt8TwJRsZOIlY0jLTk10eILQb8TdwQAVCoTwOH1dVi0+T6vXEPAF8Tp9YlJKuCC5WjyEgmGSUpN6bafRqmmpb4tTVIJGpxFlqAVBSAhXixug12PCCoUEktTZVhAuRG0N7ShPs1ik1WsIB8LibyWOsgrtoiCMcEERk1IDlEqjQqVWEvSFem0XCUdRKpVoTjN5JQhDlVavQalUEglFUPdQ8Q0gEomiFxX4uuVsdlFf3oAsg70gg5QMS49t25ucOCoaAcgcbsOSZo5XmMIFIhqJUnWohoA3gDHZSN6obJFgVzgrWr0GWZaRZbnHz44syyDLYvwkXNB0Jh2xaO/H8qLhKEqV4rQL5ReiWCzG8cO1+Fw+9El68kZl9zgZHo1GOX64Fr/b39F2dDZKpcivKfStVkcbDVXNKBQSmYU2zNbeF+0HCjEpNUAplUomLxzP6hfXk2Kz9Dio8rR7mLZkEkZzz+VDBWEoyx2Zhb0gnbqyhh63n8eiMSLhKJMXjItzdANbc20LHzy5hu0r9+Bz+UDuyLUyZdEELv/iwlMq6DUeb+L9J1eza9U+fC4/AAaLgWmLJ3LFlxaKbeXCeYtGo3zy2hbWvrIRR2Uj0XAUtVZF3phcLvvCRUxbMklMTglnZPSsEeiT9HjavSSlmLpt4/cE0Og1jJ5VHOfoBGHgGDd3FFtW7CQSiqDqYWHP2ewixZZM0eSCOEc3cMmyzOYVO1jz0gaqj9Z1/PzUKrKK7Cy4bS7zbpjZ2V/JssyGN7ex9uUN1JY4iIQ7ftY5IzJZePtFzL5mmujbhPNWV+bggydXs2f1gROVGsGUYmLGFZO4/L5Le11wHggSmuj8k08+YenSpWRlZSFJEm+99dYpj8uyzE9/+lOysrLQ6/VccsklHDx4MDHBJsCca6djsBho7eHIUXujE41Ow0U3zIpzZIIwcChVSi6+eQ6xaAyv09flcVmWaTjeRGpmMtMvnxT/AAeohqom/vy1f/HRC58QjURJy7KSlm0lFpNZ89IG/vTAE9SUdFT2rC2t508PPMGalzYSi8mkZZ9oG4ny8Qvr+dMDT+CobEzwOxIGs2g0yku/epMXfvE69eUNmK1JpOemYTQbKN1dzr+//wIrn1qT6DAHFDGG6lnmcBvj5o2ivdFFOBTp8ngkHKW1vo2iyQUUThwW/wAFYYCYtHAc9oIMGo43E4vFujwe8AYJeIPMvX4GBrHbHOi4ti7/xwc89aOXqThwHFOykfTcNEwpRqqP1vLMT1/ltd8v79yt+fofVvDsT17h+OFaTClGMvLSMCUbqTxYzVP/+xJv/e39zkp7gnAuKg9W86cHnuCT17eABGnZVlKzrIQDIVY+tZY/f+0JmutaEx1mrxI6KeX1epk4cSJ/+9vfun38N7/5DX/4wx/429/+xvbt27Hb7SxatAi3+8I401w4cRg3fvNqAGpLHbjbPAT9ITztXurKHISCYa766iLGzRuV4EgFIbHm3zybudfPwNXqob6iAZ/LT9AXxNnsorakHqPFwF0/uYUUW3KiQx0QZFnmxV+9Qc2xOrKG20jJsHQcGdaoSE43k12UiaOiged//jqxWIwXfv4G9eUNZBfZSU43f9o2w0JWoY3aknpe/OUbYlAlnLMdH+xh3WubSLKasOWnozNqUamV6JP0ZA23o9aoWP7PlZTuqUh0qAOGGEP17vbvX0/xlAIaKhtprmnpuLn2BWmpa8NR0UDe6Bzu/uktYoeCcEHTG3V88Re3kZqVQm2pg7YGJwFfEL8nQENVE62ONqZcNp4rvrQw0aEOGIc2H+P9/6xGb9SSWWBDb9J19FcmHfZhGRgtBj56fj171hxg79qDfPTcJxjMeuwFGehNOpSqjrYnv3flU2s4uOloot+WMEhFI1GefeRVmmpayC62Y0nrGKerNSpSbMlkDrdRebCaV3/7dqJD7VVCj+9dccUVXHHFFd0+Jssyf/rTn/jhD3/IDTfcAMAzzzyDzWbjxRdf5P77749nqAmz8PZ5ZOSmsuaVjRzdVkrAE0SpVjJ27ijm3zybKZdNEAMq4YKnVCm5+ye3UDhxGOvf2EJtiYNYNIZGr2bejbNYeNtcCsbnJzrMAaPyYDXHdpSTYkvuNveBQqkgNctKxf4qVr+4nvJ9VaRmWbutBKpUKUmxJ1Oyq4LKg9UUjMuLx1sQhhBZllm/bCuxqIwp2dhtm+QMC7Ul9WxevoOiSeIICYgx1Okkp1v4xj++wtqXN7LhrW04m1wAJKWYuOyui1lw+7wBf5xBEOKhaFIBDz9+P6tf3MCOlXtwt3qQJInM4Tbm3TCT+TfPFsWUPmPT29sJ+kOk53SftsBsNeFu9bDxrW1IkkQ4FCEjL63btpY0c0ff9vZ2xs0VmwyEs3do8zGqj9SSnpOKQtF1nK5SK0lON3Nw41HqyxvIHG5LQJSnN2BzSlVUVOBwOFi8eHHn17RaLfPnz2fTpk09DqiCwSDBYLDzv10uV7/H2t/GzRvNuHmjaa5rxev0oTfpSM9JFZNRgvAZSpWSi2+azbwbZtJQ1UQoECY53SwScXejZGc5QV+Q1KyUHtvojFpa69vY/sFeQoEQOqO1x7aGJD3tDU6O7SgTk1LCWWtvclF5oBqztfvcPwCSJGFI0rN33UHulG8S/d9piDFUh6QUE0u/toTF915CU3ULsiyTlpOK3th9/kFBuFBlFdq5839v4tqHLqetwYlKrSQjLw3VaSrzXWjCoTAHNx3BZOk9l68p2ciRraWd/783RouBg5uOEgqG0WjVfRarcGEo2VlONBzttRCBKdlIXamDYzvKxKTU2XI4HADYbKf+4Gw2G1VVVT1+36OPPsojjzzSr7ElSlqWlbSsnm8MBUEAhUJBZsHAvOAOFJFQBEmSer2xP/l4OBiCM27bNXeLIJxOOBgmFo2hUPWeUUCh6qiyGYvFRMWi0xBjqFNp9VpyRmQlOgxBGPCSUkw9FgcQOvLRxaKxHivsnaRUKQgHwyCBWtv77bZSpSQWixEJRcSklHDWQsHwadtIkgSSdEZtE2XATkqd9Pkbod7K+wJ8//vf51vf+lbnf7tcLnJzc/stPkEYyLwuH7s+2k9tST3IMpnDbUxdPPG0qzYnybJM6e4KDmw4gt8TwGgxMGH+GIaNzRU7FQax5BNHVqKRaI8Dq1g01rGrIDuVyoPVHZMG3RzfO/k8ACk2cRRGOHtJVhP6JB0Bb7DXRLoBb1CU0D5LYgwlCOdGlmUq9h9n3yeH8Ln86E06xl80msJJw854/ONu87Br1T7qyxtAksgZkcmUyyaIhOGDmFavwZyaRFNNC0m97O4NeIMkpRhBknC3enoddwe8QVKzU9AZtf0RsjDEpdgsyEAsJqNQdH9tCociKBQSVntyXGM7GwN2UsputwMdq32ZmZmdX29sbOyy8vdZWq0WrVb8UQvCpre3s+wv79Ja396ZgFoClv9zJdd8bQkX3zy714FVS30bT//vyx1HvfwhoOM5PnhyNWPmjOCen96KOTUpDu9E6GsTLxlDss1Ce6OT1B52X7Y3uUhKTWLp1xZzbGcZ7U2uHjuz9kYXyRkWJi0Y249RC0OV3qhjxhWTef/J1SRnmLvNiRAJR4mGI8y9dnoCIhx8xBhKEM6ds9nFMz95hUObjxH0fTr+Wfn0GkZOL+Tun95KambPx99lWWbtK5tY8dhK2hucnCwBIkkSb//tA2745lXMXjqt/9+I0OcUCgVzrp3Ba79b3uPCXiwaI+ANcPl9Hcnh3/rrez0u7EUjUYL+IHOvm9lt3ycIpzPlsgm889iHuFrcJKd3n7KkvcFJaraVsQM4b9mA/fQXFBRgt9tZtWpV59dCoRDr1q1jzpw5CYxMEAa+re/u5Pmfv4a7xYMtP52c4kxyijOxF2Tgbffx0qNvsmHZ1h6/393m4Z8PP83+DYcxJRvILraTMyKL7OJM9CYdOz/cx+PfeRa/NxDHdyX0FaPFyKVfuJhQIIyz2XVK1TxZlnG1uAl4A1xy6xxyR2az4La5BLxBXC3uLm2dzS5CgRAL75iH0XJmO/AE4fMuvmk26Tmp1Jc3dO68OykcDOOoaCB3VDbTr5icoAgHFzGGEoRz4/f4eezbz7Dro/0YzPpTxj9Gi4F96w7x2Leexuv09vgcn7y2mZd//SY+lx97QUbnGMyWn46z2cVzj7zGtvd3x/FdCX1p9jXTyC62U1/RSCR0atqCSDhKfXkDtvwM5l43nbnXTcdekEF9eQOR8Kl9WyQUob68gawiO7OXTo3nWxCGkPScVOZePxNvuxd3m6fLOL2twUk0GmXx3ZegMwzcRaeE7pTyeDyUlpZ2/ndFRQV79uzBarWSl5fHN7/5TX71q19RXFxMcXExv/rVrzAYDNxxxx0JjFoQBrZQIMTbf/+AcCiCfVjGKY8pVUrSc1NpPN7M8n+uZNqSiehNXbeRb3xrO2V7K8kcloFK8+llQpIkjBYDaq2KI1tL2P7+bi6+aXa/vyeh7y354iX4PX4+fmE9tSX1nZV1QoEQepOOy+66mGu+tgSAq+9fjN8b5JNXN1FTUo/2s22T9Fx+30IuF+WihfOQOdzGV359J0/+8CUclY1ICgm1Wk04FAYkCibk85X/u1PkOvkMMYYShL637b3dHN1ehi0/HY3u0/w+J4stqLVqyvZUsuntHSy6e36X7/e5/ax4/EOALtXZVGoltvx06isaWf6PD5h86TjUGpFDaLBJybBw/+/u5l/fe74jPQag1nT0V7IMmYV2vvx/XyAtu+P3/9Xf3s1/vv8CdWUNIIFGc7Jvg9yR2Xz513eSYktO1NsRhoAbH76KUCDEpre342xyodFpkGWZcDCMwWLgmq8tYeEd8xIdZq8k+bPTaXG2du1aFixY0OXr99xzD08//TSyLPPII4/w+OOP09bWxsyZM/n73//OuHHjzvg1XC4XFosFp9OJ2SyqcAlD385Ve/nHw0+Tnm1F3UPCxEgoQmN1C1/+vy902UIejUT56Q2/pfF4c48lbAHqyxsYPnEY33/+GyK/1CAlyzLHj9Sy7b1dlO2tAllm2LhcZl41tUveMFmWqTxYzdb3dlG5/zhIUDA+n1lXTSFvdI74DAh9wuv0suPDfez+eD9ep5fkDAvTlkxi4iVjE7rCNxDHEmIMJQh9S5Zlfnn7H6k8WENmQUaP7RqqmsgcbuPHr3+7S467TW9v59/ffwFbfjoqdff570KBMC31bTz45y8yeeH4Pn0PQvz4vQF2f7yfXR/tw9nkwpyaxORLx3ebN8zn9rPro46+zdXixpxmZuplE5h86bhuF4cF4WzJskzZ3kq2vruL6iO1SJJE0ZQCZl41lZzizNM/QT8503FEQiel4kEMqIQLzXv//pg3/rCCrCJ7r+3qyhws/doSrnvoilO+3t7k5EdXP4paq+41MaOz2Y0kwW8//knnLhtBEISh6EIdS1yo71u4MPm9Ab636OdIEr3mzPS0e4mEIvzyvR9gtp7abtmf3+Wdxz8ku6j3m8DaUge3fOeazrxDgiAIQ9GZjiMGbE4pQbgQRcKRzi2950qhkDiTmWZZptukigqFAiSJ0z6JLIMkIX2u0kMsFiMUCDHE57sFQRAEQRggZFkmFAgRi8XO+TmUSkXH8Oc0wxf5xPinxzHUGeou8XU4FCYSjnTTWhAEYegasNX3BOFCEY1E2bvuEBvf2krZ7kpkZOzDbMy7fgbTLp+E3qg7q+fLHZWNSq0k4A32WF425A+hUCrIG53d5bEkq4ms4TbK91dhSul5p5TH5WPi/LGd+RCqDtew6e3t7Fy1l3AgjD5Jz+yl05h9zTQycns+BigIgiAIgnAummtb2Lx8B5uW78Dn8qHWqJmyeAJzrpnOsLG5Z/VcGp2GYeNyObDhCJa0nndKudu8FE8ZjtFi6PJY3uhsFAoFoUD4lJxUn+X3BFBrVJ1jsIAvyI6Ve9jw5jbqyx1IJ/Lozbt+BpMWjOu2wpsgCMJQIialBCGBwqEwz//sdTYt30E0EsVoMSBJEmV7KijdVc6Wd3by1d/ehSXtzI9NjJpZRO7ILCr2HyeryN4l148syzTXtZJVZGfs3JFdvl+SJObdMJOyvVU9Tmz5XH6USgVzr5sBwKbl23np0Tdxt3k6EoFqVDgbnbz11/dYv2wLX/rVFxg9s/gsfzqCIAiCIAjdO7azjH9973maa1rRGjRo9Rr8Hj+rnlnH5re3c8t3r+OiG2ae1XPOvW4mBzcdw+f2d8kLBB0TShIw7/oZ3eZSHHfR6M5qa5nDbd2OwVrq2yiaNIwR0wpxtbp54n+e4/CWYx3J1M0GYnKMvesOcmDDYWZeNZW7f3oLmh5yhAqCIAwF4vieICTQe//+mPXLtpBkNZJdZCc53YwlLYnM4TbSclI5uOkozz7y6lkdhVMqldzy3euwpJupLXXgd/s7v9/vCVBX5sCUbOS2713fY9WXWVdPZfLCsTTXttLW4CQW7dgOH41EaXW009bQzsyrpjJ54ThKdpXz4i+XEfKHyCnOJDUzBXNqEmk5qWQVZdLmaOfJH75Ic23L+f/ABEEQBEG44LU62vj3/3uB1vo2sopspOekYk5NwpqZQnaxnXAowsv/9yZHt5ee/sk+Y8pl45l5xWTaHO20OtqJRqIARKMx2hqctNS1MfnS8cy8akq336/Rqrnte9dhtBipK2sg4A0AHZNRPrefulIHKTYLt373OiRJ4vmfv86BDUdIy7KSOdyGJS2J5HQz2YV2zNYkNr21jRX/XHl+PyxBEIQBTkxKCUKCeJ1ePnltMzqjDqO56xZwjU6NNTOZQ5uOUrH/+Fk998hphfzXn77IyOlFeNp91JU2UFvqwN3qoXBSAQ/84V7Gzum6S+rT19bwpf+7kyVfXIBKrcRR0UhtqYOGqia0Bg1XP7CYex65BaVKySevb8br8pGem9plRVChkLAXZNBc08KWd3ad1XsQBEEQBEHozpZ3dtFU3Yx9WEaXPE6SJJGWbcXv9rP21U1n9bwqtYp7fnYrV92/CK1eg6OyqWP8U9GIWqPi8vsW8KVHv9Djoh7AuHmjeeD3d1M4MR9Xi4faUgd1pQ14nT5GTC/iv/70RYomF3D8SC0H1h8mxWZBo+9aMMZg1qNP0rPhzW24Wt1n9T4EQRAGE3F8TxAS5OCmY7Q3OrHlp/fYxpCkp83Rzt61Bxk+If+snr94ynC+98xDlO6uoLakHoDM4TaKpw4/o0SceqOO2753HVd8aSEHNx0l4AlgtBgYO3dUZ1U+T7uXvWsPkZRi7HYbO3Qk/dTqtWx5ZwdX37/orN6DIAiCIAjC5217bycanabbZOHQMTGVZDVxYMMRnM2us0qDoNFpuPGbV7P4nks4uPEoPpcPfZKeMbNHnPHzjJk9klEziynZWU59eQOSJJE9IpPCicM6x0v71h7E7wlizUzp8XksaUk0VDZxcONRZi+ddsbvQRAEYTARk1KCkCBepw9kek1gKUkSSCfangNJkiieMpziKcPPNUwsaWbmXDO928d8Lh+RUARDUu/J2NU6NZ52L9FoFKVSJOwUBEEQBOHcOVs8qHtIJH6SWqvG6/ThdfrOalLqpKQUE7OunnquIaJQKBg5vYiR04u6fdzr9IFEj4t68OkY0dPuPec4BEEQBjoxKSUICaIzapHpyFOg7GGlT5ZlkOk22eZAoDPpUKqVhEMReoswEgxjSraICal+EA6FKdlZjrvNi96ko3hKAXpT4j8vsixTW1LfsUKsUJA7Mgtbfjp+b4CSneX4PQGSUowUTx3e6zEIQRAEQfg8o8VAc03vuSojoQhKtRL9AB5DIcvIstzjxFQsGkOW5QE7DhzsGqubqT5SSywawzYsg9yRWb1OEsbLZ8dKpuSTYyUVNcfqcFQ0olAqyB2VLapbC0OGmJQShAQZM3sEltQkXM1uUmyWbtsEvEE0eg1j542Kc3RnxmxNYvSsYnas3IM5tfvyybIsE/AFmX7F5DhHN7TJsszaVzax+sX1OCobiYQiKJRKrJnJXHTDLC7/0sKEVesp31fFin+u5Oj2MvzeAMigT9JhtBgI+UN4nT6ikRgqjRLbsAwW3j6PS26dc0bHSgVBEARhxuWTefMv7yLHZCRF95MIrlYPky8dR0pG92OsRBs3bxQfPLkavzuAwdz9pJOrxU2S1cSYXvKACmfPUdnIin+sZO+6Q3hdHScX9CYtxVOHs/RrSyiaVJCQuMKhMB8+vZZ1r22mtb6tc6xkTDagVqvxOL0EPEGgY2J2/MWjufbBy7EPy0hIvILQV8QdgCAkiCXNzKylU/E6fQS8wS6PR0IRWupaKZpcQPGUxHSOZ2L+zXPQGbS01rd1eUyWZRqqmkhOt4hcCH1IlmWW/fldXvjlGzRUNWG1J5NdnElGbiqedi9v/fU9nvrhi4RD4bjHdmxnGX/7xn/YveYAWoOG7CI7mcMzaK1rY//6w1QcqMZkNZJdbMdqT6bpeDMv/vINlv3p3bOqMikIgiBcuGZdPYUUWzKOqsZu+462hnY0OjXzb56TgOjOTOHEYYycXkiLo41IKNLl8YAviKfdx8yrpgzYibXBqL6igb88+G82vr0dpUpBVqGd7GI7OqOOfesO8/evP8nhrSVxjysSjvD0/77CG398B3erh7ScVLKL7Wj1Wsp2VXJg4xHcrR6yimxkFdlRqhRsXr6DP//Xv6gvb4h7vILQl8SklCAk0LUPXcHUxRNodbRTX9GAp92L1+mjsbqZhqomCibk88Wf3zagd5CMnTOS6//7KmQZakvqcTa78Lp8tDU4qS2tx5Ck566f3ExmgS3RoQ4ZR7eXsurZdRiS9Njy09HoNEiShEqjIi3LijUzhW3v72HT2zviGlc4FOaFX7xBe6OTnKJMTMkdCfDbm1z43H4MJh1yLEZjVTPQkUw2Iy8No8XAR89/kpBBoCAIgjD4ZOSlc88jt2JKNlJbUk9bQztelw9ns5vaknqikRjXPng54y8anehQeyRJEnf/9FaKJhXQUNVE4/FmvE4fnnYv9RWNtNa3MfnScVz/jSsTHeqQIcsyr/52OfVlDrKK7JhTk1AoJCRJwmgxkF1sx9Xq5oVfvE4oEIprbNve283W93aSYksmLduKWqNCjnUs7iJJaA0a3K0ePO1eFAoJc2oS2UV26ssbeOU3b4mFPWFQG7h3uoJwAdAZtHz1t3dzzyO3UDA+n3AwQjAQIi3bys3fuYZvPvZV0rJTEx3maS26az4P/e1LzFo6FZAI+kKoNSouveNivvWvB5hy2YREhzikbF6+g6A/hCWt+yOTepMOSQEblm0hFovFLa6DG49SW+ogPTu18ziFLMudu+iUalVn4lm/29/5febUJIL+EJuXb49brIIgCMLgNvGSsXz731/jsrvmo9ZpCPo6JhFmXDWFh/76Ja740qUDIj9Qb1IzU/jvf36FW/7nWtLz0ggGQoSDEYaNzeXun9zCA7+/Z0DkiRwqao7VcXRbKckZlm7zuUqSRFpOKo6KRvavPxy3uGRZ5pM3tnTkD/vMUU53q4egL4hGp0atUROLxmhzODsfVygVWG3JHNtRzvEjtXGLVxD6msgpJQgJptGqufim2cy7YSbuVg+xmExSihGVenD9eY6ZNYIxs0bgdXUcRzSY9eiNvVflE86eLMsc3Hz0tElPzdYk6soaaHW0k5ZljUts5fuqiEWiaPSazq+FgxEC3iDKE59npUpBOBjG6/JjMBs62xmS9BzadKzXhK+CIAiC8Fm5I7P5wg9v5IZvXoXP5Udn0GC0GBMd1llJSjFx+X0LWXT3fFytHhQKiSSraUDvkh+syvdWEfAGsGYm99hGo+2Y/CnfW8XURRPjEpez2UXN0TrMKacuNvrcfmRZRnFiAk2pUuJp85wyVjKY9bQ3uqjYV0X+6Jy4xCsIfW1w3fUKwhCmUCjOqWTxQGM0GzB+ZrJB6HvRUBRFD4ldT1IoJOSYTCwSjVNUEI3E4HNhndxO/uk8k9Tx73O7zBVKBdETVYbEpJQgCIJwNvRG3aBfCFOqlCJ3VD+LRqIgSacdZ8gn28ZJNHJi/KM8Na5Y7NTBkiRJyIAsfzqukiQJSXFiDCYIg5SYlOpD0WiUYzvK2f3xPtoanBjMesbNHcXES8ai0WlO/wSCkECN1c3s+GAPx4/UIikk8kZlM/3ySYPi+OBQEovFOLq9jD2r99PqaMdg1jN2zigmXjIGrV6LJEnYh2dQsrOc5F4Grz53AKPFgLmfJzrDoTD71x/hwPrDHN56DGezG6PZgCXNjKSQUGtUKFVKIuEoSpUSOdYxcaXWnVoZ0O/xUzixYMCvDMuyTMX+4+xctZem6hY0eg0jpxcx5bLxYjJWEM6Ds9nF9g/2ULGvinA4QnZRJtOWTCS7KDPRoQlCr8KhMAc3HmXfukO42zwkWU1MWjCOMbNHDLpd74Ods9nFjpV7Kd9b2e11JDXbikKpIBQIo9F1X6E4Fo11tu1vjceb2P7BHioPVtPe5AQZckZkdcZ28n9PLthFo1H0Jv0pC5OhQBhJoSA1K6Xf4z1fXpePXav2cXRHGSF/iPS8NKYtmsCwcXliQfICJ66UfcTZ7OLJH77Ika2lhIJhlEoFsWiMDcu2kl2UyRd/eTsF4/ISHaYgdCHLMu//+2Pef3I1njYvihOrNFtW7OT9/3zMVV9dxOJ7LhGdRRyc9jryi9soGJ/PnGtncHR7GaFgGI2266AqFo3h9/i59M6L0Bm0/RZvXZmDf3//BY4fqiEajYEsE/AEKN9XhTk1idxR2Wj1GlJsFhqqmpBlFaFgGK1eg9lq6nyecDBMLCoz97rp/RZrX/B7Azz/s9fZ9dG+jiOJqo7dXZve3s47j63krh/fzLh5AzepriAMVBvf2sbrf3yH9kYnkiShUEhsf383Hz6zlotvnsWN37xa3NwLA1J9RQP/+f6LVB6sJhaJdu76Xf/GFgrG5/Pl//sCGblpiQ7zgrDp7e289ocVOBud8LnryEU3zeKmh69mzOwRZBZk4KhsxD4so9vncTa7SLKamLqo//KhxmIx3n18FR8+sxZPuw+FUkE4EMbd6sHr9GEvyCAt24ol3UxDVRORUASVuiPx+eePHrY62rHnpzNmzsh+i7cv7PvkEM///HVaaluJyTJKpYJoJMrqF9Yz5bIJ3Pnjmwb9bkfh3Ikevg+EAiGe+J/nOLjpKGnZVvSmT/+gwsEwNSV1PPbtZ3j48ft7vAAKQqKsenYdb/71PTQ6DVlF9s7Vl1isI5niG398B41Ow4Lb5iY40qEtFAjxxHef4+DG01xHnniAaUsmsvHNrRzZXkp6thXdZzrxUDBM4/FmMofbmH/z7H6Lt63RyT+/9TQ1R+vIyE3rzCOl1qqpL2/A2ewiejBG4cR8UjNTaG904nP5UamVZOSldeZHCHiDNNW2MHJaIdMvn9Rv8Z6vWCzGsz99lS0rdpKcYSY1K6VzojYSjtJU3cy//t8LfP1vX6JoUkGCoxWEwWPHh3t54RdvEI1EyRpu67w2yLKMq8XNh0+vQ6FQcPO3r0lwpIJwKmezi8e+9QzHD9ec0g8CBP0hSnaW8di3nuHhJ+4nKcXUyzMJ52vnqr08//PXiUaiZHZzHVn1zFoUCgW3fOcarvzKZTzzk1doqmkhNTPl07YxGWezi4A3yNKvLcZq77+dRx8+vZa3/7ESnUFDdpEdSSERyrZStrcSn8tHbYkDxYndT2nZVurLGwkFwiRZjSSnd+ySj0VjtNa3oVQpuPKrl3W7SDlQlOwq5z/ffwGv00dGfjoqtRLo+P14nT42vb0dWY7xlV/fJRbBL1AD+5zEILHro/0c2VaKLS/tlBtJ6LhByyyw0VDZxJqXNyQoQkHontfpZeXTa1CpVVjtyadsBz7ZGSoUCt7790f4vYEERjr07f54P0e2nuY6cryZNS9vQG/Ucf/v7mbc3FE4m93UlNRTX95ATUk9LbWt5I/O4YE/3NuvRy83LNtKzdE6MofbThmIZ+SlYRuWgUarxt3ipmL/cZrrWtEl6dEZtRgtBgKeQGe8zmYXY2eP5P7f3T2gKwyV7Cxn10f7SLFbMCUbTxk0qdRK7AUZuJpdfPDk6gRGKQiDSzQS5d0nPiQUCJ0yWQ0deVIsaWYMZj3rXttMY3VzAiMVhK42vrWd44druvSDAFq9BvuwDCoPHGfLOzsTFOGFoeM6suo01xEDn7y2mcbjTcy6eiq3/7/r0Rm11Jc3UFfqoL68gdrSemRZ5sqvXMbV9y/ut3hdrW5WPrMWjVZFii25s1qxRqdm2NhcklJMRCNRjh+pobbUQTgUxmjRozfp0Oq1NFU3d8asNWi57XvXMXvptH6L93zJssz7T67G1eLBXpDROSEFHb8fU7KRFJuFXav2U7KrPIGRCokkdkr1gU0nyph/vkM6SaFUYEo2sP39PVzzX5eLvCPCgLF79QHaG5zYhqX32CbFZqGxuoV9aw8y86qpcYzuwrJp+Q4kSe79OmIxsO39PVzztSWk2JJ5+In7ObqtlN2r99Pe6MJoMTD+otGMv2h0v+axC4fCbHp7G1qDFqVKecpjkiSRWZCB1Wbh+JFatAYtM66cwrCxuUxaMJaaY/XsX38Yr9OHJd3M5IXjGTWjqMvzDDTb3t9FKBAmI7f767ckSVjSLRzeUkJ9RQOZBbY4RygIg8/R7aXUHHNgtSf32MaSmkRtaT07Vu7lyi9fGr/gBKEX0UiUjW9uRavv2g+epNKoUGlUbFi2lcvuvFjsAOknR3eUUXOsnpTTXkccHdeRr1zG/FvmMOGSsez4YA/l+6uIRWPkFGcy7fJJ/d5/7/74AM4mF/Zuxt56k46iKQW0NThpqGoiZ0QmxVOHM3nh+BMTN/uoKalHoVRQMC6P6ZdPIsWW3K/xni9HRSNHt5aQnGHu8W/AYNbT1tDOtvd2M2JqYZwjFAYCMSnVB+rLG9AZe8/bojfpcbd5aGtwikkpYcBorm1Fhl4nBFQaFcgyzbWt8QvsAlRf5kBr6P0sfed1pNGF0WJEqVQyZvZIxsyObx4BT7sPd6sHQ1LPO5u0Bi22/I4B170/uxWtvuMaacvPiFuJ5b5UV9Z42q3xhiQdjW0eWuraxKSUIJyB5tpWouEI2l5y30kKCSSJljrRBwkDh9flw9XiRp/Ue79tSOq42Q54AwN6N/Bg1lLbSiQc7TWHZsd1BJprWzq/lpJhYdHd8+MR4ilaToynexp7KxQKUjNTCPqCzF46jSu+9Olk/GAs/NBc20rAF8KS3nPhHUmSOtI/VDTEMTJhIBGTUn2gI/Fc72U4Y7EYCoXilC2LgpBoSpWyo65sL2RZPu3ElXD+VJozvY5IKFWJO3kdjUTxtHmIRmOnLZcci8ZQqpRD4rOj1ig7K/L0JBbrqI4Tr/cb8AXxOn3oDBqMFmNcXjNevC4fAW8Qg1kvEp8OYSq1qqO8eUzuPMLSLVkeEtcRYehQqpRICukM+oUYkiJ+/cKF6ORY9oyuIwkumOBz+wn4gsRivY+fZFlGHiLXPaVKgaSQkGO932/EYnLHQngcnMw1FovGSLKahlQhjWgkiqvVgySBOTVpwFe1Pmno/AYSaOyckXz84ied5Tq742rxkF1sJz2n/3K8CMLZGj4hH5VGRcAb7HG3X8AbRKNVM3xifpyju7CMnTOSj57v/TribvWQVWhPSCUfn9vPxre2sWHZVprrWmk83kw4GCa70E6KPbnbgZPX5WPakklDorMfNXME+9cf7lxg6I67xY05LYm8UVn9GkvNsTo+eWMLO1buIegLoVQpGDWzmItumMW4eaMG9RGRw1tLWP/GZg5sOEo0EkWtVTN10QQuvmkW+WNyEx2e0McKJuRhSNLjafeSZO0+EXQkFOk4qjJeVDAWBg5Dkp6C8Xkc2HAEc2pSj+087T6mXDa+X4/UX+gKJuShN5/JdUTJ8AmJGcuW7Cpn/Rtb2Lv2IO5WD801rURCUTJy0zBaup6g8XsCaHSaITH2zh+TgyU1CVerp8ej2rFYjFgkyqjpRf0aSzgUZsuKnWx4cyu1JQ5kZJLTzMy5djrzbpiJJa3n3VwDnafdy4ZlW9n41jZaG9qRkLAXpHPRDbOYfc20AX8NGhxTZwPcrKVT0Rv1OJtc3T4e8AaIRaNcdMOsITHjLQwdo2YWkTc6m5a6VmLdrGDEYjFa6lrJH5dL8ZThCYjwwjFr6TT0pt6uI0GikSjzbpgZ9+uIq8XNXx/6Ny89+mZHYk2dhpQMC5FQhONH66g8UE0kFDnle9xtHlQaNXOvmxHXWPvLjCsmYU4z01LX1u3j4WAYn9vPrKXT+nXX0v71h/n9Vx5j1TNrCflDaA0aJElix8q9/P2/n+TdJz5CPs3ux4Fq1XPr+OuD/2bLip2AjNagIRKKsPql9fzhK4+xc9XeRIco9LHMAhtj546kvcnV7c5LWZZpqmkhPTeNSQvHJSBCQeieJEnMu34mCqUCr9PXbRtPuxeVWsmca4dGPzhQZRbYGDd3FO3Np7uOpCbkOrL+jS386WtPsH7ZVmIxmeR0M2qtmpa6Vsr3VdHqaD+lfSwao9XRxvAJ+RROHBb3ePua0WJk5tVT8Ll8hIPhLo/LskxLbRvm1CRmXDml3+IIBUL863vP88xPXqFsTyVqjQqtTkNLXRuv//Ed/nj/44O2oEZLfRt/euAJXvnt2zQeb0ar06DWqqg8WMOzj7zKP7/1DH6PP9Fh9kpMSvWBwonDuPy+hQR8QRyVTQT9IWRZJhKO0lLXRktdG5MvHc9FN85MdKiCcAqlUskdP7gRa2YKtSX1eNq8HVuGYzLuNg91pQ7Sc9O44wc3DOrdF4PB8An5p7mOtDJ54TguvmlW3GN74ZdvcHhLCek5qdjy0zFaDNiHZZCem4aERHuTk+pjdciyTCgYprG6GXerlwW3zmHCxWPiHm9/SMtO5aaHr0ahkKgrc+D3BJBlmWg01pmQdOT0Iq64b2G/xdBc28LTP34ZV4ub7OJMUmzJGM0GzKlJZBfZUWlUvPPYh+xefaDfYugvBzcd5c0/v4skQXZxJpY0M0azgRSbheyiTHxuP8898hr15SLfxFBz07eWkjsqi7qyBpzNbmKxWEeZcJeP2pJ6jBYDd/7oRnGMUxhwpiyawNzrZtDe5KKppoVwKIIsy4SDYZqqW3C1eJh/82wmLRib6FCHvBsfvprckb1fR+74wQ1xv46U7qngld+8RTQcJbvITnK6GWOykYJxeeiMOoL+ENVHavG6fB1j71YPtaUOMnLTuf371w+ZsfcVX7qUEdMKcVQ20dbgJBrt+P34T1RjVigV3PTtpaRmpvRbDMv/uZLt7+8hOcNC5nAbphQjRouB9NxU7MMyqDpYzZM/fIlotPejlQONLMs8+9NXKN1TgS0/nYy8jt13pmRjR+GhzBT2rN7Psj+/m+hQeyXJg3VJ9Qy5XC4sFgtOpxOzuf+25MmyzPo3tvDx8+upK28gEgqjUCqx2i3MuW4GV3750s5Ev4Iw0FQdrmH5Pz7gyJYSfJ4AyB2VMMbMHsG1D15Ozoj+PY4kdOi8jrywnrqyT68jKTYLc66bzlVfuSzu15GaknoeveNPaHQaTCmn7gCKxWI0VbfQcLyJSDCCNTMZnUFHRl4al9w2l4V3zEOpHFq7Q3eu2ssHT67m+JFaQv4wkkLCkprEtMsncc1/LSEppfujA33h3SdW8fof3iGryNbjEcK6Mgfj5o3im4/dP6gGs//81tNsf3832cXdJ3GVZZnaknqW/tcSbvjGVXGOLn5jiYEmXu+7qaaFt//+AXvXHMDr9CHLoDNqKZw0jKUPLGZkPx/pEIRzFQlHWPXsOta+uomWujai4QgqtYq03FQW3DqXS79wkTglESdNNS0s/8cH7FlzEG+7d0BcR57+8cuse3UT2cWZXfpkn8uPo7KBtgYn+iQ9ZmsSBouecXNHsfRrS8jpoT8crFytblb880O2v78bV6sHOSaj0avJG53DFV+6lCmXju+31/a0e/nxdb8m6Av1eIQw4A3ibHbxzcfvZ8ysEf0WS18r3VPB7+77B0azAYO5+2IK7U0uFAqJn775XVIyLHGN70zHEWJSqo9FwhFKdlXgbvWg1Wsonjq81wpVgjCQ1JbWU1fWgCRJZBfZyRwuKoglwkC6jnzw5Gpe/e3bZBXZe5zkiISjHD9UzcW3zGHe9TMpnlIw4M+un49YLEb53o4t9yqNiqJJw3rNKdJXHrnpd9SVOsjI6zmnmKfNSygU5pFl/0Na9uDIYehqdfOjqx5FUki9/hyba1uxpJv5vw9+FMfoOohJqfi87+baFqoO1RCLxsjISyNvdM6gmlwVLlxBf5CSneV4XX6MFgMjpg4f0v3gQDZQriNBf5DvLf4FkXCkx4kAWZZpqGoC4Mv/dyf5Y3KwD8uIZ5hx52x2Uba3ikgogtWezPCJ+f2ejHv7B7v557eewT4svddJ4upjdVz5pUu55X+u7dd4+tLbf/+At/76PtnFPY/TY9EY9RWN3PfL25l3fXxPbp3pOGLwZ58dYFRqFaNnFic6DEE4J9lFmYOy3OxQM5CuIwFvECSp1wGdSq1EZ9KRVWhn7JyRcYwuMRQKBUWTC+L+up52L2pt7922SqvC7w3g9wTiFNX5C3iDRMJRDKcpra7WqAh4AkQjUbHzYIhKy04dNJOpgvBZWr2WcfNGJzoMgYFzHQn6QkTCEdS9VJSTJAmj2UAsFmPcvFEYzV2Tng81ljRzv+6K6s7JMdHpxg4KScLnHti5lz7P7wkgSfQ6TlcoFUgwoMeGIqeUIAiC0COjxdBZarknsVgMOSZjSu6/BN9Cx0AuFOiaJPSzwoEwKo2q22o+A5XRrEelURHqJgHqZ4WCYYzJRjEhJQiCIAx4OqMWjVZ92n47FAij0WvQGUSal/5iSjYiSR0nEXoiyzIxefCNZY0WQ0c+4F4Ov0UjUZAY0GNDMSklCIIg9GjC/DEYzHrcbZ4e27hbPRiTjYy/WKwS96cZV0wmEooQi8a6fVyWZVytbkbPLMZq779koX3NaDEy8ZIxuFs9PQ6qYrEYQV+IWVdPjXN0giAIgnD2NDoNU5dMxOfy99i3dST79jPzqqliwaUfjZ5VjDUzhfbG7itcQ8cuIp1ey8RLBldhggnzx6A36XusAgrgbHZjTjMzbt6oOEZ2dsSklCAIgtAjW346UxdPxNXi7jjK9zl+TwB3q5eZV04mLcuagAgvHDOunExGfjr1FQ1dJqZkWaalrg2dUcclt85NUITnbv7NczAmG2mqbukyeI/FZBwVjaRmpzB7qZiUEgRBEAaHi26YhTnVRENVU5e+TZZlHJWNJNuSmXPNtARFeGHQm/TMv3kOQX8IT7u3y+OhQJiWujZGzSxKSHqG85E3KptxF42ivdFJ0B/q8rjP5cfv9jP32umYrf2f//RciZxSgiAIQq9u/e51uNu87F1zEACjRQ8yeF0+JEli2pKJ3PitpQmOcuhLTrfw5f/7Av/67nPUlTnQ6rVoDRoioQg+tx+jxcjN3146KPN6FU0u4As/vJGXfrWM2pJ69CY9aq2KkD9EwBckNcvKl371hQGRJ0QQBEEQzkTeqGzueeRWnv3pqyf6Nh3qE0f6At4AybZk7n3kVpHPNQ6u+NJCWupb2bBsG84mF0aLAUmhwOf2IUdlRs8q5t6f3zboimtIksRdP74ZvyfAoU1HO47pmQ3IJ8bpSqWC2ddO55oHL090qL0S1fcEQRCE0woFw+xatY8Nb26l+mgdAPmjs5l7/UymXDYetUad4AgvHM11rWx9Zyeblm/H0+ZFpVEx5bIJzLlmGgXj8xMd3nk5fqSWzcu3s33lHsKBMPokPbOXTmP2NdPIyO256mB/u1DHEhfq+xYEQehLtaX1bF6xg23v7SboC6I1aP9/e/ce22T9t3H8anfoDrJyEspgyiYkoCAg8/AMBERFOak/EhIJyFSC4cwgkRE1DJwD5JctBhZA+GPEgEH+GASIoohjPtP4AHOTCQZQJkMcYuJkg8m2rt/nD0NjnegmcPe+2fuVNLH3/e34dhejl592rR6aMFT/MzGVT7q2UHNzsyo+/Uaf7TqkU1+eljFG3e64XQ9PelD3PzlYsbeF55Oub4SG3xp05MOv9L+F/6fq0+flkkvJ996p4f95QIMfGRC2Xw9tbY9gKAUAaJOmxia5XC5FRvFi23Ayxqip4fc3Nr/ZH6dstav3LcoTZYtnLdtrl2iv9xsAbga7Pba1Z83+ZgUCgVvySdWmxia53W5bvE9Za3sE/0cBAGiTW/EB3IlcLpeiY6LDvY2b4la+bwCA9onHNvuIiIxQhMI/tLkZnNjTb62nVgEAAAAAAOAIDKUAAAAAAABgOYZSAAAAAAAAsBxDKQAAAAAAAFiOoRQAAAAAAAAsx1AKAAAAAAAAlosM9wZuNmOMJKm2tjbMOwEAAE7UXjsEHQoAAPxbV/vD1T5xLbf8UKqurk6SlJSUFOadAAAAOAcdCgAAXK+6ujp5vd5rnneZfxpbOVwgENCPP/6oDh06yOVyhXs7tlRbW6ukpCSdPXtWCQkJ4d4OWoncnIncnIfMnOlG5na1KiUkJLSrLkGH+mf8++BM5OY8ZOZM5OY8N7o/1dXVKTExUW73td856pZ/pZTb7VavXr3CvQ1HSEhI4B8LByI3ZyI35yEzZyK3f48O1Xr8PXMmcnMeMnMmcnOeG5XZ371C6ire6BwAAAAAAACWYygFAAAAAAAAyzGUgjwej7KysuTxeMK9FbQBuTkTuTkPmTkTucEK/D1zJnJzHjJzJnJznnBkdsu/0TkAAAAAAADsh1dKAQAAAAAAwHIMpQAAAAAAAGA5hlIAAAAAAACwHEOpdmTVqlW6//771aFDB3Xr1k3PPPOMTpw4EbLGGKPly5crMTFRsbGxGjVqlI4dOxamHePPVq1aJZfLpYyMjOAxMrOnc+fOadq0aerSpYvi4uI0ePBglZaWBs+Tm734/X699tprSk5OVmxsrFJSUvT6668rEAgE15BZ+H366aeaOHGiEhMT5XK5tGvXrpDzrcmooaFB8+fPV9euXRUfH6+nnnpKP/zwg4X3Ak5Df3I++pNz0J+chw7lDHbuUAyl2pHi4mLNnTtXX3zxhfbv3y+/368xY8bo8uXLwTVr1qxRXl6e8vPzdfjwYfl8Pj3++OOqq6sL484hSYcPH9amTZt07733hhwnM/upqanRsGHDFBUVpQ8++EDHjx9Xbm6uOnbsGFxDbvby5ptvauPGjcrPz9c333yjNWvW6L///a/WrVsXXENm4Xf58mUNGjRI+fn5f3m+NRllZGRo586d2r59u0pKSnTp0iVNmDBBzc3NVt0NOAz9ydnoT85Bf3ImOpQz2LpDGbRbFy5cMJJMcXGxMcaYQCBgfD6fWb16dXDNlStXjNfrNRs3bgzXNmGMqaurM3379jX79+83I0eONAsXLjTGkJldZWZmmuHDh1/zPLnZz/jx482LL74YcmzSpElm2rRpxhgysyNJZufOncHrrcno119/NVFRUWb79u3BNefOnTNut9vs27fPsr3D2ehPzkF/chb6kzPRoZzHbh2KV0q1YxcvXpQkde7cWZJUWVmp8+fPa8yYMcE1Ho9HI0eO1Oeffx6WPeJ3c+fO1fjx4/XYY4+FHCcze9q9e7dSU1M1efJkdevWTUOGDNHmzZuD58nNfoYPH64DBw7o5MmTkqSvvvpKJSUlGjdunCQyc4LWZFRaWqqmpqaQNYmJiRowYAA5otXoT85Bf3IW+pMz0aGcL9wdKvK6bg3HMsZo8eLFGj58uAYMGCBJOn/+vCSpe/fuIWu7d++uM2fOWL5H/G779u0qLS3VkSNHWpwjM3s6ffq0NmzYoMWLF+uVV17RoUOHtGDBAnk8Hk2fPp3cbCgzM1MXL15Uv379FBERoebmZuXk5GjKlCmS+FlzgtZkdP78eUVHR6tTp04t1ly9PfB36E/OQX9yHvqTM9GhnC/cHYqhVDs1b948HT16VCUlJS3OuVyukOvGmBbHYI2zZ89q4cKF+uijjxQTE3PNdWRmL4FAQKmpqVq5cqUkaciQITp27Jg2bNig6dOnB9eRm32899572rp1q959913dc889Ki8vV0ZGhhITE5Wenh5cR2b2928yIke0Fv3JGehPzkR/ciY61K0jXB2KX99rh+bPn6/du3erqKhIvXr1Ch73+XyS1GLSeeHChRZTU1ijtLRUFy5c0NChQxUZGanIyEgVFxdr7dq1ioyMDOZCZvbSo0cP3X333SHH+vfvr6qqKkn8rNnRyy+/rKVLl+rZZ5/VwIED9dxzz2nRokVatWqVJDJzgtZk5PP51NjYqJqammuuAa6F/uQc9Cdnoj85Ex3K+cLdoRhKtSPGGM2bN0+FhYX65JNPlJycHHI+OTlZPp9P+/fvDx5rbGxUcXGx0tLSrN4uJD366KOqqKhQeXl58JKamqqpU6eqvLxcKSkpZGZDw4YNa/Fx4SdPntSdd94piZ81O6qvr5fbHfqQGBEREfw4YzKzv9ZkNHToUEVFRYWsqa6u1tdff02OuCb6k/PQn5yJ/uRMdCjnC3uHuq63SYejzJ4923i9XnPw4EFTXV0dvNTX1wfXrF692ni9XlNYWGgqKirMlClTTI8ePUxtbW0Yd44/+uOnxxhDZnZ06NAhExkZaXJycsypU6fMtm3bTFxcnNm6dWtwDbnZS3p6uunZs6fZu3evqaysNIWFhaZr165myZIlwTVkFn51dXWmrKzMlJWVGUkmLy/PlJWVmTNnzhhjWpfRrFmzTK9evczHH39svvzySzN69GgzaNAg4/f7w3W3YHP0p1sD/cn+6E/ORIdyBjt3KIZS7Yikv7wUFBQE1wQCAZOVlWV8Pp/xeDxmxIgRpqKiInybRgt/LlVkZk979uwxAwYMMB6Px/Tr189s2rQp5Dy52Uttba1ZuHChueOOO0xMTIxJSUkxr776qmloaAiuIbPwKyoq+svHsfT0dGNM6zL67bffzLx580znzp1NbGysmTBhgqmqqgrDvYFT0J9uDfQnZ6A/OQ8dyhns3KFcxhhzfa+1AgAAAAAAANqG95QCAAAAAACA5RhKAQAAAAAAwHIMpQAAAAAAAGA5hlIAAAAAAACwHEMpAAAAAAAAWI6hFAAAAAAAACzHUAoAAAAAAACWYygFAAAAAAAAyzGUAgAAAAAAgOUYSgGwleeff14ul6vF5dtvv73ur71lyxZ17Njx+jfZBjk5OUpLS1NcXJzlfzYAAGgf6E8AnIqhFADbefLJJ1VdXR1ySU5ODve2QjQ1NbVqXWNjoyZPnqzZs2ff5B0BAID2jP4EwIkYSgGwHY/HI5/PF3KJiIjQnj17NHToUMXExCglJUUrVqyQ3+8P3i4vL08DBw5UfHy8kpKSNGfOHF26dEmSdPDgQb3wwgu6ePFi8NnD5cuXS5JcLpd27doVsoeOHTtqy5YtkqTvv/9eLpdLO3bs0KhRoxQTE6OtW7dKkgoKCtS/f3/FxMSoX79+Wr9+fcjXWbFihRYtWqSBAwfenG8WAACA6E8AnCky3BsAgNb48MMPNW3aNK1du1YPP/ywvvvuO7300kuSpKysLEmS2+3W2rVr1bt3b1VWVmrOnDlasmSJ1q9fr7S0NL311ltatmyZTpw4IUm67bbb2rSHzMxM5ebmqqCgQB6PR5s3b1ZWVpby8/M1ZMgQlZWVaebMmYqPj1d6evqN/QYAAAC0Ef0JgN0xlAJgO3v37g0pPGPHjtVPP/2kpUuXBstKSkqKsrOztWTJkmCpysjICN4mOTlZ2dnZmj17ttavX6/o6Gh5vV65XC75fL5/ta+MjAxNmjQpeD07O1u5ubnBY8nJyTp+/LjefvttShUAALAU/QmAEzGUAmA7jzzyiDZs2BC8Hh8frz59+ujw4cPKyckJHm9ubtaVK1dUX1+vuLg4FRUVaeXKlTp+/Lhqa2vl9/t15coVXb58WfHx8de9r9TU1OB///zzzzp79qxmzJihmTNnBo/7/X55vd7r/rMAAADagv4EwIkYSgGwnasl6o8CgYBWrFgR8kzbVTExMTpz5ozGjRunWbNmKTs7W507d1ZJSYlmzJjxj2+q6XK5ZIwJOfZXt/ljMQsEApKkzZs368EHHwxZFxER8fd3EAAA4AajPwFwIoZSABzhvvvu04kTJ1qUrauOHDkiv9+v3Nxcud2/f4bDjh07QtZER0erubm5xW1vv/12VVdXB6+fOnVK9fX1f7uf7t27q2fPnjp9+rSmTp3a1rsDAABw09GfANgdQykAjrBs2TJNmDBBSUlJmjx5stxut44ePaqKigq98cYbuuuuu+T3+7Vu3TpNnDhRn332mTZu3BjyNXr37q1Lly7pwIEDGjRokOLi4hQXF6fRo0crPz9fDz30kAKBgDIzMxUVFfWPe1q+fLkWLFighIQEjR07Vg0NDTpy5Ihqamq0ePFiSVJVVZV++eUXVVVVqbm5WeXl5ZKkPn36tPmNQgEAANqC/gTA9gwA2Eh6erp5+umn//Lcvn37TFpamomNjTUJCQnmgQceMJs2bQqez8vLMz169DCxsbHmiSeeMO+8846RZGpqaoJrZs2aZbp06WIkmaysLGOMMefOnTNjxowx8fHxpm/fvub99983Xq/XFBQUGGOMqaysNJJMWVlZiz1t27bNDB482ERHR5tOnTqZESNGmMLCwpD7I6nFpaio6Dq/UwAAAL+jPwFwKpcxf/pFYAAAAAAAAOAmc4d7AwAAAAAAAGh/GEoBAAAAAADAcgylAAAAAAAAYDmGUgAAAAAAALAcQykAAAAAAABYjqEUAAAAAAAALMdQCgAAAAAAAJZjKAUAAAAAAADLMZQCAAAAAACA5RhKAQAAAAAAwHIMpQAAAAAAAGA5hlIAAAAAAACw3P8DIwzOWclmpYEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 19\n",
    "# Generate a random dataset with 4 columns and use 1st and 3rd column as data to implement DBSCAN. \n",
    "# What if eps is changed from 1 to 5? \n",
    "# How it will affect the performance of the model? What is the impact of minPts on the performance of the model? \n",
    "# Justify it with graph by changing minPts.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Generate random dataset (100 samples, 4 columns)\n",
    "np.random.seed(42)\n",
    "df = pd.DataFrame({\n",
    "    \"Feature1\": np.random.randint(10, 100, 100),\n",
    "    \"Feature2\": np.random.randint(20, 200, 100),\n",
    "    \"Feature3\": np.random.randint(5, 50, 100),\n",
    "    \"Feature4\": np.random.randint(1, 10, 100)\n",
    "})\n",
    "\n",
    "# Extract 1st and 3rd columns for clustering\n",
    "X = df[[\"Feature1\", \"Feature3\"]]\n",
    "\n",
    "# Standardize the dataset\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "# Analyze the impact of changing eps values\n",
    "eps_values = [1, 2, 3, 5]\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "for i, eps in enumerate(eps_values, 1):\n",
    "    dbscan = DBSCAN(eps=eps, min_samples=5)\n",
    "    labels = dbscan.fit_predict(X_scaled)\n",
    "\n",
    "    plt.subplot(2, 2, i)\n",
    "    plt.scatter(df[\"Feature1\"], df[\"Feature3\"], c=labels, cmap='viridis', s=50, alpha=0.7)\n",
    "    plt.xlabel(\"Feature1\")\n",
    "    plt.ylabel(\"Feature3\")\n",
    "    plt.title(f\"DBSCAN Clustering (eps={eps})\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Analyze the impact of changing minPts values\n",
    "min_samples_values = [3, 5, 7, 10]\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "for i, min_pts in enumerate(min_samples_values, 1):\n",
    "    dbscan = DBSCAN(eps=2, min_samples=min_pts)\n",
    "    labels = dbscan.fit_predict(X_scaled)\n",
    "\n",
    "    plt.subplot(2, 2, i)\n",
    "    plt.scatter(df[\"Feature1\"], df[\"Feature3\"], c=labels, cmap='viridis', s=50, alpha=0.7)\n",
    "    plt.xlabel(\"Feature1\")\n",
    "    plt.ylabel(\"Feature3\")\n",
    "    plt.title(f\"DBSCAN Clustering (minPts={min_pts})\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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f9Hq9nttvv51t27bR1NTECy+8QEVFBcuWLes0CvdFiYmJAPznP/9hy5YtnW6ffvpph/1PdvLayYqLi0NRlC5f15qamhM+/lig3VVN6Kqqqvbnd6auv/56GhoaePzxx/nWt77V7X4vvvgiBoOBN998kyuvvJI5c+YwY8aMXunDMad6bp3seQRw6aWX8uGHH9LS0sInn3xCZmYm11xzTacJb190ovdBVdVOo7KnKzExkYkTJ3Z5vm7ZsqVT7nd35+y3vvUtNmzYQEtLC2+99RZCCC655JIOo8+SJA1eMhCWBpXy8nJ+/OMf43Q6uemmm064fzQaZffu3ZhMpvYRxu4WuDg2+//YSHNqaio33ngj7733Xre1gIuKiti1axfQNklOVVVWrlzJxx9/3OH2z3/+E6DDZKiu/PrXvyYUCp1wctgxl156KRMnTmTFihXtAfwXvffeez0Gqrm5ue3P4ZhDhw5x8ODBbh8TGxvLFVdcwfe//32ampraF+gwmUxA5xHJZcuWodfrKSoqYsaMGV3e+lJMTAwzZsxg5cqVhEKh9u1er7fL6hJfNHv2bCwWC88991yH7ZWVlXz00UftVS3OVEZGBj/5yU/40pe+xHXXXdftfoqioNfr0el07dv8fn/7edYbTvXcys3Npa6ursOPjVAoxHvvvdftMUwmEwsWLOC3v/0tQHsFke7Oo9GjR5ORkcHzzz/fIT2qtbWVV155pb2SRG+45JJLKCoqIiEhocvz9VQXdomJiWH58uXcddddhEIh9u7d2yv9lCSpb3WuLyVJ/WTPnj3teXl1dXWsXbuWp556Cp1Ox2uvvUZSUlKnx2zdurW9ZFptbS1PPvkkBw4c4Lbbbmu/FLps2TIyMzP50pe+xJgxY9A0jR07dvD73/8em83GLbfc0t7eww8/THFxMddffz3vvfceX/nKV0hJSaGhoYFVq1bx1FNP8eKLL5KRkcHrr7/OsmXLuPTSS7t8Pn/4wx949tlnWbFiRYdybsfLy8vje9/7XntJshM59losXbqU2bNn873vfY9FixYRExNDWVkZ//nPf3jjjTc6XS4+3rXXXss3vvENbr75Zi6//HLKysp48MEHO72+X/rSl5gwYQIzZswgKSmJsrIyHnnkEXJychg5ciQAEydOBODRRx/luuuuw2AwMHr0aHJzc7nvvvu46667KC4u5sILLyQuLo7a2lo2b95MTEzMSQf/p+u+++7j4osvZtmyZdxyyy1Eo1F+97vfYbPZaGpq6vGxsbGx/OIXv+BnP/sZ3/zmN7n66qtpbGzk3nvvxWw2t19N6A0PPPDACfe5+OKLefjhh7nmmmv47//+bxobG3nooYfaA8jecKrn1lVXXcXdd9/N17/+dX7yk58QCAT44x//SDQa7dDu3XffTWVlJeeffz6ZmZm4XC4effRRDAYDCxYsAKCgoACLxcK//vUvxo4di81mIz09nfT0dB588EH+67/+i0suuYSbbrqJYDDI7373O1wu10m9difr1ltv5ZVXXmH+/PncdtttTJo0CU3TKC8v5/333+dHP/oRs2bN6rGN73znO1gsFubOnUtaWho1NTWsWLECp9PZnistSdIgN6BT9aRh6dhM+mM3o9EokpOTxYIFC8T9998v6urqOj2mq6oR8fHxYtasWeLJJ5/sMMP8pZdeEtdcc40YOXKksNlswmAwiOzsbHHttdeKffv2dWo7EomIZ555RixevFjEx8cLvV4vkpKSxPLly8Xzzz8votGoeOSRRwQgVq5c2e3zevzxxwUgXnnlFSFEx6oRx6uvrxcOh+OkqkYc43K5xK9+9Ssxbdq0Ds/pG9/4hli/fn2n1/b4qg6apokHH3xQ5OfnC7PZLGbMmCE++uijTtUGfv/734s5c+aIxMREYTQaRXZ2trjhhhtEaWlph77ceeedIj09XaiqKgDx8ccft9+3cuVKsWjRIuFwOITJZBI5OTniiiuuEB988EH7Ptddd52IiYnp8nl2VzXi+9//fqd9u6qG8dprr4mJEye29/+BBx4QP/zhD0VcXFw3r2xH//jHP8SkSZOE0WgUTqdTXHrppWLv3r0d9jndqhE96apqxJNPPilGjx4tTCaTyM/PFytWrBBPPPFEp/f3dKtGHHOy55YQbQtsTJkyRVgsFpGfny/+/Oc/d6oa8eabb4rly5eLjIyM9r/tiy66SKxdu7ZDWy+88IIYM2aMMBgMnfq7cuVKMWvWLGE2m0VMTIw4//zzO/Wlu0V2uju/uvp79Hq94uc//7kYPXp0+3s+ceJEcdttt3VY0Ke7c/CZZ54RixYtEikpKcJoNIr09HRx5ZVXil27dnXzakuSNNgoQvRSdXZJkqRBJhwOM2XKFDIyMtrr5kqSJEnSMTI1QpKks8YNN9zABRdc0H6Z+vHHH2f//v0nnYoiSZIkDS8yEJYk6azh8Xj48Y9/TH19PQaDgWnTpvH222+zZMmSge6aJEmSNAjJ1AhJkiRJkiRpWJLl0yRJkiRJks4Cf/3rX8nLy8NsNjN9+nTWrl3b7b7V1dVcc801jB49GlVVufXWW7vc75VXXmHcuHGYTCbGjRvXYSXX0znuYCMDYUmSJEmSpCHupZde4tZbb+Wuu+5i+/btzJs3j+XLl1NeXt7l/sFgkKSkJO666y4mT57c5T4bN27kqquu4tprr2Xnzp1ce+21XHnllR0WSTrV4w42MjVCkiRJkiRpiJs1axbTpk3jsccea982duxYLrvsMlasWNHjYxcuXMiUKVN45JFHOmy/6qqrcLvdvPPOO+3bjtWJP7Zs+pkcdzCQk+UATdOoqqrCbrf3+tKvkiRJkiT1DSEEHo+H9PR0VLX/L3IHAoEOq1n2JiFEp5jEZDJ1ubBOKBRi69at/PSnP+2wfenSpWzYsOG0+7Bx40Zuu+22DtuWLVvWHjD31XH7kwyEaVvDPisra6C7IUmSJEnSaaioqCAzM7NfjxkIBMjLjaem1n/inU+DzWbD6/V22PbLX/6Se+65p9O+DQ0NRKNRUlJSOmxPSUmhpqbmtPtQU1PTY5t9ddz+JANhwG63A21/SA6HY4B7I0mSJEnSyXC73WRlZbV/j/enUChETa2fst3X4LAbe7VttydEzsTnO8UlJ1pm/YsjyF2NKp+qk2mzL47bX2QgzOdvoMPhkIGwJEmSJA0xAxl02e167I7eDacEGnDycUliYiI6na7TKGxdXV2n0dpTkZqa2mObfXXc/iSrRkiSJEmSJJ0mTYg+uZ0Ko9HI9OnTWbVqVYftq1atYs6cOaf93GbPnt2pzffff7+9zb46bn+SI8KSJEmSJElD3O233861117LjBkzmD17Nv/7v/9LeXk53/3udwG48847OXLkCM8++2z7Y3bs2AGA1+ulvr6eHTt2YDQaGTduHAC33HIL8+fP57e//S2XXnopr7/+Oh988AHr1q076eMOdjIQliRJkiRJOk0aAo3erUR7Ou1dddVVNDY2ct9991FdXc2ECRN4++23ycnJAdoW0Phibd+pU6e2//fWrVt5/vnnycnJobS0FIA5c+bw4osv8vOf/5xf/OIXFBQU8NJLLzFr1qyTPu5gJ+sI05Zs73Q6aWlpkTnCkiRJkjREDOT397Fj15V8A4ejlyfLuUMk5z0n45J+IEeEJUmSJEmSTpM4+r/eblPqH3KynCRJkiRJkjQsyRFhSZIkSZKk06Rx6lUeTqZNqX/IEWFJkiRJkiRpWJIjwpIkSZIkSadJO3rr7Tal/iEDYUmSJEmSpNM0WMqnSadnQFMj1qxZw5e+9CXS09NRFIWVK1d2uF8IwT333EN6ejoWi4WFCxeyd+/eDvsEg0F+8IMfkJiYSExMDF/+8peprKzsx2chSZIkSZIkDUUDGgi3trYyefJk/vznP3d5/4MPPsjDDz/Mn//8Z7Zs2UJqaioXXHABHo+nfZ9bb72V1157jRdffJF169bh9Xq55JJLiEaj/fU0JEmSJEkapkQf/U/qHwOaGrF8+XKWL1/e5X1CCB555BHuuusuvvrVrwLwzDPPkJKSwvPPP89NN91ES0sLTzzxBP/85z9ZsmQJAM899xxZWVl88MEHLFu2rMu2g8EgwWCw/d9ut7uXn9nAaPL7WFNWyqbKClrDIVJi7CzIzeWc9ExMepkFMxwdcbv5uLSY7TXVRLQo2c5YFuXmMzklFZ0q58pKUl8TQnCgsYGPS4o51NiAosDYxGQW5+VTEBePoih9evwjHjcflxSzo6aasBYl2xHLwrw8pqSkndFngCvgZ215GRsryvGEgiRaY5ifk8vszCzMekMvPgNJ6luDNjoqKSmhpqaGpUuXtm8zmUwsWLCADRs2cNNNN7F161bC4XCHfdLT05kwYQIbNmzoNhBesWIF9957b58/h/60+Uglj2zaQJ3Pi05R0asq+xvqWVteytjEJO48bwEpNttAd1PqJ0II3jx8kKd2bKMlEMCo6lAVhb11dXxYXMTsrGxuO3cuNmPvroYkSdLnwtEof9u6hfeKDuMLhzHpdADsqq3lzcMHuWz0WK6fMg21j4Lhtw4d5MkdW3Ed+wxQFfbW1/FBSRHnZmbxo9nnndZnwM6aah7auI5qrwcVBYNOx8GGBtaVlzEqIZE7z5tPpsPZB89ocJI5wkPboA2Ea2pqAEhJSemwPSUlhbKysvZ9jEYjcXFxnfY59viu3Hnnndx+++3t/3a73WRlZfVW1/vdgYZ6frdhLe5ggCy7s8Ov/GAkwu66Wu5ft5oHzl+KxSB/qQ8Hq8tK+dtnm1FQyHHGdvii9YZCfFJagk5RuPO8BX0+IiVJw9Vzu3fw+sH9OE1mkq0x7X9rQgiaA35e2rsbm9HIleMn9vqx15SV8vjWzQhBp8+A1lCINWWl6BSVu+ad2mdAiauZB9avodHn6/R9E4pGOdBQz2/WfsJvl1yIw2TqzackSX1i0F8b/eIfqBDihH+0J9rHZDLhcDg63Iay1w/up8nvJ/MLH0oAJr2eDLud/fV1bKgoH6AeSv0pomm8vHc34ahGis3WabTJZjSSYLGyobKCg40NA9RLSTq71ftaeevQQWIMBmLN5g7fSYqiEG+xYlR1vHZgP57jUvV6Q1TTeHnfboLRCKldfAbEGI0kWqxsqixnf0P9KbX91qGD1LW2kuno/H1j1OnItDs43NTEmrKSM34eQ4Xg8xJqvXWT48H9Z9AGwqmpqQCdRnbr6uraR4lTU1MJhUI0Nzd3u8/ZrsHn49PKCmJN5m6Df6NODwp8VFrUz72TBsLe+jpKXc0kWq3d7mM3GvGHw6wrL+vHnknS8LGxohxXMEic2dLtPglWKw2+VjYf6d1KR/sb6ilubiLREtPtPjajEX8kwtry0pNu1xsKsaa8FLvR1G06h0GnQ68orCqW3zfS0DBoA+G8vDxSU1NZtWpV+7ZQKMTq1auZM2cOANOnT8dgMHTYp7q6mj179rTvc7Zr9PsIRCNYT5DyYNbpqTqu2oZ09mry+whpUcw9TJBUFAWdolDj9fZjzyRp+Gjw+VCgxwlp+qP3Nfhae/XYjT4foUgUywk+A/SKekqfAc1+P/5wGKuh56xKi95AjdeD6OVlhwer3h4N7osFOqTuDWiOsNfrpbCwsP3fJSUl7Nixg/j4eLKzs7n11lu5//77GTlyJCNHjuT+++/HarVyzTXXAOB0Ornhhhv40Y9+REJCAvHx8fz4xz9m4sSJ7VUkznZGnQ6dohLRNHrKxooK0WNgJJ09DKoOBdCEQNdDipAmzwlJ6jNGne6EJbCEaCuTZdT17t+hUadDURSiQqDv4TMgKrRT+gww6tom3Ua0np9XVGgYdaZhM/9AE2233m5T6h8D+i342WefsWjRovZ/H5vAdt111/H000/z//7f/8Pv93PzzTfT3NzMrFmzeP/997Hb7e2P+cMf/oBer+fKK6/E7/dz/vnn8/TTT6M7Ojv3bJflcJLpcFDS7CKmm9m/QggCkQjnZGT2c++kgTAuKYlYs4XmQKDb9IhwNIqiKEw5moIkSVLvmpicglGnwxcOd3vFzhsKYdUbmNjLqXxjk5KIt1hwBfwkWrtOj4ho2tHPgLSTbjc5JoaCuHj21td1OxFOCIEvHObCESNPq++S1N8GNDVi4cKFbb+Iv3B7+umngbZLN/fccw/V1dUEAgFWr17NhAkTOrRhNpv505/+RGNjIz6fjzfeeGNIV4A4VXpVZfmIUWgIvKFQp/uFENS2enGazSzOLRiAHkr9Ld5iZUFOHp5QkFA00ul+IQTVXg8ZdgdzsnIGoIeSdPabmJLKqPhE6lq9RLXOF7ojmkaD38fElFQK4uJ79dixZgsLc/PwhEIEI11/BlR53aTZ7cw9hc8ARVFYPmIUCuDuZoJfvc+HzWhkcd7w+b4RfXST+segzRGWTt6FI0Zxfm4+jX4fVR43/kiYiKbhCQYpd7egKio3Tp1BTmzsQHdV6iffnDyFKampVHk81LZ6CUYihKNRXIEApS0u4iwWbpk1+4S55ZIknR5VUbjl3DlkOpyUtbho9PsIR6OEolEafD7K3S7y4+L5/sxZfZJC8F8TpzAtNY1qb9efAbEmM7fMmn3KdYQX5+WzbMRIWoIBjnjc+MNt3zfeUIjyFhea0Lhu8jTGJCb1+nOSpL6giOGSzd4Dt9uN0+mkpaVlyJZSC0WjvHHoAO8cPkSV101UE5h0esYlJfHVseNlWsQw5A4GeWX/Hj4oLqLJ70cIgcVgYGZ6BpePm8DohMSB7qIknfWOuN28vG8368vL2q/aOUwmFuTk8bXxE0iO6buFjjzBIK/s38sHxUU0+n0IITAbDMxIy+DyceMZe5rBakTTeOvwQd4+fJBKt5uIpmHU6RiVkMhlY8ZyXlZOv+UHD+T397FjHyi+Cru9dxcn8nhCjMl/aUjHJUOFDIQ5OwLhY0LRKIVNjQQjEWItFnKdscNmwoLUNW8oRImrmaimkRwTQ7p9aJ/jkjQUNfh8HPG4AchxOontoaxab2sNhSjug8+AcDRKYXMTgXAYp9lMXmxcv3/fyEBYOlNyyvhZxqjTMS4peaC7IQ0iNqORiclDp672sd/mZ/KF2jYbnz5bunYo0IRA4cxeR6n3JFqtPdb2hr47b2P66DPAoNOd9qjy2URWjRjaZCAsSdKAC0WjbKqsYFVRIYea2la7G5OYxJL8AmZnZrfXW+2JEIKdtTV8UFzE1uojRDWNTIeTJfkjWJCT221VlbOJK+Dnk9ISVhUXUdfqxajTMzszi/PzC2TAMojtravlw5JiNh2pIByNkmqzcUH+CBbm5uEwmQe6e5J0VpOBsCRJA8oXDvPQhnWsryhDEwKboS1g3VBRzqdHKliQncdts+dg1nc/sU8IwVM7tvHq/n0EomFiDEZ0isLe+jp219XyXtFh7pq3oE/zMQdaqauZ+9euptjVhF7RYTXo8UQCvHZgH6uKC7l+8jQuGzNWjhAPIkIIXt67m3/t2UVrKITNYESnKhxubORAQwPvFB7irnkLyXQ4B7qrUg80FDR69++qt9uTuicDYUmSBtTft21hdVkJyTExxBg+H7VNwEprKMSHJUXEWsx8b8asbtt46/BBXtq7G5vBSKrt82A33tI22rynrpbfrV/LiiXLTmp0eajxhcOsWLeG4uYmMh3ODs9RCEG9z8cT2z8j2RZzSuWypL71SVkJz+zajlHVdZjPEW9py7891NjIA+vW8PulyzHJxW8GLRkID21n3zeCJElDRpXHzSelJcSazB2C4GNijEbsJhMfFBdR39r1MrShaJSVB/ajKgpxls4TkIw6HakxNvbU17GztrrXn8NgsL68jOLmJjLsjk6BvqIoJMfEEIpGef3A/mGz7O1gpwnBygP7iWoaidaYTiP1Bp2ODLudQ40NbKqsGKBeStLZT/7ElCQJaAtK15aVUulxY1BVRiUkMTcrG3s3K0j1hk8rK/GEgmQ7YrvdJ85sodzt4tMjFVwyakyn+/fV11HpcZNk6X4iksVgINzqZX15OdPTMnqj66ctomlsq65iW3UVnlCQOLOF2ZlZjEtKPu20hTXlpSi0BU/dibNYONBQT2mLi7zYuNPsvdRbCpsaKWpqIt7c/Xlr1OkRwNryMhbk5vVf56RTIoSCEL07gtvb7Undk4GwJA1zEU3j2Z3beePQATxHV4tqm7l+kOd227hp+kzmZef2ybHdoQAKSo+z5FVFQUWhpZuVrFoCASLRKMYTLKuuU1Wa/L4z6u+ZKm9x8bsN6zjc1Ni2zDUKAsFrB/YxNTWN22fPJb6HgL47DT7fCZ+/WaenJRDodkUwqX+5g0FCWvSEKQ8GVaXB1/XVEEmSzpwMhCVpmHt253Ze3LOLGIORbGdse1Aa0TRqvB4e3rges17PzPTeX5TFoje0L63e3WioEAINgbWbyXIWgwGdqhLRtB5HRKNCw27su9HtE6lvbeVXaz6muLmZNJsd89EASAhBazjMxsoKHli3hnsXno/lFFf8c5iMhLtYxvd4YS2KXlW7fR2l/mU1GNCrCuFotMe89Yim4ejDqzLSmYsevfV2m1L/kDnCkjSMHfG4eePQAWIMRhKs1g4js3pVJcPuwBsK8a9dO9H6ILd0elo6VoMRz9EVt7riDgaJMRiZnp7e5f0TklNIiomhye/vto1QNIpOUQd0hcV3Cg9R3NxMlsPZHgRDWw6vzWgk3WZnR00168rLTrnt2Zk5RDWNaA/BcJPfT05sLPlxMi1iMBgRn0Cm3UlToPvzNqJpCODczOz+65gkDTMyEJakYWxtWSmeYLDLSWbQFqQlWq0cbmpkX31drx8/Py6eaenpNPp9hKKdx0BC0QhNAT+zMjLJdsZ22YbVYGB5wUgC0TCtXQTUUU2jyuMmNzZuwALhYCTCquJCrHpDt6N/xy6Rv198+JTbX5CTS5rdzhGPu8sfLC2BAAK4eOQYdGdh1YyhyKjTcdHI0USF1mW6iiYERzxuMuwOzsuWlT4GM4GK1ss3IcOzfiNTIyRpGKtwtwA9r2Rl1Ruo97VS7fEwoZdXp1IUhf+ZeS7Nfj9762ox6nRHFxAQ7TmUU1JTeyydBnDFuAmUt7TwSVkJTQEfTpMFnaLQGg7RGg6T7XTykznnDVgJqka/j5ZgENsJFvWIMRopc7nQhDil1cXiLBZ+NPs8frt+DWUtLuxGIxa9gYjQaAkEUFWVL48ew4UjRp7pU5F60SWjRlPiauK9okJcAT+xZjM6RcUXCeMJhUiz2fjxnPNkaoQk9SEZCEvSMGZQVU6U8HDsflXtm1nMiVYrv1q0hHcLD/Fe0WEafG0T2tLtDpaNGMmFBSNPWLnCpNfzoznnMSUtjXcLD1PmakYD7CYTl40Zx0UjR5Fqs/dJ/0+GTlFR4ITpJUIIVFU9rQqiU1LTWHH+Ut4+fIjVZSW0hsPoVIWpaWlcOGIUC3LyhvWS04ORXlX54TmzmZScyjuFhyhsbkTTosQYDVw0chQXjRhNllMupjHYCTjh5+jptCn1DxkIS9IwNiohCVU5RETTur1k7w4GsRmMjE5I7LN+OEwmrhw/kcvGjKPR50NRIMFi7XHy2xcZdTqWjxjFsoKRNPhaiWga8RZLjyvS9ZdEq5Ush5PCpsYeg3pvOMTszOzTLqOWGxvHzTNncd3kqbiCAUw6PQkWi1xNbhDTqSrn5xewOC+fBp+PkBYlzmzBeooTJqWBIxfUGNpkEorUQUsgQLXHg7eHyUvS2eO87BySYmKoafV0udBCVNNoDviZkZ7ZL8u8GnU60ux2Um32UwqCj6cqCskxNtLtjkERBENbsLNsxEg0IfCFw13u0xJoC1zPzy844+PFGI1k2B0kWq0yCB4iFEUhKSaGDLtDBsGS1I/kiLCEEIKt1VW8U3iI7TXVRDUNo07HnKxslo8YxZjEpIHuotRHHCYT351+Dg9vWk+520WS1YbV0FbSzB0M0hjwkRsbx7emTBvorg55S/NHsLXqCOvKy4gxGok3W9CpKuFolAa/j7AW5bLR45ie1nV1DEmSBidNKGi9vABGb7cndU8GwsOcEIL/7N/Lszu3E4hEcJhMWPQGgpEIbx46yLryMm6ZNYf5ObkD3VWpj8zPycWs1/Ov3Ts43NRInc8LAmxGI4ty8/n2lOlkOBwD3c0hz6TXc8fc+WQ4dvJhcRGVHjcCgU5RSbHZ+PKoMXxlzDg5gitJktSPZCA8zH1WfYRnd25HVRRyjitPZTMaibdYqPJ4+NPmjeQ4Y8mJje22HWloOycjkxnpGeypq6XG60GnqIxKSJQTdXqZxWDgO9NmcOW4CeysrcEXDuM0mZiSmnbKi2hIkjQ4HCt51tttSv1DBsLD3DuHD+MPh8mN7VxkX1EU0u12SltcfFhSxLenTh+AHkr9RVUUJqWkMikldaC7ctZzms3yKoskSdIgIAPhfiCE4GBjAx+VFHOosQGAsUlJLMrNZ2R8woBdCm32+9l8pIKwprGvvg5NCMx6PQlWK06TGVVRUBQFq97A6rKSsyoQFkJQ1NzERyXF7G+oQwgYmZDA4rwCxiQkDujlaSEEhU1NfFz6ed9GJSSyKC//tPrmCvhZW17GxopyPKEgCdYYFuTkMjsz64wmkwkh2N9Qz0clxRQ2NaIoMD4phUW5eeTHxctL/JIkDQuyasTQJgPhPhbRNP6+bQvvHD5EaziM6ehM+N11tbx16BBfGj2Gb0+ZNiCrPa0qLqT0aPF+naoACp5QiEa/D6fJTEFcPAadDoNOxRcOE9W0s2JVKk0Intm5jZUH9uMNhTq8J+8WHmZZwUhumj7ztKsWnImopvH0zu28fnA/rV/o2zuFh1g+YhT/PX1mt6XOvmhnbQ2/37COKq8bFQWDTsfBhgY2lJcxMiGBO89bcFrVIELRKH/bupn3igrxH3de76qt5Y1DB/jKmHF8c/JUWbdWkiRJGtRkINzHnt+9k9f278NuMpFrjWkfJRNC4AoE+Pe+PdgMBq6eOLlf+7WlqpJnd+1AQ2BQVYzHrbh1rGRWUXMToxISCUajpFosZ0UQDPCffXt4cc9uYgwGcp2xHd6TlmCQ1w/ux2owDMgI+L/37eGlvbuxGYxd9C3Aawf2YTUYuP4kqjiUuJp5YN1qGn0+suzODu9fKBrlQEMDv1n7Cb9dcuEpr1z17M7t/N/BA8SazKR84bxuCvh5Yc8ubEYjV4ybcErtSpIkDTWyasTQdnZENoNUk9/HG4cOYDEYiDN3LGqvKApxFgtmnY7XDx7AHQz0W7+EEPxn3x4CkTDJ1hgiouO6ODpVxaTT0xIM0BIIEIxEWJI/ot/615c8wSCvHdiHUdURb7F2ek9izWZiDAbePnywfYWz/uIOBlh5cD8mnY54S+fzJfZokf23Dh+k8ST69tahg9S1tpLpcHb6EWPU6ci0OyhsamRNWckp9bOu1cvbhw9hMxhxms2d+plgsWJQVV47sE/Wo5Yk6awnUPrkJvUPGQj3oY0VFbgCAeLNlm73ibdYafT72FhZ0W/9KnE1s6++nkSLlRSbDYOqEohE+GIwrAkobWkm1WZncW5+v/XvZHlDIT4oLuRfu3fy0t7d7KytOeEStpuPVNLg85FgtXa7T5zZgisYYH1FWW93uUefVlbS6PORYOm+b/FmC82BABsry3tsyxsKsaa8FLvR2G16gkGnQ6eorCouPKV+bqgoxx0MEGfp/rxOsFipb21lS1XlKbUtSZIkSf1Jpkb0oUZ/26hdTykFx3I9T2aEr7c0+HwEIxESLVZ0qkpeXBwlrmZ84Qg6VUFFQRPi6LK7Rn4ydx4pNlu/9e9EhBCsPLCff+/fQ31ra9s2BCadnlEJiXx/5ixGxCd0+dgGvw8Fesyx1akqCkq/vifQ1jc4mb5xwtFqV8CPPxzGbjT2uJ9Fb6DG60UIcdKT2xp8PhRF6TH/16DTIU6in5IkSUOdnCw3tMkR4T5k1OkQQnS5dO0xQggEAmM/Tswy6nSoikL0aL8SLFbGJSaTYbdjUFVQwKTXEWs2c152DpMHWTmtl/fu5m/btuAOBMiwO9pqHDticZhM7Kqt4Z7VH1Hiau7ysUZVh0bP7wnQ7+8JHD1fTtC3Y+eLSd/zb1iDqkOnKES0np9nVGgYdfpTqvBwrJ89aetnWz8kSZIkabCSgXAfGp+cgkmvxxcOd7tPaziERW9gYj8Gm6MSEkm0xtAc8LdvsxoMZDtjmZqazvS0dCYkpWA3GpmXndtv/ToZVR43L+3djUmnI9Vmbx89VRSFGIORHGcsVR43z+3a0eXjJ6akYNUbesxd9YXDGHW6fn1PACYkp2DRG/CGe+6bSadnQnJKj20lx8RQEB+P67j3+IuEELSGw8zOzDylfk5MTsGo6no8rz2hIFaDgUkpPfdTkiRpqDs2ItzbN6l/yEC4D01ISmZMYhJ1vlaimtbp/qimUe/zMSE5hVHdXMrvC1aDgaUFI/CHw/gjXQQzAqq9HpJjbMzPyem3fp2M1WWltASD3ebRqopCvNnK1uojVLpbOt1fEBfPxJRU6v0+It28J3WtXkbFJzLxBMFmbxsVn8DE5BQafD30zdfKmMREJiQl99iWoihcWDAKVVFwB4Nd7tPg82E3GlmcV3BK/ZyUksqIhATqfN4uz+uIptHo9zM1NY28LhZqkYafYCTC/oZ6dtbWdPl3ORwJIShubmJnbQ2FTY1d/i1JktT3ZCDchxRF4YfnzCbHGUu5u4VGn49wNEooGqXB56PM3UJebBzfnzmr3xcfuGLcBGZlZlHb6qXG6yEYiRDRNFqCAUpbXMQYjXz/nFnE9zBxayAcamxAd4L8VIfJhDcUotTl6nSfoih8f+YsCuLiKXe7aPD5CEWjhKNRGv0+ylpcZDqc3HLunH6vgdvWt3PJj4vrum/uFrKdTn5wzuyTOl8W5+Vz4YhRtAQDHPG48YfDRDQNbyhEeYuLqND45uSpjElMOqV+6lSVW2fNIcPuoMztosl//HndSrnbxYj4eL434xy5qMYwF4xEeHnvbr731v/xo/ff5o5V7/L9t9/gl598yM7amoHu3oAQQrC6tIQfvf8Ot7z7Fnesepdb332bW997i/eKDp8wbUsafMTRJZZ78yZOMzz761//Sl5eHmazmenTp7N27doe91+9ejXTp0/HbDaTn5/P448/3uH+hQsXohxdXOv428UXX9y+zz333NPp/tTUwZVS2RM5Wa6P5cTG8uvFS/jPvr2sKSulttULgN1k4itjxvK1cRNItdn7vV9Wg4G75i3k1f17eb+4kPrW1vaV5eZl53D5uAn9PiLaX9LtDn6zeAn/3ruH1WWl1B19T2xGI18aPYavjZtwWotM9IYMh4NfLVrCv/ftZW1ZyXF9M3Hp6DFcMW4CGXbHSbWlU1X+55y2wPqtwwepdLuJaFp72sdlY8ZyXtbpjfjnx8Xzm8UX8PLePayvKGs/r51mM1cUjOBr4yaSFBNzWm1LZ4dgJMJv169lbXkpRlVHnMWCXlHxR8KsLy9jV20Nt86aw4LcvIHuar8RQvDinl38c/cOIlGNeIsVk1lHSItyuLGRP2xcT7nLxY3TZsgfkdIpe+mll7j11lv561//yty5c/nb3/7G8uXL2bdvH9nZ2Z32Lykp4aKLLuI73/kOzz33HOvXr+fmm28mKSmJyy+/HIBXX32V0HGphI2NjUyePJmvfe1rHdoaP348H3zwQfu/dQOwINXpUoT8+Ynb7cbpdNLS0oLDcXJBxulo9Pmo9LgByHI4Bs1oqz8cpqi5iYimkWi1DlgQeDKe372TJ7ZvJccZ2+2IbUsgQFiL8qflXyLL2fNzcQX8lLW0XarNsDtI7KGsWn9r9vspP3oZOdPu6LHk24lENI3DTY0EwmGcZjN5sXG99kXb4PNxxN0CikKO00lsD+UCpeHj5b27+fu2z0iyxmA1dFzKWwjBEY8Hp9nEn5ZfQnLM4KlK05d21tbwi49WoSpql581rkAAXzjEXfMXMvc0f6QON/31/d3Tsd8/eBMx9lNblOhEWj1Blo7+GxUVFR2el8lkwtTNAkizZs1i2rRpPPbYY+3bxo4dy2WXXcaKFSs67X/HHXfwf//3f+zfv79923e/+1127tzJxo0buzzGI488wt133011dTUxRwc77rnnHlauXMmOHTtO56kOOJka0Y8SrFYmp6QyOSV10ATBABaDgQnJKUxJTRvUQTDAgtw8HCYTTf6uy3JpQtAU8DE9PeOEQTBArNnS/p4MpiAYIM7yed/OJAiGtpJsYxOTmJqWTn5cfK+ONiVarUxOTWNySuqQCYKFECesOT3UDeTzC0YivFt4GKOq6xQEQ1saULrdToPPxyel3S/oop2g6s5Q80FxIb5wuNvPmlizmZAW5b3CU6vtLQ2svpwsl5WVhdPpbL91FdAChEIhtm7dytKlSztsX7p0KRs2bOjyMRs3buy0/7Jly/jss88IdzMZ+oknnuDrX/96exB8zOHDh0lPTycvL4+vf/3rFBcXn9RrNxjI1AhpSMmwO/jauAk8u3M7NV4viVZre+UIXzhMXauXNJuD/+rnJaulwU8Iwb76Oj4oKeLTI5VEolFSbHaWFoxgQU7eKS8zPRjVtXr5qKSYD4qLaAkGsBoMLMjJY3FePrn9OHGxuLmJmlZPj4uuqIqCQVXZUnWEK8dPbN/e7PfzSWkJq4oLqfe1YtLrmZOZxfn5IxidkNgf3e8TEU1j85FKbCeo7R1rMrOnrhZ3MIDDZO6n3kmDVVcjwl1paGggGo2S8oVKPSkpKdTUdJ2PX1NT0+X+kUiEhoYG0tLSOty3efNm9uzZwxNPPNFh+6xZs3j22WcZNWoUtbW1/PrXv2bOnDns3buXhIT+KwRwumQgLA05V0+YhEmv5z/79nDkaKrJsbq/45NT+P7MWeTHxQ9wL6XBRAjBS3t38/zuXbSGQ9gMRnSqwuHGBg401PHO4UPcNW8hGf18abU37a6r5bfr11Dj8WDU6THrdTT5/Pxr907eKTzE/8w8t9/ycUPRKJom0Cs9X3TUqWqHyjXFzU3cv3Y1pa5mDDodFr0edyDAK/v38X5xETdMnc6XRo3p6+73iaimEdVEjwssAegUlYgWIRiN9lPPpDMlhIIQvZvTfaw9h8NxSikfX7zad6LFkrrav6vt0DYaPGHCBM4555wO25cvX97+3xMnTmT27NkUFBTwzDPPcPvtt5903weKDISlIUdRFC4fO54L8kewsbKcutbW9kv/k1JS+73agzT4fVxawrO7tmNU9eQ6Y9s/5OMtEI5GOdjYwAPrV/PQBctPuFjJYFTX6uW369dQ6/WS/YX8eSEEVV4Pj27eSLLNxthTrBJyOhKsVkx6Pf5IGEMPk2ZC0ShpRycLe4JBHli3hlJXM5kOZ4cVFoUQ1Pla+d+tW0i2xjArM6vPn0NvM+raFimq8riJ6yGFyB8JYzeZcBiH/hUKqf8kJiai0+k6jf7W1dV1GvU9JjU1tcv99Xp9p5Fcn8/Hiy++yH333XfCvsTExDBx4kQOHz58is9iYMgcYWnIcphMLCsYybWTpnD1hElMSU2TQbDUiSYErx/cR/ToZNAvjnQYdDrSbXYONTay+UjlAPXyzHxYUkyNx0OWw9npb0BRFNJtdloCAd4+fLBf+pNhdzApJZWmQKDbHN9AJIKqKCw8Okq9rqKMki6CYGh7DikxNgKRCK8f3D8k84YVRWFpwQhC0Wi3NYO1o4vcnJ9XMCR/kA1XUdQ+uZ0Ko9HI9OnTWbVqVYftq1atYs6cOV0+Zvbs2Z32f//995kxYwaGL+T2v/zyywSDQb7xjW+csC/BYJD9+/d3Sq0YrGQgLEnSWe1wUyNFTU09TlA16fVoQrC2vLT/OtaLPiwuwqTTd/tDUFEUHCYTmyorul1gpTcdu2pjNxqp8no6TdwLRCJUe91MSk5hZnrbyoZrykpRFToFwceLM1vYW1/XnhI11JyfV0BObFtd+fAXUh8imkaFu4U0m51lBSMHqIfSUHb77bfzj3/8gyeffJL9+/dz2223UV5ezne/+10A7rzzTr75zW+27//d736XsrIybr/9dvbv38+TTz7JE088wY9//ONObT/xxBNcdtllXeb8/vjHP2b16tWUlJTw6aefcsUVV+B2u7nuuuv67sn2IvmTU5Kks5o7GCAUjWLW9fxxZ1BVGnxdVyMZzKJHF8Ix6Xuu22nW6WkNh/GEgv0yMXBKahq3zJrDX7ZsoqzFhUFV0akqoWgUVVGYlprOHectwHg0daLB14rxBO+RWa/DEwr2SzDfFxKsVu6at5AH1q2hxNWMQlvKRFiLEhWQYbfz/+bMG9K56sORdvTW222eqquuuorGxkbuu+8+qqurmTBhAm+//TY5R1eIra6upry8vH3/vLw83n77bW677Tb+8pe/kJ6ezh//+Mf2GsLHHDp0iHXr1vH+++93edzKykquvvpqGhoaSEpK4txzz2XTpk3txx3sZCAsSdJZzao3oFdVwprW40SliKYNycoRqqJg0Rto9vt73C+sRdGrClZ953JmfWVhbh5jE5P4pKyEzUcq8YfDZDgcLMzNY2Z6ZnsQDGA3mqiI9rz8cjiqoVdVLF2UZBsq8uPieXjZRWyoKGNNWSlNfj9Os5nzsnKYl5MjK0VIZ+Tmm2/m5ptv7vK+p59+utO2BQsWsG3bth7bHDVqVI/pSC+++OIp9XGwkYGwJElntZEJiaTbHVR53KR3sypfRNMQwLmZnVdfGuwURWF+Ti4v7NnV4wzxlmCQ87Jzeixp1hdSbDauGj+Rq44rkdaVudk57KqtIdrDD5amgJ8xiUnkOGP7oKf9x2Y0srRgJEtlCsRZQZzBksg9tSn1D/lKS6csomnsqKlmVVEhq0tLqG9tHeguScOANxRifUUZq4oK2VhRjq+bgu9fZNTpuGTUaCKahqeLS+qaEFR6WshwOJibNfQCYYDz8wuIM1uo8nq6HLlp8LVi0ulZPmLUAPTu5CzIySPFZuOIx93lYiCuQABFgYtHjpKTYqVBRRNKn9yk/iFHhKWTJoTgk7ISXt67m1KXi7DWNtnDaTJzXnYO102eOqhWzJPODqFolJf37uadwkPUHf3RpdA20njJyNFcPm5CjxOsAC4ZNYYSVzPvFR6mOeAn1mxGp6j4wmE84RDptrbcTPsQTI0AyIuN4/vnzOJPn26ktMWF02TCpNMT1qK4gkHMOj3XTprMzPSMge5qtxKtVm6fPZffrV9HWYsLu9GERa8ncjQHWqeqfGX0OC7IHzHQXZUk6SwiA2HppL15+CB/+2wL4WiURKsVi8GAJgSugJ83Dh2kpLmZexee3++XXqWzV0TT+MOm9awqLsKi15Nus2PQ6QhHozT6/fxj+1aqvB5+eM7sHvN/9arKD86ZzaTkVN4pPERhcyOaFiXGaODiUaO5aOSoQb+8+Iksys0nNcbGW4cPsamynNZwGL2qMC87h+UjRjEzPaNXl9buC9PTMrj//At4+/Ah1pSX0hoOo1MVZqRnsKxgJPNzcgf9c5CGn+OXRO7NNqX+IQNh6aRUedw8vWMbCpDl/DxgUBWFeIsVm9HEnvo6/r1vD/89febAdVQ6q6wuK+GjkmISLdYOS9MadDpSbTbcwSDvFxUyMz2T87J7nqGsV1XOzy9gcV4+DT4fIS1KnNmCdQhPvPqisUnJjE1Kxh0M4gkGsRj0Q+4qTX5cPP9zzrlcP2VaWzUMnZ4Ei0UGwJIk9QmZIyydlNVlpbgCAZJiYrq836jTYTca+ai0GHcw0M+9OzVRTaO+tZUar4eQXMb0pLSGQlR7PDT7/f22mIEQgveLDiMQHYLg4zlMJiKaxqriwpNuV1EUkmJiyLA7zqog+HgOk4kMh2PIBcHHsxmNZNgdXS6CIkmDieiD/ODeXrJZ6p4cEZZOys6aagyq2uMklViTmdpWL8XNzUxJHXwrygQjEVYVF/Ju0WEqW1oQQKzZwrKCEVw4YuSQDhr6SnFzU/tl6mAkgk5RmJCcyoUjRjI7M6tPAxRPKMThxkYcxp7LSdmNJvbW1xGMRORqXJIkSdIpkd8a0kmJaNoJZ2orioJ2dN/BxhcO88C6NWyqLEdVFBwmM6rSNpv+ye1bWVteyi/mL+q2vNZwtKWqkoc2rKPB58NuNGLRG4hoGhsry/msupKrxk3km5On9lkwHD1a0uxE552qKAghiA7BZXclSRr6NFS0Xr7A3tvtSd2Tr7R0UnJi4whFoz1eFm8NhbDq9aTZ7P3Ys5Pz7M7trK8oI8kaQ6bDicNkwmY0kWazk+lwcqixkd9vXN9l2abhqK7Vy8MbN9Ac8JPrjCXRGoPNaCTWbCbHGYtZZ+ClvbtZU1baZ32wm0zEWyx4Q6Ee9/OGQqTE2LDI0WBJkiTpFMlAWDopC3PzMOn13QYlQgiaAn6mp2cMuuVBm/w+PiwpaivH1EVOqF5VSYmxsb+hjt21NQPQw8Hn45Ji6lq9ZNqdXY74xlssRITGm4cP9lnOsF5VWVYwklA00u1VhnA0SkREWVowUuaRSpI0IITom5vUP+QQitSlulYvn5SWsKXqCIFIhAy7nRHx8eyprUUTAofJ1B54hKNRqr0eEq1Wrhg3YYB73tn2mmpcgQCZPaQ9WA0G6lq9bKk6wuRBmN/c39aWl2HU6XpMS4gzWTjU2ECVx0OGw0FxcxMflxSzp74WIWBEfAKL8/IZm5h02kHqBfkj+Li0mEONjaTG2Dr8kPGFw9S2ehmXlMTivPzTal+SJEka3mQgLHXycWkxj23ZTJPfh15V0akqBxrqUQCLwUBrOExTwI+qKGhCoFMU0u0Obj13DmMTkwa6+534j65A1lOdWQABJ71a2dnOEwpiVHU97mPQ6fCGQ3hDQZ7duZ1X9u/FGwph0rU9bnddLe8WHmZJfgE3z5yFUddze12Js1j4xfxFPLh+LQcbGwi1etvPO5NOx7TUNH48Zx6OIboQhiRJQ5/MER7aZCAsdbCtuoo/frqRQCRCtjO2w4igPxymutXLuMREpqam0+DzYTbomZCcwuzM7EFbisphMqPQNomvuxXIjl3elwFVm3iLlVqvt8d9gpEIBp3KhspyXtyzG6veQK4ztn30VwiBOxTkrcMHsRgM3HSa9aXT7Q4eWrqcHTXVbD5SiScYxGk2cW5mNhOTU074A0eSJKkvyQU1hjYZCEvthBD8Z98ePMEgOccFNMdYDAbSYmwUNjXxzcnTOCcjc4B6emqmpaWTGBNDo99HSoyty328oRBWg4FzM7P6uXeD08LcPHbX1nT740EIQXMwwDkZGXxYXIxeVUmwdiw/pygKTpOZiKbxXuEhLh09htTTnEipV1VmpGcwYxAvESxJkiQNPXIoZZDyhcN8XFrM87t38tKeXWyrriLax2XJylta2FNfR7yl+wL2FoOBiBB8UlrSp33pTTajkYtHjiYQieAOBjvdH4xEaPD7mJ6WzuiExAHo4cATQrC/vo6X9+7mX7t3EtU00u0OKt0tnc47IQS1ra1Y9QbyY+Op87WS2EMN5jizBXcwyPqK8r5+GpIkSf3u2Ihwb9+k/iFHhAcZIQTvFB7mhT07qW31gmjLXTWoKgXx8XxvxizGJSX3ybEb/K0EIxHizZYe9zOqOqo87j7pQ1+5ctwE6lq9vF9USJPfh91oQlHaRoIFMCM9nVvPnTMsKw+Ut7j4y5ZN7K2rJxANoxz9ADbr9ehUlQp3C0adDrPeQESL0hoO4zCZuHHqDILRCEIIDD3k/6qKAopCo8/XX09JkiRJkk6KDIQHmTcPH+TxzzYjhCAtxt4eYPjDYfY3NPCrNR9z94LFfTIpzajToyoK0R5yaQGiQsM8xGq2GnQ6bpk1h9mZ2awqLmR3bQ0CmJiSyrKCEczLzu2ytNrZrsrj5p7VH1HmcpFkjSHFEIOiKEQ0jSa/j4imMS4xCX8kQkswgMVg4sIRIzk/fwSjExJ549ABhBAIIXr+ESHEaU2WkyRJGuxEHyyJLJdY7j9DK5o5yzX5fTy7czsKkPaFUl8Wg4Fsh5OyFhfP7NjGivOX9vro5cj4eJJiYmjy+brN5YxqGlGhMXOI5AcfT1UUzs3M4tzMLDQh0IToMeAfDv69bw+lrmZyHLEdJp3pVZXkGBtNfj9l7hYeXrqcHGcselXtcN5NSE4hxmjEEwriMHW9FLI/HMag0zExJaXPn48kSZIknYrhHQUMMmvKymj2+0myxnR5v6ooJFqs7K2v43BTY68f36w3cGHBSALRSHvJseMJIahp9ZJgiWF+Tm6vH/+LarwedtbWsK++rtfLmqmKMuyD4Eafj7VlZTiN5m4rL8SZzbSGQnxcUoxBp+v04ysvNo5paek0+v1dLnqhCUFtq5cR8fFMTpH1maX+4QuH2Vdfx67aGupae65+IklnSuYID21yRHgQKXU1Az3Xu7UZjTQGfJS5XIzqg4ldXxkzjgMNDWyoLMOk0xNvtqBTVXzhEE1+P3aTif+ZOavbYL03HGps4JV9e9lcVYk/EkEFEqxWLsgfwVfHjsdmNPbZsYeTCncL3lCw20oa0Fb5waTTcaCxvtt9bpo+kyqPh8NNDTiMpvZydZ5QEFcwQKbDyS2z5gz7Hx5S33MHg7y6fy8fFBfR6PchAItez7kZWVw+bjwj4hMGuouSJA0yMhCWOrAYDPxs3nxeO7CfdwsPU9/qJSoEZr2e2VnZXDF2fJ+uvLajppoV61bT4GslzmwhxRqDJgQuf4Bnd25nd10Nd89fjF3W++1XPS33mWqz8+vFS/j33j2sLiuhztcKQhBztFrH18ZNINsZ2299lYYndzDAvas/YmdNDRaDgUSLFVVR8IZDvF9cyI7aau48bwGTUlIHuqvSWUYToPVyTq8ml1juNzIQHkRyY2NBacvD7W5UuDUcwqI3kB0b22f9MOsNXD1hEl8ZM5aipibCmkaCxUqmw9GnVRVaQyEe2bSBZr+fHGdch8U8Umw2gpEI26qr+dfunXx3xjl91o/hItPhxGY04g4FSeim/JkQgmA0yujEnq8+JFljuHnmLP5r4mRKW1wgBOkOR59eOZCk4z27cwc7ampIt9kxHTeZN05nwWkyU+lu4ZFNG/jLRV8alhNjpb4jV5Yb2uQrPYjMy84lzmyhoZsyU0II6n0+xiUlMaofLvGZ9QbGJ6cwJTWNLKezz0uLbago54jHTZrN3iEIPsak12MzGvm4tBhXwN+nfRkOEq1W5mbn0BIMdluj2hUIEGMwsji34KTadJrNTE5JZXJqmgyCj9J6Gk4fAo5VBRnMmvw+VpeVYDeaOgTBx6iKQprNTqW7hU1HKgagh5IkDVZyRHgQSbBa+a+JU/jfbZup9nhItFo7lE+r9XlJtFq5bvK0s7Le7Y7a6hPWpI03W6j0uNlXX8+crOx+7N3Z6crxE9lVW0N5SwvJ1hisBgPK0RJ6TX4//kiYK8ZNYER8/EB3dUip8Xr4uLSED4uLaAkGsBoMLMjJY0l+wZBIEwlGImyoLGdVUSFFzU0AjE9K4YL8AmZmZA66fO+99XW4AgEyv1Bt53gGnQ5NCHbUVLMoN78feyed7QQKopcnt/V2e1L3ZCA8yFw6egwGVeWFPbuo9no4Ng6jV1VGxSfyvZl9t6DGQPOHI+iUnr9gVUVBE4JQNNpPvTq7Zdgd3LPgfP60eSP7G+qp97e2L6gRZ7bwtfET+PqESWflD6++srOmmt9tWEeN14NJr8ek09Ho8/Ov3Tt5t/AQP5g1m3nZuQPdzW55QyEeXL+WTUfKQUCMwYgA1paXsqGynCV5Bfxw1uxBVRc6FIkihOhxojG0fX50VRFHkqThSwbCg4yiKFw8ajQLc/PYVFlBldeDXlUZER/P1NT0QTcS05tSbDFEhNbj4gyBSASTXkeCtfslfaVTkxMby+8uuJB99XXsqaslGI2SaI1hTlYWsSdYZVDqqNrj4cENa6lvbSXbGdshxUcIwRGvm0c3bSAlxtYnVV96w1+3fMr6ijJSY2wdcmkTseINBXm36BBxFjM3TJ0xgL3sKOHo1bNAJNLtYj9CCKJC9FglRZJOhxBKr0+Wkwtq9B8ZCA9SMUYj5+efXF7m2WJedi5vHDyANxTqtipEg7+VkfGJjOuDlfWGM0VRGJ+cwvhkuejFmfiwpIgar5ecLwTB0PYaZ9gclLa4eLfw8KAMhEtdzayvKCPebOlyQpnNaMIfifBeYSGXjx0/aH4oTUhOIccZS4mrmSyHs8t9PKEQVoOB8/qhBrokSUPH2Tu8KA05YxOTmJWZRYPfR2s41OG+YwszGFQdV4ybcMJLoJLU34QQfFBShEWv73KyJ7QFw3ajibXlpb2+SExv+LSygtZQCEcP5QnjzRaaA342H6nsx571TK+qfG3cBPSqSl2rt9PkvtZQiEa/jzlZ2f0y0VgaXrSjI8K9fZP6hxwRlgYNRVG4ddYcNCHYVFlBfWsrJr2+PSfYaTJx3ZRpLJAjOtIgFIpG8QZDmHQ9f6ya9Tr8kQieYBDrICvj1RIMAvSYE65TVRTaFq8YTBbn5eMOBnl213ZKW1wYdTpURSEYjWBQdSzMyeMH58yW+e6SJHUgA2FpULGbTNw1byHba6r4uKSE8hYXelVlWlo6i3LzyXJ2fdlTkgaaUafDpNfhOUGAGI5q6FV1UNaytRoMCOgxT18T4uiKbYOr/4qi8JWx45iens5HJcXsqKkmomnkxMayOC+fKSlp8kqS1Cf6YklkucRy/5GBsDTo6FWVmemZzEzPHOiuSNJJUxSF+Tm5vLx3T4+BZEswwOK8/B7TDwbK9LR0Xtyzi9ZwuNulzFsCAWxGI9PT0/u5dycn2xnL9VOmDXQ3pGFElk8b2uTPY0mSpF6yJK8Ap9ncVvqwi0Uo6ltbsRoMXDhi1AD07sTGJCYxKSWVel8r4S5KFAYjEVzBAOdl5ZBqs59y+0IIDjU28GFxER+WFFHiau6NbkuSJJ02OSIsSZLUSwriE/j+jFn8ecsmylpcOExmTDodIS1KSyCAxWDg+inTmJY2OEdTFUXhlllz+NWaj9nfUI9Zr8duNAGClmCQiKYxIz2d70yfecpt76uv45md29hXX99Wy1cBq8HI1NQ0rps8lfw4uWiLNDTJ1IihbVCPCEciEX7+85+Tl5eHxWIhPz+f++67D+245WCFENxzzz2kp6djsVhYuHAhe/fuHcBeS5I0nJ2fX8CvFy1hacFIFAVaw2GEECzIzePuBYu4fOz4ge5ij1JsNn69eAnfmTaD5JgYfJEw/kiEbKeTm2fM4u75i085rWNnbQ33rP6Iz6qqiDEYyHHGkuOIxazTsa68jLs//pDCpsY+ekaSJEndG9Qjwr/97W95/PHHeeaZZxg/fjyfffYZ3/rWt3A6ndxyyy0APPjggzz88MM8/fTTjBo1il//+tdccMEFHDx4ELv91C/dSZIknaljNZndwQCeYFv92jjL4Ki5ezJizRa+PmESXx07nkafD0WBRGvMaS3oE4pG+cuWTbj8fnKdsR1ypx0mMzajibIWF499tpmHLrhQVnWQhpy+KHcmy6f1n0EdCG/cuJFLL72Uiy++GIDc3FxeeOEFPvvsM6BtNPiRRx7hrrvu4qtf/SoAzzzzDCkpKTz//PPcdNNNA9Z3SZIkh8mMw2Qe6G6cNqNOR9oZDihsrTpCmctFSoytyyBXVRSSrTEcbKhnf0P9WbuEvCRJg9OgTo0477zz+PDDDzl06BAAO3fuZN26dVx00UUAlJSUUFNTw9KlS9sfYzKZWLBgARs2bOi23WAwiNvt7nCTJEmSet/Bxgaimoapm6WPoa1sWzAa5WBDQz/2TJJ6hxBKn9yk/jGoR4TvuOMOWlpaGDNmDDqdjmg0ym9+8xuuvvpqAGpqagBISem4LGxKSgplZWXdtrtixQruvffevuu4JEmSBEC0h1Jyxxy7PyK0HveTJEnqbYN6RPill17iueee4/nnn2fbtm0888wzPPTQQzzzzDMd9vvih2xPNTwB7rzzTlpaWtpvFRUVfdJ/SZKk4S7NZkcAUa37IDcUjaIqCqk2W/91TJJ6iRwRHtoG9YjwT37yE37605/y9a9/HYCJEydSVlbGihUruO6660hNTQXaRobT0tLaH1dXV9dplPh4JpMJ0yAsZi9JknS2mZuVzTM7t9Hg85HSTaBb39pKut3OOXIRHWkIiqIQ7eVyZ73dntS9QT0i7PP5UL8wS1mn07WXT8vLyyM1NZVVq1a13x8KhVi9ejVz5szp175K0nAQikZZX1HG/Ws/4QfvvMkdH7zHK/v30uDzDXTXpEHKaTZz5fiJhIVGfWsr2nELjUQ1jWqvB52qcM2EyT3mEUuSJPWFQf2p86UvfYnf/OY3ZGdnM378eLZv387DDz/Mt7/9baAtJeLWW2/l/vvvZ+TIkYwcOZL7778fq9XKNddcM8C9l6SzS72vlQfWrWFPXS1RITDpdEQ0ja1VR/j3vj384JxzmZuVM9DdlAahr44ZRyQa5eV9eyhvcQEKIEBRiDdbuG7yVJbkFwxwLyXp9Iijt95uU+ofgzoQ/tOf/sQvfvELbr75Zurq6khPT+emm27i7rvvbt/n//2//4ff7+fmm2+mubmZWbNm8f7778sawpLUi4KRCA+sW832mhrSbXbMx43cHRvVe3jjepwmMxOSu09LkoYnRVG4asIkFuXl80lpCWUtLlRFoSAugfk5OcRbrAPdRUmShilFCDHsf3i43W6cTictLS04HI6B7o4kDTprykr59dqPSbHaurx8LYSgtMXFwtw8fjF/0QD0UJKk4Wggv7+PHfvBbfdjsfVuvXC/N8D/m/YzGZf0g0E9IiydmDcU4tPKCmpavegVhTGJSUxMSUUdwNWZWkMhNlVWUNvqRacojE5MYtIA90k6Mx+VFiME3eZwKopCnNnCtuoqarweUm3yiowkSZI0+MlAeIgSQvDGoQO8tHc39a2t7flEBp3KyPhEbp45i9EJif3epzcPH+SlPbupa/W2bTvapxFxCdw8cxZjEpP6tU9S76j2uDHrev64sBoM1PtaafT5ZCAsSdKwIYDeroA97C/V96NBXTVC6t6rB/bx2GebcQUCpNns5DhjyXHGEmuysLeulvtWf0RhU2O/9um1A/t4bMunNAf8pNnsZB/Xp331ddy35uN+75PUO8x6wwkXO4hqGqqiYNDp+qlXkiRJ0vH++te/kpeXh9lsZvr06axdu7bH/VevXs306dMxm83k5+fz+OOPd7j/6aefRlGUTrdAIHBGxx1MZCA8BNW1enl+904Mqkqazd4h8LAaDGQ7Y6nxevnnrh391qf61lae370LXQ99qvV6eWbndmRa+tBzTkYmoWi0Q+mrL2oO+Em328mNjevHnkmSJA0sTSh9cjtVL730Erfeeit33XUX27dvZ968eSxfvpzy8vIu9y8pKeGiiy5i3rx5bN++nZ/97Gf88Ic/5JVXXumwn8PhoLq6usPNbP48J/pUjzvYyEB4CPqopJi61laMOj2t4VCnwFJVFBIsFnbUVFPqau714zf4fOyuq2VPXS3uYBCA1WUlNAf8JFljunzMsT7trK2htMXV632S+tai3DziLRZqvJ4uf8i0hkOENY0LR4zCKEeEJanfRTWNwqZGdtbWUNzcJAcc+pFA7ZPbqXr44Ye54YYbuPHGGxk7diyPPPIIWVlZPPbYY13u//jjj5Odnc0jjzzC2LFjufHGG/n2t7/NQw891GE/RVFITU3tcDuT4w42Mkd4CBFC8EFxEU9s/4z61lZcAT8KCjFGAykxNhIs1valpe1GE00tLkpdrl4boStvcfGffXtZX1FGaziMAsSazZyfV8ARdwsKSo8T4j7vUzN5ctRwSEm3O7hp+kz+tHkTZS0uEixWLAYDEU2j2e8npEWZn5PLJSNHD3RXJWlYEULwfnEhbx46QEmzi4gWxaDTMTI+gS+NHsPCnLz27wVp6HG73R3+3d3KuKFQiK1bt/LTn/60w/alS5eyYcOGLtveuHEjS5cu7bBt2bJlPPHEE4TDYQwGAwBer5ecnByi0ShTpkzhV7/6FVOnTj3t4w42MhAeIoQQPLVjG//et4dGvx9VVTDq9GhC4A2G8IaaCEQiZNgdffKhd7ixkfvWfMwRTwuxJjPJ1hiEELiDQZ7fswsVerxsLg19S/JHEGu28Or+veypr8MVDKBTFFJtdi4cMZJLR4+VK4NJUj8SQvCP7Vt5Zf9eEII4iwWjqiMYjbKnvpYDjfVUezxcPWGSDIb7kCbabr3dJkBWVlaH7b/85S+55557Ou3f0NBANBolJaVjHfeUlBRqamq6PEZNTU2X+0ciERoaGkhLS2PMmDE8/fTTTJw4EbfbzaOPPsrcuXPZuXMnI0eOPK3jDjbyW2uI2Hykklf278WqN5Bqs1HuakFVQFVU9KpKKBqlyuPBbjThNJvxhIJYjUZyYmPP+NgRTeORT9dT7XGT64zrMOqbpNcTGzWzr6GeiNaWQ9rdqLAnFMJqMJLjPPM+SQNjRnoG09PSKW9poTngx6jTURAXLwNgSRoAGysreO3AXmIMBuLMlvbtBp0Om9FIo8/HC3t2MT4pmcmpaQPYU+l0VVRUdKgj3NVo8PG++INHCNHjj6Cu9j9++7nnnsu5557bfv/cuXOZNm0af/rTn/jjH/942scdTGSO8BDxXlEhoWiUOIuFBIsVva4t+D3GqNOhCUG9rxVNCBr9fqakpJHbC0HntuoqipqbSbXZuwxyDTod6TY7YU2jyuPuogWO9snHpJSUszItQggxbEbEFUUhJzaWKalpjEtKlkHwIDaczsv+pAkxKHJw3ys6TDiqdQiCj5dgteKPhFlVXNTPPRte2pZYVnr51sbhcHS4dRcIJyYmotPpOo3C1tXVdRqtPSY1NbXL/fV6PQkJCV0+RlVVZs6cyeHDh0/7uION/AYbAlpDIXbVVmM3tv0BmHR60u12KlpaCEYiGHU6FEVBp6o0+/2UKc0k2+xcO2lKr/wi21VbQzga7bCs7hclWK3UtHrxhkJUez0kWWPQq22/s/zhMLW+VpJjYvjm5KlD5lfiyTjY2MCHxYVsqKwgGImQZI3hgvwRLMzNI87S9ZeTJPW1/fV1fFBSxKbKCkLRKCk2G0vyRrAoNw+nuXdXwBoumvw+Pikt4YPiIup9rZj0euZkZrMkv4BR/VyzHcAdDLK7rhbHCUYIbQYTm6sqiWha+2eydPYxGo1Mnz6dVatW8ZWvfKV9+6pVq7j00ku7fMzs2bN54403Omx7//33mTFjRnt+8BcJIdixYwcTJ0487eMONjIQHgJC0ShRITCon8/GT7c5UFGp8roJRCNA26xhRVEYlZjID2fNYWQ3v+hO5/gnCl1VRcFuNDI7K5ui5iaOHB0ZFrT1e0xCIt+fOWtAvjD6yusH9/PU9q14QiFiDAb0qkpJczN/+WwTbxce5M7zFpAfFz/Q3ZSGESEEr+zfyz937cAbCmEzGNGpCoWNjRxoqOedwkPcNW8B2TI96ZQUNzfxm7WfUOZyYdDpsOj1uAMBXtm/l1XFhdwwdTqXjBrTr31qK2eoYVJ7/hrXqwpRTSMcjcpAuI8IoSBOo9zZido8VbfffjvXXnstM2bMYPbs2fzv//4v5eXlfPe73wXgzjvv5MiRIzz77LMAfPe73+XPf/4zt99+O9/5znfYuHEjTzzxBC+88EJ7m/feey/nnnsuI0eOxO1288c//pEdO3bwl7/85aSPO9jJQHgIsBmN2IxGXP5Ah1//qTYbiVYrzQE/wWgUd7BtcY0/XnhJry5qkGC1AvSY/xuORlEVhaUFI5iams7GivK2ZZ9VlVEJCUxJSUN3Fn0Ib6wo5x/bPkMBcp2xn49yW9pyqoubm3lg/RoeXnoRNqNxQPsqDR9ry8t4asc29Kra4byMP3peFjY18tv1a3joguVYuhnxkTpyB4OsWLeaUpeLLIezQzAphKCutZX/3bqF5Bgb52Rk9lu/7EYjNoOJlmAAew+jwr5wmDS7vccretLZ4aqrrqKxsZH77ruP6upqJkyYwNtvv01OTg4A1dXVHWr75uXl8fbbb3Pbbbfxl7/8hfT0dP74xz9y+eWXt+/jcrn47//+b2pqanA6nUydOpU1a9ZwzjnnnPRxBzv5lzEEGHQ6zs8r4J+7dhDVtA4BpV5VSbLGENU0ItEoV4yb0Osre52XlcMLe3bREgh0e7m/wd+2rO6MtAwsBgMXFIzo1T4MJkII/u/gAYKRSJcja3pVJdPuoKS5mfUVZSwrGNn/nZSGHSEEKw/sIxyNktbFEtd6VSXD7uBwYyObjlSwKDd/AHo59KwrL+syCIa2fPnkmBjK3C5eP7ifmekZ/Zb6ZdLrWZyXz7927+x2kCKqaYSiUZYWjDyrUtIGGw0F7YTXTU+9zdNx8803c/PNN3d539NPP91p24IFC9i2bVu37f3hD3/gD3/4wxkdd7CTgfAQsaxgJB+VFlPhcZNpd3T4QI5oGpXuFrKcTpbkFfT6sTMcDpbk5bPywH50qordaGz/UBVC0OT3E9U0vjp2/LAYZap0u9nbUNftBBVo+/GiAJ+UlshAWOoXJa5mDjc1Em+xdrvPscVOVpeV9lkgHI5G2VpdxbbqKlrDIRIsVmZnZjEmMWlIBmOflBYjaPuc84aCCMCi1xNvsWLW61EUhXizhT11tVR5PWTYHSdss7dcOGIkH5cWU+52kWnvGKiHo1GOeNxkO2M5vw++F44nhKDE1cy68jLqfa0YdTomJqdybmYmZv3Z/50wWFIjpNMjA+EhIs1u587zFvDg+jVUut0oChhVHaFoFAHkxsZxx9z5JMV0vbLbmfrOtJkEIlE+Li2m0e/DrNcjhCAYjWIzGrlm4mQuHd2/OXIDpSUYIByNEmvqedKRSaen0e/rp15Jw11LIEAoGiXB0vPHukGno9HX2id9KG5u4vcb11HU1ERY01BQEAhe3b+PGenp3Hbu3CE3We9wUyO1Xm9bZQAhAAUFqPJ4SI6JIdPhxKTT4w2FcAcC/RoIp9sdbd8LG9ZS6XajU8Bw3PdCXlw8P507j0Rr9z+OzlQgEuaxzzbzSWkJ3lAIhbYqCm8cPECW08kPZ81hckrqiZqRpAEjA+EhZGxiEo9eeAnrystYV16K62iqwrzsXOZmZfeYJ3amTHo9P5o9l6UFI/iopJii5kZURWFiciqLcvMoiO+diXlDgdVgQKeqhKPRHpcTDmvR9kofktTXLEcnbJ5oUlREi+I4wY+401Hj9fDrNZ9Q3uIi1fZ5TqoQgtZwiDXlZYSiUX65YPGQKbm3paqSshYX4ahGjNHYnn4ghGgrF+n1ABBvsaJX1QG5IjYuKZk/Xngxa8vKWFdRRksgQLzFwrycXOZm5fTpHAUhBH/8dBPvFx8m1mTpkJceikapaGlhxbrV3Lfw/LNqovQXaUdvvd2m1D+GxqeR1M5hMnHRyFFcNHJUvx9bURQmpaQyaZj/us+NjSMvNo5DjQ3EdPMlE9U0IprGeVlDY7KANPSNiE8gy+GkzOUio5uALKJpRAXMyczu9eO/eeggZS3NZDtiO8xjUBQFm9GETlX5rOoIGysrWJib1+vH722aEPxr104MqoqqKKjHXalWFAWjTkcoCnWtrUS0KJNS0gZssSCHyczFo0Zz8aj+XeJ8T30da8pKiDdbO5VxM+p0ZDqclLW4+M++Pfxs3sJ+7ZsknayzZxq/JJ0hTQh219XyQXEhH5cWU+3xdLmfqihcMmo0Cm2Xo7tq54jXTYrNxvyc3L7ttCQdpVdVLh41Gg2BO9j1eVnlcZNut3Nedu/+QGsNhfiwpAibwdRtdRjL0VzRVcWFvXrsvrKvvo7DTY1kOWIxG/T4IxGg4yIaBlUlGI3gi0S5eOToIZkDfSY+KS0mEIlg72ZAQFUU4swWNlcd6XaxpbPBsRzh3r5J/UOOCEsSbeXQXtizi8LmxrYV+wTYTSbOzcji+inTSLHZOux/Qf4ISpqbef3gflqCAZxmM3pFxR8J4wmFSIqJ4Uezz2svPSdJ/eGiEaModTXz1uGDuIIBYk1mdIqKLxLGGwqRYrPx49nn9XqeboPPhzcUOmEqkNVgoNTV3KvH7ivVHg/BaITUGBv5cfEUNTXhC0fQqyo6pS33OaxpaEJQEBvHkvy+nZA2GJU0N7cv6NQdm9FItddDtddDej/mT0vSyZKBsDTsfVRSzKOfbsAXDpNkjcFqMKAJQUswwHvFhyl2NXHfwiUdgmFVUbhp+kzGJibxTuEhDjY2ENSimA16vpo/guUjR8nFNKR+p1NVvj/zXMYnpfBO4SEONzWiaVGsBgPLR7SlVPXFYho6tW0C2YmWHdaEGDL1xNWjuRACiDWZGZuYRF2rl0a/n6homwgYazKjIZjRj2XTBhO9qqKdYKVpTQgUQKcMjff9dMiqEUObDISlYc0V8PO/27YQikbJdjjbv8yOXdKzG00cbmrin7t28OM553V4rKIoLMjNY35OLo1+P8FoBKfJLBfQkAaUqigszstnUW4eDX4foaMVTrrLZ+8NKTE20ux2yltauj1O26S5MAuGQH4wwOiERGwGI+5gkFizGavBQG5sHJlOJxFNQ0VBVRSOeNyMTkwa6O4OiEkpqWytrupxsaWWQIBYi0UODEiD1tn7E006K7XVLfZR4/XgC4fPuL01ZaU0+FpJjbF1OaKjV1ViTWY2VJRR6/V22YaiKCRarWTYHTIIlgYNRVFIssaQYXf0aRAMbSXZlhWMJKJp+CNd/126ggEsegNL8ofGYjuZDifT0zNoCrTVST9Gr6iYdXoMqkptq4ekmJhey7nu7c+3vrYwNw+nyUx9N+X4wtEonnCIxbn5nSbTnU2OLajR2zepf8gRYWlIEEKwtryMdwsPsb+hHk0IrAYDC3PzWD7i9C/37quvA6H0eLk21mym3O3iUFNDp1xhSZLaLB8xim3VVWysrMBuNBJntqBTVULRKI1+HxFN44pxE5iUnDLQXT1p3546nRJXM2UuF/FmCw6TCUVR8IXD1Pu8xBiN3DRt5hkHeUII1lWU8W7hYfbV16EJgUVvYH5OLhePHE1ObGzvPKFelulw8s3JU/n7ti1UultItMZg1uvRhMAVCNAS9DM+KZmvjZsw0F3tU0K03Xq7Tal/yEBYGvQ0IfjfrVv4v4P7iWgaTpMZnU7FFw7z8t49rC4t5Y7z5p9W0faIJjqUReqKAiBAO1EynCQNYxaDgTvPW8A/d+3go5JiKj1uBAKdopJms3Pp6LFcOmbskMqlzbA7+NXCJTy5Yytbq45Q1uICwKjXMTYxmW9MmsI5GZlndAwhBH/f9hkrD+4jEv38880fCfPK/r2sLS/ljrnzmZKa1gvPqPddOnoMdqORl/ftpqylhYimoSCwG81cNHI035oyjThL96twStJAk4GwNOi9X1TIygP7sBlNxB43291mNJJgsVLpbuGhDev444UXn/IHbqbDQVQIhBDdfkG3hsOY9QZS7fYzeh6SdLaLMRr57oxz+PqEieysqcEfiRBrNjM1NW3ILKLxRRkOB7+Yv4iKlhYONTYQFRqpNjsTklO6zYs9FauKC3n1wD5sBiOxtm4+3za2fb71tHz2QFEUhfPzC5ifk8uuuhoafD4Mqo4JyckkxwyPK2iiD1IZhEyN6DdD85NJGjaimsabhw8AdAiCj1EVhQy7gwpPC2vKS7l09NhTan9Bbh6vHdiHKxggztw5iBZC0OBvZWpKGqOG0ep5knQmYs2WITMp7mRlOZ1kOZ292qYmBG8dPogQ4sSfb2WlXDZmXK8evzcZdDqmp2UMdDck6ZTJQFga1EpczZQ2u3oc6dWpKjpFZUNF2SkHwnmxcSwtGMHKA/tBtAXbx0aGI5pGtdeDw2jimomTh9QlXWlwcAX8rC4rZVNlBd5QkGRr2yIr52ZmYTqaS7m7rpaPS4opcTWhV1UmJqeyOC+/T8qcSYNLqauZ4uZm4rv4EX6MTlXRKypry8sGdSA8nMnyaUObDISlQc0XDhMRGgZV1+N+BlWlJRA8rWN8Z9pMFBTeLzpMaYsLVVHaywGl2GzcPGMWU9PST6ttafjaVl3Fw5vWU+P1oENFr1M50NDA2vJSRicmcvu5c3l53x7WlJUSiEQw6fQIBDtqanj94H6unjCJr42bIH+AncV84TARTcOgO9Hnmw5P6PQ+3yRJ6pkMhKVBzWEyYVRVQtEIxh6+LELR6Gmv4mbU6bh55iwuGTWaNWWlVHk8GFSVccnJzM3KkSXRpFNW3NzEg+vX0hTwkWV3dqhKEoxE2Fdfz01vvk5E00iyxpBm+zz/XAhBg8/H0zu24TCZuXDEyIF4ClI/cJhMGHQ6gpGeP9+CWoSEQZgfLLURfHHx7d5pU+ofMhCWBrUcZyyjE5PYWVONrZvlW8PRKAJYkJN7RsfKdsbyjUlTzqgNSQL4v4MHqPe1kuOM7TShyqTXE2+xsKeulnS7A/sXSm8pikJSTAxH3G7+s28Pi/PyewySpKEry+FkbGIS26urOp0Hx4SjUYSABTlnV861JA0WckENaVBTFIVLR4/FqNNR39raaQnXiKZxxOMmLy6OOVm9U9R+uBBCUNzcxCv79/Lcrh28deggDT7fQHdryHMHA6yvKMNhNHVbVcATCqEJ0eOiCYnWtooBO2qq+6qr0gD7/PNNT10Pn2+5sXHMzcoeoF5KJ6IJpU9uUv+QI8LSoDc3K5tvTZ3Oszu3U9riwmYwolPb6myGo1FyY+P46dz5MoXhFNS3tvKXLZvYVl3dvhKYAGJ3mFhaMJLrJk8dsuWuBlqj348/HMHZwyILoWgEFYVgJNLtPia9nujRNAnp7DUnK5sbpk7n6Z3buvx8y4mN5c7z5nc7YiwNPDlZbmiT33TSoKcoCpePHc/YxCQ+KC5iU2U5YU0j2xnL0oIRLMrNG5T1NQcrV8DPfWs+Ym99PYkWK0lWK4qiENU0mgMBXt63G3cwyG3nzulxxT2payadDlVViAit231URUE7+v/d0YRAIDDJtIiz3lfGjmNMYiIflBSxseLY55uTpQUj5eebJPUxGQhLQ8a4pGTGJSXzg3POJSoEehmknZY3Dh1kX309WXZHh9nqOlUl0WrFFNTxUUkRC3JzmZl+ZqtmDUepNjt5sXEcaKjH3k1eu91gBAR2U/dXMVoCARxGE+OTk/uop9JgMjYpmbFJyfzPTPn5NtTIyXJDm/xLk4YcRVF69UtCCEF5i4udtTUcaKgnHI32WtuDTSASZlVRIRa9oduSTXaTiZAW5aPi4jM+nhCCMlfba3uwsYGI1v0o6dlCVRSWjxiFAniCXZe8CmsCi96AJtpGfjvdH43iCvqZnZVNqk2uaDic9PbnmyRJPZMjwtKwtqWqktf272NPfR2hSASdqpJhd3DRyFFcPHL0Cet7DjXVXi9Nfj+OE+QbWvVG9jXUndGxPq2s4LUD+9hXX08o2vbaZjocXDRyNBePHH1Wf9kvyS9gb30t7xUexh0KEm+2YNDpCETCNPr9mPR6vjNtBusryyltaSbOZMFmNCIAVyBAazjEuKRkbpg6faCfiiRJJyBQen1JZLnEcv+RgbA0bL1XdJi/bvkUXzhMvNlCnMlMRNOocLfw1y2fcqixkdtnzz2rA7a+8tahg/xt62b8kUjba2tue23LW1r4y+ZNFDY1csusOWfta6tXVW6ZNYeCuATePnyQIx43EU3DpNMxJSWVy8aOY25WDstHjuLf+/awqbKC2lYvKApxZjNfHj2Gy8eO73FFRUmSJOnMyUBYGpbKW1z879YtRDSNbIezffUug05HhsGANxTkg5JCxiclc/Go0QPc296TZrMRZ7Hg8vuxGgzd7ucLhzg38/Tyg4ubm3hi+2dooq0O9DHHXltPMMj7RYWMS0pm+YhRp3WMoUCvqlw2ZiwXjxxFYXMTgXAYp9lMXmxc+/mWHxfPHXPnU+v1Uu31oFNVcpyxJxyxlyRp8OiLcmeyfFr/OTuHYyTpBD4sKcIVCJAaY+tyCVub0YSKwtuFh4ieRXmtZr2BC/IL8B0tzdQVbyiIQafjgoIRp3WMj0uKaQkGSYmJ6fL+Y2Wg3i083GV+7NnGoNMxNjGJqWnp5MfFd3m+pdhsTElNY2JyigyCJUmS+pEMhKVhafORSsx6fZdByTFxZgvlLS4q3e5+7Fnfu2TUaMYkJlLpceMJBtuL+GtC0Oj30eDzsSg3n2mp6afV/obKCiwnfG3NlDQ3U+3xnNYxJEmSBg2h9M1N6hcyEJaGJX8kgk7p+fTXqSqaEASj3S96MBTFW6z8csFi5mRm44+EKXO7KG9xUe52oSoKV4ybwC2zZp92DeHg0UmHPdEpKprQzrrXVpIkSRpaZI6wNCyl2exUnWCk1x8OY9Lpzspi9skxNu5bdD5FzU1sq64iEIkQazZzbmYWyTG2M2o7zWajvs7b4z7+SBizXk+8nAwmSdIQ11YGsffblPqHDISlYWlxbj5bq44QikYxdlEiTQiBKxhgacEIEq1nXyAMbfVKR8QnMCI+oVfbXZxfwI7aGsLRaJfl54QQtASDXDRyFLFmGQhLkjS0yfJpQ5sMhKVhaW52Dm8cOsDe+lrSbQ5M+s//FKKaRpXXQ5zZwpdHjx3AXnZ0xO1mTXkpVR43BlXH6MRE5mblYDN2vzrZQJiXnctbhw6yv6GODLuzww+NY69tgtXKl0cNntdWkiRJGp5kICwNS1aDgTvPW8AD69ewv74OARh1OiKaRlRoJFlt3DprNmMTkwa6q4SjUZ7ZuZ23Dh9sX6lMAOohhedsO/jejFnMycoe2E4ex2Y0cue8BTywbjUHGxqAttc2fPS1TY6xcdu5cxiZ0Lsj0ZIkSQNBCAXRy5Pbers9qXsyEJaGrTS7nQeXLGNTZQUfl5VQ5/USYzQyOzOL+Tl5gyYl4ukd2/j3vj3EGI1kO2NRj1ZjiGga1V4PD21Yy8/nL2Ja2ulVeegLGXYHv7vgQjZWVrC6rLT9tZ2Tmc38nFwSBslrK0mSJA1vMhCWhjWTXs+C3DwW5OYNdFe6VN7i4q3DB7EZjZ0m7elVlUy7gzK3i3/t3snU1LQeS5b1N7PewKLcfBbl5g90VyRJkvqMEG233m5T6h8yEJakQWxNWSmeUIjc41ZoO56iKCRZYjjYUM+BxoZBkcpxOkLRKLvramjy+THp9UxITj4rq3UMFqWuZoqam0BAptPJqPiEQfUjSpIkqb/IQFiSBrFKdwuqovQYpFgNBur9rVR7PEMuEBZC8H5xIa/s20u5u4WI1rbaXZzZwoKcPL45eapcaa0XlbiaeXrHNnbUVNMaDoEAs8HA+KQkvjFpKhOTUwa6i5I05Iijt95uU+ofMhCWpEFMp6qIE3wkHrtXNwRH9F7et4dndmxDE5BktWLS64lqGq5AgFcP7KPM1czdCxa3L8ssnb7i5iZ++cmHVHk8JFgsJFpiAWgNh9laVUVxczM/O28BUwdRrrkkSVJfkyvLSdIgNiYxCYW2smPdaQkGsBtNQ64KQ3FzEy/s2YlBpyPT8XkJO52qkmC1kmGzs72mmtcP7h/gng59Qgj+tnUzVR4POc5YHCYzytErDTajkRxnLC2BAH/Z8imhaHSguytJQ8qxOsK9fZP6hwyEJWkQm5edQ6LVRk2rF9HF7ImoptHs93NuRhbpdscA9PD0fVxSjCcYIrGbXGCTXo9Zr+f94kL84XA/9+7scqCxgb119SRZY9qrjhxPURRSYmxUuFvYfKSyV48thKDB56PG6yEQke/jYKMJQb2vlRqvh2BELnl+Wo6WT+vNG7J8Wr+RqRGSNIjFmi389/QZPLJpA+XuFpKsMVgNBjQhcAeDNAV8FMTHc+3kKQPd1VO2vaYas07fY/5zrNlCg6+VshYXY4ZY/vNgcrChgUA0TIohptt9jqWlHGps4LzsnDM+ZkTTWF1awjuFhyhqbkITghijkSV5BVw4YuSQ++F2tglFo3xQXMR7RYcpczUjAKfJzAUFI7hwxEiSrN2fK5J0NpGBsCQNcoty8zHr9Dy/ZydFzU3U+VoBgc1o5Py8Ar41ZdqQDCoimnbCSgWqoiBE26iVdPo0oaHS86TLY6Ki+zSckxXRNB79dAOrigrRhMBpNqNTVLzBIP/avZNPykq4a95CRicknvGxpFMXjER4cMNa1paVoigKTpMZVVFo8vt5esc21pSV8Iv5i8juplqN1JEsnza0yUBYkoaA2VnZnJORyZ76Omq8HvSKyujERDIdzoHu2mnLjY2lsKmxx328oSBWg4HkGFs/9erslGazoygKwUikw3Lix4tqGiiQarOf8fFeP7ifdwsPE2+2dJjoaDMaiWoaFe4Wfrd+LX9cfglWg+GMjyedmuf37GR1aQlJMTHEGD5fot1mNBLRNIqbm/ndhrU8vPQiDMctkS5JZyOZIyxJQ4ROVZmcksqygpGcn18wpINggMV5Beh1OlpDoS7v14TAFQwwJyt70KzyN1RNS0sn0+Gg3tfa7T6Nfh/xZgvnZZ1ZWkQwEuGtQwcxqLouq33oVJUMu4PyFhcbK8rP6FjSqXMHg7xfVIjVYOwQBB+jV1XSbHYONzayvaZ6AHo49Ig+ukn9Q44IS5I0IKalpTM7M4u1ZaVEhcBuNLZfug9Fo1R7PaTZ7Hx17PgB7unQZ9LruWbCZB75dAPVXg/J1hh0ats4iCYEjX4fwWiUb0yaQpzFckbHOtBQT5XXQ1IPC6IYdDoEsOlIBefnF5zR8fpbeYuLj0qK2V1XQ0TTyIuNZ1FePhOTU7qciNhbjnjcfFJawvbqKsJalGxHLAvz8piSktb+Xp6MXbU1NPh8ZPSQTmXW6wlrGp9VHeGcjMze6L4kDVoyEJYkaUDoVZUfzT4Pg6qysbKCRr8PVVHQhECnKuQ4Y7l99lzyYuMGuqtnhcV5+QSjUZ7ZuY0Kd8vRrQqCthze6yZP5YpxE874OL5wmKimnfCSul5VcQeDZ3y8/iKE4D/79/L87p24g0GMOh0qCnvq6lhVXMj8nFxumTUbs773Uz3eOnSQJ3dsxRUIYFB16FSFvfV1fFBSxLmZWfxo9nnYjJ1Hd7viD4cRCPQnCJ5VRcEzhN6fASerPAxZMhCWJGnA2IxG7jxvAYeaGllfXkZ9aysWg4EpqWnMysjsNp9VOnWKonDRyFHMzsxiTXkphU2NaEKQ44xlQU4eKbbeycN2mEwYdCrBSARLD/m/YU0j/gxHn/vTe0WFPLV9KwZVR64ztv3qhRACbyjEqqJCjDodt507t1ePu7aslMe3bkYIyHHGdhh1bg2FWFNWik5RuWvegpOaDOkwmdApKqFoFGM3P1aEEGhCEGsx99rzkKTBSn7LSJI0oBRFYXRCoqwg0E/iLBYuHT22z9ofnZhErjOO4uYmMg1d57EHIxF0itIrZdr6Qyga5d/7diMEJMV0LCumKAp2k4moEHxSWsJlY8b12lWMqKbx8r7dBKMRsh2xne6PMRpJFIJNleXsb6hnXFLyCducnJpKis1Go89HWjcTI33hMGa9nnMzs8/0KQwLmlDQenlEuLfbk7onJ8tJkiQNc1FNY2v1EV7as4vnd+/k49JifKe5iIleVbl0zFhQFJr8vk73h6NRqrweRickMjN98OafhqJRNlVW8OKeXTy0YR2HGht6HMF2mkx4QyHWl5f1Wh/2N9RT3NxMoqX7mr42oxF/JMLa8tKTatOsN3Dp6LGEtSgtgUCn+4ORCHW+VialpDIxOeV0uz68DKLZcn/961/Jy8vDbDYzffp01q5d2+P+q1evZvr06ZjNZvLz83n88cc73P/3v/+defPmERcXR1xcHEuWLGHz5s0d9rnnnnvaV6o8dktNTT29JzAA5IiwJEnSMLanrpbHP9tMUXNTW23no9tTbXaumTiZZQUjTuqS+/GW5o+g1uvl3/v2UNrSjM1gRFVUfOEQEaExOiGRO86b3+2l+YG2+Ugl/9j2GeUtLqJC4A0FafIHCEQiZDqcJHQxEfDYa1Tf2n1ljlPV6PO1pZjEdP9VrSgKekWl2us96XYvGz2WWq+XNw8foNnlx2Y0oSoKreEgmoApqan8aPZ5fTr5T+p9L730Erfeeit//etfmTt3Ln/7299Yvnw5+/btIzu78+h+SUkJF110Ed/5znd47rnnWL9+PTfffDNJSUlcfvnlAHzyySdcffXVzJkzB7PZzIMPPsjSpUvZu3cvGRkZ7W2NHz+eDz74oP3fukH6t90VGQhLkiQNU/vr6/j1mk9o8LeSYrW15/SGo1Hqfa38afNGIlqUS0aNOaV2FUXh2klTmJySyqriIrZUVaIJwYiEBJbmj2Bhbj6OLkqrDQZbqip5YN1qvKEQKTE2THo9Db5W3MEg/kiE4uYmEJDQTUm/3sxrN+p0KIpCVAj0PQSlUaFh0Z38cXWqyvdmnMPMjAxWFRWys7YGTQjGJSWztGAk87NziTnJyXcSCBQEvfuj4XTae/jhh7nhhhu48cYbAXjkkUd47733eOyxx1ixYkWn/R9//HGys7N55JFHABg7diyfffYZDz30UHsg/K9//avDY/7+97/zn//8hw8//JBvfvOb7dv1ev2QGgU+ngyEJUmShiEhBE/v3Ea9r7XTJCyDTke63UG118M/d+1gblbOKZdVUxSFyalpTE5NQwjRFsydQpmvgRDRNJ7YthVvKESWw9k+yms3mTCouvZJZBXuFmLN5g5ly0LRCHpVZWJK76UTjE1KIt5iwRXwk9jNksfHVmickpZ2Sm0risLM9ExmpmeiHX1eg/39GY7cbneHf5tMJkxd/IgMhUJs3bqVn/70px22L126lA0bNnTZ9saNG1m6dGmHbcuWLeOJJ54gHA5j6GKyq8/nIxwOEx8f32H74cOHSU9Px2QyMWvWLO6//37y8/NP6jkONHnWS5I0JB1xu9lZW8P+hnqCkUifHCMYibC/vo6dtTUc8bi73McbCrG3rpZdtTW9elm8rx1sbGBvfT1JVmu3l8CTrTE0+f2sqzizvFdFUYZEkLWtuorSFhfJMbYO6SAmnZ44i4WIEBhUHYFoBNdx+bWaEFR7veQ4YzmnF/OeY80WFubm4QmFujzHhRBUe92k2e3MPYOFUNQh8v4MVseWWO7tG0BWVhZOp7P91tXILkBDQwPRaJSUL/wQS0lJoaampsvH1NTUdLl/JBKhoaGhy8f89Kc/JSMjgyVLlrRvmzVrFs8++yzvvfcef//736mpqWHOnDk0Nva8cuhgIUeEJUkaUnbW1vDq/r3sqKkmGImgqgqpMXYuHDGSS0eP7ZVL04FImNcP7OfdosPUtnrRNIFZr2dqWjpfHTueickptAQCvLJ/Lx+WFNHk9yMAq17P7KxsLh87nvy4+BMeZyCVtbgIhMOkdDPSCG2X0DUhKGlu6seeDZyyFhdRTcPcxTmU7XTij4TxBENEhYYnFMRxdIKcKxggxWbj1nPn9HrJv/+aOIXipia211RjMRiINZmP5vOGaQ74SbBYuGXW7JOuIywNLRUVFTgcny9+0tVo8PG+mM8vhOgxx7+r/bvaDvDggw/ywgsv8Mknn2A2f15ab/ny5e3/PXHiRGbPnk1BQQHPPPMMt99+e4/9HQxkICxJ0pCxtqyUhzetxxMMEm+xEGsyExEatV4vf9/2Gfsb6vnp3PlnFIwEImFWrFvDhopyjDod8WYrOkXBFw6zpqyUXbU1/Pe0mbxdeIg9dbXEGAwkWtpGVb2hEO8WHmZ7TTW/mLeQsf+fvfsOk6SsFj/+rerc02FyzmlzzhlY2F1AMYsSFAMXRBRBRPl5FSSKeAEVlAuCmFFBrqCgpGVzYHOaDZNzns65q35/zOyww87M7uSw7+d5+nl2u6ur3p6Z7j711nnPOY9yVsLEoJM1TElIpMHtptblwh0K0eT1YNLpWFdQyGemzxyRkx+bwcAP11zCyyVHebu8jFa/D1VVMep0XJybz6emz2BaYtKwH1cYH2w2W49AuC+JiYloNJqzZn+bm5vPmvU9LTU1tdfttVotCQkJPe7/6U9/ykMPPcTbb7/N7Nmz+x1LTEwMs2bN4tSpU+cc93ggAmFBECaEFq+XJ9/fSSASIeeMhgY6NJisOnzhMFurq/i/xBKunjFr0Mf5e8kxttVU9Vg8BmDXaLAZDNS5Xdy/ZSNaSSbbHtuj8kGcyYTdaKTG5eTxndv5xeUfGbdNQbLtsRi1OrzhcJ+zidGuKhI5F0h3vxx7LBpJIhCJ9DorrJM1pFmsKKrKtbPnMi81jTSLddiakfTFajBww9z5fGb6TModHUQVheSYGNL7aZMsXFj0ej0LFizgrbfe4hOf+ET3/W+99RYf+9jHen3OsmXLeO2113rc9+abb7Jw4cIe+cGPPvooDzzwAP/5z39YuHDhOccSDAYpKSlh1apVg3w1o0skBQmjTlHV7ssvgnA+VFXl3cpyWruaAPR22c6s06GXNfyn9NSgc4YDkTD/LjuFUaPttSuaJEnEm0y0+Trr4/ZW/kuWJFJjLFQ5Heyurx3UOIZLf++1qQmJTEtMpMXn7XObFp+XeLOZVROk8UVf1PP8zJmXmkZObCzNXk+f2zd5PaTbbHxuxizmpqaNeBB8phi9nlnJKcxNTRNB8DiiqtKI3Abqjjvu4Ne//jXPP/88JSUl3H777VRXV3PzzTcDcPfdd/eo9HDzzTdTVVXFHXfcQUlJCc8//zzPPfccd955Z/c2P/nJT/jv//5vnn/+eXJzc2lsbKSxsRHPGeX67rzzTjZt2kRFRQW7du3i05/+NC6Xiy9+8YtD+KmOnvE5VSFMOr5wmC3VlbxZVkqN04FGlpmbmsal+QXMT00fcJ1SYfJTVZVDzU28XV7K3vp6TrW3EopGMet0JJjMvS7uiTOZaPS4KetoP68uWx92sq2NFq+XxF7qxJ7mi4RRVJWwEu1zG4NWS0RRONzUxKrs3AGPYyhcwSCbqip4s6yUJo8brUbDkoxMLs0rYHpScvd7TZIkvjRvAdWb3qXa5SQ5JgaTtmf5NEmSuG7WHOL7+XmMV8FIhK3VVbxZfoqKjg5kSWZ2SgqX5heyMD2j1wWCOo2Gr8xbyMNbN1HjcnaXT4POBhvNXg8GrZYvzZ3fb/toQRgLV199NW1tbdx33300NDQwc+ZMXn/9dXJyOk9kGxoaqK6u7t4+Ly+P119/ndtvv52nnnqK9PR0fv7zn3eXToPOBh2hUIhPf/rTPY51zz33cO+99wJQW1vL5z//eVpbW0lKSmLp0qXs3Lmz+7jjnaQOYmpuy5Yt/O///i9lZWW89NJLZGRk8Pvf/568vDxWrlw5EuMcUS6XC7vdjtPpPK9cHGFgWn0+Ht76HoeampAlMOv0qKqKJxzCoNHysSnT+Or8haJ4u9BNVVV+f+gAfzt2BH84TIxeT43LiS8cRivJWPR6iuITzko7CEejNHk9/PjS9cxNHVg5KYA99XX8v3ffIt1i7XMVfbPPy8m2VuKMJmb0E2xXOjq4smgKty9bMeBxDFady8WDW97jVHsrGknGrNMRVTrfazF6PdfOnM1nZ8zqceJ5qKmRX+3ZRYXD0aOhRkqMhWtmzebywuIJd6LqDAT48bbN7G2oAyBGp0dVwRMOoZdl1hcW8fVFS/v8He+qreHZfXuocTlRTi8eAjJsNr44Zz4X5eaN1ksRzmEsv79PH/uG/zyHPmZ4TxZDXh8vrP+KiEtGwYBnhF9++WWuv/56rr32Wvbv308wGATA7Xbz0EMP8frrrw/7IIWJS1FV/mfHVg40NpJusfYIXBKJwREI8FLJUZJjYvj41OljOFJhPPl32Sn+dOQQZq2WlK78VEcgQCgaxaDR4g4FKe1oZ1piUo8TKH8kjEGr7bXz1/lIMJsxajT4w2GsfazO1nfVk+2v3JSqqqj03XRhJAQjEX68bRMn2lrJtNrQnZG2kaiaafP7+e3B/STFWLgk74P6nrNTUvnF5R9lf2M9pe2d3eXSLVaWZmZNyKYKqqrys13b2VVXS7rF2iPXNxEzrmCQf548QZI5hmtmzel1H0sys5iXls779bVUOhyoqkq2PZYlGZnjNudbGDuDTWU41z6F0THgHOEHHniAp59+mmeffbZHMvXy5cvZt2/fsA5OmPgONzVysKmB5JiYXr9AYo1GtJLMP06UjFgtWGFiiSgK/zheAqra45J8gtncNVupYtBo8YSCOIMf1HJVVZX2QIDZKalkDnIGJdcey/SkZNoD/j5zRHUaGb1G0+8VDFcwSIxez8pRzK3dVVfLibZW0i3WHkEwdKZBJJrNRFWFf5wo6Z7lPE0ryyxKz+TzM2dz/ey5rM0vmJBBMMDJ9jber68jyWTudcGbzWDAqNXyr1Mn8IRCfe5Hr9GwIiuHa2fN4brZc1mdkyuCYEGYhAYcCJ84cYLVq1efdb/NZsPhcAzHmIRJZEdtNcFIlBhd31+qiWYz9W43B5t6L/otXFiOtTRT7XScNZsaazRiMxgIRKJIEigqtPv9QOeVh3qPG6tezyenTh/0pXxJkvjU9BmYdToaPO6zAkZ/OEyz18uc1DRMWm2vC808oSAdAT9rsnPJG8VqC1urK1HV/lv8xpvMlLW3cap9eArdq6rKibZWfnNgH49u38Iv39/FtpoqQtG+86dH2q7aGnz9VMIASDCZafZ62VtfN4ojEyarkWyoIYy8AZ/epqWlUVpaSm5ubo/7t27dOmHa6Qmjp93vR3OOoESv0RBVVVxnzO4JFy5XMEhIiWLU9Px4kpEoiEugtKMNdzBIRIniDASodbkIK1HiTSZuWbSEeWnpQzr+ovRMvrl4GU/v3U2104FW1qCRJYLRKBpJYmF6BnctX8XbFWX8+cghKp0ODBoNkiQRjEbQazSszSvga4uWjGpubavPh+4c3cGMGi1tUd+wvNfcwSA/372DnV2BpwSowD9OlJAXG8cdy1ZQnJA45OMMlKsrXa+/n/3ptBZXKDgqYxIEYfwacCB80003cdttt/H8888jSRL19fXs2LGDO++8kx/+8IfDPsC6ujq++93v8sYbb+D3+ykuLua5555jwYIFQOeMxI9+9COeeeYZOjo6WLJkCU899RQzZswY9rEIA2c1GIie49T29AIdsQpbADDptGglmbCinFWeTK/RMDUxCUcgQEVHB3EmIzOSk1mcnsFFufnDVspqbX4BM5KTea+ygvfrawlEImRYbVycm8+C9Az0Gg1Xz5jF4oxMNlaUc6ipkYiqkBcbx9q8AmanpI764k+rwUBYUfrdJqwoaGW5uzrEYIWjUX66Yytbq6tIMJlJNsd0B57BSITSjnYe2PIeD11yGZk2+5CONVC9pUN8WLTr52Qe4s9BEISJb8CB8F133YXT6eTiiy8mEAiwevVqDAYDd955J7feeuuwDq6jo4MVK1Zw8cUX88Ybb5CcnExZWRmxsbHd2/zkJz/hscce44UXXqC4uJgHHniAyy67jBMnTmC1Wod1PMLALUjL4J8nTxCMRPq8ZNvu95FojmF2cuooj04Yj2YkJZNisdDm85FqOfs9LCNh0elJMpu5e9UaLs4dmStRqRYrn5s5m8/N7LuLUl5sHHnzFozI8QdqaWYW22uqiXQFu71p9/vIsNmGPFP7fn0du2prSImxYP7QCaxBqyXLaqPa5eT/jpdw6+KlQzrWQC1Mz+DvJUfxhcNnje00RyCA3WAcVGURQRAmlwHlCEejUTZt2sS3v/1tWltb2b17Nzt37qSlpYX7779/2Af3yCOPkJWVxW9+8xsWL15Mbm4ua9eupaCgAOicDX7iiSf4/ve/zyc/+UlmzpzJb3/7W3w+H3/605+GfTyjrdblZGNlOW+Xl3KspXlCNqFYmJ5BYXw8DR539yzMmXzhEN5wmHUFBX2u0hcuLEatjisKiwlGo70uZooqCvVuFzmxcSzNyBqDEY5PK7NyyLDZqHU7z8ptBrrSSRSuLJrSayOQgXinooyoqvYZaGpkGavewOaqCpyB0U15mpWcwrSkJJq8HiK9fOb4w2FcoSAX5+WNalUPYRJTpZG5CaNiQDPCGo2G9evXU1JSQnx8/Hm12huKV199lfXr1/OZz3yGTZs2kZGRwS233MKNN94IQEVFBY2Njaxbt677OQaDgTVr1rB9+3ZuuummXvcbDAa7y75BZy3A8aTW5eQ3B/axt76uMxCQJAyazj73182ey/wh5kCOJr1Gw53LV3H/5o1UORyYdTosOj2KquIMBlBQuSg3j2tm9l7GSLgwfWLaDCqdDt6tKKcj4MNuMKGRJLzhEN5wiAybne8sXynSac5gNRj4zrKVPLx1M5VOB1advrOOsKrgCASQJYnLi4r5SPHUIR+r0tGB6RwpCBa9no6AnyavB7vROORjni+NLHPH0pXct3kjpe1tmLRaLHoDatdnTlRVWZaZxQ1z5o/amITJbSQWt03Aea8Ja8BVI2bNmkV5eflIjOUs5eXl/OpXv6KoqIj//Oc/3HzzzXzzm9/kd7/7HQCNjZ1VBlJSUno8LyUlpfux3jz88MPY7fbuW1bW+JlVqnU5+cHGt9lYWY5O1pBtjyXHZsemN3CouZEHNm9kR031uXc0juTFxvHjteu4fvZc7AYj3kiYQDRCUUIi31qynO+uWC3KEgk96DUavr1sJXcsW8H0pBRC0QjecBiLwcA1M+fw47XrxmQh1ng3IzmFH1+6jqtnzMSs1+ENhwkpUWanpPKd5av45uJl/dY/Pl+yJPc663wmVVWR4JyLZUdChs3Gg5dcxpfmzifebMbX9ZmTHxfPrYuX8t+rL5qw5eEEQRheA44+HnzwQe68807uv/9+FixYQExMTI/Hh7MDiqIoLFy4kIceegiAefPmcfToUX71q1/16Jf94dXBqqr2u2L47rvv5o477uj+v8vlGjfB8K/37aHK6SDHFovmjC+sGH3n7E6t28Wv9uxmTmpan5clx6PkGAs3zJ3P52bOot3vRyvLJJpjRDc5oU9aWWZ9QRHr8gtp8XmJKApxRpOYBT6HTJudmxYs5vrZ8+gI+NHLGhLN5mGtYDEvNZXyjvZ+P2sdwQDJMTGjvljutESzmetmz+Uz02fS5vchSxKJ5phhOREQhB7Urttw71MYFQMOhDds2ADAVVdd1eMD8PQHYnQY60empaUxfXrPbmPTpk3j5ZdfBiA1tXNxVWNjI2lpHyx6aG5uPmuW+EwGgwHDOMxHrXR0sL+xgQSTuUcQfJokSaTGWKj3uNleU8Wl+YW97scbCuEKBjHptMQaTSM97AExanWkW4cvkHEFg3hDne1jbWf8Tp2BAL6u7mD91RMVxj9JkkiOGZ5qEBcSs07XfbLsCgbwhjpr6w5HLv7FeQX8u7SU9oC/1y5+wUiEYDTC+oKiMb/aY9BqSbdOnha1qqriCAQIRCLYjcYJNSEiCOPRgD+hNm7cOBLj6NWKFSs4ceJEj/tOnjxJTk5nt6a8vDxSU1N56623mDdvHgChUIhNmzbxyCOPjNo4h8vJtla84RCJptg+t9FpNF1F7NvOCoTLO9r516mTbK6qINRV83RWSiobCopYmpk1qjVNR9rh5iZeP3WC3XW1hBUFnSyzOD2TnNhYTrW3sb+xgWhX+a1lmdlcUVTM1MSksR62IIyqA40NvH7qBHsb6jvL0ckalmZmcUVRMdOTkge936kJiXx6+gz+dOQg9W4XiWYzeo2WqNKZj+wKBVmYnj4s+chCJ1VV2V5bzRunTnK0pRlFVTFqtazOzuXyomLy4+LHeogXLBUJlWFusTzM+xP6NuBAeM2aNSMxjl7dfvvtLF++nIceeojPfvaz7N69m2eeeYZnnnkG6Jwp+ta3vsVDDz1EUVERRUVFPPTQQ5jNZq655ppRG+dwiSgqEtJ5BaxRpefM++66Wn66fQttfj9WvQGTVkdEUdheU82e+jqunjGL62fPnRTB8H/KTvGr93fhCYWwGYyYtTpC0Sh/P34UdyiE3WAg3WrDpNURjEb416kTbKup4puLl7EmN2+shy8Io+L/jpfw/P69+MIh7N3vkwhvlJ5kW00Vty5aytr8gkHtW5Ikrp89lziTiVdKjlHndnXnDMcajXxi6nS+MGeeuBozTFRV5YWD+/jbsSOEowp2gxGDRiYQCfP348fYUl3Fd1asZEFaxlgPVRAmnEFds3I4HDz33HOUlJQgSRLTp0/ny1/+Mnb78OaCLVq0iFdeeYW7776b++67j7y8PJ544gmuvfba7m3uuusu/H4/t9xyS3dDjTfffHNC1hBOt1rRyjL+cLjPPEhFVUGiR33VRo+bx3duwxkMkGuP7RHsxhqNtPt9vHjkELmxcazOyR3plzGiSlpbeHrPbsKKQs4Zr9URCOAPR0AFXziMVpax6PVY0BNvNFHvdvPk+zvJjY0j54w61IIwGR1sbOD5A3sBldwebZ71xBlNNHjcPPX+LnJiYymMTxjUMSRJ4qPFU1mXX8jBpkY6An4MGi2zU1KI7yVdQhi8jZUV/PXoEcxaHemWD9LdLHo98SYztS4n/7N9Gz/bcCVJH1q3I4wCkSM8oQ141cCePXsoKCjg8ccfp729ndbWVh577DEKCgrYt2/fsA/wIx/5CIcPHyYQCFBSUtJdOu00SZK49957aWhoIBAIsGnTJmbOnDns4xgNM5NTyIuNo8Xn7bNmcLvfj01v6BHQvldZQbPXS4bV3uuMb7zJTERR+Nep4xOyFvGZ3iorxRUMkhpj6fFam70eFFUlRq8joqi0eL3dj0mSRLrVSrvfzzsVZWMxbEEYVf8uPYUvHOo1t1qSJNIsVpzBAG+XD/39YNBqWZyRyfqCIi7KzRNB8DBTVZV/nTpBVFGIM5295kOWJDJtdpq9Ht6rqhiDEQrCxDbgGeHbb7+dq666imeffRZt1yKISCTCV7/6Vb71rW+xefPmYR/khUIry1w7ew4/2baFeo+blBhL9wpnRVXp8PvxR8J8fubsHjPCm6oqMWg0/VZgiDWaON7aSoPHPWEXjoSiUbbVVGHV63sEweFoFFcw2PWzktDJMh2BAIqqdv9MJEnCrNWxqaqCL82dPylSRITh5woG2VpdybaaalzBAAkmM6uyc1mWlT1hFiV5QiHer6/Fpu97UZwkScTo9GyuruS/Fiwa9uotoWiU9+tr2VRZQYPHg1mnY3FGJmty8kgc5iYW7mCQbTXVbKupwhHwE2c0sTI7h+VZOZMiNaPG5eRUW1uvQfBpsiSh02jYUlXJZ6ZPzImgCU3MCE9oAw6E9+zZ0yMIBtBqtdx1110j3mDjQrAiK4fblkT59b491Lld3dU4VFXFajDwuZmzuG723B7P8YSC6M7RKUqv0eANh/CFwyM4+pEViEQIR6Po5J6vNaqqqKjIUudJgyR1zqJEVQVZ+mBbnUbGFw4TVVW0IhAWPuRYSzM/2b6FOpcLSQKdrOFEayvbaqrJj4vneytXk9cjzWB88ofDRBQFg6b/j3edRiYUiRCKRjBqhy/Ib/F5+fHWzRxpbiKqqhg0GiKKwt76Ov527AjfWLyUFVk5w3KsE22t/GTbZqqdDiQ6g8FwtJUdtTXkxh7luytWDTr1Y7zwhcNE1Ch6uf9qHzpZxh0K9ruNIAhnG3AgbLPZqK6uZurUnquBa2pqJmRe7nh0SV4+C9PT2VJVxYm2ViKKQpbdzuqcXDJ6mc2NN5l7pAL0JhiJoNdoepQYm2jMOh1GnQ5PsOeHvVaWkSSpe7GOoqpoZPmsEnTBaJRUk0nUERXOUudy8dCWTTR63WRa7T3+RsLRKKXtbTy05T0euXT9uL/0H6PXo9doCUaj9PeJHIxEiTeZzhkwD0QwEuHHWzexv7GRdIsV4xkTJlFFocHj5rEd27AbjMxM7rvE5flo9Lh5cMt71LtcZNrO/p1VdLTz0JZNPHLZepLMEzdv1mYwoJc1BKORfkvRBaPRcf+3KQjj0YAjgquvvpqvfOUr/OUvf6Gmpoba2lpefPFFvvrVr/L5z39+JMZ4QbIZjFxZPIU7lq3grhWr+PzM2b0GwQAX5+YRURWiitLr46qq0hHwMzc1bULXY9XKMpfk5uMNh3t0tdLKMnFGExEliqoqRBSVBJMZ+YzyM4qqEoxE+qy9LFzY3ig9SYPHTbYt9qwTJZ1GQ5bNTkVHBxsrx38OplmnY2V2Du5QsM81AYqq4o+EuSQvf1jThHbW1nC4uYmMDwXB0Nn6OMNqwxEI8MrxY0M+1ptlpdS5XGR9KAiGD35n1U4H7wxDHvRYSrNYmZmcQnvA3+c2EUUhqqpcLKrijBFphG7CaBjwVMBPf/pTJEniC1/4ApFIBACdTsfXvvY1fvzjHw/7AIVzW5OTxz9OlFDjcpFltfWYCVVVlSavB7Nez0eKp4zI8audDvbW1+MNh7AZDCzOyOyRw3ym07mD1U4nADn2WBamZ6A/R2rHaZflF/JWeSl1bicZVnt3bmNyTAztfh+ecBijRtNjBkhRVWpdTlItVi7JzR/iqxUmm2AkwruV5cTodH3mymplGZ1Gw5tlp/jk1OnjPsf88sJiNldVUOd2kWG19Rjv6fdDckwMlw3zieHGqgpUlT5nLiVJIs5oYl9DPY0ed5+fE+cSjkZ5q7wMk1bXa/Mh6Ay8DVotb5aV8tkZsyZsF0tJkrhqyjQONTXS5PWQbI7p8fuMKgq1LifZsbGsys4du4EKwgQ14EBYr9fzs5/9jIcffpiysjJUVaWwsBDzMC+AEM5fnMnEd1es5sdbN1PtcmLQaDBqdUSUKN5wGJvBwI3zFw17jUlHwM8v39/FrrpavOEQEhIqKja9gYty8/nq/IU9Fhhtr6nmuf17qHV9UHNUliSybHa+Mm8By7Kyz3nMnNhYvr1sJY/t2EaV04FJq0Wv0RKKRjHr9ChqCLNejzsUJNDV3SoQiZBmsfKdFatIsUzcGXFhZDiDAbyh0DkXw5m1Otr8/s7GFOd54jZWihISuG3pcn6+aweVTgdmrQ6dRkMoGsEfiZAcE8Ody1eSYRvehbMNbhfGc6RamHU6Wnxe2ny+QQfC3nAITyh4Xr8zR7Czy+REXji3OCOTGxcs4rn9e6h0OojR6dHKnXWEg9EoOfZY7l6xBrvRONZDvTCJxXIT2oADYafTSTQaJT4+nlmzZnXf397ejlarxTbMH6zC+ZmamMSj6zbwbkU5b5eX4ggEMOkMbCgs5tL8AooTEof1eJ5QiPs3v8eBxgbijSYSbbHdebqOQIBXT5TgDAT47srV6DUattVU8dPtWztLOpkt3TNGwUiEapeDn2zfwl3LV51XMLw4I5OfrtvAO+VlvFtZjjccJsFg4lPTpzMlPoljrc1sqqrAH4mQYrKwNq+AtXn5g/7SFSY3vUaDRpKIKv1/80RVBYOknTA55quyc8m2xfJORRkbK8vxRyIkGmO63w8jUT3GqNURUXtP0TotqijIkoR+CLnJOrmzSk5f6WCnRVSlczZ/gvzO+vPR4qkUJyTyVlkpO2qrCUWjZNrsXJpfwCV5BcNejUMQLhQD/iT63Oc+x0c/+lFuueWWHvf/9a9/5dVXX+X1118ftsEJA5NkjuHqGbO4esYswtFo9yKykfBm2SkONnUuiDnzMqgsSZ0LcLQattZUsbqmmqWZWTzX1eEq80O1jg1aLVlWOzVuJ8/t38uC80yTyLTZ+eLc+XxhzjwiitLjtS7PzuYr8xacdb8g9MZuMDI1MYk99XX9zqh5QiFW5eROqEvsObGxfHneAr40d/6ovB8WpWdwpLmpR+nCD+sI+Mmw2YbU2CZGr2d2Sipbq6v6LSvmCQVZm1fQ7yKziWRKQiJTEhL5+qIlRBTlnNWChFEiZoQntAGfJu/atYuLL774rPsvuugidu3aNSyDEoZOp9GM2BdeRFH4T9kpdF05eL2J0elRVZU3y0t5v76OOpeLZLOl1zFJkkSK2UKNy8me+roBjUXqqp/54f32db8gfJgkSWwoLEYjyzgDgV63afX5MOt0E3ax5Wi9Hy7OyyfeZKLR4+51oZ43HCKsKGwoLB5yesm6/EJ0GpmOPhaRtfs7O92N19+ZI+DncHMTh5ubcPSzEK43p3+fgiAM3YBPk4PBYPciuTOFw2H8/oG9mYWJqd3vo9Hj6bdgP3TO2pxsa2VKQiKKqvY7K2PQalFUlSqng+XnkR4hCMNpZXYOHy2eyj9OlOAOBYk3mdFrNAQjEdoCPrSSzHWz5zJ7iCW/JrsMq42bFiziF7t3UuV0kGAyY9LpiCgKHX4/ISXK6pxcPlI09IW7SzOz+OTUGbxUcgRvKES8ydRVNi5Cu9+PJElcM3M2C9LSh+GVDZ9Gj5u/HTvKlqoKXKEQQNe6ilw+NW2mWMcwIY1ElQcxiTNaBhwIL1q0iGeeeYZf/OIXPe5/+umnWbBgwbANTJj4xNtYmChkSeLmhYvJjY3lnydPUOV0dF96np6YzMemTuOinDxxheE8XJpfSKzRxN9LjnKkpRlHMIBGkki1WNlQWMTHpkwbllQFSZL4yrwFZNntvHbyOJUdHYQVPzpZw5SERK6aMpW1eQXj6ndW43Ry76Z3qHA4sOkNJHdVt3EFA7xUcpT9jQ3ce9HaPktlCuOTqnbehnufwugY8KfRgw8+yKWXXsrBgwdZu3YtAO+88w7vv/8+b7755rAPUBh/4k1mUmIs1LqcWPtp0OEJhViYnkFeXByyJBGKRvpcIBOMRJAliWy7faSGLQj9kiWJK4qmsK6giLKOdnyhEFaDgYK4+HEVTE0EC9MzWJCWTrXTSUfAj16joSAufthzdSVJYn1BEZfmFVDa9Tuz6A0UxMePu1xuVVX5xe4dVDoc5NjsPcq+JZpjiDWaKO/o4MldO3lo7WXib04QRsmAc4RXrFjBjh07yMrK4q9//SuvvfYahYWFHDp0iFWrVo3EGIVxRivLrC8sIqRECUXPTpOBzragkiSxrqCIxemZZFhtNHm9veYNqqpKs89Dps3GovTMkR7+sFNVtc/GBcLEo5VlpiQkMi8tncL4BBGQDJIkSeTExjI3NY3pSckjumBNc8bvrCghYVwGwcdamjnW0kySOabX2sdaWSbJbOZISxMn29vGYJTCoKkjdBNGxaA+mebOncsf//jH4R6LMIGsyy9ke00VBxobiTeZsOkN3eXTnIEAjmCA1Tm5LM/KRq/R8KV58/mf7VupdbtIiYnpnhkORiI0+zyYdHq+PG/BuK/PelpEUdhVV8Pb5WUca2kGoDA+gXX5hSzres2CIFy4QtEo22uqeau8lNL2Nlq8Xtr9fvJi4zD30bwlRqen1e/jUFMjU4a55KUgTAbRaJStW7cye/Zs4uLihmWf5x0IK4qCoihozzirb2pq4umnn8br9XLVVVexcuXKYRmUMP5ZDQa+v+oinnp/F3vq66hyOpAlCQUVq97AVVOmcuP8Rd0B4emOR7/Zv486d8+GGhldDTVWZOWM1csZkGAkwhM7t7OxspyoqhKj0yMB79fVsqe+juVZ2dy5bCUxE7iAvyAIg+cJhXh0+xZ21tagdn1GhKJR/JEwpR1tJATM5Mednb4hSRISEqFodIxGLgyKKnXehnufwlk0Gg3r16+npKRk9APhr3zlK+h0Op555hkA3G43ixYtIhAIkJaWxuOPP84//vEPrrjiimEZmDD+xZvM/GD1xVQ4OthbX4evq4vd4ozMXov1r8rOZXF6Jrvra6lyOIDOOqeL0zMnVJ3PFw7u563yUhLNMT26VSVgxhcOs7mqEqtezx3LxImhIFyInt6zi63VVaTEWLq730VVpWvhoEyrz4deoyHbHtvjeacbhMT3UxtZEC50s2bNory8nLy8vGHZ33lHH9u2bePJJ5/s/v/vfvc7IpEIp06dwm63893vfpdHH31UBMIXoLzYOPJiz+/MzKDVsio7l1UTtEJaq8/HW2WlWPSGXlu2mnU6Yo1GNldXcfWM2cPewlYQhPGt2unobPRhNPVoAR1nMqFzOVFUFY0s0+zzkmqx9kijavf7iTeZWJaZNRZDFwZJFE8bXQ8++CB33nkn999/PwsWLCAmJqbH4wPtcHzegXBdXR1FRUXd/3/nnXf41Kc+hb1rlf8Xv/hFfvOb3wzo4IIw0eyuq8UZDJDZT3kju8FItdPBzroaPmWbMaTjeUIhttdUcby1lbASJd1qY3V2rgiwhRERjETYWVvDoeZGQtEoSeYYVmbnkBcbJxYNnqedtTV4QiFyPjTbq5M1ndV23C40EkSine3ok2NiUFUVRzCAPxLmszNmEmsUM8KC0JcNGzYAcNVVV/X4XFJVFUmSiA4wtei8A2Gj0dijYcbOnTt59NFHezzu8XgGdHBBmGjcwQAS9Lrq+zRZkpAkqc8uZedrR001v9yzi0aPB0VVu2cI/nr0MFcUTeGGOfNEdylh2BxubuKJnduocTqJdv29qcBLJUdZk5PLLQuXYDpjhlPonSsY7Mz17eXEIcNmI6IqNHu9hJUobX4vUUUhEI0Qo9PxyWkzuHrm7DEYtTAkosXyqNq4ceOw7u+8A+E5c+bw+9//nocffpgtW7bQ1NTEJZdc0v14WVkZ6enjq4OPIAw3k06Hioqiqn2WaDpdTs08hKBhX0M9j27fgjccJsNqQ9sVeCuqiiPg569HD4OqcuOCRYM+hiCcVtrexkNb3qPV5yPtjMv1qqriCgZ5o/QkkajCd1asGnelycYbs07X/RlwVut3JHLtcSQYzZR2tJNqsZJutTEtMYmL8/KZmpAoZt4nKhG4jpo1a9YM6/7Ou47wD37wA5544gkKCgpYv349N9xwA2lpad2Pv/LKK6xYsWJYBycI4838tHRi9HpcwWCf23hCIUw6HQvSMgZ1DFVV+cOhA7hCQTLPCIKhc7Y53mTGqtfzr1MnqHE6B3UMQTjT344eodnrIctm75GzKkkSdqORBKOZzdWVHG5uGsNRTgzz09Ix6nR4w6E+t4moCtl2O7+4/CP84vKPcMuiJUxLTBJBsCCcpy1btnDdddexfPly6urqAPj973/P1q1bB7yv8w6EL774Yvbu3cs3v/lNfvOb3/Dss8/2eHzu3LncfvvtAx6AIAw3VzDI1uoq3iorZXddLcFI700/BiPTZmdZZjbtAT/BSIRQNEqb30eLz4szGCAYjdDi9zE3JY3C+PhBHeN4Wysn21pJMsX0+cUYZzThDoXYVFUxlJcjCDR63OyuryXOaOpzttei1xOIRNhYUT7Ko5t4piQkMicllRafj3AvuYrBSARHIMCyzOxeq+sIgtC/l19+mfXr12Mymdi3bx/Brokpt9vNQw89NOD9Dahm1fTp05k+fXqvj/3Xf/3XgA8uCMMpEAnzp8OHeLO8lDafDxUVjSSTarHysSlT+diUaf3m9p6vmxYsos7lYltNFf4zgmxFVdHKMjOSkvnmkqWDnt1pcLsJRCOk6Cx9biNJErIkUesSM8LC0DS43fjCYdIs1j63kSQJg0ZLpaNjFEc2MUmSxG1LluEKBihpacGg1WLVGwAVZzBIWFGYn5bGTSKtSRAG5YEHHuDpp5/mC1/4Ai+++GL3/cuXL+e+++4b8P4mTvFWQehHMBLhkW1b2FJVSYxO351XG4pGafV5eXrv+zR7vdy0YNGwXH6MqgoaWUYvazoXskmgkWT0Gg2uQIBtNTV8fOq0Qe1b0zU+lf5L6KiowxLYCxc2WZa7u0L2R0VFJ/7ezktyjIX7L76U/5Se4j9lp2j1+5GALLud9QVFrC8o6rX8ojBBicVyo+rEiROsXr36rPttNhuOrh4FAyECYWFSeLu8jG011SSfUcAeQK/RkGax4ggEeO3kcRZlZAw6d/e0l44d5XhrK1MTktDKMuFoFLXrWLIk0eT18LuD+1mUnjGoMmdFCQlY9QacwQBxfZRROl14f2pi0lBeiiCQFxtHnNGIMxAg6UP1OE9TVJVQNMqslNRRHt3EFWs0cfXM2Xxi2gzafD4kCRLNMT1y/gVBGLi0tDRKS0vJzc3tcf/WrVvJz88f8P7EO1KY8KKKwhtlJ5Ghz0oNsUYjwWiEt8vKhnQsdzDIOxVlWHT67sDXoNVi1Gq78yuTzDE4gwE2Vg4unzLdamNJRiYdfn93wHsmVVVp9HpIMltY3dW6WhAGy2YwsDavAE841Gdr31afF7vBwMW5A/+SudDpNRrSrFZSLVYRBE9W6gjdhF7ddNNN3HbbbezatQtJkqivr+ePf/wjd955J7fccsuA9ydmhIUJr9Xno8bpxG4w9rudRadnf1NDr2WNzle5o4MOv5/kmL7zd2VJQidrONjUwHXMHdRxvjhnPmUd7ZR3tBNnNGMzGJAlCV84TIvPi1mn48b5C7Eb+3/NgnA+Pj19BoeaGjna0ozdYCTWaESWJIKRCC0+LxpZ5kuz55HV1UBJEARhrNx11104nU4uvvhiAoEAq1evxmAwcOedd3LrrbcOeH8iEBYmvKiqoMI565tKkoSiKOfMve33WMr5HUuWINLLbO75SrNa+dFFa/nNgX28X19LtcsBSOhlmSmJiVw7cw7LsiZon2ph3Ik1mrj3okt44cB+ttZUUeNyoCKhlWWyY2P5zLSZXJpfMNbDFIRxSjRZHm0PPvgg3//+9zl27BiKojB9+nQslr4nqPoz4EA4Lq73VpuSJGE0GiksLOSGG27gS1/60qAGJAgDlWAyY+vKqY3pZwGKNxxidnLqkBoCpFosmHQ6PKEQsX3MxqqqSjAaJcceN+jjQGeKxPdXXUSty8mJ1lYiqkKqxcrMpGSxSE4YdvEmM3csW8F1s+dwtKWZUDRKotnM7ORU0cFQEIRx48tf/jI/+9nPsFqtLFy4sPt+r9fLN77xDZ5//vkB7W/A36Y//OEPkWWZK6+8kh/96Efce++9XHnllciyzNe//nWKi4v52te+dladYUEYKQatlkvzC/CFw73m1EJnVQlVhXUFhUM6VrrVxqL0DDoC/j5X2XtCIYxaLRfnDU8+ZabNztr8AtYXFDEnJVUEwcKISo6xcHFuPusLiliQliGCYEE4F5EjPKp++9vf4vf7z7rf7/fzu9/9bsD7G/CM8NatW3nggQe4+eabe9z/v//7v7z55pu8/PLLzJ49m5///OfceOONAx6QIAzGFUXFbKmupMrhINVixajt/NNWVRVfOEyzz8Pc1HRWDsPisk9Pn8mhpkZqXU7SLNbuQOF0O9qOgJ9L8wuYlZwy5GMJk1soGuX9+lo2VVbQ4PFg1ulYnJHJmpw8Es3msR6eMEjBSITddbVsqqqkyevGojOwJDOT1Tm5xJvE73XSEeXTRoXL5epuX+52uzGecVU2Go3y+uuvk5ycPOD9Sqp6juKRH2KxWDhw4ACFhT1n1kpLS5k7dy4ej4eysjJmz56N1+sd8IDGgsvlwm6343Q6sQ2i3JUwPlQ6Ovjpjq2UtrURVhTkrtqoRq2WOSmpfHvZShKGKbg42NTIEzu3UedyddUR7jxWjE7Pqpwcvr5oaZ8VLAQBoMXn5cdbN3OkuYmoqmLQaIgoClFFITEmhm8sXsqKrJyxHqYwQI0eNw9v3czx1hYUVUWv0RCJKkRVhWSLhduXLmdReuZYD3PSGMvv79PHvu7FP6Af5hPXkM/HHz53nYhLznC65nlfJEniRz/6Ed///vcHtt+BDiQ+Pp7XXnvtrPtfe+014rtaynq9XqzWvrsUCcJIyI2N4/F1V/Cji9byyanTuTSvgKtnzOLHl67nwUsuG7YgGGBOSiq/vOIqvrdyDR+dMpVL8wq4fvZcHl9/OXcuWymCYKFfwUiEH2/dxP7GBpLMMeTaY0mzWMmy2cmy2XH4/Ty2YxtHmpvGeqjCAPjCYR7asokjzU0km2PIOf17tXf+Xtt8Ph7dtoWTba1jPVRhkvrlL39JXl4eRqORBQsWsGXLln6337RpEwsWLMBoNJKfn8/TTz991jYvv/wy06dPx2AwMH36dF555ZUhH3cwNm7cyDvvvIOqqrz00ku8++673betW7dSXV094CAYBpEa8YMf/ICvfe1rbNy4kcWLFyNJErt37+b111/v/gG+9dZbrFmzZsCDEYSh0mk0LMnMYklm1ogfy6TTcUlePpcMUy6wcOHYVVfL4eYmMixWDNqeH8MaWSbDaqPS6eCV48eYKVJsJoxt1VWUtLaQYbWh/1ButUaWyez6vb564jh3Ll85RqMUJqu//OUvfOtb3+KXv/wlK1as4H//93+5/PLLOXbsGNnZZ1cZqqio4IorruDGG2/kD3/4A9u2beOWW24hKSmJT33qUwDs2LGDq6++mvvvv59PfOITvPLKK3z2s59l69atLFmyZFDHHazTcWVFRQXZ2dnD0iUWBpEaAbBt2zaefPJJTpw4gaqqTJ06lW984xssX758WAY12kRqxOTmDgbZWVtDs8+LVpaZlpiEUaPlUHMjgUiEeJOJpZlZIndvEFRV5WhLM8damgkrCklmM0szs7EZDGM9tCFp8XnZVVuDIxDApNMxLzWNvNjeK+YMxr2b3mVbdRU59tg+t3EEAkRVhV9deRWpFnGFbSK4+5032VtfR3Y/v9d2vx8k+PVHPy4+c4bBeEiNuP7PI5Ma8fvPDyw1YsmSJcyfP59f/epX3fdNmzaNj3/84zz88MNnbf/d736XV199lZKSku77br75Zg4ePMiOHTsAuPrqq3G5XLzxxhvd22zYsIG4uDj+/Oc/D+q4Q/Xvf/8bi8XCypWdJ5NPPfUUzz77LNOnT+epp54iLm5gFZsGVUd4xYoVrFixYjBPFYRRo6oqrxw/xkslR2npylcPK1FcwSCqqmI1GDBoOt8CsUYjlxcWc93suWfN5Ai9q3B08OTunRxvbSEYjXZXvUw0m/nktBl8atqMIZWqGwvBSIQXDu7nrbJTOINBAFRUzDo989PS+fqiJSSZe29DPBANbhdGTf8fv2adjhaflzafTwTCE0Sd24VJ239alFmnoyPgp93vF4GwcE4ul6vH/w0GA4ZeJhpCoRB79+7le9/7Xo/7161bx/bt23vd944dO1i3bl2P+9avX89zzz1HOBxGp9OxY8cObr/99rO2eeKJJwZ93KH6zne+wyOPPALA4cOHueOOO/j2t7/Nu+++yx133MFvfvObAe1vUIGwoiiUlpbS3NyM8qFyVatXrx7MLgVh2P35yCF+d2g/WqnzUrOiqhxvbcYfjgAgSyEyE+wYNBo6An7+fOQQnlCIbyxeOmwzf5NVjdPJve+9Q53LRZI5BrNOhyRJRBSFNp+PX+/bQyAc5vo588Z6qOctqij8fPcO3iwrxaLTk2m1oZHlzhXKoSBbqipp83m5/+JLiTWahnQso1ZHRO2/4Uq0a8GnKF82cRg1WtrO8XuNKAoaSRIn3JPKyDXUyMrqmeZ3zz33cO+99561dWtrK9FolJSUnqlUKSkpNDY29nqExsbGXrePRCK0traSlpbW5zan9zmY4w5VRUUF06dPBzrzlz/60Y/y0EMPsW/fPq644ooB72/AgfDOnTu55pprqKqq4sNZFZIkEe2jV70gjKZal5O/HTuCUaMlsWsGr9rpwBuOENO1kM0fCVPndlEUn0CiOQZdMMB/yk6xJjePOSmpYzn8ce9PRw5S43KSY4vtUddYK8ukWCy0+ny8fPwoq3PyyImNHbuBDsDehnrerSgn3mTCqv9gxkWSJGwGIyatjpKWFv558gTXzZ47pGMtzsjkSHMTiqr2OWveEfCTYbORGzu0xizC6FmamcUfDx/st427I+inMC6BDKtIwxPOraampkdqRG+zwWf68N9df3+LfW3/4fvPZ58DPe5Q6PV6fD4fAG+//TZf+MIXgM5iDh+eQT8fA64acfPNN7Nw4UKOHDlCe3s7HR0d3bf29vYBD0AQRsJ7lRW4gsHuS48RVaHV70MrS0hS500na3AEAgQinTPEdoORQCTCO+VlYzn0ca/R42ZnbQ1xBlOfzT0STCbcwRCbqipGeXSD93Z5KeFotEcQfCadRoNRq+Wt8lKCXX8zg3Vxbh7xJhONHvdZEwrQ2QUxrChsKCwWM4cTyMV5+dgNBpr6KB3qCYVQVJUNhUWiMc5kMoINNWw2W49bX4FwYmIiGo3mrFnY5ubms2ZrT0tNTe11e61WS0JCQr/bnN7nYI47VCtXruSOO+7g/vvvZ/fu3Vx55ZUAnDx5kszMgZcmHPA78dSpUzz00ENMmzaN2NhY7HZ7j5sgjAel7W1oJbl7ti0YiRCJKmg/NHsZVRR84XD3fWatjpLW5lEf70RS7XTiDYX6XRDXeaIhc6KtZRRHNjQlrS3E6Ppu0Q1gMxhp9/tp9HiGdKx0q42bFixCp9FQ5XTgDgaJKAqBSIQGt5tWn4/VObl8pGjKkI4jjK682Di+Mm8hskTn7zXU+Xv1h8PUu120+32szevsEilMIuOgs5xer2fBggW89dZbPe5/6623+ixksGzZsrO2f/PNN1m4cCG6riunfW1zep+DOe5QPfnkk2i1Wl566SV+9atfkZGRAcAbb7zBhg0bBry/AadGLFmyhNLS0rMaagjCuCPSfMfcwGvSXDguzS8k1mji7yVHOdLSjCMYQCNJpFqsbCgs4mNTpp1VWk0Y/64snkKC2cwrx49S0tKCIxBAI0ukW21cUVTMR4unirxvYUTccccdXH/99SxcuJBly5bxzDPPUF1d3d0J+O6776aurq67DfHNN9/Mk08+yR133MGNN97Ijh07eO6557qrQQDcdtttrF69mkceeYSPfexj/OMf/+Dtt99m69at533c4Zadnc0///nPs+5//PHHB7W/AX/KfuMb3+Db3/42jY2NzJo1q/us4bTZs2cPaiCCMJwK4xPYUl3VnYNp0GrRamQiioJe0zkrHFEUNLKESffB28AfCTM1MWmshj0hZNvtxOj1uEJB4vpYNKaqKmFFoajr8tpEMDUxifcq+0/lcAUDxJvNpFosw3LMhekZLEhLp9rppCPgR6/RUBAXLwLgCW5pZhZLMjKpdDpw+P0YtVoK4hNEmsskNXJL5Qbm6quvpq2tjfvuu4+GhgZmzpzJ66+/Tk5OZ4fKhoYGqquru7fPy8vj9ddf5/bbb+epp54iPT2dn//85901hAGWL1/Oiy++yH//93/zgx/8gIKCAv7yl7901xA+n+MOtzNfQ28GWrt4wHWE5V7ymiRJ6k6MnoiL5cZrHWFVVVFhwpWgGg9qXU6+8cY/UdXOcl7QuViuzu3G1BVk+CNhEs1miuITAXAFg3jDIR665DLmpKaN2dgngke2buY/5afItcf1+vfZ5vehqio/2/CRcb9Y7vTJ0u66Wn743jvEGoxY9GenSISjUWrdLr40d/6QF8sJFx5FVTsDJvF5PqzGQx3hL/zxjyNSR/h311477uKS8eBcrZYHGocOeNqhomLiLH6ZqEpaW3invIwdtTWEohGSYyxcll/ARbl5Qy7bdKHItNn51LQZ/P7QAZo8HhLMZlItVhzBAO5gCAkVk05HhtVOVFHoCATwhkNcUVTMLFEx4pw+P2s2R1ubqXY6SIqJwaw9o3ya30coGuXzM2eP2yC42ethY0U5b1eU4QgEMOt0rMzOYX5KGrvrawlGI8QZTchdJ/meUIhWv49piUlcKfJ2hfMUiITZWl3Fm2WlVDo6kGWZ2ckpXJpfyML0DDHJMVkMIqf3vPYp9Gr//v09/h8Oh9m/fz+PPfYYDz744ID3N6jOcpPNeJkRVlWV/ztewm8P7sMTCmHW6dDKMr5whIgaJT82nv+3ao0op3SeFFXl7yVHebnkKK1dpVbCShRXIIhKZ0MNo0aLgkqswciGwmK+MGeeuHx5nso72vnF7p2cbGslGI0gdV3MSzCZ+cTUaXxmxqxx+UV/pLmJR7ZtpsHtRq/RYtRqCEcVfJEwdqORgrg4yjo6cAUDyEgoqopZp2Nuahq3Ll5KcszwpEUIk5sj4OfhrZvZ31APQIxe331SpddquLxwCl9buLjHAl5h4MbFjPAfRmhG+DoxIzwQ//rXv3j00Ud57733BvS885oRfvXVV7n88svR6XS8+uqr/W571VVXDWgAwge211bz3P69yJJEjj22e+o/3tSZz1re0c7DWzfz2LrLienl0q3QkyxJfHr6TNYVFLGjtppmb1eL5YREDDodh5oaCXa3WM7uTqEQzk9+XDz/s+5yDjc3UdLSTCgaJTnGwrLMLOxG41gPr1fNXg+PbNtMo8dDtj22R6Cuqir1HjdlHR18e+kK2vw+HIEARq2W+WnpFMTFi8vawnlRVZUndm5nT30daRYrxjNyvhPNMbiCAV49UUKS2cznZop1NROemBEeF4qLi3n//fcH/LzzCoQ//vGP09jYSHJyMh//+Mf73G6i5giPB6qq8o/jJYSikV771Gvlzu5o5R3tbK+p5rICUbXjfNkMhl7LFU0Ti+KGTJYk5qSkTpgGJBsrymlwu88KgqHz8yvdYqXK6WBnXQ3fXrZyjEYpTHTH21rZ01BPotncIwg+zWYw4g9HeO3kcT5aPFVMbAjCAHy4aYaqqjQ0NHDvvfdSVDTw0oTnFQif2Ub5wy2VheFR5XRwvLWVOFPfOcA6jQYJ2FRVKQJhYcjC0Sh7G+rZ31iPJxQi3mRmWWYW0xKTJu3M5zsV5eg1mj5TNjq7yBnYUVONa36w31rJgtCXXbU1+MNhUrq6WvYm3mSi3uNmX2M9q7JzezymqirHWprZUVtDR8CPRa9nQVoG89PSRSqFcMGLjY3ttZNdVlYWL7744oD3J2r0jBOuYJCQEiVO0/8lZb1GQ5u/965FgnC+Khwd/HT7Vsra2wgrChISKiqvlBxlQXoGty9dPukWZiqqSkfA3+sM3ZkMGi3ecAh3UATCwuC4ggGg/woRp2sJuwLBHvd3+P08vnM7+xrq8Eci3e/NfxwvoSghgTuXrRq3i1AvWCI1YlRt3Lixx/9lWSYpKYnCwkK0gyg9eV7P+PnPf37eO/zmN7854EEIdC6MkyRCSrTfYuthRcHSRwtYQTgfjR4392/eSLXDQeoZ+YuqquINh9haXUUoGuXeNZdMqnq2siRh1ulo8/n73S6sdHYgPLO+tCAMhOlD9fV7E+26unrmtoFImB9v28Se+nqSzDGkxFi6g+lAJMKxlhbu37yRh9ZeJhZtChesNWvWDOv+zuuT/sPdOlpaWvD5fMR2nZU6HA7MZjPJyckiEB6kvNg4cmJjKWtv77PNa1RRiCoKK7JGpki1cGH418kTVDkcZNvsaM64zCpJEha9Aa2sYW9DHdtrq7k4N38MRzr81uTk8cfDB7vrnvfGEQywKjuHeJNYPCkMzvy0dP5ecgx/ONxnUNwRCBBrNDI39YP8+m3V1exvaDhrgR2AUasl22anwtHBv06d4EtzF4zoaxAGQMwIj7hzFWo400CLNpxXIHxm7eA//elP/PKXv+S5555jypTOeponTpzgxhtv5KabbhrQwYUPaGSZK4um8rNd23EGAmetuldUlTq3i1SrlTU5uWMzSGFY+cJhDjY24AmFiNHrmZOSOuKLZnzhMO9UlhOj0/UIgs9k1GpBhTfLSiddIHxJXj6vnzpJvcdNusV6VjDc6vNh1Gi5vLB4jEYoDJeoonC0pZlmrweNLDMtMYlUi/Wczzudn9vgcaORZYrjE8kYYPmquSlpTElI5HBzE1k2+1l5vd5QkBaflyUZmRxraWF2Sio2g4E3y0+BRJ/pOxpZxqzT8U55OZ+fORuj9twzz4IwGfRXqOFMgynaMOBrfz/4wQ946aWXuoNggClTpvD444/z6U9/mmuvvXaguxS6bCgsotLRwWsnj+MMdgbDWknGHwnjDoVIjonhzmUr+11QJ4x/4WiUvx07wuulJ2n2eFDpbKeZFBPDFYXFfGbGrBGrZdzq8+IOBrGeI73GrNNT5XCMyBjGUm5sHLcuXsrPd++g0unAbjBg0GgJKwqOYACjRst1s+ewKD1jrIcqDMG2mipePHKIso52QtEoqGA1GFiWmc0Nc+f1mVbwfn0tfzx0kFPtbQSjUVBVLAYDi9MzuGHufNKt5xcQa2SZO5ev5P7NGyltb8ek1WLRG1BUhRqXC1cwgF6j4UBTA4ebm0g0m7ksv4Dyjg5itP2fDFt0elzBAG0+Pxk2EQiPB5LaeRvufQofGMlCDQMOhBsaGgiHw2fdH41GaWpqGpZBXahkSeLmhYuZlpTEv0tPcrKtjaASxaTTsq6giMuLiskTzTQmtKii8IvdO3mj9CQGjZY0ixWdRkM4GqU94OeFg/upc7u5Y9mKEVkdrpFkpK4mEf1RVRWNPDkrR1yUm0eKxcLrp06wo6YabziMVpZYlZ3D5YXFLErPmLRVMy4Eb5eX8ovdO/GHwySaYzDrdCiqijMQ4N9lp6hwtHPfRZeSFNOzosPW6ir+Z8dW3MEQSTFmzFodKp0Lmd+uKKOso537Lr6UjPMMhjNtdh68ZB1vlJ7krbJSHAE/LT4fnlCQOJOJXHscRq2WiKLQ7vfzx0MH8Uci56xnrtKZ1jMem9UIwkh69913ufXWW9m5c+dZTUacTifLly/n6aefZtWqVQPa74AD4bVr13LjjTfy3HPPsWDBAiRJYs+ePdx0001ceumlA92d8CGyJHFxbj4X5eTR5vcTjEaINRhFnclJYntNNW+WlxJvNGE9oyKBTqMhJcaCJxTk3YoyFmVkjEhaQorFQprVQrXTiaWfvylvOMSqSZyCMy0xiWmJSbjmB3EHg5h0WpETPAm0+Xw8u28P4WiULJu9+4RGliTiTJ3vuRNtrfzh8AFuX7qi+3nuYJBf7dmNPxwmx/7B8yQg1mjEqtdT4XDwwoF9fH/VRec9nkSzmetnz+Wz02eysbKcx3ZsI8NiJfaMq3paWSY5JgafXs/xthaafd5+F8I5AgHy4+LPCuQFYbJ74oknuPHGG3vttGe327npppt47LHHBhwID3jK6fnnnycjI4PFixdjNBoxGAwsWbKEtLQ0fv3rXw90d0IfJEki0Wwmw2oTQfAk8u+yU0QVpUcQfKbOy6cq/yk9xUh0P9fKMhsKiokoCv5eruxAZ2tYo1bLZfkFw3788cZmMJBhs4kgeJh4QiEa3G4cgf4rc4yUzVWVtPl9PaotnEkry8QajGyrrqLF90EZym011TR7PaT2kjcOnakO8UYT79fXUutyDnhcBq2Wg42NqKg9guAzmXU6rDo9gXCEjkCg12384TBRVWVDYZGoJyxccA4ePMiGDRv6fHzdunXs3bt3wPsd8IxwUlISr7/+OidPnuT48eOoqsq0adMoLhaLSwShP/5wmBOtrdjOkZ9rMxg42d6GNxzud9Z2sC4vKmJvQx07amuw6vXEGU1oZJlQNEqb30dYUfjM9JnMniDd4oSxd7KtlX+dOsH2mmqC0ShaSWZOauqop5ocbWlGQupzISiA3WCk1u2itK2NpK6GF8dbW1BUtd/g0mYwUO1ycKKtlUybfUDjUlWVfY31fVYEOi0lxkJYieII+AlEwiSYzOg1GqKKQnvAjycUYkVWTq+dMoWxI3KER0dTUxO6fkoTarVaWlpaBrzfQRfKLC4uFsGvIAxAVFVRUNGcIyiQJam7VN5IMGp1/L9VF/H7g/t5p7KcWrcLFRVZkkmzWPn4lGl8bOo0kScrnJet1VU8sXMbHYEANr0Bs1ZHWImytbqK9+vquG72HK6eMWtU/p4iSvScubOyJKGqKhH1g/dXVFU41+hkSerMr1cGHqGodAbD5xybLJNgjuHjU6azqbqCJo+na2wS8SYTHymeyrWz5kyq+t6TgiifNioyMjI4fPgwhYW9d9Y9dOgQaWlpA97vgN9N0WiUF154gXfeeYfm5uazVvK9++67Ax6EIFwIYnQ6kswxVDsdZ5XHO5MnFCLdahuR2eDTzDodNy1czNUzZ3GwsZFANILdYGReapr4khXOW63Lyc937cATDpFr79n2NM5ootXn4w+HDpAbG8fSzKwRH0+2PZYt1VX91on2hEOYdDrSziildroahNJPsOoLh9FpZFKt5y7B9mGyJJFlj+VIc2O/aTjeUIhYk5HrZs/h2tmz2d/QgCsUxKTVMScltd/PDUGY7K644gp++MMfcvnll2P80HvB7/dzzz338JGPfGTA+x3wN95tt93GCy+8wJVXXsnMmTPFrJEgnCdJkthQUMRTe3YSjvbeQTAcjRKKRtlQWNTv5d3hEms0sSY3b8SPI0xO75SX0eb3nRUEn5ZoNlPldPBG6clRCYRX5+Tyf8dLcAaDxPYSNKqqSpvPx8L0DAri4j94XnYufz16mI6An4ReAlVVVWnxeZielMyMpORBjW1dQSGHmhoJRiK9nmxGFAVfJMxn8md2P74sK3tQxxKEyei///u/+fvf/05xcTG33norU6ZMQZIkSkpKeOqpp4hGo3z/+98f8H4HHAi/+OKL/PWvf+WKK64Y8MEE4UK3Nj+fdyvLONbSQkqMBfMZ+U7+cJhGr4cpCYlcegEsVBMmvk1VlRi12n4nRGINRg41NdLq852zNNhQFcTFc1lBAa+e6Fy/Ems0do8toig0eFzYjUY+P2tOjzFn2GxcWTSFvx49DHTOZstnPK/J6yFGr+faWXMHXbZsVXYub5ad4kBjI8ldZd3ObJ/c4HGTFxvHhkKR/ysIvUlJSWH79u187Wtf4+677+5eUC5JEuvXr+eXv/wlKSkpA97vgANhvV7fZ36GIAj9sxmMfH/VRTy6fSslLc00eT3dOYs6jYbZKal8Z/lKYo2iaYowvqmqiiccQi/33/xFp9EQCEXwhUPAyAbCkiTxX/MXISHxVnkplU4HsiR1pzykWizcumgpc3pZCHrD3PkA/OvUCaqdDqQznpcUE8NN8xexOCNz0GMz63T8v5UX8T87tnKwqZFmn7d7bDpZZlpSEt9Ztqrf0mnC+CQWy42enJwcXn/9dTo6OigtLUVVVYqKioiLG3yPhQEHwt/+9rf52c9+xpNPPinSIgRhEFItVn5y6XoONjWyu64GZyCIzWBgcWYmc1LSRFkkYUKQJIl4o4lqp6Pf7YKRCDqNBlsfJQOHm0Gr5dbFS/lI8RS2VFfR4Hajk2WmJyezIiunz9x7rSzz1fkL2VBYxOaqSmpdLrSyzNTEJFZm5wzL+BPMZh645DKONDexs7aGDr8fi17PwvQM5qel95ouJQjC2eLi4li0aNGw7GvAgfDWrVvZuHEjb7zxBjNmzDirlMXf//73YRmYIExmGllmflo689PSx3oogjBoF+fl8+ze94kqSq857aqq4gwGuCy/cNSvcuTGxpE7iE6cmTY718yaMwIj6iRLErNTUkV5QkEYJwYcCMfGxvKJT3xiJMYiCIIgnKcOv58dtTW0+30YtFpmp6RSHJ8wqlfqLsnN558nT1DrdpFls/fIn1VVlQaPB4vBwBXFU0ZtTBe6iKJwoLGBsvY2oqpKutXGkoxMTP3UXxWEC9mAA+Hf/OY3IzEOQRAE4TxEFIU/Hj7Iv04e7+5ApqJi0uqYlZzC1xcvJcN6dgvSkZAUE8N3V6zikW2bqXY6MGi1GDRaIkoUbziM3WDklkWLmZU88AUswsAdbm7i6T27KO/oINJV2lQCUq1Wrp01h3X5hSKlcSSIOsIT2qAKhkYiEd577z3Kysq45pprsFqt1NfXY7PZsFhEor8gCMJIUFWVZ/a+zyvHj2HW6si02tDIMqqq4g2H2FVXS8t77/LgJZeO2qKrmckp/PSyy3m3spy3yktxBYPYdEauLJ7CZfmF5J9RpkwYOUebm7h/80Y6/H6SzTHdM8DhaJRmr5df7NpBVFG5okg0whKEMw04EK6qqmLDhg1UV1cTDAa57LLLsFqt/OQnPyEQCPD000+PxDgFQRAueCWtLbxRehK7wdijTq4kSVj0BoxaHWUdbfy95Bg3L1w8auNKsVj4/MzZfH7mbMLRKFpZFjOPo0hVVZ4/sI8239k1nXUaDRlWGw0eN787tJ8VWdmiMYcgnGHAy9Nvu+02Fi5cSEdHBybTB4sfPvGJT/DOO+8M6+CEDwQiYY61NHOwqZEGt3ushyMIwhh4p6IcXziMvY8KBlpZxqo3sLGyHFcwMMqj66TTaEQQPMpKWls40dpCkjmmz599kjmGVp+PrdVVozy6C4A6QjdhVAyqasS2bdvQf6gETU5ODnV1dcM2MKGTLxzmlePH+E/ZKVq9XhRVxaTTsSAtg09Nn8G0xKSxHqIgCKPkRGvLORtY2PQGWv0+al0upieJmb8LQaXDQSAaIUXXdzqMVpZBVal0doziyARh/BtwIKwoCtFo9Kz7a2trsQ6iB7vQN28oxINb3mN3fS1GjZZ4kxmNJOENh9lYWc7BpgbuWrGKRemDL/IuCIIgCMIQiMVyE9qAUyMuu+wynnjiie7/S5KEx+PhnnvuEW2Xh9lfjh5md10tqTFWUi1WjFotOo2GWKORXHssrmCQn+3aMWaXQAVBGF1TEhMJRCLdrUV74w51NmgZrcoRwtjLjY3FoNHiC4f73CaqKEgS5NhjR29ggjABDDgQfvzxx9m0aRPTp08nEAhwzTXXkJubS11dHY888shIjPGC5AmFeLuiDLNOh1F79sS9JEmkWaw0eTxjnvOl9POlLAjC8LkkNx+TVocrGOz18Yii4AoFWZOTJxZEXUCmJSYxJSGRFp+3z5OkZp+XBFMMK7NzRnl0k5/EB22Wh+021i/qAjLg1Ij09HQOHDjAn//8Z/bt24eiKHzlK1/h2muv7bF4Thia460ttPl8pPZTAul0K969DfVcUTS6BeurnQ7eqShjU2Ul3nAIu8HIJXn5XJKXT6pFpMgIwkiYnpTMhsIi/nGihLASJc5oOqN8WpgWn5eCuHg+NW3GWA9VGEWSJPGleQu4f9O7VLucpMRYuidQwtEoLT4vkiRx/ey5o97hTxDGu0HVETaZTHz5y1/my1/+8nCPR+gSjEaIqr23LT2TRpLw93M5bCRsra7i57u20+b3Y9Lq0GtkGjxuntu/l9dPneQ7y1cyJzVtVMckCBcCSZK4acEiLHo9/zp1ghq3EwkJVVUxanUsTE/nG4uXkSLquV9wZiWn8P1VF/H03t1UOBxEz2iokWKxcM2sOWwoKBrbQQrCODSoQPjEiRP84he/oKSkBEmSmDp1KrfeeitTp04d7vH18PDDD/P//t//47bbbuvOU1ZVlR/96Ec888wzdHR0sGTJEp566ilmzJjYMyIJJjNGjRZ/OEzMhyp0nCmsKKM6A3uqrY0ndm7DEw6dVa9SUVVqXU5+sn0Lj162gXSRoygIw06n0XDD3PlcNWUqO2pqaPP7MGg0zE5NY2pCoihddgGbk5rGLy7/KPsa6intbrFsZVlmNmbRYnnEnE5nGO59CqNjwDnCL730EjNnzmTv3r3MmTOH2bNns2/fPmbNmsXf/va3kRgjAO+//z7PPPMMs2fP7nH/T37yEx577DGefPJJ3n//fVJTU7nssstwT/Bau1MSEilKSKTV7+tzG28ohEGrYXVO7qiN643Sk3QEAmRYbGd94cqSRKbNTqPHw7sV5aM2JkG4EMWbzFxZPIUvzJnH1TNnMy0xSQTBAlpZZnFGJtfMmsP1s+eyNq9ABMGC0I8Bzwjfdddd3H333dx333097r/nnnv47ne/y2c+85lhG9xpHo+Ha6+9lmeffZYHHnig+35VVXniiSf4/ve/zyc/+UkAfvvb35KSksKf/vQnbrrppmEfy2iRJIlPT59BWXsbjR43yTEW5DO+5HzhMM0+LyuycpidkgpAndvFlqpK6twudLLMlMQkVmTlYOlnRnkgfOEwW6orseoNfX7hypKESavl7fIyrp01Z8S+mN3BINtqqjnZ1kJYUci02liVkytmoQVBIBiJsLu+lkONjfgjERLNZlZm51AQFz/mJws1Tidbqitp8LjRyRqmJSaxPCu73yt/wymqKBxoamBPfR2uYJBYo5HFGVnMSk7p8R0jDIAonzahDTgQbmxs5Atf+MJZ91933XU8+uijwzKoD/v617/OlVdeyaWXXtojEK6oqKCxsZF169Z132cwGFizZg3bt2/vMxAOBoMEz1h17XK5RmTcQ7UiK4ebFy7huf17qHI60Gs0yJJEMBpFK0ksy8zi28tWoKgqvzmwj3+ePI6763WpgHzyBL+3HOBrCxezImvoK4U9oSChaBRTL1UszmTQaPGEQoSiUQzn2HYwtlZX8fTe3TR5PCiq2r269sWjh/lo8VS+MGde90JCQRAuLCWtLTy+YxtVTgcRRUGi8/Pw7yVHWZGVw62Ll45a0HmmUDTK8/v38u+yk7iDoe5xvXbyOGlWK7cuWsrijJGtCV/vdvE/O7ZyrKWFUDTamV+OyivHjzErOZU7l60kKSZmRMcgCOPNgKOUiy66iC1btlBYWNjj/q1bt7Jq1aphG9hpL774Inv37mXPnj1nPdbY2AhASkpKj/tTUlKoquq7pNjDDz/Mj370o+Ed6Ai5oqiYOampbKwoZ19DPaFolEybjUvyCpiflo5Wlvn1vj389ehhYvR6su2x3Wf1EUWhwePmp9u3YlytZUFaxpDGYtTq0Moy4ajS73ZhJYrVYECv0QzpeL15v76W/9mxFX84TIbV1h3wKqpKh9/Pi0cOAfDleQuG/diCIIxvFY4OHtz8Ho1eD+kWC3pN51ecqqq4Q0HeKi8lpES5e+WaUT1ZVlWVX+/bwyvHj2HVG8g543M6HI3S6PHwk22b+cGaS5jTdYVvuHX4/dy/eSMn29pIjbFgOiNdwhsO8X59HQ9seY8HLr4Uax8tvAVhMhpwIHzVVVfx3e9+l71797J06VIAdu7cyd/+9jd+9KMf8eqrr/bYdihqamq47bbbePPNNzH2UxPzw5e6VFXt9/LX3XffzR133NH9f5fLRVZW1pDGOpIyrDaumz2X62bPPeuxWpeTf546gUWvJ95k7vGYVpbJtNqocjr446GDzE9NH9JlQZvBwIK0dN6tKCeuj1J5p8s4XVk8ZdgvQSqqyh8PHcQdDJFjt/fYvyxJJJjN4OucYVlfWCQaCgjCBebvJUep97jItcf1uMwvSRI2gxGNJLO9ppoDjQ0sTB/axMBAVDg6+E/ZKWwGA3EfKl+m02i6P6f/fPggs5NTRiR9483yUk61tZFptaH70CRFjE5PplXDsZYm3quq4KPFI7vwXRDGkwEHwrfccgsAv/zlL/nlL3/Z62PQ+cHTWyvmgdi7dy/Nzc0sWPDB7F40GmXz5s08+eSTnDhxAuicGU5L+6BcV3Nz81mzxGcyGAwYJskZ76aqStzBYJ/dgiRJIskcw4m2VkpaW5ielDyk420oLGZnbQ0tXu9Zl9BUVaXB48ZuMLI2r2BIx+lNSUszp9rbSIox9/lFEWcyUeV0sLmqks/PnN3rNpONoqoca2mm0eNGI8sUJySKk4ALRJ3bxcm2VqKKQprFyrSk5As2z7PN52N7TTWxBmOfP4MYvZ4Wv5d3K8pHNRDeVFWBJ9RZaac3UteJ/NGWZso62imMTxjW40cUhTfLTqHXaM8Kgk/TazRoJJl/l57iI0XDP5ExqYkc4QltwIGwovR/WXw4rV27lsOHD/e470tf+hJTp07lu9/9Lvn5+aSmpvLWW28xb948AEKhEJs2bbpgutzVOp3IktTvl59Zp6PF56XB7R5yIDw/LZ0b5s7nNwf2UeV0YDMY0MsagtEormAAq8HA1xctGfYPcoB6t5tgJIK5nyYjsiQhIVHrcg778cej3XW1/PHwQUrb2whGIwBY9QYWp2dyw9z5pFlFc5PJqN7t4oUD+3i/vq5zXYAkYdBoKIpP4JpZc0Y813Q8avS48YXDJJn7z3E1anRUONpHaVSdqp1OtJLcb3Bp0elp8/locLuH/fPTFQzQ7vefc+G0Ra+n0eMmEIn0SJ0QhMls+FcyDSOr1crMmTN73BcTE0NCQkL3/d/61rd46KGHKCoqoqioiIceegiz2cw111wzFkMedVqN3GdLzdNOPyrLw3OG/8lpM8i2x/JG6Un2N9TjDYfRaWTWFRRxZVExM5L7no0fCo0sg9T5evp7JSoqWmnyL5bbXFXJYzu34Q0FSTLHYNJaUOn80nurvJRyRzv3XXSpCIYnmXq3ix9ufIcKRztxRjPZ9lgkwBcJc6SliYe3buKOpStYNYplFccDWZaRpHO3fFdVddQX02plGeUcU3yKqiJJw/c5fSaNJHcuzjvHz0ZRO49/rkZOwoeIGeEJ7bwD4V27dtHe3s7ll1/efd/vfvc77rnnHrxeLx//+Mf5xS9+MeopB3fddRd+v59bbrmlu6HGm2++ifUC+fKfmpDEG6WniChKnx/up2dqixMSh+24C9MzWJieQYffjy8cxmrQYzP0ncc9HIoTErDo9N0lf3oTURRkSWJKYtKIjmWsuYJBnt67m0AkTLbtg8YmEhBrNGHRGyjv6OB3B/fz3ZWrx3awwrB64cA+yh3t5NhiewQsMTo9ZpuOOo+Lp/fuZk5qGrZJkgJ2PnLssSSYzDj8AYx9dNZTVZVANMKclNHtfDk9MZmNleVElb67hTqDQax6I0UjcDXNZjCQHxfPoaZG7P2st3GHgizLzB6Rhc6CMF6d92nfvffey6FDh7r/f/jwYb7yla9w6aWX8r3vfY/XXnuNhx9+eEQGeab33nuvu6scdOZW3XvvvTQ0NBAIBNi0adNZs8iT2aqcHJLNMTR6PL2e7UcVhfaAn0XpGSOSNxpnMpFhs414EAyQabOzID2D9oC/u33omVRVpcnrJikmhpXZQy8XN55tra6kxeslNcba6+VWrSwTazSys66Gevf4LA84UaiqSqvPR6OnMzVnLNW5XeyuryPeaO41oJIkidQYK81eL1ur+66cMxmZdTouyy/EHwkTivb+e2rz+7Dq9VySlz/o4/jCYRrcbjr8/nPOsJ62OieXBJOZJm/vn9MRRcERDLAiO5vkflK/BkuSJNYXFCFJEt5QqNdt3MEgWllmXUFhr48LwmR13jPCBw4c4P777+/+/4svvsiSJUt49tlnAcjKyuKee+7h3nvvHfZBCn2zGYz814JFPLFzG9UuJ0nmGMw6HYqq4goGaQ/4yYuN44a588d6qMPiy/MWUOHooMrhIN5owmbobO7hC4dp8XmI0eu5af6iST8TVtLacs5LvHaDkWqng5NtbaLRyCCEolE2VpbzxqmTVDo7UNXOmbXL8gvZUFg0IgHLuZxsa8UTDJLdx6Ir6LoMr6qcaG3hiqLi0RvcOPDxqdM52NTAgcZGbAYDsQYjGlkmGIl0d+m8Yc488uPiB7zv8o52Xj91ks3VlQQjEWRJYmZSChuKiliemd1v/m+C2cxX5y3kF+/vpMbtJMkUg6n7czpARyBAYXw8182aO9iXfk4X5eaxp76OdyrL8IZDxJvMXeUwo7T7/QSiES4vLGZZ5vitoDReiRbLE9t5B8IdHR09KjFs2rSJDRs2dP9/0aJF1NTUDO/ohPNyUW4eRq2WPx4+QFlHO81eD0idiy8uyc3ny/PmT5pAKMNq4/6LLuX5A3vZW19HldMBgF6rYVpiMtfNnntBLBSKRJVzruo+/Whvs+dC/4KRCI/t2MZ7VRWAit1gRJZkHP4Avz24n/eqKvjB6ovJi40b1XFFFQWk/nPkoXPRaES98H7vNoOBH66+hBcO7mNLVSU1bhcSoOlq//7JaTO4vLBowPt9v76Wn27fSquvc0bZpNURURR21tWwt7GOz0yfyQ1z5vf7nrysoBCTTsefjxyioqOdJp8XULHqDVyWX8ANc+eT0kdKx3DQaTTcsWwF6VYr/y4rpc7tQkVFRiI5xsLni4r5zPSZIj9YuOCcdyCckpJCRUUFWVlZhEIh9u3b16MphdvtRidWmY6ZpZlZLM7I5HBzE40eN1pJZkpiIpk2+1gPbdhl2Gz8YPXF1DidnaWjVIVUi5WZF1CL0AybDUVVUVS1z9fsC4cxaLVisdwg/O3YEd6pLCPJFNOjC5lFryeqKFQ7HPx0+xYeX3/lqOZTplqsGDRa/JEwZl3vFQBO/11cqCX07EYjty1ZzrWz5nK4uZFQNEq8ycSclLRB/a6avR4e27EdRyDQoxEGQKzRSLvfz1+PHiE3No6Lc/tPuViZncOyzCyONDfR6PWglWWmJiaN2u/KoNXyxbnz+eS0GRxoasAb6lzfMTclbUy67U0aYrHchHbegfCGDRv43ve+xyOPPML//d//YTabe3SSO3ToEAUFw187Vjh/siQxJyV1xDoTjTdZdjtZ9skX6J+P1Tm5vFRyBEcgQHwvzU1UVaXF52NWSgrTJvnCweHmDYV4o/QkJq2u1+BAI8ukWayUtrfzfn3tsLQvP1/Tk5IpjE/gWEsT2TZdrzOQjoAfq8HA6gusasSHJZrN5wxMz8d7lRW0eD09unaeKd5kotoZ5F8nT3BRTt45r9RoZJk5qWnMGfLIBs9qMLAqO3cMRyAI48d5XwN54IEH0Gg0rFmzhmeffZZnn30W/RlfEs8//zzr1q0bkUEKgtBTtj2WKwqn4AkFaff7epSMiigKdR4XVoOea2bNFoXx++AKBvjXyRN8/923+MYbr3Hvpnd5p6KMPfV1tHi9xBt7754InTNrUUXh/bq68zpWu9/HyyVH+cqrf+fS3z/P2t89zxdeeYk/HNxPk8dz3mOWJYlrZ83BojdQ53EROSPtRVFV2v0+PKEQVxZNOa+rQZWODn5zYC93/Od1bvv3P/nZru0camo870VgF4Kt1VXoNJp+rzbFGU2cbG+jTixMvSCdzhEe7ttI6ejo4Prrr8dut2O327n++utxOBz9PkdVVe69917S09MxmUxcdNFFHD16tPvx9vZ2vvGNbzBlyhTMZjPZ2dl885vfxOnsWdM/NzcXSZJ63L73ve+NxMs8b+c9I5yUlMSWLVtwOp1YLBY0H7rE9Le//Q3LCOY3CYLQ05e6FkC+XnqCKqcDWZK6UyWSY2K4eeFiFqVP/nzpwTjc3MRPt2+hzu1GI4FW1nCitZVt1VXYDUaCkUifHbhOkyWps5nFOeyu68wvPdHWSjAShq6Aqs7lYn9jPX8rOco3Fy9jbf75XVFbnJHJHUtX8PTe3dS5Xd2/c0VVsRoMfGbGLG6YM6/ffaiqyl+PHubFo4dxBYPoNRokJI40N/NmWSkX5ebxzcXLMGjHdan5UeEOBdHJ/f8t6DUa3OEg3nB4lEYlCIN3zTXXUFtby7///W8A/uu//ovrr7+e1157rc/n/OQnP+Gxxx7jhRdeoLi4mAceeIDLLruMEydOYLVaqa+vp76+np/+9KdMnz6dqqoqbr75Zurr63nppZd67Ou+++7jxhtv7P7/WMeOA/6Us/dxKTo+fuCrcAVBGDydRsN/LVjEFUXFbKqqpM7lQifLTElMYmV2zqSvnDFY1U4HP966iWavl0yrrUfljVA0SllHO65gAE8oiEXf989QUVXizeZ+j3WirZWfbNtCaUcb4WgUs16PpqvZi6IqBCIRKh0dPLFrOzaj4bxPXFbl5DInNY2t1VWcaG0hrChk2Gysyck9r5ngN0pP8sLB/eg1GnLtH9ShVlUVdyjEf8pOoddouG3J8vMaz2QWZzJR73b3u00gGkEva7D18/ciCIPhcvW8ymAwGIbUr6GkpIR///vf7Ny5kyVLlgDw7LPPsmzZMk6cOMGUKVPOeo6qqjzxxBN8//vf55Of/CQAv/3tb0lJSeFPf/oTN910EzNnzuTll1/ufk5BQQEPPvgg1113HZFIBO0ZJ9VWq5XU1PGTwimWhwrCBJdps3PtrDnctWIVty9bwRVFxSII7scbpSdp8HjIstnPKj+n12goiItHUVVq+mnT7QuH0Wk05yw19Y/jJTR43ESiUYw6bXcQDCBLMkatjqii0urz8tKxIwNKSbAZDFxRVMzty1Zw14pVXDtrznkFwcFIhJeOHQEgyRzTI3VGkiRsBgN2g5GNFeVUd1VluZBdlJOHoqo90lDOpKoqjkCA2SlppIqrohcmdYRudJamPZ3CYLfbh9yvYceOHdjt9u4gGGDp0qXY7Xa2b9/e63MqKipobGzskf5qMBhYs2ZNn88BcDqd2Gy2HkEwwCOPPEJCQgJz587lwQcfJNRHbevRIq57CcIkEIpG2XNGOblsu51F6ZmiQ9SH+MJh3quswKrX95nzqddosBuMuIJBHIHAWV0MQ9EoTV4PC9LS+12Y2ubzsbOuBkVVQJJ6BMGnnR5DVFUpaWmhwtExqBq3A7G/sYE6t5uUmJg+t4k1GKlyOthaXcU1s2JHdDzj3ZqcPP7vRAnVDgdZNnuP8mKqqtLs9WLSavnolCmjlo+vqion29s41NRIMBIh3mRmWWYWcb0snBUmtpqaGmy2D6qKDLV7b2NjI8nJyWfdn5ycTGNjY5/PAXqU0D39/6qq3hv3tLW1cf/993PTTTf1uP+2225j/vz5xMXFsXv3bu6++24qKir49a9/PZiXMyxEICwIE9yOmmqe27+XGpeze9GcLElk2mx8Zd5Clmdlj/EIxw9nIIA3HCZG23+pxxSLBY1PxhcO4Qj6segMyJKENxxCUVVmJqdw5/KV/dZcbff7CUYiKIrab91fWZaIKp1pEq0+34gHwm2+zsWVek3fH/+SJKECrT7fiI5lIrAbjXxvxWoe3rqJaqcTg0aDsauOsDccwmow8NV5C0YtH7/e7eLJ3Ts53NyEPxzuDr5fMBq5sngq186a02+jHWFisdlsPQLhvtx77709Str25v333wfo9YRNVdVz16b/0ON9PcflcnHllVcyffp07rnnnh6P3X777d3/nj17NnFxcXz605/uniUeCyIQFoQJbEdNNT/ZvgVvOESK2dK9uCkYiVDrcvLo9i3cuXzlqJb4Gs90Gg2a82g2oSgqWTY7ty9dzjsVZexvbEBRVaYmJrK+oIjVOXlYzlF3VaeRkbtWRfeX8KCqnScusiSNygy+XqNBpf8a1GduK0BxQiKPXnY571aU8XZ5GR0BPyadnvUFhVxaUMiUhMRRGUez18O9m96lrL2dJLOZ5K7Ulqii0O7384dDB/CEgtyycImoFnOBufXWW/nc5z7X7za5ubkcOnSIpqamsx5raWk5a8b3tNP5vI2NjaSlpXXf39zcfNZz3G43GzZswGKx8Morr5yzv8TSpUsBKC0tFYGwIAgDE4pGeW7/XrzhEFlWe48vPoNWS6bVTq3byfP797IwLUNUAAASTCaKExLY39iA3WDsdRtVVfGEQ6zNL2BRRiaLMjJRVZXoOVpaf1imzU6WzU5b16xqb7MnqqqiqApaSUdSTAzFoxBQzUhOxqo34AwGiOujRFwwEkEry8zq44vxQpRoNvPZGbP47IxZhKNRtLI86sHm30uOUdreRrYttsffokaWSYqJwREI8EbpKS7OzWd60tmXv4URMg4aaiQmJpKYeO7Pj2XLluF0Otm9ezeLFy8GYNeuXTidTpYv731xbF5eHqmpqbz11lvMm9dZkSYUCrFp0yYeeeSR7u1cLhfr16/HYDDw6quvYjT2/hl7pv379wP0CLBHm7h+IggT1Pv1tdS4nKSYLb1+IUuSRLLZQq3LxZ6G86t3O9lJksSGwmJkScYVDPS6TZvfR4xez9q8/B7PG+jlZq0sc3lRMSadDo0kEYxGOPPbTVVVQtEoGklGr9FwWX4h5lHozplutbE0M4uOgJ9wNHrW44qq0uD1kBsbK8rv9UGn0Yx6EOwKBthYWY5Vb+jzb9FuMOAPh3mnonxUxyZMHNOmTWPDhg3ceOON7Ny5k507d3LjjTfykY98pEfFiKlTp/LKK68AnZ9/3/rWt3jooYd45ZVXOHLkCDfccANms5lrrrkG6JwJXrduHV6vl+eeew6Xy0VjYyONjY1Euz5nduzYweOPP86BAweoqKjgr3/9KzfddBNXXXUV2dljl8InpogEYYKqdnbmBPc302vQalFUlUqHQ6RHdFmTk8fR5mZeO3kcVzBEvMmEXqMhEInQ7veh02j44px5zEge+mzohoIijjU389qp47T7/XhDYfQaGZAIK1FUFWxGAytzcvn09JlDf3Hn6SvzFlLjdHKstQWrTo/daEQCPKEQHUE/aRYr31qyXKRGjCO1LheuYJBEU98l+yRJwqjVUtLSPIojE6Su23Dvc6T88Y9/5Jvf/GZ3FYirrrqKJ598ssc2J06c6NEM46677sLv93PLLbfQ0dHBkiVLePPNN7FarQDs3buXXbt2AVBYWNhjXxUVFeTm5mIwGPjLX/7Cj370I4LBIDk5Odx4443cddddI/hqz00EwoIgXFBkSeJrCxeTGxvLP0+doMbpJKIo6DUaZian8LEp04atPbFOo+H2ZSsoSkjgxSOHKetow9fVdMGg1ZJjj+WzM2bxianTR2U2+LREs5n7Ll7Ly8eO8m5lOc0+L6gqZp2ODQXFfHr6jBFftCcIwtiIj4/nD3/4Q7/bfLiUoyRJ3Hvvvdx77729bn/RRReds/zj/Pnz2blz54DGOhpEICwIE1S23Y4sSQQjkT5nhUPRCLIkkd1HI5wLlUaW+UjxVDYUFlPa3oY/HMZmMJAfFz/sl7z1Gg2fnDaDjxRPpay9jWqnk6iqkGWzU5SQgPEcFSxGSrzJzI0LFnH1zNlUOjpQVJV0q5XkGFELdzzKtNmwGQy4Q8E+3++qqhKIRJiamDTKo7vAjYMcYWHwRCAsCBPUwrQMMm02al1OMj+0WA46vxSbvF4yrDYWDyHXU1E7y3+NRk7k+VQyGE5aWR61oEGv0TAtKZlpI7CISVVVVBjUz85mMDC7n3rIwvhgMxhZk5PHyyVHiTWaes0TdgWDmLS6HvntwigQgfCEJgJhQZigDFotX563gEe3b6HW7ST5jPJpoWiEpq5C/1+aN3/AFSP84TBbq6t4s/wUVQ4HsiwzNyWVtfkFLEzLGNaguNnrYWNFOW9XlOEIBDDrdKzOzuWS/ALyYuOG7TiTUUlrC++Ul7GjtoZQNEJyjIXL8gu4KDeP2D4qQggT16emzWB/Yz3lHR0kmWOI0em6y6d1BPx4w2GumjJNVIwQhAEQgbAgTGArsnJgOTy3fy91LlePhhoZVhtfmjefVdm5A9pnu9/Hj7du5kBjAwAxej1qNMo7FWVsrq7kyqIp3LRg8bAU7T/S3MQj2zbT4HGjlzUYtVrafX7+dOQQb5Se4uuLl3Bxrpjd6s3/HT/GCwf24QmFMOt0aGWZsvZ2TrS18Pqpk9y9ao04kZhkUiwW7l2zlp/v3s7R5hZafd6uOtUqcUYT10ydxnWz5ooawqNsoi2WE3oSgbAgTHArsnJYmJbB7vpaqhwOAHJiY1mcnjngmWBVVXli53b2NtSTbrH2eH4iMTgDAf5xvIQkcwyfnTFrSONu8Xp5ZNsWGj0esqxnt66t97j5+a4dpMRYxAzXh2yrqeLX+/YiS5Bjj+0OfOJNEFEUyjra+fHWzTy27nJiztH4Q5hYMmw2frx2PcfbWjnU2EAwGiXBZGZZVhbx/VSUEAShdyIQFoRJwKDVsio7l1VDLMVY0trCvoZ6kswxvQbRdqMRfyTMaydP8JHiqUOqdPBuRRn1bhfZNvtZrYolSSLdYqXS6eD1UydFIHwGVVV59UQJoWiEbHvsWY9rZZlMq43yjna211RzWUHh2TsRJjRJkpiWmMQ0sShufBA5whOaCIQFQei2o7YGfyRCSj+VAxJMZhq8bvY31g+pNvE7leUYNJqzguDTJEnCbjCwo7YaVzCArY9OcBeaaqeTkpbWPrvCQVfDB+C9qgoRCHdxBQNsra7iVHsbUUUl02ZjdU4uqRbrWA9NEIQxJAJhQRC6OQL+c1aI0Gk0KGrnCvXBUlUVh99/ztQNg1aLNxTCFQyKQLiLMxggpESJ1fb/89BrtN3tnS9071SU8dy+vbT4vN1VUABePHKYT02bzudnzRnVaiXCJKOCJGaEJywRCAuC0C1Gpz/n529UUZAA8xDq30qShFmnp/UcgVo4qqCR5VFtNjHemXU6tFJnZ7r+Or+FlShWg2EURzY+bamu5Oe7dhCKRsmw2roXeSqqSpvfx+8OHUCSJK6ZNWeMRyoIwlgY+rJvQRAmjQXp6eg0GvyRcJ/bdAT8xJtMzEkdWu3Z1Tm5+CPhfrsROYMB5qSkikVAZ8iLjSM3No52v7/PbaKKQlRRLvi22hFF4Y+HDhKIhEm3WHtUOpEliSRzDEaNlr+XHDvnSZkg9EkdoZswKkQgLAhCt3mp6RQnJNDo8RBRlLMe94fDuEMh1uYVDLlO7dq8AuJNJuo97l6D4VafD4NGw+WFxUM6zmSjkWWuKJqCBDgDgbMeV1SVOreLVKuV1TkjGwhHFIX9DfW8VVbKpsqKcRdMHmhsoNLpIMls6TPdJ95kwhH0s6WqstfHW7xeNlVW8FZZKQcaG3p9XwiCMHGJ1AhBELppZZk7l63k/s0bKe/owKTVYdXrUVQVZzCAoqqszM7hutlzh3ysnNhYbl20lJ/t3kGl04HdYMCg0RJWFBzBAEaNhutmz2VxxuC74k1WGwqLqHR08NrJ4ziDAexGI1pJxh/pPFFJjonhzmUrR2wmXVVV3q0o52/HjlDldBBWogDEGoysysnli3PmjYuGHg0eN1FFwdhPLrpGlkHt3PZM7X4fvz24n63VVTiDnSccOllDbmwsn50xi4ty8kS9XkGYBEQgLAhCD9n2WB5au443Tp3krfIynMEAElAYn8D6wiLW5RcOuD5xX9bk5pFssfD6qRPsqKnBGw6jlSVWZedweWExi9KHt4vdZCFLEjcvXMz0pGTeKD3BybY2gkoUk07LuoIiLi8qHtFmGv84UcKz+/YQUZTO9AKtlmjXCcyrJ45T3tHBfRetxW4c2wWOmq5mE6qqnvPv6MzFco6An3vfe5ejLc3YDQaybbHIkoQ/Eqa8o4P/2b4VTyjER4unjvRLECYCUT5tQhOBsCAIZ0kyx/CFOfO4esYs2vw+NJJMotncZ6mzoThdD9U1P4g7GMSk04qc4PMgSxIX5eaxJieXNr+fYDRCrME44g00al1OfndwPxpJIs1m775fI8skmMxY9QaONDfxcslRvjxvwYiO5VyKExIxa3V4QqE+Fw6GolFkSaI4IbH7vr8ePcLRlmYyrLYeCxJNWh1ZNjtNHg8vHNjHgrR00q22EX8dgiCMHJEjPIIiikKz10OTx0M4Gh3r4QjCgBm0WtKtNlIslgEHwY6Anwa3G08odF7b2wwGMmw2EQQPkCRJJJrNZFhto9JFbmNlBc5gkERzTK+P6zUaYnQ63i4vwz2EEnvDoSAunlkpqbT6fd3tx8+kqipNXjdpVivLMrOAzrKA71aWY9Hp+6zKkRQTgyMQ4L3KihEdvzBBiMVyE5qYER4BvnCYN8tO8e/SU915Z4lmM+sLithQWCTqoQqTlqqqvF9fx+unTnCoqZGoqqLXaFiVncsVRcUUxieM9RCFITrQ2IBeo+m37m6s0USzz0uFo4PZKUOrLjIUkiTx1fkLqXE5qXI6SDCZsOo7Z4Z94TAtfi92g5FbFi7B1FWir7yjHYffT3I/TWVkSUInyxxqahRl1wRhghOB8DBzBYM8uOU99jXUo5VkbAYDkgQNbjfP7H2frdVV/HDNJSSaxayXMLmoqsqfjhziz4cPEohGiTUY0Gu0BCIR/nGihC3VldyxdAXLsobYB1oYU511pM+db6uqaq+zsKMtLzaO+y5ay28O7ONAYwPtLiegYtBomZ2cynWz5zI/Lb17+6iqoMI5G2zIkkRYVJAQoLMJ0QjsUxgdIhAeZs/s3c2e+jrSLdYeC4osegOhaJSjLc38bOd27rt4rVgEJEwq22ur+dPhg+hlTY+2tRa9ngSTiTq3iyd2bScnNlbkVU5gObGxHGlu6ncbTyiIWafrt1X3aMqNjeNHF62lwtFBWXsbiqqSabMzLTHprM/hVIsVU1dHw74W+6mqSigaJTc2dhRGLwjCSBI5wsOo3u1iW001sUZjr6vq9RoNiSYzB5oaONXeNgYjFISRoaoqr586SSgaJaGXqx2SJJFutdHq8/FuRfkYjFAYLpfk5qPXavCEes//VVSVdr+fRekZpFmtvW4zVvJi47g0v5B1BUVMT0rudTIiw2pjQXoG7QF/n81ePKEQBq2Wi3LzR3rIwkQgcoQnNDEjPIz2NtTjDgXJtsX2uY1Fr6fN72NvQ32PVcrC5Nfm87G5qpJddTV4wyFSLVZW5+SyOD1z2MqR9SYYibC7vpZNlZU0ed3E6PQsychidU5ur0HrYLT4vBxtaSK2n3JZsiRh1GrZXFU5LHWIhbExKyWVVVm5vF1RRlRVsekN3QFlKBql0eMm2WLh09NnjvFIB+8z02dypLmJGpeTNIsVXdeiOVVVcQWDdAT9XJZXyMyk5DEeqSAIQyUC4WHkC4eRkfrNLZMkCUmS8J7nSnphcthVW8PPdu2g2etBI8toZZnjra1srqpkelIyd69c3e/inMFq8nj48bbNHGtpJqoqGDRaIorCnvo6/nbsCN9aunxYGlZ4w2EiUZUYbe+r7E/TyRrcfcwkChODLEnctnQ5Gllma3UllX5/d06wLElk2uzctnT5hD7Rn5qYxN0r1/DEru3Uu1xEu16boqrE6PRcXljMLQuXiPQ2AejKER7mGVzxlzV6RCA8jGwGAyqdi0n6KjWlqp3F3W191LQUJp+S1hYe3b4VdyhIls3e428jGIlwqKmRh7Zs4seXrsOo1Q3bcf3hMA9t3cSR5qazctajikK9x8Wj27dw38WXMi0xaUjHsukN6DUygWike/V9b4LRCBm28XW5XBg4s07Hd5av5JPTprO1uoomjwejTsvslFSWZmT1+zcwUcxNTeOXV1zFztoaDjc3EghHSLFYWJ2TS15snAiCBWGSEIHwMFqcnondYKQjEOizKoQzGMSi17O0q2alMPn94/gxOgJ+cu2xZ315GrRa0i1WjrU0s6O2houHMedwe201x1qazwqCobP5QabVTqXTwavHS5i2cmiBcILZzIL0DDZWlBNrMPYaJEQVhXA0yiV5BUM6ljA+SJJEYXzCpC6JZ9bpuCQvn0vyRC6wIExWIhAeRglmM5cVFPK3o4cxarVYPlTc3h8O0xHws6GwiGx77NgMcoS1+XzsrK2hI+DHqNUyNzWNgrj4C3b2pMXnZXddLbHG3oNDoDtI/dvRI7R4vYQVhSSzmaWZ2UO6cvBuRTnSGfv/MEmSiDUY2VVXQ6vPN+SSfh8pnsr7dbU0ej2kxlh6vN6oolDjdpJhs7EmJ29Ix7kQOQJ+dtbW0ub3oZNlZqWkMjUh8YJ9XwnCuCJaLE9oIhAeZjfMmUeH38d7lRW0+X1Y9HokOlcZI0ksz8rmawuXjPUwh10oGuV3B/fz79JTOIMBAFRUzFodc1PTuXXxkhHJgR3v2nw+ApEICf10S/NFwrT6fDR43Jxsb+vODUs0m/nktBl8atqMc9Y07U2D243xHIvwzDodbQEfbf6hB8JzUlL52qIl/O+e3VQ6HcTodGhlDYFIhFA0QrrNxndXrBY1tAcgoij89ehh/nGihHa/H+h8Xxk1OmYkJ/GNxcvIPKPNsSAIgjAwIhAeZgatljuXr2JFdg5vlZVxvLUZFZiXls76giJWZGWPaIWAsaCoKk/t3snrpSeJ0enJtNrQyDKqquIJhdhWU0Wb38v9F196wbXP7ezAJRNVey+874+EOdnaii8cxqLXk2OzI0kSEUWhzefj1/v24A+H+cKceQM+tlGrJar0P60QURVkSUY3wPbJfVlfUERBXDzvVJSxuaqKYDRCmtXCZfmFXJKXf0GeDA2Wqqr85sA+/nbsCEaNpsf7yhsOs6e+nnvee4cHLr5s3JUpE4QLipgRntAmV0Q2TmhlmVXZuazKziXa1Xmor8Vzk8GBxgbeqiglzmjqcSlfkiSsBgNGrZbjra3840QJX5q7YAxHOvqy7bFk2mxUORyYdfqzHq93u/GFQ2hkiUSzuftSt1aWSbFYaPX5+Pvxo6zJySNngMX7F2dkcqKtFVVV+7yE3uEPkBcXO6ypOqfzRv9r/iIiitJdekoYmFPtbbx24jhWnZ44k6n7fkmSsOj1mLRaKhwOXio5wjcWLxvDkQqCIExckzc6Gyc0sjypg2CAt8vLCEWifeaz6jQazDod75SX4wuHR3l0I8MVDHCkuYnDzU20+319bqeVZTYUFhNVlbNK5gWjEdp9PkBCJ2t6TZ9IMJlwB0O8VznwJhSX5OUTazTS6PX02hjAGwqhoLC+oBjtCPyNSpJ0XkGwqqqUd7RzsKmRk22tRETbWgA2VpbjDYf6rM2skWXsegObqyr7/RsUBGFkSerI3ITRIWaEhSE73tqC+Rzlkmx6A46An0aPm/y4+FEa2fBr8Xl5+dhRNlaW4woGUQGrXs+q7Fw+NX0GGb20Dr6iqJhjLU1srKzAGQwQbzKjlWXafH4C0QgGjZYce2yvJackSUIny5xoax3wWLPtsXx1/kJ+tWc31S4n8UYTJp2OsBKlw+8nrCiszcvniqLiwfwohkxVVbbWVPGP4yWcbGslFI2ilWWy7bF8pHgqGwqLBpUbPVkcb23BoNH0uyDOZjDQ5PVQ43JdcGlHgiAIw0EEwsKomegnuI0eN/e89y6l7W1Y9HqSzDEAuINB/nGihP2N9fxwzSXkxcb1eJ5eo+HO5asoTkjkjdKTNHjcRBWV07047wAAbntJREFUiKJg1GrJj40ftg5vH3Z5YTEJJjN/LznKsZYWHMEAGrmz3fHlRcV8tHgq+jFKXfj78WM8v38v4WiUeJOZOKOGsKJQ3tHOz3Ztp9LRwc0LF1/QwbAgCIIwskQgLAzZ1MQk3ix39LuNKxQk1mgk1TIxF/Woqsqv9uymtL2NLJu9RypBgtlMrNFIjdPJz3Zu57H1V5wVvOk1Gj49fSZXTZlGaXsboWiUcDTKg1veQ5b7DvRUVSWsKBQlDL5W6+KMTBalZ1DpdOAMBNBrNBTGJ4xZAAxwrKWZ3x3cj1aWSTvjb6IzjcaOMxDgtZPHmZGUzJrcC7Pc2tTEJA41NfWb4+0KBrHoDWTZzr4SIQjC6BiJVAaRGjF6JnfyqjAq1ubno5c1uIO9t86NKAq+cJhL8wvOmUIxXlU4Otjf2ECCydRrPq1GlkmOsXCyvZXDTY197kev0TA9KZm5qWksyshkWWY2HQF/96LKD2sP+LHq9VySO7QmFJIkkRcbx9zUNKYnJY9pEAydeeWeUIjEPi7n241GoorCv0tP9ZrffCG4KDefGJ0OR1c5wg+LKgrOUIDVObkiLUIQBGGQRCAsDNm81HTW5hfQHvDR5vOhdAUuqqriDgapcTkpTkjgquJpYzzSwTvU1IQ/HMaq77vBhVmnIxSJcqi56bz3+/lZs8m02alxO/GGQ91BX0RRaPZ68IXDfHzq9AFXjBjPVFVlZ10NFp2+3/xXu8HI8baW7vq5F5ri+ASuKJqCOxikxevtPllSVRVvKES1y0lubByfnj5jjEcqCBc4dYRuwqgQqRHCkMmSxK2LlmLVG3iz7BTVLgcSEioqJq2OpZlZfGPx0hHLgx0NoWgE4JydvCRJIhiJnPd+s+2x3LvmEn6xeycn21pp8XmRulpqJJjMXDNrGp+dMWvwAx+HoqpKOBo9ZzUVjSwTjEQJRaOjNLLxRZIkvjp/IRa9nldPlFDrdgGnG2pomZ+axjeWLCO9lwWagiAIwvkRgbAwLAxaLf+1YBGfmDa9s8Wy/4MWy0XxCRO+FezpID6iKH2WGlNUFVVVB9w5LT8unv9ZdzmHm5soaWkmFI2SFBPD8sxs7H2UzprItLJMkjmGio4OOKM+7of5I2FidLpJ+TM4X1pZ5rrZc7myaAo7aqtp9fkwaDTMSkllWmLShH9fCYIgjDURCAvDKskcw0eLp471MIbd4vRMkswxtPl8pFh6747W4fdjMxpZnpU94P3LksSclFTmpKQOdagTwmX5hTz1/s4+TyyUrq6EVxQVT9i88uEUZzJxRdGUsR6GIAjCpCMC4XFIVVXKOtrZXlNNi8+LQaNldkoqSzIyx1V7ZncwyNaaKk61tRJWFDKtNlbl5E7KS7VWg4GPT53Gc/v30u73E2c0ds/GqaqKKxTEEw7x2ekzRRvh83BxXh5vlJ6kvKOdDKutR+ONqKJQ53aREmPh8sKxqXEsCELfXMEgW6srOdXeRkRRyLLZWZ2TO2GrAg2ZqnbehnufwqgYP1GVAIAvHObJ3TvZWl2FNxxCojNn/rWTx8my2blj2QqmJyWP9TDZUlXJ03t30/z/27vv+LbKe/Hjn3O0ZUvy3ttx9g6QTUiAhH1buoA2tL/LpYPSFmjhlkvvJaUtAdpSOm7nbaG3hdsJtJQ2JEDI3ns68R7xHpJsbZ3n94cTNY5HQmJbsv28Xy9BLB3pPNKxpa+e832+3+5uNKFF8lp/d+wI/zJpCp+YOXtYupVF04emTKMrEOD10hNUOTsx6fQoCvhCISx6PbdPnMwnZ8+N9jBHhQSzhf9Yuoy1WzdT0dGOQk9FjWBYI4xGVrydLy9aMqStnyVJunLvVlbwP/v30uLpRhMi8hn1u6NHuHPKVO6ePnPMd1OVxhYZCMeQsKbx/Z3bebuynCSzhVRrQmTWMRAOU+3s5Jtb3uOby2+Iane23fV1fHfnNnyhINk2eyTg1YSg3evllaOHUWDMBYU6VeX/zZ7Lkrx8NlZVcKy5GYFgYnIKKwqKmJqaJnM234eChES+t+oWttdWs7m6ilaPB4fJzKK8PJbm5ZNgHjh/WJKkkbettprv79pOIBzu573fw28OH0RRFD4+Y1aURzqyZB3h0U0GwjHkUFMjW2qqSLXGEW809rrNqNORa3dQ5ezgT8eP8djipVEZoyYEvzl8gO6Anzx7Qq/AT1UUUqxWWj0e/lJ6glUTSsbcqTJFUZiYnMLE5JRoD2VMsBoM3FA0gRuKJkR7KJIkDSKkafz28EG8oSC5Nkc/7/1xtHR389qJY6wsnhDpvClJsU6ev4ghG6sqCITDfYLgc1RFIdFkYWddDS3d3SM8uh5Hmpso72gn1Ro/4OxnksWCy+9nU3XVyA5uDAqGw+xrqGdDeRmbqipp83iiPaQR5wkG2VFbw4byMrbX1tAdCER7SJI07hxqaqCqs5NUa9yA7/3JViudPh9b5Hu/NIrIGeEYUtnZcdHFcPFGI02ebhq63KTGjfw37sYuN8GwNuhK/nPthc+4XCM1rDFHCMH6ijL+fPwYNS4nIa2nlm6i2cKy/ELunTUbu2lslxULhsP88fhR/l52iuauLgSgAKlxcdwyYSIfmTYj6h3yJGm8aHC7CWkaFv3F3/sbutwjNayYoGg9l6F+TGlkyEA4hugV9aLtZM8tTtBFKRdVRelpeiPEoPmwAuSCiSvwx+NHeengfjQhSLHGYdbrCWsanT4fr508TmVnB2uWrcBmGrjT3WgW1jR+sHsH68pOY9LpyYy3YdDpCIbDtPu8vHToAPVuN48sXDzmFmVKUixSFRWBuLT3fkX+TUqjh/xtjSEz0zPwh8ODBsOdfh9JFgv5CYkjOLJ/mpicQpzBgMvvH3CbkKahKgqTUmQe7eWo7Ozg/44exqDTkWN3YD57lkCnqiRbrWTF2zjY2MBrJ49HeaTDZ3ttDRsqehaNZsTHR8qrGXQ60uPiSbZYeLeynC01VdEdqCSNE5OSk7HqDbgHSU0KhsPoFIWSpOQRHFkMkC2WRzUZCMeQ5YVF2E0mWr3954EGwmE8wSA3FBX3m0fsCwVp7HLT6vFcdGb5cuUnJDA3M4s2n4ew1vfcjRCCxi436fHxLM7NH5YxvB9CCFo9Hhq73O+r9XE0bayswOX3k2Lpv0OdSa/HqjewoaIcTzA4wqMbGevKTxPWtAFnvOONJjQheKvs9LD9rkuS9E9FiUlMTkmlqdsdaTl/PiEEjd1uMm02Fl5GUyFJihaZGhFDChMSuXv6TF46uJ86l4tUqxWTXo8mBJ0+L06/nxlp6XxoyrRe9zvjdrGu7DRvV5bTHQigKgrFiUncPGEiywoKh/zU8X1z5lHV2UG1s5NksxW7yYSiKHiCQVo8XcQbTXxm3tUDLvobCcFwmI1VFawrO01FZwdCCGxGE9cXFXHzhIkxXc3iQOMZTDrdoKcfHWYzbZ5uqp2dTElJHcHRDT9vMEhpawt24+BpH3aTiVPtbXQHg1H9XZOkse5IcxP/OH2K4y3NtHt9NHXXk2gyk+NwYDeaet77vd3YjSY+d9X8cdcNUjl7GerHlEaGnBGOMR+ZOp0vLVhEjt1Oy9lAp8blRFEUbps4iTXXrei1SKq0rZWvvrOel48cosvvx6I3YFBVDjc18u3tW/j+ru2E+pm5vRI5dgffWH4D1+UXEdR66htXOTtw+n1MTU3n8SXLWJpXMKT7fD8C4TDP79jGd3ds42hLE0ZVxaI34PT7+O3hQzz+znoqOtqjNr6LCWkisuhkIKrSk6vd36z8aBcWAg0u7TUQYky+BpIUK94qP81/btzA+vLTGHU6ihOTsBtNdPh9HGlu4lhrM66AnxlpGTxx7XUsyMmN9pCli+jo6GD16tU4HA4cDgerV6+ms7Nz0PsIIVizZg1ZWVlYLBauu+46jh071mub6667DkVRel3uuuuuK973cJMzwjFGURRWFZewvKCIQ00NtHu9GHU6pqel96nL6AkG+fa2LZxxucizO3otTrObzLj9ftaVnaYgIbHPLPKVyrE7+K9ly6lxdnK6rY2w0Mi02ZmWmnbRAGa4/fnEMd6uLCfZYu01UxhvNBLWNGqdTp7btoXv33RrTLWsPqcwIZHTba2DbtMVCGDRG0iPH3vtnOMMBlKtVmqcThzmgStjdAUCZNnscjZYkobJydYWfrp3N8GwRr7jn3XjU6xWugMBzrjdqCp8Zt7V3D5x8vhtKDTKWizfc8891NXVsW7dOgA+/elPs3r1at54440B7/Pcc8/x/PPP89JLLzFx4kS++c1vcuONN1JaWorN9s8zrPfffz9PPfVU5GeLpXdjpMvZ93CLvShAAnoaaFydlTPoNjtqa6hxdpJts/dbocFmMuEOBPj76VJuK5k0LEFfniMhptrgeoNB/n76FCadrt8ASaeqZNnsVHZ2sLu+jqX5BSM/yItYXljIxqoKugMB4vp5DpoQOP0+bp4wcUwWrVcUhZuKJ/Lfe3cSDIcjC+XOFwyHCYTD3DShRFYnkaRhsqGiDJffT4EjoU+QG2c0MiEpiSpnJ6fb28ZvEAzDs7htmOLgEydOsG7dOnbu3Mn8+fMB+MUvfsHChQspLS1l0qRJfYciBC+88AJPPPEEd955JwC//vWvSU9P55VXXuEzn/lMZFur1UpGRsaQ7XskyE+QUWxnfS0C+g0Uzkm2WDjjdnPyIjOMY8XRliaau7tIGmChGfR8yQgLjV31dSM4sks3JyOLBTm5NHu6cfn9vRaDBcJhal1O0uPjuXPK1CiOcnhdX1TE5ORU6tyuPgsCvcEgdW4XE5NTuKGoOEojlKSxLRgOs7WmmnijccAgV1EU7EYTO+tq8YXG5sLdaHO5XL0u/kEqNl2KHTt24HA4IoEowIIFC3A4HGzfvr3f+1RWVtLY2MjKlSsj15lMJpYtW9bnPi+//DIpKSlMmzaNr3zlK7jd/6wpfTn7HglyRngUc/n9F10IZ9DpCGkannHSjcsbDBHSNAwXeV10ioo7cGVvKMNFr6p8eeESjDod22traPN6UBUFTQh0ikKew8EjCxZTlJgU7aEOG7vJzNeuvY5vb9/KiZZmmrq7IjnBBp2OmekZPLpoCQlmy8UfTJKk980XChHUNIzq4E1rDDodQS2MNxjCPEizDeny5Ob2zrl+8sknWbNmzWU/XmNjI2lpaX2uT0tLo7GxccD7AKSnp/e6Pj09nerq6sjPH//4xyksLCQjI4OjR4/y+OOPc+jQITZs2HDZ+x4JMhAexZIsFoIXWSjkD4Uw6FTsY7TxwoXsJhMGnY5AODxoKkhY00iM4SAq3mjkq4uv5VR7G9tqqmnp7sZs0DM7PZMFObkxmds81DLibTx3wyoONTWyu74Wp8+P3WTimpwcZqVnykYakjSMLAYDFr0e90VmIP2hEBajYdxVihgptbW12O32yM+mAT7L16xZw9e//vVBH2vPnj0A/c7wX6xRSn/3u/A+999/f+Tf06dPp6SkhKuuuor9+/czd+7cK9r3cBr7n6Zj2JK8fN6trMAfCg0YGLV5PRQlJjFpjJXYGsjU1DRybHbq3S6ybfZ+t/EGg+h1OhbFeK1LRVGYlJzCpOTx25hEp6rMzcxibmZWtIciSeOKXlVZXlDE/x09jCb6r2QjhKArGODmkonj4sv5QBTRcxnqxwSw2+29AuGBPPjgg30qNFyooKCAw4cP09TU1Oe2lpaWPjO+55zL+W1sbCQzMzNyfXNz84D3AZg7dy4Gg4HTp08zd+5cMjIy3ve+R8L4/c0dA67OymFSSgrHmpvJsdn75Aq3ez2gKPzL5CnjZvbMqNPxL5On8KPdO+nwefvM+gbCYRq7u5idkSGDK0mSpEGsLJ7Ahooy6t1Osm2OXsGwEIJ6t4ski4WVxRP6vb8QgvKOdg41NeINBkk0W1iQk0uydeA1HNLlSUlJIeUSurkuXLgQp9PJ7t27ueaaawDYtWsXTqeTRYsW9Xufc+kOGzZsYM6cOQAEAgE2bdrEs88+O+C+jh07RjAYjATPl7PvkSAD4VHMqNPx1cXX8s3N73GqvRW9omI1GNGEhjsQwGowcM/0maws6v9Naqy6tWQSTV1dvH7yOFWdHcQbjaiKiicYICQE01LTeHTR0nHz5UCSJOly5DkS+PLCJTy/cxvVzk4sej1GnZ5AOIw3FCTZauXh+Yv6Xa/Q3N3Ff+/ZxYGGM3hCQRQUBIKEgxZumlDCvbPmYBxkofeoMoqqRkyZMoWbbrqJ+++/n5/97GdATwmz2267rVfVhsmTJ7N27Vo++MEPoigKDz30EE8//TQlJSWUlJTw9NNPY7VaueeeewAoLy/n5Zdf5pZbbiElJYXjx4/z5S9/mTlz5rB48eL3te+RJgPhUS7LZueZG1bxXlUF6yvKaOrqwqDoWZJXwI1FxcxMzxh3ZW1UReG+OfOYk5nJ2+Xl7G88gyYEE5NTWFVcwrX5BQO27pUkSZL+6ZrsHL5z4028W1nBO5XldAeDJJksLC+Yyg2FE8h1OPrcp93r4eub3uVkayspFiup1jgURSGsaXT4fPzu2BFcfj8PLVgU9brz49HLL7/MF7/4xUgViDvuuIMf/ehHvbYpLS3F6XRGfn7sscfwer088MADdHR0MH/+fNavXx+pIWw0GnnnnXf4/ve/T1dXF7m5udx66608+eST6M77wnMp+x5pihDDWLV5lHC5XDgcDpxO5yXl4sSykKahO9vRReohhCAshJwBliRJugJCCEKahl5VB/2Meengfn5z+GC/KXvQU/GoK+jnG8tvYF5m9hWNKZqf3+f2/dATv8FkHtp0D7/PwwvfWj0m4pJYJ2eExxgZ7PWlKAp6+cVAGuXqXS5avR6MOh1FCYnjenGS9P60ejw0dLlRgHxHwmWfEVMUZdC69dDT8fTtinKsBsOA29pNJtq9Ht6pqLjiQDgmjKLUCKkv+U4qSZIUww41NfLqiWMcbGzAHwqhqgoZcTZumlDCv0yaIgNiaUA1zk7+ePwo22tr6A4GUYAEs5nrC4u5c8rUQRsPXa7GLjedPi8O08Dt0QGsBgMnW1uGfP+S9H7F9PTh2rVrufrqq7HZbKSlpfGBD3yA0tLSXtsIIVizZg1ZWVlYLBauu+46jh07FqURS5IkDZ0t1VWsee8dttVUY9TpSI+LJ8lspam7i1/s38sz2zbjD4WiPUwpBp1ua+OJdzfw5ulTCCFIs8aRYrHiCQR55ehh/mvjO7R6PNEe5tgghukijYiYDoQ3bdrE5z//eXbu3MmGDRsIhUKsXLmS7u7uyDbPPfcczz//PD/60Y/Ys2cPGRkZ3Hjjjb3a+kmSJI02Ld3d/GjPTnyhEPmOBBwmMwadDrNeT2a8jVRrHFtrqnm99ES0hyrFmJCm8cKubTS43RQ4EkiyWDHqdJj0elLj4si12TnR2swv9u8Z8n1nxNtwmM24LtK50xMKMukSyn1J0nCL6UB43bp1fOpTn2LatGnMmjWLF198kZqaGvbt2wf0zAa/8MILPPHEE9x5551Mnz6dX//613g8Hl555ZUoj76HJtciSpJ0Gd6rrqS1u5uMuPh+FyZZDQaMOh1vlZ2Ss8LnEUKM+/fd/Q1nKG9vJyPe1m9VBoNOR6LZyu76Oupdrl63vZ/Xr79trQYDNxQV4wkGCYbD/d7P7fdjVHXcUFR8ic8oxgkxPBdpRIyq5LJzpTySknpqFlZWVtLY2BgpwwE97QeXLVvG9u3b+cxnPtPv4/j9fvzntY10XfBGcKVqnJ28XVHO5uoquoMBHCYz1xcVs7ygkIx425DuS5KksSUYDrOzrpaf7d1NY3cX7T4v8UYTqVYrCWZLr8Am0WyhsauL8o52pqamRXHU0SWEYF/DGd6pKOdAUwOappHnSGBVcQlL8vKxjLP2v4ebGglqGuZB8sftJhM1zk4ONzeSbbdT0dHO2xXlbKmpwhcKkWSxcH1hMSsKi0k5rwGGEIK9DfW8U1HOwaZGNE0jPyGBlUX/fK3vmDiF3fV1nGprI8ViJd5oRFEUNCHo8HpxB/3cVDyR2emZA45PkkbKqAmEhRA88sgjLFmyhOnTpwM97f6APq350tPTqa6uHvCx1q5de9Ge3JdrS00VP9i1g3avF4vegFGn0tDl5pf79/LmqVIeXbSEWRnyj1+SpL68wSDf2bGVrTXVNHV3IwRoAjp8Xjp9XpIsFooSktCdrQ6jUxTCQhAYYOZtPAhpGj/ft4c3T5cSCIeIM/QEXYebGjnc1Mj6itM8vmTZsCwMi1WBcJiL1clRz5bZDITDrC8/zU/37sbp9/dUe1BVap1Ofr5vD38/fYrHly5jUnIKIU3jZ/t297zWoXAkwD3U2MihxkY2VJTx+JJlJFutPLlsBT/cvZPDTY20+TxnG2qAw2TiI1Nn8KlZcyK/x2OCnMAdtUZNIPzggw9y+PBhtm7d2ue2C08bCiEGrXH4+OOP88gjj0R+drlc5ObmXvEYT7W18v2d2+kKBChwJPQagyYEdS4nz23fwnduvJlMm5wZliSpt1/s38umqkpS4+LwhUK0nS2XBjpCmkabx4tBdVKQkAiANxTCrNeTZLEM/sBj2Gsnj/N66XEcRjOZ551xS7ZY8YdC7G9o4Pkd2/jG8hvGTX315LO/D5oQAzasCITDKAp0er28ePI4QU3r87kV1jRqXU6e2bqJ51fewoaKMv5y8gQOk5ms+H9WhTj3Wu9rOMP3dm7n69etICPexjeX38Dp9jYONjbgC4VItPS0WE61xg3vCyBJ78Oo+Dr2hS98gb/+9a9s3LiRnJycyPUZGRnAP2eGz2lubu4zS3w+k8mE3W7vdRkK68pO0+HzkW2z93nDVRWFHLuDxq4u3qksH5L9SZI0djR2udlYVYHdZCbOYCTZakUBNKEBPTXCdapKq8eDPxRCCEG7z8OMtHRy7X27e40H3mCQv5aexKjqcJj7lusy6fWkWuM42NjA8ZbmKIwwOhbn5RNvMuL0+Qbcps3rISPeRkVnB12BQL+56DpVJdfuoNblZH15GW+cOolRN/hrvb+hPlIWTVEUJian8NFpM7h31hxunzh5TAbBihieizQyYnpGWAjBF77wBV577TXee+89CgsLe91eWFhIRkYGGzZsYM6cOQAEAgE2bdrEs88+O6Jj9QSDbKmpwmY0DTjroCoKZr2etyvL+fiMWZGWk4ebGtlzph6n34fDZOaa7BxmpKWPrdNG0pALaxpHmpvYXV8nf3eugD8UYmddLUeam/CHQ6Ra41iSl09hQuKIziDurKujK+An154A9NR7tZtMdPr8mPWgKioGVcUXCtHu86IJQbzRxIemTBs3M50XOtjYQHN3Fxlx8QNuE2cw0OLpZkddLdPSBp4gGUty7A5uKCzm9ZMn0KkqtrMpDNDzudru9RIWGiuLJvDnE8dIMFsG/B3SqSp6ReUvpcdp9XrIjBv4bOb5r/WUcZWzLjtqjGYxHQh//vOf55VXXuEvf/kLNpstMvPrcDiwWHr+cB966CGefvppSkpKKCkp4emnn8ZqtXLPPfeM6Fjdfj+BcBjLRYrbm3V6uvwBAuEwHT4v392+lWMtzfjD4bM5VILXTx5nWloaX1m4lPT4gd/gpfGrqauL7+zYwrHmfn53UtP48qIlcmHmJTja3MT3dm6j1uUkrAkUej5+/nT8GNfm5/PA1QuwjtBCK5ffh4ISOZWtolCcmExZRxtuvx9BGBWFkKbR3N1NQUICD1w9nzmZWSMyvljk9PsJC23QbmeKoqCg0OHzjuDIou/+uVfjC4XZWFVBm9eDWa9HCIE/3JPb+4kZs1mYk8vvjh7Gahr8d9yk19Pu9SEEl/BaM+5ea2l0i+lA+Cc/+QkA1113Xa/rX3zxRT71qU8B8Nhjj+H1ennggQfo6Ohg/vz5rF+/HtsI5+BaDAb0qkowrA26XVALYzOZ8AaDfHPze5xobSE9Lr7Xh60nGGR/QwPf3LKRb61Yif0y22FKY5PL7+ObWzZyvGWA353GBr615T2+teJG7Bfp7jSelbe38a0t79Hq8ZAZbzubi9szY+by+1lXdppgWOPfl1w7YJ7lULIYDGiIXmscjDodk1NS6fT5aPN48AaDoMCKgkIeXrh43H/Z6fnd7/lyMFh7eYEg3mgcuYHFAJNezyMLF3Nj8QTerSynoqMdVVGYkZbBisIiihKTaHC70akqQU1jsCzzYFgj3mjo+eKhaRc94zTeXuvhSGWQqREjJ6YDYXEJdfQURWHNmjWsWbNm+Ac0CLvJxNzMLDZWVpA4wMIVIQTdwSC3TpzEO1UVnGxrIcdm7/MN22owkGOzc6K1hXcqyvnglKkj8RSkUeKdigpOtF7kd6elhbcryrlzyrQojTL2/en4MZq7u8l3JPQKdBVFwWE2o1MVttRWcXPTRGaPQKWXeZlZWA1G3AF/ry8wKgpJZgtJZgtOv49AOMwDVy8Y90EwwKz0DJItFjp83gFzT32hEAadjnmZ2SM8uuhTFYVZ6RnMSs/o9/aM+Hgmp6RwoKFhwAkXTQgC4RB3TpnK+ooyOnxeUgZ4rb3B4Lh9raXRSyYSDqGbJpRgNRhoOa/z3TlCCBq63DhMZlYUFLG+/DQGVdfvaSZfKITT78cfCvGH40cIaYPPMkvjhyYE68pPDfi7Az2nLg06HW+Vnx73jQX60xUI8Obpk7xVUYZO7Ukp6U+80UQgHObdyooRGVdhQiJXZWbR5vX0Ww4tEA7T7vVydVYO+QkJV7QvIUTki/a7lRXUODuv6PGixWE2c0PRBLoDATzBYJ/bQ5pGQ5ebkqRk5o7jFJKBKIrCrSWT0asq7d6+6QxCCOrdLlKscdxSMpEbCotxBwI9ZyboqXnd7vXQ4umm1ePhTJebickpI/LFMabIFsujWkzPCI828zKz+eTsubx0cD9VnR04zGaMqg5/OIzL78NmMvH5q+eTHm+jpbu7z+kjXyhErctJp89HSAujCUGb18tD697kk7PncHVWzgB7lsaLrkCAlm4P8YbBTz3GG420dHfTFQjI1JqzAuEwfzh2hH+UnaLG6aS5uwu9qtLm8ZIeF0emzYZyQfVVk05PZWfHiIxPURQ+f/UC2rxejjU3YdTpIjPDLr+PgBZmZnoGD1x9zRXt52BjA785fJDS1hZ8oRAoEG8wMjczm0/NnkOeI2EIns3I+cSMWdS5nOyoq0H1KjhMZlRFoSsQwBMKUpSYyKOLlgyaOjGeLc3Lp3LaDP5w/CjVzk4STGb0ZxdlugJ+Es0WvjR/IVk2O5+YOZt6t4ttNdW4/D58oTAhTUMTAoHAbjIxKz1jRFKJJGmoyEB4iH1oyjTyHA7WlZ3mQMMZuoNBDDqVlcUl3FoykWlp6XQFApEuO+f4QiFK21rxBAMYVB0WvYHg2WD4RGsLT2/ZxCMLF7M0ryB6T06KOr2qoiigXWS6QDubZ6qTH0hAz8zg93ZsY0NlORa9nrS4ODp9XgyqjmA4TI3LiS8cpjAhoVcwrAmBYQQDqGSrlW8sv4F1ZadYX15Gi6fn7FKWzc6qCSWsKi65oi82u+vreHbbZpw+H6nWONLPVltw+f1sqq6koqOdp5ZfP6qCYYvBwH8sWcaGijLWlZ+m1ulEAAkWCx8pms7NEyaSGjf2SnYNFUVRuHfWHCYkJ/OP06d6Fm8Hw5j0Om6fOJlbSyZRkpwM9KRefXnBYio62mns7kITAr2qYNAZSDSbURWV3x87AsD/mz13HFUzkVUjRjMZCA+Dq7NyuDorhw6vF08wiM1k7JXzF2cwMCEpmQMNZ0g09+QT17qceIIBLHpD5M0jLAQJJjMFjgTqu1z8dO8eZqVnyhm+ccyi1zMpOYW9Z+ojvzv9cfv9zM3MGrGKB7FuU1UlG6sqIu1eQ5qGQdUREhomvZ6QptHS3UWC2UzS2ddVnO3YNmOQmuTDwW4y8dFpM/jA5Km0ez1AT8OCwVbrXwpvMMiP9+yiKxAg/4LGCQ6zmXijkWpXJ7/Yt5enll8/qoIYk17PbRMnc/OEibR6PISFRrLFiukiVXykHoqisDg3n0U5ebR7vfjCIexGE7Z+PmveqaygsauLmWfLNArAqOois8AdXi+vnTzOVVnZzBwgN1mSYok8VzSMEi0Wsu32Piv3FUXhpgklkdN33lCQTp8Pg6r7ZxCsaShAalwciqKQEWejubuLbbUDt44eDv5QiMYuN60eT6/Fi0IIWj0eGrvc+EOhER3TeKYoCiuLS1AUha6Av99tugIBVEVh1YSSURXMDBchBOvKT6OdVzlAr6qkWK2ENXF2VqvnA/38/P5Wjwe7ycSKguKojNuo05ERbyMj3oZOVWnxdF/R39vO+lrOuF39Nk6AnnqxKZY4DjU1jlg6yFDTqSrp8fFk2ezvKwgWQtDh9dLgdvebazxeKIpCstVKts3ebxAc0jTWlZ9Cr6pYDUZMOj1mnb5XKkSC2Yw3FBxfjaO0YbpII0J+XY6SpXkF7C6sY0NFOeFwmJAWxqI39MxCnU2JSLXGRVqn6lUVTQhKW1u4ecLEYR9fc3cX68pOs6GiDJffj6JAgSORG4smgAJvV5RT2dmBEAKb0cQNRcXcUjKRtEEK20tDY0lePtcXFrO+oozuYJBkixW9qhLSNNq9HjyhECuLJsg0mrPcAT/l7W04jL2/kGbG23AH/Lj8fvSqDh0K7oAfbzBIm9eLqsK/zph3xQvTrkQgHOadynLWlZ2m2tmBEGA3mbmxqPh9n/IvbW0lLMSgM8s2o5F2n4eTra0UJSYNxVOIaUIIttfVsK7sNMeamwgLgUmv59q8Am4pmTguXoP3o7HLTYO7Z9H3QBRFwao3cKCxYQRHFl2yfNroJgPhKNGrKg8vWExWvI1Xjh4mpGn4wj0zPSadjtS4eLIuWLyjoBAcgQoSlZ0dfHPzRqo6O7HqDcQZjWhCcKylmS01VQh6etknmi2oiorT7+M3hw+yubqKr117nfzwGGZ6VeWhBYvIstn4R9kpzrhdaAhUFFLj4vjotBl8dNoMuTjorJDWk1F94SyoQadjYlIKtS4n7V4vfi0MGrR4uylwJPKhqdNYWTQhOoOm52zMt7dvZXNNJQr/XATW4fXy60MH2FxdxX9eu/ySA/Ww0LjY+YFzzSfOtXUey4QQvHRoP388fpRgWMNhMmPUqfhCQV47eZwtNVV8ZdESuUj5PGGtp8bKxRbDqWe7pkrSaCAD4Sgy6nSsnjWHSSmpPLphHWa9njiDEbvZhF7pHcScW5WbY3cM65gC4TDf2b6F6s5O8uyOXoXT3QE/3lAIBOisaiTlI95oJKxp1Dg7+fb2Lbyw6laZmzfMjDodn5g5mw9MnsrBxga6AgHijUZmZ2SOu2L2F2M3mUmyWGh0d/XJrzfodBQlJpFtC1HZ2UF6XDxfXXItszMyrzgn90r97uhh3quqIDUujrjzqoScy3Gu7Ozg2zu28L2Vt1zSWDPP1h3WhBgwkPGFQuhUdVzUKH6vupI/HDuKRW8gK/6f+fbxRiNJFit1Liff27GdF266RZ7pOivF2pNj3x0IDLr+wBMMMnVctViWRjM5ZRQDrsrKZnZGJprQSDSb+wTBAJ0+L3aTiaV5+cM6lj1n6ihrbyfzbF7iOWGh9ZSbUlT0Z/MVz69vrFNVMuNtVHR0sOdM/bCOUfqneKORJXn53DShhCV5+TII7ode7ana4g+HBqzJrSgKFoOBe2fP4ersnKgHwV2BAG+Vl2E1GHoFwefoz/69lbW1sb/hzCU95pK8fBxmM21nF+BdSAhBc3cXBY6EMV8HVgjB306VEta0SPrZ+VRFIcfuoKm7i/eqKqMwwtgUZzSyoqAId9A/4IzvuZJ8NxZH72yKJL0fMhCOAaqi8PEZs4g3mqjvcvX6sNaEoN3rwR0IcEvJpGGfEd5TX09I0/rM6Lr9AQLhMMazzRr84TBuf+/FWia9nrCmsbu+bljHKEnv18qiCZQkJ1PrckaaAZzjCQapd7uYkpLK8oKiKI2wt0NNDbR4ukmyWAfcxny22sWlfvFMi4vng5On4guFaPV4epVv7A4EONHaQqvXg9Pv4/kd29hzpm7MNvOpd7s43d42aOUVVVEw6nRsrRnZBcqx7raJk8l3JFDrcvZauCmEoCsQoKHLzdyMLBbl5EVxlCNMiOG5SCNCnr+OEddk5/DwgsX8dN9u6t2uyOlLTQhsZ8spfWrWnGEfR1cg0G/t2bDQ0AQoSk+uMqLnugvpFBXXANUMJClaEi0Wvnbtcr69bQulba0Eursif18mnY65mZk8umhpzJQm9AaDCMRF87wVRcHl913y4949fSaaELx28jjVzs6eyjV+P51nHyPFYsXl97O+/DQbqyq4OiuHryxaEjOvy1DpDgYJaWGMxsGfl0HV4fLL97PzZdps/Oe1y/n29i1UdHQQ0rTI35JFr2dxbj6PLFwk0+OkUUP+psaQa/MLmJ2Rydaaak62thDSNHLsdq7NLxj2meBzEi2Wftvy6lUVVSFym6KAXu17+jgstEgdVkmKJdk2O99ZeTMHGs+wp74et9+Pw2xiQU4eM87WRI0VdpMZnaJGzsIMRBOi31P7A9GpKvfOmsMNRcVsqa5ie10tO+tqSLFaKUxI6rWv7mCAbbXVqDvgv5atGFPdwuxGE0ZVhy8cGjRg84dDJFnl+9mFihKT+P5Nt7H3TD37GurxBIIkW60szMllamrauCvbKKtGjG4yEI4xdpOJW0omckvJ8JdI68/CnFzePHUSTzDYazGEzWjCrNf35H+hYNLr+8wSeYNBDDodi3LH0SkxaVTRq2qk4U0sm5WeQUa8jVZPd2SR24W6gwFMeh0LL+MUdJbNzkenzWBnfR12k5k8u6NP8BJnMJJqhT1n6jnS3MSsMdQcISM+nhnpGeysqx2wFFhI0wgLLWbSZWKN8ex7vXy/l0a72JkCkWLCrPQMpqel09TdRSAcjlyvKgoZ8TbCZz8cMuLie80QBcJhGru7mJ6aFrMLbSo7O/jziWP89vBB3jh1kuburmgPSZL6ZdLr+ZdJkwlqGk5f39SHQDhEU3c3M9MymHGZAWppWyun21pJsVgHnMGLMxjwhUJsrq66rH28H0IIjjU38YdjR3j5yCHeKj89bGkJiqJwx6TJWPR6mrq6ejULgp6GRnUuJ3mOBK6V9bilixLDdJFGgpwRlnrRqSqPLlrKt7a8x7GWZlRFIc7QU0fYGwxiN5sRQuANBWn1dKMqKt3BAJoQTE9L59HFS2Oufm2bx8OP9+5i75l6uoMBFBQE4DCZuL6wmPvmzJP5bFLM+ZdJU2js6uJvp0/S0ekl3mhCVRS6g3400fOl9cuLllx2ykKb14MvHCLNMHBpMEVRMKgqjV3uy30al6Sys4P/3r2Tk60t+M/7Ap5itfLByVP58NTpQ56acXVWDp+edzX/c2AfVc5O4gwG9KoOXyiIPxwmz+Hgq4uvxWEeuHmEJEmjn/z0l/pIjYvjmytuZHN1FW+Vn+aM24VBUVmQU8z1hcUoCrxTUcH+xjNoQjA5JYWVRSUsKyiMufJdLr+fpzZv5GhzI0kWKymWBJSzCzs6fF5ePXkMp88XkwG8NL7pVJXPXXUNV2dn83Z5OQebGtCEYEpKGiuLS1iWX0DcFfy9GXU6VEUlrGmog+Qhh4XAPIxfFOtcTr7+3rvUuZykWuNINxhQFIWQptHm9fDLA/vwBoN8cvbcId/3bRMnU5KcwjsVZWyrrSEQDpNtt3Nj0QRWFBaTYh24aocknaNoPZehfkxpZMhAWOpXvNEYyVUOaRo6Rel1+vSqrByEEITFxVe2R9M/TpdyrLmJbJuj10IgVVFItlgx6fRsqq5kWUGhzHWTYo6iKJGc5qH+e5uUnEqyxUKnzzdgq+Zz5dPmZmQNyT7787ujR6hxdZJvT+i1YFGvqqTHxdPm8fDayeNcW1BIYULikO9/UnIKk5JT+NxV8wlpWtRrSEuSNLJiN4KRYoZeVfvNIVQUZdiCYCEE1Z2dHGpqpLStleB5p0svVSAc5q3yMlRVwRcO4Q74+5R8izcaCQnBhoqyoRr6qOPy+zja3MSR5ibaB2i2IEXfUP+92U0mbigspisYwB8K4Q+HcAX8uAN+NKEhhKChy01aXDxL84enkU9zdxfba6tJMFkGrNqRZLHgDgR4r6piWMZwjqIoYzII9odCnGhp5lBTI2fcrmgPR5JijpwRlmLO7vo6Xj95nKMtzQTOtnzNsdu5ecIkbps46ZKDgX1n6jja3IQ3FKTB3ZPjaNTpSLHGkRlvizxOvMHAydYWhBDjquxPS3c3fzpxlPeqKnH5/QjAZjSyNK+AD0+dRpbNHu0hSsPsY9NnsvtMHbvr6/CHwmfrhPekZRh1enLtdr40f2GknfpQq3Z20hUIDPq7di5P+VRb27CMYazyhYK8fvIEb5Wfpqm7C03rSXGZk5nFh6ZMY3paerSHOHYMx9o2uVZuxMhAWIop/yg7xU/27sYbDJJktpBoMhPSNGqcTn68Zyen21t5eMHiiwbDR5qb+Pb2rbj8fgw6FZNOj0AQ1DTqXS7cfj8Tk1NiOq1jODW43azZ9A6n29uwG02kWntOjbv9fl4vPc6BxjM8uWwFBcNwKlqKHcdbmmnu6kavqmi6ntQLISAY1lCUMOlx8TESMCkyMHgfvMEgT2/dxI66Wkw6HUlmKzpFwRMMsrm6isNNjXxl4RIWynQwSZKpEVLsqOrs4Bf79xLWNPLsDmwmEwadDovBQLbNTpLFwtsV5bxVdnrQx/GFgrywcxsuv//s4r2e/GZV6QmITXodTr+fWpcT6OkyNSk5ZdzMBgsh+PGeXZS1t5FnTyDFGodRp8Oo05FstZJvT6DW6eQHu3b021xFGhtcfh/f37UDTyjIzLQM5mZkMTUljampqczNzGJ6ajqn2tv4/bHDwzaGfEcC8UZjn3bt5xNCENTClCQnD9s4xpo/nzjGjtoa0s+e/TLr9Rh0OhxmMwWOBLoCAX64e6dMhRoqssXyqCYD4VFECBG1wGQk9v1uZQVOn4+MuPh+g9J4owkF+Ef5KcLawEtqd9TVUut0kmWzkxoX12fsqqJiUFXavR46fT50isKNxROG4ynFpIqOdg41NZBsiet3RlynqqTGxVHa1srR5qYojFAaCVuqq2nq7iIz3oaiKOhUFbvJhMNkxqTXY9brsRoMvF1RTlcgMCxjSIuLZ0FOHh1+74B/0x0+L/FGI8sL339jC02IPjWCxzpPMMhb5WWY9QYs5zVFOkdRFLLibTR3d7G5ujoKI5Sk2CJTI0aBE60tvF1Rzs66WgLhEGlx8dxYNIHrCgpIGOZ2xqfb2ni7sqe0kD8UIsVq5YaiCSwvKCTJMrSlhXbV12LW6wedmU0wW6jp7KTe7SLPkdDvNocaG9GEwKjTkWaNo8PrxR0IYNSp6JSehX86RcETCnKmy8VtJZOYn507pM8llh1pbsITDEbSIfpj1Rto8XRzuKmRmWOoo5j0T/sa6lEg8mUoEA7T6u2m1eMhGA6jKioJJhPdgQClbS3My8welnHcPX0mx1qaqHU5SY2Lw6rvKZ8WPls+zR8Oc9f0GZdcMcIbDLKlpor15WXUODtRVZU56ZlcX1TMvMysMX/m53R7Gy2eblIHeX/WqSqqorCvoZ4PTJ4ygqMbo4ZjBnecfYGLJhkIxzAhBK+dPM6vDx2gKxA4W/Bdpby9ndLWHfyjrJT/WHId+QkJw7L/N0+V8j8H9uLy+yP7rurs5Cd7d/Hm6VL+Y8kyJiQN3elKbyiEXhn8JIVeVQkL0avr3YX8oVDkw86g0zExOYWqzg6cfh+BcIjzPwavycrhkYUXzzkeS/yhEOoF5fAupCgKCsqgr7M0unlDIXRn/966AgHK2tvwhUIoCugUlaAI09DVhUCwo7Zm2ALhXIeDJ5et4Ee7d1La1kpLdzeK0tP0Jtli4e7pM/notBmX9FjtXg9rt2ziYFMjqqJgNRgQ4TAbKsvYXFPFbRMn8em5Vw9YoWIs8IdCaJp20fc0variCQZHaFSSFLtkIBzDttXW8KsD+9ApKgWOhEjgkmTpqe9Z1t7OM9s28d2Vt2Dt5xTYldhzpo6f7duDJkSvfUNP+9Gazk6e2bqZ51fdgt1kGpJ9ZsXbaHQP3sHKEwxi0utJsgw8E54aFxc5JaooCkadjpKkZDyhIE7f2dJQZ5/HvbPmYNYP7WsX65KtVgQ9v0MDfVhqQiAQQz7rL8WOzHgbe7Q6glq4JwgOh/qckdEpYXyhEH87Xcq1+YXDdnagKDGJ7668maMtzRxrbiIQDpMaF8einLxL7uwmhOC7O7axv/EMWfH2Xt0iU4jD6fPx2skTpMXF86Ep04blecSCFKsVk16PNxQk3jjwe3MgHCYzfuCugtL7IKtGjGpj92vxKCeE4C8nj0c+EC6cvdOrKjk2O2Xt7eyorRnyff+19CSeUID0fvbdU87MQZWzky3VVUO23xWFRQgYcBZSCIHT72NhTu6gAdrivHysBgPuwD8X4ChnW0Vn2Wzk2B0oQHFSEjNiYkX8yLomO5cUq5W2QRbKtHu9OExmFufJVeVj1dK8fIw6HfUuV08QrOsdBAshCIY1EsxmgqEwfzt1cljHoygKM9LSuWv6TO6dNYebJ0x8X+2Nj7Y0c7CxgTRrfL8t0x1mMwZV5a+lJ/CFxu5MaGFCIlNTU2nzegbMj/YEg+h1OpYVFI7w6MYmRQzPRRoZMhCOUVXOTkrbWged+TxX/H1TdeWQ7ruxq4sjTY0kmS0Dnj7Xqyo6RRnSIveLc/OZnJJCnduFPxTqdVtY06hzO0myWLhj0uA5bROTklmSm0+719tnkY8QgubublRV4cNTpo/JAvoXYzeZ+JdJUwiEw3R4vb0+LIUQOH0+uoMBbp4wcdA84gvVu1z839HDfHfHVn6wawdvlZ8etkVW0pWbmZ7BvKxsGru7+tTQFmfTj3SqQla8nQSLhb1n6mO6ysDOuhp8odCgZ8eSLVYauro42Ng4giMbWYqi8KEp07EajDR0dfVZ5OwNBmnq7mJuRiZzhrFjoCSNFjI1Ika5/H4C4TCJF1kMZ9LpaPUM7YeT0+8joIWxDXJaLbLvIfxgjDMaeXzJMp7ZupmTrS1AT7Af0jTCmkZaXDwPLVjEpOSUQR9HURQevGYBAS3MjtoaWj3dmPR6hBD4w2HsJhOfnHkVNxQVD9nYR5uPTJ2OOxDgjdKTVDk7Men0KAr4QiEsegO3T5zMvbPmXNJjBcNhfn3oAG+eLo2UwRKAekrht/EH+dxV82X76hikU1W+snAJG8rLcPp9eINBVEVBINAEGFSVPIeDRIsFbzCI0+/H6ffHbLpMh9d30dx3o06HJjScft8IjmzkXZOdw4NXL+Dn+/dQ4+zEoOpQ1Z6cf1VRuCY7h0cXLR1XayOGl8yNGM1kIByjLHo9elUlqGmDzloGwxq2IcrRPcdqMKBXVIJaGNMgvyJBTbtosPx+ZdnsfPvGm9hZV8vG6kqau7qIMxpZmJPLtfmFpFgv7UM4zmjkP5Ys41BTI+9WllPl7ESvqMzKyGBFQfGwLTAcLXSqyr/Nmce1+QVsrKzgeEszAsHE5FSuLyxiSkrqJa+uf+nQAf5w7AjxRiN5jgTUs/cLaRoNXW6+s30LT1x73bAttpIun8NsZnpaOuUdbQjRs4BOVRQcJjMpVivmsykGQS2MXlWwxnA+fbzReNESjyFNQ0EZ8jUVsejG4glMT0vnvepK9p6pwxcKkW2zs7ygiHlZ2RjH4dkwSeqPDIRjVFFiEnmOBCo62rEaHP1uE9Y0wmgsHuLZtly7gwlJyRxtaRpwsYUmBMFwmCV5+UO6bwCTXs+ygsIrzl/TqSpzM7OYmylP//VHURQmJadcdIZ9MLVOJ2+ePonNaOwzU3guj73a1ckrRw4zN2Psl64ajZYVFFLZ2UF+wj+/xFyo0+fjqqxs0uIuPVVmpF2VlX02/zcUCeAv1OH1kmy1Mis9c4RHFx2ZNht3T5/J3dNnRnsoY5ssnzaqyfMiMUqvqtxaMgkB/Z7G04Sg3u0iM97GtfkFQ7pvRVG4tWQSOkWlw+ftc7s4u+/UuHiuk4strkibx8Omqko2lJexr6Ge4CgrV7apuhK3PzBgCo+iKKRa4ihtbeFkW+sIj066FCsKiki2WjnT5ep3cVW714Nep3JzycSY/iIzJyOTkuRkGrrchPppzuEJBukOBrixaMKQVbqRJGn0kzPCMeymCSVUdnbwt9OlOH0+HGYzekXFGwriDgRIi4vjKwuXDEtTjRWFRVR2dvDqiWO4/X4cJjN6VcUbCuEO+Em2Wnl4wSLS4mT5ncvh9Pn438MH2VRVSae/58uGXtWR73Dw4SnTuaGoOKaDjnPqXM6L5mVaDQZavN2ccbuYkpI6gqOTLkW23c6X5i/kezu2UeXsxG40YdbrCWo9ubRGnY57ps9iSe7Qn/0ZSgadjq8sXMo3Nm+ksrMDq94QSZdw+n1owNL8Aj4+Q86OSkNMpgiPajIQjmE6VeWBq+czLS2NdWWnKG1rw6+FsRj0rCwu4ZaSiRRcYrel90tRFO6bM49JKSn84/QpTrS24A+GMel1fGDyVG4tmUhRYtKw7Husc/n9PLX5XQ42NmI3msi1OdCpKr5QiOrOTr63axuugH9U1DrVqepFW9iKs/+5WLMUKXoW5+aTYo3j76dL2V5bQ3cwiE5VWJiTx80TSliQkzsqvpjlJyTw9PU3sq7sNBsqynD6/SjAhORkbi6eyA1Fxf2WVpMkafyS7wgxTlUUlhcUcV1+IW1eL/5wiASTmTijcdj3rSgKS/MKWJKbH9m3w2QmfgT2PZa9euIYhxobybbZMOr++Sdo1uvJsTto6e7mt4cPMi8za9i+6AyVKSmpvFV+mrCmDdity+n3YTOZKEkeui6E0tA7ly/+b3OuwuX3YzHoY7ZCxGDS4uK5d9YcPjZtBm1eDzpFJcVqHdPd5KToUgBliHN6Y/9r59gh3xlGCUVRSLFaybbZLykIdvl9NLjduP1+On1eGtzuy67pev6+ZRB8ZTzBIG9XlGMxGHoFwedLsVpx+f1sHMIazcNlaV4Bqdb4SC3aC4U1jU6fl/nZOWTZ7FEYYezqDgRocLvp7CcPP5psJhPZdvuoDILPZ9LrybLZSY+Pl0GwNLzEMF2GSUdHB6tXr8bhcOBwOFi9ejWdnZ2D3kcIwZo1a8jKysJisXDddddx7NixyO1VVVUoZ9PkLrz88Y9/jGxXUFDQ5/avfvWrw/VUL4mcER5jDjSc4R9lp9h7ph6n30+X34+qKtiMJhxmM4ty87ilZNIVVQqQLl9VZwftXg/JgwQZiqJg0uk4NAqK/jvMZj497ype2LmdGpeTVGscVoMBTQhcfj/tPg9FCUmXXJN4PChrb+Pvp0+xpaaqp2mFojAzPYObJ0zkmuycUZGCIEnS6HXPPfdQV1fHunXrAPj0pz/N6tWreeONNwa8z3PPPcfzzz/PSy+9xMSJE/nmN7/JjTfeSGlpKTabjdzcXBoaGnrd5+c//znPPfccN998c6/rn3rqKe6///7Iz/FRbvUtA+Ex5PWTJ/jVgX10B/yENI02r5ew6Fk93eUPEBYafztVyraaar60YBFL8wqiO+BxKCwEGlw02FEUpd+V77FoeUERZp2eV44eoryjnWZPNyCINxq5vrCY/zd7rpwNPmtHbQ3P79xGu9eLzWjCojcQ0sJsra1hz5l67pk+k3tmzJLBsCSNJqOofNqJEydYt24dO3fuZP78+QD84he/YOHChZSWljJp0qR+hiJ44YUXeOKJJ7jzzjsB+PWvf016ejqvvPIKn/nMZ9DpdGRkZPS632uvvcbHPvaxPoGuzWbrs200yUB4jDjY2MCvDuwDBAkWC6fb2tCpKhadARD4QiHavF6mJKfS4ffyw107KHAkkuvov0axNDzS4+Kw6vV0BwIYB2mf7Q+HRlXTj4W5eVyTncPRlmYau9zoFZVJKSnk2OXv1zln3C6+v2sHLr+fAkdCr2A3wWyhzePhlaOHKUhMZHGMV2iQJGlkuFyuXj+bTCZMV1D+b8eOHTgcjkgQDLBgwQIcDgfbt2/vNxCurKyksbGRlStX9hrHsmXL2L59O5/5zGf63Gffvn0cPHiQ//7v/+5z27PPPss3vvENcnNz+chHPsKjjz6KMYpplzJxaoxYV3YKTzBAWlw8zd3daEI7r3OQ0lMOKazR6vWQHW+nzevlncryqI55PEqLi2dBTh4dfu+AXbC6AwEMqo4VhUUjPLoro1NVZqVnsKq4hOuLimUQfIF3Kyto8XSTbbP3O+ObbLUSDId581TpRStxSJIUS4YvSTg3NzeSy+twOFi7du0VjbSxsZG0tLQ+16elpdE4QDreuevT09N7XZ+enj7gfX75y18yZcoUFi1a1Ov6L33pS/zud79j48aNPPjgg7zwwgs88MADl/NUhoycER4D3H4/e87UYzeZCYTDuP1+9OqF7TMV9KpCu9dDviMBi17P5uoqPjV7blTGPJ59eOo0DjSeodblJDPeFvnCIoTAHfDT7vWyrKCQ2eOk+9V4sbmmCrNOP2D3NoAEs5njLc00d3eTHuW8OYAaZyfvVlZwpLmRkKZRkJDIisJiZqSlD/o8oi0QDrO7vo5N1ZU0drmxGozMz85hWX4hyWfbtLv8PrZUV7O9rgaX30eyNY6lufkszM0bFy2YpdGhtrYWu/2fqWUDzQavWbOGr3/964M+1p49e4D+U/OEEJeUsncp9/F6vbzyyiv853/+Z5/bHn744ci/Z86cSWJiIh/+8Id59tlnSY5SZSEZCI8B3lCQkKZh0esJaxoaot+arYqi9OSoCoFBp6Mr4L+kX35paBUlJvHE0uv43s5t1DqdaGePgSYEVoOBG4sm8OA1C+RK9zGmyx/AoBv8mBpUHZ5giO7g5VV4GSpCCP584hgvHzmEy+/HqNOhonC0uZm3K8q5Nq+AL85fiCUGA8bm7i6e3baZo83NaEJg1OkIaRr7ztTzx+PH+OI1C7CZTHx7+xbq3W5Uped1L21tZVtNNROSkvjq4mWjKjVJijLt7GWoHxOw2+29AuGBPPjgg9x1112DblNQUMDhw4dpamrqc1tLS0ufGd9zzuXzNjY2kpn5zwma5ubmfu/zpz/9CY/Hw7333nvRcS9YsACAsrIyGQhLly/eaMKo0+ELhXGY9Kj0BFUXzglrWs+Hgqoo+EMh0hwOGQRHyfS0dP77ltvZVVfHwaYGfMEQqXFxLM0rYEJSkjwuY1CSxdJvy/Lz+cMhDDoVu8k8QqPq3/qKMn51YB8GVdcnn9nt97OhogyjXsfDCxZHcZR9+UJB1m7dzOGmRjLjbZjPa54R1jTOdLl5eusmdIpCdzBIjs2O/rwvnIFwmFNtbTy99T2evWHVsHTtlKThkJKSQkrKxatBLVy4EKfTye7du7nmmmsA2LVrF06ns08awzmFhYVkZGSwYcMG5szpqQAUCATYtGkTzz77bJ/tf/nLX3LHHXeQmnrxTqIHDhwA6BVgjzQZCI8BVoOBJXn5/LX0JMkWCwlmMy2ebvSqet4HmCAsBClWK5oQBMJhVhSMrhzUscasN7CsoJBlBYXRHoo0ApYXFnGyrWXA5iNCCDp9Pq4rKCLFGr0avoFwmD8eO4omIDUurs/tNpOJsBC8V1XJByZPpTCGmr7sqKvlaHMTWfG2Ph3kdKpKjs3OwaZGwkJjbkZWn/QOo05Hrt1BeUd75PlJ0lgyZcoUbrrpJu6//35+9rOfAT3l02677bZeC+UmT57M2rVr+eAHP4iiKDz00EM8/fTTlJSUUFJSwtNPP43VauWee+7p9fhlZWVs3ryZv//97332vWPHDnbu3Mny5ctxOBzs2bOHhx9+mDvuuIO8vLzhfeKDkIHwGHHzhIlsrq6i3u0mzRpHh8+HPxzGpNOhKOANhTDpdSRZrT25qTYby6OwGKvO5WTvmXq6AgHijSauyc6WpbWkceG6/EL+WnqCWrcz0lb7HCEEjd1dxBmN3D6x76rtkXSoqYG6szWhB+IwmahydrK1pjqmAuGNlRUoMGAbZQ1BUAsT1jSC4XC/2+lVFb2iY315mQyEpUszisqnAbz88st88YtfjFSBuOOOO/jRj37Ua5vS0lKcTmfk58ceewyv18sDDzxAR0cH8+fPZ/369dhstl73+9WvfkV2dnavChPnmEwmfv/73/P1r38dv99Pfn4+999/P4899tgwPMtLJwPhMWJicgoPzV/ED3bvoM3rJdFkptXrwX22m5xRp5JgMtPc1UWmzcZji68lLW7kFuO4/H5+unc32+uq6QoEUej58LeZTCzNK+DT866WXeukMS3ZauWri69l7bbN1LicmHR6zHo9IS1MdzCI3WTis1ddw6yM6C6SbPV4CAsxYDAJPesNFKC1u3vkBnYJzrjdvdIhLhTStLMVORSCWhjTAB+BVoOBFk83IU3rlTohSWNBUlISv/3tbwfd5sLKNYqisGbNGtasWTPo/Z5++mmefvrpfm+bO3cuO3fufF9jHQkyEB5DluYXkOtw8G5lBRurKog3m/AGA4BCnNFIitXKjUUTWFFQNKIr0j3BIE9veY89Z+pJNFvIs1tRzy4Oc/p8vHm6lA6fl68tvW7QD19JGu2mpKbxnRtvYmNlBRsqyun0+7AZTNxSMokbioqZkBSdxSLnM6o6BD2LagerDCEYeOY1Wkx6/aCNaHrCd4DBFwmHNQ2T3oBO5upLl2KUzQhLvcXWu5h0xQoSEvnXOfP4f7Pn9prNOPfvaCzCeqeynH0NZ/osXlEVhUSLBbNez676WjZXV3Fj8YQRH58kjaS0uHg+Nn0mH5s+k2A4HLW/y4FMT0vHbjTR6fORNEDTl0A4hF5VmTHAKvNomZ+dw8nWlgGDeKNO15OSomlY9P1XvBBC0B0MsLywKKaOiyRJw0Oe8xmjFEXBoNP1nMI879/vlyYEZe1tHGpqpKKj/X0X+teE4K2y0+gUZcBTlhaDAQS8VX5aNhKQxpXL/bscTunx8SzKzcfp9xEIh/vcrglBQ1cXuXYH12TlRGGEA1teUITdZKLa2YnT58MbDPZ6T+kOBIgzGLGZTLgD/n4fo83rwWo0ckNR8UgNWxrthq+fhjQC5Iyw1C8hBG9XlPPGqZNUdHQQ0sIYdDqKE5O4Y9IUlhcUXtIHuMvvo97twnaRlpA2k4mqzg784RDmAWZqJEkaGf86Zy41zk6OtTQTZzCSYDajAF3BAJ0+H+lx8Ty8YFFMpUYEw2H2NdQjEDS43dS5nBhUHXaTiRSrlZDWs1DulpKJxBuM/L3sFG5/gCSLBaNOhz8Uos3rwaDTce+sOUxPi63ZbkmShkfsvItJMUMIwYsH9/OH40cRQpBk7vmgCITDnGht5lRbK2fcLj4+Y9Ylz2bF1pyXJEmDSbJYeWr59fzp+DHeqSyn2dMNQmAxGFhZNIEPT51GcQzkM58TDIf53s7tvF1Rhk5VKU5Kos3jweX30eb10OnzMiEpmX+dczV3TJqCTlGYkJTM306fpMbpJKT1tKSfnpbOv0yawrX5BdF+StJoInOERzUZCEt97K6v488njhGnN5B4Xo6gQacjzmikzevhd8eOMC01jTmZWYM+lt1kJstmp7y9bdAmAW6/nxnpGZh08ldSkmJBgtnCv829io9Om0G1s5OwppEZb4uJ1s8Xeqv8NG9XlpFksUaqz6THxeMJBQmGQrT7fOhUlWuycyItzW+dOIlVE0ooa2/DGwxiM5koTpTNbCRpvJE5wuOUONtquT/ryk8TCId7BcHnS7ZY8YWCrK8ou+h+VEXhpgklhIXAHwr1u403GATgpuIS+SEkSQz+9zncNCF65dXaTSZmpKUzOyMzJoPgkKbx99OnUFH6lGC06g04zBYKHAm4/H42Vlb0ul2vqkxOSWVOZhYTkpLl+490ec7NCA/1RRoRcvptHBFCsL/xDG9XlHOwsYGwppHnSODG4gkszSvAajDQHQhwuKkRu/EiOb0GE3vP1BMIhyMzLAO5vrCYrTVV7DlzhmSzBbvJhHK2fJrL76PD52NhTp48HSmNexUd7bxTUc6Wmmq8oSBJFgsrCotZUVg0aIOLK9Xp87KxspINFWW0eLox6vQsysnlhuIJTEq+eNvWaKpzOal1OUkcpB2ycnax7s76Wj45e+4Ijk4aF2RqxKgmA+FxIqxp/GL/Xt44dRJ/OES8wYiiKBxubuRQUyPry8t4fMkyVKVnRsigDh7c6lSV8NlWzRcLhK0GA/+x5Dp+sncXO+pqqXZ29tQRRhBvNHHLhIl85qprYmrhjSSNtLcryvjx3t04fT6sBgMGVaXW6eQX+/bw99OlfHXJMqakpA75fis7O3h6y3tUdnZgUHRYDHrcIR+vnjzOhooy/t+cefzLpClDvt+hEgiHCYv+21afT6eo+AY4KyVJ0vglI49x4q+lJ3n15HHsRhOZ8f9siZhsseIPhTjY2MDzO7byX8tWEG800un1YR+k0oM3FCQ9Lh6r4dIqPDjMZr66ZBk1zk72nKmnOxDAZjRxTXYO2XbZYlka3w43NfKjPbsIhEIUOBJ6naIPaxq1bhfPbt3Md1feTLLVOmT77QoEWLt1ExUdHeTaHb26qAkhaPF08z/795IeF8+CnNwh2+9QSrJYMev0eIPBQbvK+UJBMuLTRnBk0rghZ4RHNZkjPA74QyH+UnoCg6qSYO67YM2k15NmjeNQUyOlba1cX1iMJxQcMEcxrGn4QyFuLJ4waOep/uQ5EvjQlGncO2sOH5wyVQbBkgT87dRJuvx+MuNtffJUdapKrs1OndvJe9WVQ7rfbbXVVHZ0kGOz92klrCgKaXHx+EIh/lp6ImZrfKdYrczPzsXp9w04xkA4jACuLywa2cFJkhTzZCA8DhxqaqShy02yZeCZJKvBgC8UYkdtDauKS8i226lxOfu0Kw1pGrUuJ3mOBG4olAXnJelKtXs97D1Tj8NsHnCxlk5VMag63q0sH9J9v1dViaL0VIQZSKLZwtGWZmqdTk60tvCrA/v49vYt/HjPLnbU1vTbdGOk3TF5CglmC3VuF+EL3rP8oRD1bidTUlJZlJsfpRFKY5vsqDGaydSIccDp8xE+WydzIIqioCoKnT4vmTYbjy9ZxnPbNlPncqEoYFR1kVmVgoRE/n3xtaTGDd/iHUkaL5x+P4GwNmgqEoBJp6fd6x3Sfbd5PZjUwT8GzHo9nT4v3925jfKOdrzBIAo9H9N/KT1BcWISX164OKp1haekpPLooiW8sGsHtW4nekVFp6oEwmEUYHpaBo8vufaSU7kkSRo/ZCA8DliNBhRFIaRpfU5/nk8Tgriz5YempKTy/ZtuY2tNNVtrquj0+Ui0WFiaV8CSvPw+ZYokSbo8cQYDelUhqIWBgQO1oBYmxTB0+cEANqOJGq1z0G3OdVw70HCmp46wNS4yc+0PhTjV1so3Nr/H09ffSJYteqlO83Ny+WFSMpurK9lRV0t3IEBafDzL8wtZkJMrF+NKw0c7exnqx5RGhHxnGAdmpGWQYrXS7vWSNsAsrj8UwqCqXJWZHbnObjJxS8lEbimZOFJDlaRxJ9Uax9TUtJ70iAGazmhC4AuFhrzE4JLcfA6dLaU4UNWF+i4XQU0jx+7oM6Nq0uvJtTuodnXyxqmTfGbeNUM6vvcrxWrlzinTuHPKtKiOQ5Kk0UPmCI8DdpOJlcUT8AQDeM42rwgLjQ6flxZPNy2eburdLoqTkpmXlX2RR5MkaSgpisItJZMw6HS0eT19bhdCcKbLRbLVyoohXux1bX4B6fHx1He5+l0c2+nz0R0IEG8wDphWoFNVbEYTG6sqcfv9Qzo+aXi0ez1srq5iQ3kZ+xrqYyLPe3STOcKjmZwRHifumT6LWqeLrTVVuAN+PMEQQS0c6SIVZzBSnJgYsyvDJWksW5ybx93TZ/J/Rw9T7ezEYTJjUFV84RAuv59Es5kvXrOQHLtjSPebbLXy5YVLeG77FqqdndiMRix6AyGh4TzbljjRbCH+Ig124g1GnH4fLZ5ubBfJdZaix+X387+HDrCpupIOX0++uV5Re6r5TJ3GyqIJsrve5ZDl00Y1GQiPEya9nkcXL6HF082mqkpCmoZOVbDo9SSZLehVlb+fPoU3FOLRRUsv2iRDkqShoygKH58xi+LEJP5RdpojzY0EgmFMeh23TZzELSWThq3D29zMLNZev5I3T5WyuaaK7mAQnaowLzObmyaU8NKh/bR6+s5Un09DoCgKOkWeZIxVXYEA39j0LvsbG7AbTeTaHOhUFX8oRI3TyQs7t9Pp8/GxaTOiPVRJGlEyEB5HjjQ1Ud7RxsTkZCx6AwIwqGokN7A7EGBzdRVXZWWzqrgkuoOVpHFGURQW5uaxMDePdq8HbyiEzWi6aDWJoVCYkMiD1yzgU7Pn4vT7MOn0JFssKIrCoaZG/nK2jvBAs4VOn48sm51Mm63f26Xoe/3kcQ40NpAVb+u1cNCk15Njt9Pi6eb/jhzi6qxsihKTojjSUWg4MhnkhPCIkV/fx5H15WUEwxoJZgsmvR6zXt9rgUxPxQjBurLTMkVCkqIoyWIl22YfkSD4fPFGI9k2OylWayToXVFYhNVgoMPn6/c+vlCIgKaxakKJPJMUo3yhIOsryjDr9QNWz0ixWHEHArxbWTHCo5Ok6JKB8DgR1jQONzUQbxi87JnDZKaqs2PI65VKkjQ6TUtN44OTp9IdDHDG7Y4srAprGq0eD41dbq7OyubWkklRHqk0kGqnk1ZPNwlmy4DbKIqCWafnYGPDCI5sjBDa8FykESFTI8YJTQg0uOhCCFVR0IQgLP8IJUmi5z3jU7PnkmSx8pfS45xxuyMVJhLNZu482zJdNquIXWFNQwhQL7IO7ly9eUkaT2QgPE4YdDqybTZOtraSZBl4VqArECDZah105kCSpPFFVRQ+MHkKN08o4VBTIx0+L2adnpnpGSQO8n4ixYb0uHisBgNdgQBJloE/9n2hIAUJCSM3sLFCVo0Y1WQgPI6sKi7heEsLgXC431y+kKbhC4VYWSxz/SRJ6suk13NNdk60hyG9T8lWK4ty8/j76VISzBbUfs4MdgcD6HU6VhQWR2GEkhQ9MhAeR5blF7KhopzDTY2kxcURd16+sC8UoqHLTXFikqwYEQVNXV28V13J3jP1+EIhcmx2risoZG5mFgb5pSTq/KEQu+rr2FRdSXN3F/EGE/Nzcrk2P58ky9C2PZak4XDnlGnsbzhDrctJZrwtMtkhhMAdCNDu9bA0v4C5mVlRHukoJSdwRy0ZCI8jcUYj/7F0Gd/dvpXDzY00d3dHcoINOh1TU9N4bNFSUqzyg30kvVtZwU/27qLD60V/tpzdydYWNlZVMDczi0cXLZWnn6OoscvN2q2bOdnagiYERp2OUFhjz5k6/nj8CA8tWMTVWXKWVIpthQmJfG3pdXx3xzZqXU5CmhZ5/7caDKwoLOKL8xehH6DVtjQImRoxqslAeJxJtcbx9PUrOdLcxI7aGpw+HzaTiauyspmbmSXfBEfYvoZ6frBrO/5wmDxHQq9Tlt5gkF31dXx7+xaeWn6DPDZR4AkGeXrLJo61NJEVb+9VeiqsadS7XXx7+1a+ufwGJg5TwwtJGipTUtP471tuZ1d9HQcbG/AGg6TGxbE4L5+JScmyq5w0LslAeBxSFYVZ6RnMSs+I9lDGNSEEfzp2jK5AgHxHQp8PIYvBQHpcPPsbGzjQeEbOOkbB1poqTrS2kG1z9Mmb16kquXYHVc5O/lp6kq8sWhKlUUrSpTPp9VybX8C1+QXRHsrYIWeERzU5xSRJUVLl7ORYSzPJFuuAMzFWg4FQOMx7VZUjPDoJetJWFBhw8aiiKDhMZnbU1dDuHbwNsSRJkhR7ZCAsSVHS5vHgCwUvWn/VqNPR4HaP0Kik89W73Vj0gx8fi0GPLxSSTWgkabw6NyM81BdpRIyZQPjHP/4xhYWFmM1m5s2bx5YtW6I9JEkalEGnQ1XVixawD2sCi0FmMUWDWa8ndJHmMmFNoFMUWXJQkiRpFBoTgfDvf/97HnroIZ544gkOHDjA0qVLufnmm6mpqYn20CRpQCVJyaRa4+jw+QbcJqxphIXGVZkyPzgaFmTn4AuFEIPMznT6vOQlJJBts4/gyCRJihmCYZgRjvaTGj/GRCD8/PPPc9999/Fv//ZvTJkyhRdeeIHc3Fx+8pOfRHtokjQgq8HAquIJ+EJBvMFgn9uFEDR0u0mJi2OpXNgSFcsLi3CYTDR1d/d7e1cggABuKi5BJ6t6SJIkjTqj/p07EAiwb98+Vq5c2ev6lStXsn379n7v4/f7cblcvS6SFA0fmjKNBTm5NHm6aOxy4w+FCGkaLr+PamcnVoORz189X9Z2jpKixCTum3MVqgLVzk7cAT8hTcMbDHLG7aLd6+H6wmJumjAx2kOVJClaZI7wqDbqEw9bW1sJh8Okp6f3uj49PZ3GxsZ+77N27Vq+/vWvj8TwJGlQFoOBJ5Zex2snj/NW+WlaursJC4FZr2dRbj4fmjpNlrmLslsnTiLJYuH10uOcaGmh0+dDpypk2ezcWjKJ2yZOkjWeJWk8k+XTRrVRHwifc2H5KSHEgCWpHn/8cR555JHIzy6Xi9zc3GEdnyQNxGIwcM+MWdw5ZSrl7e0ENY0Uq5UcuyPaQ5POWpibx4KcXKqcnXR6vZj1eoqTkuUCOUmSpFFu1AfCKSkp6HS6PrO/zc3NfWaJzzGZTJhMppEYniRdMrPewLS0/n9npehTFIXChERISIz2UCRJiiFCiEEX1F7uY0ojY9SfzzMajcybN48NGzb0un7Dhg0sWrQoSqOSJEmSJEmSYt2onxEGeOSRR1i9ejVXXXUVCxcu5Oc//zk1NTV89rOfjfbQJEmSJEkay2SO8Kg2JgLhj33sY7S1tfHUU0/R0NDA9OnT+fvf/05+fn60hyZJkiRJkiTFqDERCAM88MADPPDAA9EehiRJkiRJ44mcER7VRn2OsCRJkiRJkiRdjjEzIyxJkiRJkjTi5IzwqCZnhCVJkiRJkqRxSc4IS5IkSZIkXSahCYQ2xHWEh/jxpIHJQFiSJEmSJOmyibOXoX5MaSTI1AhJkiRJkiRpXJKBsCRJkiRJ0uXSxPBchklHRwerV6/G4XDgcDhYvXo1nZ2dg97n1VdfZdWqVaSkpKAoCgcPHuyzjd/v5wtf+AIpKSnExcVxxx13UFdXd8X7Hm4yEJYkSZIkSRon7rnnHg4ePMi6detYt24dBw8eZPXq1YPep7u7m8WLF/PMM88MuM1DDz3Ea6+9xu9+9zu2bt1KV1cXt912G+Fw+Ir2PdxkjrAkSZIkSdJlGz05widOnGDdunXs3LmT+fPnA/CLX/yChQsXUlpayqRJk/q937lgtaqqqt/bnU4nv/zlL/nNb37DDTfcAMBvf/tbcnNzefvtt1m1atVl73u4yUAYEGfr9blcriiPRJIkSZKkS3Xuc1tEse6uP+Qftse8MC4xmUyYTKbLftwdO3bgcDgigSjAggULcDgcbN++/bKD0X379hEMBlm5cmXkuqysLKZPn8727dtZtWrVsO37SslAGHC73QDk5uZGeSSSJEmSJL1fbrcbh8Mxovs0Go1kZGTwg7cHThe4EvHx8X3ikieffJI1a9Zc9mM2NjaSlpbW5/q0tDQaGxuv6HGNRiOJiYm9rk9PT4887nDt+0rJQJieby21tbXYbDYURYn2cN43l8tFbm4utbW12O32aA9HGoA8TqOHPFajhzxWo8dwHCshBG63m6ysrCF5vPfDbDZTWVlJIBAYlscXQvSJSQaaDV6zZg1f//rXB328PXv2APQb5/S3r6Fw4eOO5L4vlQyEAVVVycnJifYwrpjdbpcfBKOAPE6jhzxWo4c8VqPHUB+rkZ4JPp/ZbMZsNkdt/+c8+OCD3HXXXYNuU1BQwOHDh2lqaupzW0tLC+np6Ze9/4yMDAKBAB0dHb1mhZubm1m0aFFkm+HY95WSgbAkSZIkSdIolpKSQkpKykW3W7hwIU6nk927d3PNNdcAsGvXLpxOZyRgvRzz5s3DYDCwYcMGPvrRjwLQ0NDA0aNHee6554Z131dKBsKSJEmSJEnjwJQpU7jpppu4//77+dnPfgbApz/9aW677bZei9UmT57M2rVr+eAHPwhAe3s7NTU1nDlzBoDS0lKgZ5Y3IyMDh8PBfffdx5e//GWSk5NJSkriK1/5CjNmzIhUkbjUfY80WUd4DDCZTDz55JNXtJJUGn7yOI0e8liNHvJYjR7yWMWGl19+mRkzZrBy5UpWrlzJzJkz+c1vftNrm9LSUpxOZ+Tnv/71r8yZM4dbb70VgLvuuos5c+bw05/+NLLN9773PT7wgQ/w0Y9+lMWLF2O1WnnjjTfQ6XTva98jTRHRrDkiSZIkSZIkSVEiZ4QlSZIkSZKkcUkGwpIkSZIkSdK4JANhSZIkSZIkaVySgbAkSZIkSZI0LslAeIStXbuWq6++GpvNRlpaGh/4wAciZUjOEUKwZs0asrKysFgsXHfddRw7dqzXNn6/ny984QukpKQQFxfHHXfcQV1dXa9tOjo6WL16NQ6HA4fDwerVq+ns7Oy1TU1NDbfffjtxcXGkpKTwxS9+cdi65Ix2a9euRVEUHnrooch18ljFjvr6ej7xiU+QnJyM1Wpl9uzZ7Nu3L3K7PFaxIRQK8bWvfY3CwkIsFgtFRUU89dRTaJoW2UYeq+jYvHkzt99+O1lZWSiKwuuvv97r9lg7LkeOHGHZsmVYLBays7N56qmnkOv/pfdNSCNq1apV4sUXXxRHjx4VBw8eFLfeeqvIy8sTXV1dkW2eeeYZYbPZxJ///Gdx5MgR8bGPfUxkZmYKl8sV2eazn/2syM7OFhs2bBD79+8Xy5cvF7NmzRKhUCiyzU033SSmT58utm/fLrZv3y6mT58ubrvttsjtoVBITJ8+XSxfvlzs379fbNiwQWRlZYkHH3xwZF6MUWT37t2ioKBAzJw5U3zpS1+KXC+PVWxob28X+fn54lOf+pTYtWuXqKysFG+//bYoKyuLbCOPVWz45je/KZKTk8Xf/vY3UVlZKf74xz+K+Ph48cILL0S2kccqOv7+97+LJ554Qvz5z38WgHjttdd63R5Lx8XpdIr09HRx1113iSNHjog///nPwmazie985zvD9wJJY5IMhKOsublZAGLTpk1CCCE0TRMZGRnimWeeiWzj8/mEw+EQP/3pT4UQQnR2dgqDwSB+97vfRbapr68XqqqKdevWCSGEOH78uADEzp07I9vs2LFDAOLkyZNCiJ43PVVVRX19fWSb//u//xMmk0k4nc7he9KjjNvtFiUlJWLDhg1i2bJlkUBYHqvY8e///u9iyZIlA94uj1XsuPXWW8W//uu/9rruzjvvFJ/4xCeEEPJYxYoLA+FYOy4//vGPhcPhED6fL7LN2rVrRVZWltA0bQhfCWmsk6kRUXauYHVSUhIAlZWVNDY2snLlysg2JpOJZcuWsX37dgD27dtHMBjstU1WVhbTp0+PbLNjxw4cDgfz58+PbLNgwQIcDkevbaZPn05WVlZkm1WrVuH3+3udUh7vPv/5z3PrrbdGuuOcI49V7PjrX//KVVddxUc+8hHS0tKYM2cOv/jFLyK3y2MVO5YsWcI777zDqVOnADh06BBbt27llltuAeSxilWxdlx27NjBsmXLejXnWLVqFWfOnKGqqmroXwBpzJItlqNICMEjjzzCkiVLmD59OgCNjY0ApKen99o2PT2d6urqyDZGo5HExMQ+25y7f2NjI2lpaX32mZaW1mubC/eTmJiI0WiMbDPe/e53v2Pfvn3s3bu3z23yWMWOiooKfvKTn/DII4/wH//xH+zevZsvfvGLmEwm7r33XnmsYsi///u/43Q6mTx5MjqdjnA4zLe+9S3uvvtuQP5dxapYOy6NjY0UFBT02c+52woLCy/naUrjkAyEo+jBBx/k8OHDbN26tc9tiqL0+lkI0ee6C124TX/bX84241VtbS1f+tKXWL9+PWazecDt5LGKPk3TuOqqq3j66acBmDNnDseOHeMnP/kJ9957b2Q7eayi7/e//z2//e1veeWVV5g2bRoHDx7koYceIisri09+8pOR7eSxik2xdFz6G8tA95WkgcjUiCj5whe+wF//+lc2btxITk5O5PqMjAyAPrMRzc3NkW+7GRkZBAIBOjo6Bt2mqampz35bWlp6bXPhfjo6OggGg32+jY9H+/bto7m5mXnz5qHX69Hr9WzatIkf/OAH6PX6XrMP55PHauRlZmYyderUXtdNmTKFmpoaQP5dxZJHH32Ur371q9x1113MmDGD1atX8/DDD7N27VpAHqtYFWvHpb9tmpubgb6z1pI0GBkIjzAhBA8++CCvvvoq7777bp/TN4WFhWRkZLBhw4bIdYFAgE2bNrFo0SIA5s2bh8Fg6LVNQ0MDR48ejWyzcOFCnE4nu3fvjmyza9cunE5nr22OHj1KQ0NDZJv169djMpmYN2/e0D/5Ueb666/nyJEjHDx4MHK56qqr+PjHP87BgwcpKiqSxypGLF68uE8ZwlOnTpGfnw/Iv6tY4vF4UNXeHz06nS5SPk0eq9gUa8dl4cKFbN68uVdJtfXr15OVldUnZUKSBjWCC/MkIcTnPvc54XA4xHvvvScaGhoiF4/HE9nmmWeeEQ6HQ7z66qviyJEj4u677+63RE1OTo54++23xf79+8WKFSv6LVEzc+ZMsWPHDrFjxw4xY8aMfkvUXH/99WL//v3i7bffFjk5OeO2dNClOL9qhBDyWMWK3bt3C71eL771rW+J06dPi5dffllYrVbx29/+NrKNPFax4ZOf/KTIzs6OlE979dVXRUpKinjsscci28hjFR1ut1scOHBAHDhwQADi+eefFwcOHBDV1dVCiNg6Lp2dnSI9PV3cfffd4siRI+LVV18Vdrtdlk+T3jcZCI8woN/Liy++GNlG0zTx5JNPioyMDGEymcS1114rjhw50utxvF6vePDBB0VSUpKwWCzitttuEzU1Nb22aWtrEx//+MeFzWYTNptNfPzjHxcdHR29tqmurha33nqrsFgsIikpSTz44IO9ytFIvV0YCMtjFTveeOMNMX36dGEymcTkyZPFz3/+8163y2MVG1wul/jSl74k8vLyhNlsFkVFReKJJ54Qfr8/so08VtGxcePGfj+fPvnJTwohYu+4HD58WCxdulSYTCaRkZEh1qxZI0unSe+bIoRswyJJkiRJkiSNPzJHWJIkSZIkSRqXZCAsSZIkSZIkjUsyEJYkSZIkSZLGJRkIS5IkSZIkSeOSDIQlSZIkSZKkcUkGwpIkSZIkSdK4JANhSZIkSZIkaVySgbAkSZIkSZI0LslAWJKkMeGll14iISEh2sOQJEmSRhEZCEuSNKjt27ej0+m46aaboj2UK6YoCq+//nq0hyFJkiTFCBkIS5I0qF/96ld84QtfYOvWrdTU1ER7OJIkSZI0ZGQgLEnSgLq7u/nDH/7A5z73OW677TZeeumlXre/9957KIrCO++8w1VXXYXVamXRokWUlpZGtlmzZg2zZ8/mN7/5DQUFBTgcDu666y7cbndkm4KCAl544YVejz179mzWrFkT+fn5559nxowZxMXFkZubywMPPEBXV9dlP7eqqioUReHVV19l+fLlWK1WZs2axY4dO3ptt23bNpYtW4bVaiUxMZFVq1bR0dEBgN/v54tf/CJpaWmYzWaWLFnCnj17+rw+b731FnPmzMFisbBixQqam5v5xz/+wZQpU7Db7dx99914PJ7I/YQQPPfccxQVFWGxWJg1axZ/+tOfLvu5SpIkSf2TgbAkSQP6/e9/z6RJk5g0aRKf+MQnePHFFxFC9NnuiSee4Lvf/S579+5Fr9fzr//6r71uLy8v5/XXX+dvf/sbf/vb39i0aRPPPPPM+xqLqqr84Ac/4OjRo/z617/m3Xff5bHHHrui53du7F/5ylc4ePAgEydO5O677yYUCgFw8OBBrr/+eqZNm8aOHTvYunUrt99+O+FwGIDHHnuMP//5z/z6179m//79TJgwgVWrVtHe3t5rH2vWrOFHP/oR27dvp7a2lo9+9KO88MILvPLKK7z55pts2LCBH/7wh5Htv/a1r/Hiiy/yk5/8hGPHjvHwww/ziU98gk2bNl3x85UkSZLOIyRJkgawaNEi8cILLwghhAgGgyIlJUVs2LAhcvvGjRsFIN5+++3IdW+++aYAhNfrFUII8eSTTwqr1SpcLldkm0cffVTMnz8/8nN+fr743ve+12vfs2bNEk8++eSAY/vDH/4gkpOTIz+/+OKLwuFwDPp8APHaa68JIYSorKwUgPif//mfyO3Hjh0TgDhx4oQQQoi7775bLF68uN/H6urqEgaDQbz88suR6wKBgMjKyhLPPfecEKL/12ft2rUCEOXl5ZHrPvOZz4hVq1ZFHtdsNovt27f32t99990n7r777kGfnyRJkvT+yBlhSZL6VVpayu7du7nrrrsA0Ov1fOxjH+NXv/pVn21nzpwZ+XdmZiYAzc3NkesKCgqw2Wy9tjn/9kuxceNGbrzxRrKzs7HZbNx77720tbXR3d39vh7n/Yz93Ixwf8rLywkGgyxevDhyncFg4JprruHEiRMD7iM9PR2r1UpRUVGv687t8/jx4/h8Pm688Ubi4+Mjl//93/+lvLz8ip6rJEmS1Js+2gOQJCk2/fKXvyQUCpGdnR25TgiBwWCgo6ODxMTEyPUGgyHyb0VRANA0rd/bz21z/u2qqvZJuQgGg5F/V1dXc8stt/DZz36Wb3zjGyQlJbF161buu+++XttdjsHGbrFYBrzfufGeu8/511943YX7GOz1OPf/N998s9drD2AymS7+hCRJkqRLJmeEJUnqIxQK8b//+79897vf5eDBg5HLoUOHyM/P5+WXXx7S/aWmptLQ0BD52eVyUVlZGfl57969hEIhvvvd77JgwQImTpzImTNnhnQM/Zk5cybvvPNOv7dNmDABo9HI1q1bI9cFg0H27t3LlClTLnufU6dOxWQyUVNTw4QJE3pdcnNzL/txJUmSpL7kjLAkSX387W9/o6Ojg/vuuw+Hw9Hrtg9/+MP88pe/5MEHHxyy/a1YsYKXXnqJ22+/ncTERP7zP/8TnU4Xub24uJhQKMQPf/hDbr/9drZt28ZPf/rTIdv/QB5//HFmzJjBAw88wGc/+1mMRiMbN27kIx/5CCkpKXzuc5/j0UcfJSkpiby8PJ577jk8Hg/33XffZe/TZrPxla98hYcffhhN01iyZAkul4vt27cTHx/PJz/5ySF8hpIkSeObnBGWJKmPX/7yl9xwww19gmCAD33oQxw8eJD9+/cP2f4ef/xxrr32Wm677TZuueUWPvCBD1BcXBy5ffbs2Tz//PM8++yzTJ8+nZdffpm1a9cO2f4HMnHiRNavX8+hQ4e45pprWLhwIX/5y1/Q63vmEJ555hk+9KEPsXr1aubOnUtZWRlvvfVWr7SRy/GNb3yD//qv/2Lt2rVMmTKFVatW8cYbb1BYWDgUT0uSJEk6SxEXJuZJkiRJkiRJ0jggZ4QlSZIkSZKkcUkGwpIkSZIkSdK4JANhSZIkSZIkaVySgbAkSZIkSZI0LslAWJIkSZIkSRqXZCAsSZIkSZIkjUsyEJYkSZIkSZLGJRkIS5IkSZIkSeOSDIQlSZIkSZKkcUkGwpIkSZIkSdK4JANhSZIkSZIkaVz6/93m5m7QIzggAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 20\n",
    "# Generate random dataset for mall_customer dataset with features like Customer, Genre, Age, Annual Imcome, Spending Score. \n",
    "# Consider minimum 200 random samples for analysis. Apply DBSCAN as well as agglomerative clustering and \n",
    "# generate the dendrogram. Plot points in each cluster for DBSCAN with different colours.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.cluster import DBSCAN, AgglomerativeClustering\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import scipy.cluster.hierarchy as shc\n",
    "\n",
    "# Generate random dataset (200 samples)\n",
    "np.random.seed(42)\n",
    "df = pd.DataFrame({\n",
    "    \"CustomerID\": np.arange(1, 201),\n",
    "    \"Genre\": np.random.choice([\"Male\", \"Female\"], 200),\n",
    "    \"Age\": np.random.randint(18, 70, 200),\n",
    "    \"Annual_Income\": np.random.randint(15000, 100000, 200),\n",
    "    \"Spending_Score\": np.random.randint(1, 100, 200)\n",
    "})\n",
    "\n",
    "# Convert categorical 'Genre' column to numerical\n",
    "df[\"Genre\"] = df[\"Genre\"].map({\"Male\": 0, \"Female\": 1})\n",
    "\n",
    "# Extract relevant features for clustering\n",
    "X = df[[\"Age\", \"Annual_Income\", \"Spending_Score\"]]\n",
    "\n",
    "# Standardize the dataset\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "\n",
    "# Apply DBSCAN clustering\n",
    "dbscan = DBSCAN(eps=1, min_samples=5)\n",
    "df[\"DBSCAN_Cluster\"] = dbscan.fit_predict(X_scaled)\n",
    "\n",
    "# Plot DBSCAN Clustering\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(df[\"Annual_Income\"], df[\"Spending_Score\"], c=df[\"DBSCAN_Cluster\"], cmap='viridis', s=50, alpha=0.7)\n",
    "plt.xlabel(\"Annual Income\")\n",
    "plt.ylabel(\"Spending Score\")\n",
    "plt.title(\"DBSCAN Clustering of Mall Customers\")\n",
    "plt.colorbar(label=\"Cluster\")\n",
    "plt.show()\n",
    "\n",
    "# Apply Agglomerative Clustering\n",
    "agg_clustering = AgglomerativeClustering(n_clusters=5)\n",
    "df[\"Agglomerative_Cluster\"] = agg_clustering.fit_predict(X_scaled)\n",
    "\n",
    "# Generate Dendrogram for Agglomerative Clustering\n",
    "plt.figure(figsize=(10, 6))\n",
    "linked = shc.linkage(X_scaled, method='ward')\n",
    "shc.dendrogram(linked)\n",
    "plt.title(\"Dendrogram for Agglomerative Clustering\")\n",
    "plt.xlabel(\"Customers\")\n",
    "plt.ylabel(\"Distance\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold 1: Accuracy = 0.9000\n",
      "Fold 2: Accuracy = 0.9000\n",
      "Fold 3: Accuracy = 0.9000\n",
      "Fold 4: Accuracy = 1.0000\n",
      "Fold 5: Accuracy = 1.0000\n",
      "Fold 6: Accuracy = 1.0000\n",
      "Fold 7: Accuracy = 1.0000\n",
      "Fold 8: Accuracy = 0.9000\n",
      "Fold 9: Accuracy = 1.0000\n",
      "Fold 10: Accuracy = 1.0000\n",
      "\n",
      "Average Accuracy: 0.9600\n"
     ]
    }
   ],
   "source": [
    "# 21\n",
    "# Write a Python code to perform k-fold cross-validation on the dataset using a Support Vector Machine (SVM) classifier. \n",
    "# Use the following steps:\n",
    "# â€¢ Import necessary libraries.\n",
    "# â€¢ Prepare the dataset synthetically using make_classification.\n",
    "# â€¢ Preprocess the data if necessary (e.g., scaling).\n",
    "# â€¢ Implement k-fold cross-validation with 10 folds.\n",
    "# â€¢ Train the SVM classifier on the training set and evaluate it on the test set for each fold.\n",
    "# â€¢ Print the accuracy for each fold and the average accuracy across all folds.\n",
    "# Dataset Description:\n",
    "# â€¢ The dataset consists of 100 samples with 20 features.\n",
    "# The target variable is binary (0 or 1).\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import KFold, cross_val_score\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Step 1: Generate synthetic dataset\n",
    "X, y = make_classification(n_samples=100, n_features=20, n_classes=2, random_state=42)\n",
    "\n",
    "# Step 2: Preprocess the data (Standardization)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Step 3: Initialize SVM classifier\n",
    "svm_classifier = SVC(kernel='linear')\n",
    "\n",
    "# Step 4: Implement 10-fold cross-validation\n",
    "kf = KFold(n_splits=10, shuffle=True, random_state=42)\n",
    "scores = cross_val_score(svm_classifier, X_scaled, y, cv=kf, scoring='accuracy')\n",
    "\n",
    "# Step 5: Print the accuracy for each fold and the average accuracy\n",
    "for i, score in enumerate(scores, 1):\n",
    "    print(f\"Fold {i}: Accuracy = {score:.4f}\")\n",
    "\n",
    "print(f\"\\nAverage Accuracy: {np.mean(scores):.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bootstrap Sample 1: Accuracy = 0.9200\n",
      "Bootstrap Sample 2: Accuracy = 0.8933\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bootstrap Sample 3: Accuracy = 0.9133\n",
      "Bootstrap Sample 4: Accuracy = 0.8533\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bootstrap Sample 5: Accuracy = 0.8867\n",
      "Bootstrap Sample 6: Accuracy = 0.8800\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bootstrap Sample 7: Accuracy = 0.8800\n",
      "Bootstrap Sample 8: Accuracy = 0.8733\n",
      "Bootstrap Sample 9: Accuracy = 0.8800\n",
      "Bootstrap Sample 10: Accuracy = 0.8800\n",
      "\n",
      "Average Accuracy across Bootstrap Samples: 0.8860\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# 22\n",
    "# Write a Python code to perform bootstrap sampling on a dataset using a Random Forest Classifier. \n",
    "# The dataset consists of features and labels as specified below.\n",
    "# Dataset Description:\n",
    "# â€¢ The dataset consists of 150 samples with 10 features.\n",
    "# â€¢ The target variable is categorical with three classes (0, 1, 2).\n",
    "# Instructions:\n",
    "# â€¢ Import the necessary libraries.\n",
    "# â€¢ Load or create a synthetic dataset with the specified characteristics.\n",
    "# â€¢ Implement bootstrap sampling to create multiple samples from the original dataset.\n",
    "# â€¢ Train a Random Forest Classifier on each bootstrap sample.\n",
    "# â€¢ Evaluate the model on the original dataset and print the accuracy for each bootstrap sample.\n",
    "# â€¢ Calculate and print the average accuracy across all bootstrap samples.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.utils import resample\n",
    "\n",
    "# Step 1: Generate synthetic dataset\n",
    "X, y = make_classification(n_samples=150, n_features=10, n_classes=3, n_informative=8, random_state=42)\n",
    "\n",
    "# Convert to DataFrame for easier manipulation\n",
    "df = pd.DataFrame(X, columns=[f\"Feature_{i}\" for i in range(10)])\n",
    "df[\"Target\"] = y\n",
    "\n",
    "# Step 2: Perform bootstrap sampling and train Random Forest\n",
    "n_bootstrap_samples = 10  # Number of bootstrap iterations\n",
    "accuracies = []\n",
    "\n",
    "for i in range(n_bootstrap_samples):\n",
    "    # Create a bootstrap sample\n",
    "    df_sample = resample(df, replace=True, n_samples=len(df), random_state=i)\n",
    "    \n",
    "    # Split into features and target\n",
    "    X_sample = df_sample.drop(columns=[\"Target\"])\n",
    "    y_sample = df_sample[\"Target\"]\n",
    "    \n",
    "    # Train Random Forest Classifier\n",
    "    rf_classifier = RandomForestClassifier(n_estimators=100, random_state=42)\n",
    "    rf_classifier.fit(X_sample, y_sample)\n",
    "    \n",
    "    # Evaluate on the original dataset\n",
    "    y_pred = rf_classifier.predict(X)\n",
    "    accuracy = accuracy_score(y, y_pred)\n",
    "    accuracies.append(accuracy)\n",
    "    \n",
    "    print(f\"Bootstrap Sample {i+1}: Accuracy = {accuracy:.4f}\")\n",
    "\n",
    "# Step 3: Print average accuracy\n",
    "print(f\"\\nAverage Accuracy across Bootstrap Samples: {np.mean(accuracies):.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1: Accuracy = 1.0000\n",
      "Iteration 2: Accuracy = 1.0000\n",
      "Iteration 3: Accuracy = 1.0000\n",
      "Iteration 4: Accuracy = 1.0000\n",
      "Iteration 5: Accuracy = 1.0000\n",
      "Iteration 6: Accuracy = 1.0000\n",
      "Iteration 7: Accuracy = 1.0000\n",
      "Iteration 8: Accuracy = 1.0000\n",
      "Iteration 9: Accuracy = 1.0000\n",
      "Iteration 10: Accuracy = 1.0000\n",
      "Iteration 11: Accuracy = 1.0000\n",
      "Iteration 12: Accuracy = 1.0000\n",
      "Iteration 13: Accuracy = 1.0000\n",
      "Iteration 14: Accuracy = 0.0000\n",
      "Iteration 15: Accuracy = 1.0000\n",
      "Iteration 16: Accuracy = 1.0000\n",
      "Iteration 17: Accuracy = 1.0000\n",
      "Iteration 18: Accuracy = 1.0000\n",
      "Iteration 19: Accuracy = 1.0000\n",
      "Iteration 20: Accuracy = 1.0000\n",
      "Iteration 21: Accuracy = 0.0000\n",
      "Iteration 22: Accuracy = 1.0000\n",
      "Iteration 23: Accuracy = 1.0000\n",
      "Iteration 24: Accuracy = 1.0000\n",
      "Iteration 25: Accuracy = 1.0000\n",
      "Iteration 26: Accuracy = 1.0000\n",
      "Iteration 27: Accuracy = 1.0000\n",
      "Iteration 28: Accuracy = 1.0000\n",
      "Iteration 29: Accuracy = 1.0000\n",
      "Iteration 30: Accuracy = 1.0000\n",
      "Iteration 31: Accuracy = 1.0000\n",
      "Iteration 32: Accuracy = 1.0000\n",
      "Iteration 33: Accuracy = 0.0000\n",
      "Iteration 34: Accuracy = 1.0000\n",
      "Iteration 35: Accuracy = 1.0000\n",
      "Iteration 36: Accuracy = 1.0000\n",
      "Iteration 37: Accuracy = 1.0000\n",
      "Iteration 38: Accuracy = 1.0000\n",
      "Iteration 39: Accuracy = 1.0000\n",
      "Iteration 40: Accuracy = 1.0000\n",
      "Iteration 41: Accuracy = 1.0000\n",
      "Iteration 42: Accuracy = 1.0000\n",
      "Iteration 43: Accuracy = 1.0000\n",
      "Iteration 44: Accuracy = 1.0000\n",
      "Iteration 45: Accuracy = 1.0000\n",
      "Iteration 46: Accuracy = 1.0000\n",
      "Iteration 47: Accuracy = 1.0000\n",
      "Iteration 48: Accuracy = 1.0000\n",
      "Iteration 49: Accuracy = 1.0000\n",
      "Iteration 50: Accuracy = 1.0000\n",
      "Iteration 51: Accuracy = 1.0000\n",
      "Iteration 52: Accuracy = 1.0000\n",
      "Iteration 53: Accuracy = 0.0000\n",
      "Iteration 54: Accuracy = 1.0000\n",
      "Iteration 55: Accuracy = 1.0000\n",
      "Iteration 56: Accuracy = 0.0000\n",
      "Iteration 57: Accuracy = 1.0000\n",
      "Iteration 58: Accuracy = 1.0000\n",
      "Iteration 59: Accuracy = 1.0000\n",
      "Iteration 60: Accuracy = 1.0000\n",
      "Iteration 61: Accuracy = 1.0000\n",
      "Iteration 62: Accuracy = 1.0000\n",
      "Iteration 63: Accuracy = 1.0000\n",
      "Iteration 64: Accuracy = 1.0000\n",
      "Iteration 65: Accuracy = 1.0000\n",
      "Iteration 66: Accuracy = 1.0000\n",
      "Iteration 67: Accuracy = 1.0000\n",
      "Iteration 68: Accuracy = 1.0000\n",
      "Iteration 69: Accuracy = 1.0000\n",
      "Iteration 70: Accuracy = 1.0000\n",
      "Iteration 71: Accuracy = 1.0000\n",
      "Iteration 72: Accuracy = 1.0000\n",
      "Iteration 73: Accuracy = 1.0000\n",
      "Iteration 74: Accuracy = 1.0000\n",
      "Iteration 75: Accuracy = 1.0000\n",
      "Iteration 76: Accuracy = 1.0000\n",
      "Iteration 77: Accuracy = 1.0000\n",
      "Iteration 78: Accuracy = 1.0000\n",
      "Iteration 79: Accuracy = 1.0000\n",
      "Iteration 80: Accuracy = 1.0000\n",
      "Iteration 81: Accuracy = 1.0000\n",
      "Iteration 82: Accuracy = 1.0000\n",
      "Iteration 83: Accuracy = 1.0000\n",
      "Iteration 84: Accuracy = 1.0000\n",
      "Iteration 85: Accuracy = 1.0000\n",
      "Iteration 86: Accuracy = 1.0000\n",
      "Iteration 87: Accuracy = 1.0000\n",
      "Iteration 88: Accuracy = 1.0000\n",
      "Iteration 89: Accuracy = 1.0000\n",
      "Iteration 90: Accuracy = 1.0000\n",
      "Iteration 91: Accuracy = 1.0000\n",
      "Iteration 92: Accuracy = 1.0000\n",
      "Iteration 93: Accuracy = 1.0000\n",
      "Iteration 94: Accuracy = 1.0000\n",
      "Iteration 95: Accuracy = 1.0000\n",
      "Iteration 96: Accuracy = 1.0000\n",
      "Iteration 97: Accuracy = 1.0000\n",
      "Iteration 98: Accuracy = 1.0000\n",
      "Iteration 99: Accuracy = 1.0000\n",
      "Iteration 100: Accuracy = 1.0000\n",
      "\n",
      "Average Accuracy across LOOCV iterations: 0.9500\n"
     ]
    }
   ],
   "source": [
    "# 23\n",
    "# Write a Python code to perform Leave-One-Out Cross-Validation (LOOCV) on a dataset using a Decision Tree Classifier. \n",
    "# The dataset consists of features and labels as specified below.\n",
    "# Dataset Description:\n",
    "# â€¢ The dataset consists of 100 samples with 5 features.\n",
    "# â€¢ The target variable is binary (0 or 1).\n",
    "# Instructions:\n",
    "#     â€¢ Import the necessary libraries.\n",
    "# â€¢ Load or create a synthetic dataset with the specified characteristics.\n",
    "# â€¢ Implement Leave-One-Out Cross-Validation (LOOCV).\n",
    "# â€¢ Train a Decision Tree Classifier on each training set and evaluate it on the left-out sample.\n",
    "# Print the accuracy for each iteration and the average accuracy across all iterations.\n",
    "import numpy as np\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import LeaveOneOut\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Step 1: Generate synthetic dataset\n",
    "X, y = make_classification(n_samples=100, n_features=5, n_classes=2, random_state=42)\n",
    "\n",
    "# Step 2: Initialize Leave-One-Out Cross-Validation\n",
    "loo = LeaveOneOut()\n",
    "accuracies = []\n",
    "\n",
    "# Step 3: Perform LOOCV with Decision Tree Classifier\n",
    "for train_index, test_index in loo.split(X):\n",
    "    X_train, X_test = X[train_index], X[test_index]\n",
    "    y_train, y_test = y[train_index], y[test_index]\n",
    "\n",
    "    # Train Decision Tree Classifier\n",
    "    model = DecisionTreeClassifier(random_state=42)\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Evaluate on left-out sample\n",
    "    y_pred = model.predict(X_test)\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    accuracies.append(accuracy)\n",
    "\n",
    "    print(f\"Iteration {len(accuracies)}: Accuracy = {accuracy:.4f}\")\n",
    "\n",
    "# Step 4: Print average accuracy\n",
    "print(f\"\\nAverage Accuracy across LOOCV iterations: {np.mean(accuracies):.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Average Accuracy across LOOCV iterations: 0.6667\n",
      "\n",
      "Confusion Matrix:\n",
      " [[31 11  8]\n",
      " [15 32  2]\n",
      " [12  2 37]]\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.53      0.62      0.57        50\n",
      "           1       0.71      0.65      0.68        49\n",
      "           2       0.79      0.73      0.76        51\n",
      "\n",
      "    accuracy                           0.67       150\n",
      "   macro avg       0.68      0.67      0.67       150\n",
      "weighted avg       0.68      0.67      0.67       150\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 24\n",
    "# Write a Python code to perform Leave-One-Out Cross-Validation (LOOCV) on a dataset using a Decision Tree Classifier. \n",
    "# The dataset consists of features and labels as specified below.\n",
    "# Dataset Description:\n",
    "# â€¢ The dataset consists of 150 samples with 10 features.\n",
    "# â€¢ The target variable is categorical with three classes (0, 1, 2).\n",
    "# â€¢ Introduce some noise to the dataset to make the classification task more\n",
    "# Instructions:\n",
    "# â€¢ Import the necessary libraries.\n",
    "# â€¢ Load or create a synthetic dataset with the specified characteristics (make_classification), including noise.\n",
    "# â€¢ Implement Leave-One-Out Cross-Validation (LOOCV).\n",
    "# â€¢ Train a Decision Tree Classifier on each training set and evaluate it on the left-out sample.\n",
    "# â€¢ Calculate and print the accuracy for each iteration, as well as the confusion matrix for the final model.\n",
    "# â€¢ Calculate and print the average accuracy across all iterations.\n",
    "# Print confusion matrix and classificarion report.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import LeaveOneOut\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
    "\n",
    "# Generate synthetic dataset with noise\n",
    "X, y = make_classification(\n",
    "    n_samples=150, n_features=10, n_classes=3, n_informative=7, n_redundant=2, \n",
    "    n_clusters_per_class=1, flip_y=0.1, random_state=42\n",
    ")\n",
    "\n",
    "# Initialize Leave-One-Out Cross-Validation\n",
    "loo = LeaveOneOut()\n",
    "accuracies = []\n",
    "y_true, y_pred_all = [], []\n",
    "\n",
    "# Perform LOOCV\n",
    "for train_index, test_index in loo.split(X):\n",
    "    # Split dataset\n",
    "    X_train, X_test = X[train_index], X[test_index]\n",
    "    y_train, y_test = y[train_index], y[test_index]\n",
    "\n",
    "    # Train Decision Tree Classifier\n",
    "    model = DecisionTreeClassifier(random_state=42)\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Evaluate on left-out sample\n",
    "    y_pred = model.predict(X_test)\n",
    "    accuracies.append(accuracy_score(y_test, y_pred))\n",
    "\n",
    "    # Store true labels and predictions for final confusion matrix\n",
    "    y_true.append(y_test[0])\n",
    "    y_pred_all.append(y_pred[0])\n",
    "\n",
    "# Calculate and print overall accuracy\n",
    "average_accuracy = np.mean(accuracies)\n",
    "print(f\"\\nAverage Accuracy across LOOCV iterations: {average_accuracy:.4f}\")\n",
    "\n",
    "# Compute confusion matrix\n",
    "conf_matrix = confusion_matrix(y_true, y_pred_all)\n",
    "print(\"\\nConfusion Matrix:\\n\", conf_matrix)\n",
    "\n",
    "# Print classification report\n",
    "class_report = classification_report(y_true, y_pred_all)\n",
    "print(\"\\nClassification Report:\\n\", class_report)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold 1 Accuracy: 0.7250\n",
      "Fold 2 Accuracy: 0.7250\n",
      "Fold 3 Accuracy: 0.7500\n",
      "Fold 4 Accuracy: 0.7250\n",
      "Fold 5 Accuracy: 0.6000\n",
      "\n",
      "Average Accuracy across Stratified K-Folds: 0.7050\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.70      0.90      0.78        99\n",
      "           1       0.62      0.50      0.56        40\n",
      "           2       0.77      0.68      0.72        40\n",
      "           3       1.00      0.24      0.38        21\n",
      "\n",
      "    accuracy                           0.70       200\n",
      "   macro avg       0.77      0.58      0.61       200\n",
      "weighted avg       0.73      0.70      0.68       200\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 25\n",
    "# Write a Python code to perform Stratified K-Fold Cross-Validation on a dataset using a Random Forest Classifier. \n",
    "# The dataset consists of features and labels as specified below.\n",
    "# Dataset Description:\n",
    "# â€¢ The dataset consists of 200 samples with 15 features.\n",
    "# â€¢ The target variable is categorical with four classes (0, 1, 2, 3).\n",
    "# Instructions:\n",
    "# â€¢ Import the necessary libraries.\n",
    "# â€¢ Load or create a synthetic dataset with the specified characteristics, ensuring class imbalance.\n",
    "# â€¢ Implement Stratified K-Fold Cross-Validation with 5 folds.\n",
    "# â€¢ Train a Random Forest Classifier on each training set and evaluate it on the validation set.\n",
    "# â€¢ Calculate and print the accuracy for each fold, as well as the average accuracy across all folds.\n",
    "# Generate and visualize the classification report for the final model, \n",
    "# including precision, recall, and F1-score for each class.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "\n",
    "# Generate synthetic dataset with class imbalance\n",
    "X, y = make_classification(\n",
    "    n_samples=200, n_features=15, n_classes=4, n_informative=10, \n",
    "    n_redundant=3, weights=[0.5, 0.2, 0.2, 0.1], random_state=42\n",
    ")\n",
    "\n",
    "# Initialize Stratified K-Fold\n",
    "skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n",
    "accuracies = []\n",
    "y_true_all, y_pred_all = [], []\n",
    "\n",
    "# Perform Stratified K-Fold Cross-Validation\n",
    "for fold, (train_index, test_index) in enumerate(skf.split(X, y), 1):\n",
    "    X_train, X_test = X[train_index], X[test_index]\n",
    "    y_train, y_test = y[train_index], y[test_index]\n",
    "\n",
    "    # Train Random Forest Classifier\n",
    "    model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Predict on validation set\n",
    "    y_pred = model.predict(X_test)\n",
    "    acc = accuracy_score(y_test, y_pred)\n",
    "    accuracies.append(acc)\n",
    "    \n",
    "    print(f\"Fold {fold} Accuracy: {acc:.4f}\")\n",
    "\n",
    "    # Store true and predicted labels for final classification report\n",
    "    y_true_all.extend(y_test)\n",
    "    y_pred_all.extend(y_pred)\n",
    "\n",
    "# Calculate and print average accuracy\n",
    "average_accuracy = np.mean(accuracies)\n",
    "print(f\"\\nAverage Accuracy across Stratified K-Folds: {average_accuracy:.4f}\")\n",
    "\n",
    "# Generate classification report\n",
    "class_report = classification_report(y_true_all, y_pred_all)\n",
    "print(\"\\nClassification Report:\\n\", class_report)\n",
    "\n",
    "# Visualize classification report\n",
    "from sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix\n",
    "\n",
    "cm = confusion_matrix(y_true_all, y_pred_all)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n",
    "disp.plot(cmap='Blues', values_format='d')\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Hyperparameters: {'C': 1, 'gamma': 'scale', 'kernel': 'linear'}\n",
      "Accuracy of Best Model: 0.9933\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        50\n",
      "           1       1.00      0.98      0.99        50\n",
      "           2       0.98      1.00      0.99        50\n",
      "\n",
      "    accuracy                           0.99       150\n",
      "   macro avg       0.99      0.99      0.99       150\n",
      "weighted avg       0.99      0.99      0.99       150\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 26\n",
    "# Write a Python code to perform a Grid Search with Cross-Validation on the Iris dataset using \n",
    "# a Support Vector Machine (SVM) classifier. \n",
    "# The goal is to find the best hyperparameters for the SVM model.Dataset Description:\n",
    "# â€¢ The Iris dataset consists of 150 samples with 4 features.\n",
    "# â€¢ The target variable is categorical with three classes (Setosa, Versicolor, Virginica).\n",
    "# Instructions:\n",
    "# â€¢ Import the necessary libraries.\n",
    "# â€¢ Load the Iris dataset from sklearn.datasets.\n",
    "# â€¢ Split the dataset into features and labels.\n",
    "# â€¢ Implement a Grid Search with 5-fold Cross-Validation to find the best hyperparameters for the SVM classifier. \n",
    "# Consider the following hyperparameters: C: [0.1, 1, 10, 100] kernel: ['linear', 'rbf'] gamma: ['scale', 'auto']\n",
    "# â€¢ Print the best hyperparameters found by the Grid Search.\n",
    "# â€¢ Evaluate the best model on the entire dataset and print the accuracy.\n",
    "# Generate and visualize the confusion matrix for the best model.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, ConfusionMatrixDisplay\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = datasets.load_iris()\n",
    "X, y = iris.data, iris.target  # Features and Labels\n",
    "\n",
    "# Define the parameter grid for Grid Search\n",
    "param_grid = {\n",
    "    'C': [0.1, 1, 10, 100],\n",
    "    'kernel': ['linear', 'rbf'],\n",
    "    'gamma': ['scale', 'auto']\n",
    "}\n",
    "\n",
    "# Initialize SVM classifier\n",
    "svm = SVC()\n",
    "\n",
    "# Perform Grid Search with 5-Fold Cross-Validation\n",
    "grid_search = GridSearchCV(svm, param_grid, cv=5, scoring='accuracy', n_jobs=-1)\n",
    "grid_search.fit(X, y)\n",
    "\n",
    "# Print the best hyperparameters found\n",
    "print(f\"Best Hyperparameters: {grid_search.best_params_}\")\n",
    "\n",
    "# Train the best model on the entire dataset\n",
    "best_model = grid_search.best_estimator_\n",
    "y_pred = best_model.predict(X)\n",
    "\n",
    "# Evaluate and print accuracy\n",
    "accuracy = accuracy_score(y, y_pred)\n",
    "print(f\"Accuracy of Best Model: {accuracy:.4f}\")\n",
    "\n",
    "# Generate and print classification report\n",
    "print(\"\\nClassification Report:\\n\", classification_report(y, y_pred))\n",
    "\n",
    "# Generate and visualize confusion matrix\n",
    "cm = confusion_matrix(y, y_pred)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=iris.target_names)\n",
    "disp.plot(cmap='Blues', values_format='d')\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9xWHDhukc03xvGvtV85y1x/r4+IiRkZFi3759xfnz54slJSUGr/vxxx+L3t7ekiojEJHtCaJoZMslERGRDHz77be4//77cfLkSTRu3Nhh1+3duzeaNm2qrTFMRI7FIJaIiGRNFEX06NEDXbp0wbvvvuuQa27btg2DBw9GQUEBmjdv7pBrEpEubuwiIiJZEwQBH330ERo1amS2hrCtXLx4EZ9++ikDWCIn4kosEREREckOV2KJiIiISHYYxBIRERGR7DCIJSIiIiLZ8ahmByqVCmfPnkVQUJDkNpFERERE5DiiKOLKlSto1KgRvLyMr7d6VBB79uxZxMbGOnsaRERERGTG6dOn9boM1uRRQaymN/fp06cRHBys81x1dTV++eUXDB48GN7e3s6YnsfhPXcs3m/H4z13PN5zx+L9djxPuOfl5eWIjY3Vxm3GeFQQq0khCA4ONhjEBgQEIDg42G2/KVwN77lj8X47Hu+54/GeOxbvt+N50j03l/rJjV1EREREJDsMYomIiIhIdhjEEhEREZHsMIglIiIiItlhEEtEREREssMgloiIiIhkh0EsEREREckOg1giIiIikh0GsUREREQkOwxiiYiIiEh2GMQSERERkewwiCUiIiIi2WEQS0RERESyU8/ZEyDXo1SJyCksRcmVSkQG+SE5PhQKL8HZ0yIiIiLSYhBLOrLyi5CxtgBFZZXaYzEhfkgfmYDUxBgnzoyIiIjoNqYTkFZWfhGmrszVCWABoLisElNX5iIrv8hJMyMiIiLSxSCWAKhTCDLWFkA08JzmWMbaAihVhkYQERERORaDWAIA5BSW6q3A1iQCKCqrRE5hqeMmRUREdItSpcSe4j1Yd3wd9hTvgVKldPaUyMmYE0sAgJIrxgNYa8YRERHZSvbJbGTmZOJcxTntsaiAKMxKnoWUuBQnzoyciSuxBACIDPKz6TgiIiJbyD6ZjbQtaToBLACUVJQgbUsask9mO2lm5GwMYgkAkBwfipgQPxgrpCVAXaUgOT7UkdMiIiIPplQpkZmTCdHAjg3NsQU5C5ha4KEYxBIAQOElIH1kAgDoBbKax+kjE1gvloiIHCa3JFdvBbYmESKKK4qRW5LrwFmRq2AQS1qpiTFYMiEJ0SG6KQPRIX5YMiGJdWKJiMihzlect+k4ci/c2EU6UhNjMCghmh27iIjI6SICIqwep1QpkVuSi/MV5xEREIGkyCQovBS2niI5EYNY0qPwEtC9RZizp0FERB4uKTIJUQFRKKkoMZgXK0BAVEAUkiKTdI6zmoFnYDoBERERuSSFlwKzkmcBUAesNWkez0yeqbPCymoGnoNBLBEREbmslLgULOq3CJEBkTrHowKisKjfIp2VVVYz8CxMJyAiIiKXlhKXgv6x/c3muFpSzaBbdDd7T5vsjEEsERERuTyFl8Js4MlqBp6F6QRERETkFupSzYDkh0EsERERuQVNNYPam8A0BAiIDojWq2ZA8sQgloiIiNyCNdUMSL4YxBIREZHbsKSaAckbN3YRERGRW5FazYDkjUEsERERuR0p1QxI3phOQERERESywyCWiIiIiGSHQSwRERERyQ6DWCIiIiKSHQaxRERERCQ7DGKJiIiISHYYxBIRERGR7DCIJSIiIiLZYRBLRERERLLDIJaIiIiIZIdBLBERERHJDoNYIiIiIpIdBrFEREREJDsMYomIiIhIdhjEEhEREZHsMIglIiIiItlhEEtEREREssMgloiIiIhkh0EsEREREckOg1giIiIikp16zp4A2ZZSJSKnsBQlVyoRGeSH5PhQKLwEZ0+LiIiIyKYYxLqRrPwiZKwtQFFZpfZYTIgf0kcmIDUxxokzIyIiIrItphO4iaz8IkxdmasTwAJAcVklpq7MRVZ+kZNmRkRERGR7DGLdgFIlImNtAUQDz2mOZawtgFJlaAQRERGR/DCIdQM5haV6K7A1iQCKyiqRU1jquEkRERER2RGDWDdQcsV4AGvNOCIiIiJXxyDWDUQG+dl0HBEREZGrYxDrBpLjQxET4gdjhbQEqKsUJMeHOnJaRERERHbDINYNKLwEpI9MAAC9QFbzOH1kAuvFEhERkdtgEOsmUhNjsGRCEqJDdFMGokP8sGRCEuvEEhERkVthswM3kpoYg0EJ0ezYRURERG6PQaybUXgJ6N4izNnTICIiIrIrphMQERERkezIJoh97bXX0K1bNwQFBSEyMhJjxozB0aNHnT0tIiIiInIC2QSxW7duxbRp07Br1y5s2LABN2/exODBg3Ht2jVnT42IiIiIHEw2ObFZWVk6j5ctW4bIyEjs27cPffr0cdKsiIiIiMgZZBPE1lZWVgYACA01XsD/xo0buHHjhvZxeXk5AKC6uhrV1dU6YzWPax8n++E9dyzeb8fjPXc83nPH4v12PE+451LfmyCKomjnudicKIoYPXo0Ll26hO3btxsdN2/ePGRkZOgdX7VqFQICAuw5RSIiIiKyQkVFBcaPH4+ysjIEBwcbHSfLIHbatGn46aef8Ouvv6JJkyZGxxlaiY2NjcWFCxf0bkp1dTU2bNiAQYMGwdvb225zp9t4zx2L99vxeM8dj/fcsex5v5UqJQ6cP4AL1y8g3D8cHSM6QuGlsOk15MgTvsfLy8sRHh5uNoiVXTrBE088gTVr1mDbtm0mA1gA8PX1ha+vr95xb29vo3/wpp4j++A9dyzeb8fjPXc83nPHsvX9zj6ZjcycTJyrOKc9FhUQhVnJs5ASl2Kz68iZO3+PS31fsqlOIIoipk+fju+++w6bNm1CfHy8s6dERERENpZ9MhtpW9J0AlgAKKkoQdqWNGSfzHbSzMjVyCaInTZtGlauXIlVq1YhKCgIxcXFKC4uxvXr1509NSIiIrIBpUqJzJxMiNDPdNQcW5CzAEqV0tFTIxckmyB2yZIlKCsrQ79+/RATE6P99eWXXzp7akRERGQDuSW5eiuwNYkQUVxRjNySXAfOilyVbHJiZbj/zO0oVSJyCktRcqUSkUF+SI4PhcJLcPa0iIjITZyvOG/TceTeZBPEknNl5RchY20BisoqtcdiQvyQPjIBqYkxTpwZERG5i4iACJuOI/cmm3QCcp6s/CJMXZmrE8ACQHFZJaauzEVWfpGTZkZERO4kKTIJUQFREGD4Uz4BAqIDopEUmeTgmZErYhBLJilVIjLWFhhIsYf2WMbaAihVTPcgIqK6UXgpMCt5FgDoBbKaxzOTZ7JeLAFgEEtm5BSW6q3A1iQCKCqrRE5hqeMmRUREbislLgWL+i1CZECkzvGogCgs6reIdWJJizmxLsiVNlCVXDEewFozjoiIyJyUuBT0j+2P3JJcnK84j4iACCRFJnEFlnQwiHUxrraBKjLIz6bjiIiIpFB4KdAtupuzp0EujOkELsQVN1Alx4ciJsTPSIo9IEAdZCfHhzpyWkREROThGMS6CFfdQKXwEpA+MgEA9AJZzeP0kQmsF0tEREQOxSDWRbjyBqrUxBgsmZCE6BDdlIHoED8smZDEOrFERETkcMyJdRGuvoEqNTEGgxKiXWbDGREREXk2BrEuQg4bqBReArq3CHPa9YmIiIg0mE7gIriBioiIiEg6BrEughuoiIiIiKRjEOtCuIGKiIiISBrmxLoYbqAiIiIiMo9BrAviBioiIiIi05hOQERERESywyCWiIiIiGSHQSwRERERyQ6DWCIiIiKSHQaxRERERCQ7DGKJiIiISHYYxBIRERGR7DCIJSIiIiLZYRBLRERERLLDIJaIiIiIZIdBLBERERHJDoNYIiIiIpKdes6eAMmDUiUip7AUJVcqERnkh+T4UCi8BJu/hoiIiEgKBrFkVlZ+ETLWFqCorFJ7LCbED+kjE5CaGGOz1xARERFJxXQCMikrvwhTV+bqBKMAUFxWiakrc5GVX2ST1xARERFZgkEsGaVUichYWwDRwHOaYxlrC6BUiXV6DREREZGlGMSSUTmFpXqrqTWJAIrKKpFTWFqn1xARERFZikEsGVVyxXgwamycNa8hIiIishQ3dpFRkUF+Fo+z5jXGsLoBERERGcMgloxKjg9FTIgfissqDea4CgCiQ9TBpTWvUSlvGr02qxsQERGRKUwnIKMUXgLSRyYAUAefNWkep49M0FkdteY1tbG6AREREZnDIJZMSk2MwZIJSYgO0f34PzrED0smJBlcFbXmNRqsbkBERERSMJ2AzEpNjMGghGiL8lOteQ1gWXWD7i3CrH1LREREJHMMYkkShZdgcdBozWtY3YCIiIikYDoBuRRbVjcgIiIi98UgllyKprqBsaQDAeoqBTUrIhAREZHnYRBLLsUW1Q2IiIjI/TGIJZdTl+oGRERE5Bm4sYtckrXVDYiIiMgzMIgll2VNdQMiIiLyDEwnICIiIiLZYRBLRERERLLDIJaIiIiIZIdBLBERERHJDoNYIiIiIpIdBrFEREREJDsMYomIiIhIdhjEEhEREZHsMIglIiIiItlhxy6qM6VKZHtYIiIicigGsR7KVoFnVn4RMtYWoKisUnssJsQP6SMTkJoYY8spExEREWkxiPUQNYPWExeu4fOcUyguv6F93prAMyu/CFNX5kKsdby4rBJTV+ZiyYQkBrJERERkFwxiPYCh1dLaLA08lSoRGWsL9AJYABABCAAy1hZgUEI0UwuIiIjI5rixy81pVktNBbAAtMFoxtoCKFWGQlNdOYWlJs8pAigqq0ROYakFsyUiIiKShkGsGzO1WmqIJYFnyRXTQbGl44iIiIgswXQCN2ZutdQYKYFnZJCfpHNJHUdERPqUKiVyS3JxvuI8IgIikBSZBIWXwtnTInIJDGLdmLWroFICz+T4UMSE+KG4rNLgSq8AIDpEXfWAiIgsl30yG5k5mThXcU57LCogCrOSZyElLsWJM1NTqpTIPZcLAMg9l4uujboywCaHYjqBG7N0FVSAukqB1MBzXLemRgNYAEgfmcBNXUREVsg+mY20LWk6ASwAlFSUIG1LGrJPZjtpZmrZJ7Mx5NshmLZxGgBg2sZpGPLtEKfPizwLg1g3plktlRJGWhJ4ZuUXodeCTfhv9h8Gn48O8WN5LSIiKylVSmTmZEI0sEygObYgZwGUKqWjpwbA9QNs8hwMYt2YwktA+sgEADAbyEoNPM1VO3g6pRV+nTmAASwReSylSok9xXuw7vg67CneY3GwmVuSqxcg1iRCRHFFMXJLcm16XSlcPcAmz8KcWDeXmhiDJROSDHbVGtetKZqFB0ju2GWu2oEA4Is9pzF9QCvbvQEiIhmxRR7r+YrzFo9zRP6sUqXEqiOrJAfY3aK72eS6RMbIKojdtm0b3njjDezbtw9FRUVYvXo1xowZ4+xpubzUxBgMSoi2qs1szU5fF67ckFwbtnuLMBu+AyIi16f5mL32KqXmY/ZF/RZJCigjAiIkXU8zzlbXNcVQkGyK1ECcqC5kFcReu3YNHTt2xCOPPIJ77rnH2dORFYWXYHFgKaXTlyGsDUtEnsbcx+wCBCzIWYD+sf3N7uBPikxCVEAUSipKDJ5PgICogCgkRSbZ9LrGGAuSTZEaiBPVhaxyYocOHYpXXnkFd999t7On4vakdvoyhLVhicjTWJvHaojCS4FZybMAqAPWmjSPZybPhMJLYdPrGmIqSDZEgIDogGgkRSZZdT0iS8hqJdZSN27cwI0bN7SPy8vLAQDV1dWorq7WGat5XPu4J1KqRLz20+/wUUj/qRtQ58RGBfuhc5MgSfeR99yxeL8dj/fc8Zx1z0uulMAXvpLGVYeZn1vfRn2xsPdCLNq3SOej+ciASDzd5Wn0bdQX1dXVNr9ubbnncnG54rLRa/jAR/tVE2DP6DIDKqUKKqXK4uuReZ7w74rU9yaIomhZpOIiBEEwmxM7b948ZGRk6B1ftWoVAgIC7Dg7IiIiIrJGRUUFxo8fj7KyMgQHBxsdZ3EQ+/fff6NBgwYIDAzUOV5dXY2dO3eiT58+1s3YQlKCWEMrsbGxsbhw4YLeTamursaGDRswaNAgeHt722vasrDuUBFmfHvQotdEB/th1tC2SGkXJfk1vOeOxfvteLznjuese65UKXHXmrtwoeKC0TzWiIAIfDfqO5t2tbL3dXPP5WobGhjiAx/MbDAT5c3KMbbtWHbscgBP+HelvLwc4eHhZoNYyekERUVFGD16NPbt2wdBEPDggw/ivffe0wazpaWl6N+/P5RK16kN5+vrC19f/Y9AvL29jf7Bm3rOU0SG1McNpfnKBUF+9TC2SxMMSoiWXO3AEN5zx+L9djzec8dz9D33hjeeSX4GaVvSAEAnoNR8zJ6WnAY/X9vuGbD3dbs26ooGAQ1MbjIDgLFtx8Lb2xu5Jbk4X3EeEQERSIpMYlBrR+7874rU9yV5Y9esWbOgUCiwe/duZGVloaCgAP369cOlS5e0Y2SamUC1SO30daXyJpb9dgJl16vYXpaIPF5KXAoW9VuEyIBIneNRAVE2KXPljOtK2WQGANvPbMeQb4fg0fWPYub2mXh0/aNsQ0t2J3klNjs7G6tXr0bXrl0BAL1798b999+PAQMGYOPGjQDUH/Hb09WrV/HXX39pHxcWFiIvLw+hoaFo2rSpXa/tSTSdvqauzIUAmN2TmrG2AIMSohnIEpHHS4lLQf/Y/g5fkbTndTVBsqFmCjO6zEDFoQo8v/15VEK3mo0t69QSGSI5iC0rK0PDhg21j319ffHNN99g7Nix6N+/P1auXGmXCda0d+9e9O/fX/s4LU398cnEiROxfPlyu1/fk2g6fT2/Oh+l16qMjmODAyIiXQovhVO6VdnzusaC5Orqaqw/tN6udWqJjJEcxDZv3hwHDx5Eq1a3W4rWq1cPX3/9NcaOHYsRI0bYZYI19evXjykLDpSaGIPrVUo8/dUBs2PZ4ICIZEGlBE7uAK6eAwKjgLgegIcHV0qVUtIKrqEgee/5vSbPzTa0ZE+Sg9ihQ4fiww8/1OuUpQlk77nnHvz99982nyA5V3SIv6RxbHBAJDOeGMwVrAGyZgLlZ28fC24EpC4AEkY5b15OZKidbFRAFGYlz5KUAnDh+gVJ1/HkNrRSf0ggy0kOYl999VVUVFQYPkm9evjuu+8YxLohzSav4rJKg7mxAoDoED8kx4c6empEZC1PDOYK1gBfPQy9LP/yIvXx+z513/duhLF2spbksob7h6MYxWav5altaOv6QwKZJrk6Qb169UzW6lIoFIiLi7PJpMh1aDZ5AdCrVqB5nD4ygZu6iORCE8zVDGCB28FcwRrnzMueVEp10G7wR/Fbx7Jmqcd5CFPtZDXHFuQsgNLMPUkMSzR7LS/BCx3DO1o3URnT/JBQuy2w5ocEVm6oO8lBLHkuzSav6BDdlIHoED8smZCE1MQYJ82MiCziqcHcyR36QbsOESg/ox7nIXJLcvWCq5pq5rKakn8x3+y1VKIKBy6Y31vhTmz1QwKZJjmdgDxbamIMBiVEI6ewFCVXKhEZ5FenBgdE5ASWBHPxvR02Lbu7ajxYs2qcG5Cao2puHHNi9SlVSqw6skryDwnc8GY9BrEkmcJLYBktIjnz1GAuUGI7bKnj3IDUHFVz45gTq8tQDqwpnhTc24PF6QSnTp0yWOZKFEWcOnXKJpMiIiI7cHYwp1IChduBQ9+ovzrqo9S4HuqNa0b7EApAcGP1OA+RFJmEqIAovS5cGgIERAdEIykyyeR5OkZ01I6vy3ncgbEcWFM8Jbi3F4uD2Pj4eJw/r/+TQ2lpKeLj420yKSIisgNnBnMFa4DFicCKEcC3k9VfFyc6ZiOZl0JdeQGA0S2qqZnuX2KsBintZGcmzzRbCqrm83U5j9yZyoE1xJOCe3uyOIgVRdFge9mrV6/Cz4+1QomIXJazgjlXqIiQMEpdRiu41kbU4EYeWV4LuN1ONjIgUud4VECUxa1i5/eeb5PzyJW5jXI1eVJwb2+Sc2I1LV4FQcCcOXMQEBCgfU6pVGL37t3o1KmTzSdIREQ2pAnmDNaJzbR9MGe2IoKgrojQdrj9V0ITRqmv42lNHkww1k7W0uCqX2w/DGg2wGOL+luS2xoVEIWZyTM9Iri3N8lB7P79+wGoV2IPHToEHx8f7XM+Pj7o2LEjnn32WdvPkIiIbMuRwZyrVUTwUrhX5QUbMNRO1pnnkSOpua0zus3A+LbjPSa4tzfJQezmzZsBAI888gjeeustk40PiIjIxTkqmPPUigjkUTQb5UoqSgzmxQoQEBUQxQDWxizOiV22bBkDWCIiksbZFRGIHMBWG+XIMhbXib127RoyMzOxceNGlJSUQKVS6Tx//Phxm02OiIhkTlMRobwIhvNiBfXzblLeSqlSukVeqLu8D0fSbJSrXSeWObD2Y3EQ+9hjj2Hr1q146KGHEBMTY7BSAREREYDbFRG+ehjqCgg1A1n3Km9lqNB9VEAUZiXPqlMAY++Asvb5L1Vewut7Xrf5+/AEttooR9JYHMT+/PPP+Omnn9CzZ097zIfclFIl6rWsJSIP4eiKCE6gKXRfOx+ypKIEaVvSrC41Za/A2NT5Danr+/AknrzBzdEsDmIbNmyI0FAGIHJjKIhUeDlmFT0rvwgZawtQVFapPRYT4oe5w9s45PpE5ALcuLyVqUL3IkQIELAgZwH6x/a3aEXOXoGxufMbUpf3QWQvFgexL7/8MubOnYsVK1bo1Iol12UsiEwfmYDUxBgTr7TNtaeuzNX7J7K4rBJPf5mHBcl2vTwRuRI3LW9lrtC9CBHFFcXILcmVvEJnr8BYyvmNseZ9ENmTxUHswoULcezYMURFRaFZs2bw9vbWeT43N9dmk6O6MxVETl2ZiyUTkuwWyCpVIjLWFhgtcV5znLeBMUREciC10L0lBfHtERhbcn5TLHkfRPZkcRA7ZswYO0yD7MFcECkAyFhbgEEJ0XZJLcgpLNVZ/TU0BwDYd/ISerZmeR0iclEqpck0CKmF7qWOA+wTGNvidYDh95F7LhcXqy5yIxM5lMVBbHp6uj3mQRaQmt8qJYgsKqtETmEpurcIs/k8S64Yv3ZNF67esPm1icjFmAkEXVbBGiMb0hZoN6RJLXSfFJkk+bL2CIzr+jpD72PL6S0AgGkbp+EG1P+Ws5IBOYrFzQ4A4PLly/i///s/zJ49G6WlpQDUaQRnzpyx6eRIX1Z+EXot2IQHPtqF/3yRhwc+2oVeCzYhK79Ib6zUIFLqOEtFBvlJGhce6GuX6xORiyhYAyxOBFaMAL6drP66OFF93JUVrFGXBqvdNre8SH381vztUeheExjXPl/N80YHRFsUGFtyfkPXA3TfR/bJbDy//Xm9sZqNZ9kns62aG5FUFgexBw8eROvWrbFgwQK8+eabuHz5MgBg9erVmD17tq3nRzVo8ltrr65q8ltrB7JSg0ip4yyVHB+KmBA/o/9Eao53iWtol+sTkQuQGAi6HJVSvQJrKqs/a5Z6HG4Xuo8MiNQZGRUQZVUVAXt3gDJ1fkNqvw9zG88AYEHOAihv3R8ie7A4nSAtLQ2TJk3C66+/jqCgIO3xoUOHYvz48TadHN1mTX6rJogsLqs01icH0SH2q9mq8BKQPjIBU1fmGitxrh1HRG7IbCAoqAPBtsNdL7Xg5A79wFuHCJSfUY+7VXHB1oXu7d0Bytj5Q3xDML7teCRFJqG0stTg+9BsDPOF4U/SLN14xg5hZA2Lg9g9e/Zg6dKlescbN26M4uJim0yK9FmT3yoliEwfmWDXIDI1MQZLJiTplfiKvlUntqpwn92uTUROZkUg6DKuSty5X2ucrQvd27sDlOb8Hx38CP87/D+UV5Wj7EYZlhxYos1tNfR+bLnxzN4NHch9WRzE+vn5oby8XO/40aNHERFhXYI5mWdtfqupINIRdWI1cxiUEK23GU2lvIl1hXa/PBE5i5WBoEsIlFgxReq4OrB3B6jNpzfj/QPvW9RUwVYbz+zd0IHcm8VB7OjRo/HSSy/hq6++AgAIgoBTp05h1qxZuOeee2w+QVKrS36rsSCyLiuwlnYAU3gJehUQmCpF5OacHQjWpSJCXA91FYLyIhhOhxDUz8f1sOWMHc7apgqajWFlFWUGzyulIoO9GzqQ+7M4iH3zzTcxbNgwREZG4vr16+jbty+Ki4vRvXt3vPrqq/aYI6Hu+a2GgkhrObMDGBHJSF0DwboEoUfWARtmmSyNZZKXQj32q4fV8zSUkJWa6Xq5vBaytqmCZmPY7C36G7qlbjyzd0MHcn8WB7HBwcH49ddfsWnTJuTm5kKlUiEpKQkpKVzutydXyG8FnNsBjIhkpi6BoIT6rCat/jeguq57TFMR4b5PpZ0jYZR6rMF5ZEo7h4urS25rSlwKxN4iKg5V6ByXuvHM3g0dyP1ZHMRqDBgwAAMGDLDlXMgMR+W3GksVUKpEzFvjvA5gRCRD1gSCmrJctf+1kRKEavOUbFQRIWGUeqwcGzVIUNfc1n6x/bDu0Dq8N/A9izt22buhA7k/q4LYjRs3YuPGjSgpKYFKpdJ57pNPPrHJxMgwe+S31mQqVeBo8RUUl9u+A5hSJWLvsYt2eT9E5AIsCQTrWpbrdI6ZyVhREcFL4XrVE2zEVt3GkqKS4O3t7ZRrk+eyOIjNyMjASy+9hK5duyImJgaCwGDDEEs3PlnClvmtNZlKFZiyMlfyeSztADZk8TacvHS79Szza4nckNRAsK5lua6VAJAQTLliRQQn0OS2pm1JgwBBJ5i0RVMFV702uQeLg9gPPvgAy5cvx0MPPWSP+bgFOW58UqcK/G6qN41kUispZB9W/yeiXt29HeAzv5bIg9W1LFf9SACXzL/eAaWx5MLeTRVc9dokfxYHsVVVVejRQ94lRexJrhuf3t30F4rLb5gfaEaMxA5gSpWIzJ+PIK2t/nPMryXyYHUtyxWbDPy+Hrp9AWtyj9JYtmbvpgquem2SNy9LX/DYY49h1apV9piL7JlrDQuoAzOlytK1TfvKyi/Cf7P/sMm5pFZIyCkslZxfW5tSJWLnsYv4Ie8Mdh676HL3k4jqQFOWy2QQ2th4EKoT+NQ+h31LYylVSuwp3oN1x9dhT/EeKGVWDFvhpUBSZBIiAiJwvuI8cktyHfYeNA0dhjUfhm7R3QwGsHK/v6a483uzJ4tXYisrK/Hhhx8iOzsbHTp00EvkXrRokc0mJzfWtIZ1Nk3gbQtPp7SWvMosNW/25/wiANDmFMsxVYOILGCr+qx3LTVSJ9Y+pbHcoXWqK78HV55bXbnze7M3i4PYgwcPolOnTgCA/Px8nec8fZOXta1hnclc4C1VdLAvpg9oKXm81LzZT3eexKc7TyImxA+jOsbgw22FskvVICJY1rjAFvVZ2w4D7hjhkNJY7tA61ZXfgyvPra7c+b05gsVB7ObNm+0xD7dQl9awzmJpQG2s0cK8UXdYlLuaHB+K6GA/ANckjS8qq8TSbYUGn2MOLZGLs6ZxgS3qszqgNJY7tE515ffgynOrK3d+b45icU5sTX///TfOnDljq7nInqY1rIlMLskbnxxFakD9dEorfDAhCdEhuuOjQ/ysWgFVeAmYNVS9q8sWIaepHFoiciJN44LaZbM0jQsK1hh/rSYIbX+v+qsL/kduSetUV+XK78GV51ZX7vzeHMXilViVSoVXXnkFCxcuxNWrVwEAQUFBeOaZZ/DCCy/Ay6tOcbGsuUprWEtoAu/iskqjpbRiQvwwfUArKLwEmzZaSGkXhXWFQFSwn06d2LpwpVQNIo9X18YFMuAOrVM3n5L2Casz3oM73F9j3Pm9OYrFEecLL7yAd999F5mZmdi/fz9yc3Mxf/58vPPOO5gzZ4495igrmtawtlqxtDdN4A0Y3scrQDfw1jRaGN2pMbq3CLNJQL7+qT74/J//wMPd4+p8LldK1SDyeJY0LpApubdOVaqU+PH4j5LGOuM9yP3+muLO781RLF6JXbFiBf7v//4Po0bdzmPq2LEjGjdujMcffxyvvvqqTScoR/ZuDWtrmsC79q7/aAft+q/ZgezTnSetOocA9XxdKVWDyOPVtXGBDMi9dWpuSS4u3TDfHKKhb0OnvAe5319T3Pm9OYrFQWxpaSnattWvUN+2bVuUljIfUcNerWHtpS6Bt61a7EpJbQCMby5ztVQNIo9X18YFMqDbOrXWv02iCEDEzJgBLrsxR+pH1SOaj3DKe3Dn1rTu/N4cxeJ0go4dO+Ldd9/VO/7uu++iY8eONpkUOYc1qQJZ+UXotWATHvhoF/7zRR4e+GgXei3YhKxb9V0tvb651IZ/94mXTaoGkcera+MCmUiJS8GiFg8g8uZNneNRSiUWlVxESvYC0xvYnEjqR9X9m/a380yM07SmjQyI1DkeFRAl+xJU7vzeHMHildjXX38dw4cPR3Z2Nrp37w5BELBjxw6cPn0a69ats8ccyUXZo8WulNSGGantZJOqQeTRbNW4wNWplEjJ+RT9y88i188X5xUKRCiVSKq8AfU7c90NbHL5SNudW9O683uzN4uD2L59++KPP/7Ae++9hyNHjkAURdx99914/PHH0ahRI3vMkVyQuRa7danbai61QW6pGkQezRaNC1zdrQ1sCgDdKg1VWqmxgc3OdWstpflI++ktTxt8XoToMh9pa1rTuiN3fm/2ZHEQCwCNGjXiBi4Pt+vYRbu22GWgSuRGbNG4wJXZaAObUqXkahyRBawKYi9duoSPP/4Yhw8fhiAIaNeuHR555BGEhnJnuCfIyi/CrG8PSRrLuq1EBMC67lmWtKp1Jis2sNUOWC9VXsLre17XKX4fFRCFWcmz7JoXqekaZYzcu0bxBwP3ZnEQu3XrVowePRrBwcHo2rUrAODtt9/GSy+9hDVr1qBv3742nyS5DmN5sMZEBvnZrHoBEXkQa1rVOotmA1t5EQw3dhDUz9/awJZ9MhuZOZkmuzUBQElFCdK2pNl1g48lXaPk9nG3ofvsiB8MyHEsDmKnTZuG++67D0uWLIFCof5pRqlU4vHHH8e0adOQn59v80mS89QMQMPr+2LeGsN5sLVp6rZeunYDvRZs0kk9iLm1SWtgm3C7zZuIZEzTqrb2vzaaVrX3fepagawFG9iyT2YjbUuawU1UtYkQ7b4S6q5do4zdZ0f8YECOY3GJrWPHjuGZZ57RBrAAoFAokJaWhmPHjtl0cuRctctnPfjxbhSXS08PGNUxBtNW7dfLndVUL8g+LN8C50RkJ2Zb1UK901+ldOSszNNsYAuuVZEluJE26NZ8dC8lgNWouRJqD+7YNcrUfdYcW5CzAEpX+x4ii1kcxCYlJeHw4cN6xw8fPoxOnTrZYk7kAjRpA6Y2bxnTwN8b741PwpoDRab+G0Lmz0fqNEcickNyblWbMAp4Kh+Y+CNwz8fqr08d0q4am/vo3hR7rYRqSmwJRmr5ChAQHRDt9BJblrAkRYLkzeJ0gieffBL/+c9/8Ndff+Ef//gHAGDXrl147733kJmZiYMHD2rHdujQwXYzJYcxVT5LivceTIKXIJitXmDJqi4ReQi5t6o1sYGtLoGovVZC3bFrlLumSJA+i4PYBx54AAAwY8YMg88JggBRFCEIApRKLtXLUU5hqVUrsJo82H80D8OPB02tpBARGeHGrWqtCUQd0WxA0zXK0CaomckzZZc76o4pEmSYxUFsYWGhPeZBLsSasliaD6LSRyZA4SUgMsjP5HgiIoMs3OkvJ+a6Y9XmyJVQd+oaJZcuZFR3FgexcXFx9pgHuRBrAtCabWEBIDk+FDEhfiguqzT23xCig/0AXKvTXInIzbhxq1pTH90b4uiVUHfpGuWOKRJkmFXNDs6cOYPffvsNJSUlUKlUOs89+eSTNpkYOY+5ABQAooN9sfC+Trhw9YbB2q8KLwHpIxMwdWWusf+GMGtoW1QV7rPTuyAi2XLjVrXGPrqPDojGc92eQ0O/hrJfCXUF7pYiQYZZHMQuW7YMU6ZMgY+PD8LCwiAItwMXQRAYxMqIsSYENQNQY0Z3aoSeLU3XeU1NjMGSCUnIWFugk2MbXaNO7DpmpxCRIW7cqtadPrp3ZbzP7s/iIHbu3LmYO3cuZs+eDS8viyt0kYvIyi/SCy5jaqQEpCbG4F994rF0m+Eo88NthejctKE2fcCY1MQYDEqINhgsV1dX2/Q9EZGbsaZVrUy4y0f3ro732b1ZHIVWVFRg3LhxDGBlzFgNWE0Tgqz8IihVItYcKDJ5noy1BVCqzG9OUHgJ6N4iDKM7NUb3FmFsOUtERER1ZnEkOnnyZHz99df2mAs5gKkasJpjGWsLsOv4RbN1XovKKpFTWGqPaZqlVInYeewifsg7g53HLkoKpomIiMh9WJxO8Nprr2HEiBHIyspC+/bt4e3trfP8okWLbDY5sj1zNWA1wenOYxclnc+aclx1ZS4VgoiIiNyfxUHs/PnzsX79erRp0wYA9DZ2kWuTHnRKW9l0dD1YTSpE7dlpUiGWTEhiIEtEyD2Xi4tVF7mZh8iNWRzELlq0CJ988gkmTZpkh+mQLRirOgBIDzq7Nw/Ht7lnTNd5DVGf21HMpUIIUKdCDEqIZt4tkYfacnoLAGDaxmm4gRsA1GWVZiXPYlklIjdjcU6sr68vevbsaY+5kA1k5Reh14JNeOCjXfjPF3l44KNd6LVgE7Ly1Zu0NDVgjYV4AtQfzf+jRRjSRyZoj9UeA9zuzuUoUlMhnJWnS0QOoFIChduBQ9+ov6putzfPPpmN57c/r/eSkooSpG1JQ/bJbEfOlIjszOIg9j//+Q/eeecde8yF6khK1QFNDVjAfHCqqfMaHaK7ehsd4ueUj+2lpkI4I0+XyGOZCCptrmANsDgRWDEC+Hay+uviRKBgDZQqJTJzMg12wdIcW5CzAEp7zo+IHMridIKcnBxs2rQJP/74I+644w69jV3fffedzSZH0lnyUbu5JgQ1g9OadV6Ly66j9FoVQgN9EeLvA6VKdOhKrNRUCEfn6RJ5rII1RrpqLbB9V62CNcBXD0MJEbl+vjivUCBCqURSeREUXz2M3NR5OFdxDr7wNfhyESKKK4qRW5LLuqFEFlCqlC7bMMLiILZBgwa4++677TEXqgNLPmrv3iLMZBOC2hReAsquV+H19UedWhHAXDtcZ+TpEnmsW0Gl3ibQ8iL18fs+tV0gq1ICWTORHeCHzLCGOFfv9n9dUTdvYtbFy6ja+xEQZP7DxfMV520zJyIPkH0y22DrXlfJMbeq7awzvf/++3jjjTdQVFSEO+64A4sXL0bv3u7Z0cUS1nzUrmlCYI6rVASo2Q5XgO5/nc7K0yXySLeCSsNVTG599pM1S9021hYrNid3IPvmJaRFhutdsUShQFpkGB6/XAaggdlTRQRE1H0+RB4g+2Q20rak6aXoaHLMF/Vb5PRA1uq2W+fPn8evv/6K3377DefPO+Yn2y+//BJPPfUUXnjhBezfvx+9e/fG0KFDcerUKYdc35XZ66N2qc0RHNVswNXydIk80skduikEekSg/Ix6nA0orxQhM6yh+t+cWqUcRUGACGBVcBAiFIEQjGxbFSAgOiAaSZFJNpkTkTuTS465xSux165dwxNPPIFPP/0UKpUKAKBQKPDwww/jnXfeQUBAgM0nqbFo0SJMnjwZjz32GABg8eLFWL9+PZYsWYLXXnvNbteVA3t91G5pmoIjWJIKQUR2cPWc+TGWjDMjV3lFJ4VAjyDgkkKB+rhp8D9dTWA7M3mmy+TyEbmy3JJcnRSC2lwlx9ziIDYtLQ1bt27F2rVrtaW2fv31Vzz55JN45plnsGTJEptPEgCqqqqwb98+zJo1S+f44MGDsWOH4Z/2b9y4gRs3bmgfl5eXAwCqq6tRXV2tM1bzuPZxOZk7vA2e/jIPgOGP2ucObwOV8qZFm4dLyq7BV2F+lbWk7Bqqq4Olnxh1v+ddmwYDUF/T0vflidzhe1xu3Pae+0cCXhI+1fGPBGzw3kvqRxrdsFXTTaUIH/gAgPYrAEQGROLpLk+jb6O+Tv2zUKqUOHD+AC5cv4Bw/3B0jOgo+6Dabb/HXZgj7nnJlRJJf+dKrpSgOsz285D63gRRFC36HDg8PBzffPMN+vXrp3N88+bNuO++++yWWnD27Fk0btwYv/32G3r06KE9Pn/+fKxYsQJHjx7Ve828efOQkZGhd3zVqlV2XTEmIiIiIutUVFRg/PjxKCsrQ3Cw8QUyi1diKyoqEBUVpXc8MjISFRUVlp7OYrVb24qiaLTd7ezZs5GWlqZ9XF5ejtjYWAwePFjvplRXV2PDhg0YNGiQXtkwuVGqROw7eQkXrt5AeKAvusQ1tPqjdqVKxJDF23Cu3HiaQlSwH9Y/1cfia7jTPZcD3m/Hc+l7fmQdkJ0OXCm6fSwoBkjJANoOk/b61f++9cDAZz93/hso+MH689egVClx15q7cKHivNmG2D7wwcwGMxHZKRJdG3W16DomqZTA6RzgWglQPxKITZa8aW3L6S14fvvzeqkOmjSH+b3no19sP9vN1YFc+nvcTTnint/+O3fBaIpOREAEvhv1nV0+TdB8cm6OxUFs9+7dkZ6ejk8//RR+fuqPk65fv46MjAx0797d0tNJFh4eDoVCgeLiYp3jJSUlBoNqQN1dzNdXfznc29vb6B+8qefkwhtAz9aG74k155o9/A5MXZkLwHCawuzhd8DP16f2S6Vfww3uuZzwfjuey93zgjXAtxOhV12g7IT6uJTyWO1HAwrBQJ3YxkDiPcCOt+p2/hq84Y1nkp8xuFPamNKqUtvd8zrUw1WqlFiwbwEqYXhvgQABr+97HQOaDZB1aoHLfY97AHve85p/5wDo/L3T/PCVlpwGP1/71GWX+r4srk7w1ltvYceOHWjSpAkGDhyIlJQUxMbGYseOHXjrrbcsnqhUPj4+6NKlCzZs2KBzfMOGDTrpBWR7rAhA5EbMlseCujyWlCTzhFHAU/nAxB+Bez5Wf30yD8j/xjbnryElLgWL+i1CQ9+GksaH+4dbdH6jNPVwa1dj0NTDLVhj8uWWbJAhciWav3ORAZE6x6MColyivBZgxUpsYmIi/vzzT6xcuRJHjhyBKIoYN24cHnzwQfj7+9tjjlppaWl46KGH0LVrV3Tv3h0ffvghTp06hSlTptj1usSKAERuw5LyWPESanB7KXTHFW637flrSIlLQZ/GfZDyTQou3bhkcIxmlahjREeLzm2QDerhSm2uwCYM5IpS4lLQP7a/+3TsAgB/f3/885//tPVczLr//vtx8eJFvPTSSygqKkJiYiLWrVuHuLg4h8/FE0ltjkBELsze5bHsfH6fej6Y232uyY85AdjmP1kbBPxSmyuwCQO5KoWXwmVbNUtOJ9i3bx/69+9vMNm2rKwM/fv3x4EDB2w6OUMef/xxnDhxAjdu3MC+ffvQp08fu1+TiMhtBErMl5c6ztHnh+mPOef3nm/1efXYICBPikxCVEAUmzAQ2YHkldiFCxdiwIABBksdhISEYNCgQXjjjTewcuVKm06QiIhsKK6HelNSeREMf0wuqJ+PM7DXQKVUrzpePacOQuN66H+MXpfzW8DYx5wqpQrrDq2r07m1bBCQK7wUmJU8C2lb0iBAMLhyzCYMRNaRvBK7e/dujB492ujzI0eONNp0gIiIXISXQr2rHgD0VgdvPU7N1A9OC9YAixOBFSOAbyervy5O1N/YZO35raD5mHNY82HoFt3N9oGgJiA3soqqDsgbmw3I5bBBhkiOJK/EnjlzBkFBQUafDwwMRFFRkdHniYioBimrmvaSMEpd5spg2ahM/bJRmh36tVdWNTv0a5fMsvT8rkoTkH/1MNSBrIEigxIDclffIKNUKV12bkTGSA5iIyIicPToUcTHxxt8/siRIwgPt1FJEyIid1aHuqOSmQuSE0apd9WbC6St3aFf8/xXioBr54H6EYB/Q/U55RIg2TAgd4UNMoaC1c2nNyMzJ1OnFFhUQBRmJc/iKjG5NMlBbEpKCl599VWkpqbqPSeKIubPn4+UFH6zuyulSmR5LSJbsHRV09prSAmSa5fHMqQuO/S9FMD1S+rOYPYM2KWoy8q31IDfxWWfzNYLVkN8QlBWVaY3tqSiBGlb0pjuQC5NchD74osvokuXLrjzzjvxzDPPoE2bNhAEAYcPH8bChQvxxx9/YNmyZfacKzlJVn4RMtYWoKjsdseZmBA/pI9MYKMDIkvYoO6oWbYOkuuyQ98RAbsUtlj5lhLwu7Dsk9kGO54ZCmABdekyAQIW5CxA/9j+TC0glyR5Y1eLFi2QnZ2Na9euYdy4cUhKSkLnzp3xwAMPoKKiAhs2bEDLli3tOVdygqz8IkxdmasTwAJAcVklpq7MRVY+86CJJNv2pvRVTWvYshuXhqU79FVKdcODg18BPz5l27lYo44dt9yBUqVEZk6m5Ja9GuwmRq7OomYHXbt2RX5+PvLy8vDnn39CFEW0bt0anTp1stP0yJmUKhEZawtMrRkhY20BBiVEM7WAyJyCNcAWiTVMrW00YOtuXIBlJbMMrXjaci6WcsTKtwyYa31rDruJkauyqmNXp06dGLh6gJzCUr0V2JpEAEVllcgpLGUnLyJTtMGURNY2ArBHtyypO/SP/GQ4dcCWc7GUPYJ6GaprEMpuYuSqJKcTkOcpuWI8gLVmHJHHOp0jcXUSkuqOGmWvblmaHfrBtXLggxupj7cdbmLF08ZzsYS9W+zKhLVBKLuJkauzaiWWPENkkJ9NxxF5rGsl0sfWpRGAPbtlmdqhX7hdepBui7lI5YAWuHKgaX1bUlEiOS+W3cRIDrgSS0Ylx4ciJsTPVK8axISoy20RkQn1I82PAYB+z5veLa/ZNHXoG/XX2pui7N0tS7NDv/296q+a81i8kmnbzl1GGem4pQSwx88X6+rXx57QxlDG3mm/ObgATetb4HZwqqF5HOIbonOc3cRIDrgSS0YpvASkj0zA1JW5xjLhkD4ygZu6iMyJTTazQgogqBHQ51nj55BaJsoZ3bIsXcl0VOcuA/m82QH+yAxriHP1bv/3F7V6mNsX9te0vjXU1GBm8kyX7iZGZIykIPbgwYOST9ihQwerJ0OuJzUxBksmJOnViY1mnVgi6aRsjhq6wPiqpDVtXx1ZnF9KGkNAGJD6GhAU47QWu9k3LyEtMlxvhprC/m/2fRMN/Rq6bSBnrvWts7uJEVlKUhDbqVMnCIIAUTS8gqB5ThAEKJV2rvlHDpeaGINBCdHs2EVUF9aukFpbJsqRxfmlBOkj/uvYDl01JYyCsnUqMr8eCLHqst7TmjzR57Y9B5Wo0h53x9arrtD6lshWJAWxhYWF9p4HOYiU9rHGxrCMFlEdWbNCKpcyUc5IY7BA7oUDOGcggK2pZgALsPUqkauTFMTGxcXZex7kAFLax7LFLJGdWbpCKqcyUY5OY7CANbVS2XqVyLVZvbGroKAAp06dQlVVlc7xUaOc+9M2GaZpH1v7A0lN+9glE9R1AM2NYSBL5GByKxPlyDQGC1hbK7Vm61V+DE/kWiwOYo8fP4677roLhw4d0smTFQT1R9LMiXU9VTdVeH71IZPtY+et+R2AwBazRK7GnrVfPYg1tVJrYutVItdjcZ3Y//znP4iPj8e5c+cQEBCA33//Hdu2bUPXrl2xZcsWO0yR6iIrvwj/eG0jSq9VGx0jAiguv4HicmktZonIgbS1X40FXqL96626AVO1UqVg61Ui12NxELtz50689NJLiIiIgJeXF7y8vNCrVy+89tprePLJJ+0xR7KSJoWg9FqV+cESscUsEcmVplZqZIBu8wkvwfh/hWy9SuS6LE4nUCqVCAwMBACEh4fj7NmzaNOmDeLi4nD06FGbT5Cso1SJyFhbYE0nc5PYYpbIwbQltowxUmLLmutYuyGrLq91MEO1Ui9VXsKzW9WNJmqmGrhS61WlSslmBES1WBzEJiYm4uDBg2jevDnuvPNOvP766/Dx8cGHH36I5s2b22OOZIWcwlKdCgOmCACign0BCDhXXmks6w7RbDFL5HiOKLEltRuYrV/rJIZqpS4SjHezcnZ5reyT2Qbn5m41bIksZXEQ++KLL+LatWsAgFdeeQUjRoxA7969ERYWhi+//NLmEyTrWPqx/7xRdwAAW8wS1UXtFclGNtjNbu8SW5Z2A7PVa12MuW5WtiZ1ZTX7ZDbStqTpbUZjDVsiK4LYIUOGaH/fvHlzFBQUoLS0FA0bNtRWKCDnk/qxf2h9b8y/q722dFZdWsxKaaRA5LYMrUiGxAPNM+p2XnuW2LK2G1hdX+uiHNXNSurKqlKlRGZOpsFqCqxhS1SHOrEAcPr0aQiCgCZNmthqPmQjyfGhiAnxQ3GZ4fQAAAir74OdswfCp97tTQ1SWswaClY3FBSzSQJ5LmMrkleK1V+PrAPaj7bu3PYssVWXVAW5dBJzMZasrOaW5OoEurWxhi15OouD2Js3byIjIwNvv/02rl69CgAIDAzEE088gfT0dHh7e9t8kmT5KqfCS0D6yAST6QGv3pWoE8DWfK2xFrOGOno1CPDG5Qr9El5skkAeweyKJIDsecAdI6xbkdSU2PrqYcDY32ZrS2zVJVVBTp3E7ExqaoClK6tSa9Oyhi15KouD2OnTp2P16tV4/fXX0b17dwDqslvz5s3DhQsX8MEHH9h8kp7O2lawqYkxdUoPMDQPQx29DAWwAJskkIcwuyIJ4MrZuq1IJoxS55ca3ECVaX3eaV1SFeTWScxOLNl0ZenKqtTatKxhS57K4iD2888/xxdffIGhQ4dqj3Xo0AFNmzbFuHHjGMTamJR2seYCWXPpAVJYW7KrZpMEY6u7RLLmqBXJhFHq/FJblrKqS6oCO4lZvOnK0pVVc13GBAiICohiDVvyWBY3O/Dz80OzZs30jjdr1gw+Pj62mBPdYipw1BzLWFsApcp0aKlJDxjdqTG6twizakXUkpJdhrBJArktR65IeinUq7nt71V/retmHm03MAB6XazMpCrU5bVuwFxqAAAsyFkApep2K3ZLV1ZNdRlzpRq2RM5icRA7bdo0vPzyy7hx44b22I0bN/Dqq69i+vTpNp2cpzMXODqyFWxdg1A2SSC3pVmRNNXKNMiFVyQ1qQrBtT7RCW5kvkRWXV4rc5akBmhoVlaNtb011B3MWJexqIAoltcij2dxOsH+/fuxceNGNGnSBB07dgQAHDhwAFVVVRg4cCDuvvtu7djvvvvOdjP1QFIDR0esclobhLJJArk9KRuvUua59opkXVIV7JHmIAPWbLrSrKymbUmDAEFydzBH17AlkguLg9gGDRrgnnvu0TkWGxtrswnRbVIDR0esckop2WWICDZJIA9gbONV0K0VyrbDnDMvS2hSFRz9WpmydtOVZmXV0u5gjqphSyQnFgexy5Yts8c8yABzgaMjVzlNlewy5dGezVheizyDoRXJRt2ArPXOnpnbq1niKszHMRtI67LpiiurRLZRp2YHZF9Sar06cpXTWMkuUwYlRNt5VkQupPaKZLXh8nNkO7VLXPnCF3MazMGW01swqPkgu13X2tSAmq/nyipR3UgKYpOSkrBx40Y0bNgQnTt3NtleNjc31+hzZDlb13o1RmozBU3Jrl3HLmLaqlxcvm74P2nmwhLZmUppWR6qpeNlwFiJKwB4fvvzEBSCXTc+WZsaQES2ISmIHT16NHx9fQEAY8aMsed8yABb1Xo1xtJmCgovAT1bhSPznvaYulL9Q4uzV4mJPErBGiONDxYYrghg6XgZMFXiSqNm9yt7YWoAkfNICmLT09MN/p4cx1Qr2LqoSzMFW64SW9pWl8hjFay5VQmh1t/a8iL18dqlrSwdLxOWdr+yJ6YGEDmHxTmxe/bsgUqlwp133qlzfPfu3VAoFOjatavNJkf2Za6ZgpSWsbZYJc4+fA4v/XTU4ra6RB5HpVSvqJr6W5s1S73BzEth+XgZkVzi6to5oHC7W6VREJGaVc0OTp8+rXf8zJkzmDZtmk0mRY5hq2YKde0I9vSXeXrz0KwEZ+UXWXQuIrd2coduSoAeESg/ox5nzXgZkVzi6qcZwIoRwLeT1V8XJ6pXp4lI9iwOYgsKCpCUpF8ypHPnzigoKLDJpMgxnN1MQdMut65tdYk8xlXjH58bHGfpeBkx3/0KiL55E0mlZ3Sf0KRRMJAlkj2Lg1hfX1+cO6f/D15RURHq1WPFLjmxZzMFpUrEzmMX8UPeGew8dtFgILrv5CWT53BkW10iWQiMsmycpeNlRFPiCoDhQFYUMfPiJegnDtz6tyhrljrdgohky+IgdtCgQZg9ezbKysq0xy5fvoznn38egwbZryYf2Z6mmYKxD/8FqHNTLS2TlZVfhF4LNuGBj3bhP1/k4YGPdqHXgk16qQEXrt6QdD5HtNUlkoW4HuqqAqb+1gY3Vo+zZrzMaEpcRQZE6j03/8JFpFRcN/JK+aZRENFtFi+dLly4EH369EFcXBw6d+4MAMjLy0NUVBT+97//2XyCZD/2aKZgSbWD8EBfXJBwTke01SWSBS+FuizWVw8Dxv7Wpmbe3rhk6XgZql3iKswnDMX7itHPaABbw600iqqbVfjyjy9xuvw0YoNjcX/r++FTz8fOMyeiurJ4JbZx48Y4ePAgXn/9dSQkJKBLly546623cOjQIcTGxtpjjmRHmjJZ0SG6gWJ0iJ/J8lqGmKt2IEI3x7VLXEMAJteIrFoJJnJrCaPUZbGCa/3dDG5kuFyWpeNlSFPialjzYUiK0t+zYVRgFBbtXYRuq7rh9T2v4/Ojn+P1Pa+j26puWLR3kf0m7EaUt1IyfjnxC/YU79E+JnIEq5JY69evj3/961+2ngs5ibkyWVJruJqrdgDcznGtXcXAFdrqEslGwih1WSypHbgsHe8OgmKAshMwvHVUAIIbYdGF3VhWsELvWZWowrLflwEA0rqm2XWacpZ9MhsLcxZiis8UpO9Ixw3cQFRAFGYlz2K3MnIIq4LYP/74A1u2bEFJSQlUKpXOc3PnzrXJxMixjDVTsKSbl9Tc1Q0FxTrX+u/9nfTqxNq6rS6R2/FSAPG97Tde7lIygG8nwtiPyFWDX8GK3AyTp1hRsALTO01naoEBmpa/PvABatyekooSpG1Jw6J+ixjIkt1ZHMR+9NFHmDp1KsLDwxEdHQ1BqLGaJggMYt2Ipd28pOau/pB3Fi8MT9A+TmkXhcGJjdmxi4hsp+0wdbqEwXa7mfgSZVCJKuOvh3pF9ss/vsRDCQ/ZebLyYqrlrwgRAgSHtPwlsjiIfeWVV/Dqq69i5syZ9pgPuQhrunklx4citL43Sq9Vmzz3xWtVyCksRdemwdpj9mqrS0QezEQaxeld8yWd4nS5fnMfT+dKLX/Js1m8sevSpUsYO3asPeZCLsSabl4KLwF3dWos6fwsm0VkJZVS3Ub10Dfqr9xIY5omjaL9veqvt1YGY4OlbUSWOs6TSG75K3EckbUsDmLHjh2LX375xR5zIRdibTevlIRoSa9j2SwiE4wFqgVr1G1T2Ua1zu5vfT+8BNP/BXoJXri/9f0OmpF8SG75K3EckbUsTido2bIl5syZg127dqF9+/bw9vbWef7JJ5+02eTIeazt5qVpoFBcVmlsTzCib5XNUilv1n2iRO6mYI3hPM7Ee4Ed70Bvt72mjaqblMtyFJ96PpiYMFFbhcCQiQkTuanLAE3L35KKEoPPCxAQFRCFpEgLyp0RWcHiIPbDDz9EYGAgtm7diq1bt+o8JwgCg1g3YUkwWpMlDRT4KShRLQVrbjUmqB2ongV2vG3kRbey1LNmqfM/uZFGMk35rBUFK3Q2eXnBC4PjBqNtaFvsKd6DpMgkblCqQdPyN21Lml7LX83jmckzec/I7iwOYgsLC+0xD3IxdenmpWmgULs0F8tmEZmgUqpXYA3+2GhOjTaqnlRGywbSuqZheqfp2o5d129ex46zO5B1MgtZJ7MAgLVPDdC0/F2Ys1DneFRAFGYmz+S9Ioewqk4seYa6BKPmGigQUS0nd+imEFjjqvEd42ScTz0fPJTwkLb2ae3SUax9alhKXAp6RffC+qz1yOiRgcigSK5ak0NJCmLT0tLw8ssvo379+khLM929ZNEitupzJ3UJRlk2i8gCtghAS46oN4K5ezcuO2DtU+to7sXgZoP19sgQ2ZukIHb//v2orlbX/szNzdVpcFCTseMkbwxGiRwgMKru59j+hvpXcCMgdQE3elmAtU+J5EdSELt582bt77ds2WKvuRARea64Hurgs7wIpvNia2epG8CKBRZj7VMi+bGoTuzNmzdRr1495Ofn22s+RESeyUuhXj0FANT+VEtQ/+rxJBAsZWPkrSA3axabIUjE2qdE8mNREFuvXj3ExcVBqeQ/iq5OqRKx89hF/JB3BjuPXYRSZc2OZyJyqIRR6tXT2oFqcCP18cEvA0/lAxN/BPo8Z+ZkNSoWkFma2qe1S0ZpCBAQHRDt0NqnSpUSe4r3YN3xddhTvAdK/kBCpMPi6gQvvvgiZs+ejZUrVyI0NNT8C8jhsvKL9CoKxLC8FZE8JIxS13s9uUO92SswSnejlqaNqtSNYKxYIEnt2qc1N3g5o/Zp9slsZOZk6uTpstQXkS6Lg9i3334bf/31Fxo1aoS4uDjUr19f5/nc3FybTY4sl5VfhKkrc/Uy5orLKjF1ZS6WTEhiIEvk6jSBqilSN4LZYsOYh9DUPtULHn0bYGajQUhR+arTM+wcyLLUF5E0Fgexo0ePZhUCF6VUichYW2Bwy8etnj7IWFuAQQnRrNdKJHdmN4IJ6ufjejh6ZrKWEpeC/rH9kVuSi/N/ZiFi/+dIKj0AxZEDAN60e+UHlvoiks7iIHbevHl2mAbZQk5hqU4KQW0igKKySuQUlrJkFpHcaTaCffUw9CsW3PohNTWT9WKtoPBSoFtpEbBxIfRbANu38gNLfRFJJ3ljV0VFBaZNm4bGjRsjMjIS48ePx4ULF+w5N49T181YJVeMB7DWjCMiF2duIxjLa1nHZAtg+1Z+YKkvIukkr8Smp6dj+fLlePDBB+Hn54fPP/8cU6dOxddff23P+XkMW2zGigzys+k4IpIBcxvByHJmWwDXqPxgLnfZQiz1RSSd5CD2u+++w8cff4xx48YBACZMmICePXtCqVRCoeA/lnVhq81YyfGhiAnxQ3FZpbEMOUSHqNvGEpEbqb0RTKVUt59lUGsdJ1Z+0JT6KqkoMZgXK0BAVECUQ0t9EbkqyekEp0+fRu/et/+RTE5ORr169XD2rKmfVskcc5uxAPVmLCmpBQovAekjEwAYLpUOAOkjE7ipi8idFawBFicCK0YA305Wf12cqD5O0jix8oOm1BcAvZq1zij1ReTKJAexSqUSPj4+Osfq1auHmzdv2nxShrz66qvo0aMHAgIC0KBBA4dc0xEs2YwlRWpiDJZMSEJ0iG7KQHSIH8trEbm7gjXqTUe1PwrXbEZiICuNpvKDkcYH6soPje1W+UFT6isyIFLneFRAFMtrEdUgOZ1AFEVMmjQJvr6+2mOVlZWYMmWKTq3Y7777zrYzvKWqqgpjx45F9+7d8fHHH9vlGs5gj81YqYkxGJQQjZzCUpRcqURkkDqFgCuwRA6m2fhT8AMQbOeP9c1uRhLUm5HaDmdqgTkuUPlBp9RXxXlEBEQgKTKJK7BENUgOYidOnKh3bMKECTadjCkZGRkAgOXLlzvsmo5gr81YCi+BZbSInKlgDbB+LtA8A/hhGqCqtG+NUSduRnJLmsoPWTN172twI3UA64DKDwovBctoEZkgOYhdtmyZPedhFzdu3MCNGze0j8vLywEA1dXVqK6u1hmreVz7uL11bhKEuIa+OFdufDNWVLAfOjcJcvjc7M1Z99xT8X7bmUoJnM4BrpUApYXA9jdR7aX+4VPzFVcvAd/8C7hLBNoOs+31y88BXhJ+2C0/B7jx94BNv89bDQVaDL7951o/EohNVq/AuvE9tAT/XXE8T7jnUt+bIIqiZcVInWz58uV46qmncPnyZbNj582bp13BrWnVqlUICAiww+yIiIiIqC4qKiowfvx4lJWVITg42Og4izt22ZKxILOmPXv2oGvXrladf/bs2UhLS9M+Li8vR2xsLAYPHqx3U6qrq7FhwwYMGjQI3t7eVl2vLrIPn0Pmz0dQXH479zU62A+zhrZFSjv37H3u7HvuaXi/7eTIOmD1v2EoF7Xayw8b2r+NQYeehLeqVl77+K+BuO62m4dKCbz/D+BKscG5AAIQFAM8vtOtc2L5fe5YvN+O5wn3XPPJuTlODWKnT5+urTtrTLNmzaw+v6+vr85GNA1vb2+jf/CmnrOnoR2aYHBiY4/cjOWse+6peL9tSKUENswCVNdNDvNWVeoHsddLAJv+OXgDQ166tRkJMLgZaUgG4OsZzU74fe5YvN+O5873XOr7cmoQGx4ejvDwcGdOwaVwMxaRzJjdTGWCHWqMusJmJCIiR3FqEGuJU6dOobS0FKdOnYJSqUReXh4AoGXLlggMDHTu5GRKqRI9cuWXyGas6tgkqINKW9UYVSl1W862Hc42tETkEWQTxM6dOxcrVqzQPu7cuTMAYPPmzejXr5+TZiVfWflFyFhboNNoISbED+kjE9gQgUgqi1dTbVxjtGCNkVVXO5XxIiJyIZI7djnb8uXLIYqi3i8GsJbLyi/C1JW5ep3CissqMXVlLrLyi5w0MyKZMdvZqZbgRuqP+20RYLI7FxF5ONkEsWQbSpWIjLUFRnv6AEDG2gIoVbKqvEbkHJrOTgD0A1nh9rHR7wETfwSeOmSbANZsdy6ou3NpOoaRTShVSuwp3oN1x9dhT/EeKHl/iZxKNukEZBs5haV6K7A1iQCKyiqRU1jKTWZEUpjaTDXoNeA4gITRtq1EwO5cDpd9MhuZOZk4V3E7DzoqIAqzkmchJS7FiTMj8lwMYj1MyRXjAaw144gI6kDW0GYqpQo4vs7215O6ocyqjWdUW/bJbKRtSYNYa+W7pKIEaVvSsKjfIgayRE7AINbDRAZJqxEpdRwR3eKl0F/1VKrscy2pG8rsUcbLwyhVSmTmZOoFsAAgQoQAAQtyFqB/bH8oWAGCyKGYE+thkuNDERPiZ3QbigB1lYLk+FBHTouILGF2Q5kABDe2XRkvD5ZbkquTQlCbCBHFFcXILcl14KyICGAQ63EUXgLSRyYAMLwNBQDSRyawXiyRKzO7oQy2K+Pl4c5XnLfpOCKyHQaxHig1MQZLJiQhOkQ3ZSA6xA9LJiSxTiyRHGg2lAXX+vtqyzJehIiACJuOIyLbYU6sh0pNjMGghGh27CKSM2MbyrgCazNJkUmICohCSUWJwbxYAQKiAqKQFJnkhNkReTYGsR5M4SWwjBaR3BnaUEY2o/BSYFbyLKRtSYMAQSeQFW6lbsxMnslNXUROwHQCIiIiE1LiUrCo3yJEBkTqHI8KiGJ5LSIn4kosERGRGSlxKegf2x+5Jbk4X3EeEQERSIpM4goskRMxiCUicjUqJfNcXZDCS4Fu0d2cPQ0iuoVBLBGRKylYY7iFbeoCVhwgIqqBObFERK6iYA3w1cO6ASwAlBepjxescc68iIhcEINYIiJXoFKqV2ANlHHSHsuapR5X+3WF24FD36i/1n6eiMhNMZ2AiMgVnNyhvwKrQwTKz6jHaUpqMfWAiDwYV2KJiFzB1XOWjWPqARF5OAaxRESuIDBK+jhrUw+IiNwIg1giIlcQ10OdCgBjrZ8FILixepwlqQeejPnCRG6NObFERK7AS6HOZf3qYagD2ZqrrLcC29RM9ThLUw880ZF1wIZZzBcmcmNciSUichUJo4D7PgWCY3SPBzdSH9cEX5akHniq1f9mvjCRm+NKLBGRK0kYBbQdbrpjlyb1oLwIhvNiBfXzcT0cNWvXoU0ZMJYvLKjzhdsOZxc0IpnjSiwRkavxUqjLaLW/V/21drClST0AoJ9DWyv1wNOczjEzgPnCRO6CQSwRkRxJTT3wNNdKpI3z5HxhIjfBdAIiIrmSknrgaepHArhkfpwn5wsTuQkGsUREcqZJPSC12GTg9/UwXarMQ/OFidwM0wmIiMh96KxCM1+YyJ0xiCUiIvdz11LmCxO5OaYTEBGR+2k7DLhjBPOFidwYg1giInJPzBcmcmsMYolIXlRKrq4RERGDWCKSkYI1QNZM3XaiwY3Uhf+Z50hE5FEYxBKRPBSsUfe9r91OtLxIfVzuG3bstMKsVCmRW5KL8xXnEREQgaTIJCi4ck1EboBBLBG5PpVSvQJbO4AFbh0TgKxZ6sL/rhigndwJXC8xHpzaaYU5+2Q2MnMyca7idneqqIAozEqehZS4FKvPS0TkClhii4hc38kdugGeHhEoP6Me50qOrFN/XTUW+HYysGIEsDhRHbRqaFaYa78/zQpzzbEWyD6ZjbQtaToBLACUVJQgbUsask9mW3VeIiJXwSCWiFyf1D73Usc5QsEaYPW/9Y/XDE7NrjBDvcKsUlp0aaVKicycTIgGzqs5tiBnAZQWnpeIyJUwiCUi1ye1z73UcfYmNTgt3G6XFebckly9FVjds4oorihGbkmuReclInIlzIklItcX10OdI1peBMOBoaB+Pq6Ho2dmmCb9wcvPyABNcPqrtPNZuMJ8vuK8Tcd5LJZzI3JpDGKJyPV5KdSbnL56GIAA3UBWUH9JzXSdAENq0GkoHjfEwhXmiIAIm47zSCznRuTymE5ARPKQMEpdRis4Rvd4cCPXK68lNeiM762evyYQ1yMAwY0tXmFOikxCVEAUBCPnFSAgOiAaSZFJFp3XY9hpsx0R2RaDWCKSj4RRwFP5wMQfgXs+Vn996pBrBbDA7fQHc8Fps17qlT3NsdpjAKtWmBVeCsxKnnXrLLrn1TyemTyT9WINsdNmOyKyPQaxRCQvXgr1Cmb7e9VfXTEQ06Q/GFQrOLXTCnNKXAoW9VuEyIBIneNRAVFY1G8R68QaI9dybkQeiDmxRET2kDAKuEsEjtc6HtxIHcDWDE4TRqkbNdh4E1FKXAr6x/Znxy5LyLGcG5GHYhBLRGQvbYcBx9cB47823bELuL3CbGMKLwW6RXez+Xndlol8ZiWAXD9fnFcoEHGzDEkqJX8gIHIiBrFERPYW1x3w9nb2LEgKI+XcsgP8kRnWEOfq3fpv8+BiRP31OVv4EjkRc2KJiIg0dPKZ1fnL2QH+SIsMxzmF7qorW/gSOReDWCIioppqbLZTAsgMa6hekxV0Kz2whS+RczGIJSLyJCqlut3toW/UXxl8GXarnFvu6EXqFALBcLk0tvAlch7mxBIReYq6dKHyxBasXgqcD4kxPw5s4UvkDAxiiYg8gaYLVe0i/pouVKZq0npwC1a28CVyXUwnICJyd3XpQuXhLVjZwpfIdTGIJSJyd9Z2oWILVrbwJXJhDGKJiNydtV2o2IIVAFv4Erkq5sQSEbk7E12oTI5jC1YttvAlcj0MYomI3J2RLlS3Cern43roHrY2+HVTbOFL5FqYTkBEro+1TevGQBeq2249Ts3UL5mlCX6NbGpSB7+N9YNfIiIHYBBLRK6tYA2wOBFYMQL4drL66+JEt98Vb3M1ulDpCG5kvLyWtcEvEZEDMJ2AiFxXXWqbkr6EUUDb4ZY1LdAEvwbrxGby/hOR0zCIJSLXZLa8k6Au79R2OFcCLeGlAOJ7W/Yaa4JfIiI7YxBLRK7JkvJOlgZlZDlrgl8iIjtiTiwRuSaWdyIiIhMYxBKRa2J5JyIiMoFBLBG5JpZ3IiIiExjEEpFrYnknIiIygUEsEbkua2qbEhGRR2B1AiJybSzvREREBjCIJSLXx/JORERUiyzSCU6cOIHJkycjPj4e/v7+aNGiBdLT01FVVeXsqRERERGRE8hiJfbIkSNQqVRYunQpWrZsifz8fPzzn//EtWvX8Oabbzp7ekTkSlRKph4QEXkAWQSxqampSE1N1T5u3rw5jh49iiVLljCIJaLbCtaoW9XW7PQV3Ehd5YCbwIhkT6lUorq62tnTcKrq6mrUq1cPlZWVUCqVzp6OVby9vaFQ1H1xQRZBrCFlZWUIDQ01OebGjRu4ceOG9nF5eTkA9TdA7b8Emsee/pfDkXjPHcvt7/eRdcDqfwMQAS+/28evXgK++Rdwlwi0HebQKbn9PXdBvOeO5aj7LYoiSkpKtP+PezJRFBEdHY1Tp05BEIzV0XZ9wcHBiIyMNPgepH4/CaIoiraemL0dO3YMSUlJWLhwIR577DGj4+bNm4eMjAy946tWrUJAQIA9p0hEREQ2EhQUhIYNGyI8PBw+Pj6yDt48nSiKqKqqwoULF3Dp0iVcuXJFb0xFRQXGjx+PsrIyBAcHGz2XU4NYY0FmTXv27EHXrl21j8+ePYu+ffuib9+++L//+z+TrzW0EhsbG4sLFy7o3ZTq6mps2LABgwYNgre3txXvhizFe+5Ybn2/T+4EVo01P27810Bcd/vP5xa3vucuivfcsRxxv5VKJY4fP46IiAiEhYXZ5RpyIooirly5gqCgIFkH8xcvXsT58+fRvHlzvdSC8vJyhIeHmw1inZpOMH36dIwbN87kmGbNmml/f/bsWfTv3x/du3fHhx9+aPb8vr6+8PX11Tvu7e1t9C+bqefIPnjPHcst7/f1EkBVKW2cE967W95zF8d77lj2vN9KpRKCICAwMBBeXrIoqmRXKpUKACAIgqzvR2BgIC5cuAAAet87Ur+XnBrEhoeHIzw8XNLYM2fOoH///ujSpQuWLVsm6z84IrKxwCjbjiMilyPnVUfSZ4s/T1ls7Dp79iz69euHpk2b4s0338T58+e1z0VHRztxZkTkEuJ6qKsQlBcBMJQhJaifj+vh6JkREZGdyCKI/eWXX/DXX3/hr7/+QpMmTXSek+G+NCKyNS+FuozWVw8DEKAbyN76aT81k/ViiYjciCw+k580aRJEUTT4i4gIgLoO7H2fAsExuseDG6mPs04sEcnEiRMnIAgC8vLynD0VlyaLlVgiIkkSRgFth7NjFxEZpFSJyCksRcmVSkQG+SE5PhQKL+baypUsVmKJiCTzUgDxvYH296q/MoAlIgBZ+UXotWATHvhoF/7zRR4e+GgXei3YhKz8Irtd85tvvkH79u3h7++PsLAwpKSk4Nq1awCAZcuWoV27dvDz80Pbtm3x/vvva18XHx8PAOjcuTMEQUC/fv0AqCsTvPzyy7jjjjvg7++PTp06ISsrS/u6qqoqTJ8+HTExMfDz80OzZs3w2muvaZ9ftGgR2rdvj/r16yM2NhaPP/44rl69arf3b28MYomIiMitZeUXYerKXBSV6ZbiKy6rxNSVuXYJZIuKivDAAw/g0UcfxeHDh7FlyxbcfffdEEURH330EV544QW8+uqrOHz4MObPn485c+ZgxYoVAICcnBwAQHZ2NoqKivDdd98BAN566y0sWrQIL730EvLy8jBkyBCMGjUKf/75JwDg7bffxpo1a/DVV1/h6NGjWLlypU6pUi8vL7z99tvIz8/HihUrsGnTJsyYMcPm791RmE5AREREbkupEpGxtsBg3RIR6q2fGWsLMCgh2qapBUVFRbh58ybuvvtuxMXFAQDat28PAHj55ZexcOFC3H333QDUK68FBQVYunQpJk6ciIiICABAWFiYThWmN998EzNmzMA999yD4OBgLFiwAJs3b8bixYvx3nvv4dSpU2jVqhV69eoFQRC019V46qmntL+Pj4/Hyy+/jKlTp+qsAssJV2KJiIjIbeUUluqtwNYkAigqq0ROYalNr9uxY0cMHDgQ7du3x9ixY/HRRx/h0qVLOH/+PE6fPo3JkycjMDBQ++uVV17BsWPHjJ6vvLwcZ8+eRY8euqUCe/bsicOHDwNQb4TPy8tDmzZt8OSTT+KXX37RGbt582YMGjQIjRs3RlBQEB5++GFcvHhRm+IgNwxiiYiIyG2VXJHQzc+CcVIpFAps2LABP//8MxISEvDOO++gTZs2OH78OADgo48+Ql5envZXfn4+du3aZfa8tZsEiKKoPZaUlITCwkK8/PLLuH79Ou677z7ce++9AICTJ09i2LBhSExMxLfffot9+/bhvffeA6BuHyxHTCcgIiIitxUZ5GfTcZYQBAE9e/ZEz549MXfuXMTFxeG3335D48aNcfz4cTz44IMGX+fj4wNA3XJXIzg4GI0aNcJvv/2GTp06aY/v2LEDycnJOuPuv/9+3H///bj33nuRmpqK0tJS7N27Fzdv3sTChQu1XU+/+uorm79nR2IQS0RERG4rOT4UMSF+KC6rNNbPD9Eh6nJbtrR7925s3LgRgwcPRmRkJHbv3o3z58+jXbt2mDdvHp588kkEBwdj6NChuHHjBvbu3YtLly4hLS0NkZGR8Pf3R1ZWFpo0aQI/Pz+EhITgueeeQ3p6OmJiYtC9e3esWLECeXl5+OyzzwAA//3vfxETE4NOnTrBy8sLX3/9NaKjo9GgQQO0aNECN2/exDvvvIORI0fit99+wwcffGDT9+xoDGKJiIjIbSm8BKSPTMDUlbnG+vkhfWSCzevFBgcHY9u2bVi8eDHKy8sRFxeHhQsXYujQoQCAgIAAvPHGG5gxYwbq16+P9u3bazde1atXD2+//TZeeuklzJ07F71798aWLVvw5JNPoqysDHPmzMH58+eRkJCANWvWoFWrVgCAwMBALFiwAH/++ScUCgW6deuGdevWwcvLC506dcKiRYuwYMECzJ49G3369MFrr72Ghx9+2Kbv25EE0YPaXpWXlyMkJARlZWUIDg7Wea66uhrr1q3DsGHD4O3t7aQZehbec8fi/XY83nPH4z13LEfc78rKShQWFiI+Ph5+ftZ/5J+VX4SMtQU6m7xiQvyQPjIBqYkxJl7pWlQqFcrLyxEcHKxNC5AjU3+upuK1mrgSS0RERG4vNTEGgxKi2bHLjTCIJSIiIo+g8BLQvUWYs6dBNiLfdWgiIiIi8lgMYomIiIhIdhjEEhEREZHsMCeWZEOpEpmQT0RERAAYxJJMuEtpFCIiIrINphOQy8vKL8LUlbk6ASwAFJdVYurKXGTlFzlpZkREROQsDGLJpSlVIjLWFhhsFag5lrG2AEqVx/TsICIiIjCIJReXU1iqtwJbkwigqKwSOYWljpsUERGRCzpx4gQEQUBeXp5Lns/WmBNLLq3kivEA1ppxRERE7io2NhZFRUUIDw939lQcgkEsubTIIGl9sqWOIyIiD6ZSAid3AFfPAYFRQFwPwEvh7FlJVl1dDYXC+HwVCgWio6MdOCPzqqqq4OPjY5dzM52AXFpyfChiQvxgrJCWAHWVguT4UEdOi4iI5KZgDbA4EVgxAvh2svrr4kT1cTtYunQpGjduDJVKpXN81KhRmDhxIgBg7dq16NKlC/z8/NC8eXNkZGTg5s2b2rGCIOCDDz7A6NGjUb9+fbzyyiu4dOkS/vnPfyIqKgr+/v5o1aoVli1bBsDwx/+///47hg8fjuDgYAQFBaF37944duwYAEClUuGll15CkyZN4Ovri06dOiErK8vk+9q6dSuSk5Ph6+uLmJgYzJo1S2fO/fr1w/Tp05GWlobw8HAMGjSoTvfRFAax5NIUXgLSRyYAgF4gq3mcPjKB9WKJiMi4gjXAVw8D5Wd1j5cXqY/bIZAdO3YsLly4gM2bN2uPXbp0CevXr8eDDz6I9evXY8KECXjyySdRUFCApUuXYvny5Xj11Vd1zpOeno7Ro0fj0KFDePTRRzF37lwcPXoUP/30Ew4fPowlS5YYTR84c+YM+vTpAz8/P2zatAn79u3Do48+qg0633rrLSxcuBBvvvkmDh48iCFDhmDUqFH4888/jZ5v2LBh6NatGw4cOIAlS5bg448/xiuvvKIzbsWKFahXrx5+++03LF26tC630SSmE5DLS02MwZIJSXp1YqNZJ5aIiMxRKYGsmYDROjcCkDULaDvcpqkFoaGhSE1NxapVqzBw4EAAwNdff43Q0FAMHDgQ/fv3x6xZs7Srss2bN8fLL7+MGTNmID09XXue8ePH49FHH9U+PnXqFDp06ICuXbvCy8sLzZo1MzqH9957DyEhIfjiiy/g7e0NAGjdurX2+TfffBMzZ87EuHHjAAALFizA5s2bsXjxYrz33nt653v//fcRGxuLd999F4IgoG3btjh79ixmzpyJuXPnwstLvTbasmVLvP7661beOekYxJIspCbGYFBCNDt2ERGRZU7u0F+B1SEC5WfU4+J72/TSDz74IP71r3/h/fffh6+vLz777DOMGzcOCoUC+/btw549e3RWXpVKJSorK1FRUYGAgAAAQNeuXXXOOWXKFIwdOxb5+fkYPHgwxowZgx49ehi8fl5eHnr37q0NYGsqLy/H2bNn0bNnT53jPXv2xIEDBwye7/Dhw+jevTsEQdAZf/XqVfz9999o2rSpwTnbC4NYkg2Fl4DuLcKcPQ0iIpKTq+dsO84CI0eOhEqlwk8//YRu3bph+/btWLRoEQB1PmpGRgbuvvtuvdf5+d3erFy/fn2d54YOHYqDBw9i27Zt2LRpEwYOHIhp06bhzTff1DuPv7+/2TnWDEgBQBRFvWOmnhNFUe88tedsL8yJJSIiIvcVGGXbcRbw9/fH3Xffjc8++wyff/45WrdujS5dugAAkpKScPToUbRs2VLvl+ZjeWPCw8MxadIkrFy5EosXL8aHH35ocFyHDh2wfft2VFdX6z0XHByMRo0a4ddff9U5vmPHDrRr187g+RISErBjxw5t4KoZHxQUhMaNG5ucsz1wJZaIiIjcV1wPILiRehOXwbxYQf18nOGP5OvqwQcfxMiRI/H7779jwoQJ2uNz587FiBEjEBsbi7Fjx8LLywsHDx7EoUOH9DZK1ZSeno527dqha9euqK6uxo8//mg06Jw+fTreeecdjBs3DrNnz0ZISAh27dqF5ORktGnTBs899xzS09PRokULdOrUCcuWLUNeXh4+++wzg+d7/PHHsXjxYjzxxBOYPn06jh49ivT0dKSlpZkNvO2BQSwRERG5Ly8FkLpAXYUAAnQD2Vsfgadm2q1e7IABAxAaGoqjR49i/Pjx2uNDhgzBjz/+iJdeegmvv/46vL290bZtWzz22GMmz+fj44OXXnoJp06dgr+/P3r37o0vvvjC4NiwsDBs2rQJzz33HPr27QuFQoFOnTpp82CffPJJlJeX45lnnkFJSQkSEhKwZs0atGrVyuD5GjdujHXr1uG5555Dx44dERoaismTJ+PFF1+08u7UDYNYIiIicm8Jo4D7PlVXKai5ySu4kTqATRhlt0srFAqcPWt4Y9mQIUMwZMgQo6+t+bG9xgsvvIAnnngCwcHBequfzZo103tNhw4dsH79eoPn9/Lywty5czF37lyDzxs6X9++fZGTk2N0zlu2bDH6nK0xiCUiIiL3lzBKXUZLxh27SBeDWCIiIvIMXgqbl9Ei52F1AiIiIiKSHQaxRERERCQ7DGKJiIiISHYYxBIRERGR7DCIJSIiIiLZYRBLRERERLLDIJaIiIiIZIdBLBGRJVRKoHA7cOgb9VeV0tkzIiIZmjdvHjp16lTn82zZsgWCIODy5cuSXzNp0iSMGTOmztd2NjY7ICKSqmCNkbaVC+zatpKI3M+zzz6LJ554os7n6dGjB4qKihASEiL5NW+99ZbBlrZywyCWiEiKgjXAVw8DqPUPf3mR+vh9nzKQJXJxSpUSuSW5OF9xHhEBEUiKTILCSW1nAwMDERgYaPT5qqoq+Pj4mD2Pj48PoqOjLbq2JQGvK2M6ARGROSqlegW2dgAL3D6WNYupBUQuLPtkNoZ8OwSPrn8UM7fPxKPrH8WQb4cg+2S2Xa63dOlSNG7cGCqVSuf4qFGjMHHiRL10As1H/K+99hoaNWqE1q1bAwB27NiBTp06wc/PD127dsX333+Phg0bIi8vD4B+OsHy5cvRoEEDrF+/Hu3atUNgYCBSU1NRVFSkdy0NlUqFBQsWoGXLlvD19UXTpk3x6quvap+fOXMmWrdujYCAADRv3hxz5sxBdXW1bW+YFRjEEhGZc3KHbgqBHhEoP6MeR0QuJ/tkNtK2pOFcxTmd4yUVJUjbkmaXQHbs2LG4cOECNm/erD126dIlrF+/Hg8++KDB12zcuBGHDx/Ghg0b8OOPP+LKlSsYOXIk2rdvj9zcXLz88suYPXu22WtXVFTgzTffxP/+9z9s27YNp06dwrPPPmt0/OzZs7FgwQLMmTMHBQUFWLVqFaKiorTPBwUFYfny5SgoKMBbb72Fjz76CP/9738tuBv2wXQCIiJzrp4zP8aScUTkMEqVEpk5mRANfJIiQoQAAQtyFqB/bH+bphaEhoYiNTUVq1atwsCBAwEAX3/9NUJDQzFw4EDs2KH/Q2/9+vXxf//3f9o0gg8++ACCIOCjjz6Cn58fEhIScPr0afz73/82ee3q6mp88MEHaNGiBQBg+vTpeOmllwyOvXLlCt566y28++67mDhxIgCgRYsW6NWrl3bMiy++qP19s2bN8Mwzz+DLL7/EjBkzLLgjtseVWCIicwKjzI+xZBwROUxuSa7eCmxNIkQUVxQjtyTX5td+8MEH8e233+LGjRsAgM8++wzjxo2DQmE4WG7fvr1OHuzRo0fRoUMH+Pn5aY8lJyebvW5AQIA2gAWAmJgYlJSUGBx7+PBh3LhxQxtoG/LNN9+gV69eiI6ORmBgIObMmYNTp06ZnYe9MYglIjInroe6CgEEIwMEILixehwRuZTzFedtOs4SI0eOhEqlwk8//YTTp09j+/btmDBhgtHx9evX13ksiiIEQdA7Zo63t7fOY0EQjL7O39/f5Ll27dqFcePGYejQofjxxx+xf/9+vPDCC6iqqjI7D3tjEEtEZI6XQl1GC4B+IHvrcWqmehwRuZSIgAibjrOEv78/7r77bnz22Wf4/PPP0bp1a3Tp0kXy69u2bYuDBw9qV3IBYO/evTadY6tWreDv74+NGzcafP63335DXFwcXnjhBXTt2hWtWrXCyZMnbToHazGIJSKSImGUuoxWcIzu8eBGLK9F5MKSIpMQFRAFwcgnKQIERAdEIykyyS7Xf/DBB/HTTz/hk08+MbkKa8j48eOhUqnwr3/9C4cPH8b69euxaNEiANBbobWWn58fZs6ciRkzZuDTTz/FsWPHsGvXLnz88ccAgJYtW+LUqVP44osvcOzYMbz99ttYvXq1Ta5dV9zYRUQkVcIooO1wdRWCq+fUObBxPbgCS+TCFF4KzEqehbQtaRAg6Gzw0gS2M5Nn2q1e7IABAxAaGoqjR49i/PjxFr02ODgYa9euxdSpU9GpUye0b98eL774IiZMmKCTJ1tXc+bMQb169TB37lycPXsWMTExmDJlCgBg9OjRePrppzF9+nTcuHEDw4cPx5w5czBv3jybXd9agugOLRskKi8vR0hICMrKyhAcHKzzXHV1NdatW4dhw4bp5ZKQffCeOxbvt+Pxnjse77ljOeJ+V1ZWorCwEPHx8XUK3LJPZiMzJ1Nnk1d0QDRmJs9ESlyKLabqEP/73/8wefJkXLp0SS+HVk5M/bmaitdq4kosERERub2UuBT0j+3vMh27pPr000/RvHlzNG7cGAcOHMDs2bMxZswYsxuyPAGDWCIiIvIICi8FukV3c/Y0LFJcXIy5c+eiuLgYMTExuPfee51en9VVMIglIiIiclEzZszQCVpVKhXKy8udOCPXweoERERERCQ7DGKJiIjI5XnQPnSPYIs/TwaxRERE5LI0VQ8qKiqcPBOyJc2fZ12qWjAnloiIiFyWQqFAgwYNUFJSAgAICAiwWaF/OVKpVKiqqkJlZSW8vOS3FimKIioqKlBSUoIGDRpAobC+OgSDWCIiInJp0dHRAKANZD2ZKIq4fv06/P39ZR3MN2jQQPvnai0GsUREROTSBEFATEwMIiMjUV1d7ezpOFV1dTW2bduGPn36yLahh7e3d51WYDUYxBIREZEsKBQKmwQ/cqZQKHDz5k34+fnJNoi1FfklUxARERGRx2MQS0RERESywyCWiIiIiGTHo3JiNYV1DbVrq66uRkVFBcrLyz0+x8RReM8di/fb8XjPHY/33LF4vx3PE+65Jk4z1xDBo4LYK1euAABiY2OdPBMiIiIiMuXKlSsICQkx+rwgelAfN5VKhbNnzyIoKEivtlp5eTliY2Nx+vRpBAcHO2mGnoX33LF4vx2P99zxeM8di/fb8TzhnouiiCtXrqBRo0YmGzp41Eqsl5cXmjRpYnJMcHCw235TuCrec8fi/XY83nPH4z13LN5vx3P3e25qBVaDG7uIiIiISHYYxBIRERGR7DCIvcXX1xfp6enw9fV19lQ8Bu+5Y/F+Ox7vuePxnjsW77fj8Z7f5lEbu4iIiIjIPXAlloiIiIhkh0EsEREREckOg1giIiIikh0GsUREREQkOwxiDRg1ahSaNm0KPz8/xMTE4KGHHsLZs2edPS23deLECUyePBnx8fHw9/dHixYtkJ6ejqqqKmdPza29+uqr6NGjBwICAtCgQQNnT8ftvP/++4iPj4efnx+6dOmC7du3O3tKbm3btm0YOXIkGjVqBEEQ8P333zt7Sm7ttddeQ7du3RAUFITIyEiMGTMGR48edfa03NaSJUvQoUMHbYOD7t274+eff3b2tJyOQawB/fv3x1dffYWjR4/i22+/xbFjx3Dvvfc6e1pu68iRI1CpVFi6dCl+//13/Pe//8UHH3yA559/3tlTc2tVVVUYO3Yspk6d6uypuJ0vv/wSTz31FF544QXs378fvXv3xtChQ3Hq1ClnT81tXbt2DR07dsS7777r7Kl4hK1bt2LatGnYtWsXNmzYgJs3b2Lw4MG4du2as6fmlpo0aYLMzEzs3bsXe/fuxYABAzB69Gj8/vvvzp6aU7HElgRr1qzBmDFjcOPGDXh7ezt7Oh7hjTfewJIlS3D8+HFnT8XtLV++HE899RQuX77s7Km4jTvvvBNJSUlYsmSJ9li7du0wZswYvPbaa06cmWcQBAGrV6/GmDFjnD0Vj3H+/HlERkZi69at6NOnj7On4xFCQ0PxxhtvYPLkyc6eitNwJdaM0tJSfPbZZ+jRowcDWAcqKytDaGios6dBZLGqqirs27cPgwcP1jk+ePBg7Nixw0mzIrKvsrIyAOC/2w6gVCrxxRdf4Nq1a+jevbuzp+NUDGKNmDlzJurXr4+wsDCcOnUKP/zwg7On5DGOHTuGd955B1OmTHH2VIgsduHCBSiVSkRFRekcj4qKQnFxsZNmRWQ/oigiLS0NvXr1QmJiorOn47YOHTqEwMBA+Pr6YsqUKVi9ejUSEhKcPS2n8pggdt68eRAEweSvvXv3asc/99xz2L9/P3755RcoFAo8/PDDYOaFZSy95wBw9uxZpKamYuzYsXjsscecNHP5suaek30IgqDzWBRFvWNE7mD69Ok4ePAgPv/8c2dPxa21adMGeXl52LVrF6ZOnYqJEyeioKDA2dNyqnrOnoCjTJ8+HePGjTM5plmzZtrfh4eHIzw8HK1bt0a7du0QGxuLXbt2efzSvSUsvednz55F//790b17d3z44Yd2np17svSek+2Fh4dDoVDorbqWlJTorc4Syd0TTzyBNWvWYNu2bWjSpImzp+PWfHx80LJlSwBA165dsWfPHrz11ltYunSpk2fmPB4TxGqCUmtoVmBv3Lhhyym5PUvu+ZkzZ9C/f3906dIFy5Ytg5eXx3xIYFN1+T4n2/Dx8UGXLl2wYcMG3HXXXdrjGzZswOjRo504MyLbEUURTzzxBFavXo0tW7YgPj7e2VPyOKIoenxc4jFBrFQ5OTnIyclBr1690LBhQxw/fhxz585FixYtuAprJ2fPnkW/fv3QtGlTvPnmmzh//rz2uejoaCfOzL2dOnUKpaWlOHXqFJRKJfLy8gAALVu2RGBgoHMnJ3NpaWl46KGH0LVrV+0nC6dOnWKetx1dvXoVf/31l/ZxYWEh8vLyEBoaiqZNmzpxZu5p2rRpWLVqFX744QcEBQVpP3kICQmBv7+/k2fnfp5//nkMHToUsbGxuHLlCr744gts2bIFWVlZzp6ac4mk4+DBg2L//v3F0NBQ0dfXV2zWrJk4ZcoU8e+//3b21NzWsmXLRAAGf5H9TJw40eA937x5s7On5hbee+89MS4uTvTx8RGTkpLErVu3OntKbm3z5s0Gv58nTpzo7Km5JWP/Zi9btszZU3NLjz76qPbfk4iICHHgwIHiL7/84uxpOR3rxBIRERGR7DDxkIiIiIhkh0EsEREREckOg1giIiIikh0GsUREREQkOwxiiYiIiEh2GMQSERERkewwiCUiIiIi2WEQS0RERESywyCWiGSvX79+eOqpp2x2vnnz5qFTp042Ox8AnDhxAoIgaNv7EhFR3TCIJSKXMWnSJAiCAEEQ4O3tjebNm+PZZ5/FtWvXTL7uu+++w8svv2yzeTz77LPYuHGjzc5nib/++guPPPIImjRpAl9fX8THx+OBBx7A3r17nTIfVyX1B5fvvvsOQ4YMQXh4OH+IIHIzDGKJyKWkpqaiqKgIx48fxyuvvIL3338fzz77rMGx1dXVAIDQ0FAEBQXZbA6BgYEICwuz2fmk2rt3L7p06YI//vgDS5cuRUFBAVavXo22bdvimWeecfh83MG1a9fQs2dPZGZmOnsqRGRjDGKJyKX4+voiOjoasbGxGD9+PB588EF8//33AG5/zP/JJ5+gefPm8PX1hSiKeqtyzZo1w/z58/Hoo48iKCgITZs2xYcffqhznb///hvjxo1DaGgo6tevj65du2L37t0619GYNGkSxowZg4yMDERGRiI4OBj//ve/UVVVpR2TlZWFXr16oUGDBggLC8OIESNw7Ngxye9bFEVMmjQJrVq1wvbt2zF8+HC0aNECnTp1Qnp6On744Qft2EOHDmHAgAHw9/dHWFgY/vWvf+Hq1at6850/fz6ioqLQoEEDZGRk4ObNm3juuecQGhqKJk2a4JNPPtG+RpPu8MUXX6BHjx7w8/PDHXfcgS1btujMc+vWrUhOToavry9iYmIwa9Ys3Lx5U/t8v3798OSTT2LGjBkIDQ1FdHQ05s2bp3OOsrIy/Otf/9LeywEDBuDAgQPa5zX3/3//+x+aNWuGkJAQjBs3DleuXNG+v61bt+Ktt97SrtyfOHHC4H196KGHMHfuXKSkpEj+syAieWAQS0Quzd/fX7viCqg/bv/qq6/w7bffmvxoeOHChejatSv279+Pxx9/HFOnTsWRI0cAAFevXkXfvn1x9uxZrFmzBgcOHMCMGTOgUqmMnm/jxo04fPgwNm/ejM8//xyrV69GRkaG9vlr164hLS0Ne/bswcaNG+Hl5YW77rrL5DlrysvLw++//45nnnkGXl76/zQ3aNAAAFBRUYHU1FQ0bNgQe/bswddff43s7GxMnz5dZ/ymTZtw9uxZbNu2DYsWLcK8efMwYsQINGzYELt378aUKVMwZcoUnD59Wud1zz33HJ555hns378fPXr0wKhRo3Dx4kUAwJkzZzBs2DB069YNBw4cwJIlS/Dxxx/jlVde0TnHihUrUL9+fezevRuvv/46XnrpJWzYsAGAOlgfPnw4iouLsW7dOuzbtw9JSUkYOHAgSktLtec4duwYvv/+e/z444/48ccfsXXrVu1q6ltvvYXu3bvjn//8J4qKilBUVITY2FhJ95mI3IhIROQiJk6cKI4ePVr7ePfu3WJYWJh43333iaIoiunp6aK3t7dYUlKi87q+ffuK//nPf7SP4+LixAkTJmgfq1QqMTIyUlyyZIkoiqK4dOlSMSgoSLx48aLBeaSnp4sdO3bUmVdoaKh47do17bElS5aIgYGBolKpNHiOkpISEYB46NAhURRFsbCwUAQg7t+/3+D4L7/8UgQg5ubmGnxe48MPPxQbNmwoXr16VXvsp59+Er28vMTi4mLtfOPi4nTm1qZNG7F3797axzdv3hTr168vfv755zrzy8zM1I6prq4WmzRpIi5YsEAURVF8/vnnxTZt2ogqlUo75r333tO5D3379hV79eqlM+du3bqJM2fOFEVRFDdu3CgGBweLlZWVOmNatGghLl26VBRF9f0PCAgQy8vLtc8/99xz4p133ql9XPvP3Bxz95+I5IcrsUTkUn788UcEBgbCz88P3bt3R58+ffDOO+9on4+Li0NERITZ83To0EH7e0EQEB0djZKSEgDqVc/OnTsjNDRU8rw6duyIgIAA7ePu3bvj6tWr2pXMY8eOYfz48WjevDmCg4MRHx8PADh16pSk84uiqJ2rKYcPH0bHjh1Rv3597bGePXtCpVLh6NGj2mN33HGHzopuVFQU2rdvr32sUCgQFhamvSc135dGvXr10LVrVxw+fFh77e7du+vMsWfPnrh69Sr+/vtv7bGa9x4AYmJitNfZt28frl69irCwMAQGBmp/FRYW6qRfNGvWTCfPueY5iIgAoJ6zJ0BEVFP//v2xZMkSeHt7o1GjRvD29tZ5vmbwZkrt1wmCoP1o39/f3zaTxe2gc+TIkYiNjcVHH32ERo0aQaVSITExUSdv1pTWrVsDUAeKpsp7iaJoNNCtedzQ+zd1T0zRnNfQtQ0F36auo1KpEBMTo5drC9xOmTB3DiIigDmxRORi6tevj5YtWyIuLk4vkLGVDh06IC8vTycH05wDBw7g+vXr2se7du1CYGAgmjRpgosXL+Lw4cN48cUXMXDgQLRr1w6XLl2yaE6dOnVCQkICFi5caDBYu3z5MgAgISEBeXl5OmXHfvvtN3h5eWkD4brYtWuX9vc3b97Evn370LZtW+21d+zYoQ1cAWDHjh0ICgpC48aNJZ0/KSkJxcXFqFevHlq2bKnzKzw8XPI8fXx8oFQqJY8nIvfDIJaIPM4DDzyA6OhojBkzBr/99huOHz+Ob7/9Fjt37jT6mqqqKkyePBkFBQX4+eefkZ6ejunTp8PLywsNGzZEWFgYPvzwQ/z111/YtGkT0tLSLJqTIAhYtmwZ/vjjD/Tp0wfr1q3D8ePHcfDgQbz66qsYPXo0AODBBx+En58fJk6ciPz8fGzevBlPPPEEHnroIURFRdXpvgDAe++9h9WrV+PIkSOYNm0aLl26hEcffRQA8Pjjj+P06dN44okncOTIEfzwww9IT09HWlqawc1ohqSkpKB79+4YM2YM1q9fjxMnTmDHjh148cUXLaqF26xZM+zevRsnTpzAhQsXjK7SlpaWIi8vDwUFBQCAo0ePIi8vD8XFxZKvRUSuiUEsEXkcHx8f/PLLL4iMjMSwYcPQvn17ZGZmQqFQGH3NwIED0apVK/Tp0wf33XcfRo4cqS0d5eXlhS+++AL79u1DYmIinn76abzxxhsWzys5ORl79+5FixYt8M9//hPt2rXDqFGj8Pvvv2Px4sUAgICAAKxfvx6lpaXo1q0b7r33XgwcOBDvvvuuNbdCT2ZmJhYsWICOHTti+/bt+OGHH7QrpI0bN8a6deuQk5ODjh07YsqUKZg8eTJefPFFyecXBAHr1q1Dnz598Oijj6J169YYN24cTpw4YVEQ/uyzz0KhUCAhIQERERFGc4/XrFmDzp07Y/jw4QCAcePGoXPnzvjggw8kX4uIXJMg1vxciIiI9EyaNAmXL1/W1qt1RydOnEB8fDz2799v85a7RET2wJVYIiIiIpIdBrFEREREJDtMJyAiIiIi2eFKLBERERHJDoNYIiIiIpIdBrFEREREJDsMYomIiIhIdhjEEhEREZHsMIglIiIiItlhEEtEREREssMgloiIiIhk5/8BzGqaTq2bV10AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 27\n",
    "# Write a Python program to apply Principal Component Analysis (PCA) on the Iris dataset \n",
    "# and reduce its dimensionality to 2 dimensions. \n",
    "# You should use sklearn's PCA implementation. \n",
    "# After reducing the dimensions, visualize the transformed data in a 2D scatter plot, \n",
    "# coloring the points based on their respective classes.\n",
    "# Dataset Description:\n",
    "# â€¢ The Iris dataset consists of 150 samples with 4 features.\n",
    "# â€¢ The target variable is categorical with three classes (Setosa, Versicolor, Virginica).\n",
    "# Instructions:\n",
    "# â€¢ Import the necessary libraries.\n",
    "# â€¢ Load the Iris dataset from sklearn.datasets.\n",
    "# â€¢ Separate the features and the target variable.\n",
    "# â€¢ Standardize the features (mean = 0, variance = 1).\n",
    "# â€¢ Apply PCA to reduce the dimensionality of the dataset to 2 dimensions.\n",
    "# Visualize the transformed data in a 2D scatter plot, using different colors for each class.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "feature_names = iris.feature_names\n",
    "\n",
    "# Standardize the data (important for PCA)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA to reduce dimensions to 2\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "pca_df = pd.DataFrame(data=X_pca, columns=['PC1', 'PC2'])\n",
    "pca_df['species'] = y\n",
    "# print(pca_df)\n",
    "# Create a DataFrame for the reduced data\n",
    "pca_df = pd.DataFrame(data=X_pca, columns=['PC1', 'PC2'])\n",
    "pca_df['species'] = y\n",
    "\n",
    "# Plot the results\n",
    "plt.figure(figsize=(8, 6))\n",
    "for species in np.unique(y):\n",
    "    plt.scatter(pca_df[pca_df['species'] == species]['PC1'],\n",
    "                pca_df[pca_df['species'] == species]['PC2'],\n",
    "                label=iris.target_names[species])\n",
    "\n",
    "plt.title('PCA of Iris Dataset (2D)')\n",
    "plt.xlabel('Principal Component 1')\n",
    "plt.ylabel('Principal Component 2')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dimensionality: 2, Accuracy: 0.9350\n",
      "Dimensionality: 5, Accuracy: 0.8800\n",
      "Dimensionality: 10, Accuracy: 0.8750\n",
      "Dimensionality: 20, Accuracy: 0.9300\n",
      "Dimensionality: 50, Accuracy: 0.9450\n",
      "Dimensionality: 100, Accuracy: 0.8850\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 28\n",
    "# Write a Python program that demonstrates the curse of dimensionality \n",
    "# using the k-Nearest Neighbors (k-NN) classifier with k=5. \n",
    "# The program should create a synthetic dataset with varying dimensions and \n",
    "# evaluate the performance of the k-NN classifier as the number of dimensions increases. Specifically, you should:\n",
    "# â€¢ Generate a synthetic dataset with a fixed number of samples (e.g., 1000) and varying dimensions (e.g., 2, 5, 10, 20, 50, 100).\n",
    "# â€¢ Use the k-NN classifier to classify the data.\n",
    "# â€¢ Measure and print the accuracy of the classifier for each dimensionality.\n",
    "# Visualize the accuracy as a function of dimensionality.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Fixed number of samples\n",
    "n_samples = 1000\n",
    "\n",
    "# Varying number of dimensions\n",
    "dimensions = [2, 5, 10, 20, 50, 100]\n",
    "accuracies = []\n",
    "\n",
    "for dim in dimensions:\n",
    "    # Ensure n_informative, n_redundant, and n_repeated are valid\n",
    "    n_informative = max(2, dim // 2)  # At least 2 informative features\n",
    "    n_redundant = max(0, dim - n_informative - 1)  # Adjust redundant features\n",
    "    n_repeated = 0  # No repeated features\n",
    "\n",
    "    # Generate synthetic dataset with specified dimensions\n",
    "    X, y = make_classification(n_samples=n_samples, n_features=dim, \n",
    "                               n_informative=n_informative, n_redundant=n_redundant, \n",
    "                               n_repeated=n_repeated, n_classes=2, random_state=42)\n",
    "    \n",
    "    # Split into training and testing sets (80-20 split)\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "    \n",
    "    # Apply k-NN classifier with k=5\n",
    "    knn = KNeighborsClassifier(n_neighbors=5)\n",
    "    knn.fit(X_train, y_train)\n",
    "    \n",
    "    # Predict on the test set\n",
    "    y_pred = knn.predict(X_test)\n",
    "    \n",
    "    # Calculate accuracy\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    accuracies.append(accuracy)\n",
    "    \n",
    "    # Print accuracy for each dimensionality\n",
    "    print(f\"Dimensionality: {dim}, Accuracy: {accuracy:.4f}\")\n",
    "\n",
    "# Visualize the accuracy as a function of dimensionality\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(dimensions, accuracies, marker='o', linestyle='-', color='b')\n",
    "plt.xlabel(\"Number of Dimensions\")\n",
    "plt.ylabel(\"Accuracy\")\n",
    "plt.title(\"Impact of Dimensionality on k-NN Performance\")\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dim: 3, Accuracy: 0.8600\n",
      "Dim: 5, Accuracy: 0.8800\n",
      "Dim: 10, Accuracy: 0.8500\n",
      "Dim: 20, Accuracy: 0.9000\n",
      "Dim: 50, Accuracy: 0.9200\n",
      "Dim: 100, Accuracy: 0.9000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 29\n",
    "# You are using a Support Vector Machine (SVM) classifier for a dataset that has 3 features and 500 data points.\n",
    "# If you increase the dimensionality from 3 features to 12 features, explain how the volume of the feature space changes. \n",
    "# What are the potential challenges that arise from this increase in dimensionality?\n",
    "# Instructions:\n",
    "# â€¢ Provide detailed answers to both questions, incorporating concepts from machine learning and geometry.\n",
    "# â€¢ Use diagrams or examples where appropriate to illustrate your points.\n",
    "# Discuss the implications of high-dimensional spaces on \n",
    "# model performance, including overfitting, computational complexity, and the curse of dimensionality.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Fix random seed for reproducibility\n",
    "np.random.seed(42)\n",
    "\n",
    "# Define number of samples and dimensions to test\n",
    "num_samples = 500\n",
    "dimensions = [3, 5, 10, 20, 50, 100]  # Different feature space sizes\n",
    "accuracy_scores = []\n",
    "\n",
    "for dim in dimensions:\n",
    "    # Ensure n_informative is at least 2 to avoid ValueError\n",
    "    n_informative = max(2, min(dim - 1, int(np.log2(2 * 2))))\n",
    "\n",
    "    # Generate dataset with proper constraints\n",
    "    X, y = make_classification(n_samples=num_samples, n_features=dim, \n",
    "                               n_informative=n_informative, \n",
    "                               n_redundant=dim - n_informative - 1,  # Some redundant features\n",
    "                               n_clusters_per_class=1,  # Avoid excessive clusters\n",
    "                               n_classes=2, random_state=42)\n",
    "\n",
    "    # Split into training and test sets\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "    # Standardize features\n",
    "    scaler = StandardScaler()\n",
    "    X_train = scaler.fit_transform(X_train)\n",
    "    X_test = scaler.transform(X_test)\n",
    "\n",
    "    # Train an SVM classifier\n",
    "    clf = SVC(kernel='linear', random_state=42)\n",
    "    clf.fit(X_train, y_train)\n",
    "\n",
    "    # Predict and compute accuracy\n",
    "    y_pred = clf.predict(X_test)\n",
    "    acc = accuracy_score(y_test, y_pred)\n",
    "    accuracy_scores.append(acc)\n",
    "\n",
    "    print(f\"Dim: {dim}, Accuracy: {acc:.4f}\")\n",
    "\n",
    "# Plot accuracy vs. dimensions\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.plot(dimensions, accuracy_scores, marker='o', linestyle='-', color='b')\n",
    "plt.xlabel('Number of Dimensions')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title('Curse of Dimensionality: SVM Accuracy vs. Feature Space Size')\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 30\n",
    "# Create a synthetic dataset using make_blobs with the following specifications:\n",
    "# â€¢ The dataset should have 4 features and 4 centers (clusters).\n",
    "# â€¢ Initialize the PCA object with n_components=3 to reduce the dataset to 3 dimensions.\n",
    "# â€¢ Use Matplotlib to plot the original 4D dataset in a 3D scatter plot and \n",
    "# the PCA-reduced 3D dataset in another 3D scatter plot side by side.\n",
    "# Instructions:\n",
    "# â€¢ Import the necessary libraries (numpy, matplotlib, and sklearn).\n",
    "# â€¢ Generate the synthetic dataset using make_blobs.\n",
    "# â€¢ Apply PCA to reduce the dataset to 3 dimensions.\n",
    "# â€¢ Create a figure with two subplots:\n",
    "# â€¢ The first subplot should display the original 3D representation of the dataset \n",
    "# (you can use any three of the four features for this plot).\n",
    "# â€¢ The second subplot should display the PCA-reduced 3D dataset.\n",
    "# â€¢ Ensure that the points in both plots are color-coded based on their respective cluster labels.\n",
    "# Add appropriate titles and labels to the plots for clarity.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# Step 1: Generate a synthetic dataset with 4 features and 4 clusters\n",
    "n_samples = 500\n",
    "n_features = 4\n",
    "n_clusters = 4\n",
    "\n",
    "X, y = make_blobs(n_samples=n_samples, n_features=n_features, centers=n_clusters, random_state=42)\n",
    "\n",
    "# Step 2: Apply PCA to reduce the dataset from 4D to 3D\n",
    "pca = PCA(n_components=3)\n",
    "X_pca = pca.fit_transform(X)\n",
    "\n",
    "# Step 3: Create a figure with two subplots\n",
    "fig = plt.figure(figsize=(12, 6))\n",
    "\n",
    "# Plot the original 4D dataset (using first 3 features)\n",
    "ax1 = fig.add_subplot(121, projection='3d')\n",
    "ax1.scatter(X[:, 0], X[:, 1], X[:, 2], c=y, cmap='viridis', edgecolor='k')\n",
    "ax1.set_title(\"Original 4D Dataset (First 3 Features)\")\n",
    "ax1.set_xlabel(\"Feature 1\")\n",
    "ax1.set_ylabel(\"Feature 2\")\n",
    "ax1.set_zlabel(\"Feature 3\")\n",
    "\n",
    "# Plot the PCA-reduced 3D dataset\n",
    "ax2 = fig.add_subplot(122, projection='3d')\n",
    "ax2.scatter(X_pca[:, 0], X_pca[:, 1], X_pca[:, 2], c=y, cmap='viridis', edgecolor='k')\n",
    "ax2.set_title(\"PCA-Reduced 3D Dataset\")\n",
    "ax2.set_xlabel(\"Principal Component 1\")\n",
    "ax2.set_ylabel(\"Principal Component 2\")\n",
    "ax2.set_zlabel(\"Principal Component 3\")\n",
    "\n",
    "# Show the plots\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9561\n",
      "Precision: 0.9589\n",
      "Recall: 0.9722\n",
      "F1-score: 0.9655\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.93      0.94        42\n",
      "           1       0.96      0.97      0.97        72\n",
      "\n",
      "    accuracy                           0.96       114\n",
      "   macro avg       0.96      0.95      0.95       114\n",
      "weighted avg       0.96      0.96      0.96       114\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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FhYU1Pg+n64mIyGTJNV0/e/ZseHp6IikpSdvWtGlT7b+FEEhMTMT06dMxePBgAEBKSgrc3NywevVqjB49ukbnYSVPREQmS5Ikg73Kyspw/fp1nVdZWVm1592wYQMCAgLw4osvwtXVFZ06dcKyZcu0x3Nzc5Gfn48+ffpo21QqFYKDg7F3794afz8meSIiIgOIj4+Ho6Ojzis+Pr7avqdOncKiRYvg7++Pn376CWPGjMGECROwcuVKAEB+fj4AwM3NTedzbm5u2mM1wel6IiIyWYacrp82bRomTZqk06ZSqartq9FoEBAQgLi4OABAp06dkJWVhUWLFuG11167Z3xCCL1iZiVPREQmy5DT9SqVCg4ODjqveyV5d3d3tG7dWqetVatWyMvLAwCo1WoAqFK1FxQUVKnu74dJnoiIqI51794dOTk5Om1//vknvL29AQA+Pj5Qq9VIS0vTHr958ybS09MRFBRU4/Nwup6IiEyXTHvhvP322wgKCkJcXBxeeuklHDhwAEuXLsXSpUtvhSVJiIqKQlxcHPz9/eHv74+4uDjY2NggPDy8xudhkiciIpMl1y10Xbp0wbp16zBt2jR8+OGH8PHxQWJiIoYNG6btEx0djZKSEowdOxZXrlxBYGAgtm7dCnt7+xqfRxJCiNr4AnJ6ddVvcodAVOuWvNhe7hCIap2NZe0m4YbDvjLYWFdXvWKwsQyFlTwREZkspe9dzyRPREQmS+lJ3ihW13/44Ye4ceNGlfaSkhJ8+OGHMkRERERU/xlFkp8xYwaKioqqtN+4cQMzZsyQISIiIjIFhrxP3hgZxXT9vXbw+e233+Ds7CxDREREZBKMMzcbjKxJ3snJSfsXUPPmzXUSfWVlJYqKijBmzBgZIyQiIqq/ZE3yiYmJEEIgMjISM2bMgKOjo/aYpaUlmjZtim7duskYIRERKZmxTrMbiqxJPiIiAsCt7fuCgoJgYWEhZzhERGRimOTrQHBwMDQaDf78808UFBRAo9HoHH/yySdlioyIiKj+Mookv3//foSHh+PMmTO4ewM+SZJQWVkpU2RERKRkrOTrwJgxYxAQEIAffvgB7u7uiv+hExGRkVB4ujGKJH/8+HF8++238PPzkzsUIiIixTCKzXACAwNx4sQJucMgIiITw81w6sD48eMxefJk5Ofno127dlVW2bdvz6dtERGR4RlrcjYUo0jyL7zwAgAgMjJS2yZJknYnPC68IyIi0p9RJPnc3Fy5QyAiIhPESr4OeHt7yx0CERGZICb5OnTs2DHk5eXh5s2bOu3PPfecTBERERHVX0aR5E+dOoXnn38eR48e1V6LB/73FxavyRMRUa1QdiFvHLfQTZw4ET4+Pvjnn39gY2ODrKws7N69GwEBAdi1a5fc4RERkULxFro6sG/fPuzYsQONGzeGmZkZzMzM0KNHD8THx2PChAk4fPiw3CESERHVO0ZRyVdWVsLOzg4A0KhRI5w7dw7ArQV5OTk5coZGREQKxkq+DrRt2xZHjhyBr68vAgMDkZCQAEtLSyxduhS+vr5yh0dERAplrMnZUIwiyb/33nsoLi4GAMycORPPPvssevbsCRcXF3z99dcyR0dERFQ/GUWS79u3r/bfvr6+OHbsGC5fvgwnJyfF/5VFREQyUniKMYokXx1nZ2e5QyAiIoVTeiFpFEm+uLgYs2bNwvbt21FQUACNRqNz/NSpUzJFRkREVH8ZRZJ//fXXkZ6ejldffRXu7u6K/8uKiIiMg9LzjVEk+c2bN+OHH35A9+7d5Q6F7qG3vwue8ndBYztLAMDZq6VY//s/OHKuEADgYNUAL3d0R1t3e9hYmiOnoAgrD/6Nfwpv3m9YIqP3zddr8O3Xa3Du3N8AAN9mfnhjzDj06PmkzJGRITDJ1wEnJydegzdyl2+U45vM8/insAwA0MPXGW8/2RTvbf4Tf18rQ9STTVEpBOal56KkXIOwVo3x/3o3w//bmIOySs0DRicyXm5ubhgfNRleXl4AgI0b1uPtCeOQ+p+1aObnL3N0RPdnFJvhfPTRR/jggw9w48YNuUOhezj893X8dq4Q+YU3kV94E9/+lo/SCg38GtlCbW8J/8a2SD5wFrmXS5BfWIbkjLNQNTDDE00byh060SMJDnkKPZ8MhndTH3g39cFbE96GjY0Njhz5Te7QyAC4GU4d+OSTT3Dy5Em4ubmhadOmsLCw0Dn+3//+V6bIqDqSBAR6NYSqgRmOXyhGA/NbfyuWVwptHyGASo1Ai8a2SD95Wa5QiQyqsrISaVu3oKTkBtp36Ch3OGQIxpmbDcYokvygQYMe+rNlZWUoKyvTaassvwlzC8tHjIru9lhDK8T08YOFuRlKKzT4dPdpnLteBnMJuFB0Ey91dMeKA2dRVqFBWMvGaGhtAUdriwcPTGTkjv+Zg4hXhuLmzTJY29jgk8T5aNbMT+6wiB5IEref61pPxcbGYsaMGTpt7Z4fjQ4vvClTRMplbibBxcYCtpbm6OLliOBmLvg47QTOXS9DU2drvB7oCW9na1RqBLLyC3H7N2vOrlx5A1eoJS+2lzsEk1FefhPnz59HYeF1bE/binVrv8UXSV8y0dcBG8vaLbV9J/1osLFOzX3GYGMZSr1P8tVV8mPW5rCSrwNTn/JFQdFNJB04q22ztjBDAzMJhWWViO3rh9zLJUjJ+FvGKJWLSV4+o18fAU9PT7wX86HcoShebSf5ZpM3G2ysk5+EGWwsQzGK6fp7bV8rSRKsrKzg5+eH4cOHY8SIEVX6qFQqqFQqnTYm+LohSYCFme7/biXlt1bSu9lbwsfZBt/+li9HaES1TODmTd4eSsbPKJL8Bx98gI8//hhhYWHo2rUrhBDIyMjAli1bMG7cOOTm5uLNN99ERUUFRo0aJXe4JunFDmr8dq4Ql2/chJWFOZ7wbohWrnb4985buxF29XLE9dIKXLpRDs+GVnilcxMcOnsNv+cXyRw50aP5/NO56N7jSajVahQXF+OnLT/iYMYBLFi0TO7QyACMdFG8wRhFkv/ll18wc+ZMjBkzRqd9yZIl2Lp1K7777ju0b98en332GZO8TBytGmBMkBcaWjdASXkl8q6U4t87T2mTeENrC4Q/7gFHqwa4WlqBX05dwfrf/5E5aqJHd+nSJbz3bjQuXrgAO3t7+Pu3wIJFy/BEEDfvUgJjvfXNUIzimrydnR0yMzPh56e7iOXEiRPo2LEjioqKcPLkSbRv3177SNr7eXUV718l5eM1eTIFtX1N3n/KFoONdfzf/Qw2lqEYxWY4zs7O2LhxY5X2jRs3anfCKy4uhr29fV2HRkRECiZJhnsZI6OYrn///ffx5ptvYufOnejatSskScKBAwfw448/YvHixQCAtLQ0BAcHyxwpEREpidKn640iyY8aNQqtW7fG/PnzsXbtWggh0LJlS6SnpyMoKAgAMHnyZJmjJCIiql+MIskDQPfu3fkUOiIiqlMKL+TlS/LXr1+Hg4OD9t/3c7sfERGRIZmZKTvLy5bknZyccP78ebi6uqJhw4bVXhcRQkCSJFRWVsoQIRERUf0mW5LfsWOHduX8zp075QqDiIhMGKfra8mdK+W5ap6IiExJdQ9Xc3NzQ37+ra3AhRCYMWMGli5diitXriAwMBALFixAmzZt9DqPbEn+yJEjNe7bvj03/SAiIsOT8xa6Nm3aYNu2bdr35ubm2n8nJCRg7ty5SE5ORvPmzTFz5kyEhoYiJydHrz1jZEvyHTt2hCRJeNCGe7wmT0REtUXO6foGDRpArVZXaRdCIDExEdOnT8fgwYMBACkpKXBzc8Pq1asxevTomp/DYNHqKTeXzxgnIiLlqO7R59U9KfW248ePw8PDAyqVCoGBgYiLi4Ovry9yc3ORn5+PPn366IwTHByMvXv31o8k7+3tLdepiYiIABh2uj4+Pr7KdfaYmBjExsZW6RsYGIiVK1eiefPm+OeffzBz5kwEBQUhKytLe13ezc1N5zNubm44c+aMXjEZzWY4AHDs2DHk5eVVeU7zc889J1NERESkZIZM8tOmTcOkSZN02u5VxYeFhWn/3a5dO3Tr1g3NmjVDSkoKnnjiiWpju31buT6MIsmfOnUKzz//PI4ePapznf72l+E1eSIiMnb3m5p/EFtbW7Rr1w7Hjx/HoEGDAAD5+flwd3fX9ikoKKhS3T+IUTyFbuLEifDx8cE///wDGxsbZGVlYffu3QgICMCuXbvkDo+IiBTKWJ5CV1ZWhuzsbLi7u8PHxwdqtRppaWna4zdv3tR5nktNGUUlv2/fPuzYsQONGzeGmZkZzMzM0KNHD8THx2PChAk4fPiw3CESEZECyXUL3TvvvIMBAwbAy8sLBQUFmDlzJq5fv46IiAhIkoSoqCjExcXB398f/v7+iIuLg42NDcLDw/U6j1Ek+crKStjZ2QEAGjVqhHPnzqFFixbw9vZGTk6OzNEREREZ1tmzZzF06FBcvHgRjRs3xhNPPIH9+/drF6VHR0ejpKQEY8eO1W6Gs3XrVr3ukQeMJMm3bdsWR44cga+vLwIDA5GQkABLS0ssXboUvr6+codHREQKJdd98qmpqfc9LkkSYmNjq12Zrw+jSPLvvfceiouLAQAzZ87Es88+i549e8LFxeWBPwgiIqKHJeeOd3XBKJJ83759tf/29fXFsWPHcPnyZTg5OSn+fwAiIqLaImuSj4yMrFG/FStW1HIkRERkipReR8qa5JOTk+Ht7Y1OnTo9cA97IiIiQ1P6bLGsSX7MmDFITU3FqVOnEBkZiVdeeUX7jHkiIiJ6NLJuhrNw4UKcP38eU6dOxcaNG+Hp6YmXXnoJP/30Eyt7IiKqdcayGU5tkX3HO5VKhaFDhyItLQ3Hjh1DmzZtMHbsWHh7e6OoqEju8IiISMEkSTLYyxjJnuTvdPsHJYSARqOROxwiIqJ6TfYkX1ZWhjVr1iA0NBQtWrTA0aNHMX/+fOTl5Wl3wSMiIqoNSp+ul3Xh3dixY5GamgovLy+MGDECqampcHFxkTMkIiIyIcY6zW4osib5xYsXw8vLCz4+PkhPT0d6enq1/dauXVvHkREREdV/sib51157TfF/RRERkfFSegqSfTMcIiIiuSi90JR94R0RERHVDqN4QA0REZEcFF7IM8kTEZHp4nQ9ERER1Uus5ImIyGQpvZJnkiciIpOl8BzP6XoiIiKlYiVPREQmi9P1RERECqXwHM/peiIiIqViJU9ERCaL0/VEREQKpfAcz+l6IiIipWIlT0REJstM4aU8kzwREZkshed4TtcTEREpFSt5IiIyWVxdT0REpFBmys7xnK4nIiJSKlbyRERksjhdT0REpFAKz/GcriciIlIqVvJERGSyJCi7lGeSJyIik8XV9URERFQvsZInIiKTxdX1ADZs2FDjAZ977rmHDoaIiKguKTzH1yzJDxo0qEaDSZKEysrKR4mHiIiIDKRGSV6j0dR2HERERHWOj5q9j9LSUlhZWRkqFiIiojql8Byv/+r6yspKfPTRR2jSpAns7Oxw6tQpAMD777+P5cuXGzxAIiIiejh6J/mPP/4YycnJSEhIgKWlpba9Xbt2+OKLLwwaHBERUW2SJMlgL2Okd5JfuXIlli5dimHDhsHc3Fzb3r59e/zxxx8GDY6IiKg2SZLhXsZI7yT/999/w8/Pr0q7RqNBeXm5QYIiIiIyFfHx8ZAkCVFRUdo2IQRiY2Ph4eEBa2trhISEICsrS++x9U7ybdq0wc8//1yl/T//+Q86deqkdwBERERyMZMkg70eRkZGBpYuXYr27dvrtCckJGDu3LmYP38+MjIyoFarERoaisLCQr3G13t1fUxMDF599VX8/fff0Gg0WLt2LXJycrBy5Ups2rRJ3+GIiIhkI+cse1FREYYNG4Zly5Zh5syZ2nYhBBITEzF9+nQMHjwYAJCSkgI3NzesXr0ao0ePrvE59K7kBwwYgK+//ho//vgjJEnCBx98gOzsbGzcuBGhoaH6DkdERKQIZWVluH79us6rrKzsnv3HjRuH/v374+mnn9Zpz83NRX5+Pvr06aNtU6lUCA4Oxt69e/WK6aHuk+/bty/69u37MB8lIiIyGoZcFR8fH48ZM2botMXExCA2NrZK39TUVBw6dAgHDx6sciw/Px8A4ObmptPu5uaGM2fO6BXTQ2+Gc/DgQWRnZ0OSJLRq1QqdO3d+2KGIiIhkYchHzU6bNg2TJk3SaVOpVFX6/fXXX5g4cSK2bt163w3l7v4DRAih9x8leif5s2fPYujQodizZw8aNmwIALh69SqCgoKwZs0aeHp66jskERFRvadSqapN6nc7dOgQCgoKdIrjyspK7N69G/Pnz0dOTg6AWxW9u7u7tk9BQUGV6v5B9L4mHxkZifLycmRnZ+Py5cu4fPkysrOzIYTAyJEj9R2OiIhINnJshtO7d28cPXoUmZmZ2ldAQACGDRuGzMxM+Pr6Qq1WIy0tTfuZmzdvIj09HUFBQXp9P70r+Z9//hl79+5FixYttG0tWrTA559/ju7du+s7HBERkWzk2MTG3t4ebdu21WmztbWFi4uLtj0qKgpxcXHw9/eHv78/4uLiYGNjg/DwcL3OpXeS9/LyqnbTm4qKCjRp0kTf4YiIiOgu0dHRKCkpwdixY3HlyhUEBgZi69atsLe312scvZN8QkICxo8fjwULFqBz586QJAkHDx7ExIkTMWfOHH2HIyIiko2x7Dm/a9cunfeSJCE2Nrbalfn6qFGSd3Jy0vlBFBcXIzAwEA0a3Pp4RUUFGjRogMjISAwaNOiRAiIiIqorhlxdb4xqlOQTExNrOQwiIiIytBol+YiIiNqOg4iIqM4Zy3R9bXnozXAAoKSkpMoiPAcHh0cKiIiIqK4oO8U/xH3yxcXFeOutt+Dq6go7Ozs4OTnpvIiIiMg46J3ko6OjsWPHDixcuBAqlQpffPEFZsyYAQ8PD6xcubI2YiQiIqoVcj9qtrbpPV2/ceNGrFy5EiEhIYiMjETPnj3h5+cHb29vrFq1CsOGDauNOImIiAzOSHOzwehdyV++fBk+Pj4Abl1/v3z5MgCgR48e2L17t2GjIyIiooemd5L39fXF6dOnAQCtW7fGN998A+BWhX/7gTVERET1gRx719clvZP8iBEj8NtvvwG49Vi929fm3377bUyZMsXgARIREdUWSTLcyxjpfU3+7bff1v67V69e+OOPP3Dw4EE0a9YMHTp0MGhwRERE9PD0ruTv5uXlhcGDB8PZ2RmRkZGGiImIiKhOKH11/SMn+dsuX76MlJQUQw1HRERU65Q+XW+wJE9ERETG5ZG2tSUiIqrPjHVVvKEoMskvG8IFgKR8Tl3ekjsEolpXcnh+rY6v9OnsGif5wYMH3/f41atXHzUWIiIiMqAaJ3lHR8cHHn/ttdceOSAiIqK6wun6/5OUlFSbcRAREdU5M2XneMVfjiAiIjJZilx4R0REVBNKr+SZ5ImIyGQp/Zo8p+uJiIgUipU8ERGZLKVP1z9UJf/ll1+ie/fu8PDwwJkzZwAAiYmJ+P777w0aHBERUW3i3vV3WbRoESZNmoRnnnkGV69eRWVlJQCgYcOGSExMNHR8RERE9JD0TvKff/45li1bhunTp8Pc3FzbHhAQgKNHjxo0OCIiotqk9EfN6n1NPjc3F506darSrlKpUFxcbJCgiIiI6oLSV5/r/f18fHyQmZlZpX3z5s1o3bq1IWIiIiIiA9C7kp8yZQrGjRuH0tJSCCFw4MABrFmzBvHx8fjiiy9qI0YiIqJaYaSz7Aajd5IfMWIEKioqEB0djRs3biA8PBxNmjTBp59+ipdffrk2YiQiIqoVxnot3VAe6j75UaNGYdSoUbh48SI0Gg1cXV0NHRcRERE9okfaDKdRo0aGioOIiKjOKbyQ1z/J+/j43Hev31OnTj1SQERERHVF6Tve6Z3ko6KidN6Xl5fj8OHD2LJlC6ZMmWKouIiIiOgR6Z3kJ06cWG37ggULcPDgwUcOiIiIqK4ofeGdwfYBCAsLw3fffWeo4YiIiGod966voW+//RbOzs6GGo6IiIgekd7T9Z06ddJZeCeEQH5+Pi5cuICFCxcaNDgiIqLaxIV3dxk0aJDOezMzMzRu3BghISFo2bKloeIiIiKqdRKUneX1SvIVFRVo2rQp+vbtC7VaXVsxERERkQHodU2+QYMGePPNN1FWVlZb8RAREdUZM8lwL2Ok98K7wMBAHD58uDZiISIiqlNKT/J6X5MfO3YsJk+ejLNnz6Jz586wtbXVOd6+fXuDBUdEREQPr8ZJPjIyEomJiRgyZAgAYMKECdpjkiRBCAFJklBZWWn4KImIiGrB/bZpV4IaT9enpKSgtLQUubm5VV6nTp3S/n8iIqL6Qq7p+kWLFqF9+/ZwcHCAg4MDunXrhs2bN2uPCyEQGxsLDw8PWFtbIyQkBFlZWXp/vxpX8kIIAIC3t7feJyEiIqL/eeyxxzBr1iz4+fkBuFVIDxw4EIcPH0abNm2QkJCAuXPnIjk5Gc2bN8fMmTMRGhqKnJwc2Nvb1/g8ei28U/q0BhERmRa5trUdMGAAnnnmGTRv3hzNmzfHxx9/DDs7O+zfvx9CCCQmJmL69OkYPHgw2rZti5SUFNy4cQOrV6/W6zx6Lbxr3rz5AxP95cuX9QqAiIhILoZ8QE1ZWVmVW8xVKhVUKtV9P1dZWYn//Oc/KC4uRrdu3ZCbm4v8/Hz06dNHZ5zg4GDs3bsXo0ePrnFMeiX5GTNmwNHRUZ+PEBERmYT4+HjMmDFDpy0mJgaxsbHV9j969Ci6deuG0tJS2NnZYd26dWjdujX27t0LAHBzc9Pp7+bmhjNnzugVk15J/uWXX4arq6teJyAiIjJWhry/fdq0aZg0aZJO2/2q+BYtWiAzMxNXr17Fd999h4iICKSnp2uP3z1zfvsuNn3UOMnzejwRESmNIVNbTabm72RpaaldeBcQEICMjAx8+umnmDp1KgAgPz8f7u7u2v4FBQVVqvsHqfHCu9ur64mIiMjwhBAoKyuDj48P1Go10tLStMdu3ryJ9PR0BAUF6TVmjSt5jUaj18BERETGzkymp9C9++67CAsLg6enJwoLC5Gamopdu3Zhy5YtkCQJUVFRiIuLg7+/P/z9/REXFwcbGxuEh4frdR69t7UlIiJSCrmuRP/zzz949dVXcf78eTg6OqJ9+/bYsmULQkNDAQDR0dEoKSnB2LFjceXKFQQGBmLr1q163SMPAJJQ4Dx8aYXcERDVPqcub8kdAlGtKzk8v1bHX7j3tMHGGhvU1GBjGQoreSIiMlnG+vQ4Q2GSJyIik2XIzXCMkd7PkyciIqL6gZU8ERGZLIUX8kzyRERkujhdT0RERPUSK3kiIjJZCi/kmeSJiMh0KX06W+nfj4iIyGSxkiciIpOl9CesMskTEZHJUnaK53Q9ERGRYrGSJyIik6X0++SZ5ImIyGQpO8Vzup6IiEixWMkTEZHJUvhsPZM8ERGZLqXfQsfpeiIiIoViJU9ERCZL6ZUukzwREZksTtcTERFRvcRKnoiITJay63gmeSIiMmGcriciIqJ6iZU8ERGZLKVXukzyRERksjhdT0RERPUSK3kiIjJZyq7jmeSJiMiEKXy2ntP1RERESsVKnoiITJaZwifsmeSJiMhkcbqeiIiI6iVW8kREZLIkTtcTEREpk9Kn640myWs0Gpw4cQIFBQXQaDQ6x5588kmZoiIiIqq/jCLJ79+/H+Hh4Thz5gyEEDrHJElCZWWlTJEREZGScXV9HRgzZgwCAgLwww8/wN3dXfF7CRMRkXFQeroxiiR//PhxfPvtt/Dz85M7FCIiIsUwilvoAgMDceLECbnDICIiEyNJhnsZI6Oo5MePH4/JkycjPz8f7dq1g4WFhc7x9u3byxQZEREpGW+hqwMvvPACACAyMlLbJkkShBBceEdERPSQjCLJ5+bmyh0CERGZIDNlF/LGkeS9vb3lDoGIiEwQp+vrwIYNG6ptlyQJVlZW8PPzg4+PTx1HRUREVL8ZRZIfNGiQ9hr8ne68Lt+jRw+sX78eTk5OMkVJRERKY6yr4g3FKG6hS0tLQ5cuXZCWloZr167h2rVrSEtLQ9euXbFp0ybs3r0bly5dwjvvvCN3qEREpCCSAf9PH/Hx8ejSpQvs7e3h6uqKQYMGIScnR6ePEAKxsbHw8PCAtbU1QkJCkJWVpdd5jCLJT5w4EXPnzkXv3r1hb28Pe3t79O7dG3PmzMGUKVPQvXt3JCYmIi0tTe5QiYiIHll6ejrGjRuH/fv3Iy0tDRUVFejTpw+Ki4u1fRISEjB37lzMnz8fGRkZUKvVCA0NRWFhYY3PYxTT9SdPnoSDg0OVdgcHB5w6dQoA4O/vj4sXL9Z1aEREpGByra7fsmWLzvukpCS4urri0KFDePLJJyGEQGJiIqZPn47BgwcDAFJSUuDm5obVq1dj9OjRNTqPUVTynTt3xpQpU3DhwgVt24ULFxAdHY0uXboAuLX17WOPPSZXiEREpECGnK4vKyvD9evXdV5lZWU1iuPatWsAAGdnZwC3bi3Pz89Hnz59tH1UKhWCg4Oxd+/eGn8/o6jkly9fjoEDB+Kxxx6Dp6cnJElCXl4efH198f333wMAioqK8P7778scKd1p+bIl2J62Fbm5p6CyskLHjp0QNekdNPXxlTs0oof2xw8z4O3hUqV98de78fasbwAA00c/g5EvdEdDe2tk/H4GUfFfI/tUfl2HSkYmPj4eM2bM0GmLiYlBbGzsfT8nhMCkSZPQo0cPtG3bFgCQn3/r98nNzU2nr5ubG86cOVPjmIwiybdo0QLZ2dn46aef8Oeff0IIgZYtWyI0NBRmZrcmGwYNGiRvkFTFwYwDGDJ0GNq0a4fKikp8/tk8jBk1Ems3/AAbGxu5wyN6KD1e+TfM75jDbe3ngR8Xj8fatMMAgMnDn8aEV3rhjZivcPxMAf7fqH74YfF4tB/0IYpu1KxqI+NhyNX106ZNw6RJk3TaVCrVAz/31ltv4ciRI/jll1+qHLv7qay37zirKaNI8sCtL9KvXz/069dP7lCohhYtXa7z/sOZ8ejVsxuyj2Whc0AXmaIiejQXrxTpvH9nRFuczLuAnw8dBwCMC++FhOU/4fsdvwEAXn//S5zZHochYQFY/t2eOo+XHo0hL8mrVKoaJfU7jR8/Hhs2bMDu3bt1Lkmr1WoAtyp6d3d3bXtBQUGV6v5+ZEvyn332Gd544w1YWVnhs88+u2/fCRMm1FFU9CiK/m/Fp4Ojo8yREBmGRQNzvPxMF3z21Q4AQNMmLnBv7Iht+/7Q9rlZXoGfD53AEx18meSpxoQQGD9+PNatW4ddu3ZV2fDNx8cHarUaaWlp6NSpEwDg5s2bSE9Px+zZs2t8HtmS/Lx58zBs2DBYWVlh3rx59+wnSdJ9k3xZWVmVhQ3CXP+/pujRCCEwJyEenR7vDH//5nKHQ2QQz/Vqj4b21vhq468AAHWjW3cBFVzWvYWp4FIhvNyd6zw+enRmMu2GM27cOKxevRrff/897O3ttdfgHR0dYW1tDUmSEBUVhbi4OPj7+8Pf3x9xcXGwsbFBeHh4jc8jW5K/86E0j/KAmuoWOkx/PwbvfRD70GOS/uJnfojjf/6J5C9Xyx0KkcFEDArCT3uO4fyFazrtVXfnrNpG9YNcG94tWrQIABASEqLTnpSUhOHDhwMAoqOjUVJSgrFjx+LKlSsIDAzE1q1bYW9vX+PzGM01+YdV3UIHYc4qvi7Ff/wRdu3agRUpX8Ht/64jEdV3Xu5OeCqwBV5+Z5m2Lf/idQCAm4uD9t8A0NjZvkp1T3Q/NfmjUJIkxMbGPnB1/v0YRZKvrKxEcnIytm/fjoKCAmg0Gp3jO3bsuOdnq1voUFpRK2HSXYQQiP/4I+zYnoblyV/iscc85Q6JyGBefa4bCi4XYvPP/9tG9PTfl3D+wjX0fqIlfss5C+DWdfuenf3w3qffyxUqPQqF711vFEl+4sSJSE5ORv/+/dG2bVu9bg8g+cR9NAObf9yExM8XwtbGFhf/bzMjO3t7WFlZyRwd0cOTJAmvDXwCqzb9ispK3aJjweqdmDKyD07kFeBE3gVEj+yLktJyfL35oEzR0qPgo2brQGpqKr755hs888wzcodCevjm6zUAgJHDX9Vp/3BmPAY+P1iOkIgM4qnAFvByd0bK+v1Vjn2SvA1WKkskThsCJwcbZPx+Gs++OZ/3yJNRkoQRrBbx8PDArl270Ly5YVZlc7qeTIFTl7fkDoGo1pUcnl+r4x84de3BnWqoq6/x3T5sFHvXT548GZ9++ilXpxIRUZ2SDPgyRkYxXf/LL79g586d2Lx5M9q0aQMLCwud42vXrpUpMiIiovrLKJJ8w4YN8fzzz8sdBhERmRpjLcENxCiSfFJSktwhEBGRCVL66nqjuCYPABUVFdi2bRuWLFmCwv/bA/3cuXMoKip6wCeJiIioOkZRyZ85cwb9+vVDXl4eysrKEBoaCnt7eyQkJKC0tBSLFy+WO0QiIlIgpW/LYhSV/MSJExEQEIArV67A2tpa2/78889j+/btMkZGRERUfxlFJf/LL79gz549sLS01Gn39vbG33//LVNURESkdAov5I0jyWs0GlRWVlZpP3v2rF5P2yEiItKLwrO8UUzXh4aGIjExUftekiQUFRUhJiaGW90SERE9JKOo5OfNm4devXqhdevWKC0tRXh4OI4fPw4XFxesWbNG7vCIiEihlH4LnVEkeQ8PD2RmZmLNmjX473//C41Gg5EjR2LYsGE6C/GIiIgMiavr68ClS5dgbW2NyMhIREdHo1GjRsjJycHBg3x0IxER0cOSNckfPXoUTZs2haurK1q2bInMzEx07doV8+bNw9KlS9GrVy+sX79ezhCJiEjBlP6AGlmTfHR0NNq1a4f09HSEhITg2WefxTPPPINr167hypUrGD16NGbNmiVniEREpGQKz/KyPk++UaNG2LFjB9q3b4+ioiI4ODjgwIEDCAgIAAD88ccfeOKJJ3D16lW9xuXz5MkU8HnyZApq+3nyv/1VaLCxOnga3y3fsi68u3z5MtRqNQDAzs4Otra2cHZ21h53cnLS7mNPRERkaFxdX8uku5Y23v2eiIiotig95cie5IcPHw6VSgUAKC0txZgxY2BrawsAKCsrkzM0IiKiek3WJB8REaHz/pVXXqnS57XXXqurcIiIyMQovJCXN8knJSXJeXoiIjJ1Cs/yRrEZDhERERme7NfkiYiI5MLV9URERAql9NX1nK4nIiJSKFbyRERkshReyDPJExGRCVN4lud0PRERkUKxkiciIpPF1fVEREQKxdX1REREVC+xkiciIpOl8EKeSZ6IiEyYwrM8p+uJiIgUipU8ERGZLK6uJyIiUiiuriciIqJ6iZU8ERGZLIUX8kzyRERkwhSe5TldT0REpFCs5ImIyGRxdT0REZFCcXU9ERERGdTu3bsxYMAAeHh4QJIkrF+/Xue4EAKxsbHw8PCAtbU1QkJCkJWVpfd5mOSJiMhkSQZ86aO4uBgdOnTA/Pnzqz2ekJCAuXPnYv78+cjIyIBarUZoaCgKCwv1Og+n64mIyHQZcLq+rKwMZWVlOm0qlQoqlapK37CwMISFhVU7jhACiYmJmD59OgYPHgwASElJgZubG1avXo3Ro0fXOCZW8kRERAYQHx8PR0dHnVd8fLze4+Tm5iI/Px99+vTRtqlUKgQHB2Pv3r16jcVKnoiITJYhV9dPmzYNkyZN0mmrrop/kPz8fACAm5ubTrubmxvOnDmj11hM8kREZLIMubr+XlPzD0u6KzghRJW2B+F0PRERkRFRq9UA/lfR31ZQUFClun8QJnkiIjJZcq2uvx8fHx+o1WqkpaVp227evIn09HQEBQXpNRan64mIyGTJtRlOUVERTpw4oX2fm5uLzMxMODs7w8vLC1FRUYiLi4O/vz/8/f0RFxcHGxsbhIeH63UeJnkiIqI6dvDgQfTq1Uv7/vaCvYiICCQnJyM6OholJSUYO3Ysrly5gsDAQGzduhX29vZ6nUcSQgiDRm4ESivkjoCo9jl1eUvuEIhqXcnh6jeLMZSzV24abKzHnCwNNpahsJInIiKTxb3riYiIqF5iJU9ERCZL4YU8kzwREZkuTtcTERFRvcRKnoiITJYh9643RkzyRERkupSd4zldT0REpFSs5ImIyGQpvJBnkiciItPF1fVERERUL7GSJyIik8XV9UREREql7BzP6XoiIiKlYiVPREQmS+GFPJM8ERGZLq6uJyIionqJlTwREZksrq4nIiJSKE7XExERUb3EJE9ERKRQnK4nIiKTxel6IiIiqpdYyRMRkcni6noiIiKF4nQ9ERER1Uus5ImIyGQpvJBnkiciIhOm8CzP6XoiIiKFYiVPREQmi6vriYiIFIqr64mIiKheYiVPREQmS+GFPJM8ERGZMIVneU7XExERKRQreSIiMllcXU9ERKRQXF1PRERE9ZIkhBByB0H1W1lZGeLj4zFt2jSoVCq5wyGqFfw9p/qISZ4e2fXr1+Ho6Ihr167BwcFB7nCIagV/z6k+4nQ9ERGRQjHJExERKRSTPBERkUIxydMjU6lUiImJ4WIkUjT+nlN9xIV3RERECsVKnoiISKGY5ImIiBSKSZ6IiEihmORJx+nTpyFJEjIzMwEAu3btgiRJuHr1qqxxERmbpk2bIjExUe4wiO6LSV4Bhg8fDkmSMGbMmCrHxo4dC0mSMHz48IcaOygoCOfPn4ejo+MjRml4ycnJaNiwodxhkJG5/d/D7ZeLiwv69euHI0eOGPQ8GRkZeOONNww6JpGhMckrhKenJ1JTU1FSUqJtKy0txZo1a+Dl5fXQ41paWkKtVkNS+qOaSFH69euH8+fP4/z589i+fTsaNGiAZ5991qDnaNy4MWxsbAw6JpGhMckrxOOPPw4vLy+sXbtW27Z27Vp4enqiU6dO2rYtW7agR48eaNiwIVxcXPDss8/i5MmT9xy3uun6ZcuWwdPTEzY2Nnj++ecxd+5cnYo6NjYWHTt2xJdffommTZvC0dERL7/8MgoLC2scx+3LBmvXrkWvXr1gY2ODDh06YN++fdq4RowYgWvXrmkrttjY2Ef4CZKSqFQqqNVqqNVqdOzYEVOnTsVff/2FCxcuAAD+/vtvDBkyBE5OTnBxccHAgQNx+vRp7eeHDx+OQYMGYc6cOXB3d4eLiwvGjRuH8vJybZ+7p+v/+OMP9OjRA1ZWVmjdujW2bdsGSZKwfv16AA/+nSaqDUzyCjJixAgkJSVp369YsQKRkZE6fYqLizFp0iRkZGRg+/btMDMzw/PPPw+NRlOjc+zZswdjxozBxIkTkZmZidDQUHz88cdV+p08eRLr16/Hpk2bsGnTJqSnp2PWrFl6xzF9+nS88847yMzMRPPmzTF06FBUVFQgKCgIiYmJcHBw0FZs77zzjj4/LjIRRUVFWLVqFfz8/ODi4oIbN26gV69esLOzw+7du/HLL7/Azs4O/fr1w82bN7Wf27lzJ06ePImdO3ciJSUFycnJSE5OrvYcGo0GgwYNgo2NDX799VcsXboU06dPr7bvvX6niWqFoHovIiJCDBw4UFy4cEGoVCqRm5srTp8+LaysrMSFCxfEwIEDRURERLWfLSgoEADE0aNHhRBC5ObmCgDi8OHDQgghdu7cKQCIK1euCCGEGDJkiOjfv7/OGMOGDROOjo7a9zExMcLGxkZcv35d2zZlyhQRGBh4z+9wrzi++OILbZ+srCwBQGRnZwshhEhKStI5L5EQt/57MDc3F7a2tsLW1lYAEO7u7uLQoUNCCCGWL18uWrRoITQajfYzZWVlwtraWvz000/aMby9vUVFRYW2z4svviiGDBmife/t7S3mzZsnhBBi8+bNokGDBuL8+fPa42lpaQKAWLdunRCiZr/TRIbGSl5BGjVqhP79+yMlJQVJSUno378/GjVqpNPn5MmTCA8Ph6+vLxwcHODj4wMAyMvLq9E5cnJy0LVrV522u98Dt6Yy7e3tte/d3d1RUFCgdxzt27fXGQOAzjhE1enVqxcyMzORmZmJX3/9FX369EFYWBjOnDmDQ4cO4cSJE7C3t4ednR3s7Ozg7OyM0tJSnUtGbdq0gbm5ufb93b/Dd8rJyYGnpyfUarW2rbr/LgD+TlPdaiB3AGRYkZGReOuttwAACxYsqHJ8wIAB8PT0xLJly+Dh4QGNRoO2bdvqTFPejxCiyiI8Uc3OyBYWFjrvJUnSmYqvaRx3jnP7vDW9tECmy9bWFn5+ftr3nTt3hqOjI5YtWwaNRoPOnTtj1apVVT7XuHFj7b8f9Dt8p+r+u7gX/k5TXWKSV5g7ryv27dtX59ilS5eQnZ2NJUuWoGfPngCAX375Ra/xW7ZsiQMHDui0HTx4UK8xDBEHcGvlf2Vlpd6fI9MjSRLMzMxQUlKCxx9/HF9//TVcXV3h4OBgkPFbtmyJvLw8/PPPP3BzcwNw6xY7Irlxul5hzM3NkZ2djezsbJ2pRgDalcRLly7FiRMnsGPHDkyaNEmv8cePH48ff/wRc+fOxfHjx7FkyRJs3rxZr1vsDBEHcOuSQFFREbZv346LFy/ixo0beo9BylRWVob8/Hzk5+cjOzsb48ePR1FREQYMGIBhw4ahUaNGGDhwIH7++Wfk5uYiPT0dEydOxNmzZx/qfKGhoWjWrBkiIiJw5MgR7NmzR7vwjrefkpyY5BXIwcGh2grFzMwMqampOHToENq2bYu3334b//73v/Uau3v37li8eDHmzp2LDh06YMuWLXj77bdhZWVV4zEMEQdwa6OeMWPGYMiQIWjcuDESEhL0HoOUacuWLXB3d4e7uzsCAwORkZGB//znPwgJCYGNjQ12794NLy8vDB48GK1atUJkZCRKSkoeurI3NzfH+vXrUVRUhC5duuD111/He++9BwB6/bdBZGh81Cw9slGjRuGPP/7Azz//LHcoREZjz5496NGjB06cOIFmzZrJHQ6ZKF6TJ73NmTMHoaGhsLW1xebNm5GSkoKFCxfKHRaRrNatWwc7Ozv4+/vjxIkTmDhxIrp3784ET7Jikie9HThwAAkJCSgsLISvry8+++wzvP7663KHRSSrwsJCREdH46+//kKjRo3w9NNP45NPPpE7LDJxnK4nIiJSKC68IyIiUigmeSIiIoVikiciIlIoJnkiIiKFYpInIiJSKCZ5oloQGxuLjh07at8PHz4cgwYNqvM4Tp8+DUmSkJmZWWvnuPu7Poy6iJPIFDHJk8kYPnw4JEmCJEmwsLCAr68v3nnnHRQXF9f6uT/99FMkJyfXqG9dJ7yQkBBERUXVybmIqG5xMxwyKf369UNSUhLKy8vx888/4/XXX0dxcTEWLVpUpW95eXmVx40+LEdHR4OMQ0SkD1byZFJUKhXUajU8PT0RHh6OYcOGYf369QD+N+28YsUK+Pr6QqVSQQiBa9eu4Y033tA+mvSpp57Cb7/9pjPurFmz4ObmBnt7e4wcORKlpaU6x++ertdoNJg9ezb8/PygUqng5eWFjz/+GADg4+MDAOjUqRMkSUJISIj2c0lJSWjVqhWsrKzQsmXLKtsJHzhwAJ06dYKVlRUCAgJw+PDhR/6ZTZ06Fc2bN4eNjQ18fX3x/vvvo7y8vEq/JUuWwNPTEzY2NnjxxRdx9epVneMPip2IDI+VPJk0a2trnYR14sQJfPPNN/juu++0j+rt378/nJ2d8eOPP8LR0RFLlixB79698eeff8LZ2RnffPMNYmJisGDBAvTs2RNffvklPvvsM/j6+t7zvNOmTcOyZcswb9489OjRA+fPn8cff/wB4Fai7tq1K7Zt24Y2bdrA0tISALBs2TLExMRg/vz56NSpEw4fPoxRo0bB1tYWERERKC4uxrPPPounnnoKX331FXJzczFx4sRH/hnZ29sjOTkZHh4eOHr0KEaNGgV7e3tER0dX+blt3LgR169fx8iRIzFu3DisWrWqRrETUS0RRCYiIiJCDBw4UPv+119/FS4uLuKll14SQggRExMjLCwsREFBgbbP9u3bhYODgygtLdUZq1mzZmLJkiVCCCG6desmxowZo3M8MDBQdOjQodpzX79+XahUKrFs2bJq48zNzRUAxOHDh3XaPT09xerVq3XaPvroI9GtWzchhBBLliwRzs7Oori4WHt80aJF1Y51p+DgYDFx4sR7Hr9bQkKC6Ny5s/Z9TEyMMDc3F3/99Ze2bfPmzcLMzEycP3++RrHf6zsT0aNhJU8mZdOmTbCzs0NFRQXKy8sxcOBAfP7559rj3t7eaNy4sfb9oUOHUFRUBBcXF51xSkpKcPLkSQBAdnY2xowZo3O8W7du2LlzZ7UxZGdno6ysDL17965x3BcuXMBff/2FkSNHYtSoUdr2iooK7fX+7OxsdOjQATY2NjpxPKpvv/0WiYmJOHHiBIqKilBRUVHlueteXl547LHHdM6r0WiQk5MDc3PzB8ZORLWDSZ5MSq9evbBo0SJYWFjAw8OjysI6W1tbnfcajQbu7u7YtWtXlbEaNmz4UDFYW1vr/RmNRgPg1rR3YGCgzrHblxVELTxrav/+/Xj55ZcxY8YM9O3bF46OjkhNTX3g09UkSdL+/5rETkS1g0meTIqtrS38/Pxq3P/xxx9Hfn4+GjRogKZNm1bbp1WrVti/fz9ee+01bdv+/fvvOaa/vz+sra2xffv2ah/Re/safGVlpbbNzc0NTZo0walTpzBs2LBqx23dujW+/PJLlJSUaP+QuF8cNbFnzx54e3tj+vTp2rYzZ85U6ZeXl4dz587Bw8MDALBv3z6YmZmhefPmNYqdiGoHkzzRfTz99NPo1q0bBg0ahNmzZ6NFixY4d+4cfvzxRwwaNAgBAQGYOHEiIiIiEBAQgB49emDVqlXIysq658I7KysrTJ06FdHR0bC0tET37t1x4cIFZGVlYeTIkXB1dYW1tTW2bNmCxx57DFZWVnB0dERsbCwmTJgABwcHhIWFoaysDAcPHsSVK1cwadIkhIeHY/r06Rg5ciTee+89nD59GnPmzKnR97xw4UKV+/LVajX8/PyQl5eH1NRUdOnSBT/88APWrVtX7XeKiIjAnDlzcP36dUyYMAEvvfQS1Go1ADwwdiKqJXIvCiCqK3cvvLtbTEyMzmK5265fvy7Gjx8vPDw8hIWFhfD09BTDhg0TeXl52j4ff/yxaNSokbCzsxMREREiOjr6ngvvhBCisrJSzJw5U3h7ewsLCwvh5eUl4uLitMeXLVsmPD09hZmZmQgODta2r1q1SnTs2FFYWloKJycn8eSTT4q1a9dqj+/bt0906NBBWFpaio4dO4rvvvuuRgvvAFR5xcTECCGEmDJlinBxcRF2dnZiyJAhYt68ecLR0bHKz23hwoXCw8NDWFlZicGDB4vLly/rnOd+sXPhHVHtkISohQt5REREJDtuhkNERKRQTPJEREQKxSRPRESkUEzyRERECsUkT0REpFBM8kRERArFJE9ERKRQTPJEREQKxSRPRESkUEzyRERECsUkT0REpFD/H1eyQC4HHIaGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 31\n",
    "# Use the Breast Cancer dataset to train a random forest classifier. \n",
    "# The model will be trained to accurately classify tumors as benign or malignant. \n",
    "# The dataset is imbalanced, with a significant majority of benign samples. \n",
    "# Evaluate the model's performance using accuracy, precision, recall, and F1-score. generate complete problem statement\n",
    "# Import necessary libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report, confusion_matrix\n",
    "\n",
    "# Step 1: Load the Breast Cancer dataset\n",
    "cancer_data = load_breast_cancer()\n",
    "X = cancer_data.data  # Features\n",
    "y = cancer_data.target  # Target (0 = malignant, 1 = benign)\n",
    "\n",
    "# Convert to DataFrame for better understanding\n",
    "df = pd.DataFrame(X, columns=cancer_data.feature_names)\n",
    "df['target'] = y\n",
    "\n",
    "# Step 2: Split the dataset (80% training, 20% testing)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n",
    "\n",
    "# Step 3: Standardize the features (mean = 0, variance = 1)\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)\n",
    "\n",
    "# Step 4: Train the Random Forest Classifier\n",
    "rf_model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
    "rf_model.fit(X_train, y_train)\n",
    "\n",
    "# Step 5: Make predictions\n",
    "y_pred = rf_model.predict(X_test)\n",
    "\n",
    "# Step 6: Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "precision = precision_score(y_test, y_pred)\n",
    "recall = recall_score(y_test, y_pred)\n",
    "f1 = f1_score(y_test, y_pred)\n",
    "\n",
    "# Display results\n",
    "print(f\"Accuracy: {accuracy:.4f}\")\n",
    "print(f\"Precision: {precision:.4f}\")\n",
    "print(f\"Recall: {recall:.4f}\")\n",
    "print(f\"F1-score: {f1:.4f}\")\n",
    "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n",
    "\n",
    "# Step 7: Visualizing the Confusion Matrix\n",
    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
    "plt.figure(figsize=(6, 5))\n",
    "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=['Malignant', 'Benign'], yticklabels=['Malignant', 'Benign'])\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()\n",
    "\n",
    "# Step 8: Feature Importance Visualization\n",
    "feature_importances = rf_model.feature_importances_\n",
    "feature_names = cancer_data.feature_names\n",
    "sorted_idx = np.argsort(feature_importances)[::-1][:10]  # Top 10 features\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.barplot(x=feature_importances[sorted_idx], y=np.array(feature_names)[sorted_idx], palette=\"viridis\")\n",
    "plt.xlabel(\"Feature Importance\")\n",
    "plt.ylabel(\"Feature Name\")\n",
    "plt.title(\"Top 10 Important Features in Breast Cancer Classification\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "First 5 rows of the dataset:\n",
      "   Wine  Alcohol  Malic.acid   Ash   Acl   Mg  Phenols  Flavanoids  \\\n",
      "0     1    14.23        1.71  2.43  15.6  127     2.80        3.06   \n",
      "1     1    13.20        1.78  2.14  11.2  100     2.65        2.76   \n",
      "2     1    13.16        2.36  2.67  18.6  101     2.80        3.24   \n",
      "3     1    14.37        1.95  2.50  16.8  113     3.85        3.49   \n",
      "4     1    13.24        2.59  2.87  21.0  118     2.80        2.69   \n",
      "\n",
      "   Nonflavanoid.phenols  Proanth  Color.int   Hue    OD  Proline  \n",
      "0                  0.28     2.29       5.64  1.04  3.92     1065  \n",
      "1                  0.26     1.28       4.38  1.05  3.40     1050  \n",
      "2                  0.30     2.81       5.68  1.03  3.17     1185  \n",
      "3                  0.24     2.18       7.80  0.86  3.45     1480  \n",
      "4                  0.39     1.82       4.32  1.04  2.93      735  \n",
      "\n",
      "Missing values in the dataset:\n",
      "Wine                    0\n",
      "Alcohol                 0\n",
      "Malic.acid              0\n",
      "Ash                     0\n",
      "Acl                     0\n",
      "Mg                      0\n",
      "Phenols                 0\n",
      "Flavanoids              0\n",
      "Nonflavanoid.phenols    0\n",
      "Proanth                 0\n",
      "Color.int               0\n",
      "Hue                     0\n",
      "OD                      0\n",
      "Proline                 0\n",
      "dtype: int64\n",
      "\n",
      "Class distribution:\n",
      "2    71\n",
      "1    59\n",
      "3    48\n",
      "Name: Wine, dtype: int64\n",
      "\n",
      "Model Performance:\n",
      "Accuracy: 0.9722\n",
      "Precision: [1.         1.         0.90909091]\n",
      "Recall: [1.         0.92857143 1.        ]\n",
      "F1-score: [1.         0.96296296 0.95238095]\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      1.00      1.00        12\n",
      "           2       1.00      0.93      0.96        14\n",
      "           3       0.91      1.00      0.95        10\n",
      "\n",
      "    accuracy                           0.97        36\n",
      "   macro avg       0.97      0.98      0.97        36\n",
      "weighted avg       0.97      0.97      0.97        36\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 32\n",
    "# Use the Wine dataset, to develop a k-nearest neighbors (k-NN) classifier to classify different \n",
    "# types of wine based on their chemical properties. \n",
    "# You will evaluate the model's performance using various metrics, including accuracy, precision, recall, and F1-score.\n",
    "# â€¢ Load the Wine dataset from a CSV file\n",
    "# â€¢ checking for missing values, understanding the distribution of classes, and visualizing the features.\n",
    "# â€¢ Normalize or standardize the features if necessary to improve the performance of the k-NN classifier\n",
    "# â€¢ split the dataset into training and testing sets (e.g., 80% training and 20% testing)\n",
    "# â€¢ Train the classifier on the training dataset.\n",
    "# â€¢ Use the trained model to make predictions on the test dataset.\n",
    "# â€¢ Calculate and print the following performance metrics:\n",
    "# o Accuracy\n",
    "# o Precision (for each class)\n",
    "# o Recall (for each class)\n",
    "# o F1-score (for each class)\n",
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report, confusion_matrix\n",
    "\n",
    "# Step 1: Load the Wine dataset from CSV\n",
    "file_path = \"wine.csv\"  # Change this if necessary\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Step 2: Explore the dataset\n",
    "print(\"\\nFirst 5 rows of the dataset:\")\n",
    "print(df.head())\n",
    "\n",
    "# Check for missing values\n",
    "print(\"\\nMissing values in the dataset:\")\n",
    "print(df.isnull().sum())\n",
    "\n",
    "# Class distribution\n",
    "print(\"\\nClass distribution:\")\n",
    "print(df['Wine'].value_counts())\n",
    "\n",
    "# Step 3: Separate features and target\n",
    "X = df.drop(columns=['Wine'])  # Assuming 'target' column contains class labels\n",
    "y = df['Wine']\n",
    "\n",
    "# Step 4: Standardize the features\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Step 5: Split the dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42, stratify=y)\n",
    "\n",
    "# Step 6: Train the k-NN classifier (using k=5 as default)\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X_train, y_train)\n",
    "\n",
    "# Step 7: Make predictions on the test dataset\n",
    "y_pred = knn.predict(X_test)\n",
    "\n",
    "# Step 8: Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "precision = precision_score(y_test, y_pred, average=None)  # Per class\n",
    "recall = recall_score(y_test, y_pred, average=None)  # Per class\n",
    "f1 = f1_score(y_test, y_pred, average=None)  # Per class\n",
    "\n",
    "# Print metrics\n",
    "print(\"\\nModel Performance:\")\n",
    "print(f\"Accuracy: {accuracy:.4f}\")\n",
    "print(f\"Precision: {precision}\")\n",
    "print(f\"Recall: {recall}\")\n",
    "print(f\"F1-score: {f1}\")\n",
    "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n",
    "\n",
    "# Step 9: Visualizing the Confusion Matrix\n",
    "conf_matrix = confusion_matrix(y_test, y_pred)\n",
    "plt.figure(figsize=(6, 5))\n",
    "sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=np.unique(y), yticklabels=np.unique(y))\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset shape: (150, 4)\n",
      "First 5 rows:\n",
      "    sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
      "0                5.1               3.5                1.4               0.2\n",
      "1                4.9               3.0                1.4               0.2\n",
      "2                4.7               3.2                1.3               0.2\n",
      "3                4.6               3.1                1.5               0.2\n",
      "4                5.0               3.6                1.4               0.2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 33\n",
    "# Apply Principal Component Analysis (PCA) to the Iris dataset to reduce its dimensionality from 4 to 2 dimensions. \n",
    "# You will visualize the PCA-reduced dataset in a 2D scatter plot using Matplotlib.\n",
    "# instructions:\n",
    "# Load the Iris dataset\n",
    "# Briefly explore the dataset to understand its structure. Print the shape of the dataset and \n",
    "# the first few rows to get an overview of the features and target variable.\n",
    "# Initialize the PCA object to reduce the dataset to 2 dimensions.\n",
    "# Fit the PCA model to the Iris dataset and transform the dataset\n",
    "# Use Matplotlib to create a scatter plot of the PCA-reduced dataset.\n",
    "# Color the points based on their respective species (Setosa, Versicolor, Virginica) to \n",
    "# visualize how well the PCA has separated the different classes.\n",
    "# Add appropriate titles and labels to the axes of the plot.\n",
    "# Include a legend to indicate which colors correspond to which species.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data  # Features\n",
    "y = iris.target  # Target labels\n",
    "target_names = iris.target_names  # Class names\n",
    "\n",
    "# Explore the dataset\n",
    "print(\"Dataset shape:\", X.shape)\n",
    "print(\"First 5 rows:\\n\", pd.DataFrame(X, columns=iris.feature_names).head())\n",
    "\n",
    "# Standardize the dataset (important for PCA)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA to reduce to 2 dimensions\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "\n",
    "# Create a scatter plot of PCA results\n",
    "plt.figure(figsize=(8, 6))\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "for i, target in enumerate(np.unique(y)):\n",
    "    plt.scatter(X_pca[y == target, 0], X_pca[y == target, 1], \n",
    "                color=colors[i], label=target_names[i], alpha=0.7, edgecolors='k')\n",
    "\n",
    "# Plot settings\n",
    "plt.xlabel(\"Principal Component 1\")\n",
    "plt.ylabel(\"Principal Component 2\")\n",
    "plt.title(\"PCA of Iris Dataset\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset shape: (150, 4)\n",
      "First 5 rows:\n",
      "    sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
      "0                5.1               3.5                1.4               0.2\n",
      "1                4.9               3.0                1.4               0.2\n",
      "2                4.7               3.2                1.3               0.2\n",
      "3                4.6               3.1                1.5               0.2\n",
      "4                5.0               3.6                1.4               0.2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 34\n",
    "# Apply Linear Discriminant Analysis (LDA) to the Iris dataset to reduce its dimensionality from 4 to 2 dimensions. \n",
    "# You will visualize the LDA-reduced dataset in a 2D scatter plot using Matplotlib.\n",
    "# instructions:\n",
    "# Load the Iris dataset\n",
    "# Briefly explore the dataset to understand its structure. Print the shape of the dataset and \n",
    "# the first few rows to get an overview of the features and target variable.\n",
    "# Initialize the PCA object to reduce the dataset to 2 dimensions.\n",
    "# Fit the LDA model to the Iris dataset and transform the dataset\n",
    "# Use Matplotlib to create a scatter plot of the LDA-reduced dataset.\n",
    "# Color the points based on their respective species (Setosa, Versicolor, Virginica) to \n",
    "# visualize how well the LDA has separated the different classes.\n",
    "# Add appropriate titles and labels to the axes of the plot.\n",
    "# Include a legend to indicate which colors correspond to which species.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data  # Features\n",
    "y = iris.target  # Target labels\n",
    "target_names = iris.target_names  # Class names\n",
    "\n",
    "# Explore the dataset\n",
    "print(\"Dataset shape:\", X.shape)\n",
    "print(\"First 5 rows:\\n\", pd.DataFrame(X, columns=iris.feature_names).head())\n",
    "\n",
    "# Apply LDA to reduce dimensions to 2\n",
    "lda = LDA(n_components=2)\n",
    "X_lda = lda.fit_transform(X, y)\n",
    "\n",
    "# Create a scatter plot of LDA results\n",
    "plt.figure(figsize=(8, 6))\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "for i, target in enumerate(np.unique(y)):\n",
    "    plt.scatter(X_lda[y == target, 0], X_lda[y == target, 1], \n",
    "                color=colors[i], label=target_names[i], alpha=0.7, edgecolors='k')\n",
    "\n",
    "# Plot settings\n",
    "plt.xlabel(\"LDA Component 1\")\n",
    "plt.ylabel(\"LDA Component 2\")\n",
    "plt.title(\"LDA of Iris Dataset\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset shape: (178, 13)\n",
      "First 5 rows:\n",
      "    alcohol  malic_acid   ash  alcalinity_of_ash  magnesium  total_phenols  \\\n",
      "0    14.23        1.71  2.43               15.6      127.0           2.80   \n",
      "1    13.20        1.78  2.14               11.2      100.0           2.65   \n",
      "2    13.16        2.36  2.67               18.6      101.0           2.80   \n",
      "3    14.37        1.95  2.50               16.8      113.0           3.85   \n",
      "4    13.24        2.59  2.87               21.0      118.0           2.80   \n",
      "\n",
      "   flavanoids  nonflavanoid_phenols  proanthocyanins  color_intensity   hue  \\\n",
      "0        3.06                  0.28             2.29             5.64  1.04   \n",
      "1        2.76                  0.26             1.28             4.38  1.05   \n",
      "2        3.24                  0.30             2.81             5.68  1.03   \n",
      "3        3.49                  0.24             2.18             7.80  0.86   \n",
      "4        2.69                  0.39             1.82             4.32  1.04   \n",
      "\n",
      "   od280/od315_of_diluted_wines  proline  \n",
      "0                          3.92   1065.0  \n",
      "1                          3.40   1050.0  \n",
      "2                          3.17   1185.0  \n",
      "3                          3.45   1480.0  \n",
      "4                          2.93    735.0  \n",
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        14\n",
      "           1       1.00      1.00      1.00        14\n",
      "           2       1.00      1.00      1.00         8\n",
      "\n",
      "    accuracy                           1.00        36\n",
      "   macro avg       1.00      1.00      1.00        36\n",
      "weighted avg       1.00      1.00      1.00        36\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 35\n",
    "# Apply Linear Discriminant Analysis (LDA) to the Wine dataset to reduce its dimensionality and classify the types of wine based on their chemical properties. \n",
    "# You will visualize the LDA-reduced dataset in a 2D scatter plot and evaluate the classification performance.\n",
    "# Dataset: You will use the Wine dataset, which consists of 178 samples of wine, \n",
    "#     each described by 13 features representing different chemical properties. \n",
    "#     The target variable indicates the type of wine, which can take on one of three classes (1, 2, or 3).\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "\n",
    "# Load the Wine dataset\n",
    "wine = datasets.load_wine()\n",
    "X = wine.data  # Features (13 chemical properties)\n",
    "y = wine.target  # Target labels (wine classes: 0, 1, 2)\n",
    "target_names = wine.target_names  # Class names\n",
    "\n",
    "# Explore dataset\n",
    "print(\"Dataset shape:\", X.shape)\n",
    "print(\"First 5 rows:\\n\", pd.DataFrame(X, columns=wine.feature_names).head())\n",
    "\n",
    "# Standardize the features (LDA is sensitive to scale)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply LDA to reduce dimensions to 2\n",
    "lda = LDA(n_components=2)\n",
    "X_lda = lda.fit_transform(X_scaled, y)\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_lda, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train a Random Forest classifier\n",
    "clf = RandomForestClassifier(n_estimators=100, random_state=42)\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred = clf.predict(X_test)\n",
    "\n",
    "# Evaluate the model\n",
    "print(\"\\nClassification Report:\")\n",
    "print(classification_report(y_test, y_pred))\n",
    "\n",
    "# Visualizing LDA-reduced data\n",
    "plt.figure(figsize=(8, 6))\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "for i, target in enumerate(np.unique(y)):\n",
    "    plt.scatter(X_lda[y == target, 0], X_lda[y == target, 1], \n",
    "                color=colors[i], label=target_names[i], alpha=0.7, edgecolors='k')\n",
    "\n",
    "# Plot settings\n",
    "plt.xlabel(\"LDA Component 1\")\n",
    "plt.ylabel(\"LDA Component 2\")\n",
    "plt.title(\"LDA of Wine Dataset\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2nU6HQ3o9FufkQCQSDTgmEomwKDsbpqYm6HS6MK0weBjEUlDpdDroW/XImeP9xZU9OxtNLbH54iIiIgo2i8UCOBzIlUq9Hs+VSgGHo+92MYZBLAWVxWKBo9cB6UTvLy7pJCkcvbH54iIiIgo2hUIBSCRotdu9Hm+12wGJpO92MYZBLAWVQqGAJFEC+xHvLy77YTskibH54iIiIgq24uJiZBYWYovRCEEQBhwTBAFbjUZkFRWhuLg4TCsMHgaxFFTFxcUozC2Esc77i8v4kRFFyth8cREREQWbWCzGsrIy1CsUqDIY0Gyzwe50otlmQ5XBgHqFAteVlsZkS8vYe0YUUcRiMcpWlEFhVsCwzQDbARuc3U7YDthg2GaAwqxA6Y2x+eIiIiIKBbVajVXV1WiZNQvlVisWt7Sg3GpFq0oVs+21APaJpRBQq9WoXlvd1yd2ux6mXhMkiRKolCqUri2N2RcXERFRqKjVasydOzeuhgoxiKWQiMcXFxERUSiJxWLMnDkz3MsIGQaxFDLx9uIiIiKi4GEajIiIiIiiDoNYIiIiIoo6DGKJiIiIKOowiCUiIiKiqMMgloiIiIiiDoNYIiIiIoo6DGKJiIiIKOowiCUiIiKiqMMgloiIiIiiDoNYIiIiIoo6HDtLEcXlckGn08FisUChUKC4uBhiMX/XIiIiooEYxFLIjBagarVa1Kyvgb5VD0evA5JECQpzC1G2ogxqtTqMKyciIqJIwyCWQmK0AFWr1UKzWgNzhhk5C3IgnSiF/YgdDXUN0KzWoHptNQNZIiIi8uB1Wgo6d4C6q2sX5AvkUN6ghHyBHA1dfQHqf//7X9Ssr4E5w4z8hfmQTZYhITkBssky5C3MgyXDgtoNtXC5XOF+KkRERBQhGMRSULlcrlED1IcffRhNLU3ImZMDkUg04P+LRCJkz85GU0sTdDpdmJ4FERERRRoGsRRUOp0O+lb9iAHqnm/2oKOjA9KJUq/3IZ0khaPXAYvFEoolExERURRgEEtBZbFY4Oh1jBigOkVOJAgJsB+xe72N/bAdkkQJFApFMJdKREREUYRBLAWVQqGAJFEyYoCaNi4Np0w9BcY6IwRBGHBcEAQYPzKiSFmE4uJivx7b5XKhsbERO3fuRGNjI2tqiYiIYgi7E1BQFRcXozC3EA11DchbmDegpMAdoKqUKty0/CZU3F8BwzYDsmdnQzpJCvthO4wfGaEwK1C6ttSvfrFs10VERBTbmImloBKLxShbUQaFWQHDNgNsB2xwdjthO2CDYZuhL0C9sRTz5s1D9dpqzEqZBet2K1o2tsC63QqVVOV3e63RuiFotdogPmMiIiIKBWZiKejUajWq11b3ZUa362HqNUGSKIFKqULp2lJPgKpWqzF37twTmtg1uBuCO/Pr7oZg2GZA7YZazJ07l5PAiIiIohiDWAoJXwNUsViMmTNnjvlxPN0QFozQrmt7X7uuE3kcIiIiCi8GsRQyJxqg+sKXbgimXhPbdREREUU5Xk+lmOJLNwS26yIiIop+DGIppri7IQS6XRcRERFFFgaxFFN87YbATV1ERETRjZ/kFHPc3RAC0a6LiIiIIhM3dlFMCkS7LiIiIopcDGIpZoWiGwIRERGFB9NSRERERBR1GMQSERERUdRhEEtEREREUYdBLBERERFFHW7sikMul4u79omIiCiqMYiNM1qtFjXra6Bv1cPR64AkUYLC3EKUrShj/1QiIiKKGky/xRGtVgvNag12de2CfIEcyhuUkC+Qo6GrAZrVGmi12nAvkYiIiMgnDGLjhMvlQs36GpgzzMhfmA/ZZBkSkhMgmyxD3sI8WDIsqN1QC5fLFe6lEhEREY2KQWyc0Ol00LfqkTMnByKRaMAxkUiE7NnZaGppgk6nC9MKiYiIiHzHIDZOWCwWOHodkE6Uej0unSSFo9cBi8US4pURERER+Y9BbJxQKBSQJEpgP2L3etx+2A5JogQKhSLEKyMiIiLyH4PYOFFcXIzC3EIY64wQBGHAMUEQYPzIiCJlEYqLi8O0QiIiIiLfMYiNE2KxGGUryqAwK2DYZoDtgA3ObidsB2wwbDNAYVag9MZS9oslIiKiqMCIJY6o1WpUr63GrJRZsG63omVjC6zbrVBJVaheW80+sURERBQ1OOwgzqjVasydOzfuJnZxShkREVFsYRAbh8RiMWbOnBnuZYQMp5QRERHFnqhJRT388MMoKSnB+PHjkZmZiYULF+KLL74I97IowgVrSpnL5UJjYyN27tyJxsZGDokgIiIKsajJxP7nP/9BaWkpSkpK0Nvbi3vuuQcXXXQRmpqaMG7cuHAvjyLQ4Cll7iEP7illhm0G1G6oxdy5c/0qLRgus3vzDTcH66kQERHRIFETxL711lsD/v38888jMzMTn3zyCebPnx+mVVEk80wpWzDClLLtfVPKfC2vcGd2zRlm5CzIgXSiFPYjdjTUNaDywUrctuK2YDwVIiIiGiRqgtjB2tvbAQAZGRnD3sbhcMDhcHj+3dHRAQDo6elBYmKi5+80PPf5icbzZDabATGQNjENCUgYcjxtUhqsYivMZrNPz8/lcmH9c+txNPMoCi8t9ATGKZNTIF8ox8G3DgIAuru7A/tEYkw0/0yFEs+Tb3iefMPz5BueJ98E+zz5er8iYXDn+yggCAIuu+wyWCwWvP/++8Pe7v7778eaNWuGfP0Pf/gDUlNTg7lEIiIiIhqDY8eO4corr0R7ezvS0tKGvV1UBrGlpaV488038d///hcnn3zysLfzlomdMmUKjhw5AqlUirfffhsXXnghkpKSQrHsqNTT0xO158nlcmH5TcvxWddnmHbptAElBYIgYN/f9uEM6RnY+PRGn2pitVotbr3/Vky9dioSkodmdsXdYlwtvxrp6ek455xzAvpcYkk0/0yFEs+Tb3iefMPz5BueJ98E+zx1dHRg4sSJowaxUVdO8Jvf/Ab/93//h507d44YwAKARCKBRCIZ8vWkpCTPSe//dxpetJ6nFdevgGa1Bs3bmpE9OxvSSVLYD9th/MgIhVmBG9fe6PVnxJuMjAzABXQc6YBssmzI8e62bkAOKBSKqDxXoRatP1OhxvPkG54n3/A8+YbnyTfBOk++3mfUtNgSBAFlZWX461//in//+9+YNm1auJdEUSCQU8qKi4tRmFsIY50Rgy9gCIIA08cmAMCMGTMC+hyIiIhoqKjJxJaWluIPf/gD3njjDYwfPx5GoxEAkJ6eDqlUGubVUSQL1JQysViMshVl0KzWwLDNMCSzm9WZ5bkdERERBVfUBLHPPPMMAOC8884b8PXnn38e1157begXRFElUFPK3JndmvU10G/Xw9RrgiRRApVShZtW3oS2trYArJaIiIhGEzVBbBTuP6MYNVxm1+l0YseOHeFeHhERUVyImiCWKJJ4y+w6nc4wrYaIiCj+MIglIiIiCjOXy3XCezfiDYNYIiIiojDSarXYVFODQ3o94HAAEgkyCwuxrKzMry46voilYJlBLIVdLL2giIiI/KHVarFOo0GJ2YyKnBzkSqVotduxpaEB6zQarKr2rx3kaI8VqmA5FBjEUlhptdq+nf6tejh6HZAkSlCYW4iyFdH5giIiIvKVy+XCppoalJjNqMzP90yWLJDJUJmXhyqDAZtrazF37twTTu6EMlgOFaa7KGy0Wi00qzXY1bUL8gVyKG9QQr5AjoauBmhWa6DVasO9RCIioqDR6XQ4pNdjcU7OgNHoACASibAoOxumpibodLoTepzBwXKBTIaUhARPsFxisWBzbS1cLtcJPU6oMYilsHC5XKhZXwNzhhn5C/MhmyxDQnICZJNlyFuYB0uGBbUbou8FRURE5CuLxQI4HMgdZmhTrlQKOBx9tzsBoQqWQ41BLIWFTqeDvlWPnDneX1DZs7PR1BJ9LygiIiJfKRQKQCJBq93u9Xir3Q5IJH23OwGhCpZDjUEshYXFYoGj1wHpxL4XlCAI6OjoQFtbGzo6OpAyMQWO3uh7QREREfmquLgYmYWF2GI0DhnqJAgCthqNyCoqQnFx8Qk9TqiC5VBjEEthoVAoIEmUwH7EDovZgobdDdj9+W40Njdi9+e78cn7n6DX0Rt1LygiIiJficViLCsrQ71CgSqDAc02G+xOJ5ptNlQZDKhXKHBdaekJb+oKVbAcagxiKSyKi4tRmFuIfe/tg65Zh3ZXO5KykiCdKkViZiLam9thNpnR3t4e7qUSEREFjVqtxqrqarTMmoVyqxWLW1pQbrWiVaUKWMeAUAXLocYWWxQWYrEYN99wM/551T9xzHwMsnNkECeI4TzihONTB1KPpmLcKePwzLPPQK1WR90Li4iIyFdqtRpz584Nas90d7C8qaYG5Xo9YDIBEgmyVCqsKi2NuvZaAINYCqP09HRkKDKQ0JOArre60C10QywSIz0jHcrLlUgel4ym7X2bu2bOnBnu5RIREQWNWCwO+mddKILlUGIQS2FjsViQOC4RqutVOHboGHqO9iBpXBLGnzweIrEIzm4nTL2moGzu4pQwIiKKR6EIlkOFQSyFjXtzV5e5C2lT04Yctx+2Q5IY+N2SnBJGREQU/Zh6orBxb+4y1nnfLWn8yIgiZWB3S3JKGBERUWxgEEthIxaLUbaiDAqzAoZtBtgO2ODsdsJ2wAbDNgMUZgVKbxy4W9LlcqGxsRE7d+5EY2OjXxO9OCWMiIgodrCcgMJKrVajem113+X97XqYek2QJEqgUqpQunbgbskTLQPwTAlbMMKUMG4kIyIiigoMYinsfNkt6S4DMGeYkbMgB9KJUtiP2NFQ11cGUL129F56g6eEDSadJA3aRjIiIiIKLAaxFHLDdQYYLvs5uAzAnUV1lwEYthlQu6EWc+fOHbHDQP8pYbLJsiHHg7WRjIiIiAKPQSyF1FhKAgJVBuDeSNZQ14C8hXkD7su9kUylVEXd2D0iIqJ4xI1dFDJj7QzgSxmAo9cxahnAWDaSERERxbMT2VAdbMzEUkicSElAIMsA/NlIRkREFM+0Wi021dTgkF4POByARILMwkL8+uabw700AAxiKUROpCQg0GUAsTZ2j4iIKNC0Wi3WaTQoMZtRkZODXKkUrXY7tjQ04HeVlVh6223hXiLLCSg0TqQkIBhlAO6NZPPnz8fMmTMZwBIRER3ncrmwqaYGJWYzKvPzUSCTISUhAQUyGSrz8qCyWj23Cyd+clNI9C8J8Ga0kgB3GcCslFmwbreiZWMLrNutUElVPrXXIiIiIt/odDoc0uuxOMf71dOFWVkAgObm5nAsz4PlBBQSgSgJYBkAERFR8FksFsDhQK7U+9XTqSkp2AvAejwjGy789KeQCFRJAMsAiIiIgkuhUAASCVrt3q+e7u/qAgDI5fIQrmooRgAUMiwJICIiinzFxcXILCzEFqMRgiAMOCYIAraZTACAGTNmhGN5HiwnoJBiSQAREVFkE4vFWFZWhnUaDaoMBizKzvZ0J9hqNGJ3VhZOO367cGIQSyE13MjZaBDNayciorGJ1/d+tVqNVdXV2FRTg3K9HjCZAIkEWSoVbrvpJrS1tYV7iQxiKXTGMnI2UkTz2omIaGyGa/a/rCw+3vuHu3rqdDqxY8eOcC+PNbEUGmMdORsJonntREQ0Nu5m/8pdu1Atl2OrUolquRzKhgas08TPe38kb6iOnJVQzBo8clY2WYaE5ATPyFlLhgW1G2rD3jTZm2heOxERjc1ozf5LLBZsruV7f7gxiKWg84ycnTPCyNmWvpGzkSaa105ERGPT3Nw8YrP/RdnZMDXxvT/cGMRS0J3IyNlwi+a1ExHR2Fit1hGb/edKpYCD7/3hxiCWgu5ER86GUzSvnYiIxkYul4/Y7L/VbgckfO8PNwaxFHTukbPGOu9Nk40fGVGkLBpx5Gy4RPPaiYhobGbMmDFis/+tRiOyivjeH24MYinoAjVyNhyiee1ERDQ27mb/9QoFqgwGNNtssDudaLbZUGUwoF6hwHWlfO8PN/aJpZBwj5ytWV8D/XY9TL0mSBIlUClVKF1bGtH99kKx9nhtpk1EFKlGava/qjSyP7fiBYNYCploHjkbzLVzkAIRUWSK5s+teMAglkLK3TQ5GgVj7e5BCuYMM3IW5EA6UQr7ETsa6voGKVSvrWYgS0QURtH8uRXr+KsEUZhwkAIREdHYMYiluOJyudDY2IidO3eisbExrAEiBykQERGNHcsJKG5EWu2pL4MUTL0mNtMmIiLygplYigvu2tNdXbsgXyCH8gYl5AvkaOjqqz3VarUhXxMHKRAREY0dg1iKeZFae8pBCkRERGPHIJZiXqTWnnKQAhHRdyJpzwJFB9bEUsyL5NrTaB4CQUQUKFqtFptqanBIrwccDkAiQWZhIZaVsV82DY9BLMW8/rWnssmyIcfDXXvKZtpEFM+0Wi3WaTQoMZtRkZODXKkUrXY7tjQ0YJ1Gg1XV7Jfti3ic/MgglmKeu/a0oa4BeQvzBpQUuGtPVUpVWGtP2UybiOKRy+XCppoalJjNqMzP97w/F8hkqMzLQ5XBgM21tZg7d25IAzJ3aUO0BITxmsmO3O8IUYCw9jQ6sT6OKPbpdDoc0uuxOMf7noVF2dkwNYV+z8LK5ctx99KleHTFCty9dCmWL1kSli42vnBnspW7dqFaLsdWpRLVcjmUxzPZkbruQGAmluICa0+ji1arRU3NJuj1h9xJBRQWZqKsbBm/V0QxxGKxAA4HcqXe9yzkSqWAKXR7Furq6gAAUz/9FLdnZER8aUOkZrJDhUEsxQ3WnkYHrVYLjWYdzOYS5ORUQCrNhd3eioaGLdBo1qG6elVEfYgQ0dgpFApAIkGr3Y4C2dA9C612OyAJzZ4Fl8uFlzduxCU/+xnKp09Hcm8vgMgOCN2Z7IoRMtnlxzPZsViyFhnfBaIQcdeezp8/HzNnzoyYNyLq43K5UFOzCWZzCfLzKyGTFSAhIQUyWQHy8iphsZSgtnYzSwuIYkRxcTEyCwuxxei9X/ZWoxFZRaHpl63T6XB4zx4AiKjShpH4lMl2OGJ28iM/wYn8wDrN4NLpdNDrDyEnZ7H3nr7Zi9DUZIqoDxEiGjuxWIxlZWWoVyhQZTCg2WaD3elEs82GKoMB9QoFrisNzZ4Fd0A4nJECwnB9NvTPZHsTykx2OLCcgMhHWq22r6a2VQ9HrwOSRAkKcwtRtiK2d3+GksVigcMBSKW5Xo9LpbkwmRCzWQWieKRWq7GquhqbampQrtcDJhMgkSBLpcKq0tDtWXAHhMMZLiAMZ2cATya7oQGVeUO772w1GpGlCm/3nWBiEEvkA61WC81qDcwZZuQsyIF0ohT2I3Y01DVAs1qD6rXVKCkpCfcyo55CoYBEAtjtrZDJCoYct9tbIZEgZrMKRPEqEvYsFBcXY9KppwLA8KUNgwLCcPe4dWey12k0qDIYsCg727OGrUYj6hUKrApRJjscYvNZEQWQy+VCzfoamDPMyF+YD9lkGRKSEyCbLEPewjxYMiyo3VDL0oIAKC4uRmFhJozGLV4/RIzGrSgqyorZrAJRPAv3ngWxWIyrb7gBAPDovn2jljYM7gxQIJMhJSHBsxGsxGLB5trgfza4M9kts2ah3GrF4pYWlFutaFWpIq6bQqAxE0s0Cp1OB32rHjkLvO/+zJ6djabtTWhubg7TCmOHWCxGWdkyaDTrYDBUITt7kac7gdG4FQpFPUpLV8VsVoGIwmvOnDnYsWMH9p9+OsobG0csbYikzgCRkMkOBwaxRKOwWCxw9Dogneh996d0khSmXhOsVmtoFxaj1Go1qqtXHe8TW+7+DIFKlYXSUrbXIqLg+/2zz2LPnj0jBoSR1uM2Hic/MoglGoVCoYAkUQL7ETtkk4f2MbQftkOSKIFcLmcgGyDxmlUgosjgS0AYST1u4xU/EYhGUVxcjMLcQhjrvPcxNH5kRJGyCDNmzAjTCmNTuOvjiCjyhbPtYST1uI1XzMQSjUIsFqNsRRk0qzUwbDMge3Y2pJOksB+2w/iREQqzAqVrI3P3p8vlYjaTiGJSOFtbAewMEAkYxBL5QK1Wo3ptdV+f2O16mHpNkCRKoFKqULq2r9i/p6cn3MscQKvVHq8rPeR+f0dhYSbKypaxrpSIolq4W1u5RUqP23jFIJbIR9FUp6nVaqHRrIPZXIKcnArPDv+Ghi3QaNahupobpIgoOg1ubeXuDOBubVVlMGBzbS3mzp0bkvfnaPpsiDUMYon8EA27P10uF2pqNsFsLkF+fqXnDV4mK0BeXiUMhirU1m4O2Rs8EVEgRVJrK7do+GyIRVH1CbZz50789Kc/xeTJkyESibBt27ZwL4ko4uh0Ouj1h5CTs9h7X9vsRWhqMkGn04VphUREY+dTayuHg+Op40BUBbFHjx7FGWecgZqamnAvhShiWSwWOByAVJrr9bhUmguHA3yDJ6Ko1L+1lTdsbRU/oqqc4OKLL8bFF18c7mUQRTSFQgGJBLDbWyGTFQw5bre3QiIB3+CJKCp5Wls1NKAyL2/AFSdPayuVKiytrdgRJrSiKoj1l8PhgMPh8Py7o6MDANDT04PExETP32l47vPD8zS6SDlXp556KmbOnIzPPvsL5PLyIW/wFstrOOOMk3DqqaeGZa2Rcp4iHc+Tb3iefBNr5+nXN9+M31VW4qFvvsHCrCxMTUnB/q4ubDOZsDsrC7fddBOcTiecTqdf93si56murg4vb9yIw3v2eFp+TTr1VFx9ww2YM2eO3/cXyYL98+Tr/YqEwR16o4RIJMLrr7+OhQsXDnub+++/H2vWrBny9T/84Q9ITU0N4uqIiIiIaCyOHTuGK6+8Eu3t7UhLSxv2djEdxHrLxE6ZMgVHjhyBVCrF22+/jQsvvBBJSUkhWHF06unp4XnyUaSdq7q6Omzc+DL27Dns6RNbUJCJ5cuXhDUrEGnnKVLxPPmG58k3sXqeXC4XmpubYbVaIZfLMWPGjBO6fD+W8+RyubBy+XJM/fRTlE+fPuTq16P79uHrM87Akxs3xkxpQbB/njo6OjBx4sRRg9iYLieQSCSQSCRDvp6UlOQ56f3/TsPjefJdpJyrefPmQa1WR2x9VqScp0jH8+QbniffxOJ5OuOMMwJ+n/6cp8bGRhxsbMTtGRlI7u0dcvxnCgXKP/sMe/bsibk2XMH6efL1PmM6iCWKd+xdSEQUXD61/DKZ2BEmCKIqiLXZbNi7d6/n3/v27cPu3buRkZGBqVOnhnFlREREFI/6t/wqkMmGHGfLr+CJjOuKPvr4448xa9YszJo1CwBw++23Y9asWVi9enWYV0ZERETxyNPyy2jE4G1GnpZfRUV+tfxyuVxobGzEzp070djYCJfLFehlx4SoysSed955Q35AKLqwhx4REcUSsViMZWVlWKfRoMpgwKLsbORKpWi127HVaES9QoFVpaU+f9ZptVpsqqnBIb3e06ors7AQy8rKoFarg/xsoktUBbEU3bRaLWrW10Dfqoej1wFJogSFuYUoW8EXJhERRS+1Wo1V1dXYVFODcr0eMJkAiQRZKhVWlZb6/Bmn1WqxTqNBidmMipwcTzC8paEB6zQarKqu5udlPwxiKSS0Wi00qzUwZ5iRsyAH0olS2I/Y0VDXAM1qDarXhvaFyYwwEREFklqtxty5c8f82eJyubCppgYlZjMq8/M9rboKZDJU5uWhymDA5tpazJ07l59XxzGIpaBzuVyoWV8Ds8KMzB9kwtHrgKvLhfE545G3MA+GbQbUbgjdCzNYGWF3zZJWq0VGRgYDYyKiOHMiHWF0Oh0O6fWoyMkZ0GsW6OuNvyg7G+VNTdDpdOw6cxw/YSnodDodPm76GJZ0Cz7VfYrG5kbs/nw3GnY3wGqxInt2Nppa+l6YwebOCO/q2gX5AjmUNyghXyBHQ1dfRlir1Y75fpfftBwAcOv9t2Jp2VIsuXbJmO+PiIjii0+tuhwOturqh0EsBd3777+Pr01fwyazISkrCdKpUiRlJaHd1Y6mL5rQldAFR2/wX5iejHCGGfkL8yGbLENCcgJkk2XIW5gHS4YFtRtq/d4F6g6MP+36FAAw9dqpAQmMY1X/jDV33RIR9enfqssbtuoaikEsBZXL5cLf/v43CCIBKckpSEhJgEgsQkJKAsZlj0N3cjcMnxuQnJgc9BemTqeDvlWPnDneL9WMJSPcPzCeful0AAhIYByrtFotli9fCQC49dYnsXTp3ViyZDkDfSKKe8Fo1RXrGMRSUOl0OhxsP4j07HQ4PnUMeWFK0iXo+LwDJ8lPCvoL02KxwNHrgHSi90s10klSvzPCwQiMY5VWq4VGsw6ffto3mGTq1Jcgl1ejoUEJjWYdA1kiimvuVl31CgWqDAY022ywO51ottlQZTCgXqHAdX606ooHfp2Jb7/9Fq+88gp27NiB7u7uAceOHj2KtWvXBnRxFP0sFgu6nd2YftF0JJuScexfx9B7qBdCj4DeQ71wvO+AuFWMn/zoJ0F/YSoUCkgSJbAf8X6pxn7YDkmif5dqghEYxyKXy4Wamk0wm0swfXo5ACAhQQKZrAB5eZWwWEpQW7uZGWsiimonOqTA3aqrZdYslFutWNzSgnKrFa0qFdtreeFzd4L6+npcdNFFcLlc6Onpwcknn4zXX3/dkz2z2WxYs2YNp2fRAO7AMUWRgsLLC9Hy7xbY3rKhW+iGWCTGuJRxSM9Ox/e///2gr6W4uBiFuYVoqGtA3sK8AZlTQRBg/MgIlVLlV0a4f2CcMjllyPGxBMaxSKfTQa8/hJycCu8Z6+xFaGoq565bIopagRpScKKtuuKJz2fk7rvvxhVXXAGLxQKTyYQLL7wQ5557LhoaGoK5Popy7sDRWGeE4hQFZt0wC9+76nuYeflMnHHlGVDkKlByRklIanzEYjHKVpRBYVbAsM0A2wEbnN1O2A7YYNhmgMKsQOmN/l2q6f/8vNUwGT8yokjJGiaLxQKHA5BKc70el0pz4XAg7jPWRBSd3EMKlLt2oVoux1alEtVyOZTHhxT4Wy7lbtU1f/58zJw5kwHsMHw+K5988gnuvPNOiMVijB8/HrW1taioqMAFF1yA+vr6YK6RotjgwPHot0cxLnscJGkSHN51GBmWDL8DxxOhVqtRvbYas1JmwbrdipaNLbBut0IlVY1p4EL/57fvb/sA4IQD41ikUCggkQB2e6vX43Z7KyQSxH3Gmoiiz+AhBQUyGVISEjxDCkosFmyu5QbfYPBr2EFXV9eAf1dUVEAsFuOiiy7C5s2bA7owih3uwLFmfQ302/Uw9ZogSZRApVShdK3v4/gCuZ5AXqpxP7/1z60HAOx/YT/gQtieXyQqLi5GYWEmGhq2QC6/c8AxQRBgNG6FSpUV9xlrIoo+HFIQPj4Hsaeddhq0Wi1OP/30AV/XaDQQBAG/+tWvAr44ih2RVuNzIlNVvFGr1TjzzDPx1ltv4Yn7n+DErkHEYjHKypZBo1mHffseBXAanM4u2GwGGI1boVDUo7R0Fc8XEUUdn4YUmEwslwoCn4PYpUuX4j//+Q9WrFgx5Fh5eTkEQcAzzzwT0MVRbAl04Bhp3AGYWq1GUlJSmFcTedRqNaqrV2H9+hcBnIb9+68B0AOVKgulpauYsSaiqNR/SEGBTDbkOIcUBI/PQez111+P66+/ftjjFRUVqKioCMiiiCg2DchYP3ELM9ZEFLVcLhd0Oh3a2tqQnJODP3/1Fe7Nzx/S+War0YgslX+db8g3ftXEEhGdKGasiSjaDW6nZe7tRbPZDHtXF66ZNg25Uila7XZsNRpRr1BgFYcUBAWDWKJhuH/LjoQaXiIiigzudlolZjMqcnI8AWu1w4GtNhvqDhzAuMREQCJBlkqFVaV9G3z7f6akp6cDANrb2/n5cgIYxBJ5odVq+7optOrh6HVAkihBYW4hylb417SaiIhix+B2Wu7SgQKZDBtnzsTavXvxaV4eVpaXY8KECZ7gtH/m9pjFgiPt7TgKICs9HRkKxZiGIpCfY2eJ4oFWq4VmtQa7unZBvkAO5Q1KyBfI0dDVAM1q/5tWB9uJjjkkIiLfuNtpLR6mndYvcnLQc/AgJkyY4BlS0H8QQqVIhPvb2/FbhwO/dDigaG/HlSLRmIcixDu/g9iXXnoJDodjyNe7u7vx0ksvBWRRROHicrlQs74G5gwz8hfmQzZZhoTkBMgmy5C3MA+WDAtqN0RO02qtVosl1y7B0rKlWHHXCiwtW4ol1y7hGyERURD41E7L4fC00+qfub0nLw8SkwlZPT340fjxeEAmw5yeHrxjMuHu6dM5FGEM/A5if/3rX6O9vX3I1zs7O/HrX/86IIsiChedTgd9qx45c7z/lp09OxtNLX1Nq8Mt2jLGRETRrn87LW8Gt9Pqn7m12WzottkwOSUFIhwfhCCRwGSzoclmw6LsbJiaIuPzJVr4HcQKgjDkwx0AvvnmG0+hMtFwIv3St8VigaPXAelE779lSydJ4eh1hL1pdbRljImIop3L5ep7T50wAS+1tg55f/W00yoq8rTT6p+57enpAVwuSPtt4MpNSABcLlh6eoZkcWl0Pm/smjVrFkQiEUQiES644AIkJn73X51OJ/bt24cf//jHQVkkxYZo2CylUCggSZTAfsQO2eShTavth+2QJIa/abUnY7xghIzxdo45JCIajrcONMPpvzHLbLFg6+HDsBw5gqX5+TgjO3vYdlr9M7c5SUmAWAy7ywVZQgIAoNXpBMRiKJKSOBRhDHwOYhcuXAgA2L17N370ox9B1m8qRXJyMpRKJX72s58FfIEUG9yXvs0ZZuQsyIF0ohT2I3Y01PVd+q5eWx0RgWxxcTEKcwvRUNeAvIV5Q5pWGz8yQqUMf9NqXzLGpl6OOSQi8mZwn1dIJMgsLMSvb77Z620HtNTKycHrRiOe2LsX//niC2SbzUhVKAa003IrLi5GZmEhtjQ04J7p05Esk+FgeztOGTcOEARsdTiQlZ6OIpkMD331FYci+MnnIPa+++4DACiVSvziF79ASkpK0BZFsWXwpW93YOi+9G3YZkDthlrMnTs37H3yxGIxylaUQbNaA8M2A7JnZ0M6SQr7YTuMHxmhMCtQujb8TaujJWNMRBRphuvzuqWhAb+rrMTS227z3Ha4llq/OukkLM7JwS1NTdiXn4+q6mpPN4L+xGIxlpWVYZ1Ggwe/+goXZmWh49gxGDo78T8AuyUSXJWVhYe++opDEcbA7zN1zTXXICUlBd3d3fjmm2+wf//+AX+IBoumzVJA3ySp6rXVmJUyC9btVrRsbIF1uxUqqSriMsbGOiMEQRhwzJ0xLlIW8Td6IqJ+BgelBTIZUhISUCCToTIvDyqr1XM7YOSWWgliMcqUSoiPHIFYLB42+FSr1VhVXY2WWbPwoCBgTXo6Vkkk+JNEAkt6Ov4gCGhVqbCqOjI+X6KJ38MOvvzyS1x33XVDdj67N3w5nc6ALY5iQzRe+lar1Zg7d25ETuxy13HNmzsPuld02Pv6XuTMyYnIjDERUSRxB6UVw/R5XZiVhb0AmpubccYZZ/jWUss09PNrcL3t3LlzB3ymcGJXYPgdxF577bVITEzE3/72N+R4+SEgGixaL32LxeKI2xQ1eHNc77FeOD514MC+A0iUJEKSKIFKqULp2lL+Rk9ENMhoQenUlBTsBWA9npHtvzGrQDb088vbZqzh6m05kSvw/A5id+/ejU8++QQzZswIxnooBkXLZqlIN9zmuG8//BaSryW48aob8f3vf5+/0RMRDWO0oHR/VxcAQC6XAxi4Masyb+jn11ajccBmrJHqbddpNCwZCDC/P+mKiopw5MiRYKyFYpR7s5TCrIBhmwG2AzY4u52wHbDBsM3Qd+n7Rl76HslIfWHzL89H99Ru/K/uf3EXwEZ632EiiiyeoNTofT/BNpMJADyJOvfGrHqFAlUGA5ptNtidTjTbbKgyGFCvUOC645uxRqu35USuwPP70+63v/0tKioq8N5776GtrQ0dHR0D/hB5E4jNUvEcsETb5rhQ0Gq1WLJkOZYuvRsrVjyKpUvvxpIlyzmpjChOjOUzYbSgdNfxDGz/ZED/jVnlVisWt7Sg3GodshlrpE1gIpGIE7mCwO9ygh/+8IcAgAsuuGDA17mxi0ZzIpulomFQQjBF4+a4YNJqtdBo1sFsLkFOTgWk0lzY7a1oaNgCjWYdqqtXxcXPBVG8OpG6U3dQuqmmBuV6PWAyARIJslQq3HbTTWhra/P6f0b7/BrrJjAaO7+D2HfffTcY66A4MZbNUtEyKCGYonVzXDC4XC7U1GyC2VyC/PzK7/oOywqQl1cJg6EKtbWbI6LvMBF5521alq+v10DUnQ4XlDqdTuzYscPr/xnt82ssm8DoxPgdxJ577rnBWAeRV9E0KCGYuDnuOzqdDnr9IeTkVHgvrchehKamco7cJYpQJ5JFHW74gLvutMpgwOZa3z4TvAWlJ3I12d9NYHTixvSp//7772PJkiVQq9U4cOAAAODll1/Gf//734Aujoi1oH24Oe47FosFDgcgleZ6PS6V5sLhAC/ZEUUgdxZVuWsXquVybFUqUS2XQ3k8izpaTXsk1536swmMAsPvM/naa6/hRz/6EaRSKXbt2gWHwwEA6OzsxEMPPRTwBVJ886UW1NHriIuAJRomiYWCQqGARALY7a1ej9vtrZBIwEt2RBEmELv3fao7dYTvM8HXTWDDiecNzGPhdzlBVVUV1q9fj6VLl+JPf/qT5+tqtRpr164N6OKIWAs6UCRPEguV4uJiFBZmoqFhC/LyKoeWVhi3QqXK4iU7oggz2rSsRdnZKD+eRR2uFCga6k7H+j7NIQn+8/uT74svvsD8+fOHfD0tLc0z4YIoUNy1oMY67z39jB8ZUaQsiquAxV3HNX/+fMycOTOuAljgeGlF2TIoFPUwGKpgszXD6bTDZmuGwVAFhaIepaXXxd15IYp0gciijtbndavRiKyi8H8m+Ps+faJlFvHK73f5nJwc7N27d8jX//vf/2L69OkBWRSRG2tByRu1Wo3q6lWYNasFVms5WloWw2oth0rVyvZaRBGqfxbVG1+yqLFYd8ohCWPndznBjTfeiFtuuQWbN2+GSCTCwYMH8cEHH0Cj0WD16tXBWCPFOXctaM36Gui362HqNUGSKIFKqULp2lIGLHGKpRVE0SVQu/dH6vO6qtT7Z8KJtPQKtkCUWcQrv4PYiooKtLe34/zzz0dXVxfmz58PiUQCjUaDsrKyYKyRKCYClkh+E41WY+k7TETh4c6irtNoUGUwYFF2tqfH61ajEfUKBVb5mEX15zMh0mtNOSRh7PwOYgHgwQcfxD333IOmpia4XC4UFRVB5qXAmiiQojlgifeJY8HAXwqIos9YsqjD8eUzIRCDEYItGjarRaoxBbEAkJqairPOOiuQayGKSZw4FnharRY1NZug1x9yJ1ZQWJiJsrJlPJdEES5UV9YCORghmDgkYez8/q4dPXoU9957L9RqNfLz8zF9+vQBf4hOVCz1yRs8cUw2WYaE5ATPxDFLhgW1G1iw7w+tVguNZh127VJCLq+GUrkVcnk1GhqU0GjWcRcvURQIRZeVcAxGGMvnVyxuVgsVvzOx119/Pf7zn//g6quvRo6XHwyiExFrl909E8cWjDBxbDsL9n3lcrlQU7MJZnMJ8vO/6xErkxUgL68SBkMVams3hz2zQkThF+pa0xOpvQ1kmUU88TuI/fvf/44333wT55xzTjDWQ3EsFi+7+zJxzNTLgn1f6XQ66PWHkJNT4f2XguxFaGoq5y8FRBTSWtNA1N7GwgbmUPP7zCgUCmRkZARjLRTHYvWye/+JY97E28SxE2WxWOBwAFJprtfjUmkuHA7wlwIiCtlghED2eY33YTb+8vvsPPDAA1i9ejWOHTsWjPVQnPJcdp8zwmX3lsDWLoUCJ44FlkKhgEQC2O2tXo/b7a2QSMBfCogoZLWm4ai9pT5+f+cee+wx/OMf/0BWVhZmzpwJlUo14A/RWPhy2d3RO/I4wkjEiWOBVVxcjMLCTBiNW7z/UmDciqKiLP5SQEQAvqs1bZk1C+VWKxa3tKDcakWrShWw9lqBGKdLY+N3TezChQuDsAyKd/0vu8smD61diubL7pw4FjhisRhlZcug0ayDwVCF7OxFkEpzYbe3wmjcCoWiHqWlq/hLARF5BLvW1J/aW/a3Diy/g9j77rsvGOugOOe+7N5Q14C8hUP75Bk/MkKljN4+eSzYDxy1Wo3q6lXH+8SWuzfxQqXKQmnpKv5SQERDBGtYjsvl6vszYQKeMhjwZFEREvq9r/fv89re3o7lS5ZE7OSwaDTmYQeffPIJ9Ho9RCIRioqKMGvWrECui+KM+7K7ZrUGhm0GZM/OhnSSFPbDdhg/MvZddl8b3Zfdo3niWKThLwVEFG79W2p1WSx49/BhqNvacGt+PhZmZw8Yp/uT+fPxSEVFRE8Oi0Z+B7GHDh3CL3/5S7z33nuQy+UQBAHt7e04//zz8ac//QmTJk0KxjopDkTzZXeXy4WmpiYAQFNTU1B3lfJyVB/+UkBE4TKkpVZODj41GvHi3r2474svUGM2I0OhQJZKhYqbbsLzTz8d8ZPDopHfQexvfvMbdHR0QKfTobCwEEDfh/Y111yDlStX4o9//GPAF0nxIxozbO4BDV99+xXuKrsLN2puxPSc6UEZ0BBrwyCIiKLNcONs55x0EkpycnCvXo/GvDw8UF2NmTNneroXVIzQvaC8iUNvxsLvyOCtt97CM8884wlgAaCoqAi1tbX4+9//HtDFUXyKpj557gENu7p2If3idABA+sXpaOjqG9AQyBGo/R9LvkAO5Q1KyBfI/X6sWBrrS0QUaiO11BKLxbg6NxfCkSMQi8UQi8XsXhBEfmdiXS4XkpKShnw9KSmJH4YUVwYPaEgWJQMAxuWMQ97CPBi2GVC7ITCXiAY/lmfc6vFhEL4+llarPb4h6pB7XwEKCzNRVraMmVwiIh/4O842lJPD4o3fn6w/+MEPcMstt+DgwYOerx04cAC33XYbLrjggoAujiiShXJAQyAeS6vVQqNZh127lJDLq6FUboVcXo2GBiU0mnUBzRoTEcWq/kGpN4OD0lBNDotHfgexNTU16OzshFKpRF5eHvLz8zFt2jR0dnbiqaeeCsYaiSJSKAc0nOhjuVwu1NRsgtlcgvz8SshkBUhISIFMVoC8vEpYLCWord3MqylERKPwNygN1eSweOR3OcGUKVOwa9cuvP3222huboYgCCgqKsIPf/jDYKyPKGKFckDDiT6WTqeDXn8IOTkV3jO52YvQ1FTOjQVERKNwB6XrNBpUGQxYlJ3taZnlbqm1alBQ6p4ctqmmBuV6PdwNrrNUKqwqjezuO5FszH1iL7zwQlx44YWBXAtRVBk8oAH9YsNAD2g40WEQFosFDgcgleZ6PS6V5sJkQsRsLGAbMSKKZGMJSqOx+06kG1MQ+8477+B3v/udZ9jBjBkzcOuttzIbS3Fl8ICGqXOnAnnA0W+PYv+H+wM6oOFEh0EoFApIJIDd3gqZrGDIcbu9FRIJImJjQTg2n4UiaGZgThRb+gelbW1taGtrw4QJEzB+/Hi4XC6vr2/2tw4sv4PYmpoa3Hbbbfj5z3+OW265BQDw4Ycf4pJLLsHjjz+OsrKygC+SKFL1H9Dw1d+/AsqA9r+3QzU58AMaTmQYRHFxMQoLM9HQsAV5eZVDM7nGrVCpssK+scC9+cxsLkFOTgWk0lzY7a1oaNgCjWYdqqsDP1Y2FEEzu0IQxSaxWIzOzk68vHEjx8mGgd9B7MMPP4zf/e53A4LVlStX4pxzzsGDDz7IIJbijvu38cbGRrS0tGBD9Yag9bcd6+UosViMsrJl0GjWwWCoQnb2Ik+AaDRuhUJRj9LSVWHNDA7efOZpI3Z885nBUIXa2s0BnWoTiqA5HIE5EYXGkMldHCcbUn5/EnR0dODHP/7xkK9fdNFF6OjoCMiiiKKNWCxGUVERgL7hH8EMBsc6DEKtVqO6ehVmzWqB1VqOlpbFsFrLoVK1RkQg9d3ms8UjbD4zBaRlGRCajg3sCkEUuwZP7iqQyZCSkOAZJ1tisWBzbS1f30HkdyZ2wYIFeP3111FeXj7g62+88QZ++tOfBmxhRBR4gdxY4K3GE8CY7zuYm8+8rTUUHRvYFYIodnGcbPj5HcQWFhbiwQcfxHvvvYezzz4bQF9N7P/+9z/ccccd+P3vf++57cqVKwO3UiIKiEBsLPBW4zlpkgiC4MKRI6Ix1X0Ga/PZcPWo8+adGfSODdHWFYKIfOfv5C4KPL+D2E2bNkGhUKCpqQlNTU2er8vlcmzatMnzb5FIxCCWKAZ5q/E0Gj/F++9vAvAxCgvLoVRe7nfdZzA2n41Uj6rTbUFvrzioHRuiqSsEEfmH42TDz+8gdt++fcFYBxFFAW+brwRBgMkkgVh8B0SiP8NkegeTJ//C7w1Zgd58NtpGsb17Xeju3opvv/0z8vPvDUrHhmjpCkFEA7lcLjQ2NsJisSA9PR0A0N7ePqBMyjO5q6EBlXlD+3dvNRqRpQpMr3DyLuqaFD799NOYNm0aUlJScOaZZ+L9998P95Iojrnf6Hbu3DngykSs8rb5qrOzEzZbN6TSkyCRLIbNZkJnZ9/mK383ZAVy89loG8Vycn6B5OR0SCQ7YTBUwWZrhtNph83WDIOh6njQfN0JbdJzB+YKRX3QHoOIAm/l8uW4e+lS3LV0KX523nlYet55WLN0Ke5euhTLlyyBVqvlONkI4HcmVhAE/OUvf8G7776LQ4cODdl199e//jVgixvsz3/+M2699VY8/fTTOOecc7BhwwZcfPHFaGpqwtSpU4P2uBQfent78cYbb+DgwYOYPHkyLrvsMiQmDv8S0Wq1fT1bW/Vw9DqQlpqGu8ruQl1dHebNmxfClYeOtxrPnp4euFyAWCwFkIvubqCn57saMH/rPgO1+cyXetTExAzceOPF+O9/P4FeX+4eugOVKgulpYHp2OAOzPvqcoPzGEQUGHV1dQCAqZ9+ivMSEvBqezvOdzgwD8C49nYkZ2Tgn4PaZ3GcbPj4HcTecsst2LhxI84//3xkZWUNyXAE0+OPP45ly5bh+uuvBwA88cQT+Mc//oFnnnkGDz/88JDbOxwOOBwOz7/dLcB6eno8wUlPT08IVh693Ocn1s/T888/j8eeegyHjx6GS+SCWBDj7vvvxh2/uQPXXHMNmpubYbVaIZfLMWPGDNTX16PywUpYFBZkX5aNlAkpcJqdAIC1j6zFaqzGnDlzwvysAi89PR1paUlwOr9CSsopAIBx40RITXUhKakTgnAAIlESxo1LR1JS389Md/dXSEtLQnp6Onp6enz+mZoxY4bn706nE06n84TX2p97Xeeccw6WLVs25HssFosD9nNfUlKC558/06/HiJfX3oniefINz9PoXC4X/rh5My667DLccuqpuGPXLpydmIjy8eMBkQiGY8fQ1d6OipkzUd3Sgpc2bMCZZ56JkpISnPn880F9D4k0wf558vV+RYIgCP7ccUZGBl555RVccsklY1rYWHV3dyM1NRVbt27F5Zdf7vn6Lbfcgt27d+M///nPkP9z//33Y82aNUO+/oc//AGpqalBXS8RERER+e/YsWO48sor0d7ejrS0tGFv53cmNj09HdOnTz+hxY3FkSNH4HQ6kZWVNeDrWVlZMBqNXv/PXXfdhdtvv93z746ODkyZMgUXXXQRpFIp3n77bVx44YVISkoK6tqjWU9PT0yfp97eXnxv9vdgmmhC2qVpA64sdHd2o+PvHUg4lIA5N89B6qRUdLV1Yb92Pw5/chj5l+Vj8pzJntsnIQlXpl6JZ796Fkd2HMGG6g2eAQixpK6uDpWVv4PVqkJW1kKkpEyFydSIPXteAbALp556C7KyLkVX136YTNsgl+9CVdVtnsx0KH+mvK11uHVFmlh/7QUKz5NveJ5Gp9Vq8fSdd+LKu+5Cem0tfr97N15KSYHk+OeCUxCwu6sL04qKkJqejmv278ctTzwRlyUDwf558nV4lt9BrDu7uXnzZkiH6Y0WTIPLFwRBGLakQSKRQCKRDPl6UlKS56T3/zsNL1bP0//93/9hf9t+pPwgBQ7BAbivSwhA+5F2dOd3Q3RYBEuHBSknpSA5Jxnyc+X46uuvsH/XfkwsmQiReODPX0JGAjqOdaC9vT0mz9m8efPw0EPi4zWeqzy9V886SwxBmIgjR/6AL7/8AyQSoLg4C6Wld3h9kw/Fz9Rwax1pXZEmVl97gcbz5Buep+FlZGTAfRFbIQjocThwwOlEwfHyQ4fTCXFPD6SCgAMdHeg5/n/i+XwG6+fJ1/v0O4hdtGgR/vjHPyIzMxNKpXLIA+3atcvfu/TJxIkTkZCQMCTreujQoSHZWYpv3qYzDbcp6ODBg3CJXEjMHPhS6O3qhbPHiYSTE+CEE10dXZ5jycnJSDolCR2fdKDzm06kTR14qaOrrQuSxNjuDTjc5ivA94ldTU1NQ1rWhHKt3DFMRP0VFxdj0qmnAgAKxo1DpkyGLe3tqExIAEQiHOzqgiQ9HTKZDFu/+ortsyKA30Hstddei08++QRLliwJ6cau5ORknHnmmXj77bcH1MS+/fbbuOyyy0KyBop8gzsGSBIlKMwtRNmKMq9Zt8mTJ0MsiNF7qBfJU5I9XxecQl+W3yaCCCKkpKV4jo0fPx5pk9LQZm9Dt617yH2aPjahWFkc829uw03+Gm0amHv37403rkFHR4/fk70CuVYiih+jJTjEYjGuvuEGtLW14bGWFvwwKwuvHjuGe202nANgnESC5KwsPPjVV6hXKLCK7bPCzu8g9s0338Q//vGPsLQQuv3223H11VfjrLPOwtlnn42NGzdi//79WLFiRcjXQpFHq9VCs1oDc4YZOQtyIJ0ohf2IHQ11DdCs1qB6bfWQIOmyyy5D5l2ZMH5sRNLJSZ5fykQJx2ugPnVCMk6CrFO/y/aLRCJky7LR3tMO40dGpKSnQDpJiu62biAPkFvkKL13bG9u/mSRo5FWq0Vl5e9w221LkZ5ehYyM6X5P9iIi8pdWq8Wmmhoc0uvhrivKLCzEsrKBCY45c+Zgx44d2H/66fiwsRGW9HT8qb0d20UiTExLQ6ogsH1WBPE7iJ0yZcqIO8WC6Re/+AXa2tqwdu1afPvttzjttNOwY8cO5OZ67wNJ8cPlcqFmfQ3MGWbkL8z/bjrTZBnyFubBsM2A2g21Q6ZGJSYm4u477oZmjQbt29qRelYqEjMT4TzshPCxAHwD5F+VD3HCd/9HEATYv7DjnO+dgwkZE9C8vRmmXhPSUtOAMqDqnqoxvbn5m0WONu4JWhaLCgAwbtwp6OlJ8nuy14k8fiz/gkBE3mm1WqzTaFBiNqMiJwe5Uila7XZsGdTvtb/fP/ss9uzZg7a2Nhw5cgQdHR0QiURQqVSYOXMm3zsihN9B7GOPPYaKigqsX78eSqUyCEsa2c0334ybb7455I9LkU2n00HfqkfOghyv05myZ2ejaXsTdDrdkMvKN954IwDgoccewqGthzx9YjOTMpE6IRW93/TCNtkG6SQp7IftMH5khMKswP1r7x9Qa5meno6WlpYx7XYfSxY52rgnaGVn3wHgywHHvpvsVe71e3SitFrt8c1dhzybu4JdwkBE4edyubCppgYlZjMq879LcBTIZKjMy0OVwYDNtUMTHGKxGJ2dnXh548YB2dv/esneUvj4HcQuWbIEx44dQ15eHlJTU4ds7DKbzQFbHJGvLBYLHL0OSCd675ghnSSFqdc07NSoG2+8EcuWLRsyseujjz7qy45u18PUa4IkUQKVUoXStd9dSnIHXD09PWhpafF77WPNIkcb9wStlJSpGBzEAv5P9vKVVquFRrMOZnMJcnIqIJXm4tixffjgg1p89lk57rxzBa666qqoPrdE5J1Op8MhvR4VOd4THIuys1HeNDTBUVdXh0cqKnzK3vIqT/j4HcQ+8cQTQVgGRTqXy4XGxsaIfZEqFApIEiWwH7FDNlk25Lj9sH3UjgGJiYn42c9+NuBrodjZfiJZ5GjgfoM3GAxwuTpgt7d4vZ3d3gqJBAHt6uAuYTCbS5CfXwmRSASzWYuWlk2w2Q7h4EEXbrmlGjt2vIvf/OZ6ZleIYozFYgEcDuQO0xI0VyoFTEMTHC9v3OhT9vbDDz/0qdaWgsPvIPaaa64Jxjoowi2/aTkaDY0RW6tZXFyMwtxCNNQ1IG9h3oBgUBAEGD8yQqUcWzuUYO9sP9EsciQbeBlfgMlkhdl8EwDNgNsJggCjcStUqqyAdnVwlzDk5FR4Ali9fh26u0sgkVRAJpsAh+Nd1NXtRmsrN5YRxRqFQgFIJGi121EgG5rgaLXbAUlfgsPlcqGpqQkAsP/TT3FbdvaI2dtXX30VW595xq9aWwqsMaWTnE4nXnvtNVRVVeHBBx/E66+/7vdcc4oO7nZIn3Z9CvkCOZQ3KCFfIEdDV1+tplarDfMK+4jFYpStKIPCrIBhmwG2AzY4u52wHbDBsM0AhVmB0hsjsx1K/yyyN75kkSOR+zL+rl1KyOXVUCr/gmnTNqK3t+8XgoMH/wKn0w6brRkGQxUUinqUll4X0O+Ru4RBKs2FILjQ0rIJ3d0lSE2tRGJiARISFBCJcpGVdRsslhLU1m6Gy+UK2OMTUXgVFxcjs7AQW4xGCIIw4JggCNhqNCKrqAjt7e1YvmQJ1hzfI2Hevx/te/bA7CV5kCuVQnA48KcXX/RkawtkMqQkJHiytSUWCzbX1vL9JMj8/rTYu3cvCgsLsXTpUvz1r3/FX/7yFyxZsgTFxcUwGAzBWCOFicvlwsbNGwEA0y+dDtlkGRKSEzy1mpYMC2o3RM6LVK1Wo3ptNWalzIJ1uxUtG1tg3W6FSqryeWOUu2xi586daGxsDMlzc2eRjXXe32SNHxlRpCyKqr6zgy/jy2QFSEhIwUknzcEZZ9wHAGhtrcK+fYtgtZZDpWoNShZUoVBAIukrVejs1MFmOwSJZLEnu+Jy2SEW9/Wh7ttYZoJOpwvoGogofMRiMZaVlaFeoUCVwYBmmw12pxPNNhuqDAbUKxQomT8fj1RUQLlrF6rS0wEAExITYbFasbepaUgg22q3o8vlgu2bb7B4hFpb0/FaWwoev8sJVq5ciby8PHz44YfIyMgAALS1tWHJkiVYuXIl3nzzzYAvksJDp9Nhz9d7AAwd9xuptZonUsMarhZX7iyyZrUGhm0GZM/OHtIJoXRtZGaRhzP4Mn5/CkXf+0Zm5lTceuvPcNZZZwWtxrq4uBiFhZloaNgCuXw+XC4gIcHdkk9AV9dBpKdLMH78eLhcwdlYRkThpVarsaq6GptqalCu1wMmEyCRIEulQsVNN+H5p5/2ZFR7k5PxJYApaWn4yG7HLxwOfL1vHxRyOUQikSd7mzplClzffON3rS0Flt9B7H/+858BASwATJgwAevWrcM555wT0MVReLlrNYcTqbWaY6lhDXeLK3cWebROCNGi/2X84YjFUuTl5QX1FyCxWIyysmXQaNbh229NEIQu9PZ+BbF4Krq6DiI52Ypp0/o2bgRjYxkRRYbhEhzDdS+4eupUPGKxoLurC6e3tyPbaoUlKQlbjUbUKxRYtHQptjz+uE+1thQ8fgexEokEnZ2dQ75us9mQnJzs5X9QtHLXag4nWms1B4uUFleh6IQQKv0v48tkBV5vE6qAUa1Wo7p6FZ566jm89dY+HD36BCSSZUhPT8G0aflQKDKCtrGMiCKHtwTHcN0L5igUWFVYiA379uF1sxnZ33yDVIXCM61r7ty5eO/vf8eWhgZU5g3dTLzVaESWamybicl3fn86XnrppbjhhhtQV1cHQeibL//hhx9ixYoVWLBgQTDWSGFSXFyMU6ecCgAxU6vpjafF1ZwRWly1hKa2yf0mO3/+/KieCuO+jG80bvH6swMABQWZIfvZUavVePXV5/D739+HU07Zg4kT/w+nnJKMtDRpUDeWEVFk69+9QBAET5Kus7MTZysUuPPUUzFRqcSS++7DQy+9hI0vvwy1Wu1Tre11pdFVBhaN/M7E/v73v8c111yDs88+2zPooLe3FwsWLMCTTz4Z8AVS+IjFYtxw3Q1oa2vDvr/tg0KliPpaTW9iucVVuPS/jG8wVCE7exGk0lzY7a2wWF4DcBqWL18S0p8dsViMq6++Gnl5ecfbflXg0KG+jLBKlYXSUrbXIopl3oYSuLsXvKDVYnF3NxzHOy3t+ewzSBISsCU5Gaeccw6uueaaIe9XI9XariqNvjKwaOR3ECuXy/HGG29g79690Ov1EAQBRUVFyM/PD8b6KMzmzJmDHTt24PSU09G4vTHqazW9CcSgBBrKfRm/L2Asd7+/44wzTgJw2pjG8wZqXbFStkFEvtFqtcMOJZh97rl4bPt2HOvuxpLj+30SxGK80NaGvycn447584d9f+D7SXj5FcR2dHRAJpNBLBYjPz/fE7i6XC50dHQgLS0tKIuk8Hv2mWexZ8+emHyRBnNQQrzz9gZ/6qmn4q233grruoI9wIKIIodWq8U6jcbrUIKH77gDgkyGczMy0Nnbi4d7e3ENgIddLigmTsS5iYmo37kTy5cvH/Yzj+8n4eNzFPL666/jrLPOQldX15BjXV1dKCkpwfbt2wO6OIocsVKr6U00D0qIBrH8s0NEkc3lcmFTTc2wQwlON5nQ/PHHuH3aNDw3axbuO/10AMB9p5+OZ2fNwh3Tp7PfawTz+dPkmWeeQUVFBVJTU4ccS01NxZ133omampqALo4oVAIxKIHGLhxDJogo9rlbaA03lOCn6emQ2O046nRCLBKhaPx4AEDR+PEQi0R9XQscDu6JiFA+lxN8/vnnePrpp4c9Pn/+fFRWVgZkUUShMrjQ/6XNL0Gv18dk2USk0mq1x+tmD7lL1VBYmImysmX85YGITshwLbTcpo0bhyQAzTYbzpLLhxxnv9fI5nMQa7FY0NvbO+zxnp4e/qZCUWWkCV3z588P9/LiglarhUazDmZzCXJyKjwdDBoatkCjWTdkFK233cX8JYOIhtO/hZa3oQTmxEQIUik+tFpx1UknDTjGfq+Rz+cgVqlU4uOPP8aMGTO8Hv/444+Rmzv8dB6iSDLWCV0MogLH5XKhpmYTzOYS5OdXfjdkQlaAvLxKGAxVqK3d7BkywYwtEfnL3ULrT7t24fLMTFh7e6FISkLx+PEQAfiLyQRlSQlaOztRZTDgiqlTAQB7jh7FX/fvR71CgVXs9xqxfA5ir7jiCtxzzz248MILkZWVNeCY0WhEZWUllixZEvAFEgXaWCd0jZS5ZRDlv+bmZuj1h5CTU+F9yET2IjQ1lUOn06Gzs9OvjC0REdC3sXT2uefi0X/+E39raYEiIQFJCQlIlUohT0mB6aSTsOr++wEAm2pqcO9XX+EaAPe2tyOD/V4jns9B7KpVq/DGG2/glFNOwZIlS1BQUACRSAS9Xo9XX30VU6ZMwapVq4K5VqKA8EzoWjDChK7tfbtR3W1TfMnclpSUhOPpRC2r1QqHA5BKvV/BkUpzYTIBbW1t2LjxZZ8ztkQUGwJx5Uur1eLNF1/E4nHjMDshARPsdhidTrzd3o7/uVxYec01niB17ty5aGxsREtLC+7bsIHdVKKAz0Hs+PHj8b///Q933XUX/vznP3vqXxUKBZYsWYKHHnoI44/v6iOKZP5O6PI1c7v5zM0hew6xQC6XQyIB7PZWyGQFQ47b7a2QSPqCWF8ztuzVSBQbRhpO4GtmdEB7rePvDZ2dnSjq6cFFiYl48tChAT1gxWIxioqK0NLSgqKiIgawUcCv71B6ejqefvppHDlyBCaTCUajEUeOHMHTTz8NuZddfUSRqP+ELm8GT+jyZG7njJC5bWlCc3Nz0NceS2bMmIHCwkwYjVsgCMKAY4IgwGjciqKiLEyYMGHUjK3DAW4sJYoR7uEEyl27UC2XY6tSiWq5HMqGBqzTaKDVan26n8HttUQiEdLS0jBhwgSkp6djcU4Oe8BGuTH9miESiTBp0iRkZmYO+VAninTuCV3GOqP34OkjI4qURZ7dqL5kbh29Dlit1mAvPaaIxWKUlS2DQlEPg6EKNlsznE47bLZmGAxVUCjqUVp6HSZMmODJ2HrjztiyBQ5R9BttOEGJxYLNtbU+9ZIerb0We8BGP+bKKe74O6HL18wtr0b4T61Wo7p6FWbNaoHVWo6WlsWwWsuhUrV6NmsVFxf7lLFlCxyi6DfacIJF2dk+Z0/7t9fyhj1go5/PNbFEscQ9oatmfQ302/Uw9ZogSZRApVShdO3A3ajuzG1DXQPyFuYNeGN1Z25VShVmzJiBlpaWMDyb6KZWqzF37txhN3C4M7YazToYDFXIzl7k6U5gNG49nrFdxfo1ohjgU/bUZPIpe+pur7WloQGVeUPfu9kDNvoxiKW4NVrw5ObO3GpWa2DYZkD27GxIJ0lhP2yH8SNjX+Z2LfsIjqT/LuP09PQhx8Vi8YibstwZ274+seUwmfr6xKpUWSgtHdpei/18iaLTaMMJ/MmeisViLCsrwzqNBlUGAxZlZyNXKkWr3Y6tRiN7wMaAgAWxbW1tePnll3HrrbcG6i6Jgm604MnNl8xtT09PCFYcfQYPKUhLS8Jdd12Duro6zJs3z+f78fWXDg5FIIpegc6eqtVqrKquxqaaGpTr9XD/BpzFHrAx4YSCWEEQ8M9//hObNm3CG2+8gbS0NAaxFLN8DaKGE4/ZQW9jZZ3OrwB8icrK3+Ghh8R+fYiM9kuHv2NsRxOP3zOicApG9vRE37spco0piG1pacHmzZvxwgsv4MCBA7jqqqvw5ptv4vzzzw/0+ogiiq+Z28HicdrXcGNlU1JOAfAlrFZVQIcU+DvGdjTM6BKFx2jZU/dQAn8C0rG+d1Nk8zmIdTgc+Otf/4rnnnsOWq0WF198MR5//HH86le/wqpVq1BUVBTMdRJFLV+mfcViUKTT6YYdUgAAWVkL0dS0KmBDCkZ6PH+HIgQ6o0tE/hkue/rhhx9i+ZIlJzQEgWKHz0HsSSedhKKiIixZsgR/+ctfPEXVv/rVr4K2OKJo5+u0r1gcmWqxWEYcUpCSMjWgQwpGezz3GNvhHs9dOtDW1oZHHnkSbW1n4pRTOOaWKFwGZ0/dQxBKzGZU5OR4ygy2HB+CsKo6NhMCNDyf34GdTqdn4kVCQkIw10QUM3yd9hWLE2MUCsWIQwq6uvYHdEjBaI9nt7ciOVnA4cOHsXPnTjQ2NsLlcsHlcuHll1/GRRddhkWLbsN11z2Id9/dA6v1c1gsHwy4j+8yuqaY/J4RRSpvQxAkYjFyXC7cJJdjptGITTU1Pg1BoNjhcyb222+/xWuvvYZNmzbhlltuwcUXX4wlS5ZwYhfRCHyZ9mXq9a3nYbRxDyloaNiCvLzKIe8VJtM2FBcHbkjBSI8nCAK++uoxiEQteOCB59HdLYJEAkyaJILFcgRNTUfQ23sekpIuREpKNgThaxw9+iX0+nUoLFyFjIzvsjujZXSJKPDcQxAqjg9BMFss2L9vH7ptNsDlwhmCgL/9/e949dVXcfXVV4d7uRQiPmdiU1JScNVVV+Hf//43GhsbUVhYiJUrV6K3txcPPvgg3n77bTidzmCulSjq+DrtKxYnxgw3Vvbo0T0AALl8F0pLrwvYJfmRxtg2Nt4As/k/EIQFUCgeg1K5FSJRJd5/Pxu7dn2L3l410tKeRkrKxTh2bBJ6erIhFi9Dd3cJWlo2QxC+y+5wzC1R6PUfgmC2WLC3qQmp7e0oSkrCmVIpzpdIkHrsGNb/9rfQarXhXi6FyJg+PfLy8lBVVYXW1lb87W9/g8PhwKWXXoqsrKxAr48oqrmnfRnrjN5Hpn5kRJGyKGYnxngbK9vefi8AoKrqtoDXr3l7PItFA5HoA2Rk/BwzZz4ImawAYrEEJpMEQBmACwEcg0gkRkKCDOPHF0AkmgS7fR8kkp/DZjOhs7OvdIBjbonCwz0EoeXYMezftw/y7m6cMm4cZAkJSBCJ0AZgYkoKZh09is21tSwriBMn1CdWLBbjkksuwSWXXILDhw/j5ZdfDtS6iGICp30N3WWcnp6OlpYWzJkzJ+iP19bWhl27duHpp7dCoZgLQAAgQmdnJ2y2biQnT0Z39w/hdL4Ip1OHxMSZAEQYN+5k2GxtOHbMBrHYAYfDCJstiWNuicLEPQTh5Q8/xILOTuSnpMBdMCQIArY6HMhKT8fNubm4s6kpYF1PKLL5HcR++eWXeOONN9DS0gKRSITp06dj4cKFmDZtGm6//fZgrJEoqvky7SvW9d9l3NPTg5aWlqA/XmdnJzZufBn19V/h66/tOHRoAw4efANK5TIIQgFcLiApSQaRKBuC0AOX67saV4kkDT09EkgkX6Gr6wAOHapCenrasGNuiSi43EMQ7v7sMxx2OHBLYiKmi8VodTqx1eFAfXIyVimVmJaaChw6xJr1OOFXEPvwww9j9erVcLlcyMzMhCD07fS988478dBDD0Gj0QRrnURRjRNjQqt/n1e5/GaYTMeQkDAO7e1vQq9fh6lTfwOxOB0iUQLE4jb09logEsk9/9/lsiMxUQy5/DMUFRWivLwMEyZM4PeMKIzUajWW3Xkn1qxciX3d3Ujp6QHEYmSlp2OVUgl1RgaabTZAEpv7DGgon4PYd999F5WVlbj33ntxyy23eH5AzGYznnjiCaxatQqzZ8/G/Pnzg7ZYomjGiTGhMXhyFwAcPPgp2ttTkZp6D44dexCHD/8J48aVor39IBISPgJghcPxOkSiZCQkTMWxY+8jKWk7srO/xj333MXMK1GEuOqqq/Dujh1I/fBDLMrORkZyMorHj4dYJOorKzAakaVSsWY9TvicUli/fj2uv/563H///QN+w8nIyMDatWtx3XXX4ZlnngnKIoko+rhcLjQ2Ng7oyRoK303uWuzpbT1t2lQkJ1tx7NheJCVdgs5OI9LTm+ByPQbgH1AqlyA9/Ss4HL9Be/sFEIk0mDPnAB57jAEsUSQRi8W4/je/wf6cHOy0WpEkFsPhcqHZZkOVwYB6hQLXlcb2PgP6js+Z2I8++mjEjVtXX301li5dGpBFEVF002q1qKnZBL3+kHsyJAoLM1FWtgwlJSVBfWxvk7sUigwUFeVj37796Ow8CofjAHp7n8b3vz8JgjAZR458jIQEAWlp3ZgyJQNLl96Mq666ih+ERBFIrVZjVXU1NtXUoFyvB0wmQCJBlkqFVaV9+wzcE/hYvhXbfA5iTSYTlErlsMenTZsGo9EYiDURURTrX4+ak1MBqTQXdnsrGhq2QKNZh0ceqQjq4/ef3CWTFfT7egbkcgVMpk9gtSqwbl0ZLr/8cgDghx1RlFGr1Zg9ezbeeOMNHDx4EJMnT8Zll12GxMREaLVabKqpwSG9Hu7fojMLC7GsrIxXVmKMz0FsV1cXkpOThz2elJSE7u7ugCyKiKLT4HpU99QsmawAeXmVMBiq8Oyzr+CKKy4O2hpGmxRms/0ds2fn4fLLL/cEq6xVJoou3gLVHa+9htnnnos3X3wRJWYzKnJykCuVotVux5aGBqzTaLCqupqBbAzxqzvBc889B5lM5vVYZ2dnQBZERNHru3rUiiHBo0gkQnb2Inzxxd1BXYN7cpdGsw4GQxWysxd5ssHs80oU/bRaLdZpNAMC1X3HjuGpDz7A2jffxMWpqbhbpULC8dd4gUyGyrw8VBkM2Fxbi7lz5/L1HyN8DmKnTp2KZ599dtTbEAUba50il7d61P6k0lxYrcFfh3tyV19dbrm7ZI59XominMvlwqaaGpSYzajMz4dIJILWbMamlha0trdDcfQo9hw9iuW7d+P64223gL5fohdlZ6OcgxBiis9BbLCbkxP5QqvV9g0NaNXD0euAJFGCwtxClK1grVMkGK4e1c1ub4VEEpq1sDcvUezR6XQ4pNejIifHE8Cu0+tR0t2N5QkJcIhEkAgC3rJYsM5ux6rCQk8gmyuVAiYTByHEkIC9m3/99de47rrrAnV3RENotVpoVmuwq2sX5AvkUN6ghHyBHA1dDdCs1kCr1YZ7iXHPXY9qNG6BIAgDjgmCAKNxKwoKMkO2Hndv3vnz52PmzJkMYIminMViARwO5EqlcAkCNrW0oKS7G5WpqShKTESKWIypAO6SSFDS3Y3NLS1wHX8varXbOQghxgTsHd1sNuPFF18M1N1FvXD1yIxVLpcLNetrYM4wI39hPmSTZUhIToBssgx5C/NgybCgdkMtz3OYuetRFYp6GAxVsNma4XTaYbM1w2CogkJRj+XLl4R7mUQUpRQKBSCRoNVuh66zE4dsNiyWSCASiTA+MREJCQk4jL73okUSCUw2G3Sdnd8NQigq4iCEGOLXxi7yDS95B55Op4O+VY+cBTneNwzNzkbTdtY6RYLR6lFLSkqwY8eOcC+TiKJQcXExJs2Ygac+/BCnpqaiq6cHU/vVKCWJxbAkJGCfw4EJEglcTid2d3Rg26FDqFcosIqDEGIKg9gAc1/yNmeYkbMgB9KJUtiP2NFQ13fJu3ot23uMhcVigaPXAelEqdfj0klSmHpZ6xQpRqpH7enpCffyiChKffjhhzjS1gbDoUN4v7sb3U4n3urtxWypFEedTjikUkw7+WRY2tqwu70dLb29eM5uxylnnukZhECxg0FsAA2+5O3pkXn8krdhmwG1G9jeYywUCgUkiRLYj9ghmzy0zZv9sB2SRNY6RRJ3PSoRUSD0b611T0EBXN9+i9WHD+Ptnh6k9fZi/IQJyC8oQIZCgSlTpmCrXo/p06dj6Y03YtKkSRg/fjxcLhc/f2OIz0HsFVdcMeJxayj65kQ4XvIOnuLiYhTmFqKhrgF5C/MGnF9BEGD8yAiVUsVaJ4prbD9Hscpbay1h8mRUfPMNHjcYsM3hwA9EIpw2fjyabTZsNRqhHTcO40QivPTQQ35P7mpqakJ7eztfRxHO5yA2PT191ONLly494QVFM17yDh6xWIyyFWXQrNbAsM2A7NnZkE6Swn7YDuNHRijMCpSuZa1TvGLwdrwWv2YT9PpD7s9rFBZmoqxsGS+hUtQb3FoL6EsOXThlCsaNG4ff7d2Lyo4OPP3FF0hJT4d4yhT0fPst5nz9NRb7Mbmrrq4OALDmxhvR09HBkbURzucg9vnnnw/mOmICL3kHl1qtRvXa6r5Nc9v1MPWaIEmUQKVUoXQta53iFYO347X4mnUwm0uQk1PhmVDW0LAFGs06VFdzwANFt/6ttQZTZ2TgDJUKl3zxBRbcdhvmz5+PJ9etw1n793uytsDok7u0Wi1+V1mJpbfdhqr0dEzPyODI2ggXX6mKIHNf8jbWGb33yPzIiCIl23ucCLVajVdeeAUv1byE9Q+vx0s1L+Hl51/mG0uccgdvu3YpIZdXQ6ncCrm8Gg0NSmg06+Kid7DL5UJNzSaYzSXIz6+ETFaAhIQUyGQFyMurhMVSgtrazWw/R1Gtf2stb77u6kJaejrOO+88iMViHG5uxuIc76V9i7KzYTo+ucvNXa6gOn6l9JRx45CSkOAJfEssFmyuZRvHSMMgNoDcl7wVZgUM2wywHbDB2e2E7YANhm2GvkveN/KS94mKhQb27CN84hi89dHpdNDrDyEnZ7H3WvzsRWhqMg34wCaKNsXFxcgsLMQWo/ckUf8esCNlbYHjk7scjgGlfe5yhcuzs4fcfrjAl8Iv+j79I5z7kveslFmwbreiZWMLrNutUElVbK9FAPqyh0uuXYKlZUux4q4VWFq2FEuuXRIXWcNAYvDWx2KxwOEApNJcr8el0lw4HGAtPkU1sViMZWVlqFcoUGUwoNlmg93pRLPNhiqDAfUKBa473gN2tKytt8ld7sB3akqK1//jLfCl8GOLrSDgzHYazuA+wikTUnCk9Qj+V/8/6DQ61D5Si3nz5oV7mVHBl+DNZIr94E2hUEAiAez2VshkBUOO2+2tkEjAWnyKemq1Gquqq7Gppgblej3ck1SyVKoBPWA9WduGBlTmDe1ms9VoRJZqYDcbd+C7v6vL62NzZG1kYhAbJOyRSYMN7iNstVixR2eAzeaAM0eAydSGJddeg1deeJGBrA8YvPUpLi5GYWEmGhq2IC+vcmj7OeNWqFRZrMWnmOBLksidtV2n0aDKYMCi7GxPd4KtRqPXyV3uwPf1piacNugxhwt8KfyYGiQKEU8f4Tk5sFqsaGrai/Z2KZISi5A6rgTSgiIYO46htLSSpQWDeKshdgdvRuMW7xspjVtRVBS44C1S65jFYjHKypZBoaiHwVAFm60ZTqcdNlszDIYqKBT1KC29jleCKGb4si/CnbVtmTUL5VYrFre0oNxqRatK5bXLgDvw3SWXAwD2HD06bLkCRQ5mYolCxN1HOGVCCvboDOjuSce4cad6jicpJqInxQarNQ+1tZs52e24kVpolZUtg0azDgZDFbKzF3laSxmNW48Hb6sCcg4jvY2XWq1GdfWq42ssd19lhUqVhdJSttei+ORvaZ9arYarqgptbW24t73d0yd2cLkCRQ4GsUQh4u4jfKT1CGw2B1IkeQOOOzvsSBAkyMy6DE1Nz8bsZDd3BlOr1SIjI2PEDxVf+p8GO3iLlh6srMUnGsrf0r45c+Zgx44duG/DBk7sigIMYolCxN1H+H/1/4MzR4BEkuo5JggCHHuMSE9QYeLEC9Da+uyYNyRF8vQqrVaL9etfxM9+dgluvfVJAD3DZjQHt9By13q6W2gZDFWord2Ml1/eGLTgzdc1RErWnLX4RL4Z7X2yqKgISUlJYVwh+YJBLFGIuPsI6zQ6mExt6Ck4jCTFRDg77HDsMSL5awWUuaXo6vp6zBuStFpt30SzVj0cvQ5IEiUozC1E2Yrwj0x0ZzSPHp2Dn/0MmDr1JXR0HBg2o/ldC62KEVpolXsy1sEI3vxdAxFFPq1Wi001NTik18NdH+QeLVtSUhLu5ZEfwp86IPJRpG6s8YdarUbtI7XIsmTB/s+vceyNFvT+24r0b1UozK2GQnH2mDckudt37eraBfkCOZQ3KCFfIEdDVwM0qzVh3SzWP6M5fXo5AODYsW44HBMxadJKmM1nDRlMEAn9TyNhDUQ00Il8Fmi1WqzTaKDctQvVcjm2KpWolsuhPD5atq6uLogrp0BjJpaG6H+ZJT09PdzLARDZGUZ/zZs3D6++8CJKSythteYhM+syTJx4Abq6vu63m9y/DUmD23d5LntPliFvYR4M2wyo3TB0Vnio9M9otrdbAQCffbYHx46JIRYDEslM1Ne/NyCjGQkttCJhDUT0nZGyqKN9FrhHy5aYzajM/+590j1atspgwCvPPouLr7giFE+FAoCZWBpg8DSpGzU3AkBYfzuN5AzjWM2bNw/PPPMQzjkH6O19Fq2tv4TVWg6VqnVMG4X6t+/yetl7djaaWsI3MtGd0XQ4xqO5+SsAQFLSDEilZyIpqQhHj+bh66/NeP/99z3/J9QttLyJhDUQUZ/RsqijfRa4R8suzvH+PrkoOxuHvvgimE+BAoxBLHl4CxbTL+7LxFY+GJ7epYMzjLLJMiQkJ3gyjJYMC2o31EZtacErrzyLl156COvXl+Ollx7Cyy9vHFNm2d2+SzrR+6xw6SQpHL3hG5moUCiQnCzAYPgIPT19P1MJCeMgEiUgIUGGlJQkCEIS3nzzX57vZST0P42ENRDR0CxqgUyGlIQETxa1xGLB5tqRPwvco2Vzpd7fJ92jZSl6RM0774MPPgi1Wo3U1FTIjzcjpsAZLlgclzMOAGBVWMMSLEZ6hvFE+dK02xfu9l32I95nhdsP2yFJDN/IxOLiYkyeLEF7+w4kJ2cPOCYIAhyOvyA9XYkDB7oHfC/d/U9nzWqB1VqOlpbFJ5SxHotIWANRPOpf+/r666/D1NQ0YhbV1DTyZ4F7tGyr3fv7pHu0LEWPqKmJ7e7uxqJFi3D22Wdj06ZN4V5OzPEEiwuGvkEAQNZZWWh6oynku7B9yTCaek1xv7HG3b6roa4BeQuHzgo3fmSEShm+kYlisRiXXnoB3nvvCXR31wA4HYLQhd5eAxyOrUhOrsf06behvf3xId/LSOh/GglrIIong2tf23p64Dh0CONTUwGZbMjtc6VSwDTyZ4F7tOyWhgZU5g19n9xqNCJz9uygPB8KjqgJYtesWQMAeOGFF3z+Pw6HA45+lwY6OjoAAD09PUhMTPT8nQCz2QyIgbSJaUhAgufrSejrkzd+wngcEh+C2WwO6TlLT09HWmoanG1OpOSkDDne3daNtNQ0pKenh/176X78cK3j5htuRuWDlfjmb98g66wspExIQVdbF0wfm5DVmYWbVt4Ep9MJp9MZlvWdc845yMvbiu7uLwGcDuB6JCb2QC7PxNSpFUhOVkAQkob9Xs6YMcPz93A9j1CuIdw/T9GC58k30XSe6urq8LvKSqgsFtyRnY2pKSl458gRPHLkCP5nMODclBQoBl2R/aq7G0lpo38W/Prmm/G7yko89M03WJiVhakpKdjf1YVtJhN2Z2XhlmXLYLFYouI8hVOwf558vV+RMHi3QoR74YUXcOutt8JqtY562/vvv98T/Pb3hz/8AampqV7+BxERERGF07Fjx3DllVeivb0daWlpw94uajKxY3HXXXfh9ttv9/y7o6MDU6ZMwUUXXQSpVIq3334bF154IadyoK/2aPlNy/FZ12eYduk0z2WWJCThytQr8dBrD2FG0gxsfHpjyC+h1tXVofLBSlgV1iEZRrlFjqp7qjBnzpyQrsmbnp6eiPiZcrlcaG5uhtVqhVwux4wZMyLmsnddXR3Wrq1Baemv8Oyz05GQoERX136YTNsgl+9CVdVtEfG9jASR8vMU6XiefBMt56mpqQlrbrwRVenpOGXcuAHH6iwWPNTUBGV3N64tKkLhxImeLOouuRy3Vfn+WdDb24sdO3bg22+/RU5ODi655BIkJiZGzXkKt2CfJ/eV89GENYgdLlPaX319Pc4666wx3b9EIoHES5F2UlKS56T3/3u8W3H9CmhWa9C8rRnZs7MhnSTF0bajQB4gPSzFjffe6PV8Btu8efPw0L0P9fWJfeO7PrHFymKU3lsacRtrIuFn6owzzgjr4w9n3rx5WL0aaGtrw5Ej96GjowcSCVBcnIXS0jsi7nsZCSLh5yka8Dz5JtLPU3t7O3o6OjA9IwNJgy4pz5PJUD59OpY3NUF/6BBkFgsgkSCruBh3lPr+WeCt1+yO114bMLEr0s9TpAjWefL1PsMaxJaVleGXv/zliLdRKpWhWQz17cJeW90XLG7Xw9RrQlpqGlAGVN1TFdYAgxtrYsecOXOwY8cObNhwH9rb2/m9JCKP/h0ECrxs4MpJScGMadPw63vvxaRJk/x+/3D3mi0xm1GRk4NcqRStdju2HO81W/HII4F+ShREYQ1iJ06ciIkTJ4ZzCTTI4GAxPT0dLS0tEXGJ192OimJDUVERMx1ENIAvHQSyVSpcfvnlfv/iy4ldsSdqUh/79+/H7t27sX//fjidTuzevRu7d++GzWYL99JiTv/epUVFReFeDhERxQmxWIxlZWWoVyhQZTCg2WaD3elEs82GKoMB9QoFristHdOVG07sij1Rs7Fr9erVePHFFz3/njVrFgDg3XffxXnnnRemVREREVEgqdVqrKquxqaaGpTr9YDJ1Ff7qlJhlR+1r4P5NLHLh85HFDmiJoh94YUX/OoRS0Sxx+VysS6aKA4EYx/EaPW2nNgVfaImiCWi+KbValFTswl6/SH3hmIUFmairGwZuxoQxaBA74PgxK7YwxQGEUU8rVYLjWYddu1SQi6vhlK5FXJ5NRoalNBo1kGr1YZ7iUQU4Xypt12yfHm4l0l+YBBLRBHN5XKhpmYTzOYS5OdXQiYrQEJCCmSyAuTlVcJiKUFt7Wa4XK5wL5WIIpy73rZl1iyUW61Y3NKCcqsVrSoVVlVXR0QnHvIdywmIKKLpdDro9YeQk1PhdUdxdvYiNDWVQ6fTsQUbEY1qpHrbnkEDFiiyMYgloohmsVjgcABSaa7X41JpLkym4zuP/cSNYkTxiX3HYwODWCKKaAqFAhIJYLe3QiYrGHLcbm+FRHJ857EfuFGMiCi6MeVARBGtuLgYhYWZMBq3QBCEAccEQYDRuBVFRVkoLi72+T65UYyIKPoxiCWiiCYWi1FWtgwKRT0MhirYbM1wOu2w2ZphMFRBoahHael1PpcBcKMYEVFsYBBLRBFPrVajunoVZs1qgdVajpaWxbBay6FStaK6epVfl/+/2yi2eISNYibodLpAPw0iIgog1sQSUVQI1ASfYG4UIyKi0GEQS0RRIxA7ioO1UYyIiEKL5QREFFeCsVGMiIhCj0EsEcWVQG8UCxeXy4XGxkbs3LkTjY2N3IhGRHGH5QREFHfcG8X6+sSWw2Tq6xOrUmWhtNS/jWLhwB63REQMYokoTgVqo1iouXvcms0lyMmpgFSaC7u9FQ0NW6DRrPO7WwMRUbRiEEtEcSvaRk8O7nHrbhHm7nFrMFShtnYz5s6dG/HBOBHRieK7HBFRlGCPWyKi7zATS1HB5XJF3WVfokBjj1siou8wiKWIp9VqUbO+BvpWPRy9DkgSJSjMLUTZijLW/lFcYY9bIqLvMJVFEU2r1UKzWoNdXbsgXyCH8gYl5AvkaOhqgGa1BlqtNtxLjChsuxTb2OOWiOg7zMRSxHK5XKhZXwNzhhn5C/O/28QyWYa8hXkwbDOgdkMtN7Ecx7ZLsc/d41ajWQeDoQrZ2Ys83QmMxq3He9yu4uuBiOIC3+koYul0Ouhb9ciZk+N9E8vsbDS1NHETC75ru7RrlxJyeTWUyq2Qy6vR0KCERrMuKjLWzCL7xt3jdtasFlit5WhpWQyrtRwqVSvbaxFRXGEmliKWxWKBo9cB6USp1+PSSVKYek1xv4klFtouMYvsn2jtcUtEFEh8x6OIpVAoIEmUwH7E7vW4/bAdkkRJ3G9iifa2S7GQRQ4Hd4/b+fPnY+bMmQxgiSju8F2PIlZxcTEKcwthrDN638TykRFFyqK438TiS9slhyMy2y4NziLLZAVISEjxZJEtlhLU1m5maQEREQ3BIJYillgsRtmKMijMChi2GWA7YIOz2wnbARsM2wxQmBUovbE07jNQ/dsueRPJbZeiPYtMREThE9+f/hTx1Go1qtdWY1bKLFi3W9GysQXW7VaopCpUr61mvSSiu+1SNGeRiYgovLixiyIeN7GMLJrbLrF5PxERjRWDWIoK7k0s5J277VLfDv9ymEx9O/xVqiyUlkZu2yV3FrmhYQvy8ioHlBS4s8gqVWRmkYmIKLwYxBLFiGjMWEdzFpmIiMKLQSxRDInGjHW0ZpGJiCi8GMQSUdhFYxaZiIjCi0EsEUWEaMwiExFR+DCIJaKI4HK54ioTG2/Pl4go0BjEElFYuFwuNDY2wmKxoLW1FTt2vIvm5sNwOPpqYgsLM1FWtiwma2K1Wu3xGuBDcfF8iYiCgUEsEYXF8uUr0dh4EBbLMRw+bERCggz5+bdCqbwcdnsrGhq2QKNZh+rq2NrcpdVqodGsg9lcgpycCk83hlh9vkREwcJrV0QUUnV1dQCATz+divT0R9Hd/RAE4TG4XD9BS8sf0d6+CzJZAfLyKmGxlKC2djNcLlfI1ufOEO/cuRONjY0BfWyXy4Wamk0wm0uQn18JmawACQkpYX2+RETRikEsEYWMy+XCxo0vAwCmTy+HIEzG0aMipKbOQ2rqvejuLkFLy2YIggsikQjZ2YvQ1GSCTqcLyfq0Wi2WLFmOpUvvxooVj2Lp0ruxZMlyaLXagNy/TqeDXn8IOTmLBwx2ABCW50tEFM0YxBJRyOh0OuzZcxhAX9DW09MDlwsQi6UQiUSQSBbBZjOhs7MviJNKc+FwABaLJehrc1/m37VLCbm8GkrlVsjl1WhoUEKjWReQQNZiscDh6Hte3oTy+RIRRTsGsUQUMu4gzi0pKQliMeBy2QEACQm5cLmAnp6+IM5ub4VEAigUiqCuayyX+cdSdqBQKCCR9D0vb0L1fImIYgE3dhFRyLiDOLfx48dDJktGe/tBjBt3CpzOVojFQFKSAoIgwGjcCpUqC8XFxUFd13eX+StGuMxfDp1Oh5kzZ465u0BxcTEKCzPR0LAFeXmVAx5r8PN1Op1Be75ERLGAmViiOBTMzUsjKS4uxqmnTgLQF7SJRCJMmzYVyclW2Gx7YLe/gnHjJkAkSoDBUAWFoh6lpdcFvX+qP5f5T6TsQCwWo6xsGRSKehgMVbDZmuF02mGzNYf0+RIRxQJmYoniTDh7lIrFYtxww9Voa2vDvn2PQqH4GdLScqFUurB375NwOv+F5ORJaG+/EypVFkpLQ9Nuqv9lfpmsYMhx92X+9PR0/Pa3v/eUHbgzqe6yA4OhCrW1mzF37txhA1G1Wo3q6lXHvwflMJn6vgehfL5ERLGAQSxRHImEHqVz5szBjh07cPrp+9HY+F0Qd+mlmbj44nuRm5sb8glWvl7mB+BX2cFw1Go15s6dy4ldREQngEEsUZwYvHlpLFnEQHr22d9jz549ERHEuS/zazTrYDBUITt7kSfANxq3Hr/Mvwrt7e2jlh2YTL51FxCLxSMGukRENDL+2k8UJyKtR6k7iJs/fz5mzpwZ9iyk+zL/rFktsFrL0dKyGFZrOVSqVk+Gmt0FiIgiBzOxRHHCl81LvmYRY5Varcbs2bPxxhtv4ODBg5g8eTIuu+wyJCb2vVX6012AiIiCi0EsUZzwdfNSPGcRvW16e+21HZ5Nb76WHYQ7q0xEFA/4TksUJ9xZRKNxCwRBGHDMnUUsKorfLKKvrbN8KTsgIqLgYyaWKE4wizg8fze9sbsAEVH4MYgliiPsUeqdvxO7gLF3F3C5XAx+iYgCgEEsUZxhFnGoUG16C+egCSKiWMMgligOsUfpQKHY9BYJgyaIiGJJ/KZeiIiOC/amt8E1tzJZARISUjw1txZLCWprN8PlcgXi6RARxQUGsUQU99yb3hSKehgMVbDZmuF02mGzNcNgqDq+6e26MZdcRNqgCSKiWMAglogIwW2d5UvNrcMR34MmiIj8xZpYIqLjgrXpjYMmiIgCj0EsEVE/wdj0xnG1RESBx3ICIqIgC3bNLRFRPGImlogoBDhogogosBjEEhGFCAdNULTjxDmKJAxiiShkXC4XmpqaAABNTU2YOXNmTH0A+vIBz0ETFK20Wi021dTgkF4P98i5zMJCLCsr45UECgsGsUQUEu6Rq199ZcFdd12DG29cg+nTFTEzcpUjZSmWabVarNNoUGI2oyInB7lSKVrtdmxpaMA6jQarqqv5c04hFzspECKKWO6Rq7t2KZGeXgUASE+vQkODEhrNOmi12jCv8MT0f35yeTWUyq2Qy6tj5vlRfHO5XNhUU4MSsxmV+fkokMmQkpCAApkMlXl5KLFYsLm2lhPnKOQYxBJRUA0euTpu3CkAgHHjTomJkascKUuxTqfT4ZBej8U5OV4nzi3KzoapqYkT5yjkGMQSUVDF+sjVWH9+RBaLBXA4kCuVej2eK5UCDgcnzlHIMYgloqCK9ZGrsf78iBQKBSCRoNVu93q81W4HJBJOnKOQi4qNXS0tLXjggQfw73//G0ajEZMnT8aSJUtwzz33IDk5OeCP53Q60dPTE/D7jUY9PT1ITExEV1cXnE5nuJfjl+Tk5Jja+R6tYn3kaqw/P6Li4mJkFhZiS0MDKvPyhkyc22o0Ikul4sQ5CrmoCGKbm5vhcrmwYcMG5Ofn4/PPP8fy5ctx9OhRVFdXB+xx+sY/GmG1WgN2n9FOEARkZ2fj66+/HnKpNNKJxWJMmzYtKL/okO8Gj1ztLxZGrnKkLMU6sViMZWVlWKfRoMpgwKLsbE93gq1GI+oVCqwqLWXSgEIuKoLYH//4x/jxj3/s+ff06dPxxRdf4JlnngloEOsOYDMzM5Gamhp1QVswuFwu2Gw2yGSyqHqDcrlcOHjwIL799ltMnTqV38swco9c1WjWwWCowtSpVwAAjh7dg/37/3p85OqqqPr56m/w88vOXgSpNBd2eyuMxq1R//yIgL5BHauqq7Gppgblej3cI+eyVCqsKi1ley0Ki6gIYr1pb29HRkbGiLdxOBxwOByef3d0dAD47hK5++9AXwmBxWLBpEmTeNmvH0EQ0N3dDYlEEnWB4MSJE3Hw4EF0dXV5vt/B5P5ZYinKUCUlJXjkkQps3PgyWlrWArgSdvtazJ6twPLlFSgpKYnq89b/+e3Zczes1r4+sbNnZ475+fHnyTc8T74JxHkqKSnBmc8/j+bmZlitVsjlcsyYMQNisThmzj9/nnwT7PPk6/2KBEEQgrKCIDIYDFCpVHjsscdw/fXXD3u7+++/H2vWrBny9T/84Q9ITU0d8LXExERkZ2fj5JNPhkQiCfiaKfS6u7vx9ddfw2g0ore3N9zLISIiIh8cO3YMV155Jdrb25GWljbs7cIaxA4XZPZXX1+Ps846y/PvgwcP4txzz8W5556L5557bsT/6y0TO2XKFBw5cgRSqRRvv/02LrzwQiQlJaGrqwtff/01lEolUlJSTuyJxRBBENDZ2Ynx48dHXSa2q6sLLS0tmDJlSki+pz09PQN+psg7niff8Dz5hufJNzxPvuF58k2wz1NHRwcmTpw4ahAb1nKCsrIy/PKXvxzxNkql0vP3gwcP4vzzz8fZZ5+NjRs3jnr/EonEa1Y1KSnJc9Ldf3c6nRCJRBCLxaxd68fdoN19bqKJWCyGSCQa8P0OhVA/XrTiefINz5NveJ58w/PkG54n3wTrPPl6n2ENYidOnIiJEyf6dNsDBw7g/PPPx5lnnonnn38+6gIqIiIiIgqcqIgEDx48iPPOOw9TpkxBdXU1Dh8+DKPRCKPRGO6lRbWWlhaIRCLs3r073EshIiIi8ktUdCf45z//ib1792Lv3r04+eSTBxyLtH1pLpcLOp0OFosFCoUCxcXFzBrHIG/fZyIiIgqdqIiurr32WgiC4PVPJNFqtVi+ZAnuXroUj65YgbuXLsXyJUug1WqD+rh/+ctfMHPmTEilUkyYMAE//OEPcfToUQDA888/j8LCQqSkpGDGjBl4+umnPf9v2rRpAIBZs2ZBJBLhvPPOA9AXoK1duxYnn3wypFIpvv/97+Ott97y/L/u7m6UlZUhJycHKSkpUCqVePjhhz3HH3/8ccycORPjxo3DlClTcPPNN8NmswX1HISSVqvFkmuXYGnZUqy4awWWli3FkmuXoK6uLtxLIyIiihtREcRGA61Wi3UaDZS7dqFaLsdWpRLVcjmUDQ1Yp9EELZD99ttv8atf/QrXXXcd9Ho93nvvPVxxxRUQBAHPPvss7rnnHjz44IPQ6/V46KGHcO+99+LFF18EAHz00UcAgH/961/49ttv8de//hUA8OSTT+Kxxx5DdXU1du/ejR/84AdYuHAhvvzySwDA73//e/zf//0ftmzZgi+++AKvvPLKgA14YrEYv//97/H555/jxRdfxL///W9UVFQE5fmHmlarhWa1Bru6dkG+QA7lDUrIF8jR0NWAygcrvf4fl8uFxsZG7Ny5E42NjZ7NckRERDR2UVFOEOlcLhc21dSgxGxGZX6+pxVVgUyGyrw8VBkM2Fxbi7lz5wa8tODbb79Fb28vrrjiCuTm5gIAZs6cCQB44IEH8Nhjj+GKK/omJE2bNg1NTU3YsGEDrrnmGkyaNAkAMGHCBGRnZ3vus7q6GnfeeSd++ctfwuVyYc2aNfjggw/wxBNPoLa2Fvv378cpp5yCefPmQSQSeR7X7dZbb/X8fdq0aXjggQdw0003DcgCRyOXy4Wa9TUwZ5iRv/C777Nssgx5C/Pwzd++8dzOTavVomZ9DfStejh6HZAkSlCYW4iyFWWccENERHQCmIkNAJ1Oh0N6PRbn5AzppSoSibAoOxumpibodLqAP/YZZ5yBCy64ADNnzsSiRYvw7LPPwmKx4PDhw/j666+xbNkyyGQyz5+qqioYDIZh76+jowMHDx7EOeecM+DrarUaer0eQF95x+7du1FQUICVK1fin//854Dbvvvuu7jwwgtx0kknYfz48Vi6dCna2to8JQ7RSqfTQd+qR84c79/nrLOyAADNzc0ARs7aalYHLztPREQUDxjEBoDFYgEcDuRKpV6P50qlgMPRd7sAS0hIwNtvv42///3vKCoqwlNPPYWCggJ89dVXAIBnn30Wu3fv9vz5/PPP8eGHH456v4ODNEEQPF9TqVTYt28fHnjgAdjtdixevBg///nPAQCtra245JJLcNppp+G1117DJ598gtraWgDRP8bPYrHA0euAdKL373PKhL6BClardUjWVjZZhoTkBE/W1pJhQe2GWpYWEBERjRGD2ABQKBSARIJWu93r8Va7HZBI+m4XBCKRCOeccw7WrFmDhoYGJCcn43//+x9OOukkfPXVV8jPzx/wx72hKzk5GQDgdDo995WWlobJkyfjv//974DH+OCDD1BYWDjgdr/4xS/w7LPP4s9//jNee+01mM1mfPzxx+jt7cVjjz2GuXPn4tRTT8XBgweD8rxDTaFQQJIogf2I9+9zV1sXAEAul4+atc2enY2mluBk54mIiOIBa2IDoLi4GJmFhdjS0IDKvLwBQYsgCNhqNCJLpQpKG6a6ujq88847uOiii5CZmYm6ujocPnwYhYWFuP/++7Fy5UqkpaXh4osvhsPhwMcffwyLxYLbb78dmZmZkEqleOutt3DyyScjJSUF6enpKC8vx3333Ye8vDycfvrp2LBhA3bv3o1XX30VAPC73/0OOTk5+N73vgexWIytW7ciOzsbcrkceXl56O3txVNPPYWf/vSn+N///of169cH/HmHQ3FxMQpzC9FQ14C8hUO/z6aPTUAeMGPGDNTV1Y2YtZVOksLUawpKdp6IiCgeMBMbAGKxGMvKylCvUKDKYECzzQa704lmmw1VBgPqFQpcV1oalH6xaWlp2LlzJy655BKceuqpqKysxGOPPYaLL74Y119/PZ577jm88MILmDlzJs4991y88MILnkxsYmIifv/732PDhg2YPHkyLrvsMgDAypUrcccdd+COO+7AGWecgXfeeQfbtm3DKaecAgCQyWT47W9/i7POOgslJSVoaWnBjh07IBaL8b3vfQ+PP/44fvvb3+K0007Dq6++OqD9VjQTi8UoW1H2/+3dd1hUV/oH8O/QhqFDVIqFQVEUbBGMgG1jCaJRXBORFRR/Zt1oRKPRVYwKamQtMZasriVBLDHBNZao+IRgBCyosUDiAiEuoiiCFQWRMjDn94dx1pEBRkNx4Pt5nnl07in3nTMH7suZO/fC+r41Mg9k4lHOI1SUVeBRziNkHsiEVb6Vql5Nq7bFd4ohNai71XkiIqLGTiJetYut1qGCggJYWlri4cOHkMlkOHLkCIYOHQpDQ0OUlJQgKysLTk5OMDY2fqn+k5KSELl+PW6npwOlpYBUCltXV0ycOlVnv4muVCpRUFAACwsLnbtpQ228p5pouuKAq9wVUyZNwb179zB06FDo6+sjaEIQkks0r9pmHshED1kP7IzaqXPj+kcpFAq1nz3SjOOkHY6TdjhO2uE4aaeux+nZfM3CwqLKejydoBZ5e3vD09OTd+xq5Kp6nysqKnDkyBEA/1u1nR02G5kHMmH3hh1kzWUovlOMvJ/yYH3fGlOX1M3qPBERUVPAJLaW6enpqa7TSo2Xpvf52S/IAU+S3VVLVj1ZtT2UjlvltyA1kKKHvAemLtHd1XkiIqJXAZNYojrE1XkiIqK6wSSWqI5xdZ6IiKj2cTmIiIiIiHQOk1giIiIi0jlMYomIiIhI5zCJJSIiIiKdwySWiIiIiHQOk1h6YVevXoVEIkFKSsor2R8RERE1frzEFr2w1q1bIzc3F82aNWvoUIiIiKiJYhJby5RKpc5f2F6hUFR7L2R9fX3Y2dnVY0Q1Kysrg5GRUUOHQURERPVEt7KrV1xSUhKCgiZh/PiPMXnypxg//mMEBU1CUlJSne1z8+bNaNmyJZRKpdr2ESNGIDg4GABw6NAhuLu7w9jYGG3btsXixYtRXl6uqiuRSLBp0yb4+fnB1NQUS5cuRX5+PgIDA2Frawt7e3u4uLggKioKgOaP/1NTUzFs2DBYWFjA3Nwcffv2RWZmJoAnif2SJUvQqlUrSKVSdO/eHd9//321rysxMRFvvPEGpFIp7O3tERoaqhbzn/70J4SEhOCjjz5Cs2bNMHjw4D80jkRERKRbmMTWkqSkJMyevRwXL8phZbUKcvkeWFmtQnKyHLNnL6+zRHb06NG4e/cu4uPjVdvy8/MRGxuLwMBAxMbGIigoCNOnT0daWho2b96Mbdu2ISIiQq2f8PBw+Pn54dKlS5g4cSIWLlyItLQ0xMTE4OzZs9iwYUOVpw/k5OSgX79+MDY2xrFjx3DhwgVMnDhRlXSuW7cOn332GVatWoVffvkFPj4+GDFiBC5fvlxlf0OHDkXPnj3x888/Y+PGjYiMjMTSpUvV6m3fvh0GBgY4deoUNm/e/EeGkYiIiHQMTyeoBUqlEuvXR+L+/Z5wdl4AiUQCADAzc0G7dguQmbkUGzZshaenZ62fWmBjY4MhQ4bg66+/xsCBAwEAe/bsgY2NDQYOHIg333wToaGhqlXZtm3b4pNPPsGcOXMQHh6u6mfs2LGYOHGi6nl2djZef/11eHh4oKCgAJ07d64y9g0bNsDS0hLR0dGq0xA6dOigKl+1ahXmzp2LgIAAAMCKFSsQHx+PtWvXYsOGDZX6+9e//oXWrVtj/fr1kEgk6NixI27evIm5c+ciLCxMFYezszNWrlz5R4aPiIiIdBRXYmtBamoq0tNvw97eX5XAPiWRSGBnNxppabeQmppaJ/sPDAzE3r17UVpaCgDYtWsXAgICoK+vjwsXLmDJkiUwMzNTPSZNmoTc3Fw8fvxY1YeHh4dan1OmTEF0dDR69OiBsLCwaleSU1JS0LdvX43n0RYUFODmzZvo3bu32vbevXsjPT1dY3/p6enw8vJSG8vevXvj0aNHuHHjRpUxExERUdPBJLYW5Ofno7QUkMkcNZbLZI4oLX1Sry4MHz4cSqUSMTExuH79Ok6cOIGgoCAAT1aJFy9ejJSUFNXj0qVLuHz5MoyNjVV9mJqaqvXp6+uLa9euYfr06cjLy8PgwYMxe/bsKl6frMYYn0/uhRCVtlVXJoSo1M/zMRMREVHTwSS2FlhbW0MqBYqLr2ksLy6+Bqn0Sb26IJPJMGrUKOzatQvffPMNOnToAHd3dwBAjx49kJGRAWdn50qPmk5taN68OSZMmIAtW7Zg9erV2LJli8Z6Xbt2xYkTJ6BQKCqVWVhYwMHBASdPnlTbnpSUhE6dOmnsz9XVFUlJSarE9Wl9c3NztGzZstqYiYiIqGlgElsL3Nzc0KlTC+Tl/Vst8QKerCDm5e2Bq6st3Nzc6iyGwMBAxMTEYOvWrapVWAAICwvDjh07sGjRot9Pe0jH7t27sWDBgmr7CwsLw3fffYf//ve/SE9PR0xMTJVJZ0hICAoKChAQEIDz58/j8uXL2LlzJzIyMgAAf//737FixQrs3r0bGRkZCA0NRUpKCj788EON/X3wwQe4fv06pk2bhl9//RXfffcdwsPD8dFHH+nc5cqIiIiobjAjqAV6enoICXkP1tbnkJm5FI8e/YqKimI8evQrMjOXwtr6HKZOnVinCdiAAQNgY2ODjIwMjB07VrXdx8cHhw8fRlxcHHr27AlPT0+sXr0ajo6aT314ysjICPPmzUP37t0xbNgw6OvrIzo6WmPd1157DceOHcOjR4/Qv39/uLu744svvlCdIzt9+nTMmjULs2bNQpcuXfD999/j4MGDaN++vcb+WrZsiSNHjuCnn35Ct27dMHnyZLz33ns1Jt5ERETUdPDqBLXE29sbq1aFYv36SKSn/x23bgFSKdCjhy2mTg2Ft7d3ne5fX18fN2/e1Fjm4+MDHx+fKts+v3oMAAsWLMCCBQugVCpRUFAACwsLVRIul8srtenatStiY2M19q+np4ewsDCEhYVpLNfUX//+/fHTTz9VGXNCQkKVZURERNT4MYmtRd7e3vD09NT5O3YRERERveqYxNYyPT09dOnSpaHDICIiImrUuERIRERERDqHSSwRERER6RwmsURERESkc5jEEhEREZHOYRJLRERERDqHSSwRERER6RxeYouImjylUsnrOxMR6Rj+lm7kFi1ahO7du//hfhISEiCRSPDgwQOt20yYMAEjR478w/smqktJSUkICpqEcePmYcKEhRg16n28/fY7OHnyZEOHRkRE1eBKbCM3e/ZsTJs27Q/34+3tjdzcXFhaWmrdZt26dRpvaUv0qkhKSsLs2cuRk2OLkhIZiosFKioUuH79Bn76aQIiIv6O999/v6HDJCIiDZjE1rJX7WNJMzMzmJmZVVleVlYGIyOjGvsxMjKCnZ3dC+37RRJeovqmVCqxfn0kcnJsUVBwCwpFT0il/jA2dkRFxVUUFm7EggWfw83NDX369GnocImI6Dk8naAWJSUlIWhCEMaHjMfkeZMxPmQ8giYEISkpqc72uXnzZrRs2RJKpVJt+4gRIxAcHFzpdIKnH/EvW7YMDg4O6NChgyr27t27w9jYGB4eHjhw4AAkEglSUlIAVD6dYNu2bbCyskJsbCw6deoEMzMzDBkyBLm5uZX29ZRSqcSKFSvg7OwMqVSKNm3aICIiQlU+d+5cdOjQASYmJmjbti0WLlwIhUJRuwNG9LvU1FSkpd1CSckDKBQ9YWKyAAYGLpBIjGFg0BFmZktRWNgby5atrfTzRUREDY9JbC1JSkrC7LDZuFhyEVYjrCD/mxxWI6yQXJKM2WGz6yyRHT16NO7evYv4+HjVtvz8fMTGxiIwMFBjmx9//BHp6emIi4vD4cOHUVhYiOHDh6NLly64ePEiPvnkE8ydO7fGfT9+/BirVq3Czp07cfz4cWRnZ2P27NlV1p83bx5WrFiBhQsXIi0tDV9//TVsbW1V5ebm5ti2bRvS0tKwbt06fPHFF1izZs0LjAaR9vLz81FQUIji4seQSv0hkUjUyvX1TaCvPwi//XYPqampDRQlERFVhacT1AKlUon1m9bjvs19OI90Vh0MzRzM0G5kO2QeyMSGzRvg6elZ66cW2NjYYMiQIfj6668xcOBAAMCePXtgY2ODgQMHakyeTU1N8eWXX6pOI9i0aRMkEgm++OILGBsbw9XVFTk5OZg0aVK1+1YoFNi0aRPatWsHAAgJCcGSJUs01i0sLMS6deuwfv16BAcHAwDatWun9jHtggULVP+Xy+WYNWsWdu/ejTlz5rzAiBBpx9raGvr6ClRUKGBs7FipXKkshr6+HSoqDJCfn98AERIRUXW4ElsLUlNTkX4tHfa97Cut5kgkEti9YYe0q2l1tpoTGBiIvXv3orS0FACwa9cuBAQEQF9fX2P9Ll26qJ0Hm5GRga5du8LY2Fi17Y033qhxvyYmJqoEFgDs7e1x+/ZtjXXT09NRWlqqSrQ1+fbbb9GnTx/Y2dnBzMwMCxcuRHZ2do1xEL0MNzc3tG9vi4qKfFRUXH2uVKCk5CaMje/DwkIKa2vrhgiRiIiqwSS2FuTn56O0vBSyZjKN5bLmMpSWl9bZas7w4cOhVCoRExOD69ev48SJEwgKCqqyvqmpqdpzIUSl5FubqwoYGhqqPZdIJFW2k8k0j81TZ86cQUBAAHx9fXH48GEkJydj/vz5KCsrqzEOopehp6eHjz+eBTOzfDx6tBHl5YUQogIVFY9QVHQZhob5MDE5Czc3O7i5uTV0uERE9BwmsbXA2toaUgMpiu8WaywvvlMMqUHdrebIZDKMGjUKu3btwjfffIMOHTrA3d1d6/YdO3bEL7/8olrJBYDz58/Xaozt27eHTCbDjz/+qLH81KlTcHR0xPz58+Hh4YH27dvj2rVrtRoD0fP69OmDiIi/w9z8KIqKZqGoaC/Kyi7CxCQNlpYH4OCQiqlTJ/LGB0REryD+Zq4Fbm5u6OTYCXln8yqtRAohkPdTHlzlrnW6mhMYGIiYmBhs3bq12lVYTcaOHQulUom//e1vSE9PR2xsLFatWgUAlVZoX5axsTHmzp2LOXPmYMeOHcjMzMSZM2cQGRkJAHB2dkZ2djaio6ORmZmJzz//HPv376+VfRNV5/3338eBA5sxYMA9ODhsRLNmn8DB4Uv07n0Hq1aFwtvbu6FDJCIiDfjFrlqgp6eHkMkhmB02G5kHMmH3hh1kzWUovlOMvJ/yYH3fGlOXTK3T1ZwBAwbAxsYGGRkZGDt27Au1tbCwwKFDhzBlyhR0794dXbp0QVhYGMaOHat2nuwftXDhQhgYGCAsLAw3b96Evb09Jk+eDADw8/PDzJkzERISgtLSUgwbNgwLFy7EokWLam3/RFXp06cPDh/2fqWu8UxERNWTiCZ0S6WCggJYWlri4cOHkMlkOHLkCIYOHQpDQ0OUlJQgKysLTk5OL524JSUlYf2m9Ui/lo7S8lJIDaRwlbti6vtTdW41Z9euXfi///s/5OfnQ6FQwMLCQucO6LXxnr4IhUKhNqdIM46TdjhO2uE4aYfjpB2Ok3bqepyezdcsLCyqrMeV2Frk7e0NT09PnVzN2bFjB9q2bYuWLVvi559/xty5c+Hv7w+ZTMYbDhAREdErh0lsLdPT00OXLl0aOowXlpeXh7CwMOTl5cHe3h6jR49Wu5sWERER0auESSwBAObMmaPxpgK83SYRERG9il79z7mJiIiIiJ7DJPY5Teh7bo0e30siIqLGi0ns755+u+7x48cNHAnVlqd3+6rq9rtERESku3hO7O/09fVhZWWF27dvAwBMTExq7UL/ukypVKKsrAwlJSU6cZWFp5RKJe7cuQMTExMYGHCaExERNTY8uj/Dzs4OAFSJLD35SL64uBgymUznkno9PT20adNG5+ImIiKimjGJfYZEIoG9vT1atGjBa6P+TqFQ4Pjx4+jXr5/OXfjZyMhIp1aPiYiISHtMYjXQ19fneZS/09fXR3l5OYyNjXUuiSUiIqLGi8tURERERKRzmMQSERERkc5hEktEREREOqdJnRP79OL3BQUFUCgUePz4MQoKCniuZzU4TtrjWGmH46QdjpN2OE7a4Thph+Oknboep4KCAgA137SoSSWxhYWFAIDWrVs3cCREREREVJ3CwkJYWlpWWS4RTejenEqlEjdv3oS5uTkKCwvRunVrXL9+HRYWFg0d2iuroKCA46QljpV2OE7a4Thph+OkHY6TdjhO2qnrcRJCoLCwEA4ODtVeKrNJrcTq6emhVatWAKC6AL6FhQUnqhY4TtrjWGmH46QdjpN2OE7a4Thph+Oknbocp+pWYJ/iF7uIiIiISOcwiSUiIiIindNkk1ipVIrw8HBIpdKGDuWVxnHSHsdKOxwn7XCctMNx0g7HSTscJ+28KuPUpL7YRURERESNQ5NdiSUiIiIi3cUkloiIiIh0DpNYIiIiItI5TGKJiIiISOc06iQ2IiIC3t7eMDExgZWVlcY62dnZGD58OExNTdGsWTNMnz4dZWVl1fZbWlqKadOmoVmzZjA1NcWIESNw48aNOngF9S8hIQESiUTj49y5c1W2mzBhQqX6np6e9Rh5/ZPL5ZVec2hoaLVthBBYtGgRHBwcIJPJ8Kc//Qmpqan1FHH9u3r1Kt577z04OTlBJpOhXbt2CA8Pr/FnrKnMp3/9619wcnKCsbEx3N3dceLEiWrrJyYmwt3dHcbGxmjbti02bdpUT5E2jGXLlqFnz54wNzdHixYtMHLkSGRkZFTbpqrfYb/++ms9RV3/Fi1aVOn12tnZVdumqc0lQPPvbIlEgqlTp2qs31Tm0vHjxzF8+HA4ODhAIpHgwIEDauUve9zau3cvXF1dIZVK4erqiv3799d67I06iS0rK8Po0aMxZcoUjeUVFRUYNmwYioqKcPLkSURHR2Pv3r2YNWtWtf3OmDED+/fvR3R0NE6ePIlHjx7h7bffRkVFRV28jHrl7e2N3Nxctcdf//pXyOVyeHh4VNt2yJAhau2OHDlST1E3nCVLlqi95gULFlRbf+XKlVi9ejXWr1+Pc+fOwc7ODoMHD0ZhYWE9RVy/fv31VyiVSmzevBmpqalYs2YNNm3ahI8//rjGto19Pu3evRszZszA/PnzkZycjL59+8LX1xfZ2dka62dlZWHo0KHo27cvkpOT8fHHH2P69OnYu3dvPUdefxITEzF16lScOXMGcXFxKC8vx1tvvYWioqIa22ZkZKjNn/bt29dDxA3Hzc1N7fVeunSpyrpNcS4BwLlz59TGKC4uDgAwevToats19rlUVFSEbt26Yf369RrLX+a4dfr0aYwZMwbjxo3Dzz//jHHjxsHf3x9nz56t3eBFExAVFSUsLS0rbT9y5IjQ09MTOTk5qm3ffPONkEql4uHDhxr7evDggTA0NBTR0dGqbTk5OUJPT098//33tR57QysrKxMtWrQQS5YsqbZecHCw8PPzq5+gXhGOjo5izZo1WtdXKpXCzs5OLF++XLWtpKREWFpaik2bNtVBhK+mlStXCicnp2rrNIX59MYbb4jJkyerbevYsaMIDQ3VWH/OnDmiY8eOatvef/994enpWWcxvmpu374tAIjExMQq68THxwsAIj8/v/4Ca2Dh4eGiW7duWtfnXHriww8/FO3atRNKpVJjeVOcSwDE/v37Vc9f9rjl7+8vhgwZorbNx8dHBAQE1Gq8jXoltianT59G586d4eDgoNrm4+OD0tJSXLhwQWObCxcuQKFQ4K233lJtc3BwQOfOnZGUlFTnMde3gwcP4u7du5gwYUKNdRMSEtCiRQt06NABkyZNwu3bt+s+wAa2YsUKvPbaa+jevTsiIiKq/Zg8KysLeXl5anNHKpWif//+jXLuVOXhw4ewsbGpsV5jnk9lZWW4cOGC2lwAgLfeeqvKuXD69OlK9X18fHD+/HkoFIo6i/VV8vDhQwDQav68/vrrsLe3x8CBAxEfH1/XoTW4y5cvw8HBAU5OTggICMCVK1eqrMu59ORn8KuvvsLEiRMhkUiqrdvU5tKzXva4VdUcq+1jXZNOYvPy8mBra6u2zdraGkZGRsjLy6uyjZGREaytrdW229raVtlGl0VGRsLHxwetW7eutp6vry927dqFY8eO4bPPPsO5c+cwYMAAlJaW1lOk9e/DDz9EdHQ04uPjERISgrVr1+KDDz6osv7T+fH8nGusc0eTzMxM/POf/8TkyZOrrdfY59Pdu3dRUVHxQnNB0+8rW1tblJeX4+7du3UW66tCCIGPPvoIffr0QefOnausZ29vjy1btmDv3r3Yt28fXFxcMHDgQBw/frweo61fvXr1wo4dOxAbG4svvvgCeXl58Pb2xr179zTWb+pzCQAOHDiABw8eVLtA0xTn0vNe9rhV1Ryr7WOdQa32Vg8WLVqExYsXV1vn3LlzNZ6/+ZSmv8CEEDX+ZVYbberTy4zbjRs3EBsbi3//+9819j9mzBjV/zt37gwPDw84OjoiJiYGo0aNevnA69mLjNPMmTNV27p27Qpra2u8++67qtXZqjw/T171uaPJy8ynmzdvYsiQIRg9ejT++te/Vtu2scynmrzoXNBUX9P2xigkJAS//PILTp48WW09FxcXuLi4qJ57eXnh+vXrWLVqFfr161fXYTYIX19f1f+7dOkCLy8vtGvXDtu3b8dHH32ksU1TnkvAkwUaX19ftU9in9cU51JVXua4VR/HOp1LYkNCQhAQEFBtHblcrlVfdnZ2lU4yzs/Ph0KhqPQXxLNtysrKkJ+fr7Yae/v2bXh7e2u134bwMuMWFRWF1157DSNGjHjh/dnb28PR0RGXL19+4bYN6Y/Mr6ffnv/vf/+rMYl9+m3hvLw82Nvbq7bfvn27yvn2qnrRcbp58ybefPNNeHl5YcuWLS+8P12dT1Vp1qwZ9PX1K61KVDcX7OzsNNY3MDCo9o+mxmDatGk4ePAgjh8/jlatWr1we09PT3z11Vd1ENmrydTUFF26dKny56UpzyUAuHbtGo4ePYp9+/a9cNumNpde9rhV1Ryr7WOdziWxzZo1Q7NmzWqlLy8vL0RERCA3N1f15vzwww+QSqVwd3fX2Mbd3R2GhoaIi4uDv78/ACA3Nxf/+c9/sHLlylqJqy686LgJIRAVFYXx48fD0NDwhfd37949XL9+XW3S64I/Mr+Sk5MBoMrX7OTkBDs7O8TFxeH1118H8OS8rMTERKxYseLlAm4gLzJOOTk5ePPNN+Hu7o6oqCjo6b34WUy6Op+qYmRkBHd3d8TFxeHPf/6zantcXBz8/Pw0tvHy8sKhQ4fUtv3www/w8PB4qZ9RXSCEwLRp07B//34kJCTAycnppfpJTk5uNHNHG6WlpUhPT0ffvn01ljfFufSsqKgotGjRAsOGDXvhtk1tLr3sccvLywtxcXFqn1j+8MMPtb/YV6tfE3vFXLt2TSQnJ4vFixcLMzMzkZycLJKTk0VhYaEQQojy8nLRuXNnMXDgQHHx4kVx9OhR0apVKxESEqLq48aNG8LFxUWcPXtWtW3y5MmiVatW4ujRo+LixYtiwIABolu3bqK8vLzeX2NdOXr0qAAg0tLSNJa7uLiIffv2CSGEKCwsFLNmzRJJSUkiKytLxMfHCy8vL9GyZUtRUFBQn2HXm6SkJLF69WqRnJwsrly5Inbv3i0cHBzEiBEj1Oo9O05CCLF8+XJhaWkp9u3bJy5duiT+8pe/CHt7+0Y7Tjk5OcLZ2VkMGDBA3LhxQ+Tm5qoez2qK8yk6OloYGhqKyMhIkZaWJmbMmCFMTU3F1atXhRBChIaGinHjxqnqX7lyRZiYmIiZM2eKtLQ0ERkZKQwNDcW3337bUC+hzk2ZMkVYWlqKhIQEtbnz+PFjVZ3nx2nNmjVi//794rfffhP/+c9/RGhoqAAg9u7d2xAvoV7MmjVLJCQkiCtXrogzZ86It99+W5ibm3MuaVBRUSHatGkj5s6dW6msqc6lwsJCVX4EQHVsu3btmhBCu+PWuHHj1K6scurUKaGvry+WL18u0tPTxfLly4WBgYE4c+ZMrcbeqJPY4OBgAaDSIz4+XlXn2rVrYtiwYUImkwkbGxsREhIiSkpKVOVZWVmV2hQXF4uQkBBhY2MjZDKZePvtt0V2dnY9vrK695e//EV4e3tXWQ5AREVFCSGEePz4sXjrrbdE8+bNhaGhoWjTpo0IDg5udGPyrAsXLohevXoJS0tLYWxsLFxcXER4eLgoKipSq/fsOAnx5HIl4eHhws7OTkilUtGvXz9x6dKleo6+/kRFRWn8GXz+7+emOp82bNggHB0dhZGRkejRo4fapaOCg4NF//791eonJCSI119/XRgZGQm5XC42btxYzxHXr6rmzrM/U8+P04oVK0S7du2EsbGxsLa2Fn369BExMTH1H3w9GjNmjLC3txeGhobCwcFBjBo1SqSmpqrKOZf+JzY2VgAQGRkZlcqa6lx6eimx5x/BwcFCCO2OW/3791fVf2rPnj3CxcVFGBoaio4dO9ZJ8i8R4vezuYmIiIiIdESTvsQWEREREekmJrFEREREpHOYxBIRERGRzmESS0REREQ6h0ksEREREekcJrFEREREpHOYxBIRERGRzmESS0REREQ6h0ksEREREekcJrFE1GhMmDABI0eOrLJcLpdDIpFAIpFAJpNBLpfD398fx44d01i/uLgY1tbWsLGxQXFxsVYxFBQUYP78+ejYsSOMjY1hZ2eHQYMGYd++feANEv9n0aJF6N69e431UlNT8c4776jeu7Vr19Z5bESkG5jEElGTsmTJEuTm5iIjIwM7duyAlZUVBg0ahIiIiEp19+7di86dO8PV1RX79u2rse8HDx7A29sbO3bswLx583Dx4kUcP34cY8aMwZw5c/Dw4cO6eEmN2uPHj9G2bVssX74cdnZ2DR0OEb1CmMQSUZNibm4OOzs7tGnTBv369cOWLVuwcOFChIWFISMjQ61uZGQkgoKCEBQUhMjIyBr7/vjjj3H16lWcPXsWwcHBcHV1RYcOHTBp0iSkpKTAzMwMAJCfn4/x48fD2toaJiYm8PX1xeXLl1X9bNu2DVZWVjh8+DBcXFxgYmKCd999F0VFRdi+fTvkcjmsra0xbdo0VFRUqNrJ5XJ88sknGDt2LMzMzODg4IB//vOfajFmZ2fDz88PZmZmsLCwgL+/P27duqUqf7pCunPnTsjlclhaWiIgIACFhYWqOkIIrFy5Em3btoVMJkO3bt3w7bffqsoTEhIgkUjw448/wsPDAyYmJvD29laN77Zt27B48WL8/PPPqpXxbdu2aRzTnj174tNPP0VAQACkUmmN7wERNR1MYomoyfvwww8hhMB3332n2paZmYnTp0/D398f/v7+SEpKwpUrV6rsQ6lUIjo6GoGBgXBwcKhUbmZmBgMDAwBPTns4f/48Dh48iNOnT0MIgaFDh0KhUKjqP378GJ9//jmio6Px/fffIyEhAaNGjcKRI0dw5MgR7Ny5E1u2bFFLHgHg008/RdeuXXHx4kXMmzcPM2fORFxcHIAnyefIkSNx//59JCYmIi4uDpmZmRgzZoxaH5mZmThw4AAOHz6Mw4cPIzExEcuXL1eVL1iwAFFRUdi4cSNSU1Mxc+ZMBAUFITExUa2f+fPn47PPPsP58+dhYGCAiRMnAgDGjBmDWbNmwc3NDbm5ucjNza0UAxFRTQwaOgAiooZmY2ODFi1a4OrVq6ptW7duha+vL6ytrQEAQ4YMwdatW7F06VKNfdy9exf5+fno2LFjtfu6fPkyDh48iFOnTsHb2xsAsGvXLrRu3RoHDhzA6NGjAQAKhQIbN25Eu3btAADvvvsudu7ciVu3bsHMzAyurq548803ER8fr5YA9u7dG6GhoQCADh064NSpU1izZg0GDx6Mo0eP4pdffkFWVhZat24NANi5cyfc3Nxw7tw59OzZE8CThHzbtm0wNzcHAIwbNw4//vgjIiIiUFRUhNWrV+PYsWPw8vICALRt2xYnT57E5s2b0b9/f1UsERERquehoaEYNmwYSkpKIJPJVEk9TxEgopfFlVgiIjxZpZRIJACAiooKbN++HUFBQaryoKAgbN++Xe3j++fbA1D1UZX09HQYGBigV69eqm2vvfYaXFxckJ6ertpmYmKiSmABwNbWFnK5XHVKwtNtt2/fVuv/aWL57POn/aanp6N169aqBBYAXF1dYWVlpbZvuVyuSmABwN7eXrWftLQ0lJSUYPDgwTAzM1M9duzYgczMTLV9d+3aVa0PAJXiJSJ6WVyJJaIm7969e7hz5w6cnJwAALGxscjJyan0EXdFRQV++OEH+Pr6VuqjefPmsLa2VksGNanqCgXPJtEAYGhoqFYukUg0blMqldXu72k9Tft4kX0/3c/Tf2NiYtCyZUu1es+fs/psP0/71yZeIiJtcCWWiJq8devWQU9PT3V5rsjISAQEBCAlJUXtERgYWOUXvPT09DBmzBjs2rULN2/erFReVFSE8vJyuLq6ory8HGfPnlWV3bt3D7/99hs6der0h1/LmTNnKj1/eoqDq6srsrOzcf36dVV5WloaHj58qPW+XV1dIZVKkZ2dDWdnZ7XHsyu8NTEyMqpyVZuISBtciSWiRuXhw4dISUlR22ZjY4M2bdoAAAoLC5GXlweFQoGsrCx89dVX+PLLL7Fs2TI4Ozvjzp07OHToEA4ePIjOnTur9RMcHIxhw4bhzp07aN68eaV9/+Mf/0BCQgJ69eqFiIgIeHh4wNDQECdOnMCyZctw7tw5tG/fHn5+fpg0aRI2b94Mc3NzhIaGomXLlvDz8/vDr//UqVNYuXIlRo4cibi4OOzZswcxMTEAgEGDBqFr164IDAzE2rVrUV5ejg8++AD9+/eHh4eHVv2bm5tj9uzZmDlzJpRKJfr06YOCggIkJSXBzMwMwcHBWvUjl8uRlZWFlJQUtGrVCubm5hqvPlBWVoa0tDTV/3NyclRXenB2dtZyVIioURJERI1EcHCwAFDpERwcLIQQwtHRUbXNyMhItGnTRvj7+4tjx46p+li1apWwsrISZWVllfpXKBTCxsZGfPbZZ1XG8ODBAxEaGirat28vjIyMhK2trRg0aJDYv3+/UCqVQggh7t+/L8aNGycsLS2FTCYTPj4+4rffflP1ERUVJSwtLdX6DQ8PF926dav0ev38/FTPHR0dxeLFi4W/v78wMTERtra2Yu3atWptrl27JkaMGCFMTU2Fubm5GD16tMjLy6t2P2vWrBGOjo6q50qlUqxbt064uLgIQ0ND0bx5c+Hj4yMSExOFEELEx8cLACI/P1/VJjk5WQAQWVlZQgghSkpKxDvvvCOsrKwEABEVFaVxPLOysjS+p/3799dYn4iaDokQvIUMEVFjIJfLMWPGDMyYMaOhQyEiqnM8J5aIiIiIdA6TWCIiIiLSOTydgIiIiIh0DldiiYiIiEjnMIklIiIiIp3DJJaIiIiIdA6TWCIiIiLSOUxiiYiIiEjnMIklIiIiIp3DJJaIiIiIdA6TWCIiIiLSOf8PZVtv52ZJYggAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 36\n",
    "# apply Linear Discriminant Analysis (LDA) to the Iris dataset using the Scikit-learn library. \n",
    "# You will preprocess the data using label encoding, perform LDA to reduce the dimensionality of the dataset, \n",
    "# and visualize the results in a 2D scatter plot.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data  # Features (4D)\n",
    "y = iris.target  # Target labels (0, 1, 2)\n",
    "target_names = iris.target_names  # Class names\n",
    "\n",
    "# Standardize the features (LDA is affected by scale)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply LDA to reduce dimensionality to 2D\n",
    "lda = LDA(n_components=2)\n",
    "X_lda = lda.fit_transform(X_scaled, y)\n",
    "\n",
    "# Visualizing LDA-transformed data in a scatter plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "for i, target in enumerate(np.unique(y)):\n",
    "    plt.scatter(X_lda[y == target, 0], X_lda[y == target, 1], \n",
    "                color=colors[i], label=target_names[i], alpha=0.7, edgecolors='k')\n",
    "\n",
    "# Plot settings\n",
    "plt.xlabel(\"LDA Component 1\")\n",
    "plt.ylabel(\"LDA Component 2\")\n",
    "plt.title(\"LDA of Iris Dataset\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3tfu+qqqqNvXf1PvRUatWrUrcTxBvvrznnnu4+uqrOeigg8jKysK2bS644IIfvF83trXX8e6776Zv3748/fTT/PGPf8Tv93PEEUdw++23M3jw4MS1ufLKK7nyyis3eazW+0xE2lLg1s2tXbuWBQsWcNBBByUyV62do++44w7uuOOOdvtMnz59qwK3jIyMRAAwduxYxo4dyx577MHPf/5zFi1ahG3bic7br7322ibLSEtLA/73Q1haWkqfPn0Sr0ej0XZBit/vB6C5ublNn67vf5G39oFas2ZNuwxZR+Xk5FBSUtJufWvH9O/3heqI1h/MH/s4G2vNGH366adtArdNDQLJzc1l5MiR/P73v99kWa3BwD//+U88Hg+vvPJK4j0DNjnP3AEHHMABBxxALBbj448/5m9/+xuXX345BQUFnHrqqdt8PkcccQRvvPEG//73v7e4f01NDa+88gpTp07lmmuuSaxvbm6mqqpqm48NW3fvtb6Hf/vb3zY7ermgoKDN35t6Pzrio48+orS0lPPPPz+xrrW/3a233tpm24qKCjIzM7dY5rZcx5SUFG666SZuuukm1q9fn8i+HXPMMXz11VeJa3Pttddy4oknbvJ4Q4cO3drTFelR1FTajTU2NnLBBRcQjUYTneY3bNjAiy++yPjx45kzZ0675YwzzmD+/Pl88cUX23y8wYMHc9VVV/H555/z9NNPA3D00UdTWVlJLBZjzJgx7ZbWL9+DDz4YoN3cUs8880y7kYqtIyc/++yzNuv//e9/t/l7woQJuFwupk2b9oP19vl8W51ROPTQQ5k9e3a7EYSPP/44wWCwS6YPSUlJYezYsbzwwgtt6uU4Dv/4xz/o27dvu+bLzmqdkys/P3+L2x599NF88cUXDBw4cJPvaWvgZlkWbre7zSCMxsZGnnjiic2W7XK5GDt2LPfccw8QHxwBW5ep3Nj5559Pr169uOqqqzY7P+ELL7yQqKcxpt3AjoceeqjDkxJvzb03fvx4MjMzWbx48Sav45gxYzabqe6MqqoqLr74YjweD1dccUVivWVZ7a7Bq6++2u76be696Oh1LCgo4Nxzz+W0007j66+/JhQKMXToUAYPHsynn3662WvT+o++bb03RHZ2yrjtAGbPnr3JySUnTpyY+O9Vq1bx4Ycf4jgONTU1LFy4kIcffpiVK1fyl7/8hQkTJgDxwKipqYlLL700ESxtLCcnhxkzZjB9+vQ2UwVsrSuvvJL77ruPm266iVNOOYVTTz2VGTNmMHHiRC677DL22WcfPB4Pa9asYc6cORx33HGccMIJDBs2jDPPPJO77roLj8fDYYcdxhdffMGf//xn0tPT2513dnY2559/PjfffDNut5tHH32U1atXt9luwIABXHfddfzud7+jsbGR0047jYyMDBYvXkxFRUViaovdd9+dF154gWnTpjF69Ghs227TlLixqVOnJvp43XDDDWRnZzNjxgxeffVV/vSnP5GRkbHN12xTbrvtNg4//HAOOeQQrrzySrxeL/fee29ivrXOZF5a7xWI96ebN28et912G/37999sdmNjN998M7NmzWK//fbj0ksvZejQoTQ1NbFixQpmzpzJfffdR9++fZk0aRJ33HEHp59+Ov/3f/9HZWUlf/7zn9v9sN93333Mnj2bSZMm0a9fP5qamnj44YeB+NyAEM/M9u/fn5deeolDDz2U7OxscnNzNzv9SUZGBi+99BJHH300e+65J5dccgnjxo1L9Nn6xz/+waeffsqJJ55Ieno6Bx54ILfffnuizLlz5zJ9+vStyjRtytbce6mpqfztb3/jnHPOoaqqipNPPpn8/HzKy8v59NNPKS8v3+I/OrZk6dKlie+FyspK/vvf/zJ9+nRqa2t5/PHH2W233RLbHn300Tz66KPsuuuujBw5kgULFnD77be3a+4dOHAggUCAGTNmMGzYMFJTU+nduze9e/fe6us4duxYjj76aEaOHElWVhZLlizhiSeeYNy4cYm56e6//36OOuoojjjiCM4991z69OlDVVUVS5Ys4ZNPPuHZZ58FYMSIEQA88MADpKWl4ff7KS4u7nAXC5Fub3uOjOjpWkewbW5Zvnx5u5GCLpfLZGVlmdGjR5vLL7+83Qi/UaNGmfz8fNPc3LzZ4+67774mNzf3B7fp37+/mTRp0iZfu+eeewxgHnvsMWOMMZFIxPz5z382e+yxh/H7/SY1NdXsuuuu5qKLLjJLly5N7Nfc3Gx+9atfmfz8fOP3+82+++5r5s2bZ/r3799mVKkxxnz00Udmv/32MykpKaZPnz5m6tSp5qGHHmozqrTV448/bvbee+/Esffcc882I+KqqqrMySefbDIzM41lWW1GrLKJkYyff/65OeaYY0xGRobxer1mjz32aDfCbnOj+lrfr60Zkffuu++an/zkJyYlJcUEAgGz7777mn//+9+bLK+jo0r9fr8ZMmSIufzyyxMjIlv90HtcXl5uLr30UlNcXGw8Ho/Jzs42o0ePNtdff72pr69PbPfwww+boUOHGp/PZ3bZZRdz2223menTp7d5n+bNm2dOOOEE079/f+Pz+UxOTo456KCDzMsvv9zmmG+++abZc889jc/nazfSeHNKS0vN1VdfbXbbbTcTDAaNz+czgwYNMhdddJH5/PPPE9utWbPGnHTSSSYrK8ukpaWZI4880nzxxRft7r3NjfRufb+/P7JxS/eeMcbMnTvXTJo0yWRnZxuPx2P69OljJk2a1ObeaR1VWl5evsVz3rg+rYvb7TY5OTlm3Lhx5rrrrjMrVqxot8+GDRvM+eefb/Lz800wGDT777+/effdd81BBx1kDjrooDbbPvXUU2bXXXc1Ho+nzWdka6/jNddcY8aMGWOysrIS98YVV1xhKioq2hzn008/NaeccorJz883Ho/H9OrVy/zkJz8x9913X5vt7rrrLlNcXGxcLtdWf75EdlaWMV384EkRERER+VGoj5uIiIhIN6HATURERKSbUOAmIiIi0k0ocBMREZGd3jvvvMMxxxxD7969sSxrk3NOft/cuXMZPXo0fr+fXXbZhfvuu+/Hr+gWKHATERGRnV5DQwN77LEHf//737dq++XLlzNx4kQOOOAAFi5cyHXXXcell17K888//yPX9IdpVKmIiIj0KJZl8eKLL3L88cdvdpurr76al19+uc1zeC+++GI+/fTTds+tTqYOT8DrOA7r1q0jLS2tyx7TIiIiIj8uYwx1dXX07t0b205+w1tTUxPhcLhLyjLGtItBfD5fu4nAO2LevHmJye1bHXHEEUyfPp1IJLLZ5zn/2DocuK1bt67Lng8pIiIiybV69ep2T874sTU1NdE3M4fK5lCXlJeamkp9fX2bdVOnTuXGG2/sdNmlpaXtnidcUFBANBqloqKCwsLCTh+jIzocuLU+R2716tXtHlkkIiIiO6ba2lqKiooSv+PJFA6HqWwO8cqRZ5Di6dyzehsiYY5+bUa7OKQrsm2tvp/Na+1dtj1bGjscuLVWOj09XYGbiIhIN7M9g48Uj5fUTgZurX6sOKRXr16Ulpa2WVdWVobb7d6uz8rVQ+ZFREQkqSyXheXqXOBoOT9u4Dlu3Dj+/e9/t1n3xhtvMGbMmO3Wvw00HYiIiIgkmeW2umTZFvX19SxatIhFixYB8ek+Fi1axKpVqwC49tprOfvssxPbX3zxxaxcuZIpU6awZMkSHn74YaZPn86VV17ZZdehI5RxExERkZ3exx9/zCGHHJL4e8qUKQCcc845PProo5SUlCSCOIDi4mJmzpzJFVdcwT333EPv3r25++67Oemkk5Je940pcBMREZGksmwLy+5kU+k27n/wwQfzQ1PXPvroo+3WHXTQQXzyySfbWrUflQI3ERERSSrLte1Nne3K+JH7uO2o1MdNREREpJtQxk1ERESSynLFl86W0RMpcBMREZGk6pLpQDq5f3elplIRERGRbkIZNxEREUkqZdw6ToGbiIiIJJVlb/t0HpsqoyfqoactIiIi0v0o4yYiIiJJFc+4db6MnkiBm4iIiCSVZXXBkxOsntnHrYfGqyIiIiLdjzJuIiIiklTb41mlOwsFbiIiIpJUCtw6Tk2lIiIiIt2EMm4iIiKSVJZldXpwQU8dnKDATURERJJK04F0XA89bREREZHuRxk3ERERSSoNTug4BW4iIiKSXLaNZXey0a+z+3dTPfOsRURERLohZdxEREQkuayWpbNl9EAK3ERERCSpbNvC7mQftc7u312pqVRERESkm1DGTURERJJKo0o7ToGbiIiIJJdlxZfOltEDqalUREREpJtQxk1ERESSyqILnlXaQ4eVKnATERGRpLJc8aWzZfREaioVERER6SaUcRMREZGksqwuaCrtoYMTFLiJiIhIUlmWjWV1rtGvs/t3Vz3zrEVERES6IWXcREREJLlsOp866qGpJwVuIiIiklTq49ZxPTReFREREel+lHETERGRpNKzSjtOgZuIiIgklZpKO05NpSIiIiLdhDJuIiIiklSW3fmmzh46jZsCNxEREUkuy4ovnS2jJ+qh8aqIiIhI96OMm4iIiCSXbceXzpbRAylwExERkaTSqNKO65nhqoiIiEg3pIybiIiIJJVldX5UaA9NuClwExERkSSLzwfS+TJ6oJ551iIiIiLdkDJuIiIiklSax63jFLiJiIhIUlm2jdXJ6Tw6u3931TPPWkRERKQbUsZNREREkstqWTpbRg+kwE1ERESSShPwdpyaSkVERES6CWXcREREJLk0j1uHKXATERGR5OqCuK2nthn20NMWERER6X6UcRMREZGksiwbq5Mpt87u310pcBMREZHksul8m1/PjNt66mmLiIiIdD/KuImIiEhSaR63jlPgJiIiIsmlp8x3mJpKRURERLoJZdxEREQkqdRU2nEK3ERERCS59OSEDuuZZy0iIiLSDSnjJiIiIkllWV2QcOuZLaXKuImIiEiStUZunVo6Frnde++9FBcX4/f7GT16NO++++4Pbj9jxgz22GMPgsEghYWFnHfeeVRWVnbo2F1BgZuIiIj0CE8//TSXX345119/PQsXLuSAAw7gqKOOYtWqVZvc/r333uPss8/m/PPP58svv+TZZ59l/vz5XHDBBUmu+f8ocBMREZGk6nSyrYNjG+644w7OP/98LrjgAoYNG8Zdd91FUVER06ZN2+T2H374IQMGDODSSy+luLiY/fffn4suuoiPP/64k1eg4xS4iYiISFJZ2F2yANTW1rZZmpubN3nMcDjMggULmDBhQpv1EyZM4IMPPtjkPvvttx9r1qxh5syZGGNYv349zz33HJMmTeraC7INFLiJiIhIt1VUVERGRkZiue222za5XUVFBbFYjIKCgjbrCwoKKC0t3eQ+++23HzNmzGDy5Ml4vV569epFZmYmf/vb37r8PLaWAjcRERFJLruLFmD16tXU1NQklmuvvfYHD/39iXuNMZudzHfx4sVceuml3HDDDSxYsIDXXnuN5cuXc/HFF3fkrLuEpgMRERGR5OrCCXjT09NJT0/f4ua5ubm4XK522bWysrJ2WbhWt912G+PHj+fXv/41ACNHjiQlJYUDDjiAW265hcLCws6dQwco4yYiIiI7Pa/Xy+jRo5k1a1ab9bNmzWK//fbb5D6hUAjbbhsquVwuIJ6p2x6UcRMREZGksmwLy+7ks0o7sP+UKVM466yzGDNmDOPGjeOBBx5g1apViabPa6+9lrVr1/L4448DcMwxx3DhhRcybdo0jjjiCEpKSrj88svZZ5996N27d6fq31EK3ERERCTJrJals2Vsm8mTJ1NZWcnNN99MSUkJI0aMYObMmfTv3x+AkpKSNnO6nXvuudTV1fH3v/+dX/3qV2RmZvKTn/yEP/7xj52se8dZpoO5vtraWjIyMqipqdmqtmURERHZ/rbn73frsdc9cRfpwUDnygo10vusy3tcHKKMm4iIiCTV9moq3RkocBMREZHksqzOPyW+hz5lXqNKRURERLoJZdxEREQkuZRx6zAFbiIiIpJcCtw6TE2lIiIiIt2EMm4iIiKSVBpV2nEK3ERERCTJts8EvDsDNZWKiIiIdBPKuImIiEhy2VZ86WwZPZACNxEREUkqq+V/nS2jJ1JTqYiIiEg3oYybiIiIJJfVBU2lPXQeNwVuIiIiklyagLfD1FQqIiIi0k0o4yYiIiLJZdEFGbcuqUm3o8BNREREksuy40tny+iBeuZZi4iIiHRDyriJiIhIcumJVx2mwE1ERESSyrJsrE42dXZ2/+6qZ561iIiISDekjJuIiIgkl+Zx6zAFbiIiIpJcCtw6TE2lIiIiIt2EMm4iIiKSVJZlYXUyY9bZ/bsrZdxEREREugll3ERERCS5bCu+dLaMHkiBm4iIiCSZZuDtKDWVioiIiHQTyriJiIhIcmk6kA5T4CYiIiLJpcCtw9RUKiIiItJNKOMmIiIiyWXZ8aWzZfRACtxEREQkuTSotMN6ZrgqIiIi0g0p4yYiIiLJpabSDlPgJiIiIsmlUaUd1jPDVREREZFuSBk3ERERSbIuyLj10NEJCtxEREQkudRU2mFqKhURERHpJpRxExERkeSy6IKMW5fUpNtR4CYiIiLJpabSDlNTqYiIiEg3oYybiIiIJJcybh2mwE1ERESSzKbzjX49s9GwZ561iIiISDekjJuIiIgkl0XnR4X2zJZSBW4iIiKSZLYdXzpbRg/UM89aREREpBtSxk1ERESSyrQsnS2jJ1LgJiIiIsll2fGls2X0QD3zrEVERES6IWXcREREJLk0AW+HKXATERGRpDJYmE7O59HZ/bsrNZWKiIiIdBPKuImIiEhyqam0wxS4iYiISHIpcOswNZWKiIiIdBPKuImIiEhyKePWYQrcREREJLkUuHWYmkpFREREugll3ERERCS5lHHrMAVuIiIiklQGG9PJRr/O7t9d9cyzFhEREemGlHETERGR5LLogqbSLqlJt6OMm4iIiCSVsawuWTri3nvvpbi4GL/fz+jRo3n33Xd/cPvm5mauv/56+vfvj8/nY+DAgTz88MMdOnZXUMZNREREeoSnn36ayy+/nHvvvZfx48dz//33c9RRR7F48WL69eu3yX1OOeUU1q9fz/Tp0xk0aBBlZWVEo9Ek1/x/FLiJiIhIkll0vq1z2/e/4447OP/887ngggsAuOuuu3j99deZNm0at912W7vtX3vtNebOncuyZcvIzs4GYMCAAZ2qdWepqVRERESSq3U6kM4uQG1tbZulubl5k4cMh8MsWLCACRMmtFk/YcIEPvjgg03u8/LLLzNmzBj+9Kc/0adPH4YMGcKVV15JY2Nj116PbaCMm4iIiHRbRUVFbf6eOnUqN954Y7vtKioqiMViFBQUtFlfUFBAaWnpJstetmwZ7733Hn6/nxdffJGKigp+/vOfU1VVtd36uSlwExERkSTrggl4W5pKV69eTXp6emKtz+f74b2+d1xjTLt1rRzHwbIsZsyYQUZGBhBvbj355JO55557CAQC7fb57LPPtvoMRo4cudXbtlLgJiIiIknWdX3c0tPT2wRum5Obm4vL5WqXXSsrK2uXhWtVWFhInz59EkEbwLBhwzDGsGbNGgYPHtxun1GjRmFZFsaYTde65TXLsojFYlus9/cpcBMREZGdntfrZfTo0cyaNYsTTjghsX7WrFkcd9xxm9xn/PjxPPvss9TX15OamgrAN998g23b9O3bd5P7LF++vOsrvxEFbiIiIpJUBgvTyYxbR/afMmUKZ511FmPGjGHcuHE88MADrFq1iosvvhiAa6+9lrVr1/L4448DcPrpp/O73/2O8847j5tuuomKigp+/etf87Of/WyTzaQA/fv37/hJbQWNKhUREZGk2l4T8E6ePJm77rqLm2++mVGjRvHOO+8wc+bMRLBVUlLCqlWrEtunpqYya9YsqqurGTNmDGeccQbHHHMMd99991Yf84knnmD8+PH07t2blStXAvFpSF566aVtrj+AZTbXCLsFtbW1ZGRkUFNTs1VtyyIiIrL9bc/f79Zjr134HulpqZ0rq66ePnvuv0PHIdOmTeOGG27g8ssv5/e//z1ffPEFu+yyC48++iiPPfYYc+bM2eYylXETERGR5LLsrll2cH/729948MEHuf7663G5XIn1Y8aM4fPPP+9QmerjJiIiIsm1fR6ckHTLly9nzz33bLfe5/PR0NDQoTJ3/HBVREREpBsqLi5m0aJF7db/5z//Yfjw4R0qUxk3ERERSSqDjelk7qiz+yfDr3/9a37xi1/Q1NSEMYaPPvqIp556ittuu42HHnqoQ2UqcBMREZHk6iFNpeeddx7RaJSrrrqKUCjE6aefTp8+ffjrX//Kqaee2qEyFbiJiIiI/EguvPBCLrzwQioqKnAch/z8/E6Vp8BNREREkspYNqaTo0I7u38ylZWV8fXXX2NZFpZlkZeX1+Gyus9Zi4iIyE6h9ckJnV12dLW1tZx11ln07t2bgw46iAMPPJDevXtz5plnUlNT06EyFbiJiIiI/AguuOAC/vvf//Lqq69SXV1NTU0Nr7zyCh9//DEXXnhhh8pUU6mIiIgkWc8YnfDqq6/y+uuvs//++yfWHXHEETz44IMceeSRHSpTgZuIiIgkl2XFl86WsYPLyckhIyOj3fqMjAyysrI6VKaaSkVERER+BL/5zW+YMmUKJSUliXWlpaX8+te/5re//W2HylTGTURERJKqKwYX7KiDE/bcc0+sjbKBS5cupX///vTr1w+AVatW4fP5KC8v56KLLtrm8hW4iYiISFIZC0wnmzrNjhm3cfzxx/+o5StwExEREekiU6dO/VHLV+AmIiIiSdYzRpX+GBS4iYiISFLtzH3cNhaLxbjzzjt55plnWLVqFeFwuM3rVVVV21ymRpWKiIiI/Ahuuukm7rjjDk455RRqamqYMmUKJ554IrZtc+ONN3aoTAVuIiIiklyWhenk0h3mcZsxYwYPPvggV155JW63m9NOO42HHnqIG264gQ8//LBDZSpwExERkeRqDbw6u+zgSktL2X333QFITU1NPJ/06KOP5tVXX+1QmQrcRERERH4Effv2TUy+O2jQIN544w0A5s+fj8/n61CZCtxEREQkqVoHJ3R22dGdcMIJvPXWWwBcdtll/Pa3v2Xw4MGcffbZ/OxnP+tQmRpVKiIiIkmV6KfWyTJ2dH/4wx8S/33yySdTVFTE+++/z6BBgzj22GM7VKYybiIiIiJJMHbsWKZMmcLYsWO5+eabO1SGAjcRERFJqp7SVLo5paWl3HTTTR3aV02lIiIikmR6ckJH7VCB23fffcfbb79NXV0deXl5HHbYYTQ2NjJnzhyqqqqoqqoiGAySlpbG8OHDOeCAAzY5KqO6upo333yTNWvWEAgEGD9+PLvtthvWRu3hkUiEefPm8emnn1JSUkJjYyN9+vShX79+HHrooaxevZoPP/yQpqYm+vbtSyQS4bXXXqOuro7+/ftz8cUXM3ToUACi0Sj//e9/+eSTT1izZg21tbXU1tayYsUKGhsbiUQiRKPRxHHr6upoamrC7/eTkpJCZWUlTU1NuFwuBg8ejDGGZcuW0djYiOM42HY8Meo4TqL+tm3j8/kIh8MYY3C5XPh8PlJTU/F4PNTX11NbW0ssFgPA5XJhWRaxWAxjzA++Dz6fD8dxiMVibY65o7Ntm5SUFBobGxPX2+PxkJaWllhnjMHj8RCNRhPXxhizyWvidrspKCggEAiwZs0ampubMcbg9XrJyckhKysLiF+vpqYmysrKqK+vJxqN4nK5CAQCxGKxxPvo9Xrp3bs3u+++Ox6Ph6ysLBzHYfHixWzYsIGUlBR22203AOrr62loaCA1NZX6+noqKioIhUL4/X6GDx/OwQcfzAknnIBlWbz11lusW7cucX9/++23LFy4EK/XS0FBAYWFhZSUlFBaWkpqaioZGRnk5eXRq1cvjDE0Njby5ptvsmrVKurq6ojFYvj9fvLy8jjyyCPJy8tj3rx5LFq0iLq6OlwuF9nZ2YwcOZI+ffqQkpLCmjVrWLZsGUuXLk1cp4yMDPLz8/F6vViWxerVq6mtrcUYg9/vp0+fPpSVldHU1ERTUxMejwfLssjOzmb8+PHssssufPjhh5SVlSXqvXTpUtavXw9AIBAgMzMTt9tNVlYWFRUVfPvtt0QiESzLIj09nSFDhmCMoba2NvH5qK6uprq6Gp/PR1paGuXl5VRWVhKNRnG73fh8PtLT0xPvYVVVVeK62LZNIBBIfO+03l8TJkygoKCAxYsXs3TpUkpKSrBtG8dxSEtLw+12Y9s2RUVF7L333gQCAZ5//nmWLVtGbW0tXq8Xr9dL3759qaioYN26dYl7uPVezM7OZsCAAaSkpJCXl4ff78dxHD788MPE7Ov9+vXD4/FQUlJCXV0djuPg8XjIzMxkwIABDBgwAGMMtm1TU1PD6tWrsW2bsrKyxHuTkpJCYWEhNTU1RKNRfD4fVVVVNDc34/f7GT16NEcddRTLli1j/vz52LZNXV0ddXV1ifvW5XLhOA4ZGRnsuuuunHjiiRx66KF88cUXfPPNN6xYsQKfz0e/fv0YPnw44XCYb775htWrV+M4Di6Xi9WrV1NaWkpTUxODBw/mhBNOYNKkSfj9/naf1crKSu655x4WLVqE2+3msMMO49xzz8Xr9W7Td0g0Gk38LjiOw7BhwzjwwAO3OPpvzZo1vPXWW2zYsIGsrCx+8pOfUFRUtE3HbmWMYcmSJbz33nuEQiF69+7NYYcdRnZ2dofKk52PZbb0K74ZtbW1ZGRkUFNTQ3p6eqcqEQ6HueMvf2H2iy8TqGsk0/awPtbMiqZ6Ulxu8iwPsYoNlDY10GAb8jKySM3OIn/oQG74/S0MGzYsUdZrr73G3/94O+H1FfTCQ50TpT7Fy14/OYjfTp1KamoqK1asYOq117H688W41lfRVN/AehPBeN3kZOdQEWki2x+gnzcFE43xwdpl2M1Rilx+Umw3q00zjUEvp/zsXC699FJu/u0NfPfJp5StK6G+oZ5wJILfWBTgIYbDcsJYQBZucnFTQ4xaYoQxNBIjDTdFeAHD1zThxaYPXlKxWU2YWmIEsXEAPzb5uAnhUEYEgGJ8rCdCOVFsIAMXhXipJEIlMTJw0QcvzTisJUwVUdJx0QsvGbioIMoGooRxCGMwGHLxEgTWEMGLTW6i7lHWEsUDZOMmCzerCdOIQw5u8nFTTYwyItQRw41FHh764qURhzWEaSSGr+V88vCQj5tKoqwnQh0O2di4scnATQo264lQRRQvFhm4yWs5//VEqMfBB0QxeHHRGw8ZuCghQjkRXFgMwIcNLcd2SMNFAR5cWJQRoRGHCA4hHFJbrksmLlbQTA0xMnHRHx/NGNYQpoYoBbipwcEAQaAShyA2+XjIw806Iqy1bRzbQzqQZyzSjaHMaaaSCHUuH65YM2mWi1w8ZFoelhEm5E3FHSjA480g3FROuLGcYLSJYrzYOJRYUGMD/iDZ2SlkZuTi8eUQM2mUrFtGdcU3pEabKbD8pGNTZprZYNlEU/uAZRON1GHbHjBRsByikQacmIPtTiUWrsblScEfLMTrz6O5sZSmUCmxSAhsF35/PoG0fkTDtTSF1hGJ1OLxpBNMG0B9zTfYtge3N4tYpA7b5cMX7IUTa6YpVEqkuRKXK4AvkI8vWEi4qZym0HowMVzuFNyeFLz+XKKReiLh6pZ6hbFdNqmZu9NYv5JYtAG3Jx0n1owTa8LtScMbyMPlDtDUsI5opI5YNITHl0kgpQhjYjQ2rCEarsPnz8PlDhKqX4Hbk4o/WIgxhobapbi9GQRT+2G7fDTWryHcXAnG4E/pS3NjKZbtwbJcWJYLjyeNSKQWjEkcO9xYTjRajxNtJhprwONJx+vPw+vLIRKuJhLegBOLYlk2bk+QSKQeJ9aE15eLP1hINFJHc2MpTixMSsZgjBOlKbSWaLQBX6CAQLAPkXANTaF1RMN1uDxpuNxePN4MPN4sws1VRCN1GCcan9Q0FsYxBsu2cbuCGGJYlguvPxfb5aM5tI7mxor49fPn4PamE2muIRqpwXb5iUUaiYQ34PVl4k8pwrJcNIXW4MTC+IK9iDRvIBKuxuXy4fUX4DhhmkMVGNOM7fJhWS7cnlS8/jxs201jw1qcaB1er01WThHGzqW5qZ5IUwUuNxgnhnGaCaQVEw7HqNvwDca4wAKXOwV/sACwiEVK2W3XIu6//++MGDEi8Z0/Y8YMfn3Vb2lschNIG4ATC9McWkN+rp+nn/4Ho0aN2qrfodWrV3PtdTfw9TdrcHkLsCwX4aZ19O+bze9+d0PiH1UbM8Ywbdo0nvrnyzQ2e/AG8gg3VuD3hTn1lKP5+c9/nviH99YIhUL87pZbeXvuR8RMOm5POk2hErIyXFx26f91uDP793Xl73dHj730qyWkpaV1qqy6ujoG7zpsu5xHZ3366afstddeiQTCttghAre7776bV+9/mOMzi9gztxCXZfPcsi94femX7OdKY7A/nWDEId8fZFGkjlmxag4pHsra5gbqdylk2qOPkJeXx/z587n+ksvYs8nFxKIhBN0ejDF8VVPB06XfssfxR3Ht9ddz0TnnweJl7BvzYZdV09sXJGxb/CtUyvxoHZkxi8P8OYwfsQd3fzUfaur4iZVO0OVhQHoWYQueqV/LfwlRMKiY4iZwmsKsrygnFG6iX8zNnlaQvpaXRU6I90w9Y6wgffBSaHnJwsVCGnjG2YAbixOtTIosL6+bWsqIsL+VRp5xE7XAMoYPTQPzaeBwK53DrQyqrRgbnAgxDG+aOnxYHEka06ig2PIxgXTWEGG2qWUvK4URBPBZFv3xcqeznjIi/MTKYJQVIN/yEDGGt0wtb5s6ohiqiJKGTQSDG4uDrHRGEsBv2yxzmnjT1DHGCjIQP6sJM980sI+VQjFecu14eYtMiDdMDTYWU+wCsi0Pa0yYBmI86lQQwXC8nckBpGMsiBiHRYR40dlADTGusgspxksZUb51mvk3GxhiBTjByiTDcrPGhFlpmnnX1PEdzRTi5mgrizFWCgHL5mvTxMemgSWmkQOtNIrw8i9TjQ+Lfa0U+lt+siwXdSbGTFPDx6aBFGx+YqUzzkphAw4PO+UMsHyMIUgf20s6LlaZME86laykmWPJ4E3qqCJKHh4mWBkcaKURxnC3XcfaQBYZkXomeAopdmeCiVLfuJ7Pw+W8Y2ow2Exy5zPIk83HdoTPPG7y+hxOOFhAzB3EMhGayhfSVPoeR7nzGOBAdbSW/xLmE9NA1OWmoOgQ9tr7BNaXbWD1sjfxrJ7LQY6fAa4UMA54M/jKqecdQgSHnIWFRdnqmQTSimmoXUqobiXZvfZnw/p5uD1p9Bl4GjmFB2BZLmKRRsrXvUXpyhcxxhBM7cfA3adg2x6qKz+hZPnzhJs24PZmYLtc5BYeQtX6eaRn7UZ+0UScWBNNjWVsKPuQ6vKPyC08iNy+E3Ai9cRijVSVzWfD+vfI73sEub0Pw5hIS1BQw/rVr7YEMOtISR9MuHE9Gbmjqa/5mlgsjNebTkH/40jNGAIYQvXLqSp5l+qKTyjodzRpmcMAQ3NjOeVrZxEJVxNu2oDXn02fgafh9efw9YKbCKYNoFf/40jP3g3b5SfcWM7a5c9SXT4fJ9ZMWuauuL2ZNDeWUjjgp2woe49IpI5e/Y/H480g2rwBlzuFqrIPKF3xEm5vOgX9jiElYxD+QC8sy0Xths8pX/06/tQ+1FZ9iTFRcnodQGrGUPwpvYlGGmhqWEtlyRz8KX3JLtiP5lApVWUfYkyUQXtcQyxcR2XpO5Sve4tYNETfQWeQmTcGjKG5sZTG+tVUlr6D15dLY8MamhtLyC44gEi4GoxDrwEn4Av2Ity4nqr1H1BTuZCcXgcSTB+Ix5OGL9CLupollK54kUhzDV5/Dr36HY3XnwuWhW37WL/mNRpqviG/zwTqqhdTX/MtOb0OYEPZR0TClYALjy8TXyCfPgMn4w/2JtpcTX3tt1SVvk99zVf0Lj6OnPxRZOUUEapby1efPYpxIrjcKUTCNaSm96GuZh3RaAP+YG9673IKPn8WTrSBhtrlbCibS3HfCM8/9yS9evXiww8/5NjjTsOfvhdDdj+bQDAPgOqqb/nms4dIC1SwaOFHpKam/uBvUENDAz87/yJWrDGM2vssMrL6xNfXV7Jo/pNkplTw8PRpFBQUtNlvxowZ3PnXR+k3+FiKB43H5fLgxKKs+G4eK775F5deciZnn332Vv8W3njjzfx75kcMG3UahX12x7IswuEQX33+H+oq5/GnP97A+PHjt/7HdTN2hMDtm6+/6pLAbcjQXXfIwG3KlCk/+Hp5eTlPPvlkhwK37T44obKykv88+zyHp/ZiTF4fXJZNQyTMhyUrmRTIYzcCROsaKAqmker2sn8ghzFWCh+vX8PZxSMJLVvNzJkzAXj6ySfpWxvmpAHDCbo9AFiWxbDMPE7K34X5b73N448/TvlXSzm9cDBWVR29vAHSPD5yXF6O9+fhb44ywpfGEMvPnG+XUFVbw+muXEZ50/EbqGgKkeX2cl5Gf3pFLVYt+YafZPemtGYDfSwvGY7NQVY6hZaXdONiESEOsFI50E4naNn4LQuvZTPY8jPWSiEDm10sHytNmDUmzElWNntbKWDFW+8H2368WAzDzz5WCmmWiz54SLFcZFhuTrKzqCDK2zQw0PIziUxsy2axaWSA5eN4K5NdbB8O8C1hqolxhJXJUMtPvuXBjUXAsplkZbCbFSALFxm4CGNoxrCnlcKBdhouyyLPePiEEAdYaRxkpwOGb0wTI6wAR9uZ9LK91JkYBZaH4XaAA600XEA1MTYQxW9ZDDN+ohj2t9I4zMogYNm4Abdls7+VxuFWBi4sUoyN33LR2/KyzGqin+XjaCuDsGVIwabIigfBh1jppOFiN4LsY6eSZrmoIYbPsjnDymGw5ecb08RiGrGAc+1cci0vqZZNKi4yLTfHW1mk42KY5WeQ5ce2LN4zdWRbbs6zcimwvYRwiGAYavk5287Bj00thgiGNFyMtVI51E4n3XIx39RTF8wn1cQ41F3AQE8WLsvCtj1kBQvZw53JXlYKmdgMcqVhgnksMU306X0YRRm7kmV5sXDwGpvhBQeQkTuahdEN+IJ9SLd8HOopwB0Lk569Jxm5+7JmbSnhcJhI2UIO9hcxLG0gTqwRjzeDoDeTvQJ92dNKob7kXXIKDyCrYD+aQiXYriBpWcNxu1MBQ0G/ieT1+Qm27cWybFyeAL36TSS38BCME2+Sr6n8BMtykZk7hsIBJ4EFkXAVhf1PIBppwOfPpc/AU/H6c/Cn9MHjSaGxbhl5fQ4jM28MljHEYo34AoVEw9Vk9zqA9OyReLxp+IO9cXvS8AcLKSiaiGW5SM0YSm3V52Tmj8WyPdi2H5fLR68Bx5OWORSXO4DLHcDryyOr14Fk5u1NU2gdWFZLRimXwgEn4MTCOE4zvYtPJitvb8pW/weXJ0DhgBPIzN0T2xUAY/AFC+i/6wUEUvpi2x58wd40N66noOgoXC4PzY1lFA06k9T0XfC1ZKscEyan8BBc7gA5vQ4gPWsYPn8ebk8qtstDTsF4cvscSlNDKS6Xj7SMXcnKH4cvEA8CbNtFXu9D6NX/eEK1ywAbX7AXRYPPwZgYdVWfE43Wk12wHzkF43F7UsjIGYXbHcTjy8Qf7E0wbQA5hQcTidSQlj0ClyeVYPouRMLV9Bl8JsG0fng8KXh82TTUfkt+3yPJyNkD2/YQSO2Hx5dBVt7eBFIHYEyU3sUnE0wfiONE8Af74k/pS9GgM3F70mioW05Bv2NJSd+F8rWz8AbyME6U9OwRuFxeigafSTB1ALbtwePPxuvLpqDfUaRmDKa+dgVefy5utw+Pv5A+u0zGiYXJyh9LLNZIdeVXpGXthssdpO+g0wmm9May3Hj92QTTisjvexSr1oR45ZVXAPjTn27HuAoYMfqSRNAGkJk9iOF7XUJFVYRp06Zt8Xdo9uzZfPtdGXuPvygRtAGkpOawz/4XUloeaTfLfVNTE0/98wXy+hzIoKEH43LFf3Nsl5tdhhxAft+D+OfTL9LY2LhVv4UrVqxg1lvvM2TESfTuOzLR9cHrDbL7Xidi+wYyY8Y/t9jVRXYMCxcu/MFlzZo1HHjggR0qe7sHbvPnzydSWc3YvP99WL6uqSDS3MzevkwsIGgsbOd/N+sYXyZ1oRCljfWM8KTx3uw51NTU8PmH8xmb07tNX7ZWu2XlE2ho4tWXX2aI5SfW0IgVi5Hu+V/fhUgkxm5WgIpoM1leP4uryyk2HvJd8W0ybDf1kWYcY/BaNsPtAIGYwzcVZaQ6UBltYjh+jGXIwMUqwjQbwygriAuLVMtFIw4xDI3E14NFFVFWEibNshmCDy8WNhZBbDCwkjBj7RSaMUQx2FhkWC6aMAzCR5bl5ksa2YMAubabehNvdtzTCuK2bLzYBCybz00oHvTgIc1ysXGcb1kWY6wUmnDIxk0YgxsYhh8D+C2bMiKEjMOeVpAUbBpwqCHGXlYwfn1w4QCNxM9/IH48WCw1TdQbh3RcfEUTNrCPlUIUMC2LG3Ba1qdi856pwwJsA+tMhJEESbfchI0hjCGITQCbdMtFMT5iGAItt3M9DmnYuCyLPa0glURZZpoZbPlJtVykW/G628Q/ADHLMMwKEDImHviZGCtMM3sRxGNZpOMiYgyxlutfbPkZhI9PaCDcEriNtAJ4sLCAz13gDeQRiEXYzZOd6D5rAVhuPJ5UBhMPyGtsmzWxBiKeFPIzh2GcGKm2FysWIQULFza9skZSaRmqY424PemEovV4XAHSs4ZhWTaNTWFC9WsIRhrZ1V8Ilo2FC5c7peW9dTPMV4CrYR1NoXVk5e2NE2umOVRKZu4Yqsvn4/Fmkl2wH7StLZblIit/Xyzbg8ebTt2GxRgTw7Y9ZOTuFW9SDBSQmjmcuurFZOSOxrL/13U2GgvhOBEy8/ZJZFUsy00s1kikuYrsgv0BCyfWDIDHl4kTayI9aySW5ca2PbjcAVIzh9FYtxyPLxO3J42U9EFYthvLaun/GWvE680gM3c0TQ1rwZiWerpxe9NJyRiEbbvJyBsNGOo2LCYtczj+YK+WplArceouV4D07D3iQUrNN1i2i4y8fair/gqvP49A6oD4ORqDx5OOcWKEWppcU9LjfVQ93nSMiQE2lu0hM28fnFgjxkRJzRyOcZrx+rKIReLNv1g26TkjsV0+mhpWY9teXO4AKemDqa36tCUr5Sc1c1dc7lRCdSsS75PbmwFYpGXuFt/O5cftTqWuejH+YC+Cqf2wsHGcKJHmKowTjb93WLjdQVzueNAavwAOqRlD8PpzME4Y2+XH5Q5gWRa27SUjZ0+aGtZi2TbpOXsQizYQizTi8qTicvnxp/TFH+z9v3vIgMHB480iLXsPmhrWEo3F+8+GwxGC6QPwBQtpbFiH252GbQeIRupIzRiK15eDY2JYtodYLIrXl4lle/GmDOb112cD8N/5n5JbMBaXu30ftNT0vqRmDOW1115r99r3vff+PFIyhhJMyWr3msfjJyd/T2bPfrfN+s8//5z1ZbUUD9p0Bqx40HjKyutZtGjRFo8PxPtUN3voUzSq3WuWZdGveByffbGU8vLyrSpvx2d10bJjmjNnzlYtHbHdA7fm5mZsY/C5/vdlH3ZiYCBguQBwEf9xb5Vix9dEnBgpHi9NDaF4h+hYjBT3pjuj2pZFwHIRbmwixeWJd4DFahPkOS0BQdQYXJZNrKXfUusWrpYvIqflXzx+bGwgHIsSwCZiDP6WS+oi3u8KINBShmujm8wAKS3bOkAMgx9XS33i27ksiLSUkYIrsV9rWYb4BzqITRRD0LJxYRFr2aY1kGndPkK8frZlbXJUSvxcLXwtAYiFlXgP3C37/2+7eJ1b/05cH8C0BJcey8KDnQgQXVg0YrCwWs79f+9q65UJEj+H8EavxYCAZSduVqflNbf1v30ca+NraxJ1iYfMFtHv1bO1dKvl+gexiFomca9FMQSs/72X8XLj+9lA0HIlzt+FlbjWAGELbMuFB3Bv9B4kQiLLxtdy7ziWRdQ4WLYHl+0B4vceGOyWc/K4AxgsojhYtouIiWHZLly2v7ViOE68P6G79QwsC1rqj2Xjtz1YGIwTxeUOtpwNuDwpGBPFsv4X6G3MAG5PWjxAslw4TqT1JLBdfrAsXO4glu3aqOyNCzBttgETL8uJ3xVuT2rL77tpKTZ+tW2XB9vlIX4X2rjdARwn3k8sHkjYbPylbYxpcw7GxPtqtl4DlzsA1v+umcFJrNsUtycFLFc8+LPcuGwfxong9gQTn1ETrygAjhNpqZuv5RxdiWsM4HanYIwDWIkgIx7gGiwr/mm0bTe2yx8PVlruAbc7iBNruebYuFzxczcmPnDBwmp5byzslu++1v54bd4Py4KW9z/+fgTie2/i/G13ACy75ftlo9ctcHuCGOIDllyuQEu58fsnXm77eyh+eBuXO9gSzLa8Zy3fBfH1USzbhe32Y5wobncwXrYxG31uXPHr5/ITamwCIBqJ4fZuvhnU7UmlqTm82ddbNTY24fFuuu4APn8KjU3NbdY1NzfjOAavb9P7+XypOI4hHN7y8VvLc7sD2K5Njxn0+lK2qbwdXWcfMN8VE/h2V9s9cBswYADG72N5XXViXWEgDcvt4ttIAxDP4GzcwfPbSAO2y0VBIJWloRp2GTaU7OxsMgvy+bqmYpPHqWpupNKKMWj4ML4N1+P3+4kAzbH/jdzyu1x8RzNZLi8NkTC53gArCBNuGVnZYGK4XTaulrqscpppsqBPWiblRMl0eVhFGAuLEIbclvBoeUuX/wYT/3G1AQ+wlGYMJt5kh4sKE6HGRIm1/IyFWgLBFMvmG9OEbVmJwKIBBxdQZ2KUmgi5uPnONNOAg594YLDchHEwOBgaceiFhw1EqTMxQi0Zp419a5qwgEqiLYGnw2rTjAWJwQcWFstpbsl6uXADy4h/oYVavtC9WDTiUG4iif08LXUegJcIhm9oSoTE8SAw/v9LaaIRhwFWy7+gLciwXKwwTTS31NnbEgyGjCFqDCtoxmP+F0h6sRN1+c404bEssnGxnGYw8ffB13LsGOA1sMyEE1lEv2WTiYvvzP/Oy7LiAZwLizoTY5lpJh8PNoYQDitNOBGg9o45hKP1hCybUqchkVVsDRaj0RAlhGnGkOLEyHL5IVJPXeP6eAbNCWMsmybjAIYN9Svxmhjptp9YpIEMdwrRaBOh0FrA4HJZeP1ZhGybsmgNFhbGxHBi8R8340RZE6km6g7g9efSUPtdPJvpSaGhZim+QC+ikTrqa75h42C6VV31lzixMNFIfbx5z7IwTozG+hVgDI0Na4k0V+EL5NFQu7TNvvEmSIeG2m+JRULYLh+OE8HlScGyXNRt+BKMiQ+YAKLRBrBsGkOlxKKNGCAWayRUvxqvP4dYLES4qaKl71YsUV/b5SUWbaCh7ruWgNJuCV4iOE6MUN1KHCdMqH5l/B7xZtFQu4xopC5eUWPanHpDzVJi0RBefx5OrJlQ/Qp8gXwaG9YSi4bAxOKjtKMhAPyBQmLRBppCpfH7KhrCwo5/ko1Dfe1SbDs+AKmxYU3LQJF6LDteb4CmUCnRSC0eXzaOEwYsGmq/w5/SGywLx0RobFiNE22K9z0jHvzEoo1gnHimEXCcMNFoCH+gF431q4nFGjEmPkDB7c1syRCuAAzRWCgeUFq0XEubUN1ynFgzluVqyRI6ietTX7MUtyfeL6mxbgUYsF1BYtGG+GCQ+hU4sdbAIh60W1jx97BuGR5PBrZtY9s2bpeLSLiexobVeH05RMN1RJqrcHvTaaj9LlGHePDsIhppAByaGlax2/AhABQW5lJTuaTdPRt/D5qpr/mGwYMGbvL1jQ0aOICaDUsxmxlFX1n+NUOG7NJmXf/+/Qn4XZSVfLXJfdaXLCEQcNG/f/8tHh/iv4WxaDV1tes3+XpZ6VdkZcZHFEvPtt0Dt5EjRzJgjxG8UvJtIojql5pB38xs3mgspwGHmNfFhnD8R6jWiTC3eQPD8gr5rq6K9QEXk445BrfbzVEnHs/85mrWNtS2OUbUcXh59ddkDiji5z//OfUZQT5rrsGXGmR9U0Oiz8Ay08xqK0KDiVIRbeagokGEPC7ejlYTikWpNTGyfUEs4LPmGr6hCVd6Co22wR/wE7VgBWHWmzAbiJJuuSiyvMw1tZSbKI04eLFwYeEyFvOc+kQGbQh+PJbF66aGahPFwRDBodKKUoyXD009jSYWDxyIUWtiZBgX/zE1GAyHW+ksNo187oRIt1wMsvwsNA2sNmEqiRI1hn2tVNxYzKOeDU40kUEDKDURPiL+A1LdMhrUAB+bBqqcKDFjMBbsYvmYa+pYY8J4LIv+lo8PTT3lJkoFUfxWfLRopRPlI9OAhWG45SfTclNnYqS1ZKLeduqoNdFExivWEti+4dQSwmGsScEB6oixCz4Wmya+NE2kWS5sYD0RmkyMxTRSTpQqoqw3ERziTbZNxuEb08RCE2IAPvawglSZKO9RT6glI9ea1VtOmNU0U2Oi1DnxUbh72Sl8bZr43ISoIYa/JRNojOFVU005EQ4klQAuaokyj3rKTYQYsA9+rPp1NLkDvBMuIWJiicAtHK6hJhpioQnFs49OjLxolBzHYVXpXCLGocZEwOWjybKoaC5nfdk8htqpuGKNxGKNrCZKlBjVFfOJNleRm5uNP5BDNK0P74dW0NC0IZ5ljNTimBh1sRAfh9fjzhuDMQ7l62bjDfTC602nuvwjMnL3IhppYP2qVzYKZOI/YM2hEirWzcay3TjRRrLy9sGyXEQjdaxf9SrGGBwnTNnq10jPHkXdhi9bAkBaAooYvkAh5WveINxchdeXQ3yEYD0pGUMoX/tGPFhraS6NNldjuwKUr3kdy/YQqluF7fJTXfYh/tR+RJqrcZwo5WvfxImGcZxI4vMbql9DVel7pGYMTWQXjXGoqVhApLkKMJSuehknFiavz+E0hdZRXf4R4aaKluwcYAzVZR9RX7uUWLQejy8Llzed9atfJS1rdzCG9atfJRaL4jgRIs3V8ayWbREJ17KhbB6OE4uPTG3JcoWbqylf83rLSFaoqfgEJxYh3FSB25NCLBoi3FzJ+tUzcblT8PmzcZwIG8r+SyRcQ1b+vrg9qTSHStlQ/hGRSB1udyrGOBgnSnNTGY5xqCx5B48vl4ba5cRagmxjYpStmonjOC0ZKwdfsFf8ukcaMLEwzaH1GENLPaoIN1VStX5e/DYwhubG9RgMNVWf0VC7jLSMIYRql1O74XNSM4fixELxQL5hNbFIiLI1r8frZgzGiWCMQ131EuqqPiMlYyCYJizLwuP1UrbmjXj/SScMGHz+dKKRGpqbyqla/z5Wyz8SIEa4uYqG2qV4XRUcf3x8dOXpp/2UuurPWL/uozbf+cYYln39AiZWySWXXLLF36GJEyfi9zTwzZI32722avl8Ys1rOOboiW3WFxUVMW7fUXy75D80N9W1eS3c3MDSxTMZu/fuDBgwYIvHBxg3bhz9inL4YuGLxBJZ1rja6hJKV3/Asccc0eEHk+9ojOmapSfaIUaVfv3111x72RWY5WsZm1FAri/IZ1WlvLTyKwpdPsZlFUJVDXXRMF/RhBMMMCQ3nzU+i2PPP4df/vKXWJZFY2Mj11z5a75++z32cKcxKD2bukgz/61eT31+Jjfc/gfGjh3LY489xj/+eg+FNU1kVtXjCkdZZyIstcO4/T5KG+oY7E/jqEEjWFJdztzlX9PXcTPMk0phIJUl4Xo+jtURKO7LBT//f/z78SfxVtSwprKc5qYmrGiMYsvLAMtHk3F4y9SRhouhlo8CPIQxfGkaWUWYGIYh+NnTCrKeCB+YBnrhYXcrQACbVTTzlWmijhj5eBhmBcjERR0xVphwvC8bAQDmUEcAm5FWkDzj5uOWPli7WgGKic+lNdepZQXNFONnpBUk33JTZiIsNCHKiRLBoRlDXzxYQAlR8vGwhxUkBxcbTIy51JKFm5FWEK+BjwhhASOsAH3xUkGUz0yIZTQTxGa8lcZQy0e5ifG1aeQ7mmjE0AcPY6wUCiwPlSbKfNPACppJxWag5WeoFWjp4xbmQxpIxWYfK4V8PNQQL2sZzbTmXQbiY08rhVzLzbemiQUmhINhf1LxWzb/NQ1UEmUofgZaPgKWzWoTZolpop4YDcQY0FJGHi5mmhpqcdjNCrAbAWKWYaET4gsaycaFD5sNhKnBwYVNX7yMtoIU4uEt6vjKG8QFFBsXw11ppMRirI/W8IVTzxoiuLHoZwcYYaWCy8v7NBJOKyKQPQK3J51wcxV1FQtIaVjPT1xZeJwoq4jwlRWlyu3GopnM7P4M230ioWYfJWu+YsOK1+gXjTDSm0cgFqXSRFlsR6kI5BLM34eGmqVEI7V4fVk0hdbRHFqPN5AHlodwUzkp6cVk54/HG8inqWEtG8rmEapbjmX7Sc0YRF6fw4lGathQ9l8aar/F7U4jNWtXaioWEkwrbgkmmknN3BWvP59YtIH66q+prfoUf7A3Wfn74gsW0hRaS23lpzSF1hJI6U96zkjc3gxikQYaar+lqWEVjhMjFqmnoP+xVJa+g8sVwLa9RCO1GOMQTBtAes4obMtNqG4ZNVWfEW4qJzN3DCmZQ8GJ0VC7lNqqLwik9iMWbaS5sZSU9IFk5I6hsuQdwk3rSc8eQXr2KFyeVOqrl1Bd/jGRcDVeXy6OE8EXyCHSXIM/WIjbm0lDzdf4U/uSkjYQy3YTCddQW/kZzU3rcaKNBNN2IT1nJD5/HrFoIzVViwg3VeL2pBGLhYhFG3HZPtKydyeQUkQsWk9N5afxuuePw+0O0lCzlIa6bwmmDSS38EDCzRuoWv8ejQ1rcbmDBIKFpGfvgcuTSqSpgvqapUSaq7BcfmKROiKRWry+bHyBgvg5p+1CSvqg+BQodd9RU7EAf0rf+MAQTxqxWBP11UtaAnebplAJ6dkjSMveHVqCsvjUKdl4vVnUVX+BcSLk9jmcmooFhJuriEUbcXvTsW03qRlDSc0chnEiNNR+R92Gz4lF6yjocwCpGYOwLJu6mm+o2/ANtitINFJLasYgPL4syte9D7jjg1MydyU1cyjGaaah9hus6AouveRsrr76KizLIhqNctRRk/h44XIy8/YmO38PnFiY8nUfEqr9kgvPP4U//vGPW/U7NGPGDP5+72O4vLvQp/9obNtNyZpPCdUu5rTJR3H55Ze36z+9du1aLr3sSlaubqRX0b6kZ/amrqaEktUf0q+Pj7/edfs2zee2YMECrr7mRmobUugzYD8CwUwqy76jonQ+e+9VzJ///MctjpDdGjvCqNKvvv62S0aV7jp00A45qvTHtEMEbhCfQ+eZZ55hzqv/IdLYRFp2FvsechDRaJQP3pxNeUkp1fW1WG43Bdk5DN9zFMedfBKHH354mw9TY2MjL7zwAjNfeJGKdaXYHjf7HfYTTpk8OTFhrjGGd999lxeeeYaFH/yXyooKQpEwWZmZDBoyhFH77kN9XR2fvPsBTjRK1O2iYkMV1WvWYWIxPGmp/GTSUUydOpW+ffsyb948nn/mGT58+x1Ky8toqKuP90OIROJ9Ekx8QIKnpZm0tQ+VTbwZ2EO8v5xFvFkuRrz/mwuLppa51YKAg4UDeFqyYSEc/Fh4WrJHkZYywcIfzzlQj8GLhb+l2aZ1gEO8X5eNG4toy7rWJtoY8T5fbqAJQwzwYeMBokAYB4t4vzdXS9+rcMs5uFu2aWppqowBASx82PGsWktzpw9ogpb6x/votTb/+lr66blb+tq1nltr3ztXy3Vo3qge8XOLn5OnpT9eY0sdWvvktW5vWs7HgpaZ8Ewi+2a1vBbv0+fQ2HL9Atg4LXV0E++7Fmp5zYuhoeXa+xLHd2jC4FjxH6CAcbCNQxSHZrcbfyATy4QxkTCuaAzbxOvi+Ly4PSnxDIgTwYmGsY2DNxofytFsu3EHAgwaNJDzzj0Tn8/H62+8TVlZJTXVG2hqqqOyogLTEMJt2cRc4HgDOLiJRiMYJ4bX6ycQ8BIMBnG7bCoqyqirbyQWMxgTxu0OtnS+j+L1QjCYQvWGDTjGje3yYpx4M6zbbZOalonPF6S2tprGUC2WHQAcMA6WyxvvpuSEMY6DYxxs24NtezEmRjRaj20H4ompjfpbGRPF43HjcUMkZoOJN5dFI/UYyxtvCnZi8Xm+XN5E/7pYLN4satsubJcPjMFxmsE48fnFbDdONIRjnHifM6x4M6Uh0W8u5oRxYmEs4n3pHKexZUJYP8ZEsW1PIstou7zYlgtDjIDfR1pqgJqaWpqbm8HyJpr5jBPBsuM9K33+VNLSAoSb66irj2Bazi0WawbLxmV7MTjxbCW0BKvu+DbR+KfR50vF5bJxu71EozHC4XBLHztXy6fVAmNhjINlGWzLg2NieDw+fD4/tu0QjYSJOQ6OE+/LFotG4k2SLl98njwngu3y4LJ9YFkt9bHjgyZcMTIy0sFY1NU34hhDJBxKDESwbU+80dWOf4JdLuhX1JtDDjmAqg11fPXVd1RWVeKyIS8vj6K+vYhGY6wrqWyZjLwex4nR2BgmEolgu7z4fV52330oU664lOOOO67Nd344HOZ3v/sd/3z6BSqr6rEw7LJLb/7fxf/Hz372s236HXrvvfd49rkXWLRoMcbA0CHFnHTScRxxxBGbHPQGUFZWxrPPPsurM9+krr6R1BQ/kyYeximnnEJ+fv42HR9g6dKlPPPMs8ye8z6RSIy8vCyOP24iJ554Iikpm++Hty0UuHVvO0zg1ioajdLY2EhKSkqiX1vrumAwmHhSQCAQ2OwHCeLBWUNDQ2JG8s1pbGzEGIPb7SYcDhMMBhPHDYfjXxzBYLxDckNDA3V1deTk5ODxeNqV1dTURCwWS5TVOiu9z+dL/HcgEMBxHMrKyvB6vRQVFVFdXc3SpUspLCwkLy+PYDDIt99+m5jJPC8vj1gsxtq1awmHw0SjUXbbbbfETPLRaJSioqLEMfr27UtdXR1r1qwhFAolZkH3+/0EAgFWrlxJZmYma9asIRaL4fF4SE1NxbIsCgsLCQQCNDQ0sGHDhsTs8WvXrqW+vp6hQ4dijKGsrAyXy8VXX31FMBgkMzMTy7IIBAI0NTWRmZlJUVERNTU1NDc3EwqFqKioIDs7G5/PR3l5OVlZWTQ0NLB06VL22Wcf0tLSaGhoSDxdIjc3N/HelZaWUltbS1NTU2Jmd9u2CYfD1NfXk5KSQn5+PtnZ2TQ1NfHll1/i9/sZMmQIbrebmpoaamtrSU9Px7Lig1Kqq6tpbGxkl112YeXKlTQ0NCRm9Xcch+zsbPr160cgEOC7775jw4YNAPTt2xe/308sFiM9PZ26urrE0wFWrmztQxV/uoJlWYlZ7NPS0hg6dCiRSITm5mZSU1NxuVzU1NQQCoXIyMjA5XLh9Xqpr6/Htm08nvhAmtZ7y+Px4Ha7SU1NbfNEjVAohM/nw+12J86j9Rratp1YZ1kWXq83MTu9z+cjFArhcrmoqKhIPB0gHA6Tl5eHx+MhEAgQCoWoqqpKvB4MBvH5fASDwcT+kUiEUCjEhg0byMnJScy6n56eTmVlJV6vl1AoRG1tLbm5uQQC8UzxsmXL6Nu3L/X19cRiMQKBQOIHr3Um/pSUFFJSUqirq6OqqgpjDPn5+TQ2NsYH6LR8bsvLy1mxYgW5ublkZ2cTDAbxer3U1NQQi8US+5SWlpKZmZl44kJtbUvARfzpA6FQCMdxEt9tK1asACAnJyfxPeHxeNiwYQN5eXm43W4CgQDNzc1UV1cTDAaprq4mJSUl8WST1ieXZGVlYds2tbW1lJeXk5KSQnl5OQMGDEh0PG9sbGTJkiU4jkMwGCQ3N5fCwkIcx8HtjvedbX1ySutTKfx+f+K6rlmzBsdx8Pl8NDc3Jz6jrU9jaH2yQSQSobGxkezsbEpKSmhqamLAgAGEQqHEd2/r0xTWrl2L1+tNPH0hFAolnsCQmZlJOBymsrKSzMxMampq8Hq9iXslLS0N27YT+7lcLmKxGC6XC7/f32Y9kPgebWhoSNwTKSkpP/id7zgOFRUVeL1eMjMzN7vd1mj9vLV+92+N1t+pQCCQeI86o/V7Ykvn3RE7QuC2pIsCt2E7eOD22muvkZqayv777w/APffcw4MPPsjw4cO55557Ek/g2RY7XOAmIiIiP54dIXBb/PV3XRK4DR86cIeOQ3bffXf++Mc/MnHiRD7//HP23ntvpkyZwuzZsxk2bBiPPPLINpe5Qz2rVERERGRnsXz5coYPHw7A888/z9FHH82tt97KJ598wsSJE7ew96Zt91GlIiIi0rPE58Xs/LKja+0iAvDmm28yYcIEALKzs6mtrf2hXTdLGTcRERFJsq548sGOH7jtv//+TJkyhfHjx/PRRx/x9NNPA/DNN9/Qt2/fDpWpjJuIiIjIj+Dvf/87breb5557jmnTptGnT/zxnv/5z3848sgjO1SmMm4iIiKSVF0xgW53mIC3X79+vPLKK+3W33nnnR0uUxk3ERERSar402Q628dtx/fJJ5/w+eefJ/5+6aWXOP7447nuuus6/NxZBW4iIiIiP4KLLrqIb76JPwZw2bJlnHrqqQSDQZ599lmuuuqqDpWpwE1ERESSzOqiZcf2zTffMGrUKACeffZZDjzwQJ588kkeffRRnn/++Q6VqT5uIiIiklSmZelsGTu6+CPy4o9ffPPNNzn66KMBKCoqoqKiokNlKuMmIiIi8iMYM2YMt9xyC0888QRz585l0qRJQHxi3oKCgg6VqcBNREREkqqnTMB711138cknn3DJJZdw/fXXM2jQIACee+459ttvvw6VqaZSERERSaquCLy6Q+A2cuTINqNKW91+++24XK4OlanATURERCSJ/H5/h/dV4CYiIiJJ1VMGJ8RiMe68806eeeYZVq1a1W7utqqqqm0uU33cREREJKmMsbpk2dHddNNN3HHHHZxyyinU1NQwZcoUTjzxRGzb5sYbb+xQmQrcRERERH4EM2bM4MEHH+TKK6/E7XZz2mmn8dBDD3HDDTfw4YcfdqhMBW4iIiKSZD1jAt7S0lJ23313AFJTU6mpqQHg6KOP5tVXX+1QmQrcREREJLm6opm0GzSV9u3bl5KSEgAGDRrEG2+8AcD8+fPx+XwdKlOBm4iIiMiP4IQTTuCtt94C4LLLLuO3v/0tgwcP5uyzz+ZnP/tZh8rUqFIRERFJqp4yqvQPf/hD4r9PPvlk+vbtywcffMCgQYM49thjO1SmAjcRERFJrq5o6uwGTaXft++++7Lvvvt2qgwFbiIiIiJd5OWXX97qbTuSdVPgJiIiIknltCydLWNHdPzxx2/VdpZlEYvFtrl8BW4iIiKSZF0xnceO2VTqOD9uSKlRpSIiIiLdhAI3ERERSSrTRcuOavbs2QwfPpza2tp2r9XU1LDbbrvxzjvvdKhsBW4iIiKSVDv7s0rvuusuLrzwQtLT09u9lpGRwUUXXcSdd97ZobIVuImIiIh0oU8//ZQjjzxys69PmDCBBQsWdKhsBW4iIiKSVAarS5aOuPfeeykuLsbv9zN69Gjefffdrdrv/fffx+12M2rUqC1uu379ejwez2Zfd7vdlJeXb22V21DgJiIiIkllTNcs2+rpp5/m8ssv5/rrr2fhwoUccMABHHXUUaxateoH96upqeHss8/m0EMP3arj9OnTh88//3yzr3/22WcUFhZuU91bKXATERGRHuGOO+7g/PPP54ILLmDYsGHcddddFBUVMW3atB/c76KLLuL0009n3LhxW3WciRMncsMNN9DU1NTutcbGRqZOncrRRx/doXNQ4CYiIiJJ1ZWjSmtra9sszc3NmzxmOBxmwYIFTJgwoc36CRMm8MEHH2y2ro888gjfffcdU6dO3erz+81vfkNVVRVDhgzhT3/6Ey+99BIvv/wyf/zjHxk6dChVVVVcf/31W13exjQBr4iIiCRZ103AW1RU1Gbt1KlTufHGG9ttXVFRQSwWo6CgoM36goICSktLN3mEpUuXcs011/Duu+/idm99yFRQUMAHH3zA//t//49rr70W09Kua1kWRxxxBPfee2+7emwtBW4iIiLSba1evbrNtBs+n+8Ht7estgGjMabdOoBYLMbpp5/OTTfdxJAhQ7a5Xv3792fmzJls2LCBb7/9FmMMgwcPJisra5vL2pgCNxEREUmqjg4u+H4ZAOnp6ZucL+37cnNzcblc7bJrZWVlm8x+1dXV8fHHH7Nw4UIuueQSIP44K2MMbrebN954g5/85CdbPG5WVhZ77733VpzR1lHgJiIiIknVmek8Ni5jW3i9XkaPHs2sWbM44YQTEutnzZrFcccd12779PT0diND7733XmbPns1zzz1HcXFxxyreSQrcREREpEeYMmUKZ511FmPGjGHcuHE88MADrFq1iosvvhiAa6+9lrVr1/L4449j2zYjRoxos39+fj5+v7/d+mRS4CYiIiJJ1RWPrOrI/pMnT6ayspKbb76ZkpISRowYwcyZM+nfvz8AJSUlW5zTbXuzjOlYK3NtbS0ZGRnU1NRsVduyiIiIbH/b8/e79djvfFpBalrnjl1fV8uBe+T2uDhE87iJiIiIdBNqKhUREZGk2ngC3c6U0RMpcBMREZGk6srpQHoaNZWKiIiIdBPKuImIiEhSba9RpTsDBW4iIiKSXOrk1mFqKhURERHpJpRxExERkaRysHA6+cirzu7fXSnjJiIiItJNKHATERER6SbUVCoiIiJJ11PnYessBW4iIiKSVI6JL50toydSU6mIiIhIN6HATURERKSbUFOpiIiIJJXBwnRyOo/O7t9dKeMmIiIi0k0o4yYiIiJJZUznR5X21FGpCtxEREQkqRS4dZyaSkVERES6CWXcREREJKlMy9LZMnoiBW4iIiKSVMZYGNPJUaWd3L+7UlOpiIiISDehjJuIiIgklQYndJwCNxEREUkqBW4dp6ZSERERkW5CGTcRERFJKo0q7TgFbiIiIpJUGlXacWoqFREREekmlHETERGR5FJbaYcpcBMREZGkclqWzpbRE6mpVERERKSbUMZNREREkktNpR2mwE1ERESSShPwdpyaSkVERES6CWXcREREJKk0OKHjFLiJiIhIcqmPW4epqVRERESkm1DGTURERJLKOOB0sq3T9NC2UmXcRERERLoJBW4iIiIi3YSaSkVERCSpNI9bxylwExERkaRS4NZxaioVERER6SaUcRMREZGkMi3/62wZPZECNxEREUkqNZV2nJpKRURERLoJZdxEREQkqZRx6zgFbiIiIpJUhi4I3LqkJt2PmkpFREREugll3ERERCSp1FTacQrcREREJKkUuHWcmkpFREREugll3ERERCSpjDGYTqbMOrt/d6XATURERJJKTaUdp6ZSERERkW5CGTcRERFJKkPn52HroQk3BW4iIiKSXMYxGKeTfdw6uX93paZSERERkW5CGTcRERFJKjWVdpwCNxEREUkqjSrtODWVioiIiHQTyriJiIhIUinj1nHKuImIiIh0E8q4iYiISFIp49ZxCtxEREQkuRS5dZiaSkVERES6CQVuIiIiklSO6ZqlI+69916Ki4vx+/2MHj2ad999d7PbvvDCCxx++OHk5eWRnp7OuHHjeP311zt41l1DgZuIiIgklzGYTi4daSp9+umnufzyy7n++utZuHAhBxxwAEcddRSrVq3a5PbvvPMOhx9+ODNnzmTBggUccsghHHPMMSxcuLCzV6DDLGM61khcW1tLRkYGNTU1pKend3W9RERE5EewPX+/W4/9wEsVBFI6d+zGhlr+77jcbTqPsWPHstdeezFt2rTEumHDhnH88cdz2223bVUZu+22G5MnT+aGG27oUL07Sxk3ERERSarWhFlnF4gHgxsvzc3NmzxmOBxmwYIFTJgwoc36CRMm8MEHH2xVvR3Hoa6ujuzs7E6df2cocBMREZGk6srAraioiIyMjMSyucxZRUUFsViMgoKCNusLCgooLS3dqnr/5S9/oaGhgVNOOaVT598Zmg5EREREuq3Vq1e3aSr1+Xw/uL1lWW3+Nsa0W7cpTz31FDfeeCMvvfQS+fn5HatsF1DgJiIiIsllWpbOlgGkp6dvVR+33NxcXC5Xu+xaWVlZuyzc9z399NOcf/75PPvssxx22GEdrnJXUFOpiIiIJJVjTJcs28Lr9TJ69GhmzZrVZv2sWbPYb7/9NrvfU089xbnnnsuTTz7JpEmTOnS+XUkZNxEREekRpkyZwllnncWYMWMYN24cDzzwAKtWreLiiy8G4Nprr2Xt2rU8/vjjQDxoO/vss/nrX//Kvvvum8jWBQIBMjIytss5KHATERGR5NpOj7yaPHkylZWV3HzzzZSUlDBixAhmzpxJ//79ASgpKWkzp9v9999PNBrlF7/4Bb/4xS8S68855xweffTRztW/gzSPm4iISA+yI8zjds9zZQSCnZzHLVTLL07O73FxiPq4iYiIiHQTaioVERGRpOrI4IJNldETKXATERGR5OrC6UB6GjWVioiIiHQTyriJiIhIUqmptOMUuImIiEhyqam0w9RUKiIiItJNKOMmIiIiSWWMoYPTyLYpoydS4CYiIiJJtZ0enLBTUFOpiIiISDehjJuIiIgklZpKO06Bm4iIiCSVcQzG6WTg1sn9uys1lYqIiIh0E8q4iYiISFJpGreOU+AmIiIiSWWc+NLZMnoiNZWKiIiIdBPKuImIiEhSaVRpxylwExERkaRS4NZxaioVERER6SaUcRMREZHk6oKMW0995pUCNxEREUkuzQfSYWoqFREREekmlHETERGRpNLghI5T4CYiIiJJ5RiD08nAq7P7d1dqKhURERHpJpRxExERkeQyQGcfWdUzE24K3ERERCS5TMv/OltGT6SmUhEREZFuQhk3ERERSSrjgHE6mXHrbFNrN6XATURERJLKmM4/+KCHDipVU6mIiIhId6GMm4iIiCSVJuDtOAVuIiIiklzxTm6dL6MHUlOpiIiISDehjJuIiIgklePEl86W0RMpcBMREZGk0gS8HaemUhEREZFuQhk3ERERSS7HxJfOltEDKXATERGRpNIEvB2nplIRERGRbkIZNxEREUkqYxxMJ+dh6+z+3ZUCNxEREUkqNZV2nJpKRURERLoJZdxEREQkqYxjMJ0cFdrZ/bsrBW4iIiKSZKZl6WwZPY+aSkVERES6CWXcREREJKkcx+B0sqmzs/t3VwrcREREJKmMMZhODgvt7P7dlZpKRURERLoJZdxEREQkybpgIrceOjhBgZuIiIgkVxc0lfbUGXjVVCoiIiLSTSjjJiIiIkmlCXg7ToGbiIiIJJVp+V9ny+iJ1FQqIiIi0k0o4yYiIiJJpabSjlPgJiIiIsllumA6EI0qFREREZEdmTJuIiIiklTxhFtnH3nVRZXpZhS4iYiISFLpWaUdp6ZSERERkW5CGTcRERFJKo0q7TgFbiIiIpJUairtODWVioiIiHQTyriJiIhIUinj1nEK3ERERCS5jBNfOltGD6SmUhEREekx7r33XoqLi/H7/YwePZp33333B7efO3cuo0ePxu/3s8suu3DfffclqaabpsBNREREkqr1iVedXbbV008/zeWXX87111/PwoULOeCAAzjqqKNYtWrVJrdfvnw5EydO5IADDmDhwoVcd911XHrppTz//POdvAIdp8BNREREkso4Tpcs2+qOO+7g/PPP54ILLmDYsGHcddddFBUVMW3atE1uf99999GvXz/uuusuhg0bxgUXXMDPfvYz/vznP3f2EnRYh/u4tXYKrK2t7bLKiIiIyI+r9Xd7e3buDzfXd1kZ349DfD4fPp+v/fbhMAsWLOCaa65ps37ChAl88MEHmzzGvHnzmDBhQpt1RxxxBNOnTycSieDxeDpzCh3S4cCtrq4OgKKioi6rjIiIiCRHXV0dGRkZST2m1+ulV69e3HfHhC1vvBVSU1PbxSFTp07lxhtvbLdtRUUFsViMgoKCNusLCgooLS3dZPmlpaWb3D4ajVJRUUFhYWHnTqADOhy49e7dm9WrV5OWloZlWZ2qRG1tLUVFRaxevZr09PROlSVbpuudXLreyaXrnVy63snVFdfbGENdXR29e/fu4tptmd/vZ/ny5YTD4S4pzxjTLgbZVLZtY9/fflNlbGn7Ta1Plg4HbrZt07dv366sC+np6frgJ5Gud3LpeieXrndy6XonV2evd7IzbRvz+/34/f6kHzc3NxeXy9Uuu1ZWVtYuq9aqV69em9ze7XaTk5Pzo9X1h2hwgoiIiOz0vF4vo0ePZtasWW3Wz5o1i/3222+T+4wbN67d9m+88QZjxozZLv3bQIGbiIiI9BBTpkzhoYce4uGHH2bJkiVcccUVrFq1iosvvhiAa6+9lrPPPjux/cUXX8zKlSuZMmUKS5Ys4eGHH2b69OlceeWV2+sUdownJ/h8PqZOnbrFdmnpGrreyaXrnVy63sml651cut6dM3nyZCorK7n55pspKSlhxIgRzJw5k/79+wNQUlLSZk634uJiZs6cyRVXXME999xD7969ufvuuznppJO21ylgmZ76sC8RERGRbkZNpSIiIiLdhAI3ERERkW5CgZuIiIhIN6HATURERKSb2GEDt+bmZkaNGoVlWSxatGh7V2entGLFCs4//3yKi4sJBAIMHDiQqVOndtmM1gL33nsvxcXF+P1+Ro8ezbvvvru9q7TTuu2229h7771JS0sjPz+f448/nq+//np7V6tHuO2227Asi8svv3x7V2WntXbtWs4880xycnIIBoOMGjWKBQsWbO9qyXawwwZuV1111XZ5HEdP8tVXX+E4Dvfffz9ffvkld955J/fddx/XXXfd9q7aTuHpp5/m8ssv5/rrr2fhwoUccMABHHXUUW2GmkvXmTt3Lr/4xS/48MMPmTVrFtFolAkTJtDQ0LC9q7ZTmz9/Pg888AAjR47c3lXZaW3YsIHx48fj8Xj4z3/+w+LFi/nLX/5CZmbm9q6abAc75HQg//nPf5gyZQrPP/88u+22GwsXLmTUqFHbu1o9wu233860adNYtmzZ9q5Ktzd27Fj22msvpk2bllg3bNgwjj/+eG677bbtWLOeoby8nPz8fObOncuBBx64vauzU6qvr2evvfbi3nvv5ZZbbmHUqFHcdddd27taO51rrrmG999/Xxl7AXbAjNv69eu58MILeeKJJwgGg9u7Oj1OTU0N2dnZ27sa3V44HGbBggVMmDChzfoJEybwwQcfbKda9Sw1NTUAup9/RL/4xS+YNGkShx122Pauyk7t5ZdfZsyYMfz0pz8lPz+fPffckwcffHB7V0u2kx0qcDPGcO6553LxxRczZsyY7V2dHue7777jb3/7W+LRH9JxFRUVxGKxdg8uLigoaPfAYul6xhimTJnC/vvvz4gRI7Z3dXZK//znP1mwYIGyx0mwbNkypk2bxuDBg3n99de5+OKLufTSS3n88ce3d9VkO0hK4HbjjTdiWdYPLh9//DF/+9vfqK2t5dprr01GtXZaW3u9N7Zu3TqOPPJIfvrTn3LBBRdsp5rvfCzLavO3MabdOul6l1xyCZ999hlPPfXU9q7KTmn16tVcdtllzJgxA7/fv72rs9NzHIe99tqLW2+9lT333JOLLrqICy+8sE03DOk5kvKs0ksuuYRTTz31B7cZMGAAt9xyCx9++GG7Z7CNGTOGM844g8cee+zHrOZOY2uvd6t169ZxyCGHMG7cOB544IEfuXY9Q25uLi6Xq112raysrF0WTrrWL3/5S15++WXeeecd+vbtu72rs1NasGABZWVljB49OrEuFovxzjvv8Pe//53m5mZcLtd2rOHOpbCwkOHDh7dZN2zYMJ5//vntVCPZnpISuOXm5pKbm7vF7e6++25uueWWxN/r1q3jiCOO4Omnn2bs2LE/ZhV3Klt7vSE+xPyQQw5h9OjRPPLII9j2DtV63m15vV5Gjx7NrFmzOOGEExLrZ82axXHHHbcda7bzMsbwy1/+khdffJG3336b4uLi7V2lndahhx7K559/3mbdeeedx6677srVV1+toK2LjR8/vt3UNt98803iwejSsyQlcNta/fr1a/N3amoqAAMHDtS/nH8E69at4+CDD6Zfv378+c9/pry8PPFar169tmPNdg5TpkzhrLPOYsyYMYls5qpVq9SH8Efyi1/8gieffJKXXnqJtLS0RLYzIyODQCCwnWu3c0lLS2vXdzAlJYWcnBz1KfwRXHHFFey3337ceuutnHLKKXz00Uc88MADaiHpoXaowE2S64033uDbb7/l22+/bRcY74CzxHQ7kydPprKykptvvpmSkhJGjBjBzJkz9a/kH0lrf5+DDz64zfpHHnmEc889N/kVEukie++9Ny+++CLXXnstN998M8XFxdx1112cccYZ27tqsh3skPO4iYiIiEh76tAkIiIi0k0ocBMRERHpJhS4iYiIiHQTCtxEREREugkFbiIiIiLdhAI3ERERkW5CgZuIiIhIN6HATURERKSbUOAmIiIi0k0ocBPZgnPPPZfjjz9+s68PGDAAy7KwLItAIMCAAQM45ZRTmD179ia3b2xsJCsri+zsbBobG7eqDrW1tVx//fXsuuuu+P1+evXqxWGHHcYLL7ygx5Nt5MYbb2TUqFFb3O7LL7/kpJNOSrx3d911149eNxGRrqDATaQLtD6P9Ouvv+bxxx8nMzOTww47jN///vfttn3++ecZMWIEw4cP54UXXthi2dXV1ey33348/vjjXHvttXzyySe88847TJ48mauuuoqampof45R2aqFQiF122YU//OEP9OrVa3tXR0Rk6xkR+UHnnHOOOe644zb7ev/+/c2dd97Zbv0NN9xgbNs2X331VZv1Bx98sLnvvvvMtGnTzCGHHLLF4/+///f/TEpKilm7dm271+rq6kwkEjHGGFNVVWXOOussk5mZaQKBgDnyyCPNN998k9j2kUceMRkZGebf//63GTJkiAkEAuakk04y9fX15tFHHzX9+/c3mZmZ5pJLLjHRaLTN+d18883mtNNOMykpKaawsNDcfffdbeqxcuVKc+yxx5qUlBSTlpZmfvrTn5rS0tLE61OnTjV77LGHefzxx03//v1Nenq6mTx5sqmtrU1s4ziO+eMf/2iKi4uN3+83I0eONM8++2zi9Tlz5hjAvPnmm2b06NEmEAiYcePGJa7vI488YoA2yyOPPLLF67u5909EZEekjJvIj+Syyy7DGMNLL72UWPfdd98xb948TjnlFE455RQ++OADli1bttkyHMfhn//8J2eccQa9e/du93pqaiputxuIN+l+/PHHvPzyy8ybNw9jDBMnTiQSiSS2D4VC3H333fzzn//ktdde4+233+bEE09k5syZzJw5kyeeeIIHHniA5557rs1xbr/9dkaOHMknn3zCtddeyxVXXMGsWbMAMMZw/PHHU1VVxdy5c5k1axbfffcdkydPblPGd999x7/+9S9eeeUVXnnlFebOncsf/vCHxOu/+c1veOSRR5g2bRpffvklV1xxBWeeeSZz585tU87111/PX/7yFz7++GPcbjc/+9nPAJg8eTK/+tWv2G233SgpKaGkpKRdHUREujv39q6AyM4qOzub/Px8VqxYkVj38MMPc9RRR5GVlQXAkUceycMPP8wtt9yyyTIqKirYsGEDu+666w8ea+nSpbz88su8//777LfffgDMmDGDoqIi/vWvf/HTn/4UgEgkwrRp0xg4cCAAJ598Mk888QTr168nNTWV4cOHc8ghhzBnzpw2Qc/48eO55pprABgyZAjvv/8+d955J4cffjhvvvkmn332GcuXL6eoqAiAJ554gt1224358+ez9957A/Eg9NFHHyUtLQ2As846i7feeovf//73NDQ0cMcddzB79mzGjRsHwC677MJ7773H/fffz0EHHZSoy+9///vE39dccw2TJk2iqamJQCCQCGTV/CkiOytl3ER+RMYYLMsCIBaL8dhjj3HmmWcmXj/zzDN57LHHiMVim90fSJSxOUuWLMHtdjN27NjEupycHIYOHcqSJUsS64LBYCJoAygoKGDAgAGkpqa2WVdWVtam/NZgauO/W8tdsmQJRUVFiaANYPjw4WRmZrY59oABAxJBG0BhYWHiOIsXL6apqYnDDz+c1NTUxPL444/z3XfftTn2yJEj25QBtKuviMjOShk3kR9JZWUl5eXlFBcXA/D666+zdu3ads13sViMN954g6OOOqpdGXl5eWRlZbUJgDbFbGZk6caBI4DH42nzumVZm1znOM4PHq91u00dY1uO3Xqc1v9/9dVX6dOnT5vtfD5fm783Lqe1/K2pr4jIzkAZN5EfyV//+lds205MJTJ9+nROPfVUFi1a1GY544wzmD59+ibLsG2byZMnM2PGDNatW9fu9YaGBqLRKMOHDycajfLf//438VplZSXffPMNw4YN6/S5fPjhh+3+bm2+HT58OKtWrWL16tWJ1xcvXkxNTc1WH3v48OH4fD5WrVrFoEGD2iwbZ/K2xOv1bjZ7KSKyM1DGTWQr1NTUsGjRojbrsrOz6devHwB1dXWUlpYSiURYvnw5//jHP3jooYe47bbbGDRoEOXl5fz73//m5ZdfZsSIEW3KOeecc5g0aRLl5eXk5eW1O/att97K22+/zdixY/n973/PmDFj8Hg8vPvuu9x2223Mnz+fwYMHc9xxx3HhhRdy//33k5aWxjXXXEOfPn047rjjOn3+77//Pn/60584/vjjmTVrFs8++yyvvvoqAIcddhgjR47kjDPO4K677iIajfLzn/+cgw46iDFjxmxV+WlpaVx55ZVcccUVOI7D/vvvT21tLR988AGpqamcc845W1XOgAEDWL58OYsWLaJv376kpaW1y9gBhMNhFi9enPjvtWvXsmjRIlJTUxk0aNBWXhURke1gu41nFekmzjnnnHbTTADmnHPOMcbEp5NoXef1ek2/fv3MKaecYmbPnp0o489//rPJzMw04XC4XfmRSMRkZ2ebv/zlL5utQ3V1tbnmmmvM4MGDjdfrNQUFBeawww4zL774onEcxxjzv+lAMjIyTCAQMEcc8f/buWPbhIEwCsBOQUNFY1GajjFcegAkz+EVmAAYyRMwgkdw64qXKoREJEqXnPJ93Un3S2dd82Rbr3taB/Lorabj8/M+1p80TZPj8Zi+77Ner7PdbnM+nz/M/LQO5NHpdErTNPf17XbL5XLJfr/ParVKXdfpui7jOCZ5rwOZ5/k+c71eU1VVpmlKkizLksPhkM1m820dyDRNT++0bdun+wH+ipdE7Trwtd1uVw3DUA3D8NtHAfj3/OMGAFAIwQ0AoBA+lQIAFMIbNwCAQghuAACFENwAAAohuAEAFEJwAwAohOAGAFAIwQ0AoBCCGwBAIV4BtDkPd48gd50AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 37\n",
    "# Objective: The goal of this practical exam is to apply Linear Discriminant Analysis (LDA) to \n",
    "#     the Breast Cancer dataset using the Scikit-learn library. \n",
    "#     You will reduce the dimensionality of the dataset from multiple features to 1 dimension and \n",
    "#     visualize the results using Matplotlib.\n",
    "# â€¢ load the Breast Cancer dataset\n",
    "# â€¢ initialize the LDA to reduce the dataset to 1 dimension.\n",
    "# â€¢ Fit the LDA model to the Breast Cancer dataset and transform the dataset to obtain the LDA-reduced representation.\n",
    "# Visualization\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load the breast cancer dataset\n",
    "data = load_breast_cancer()\n",
    "X, y = data.data, data.target\n",
    "\n",
    "# Standardize the data\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply LDA with 1 component\n",
    "lda = LinearDiscriminantAnalysis(n_components=1)\n",
    "X_lda = lda.fit_transform(X_scaled,y)\n",
    "\n",
    "# Plot the LDA-reduced dataset\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.scatter(X_lda, np.zeros_like(X_lda), c=y, cmap='coolwarm', alpha=0.7, edgecolors='k')\n",
    "\n",
    "#The x-coordinates come from X_lda (likely a 1D projection of your data, such as after applying LDA).\n",
    "#The y-coordinates are all 0 (effectively placing the points along a horizontal line).\n",
    "#The color of each point corresponds to its class label (y), with the colors chosen according to the coolwarm colormap.\n",
    "#The transparency of the points is set to 70% (alpha=0.7), and the points have black borders.\n",
    "\n",
    "plt.xlabel('LDA Component 1')\n",
    "plt.title('LDA Reduction of Breast Cancer Dataset')\n",
    "plt.yticks([])\n",
    "plt.colorbar(label='Class Label')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 38\n",
    "# Dataset: You will use the Iris dataset, which consists of 150 samples of iris flowers, \n",
    "#     each described by 4 features (sepal length, sepal width, petal length, and petal width). \n",
    "#     The target variable indicates the species of the iris flower (Setosa, Versicolor, or Virginica). \n",
    "#     apply both Linear Discriminant Analysis (LDA) and Principal Component Analysis (PCA) to the Iris dataset. \n",
    "#     You will reduce the dimensionality of the dataset using both techniques and visualize the results in 2D scatter plots. \n",
    "#     You will then compare the effectiveness of LDA and PCA in terms of class separability.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data  # Features (4D)\n",
    "y = iris.target  # Target labels (0, 1, 2)\n",
    "target_names = iris.target_names  # Class names\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "# Standardize the features (important for PCA)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA (4D â†’ 2D)\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "\n",
    "# Apply LDA (4D â†’ 2D)\n",
    "lda = LDA(n_components=2)\n",
    "X_lda = lda.fit_transform(X_scaled, y)\n",
    "\n",
    "# Create subplots\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n",
    "\n",
    "# PCA Plot\n",
    "axes[0].scatter(X_pca[y == 0, 0], X_pca[y == 0, 1], color=colors[0], label=target_names[0], alpha=0.7, edgecolors='k')\n",
    "axes[0].scatter(X_pca[y == 1, 0], X_pca[y == 1, 1], color=colors[1], label=target_names[1], alpha=0.7, edgecolors='k')\n",
    "axes[0].scatter(X_pca[y == 2, 0], X_pca[y == 2, 1], color=colors[2], label=target_names[2], alpha=0.7, edgecolors='k')\n",
    "axes[0].set_title(\"PCA of Iris Dataset\")\n",
    "axes[0].set_xlabel(\"Principal Component 1\")\n",
    "axes[0].set_ylabel(\"Principal Component 2\")\n",
    "axes[0].legend()\n",
    "axes[0].grid(True)\n",
    "\n",
    "# LDA Plot\n",
    "axes[1].scatter(X_lda[y == 0, 0], X_lda[y == 0, 1], color=colors[0], label=target_names[0], alpha=0.7, edgecolors='k')\n",
    "axes[1].scatter(X_lda[y == 1, 0], X_lda[y == 1, 1], color=colors[1], label=target_names[1], alpha=0.7, edgecolors='k')\n",
    "axes[1].scatter(X_lda[y == 2, 0], X_lda[y == 2, 1], color=colors[2], label=target_names[2], alpha=0.7, edgecolors='k')\n",
    "axes[1].set_title(\"LDA of Iris Dataset\")\n",
    "axes[1].set_xlabel(\"Linear Discriminant 1\")\n",
    "axes[1].set_ylabel(\"Linear Discriminant 2\")\n",
    "axes[1].legend()\n",
    "axes[1].grid(True)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression without PCA:\n",
      "MAE: 8901.29, MSE: 114170418.45, RÂ²: 0.8063\n",
      "\n",
      "Linear Regression with PCA:\n",
      "MAE: 8754.73, MSE: 139629218.23, RÂ²: 0.7631\n",
      "PCA reduced features to 6 components\n"
     ]
    }
   ],
   "source": [
    "# 39\n",
    "# develop a linear regression model to predict house prices based on various features. \n",
    "# You will use a dataset that contains information about houses, including features such as the \n",
    "# number of bedrooms, square footage, and location. You will evaluate the model's performance using metrics such as \n",
    "# Mean Absolute Error (MAE), Mean Squared Error (MSE), and R-squared. \n",
    "# Show performance of same model when PCA reduced data set is used.\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# Load dataset\n",
    "df = pd.read_csv('HousePrices.csv')\n",
    "\n",
    "# Drop unnecessary column\n",
    "df = df.drop(columns=['Home'])\n",
    "\n",
    "# One-hot encode categorical variables\n",
    "df = pd.get_dummies(df, columns=['Brick', 'Neighborhood'], drop_first=True)\n",
    "\n",
    "# Split features and target\n",
    "X = df.drop(columns=['Price'])\n",
    "y = df['Price']\n",
    "\n",
    "# Standardize features\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Split into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train linear regression model\n",
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "\n",
    "# Predictions and evaluation\n",
    "y_pred = lr.predict(X_test)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "print(\"Linear Regression without PCA:\")\n",
    "print(f\"MAE: {mae:.2f}, MSE: {mse:.2f}, RÂ²: {r2:.4f}\")\n",
    "\n",
    "# Apply PCA (retain 95% variance)\n",
    "pca = PCA(n_components=0.95)\n",
    "X_train_pca = pca.fit_transform(X_train)\n",
    "X_test_pca = pca.transform(X_test)\n",
    "\n",
    "# Train linear regression with PCA-transformed data\n",
    "lr_pca = LinearRegression()\n",
    "lr_pca.fit(X_train_pca, y_train)\n",
    "y_pred_pca = lr_pca.predict(X_test_pca)\n",
    "\n",
    "# Evaluate PCA model\n",
    "mae_pca = mean_absolute_error(y_test, y_pred_pca)\n",
    "mse_pca = mean_squared_error(y_test, y_pred_pca)\n",
    "r2_pca = r2_score(y_test, y_pred_pca)\n",
    "\n",
    "print(\"\\nLinear Regression with PCA:\")\n",
    "print(f\"MAE: {mae_pca:.2f}, MSE: {mse_pca:.2f}, RÂ²: {r2_pca:.4f}\")\n",
    "print(f\"PCA reduced features to {pca.n_components_} components\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression with PCA:\n",
      "MAE: 8359.91\n",
      "MSE: 119457427.91\n",
      "RÂ²: 0.7973\n",
      "PCA reduced features to 6 components\n"
     ]
    }
   ],
   "source": [
    "# 40\n",
    "# apply Principal Component Analysis (PCA) to a house price prediction dataset to reduce its dimensionality and \n",
    "# then use a regression model to predict house prices. You will evaluate the model's \n",
    "# performance using metrics such as Mean Absolute Error (MAE), Mean Squared Error (MSE), and R-squared (RÂ²).\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
    "\n",
    "# Load dataset\n",
    "df = pd.read_csv('HousePrices.csv')\n",
    "\n",
    "# Drop unnecessary column\n",
    "df = df.drop(columns=['Home'])\n",
    "\n",
    "# One-hot encode categorical variables\n",
    "df = pd.get_dummies(df, columns=['Brick', 'Neighborhood'], drop_first=True)\n",
    "\n",
    "# Split features and target\n",
    "X = df.drop(columns=['Price'])\n",
    "y = df['Price']\n",
    "\n",
    "# Standardize features\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA (retain 95% variance)\n",
    "pca = PCA(n_components=0.95)\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "\n",
    "# Split into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_pca, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train regression model\n",
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "\n",
    "# Predictions and evaluation\n",
    "y_pred = lr.predict(X_test)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print results\n",
    "print(\"Linear Regression with PCA:\")\n",
    "print(f\"MAE: {mae:.2f}\")\n",
    "print(f\"MSE: {mse:.2f}\")\n",
    "print(f\"RÂ²: {r2:.4f}\")\n",
    "print(f\"PCA reduced features to {pca.n_components_} components\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM with Linear Kernel:\n",
      "Accuracy: 0.85\n",
      "\n",
      "SVM with RBF Kernel:\n",
      "Accuracy: 0.93\n",
      "PCA reduced features to 2 components\n"
     ]
    }
   ],
   "source": [
    "# 41\n",
    "# Consider Social_Netwok_Ads.csv dataset - (UserID, Gender, Age, EstimatedSalary, Purchased). \n",
    "# Use Age and EstimatedSalary as input features and Purchased as target feature. \n",
    "# Split test data set 30% of complete dataset. Build two models of support vector classifier in \n",
    "# python using sklearn library, one for linear and another for RBF kernel with C and gamma parameters set.\n",
    "# Predict test labels and print test accuracy.\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"Social_Network_Ads.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Select features and target variable\n",
    "X = df[['Age', 'EstimatedSalary']]\n",
    "y = df['Purchased']\n",
    "\n",
    "# Standardize features\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA (retain 95% variance)\n",
    "pca = PCA(n_components=0.95)\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "\n",
    "# Split into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_pca, y, test_size=0.3, random_state=42)\n",
    "\n",
    "# Train SVM with linear kernel\n",
    "svc_linear = SVC(kernel='linear', C=1.0)\n",
    "svc_linear.fit(X_train, y_train)\n",
    "y_pred_linear = svc_linear.predict(X_test)\n",
    "accuracy_linear = accuracy_score(y_test, y_pred_linear)\n",
    "\n",
    "# Train SVM with RBF kernel\n",
    "svc_rbf = SVC(kernel='rbf', C=1.0, gamma='scale')\n",
    "svc_rbf.fit(X_train, y_train)\n",
    "y_pred_rbf = svc_rbf.predict(X_test)\n",
    "accuracy_rbf = accuracy_score(y_test, y_pred_rbf)\n",
    "\n",
    "# Print results\n",
    "print(\"SVM with Linear Kernel:\")\n",
    "print(f\"Accuracy: {accuracy_linear:.2f}\")\n",
    "\n",
    "print(\"\\nSVM with RBF Kernel:\")\n",
    "print(f\"Accuracy: {accuracy_rbf:.2f}\")\n",
    "\n",
    "print(f\"PCA reduced features to {pca.n_components_} components\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Accuracy: 0.98\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.95      0.98        43\n",
      "           1       0.97      1.00      0.99        71\n",
      "\n",
      "    accuracy                           0.98       114\n",
      "   macro avg       0.99      0.98      0.98       114\n",
      "weighted avg       0.98      0.98      0.98       114\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 42\n",
    "# Develop a Support Vector Classifier to predict whether a tumor is malignant or benign based on \n",
    "# 30 features computed from a digitized image of a fine needle aspirate (FNA) of a breast mass. \n",
    "# The dataset contains 569 samples with binary labels indicating tumor type. (breast_cancer dataset of sklearn) \n",
    "# Load the Dataset from sklearn.Split the dataset into training and testing sets.Train the SVC Model using the training data. \n",
    "# Visualize the Results.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
    "\n",
    "# Load the dataset\n",
    "data = load_breast_cancer()\n",
    "X = data.data\n",
    "y = data.target\n",
    "\n",
    "# Split dataset into training (80%) and testing (20%)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Standardize the features\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)\n",
    "\n",
    "# Train Support Vector Classifier\n",
    "svc = SVC(kernel='rbf', C=1.0, gamma='scale', random_state=42)\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred = svc.predict(X_test)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(f\"Test Accuracy: {accuracy:.2f}\")\n",
    "\n",
    "# Confusion Matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=[\"Benign\", \"Malignant\"], yticklabels=[\"Benign\", \"Malignant\"])\n",
    "plt.xlabel(\"Predicted\")\n",
    "plt.ylabel(\"Actual\")\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.show()\n",
    "\n",
    "# Classification Report\n",
    "print(\"\\nClassification Report:\")\n",
    "print(classification_report(y_test, y_pred))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Accuracy: 0.98\n"
     ]
    }
   ],
   "source": [
    "# 43\n",
    "# Write a Python program to implement SVM classification for breast cancerprediction with the following requirements: \n",
    "#     Data preprocessing using StandardScaler use kernel parameters for tuning.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Load dataset\n",
    "data = load_breast_cancer()\n",
    "X = data.data\n",
    "y = data.target\n",
    "\n",
    "# Split dataset\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Standardize features\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)\n",
    "\n",
    "# Train SVM model with kernel parameters\n",
    "svc = SVC(kernel='rbf', C=1.0, gamma='scale')\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "# Predict and evaluate\n",
    "y_pred = svc.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "\n",
    "# Print results\n",
    "print(f\"Test Accuracy: {accuracy:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9736842105263158\n"
     ]
    }
   ],
   "source": [
    "# 44\n",
    "# The breast cancer dataset is available in the sklearn.datasets module and can be loaded using load_breast_cancer(). \n",
    "# implement a Naive Bayes Classifier on the Breast Cancer Dataset using python's sklearn library. \n",
    "# Assume that all features of datasets are continuous variables and must be used for building model. \n",
    "# Perform following task. load data set, Split data for training and testing, Build a model and Predict labels of test data.\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Load the dataset\n",
    "data = load_breast_cancer()\n",
    "X = data.data\n",
    "y = data.target\n",
    "\n",
    "# Split the data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Build the model\n",
    "model = GaussianNB()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Predict labels for the test set\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(\"Accuracy:\", accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Pregnancies     Glucose  BloodPressure  SkinThickness     Insulin  \\\n",
      "count   768.000000  768.000000     768.000000     768.000000  768.000000   \n",
      "mean      3.845052  120.894531      69.105469      20.536458   79.799479   \n",
      "std       3.369578   31.972618      19.355807      15.952218  115.244002   \n",
      "min       0.000000    0.000000       0.000000       0.000000    0.000000   \n",
      "25%       1.000000   99.000000      62.000000       0.000000    0.000000   \n",
      "50%       3.000000  117.000000      72.000000      23.000000   30.500000   \n",
      "75%       6.000000  140.250000      80.000000      32.000000  127.250000   \n",
      "max      17.000000  199.000000     122.000000      99.000000  846.000000   \n",
      "\n",
      "              BMI  DiabetesPedigreeFunction         Age     Outcome  \n",
      "count  768.000000                768.000000  768.000000  768.000000  \n",
      "mean    31.992578                  0.471876   33.240885    0.348958  \n",
      "std      7.884160                  0.331329   11.760232    0.476951  \n",
      "min      0.000000                  0.078000   21.000000    0.000000  \n",
      "25%     27.300000                  0.243750   24.000000    0.000000  \n",
      "50%     32.000000                  0.372500   29.000000    0.000000  \n",
      "75%     36.600000                  0.626250   41.000000    1.000000  \n",
      "max     67.100000                  2.420000   81.000000    1.000000  \n",
      "Accuracy: 0.7662337662337663\n"
     ]
    }
   ],
   "source": [
    "# 45\n",
    "# Implement a Gaussian Naive Bayes classifier to predict whether a patient has diabetes based on various health \n",
    "# metrics of PIMA.csv dataset. The dataset consists of information from 768 female Pima Indians aged 21 and older, \n",
    "# initially gathered by the National Institute of Diabetes and Digestive and Kidney Diseases. \n",
    "# Target variable: Diabetes (binary, 0 or 1) Attributes: Pregnancies, OGTT (Oral Glucose Tolerance Test), \n",
    "# Blood pressure, Skin thickness, Insulin, BMI (Body Mass Index), Age, Pedigree diabetes function.\n",
    "# Load the Dataset from a CSV file. Provide summary statistics for the dataset. \n",
    "# Split the data into training and testing sets (80% train, 20% test). \n",
    "# Instantiate a Gaussian Naive Bayes model and fit it on the training data. \n",
    "# Predict diabetes status for the test set. Discuss any biases in the dataset and how they may affect model performance\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Load the dataset\n",
    "data = pd.read_csv('PIMA.csv') # Ensure PIMA.csv is in your working directory\n",
    "\n",
    "# Display summary statistics\n",
    "print(data.describe())\n",
    "\n",
    "# Define features and target\n",
    "X = data.drop(columns=['Outcome'])\n",
    "y = data['Outcome']\n",
    "\n",
    "# Split data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Build the model\n",
    "model = GaussianNB()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Predict and evaluate\n",
    "y_pred = model.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(\"Accuracy:\", accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'IMDB_Dataset.csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_17016\\3304798986.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m \u001b[1;31m# Load dataset\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 16\u001b[1;33m \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'IMDB_Dataset.csv'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     18\u001b[0m \u001b[1;31m# Preprocess text data\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\util\\_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    309\u001b[0m                     \u001b[0mstacklevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    310\u001b[0m                 )\n\u001b[1;32m--> 311\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    312\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    313\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers\\readers.py\u001b[0m in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[0;32m    676\u001b[0m     \u001b[0mkwds\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkwds_defaults\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    677\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 678\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    679\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    680\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers\\readers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    573\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    574\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 575\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    576\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    577\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers\\readers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    930\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    931\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhandles\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mIOHandles\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 932\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    933\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    934\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\io\\parsers\\readers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, f, engine)\u001b[0m\n\u001b[0;32m   1214\u001b[0m             \u001b[1;31m# \"Union[str, PathLike[str], ReadCsvBuffer[bytes], ReadCsvBuffer[str]]\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1215\u001b[0m             \u001b[1;31m# , \"str\", \"bool\", \"Any\", \"Any\", \"Any\", \"Any\", \"Any\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1216\u001b[1;33m             self.handles = get_handle(  # type: ignore[call-overload]\n\u001b[0m\u001b[0;32m   1217\u001b[0m                 \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1218\u001b[0m                 \u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\io\\common.py\u001b[0m in \u001b[0;36mget_handle\u001b[1;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[0;32m    784\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mioargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mencoding\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;34m\"b\"\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mioargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    785\u001b[0m             \u001b[1;31m# Encoding\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 786\u001b[1;33m             handle = open(\n\u001b[0m\u001b[0;32m    787\u001b[0m                 \u001b[0mhandle\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    788\u001b[0m                 \u001b[0mioargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'IMDB_Dataset.csv'"
     ]
    }
   ],
   "source": [
    "# 46\n",
    "# Build a Naive Bayes classifier to analyze the sentiment of movie reviews (positive or negative). \n",
    "# The IMDB_Dataset.csv typically contains two main columns: Review: The text of the movie review. Sentiment: \n",
    "# A label indicating the sentiment of the review, usually categorized as 'positive' or 'negative'. \n",
    "# Load the dataset and inspect the structure. Clean the text data by removing punctuation, converting to lowercase, \n",
    "# and tokenizing the reviews.Use CountVectorizer or TfidfVectorizer to convert the text data into a \n",
    "# numerical format suitable for model training. Split the dataset and Create a Multinomial Naive Bayes model and \n",
    "# fit it on the training data. Predict the sentiment of the test reviews.\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Load dataset\n",
    "data = pd.read_csv('IMDB_Dataset.csv')\n",
    "\n",
    "# Preprocess text data\n",
    "data['Review'] = data['Review'].str.replace('[^\\w\\s]', '').str.lower()\n",
    "\n",
    "# Convert text to numerical format\n",
    "vectorizer = CountVectorizer(stop_words='english')\n",
    "X = vectorizer.fit_transform(data['Review'])\n",
    "y = data['Sentiment'].map({'positive': 1, 'negative': 0})\n",
    "\n",
    "# Split data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Build and evaluate the model\n",
    "model = MultinomialNB()\n",
    "model.fit(X_train, y_train)\n",
    "y_pred = model.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(\"Accuracy:\", accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8742705570291777\n"
     ]
    }
   ],
   "source": [
    "# 47\n",
    "# Use sklearn.datasets.fetch_20newsgroups() dataset (all sets) to classify newsgroup documents into their \n",
    "# respective categories using a Multinomial Naive Bayes classifier. Load the dataset and explore the categories available. \n",
    "# Preprocess the text data using CountVectorizer to convert text documents into a matrix of token counts. \n",
    "# Split the dataset and Create a Multinomial Naive Bayes model. Fit the model on the training data and print accuracy.\n",
    "from sklearn.datasets import fetch_20newsgroups\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Load dataset\n",
    "newsgroups = fetch_20newsgroups(subset='all')\n",
    "X = newsgroups.data\n",
    "y = newsgroups.target\n",
    "\n",
    "# Convert text to numerical format\n",
    "vectorizer = CountVectorizer(stop_words='english')\n",
    "X_vec = vectorizer.fit_transform(X)\n",
    "\n",
    "# Split data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_vec, y, test_size=0.2, random_state=42)\n",
    "# Build and evaluate the model\n",
    "model = MultinomialNB()\n",
    "model.fit(X_train, y_train)\n",
    "y_pred = model.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(\"Accuracy:\", accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5\n"
     ]
    }
   ],
   "source": [
    "# 48\n",
    "# Imagine a telecommunications company that wants to predict whether a customer will churn (leave the service) \n",
    "# based on various features such as age, account length, and monthly charges. \n",
    "# The company has historical data on customers, including whether they churned or not.\n",
    "# Age: (in years), Account_Length: (in months), Monthly_Charges: (in dollars)\n",
    "# Churn: Target variable (1 if the customer churned, 0 otherwise)\n",
    "# 'Age': [25, 34, 45, 29, 50, 38, 42, 35, 48, 55],\n",
    "# 'Account_Length': [12, 24, 36, 18, 48, 30, 42, 24, 36, 60],\n",
    "# 'Monthly_Charges': [70, 90, 80, 100, 60, 80, 90, 70, 80, 100],\n",
    "# 'Churn': [0, 1, 0, 1, 0, 1, 0, 1, 0, 1]\n",
    "# build a logistic regression model using python that can predict the probability of a customer churning \n",
    "# by spliting 80% of given data for training. Predict targets on trained model of test data. Print accuracy\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Data\n",
    "data = {\n",
    "'Age': [25, 34, 45, 29, 50, 38, 42, 35, 48, 55],\n",
    "'Account_Length': [12, 24, 36, 18, 48, 30, 42, 24, 36, 60],\n",
    "'Monthly_Charges': [70, 90, 80, 100, 60, 80, 90, 70, 80, 100],\n",
    "'Churn': [0, 1, 0, 1, 0, 1, 0, 1, 0, 1]\n",
    "}\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "X = df[['Age', 'Account_Length', 'Monthly_Charges']]\n",
    "y = df['Churn']\n",
    "\n",
    "# Split data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "# Model\n",
    "model = LogisticRegression()\n",
    "model.fit(X_train, y_train)\n",
    "# Predictions\n",
    "y_pred = model.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 49\n",
    "# build a logistic regression model that can predict whether a customer is likely to churn based on the \n",
    "# features in file named customer_churn.csv.\n",
    "# customer_id: Unique customer ID, age: Customer age,\n",
    "# gender: Customer gender (male/female)\n",
    "# account_length: Length of the customer's account (in months)\n",
    "# international_plan: Whether the customer has an international plan (yes/no)\n",
    "# voice_mail_plan: Whether the customer has a voice mail plan (yes/no)\n",
    "# number_vmail_messages: Number of voice mail messages\n",
    "# total_day_calls: Total day calls\n",
    "# total_night_calls: Total night calls\n",
    "# total_intl_calls: Total international calls\n",
    "# â€¢ churn: Whether the customer churned (yes/no)\n",
    "# Load data\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "df = pd.read_csv(\"customer_churn.csv\")\n",
    "\n",
    "# Preprocess data\n",
    "df = pd.get_dummies(df, drop_first=True)\n",
    "\n",
    "# Split features and target\n",
    "X = df.drop('churn', axis=1)\n",
    "y = df['churn']\n",
    "\n",
    "# Split data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Model\n",
    "model = LogisticRegression()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Predictions and accuracy\n",
    "y_pred = model.predict(X_test)\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Accuracy: 0.97\n",
      "Predicted Probabilities: [1.29225920e-01 1.87118924e-05 9.97132100e-01 2.31800634e-01\n",
      " 2.97094978e-01 3.54742533e-05 3.75603711e-02 9.27593625e-01\n",
      " 4.68861399e-01 5.27163487e-02 7.63621421e-01 1.56596392e-05\n",
      " 1.11844809e-05 1.57741710e-05 1.26035431e-05 2.54451651e-01\n",
      " 9.59312587e-01 4.65829345e-02 1.32563629e-01 9.59584265e-01\n",
      " 2.18106089e-05 5.87131792e-01 3.71698276e-05 9.41907329e-01\n",
      " 9.10460537e-01 9.41985540e-01 9.17867300e-01 9.69079352e-01\n",
      " 3.35788319e-05 2.58197955e-05]\n",
      "Predicted Labels with 0.6 Threshold: [0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 1 0 0 0 1 1 1 1 1 0 0]\n"
     ]
    }
   ],
   "source": [
    "# 50\n",
    "# Use iris dataset for creating a binary classification problem that predicts whether a flower is of \n",
    "# the species \"Iris-Virginica\" or not. Dataset Features: sepal_length, sepal_width, petal_length, petal_width (in cm) \n",
    "# species: Species of the iris flower (Iris-setosa, Iris-versicolor, Iris-virginica). \n",
    "# Make Predictions and Print Probabilities with Alter Threshold to 0.6.\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Load dataset\n",
    "data = load_iris()\n",
    "X = data.data\n",
    "y = (data.target == 2).astype(int)  # Binary classification: 1 if Iris-Virginica, else 0\n",
    "\n",
    "# Split dataset\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Standardize features\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)\n",
    "\n",
    "# Train Logistic Regression model\n",
    "model = LogisticRegression()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Predict probabilities\n",
    "y_prob = model.predict_proba(X_test)[:, 1]\n",
    "\n",
    "# Apply threshold 0.6\n",
    "y_pred = (y_prob >= 0.6).astype(int)\n",
    "\n",
    "# Evaluate model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "\n",
    "# Print results\n",
    "print(f\"Test Accuracy: {accuracy:.2f}\")\n",
    "print(\"Predicted Probabilities:\", y_prob)\n",
    "print(\"Predicted Labels with 0.6 Threshold:\", y_pred)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 51\n",
    "# Consider Salary.csv , with years_of_experience and salary. Write a python code for fitting best fit \n",
    "# simple linear regression with independent variable years_of_experience and dependent variable salary. \n",
    "# Use complete dataset to train model. Plot :fitted model along with trained data points , residual plot.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"Salary.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "df = df.dropna()  # Remove rows with NaN values\n",
    "\n",
    "\n",
    "# Extract independent and dependent variables\n",
    "X = df[['Years of Experience']]\n",
    "y = df['Salary']\n",
    "\n",
    "# Train Linear Regression model\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "\n",
    "# Predictions\n",
    "y_pred = model.predict(X)\n",
    "\n",
    "# Plot fitted model with trained data points\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(X, y, color='blue', label='Actual Data')\n",
    "plt.plot(X, y_pred, color='red', label='Fitted Line')\n",
    "plt.xlabel(\"Years of Experience\")\n",
    "plt.ylabel(\"Salary\")\n",
    "plt.title(\"Linear Regression - Salary vs Experience\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Residual plot\n",
    "residuals = y - y_pred\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.residplot(x=X.values.flatten(), y=residuals, lowess=True, line_kws={\"color\": \"red\"})\n",
    "plt.xlabel(\"Years of Experience\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "plt.title(\"Residual Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\VRAJ\\anaconda3\\lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but PolynomialFeatures was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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OVFQUjhw5Imu3bds2lJaWmn38kJAQTJ06FZMmTcKpU6dw69YtdO3aFZ07d8bPP/9s8tj17dsX/v7+NnyV9evSpQs6duyITz/91GxFT2s+4zVZ+pkiItfBTBsRUQOMHDkSCQkJeOmll1BSUoJBgwbpK+D17t0bqampFj1G9+7dkZmZiUcffRTBwcEN6kvLli3x6quv4uWXX8Zjjz2GSZMmobCwEAsXLkSzZs301eXsoUWLFhgyZAjeffddtG7dGlFRUdixYwf+8Y9/6Oee2Yq3tzfeeustPPLII/jggw/wyiuv4IMPPsDgwYMRExODp59+GlFRUbh58ybOnj2Lb7/9Vj9/atasWfj0008xatQoLFq0CCEhIVi9ejVOnjwJAPDwqP8a5qxZs7Bu3ToMGTIEs2fPRs+ePVFdXY2LFy9i06ZNmDNnDvr164fXXnsNly9fxvDhwxEREYEbN27ggw8+gLe3N2JjYwEAY8aM0a8DqCsZv2zZMrRr186oEqGOM4+zLVnz3UlNTcWrr76K1157DbGxsTh+/DhWrFhhNOSyX79+SEpKQs+ePREQEIATJ07g888/x4ABA/QZpk8++QSjRo1CQkICpk6divDwcFy/fh0nTpzAwYMH8dVXXzn0fQCAjz76CGPGjEH//v0xe/ZstG3bFhcvXkRGRoZ+6LSln/GGfKaIyIU4tw4KEZHy6Krh1a4SWNvt27fFSy+9JNq1aye8vb1FmzZtxNNPPy2rbiiEcfXImhYsWKCvVFmbrtrcV199Jduek5MjAIjPPvtMtv3vf/+76Nmzp/Dx8REajUaMGzfOqFrilClThJ+fn9FzxcbGinvuucdoe7t27cTo0aON+lSzAt7ly5fFww8/LAICAoS/v79ITEwUx44dM6rwZ231yNqvW6dfv34iICBAX50xJydH/OEPfxDh4eHC29tbBAUFiYEDB4o33nhDdr9jx46JESNGiGbNmonAwEDx+OOPi3/+858CgPj555/rfS+EEKK0tFS88soromvXrvr3uUePHmL27NkiPz9fCCHExo0bxahRo0R4eLjw8fERwcHB4sEHHxS7du3SP85f/vIXMXDgQNG6dWvh4+Mj2rZtKx5//HFx/vx5fZva1SN1GnOc58+fL2z9X39935fRo0fLqkcKYfl3p7y8XLz44osiMjJS+Pr6itjYWHH48GGjz9af/vQn0bdvXxEQECDUarXo0KGDmD17tvj1119lj/fzzz+LRx55RAQHBwtvb28RGhoqhg0bJj7++ON6XycA8eyzz9bZpq7PrrnPf1ZWlhg1apTQaDRCrVaLjh07itmzZ8vaWPIZt+QzRUSuSyVErQVUiIjIYfr27QuVSoXs7Gxnd6VJevLJJ7FmzRoUFhbCx8fH2d0hIiIyicMjiYgcrKSkBMeOHcPGjRtx4MABrF+/3tldahIWLVqEsLAwdOjQAaWlpdi4cSP+/ve/45VXXmHARkREisagjYjIwQ4ePIi4uDi0atUK8+fPx0MPPeTsLjUJ3t7eePfdd3H58mVUVVWhc+fOWLp0KZ577jlnd42IiKhOHB5JRERERESkYCz5T0REREREpGAM2oiIiIiIiBSMQRsREREREZGCsRCJg1VXV+PKlSvw9/eHSqVydneIiIiIiMhJhBC4efMmwsLC4OFhPp/GoM3Brly5gsjISGd3g4iIiIiIFOLSpUuIiIgwu59Bm4P5+/sDkA5MixYtnNwbIiIiIiJylpKSEkRGRupjBHMYtDmYbkhkixYtGLQREREREVG906ZYiISIiIiIiEjBGLQREREREREpGIM2IiIiIiIiBeOcNoURQqCqqgpardbZXSFyeZ6envDy8uLyGkREROTSGLQpSEVFBfLy8nDr1i1nd4XIbTRv3hxt2rSBj4+Ps7tCRERE1CAM2hSiuroaOTk58PT0RFhYGHx8fJgdIGoEIQQqKipw7do15OTkoHPnznUuWklERESkVAzaFKKiogLV1dWIjIxE8+bNnd0dIrfg6+sLb29vXLhwARUVFWjWrJmzu0RERERkNV52VhhmAohsi98pIiIicnU8myEiIiIiIlIwDo8kIiIiInICrRbYtQvIywPatAFiYgBPT2f3ipSImTZyeyqVChs2bHB2N4iIiIj00tKAqCggLg5ISZF+RkVJ24lqY9BGNrNnzx54enoiMTHR6vtGRUVh2bJltu+UBaZOnQqVSgWVSgVvb2+EhIRg5MiR+PTTT1FdXW3VY61atQotW7a0T0eJiIjILaSlAePHA5cvy7fn5krbGbhRbQza3JBWC2zfDqxZI/101Drdn376KWbMmIHdu3fj4sWLjnlSG0lMTEReXh7Onz+PH374AXFxcXjuueeQlJSEqqoqZ3ePiIiI3IRWCzz3HCCE8T7dtlmzHHf+Rq6BQZubcVaqvaysDP/5z3/w9NNPIykpCatWrTJq880336Bv375o1qwZWrdujeTkZADA0KFDceHCBcyePVuf8QKABQsW4N5775U9xrJlyxAVFaX/PTs7GyNHjkTr1q2h0WgQGxuLgwcPWt1/tVqN0NBQhIeH47777sPLL7+Mr7/+Gj/88IPstSxduhQ9evSAn58fIiMj8cwzz6C0tBQAsH37dkybNg3FxcX617FgwQIAwBdffIG+ffvC398foaGhSElJQUFBgdX9JCIiIte2a5dxhq0mIYBLl6R2RDoM2tyIM1Pt//73v9G1a1d07doVjz76KD777DOIGpeQvvvuOyQnJ2P06NE4dOgQtm7dir59+/7W7zRERERg0aJFyMvLQ15ensXPe/PmTUyZMgW7du3C3r170blzZzz44IO4efNmo1/TsGHD0KtXL6TVeOM8PDzw4Ycf4tixY/jnP/+Jbdu24cUXXwQADBw4EMuWLUOLFi30r2Pu3LkApHX4Xn/9dfz888/YsGEDcnJyMHXq1Eb3kYiIiFyLpac5VpwOURPA6pFuor5Uu0olpdrHjbNPVaJ//OMfePTRRwFIQw1LS0uxdetWjBgxAgDw5ptvYuLEiVi4cKH+Pr169QIABAYGwtPTU5+FssawYcNkv3/yyScICAjAjh07kJSU1JiXBAC4++67ceTIEf3vs2bN0v+7ffv2eP311/H0009j5cqV8PHxgUajgUqlMnodf/jDH/T/7tChAz788EM88MADKC0txV133dXofhIREZFraNPGtu2oaWCmzU04M9V+6tQp7N+/HxMnTgQAeHl5YcKECfj000/1bQ4fPozhw4fb/LkLCgrw1FNPoUuXLtBoNNBoNCgtLbXZnDohhH64JgBkZmZi5MiRCA8Ph7+/Px577DEUFhairKyszsc5dOgQxo0bh3bt2sHf3x9Dhw4FAJeb+0dERESNExMDRERIF9RNUamAyEipHZEOM21uwpmp9n/84x+oqqpCeHi4fpsQAt7e3igqKkJAQAB8fX2tflwPDw/ZEEsAqKyslP0+depUXLt2DcuWLUO7du2gVqsxYMAAVFRUNOzF1HLixAm0b98eAHDhwgU8+OCDeOqpp/D6668jMDAQu3fvxuOPP27Ur5rKysoQHx+P+Ph4fPHFFwgKCsLFixeRkJBgs34SERGRa/D0BD74QJq6olLJR0npArlly7heG8kx0+YmnJVqr6qqwr/+9S/85S9/weHDh/W3n3/+Ge3atcOXX34JAOjZsye2bt1q9nF8fHygrVUmKSgoCPn5+bLA7fDhw7I2u3btwsyZM/Hggw/innvugVqtxq+//mqT17Zt2zYcPXoUDz/8MADgp59+QlVVFf7yl7+gf//+6NKlC65cuVLv6zh58iR+/fVXLFmyBDExMbj77rtZhISIiKgJS04G/vtfoMb1bgBSBu6//5X2E9XETJub0KXac3NNz2tTqaT9tk61b9y4EUVFRXj88ceh0Whk+8aPH49//OMfmD59OubPn4/hw4ejY8eOmDhxIqqqqvDDDz/oi3hERUVh586dmDhxItRqNVq3bo2hQ4fi2rVreOeddzB+/Hikp6fjhx9+QIsWLfTP0alTJ3z++efo27cvSkpK8MILLzQoq1deXo78/HxotVpcvXoV6enpWLx4MZKSkvDYY48BADp27IiqqiosX74cY8aMwY8//oiPP/5Y9jhRUVH6+Xy9evVC8+bN0bZtW/j4+GD58uV46qmncOzYMbz++utW95GIiIjcR3KyVGtg1y5pJFSbNtJ5GjNsZAozbW5Cl2oHjMdI2zPV/o9//AMjRowwCtgA4OGHH8bhw4dx8OBBDB06FF999RW++eYb3HvvvRg2bBj27dunb7to0SKcP38eHTt2RFBQEACgW7duWLlyJT766CP06tUL+/fv11dj1Pn0009RVFSE3r17IzU1FTNnzkRwcLDVryM9PR1t2rRBVFQUEhMTkZmZiQ8//BBff/01PH970+69914sXboUb7/9NqKjo/Hll19i8eLFsscZOHAgnnrqKUyYMAFBQUF45513EBQUhFWrVuGrr75C9+7dsWTJErz33ntW95GIiIjci6cnMHQoMGmS9JMBG5mjErUnDZFdlZSUQKPRoLi4WJYxunPnDnJyctC+fXs0a9aswY+fliZVkaxZlCQyUgrYmGqnpshW3y0iIiIiWzMXG9TG4ZFuhql2IiIiIiL3wqDNDelS7URERERE5Po4p42IiIiIiEjBGLQREREREREpGIM2IiIiIiIiBWPQRkREREREpGAM2oiIiIiIiBSMQRsREREREZGCMWgjIiIiIiJSMAZtZFdDhw7FrFmzHPZ8q1atQsuWLe36HFOnTsVDDz1k1+ewFWvf/+3bt0OlUuHGjRt26xMRERERWYdBGzXa1KlToVKpjG5nz55FWloaXn/9dX3bqKgoLFu2THZ/RwRaNdXso7+/P/r27Yu0tDSHPb8j1X7/beXQoUP4/e9/j5CQEDRr1gxdunTBE088gdOnT9v8uYiIiIiaOgZtZBOJiYnIy8uT3dq3b4/AwED4+/s7u3tGPvvsM+Tl5SE7Oxu9evXC73//e2RlZTm7WzZnj/d/48aN6N+/P8rLy/Hll1/ixIkT+Pzzz6HRaPDqq682+HErKytt2EsiIiIi98GgTcmEAMrKnHMTwqquqtVqhIaGym6enp6y4XlDhw7FhQsXMHv2bH2ma/v27Zg2bRqKi4v12xYsWAAAqKiowIsvvojw8HD4+fmhX79+2L59u+x5V61ahbZt26J58+b43e9+h8LCQov627JlS4SGhuLuu+/Gxx9/jGbNmuGbb74BABw9ehTDhg2Dr68vWrVqhSeffBKlpaUmH+df//oXWrVqhfLyctn2hx9+GI899hgAYMGCBbj33nvx+eefIyoqChqNBhMnTsTNmzf17cvLyzFz5kwEBwejWbNmGDx4MLKzs/X7dcMWMzIy0Lt3b/j6+mLYsGEoKCjADz/8gG7duqFFixaYNGkSbt26pb9f7eGRX3zxBfr27Qt/f3+EhoYiJSUFBQUFFr1nAHDr1i1MmzYNDz74IL755huMGDEC7du3R79+/fDee+/hk08+AWA6e7phwwaoVCr977r35dNPP0WHDh2gVqvxySefIDw8HNXV1bL7jh07FlOmTNH//u2336JPnz5o1qwZOnTogIULF6Kqqsri10FERETkShi0KdmtW8BddznnVuPE31bS0tIQERGBRYsW6bNxAwcOxLJly9CiRQv9trlz5wIApk2bhh9//BFr167FkSNH8Pvf/x6JiYk4c+YMAGDfvn34wx/+gGeeeQaHDx9GXFwc3njjDav75e3tDS8vL1RWVuLWrVtITExEQEAAsrOz8dVXX2HLli2YPn26yfv+/ve/h1ar1Qd8APDrr79i48aNmDZtmn7buXPnsGHDBmzcuBEbN27Ejh07sGTJEv3+F198EevWrcM///lPHDx4EJ06dUJCQgKuX78ue74FCxZgxYoV2LNnDy5duoRHHnkEy5Ytw+rVq/Hdd99h8+bNWL58udnXWlFRgddffx0///wzNmzYgJycHEydOtXi9yojIwO//vorXnzxRZP7rR3mevbsWfznP//BunXrcPjwYYwfPx6//vorMjMz9W2KioqQkZGByZMn6/vw6KOPYubMmTh+/Dg++eQTrFq1Cm+++aZVz01ERETkMgQ5VHFxsQAgiouLZdtv374tjh8/Lm7fvm3YWFoqhJTzcvyttNTi1zRlyhTh6ekp/Pz89Lfx48cLIYSIjY0Vzz33nL5tu3btxPvvvy+7/2effSY0Go1s29mzZ4VKpRK5ubmy7cOHDxfz5s0TQggxadIkkZiYKNs/YcIEo8eqDYBYv369EEKIO3fuiNdff10AEN9//73429/+JgICAkRpjdf/3XffCQ8PD5Gfn69/vePGjdPvf/rpp8WoUaP0vy9btkx06NBBVFdXCyGEmD9/vmjevLkoKSnRt3nhhRdEv379hBBClJaWCm9vb/Hll1/q91dUVIiwsDDxzjvvCCGEyMzMFADEli1b9G0WL14sAIhz587pt/3xj38UCQkJ+t9rv/+17d+/XwAQN2/elD1PUVGRyfZvv/22ACCuX79u9jGFMH1M169fL2r+yZk/f77w9vYWBQUFsnZjx44Vf/jDH/S/f/LJJyI0NFRUVVUJIYSIiYkRb731luw+n3/+uWjTpo3Jvpj8bhEREREpgLnYoDYvZwWLZIHmzQEzw/Ic8txWiIuLw1//+lf9735+fo16+oMHD0IIgS5dusi2l5eXo1WrVgCAEydO4He/+51s/4ABA5Cenl7v40+aNAmenp64ffs2NBoN3nvvPYwaNQrPP/88evXqJev/oEGDUF1djVOnTiEkJMTosZ544gncf//9yM3NRXh4OD777DN9cRadqKgo2dyyNm3a6Iclnjt3DpWVlRg0aJB+v7e3Nx544AGcOHFC9lw9e/bU/zskJATNmzdHhw4dZNv2799v9nUfOnQICxYswOHDh3H9+nX9MMSLFy+ie/fu9b5vwsphs/Vp164dgoKCZNsmT56MJ598EitXroRarcaXX36JiRMnwtPTEwBw4MABZGdnyzJrWq0Wd+7cwa1bt9Dcys8uERERkdI5dXjk4sWLcf/998Pf3x/BwcF46KGHcOrUKVkbIQQWLFiAsLAw+Pr6YujQofjll19kbcrLyzFjxgy0bt0afn5+GDt2LC5fvixrU1RUhNTUVGg0Gmg0GqSmphqVNb948SLGjBkDPz8/tG7dGjNnzkRFRYWszdGjRxEbGwtfX1+Eh4dj0aJFNj+R1VOpAD8/59xqBByW8PPzQ6dOnfS3Nm3aNOqlV1dXw9PTEwcOHMDhw4f1txMnTuCDDz4A0LgA4v3338fhw4eRl5eH69evY86cOfrHVJl57ea29+7dG7169cK//vUvHDx4EEePHjUacujt7W30WLqASfc6aj++qb7UfByVSlXn49ZWVlaG+Ph43HXXXfjiiy+QnZ2N9evXA4DR59wcXRB98uTJOtt5eHgYHR9ThUZMBfdjxoxBdXU1vvvuO1y6dAm7du3Co48+qt9fXV2NhQsXyj4XR48exZkzZ9CsWTOLXgcRERnTaoHt24E1a6SfWq2ze0REOk4N2nbs2IFnn30We/fuxebNm1FVVYX4+HiUlZXp27zzzjtYunQpVqxYgezsbISGhmLkyJGyIg6zZs3C+vXrsXbtWuzevRulpaVISkqCtsZfm5SUFBw+fBjp6elIT0/H4cOHkZqaqt+v1WoxevRolJWVYffu3Vi7di3WrVunP5kHgJKSEowcORJhYWHIzs7G8uXL8d5772Hp0qV2fqfch4+Pj+y4mNvWu3dvaLVaFBQUyILBTp06ITQ0FADQvXt37N27V3a/2r+bExoaik6dOiE4OFi2vXv37jh8+LDsM/jjjz/Cw8PDKOtX0//93//hs88+w6effooRI0YgMjLSon4AQKdOneDj44Pdu3frt1VWVuKnn35Ct27dLH6c+pw8eRK//vorlixZgpiYGNx9991WFSEBgPj4eLRu3RrvvPOOyf26CyFBQUG4efOm7H08fPiwRc/h6+uL5ORkfPnll1izZg26dOmCPn366Pffd999OHXqlNHnolOnTvDw4DRdIqKGSEsDoqKAuDggJUX6GRUlbSciBbDvKE3rFBQUCABix44dQgghqqurRWhoqFiyZIm+zZ07d4RGoxEff/yxEEKIGzduCG9vb7F27Vp9m9zcXOHh4SHS09OFEEIcP35cABB79+7Vt8nKyhIAxMmTJ4UQQnz//ffCw8NDNodqzZo1Qq1W68eYrly5Umg0GnHnzh19m8WLF4uwsDD9/KX6WDWnzUXUnuNVU+05VSNHjhRjx44Vly9fFteuXRNCCPHjjz/q52tdu3ZNlJWVCSGEmDx5soiKihLr1q0T//vf/8T+/fvFkiVLxHfffSeEkI6hSqUSb7/9tjh16pRYvny5aNmypVVz2morKysTbdq0EQ8//LA4evSo2LZtm+jQoYOYMmVKna+3uLhYNG/eXPj4+Mg+i0JIc7d69eol2/b++++Ldu3a6X9/7rnnRFhYmPjhhx/EL7/8IqZMmSICAgL0c8dMzTUzNW+s9nPVfP8LCgqEj4+PeOGFF8S5c+fE119/Lbp06SIAiEOHDpl9nto2bNggvL29xZgxY8TmzZtFTk6OyM7OFi+88IKYMGGCEEKIwsJC4efnJ2bOnCnOnDkjvvzySxEWFmY0p632+6KzadMmoVarRdeuXcXrr78u25eeni68vLzE/PnzxbFjx8Tx48fF2rVrxZ///GeTj+XK3y0iIkdYt04Ilcp4ertKJd3WrXN2D4ncl6Vz2hR1Wbq4uBiAtLYUAOTk5CA/Px/x8fH6Nmq1GrGxsdizZw8AaX5LZWWlrE1YWBiio6P1bbKysqDRaNCvXz99m/79+0Oj0cjaREdHIywsTN8mISEB5eXlOHDggL5NbGws1Gq1rM2VK1dw/vx5k6+pvLwcJSUlsltTtmjRIpw/fx4dO3bUz2UaOHAgnnrqKUyYMAFBQUH6LM5nn32Gxx57DHPmzEHXrl0xduxY7Nu3T5/F6t+/P/7+979j+fLluPfee7Fp0ya88sorjepf8+bNkZGRgevXr+P+++/H+PHjMXz4cKxYsaLO+7Vo0QIPP/ww7rrrLjz00ENWP++SJUvw8MMPIzU1Fffddx/Onj2LjIwMBAQENPCVGAsKCsKqVavw1VdfoXv37liyZAnee+89qx9n3Lhx2LNnD7y9vZGSkoK7774bkyZNQnFxsb56Z2BgIL744gt8//336NGjB9asWaNfysESw4YNQ2BgIE6dOoWUlBTZvoSEBGzcuBGbN2/G/fffj/79+2Pp0qVo166d1a+FiKip02qB554zvdKPbtusWRwqSeRsKiHsNSHLOkIIjBs3DkVFRdi1axcAYM+ePRg0aBByc3NlwdSTTz6JCxcuICMjA6tXr8a0adOM1smKj49H+/bt8cknn+Ctt97CqlWrcPr0aVmbLl26YNq0aZg3bx6efPJJnD9/Hps2bZK1UavVWLVqFSZNmoT4+HhERUXhb3/7m37/lStXEB4ejj179mDAgAFGr2vBggVYuHCh0fbi4mK0aNFC//udO3eQk5OD9u3bc16Oixo5ciS6deuGDz/80NldoRr43SIiMm/7dmkoZH0yM4GhQ+3dG6Kmp6SkBBqNxig2qE0xmbbp06fjyJEjWLNmjdE+Swo01Fa7jan2tmgjzBSR0Jk3bx6Ki4v1t0uXLtXZb3I9169fx9q1a7Ft2zY8++yzzu4OERGRxfLybNuOiOxDESX/Z8yYgW+++QY7d+5ERESEfruu4ER+fr6sGmFBQYG+9HpoaCgqKipQVFQkG0pWUFCAgQMH6ttcvXrV6HmvXbsme5x9+/bJ9hcVFaGyslLWJj8/X9ZGV8jBVCl4QMrU1RxOSe7nvvvuQ1FREd5++2107drV2d0hIiKymKXFnhtZFJqIGsmpmTYhBKZPn460tDRs27YN7du3l+1v3749QkNDsXnzZv22iooK7NixQx+Q9enTB97e3rI2eXl5OHbsmL7NgAEDUFxcLFu/at++fSguLpa1OXbsGPJqXEratGkT1Gq1vnLdgAEDsHPnTll59E2bNiEsLAxRUVE2elfI1Zw/fx7FxcWYO3eus7tCRERklZgYICLC/Eo/KhUQGSm1IyLncWrQ9uyzz+KLL77A6tWr4e/vj/z8fOTn5+P27dsApCGHs2bNwltvvYX169fj2LFjmDp1Kpo3b64vTqDRaPD4449jzpw52Lp1Kw4dOoRHH30UPXr0wIgRIwAA3bp1Q2JiIp544gns3bsXe/fuxRNPPIGkpCR9ZiQ+Ph7du3dHamoqDh06hK1bt2Lu3Ll44okn9ONLU1JSoFarMXXqVBw7dgzr16/HW2+9heeff77e4ZpERERESuPpCfy2/KlR4Kb7fdkyqR0ROZF9i1jWDYDJ22effaZvU11dLebPny9CQ0OFWq0WQ4YMEUePHpU9zu3bt8X06dNFYGCg8PX1FUlJSeLixYuyNoWFhWLy5MnC399f+Pv7i8mTJxuVNb9w4YIYPXq08PX1FYGBgWL69Omy8v5CCHHkyBERExMj1Gq1CA0NFQsWLLC43L8Q9Zf8v3XrlsWPRUT1u3XrFkv+ExHVY906ISIi5CX/IyNZ7p/I3iwt+a+Y6pFNhbkKMVqtFqdPn0ZwcDBatWrlxB4SuZfCwkIUFBSgS5cu8OSlYiIis7RaYNcuqehImzbSkEj+2SSyL0urRyqiEAkBnp6eaNmypb6wSfPmzTnkkqgRhBC4desWCgoK0LJlSwZsRET18PRkWX8ipWLQpiC6apm6wI2IGq9ly5b67xYRERGRK2LQpiAqlQpt2rRBcHAwKisrnd0dIpfn7e3NDBsRERG5PAZtCuTp6ckTTSIiIiIiAuDkkv9ERERERERUNwZtRERERERECsagjYiIiIiISMEYtBERERERESkYgzYiIiIiIiIFY9BGRERERESkYAzaiIiIiIiIFIxBGxERERERkYIxaCMiIiIiIlIwBm1EREREREQKxqCNiIiIiIhIwRi0ERERERERKRiDNiIiIiIiIgXzcnYHiIiIyDytFti1C8jLA9q0AWJiAE9PZ/eKHI2fA6KmjUEbERGRQqWlAc89B1y+bNgWEQF88AGQnOy8fpFj8XNARBweSUREpEBpacD48fITdQDIzZW2p6U5p1/kWPwcEBEAqIQQwtmdaEpKSkqg0WhQXFyMFi1aOLs7RESkQFotEBVlfKKuo1JJmZacHA6Rc2f8HBC5P0tjA2baiIiIFGbXLvMn6gAgBHDpktSO3Bc/B0Skw6CNiIhIYfLybNuOXBM/B0Skw6CNiIhIYdq0sW07ck38HBCRDoM2IiIihYmJkeYqqVSm96tUQGSk1I7cFz8HRKTDoI2IiEhhPD2lcu6A8Qm77vdly1h8wt3xc0BEOgzaiIiIFCg5Gfjvf4HwcPn2iAhpu7uvz6XVAtu3A2vWSD+1Wmf3yDma+ueAiCQs+e9gLPlPRETW0Gql6oB5edLcpZgY98+scDFpY03xc0DUFFgaGzBoczAGbURERObpFpOufXaiGw7I7BIRuROu00ZEREQuRauVMmymLifrts2a1XSHShJR08WgjYiIiBSBi0kTEZnGoI2IiIgUgYtJExGZ5uXsDhAREREBXEy6LixEQtS0MdNGREREisDFpE1LSwOiooC4OCAlRfoZFSVtJ6KmgUEbERERKQIXkzamq6ZZe65fbq60nYEbUdPAoI2IiIgUQ8mLSTt6wW9W0yQiHc5pIyIiIkVJTgbGjVPWHC5nLPhtTTXNoUPt0wciUgYGbURERKQ4np7KCUTMLfitG6Jorwwgq2kSkY5Th0fu3LkTY8aMQVhYGFQqFTZs2CDbX1paiunTpyMiIgK+vr7o1q0b/vrXv8ralJeXY8aMGWjdujX8/PwwduxYXK51WaqoqAipqanQaDTQaDRITU3FjRs3ZG0uXryIMWPGwM/PD61bt8bMmTNRUVEha3P06FHExsbC19cX4eHhWLRoEYSpMQtERETkFpw5RJHVNIlIx6lBW1lZGXr16oUVK1aY3D979mykp6fjiy++wIkTJzB79mzMmDEDX3/9tb7NrFmzsH79eqxduxa7d+9GaWkpkpKSoK3x1zMlJQWHDx9Geno60tPTcfjwYaSmpur3a7VajB49GmVlZdi9ezfWrl2LdevWYc6cOfo2JSUlGDlyJMLCwpCdnY3ly5fjvffew9KlS+3wzhAREZESOHPBb1bTJCI9oRAAxPr162Xb7rnnHrFo0SLZtvvuu0+88sorQgghbty4Iby9vcXatWv1+3Nzc4WHh4dIT08XQghx/PhxAUDs3btX3yYrK0sAECdPnhRCCPH9998LDw8PkZubq2+zZs0aoVarRXFxsRBCiJUrVwqNRiPu3Lmjb7N48WIRFhYmqqurLX6dxcXFAoD+cYmIiEi5Vq8WQgrN6r6tXm2f51+3TgiVSrrVfD7dtnXr7PO8ROQYlsYGiq4eOXjwYHzzzTfIzc2FEAKZmZk4ffo0EhISAAAHDhxAZWUl4uPj9fcJCwtDdHQ09uzZAwDIysqCRqNBv3799G369+8PjUYjaxMdHY2wsDB9m4SEBJSXl+PAgQP6NrGxsVCr1bI2V65cwfnz582+hvLycpSUlMhuRERE5BqcPURRydU0ichxFB20ffjhh+jevTsiIiLg4+ODxMRErFy5EoMHDwYA5Ofnw8fHBwEBAbL7hYSEID8/X98mODjY6LGDg4NlbUJCQmT7AwIC4OPjU2cb3e+6NqYsXrxYP5dOo9EgMjLSmreAiIiInEgJQxSTk4Hz54HMTGD1aulnTg4DNqKmRNHVIz/88EPs3bsX33zzDdq1a4edO3fimWeeQZs2bTBixAiz9xNCQFXjr6vKxF9aW7QRv81ANnVfnXnz5uH555/X/15SUsLAjYiIyEXoFvweP14K0GoWJHHkgt9KqqZJRI6n2Ezb7du38fLLL2Pp0qUYM2YMevbsienTp2PChAl47733AAChoaGoqKhAUVGR7L4FBQX6LFhoaCiuXr1q9PjXrl2TtamdLSsqKkJlZWWdbQoKCgDAKANXk1qtRosWLWQ3IiIich0cokhEzqbYoK2yshKVlZXw8JB30dPTE9XV1QCAPn36wNvbG5s3b9bvz8vLw7FjxzBw4EAAwIABA1BcXIz9+/fr2+zbtw/FxcWyNseOHUNejYVONm3aBLVajT59+ujb7Ny5U7YMwKZNmxAWFoaoqCjbvngiIiJSFA5RJHJ9Wi2wfTuwZo300x5LddiLU4dHlpaW4uzZs/rfc3JycPjwYQQGBqJt27aIjY3FCy+8AF9fX7Rr1w47duzAv/71L32ZfY1Gg8cffxxz5sxBq1atEBgYiLlz56JHjx764ZPdunVDYmIinnjiCXzyyScAgCeffBJJSUno2rUrACA+Ph7du3dHamoq3n33XVy/fh1z587FE088oc+MpaSkYOHChZg6dSpefvllnDlzBm+99RZee+21OodHEhERkXtwlyGKWq20REFenlRAJSbG/sM7iZwtLU1ac7HmEh4REdLwZ5e4+GL/QpbmZWZmCgBGtylTpgghhMjLyxNTp04VYWFholmzZqJr167iL3/5i6zE/u3bt8X06dNFYGCg8PX1FUlJSeLixYuy5yksLBSTJ08W/v7+wt/fX0yePFkUFRXJ2ly4cEGMHj1a+Pr6isDAQDF9+nRZeX8hhDhy5IiIiYkRarVahIaGigULFlhV7l8IlvwnIiIi51m3ToiICPnyARERXDqA3Jtu6YzaS3UoYekMS2MDlRA1p9SSvZWUlECj0aC4uJjz24iIiMhh0tKkgiq1z/x0A4Y4P4/ckVYLREXJM2w1qVRSxi0nxzkZZ0tjA8XOaSMiIiIi29BqpaFhpi7V67bNmuVac3yILLFrl/mADZA+/5cuSe2UjEEbERERkZtzlxNXImvVqDNok3bOwqCNiIiIyM25y4krkbXatLFtO2dh0EZERETk5tzlxJXIWjEx0pw1c8XeVSogMlJqp2QM2oiIiIjcnLucuBJZy9NTKusPGH/+db8vW6b8ZS8YtBERERG5OXc5cSVqiORkqTpqeLh8e0SE61RNZcl/B2PJfyIiInIWUwsMR0ZKAZsrnLgSNYYSF5a3NDZg0OZgDNqIyFUo8T83Imo8freJlMPS2MDLgX0iIiIXYepqfESENLyKV+OJXJunJzB0qLN7QUTW4Jw2IiKSSUsDxo83XtMpN1fanpbmnH4RERE1VQzaiIhIT6uVMmymBs7rts2aJbUj96HVAtu3A2vWSD95fImIlIVBGxER6e3aZZxhq0kI4NIlqR25h7Q0ICoKiIsDUlKkn1FRzKgSkRsrLHS5q1MM2oiISC8vz7btSNk4FJaImgStFti7F1iwAOjfHwgKArKznd0rq7AQCRER6bVpY9t2pFz1DYVVqaShsOPGsbIgEbmgK1eAjAwgPR3YvBkoKpLvz86WAjgXwaCNiIj0YmKkKpG5uaZP5lUqaX9MjOP7RrZlzVBYVhokIsWrqAB+/FEK0tLTgSNH5PtbtgTi44HEROln7ZW2FY5BGxER6Xl6SmX9x4+XArSagZtKJf1ctoyZF3fAobBE5PL+9z9DNm3rVqCszLBPpQLuv18K0hITpX97uW7o47o9JyIiu0hOBv77X9PrtC1bxnXa3AWHwhKRy7l1Sypxq8umnTkj3x8SAiQkSEHayJFA69ZO6aY9qIQwNQCG7MXSVc+JiJxNq5WGxuXlSSfuMTHMsLkTrVaqElnfUNicHB53InISIYATJwxB2s6dQHm5Yb+XFzBokCGb1rMn4OFadRYtjQ2YaSMiIpM8PTmXyZ1xKCwRKdKNG9JQx/R0aejjpUvy/e3aGYK0YcOAJpIEYdBGRETURHEoLBE5XXU1cOiQIZuWlSVfQ61ZM+kKom7YY9euhitLTQiDNiIicgoOv1SG5GSprD+PBRE5zLVrwKZNhmzatWvy/XffbcimDRkC+Po6p58KwqCNiIgcLi3NdHbngw/qzu6YC/QYADYOh8ISkV1VVUmLW+uyaQcPysdk+/sDw4dLQVpCgjThlmQYtBERkUOlpUnzqGoXv8jNlbb/97+mAzdzgd6kScCaNdYHgEREZEeXLhnK8W/ZAhQXy/f37m3Ipg0YAHh7O6efLoLVIx2M1SOJqCnTVSw0t6izuYqF5gI9c3TTHcwFgEREZGN37gC7dxuyab/8It/fqpV8cevQUOf0U2FYPZKIiBRn1y7zARsgBWWXLkntdMP1tFopw2bNJUYhpMBt1ixpvhaHStaNw0uJyGpCAGfPGoK0zEzg9m3Dfg8PoH9/QwGRPn34h6URGLQREZHD5OVZ366+QM8cUwEgGWvo/EIiaoJKS6XgTBeo/e9/8v1hYYYhjyNGAAEBzumnG2LQRkREDtOmjfXtLA30zGns/ZWssRmyhs4vJKImQgjg2DFDkLZrF1BZadjv7S394dEFatHRTbIcvyMwaCMiIoeJiZGyOLm5poc76ua0xcQYtlka6JnT2PsrVWMzZHUNO+XwUqIm7Pp1qXCIrhz/lSvy/R06AKNGScMe4+KAu+5yTj+bGAZtRETkMJ6eUlAxfrwUFNQMGHQXZ5ctkwcJ9QV65pgKAN2FLTJkDZlfSERuSKsFDhwwZNP27ZMWvNZp3lwKznTZtE6dnNfXJoxBGxEROVRyshRUmMoSLVtmHGzUFeiZYy4AdAe2ypA1ZH4hEbmJ/HxDOf5Nm6TsWk333GMI0gYPBpo1c04/SY9BGxEROVxyshRUWDofy1ygFxkJTJxoep02UwGgO7BVhqwh8wuJyEVVVABZWYZs2uHD8v0aDTBypDTkMSFB+uNKisKgjYiInMLT07phd3UFeosXN52S9bbKkDVkfiERuZDz5w3ZtK1bgZs35fv79jVk0/r1A7wYFigZjw4REbkMc4GetQGgK7NVhqwh8wuJSMFu3wZ27DBk006dku8PCjKsmTZyJBAc7Jx+UoMwaCMiInIhtsyQWTu/kIgURAgpMNMFaTt2AHfuGPZ7egIDBxqyaffeKy14TS6JQRsREZELsXWGzNr5hWSdxq6lRyRTUiINddQNe7xwQb4/MtIQpA0fLs1VI7fAoI2IiMjF2DpD1pSGlzpSY9fSI0J1NfDzz4Zs2p49QFWVYb9aDcTGGoY9duvGxa3dlEoIa1a9ocYqKSmBRqNBcXExWrRo4ezuEBGRC2uKWRxXec3m1tLTnU9bspYeNVG//gps3mxY3PrqVfn+Ll0M2bTYWGkdNXJZlsYGDNocjEEbERFRw7hK5kqrBaKizC/NoJt3mJOjzICTHKyqCti/3xCkZWfLo30/P2moY2KilFHr0MF5fSWbszQ2cOpsxJ07d2LMmDEICwuDSqXChg0bjNqcOHECY8eOhUajgb+/P/r374+LFy/q95eXl2PGjBlo3bo1/Pz8MHbsWFyu9VeyqKgIqamp0Gg00Gg0SE1NxY0bN2RtLl68iDFjxsDPzw+tW7fGzJkzUVFRIWtz9OhRxMbGwtfXF+Hh4Vi0aBEY8xIREdmfLnNVOxDKzZW2p6U5p1+mWLOWHjVRubnAp58CjzwiVXUcNAh4/XUpeBMC6NULeOklIDNTWvj666+Bp59mwNaEOXVOW1lZGXr16oVp06bh4YcfNtp/7tw5DB48GI8//jgWLlwIjUaDEydOoFmNVdlnzZqFb7/9FmvXrkWrVq0wZ84cJCUl4cCBA/D87fJVSkoKLl++jPT0dADAk08+idTUVHz77bcAAK1Wi9GjRyMoKAi7d+9GYWEhpkyZAiEEli9fDkCKgkeOHIm4uDhkZ2fj9OnTmDp1Kvz8/DBnzhx7v1VERERNllYrZdhMXScVQspczZolFVRRQubKVmvpkRspLwd27zYUEDl6VL4/IACIj5eyafHxQFiYc/pJyiUUAoBYv369bNuECRPEo48+avY+N27cEN7e3mLt2rX6bbm5ucLDw0Okp6cLIYQ4fvy4ACD27t2rb5OVlSUAiJMnTwohhPj++++Fh4eHyM3N1bdZs2aNUKvVori4WAghxMqVK4VGoxF37tzRt1m8eLEICwsT1dXVFr/O4uJiAUD/uERERFS3zEwhpPCs7ltmprN7KnG1/pKdnD0rxIoVQiQlCdG8ufzgq1RC9OsnxPz5QmRlCVFV5ezekpNYGhsodrGG6upqfPfdd+jSpQsSEhIQHByMfv36yYZQHjhwAJWVlYiPj9dvCwsLQ3R0NPbs2QMAyMrKgkajQb9+/fRt+vfvD41GI2sTHR2NsBpXNRISElBeXo4DBw7o28TGxkKtVsvaXLlyBefPnzf7OsrLy1FSUiK7ERERkeVcLXOlW0vPXBE/lUqqzG7JWnrkQsrKgO++A2bMADp3Bjp1AqZPBzZuBG7dAkJDgalTgbVrgWvXgL17gQULgP79lZEiJkVTbNBWUFCA0tJSLFmyBImJidi0aRN+97vfITk5GTt27AAA5Ofnw8fHBwEBAbL7hoSEID8/X98m2MSK78HBwbI2ISEhsv0BAQHw8fGps43ud10bUxYvXqyfS6fRaBAZGWnN20BERNTktWlj23b2pltLDzAO3Bqylh4plBDAsWPAX/4CjBwJBAYCSUnAihXA2bOAl5e0lsaSJcDhw8CVK8BnnwETJgCtWjm79+RiFLtOW3V1NQBg3LhxmD17NgDg3nvvxZ49e/Dxxx8jNjbW7H2FEFDV+CupMnGpyxZtxG+D603dV2fevHl4/vnn9b+XlJQwcCMiIrKCLnOVm2t6XpuuGuPAgcD27cpYDsDWa+mRQty4AWzZYlg3LTdXvj8qChg1SpqbFhcH+Ps7o5fkhhQbtLVu3RpeXl7o3r27bHu3bt2we/duAEBoaCgqKipQVFQky7YVFBRg4MCB+jZXa69vAeDatWv6TFloaCj27dsn219UVITKykpZm9oZtYKCAgAwysDVpFarZUMqiYiIlEbpa5/pMlfjx0sBWs3ATXfddOJEoGNHZS0HkJwsFUdR8ntL9aiuBg4eNARpe/dKXxidZs2k4Ey3blrnzlzcmuxCscMjfXx8cP/99+PUqVOy7adPn0a7du0AAH369IG3tzc2b96s35+Xl4djx47pg7YBAwaguLgY+/fv17fZt28fiouLZW2OHTuGvBqD4Tdt2gS1Wo0+ffro2+zcuVO2DMCmTZsQFhaGqKgo2754IiIiB0lLk5IDcXFASor0MypKWSX0AUPmKjxcvj0iApg7F3jvPWUuB+DpKY2QmzRJ+smAzQVcvQp8/jnw6KNASAhw//3Aq68CP/4oBWzdugGzZ0uVIK9fB77/Hpg5U1r0mgEb2YlTF9cuLS3F2bNnAQC9e/fG0qVLERcXh8DAQLRt2xbr16/HhAkT8NFHHyEuLg7p6emYNWsWtm/fjsGDBwMAnn76aWzcuBGrVq1CYGAg5s6di8LCQlnJ/1GjRuHKlSv45JNPAEgl/9u1aycr+X/vvfciJCQE7777Lq5fv46pU6fioYce0pf8Ly4uRteuXTFs2DC8/PLLOHPmDKZOnYrXXnvNqpL/XFybiIiUQrf2We0zAd1553//q7xhfLWzggMHGmfYanLEQtZKz1RSPSorpQyaLpt28KB8f4sWwIgRhsWt27Z1Tj/JLVkcG9i9jmUdMjMzBQCj25QpU/Rt/vGPf4hOnTqJZs2aiV69eokNGzbIHuP27dti+vTpIjAwUPj6+oqkpCRx8eJFWZvCwkIxefJk4e/vL/z9/cXkyZNFUVGRrM2FCxfE6NGjha+vrwgMDBTTp0+XlfcXQogjR46ImJgYoVarRWhoqFiwYIFV5f6FYMl/IiJShqoqISIizJejV6mEiIxUfiVyZ5fXX7fO+H2MiJC2k4JduCDE3/4mRHKyEC1aGH9g7rtPiJdfFmLnTiEqKpzdW3JjlsYGTs20NUXMtBERkRJs3y4NhaxPZqY0rE+p1qyRhnXWZ/VqaYiiLbliprLJunMH2LnTkE07cUK+v3Vr+eLWddQrILIlS2MDxRYiISIiIvuxdE2zrVuVPezPWcsBaLVSZUhTl76FkAK3WbOkQiRKe8+aBCGAM2cMQdr27cDt24b9Hh7AgAGGAiL33SdtI1IoBm1ERERNkKVBzBtvGP7t7GqMpli6HICtF7Letcv8PDpA6sulS1I7JWcq3crNm8C2bVKBkPR0aSJjTeHhhiBt+HCg1jq/RErGoI2IiKgJqi/YMUVXjVFJw/4sWQ7AHgtZW5qptLQdNYAQwJEjhmzajz9KRUV0fHyAIUOk4iGJicA997C6I7ksBm1EROQUrLjnXHUFO+YoddifMxaydtawzCavsNCwuHVGhnFU3KmTIZs2dCjg5+eUbhLZGguROBgLkRARSQUcTJ1gK23oXVNg6lhYQokFShx5IUCrldazq29Ypj2XGmgStFogO9sQpO3fLy14rdO8OTBsmKEcf6dOzusrUQOwEAkRESmSuYp7Shx61xQkJ0tZM12wc/y4fB6bOUoc9qdbyNpRz+WMYZlNQl6eYV7a5s3SAtY19ehhyKYNGgSo1c7pJ5EDMdPmYMy0EVFTpstOOHMhZKqbuywF4CimMpWRkfYblumWKiqAPXsMc9N+/lm+v2VLYORIQzn+iAindJPIHiyNDRi0ORiDNiJqypQSEHA+nXkc9mc9W36emsxnMyfHEKRt2waUlhr2qVRA376GbNoDDwBeHBxG7onDI4mISHGUUHHP1ebTOfoknsP+rGerYZmu9tm0yq1bwI4dhkDt9Gn5/uBgQ5A2cqS02DUR6TFoIyJSMHe76u7sinuuNp/OWSfxzqjG2NS52mezXkIAJ04Y5qbt2AGUlxv2e3kBAwcaArVevbi4NVEdODzSwTg8kogs5Y5X3Z059M7V5tOZO4nXZbsccRJv7qKBu11McDZX+2yaVVwMbN1qyKZduiTf37atIUgbNgzQaJzTTyIF4Zw2hWLQRkSWUMIJu73oXhtgeuidvV6bUubTWULJJ/FKvpjgqsGkK302ZaqrgcOHDUHanj3SQdBRq6UO6wK1rl25uDVRLZzTRkTkorRa6aTY1CU1pS5ubA17DL2z5GRdCfPpLLVrV93rpgkhJTF27XLsSbySh/ApOZisjyt9NnHtGrBpkxSkbdoEFBTI93ftagjShgyR1lEjokZj0EZEpDBKPWG3pdprgzUmK2Lpybqz59PpuGqAqeSLCUoOJi2hlM+mSVVVwL59hmzagQPyN/quu4ARIwyLW0dFOaGTRO6PQRsRkcIo8YTdHmxRcc+ak/WYGCmYq28+XUxM4/pUX39dKcCsSakXE5QcTFpKCZ9NmcuX5YtbFxfL9997ryGbNmAA4OPjoI4RNV0M2oiIFEaJJ+xKZO3JurNL2btagFmbUi8mKDWYtIazP5u4cwfYvRvV36fj9vp0+J3/Rb4/MFBa1Fq3uHVT/+ND5ASsrUpEpDC6E3Zz8/VVKiAy0rEn7Epkzcm6jm4+XXi4vG1EhH2H0NUXYAJSgKmr4aA7iQeMPwfOWitNqRcTlBpMWsuhn00hpHXSli8HRo+WgrKRI+Hx/l/gd/4XaOGBPRiA91osROaSfdK8tTVrgClTGLAROQkzbURECuP0q+4uoqEn67acT2ephmSDlLZWmhKzf4Byg8mGsOtn8+ZNYNs2w7DHnBzZ7lyEIQMJSEcitmAEihAI1U0A84D/dlb2nECipoBBGxGRAinthF2JGnOybov5dNZwpQDTHKVeTFBqMNlQNvtsCgH8/LMhSPvxR6Cy0rDfxweIiUH1yAQkvJ+ILVejAaiMHsIV5gQSNQUM2oiIFEpJJ+xK5Eon664UYNZFiRcTdMHkww+b3i9EE8pM//qrVDgkI0O65efL93fqJFV4TEyUPlR33YWd24EtV80/pCvMCXQ0V10PkFwbgzYiIgVT0gm70ig182OKKwWY9WkKFxNc5qS8qgrYv9+QTcvOln/A/PyAYcOkQC0hQQraanGXOYGOUlcFWHf/XpBzqYQw9d8H2Yulq54TEZFlTJ1ERUYqbxiprnokYDrAVPpaYkql1UpLg5mbM6gLiHNyLDuBVvwi3bpy/BkZUlbtxg35/p49DWumDRoEqNV1Ptz27UBcXP1Pm5nJC0jmKsDqLhq1agUUFhq2K+pz4wQuc/HDySyNDRi0ORiDNiIi23OVkwNXCTBdiS2DjrpOygEnBdbl5dKHOz1dCtSOHZPvDwiQyvDrsmlhYVY9vC7orS8LbGnQ667quzhgSlO+IKP4ix8KwqBNoRi0EbkeVwkIyDXw82Rba9YAKSn1t1u9Gpg0yfx+W2fsGkwI4OxZQ5CWmQncumXY7+EBPPCAIZt2//2N7hCzwPWz9OJAbU0x6FXkxQ8FszQ24Jw2IqI68Goh2Zoj5ik2pcDQViX/nbpI982bUnCmC9T+9z/5/jZtpCAtMREYMUJaV82GlFhgRmkaOqevqRVyqW9NSlYjbTgGbUREZpi7WpibK23n1UJSoqZ2ocFWRV4cWpBDCODIESlIM1WO39tb6rAum9ajh/Eq6zbWFArMNEZj1/lrKoVcnHrxw80xaCMiMoFXC8kVmbvQcPmy+15osFUVUbsv0l1YKBUO0WXTapfj79jRkE37rRy/o7FarXn1XRyojyss7m4LrEZqP5zT5mCc00bkGlhRjVyNJYUSIiNdZ26NtUM8G1vkxeYFOSwpxx8XZ8immSjHT8pibu5fXZranDb+32k9zmkjImoEXi0kV1PfsCTAdYYlNWSIZ2OH99kkY5ebawjSzJXj1y1ubUE5flIWc3P/dKX+lb5epCO405qUStOooO3s2bM4d+4chgwZAl9fXwghoLLzmGsiIkew+1ApIhvLzbVtO2dpzFzSxg7v052Uz5wpf5/Cw80EjLpy/LpAzVQ5/pEjpSAtPl56IHJp5i4OfP01C7kAthuuTMYaFLQVFhZiwoQJ2LZtG1QqFc6cOYMOHTrg//7v/9CyZUv85S9/sXU/iYgcSne1sL6hZrxa2HBNqcKhI1y7Ztt2zqCUuaRmrz/ryvHrgrTa5fhVKqBfP0M2zQbl+El5TF0cYCEXA1YjtY8GBW2zZ8+Gl5cXLl68iG7duum3T5gwAbNnz2bQRkQuz9NTWtPp3XfNt5k4sWn+h2wLTa3CoSMEBdm2XUM1Jhh3duU5U1m+u3AT913ORP7DGSgNScddV82U409IkMrxt2pl+46RS2AhFwMGsbbXoKBt06ZNyMjIQEREhGx7586dceHCBZt0jIjImbRaadHeuqxdCyxezP+ErMWlFOzD0pF39hyh19hg3JlzSQ1ZPoGeOIJEpCMBGRiM3fDBb+X4rwLC2xuqmBhDNs0B5fiJXBGDWNtqUNBWVlaG5s2bG23/9ddfoeakWiJyA+5U1EFJlDL8zR05e0ivLYJxp80lLSzEqQ824/XLUqDWBvJy/OfQAT9gFDKQgBe/jkPMKMeX4yeips2jIXcaMmQI/vWvf+l/V6lUqK6uxrvvvos4S+p8EhEpHKtH2oc1w9/IOroCACqVceJHt81eBQDqC8YBKRjXaut+HF3gaS5xpVLZKPCsqgKysoD586U5aEFB6P76JEzFP9EG+ShDc3yLJDyLFeiEM+iEc5iBFdiIMbh8gwEbETlegzJt7777LoYOHYqffvoJFRUVePHFF/HLL7/g+vXr+PHHH23dRyIih2P1SPtgMGxfzioAYKu5aHatPFdPOf7SDj2w8n+JyEACdmMwKmB65BC/80TkDA0K2rp3744jR47gr3/9Kzw9PVFWVobk5GQ8++yzaMO/ZkTkBrjWjH0wGLY/ZxQAsGUwbrPAs7wc2L1bCtIsKMfvGxqO5VGsGEtEytTgddpCQ0OxcOFCW/aFiEgxuNaMfTAYdgxHFwCwdTDe4MDz7FlDkGaqHP8DD0hBmoly/J5gxVgiUi6VEKb+26zbZ599hrvuugu///3vZdu/+uor3Lp1C1OmTLFZB91NSUkJNBoNiouL0aJFC2d3h4jqYaoaXmQk15ppDF3BCsB0MMzqka5HqwWiouoPxnNybBz0lJZKwZkuUPufiXL8uiqP9ZTj172G+jJtNn8NRNSkWRobNKgQyZIlS9C6dWuj7cHBwXjrrbcsfpydO3dizJgxCAsLg0qlwoYNG8y2/eMf/wiVSoVly5bJtpeXl2PGjBlo3bo1/Pz8MHbsWFyu9Re3qKgIqamp0Gg00Gg0SE1NxY1aY9kvXryIMWPGwM/PD61bt8bMmTNRUVEha3P06FHExsbC19cX4eHhWLRoERoQ8xKRC0lOBs6fl84LV6+WfubkMKhoDN3wt9ql5yMiGLC5Kl1mGjBdBAWwUWZaCODnn4F33gGGDQMCA4GxY4GVK6WAzdsbiIsD3n5bapebC3z2GTBhQr3rp1lTMdbVabXA9u3Ssibbt9dfIIaInK9BwyMvXLiA9u3bG21v164dLl68aPHjlJWVoVevXpg2bRoefvhhs+02bNiAffv2ISwszGjfrFmz8O2332Lt2rVo1aoV5syZg6SkJBw4cACev/3vkJKSgsuXLyM9PR0A8OSTTyI1NRXffvstAECr1WL06NEICgrC7t27UVhYiClTpkAIgeXLlwOQouCRI0ciLi4O2dnZOH36NKZOnQo/Pz/MmTPH4tdMRK6Ha83YHhdedT92K4JSWCgVDsnIkG61J8Z16GAY8hgXB9zVsOqOTaVIDhe2J3JRogEiIyPF119/bbR9w4YNIjw8vCEPKQCI9evXG22/fPmyCA8PF8eOHRPt2rUT77//vn7fjRs3hLe3t1i7dq1+W25urvDw8BDp6elCCCGOHz8uAIi9e/fq22RlZQkA4uTJk0IIIb7//nvh4eEhcnNz9W3WrFkj1Gq1KC4uFkIIsXLlSqHRaMSdO3f0bRYvXizCwsJEdXW1xa+zuLhYANA/LhERkTupqhIiM1OI1auln1VVDXiAPXuEeO01Ifr1E0KlEkLKsUm35s2FSEoSYvlyIc6csVm/MzPlT2Pulplps6d0uHXrjN9OQNqmUkn7icixLI0NGpRpmzhxImbOnAl/f38MGTIEALBjxw4899xzmDhxoq3iSVRXVyM1NRUvvPAC7rnnHqP9Bw4cQGVlJeLj4/XbwsLCEB0djT179iAhIQFZWVnQaDTo16+fvk3//v2h0WiwZ88edO3aFVlZWYiOjpZl8hISElBeXo4DBw4gLi4OWVlZiI2NlS0enpCQgHnz5uH8+fMmM4+ANHyzvLxc/3tJSUmj3hMiIkAazsQsFSlRgzLTNcvxb9kCFBXJ9/foYZibNngwoDZdjr8x3L1IDhe2J3JtDQra3njjDVy4cAHDhw+Hl5f0ENXV1XjsscesmtNWn7fffhteXl6YOXOmyf35+fnw8fFBQECAbHtISAjy8/P1bYKDg43uGxwcLGsTEhIi2x8QEAAfHx9Zm6ioKKPn0e0zF7QtXryYVTaJyKY4vIlcXs1y/BkZwNGj8v0tWwLx8VKglpBgPAHSDty9Yqyt1tIjIudoUNDm4+ODf//733j99dfx888/w9fXFz169EC7du1s1rEDBw7ggw8+wMGDB6GqPau5HkII2X1M3d8WbcRvf9Hr6t+8efPw/PPP638vKSlBZGSkBa+CiMiYrvJi7avlubnSdhbyIMWytBx/QoJUjt+rwasSNZizFid3hKYyZ4/IXTXqL2KXLl3QpUsXW/VFZteuXSgoKEDbtm3127RaLebMmYNly5bh/PnzCA0NRUVFBYqKimTZtoKCAgwcOBCAtJ7c1atXjR7/2rVr+kxZaGgo9u3bJ9tfVFSEyspKWRtd1q3m8wAwytLVpFarZUMqiYgaisOblIlDVc2orxx/aKghSBs5st7qjo7irkVyuLC97fA7T85gcdD2/PPP4/XXX4efn58sc2TK0qVLG92x1NRUjBgxQrYtISEBqampmDZtGgCgT58+8Pb2xubNm/HII48AAPLy8nDs2DG88847AIABAwaguLgY+/fvxwMPPAAA2LdvH4qLi/WB3YABA/Dmm28iLy8PbX77a7Vp0yao1Wr06dNH3+bll19GRUUFfHx89G3CwsKMhk0SEdkDhzcpD4eq1iCENMxRF6Tt3g1UVhr2e3tL89F0gVrPnsbrAyiEO1aMdfc5e47C7zw5i8VB26FDh1D52x/fuoYsWjOUsbS0FGfPntX/npOTg8OHDyMwMBBt27ZFq1pX3by9vREaGoquXbsCADQaDR5//HHMmTMHrVq1QmBgIObOnYsePXroA75u3bohMTERTzzxBD755BMAUsn/pKQk/ePEx8eje/fuSE1Nxbvvvovr169j7ty5eOKJJ/SL3KWkpGDhwoWYOnUqXn75ZZw5cwZvvfUWXnvtNauHbxIRNQSHNykLh6pCKse/ZYthblrtD1/79sCoUVKQFhcH+Ps7p5/k9nP2HIHfeXIqB1SyNCszM1MAMLpNmTLFZPvaJf+FEOL27dti+vTpIjAwUPj6+oqkpCRx8eJFWZvCwkIxefJk4e/vL/z9/cXkyZNFUVGRrM2FCxfE6NGjha+vrwgMDBTTp0+XlfcXQogjR46ImJgYoVarRWhoqFiwYIFV5f6FYMl/Imq4plCS3FVUVQkREWH+GKhUQkRGNqDcvdJVVQmRlSXE/PlSOX4PD+Ny/KNHS+X4T58Wwsr/I8n+1q0z/uxGRrLcf32a7Hee7M7S2EAlhKkkuXlVVVVo1qwZDh8+jOjoaJsHke6upKQEGo0GxcXF+iweEZEltFogKqr+4U05Obxabm/bt0uJo/pkZrrBMLsrVwzl+DdvNi7HHx1tWNzaTuX4ybY4J8t6Teo7Tw5laWxgdSESLy8vtGvXDlqttlEdJCIi63B4k3K49VBVXTl+XaBmqhz/yJFSkBYfL10pILuzZaDljnP27M2tv/PkEhpUPfKVV17BvHnz8MUXXyAwMNDWfSIiIjPcuSS5K3G7Sny6cvwZGcC2babL8esWt3ZSOf6mjMUvnM/tvvPkcqweHgkAvXv3xtmzZ1FZWYl27drBz89Ptv/gwYM266C74fBIIrIFZw5v4tAqNxiqWrMcf0YGcO6cfH9oqCFIU1A5/qbIXPELXXadxS8cw+W/86RYdhseCQAPPfQQVCoVGhDvERGRC+MVf4nLDVWtWY4/I0OKuk2V49cFagoux9+UcG1G5XC57zy5Hasybbdu3cILL7yADRs2oLKyEsOHD8fy5cvRunVre/bRrTDTRkSN5azAiVf8jZk6FpGRChmqev26VDiE5fhdFotfKI+tv/McuUCWxgZWBW0vvPACVq5cicmTJ8PX1xerV6/G0KFD8dVXX9mk000BgzYiagxnBU66oUHmFvduykODFHPSpdUC2dmGxa2zs4HqasP+5s2lCECXTevUidk0hVuzBkhJqb/d6tXApEn27w9JbPWd58gFAuwUtHXs2BFvvvkmJk6cCADYv38/Bg0ahDt37sCzqf0v3UAM2oiooZwZOPGKv/016ETQ0nL8CQnS8MdmzezWf7I9fu/cF0cukI5d5rRdunQJMTEx+t8feOABeHl54cqVK4iMjGx4b4mIqF67dpkP2ADpP/9Ll6R2tj6BY7lr+7L4int5OfDjj4Zsmrly/AkJ0o3l+F1aTIx0COsrflHj1IxcAOcqUkNYFbRptVr4+PjIH8DLC1VVVTbtFBERGXNm4MRy1/Zj7op7bq60/YflZ5GA37Jppsrx33+/IZv2wAMsx+9GWPzCPTnzAhy5Lqv+sgshMHXqVKjVav22O3fu4KmnnpKV/U9LS7NdD4moSVHM/CAFcmbgxCv+9mHqirsfShGHTCSIDCQiHZ2m1yrHHxIiBWmJicCIEQCLgbk1rs3ofjhygRrCqqBtypQpRtseffRRm3WGiJo2TsqumzMDJ17xtw/pirtADxxFAqQgLQa74ANDOf5KeKH03sEImPhbNq1nT8DDw4m95sUVR0tOlobK8T13Dxy5QA3RoMW1qeFYiITINE7KtozufQJMB07m3id7VjtTTIl7V/JbOf7//TUD6h0ZCMcV2e7/oT3SkYh0JCITcfjban/FVAfkxRWixuFC3VSTXapHUuMxaCMyxnLy1rE2cLL1STazLA1Qsxx/Rgawf7+sHP8t+CITcfpA7Sw6ATCU41dKdUBeXCGyjYZegCP3w6BNoRi0ERljWWvrWRo4ueJJthKDwkaV48/IADZtMlmOv3pkAiZ/nogNvw7GHRiX41fSBQteXCGyLY5cIMBOJf+JiOyBk7Kt5+lZfwDrimWllTj0rkHl+DMygCNH5A/UsqVUOERX6TEiAh4Afj8Y+Pd4Ka+m5LmCrHhHZFucq0jWYNBGRE7HSdn24Won2fWVvndGVrDecvwrziFB/LZmWmYmUFZmaKQrx5+QIAVqZsrxu0p1QF5cIbI9Sy7AEQEM2ohIAVhO3j5c6SRbiVlBc+X4h2I7EoU0+6zTs2bK8SckSItcW1iO3xWuuPPiChGR8zBoIyKnYzl5+3Clk2wlZgV15fijcey38iB1lOOf8Fs2rRHl+JV+xZ0XV4iInIdBGxEpgqsMEXMlrnSSrais4PXrwJYtaLsyHZdhXI4/B1H4AaOQgQRswzD87UXllOO3J15cISJyHgZtRKQYrjBEzJW40km2U7OCunL8GRnS3LTfyvF3+G13zXL8GUjAGXRGzXL8SshUOgovrhAROQdL/jsYS/4TkaO5QllprVaaDlZYaL5Nq1bA1as2CjKvXJHK8KenA5s3S9m1mu65B9XxiXj08wSs/zWmznL8Z88Ce/Y0rQsNSlyWgYjIFbHkPxERAWAGE4ChHL8um1a7HL9GIxUOSUwE4uOByEh4ABg/GFhbRzn+iROBjh2VtUSBIzhz/h0DRiJqiphpczBm2oiIjNllgfVz5wxrpm3bZlyOv29fKUiroxw/YD5TOXEi8N57rrVwuatT4jp+AANJImo4ZtqIyCXx5KdpskkhkrIyKarTZdPOnpXvDwkxrJnWyHL8AwdKGTZHLFHA74REiev46fqlxECSiNwLgzYiUgye/DRdDSpEIgRw7Jghm7ZrF1BRYdjv5QUMGmTIptmwHP/27Y5ZooDfCYkS1/EDlBtIEpH7YdBGRIrAk5+mzeLlCe65DvxniyFQuyIvx4+oKEOQFhcH2GkYuiOWKOB3wkCJ6/gpNZAkIvfEoI2InI4nP2RueQIPaHE/fkKiSMcM33R4hkrl+PV8faXgTDfssXNnw6QyO7I0M3j1KrBmjfXDGvmdkFPUOn6/cXQgyWGyRE0bgzYicjolXkUnx9OtAfbm9Dz0yMtAItIxEpvRCr+V4z/9W8N77jEEaTExQDPjcvz2Vl9mEJBOqGfPNvxuzbBGfifknLqOnxmODCQ5TJaIGLQRkdMp8So6OVBFhVSOPz0dyenpSM6Tl+MXGg1UI0cCCQnQjkjArvORUrbBG4jxBpyRbKhr4XIdrVb+uzXDGvmdkLN4+GyM4/rkqECSw2SJCGDQRkQKoMSr6E2F04ZcnTtnqPJYVzn+hASo+vUDvLykbEOMcrINusxg7QyIp6dxwAZYN6yR3wm5uoJk3WjYZcscO1zQEYGkJcNkn3tOWmawoIDDJoncGddpczCu00ZkTKuV6kfUd/KTk8OTEVty6JCrsjKp5GJ6et3l+BMSpHL8QUFGfTWVbVDCmmg1A9+rV+VDIs2pb705fidMM7dm3rJlziv3P3689G9TgWRjP5eWrl9YE4dNErkWS2MDBm0OxqCNyDR7n/yQnN2DIF05fl02ra5y/AkJQK9eZsvx6wIYc3O8lBTArFkDpKTU3271amDSpLrb8DthmtIKctgzkLT081RTU/98ELkaBm0KxaCNyDylXUV3V3YLgq5fB7ZsMQRqNirHb2m2ob7slSPYuq/8TrgGewWSDcm0Acq6kEFEdWPQplAM2ojqprSr6O7IZoGFVgv89JNhzbR9+4zL8Q8dasimdenSoHL8tsxe2Zs9hjXyO9F01fd5qo8SLmQQUd0sjQ1YiISIFMXTkycZ9taoyoRXrgCbNkmB2ubNUnatpu7dDdk0G5Xjd6WiHPYomOHu3wkGpeZZUqW0Lk2luihRU8CgjYioibEqCCov15fjR0YGcERejh8aDTBihCGbFhlp8/4qsdx7XcxVlYyI4LDG2rj+WP3MfZ4soYQLGURkGxwe6WAcHklEzlbfkKtOOIuJLdOxaFAGVJnbgFu3DDt15fh1i1v/Vo6/vudrbCbFFYtyMINUNyVXBFWimp+n4GBgyhQp8c3qokSujXPaFIpBGxEpQc0gyE/cRBwykYh0JCADHfE/eWNdOf7ERKkcf+vWVj2PrTIpLMrhPlypIqhSueKFDCIyZmlsYLq+soPs3LkTY8aMQVhYGFQqFTZs2KDfV1lZiZdeegk9evSAn58fwsLC8Nhjj+FKrWpk5eXlmDFjBlq3bg0/Pz+MHTsWl2v9L1BUVITU1FRoNBpoNBqkpqbixo0bsjYXL17EmDFj4Ofnh9atW2PmzJmoqFmeGsDRo0cRGxsLX19fhIeHY9GiRWDMS0QuRwgkdziMIylLsNsnDoVohW8wDs/gr+iI/6Hay1uqVLJkCXDokHQ5/5//lKp81BGwabVSkZM1a6SfX30lnVTWPjHPzZW2p6VZ1+3kZOD8eam4wurV0s+cHJ6YuqJdu+oe6icEcOmS1I5M0w2bDA+Xb4+IYMBG5I6cOqetrKwMvXr1wrRp0/Dwww/L9t26dQsHDx7Eq6++il69eqGoqAizZs3C2LFj8dNPP+nbzZo1C99++y3Wrl2LVq1aYc6cOUhKSsKBAwfg+dvluZSUFFy+fBnp6ekAgCeffBKpqan49ttvAQBarRajR49GUFAQdu/ejcLCQkyZMgVCCCxfvhyAFAWPHDkScXFxyM7OxunTpzF16lT4+flhzpw5jni7iIga7to1qXBIRoZ0u3oV0TV23wzugJIBiQidmgjP4UMBf3+rHt5UFszT0/TQLSGkbMCsWcC4cSzK4W4sGRbaqGI4pJecLH2HOAyXqAkQCgFArF+/vs42+/fvFwDEhQsXhBBC3LhxQ3h7e4u1a9fq2+Tm5goPDw+Rnp4uhBDi+PHjAoDYu3evvk1WVpYAIE6ePCmEEOL7778XHh4eIjc3V99mzZo1Qq1Wi+LiYiGEECtXrhQajUbcuXNH32bx4sUiLCxMVFdXW/w6i4uLBQD94xIR2UVlpRC7dgnx5z8L0bevECqVEFK8JN38/IRIShJixQohzpxp1FOtW2f88JbeMjNt83JJGdatEyIiQn6MIyKk7TVt2WLZ52PLFue8DiIiR7E0NnDq8EhrFRcXQ6VSoWXLlgCAAwcOoLKyEvHx8fo2YWFhiI6Oxp49ewAAWVlZ0Gg06Nevn75N//79odFoZG2io6MRFhamb5OQkIDy8nIcOHBA3yY2NhZqtVrW5sqVKzh//rzZPpeXl6OkpER2IyKyiwsXgL/9DXj4YaBVK+mS+5tvSmupCQH07Am8+CKwdStQWAh8+y3w7LNAp04NfkqtVsqwNXSkODMp7kM3x8pWw2GJiMjAZUr+37lzB3/605+QkpKin6SXn58PHx8fBAQEyNqGhIQgPz9f3yY4ONjo8YKDg2VtQkJCZPsDAgLg4+MjaxMVFWX0PLp97du3N9nvxYsXY+HChVa+WiIiC9y+DezYIQ13TE8HTp6U72/VSiockpAAxMcDNS5M2Up9c5Pqc/WqNAfOlYd1sUpk3cG7qeGwBQWWPa6l7YiI3J1LBG2VlZWYOHEiqqursXLlynrbCyGg0pVPAmT/tmUb8dv/TqbuqzNv3jw8//zz+t9LSkoQaYd1jIioCRACOHHCsGbazp3AnTuG/R4eQP/+hjXT+vRpVPRgy7lJpnh6ArNnG353xfW5uM6YxJrCIkOHNm7BdAbJRNQUKT5oq6ysxCOPPIKcnBxs27ZNVgozNDQUFRUVKCoqkmXbCgoKMHDgQH2bq1evGj3utWvX9Jmy0NBQ7Nu3T7a/qKgIlZWVsja6rFvN5wFglKWrSa1Wy4ZUEhFZ5cYNYMsWQzat9plxZKQUoCUkAMOHA7VGHjSUpcFIYxbv1Wrlv+uG0Smx8p2pQOHrr02vM6bk12FOYwMhawuLNHTBdAbJRNRkOWB+nUVgohBJRUWFeOihh8Q999wjCgoKjO6jK0Ty73//W7/typUrJguR7Nu3T99m7969JguRXLlyRd9m7dq1RoVIWrZsKcrLy/VtlixZwkIkRGRbVVVC7NsnxKJFQgwcKISnp7wyg1otRHy8EEuXCvHLL0JY8ffHUuYKi6hU0q1mUYmqKqnQRF2FSGq/hNq/136OyEjpcZXCXHGNVq1c63WYY2nxkLpkZlpfeEb3Oav92TH1OavZ3tz7bU1/iYiUwtLYwKlB282bN8WhQ4fEoUOHBACxdOlScejQIXHhwgVRWVkpxo4dKyIiIsThw4dFXl6e/lYzcHrqqadERESE2LJlizh48KAYNmyY6NWrl6iq8T9lYmKi6Nmzp8jKyhJZWVmiR48eIikpSb+/qqpKREdHi+HDh4uDBw+KLVu2iIiICDF9+nR9mxs3boiQkBAxadIkcfToUZGWliZatGgh3nvvPateM4M2IvdRVSWdhK5eLf1s8An6lStCrFolxMSJpiOBu+8WYtYsIX74QYiyMhu+AmO6IMyaYKS+k++vvjK8T++/71pVJRtTGVNJr8McawL0utQXvJsLYk0FjJGRxs9b3+dSdz9XCJKJiGpyiaAtMzNTADC6TZkyReTk5JjcB0Bk1vhf8Pbt22L69OkiMDBQ+Pr6iqSkJHHx4kXZ8xQWForJkycLf39/4e/vLyZPniyKiopkbS5cuCBGjx4tfH19RWBgoJg+fbqsvL8QQhw5ckTExMQItVotQkNDxYIFC6zKsgnBoI3IXTQqO3HnjhBbtwrx4otC9OxpfPbZooUQyclCfPKJEOfP2/211NSQjIkQlp98r15t2eOvXu2oVyxXMxDfsqX+QEGpr8MSDQnQ62Jt5qxmP+q7+NHQzyURkdJZGhuohBDCoeMxm7iSkhJoNBoUFxfL5ucRkevQlTav/ddTV5PI5Fyms2cN89IyM4GyMvkd+/SR5qUlJgL9+gHe3nZ9DeasWQOkpNTfbvVqYNIk+TZL5kVt3w7ExdX/+JmZjl9E29R8qcZyxuuwlD2Ohan3MDISWLascXPOvvwSePTR+tt98QUweXLDn4eIyNEsjQ0UX4iEiKgujq4kZ3Fp82E34bkzUwrUMjKAc+fkjUNCDAVERo4EgoLs12krNKaqn6dn/Sf3DS1AYW/mAvHG0C2Vp1TWFg+xRHKyVNbf1t/Ja9ds246IyNUwaCMil+WoSnI1A8OrV81lYgR64WckiAwkXkqHKuhHoKrSsNvbGxg0yJBN69lTKtGvMPYOqjw9peMzfrz0WDWfQ5epXLbMsSXcG7tAuKtqTIBeF0uCd2tZek1DIdc+iIhsjkEbEbmktDTg4YeNt1++LG1ft842gVtdQ+Za4VeMxGYkIh3x2IQ2qLEsSBWADh0Ma6bFxQH+/o3vkJ05IqhKTpaGkJoKuBs7jK4hGrtAuDmFhYZ1ySzh6KyxUrOepoSH27YdEZGr4Zw2B+OcNqLG02ql0YWFhebbtGolZcUac9Jbe8icJ6rQD/uQiHQkIAN98RM8YPgTWobm2IZhyEACUr9IRL/JnRr+5E5mr7lJNSllkWRL5/E1hKm5f6Y4a/0x3WccMB2gK2WtOa0WiIqqO7iOjARycrjQNhG5FktjAwZtDsagjajxtm4FRoyov92WLdJ60w2hO0lUXb6IBGQgARkYgS1oiWJZu5/RExlIQDoS8SMGoQJqmwSMSqCUoMreLC3IUVNQkGXzpywp4tGgwjYNZG6RcHsH6LbgKgEmEZE1WIiEiNzW9u2Wt7M6aLt9G9i5E1f+no6MyxnojhOy3YUIxGaMRDoSsQnxyEOYlU/gOuwxN0mJLBkmGB4OrFoFFBRIwc7AgUBYWP3Z3vqGFlpc2GZc4wPmurJ5588rP0BX2rBaIiJHYtBGRE2bEMCJE4Yqjzt2AHfuIPK33Vp4YC/667NpB9AH1aj7bNbauUzkXJbM4/vgA/kFAK3WNs9d33w6IYBLlxr/eTKXzcvNlba7SpbKXtUpiYiUjkEbEbmcoUOBN96wrJ1JN25IYyzT06VA7dIl+f6ICOT1TMCM7xOxFcNxAwFW99GaMukk54xhmdZmcXbtqjvLBlgWvNuj7H5tjszmOUJTyQATEdXEoI2IXM7QodLQs/qGpulP7KqrgQMHDEHa3r3yVIlaDQwZYqj02L07gqtV2BcFFOcCaMDMX2vLpJPEWQU5AOuyOLYKtuxVdr8mR2XziIjIfhi0EZHdmMuYNDaT4ukJ/O1vpkv+6/zr7Tx4frFJCtI2bTKO8O6+27C4dWws0Ly50XOYGzJXFyWVSXc1ShjCZ2kWx1bBliPK7jsim0dERPbF6pEOppTqkU2lKhw5j7mMyaRJUol1W2RS0tKAmTOlE15vVGAQfsR4/wxMbpWOlud/ljdu0UKalKTLprVr1+DXocvymZv/5Crzg5SkvpLuuuBFKSXddf2tL9iypL/2ropoaXVMSypdEhGRbbHkv0IpIWhz5vAjahrMZUzMafDJ6blzqP4+HdfXZkBzYBu8y8vk+/v0MQRp/fsD3t5WPLiBK5dJdxWuGFjYMtiy57p4tgwwiYjIthi0KZSzgzZHrgdETZMli+CaYtGJY2mpdNaekSHNTzt3Tr4/OFgK0BITgZEjpcW07IgZa9uxdIFrSxerdhRbBlv2/DxxjTMiImVi0KZQzgzaXG34EbmmhixUXJMskyIEcOSIIUjbvRuorDQ09vICBg0yZNN69QI8PBrRe3KkmkHK1avA7Nn130dJmTYdVwne7ZnNIyKihuHi2mSEFcTIERpbzKDw1K9A3mbDumn5+fIG7dsbgrS4OGmuGrkcUwFEfTw9pUWtlcZVStBzjTMiItfFoK0JYQUxcgRrS5N7ogr9sA8JyEAi0nH/0z/Jx281by4FZ7phj506GcZ0kUuyds6jjlYL7NnjGgGSUrlKgElERHIM2poQR6wHRFRfCXMAiMAlfZA2AlvQEsWGnQJAjx6GbNrgwdI6auQW6lro2RK8qKR81g4XdZXhpUREzsSgrQlxxHpARKbWN2uG2xiCnUhABhKQgXtwXHaf6wjAJsSj87MJ6DMvHggPt/j5eMLnWuobpl0fXlRSNmurE7OaMRGRZRi0NSF1LRasG222bBlPeKnxkn8nkLHsJH58LQP9i9MRix3wxR39fi08sA/9kIEEpCMRVyP6YukHnujTgHXaeMLnWhqaKeNFJeWzdnF0JSymTkTkKlg90sGcXfIfYAWxpsZhmajiYmDrVqnKY0YGcPGibPdNTTiaJyfCc1QCtHEjsOtYQKP6xOUrXFNDqovymCqftdWJWc2YiEjCkv8KpYSgDeCQsqbCrpmo6mrgwAFDlcesLOmD9Ruttxo/egzB1+VSNu04uiMiQmWT5+YJnzJZ8nelvoWeAcNJvQ4vKimftYuju+Ji6kRE9sCS/1QnVhCTc8cg1i5Dj/LzgU2bpGza5s3Ar7/K93ftCiQk4Ef/RMS/GYtbaG67566By1coj6UXCCwZpr1mjbQuujt9H92dtdWJWc2YiMg6DNqoyXPHeVF1VegTQjo5njVLWrOpzpPhigqpxrpuyOPhw/L9/v7A8OGGSo9RUdBqgYlRwC0TD2fVc9fB3U74XP2igbUXCJKTpW2mvnfMqLkma6sTs5oxEZF1ODzSwZQyPJIk7jovqlFDj86dMwx53LYNKC2V7+/Tx7BmWv/+gLe37Z7bQu40tMrVLxo0ZqiquWBViUGsEvukJPUNezU3p83S9kRE7orDI4nqYbNslAJZlYkqLZWiIF027exZeaPgYCA+XgrSRo6UfrfVczeQuyxf4Q7V8xozVNXUMG0lBrFK7JPSWFudmNWMiYis4+HsDhA5izUnm66m7iFFAj1wBC/gHSS+OxwIDATGjAE++kgK2Ly8gNhY4K23gIMHpejq88+ByZPrDdjqf27r25miO+EDDCd4Oq5ywlffRQNAumhQsyCHEtkySNcFsbW/l7ogNi3N+v41lhL7pFS6Ya+1l1mMiDB9AcLa9kRETRmHRzoYh0cqx5o1QEpK/e1WrwYmTbJ/f2yp9tCjQBRiJDbrF7cOQ60z6KgoKZOWmCiNO2zEZ9ORw55cefkKdxniaavXocSKoErskyuwdigph54SUVPG4ZFE9XDnifCeogqfP70fu/6cjnhk4H5kwwOGCKoMzXHzvqEInfpbAZHOnY1TVg19bjsNezJ1YpecLA1fdcUTPncppmKroapKrAiqxD65AmurE7OaMRFR/Ri0UZPlLvOi9C5dMhQQ2bIFQ2/cwNAau48iGulIxKGgBDzy4WA8NLGZ3bpi6+qA9c0pcsUTPne5aGCrIF2JQawS+0RERE0TgzZqslx+IvydO8DOnVKQlp4OHD8u3x8QAIwcier4ROxtEY8LVeG4vw3wvIMyUbbKgrlDsQ6dmtnC4GBpLs+VK65/0cAWQboSg9jG9onD/oiIyFY4p83BOKdNeVxmXpQQwKlThiqP27dLgZuOhwfwwAOGNdPuv9/lzxDdaU6Rqc9Zq1ZAYaH5iwauFJAC0rJ+K1dKq0Z07Ag88wzg42PZfZVYAr4xfWLFSSIisoSlsQGDNgdj0KZMir0iXlwMbN1qyKZdvCjfHx5uWDNt+G+VIN2IuxTrqGs9QCEMwZuOIi8a1CMtDZg5UwpwdMLDgQ8/tDzjqnufAOUEsQ3pk7uu/0hERLbHoE2hGLRRnaqrpTL7uiAtK0te893HBxgyxJBNu+cemxUQUSJ3qPBpSbYwPBxYtQooKFDYRQMLpaUBDz9sfn/toLSujJMSM9/W9MmdssNERGR/DNoUikEbGbl6Fdi0SQrSNm0Cfv1Vvr9LF0OQFhsL+Pk5p59O4A6ZNnd4DXXRaoGQEHlQVp/6Mk5KzHxb2id3P95ERGRbLPlPpFQVFcCePYZs2uHD8v3+/tJQx4QE6da+vVO6qQTuUOHT3SsQbt9uXcAGSMdSpZIWDx83zjj4UWIJeEv75O7Hm4iInINBG5Ej/O9/hiBt2zagtFS2+2bn+3CxeyIq4hLQ848D4NnM20kdVRaXr/AJZVZFtKXt2xt2P3dd48zdjzcRETkHgzYieygrk8Y/6QK1s2fl+4OCgIQEZAcm4MmvRuLwmRDgDICvgYj3WGGuJluv+eZo7pAttCd3yzjxeBMRkT1wTpuDcU6bmxICOHrUEKTt3i0Ng9Tx8gIGDjRUerz3XqRt8GCFOSsocZ6TpZRYFdFWtm4FRoxo+P3dcW6XOx9vIiKyLUtjAw8H9snIzp07MWbMGISFhUGlUmHDhg2y/UIILFiwAGFhYfD19cXQoUPxyy+/yNqUl5djxowZaN26Nfz8/DB27FhcrlW2q6ioCKmpqdBoNNBoNEhNTcWNGzdkbS5evIgxY8bAz88PrVu3xsyZM1FR86QbwNGjRxEbGwtfX1+Eh4dj0aJFYMzbhBUWAv/+NzBtmnTpvFcv4MUXpeGPFRVSCbmnngLWr5fa7tgBvPwycN990AoPPPec6Svxum2zZskLRzZ1ujlFkyZJP10lYAMM2cLwcPn2iAjXP4EfOlSqDmktlUqqwOiOGSd3Pt5EROQcTh0eWVZWhl69emHatGl42ES96HfeeQdLly7FqlWr0KVLF7zxxhsYOXIkTp06BX9/fwDArFmz8O2332Lt2rVo1aoV5syZg6SkJBw4cACev53VpaSk4PLly0hPTwcAPPnkk0hNTcW3334LANBqtRg9ejSCgoKwe/duFBYWYsqUKRBCYPny5QCkKHjkyJGIi4tDdnY2Tp8+jalTp8LPzw9z5sxxxNtFzlZVBWRnGxa33r9fHnX5+kpl43TZtM6dzZbj37XLfElwwH3m+7hydszWkpMtX6/MlXh6An/7W90l/2tzlfmIjeGux5uIiJxEKAQAsX79ev3v1dXVIjQ0VCxZskS/7c6dO0Kj0YiPP/5YCCHEjRs3hLe3t1i7dq2+TW5urvDw8BDp6elCCCGOHz8uAIi9e/fq22RlZQkA4uTJk0IIIb7//nvh4eEhcnNz9W3WrFkj1Gq1KC4uFkIIsXLlSqHRaMSdO3f0bRYvXizCwsJEdXW1xa+zuLhYANA/LincpUtC/P3vQowfL0TLlkJI8ZThFh0txJw5QmzeLMTt2xY/7OrVxg9l6rZ6tR1fm52tWydERIT89URESNvJ/Zg73i+8YLw9MpKfAyIiIiEsjw0UW4gkJycH+fn5iI+P129Tq9WIjY3Fnj178Mc//hEHDhxAZWWlrE1YWBiio6OxZ88eJCQkICsrCxqNBv369dO36d+/PzQaDfbs2YOuXbsiKysL0dHRCAsL07dJSEhAeXk5Dhw4gLi4OGRlZSE2NhZqtVrWZt68eTh//jzamynLXl5ejvLycv3vJSUlNnl/yE7u3JEujeuyabWG4yIgQJrAk5gIxMdL450awN0rzOnm9NQe/pmbK23nEDH3U1dmafFiZpyIiIgaQ7FBW35+PgAgJCREtj0kJAQXLlzQt/Hx8UFAQIBRG9398/PzERwcbPT4wcHBsja1nycgIAA+Pj6yNlFRUUbPo9tnLmhbvHgxFi5cWO/rJScRAjh1ylBAZMcO4PZtw34PD+CBBwxDHu+/3yZnm+5cYU6rRZ3z9epan4tcm7m1zJS47hoREZErUWzQpqOqNSdICGG0rbbabUy1t0Ub8dtZaV39mTdvHp5//nn97yUlJYiMjKyz/2RnxcVSsRBdNu23iwB6YWGGIG3ECCAw0OZdcIf1x8xpKvP1iOrDOZ1ERGQrig3aQkNDAUhZrDY1xogVFBToM1yhoaGoqKhAUVGRLNtWUFCAgQMH6ttcvXrV6PGvXbsme5x9+/bJ9hcVFaGyslLWRpd1q/k8gHE2sCa1Wi0bUklOUF0NHDpkCNL27JGXZfTxAYYMkQK1hAQgOtpsARFbcvX1x8yxdN0td1ufi6imtDTT322uwUhERA3h1JL/dWnfvj1CQ0OxefNm/baKigrs2LFDH5D16dMH3t7esjZ5eXk4duyYvs2AAQNQXFyM/fv369vs27cPxcXFsjbHjh1DXo2zyE2bNkGtVqNPnz76Njt37pQtA7Bp0yaEhYUZDZskBbh6Ffj8c+DRR4HQUKBvX+CVV6TL3lot0KULMGMG8N13wPXrwObNwNy5QI8eDgnYdJKTgfPnpbWqVq+WfubkuPZJnbvP1yOqj25OZ+2Ms25OZ1qac/pFRESuy6mLa5eWluLs2bMAgN69e2Pp0qWIi4tDYGAg2rZti7fffhuLFy/GZ599hs6dO+Ott97C9u3bZSX/n376aWzcuBGrVq1CYGAg5s6di8LCQlnJ/1GjRuHKlSv45JNPAEgl/9u1aycr+X/vvfciJCQE7777Lq5fv46pU6fioYce0pf8Ly4uRteuXTFs2DC8/PLLOHPmDKZOnYrXXnvNqpL/XFzbTioqgKwsw9y0Q4fk+++6Cxg+XBrymJAAmJmDSI2n1UpL1NU3Xy8nh0PFyP3oPv/mhgjz809ERDVZHBvYu4xlXTIzMwUAo9uUKVOEEFLZ//nz54vQ0FChVqvFkCFDxNGjR2WPcfv2bTF9+nQRGBgofH19RVJSkrh48aKsTWFhoZg8ebLw9/cX/v7+YvLkyaKoqEjW5sKFC2L06NHC19dXBAYGiunTp8vK+wshxJEjR0RMTIxQq9UiNDRULFiwwKpy/0Kw5L9N/e9/QqxcKcS4cULcdZdxvfzevYWYN0+I7duFKC93dm+blHXrhFCppFvNQ6LbxnLv5K4yMy1bziMz09k9JSIiJbA0NnBqpq0pYqatEcrKgO3bDdm0M2fk+4OCpDL8iYnAyJFAHXMNyf5MzemJjHTt+XpE9VmzBkhJqb/d6tXApEn27w8RESmbpbGBYguREEEI4NgxQwGRXbukYZA6np7AwIGGIY+9e0sl+kkR6lq3i8hdcU4nERHZA4M2UhZdUZCMDOl25Yp8f7t2hiBt2DBAo3FOP8kiXJ+LXE1jy/S78xqMRETkPAzayLm0WmD/fsOQx+xsqUS/jq+vdNavWzetSxeHVnckoqbDFmX63XkNRiIich7OaXMwzmmDdAlaF6Rt2QIUFcn333OPIZsWEwM0a+acfhJRk6Er01/7f0RdoPXf/1o3F5NzOomIyBKWxgYM2hysSQZtd+5I4410gdovv8j3t2wpFQ7RLW4dEeGUbhJR02SvMv2NHWrZ1PH9I6KmgIVIyHmEAE6fNgRp27cDt28b9qtUwAMPGLJp998PePGjSETOsWuX+YANkP6kXboktbNmjibndDacLYaqEhG5E54pk22UlADbthkqPZ4/L9/fpo0hSBsxAmjVyindJCKqLS/Ptu2occwNVc3NlbZbO1SViMgdMGijhqmuBg4dMmTTsrKAqirDfh8faSyLroBIdDQLiBCRIrFMv3JotVKGzdTEDSGk/0ZmzZKWE+FQSSJqShi0keUKCoBNm6QgbdMm4No1+f7OnQ1B2tChgJ+fU7pJRGQNlulXDnsNVSUicnUM2si8ykopg6Yb8njwoHz/XXcBw4cbCoh06OCcfpLTsWAAuTKW6VcODlUlIjKNQRvJ5eQYhjxu2wbcvCnf37u3IZs2YIA0DJKaNBYMcA0MrOuWnCzNlTL1WWaZfsfhUFUiItNY8t/BFFfyv6wM2LHDkE07fVq+v3VrQyYtPh4ICXFOP0mRbL22FdkHA2vLMbh1Lt3yC/UNVbV2+QUiIqXiOm0KpZigbccO4I03gJ07gYoKw3ZPT2DgQEM2rXdvwMPDef0ET6KUyl5rW5FtMbB2b+7491H3mQVMD1XlZ5aI3ImlsYFzz8bJeSoqgC1bpJ/t2gFPPin9T1lYKAVyf/4z0KeP0wO2tDQpMIiLA1JSpJ9RUdJ2ci5rCgaQc9RXiQ+QKvFptQ7tFtmIu/591A1VDQ+Xb4+IYMBGRE0X57Q1VTEx0kSNhASga1dFluPnWj3KxoIBysdKfO7L3f8+JidLZf3dLYtIRNRQDNqaqmbNpEvwCsW1epSPBQOUj4G1e2oqfx89PXkxgYhIh8MjSZE49E75dGtbmUvSqlRAZCTXtnImBtbuiX8fiYiaHgZtpEjMECifbm0rwDhw49pWysDA2j3x7yMRUdPDoI0UiRkC18CCAcrGwNo98e8jEVHTw5L/DqaYkv8Kx7V6XIs7lh13J6bWaYuM5KLRrop/H4mI3AfXaVMoBm2W41o9RLbDwNq98O8jEZF74Dpt5PI49I7IdnSV+CZNkn4yYHNt/PtIRNS0MNPmYMy0WY8ZAiIi0/j3kYjItVkaG3CdNlI8rtVDRGQa/z4SETUNHB5JRERERESkYAzaiIiIiIiIFIxBGxERERERkYIxaCMiIiIiIlIwBm1EREREREQKxuqRRERE9WBpfSIiciYGbURERHVISwOeew64fNmwLSIC+OADLmJNRESOweGRREREZqSlAePHywM2AMjNlbanpTmnX0RE1LQwaCMiIrvSaoHt24E1a6SfWq2ze2QZrVbKsAlhvE+3bdYs13k9RETkuhi0ERGR3aSlAVFRQFwckJIi/YyKco0M1a5dxhm2moQALl2S2hEREdkTgzYiN+eqWQ5yfa4+tDAvz7btiIiIGopBG5Ebc+UsB7k2dxha2KaNbdsRERE1FIM2Ijfl6lkOcm3uMLQwJkaqEqlSmd6vUgGRkVI7IiIie2LQRuSG3CHLQa7NHYYWenpKZf0B48BN9/uyZVyvjYiI7E/RQVtVVRVeeeUVtG/fHr6+vujQoQMWLVqE6upqfRshBBYsWICwsDD4+vpi6NCh+OWXX2SPU15ejhkzZqB169bw8/PD2LFjcbnWJeCioiKkpqZCo9FAo9EgNTUVN27ckLW5ePEixowZAz8/P7Ru3RozZ85ERUWF3V4/UUO5Q5aDXJu7DC1MTgb++18gPFy+PSJC2s512oiIyBEUHbS9/fbb+Pjjj7FixQqcOHEC77zzDt59910sX75c3+add97B0qVLsWLFCmRnZyM0NBQjR47EzZs39W1mzZqF9evXY+3atdi9ezdKS0uRlJQEbY00Q0pKCg4fPoz09HSkp6fj8OHDSE1N1e/XarUYPXo0ysrKsHv3bqxduxbr1q3DnDlzHPNmEFnBHbIc5NrcaWhhcjJw/jyQmQmsXi39zMlhwEZERA4kFGz06NHiD3/4g2xbcnKyePTRR4UQQlRXV4vQ0FCxZMkS/f47d+4IjUYjPv74YyGEEDdu3BDe3t5i7dq1+ja5ubnCw8NDpKenCyGEOH78uAAg9u7dq2+TlZUlAIiTJ08KIYT4/vvvhYeHh8jNzdW3WbNmjVCr1aK4uNji11RcXCwAWHUfImtlZgoh5dPqvmVmOrun5M7WrRNCpZJuNT93um3r1jm7h0RERM5laWyg6Ezb4MGDsXXrVpw+fRoA8PPPP2P37t148MEHAQA5OTnIz89HfHy8/j5qtRqxsbHYs2cPAODAgQOorKyUtQkLC0N0dLS+TVZWFjQaDfr166dv079/f2g0Glmb6OhohIWF6dskJCSgvLwcBw4cMPsaysvLUVJSIrsR2Zs7ZTnIdXFoIRERkW14ObsDdXnppZdQXFyMu+++G56entBqtXjzzTcxadIkAEB+fj4AICQkRHa/kJAQXLhwQd/Gx8cHAQEBRm1098/Pz0dwcLDR8wcHB8va1H6egIAA+Pj46NuYsnjxYixcuNCal03UaLoCCuPHSwFazYIkLKBAjpScDIwbJ82fzMuT5rDFxPCzR0REZA1FZ9r+/e9/44svvsDq1atx8OBB/POf/8R7772Hf/7zn7J2qlrpBCGE0bbaarcx1b4hbWqbN28eiouL9bdLly7V2S8iW2GWg5TC0xMYOhSYNEn6yYCNiIjIOorOtL3wwgv405/+hIkTJwIAevTogQsXLmDx4sWYMmUKQkNDAUhZsDY1SpAVFBTos2KhoaGoqKhAUVGRLNtWUFCAgQMH6ttcvXrV6PmvXbsme5x9+/bJ9hcVFaGystIoA1eTWq2GWq1uyMsnajRmOYiIiIhcn6Izbbdu3YKHh7yLnp6e+pL/7du3R2hoKDZv3qzfX1FRgR07dugDsj59+sDb21vWJi8vD8eOHdO3GTBgAIqLi7F//359m3379qG4uFjW5tixY8irUW5v06ZNUKvV6NOnj41fOZHtMMtBRERE5NoUnWkbM2YM3nzzTbRt2xb33HMPDh06hKVLl+IPf/gDAGm44qxZs/DWW2+hc+fO6Ny5M9566y00b94cKSkpAACNRoPHH38cc+bMQatWrRAYGIi5c+eiR48eGDFiBACgW7duSExMxBNPPIFPPvkEAPDkk08iKSkJXbt2BQDEx8eje/fuSE1Nxbvvvovr169j7ty5eOKJJ9CiRQsnvDtERERERNQUKDpoW758OV599VU888wzKCgoQFhYGP74xz/itdde07d58cUXcfv2bTzzzDMoKipCv379sGnTJvj7++vbvP/++/Dy8sIjjzyC27dvY/jw4Vi1ahU8a6QcvvzyS8ycOVNfZXLs2LFYsWKFfr+npye+++47PPPMMxg0aBB8fX2RkpKC9957zwHvBBERERERNVUqIWrWlSN7KykpgUajQXFxMTN0RERERERNmKWxgaLntBERERERETV1DNqIiIiIiIgUjEEbERERERGRgjFoIyIiIiIiUjAGbURERERERArGoI2IiIiIiEjBGLQREREREREpGIM2IiIiIiIiBWPQRkREREREpGAM2oiIiIiIiBSMQRsREREREZGCMWgjIiIiIiJSMAZtRERERERECsagjYiIiIiISMEYtBERERERESmYl7M7QNQUaLXArl1AXh7Qpg0QEwN4ejq7V0RERETkChi0EdlZWhrw3HPA5cuGbRERwAcfAMnJzusXEREREbkGDo8ksqO0NGD8eHnABgC5udL2tDTn9IuIiIiIXAeDNiI70WqlDJsQxvt022bNktoREREREZnDoI3ITnbtMs6w1SQEcOmS1I6IiIiIyBwGbUR2kpdn23ZERERE1DQxaCOykzZtbNuOiIiIiJomBm1EdhITI1WJVKlM71epgMhIqR0RERERkTkM2ojsxNNTKusPGAduut+XLeN6bURERERUNwZtRHaUnAz8979AeLh8e0SEtJ3rtBERERFRfbi4NpGdJScD48ZJVSLz8qQ5bDExzLARERERkWUYtBE5gKcnMHSos3tBRERERK6IwyOJiIiIiIgUjEEbERERERGRgjFoIyIiIiIiUjAGbURERERERArGoI2IiIiIiEjBGLQREREREREpGIM2IiIiIiIiBWPQRkREREREpGAM2oiIiIiIiBSMQRsREREREZGCeTm7A02NEAIAUFJS4uSeEBERERGRM+liAl2MYA6DNge7efMmACAyMtLJPSEiIiIiIiW4efMmNBqN2f0qUV9YRzZVXV2NK1euwN/fHyqVCiUlJYiMjMSlS5fQokULZ3eP7IjHumnh8W5aeLybDh7rpoXHu+lw1rEWQuDmzZsICwuDh4f5mWvMtDmYh4cHIiIijLa3aNGCfwyaCB7rpoXHu2nh8W46eKybFh7vpsMZx7quDJsOC5EQEREREREpGIM2IiIiIiIiBWPQ5mRqtRrz58+HWq12dlfIznismxYe76aFx7vp4LFuWni8mw6lH2sWIiEiIiIiIlIwZtqIiIiIiIgUjEEbERERERGRgjFoIyIiIiIiUjAGbURERERERArGoM0Gdu7ciTFjxiAsLAwqlQobNmww2/aPf/wjVCoVli1bJtteXl6OGTNmoHXr1vDz88PYsWNx+fJlWZuioiKkpqZCo9FAo9EgNTUVN27csP0LIrMsOdYnTpzA2LFjodFo4O/vj/79++PixYv6/TzWrqO+411aWorp06cjIiICvr6+6NatG/7617/K2vB4u4bFixfj/vvvh7+/P4KDg/HQQw/h1KlTsjZCCCxYsABhYWHw9fXF0KFD8csvv8ja8Hi7hvqOd2VlJV566SX06NEDfn5+CAsLw2OPPYYrV67IHofHW/ks+W7XxPM012bp8XbFczUGbTZQVlaGXr16YcWKFXW227BhA/bt24ewsDCjfbNmzcL69euxdu1a7N69G6WlpUhKSoJWq9W3SUlJweHDh5Geno709HQcPnwYqampNn89ZF59x/rcuXMYPHgw7r77bmzfvh0///wzXn31VTRr1kzfhsfaddR3vGfPno309HR88cUXOHHiBGbPno0ZM2bg66+/1rfh8XYNO3bswLPPPou9e/di8+bNqKqqQnx8PMrKyvRt3nnnHSxduhQrVqxAdnY2QkNDMXLkSNy8eVPfhsfbNdR3vG/duoWDBw/i1VdfxcGDB5GWlobTp09j7Nixssfh8VY+S77bOjxPc32WHG+XPVcTZFMAxPr16422X758WYSHh4tjx46Jdu3aiffff1+/78aNG8Lb21usXbtWvy03N1d4eHiI9PR0IYQQx48fFwDE3r179W2ysrIEAHHy5Em7vR4yz9SxnjBhgnj00UfN3ofH2nWZOt733HOPWLRokWzbfffdJ1555RUhBI+3KysoKBAAxI4dO4QQQlRXV4vQ0FCxZMkSfZs7d+4IjUYjPv74YyEEj7crq328Tdm/f78AIC5cuCCE4PF2VeaONc/T3JOp4+2q52rMtDlAdXU1UlNT8cILL+Cee+4x2n/gwAFUVlYiPj5evy0sLAzR0dHYs2cPACArKwsajQb9+vXTt+nfvz80Go2+DTlXdXU1vvvuO3Tp0gUJCQkIDg5Gv379ZEPqeKzdy+DBg/HNN98gNzcXQghkZmbi9OnTSEhIAMDj7cqKi4sBAIGBgQCAnJwc5Ofny46lWq1GbGys/jjxeLuu2sfbXBuVSoWWLVsC4PF2VaaONc/T3Fft4+3K52oM2hzg7bffhpeXF2bOnGlyf35+Pnx8fBAQECDbHhISgvz8fH2b4OBgo/sGBwfr25BzFRQUoLS0FEuWLEFiYiI2bdqE3/3ud0hOTsaOHTsA8Fi7mw8//BDdu3dHREQEfHx8kJiYiJUrV2Lw4MEAeLxdlRACzz//PAYPHozo6GgA0B+LkJAQWdvax5LH2/WYOt613blzB3/605+QkpKCFi1aAODxdkXmjjXP09yTqePtyudqXnZ5VNI7cOAAPvjgAxw8eBAqlcqq+wohZPcxdf/abch5qqurAQDjxo3D7NmzAQD33nsv9uzZg48//hixsbFm78tj7Zo+/PBD7N27F9988w3atWuHnTt34plnnkGbNm0wYsQIs/fj8Va26dOn48iRI9i9e7fRvtrHxJLjxOOtbHUdb0AqSjJx4kRUV1dj5cqV9T4ej7dymTrWPE9zX6aOtyufqzHTZme7du1CQUEB2rZtCy8vL3h5eeHChQuYM2cO/r+9+49p4n7jAP6uBS1S7JiotVaUxYyBIgpTg38AGhnGH2PRREMYG3E4twzjssUszqEmm07MwJ8x81eQZJsx24AsWyaDrWp1KFGLYkRhUiO6iorIloil0uf7h+P2PQoDHY4W36/k/ri75z73OZ4UPk/v7sPYsWMBAEajEa2trWhqalIde/PmTeVbXaPRiIaGBo/2b9265fHNL/WNkJAQ+Pn5ITIyUrU9IiJCmZGIue4/Wlpa8OGHHyIvLw/z58/HxIkTkZWVhcWLF+Ozzz4DwHz7ouXLl+O7776DxWKB2WxWthuNRgDw+Aa1Yy6Zb9/SVb7buVwuLFq0CHa7HaWlpcpdNoD59jVd5ZrjtP6pq3z78liNRdsTlp6ejnPnzqGyslJZTCYTVq5ciZKSEgBAbGws/P39UVpaqhzncDhw/vx5TJ8+HQAQFxeH5uZmVFRUKDEnT55Ec3OzEkN9a+DAgZgyZYrH1LI1NTUYM2YMAOa6P3G5XHC5XBgwQP1rVKvVKt/kMd++Q0SQlZWFwsJC/PLLLwgLC1PtDwsLg9FoVOWytbUVR44cUfLEfPuO7vIN/F2w1dbWoqysDEOHDlXtZ759Q3e55jitf+ku3z49Vnsi05s8Zf7880+x2Wxis9kEgOTl5YnNZlNmmOqo46xEIiJvvfWWmM1mKSsrkzNnzsjMmTMlOjpaHjx4oMTMnj1bJk6cKOXl5VJeXi5RUVEyb968J3lp1EF3uS4sLBR/f3/ZvXu31NbWyvbt20Wr1YrValXaYK59R3f5TkhIkPHjx4vFYpG6ujrJz88XnU4nO3fuVNpgvn3D22+/LQaDQQ4fPiwOh0NZ7t27p8Rs3LhRDAaDFBYWSlVVlaSmpsrIkSPljz/+UGKYb9/QXb5dLpe8/PLLYjabpbKyUhXjdDqVdphv79eTz3ZHHKf5rp7k21fHaizaeoHFYhEAHsvrr7/eaXxnvwxaWlokKytLnn32WQkICJB58+bJ1atXVTGNjY2SlpYmQUFBEhQUJGlpadLU1PRkLoo61ZNc79u3T8aNGyc6nU6io6OluLhY1QZz7Tu6y7fD4ZCMjAwxmUyi0+kkPDxccnNzxe12K20w376hszwDkPz8fCXG7XbL2rVrxWg0yqBBgyQ+Pl6qqqpU7TDfvqG7fNvt9i5jLBaL0g7z7f168tnuiOM039XTfPviWE3z1wUSERERERGRF+I7bURERERERF6MRRsREREREZEXY9FGRERERETkxVi0EREREREReTEWbURERERERF6MRRsREREREZEXY9FGRERERETkxVi0EREREREReTEWbURERERERF6MRRsREfU7N2/exLJlyxAaGopBgwbBaDQiOTkZ5eXlfd21x3b48GFoNBqP5aOPPuqV9q9cuQKNRoPKyspeaY+IiHqPX193gIiIqLctXLgQLpcLBQUFeO6559DQ0ICff/4Zd+7c6euuobW1FQMHDnzs4y9duoQhQ4Yo63q9vje6RUREXox32oiIqF+5e/cujh07hpycHMyYMQNjxozB1KlTsWrVKsydO1eJq62tRXx8PHQ6HSIjI1FaWgqNRoPi4mIAf9/Zunv3rnJMZWUlNBoNrly5AgBobGxEamoqzGYzBg8ejKioKBw4cEDVn8TERGRlZeG9995DSEgIkpKSAAAXLlzAnDlzoNfrMWLECKSnp+P27dvdXt/w4cNhNBqVpb1ou379OhYvXozg4GAMHToUKSkpSj/b5efnIyIiAjqdDi+88AJ27typ7AsLCwMATJ48GRqNBomJiT35cRMR0X+ARRsREfUrer0eer0excXFcDqdnca43W4sWLAAWq0WJ06cwOeff44PPvjgkc91//59xMbG4vvvv8f58+fx5ptvIj09HSdPnlTFFRQUwM/PD8ePH8euXbvgcDiQkJCASZMm4dSpUzh06BAaGhqwaNGix7rme/fuYcaMGdDr9Th69CiOHTsGvV6P2bNno7W1FQCwZ88erF69GuvXr0d1dTU2bNiA7OxsFBQUAAAqKioAAGVlZXA4HCgsLHysvhAR0RMgRERE/cw333wjwcHBotPpZPr06bJq1So5e/assr+kpES0Wq3U19cr23788UcBIEVFRSIiYrFYBIA0NTUpMTabTQCI3W7v8txz5syR999/X1lPSEiQSZMmqWKys7PlpZdeUm2rr68XAHLp0qVO223vT2BgoGq5ffu27Nu3T8LDw8XtdivxTqdTAgICpKSkRERERo8eLV999ZWqzY8//lji4uJERMRutwsAsdlsXV4bERH1Db7TRkRE/c7ChQsxd+5cWK1WlJeX49ChQ9i0aRP27t2LjIwMVFdXIzQ0FGazWTkmLi7ukc/T1taGjRs34uDBg7h+/TqcTiecTicCAwNVcS+++KJq/fTp07BYLJ2+j3b58mU8//zzXZ7TarUiKChIWQ8ODsbp06fx22+/qbYDD+8EXr58Gbdu3UJ9fT3eeOMNLF26VNn/4MEDGAyGR7pmIiL677FoIyKifkmn0yEpKQlJSUlYs2YNMjMzsXbtWmRkZEBEPOI1Go1qfcCAh28Q/H+sy+VSxeTm5mLz5s3YsmULoqKiEBgYiHfffVd5JLFdxyLO7XZj/vz5yMnJ8ejHyJEj//G6wsLC8Mwzz3i0Fxsbiy+//NIjftiwYbh//z6Ah49ITps2TbVfq9X+4/mIiKjvsWgjIqKnQmRkpDLJSGRkJK5evYrff/8dJpMJADz+HcCwYcMAAA6HA8HBwQDgMR2+1WpFSkoKXn31VQAPi6fa2lpERET8Y19iYmLw7bffYuzYsfDz+/d/imNiYnDw4EEMHz5cNbNkO4PBgFGjRqGurg5paWmdttE+o2VbW9u/7g8REfUuTkRCRET9SmNjI2bOnIkvvvgC586dg91ux9dff41NmzYhJSUFADBr1iyEh4fjtddew9mzZ2G1WrF69WpVO+PGjcPo0aOxbt061NTU4IcffkBubq5HTGlpKX799VdUV1dj2bJluHHjRrd9fOedd3Dnzh2kpqaioqICdXV1+Omnn7BkyZLHKprS0tIQEhKClJQUWK1W2O12HDlyBCtWrMC1a9cAAOvWrcOnn36KrVu3oqamBlVVVcjPz0deXh6Ah7NSBgQEKJOiNDc3P3I/iIjoyWDRRkRE/Yper8e0adOwefNmxMfHY8KECcjOzsbSpUuxY8cOAA8ffSwqKoLT6cTUqVORmZmJ9evXq9rx9/fHgQMHcPHiRURHRyMnJweffPKJKiY7OxsxMTFITk5GYmIijEYjXnnllW77aDKZcPz4cbS1tSE5ORkTJkzAihUrYDAYlMcyH8XgwYNx9OhRhIaGYsGCBYiIiMCSJUvQ0tKi3HnLzMzE3r17sX//fkRFRSEhIQH79+9Xpvr38/PDtm3bsGvXLphMJqXAJSKivqeRzh7sJyIiegppNBoUFRX1qPAiIiL6r/BOGxERERERkRdj0UZEREREROTFOHskERHRX/jGABEReSPeaSMiIiIiIvJiLNqIiIiIiIi8GIs2IiIiIiIiL8aijYiIiIiIyIuxaCMiIiIiIvJiLNqIiIiIiIi8GIs2IiIiIiIiL8aijYiIiIiIyIv9DwvaToPcAD9mAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GAzgiIiIiCglmtyVqfZxCSUREREQhw7VWRK2LARwRERERhRTXWhG1Hk6hJCIiIiIiUgkGcERERERERCrBAI6IiIiIiEglGMARERERERGpBJOYEBERkWopimC2QyKKKQzgiIiISJXW7T+BBTn5yC8ph8MloNNI6JWaiPuze7HeGBFFLU6hJCIiItVZt/8EZqzIRV6RDQkGLVJNBiQYtMgrKsOMFblYt/9EuLtIRNQqGMARERGRqiiKwIKcfJTbnUhLMsKo00CWJRh1GqQlGVBud2FBTj4URYS7q0REIccAjoiIiFRlZ6EN+SXlSI7XQ5J817tJkoR28Trkl5RjZ6EtTD0kImo9DOCIiIhIVU5VVMPhEtBrGj6NMWhkOBSBUxXVbdwzIqLWxyQmRETUZpgxkEKhfbweOo2EapcCo6ypd7/dpUAnS2gfrw9D74iIWhcDOCIiahPMGEih0i8jCb1SE5FXVIa0JNlnGqUQAqcrHMhKN6FfRlIYe0lE1Do4hZKIiFodMwZSKMmyhPuzeyHRoEGxzY5KhwuKIlDpcKHYZkeiQYP7s3txdJeIohIDOCIialXMGEitYUTvFMy6aQCy0k2osDtRUm5Hhd2JrHQTZt00gKO6RBS1OIWSiIhaVSAZAwdkmsPUS1KjEb1TMKxnB66rJKKYwgCOiIhalT8ZA63MGEhBkmWJgT8RxRROoSQiolZVO2NgQ5gxkIiIyH8cgSMiolbV0oyBLD1AFBr8LBFFBwZwRETUqjwZA2esyEWxzY528ToYNDLsLgWnKxxNZgxk6QGi0OBniSh6SEIIpv0KA5vNBrPZDKvViqQk1qkhoujncwKpCOjkpk8gPaUHyu1OJMfrodfIqHYpKK0J+mbdNIAJLIj84M9niUEcUXgFEhuodg3c7NmzIUkSpk6d6t0mhMDMmTORkZGBuLg4jBw5Ejt37vT5PbvdjgcffBApKSlISEjA9ddfj4KCAp82paWlGD9+PMxmM8xmM8aPH4/Tp0/7tDl8+DCuu+46JCQkICUlBQ899BCqq7kAn4ioMSN6p2DJxCFYNH4wXr7lfCwaPxhLJg5p8MTRn9IDs7/Iw+/+sRH3vvcTpv97G+597yfctXgja8oR1cIyHkTRR5UB3KZNm/D3v/8dAwcO9Nk+d+5cvPrqq3jjjTewadMmpKWl4aqrrkJZWZm3zdSpU7FixQosXboUa9euRXl5OcaOHQuXy+VtM27cOGzduhWrVq3CqlWrsHXrVowfP957v8vlwrXXXoszZ85g7dq1WLp0KZYvX45HH3209V88EZGKeTIGZvfpiAGZ5kZHy5orPaDXSthVVIYdR60sDE7UhEDKeBCROqgugCsvL8cdd9yBt956C8nJyd7tQgjMmzcPTz31FG6++Wb0798fS5YsQUVFBf71r38BAKxWK9555x288soruPLKK3HBBRfg/fffR25uLr788ksAQF5eHlatWoW3334bw4cPx/Dhw/HWW2/h008/xZ49ewAAq1evxq5du/D+++/jggsuwJVXXolXXnkFb731Fmy2hg+AdrsdNpvN50ZERA1rqvSAEALWCgcURcAcp+WIAlET/Cnj4WAZDyJVUV0A98ADD+Daa6/FlVde6bP9wIEDKC4uxqhRo7zbDAYDsrOzsW7dOgDA5s2b4XA4fNpkZGSgf//+3jbr16+H2WzG0KFDvW2GDRsGs9ns06Z///7IyMjwthk9ejTsdjs2b97cYL9nz57tnZJpNpvRpUuXFv4liIiiV1OlB6ocCuxOBRoZ0Gk0PvdxRIHIF8t4EEUfVQVwS5cuxebNmzF79ux69xUXFwMAOnXq5LO9U6dO3vuKi4uh1+t9Ru4aapOamlrv8VNTU33a1H2e5ORk6PV6b5u6nnzySVitVu/tyJEj/rxkIqKY5Ck9UFrhQN1cWw6XApcQMGg1MOrr/xvjiALRWU19ljxlPHqlJjZaxoOIIo9qArgjR47g4YcfxgcffACj0dhou7rzu4UQ9bbVVbdNQ+2DaVObwWBAUlKSz42IiBrmKT2QaNCg2GZHpcMFRRGodLhgrXRAliS0i9dDQv1jLkcUiM5q6rNUbLM3WcaDiCKTagK4zZs3o6SkBBaLBVqtFlqtFjk5OXj99deh1Wq9I2J1R8BKSkq896WlpaG6uhqlpaVNtjl27Fi95z9+/LhPm7rPU1paCofDUW9kjoiIgjOidwpm3TQAWekmVNidKCm3o8LuRP/OSeibboLdqXBEgcgPjX2WstJNLCFApEKqKeR9xRVXIDc312fbxIkTcd555+Hxxx9Hz549kZaWhjVr1uCCCy4AAFRXVyMnJwdz5swBAFgsFuh0OqxZswa33norAKCoqAg7duzA3LlzAQDDhw+H1WrFxo0bMWTIEADAjz/+CKvVihEjRnjbvPDCCygqKkJ6ejoAd2ITg8EAi8XS+n8MIqIYMaJ3SoO13jb8cjKowuBEsaqxzxI/J0Tqo+pC3iNHjsSgQYMwb948AMCcOXMwe/ZsLF68GOeccw5mzZqFb7/9Fnv27IHJZAIA3H///fj000/x7rvvon379pg+fTpOnjyJzZs3Q1OzGP7qq69GYWEhFi1aBAD4wx/+gG7duuGTTz4B4C4jMGjQIHTq1AkvvfQSTp06hQkTJuDGG2/E/Pnz/eo7C3kTEbVMoIXBiYiIIlUgsYFqRuD88dhjj6GyshKTJ09GaWkphg4ditWrV3uDNwB47bXXoNVqceutt6KyshJXXHEF3n33XW/wBgAffPABHnroIW+2yuuvvx5vvPGG936NRoPPPvsMkydPxsUXX4y4uDiMGzcOL7/8ctu9WCKiGMcRBSIiikWqHoFTM47AEREREREREMMjcERERESRRlEER4qJKGQYwBERERG1Ep+1mi4BnYZrNYmoZVRTRoCIiIhITdbtP4EZK3KRV2RDgkGLVJMBCQYt8orKMGNFLtbtPxHuLhKRCjGAIyIiIgoxRRFYkJOPcrsTaUlGGHUayLIEo06DtCQDyu0uLMjJh6IwFQERBYYBHBEREVGI7Sy0Ib+kHMnxekiS73o3SZLQLl6H/JJy7Cy0hamHRKRWXANHREREjWICjuCcqqiGwyWg1zR8rdygkWFVBE5VVLdxz4hI7RjAERERUYOYgCN47eP10GkkVLsUGGVNvfvtLgU6WUL7eH0YekdEasYplERERFQPE3C0TL+MJPRKTURphQN1S+4KIXC6woFeqYnol8FasEQUGAZwRERE5IMJOFpOliXcn90LiQYNim12VDpcUBSBSocLxTY7Eg0a3J/dq02noyqKQG6BFTl7jyO3wMr3j0ilOIWSiIiIfASSgGNApjlMvYx8I3qnYNZNA7zTUK2KgE6WkJVuavNpqJwOSxQ9GMARERGRDybgCJ0RvVMwrGeHsCaC8UyHLbc7kRyvh14jo9qleKfDzrppAIM4IhVhAEdEFCbM7keRigk4QkuWpbCNVNadDusZUTXKGqQlySi22bEgJx/Denbg8YdIJRjAERGFAaczUSTzJODIKypDWpLsM43Sk4AjK93EBBwqwOmwRNGHSUyIiNoYs/tRpIvEBBwUHH+mwzo4HZZIVRjAERG1IWb3I7XwJODISjehwu5ESbkdFXYnstJNXDOlIrWnwzaE02GJ1IdTKImI2hCnM5GaREICDmoZToclij4cgSMiakOczkRq40nAkd2nIwZkmhm8qQynwxJFHwZwRERtiNOZiKitcTosUXThFEoiojbE6UxEFA6cDksUPRjAEVHMCWf9Nc90phkrclFss6NdvA4GjQy7S8HpCgenM1GLsLYgNSWc9eiIKHQYwBFRTImE+mue6UyeflgVAZ0sISvdxDpwFLRI2LeJiKj1SUII5qoOA5vNBrPZDKvViqQkTpUiague+mvldieS4/XQa2RUuxSU1ox8tfVaEI6WUKhE2r5NRESBCSQ24AgcEcWEuvXXPGvPjLIGaUkyim12LMjJx7CeHdp0OiWnM1FLReK+TURErYdZKIkoJgRSf41ITVp731YUgdwCK3L2HkdugZVF5omIwowjcEQUE/ypv2Zl/bVWx2mjodea+zbX1RERRR4GcEQUE2rXXzPKmnr3s/5a62Mw0Dpaa99ubF1dXlEZZqzI5bo6IqIw4RRKIooJnvprpRUOKIqCymoXyqocqKx2QVHcKfx7pSay/lor8QQDeUU2JBi0SDUZkGDQeoOBdftPhLuLqlV7366bl8xTWzDQfbvuujqjTgNZlmDUaZCWZEC53YUFOfmcTklEFAYM4IgoJnjqr2lkYG9JOQ6ePIOC0kocPHkGe0vKoZHB+muthMFA6/Ls24kGDYptdlQ6XFAUgUqHC8U2e1C1BblmlIgocjGAI6IYJWpGKxg0tDYGA63PU1swK92ECrsTJeV2VNidyEo3BTXV0Z91dQ6uGSUiCguugSOimOAZBXIpAn06JcLuEHAqCrSyDINOwjFbNVOttxImkGkbI3qnYFjPDiFJEsM1o0REkYsBHBHFhNqjQLIkI04PAGdPTGuPArE2W2gxGGg7oaot6FlXl1dUhrQk2Wfk1LOuLivdxDWjRERhwCmURBQTOCUsfFojyQa1rtZYV0dERKHBAI6IYkLtUaCGcBSo9TAYUKdQr6sjIqLQ4BRKIooJnBIWXp5gwFMHzqoI6GQJWekm1oGLYKFcV0dERKHBAI6IYoJnFGjGilwU2+xoF6+DQSPD7nLXgOMoUOtjMKBOoVpXR9FJUQQ/00RtTBJ1FyRQm7DZbDCbzbBarUhK4hV/oraybv8J7yiQo2YUqFdqIkeBiIgC5HM8dQnoNDyeEgUrkNiAAVyYMIAjCh9eMSYiapl1+09gxopclNudSI7XQ6+RUe1SUFozo4HrJIkCE0hswCmURBRzOCWMiCh4nrqa5XYn0pKM3jXFRlmDtCQZxTY762oStSJmoSQiIiIiv9Wuq1k7IRQASJLkU1eTiEKPARwRERER+Y11NYnCiwEcEREREfmNdTWJwosBHBERERH5zVNXs7TCgbq58Dx1NXulJrKuJlErYQBHREQxR1EEcgusyNl7HLkFVigKEzIT+ctTVzPRoEGxzY5KhwuKIlDpcKHYZmddTaJWxiyUREQUU1i7iqjlRvROwaybBng/S9aauppZ6SZ+lohaGevAhQnrwBERtT3WriIKLdbVJAoN1oEjIqKYEMjJI2tXEYUe62oStT0GcEREpEqBToUMpHYVT0iJiChSMYkJERGpjmcqZF6RDQkGLVJNBiQYtMgrKsOMFblYt/9Evd9h7SoiIooGDOCIiEhV6k6FNOo0kGUJRp0GaUkGlNtdWJCTXy+zJGtXERFRNGAAR0REqhLIVMjaWLuKiIiiAQM4IiJSlWCnQrJ2FRERRQMGcEREpCotmQrpqV2VlW5Chd2JknI7KuxOZKWbWEKAiIhUgVkoiYhIVTxTIfOKypCWJPtMo/RMhcxKNzU6FXJE7xQM69mBtauIiEiVGMAREZGqeKZCzliRi2KbHe3idTBoZNhdCk7XFORubioka1f5j4WaiYgiCwM4IgopnuxRW/BMhfTUgbMqAjpZQla6qdE6cBS4QGvtERFR65NE3VRc1CZsNhvMZjOsViuSkpjxjKIDT/aorfGCQevx1NortzuRHK+HXiOj2qWgtGaUk2sGiYhCJ5DYgElMiCgkgimsTNRSnqmQ2X06YkCmmcFbiARba4+IiFofAzgiajGe7BFFl2Br7UUaRRHILbAiZ+9x5BZYeQwioqigmgBu9uzZuOiii2AymZCamoobb7wRe/bs8WkjhMDMmTORkZGBuLg4jBw5Ejt37vRpY7fb8eCDDyIlJQUJCQm4/vrrUVBQ4NOmtLQU48ePh9lshtlsxvjx43H69GmfNocPH8Z1112HhIQEpKSk4KGHHkJ1tW/NIaJYES0ne0TkFmytvUiybv8J3LV4I+597ydM//c23PveT7hr8UbOBiAi1VNNAJeTk4MHHngAGzZswJo1a+B0OjFq1CicOXPG22bu3Ll49dVX8cYbb2DTpk1IS0vDVVddhbKyMm+bqVOnYsWKFVi6dCnWrl2L8vJyjB07Fi6Xy9tm3Lhx2Lp1K1atWoVVq1Zh69atGD9+vPd+l8uFa6+9FmfOnMHatWuxdOlSLF++HI8++mjAr2vnUV4RJPWLhpM9IjqrJbX2IgGndBNRNFNtEpPjx48jNTUVOTk5uOyyyyCEQEZGBqZOnYrHH38cgHu0rVOnTpgzZw7uvfdeWK1WdOzYEe+99x5uu+02AEBhYSG6dOmCzz//HKNHj0ZeXh769u2LDRs2YOjQoQCADRs2YPjw4di9ezfOPfdcfPHFFxg7diyOHDmCjIwMAMDSpUsxYcIElJSUNLjw0G63w263e3+22Wzo0qULLvrzf3Fu105M8kCqlltgxb3v/YQEgxZGnabe/ZUOFyrsTiwaP5ip2/3AxBwUbooicNfijTW19gz1au0V2+zISjdhycQhEbdvnu27DWlJRlX1nYhiV0wkMbFarQCA9u3bAwAOHDiA4uJijBo1ytvGYDAgOzsb69atAwBs3rwZDofDp01GRgb69+/vbbN+/XqYzWZv8AYAw4YNg9ls9mnTv39/b/AGAKNHj4bdbsfmzZsb7O/s2bO9UzLNZjO6dOkCALwiSFHBU1i5tMKButeEPIWVe6UmNlpYmc7itC9qTlus6/LU2ks0aFBss6PS4YKiCFQ6XCi22ZFo0ODey3piZ6Et4taXcUo3EUU7VdaBE0Jg2rRpuOSSS9C/f38AQHFxMQCgU6dOPm07deqEQ4cOedvo9XokJyfXa+P5/eLiYqSmptZ7ztTUVJ82dZ8nOTkZer3e26auJ598EtOmTfP+7BmBM2g1SDAaUGyzY0FOPob17MArgqQ6oSisTI2nbfdc5ImGtO0cXWyZtizV0VStvcvOScGi736JyJIh/kzptnJKNxGpmCoDuClTpmD79u1Yu3ZtvfvqXm0TQtTbVlfdNg21D6ZNbQaDAQaDocH76l4R5BQzUiMWVm6Zupk8PccSo6xBWpIcFRd5WCewvkAC2nAE+CN6p2BYzw4+fbRWVuNPH++I2AsNtdfvGeX6U7ojff0eEVFzVBfAPfjgg1i5ciW+++47ZGZmerenpaUBcI+Opaene7eXlJR4R8vS0tJQXV2N0tJSn1G4kpISjBgxwtvm2LFj9Z73+PHjPo/z448/+txfWloKh8NRb2TOX7wiSNGgoZM9jrD4J5BpX2q8yBMLo4uBCiSgDWeA76m15+nHXYs3RvSFBs+Ubvf6PbneGrjTFQ5kpZs4pZuIVEs1a+CEEJgyZQo++ugjfP311+jRo4fP/T169EBaWhrWrFnj3VZdXY2cnBxvcGaxWKDT6XzaFBUVYceOHd42w4cPh9VqxcaNG71tfvzxR1itVp82O3bsQFFRkbfN6tWrYTAYYLFYgnp9vCJI0YKFlYMTzZk8WSewvkCzJEbKuq5I6UdT/Fm/xyndRKRmqgngHnjgAbz//vv417/+BZPJhOLiYhQXF6OyshKA+x/H1KlTMWvWLKxYsQI7duzAhAkTEB8fj3HjxgEAzGYz7r77bjz66KP46quvsGXLFtx5550YMGAArrzySgBAVlYWxowZg0mTJmHDhg3YsGEDJk2ahLFjx+Lcc88FAIwaNQp9+/bF+PHjsWXLFnz11VeYPn06Jk2a1GzWmIYwyQMRqT1te1PUcNLfloIJaCMlwI+UfjTHM6U7K92ECrsTJeV2VNidyEo3xeRoLxFFF9VMoVywYAEAYOTIkT7bFy9ejAkTJgAAHnvsMVRWVmLy5MkoLS3F0KFDsXr1aphMJm/71157DVqtFrfeeisqKytxxRVX4N1334VGc3ae/AcffICHHnrIm63y+uuvxxtvvOG9X6PR4LPPPsPkyZNx8cUXIy4uDuPGjcPLL78c8OuqcrpQziuCRDEvmqd9MamEr2Cmy0bKuq5I6Yc/OKWbiKKVagI4f8rVSZKEmTNnYubMmY22MRqNmD9/PubPn99om/bt2+P9999v8rm6du2KTz/9tNk+NafC7kRW1w4xvYifiKI7k6eaTvrbQjABbaQE+JHSD3/VXr9HRBQtVDOFMlr99bcXYMnEIQzeiChqp32xTqCvYKbLRsq6rkjpBxFRLJOEP0NbFHKBVFsnotgSjbXSzmahdDU4uqjmADVQnkyO7lEsQ71RrGKbHVnpJiyZOKTe++6TubKmVEc4SjFESj9aIho/Z0SkXoHEBgzgwoQBHBHFmmg46Q+VlgS0kRJ4REo/gsGahEQUaRjAqQADOCKKRWo+6Q81BrTh0VhNwtIIHA3m54UodgQSG6gmiQkREakfk0qcxSyJbS+cBdEDxVFCImoMAzgiCileMSbyHwPathVMCYdwaGyU0FPoPZJGCYmo7TGAI6KQ4RVjIopkaqhJqKZRQiIKD5YRIKKQ8FwxziuyIcGgRarJgASD1nvFeN3+E+HuomooikBugRU5e48jt8AKReFSZaJQCKaEQ1sLZJSQiGITR+CIqMV4xTh0OIpJ1HrUUIhcDaOERBReHIEjohbjFePQ4CgmRYtIHUVWQyFyNYwSElF4cQSOiFqMV4xbjqOYFC0ifRR5RO8UzLppgLeP1poSDlnppojooxpGCYkovBjAEVGL1b5ibJQ19e7nFePmqSU7HlFT1JI9MZJLOHhGCWesyEWxzd5gofdwjxISUXhxCiURtZjninFphQNC+E6V8lwx7pWayCvGTfBnFNPBUUyKYHVHkY06DWRZglGnQVqSAeV2Fxbk5EfUdMoBmWZk9+mIAZnmiAqIPKOEWekmVNidKCm3o8LuRFa6KWKCYCIKH47AEVGL8Ypxy3EUk9SOo8ihFcmjhEQUXgzgiCgkIn1dSaTjuhdSO66FDT0WeieihjCAI6KQ4RXj4HEUk9SOo8hERG2DARwRhRSvGAePo5ikZhxFJiJqGwzgiIgiSCSNYiqKiIh+kDpwFJmIqG1Iom7KuCC4XC7k5uaiW7duSE5ODkW/op7NZoPZbIbVakVSEq9GElFkifRaXhS5fPadmlFk7juN44USIgICiw2CCuCmTp2KAQMG4O6774bL5UJ2djbWrVuH+Ph4fPrppxg5cmSwfY8ZDOCIKFI1VsurtGYUhWnM1aktAwUGJf7hhRIi8ggkNghqCuX//d//4c477wQAfPLJJzhw4AB2796Nf/7zn3jqqafwww8/BPOwREQUZnVreXnWMRllDdKSZBTb7FiQk49hPTvwhFxF2jpQ4FrY5qml6DkRRZ6gCnmfOHECaWlpAIDPP/8ct9xyC/r06YO7774bubm5Ie0gERG1nUBqeZE6eAKFXYVWaGQJ8XoNNLKEXYU2zFiRi3X7T4S7izFHbUXPiSiyBBXAderUCbt27YLL5cKqVatw5ZVXAgAqKiqg0dRPHUxEROrgTy0vB2t5qYYnUDh1phpVDgXFtiocPV2JYlsVqhwunDrjYKAQBrxQQkQtEdQUyokTJ+LWW29Feno6JEnCVVddBQD48ccfcd5554W0g0RE5J9QrDtiLa/osrPQhl2FVlQ6XFAEoJUlSBIgAFQ5FciSgl2FVuwstHHKYxti0XMiaomgAriZM2eif//+OHLkCG655RYYDAYAgEajwRNPPBHSDhIRUfNCtcaJtbyiy4kzdtiqnFCEgE4++35KAHQy4FAU2KqcOHHGHt6OxhheKCGilgi6DtxvfvObetvuuuuuFnWGiIgCF8pkCKzlFV1On3FAUQRkWWpwqp4sSVAUgdNnHGHqYfiEM1MmL5QQUUv4HcC9/vrrfj/oQw89FFRniIgoMK2RNXJE7xTMummAd0TPWlPLKyvdxPTmKpMcr4Msu4M0IQtIqBUoQHiDu+R4XRh72fbCnb6fF0qIqCX8rgPXo0cP/x5QkvDLL7+0qFOxgHXgiCgUcgusuPe9n5Bg0MKoqz8Vq9LhQoXdiUXjBwe8xom1vNQvt8CKCYs3wlrpHmHTeNbACcBVk7jEHKfDuxOHxMwauEiqc8ii50Tk0Sp14A4cONDijhERUWi1ZjIE1vJSv34ZSeibkYTtBafhdAlUuxQIBZAkwKCVodVI6JuRFDNT9SKtzuGI3ikY1rMDL5QQUUCCXgNHREThx2QI1JTaU/XK7U601+m9I3CVDhcSDdqYmqoXSPr+trp4wQslRBSooAO4goICrFy5EocPH0Z1te+V3VdffbXFHSMiouYxGQI1p+6aRod3TWNSzE3VY/p+IooGQQVwX331Fa6//nr06NEDe/bsQf/+/XHw4EEIIXDhhReGuo9ERNQIJkMgf3CqnhtHrIkoGjR8CaoZTz75JB599FHs2LEDRqMRy5cvx5EjR5CdnY1bbrkl1H2kGKYoArkFVuTsPY7cAisUxa+cO0QxxTPCkpVuQoXdiZJyOyrsTmSlm9o0IQNFNs9Uvew+HTEg0xxzwRtwdsS6tMKBujncPCPWvVITOWJNRBHN7yyUtZlMJmzduhW9evVCcnIy1q5di379+mHbtm244YYbcPDgwVboanRhFsrmhTvNM5HaMGskUfPOZqF0NThizYseRBQOgcQGQY3AJSQkwG63AwAyMjKQn5/vve/EiRPBPCSRD88/2LwiGxIMWqSaDEgwaL2Fidft535GVBdHWMKHswXUgyPWRKR2Qa2BGzZsGH744Qf07dsX1157LR599FHk5ubio48+wrBhw0LdR4oxkZbmmYioKZwtoD4jeqdgSPf2+GR7EY6erkDndvG4bmA6tNqgrmsTEbWpoAK4V199FeXl5QCAmTNnory8HMuWLUPv3r3x2muvhbSDFHsiMc0zEVFDGisK7ZktwBGdyNRQ0P3RlgIG3USkCkEFcD179vR+Hx8fjzfffDNkHSJimmciUgPOFlAnBt1EpHacK0ARp3aa54YwzTMRRYJAZgtQZKgbdBt1GsiyBKNOg7QkA8rtLizIyecaRiKKaEEFcLIsQ6PRNHojagmmeSYiNfBntoCDswUiSiwE3UyoQ6Q+iiKw86jV7/ZBTaFcsWKFz88OhwNbtmzBkiVL8OyzzwbzkEReLExMRGrAotDqE+1T9JlQh0h9PJ/bPYeP+f07QQVwN9xwQ71tv/nNb9CvXz8sW7YMd999dzAPS+TlSfPs+UdkVQR0soSsdBP/ERFFKbXVsfPMFsgrKkNakuwzouOZLZCVbuJsgTrC+T5Hc9DNtX1E6lP7c2sy+B+WBRXANWbo0KGYNGlSKB+SYtiI3ikY1rODqk7oiCg4ahw54GyBwIX7fY7WoJsJdYjUp+7n1lnVcO6HhoQsiUllZSXmz5+PzMzMUD0kEQsTE8UAzxXIvCIbEgxapJoMSDBovSMH6/afCHcXG8Wi0P5rrfc5kDVfnqA70aBBsc2OSocLiiJQ6XCh2GZXbdAdC2v7iKJNU5/b5gQ1ApecnFzvqlVZWRni4+Px/vvvB/OQREQUg6Jh5ICzBZrXWu9zMCN60ThFP9rX9hFFo+Y+t00JKoB77bXXfAI4WZbRsWNHDB06FMnJycE8JBERxaBARg4GZJrD1MvmeWYLUMNa431uyZqv1gi6ubaPiALR3Oe2KUEFcBMmTAjm14iIiHxw5CA2hPp9DsWIXiiDbq7tI6JA1f3cBsLvAG779u1+P+jAgQMD6gQRxTanU8En24tw9HQFOreLx3UD06HVhmyJLkUwjhzEhlC/z5E0chsJ2R+ZUIdIfep+bhNll9+/63cAN2jQIEiS5C2s3NRiO5fL/w4QUWx767t8/O3bfJRVOqDAnVnp2U934oGRvTDpsl7h7h61Mo4cxIZQv8+RMnIbSWs4o3FtH1G0q/25bZU6cAcOHPB+v2XLFkyfPh1//OMfMXz4cADA+vXr8corr2Du3LkBdJuIIlVbrOd467t8zFm1By5FQKuRoJUARQDWCgfmrNoDAAziolztK5BF1irE6TXQSBJcQqCy2gWTUcuRgygQ6hGiSBm5jaSRQIAJdYjUyPO5/XFPAUY859/v+B3AdevWzfv9Lbfcgtdffx3XXHONd9vAgQPRpUsXPP3007jxxhv97jQRRZ62WM/hdCr427f5cCkCeq0EWXJfSZclQJYUVDsF/vZtPiaO6MHplCEQyUWyR/ROwR1Du+Jv3+aj6HSldyTWFKfDHUO7cuQgSoRyhChSRm4jZSSwNibUIVIfWZbQr7P/n9ugkpjk5uaiR48e9bb36NEDu3btCuYhiahGuE+0/VnPEYorvJ9sL0JZpQNazdngzUOWZGg1CsoqHfhkexFuurBzKF9izAl3ggV/+vfBj4ehlSVktIuDJAFCAJUOFz748TD6ZZgjop/UcqEaIYqUNV+RMhJIRLElqAAuKysLzz//PN555x0YjUYAgN1ux/PPP4+srKyQdpAoloT7RNuf9Ryzv8iDOU6PX463rI9HT1dAAaBt5PxKlgBXTTsKXiQkWGhKY/scAJiFUEUdOApMqEaIImHNV6SMBBJRbAkqgFu4cCGuu+46dOnSBeeffz4AYNu2bZAkCZ9++mlIO0gUKyLhRLu59Rx6rYRdRWUwGbToaDK0qI+d28VDhnvNW0Pn5YoApJp2FJxISrDQmEhbQ0TqEu41X5EyEkhEsSWohSVDhgzBgQMH8MILL2DgwIEYMGAAZs2ahQMHDmDIkCGh7iNR1Kt7om3UaSDLEow6DdKSDCi3u7AgJx+KIlq1H02t5xBCwFrhgKIImOO0Le7jdQPTYYrTwekSUITic58iFDhdAqY4Ha4bmB6S1+YPRRHILbAiZ+9x5BZYW/3v3doCCY7CxZ81RA7WgaMmeEb0svt0xIBMc5sHS56RwKx0EyrsTpSU21FhdyIr3RT2EW4iik5BjcABQHx8PP7whz+Esi9EMStSRiGaWs9R5VBgdyrQyIBO43tfMH3UamU8MLIX5qzag2qngFajQK7JQul0CWhkCQ+M7NVmCUzCPX21NURigoW6uIaIVM9mw4iqYgxLPY6iY3tRffw4DO3bIU2bDnn3ceBYMpBcc+vQAdBzXyailvE7gFu5ciWuvvpq6HQ6rFy5ssm2119/fYs7RhRLIuVEu6n1HA6XApcQiNdpYNTX72cwffSUCPDUgXPBPW3SHK9r0zpwkTB9tTWoIThS0xqitk4wFO6ERgRAUYDiYuDwYeDQoYa/nj4NwD2lqdl0S5IEZGQAPXoA3bu7b57ve/UCunQBZGbdJaKm+R3A3XjjjSguLkZqamqTZQIkSWIhb6IARcqJdlPrOayVDsiShHbxekiofxIZbB8nXdYLE0f0wCfbi3D0dAU6t4vHdQPT22zkTQ3rxIKlhuBILWuI2nqENhpHhCOS3d54YHboEHDkCOBwhO75hACOHnXf1q6tf7/BAJxzDtCnT/1bSoo7ACSimCcJIdS9yCPM3nzzTbz00ksoKipCv379MG/ePFx66aXN/p7NZoPZbIbVakVSUvivLFN4KYrAXYs31pxoG+qdaBfb7MhKN2HJxCFtciLrc/JYk9mtZ8cEWCsdKLLaI6KPLVF7ZONUeTVe+t9uJBjc6/rqqnS4UGF3YtH4wfWnhrpcQGUlUFXlvp05A5SVATab+6vn1tTP5eXu362uPnuz291fXS4gIQEwmYDERPfX2jc/tv18yoHnc46gBHoYzSYYtBqf4ChSRhcb2uciJWBpbIS2tJX+hm39fDGjuBjYtu3sbetWYM8e9+espfR6iK5dcSatMyrM7WGsqoCpsgxSaSngudntLXuOdu0aDuzOOcf9uSciVQskNghZAHf69Gm0a9cuFA+lGsuWLcP48ePx5ptv4uKLL8aiRYvw9ttvY9euXejatWuTv+t5kzyjmp6TYYfDAafTCY1GA32tefKVlZUAAIPBALlmeoXT6YTD4YAsyzAYDEG1raqqghACer0empp1TZ62kiR5y0Q02FYIOO12OCorIblcMOp0gNMJOJ2oOnMGcDqhBaCVJMDphMtuh6OqCpLLBYNG4/6n6XSiurISwuGAFoDG3QG4qqvhstsBlwt6SXJPY1EUOKqrIRQFGlmGRpYBIaC4XHA6HJAA6LRa9xVORYHT4YBQFMiyDE1NYSlFUeByOAAhzrYVwt3W5YIsSd7HFTWP4dNWkuACoMgyZJ0OGr0e0GohZBkOAJBl6IxGSDodoNHACUCRJMh6PbQGA6DRQGg0qHa5AK0W+rg4SFotoNViy5FSvPn9AZxxSog3xUOj06FC0uBEpQO6eCOevNmC4f0yAb0eDqezxftJU++9LMvQ6fTeICdBoyArzYQtR8vwp//uQrndBbNRhgEK7ApgrYb3xPLCzMSA9ymdTget1j0hwOVyobq6ukVt7XY7FEU521YIKOXlsJ88ia15Bfjkx4M4WXwS8WfKkFheCn2ZFZmoRgdnJRIrypBQWQZdtR16ZzV0Tgc09ipkGCXEuRzeYE2qqnLv7yrikmSUxSWiNMGMynYd0LFXV3TsmQmkpsLVoQOc3bsD/frB0L2790p/i44RfrSt/X46HE5sO3QCp6uc6NTO5J0y2KL3PsC2iqLAXnOiHRcXd/biSsEppCbqIGu0kDSeti4cKz2Dc9MS8d4fLvVeuKiurobL5YJWq4VOpwPgvshRVVUFADAajfWO+Z62iiLwu3/8iN0FJ5FqMkDWnb1YojgdOGatxLkZSXjvnou9z9fQ5z4U/0uaO0aE7H9JgPtJs8cIrRbaggLg55+hbNoEsXkz5O3bIZWUIFgiORno2hVSt25At25QunaFIz0doksXGPv0wTqbjAXfH8D+otNwOF3Q6TTondYO92f3wvBeHVBVWQlUViLOagUOHAAOHoRr/36IgwchHzoE+eBBoKgo+P5lZECqCehcvXrB2bMnpPPOg/6884Cav1tEnkf40bbV/z8E2LbuMcKjoc99IG39PUb409afz31MHyNC/N63dD/xvJ82mw1paWn+De6IILz44oti6dKl3p9/85vfCEmSREZGhti6dWswD6lKQ4YMEffdd5/PtvPOO0888cQT9dpWVVUJq9XqvR05ckQAEA937y7K3npLiPfeE2LxYvHd734nXujaVXw+dqwQ8+YJ8corQsyZIxZ27SrezMgQtkceEWLGDCEef1zsuuYa8UFqqlg3eLAQ990nxD33CDFxolidliY+b99elF1zjRA33yzEDTeIIotF/JCUJPZ07SrEyJFCXHKJEMOHiz1ms8iLixOVffoI0bevEH36iPL0dHFUrxenEhKESEsTIiVFiHbtxBmtVlRKknDpdELIck3ow1s4bk6NRpTLsjgTFydERoYQ3bsLce65Yl9CgtgRHy8qBw8W4vLLhRgzRhQMHiz+l5wsNvftK8TddwsxebIQU6eKZT16iEXp6aJk6lQhXnpJiNdfF9smTxbPdOsm3h09Wojly4X45BMhVq8WMy65RNx17rli94cfip8/XyumvfAfcd34p8WVAweKkZffICa++a34Yc8xIYQQt99+u7BYLGL9+vXe/f/7778XFotFjB8/3udzMXHiRGGxWMQ333zj3qAo4qcffhCXn3++uP+aa4TYuVOIH38U4quvxJtjxogZPXqI7Q89JMSrrwrx3HPi+O9/L5Z17Ci+zMwU4te/FmL0aCEuvlgUdOwoDhsMorJdOyESE4WQpLC/Z6q6mc1CDB8uxD33iLf69hUP9O4t9nz+uRAOhxBCiM8//1xYLBZx//33+7yft9xyi7BYLGLTpk3ebd98842wWCxi4sSJPm3Hjx8vLBaL+P77773b1q9fLywWi7j99tt92k6aNElYLBaxZs0a77YtW7YIi8UibrzxRp+2Dz30kLBYLGLlypXebbt37xYWi0WMGTPGp+1jjz0mLBaLWLZsmXfboUOHhMViEdnZ2UIIIbYfOS2Gz/pSDP/NvcJisYiRf3hWjH39ezH29e/F1bM/ERaLRVgGXyS2HzntfYwXX3xRWCwWsXDhQu82m83mbmuxCEfN31EIIebNmycsFouYN2+e9/mGPf8/b9trXv6f9/myfz9DWCwWcdEtU3yeb8iQIcJisYhjx455ty1ZskRYLBbxzDPP+Lzm7OxsYbFYxKFDh7zbli1bJiwWi3jsscd82o4ZM0ZYLBaxe/du77aVK1cKi8UiHnroIZ+2N954o7BYLGLLli3ebWvWrBEWi0VMmjTJp22LjhFCiE2bNgmLxSJuueUWIVwuIfbuFWLpUrF60CCxwWQS9sTEwPZ3WRYiM1NUWCzi8/btxb+6dRNiwQIhPvtMiB07xLPTpwuLxSI++OADbx+OHj0qLBaLuPjii8UP+46L7LlfC8tfVovht052b5/4J2H5yxqRPfdrsWrzPu/7WdvLL78sLBaLeOONN9wbyspE5fr14vEePcSbGRnCMW6cEEOHCtGuXfCfZb1eiP79hbj1VvFOly7i8R49xLGvvhKiqkoIIcQHH3wgLBaLeOqpp3z6dsUVVwiLxSL279/v3fbRRx8Ji8Uipk2b5tN27NixwmKxiB07dni3xdIxwuOZZ54RFotFLFmyxLvt2LFjwmKxiCFDhvi0bckxQgghHA6Ht63NZvNuX7hwobBYLOLFF1/0eb6YPkbUcv/99wuLxSI+//xz77YdO3YIi8Uixo4d69N22rRpwmKxiI8++si7bf/+/cJisYgrrrjCp+1TTz3V5DGitr/85S/CYrGIt99+27vt1KlTwmKxiEGDBgkAwmq1iuYElYVy0aJFeP/99wEAa9aswZdffolVq1bh3//+N/74xz9i9erVwTysqlRXV2Pz5s144oknfLaPGjUK69atq9d+9uzZePbZZ+ttf+7gQSROmuT9+dKaGw4fBmrV1LvX881rr3m3ZdXcUFIC/PSTd/tVnm8+/9y7La3mBpvN/dg1+ni+2bvXuy2h5obqaveUsBrealyhXA9AQdG4XO73qOaqrkdvzze19ofONTeUlgK7dnm33+r5Zt4877aBNTccOgT873/e7S94vrn9dgDABT692Q58/d+ajmnwDwB2APFXXw3odIAkYYjTiS/KyqDZtQv4+mv36KvLhddtNgin090WABwOWFwufAW4pzjV2ofv93zz+uvebSm1X0dBgc9rBtDyKUuB0mqBpCTAZMJxux2FZWVo17UruvXrB5hMcMbH493ly1Gh0eC+P/4R+pQUIDERK9eswWdr1mDkqFG4/a673Fnq9Hrc/JvfIE5RsPCll2ACgPJyfP/559j09dew9OmDbIvFOxXz+y++gMHhwKBevaCvqgLKylBdWgpNRQXqTwxthtUKrF8PrF+PezzbrrkG0GiAbt1wkdmMJ48ccY80f/wxMHCgOxFDFPIkGDI0s/YoVAmGPM/XFEXEaFkFlwvYuxftv/gCU48cwQWHD7szO9rcZTCuaubXAQBpacD55+Prkyfx1cmT+NXDD+PKyZMBnQ6F+fl4+rbb0K5dO9x+333eX6muNYrQkNpraK01o6JajYS0JAOKbXa8u+6gf68vMRHi/PPxZfv2AIAJb78NbVwcIATemTsXPyxejFsHDcKYnj3d/7P37kXVjh0wiib2l+pqYMcOYMcO/N6z7Yor3J/l3r1xqcmEqqNHYdqxA9iyBTj3XCA+dLU3y+1O5Ow97k3CQ0ShEdQUyri4OOzduxddunTBww8/jKqqKixatAh79+7F0KFDUVpa2hp9jSiFhYXo3LkzfvjhB4wYMcK7fdasWViyZAn27Nnj095ut3uHUgH3FMouXbrACiDqD2larXvqYM1UQWg03mmD0GigaDSAVgup5gatFkKjgZBlQKuFrNO5s3LJMhQhICQJkiy7h/YlCQLuExrIsnuoXZIAWYarZteWNBqfti4hAElyD3PXaisAyLIMueYxBACXorjb1gQiEAIuhwPC6YTsckEWAnC5IJxOKNXVgNMJGYDkdAIuFxSn0x3wKgrkmqBFOJ0QNfdLNTc4nRA1Xz3b4XC4//lSSCmShCp9HCoNcTgTl4jyuERYDQko1sbjtNEEmzERNkM8qrQ6VGv10Ccl4c6R5yKrRyocGg1cej00CQnQmUyA0QhhMKBKkgCjEXEmk/d5gpki09hUlmCnyDidTjiqqyHb7TBUV7uDvZMnYT9yBNLx49CePg35+HGgpATK0aOQdu+GVFwc3B82KQlK//5QBg6EfMEFkC+8EOjXD06dLuzTXloyRSa3wIp73/sJ8VrAoAEkWeOdQimEgsqqKlTYXfj7xBHeNZItmR6VW2DFH/65CQlaBQatBpL2bGkR4XKisroaFdUCf58wzPt8UTk9yukEdu9G9YYNkLdsgWbrVkjbtvlcVGxWr15QLrgAroEDIS64APqLLgI6dfL7vfdoqu3Oo1Y89J+d3jW0wuWEUFze/aTS4cKZKgfm39of/TqbWzyNrt77eeYMpIICGA4dgrRvH7B3L5Q9e4C9eyEdOgRJ8a2x2SxJArp3h+vcc6FkZUHTvz/kfv2ArCw44+P9fu+/33MMC7/Zg19OVMAJrTcJz93DOmNozw4RNzWOUyhVeIwI4r2PpimUQY3AJScn48iRI+jSpQtWrVqF559/3tuBWMtAWbdmlxCi3jbA/UEwNHQV74IL3FfbawU0QX0f7O+19uPVSofc2PXrhnINSo20b6xtQyMMDW2T0PBOH4q2DW0P5LU1+PcRwh3I2e1nE1uE+vtG7hN2O+wVVRBVVdA4HNC5HJBq/07g134CZzS6F+fXvSUkNLy9ifvWHavCY5/nw9w+CXKdcg3ldicOnzwDlwA00tnPtSQB7RP0uPaKQUDvFOgA6Op0UQIQh/pq/0P0tpUknwO5h06n8x7Ia2tpW61W6/5n4rmi3qkT0Ls3DEOH1mvr/Yt4Rmp37QJ27nR/zctzZ81r6j232SCvWwe59gwEWYb23HOhHTQIOP98wPM1Lc3nH6WHRqNp8HUE0rah42wgbWVZ9mnrm8nTUOf4LsFaLSMrw+wzutCS975fRhJ6dzK5n89Ypy6krHE/X53MoSHbT+po6O/eKm2rq6HdtQvan38GNm8Gfv7ZPQJfWQm/c9r26QNYLMCFF7q/DhoEJCdDRsPHYX/ee3/anlHKfUrASLXWSAI15VUEcEapvw+G5BiRkOAeNTv3XGDUKHffPHdWVblH6jyfZ89nee/extfvCgEcOADNgQPQrFrlc5c2MxPavn2BrCygb1/vzVgzYuixbv8JPL1yV00SnjifsiwzP9+HWTcZMaL32dcYyD4ViccIj4bez0DaBvLeh+1/SR1tdowIsG1r7SfBHCPqauq9dwQwwy2oAO7mm2/GuHHjcM455+DkyZO4umb609atW9G7d+9mfjs6pKSkQKPRoLjO1eqSkhJ0qrnC55dvv3VPuaKIFrZ6TJLknU6HWqM7rc2vFOZOZ9OBoctVf0WGori/ajRnb56g3/O9J+iKj/cuvg8Fk84KJa4Q1YqAsVa0LSBwvMx9lUwrA2lJcdBqJGhlGQathGNl1aotIxCU5GTg4ovdt9qqqoCDB4H8fPftl1/cX3ftcn/fEEVxnzDm5QEffnh2e2oqMHgwMGKE+3kuusgdeEegti5zoJayCkFzONxT+jZtOhusbd/u/2wDWQbOO+9soHbhhe5gLUz/RyOlBEyDjEb39OaBA323OxzA/v1nAzpPcLd7d9PTzgsK3Le6y2Q6dXIHdeecA6VnT2w6LJAhJcPRrQeqajL7RkNZFqJIEtQUSofDgb/+9a84cuQIJkyYgAsucK+ImTdvHhITE3HPPfc08wjRYejQobBYLHjzzTe92/r27YsbbrgBs2fPbvJ3WUZAPWKtHlO0pjBvrFRDZbULB0+WQwggTq9B9w4JPqMeTZYRIDebzX0SXjs9e26uO+jzh0bjPgkfMcJ9698f6NnTO3IYCQWt27rMQSSXVfCbogD79rmDNc9ty5bA9ot+/XyDtfPPj6hgP9JKwLSIy+W+SFN3xG7XrsCmrtZSakrGsQ4ZKE1qD2tiMo4ntMMxoxm3XGNBt7493MFfaqq7RAJr3FGMC0sZgVjkKSOwcOFCDB8+HH//+9/x1ltvYefOnejWrVuTv8sATh2iNZhpzNmTEZtPUWtAhScjDTj7frq8IxulFdUoslZBp5HQOTkeiQbfUT9FESgpt+PlW85Hdp+OYeq5Cjmd7pP32kHdtm2BpUrPyIA1oyu26Ttgd3xHHEpOx6l2qYjr2RW3XDfEXVajDbV1IBkJgavfhHCPzngCtY0b3SNsVqt/v6/TAQMGuIM0T8A2YADQwBSkSFP7/0ScTuNZLo1KhwuJBq36/08oivu9rRvU7doFnD4dmufQ692BXGqqO6jzBHYNfZ+S4g7uiaJMmwRw7733HhYtWoRffvkF69evR7du3TBv3jz06NEDN9xwQ1AdV6M333wTc+fORVFREfr374/XXnsNl112WbO/xwAu8kV7MNMQT8KGoIpaq0TdkQ0IwFrpQEeTHu0T6s9jj4bXHFFKStyjMBs2AD/84P5aVhbUQznaJUPXJRPo3Nl969rVfevS5ezXBtY8UICEAE6cAI4dc389fvzs1+PH3aM2mza57/eHTuee1jd4sDtQs1jcI23NZHuMZG99l4+/fZuPskoHBNxrY01xOjwwshcmXdYr3N1rHUK4i6N7pknn58OWm4cT2/PQ+VQRDM5WSsIlSe4gzp9gLzWVxwBSjUBig6AWmCxYsAB//vOfMXXqVLzwwgvexCXt2rXDvHnzYiqAmzx5MiZPnhzublAr2FloQ35JOZLj9fUS00iShHbxOuSXlGNnoS1qTuw9Kcz1moaW/dcsyFfUncJ8RO8UDOvZwTuy0S5Oh5f+txu7i8vrJSESQuB0haNe0ghqgdRUYPRo9w1wT9vaudMdzK1b5x65OXDAr3IlutOlwOlS93TNxnTs6BvUNRTgOZ3um8Nx9qvL5R4ViItzt4mLc9+i/cr/mTPu92P7dvctN9f99dSp4B5Pktxr1oYMca91vOgid/AWRSfV6/afwAc/HoZGAjLaxUGWJChCoKLahQ9+PIx+GWZ1j8A1RpKA9HT37fLLAQCJisADizdi91Er+qIcGSeOomPpMbQrK4W57BSMJ0+gi7McA3RVkI4dc1/QCTT5nRBnLx7s3Nl8+6Sk5oM8z/cmE6dykioEFcDNnz8fb731Fm688Ua8+OKL3u2DBw/G9OnTQ9Y5onCKhWCmrohekB9Csiz5BN2TR/aO3qQRraSp6X0BTf3TaM4mWri/ptqfy4XdG3fib2//Dz1tx9CltAjpJ46i08kidLCegLm81F3Cwx+eE73Nm0PwquFOrOMJ5moFdsJoxBlZB7tWD21CPJKSkyDFGRtsG9D3BoM7qKyq8s0c29zN6XSfiNa9ybI7SDt5sv6tpMRdJ7QlKyu6dz8bqF10kXs6ZBTPMlEU4a0Dl26O87kAZI4TMZe0o3YSnp32JBzt3gGGXr7H01k3DYDkCWgVxZ351hPMHTvW9Pe16p76zWZz3/bta76t0Xg2oGsu4OvQwSfTNlFbCiqAO3DggDdxSW0GgwFnglzoShRpYiWYqc03ZbrcZqNR4V7rM6J3CmbdNMA7tdJakzQiK92krqQRbaSpxD4AWp70R6PBsQ7p2NDjAvxiMtTbFzQuJ9qdPgG5qBCP9ktEP1EGHDly9nb4sHutXaA1sPzhdHqLp9cmAUisuUUtg8E9opmS4vu1Uyd3SZzBg90/x5BYnKnRnICOp7LsDoQ6dHCXJWhOebn/wV4w6/OqqtzHj8OHm28ry2f3/+YCvtRU94g+UYgEFcD16NEDW7durZeo44svvkBWVlZIOkYUbuEKZsIpHCnMIyXLZ92plRGfNCJMGkvsk1dUhkf+vRUA4FJEvftmrMgNKJlDUxdQXBotCpI6osKQDOXmwUBDJ8YOB1BYeDagO3z47Peer6Wl9X9Plt1rtGTZndo+xmqbAnBn/+zf3z0qOmCA+2v//u6TbE4v8xGLMzX80WrHU0+ZmV5+rCusrj4b0DUX8B0/HvgFH0U5+zj+aNfOv2CvUyf3ayRqQlAB3B//+Ec88MAD3ormGzduxIcffohZs2bhnXfeCXUficIi6usxNaItR6OaCgYCPeEPhbpTK2OFvyOgtaeL1U7sY5Q16JQkYe+xcgBAn9REyDVTi4Kt/9TiCyg6HdCtm/vWmDNn3AGaTne2HmHdKVFOp3vaVmWl++p8re+VMxV45ZNtKDl2Gp10CvROB/QOO/SOaugddlSXn0G6ARjT0wypqurs79d5nHrfV1U1Po1Rlt0jYc3dPDUUPbUXa9+MxrOjHp5bSor7a48e7hIOnBrml1icqeGvsB9P9XogM9N9a47L5V7n2dyonuf7purlNeb0afdtz57m28bH+5+kJTmZn9cYFFQAN3HiRDidTjz22GOoqKjAuHHj0LlzZ8yfPx+XXnppqPtIFDaxOrWuLUajmgoGWPC17QQyAtrUdDG7Q8Cd1FiC3SkQV+t8NZipZG1yAcWfemJarTuxgclU766dBVas2CiQ0LXprK2ZgWYwFcI9elBZ6T5R1OnqB2YUEWJxpkZU0mjc0yE7dnSPNjdFCPeauuaCPM9Xmy3w/lRUuLO7HjzYfFutNrASDDpd4P2hiBP0f4JJkyZh0qRJOHHiBBRFgcvlwqxZs/DAAw+gMphFpkQRKlan1rX21VOuHQm/QEdAm5ou5lQUCOGeYedUFAC+AU0wU8ki/QJKq02fk6SzARtFtFidqRHTJAkwm923c85pvn1lpXuKpj+jeydOBJ5EyOl0TxcvLPSvfYcOZwM6zwhl3VtKCkf1IlxAAdzp06fxwAMPYPXq1dDpdHjiiScwZcoUPPvss3j55ZfRt29f/OMf/2itvhKFTdingkQhrh0Jr2BGQJuaLqaVZe/yKG0D//iDnUoWyRdQOH2OgMi/0EBhFhd3toRJc5xOdxDnT5KWkhK/yq3U48k6u2tX4230endtzS5dGg/yOnVikBdGAQVwM2bMwHfffYe77roLq1atwiOPPIJVq1ahqqoKn3/+ObKzs1urn0QUZXjyG17BjIA2NV3MoJO8Pxu0vo/X0qlkkXoBhdPnyCOSLzSQimi1QFqa+9YcIdxr6vzNyhlIlvjqanc9zgMHmu5rRoY7mGss0EtL47TvVhLQX/Wzzz7D4sWLceWVV2Ly5Mno3bs3+vTpg3nz5rVS94goWvHkN7yCGQFtbrpYhwQ9BIBjZdUxMZWM0+eotki90EBRSpLcCUySk4Hzzmu+/Zkz7oDOE9QVFQEFBb63I0f8D/SczuZLLsiyu9B7U0FeRgbX5QVBEsL/ybY6nQ6HDh1CRkYGACA+Ph4bN25E/+YWfFI9NpsNZrMZVqsVSSorchruml0UPc6uwXI1ePLb1lkoY0lugRX3vvcTEgxNJ+BY1EACDp/EJzXTxRqsA1fnvmh9L5v6e0TrayaiKORJ0FI3qKsb6FmtoXtOSfJdj9dQoNe5c0ysCQ4kNggogNNoNCguLkbHmkKdJpMJ27dvR48ePVrW4xik1gAuUmp2UfTgyW94KIrAXYs31oyAGuqNgBbb7MhKN2HJxCGNlhRo7EJOLF7k4d/DVyy+ZqKYUVYGHD3adKB36lRon7Njx/qBXe1gr3Nnd/kFFWu1AE6WZVx99dUw1ETBn3zyCS6//HIk1EnF/NFHHwXR7diixgCusYx1pRwtoRbiyV54hGMENNbe61i86BWLr5mI6qioaD7IO348tM/Zvn3D0zRrB3oRXCS91QK4iRMn+tVu8eLF/j5kzFJbAHf2ar3NJ2Md4N/VeiKKTG05AhprJ/axeNErFl8zEQWpqspd/qCpIO/YscBLKzSlfXugWzege3f3zfO952u7dqF7rgC1WgBHoaO2AK4l62WIPGJt9EUt2uJ9ibUT+9a86BWpnyNe6COikKuubjzhiuf7oiJAUULzfGZz/aCu9vft2wNS6xy/AokNmNuT/MKaXdRSsTb6oiatnT0vmJpzatdaheoj+XPUWq+ZiGKYXu8Onrp1a7yN0wkUFzcd5BUWuts1x2oFtm933xqSmNh0gNexY6sFeLUxgCO/sGYXtURjoy95RWWYsSI36kZfyFcsnti3xkWvSP8c8UIfEYWFVnt2jVtjXC73dMxDh4CDB903z/eer1VVzT9XeTmwc6f71pC4uPoBXu1AL0QF0BnAkV9Ys4uCFYujL+QrFk/sQ33RSw2fI17oI6KIpdG4a85lZADDh9e/Xwh3jby6QV3t7/2pkVdZCeze7b41pPaIYt3Ruw4d/H45DODILyxYS8GKxdEX8hWLJ/ahvuilhs8RL/QRkWp56tF16gQMGVL/fiHcpREaG707eNBdQ6851dXAvn3uWwswgCO/jeidglk3DfCuv7DWZKzLSjdFxPoLikyxOPpCvmLxxD7UF73U8DnihT4iilqS5B4h69ABsFgabnP6dOOjdwcPAqWlIesOAzgKyIjeKRjWs0NEZkCjyBSLoy/kK1ZP7EN50UstnyNe6COimNWuHTBokPvWEJvNHdA1tg4vgLp4LCMQJmorI0AUrLOpxcuQlmRgavEY1pY15yJJKNL+q+1zFKmlDoiIIpWtqAjmjAzWgYtkDOAolpzNnudqcPQl3NnzqO3wxD54/BwREUUvFvJWAQZwFOlCfaIdq6MvRKHEzxERUXRiAKcCDOAokrVWsWCOvhC1HD9HFEm4PxKFBgM4FWAAR5GqsWLBpZymRUREtbTWxT6iWBRIbNDyUuBEFDXqFgs26jSQZQlGnQZpSQaU211YkJMPReF1HyKiWOa52JdXZEOCQYtUkwEJBi3yisowY0Uu1u0/Ee4uEkUtBnBE5BVIsWAiIopNvNhHFF4M4IjIy59iwQ4W3SYiimm82Nd2FEUgt8CKnL3HkVtgZVBMAFjIm4hqUUuxYDXhAn8iijb+XOyz8mJfi3GNITWGARwRefXLSEKv1MSaYsFyvWLBpyscyEo3oV8GE+/4g/98iSga8WJf62ssoZhnjSETisU2TqEkIi9ZlnB/di8kGjQottlR6XBBUQQqHS4U2+xINGhwf3YvjiD5gQv8iShaeS72lVY4UDeZuediX6/URF7sCxLXGFJzGMARkY8RvVMw66YByEo3ocLuREm5HRV2J7LSTbzi5yf+841OTa1F4ToViiW82Ne6uMaQmsMplERUz4jeKRjWswPXbgUpkH++AzLNYeolNaahdYsbfjnZ6HRYAJwqS6oQyjW5not9nn3fqgjoZAlZ6Sbu+y3k7xrDk+V25BZY+X86BjGAI6IGybLE4CJIXOAfnEhI+NLQusUOiXqUlNnhUkS9tSiP/HsrADR4H9epUCRpjTW5vNjXOvxZY6goAvO+2ocSWxUvHMUgBnBERCHGBf6Bi4SELw0lDbA7XdhdXAaXItC1fTyMOvf7aZQ16JQkYe+xcgBAn9REyLLsvS8tSUaxzY4FOfkY1rMDT2gprFozIQYv9oVecwnFjpdVwe5UcOTUGbRPMPDCUQziGjgiohaqu/4pK83EBf4BiISEL42tWwTcJ04SgBPl1RA4+37aHQJCCAgB2J2+7zPXqVCk4Jpc9Wl6jaE7eNNrZKSb4/h+xiiOwBERtUBjI0eXnZOCI6cqUGyzo128DgaNDLtLwekKBxf411L35NJzpbmtR7EaW7foVBQIAWhkCXanC1XVCuL0Gp/7JMn9PeA72sqpshQJuCZXnRpbY5iZHO8deeP7GbsYwBERBampaUlHTlXgjqFd8d2+E1zg34RIOblsbN2iVpYh1QzECcU3UPPeV/N9XZwqS5GAa3LVq6E1hifO2PHYf7bz/YxxDOCIiILgz8jRd/tOYPFdFyGvuIwL/BsRKSeXja1bNOpkGLQyKqtdkCTfQM2gk7zvu14DVFa74FQUaGUZBq3EwvcRIBIS44Qb1+SqW901hrkFVr6fxACOiCgY/o4c5RWXcRpLLXVPqNvF6bwnIwZJRpVD8QZBRp3cZicjjSUNkCQJKYkGHD5VAVmSAElAUYR3OmyHBD3sTgX7jp9B7eWOkgS0T9BzqmwYRUJinEjQXEIMXmhQF76fBDCAIyIKSqSMHKlJQyfUPTsmokOiHodOVsKlKKh2nV1XptfI0Mgyzu9ibvWTEU/SgBkrcuutWyy3u9DRZECqyYCT5dWwKk7vdNjLzknB22sPAHYAEN6+e5KfUHi0ZtZFtWlq3+aaXPXh+0kAAzgioqBwWlJgGjuhdqfoV3DG7oAiAK1GgkYGFAFUVLugkRVcdk5Km5yMNFeYuO5alKw0EyYu2QSXItCnUyLsDnF2CqVOwjFbNcsIhEGkJMaJJCy6HV34fhIDOCKiIHAai/+aOqHuZJKwt6QckIB4nYxql4BLcY9ixes10GokfLfvBO6+pGebBXFNFSauuxbFM41WlmTE6YHamSiZDS48IiUxTqRh0e3owvcztjGAIyIKAqex+K+pE2q7s2baIYA0cxwkSGfXwOnda+La+mTb38LEnEYbmfi+NI5Ft6ML38/YxULeRERB8kxjyUo3ocLuREm5HRV2J7LSTVG/xqZu8fKmisY2dULtTssPCAG4FIE4vQYmow5xeg0kSDBoZDgi9GS79jTahnAabXjwfSGiaMcROCKiFojFaSyBZvdrar2gJy1/3RT9HpF8sl17Gm2nJKneGjhOow0PTm8momjHETiiGBbIKAo1zjONJbtPRwzINEd98DZjRS7yimxIMGiRajIgwaD1Zvdbt/9Evd/xnFCXVjgghO8+ZtBKkCT32iSDzvfv5jnZ7pWaGJEn255ptBoZ2HusHAdPluPIqQocPFmOvcfKoZXBabRh4HlfEg0aFNvsqHS4oCgClQ4Xim12Tm8mItXjCBxRjGKNJApUsNn9mlsv2D7BPbp2zFat8rWEEmov8ePlkPBhlj4iimaSqHs5lNqEzWaD2WyG1WpFUlLkXVmm6NZYSvfSmhPmaF+/RcHJLbDi3vd+QoJBC6OufumESocLFXYnFo0f3ODCep+LBjUn1J6LBgAavS9S90VFEbhr8UbkFdnQyWSA3VlrCqVWwrGyamSlm7Bk4hCVBKDRp27h+Gif3kxE6hVIbMAROKIYwxpJFKyWZvdrbr2g2tYS1s6uKcssIxCJmKWPiKIRAziiGMMaSRSsUBQvb+qEWm0n262drp6jR7749yAicmMARxRjWCOJgsXsfr5CEdA2hmtUffHvQUR0FrNQEsUY1kiiYDG7n6+msmu2JINmMJk+oxn/HkREvhjAEcWY1jrppNgQy8XL62qNgLbuGlWjTgNZlmDUaZCWZEC53YUFOfltWvIj1OVGAnm8SPx7hBrLuRBRoDiFkijGNJfSPdZGUShwsVi8vDGhTlcfaWtUQz11MdDHi7S/R6hxaigRBYMBHFEMYo0kaim1JRxpTaEMaCNpjWpj5UY8UxcDHXEN5vFq/z0EBKqqFW+pBqNeVvWa3VD/fYkodjCAI4pRHEWhSKPmLIOhCmhbMzFKIEJdbiTYx/P8PU5XOmCtdMDudEEIQJIAg1YDc5xOlWt2Wc6FiFqCARxRDOMoCkUKTiVzi5RMn6Geuhjs4/XLSEKHRD12FtogAdBqZEgyIARQWe1ERbUT/TKSVLdmN9qnhhJR61JFEpODBw/i7rvvRo8ePRAXF4devXrhmWeeQXW175SJw4cP47rrrkNCQgJSUlLw0EMP1WuTm5uL7OxsxMXFoXPnznjuuefqJXLIycmBxWKB0WhEz549sXDhwnp9Wr58Ofr27QuDwYC+fftixYoVoX/hREQxgFkGz4qUTJ/+TOV0BDB1MSSP53nJos7PKhTqvy8RxRZVBHC7d++GoihYtGgRdu7ciddeew0LFy7EjBkzvG1cLheuvfZanDlzBmvXrsXSpUuxfPlyPProo942NpsNV111FTIyMrBp0ybMnz8fL7/8Ml599VVvmwMHDuCaa67BpZdeii1btmDGjBl46KGHsHz5cm+b9evX47bbbsP48eOxbds2jB8/Hrfeeit+/PHHtvmDEBGFmdOpYMXPR/HG1/uw4uejcDobLkvRnFjIMhioSMj0GepyI8E+3s5CG06WVyPdbEScTgNFCDgVAUUIxOk0SDMbcbK8GjsLbYG9wDBjOReithONmV4lUXf4SSVeeuklLFiwAL/88gsA4IsvvsDYsWNx5MgRZGRkAACWLl2KCRMmoKSkBElJSViwYAGefPJJHDt2DAaDAQDw4osvYv78+SgoKIAkSXj88cexcuVK5OXleZ/rvvvuw7Zt27B+/XoAwG233QabzYYvvvjC22bMmDFITk7Ghx9+2GB/7XY77Ha792ebzYYuXbrAarUiKUldUz+IKLa99V0+/vZtPsoqHVDgvhJoitPhgZG9MOmyXgE9Vm6BFfe+9xMSDFoYdfXXfFU6XKiwO7Fo/OCYm0oWzjWBiiJw1+KNNVM5DfWmchbb7MhKN2HJxCF+r4EL5vFy9h7H9H9vQ6rJAEkCqhy1kpjoZAgBlJTb8fIt5yO7T8fQ/hFaUaj/vkTUMDVNz7fZbDCbzX7FBqoYgWuI1WpF+/btvT+vX78e/fv39wZvADB69GjY7XZs3rzZ2yY7O9sbvHnaFBYW4uDBg942o0aN8nmu0aNH46effoLD4Wiyzbp16xrt7+zZs2E2m723Ll26BPfCiYjC6K3v8jFn1R5YKxyQZQl6jQRZlmCtcGDOqj1467v8gK52cipZ4zxrVLP7dMSATHObnsiHeipnsI9Xe6RKkiTE6TUwGXWI02sgSZJqR6oiZaosUTSL5un5qgzg8vPzMX/+fNx3333ebcXFxejUqZNPu+TkZOj1ehQXFzfaxvNzc22cTidOnDjRZBvPYzTkySefhNVq9d6OHDkSyEsmIgo7p1PB377Nh0sR0GslaGUZsiRDK8vQayW4FIG/frUP49/ZgHvf+wnT/70N9773E+5avLHRf5ScSha5Qj2VM5jH8yR1Ka1w1Fuv7knq0is1UXVJTIDImCpLFK2ifXp+WLNQzpw5E88++2yTbTZt2oTBgwd7fy4sLMSYMWNwyy234J577vFpWzeTE+A+wNfeXreN5x9CKNo09PweBoPBZ+SPiEhtPtlehLJKB7QaCbLke/1PlmRoZBfK7S5sK7Ai3RznV12rSMm6GOsam64Z6nIjgT6eZ6RqxopcFNvsaBevg0Ejw+5ScLrCofqRKpZzIWod0Z7pNawB3JQpU/Db3/62yTbdu3f3fl9YWIhf/epXGD58OP7+97/7tEtLS6uXRKS0tBQOh8M7WpaWllZvlKykpAQAmm2j1WrRoUOHJtvUHZUjIoomR09XQAGgbeDcUkDAM4gWrzu7nq25ulbRfoKuBs2tEQl1uZFAH88zUuXpo1UR0MkSstJNEbmOJVAs50IUev5Mz7eqeHp+WAO4lJQUpKT4d+A9evQofvWrX8FisWDx4sWQZd83ZPjw4XjhhRdQVFSE9PR0AMDq1athMBhgsVi8bWbMmIHq6mro9Xpvm4yMDG+gOHz4cHzyySc+j7169WoMHjwYOp3O22bNmjV45JFHfNqMGDEi8D8CEZFKdG4XDxmAIoC68ZQQZ7O767W+x+fmrnZG+wl6JPOsESm3O5Ecr/dr1DQcOFJFsSqcyYzUrPb0fKNcP0GW2qfnq6KQd2FhIUaOHImuXbvi5ZdfxvHjx733paWlAQBGjRqFvn37Yvz48XjppZdw6tQpTJ8+HZMmTfJmchk3bhyeffZZTJgwATNmzMC+ffswa9Ys/PnPf/YOr95333144403MG3aNEyaNAnr16/HO++845Nd8uGHH8Zll12GOXPm4IYbbsB///tffPnll1i7dm0b/lWIiNrWdQPT8eynO90JTCTFZxqloriH32QJMMfV/9fS3NVOnqC3vbprRDz/B5sbNQ0XjlRRrFFTBsVIE+3T81WRxGT16tXYv38/vv76a2RmZiI9Pd1789BoNPjss89gNBpx8cUX49Zbb8WNN96Il19+2dvGbDZjzZo1KCgowODBgzF58mRMmzYN06ZN87bp0aMHPv/8c3z77bcYNGgQ/vKXv+D111/Hr3/9a2+bESNGYOnSpVi8eDEGDhyId999F8uWLcPQoUPb5g9CRBQGWq2MB0b2gkaWUO0UcCoKFOFO6+4pA9c+XldvhgTg39XOcGZdjEWBrBEhorYVzRkU20K0Z3pVbR04tQuk1gMRUSSpXQdOAJAAmIw6JCfoUFblYl0rlahdY62h90RRhCprrFHjOB1PHc7WCbT5jI4DPJ4GymcUs2Z6fqSOYgYSG6hiCiUREUWOSZf1wsQRPfDJ9iIcPV2Bzu3icd3AdGw8eIrJSFQk2teIAAxYauN0PPWI9gyKbSlap+czgCMiooBptTJuurCzz7ZoT0YSbcFAtK8RYcByllqS1ZBbtGdQbGvRuH6WARwREYVMtF7tjMZgIJpLODBgOUttyWooNkbHqWVUkcSEKJYoikBugRU5e48jt8AKReEyVVKXaEtGEs3JBDyjplnpJlTYnSgpt6PC7kRWukm1QU7tgKWTyQAhgDPVTggBdDLpUW53YUFOfswcW5msRn08o+OlFQ7UTVXhGR3vlZqo2tFxajmOwBFFkGi8yk+kZrEwehFto6aegMWglXHoVAXsTgVCAJIEGLQykuJia/0Qp+OpTzSPjlNocASOKEJE81V+IrWKldGLaBo1PVVRjTN2F46X2VHpUCBLErSyBFmSUOlQcKLMjjPVrpgJWGpPx2sIp+NFpmgcHafQ4QgcUQSIhav8RGrE0Qv1aRenQ6XDBZcioNOcTc4iAdDJgMOloLLahXZxuvB2tI1Ee7KaaBZto+MUOhyBI4oAsXKVn0htOHqhTt7DaN3zXKnO/THA34LGALj+OgJF0+g4hQ5H4IgiAK/yE0Umjl6oz+lKB4w6DSoUAadLQCO7AzYhAJciIEsSjDoNTlc6wt3VNtNciQ8AuGvxRq6/JlIJBnBEEYApg4kiE5MJqE/7eD0S9BokGrSwVjpgd7ogFHcQZ9RpYI7TQQgRc8fTxqbjbfjlJEsuEKkMp1ASRQCmDCaKXEwmoC6e46ndqaBbhzh0a5+AzGT3124d4mB3KjF7PK07HQ+Az/pro04DWXaPUKYlGWKu5AKRWnAEjigC8Co/UWRjMgH1qH08PWarRrt4HRL0WthdCo7Zqnk8rSWQ9dexUHKBSC0YwBFFiObWKPAqP1F4eUYvKPLxeOofrr8mUicGcEQRhFf5iYhCg8fT5nH9NZE6MYAjijC8yk9EFBo8njaNWVaJ1IlJTIiIiFqRogjW16KI5G+NOI5aRg8ej6IDR+CIiIhaybr9J7zrsFhfiyIR1wvGDh6Poock6uYspzZhs9lgNpthtVqRlMSpCURE0Wbd/hMN1tcqrcksyxIEFEkURXC9YBTj8SjyBRIbcASOiIgoxBRF+NTX8qwtMsoapCXJKLbZsSAnH8N6duBJMkUErheMXjweRR+ugSMiIgqxQOprERG1Jh6Pog9H4IiIogSnQEUO1tdqHPdTorbF41H0YQBHRBQFuDg9srC+VsO4nxK1PR6Pog+nUBIRqZxncXpekQ0JBi1STQYkGLTIKyrDjBW5WLf/RLi7GHM89bVKKxyomyvMU1+rV2piTNXX4n5KFB48HkUfBnBERCpWd3G6UaeBLEsw6jRISzKg3O7Cgpx81vppY6yv5Yv7KVH48HgUfRjAERGpGBenRy5Pfa2sdBMq7E6UlNtRYXciK90Ucym7uZ8ShRePR9GFa+CIiFSMi9Mj24jeKRjWs0PMJ+0IxX7K5CdELcPjUfRgAEdEpGJcnB75WF+r5fspk58QhQaPR9GBUyiJiFSMi9NJDVqynzL5CRGRLwZwREQqxsXppAbB7qdMfkJEVB8DOCIilePidFKDYPZTJj8hIqqPa+CIiKIAF6eTGgS6nzJJDxFRfQzgiIiiBBenkxoEsp8ySQ8RUX2cQklEREQRiUl6iIjqYwBHVENRBHILrMjZexy5BVYuiieikOCxJXhM0kNEVB+nUBKBNYaIqHXw2NJynuQnnr+jVRHQyRKy0k38OxJRTJJE3TkJ1CZsNhvMZjOsViuSkjj1I5w8NYbK7U4kx+uh18iodikorXAg0aBhFj8iCgqPLaGlKIJJeogoagUSG3AEjmJa3RpDnjTVRlmDtCQZxTY7FuTkY1jPDjxRICK/8dgSekzSQ0TkxjVwFNNYY4iI6grFmjUeW4iIqLVwBI5iGmsMEVFtoVqzxmMLERG1Fo7AUUyrXWOoIawxRBQ7PGvW8opsSDBokWoyIMGgRV5RGWasyMW6/Sf8fiweW4iIqLUwgKOYxhpDRATUX7Nm1GkgyxKMOg3Skgwot7uwICff7+mUPLYQEVFrYQBHMY01hogICP2aNR5biIiotTCAo5jnqTGUlW5Chd2JknI7KuxOZKWbmOabKEb4s2bNEeCaNR5biIioNTCJCRHcJ1rDenZgjSGiGFV7zZpR1tS7P9g1azy2EBFRqDGAI6rBGkNEscuzZi2vqAxpSbLPNErPmrWsdFNQa9Z4bCEiolDiFEoiIop5XLNGRERqwQCOiIgIXLNGRETqwCmURERENbhmjYiIIh0DOCIiolq4Zo2IiCIZp1ASERERERGpBAM4IiIiIiIilWAAR0REREREpBIM4IiIiIiIiFSCARwREREREZFKMIAjIiIiIiJSCQZwREREREREKsEAjoiIiIiISCUYwBEREREREamE6gI4u92OQYMGQZIkbN261ee+w4cP47rrrkNCQgJSUlLw0EMPobq62qdNbm4usrOzERcXh86dO+O5556DEMKnTU5ODiwWC4xGI3r27ImFCxfW68fy5cvRt29fGAwG9O3bFytWrAj5ayUiIiIiIqpNdQHcY489hoyMjHrbXS4Xrr32Wpw5cwZr167F0qVLsXz5cjz66KPeNjabDVdddRUyMjKwadMmzJ8/Hy+//DJeffVVb5sDBw7gmmuuwaWXXootW7ZgxowZeOihh7B8+XJvm/Xr1+O2227D+PHjsW3bNowfPx633norfvzxx9Z98UREREREFNMkUXf4KYJ98cUXmDZtGpYvX45+/fphy5YtGDRokPe+sWPH4siRI94Ab+nSpZgwYQJKSkqQlJSEBQsW4Mknn8SxY8dgMBgAAC+++CLmz5+PgoICSJKExx9/HCtXrkReXp73ee+77z5s27YN69evBwDcdtttsNls+OKLL7xtxowZg+TkZHz44YcN9t1ut8Nut3t/ttls6NKlC6xWK5KSkkL6dyIiIiIiIvWw2Wwwm81+xQaqGYE7duwYJk2ahPfeew/x8fH17l+/fj369+/vMzo3evRo2O12bN682dsmOzvbG7x52hQWFuLgwYPeNqNGjfJ57NGjR+Onn36Cw+Foss26desa7f/s2bNhNpu9ty5dugT2ByAiIiIiopinigBOCIEJEybgvvvuw+DBgxtsU1xcjE6dOvlsS05Ohl6vR3FxcaNtPD8318bpdOLEiRNNtvE8RkOefPJJWK1W7+3IkSPNvWwiIlVSFIHcAity9h5HboEViqKaiR5EREQRTxvOJ585cyaeffbZJtts2rQJ69atg81mw5NPPtlkW0mS6m0TQvhsr9vGM4M0FG0aen4Pg8HgM/JHRBSN1u0/gQU5+cgvKYfDJaDTSOiVmoj7s3thRO+UcHePiIhI9cIawE2ZMgW//e1vm2zTvXt3PP/889iwYUO9AGjw4MG44447sGTJEqSlpdVLIlJaWgqHw+EdLUtLS6s3SlZSUgIAzbbRarXo0KFDk23qjsoREcWSdftPYMaKXJTbnUiO10OvkVHtUpBXVIYZK3Ix66YBDOKIiIhaKKwBXEpKClJSmv9n/vrrr+P555/3/lxYWIjRo0dj2bJlGDp0KABg+PDheOGFF1BUVIT09HQAwOrVq2EwGGCxWLxtZsyYgerqauj1em+bjIwMdO/e3dvmk08+8Xn+1atXY/DgwdDpdN42a9aswSOPPOLTZsSIEUH+JYiI1E1RBBbk5KPc7kRaktE7I8Eoa5CWJKPYZseCnHwM69kBstz4bAUiIiJqmirWwHXt2hX9+/f33vr06QMA6NWrFzIzMwEAo0aNQt++fTF+/Hhs2bIFX331FaZPn45JkyZ5M7mMGzcOBoMBEyZMwI4dO7BixQrMmjUL06ZN855s3HfffTh06BCmTZuGvLw8/OMf/8A777yD6dOne/vz8MMPY/Xq1ZgzZw52796NOXPm4Msvv8TUqVPb9g9DRBQhdhbakF9SjuR4fb3p5JIkoV28Dvkl5dhZaAtTD4mIiKKDKgI4f2g0Gnz22WcwGo24+OKLceutt+LGG2/Eyy+/7G1jNpuxZs0aFBQUYPDgwZg8eTKmTZuGadOmedv06NEDn3/+Ob799lsMGjQIf/nLX/D666/j17/+tbfNiBEjsHTpUixevBgDBw7Eu+++6zMaSEQUa05VVMPhEtBrGv63YtDIcCgCpyqq27hnRERE0UVVdeCiSSC1HoiIIl1ugRX3vvcTEgxaGHWaevdXOlyosDuxaPxgDMg0h6GHREREkSsq68AREVHk6peRhF6piSitcKDudUEhBE5XONArNRH9MnjBqjWxhAMRUfQLaxITIiKKDrIs4f7sXpixIhfFNjvaxetg0MiwuxScrnAg0aDB/dm9mMCkFbGEAxFRbOAIHBERhcSI3imYddMAZKWbUGF3oqTcjgq7E1npJpYQaGWeEg55RTYkGLRINRmQYNB6Szis238i3F0kIqIQ4QgcERGFzIjeKRjWswN2FtpwqqIa7eP16JeRxJG3VsQSDkREsYUBHBERhZQsS0xU0oYCKeHA94WISP04hZKIiEjFWMKBiCi2MIAjIiJSsfbxeug0EqpdSoP3210KdLKE9vH6Nu4ZERG1BgZwREREKsYSDkREsYUBHBERkR8itcaap4RDokGDYpsdlQ4XFEWg0uFCsc3OEg5ERFGGSUyIiIiaEek11jwlHDx9tCoCOllCVropYvpIREShIYm68y2oTdhsNpjNZlitViQlcVoLEVGk8tRYK7c7kRyvh14jo9qloLSmQHkk1bhTFBFzJRxi8TUTUfQJJDbgCBwREVEj1FZjLdZKOET6yCgRUWvgGjgiIqJGBFJjjdqWZ2Q0r8iGBIMWqSYDEgxa5BWVYcaKXKzbfyLcXSQiahUM4IiIiBrBGmuRqe7IqFGngSxLMOo0SEsyoNzuwoKc/IhJNENEFEoM4IiIiBrBGmuRiSOjRBTLGMARERE1gjXWIhNHRokoljGAIyIiagRrrEUmjowSUSxjAEdERNQET421rHQTKuxOlJTbUWF3IivdFFElBGIJR0aJKJaxjAAREVEzRvROwbCeHVhvLEJ4RkZnrMhFsc2OdvE6GDQy7C4Fp2vq83FklIiiFQt5hwkLeRMREbWMTx04RUAnsw4cEakTC3kTERFR1OPIKBHFIgZwREREpFqyLGFApjnc3SAiajNMYkJERERERKQSDOCIiIiIiIhUggEcERERERGRSjCAIyIiIiIiUgkGcERERERERCrBAI6IiIiIiEglGMARERERERGpBAM4IiIiIiIilWAAR0REREREpBIM4IiIiIiIiFRCG+4OxCohBADAZrOFuSdERERERBROnpjAEyM0hQFcmJSVlQEAunTpEuaeEBERERFRJCgrK4PZbG6yjST8CfMo5BRFQWFhIUwmEyRJCnd3qIbNZkOXLl1w5MgRJCUlhbs7FGG4f1BTuH9QU7h/UFO4f5AQAmVlZcjIyIAsN73KjSNwYSLLMjIzM8PdDWpEUlISD6DUKO4f1BTuH9QU7h/UFO4fsa25kTcPJjEhIiIiIiJSCQZwREREREREKsEAjqgWg8GAZ555BgaDIdxdoQjE/YOawv2DmsL9g5rC/YMCwSQmREREREREKsEROCIiIiIiIpVgAEdERERERKQSDOCIiIiIiIhUggEcERERERGRSjCAo6jz3Xff4brrrkNGRgYkScLHH39cr01eXh6uv/56mM1mmEwmDBs2DIcPH/beb7fb8eCDDyIlJQUJCQm4/vrrUVBQ4PMYpaWlGD9+PMxmM8xmM8aPH4/Tp0+38qujlmpu/ygvL8eUKVOQmZmJuLg4ZGVlYcGCBT5tuH9Ep9mzZ+Oiiy6CyWRCamoqbrzxRuzZs8enjRACM2fOREZGBuLi4jBy5Ejs3LnTpw33j+jU3P7hcDjw+OOPY8CAAUhISEBGRgZ+97vfobCw0OdxuH9EJ3+OH7Xde++9kCQJ8+bN89nO/YP8wQCOos6ZM2dw/vnn44033mjw/vz8fFxyySU477zz8O2332Lbtm14+umnYTQavW2mTp2KFStWYOnSpVi7di3Ky8sxduxYuFwub5tx48Zh69atWLVqFVatWoWtW7di/Pjxrf76qGWa2z8eeeQRrFq1Cu+//z7y8vLwyCOP4MEHH8R///tfbxvuH9EpJycHDzzwADZs2IA1a9bA6XRi1KhROHPmjLfN3Llz8eqrr+KNN97Apk2bkJaWhquuugplZWXeNtw/olNz+0dFRQV+/vlnPP300/j555/x0UcfYe/evbj++ut9Hof7R3Ty5/jh8fHHH+PHH39ERkZGvfu4f5BfBFEUAyBWrFjhs+22224Td955Z6O/c/r0aaHT6cTSpUu9244ePSpkWRarVq0SQgixa9cuAUBs2LDB22b9+vUCgNi9e3doXwS1mob2j379+onnnnvOZ9uFF14o/vSnPwkhuH/EkpKSEgFA5OTkCCGEUBRFpKWliRdffNHbpqqqSpjNZrFw4UIhBPePWFJ3/2jIxo0bBQBx6NAhIQT3j1jS2P5RUFAgOnfuLHbs2CG6desmXnvtNe993D/IXxyBo5iiKAo+++wz9OnTB6NHj0ZqaiqGDh3qM41u8+bNcDgcGDVqlHdbRkYG+vfvj3Xr1gEA1q9fD7PZjKFDh3rbDBs2DGaz2duG1OmSSy7BypUrcfToUQgh8M0332Dv3r0YPXo0AO4fscRqtQIA2rdvDwA4cOAAiouLfd57g8GA7Oxs7/vK/SN21N0/GmsjSRLatWsHgPtHLGlo/1AUBePHj8cf//hH9OvXr97vcP8gfzGAo5hSUlKC8vJyvPjiixgzZgxWr16Nm266CTfffDNycnIAAMXFxdDr9UhOTvb53U6dOqG4uNjbJjU1td7jp6ametuQOr3++uvo27cvMjMzodfrMWbMGLz55pu45JJLAHD/iBVCCEybNg2XXHIJ+vfvDwDe965Tp04+beu+99w/ol9D+0ddVVVVeOKJJzBu3DgkJSUB4P4RKxrbP+bMmQOtVouHHnqowd/j/kH+0oa7A0RtSVEUAMANN9yARx55BAAwaNAgrFu3DgsXLkR2dnajvyuEgCRJ3p9rf99YG1Kf119/HRs2bMDKlSvRrVs3fPfdd5g8eTLS09Nx5ZVXNvp73D+iy5QpU7B9+3asXbu23n1130N/3lfuH9Glqf0DcCc0+e1vfwtFUfDmm282+3jcP6JLQ/vH5s2b8de//hU///xzwO8j9w+qiyNwFFNSUlKg1WrRt29fn+1ZWVneLJRpaWmorq5GaWmpT5uSkhLvlfe0tDQcO3as3uMfP3683tV5Uo/KykrMmDEDr776Kq677joMHDgQU6ZMwW233YaXX34ZAPePWPDggw9i5cqV+Oabb5CZmendnpaWBgD1rnLXfe+5f0S3xvYPD4fDgVtvvRUHDhzAmjVrvKNvAPePWNDY/vH999+jpKQEXbt2hVarhVarxaFDh/Doo4+ie/fuALh/kP8YwFFM0ev1uOiii+ql9t27dy+6desGALBYLNDpdFizZo33/qKiIuzYsQMjRowAAAwfPhxWqxUbN270tvnxxx9htVq9bUh9HA4HHA4HZNn30KjRaLyjt9w/opcQAlOmTMFHH32Er7/+Gj169PC5v0ePHkhLS/N576urq5GTk+N9X7l/RK/m9g/gbPC2b98+fPnll+jQoYPP/dw/oldz+8f48eOxfft2bN261XvLyMjAH//4R/zvf/8DwP2DAtDWWVOIWltZWZnYsmWL2LJliwAgXn31VbFlyxZvFrCPPvpI6HQ68fe//13s27dPzJ8/X2g0GvH99997H+O+++4TmZmZ4ssvvxQ///yzuPzyy8X5558vnE6nt82YMWPEwIEDxfr168X69evFgAEDxNixY9v89VJgmts/srOzRb9+/cQ333wjfvnlF7F48WJhNBrFm2++6X0M7h/R6f777xdms1l8++23oqioyHurqKjwtnnxxReF2WwWH330kcjNzRW33367SE9PFzabzduG+0d0am7/cDgc4vrrrxeZmZli69atPm3sdrv3cbh/RCd/jh911c1CKQT3D/IPAziKOt98840AUO921113edu88847onfv3sJoNIrzzz9ffPzxxz6PUVlZKaZMmSLat28v4uLixNixY8Xhw4d92pw8eVLccccdwmQyCZPJJO644w5RWlraBq+QWqK5/aOoqEhMmDBBZGRkCKPRKM4991zxyiuvCEVRvI/B/SM6NbRfABCLFy/2tlEURTzzzDMiLS1NGAwGcdlll4nc3Fyfx+H+EZ2a2z8OHDjQaJtvvvnG+zjcP6KTP8ePuhoK4Lh/kD8kIYRo3TE+IiIiIiIiCgWugSMiIiIiIlIJBnBEREREREQqwQCOiIiIiIhIJRjAERERERERqQQDOCIiIiIiIpVgAEdERERERKQSDOCIiIiIiIhUggEcERERERGRSjCAIyIiIiIiUgkGcEREFNVKSkpw7733omvXrjAYDEhLS8Po0aOxfv36cHctaN9++y0kSap3+9Of/hSSxz948CAkScLWrVtD8nhERBQ62nB3gIiIqDX9+te/hsPhwJIlS9CzZ08cO3YMX331FU6dOhXurqG6uhp6vT7o39+zZw+SkpK8PycmJoaiW0REFME4AkdERFHr9OnTWLt2LebMmYNf/epX6NatG4YMGYInn3wS1157rbfdvn37cNlll8FoNKJv375Ys2YNJEnCxx9/DODsiNfp06e9v7N161ZIkoSDBw8CAE6ePInbb78dmZmZiI+Px4ABA/Dhhx/69GfkyJGYMmUKpk2bhpSUFFx11VUAgF27duGaa65BYmIiOnXqhPHjx+PEiRPNvr7U1FSkpaV5b54A7ujRo7jtttuQnJyMDh064IYbbvD202Px4sXIysqC0WjEeeedhzfffNN7X48ePQAAF1xwASRJwsiRI/35cxMRURtgAEdERFErMTERiYmJ+Pjjj2G32xtsoygKbr75Zmg0GmzYsAELFy7E448/HvBzVVVVwWKx4NNPP8WOHTvwhz/8AePHj8ePP/7o027JkiXQarX44YcfsGjRIhQVFSE7OxuDBg3CTz/9hFWrVuHYsWO49dZbg3rNFRUV+NWvfoXExER89913WLt2LRITEzFmzBhUV1cDAN566y089dRTeOGFF5CXl4dZs2bh6aefxpIlSwAAGzduBAB8+eWXKCoqwkcffRRUX4iIKPQ4hZKIiKKWVqvFu+++i0mTJmHhwoW48MILkZ2djd/+9rcYOHAgAHeQkpeXh4MHDyIzMxMAMGvWLFx99dUBPVfnzp0xffp0788PPvggVq1ahf/85z8YOnSod3vv3r0xd+5c789//vOfceGFF2LWrFnebf/4xz/QpUsX7N27F3369Gn0OT399Th06BD++9//QpZlvP3225AkCYB7tK1du3b49ttvMWrUKPzlL3/BK6+8gptvvhmAe8Rt165dWLRoEe666y507NgRANChQwekpaUF9HcgIqLWxQCOiIii2q9//Wtce+21+P7777F+/XqsWrUKc+fOxdtvv40JEyYgLy8PXbt29QmGhg8fHvDzuFwuvPjii1i2bBmOHj0Ku90Ou92OhIQEn3aDBw/2+Xnz5s345ptvGly/lp+f32QA9/3338NkMnl/Tk5OxubNm7F//36f7YB7hDA/Px/Hjx/HkSNHcPfdd2PSpEne+51OJ8xmc0CvmYiI2h4DOCIiinpGoxFXXXUVrrrqKvz5z3/GPffcg2eeeQYTJkyAEKJee8/IlYcsu1cc1G7rcDh82rzyyit47bXXMG/ePAwYMAAJCQmYOnWqd9qiR92ATlEUXHfddZgzZ069fqSnpzf5unr06IF27drVezyLxYIPPvigXvuOHTuiqqoKgHsaZe2RQQDQaDRNPh8REYUfAzgiIoo5ffv29SYo6du3Lw4fPozCwkJkZGQAQL0SA54phUVFRUhOTgaAein2v//+e9xwww248847AbgDqX379iErK6vJvlx44YVYvnw5unfvDq225f+WL7zwQixbtgypqak+GSo9zGYzOnfujF9++QV33HFHg4/hyYzpcrla3B8iIgotJjEhIqKodfLkSVx++eV4//33sX37dhw4cAD/+c9/MHfuXNxwww0AgCuvvBLnnnsufve732Hbtm34/vvv8dRTT/k8Tu/evdGlSxfMnDkTe/fuxWeffYZXXnmlXps1a9Zg3bp1yMvLw7333ovi4uJm+/jAAw/g1KlTuP3227Fx40b88ssvWL16NX7/+98HFUDdcccdSElJwQ033IDvv/8eBw4cQE5ODh5++GEUFBQAAGbOnInZs2fjr3/9K/bu3Yvc3FwsXrwYr776KgB3dsu4uDhvQhWr1RpwP4iIqHUwgCMioqiVmJiIoUOH4rXXXsNll12G/v374+mnn8akSZPwxhtvAHBPj1yxYgXsdjuGDBmCe+65By+88ILP4+h0Onz44YfYvXs3zj//fMyZMwfPP/+8T5unn34aF154IUaPHo2RI0ciLS0NN954Y7N9zMjIwA8//ACXy4XRo0ejf//+ePjhh2E2m71TNwMRHx+P7777Dl27dsXNN9+MrKws/P73v0dlZaV3RO6ee+7B22+/jXfffRcDBgxAdnY23n33XW/5AK1Wi9dffx2LFi1CRkaGN9glIqLwk0RDk/+JiIhinCRJWLFihV9BGBERUVvhCBwREREREZFKMIAjIiIiIiJSCWahJCIiagBXGBARUSTiCBwREREREZFKMIAjIiIiIiJSCQZwREREREREKsEAjoiIiIiISCUYwBEREREREakEAzgiIiIiIiKVYABHRERERESkEgzgiIiIiIiIVOL/ATpaFnYZfe6HAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 52\n",
    "# Consider a dataset HousePrices.csv with columns square_feet and price.\n",
    "# Write a Python code to fit a polynomial regression model with square_feet as the independent variable and \n",
    "# price as the dependent variable. Use the complete dataset to train the model.\n",
    "# Plot the fitted polynomial model along with the trained data points and create a residual plot.\n",
    "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 PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"HousePrices.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Extract independent and dependent variables\n",
    "X = df[['SqFt']]\n",
    "y = df['Price']\n",
    "\n",
    "# Transform features to polynomial degree 2\n",
    "poly = PolynomialFeatures(degree=2)\n",
    "X_poly = poly.fit_transform(X)\n",
    "\n",
    "# Train Polynomial Regression model\n",
    "model = LinearRegression()\n",
    "model.fit(X_poly, y)\n",
    "\n",
    "# Predictions\n",
    "y_pred = model.predict(X_poly)\n",
    "\n",
    "# Plot fitted polynomial model with trained data points\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(X, y, color='blue', label='Actual Data')\n",
    "plt.plot(np.sort(X.values, axis=0), model.predict(poly.transform(np.sort(X.values, axis=0))), color='red', label='Fitted Polynomial Curve')\n",
    "plt.xlabel(\"Square Feet\")\n",
    "plt.ylabel(\"Price\")\n",
    "plt.title(\"Polynomial Regression - House Prices\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Residual plot\n",
    "residuals = y - y_pred\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.residplot(x=X.values.flatten(), y=residuals, lowess=True, line_kws={\"color\": \"red\"})\n",
    "plt.xlabel(\"Square Feet\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "plt.title(\"Residual Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 53\n",
    "# Consider a dataset CarPrices.csv with columns age, mileage, and price. \n",
    "# Write a Python code to fit a multiple linear regression model with age and mileage as independent variables \n",
    "# and price as the dependent variable. Use the complete dataset to train the model. \n",
    "# Plot the actual prices against the predicted prices and create a residual plot.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"CarPrices.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Extract independent and dependent variables\n",
    "X = df[['age', 'mileage']]\n",
    "y = df['price']\n",
    "\n",
    "# Train Multiple Linear Regression model\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "\n",
    "# Predictions\n",
    "y_pred = model.predict(X)\n",
    "\n",
    "# Plot actual vs predicted prices\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(y, y_pred, color='blue', label='Predicted vs Actual')\n",
    "plt.plot([y.min(), y.max()], [y.min(), y.max()], color='red', linestyle='dashed', label='Perfect Fit')\n",
    "plt.xlabel(\"Actual Price\")\n",
    "plt.ylabel(\"Predicted Price\")\n",
    "plt.title(\"Actual vs Predicted Prices\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Residual plot\n",
    "residuals = y - y_pred\n",
    "plt.figure(figsize=(10, 5))\n",
    "sns.residplot(x=y_pred, y=residuals, lowess=True, line_kws={\"color\": \"red\"})\n",
    "plt.xlabel(\"Predicted Price\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "plt.title(\"Residual Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 54\n",
    "# Consider a dataset HousePrices.csv with features such as size (in square feet) and \n",
    "# a target column price (in dollars). Write a Python code to implement Linear Regression using \n",
    "# Gradient Descent to predict price based on size. Use the complete dataset to train the model. \n",
    "# Plot the regression line along with the training data points.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.linear_model import SGDRegressor\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"HousePrices.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Extract independent and dependent variables\n",
    "X = df[['SqFt']].values  # Feature (square feet)\n",
    "y = df['Price'].values   # Target (price)\n",
    "\n",
    "# Standardize the feature\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Train Linear Regression using Gradient Descent\n",
    "model = SGDRegressor(max_iter=1000, learning_rate='optimal', eta0=0.01)\n",
    "model.fit(X_scaled, y)\n",
    "\n",
    "# Predictions\n",
    "y_pred = model.predict(X_scaled)\n",
    "\n",
    "# Plot regression line with training data points\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(df['SqFt'], y, color='blue', label='Actual Data')\n",
    "plt.plot(df['SqFt'], y_pred, color='red', label='Regression Line')\n",
    "plt.xlabel(\"Size (Square Feet)\")\n",
    "plt.ylabel(\"Price (Dollars)\")\n",
    "plt.title(\"Linear Regression using SGDRegressor\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 2220314.77\n",
      "Mean Absolute Error (MAE): 1168.43\n",
      "RÂ² Score: 0.83\n"
     ]
    }
   ],
   "source": [
    "# 55\n",
    "# Consider a dataset CarPrices.csv with features such as horsepower, age, and a target column price. \n",
    "# Write a Python code to fit a linear regression model to predict price based on the features and \n",
    "# evaluate the model using MSE, RÂ², and MAE.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"CarPrices.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Extract independent and dependent variables\n",
    "X = df[['horsepower', 'months_old']]\n",
    "y = df['price']\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train Linear Regression model\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print evaluation metrics\n",
    "print(f\"Mean Squared Error (MSE): {mse:.2f}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae:.2f}\")\n",
    "print(f\"RÂ² Score: {r2:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 276452473.43\n",
      "Mean Absolute Error (MAE): 12598.91\n",
      "RÂ² Score: 0.53\n"
     ]
    }
   ],
   "source": [
    "# 56\n",
    "# Consider a dataset HouseData.csv with features such as num_rooms, square_feet, and location, and \n",
    "# a target column house_price. Write a Python code to fit a linear regression model to predict\n",
    "# house_price based on the features and evaluate the model using Mean Squared Error (MSE), RÂ², and Mean Absolute Error (MAE).\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"HouseData.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Separate numerical and categorical features\n",
    "X_numerical = df[['Bedrooms', 'SqFt']]\n",
    "X_categorical = df[['Neighborhood']]\n",
    "y = df['Price']\n",
    "\n",
    "# One-hot encode categorical variables\n",
    "encoder = OneHotEncoder(drop='first', sparse_output=False)\n",
    "X_encoded = encoder.fit_transform(X_categorical)\n",
    "\n",
    "# Combine numerical and encoded categorical features\n",
    "X = np.hstack((X_numerical, X_encoded))\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train Linear Regression model\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print evaluation metrics\n",
    "print(f\"Mean Squared Error (MSE): {mse:.2f}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae:.2f}\")\n",
    "print(f\"RÂ² Score: {r2:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 55031761374690635532685153402880.00\n",
      "Mean Absolute Error (MAE): 1671690182167788.25\n",
      "RÂ² Score: -22953023618803744899072.00\n"
     ]
    }
   ],
   "source": [
    "# 57\n",
    "# Consider a dataset EmployeeData.csv with features such as years_of_experience, education_level, \n",
    "# and a target column salary. Write a Python code to fit a linear regression model to predict salary based on \n",
    "# the features and evaluate the model using Mean Squared Error (MSE), R-squared (RÂ²), and Mean Absolute Error (MAE)\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"Salary.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Convert categorical variables to numerical using one-hot encoding\n",
    "df_encoded = pd.get_dummies(df, drop_first=True)  # Converts categorical columns\n",
    "\n",
    "# Extract independent and dependent variables\n",
    "X = df_encoded.drop(columns=['Salary'])  # Assuming 'salary' is the target column\n",
    "y = df_encoded['Salary']\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train Linear Regression model\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print evaluation metrics\n",
    "print(f\"Mean Squared Error (MSE): {mse:.2f}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae:.2f}\")\n",
    "print(f\"RÂ² Score: {r2:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 350174259.25\n",
      "Mean Absolute Error (MAE): 14814.16\n",
      "RÂ² Score: 0.41\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 58\n",
    "# Consider a dataset HousingData.csv with columns num_rooms, area, age, and a target column price. \n",
    "# Write a Python code to fit a Lasso regression model using num_rooms, area, and age as independent \n",
    "# variables to predict price. Use the complete dataset to train the model. \n",
    "# Plot the coefficients of the features and create a residual plot.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"HousingData.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Define independent variables (features) and dependent variable (target)\n",
    "X = df[['Bedrooms', 'SqFt', 'age']]\n",
    "y = df['Price']\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train Lasso Regression model\n",
    "lasso = Lasso(alpha=0.1)  # You can tune alpha for regularization strength\n",
    "lasso.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = lasso.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print evaluation metrics\n",
    "print(f\"Mean Squared Error (MSE): {mse:.2f}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae:.2f}\")\n",
    "print(f\"RÂ² Score: {r2:.2f}\")\n",
    "\n",
    "# Plot feature coefficients\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.bar(X.columns, lasso.coef_)\n",
    "plt.xlabel(\"Features\")\n",
    "plt.ylabel(\"Coefficient Values\")\n",
    "plt.title(\"Lasso Regression Coefficients\")\n",
    "plt.show()\n",
    "\n",
    "# Residual plot\n",
    "residuals = y_test - y_pred\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.residplot(x=y_pred, y=residuals, lowess=True, line_kws={\"color\": \"red\"})\n",
    "plt.xlabel(\"Predicted Price\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "plt.title(\"Residual Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 0.08\n",
      "Mean Absolute Error (MAE): 0.23\n",
      "RÂ² Score: 0.12\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 59\n",
    "# Consider a dataset Diabetes.csv with various medical attributes and a target column diabetes_progression. \n",
    "# Write a Python code to fit a Ridge regression model using all available features to predict diabetes_progression. \n",
    "# Use the complete dataset to train the model. Plot the coefficients of the features and create a residual plot.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"Diabetes.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Define independent variables (features) and dependent variable (target)\n",
    "X = df.drop(columns=['DiabetesPedigreeFunction'])  # Assuming 'diabetes_progression' is the target column\n",
    "y = df['DiabetesPedigreeFunction']\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train Ridge Regression model\n",
    "ridge = Ridge(alpha=1.0)  # Regularization strength\n",
    "ridge.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = ridge.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print evaluation metrics\n",
    "print(f\"Mean Squared Error (MSE): {mse:.2f}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae:.2f}\")\n",
    "print(f\"RÂ² Score: {r2:.2f}\")\n",
    "\n",
    "# Plot feature coefficients\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.bar(X.columns, ridge.coef_)\n",
    "plt.xlabel(\"Features\")\n",
    "plt.ylabel(\"Coefficient Values\")\n",
    "plt.title(\"Ridge Regression Coefficients\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Residual plot\n",
    "residuals = y_test - y_pred\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.residplot(x=y_pred, y=residuals, lowess=True, line_kws={\"color\": \"red\"})\n",
    "plt.xlabel(\"Predicted Diabetes Progression\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "plt.title(\"Residual Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 0.41\n",
      "Mean Absolute Error (MAE): 0.51\n",
      "RÂ² Score: 0.27\n"
     ]
    },
    {
     "data": {
      "image/png": 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TkJAQWblypYhIklo3vL29pXv37tKpUyc5e/asVK5cWTJnzizh4eFy7NgxcXFxke+++0527NghCxYskMaNG0vhwoUFgGzatElevHghtWrVSvJ6TkxKrdePffPNNzJq1Cj54Ycf5Nq1a9KlSxf1IsKnTp2SRYsWScuWLcXX11dq1aoltWvXliFDhkhkZKR4e3urowW6urpK+/btRSRu2PPx48fLiBEj5NatW1KnTh3Jnj27PHz4UE6fPi2ZM2eWcePG6aX+1q1by4oVK6RHjx5y/fp1qVatmmg0Gjl16pQ4Ojp+slUoqdtTcmhD9+zZs6VDhw5iZmYmJUqUkDVr1sjBgwelXr16UqBAAYmKilJbzGrWrPllK4CISISjBRIRfQ7tyGqf+tOOUjZlyhQULFgQFhYWcHR0xJIlS9TR17R27NgBPz8/5MuXD+bm5sidOzfq1q2Lo0ePqvPMmDEDXl5eyJkzJ8zNzVGgQAF06dIFd+7c0anr6NGjqF69OjJnzoyMGTPCw8MD27dvT9IyiQh69eqV6H2DBg2CiODw4cMAgNevX2PkyJEoUaIEzM3NYW1tDRcXF/Tv3x8RERHq4549e4ZOnTohW7ZsyJQpE2rVqqWOjDd79mx1vk+NSKe1fPlyVKxYUV2uIkWKwN/fXx3F8Nq1a2jdujWKFCmCjBkzwtraGhUqVEBgYGCy1nNiowUmdb1+arS9Q4cOQURw6NChT6x5XYcPH0bz5s1hZ2cHMzMzWFlZwdPTE9OnT9cZJe/du3cYMmQIHBwcYGZmBjs7O3z33Xd4/vx5gufcsmULqlWrBisrK1hYWMDBwQHNmzdHcHDwf9af1NECtTWNHj0axYoVg7m5OXLkyIHq1avjxIkT6jwfjxYIJH17+tQ2mthzDhs2DHnz5oWJiYm6/kNCQtCkSRM4ODjAwsICOXLkQJUqVbBt27YEz0lE9DkUIJG+B0RERClk7dq10rZtWzl+/Pgnr31ERERkjBiuiIgoxaxbt04ePHggLi4uYmJiIidPnpTp06eLq6urOlQ7ERFRWsFzroiIKMVkzZpVfv31V5kwYYK8efNG7OzspGPHjjJhwgRDl0ZERKR3bLkiIiIiIiLSAw7FTkREREREpAcMV0RERERERHrAcEVERERERKQHHNAiERqNRv755x/JmjWr3i4OSURERERExgeAvHr1SvLmzSsmJv/eNsVwlYh//vlH8ufPb+gyiIiIiIgolbh3757Y29v/6zwMV4nImjWriMStQCsrKwNXQ0REREREhhIZGSn58+dXM8K/YbhKhLYroJWVFcMVEREREREl6XQhDmhBRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREemBq6AKIiIiIiL6WgkN3GrqEz3ZnSj1Dl0D/gS1XREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREemDwcLVgwQIpVKiQWFpaipubmxw9evST827atElq1aoluXLlEisrK/H09JS9e/fqzBMYGCiKoiT4i4qKSulFISIiIiKidMyg4SooKEj69esnI0aMkNDQUPHx8RE/Pz8JCwtLdP4jR45IrVq1ZNeuXXLu3DmpVq2aNGjQQEJDQ3Xms7KykvDwcJ0/S0vLr7FIRERERESUTpka8sVnzpwpXbp0ka5du4qIyKxZs2Tv3r2ycOFCmTx5coL5Z82apXN70qRJsnXrVtm+fbu4urqq0xVFkTx58qRo7URERERERPEZrOUqOjpazp07J76+vjrTfX195cSJE0l6Do1GI69evRIbGxud6a9fvxYHBwext7eX+vXrJ2jZ+tj79+8lMjJS54+IiIiIiCg5DBaunjx5IrGxsWJra6sz3dbWViIiIpL0HDNmzJA3b95IixYt1GklS5aUwMBA2bZtm6xbt04sLS3F29tbbt68+cnnmTx5slhbW6t/+fPn/7yFIiIiIiKidMvgA1ooiqJzG0CCaYlZt26djB07VoKCgiR37tzqdA8PD2nXrp2UKVNGfHx85LfffpPixYvL3LlzP/lcw4YNk5cvX6p/9+7d+/wFIiIiIiKidMlg51zlzJlTMmTIkKCV6tGjRwlasz4WFBQkXbp0kfXr10vNmjX/dV4TExMpX778v7ZcWVhYiIWFRdKLJyIiIiIi+ojBWq7Mzc3Fzc1N9u/frzN9//794uXl9cnHrVu3Tjp27Chr166VevXq/efrAJALFy6InZ3dF9dMRERERET0KQYdLTAgIEDat28v7u7u4unpKYsXL5awsDDp0aOHiMR113vw4IGsXLlSROKClb+/v8yePVs8PDzUVq+MGTOKtbW1iIiMGzdOPDw8pFixYhIZGSlz5syRCxcuyPz58w2zkERERERElC4YNFy1bNlSnj59KuPHj5fw8HBxdnaWXbt2iYODg4iIhIeH61zzatGiRRITEyO9evWSXr16qdM7dOgggYGBIiLy4sUL6d69u0RERIi1tbW4urrKkSNHpEKFCl912YiIiIiIKH1RAMDQRaQ2kZGRYm1tLS9fvhQrKytDl0NEREREelJw6E5Dl/DZ7kz571NiSP+Skw0MPlogERERERFRWsBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHBg9XCxYskEKFComlpaW4ubnJ0aNHPznvpk2bpFatWpIrVy6xsrIST09P2bt3b4L5Nm7cKE5OTmJhYSFOTk6yefPmlFwEIiIiIiIiw4aroKAg6devn4wYMUJCQ0PFx8dH/Pz8JCwsLNH5jxw5IrVq1ZJdu3bJuXPnpFq1atKgQQMJDQ1V5wkJCZGWLVtK+/bt5eLFi9K+fXtp0aKFnDp16mstFhERERERpUMKABjqxStWrCjlypWThQsXqtMcHR2lcePGMnny5CQ9R6lSpaRly5YyevRoERFp2bKlREZGyu7du9V56tSpI9mzZ5d169Yl6TkjIyPF2tpaXr58KVZWVslYIiIiIiJKzQoO3WnoEj7bnSn1DF1CupScbGCwlqvo6Gg5d+6c+Pr66kz39fWVEydOJOk5NBqNvHr1SmxsbNRpISEhCZ6zdu3a//qc79+/l8jISJ0/IiIiIiKi5DBYuHry5InExsaKra2tznRbW1uJiIhI0nPMmDFD3rx5Iy1atFCnRUREJPs5J0+eLNbW1upf/vz5k7EkREREREREqWBAC0VRdG4DSDAtMevWrZOxY8dKUFCQ5M6d+4uec9iwYfLy5Uv17969e8lYAiIiIiIiIhFTQ71wzpw5JUOGDAlalB49epSg5eljQUFB0qVLF1m/fr3UrFlT5748efIk+zktLCzEwsIimUtARERERET0PwZruTI3Nxc3NzfZv3+/zvT9+/eLl5fXJx+3bt066dixo6xdu1bq1Ut4Up+np2eC59y3b9+/PicREREREdGXMljLlYhIQECAtG/fXtzd3cXT01MWL14sYWFh0qNHDxGJ66734MEDWblypYjEBSt/f3+ZPXu2eHh4qC1UGTNmFGtraxER6du3r1SuXFmmTp0qjRo1kq1bt0pwcLAcO3bMMAtJRERERETpgkHPuWrZsqXMmjVLxo8fL2XLlpUjR47Irl27xMHBQUREwsPDda55tWjRIomJiZFevXqJnZ2d+te3b191Hi8vL/n1119lxYoVUrp0aQkMDJSgoCCpWLHiV18+IiIiIiJKPwx6navUite5IiIiIkqbeJ0rSi6juM4VERERERFRWsJwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHrAcEVERERERKQHDFdERERERER6wHBFRERERESkBwxXREREREREesBwRUREREREpAcMV0RERERERHqQ7HC1Z88eOXbsmHp7/vz5UrZsWWnTpo08f/5cr8UREREREREZi2SHq0GDBklkZKSIiFy+fFkGDBggdevWlVu3bklAQIDeCyQiIiIiIjIGpsl9wO3bt8XJyUlERDZu3Cj169eXSZMmyfnz56Vu3bp6L5CIiIiIiMgYJLvlytzcXN6+fSsiIsHBweLr6ysiIjY2NmqLFhERERERUXqT7JarSpUqSUBAgHh7e8vp06clKChIRERu3Lgh9vb2ei+QiIiIiIjIGCS75WrevHliamoqGzZskIULF0q+fPlERGT37t1Sp04dvRdIRERERERkDJLdclWgQAHZsWNHguk//fSTXgoiIiIiIiIyRp91nau///5bRo4cKa1bt5ZHjx6JSNwQ7X/++adeiyMiIiIiIjIWyQ5Xhw8fFhcXFzl16pRs2rRJXr9+LSIily5dkjFjxui9QCIiIiIiImOQ7HA1dOhQmTBhguzfv1/Mzc3V6dWqVZOQkBC9FkdERERERGQskh2uLl++LE2aNEkwPVeuXPL06VO9FEVERERERGRskh2usmXLJuHh4Qmmh4aGqiMHEhERERERpTfJDldt2rSRIUOGSEREhCiKIhqNRo4fPy4DBw4Uf3//lKiRiIiIiIgo1Ut2uJo4caIUKFBA8uXLJ69fvxYnJyepXLmyeHl5yciRI1OiRiIiIiIiolQv2de5MjMzkzVr1sj48eMlNDRUNBqNuLq6SrFixVKiPiIiIiIiIqOQ7HClVaRIESlSpIg+ayEiIiIiIjJayQ5XnTt3/tf7ly9f/tnFEBERERERGatkh6vnz5/r3P7w4YP88ccf8uLFC6levbreCiMiIiIiIjImyQ5XmzdvTjBNo9FIz549pXDhwnopioiIiIiIyNgke7TARJ/ExET69+8vP/30kz6ejoiIiIiIyOjoJVyJiPz9998SExOjr6cjIiIiIiIyKsnuFhgQEKBzG4CEh4fLzp07pUOHDnorjIiIiIiIyJgkO1yFhobq3DYxMZFcuXLJjBkz/nMkQSIiIiIiorQq2eHq0KFDKVEHERERERGRUdPbOVdERERERETpWZJarlxdXUVRlCQ94fnz57+oICIiIiIiImOUpHDVuHHjFC6DiIiIiIjIuCUpXI0ZMyal6yAiIiIiIjJqPOeKiIiIiIhID5I9WmBsbKz89NNP8ttvv0lYWJhER0fr3P/s2TO9FUdERERERGQskt1yNW7cOJk5c6a0aNFCXr58KQEBAdK0aVMxMTGRsWPHpkCJREREREREqV+yw9WaNWtkyZIlMnDgQDE1NZXWrVvL0qVLZfTo0XLy5MmUqJGIiIiIiCjVS3a4ioiIEBcXFxERyZIli7x8+VJEROrXry87d+7Ub3VERERERERGItnhyt7eXsLDw0VEpGjRorJv3z4RETlz5oxYWFjotzoiIiIiIiIjkexw1aRJEzlw4ICIiPTt21dGjRolxYoVE39/f+ncubPeCyQiIiIiIjIGSR4tcNasWeLv7y9TpkxRpzVv3lzs7e3lxIkTUrRoUWnYsGGKFElERERERJTaKQCQlBmzZ88u7969k0aNGkmXLl2kVq1aoihKStdnEJGRkWJtbS0vX74UKysrQ5dDRERERHpScKjxjhFwZ0o9Q5eQLiUnGyS5W2BERIQsW7ZMnj59Kn5+fuLg4CBjxoyR27dvf1GxCxYskEKFComlpaW4ubnJ0aNHPzlveHi4tGnTRkqUKCEmJibSr1+/BPMEBgaKoigJ/qKior6oTiIiIiIion+T5HBlYWEhbdu2leDgYPn777+lU6dOsnLlSilWrJjUrFlT1q1bJ+/fv0/WiwcFBUm/fv1kxIgREhoaKj4+PuLn5ydhYWGJzv/+/XvJlSuXjBgxQsqUKfPJ57WyspLw8HCdP0tLy2TVRkRERERElBzJHtBCRKRgwYIybtw4uX37tuzZs0dsbW2la9eukjdv3mQ9z8yZM6VLly7StWtXcXR0lFmzZkn+/Pll4cKFn3zd2bNni7+/v1hbW3/yeRVFkTx58uj8ERERERERpaTPClc6T2BiIoqiCADRaDRJflx0dLScO3dOfH19dab7+vrKiRMnvqim169fi4ODg9jb20v9+vUlNDT0X+d///69REZG6vwRERERERElx2eFq7t378q4ceOkUKFC4uvrK//8848sWbJEvf5VUjx58kRiY2PF1tZWZ7qtra1ERER8TlkiIlKyZEkJDAyUbdu2ybp168TS0lK8vb3l5s2bn3zM5MmTxdraWv3Lnz//Z78+ERERERGlT0keij0qKko2btwoy5cvl8OHD4udnZ106NBBOnfuLIULF/7sAj4ecRDAF41C6OHhIR4eHuptb29vKVeunMydO1fmzJmT6GOGDRsmAQEB6u3IyEgGLCIiIiIiSpYkh6s8efJIVFSU1K9fX7Zv3y61a9cWE5PP71WYM2dOyZAhQ4JWqkePHiVozfoSJiYmUr58+X9tubKwsBALCwu9vSYREREREaU/SU5Ho0ePlvv378uGDRvEz8/vi4KViIi5ubm4ubnJ/v37dabv379fvLy8vui54wMgFy5cEDs7O709JxERERER0ceS3HIVv9ucvgQEBEj79u3F3d1dPD09ZfHixRIWFiY9evQQkbjueg8ePJCVK1eqj7lw4YKIxA1a8fjxY7lw4YKYm5uLk5OTiIiMGzdOPDw8pFixYhIZGSlz5syRCxcuyPz58/VePxERERERkVaSw1VKaNmypTx9+lTGjx8v4eHh4uzsLLt27RIHBwcRibto8MfXvHJ1dVX/f+7cOVm7dq04ODjInTt3RETkxYsX0r17d4mIiBBra2txdXWVI0eOSIUKFb7achERERERUfqjAIChi0htIiMjxdraWl6+fClWVlaGLoeIiIiI9KTg0J2GLuGz3ZlSz9AlpEvJyQZffJ0rIiIiIiIi+oxwNX78eHn79m2C6e/evZPx48frpSgiIiIiIiJjk+xwNW7cOHn9+nWC6W/fvpVx48bppSgiIiIiIiJjk+xw9amL/F68eFFsbGz0UhQREREREZGxSfJogdmzZxdFUURRFClevLhOwIqNjZXXr1+rQ6gTERERERGlN0kOV7NmzRIA0rlzZxk3bpxYW1ur95mbm0vBggXF09MzRYokIiIiIiJK7ZIcrjp06CAiIoUKFRIvLy8xMzNLsaKIiIiIiIiMTbIvIlylShXRaDRy48YNefTokWg0Gp37K1eurLfiiIiIiIiIjEWyw9XJkyelTZs2cvfuXfn4+sOKokhsbKzeiiMiIiIiIjIWyQ5XPXr0EHd3d9m5c6fY2dklOnIgERERERFRepPscHXz5k3ZsGGDFC1aNCXqISIiIiIiMkrJvs5VxYoV5a+//kqJWoiIiIiIiIxWsluuvv/+exkwYIBERESIi4tLglEDS5curbfiiIiIiIiIjEWyw1WzZs1ERKRz587qNEVRBAAHtCAiIiIionQr2eHq9u3bKVEHERERERGRUUt2uHJwcEiJOoiIiIiIiIxasge0EBFZtWqVeHt7S968eeXu3bsiIjJr1izZunWrXosjIiIiIiIyFskOVwsXLpSAgACpW7euvHjxQj3HKlu2bDJr1ix910dERERERGQUkh2u5s6dK0uWLJERI0ZIhgwZ1Onu7u5y+fJlvRZHRERERERkLJIdrm7fvi2urq4JpltYWMibN2/0UhQREREREZGxSXa4KlSokFy4cCHB9N27d4uTk5M+aiIiIiIiIjI6yR4tcNCgQdKrVy+JiooSAHL69GlZt26dTJ48WZYuXZoSNRIREREREaV6yQ5XnTp1kpiYGBk8eLC8fftW2rRpI/ny5ZPZs2dLq1atUqJGIiIiIiKiVC/Z4UpEpFu3btKtWzd58uSJaDQayZ07t77rIiIiIiIiMiqfFa60cubMqa86iIiIiIiIjFqSwlW5cuXkwIEDkj17dnF1dRVFUT457/nz5/VWHBERERERkbFIUrhq1KiRWFhYiIhI48aNU7IeIiIiIiIio5SkcDVmzJhE/09ERERERERxkn2dqzNnzsipU6cSTD916pScPXtWL0UREREREREZm2SHq169esm9e/cSTH/w4IH06tVLL0UREREREREZm2SHqytXrki5cuUSTHd1dZUrV67opSgiIiIiIiJjk+xwZWFhIQ8fPkwwPTw8XExNv2hkdyIiIiIiIqOV7HBVq1YtGTZsmLx8+VKd9uLFCxk+fLjUqlVLr8UREREREREZi2Q3Nc2YMUMqV64sDg4O4urqKiIiFy5cEFtbW1m1apXeCyQiIiIiIjIGyQ5X+fLlk0uXLsmaNWvk4sWLkjFjRunUqZO0bt1azMzMUqJGIiIiIiKiVO+zTpLKnDmzdO/eXd+1EBERERERGa0khatt27aJn5+fmJmZybZt2/513oYNG+qlMCIiIiIiImOSpHDVuHFjiYiIkNy5c0vjxo0/OZ+iKBIbG6uv2oiIiIiIiIxGksKVRqNJ9P9EREREREQUJ0lDsdvY2MiTJ09ERKRz587y6tWrFC2KiIiIiIjI2CQpXEVHR0tkZKSIiPzyyy8SFRWVokUREREREREZmyR1C/T09JTGjRuLm5ubAJA+ffpIxowZE513+fLlei2QiIiIiIjIGCQpXK1evVp++ukn+fvvv0VE5OXLl2y9IiIiIiIiiidJ4crW1lamTJkiIiKFChWSVatWSY4cOVK0MCIiIiIiImOS7AEtqlWrJubm5ilaFBERERERkbHhgBZERERERER6wAEtiIiIiIiI9CDZA1ooisIBLYiIiIiIiD7CAS2IiIiIiIj0IEnhKr7bt2+r/4+KihJLS0u9FkRERERERGSMkjSgRXwajUZ++OEHyZcvn2TJkkVu3bolIiKjRo2SZcuW6b1AIiIiIiIiY5DscDVhwgQJDAyUadOm6QzJ7uLiIkuXLtVrcURERERERMYi2eFq5cqVsnjxYmnbtq1kyJBBnV66dGm5du1asgtYsGCBFCpUSCwtLcXNzU2OHj36yXnDw8OlTZs2UqJECTExMZF+/folOt/GjRvFyclJLCwsxMnJSTZv3pzsuoiIiIiIiJIj2eHqwYMHUrRo0QTTNRqNfPjwIVnPFRQUJP369ZMRI0ZIaGio+Pj4iJ+fn4SFhSU6//v37yVXrlwyYsQIKVOmTKLzhISESMuWLaV9+/Zy8eJFad++vbRo0UJOnTqVrNqIiIiIiIiSI9nhqlSpUom2Lq1fv15cXV2T9VwzZ86ULl26SNeuXcXR0VFmzZol+fPnl4ULFyY6f8GCBWX27Nni7+8v1tbWic4za9YsqVWrlgwbNkxKliwpw4YNkxo1asisWbOSVRsREREREVFyJHu0wDFjxkj79u3lwYMHotFoZNOmTXL9+nVZuXKl7NixI8nPEx0dLefOnZOhQ4fqTPf19ZUTJ04ktyxVSEiI9O/fX2da7dq1/zVcvX//Xt6/f6/ejoyM/OzXJyIiIiKi9CnZLVcNGjSQoKAg2bVrlyiKIqNHj5arV6/K9u3bpVatWkl+nidPnkhsbKzY2trqTLe1tZWIiIjklqWKiIhI9nNOnjxZrK2t1b/8+fN/9usTEREREVH6lOyWK5G4lqDatWvrpQBFUXRuA0gwLaWfc9iwYRIQEKDejoyMZMAiIiIiIqJk+axwJSJy7tw5uXr1qiiKIk5OTsk+3ypnzpySIUOGBC1Kjx49StDylBx58uRJ9nNaWFiIhYXFZ78mERERERFRsrsFPnr0SKpXry7ly5eXPn36SO/evcXNzU1q1Kghjx8/TvLzmJubi5ubm+zfv19n+v79+8XLyyu5Zak8PT0TPOe+ffu+6DmJiIiIiIj+S7LD1ffffy+RkZHy559/yrNnz+T58+fyxx9/SGRkpPTp0ydZzxUQECBLly6V5cuXy9WrV6V///4SFhYmPXr0EJG47nr+/v46j7lw4YJcuHBBXr9+LY8fP5YLFy7IlStX1Pv79u0r+/btk6lTp8q1a9dk6tSpEhwc/MlrYhEREREREelDsrsF7tmzR4KDg8XR0VGd5uTkJPPnzxdfX99kPVfLli3l6dOnMn78eAkPDxdnZ2fZtWuXODg4iEjcRYM/vuZV/O6H586dk7Vr14qDg4PcuXNHRES8vLzk119/lZEjR8qoUaOkSJEiEhQUJBUrVkzuohIRERERESVZssOVRqMRMzOzBNPNzMxEo9Eku4CePXtKz549E70vMDAwwTQA//mczZs3l+bNmye7FiIiIiIios+V7G6B1atXl759+8o///yjTnvw4IH0799fatSoodfiiIiIiIiIjEWyw9W8efPk1atXUrBgQSlSpIgULVpUChUqJK9evZK5c+emRI1ERERERESpXrK7BebPn1/Onz8v+/fvl2vXrgkAcXJykpo1a6ZEfUREREREREbhs69zVatWLalVq5Y+ayEiIiIiIjJaSe4WePDgQXFycpLIyMgE9718+VJKlSolR48e1WtxRERERERExiLJ4WrWrFnSrVs3sbKySnCftbW1fPvttzJz5ky9FkdERERERGQskhyuLl68KHXq1Pnk/b6+vnLu3Dm9FEVERERERGRskhyuHj58mOj1rbRMTU3l8ePHeimKiIiIiIjI2CQ5XOXLl08uX778yfsvXbokdnZ2eimKiIiIiIjI2CQ5XNWtW1dGjx4tUVFRCe579+6djBkzRurXr6/X4oiIiIiIiIxFkodiHzlypGzatEmKFy8uvXv3lhIlSoiiKHL16lWZP3++xMbGyogRI1KyViIiIiIiolQryeHK1tZWTpw4Id99950MGzZMAIiIiKIoUrt2bVmwYIHY2tqmWKFERERERESpWbIuIuzg4CC7du2S58+fy19//SUApFixYpI9e/aUqo+IiIiIiMgoJCtcaWXPnl3Kly+v71qIiIiIiIiMVpIHtCAiIiIiIqJPY7giIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4OHqwULFkihQoXE0tJS3Nzc5OjRo/86/+HDh8XNzU0sLS2lcOHC8vPPP+vcHxgYKIqiJPiLiopKycUgIiIiIqJ0zqDhKigoSPr16ycjRoyQ0NBQ8fHxET8/PwkLC0t0/tu3b0vdunXFx8dHQkNDZfjw4dKnTx/ZuHGjznxWVlYSHh6u82dpafk1FomIiIiIiNIpU0O++MyZM6VLly7StWtXERGZNWuW7N27VxYuXCiTJ09OMP/PP/8sBQoUkFmzZomIiKOjo5w9e1Z+/PFHadasmTqfoiiSJ0+er7IMREREREREIgZsuYqOjpZz586Jr6+vznRfX185ceJEoo8JCQlJMH/t2rXl7Nmz8uHDB3Xa69evxcHBQezt7aV+/foSGhr6r7W8f/9eIiMjdf6IiIiIiIiSw2Dh6smTJxIbGyu2trY6021tbSUiIiLRx0RERCQ6f0xMjDx58kREREqWLCmBgYGybds2WbdunVhaWoq3t7fcvHnzk7VMnjxZrK2t1b/8+fN/4dIREREREVF6Y/ABLRRF0bkNIMG0/5o//nQPDw9p166dlClTRnx8fOS3336T4sWLy9y5cz/5nMOGDZOXL1+qf/fu3fvcxSEiIiIionTKYOdc5cyZUzJkyJCglerRo0cJWqe08uTJk+j8pqamkiNHjkQfY2JiIuXLl//XlisLCwuxsLBI5hIQERERERH9j8FarszNzcXNzU3279+vM33//v3i5eWV6GM8PT0TzL9v3z5xd3cXMzOzRB8DQC5cuCB2dnb6KZyIiIiIiCgRBu0WGBAQIEuXLpXly5fL1atXpX///hIWFiY9evQQkbjuev7+/ur8PXr0kLt370pAQIBcvXpVli9fLsuWLZOBAweq84wbN0727t0rt27dkgsXLkiXLl3kwoUL6nMSERERERGlBIMOxd6yZUt5+vSpjB8/XsLDw8XZ2Vl27dolDg4OIiISHh6uc82rQoUKya5du6R///4yf/58yZs3r8yZM0dnGPYXL15I9+7dJSIiQqytrcXV1VWOHDkiFSpU+OrLR0RERERE6YcC7YgQpIqMjBRra2t5+fKlWFlZGbocIiIiItKTgkN3GrqEz3ZnSj1Dl5AuJScbGHy0QCIiIiIiorSA4YqIiIiIiEgPGK6IiIiIiIj0gOGKiIiIiIhIDxiuiIiIiIiI9IDhioiIiIiISA8YroiIiIiIiPSA4YqIiIiIiEgPGK6IiIiIiIj0gOGKiIiIiIhIDxiuiIiIiIiI9IDhioiIiIiISA8YroiIiIiIiPSA4YqIiIiIiEgPGK6IiIiIiIj0gOGKiIiIiIhIDxiuiIiIiIiI9IDhioiIiIiISA8YroiIiIiIiPSA4YqIiIiIiEgPGK6IiIiIiIj0gOGKiIiIiIhIDxiuiIiIiIiI9IDhioiIiIiISA8YroiIiIiIiPSA4YqIiIiIiEgPGK6IiIiIiIj0gOGKiIiIiIhIDxiuiIiIiIiI9IDhioiIiIiISA9MDV0AJU3BoTsNXcJnuzOlnqFLICIiIiJKcWy5IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gOGKyIiIiIiIj1guCIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4IiIiIiIi0gNTQxdARERpQ8GhOw1dwhe5M6WeoUsgIiIjx5YrIiIiIiIiPWC4IiIiIiIi0gODh6sFCxZIoUKFxNLSUtzc3OTo0aP/Ov/hw4fFzc1NLC0tpXDhwvLzzz8nmGfjxo3i5OQkFhYW4uTkJJs3b06p8omIiIiIiETEwOEqKChI+vXrJyNGjJDQ0FDx8fERPz8/CQsLS3T+27dvS926dcXHx0dCQ0Nl+PDh0qdPH9m4caM6T0hIiLRs2VLat28vFy9elPbt20uLFi3k1KlTX2uxiIiIiIgoHVIAwFAvXrFiRSlXrpwsXLhQnebo6CiNGzeWyZMnJ5h/yJAhsm3bNrl69ao6rUePHnLx4kUJCQkREZGWLVtKZGSk7N69W52nTp06kj17dlm3bl2idbx//17ev3+v3o6MjJT8+fPLy5cvxcrK6ouXUx+M+URxniROlD4Y8/eUCL+riNILY/6u4veUYURGRoq1tXWSsoHBRguMjo6Wc+fOydChQ3Wm+/r6yokTJxJ9TEhIiPj6+upMq127tixbtkw+fPggZmZmEhISIv37908wz6xZsz5Zy+TJk2XcuHGftyBfCT9MRJTapbfvKWPeQRNJf+8XkRa3fUpJBusW+OTJE4mNjRVbW1ud6ba2thIREZHoYyIiIhKdPyYmRp48efKv83zqOUVEhg0bJi9fvlT/7t279zmLRERERERE6ZjBr3OlKIrObQAJpv3X/B9PT+5zWlhYiIWFRZJrJiIiIiIi+pjBWq5y5swpGTJkSNCi9OjRowQtT1p58uRJdH5TU1PJkSPHv87zqeckIiIiIiLSB4OFK3Nzc3Fzc5P9+/frTN+/f794eXkl+hhPT88E8+/bt0/c3d3FzMzsX+f51HMSERERERHpg0G7BQYEBEj79u3F3d1dPD09ZfHixRIWFiY9evQQkbhzoR48eCArV64UkbiRAefNmycBAQHSrVs3CQkJkWXLlumMAti3b1+pXLmyTJ06VRo1aiRbt26V4OBgOXbsmEGWkYiI0iaeFE9ERB8zaLhq2bKlPH36VMaPHy/h4eHi7Owsu3btEgcHBxERCQ8P17nmVaFChWTXrl3Sv39/mT9/vuTNm1fmzJkjzZo1U+fx8vKSX3/9VUaOHCmjRo2SIkWKSFBQkFSsWPGrLx8REREREaUfBr3OVWqVnLHsiYiIiIgo7UpONjDYOVdERERERERpCcMVERERERGRHjBcERERERER6QHDFRERERERkR4wXBEREREREekBwxUREREREZEeMFwRERERERHpAcMVERERERGRHjBcERERERER6QHDFRERERERkR4wXBEREREREekBwxUREREREZEeMFwRERERERHpAcMVERERERGRHpgauoDUCICIiERGRhq4EiIiIiIiMiRtJtBmhH/DcJWIV69eiYhI/vz5DVwJERERERGlBq9evRJra+t/nUdBUiJYOqPRaOSff/6RrFmziqIohi4nRUVGRkr+/Pnl3r17YmVlZehyUhyXN21LT8ubnpZVhMublqWnZRXh8qZl6WlZRdLX8gKQV69eSd68ecXE5N/PqmLLVSJMTEzE3t7e0GV8VVZWVmn+gxEflzdtS0/Lm56WVYTLm5alp2UV4fKmZelpWUXSz/L+V4uVFge0ICIiIiIi0gOGKyIiIiIiIj1guErnLCwsZMyYMWJhYWHoUr4KLm/alp6WNz0tqwiXNy1LT8sqwuVNy9LTsoqkv+VNKg5oQUREREREpAdsuSIiIiIiItIDhisiIiIiIiI9YLgiIiIiIiLSA4YrIiIiIiIiPWC4ohTHMVPiGPN6uHbtmrx//97QZaRaxvzeEhGR4bx69crQJZCeMVxRilMURURErly5YuBKDEu7Hu7du2fgSpJnx44d4uTkJFu3bpXo6GhDl5PqaDQa9b29du2agav5MgyJZCw0Go2hS/gi/Kwln7G/54mZO3eujBo1SsLCwgxdSrLdvHnT0CWkWgxX9FX8+uuv0rt37zT55Zgcixcvlp49exq6jGSpX7++tG3bVnr06CHbtm1jC9ZHTEzivkaHDRsm/fv3l4iICANXlHTaHbx//vlHRP53AICSLj3uJMdfZkMtv/Zzp93BM7bflhcvXoiISGxsrGELMRIajUZ9z439IFZ8b9++lXXr1smSJUuMKmCtXbtWOnToIFu3bjV0KakSwxV9FUWLFpXDhw/Lli1bDF2KQTk5OcnevXtl//79hi4lST58+CAiIqtWrZJGjRpJ9+7dZceOHfLu3TsDV2Z48XcqT506JYcPH5axY8dKnjx5DFhV0gEQRVFk+/bt0rZtW1m1apWhSzI62nV46tQpmTVrlkyZMkWCg4MNXVaK0i5zcHCwDBkyRGrXri2rVq2SixcvfvVatmzZIuXLl5fo6Gh1x9sYhISEiIODg5w6dUoyZMhgdMHwa4sfrMaOHSstWrSQ33//3bBF6cmQIUNk1KhRsmLFClm0aJHRBKzixYuLmZmZLF68mAErEcbzbURGQ/tDod35jI2NFXd3d/n+++9l/fr1EhkZmS6O9n68jDExMeLq6irNmzeXffv2CYBU/6NqamoqIiJnz56VVq1aydu3b2XgwIGyc+fOdN+CpW3lWbx4sSxevFgKFy4sFSpUMJptW1EU2bx5s7Ro0UIaNWokbm5uOvcby3IYkqIosnHjRmnQoIHs3btXLl68KL6+vjJt2rQ02yKh3W6aNGkiUVFRUrJkSZk1a5b069fvq3d59vX1lfz588vcuXO/6ut+qaxZs0rVqlWlWbNmcubMGTExMUn1vwWGFL93wKJFi2TixIlSpEgRA1f15bTvee/evWXw4MHyyy+/GEXA0u7T/fzzz/LhwwdZvny5bN++3dBlpS4gSiHh4eE6t1euXIk8efLgxo0bAACNRmOIsr66R48e6dyeNWsWsmfPjn/++QdA6l8P27Ztg6mpKSZOnIiAgABUr14d1tbWWL9+PaKiogxdnsH169cPiqKgePHiuHfvnqHLSbK7d+/C2dkZCxcuBADExMTg/fv3CA4ORmRkpIGrS73if16vXLmCfPnyYcGCBQCAsLAwmJqaYtCgQYYqL8VolzssLAxlypTBzz//DAB48+YNsmTJgiFDhnyV19f68OED3r9/j2+//RaNGzdO0ddOCZcuXUKbNm2QO3duhIaGAgBiY2MNW1QqFhoaimLFiuHQoUMA4ra7e/fuISgoCH/99Zdhi9OTmTNnIl++fBg+fDju3r1r6HI+Sbud3r9/H+PHj0e+fPlQqVIl7N6928CVpR4MV6QXGo0GMTEx6u2NGzciR44cmDJlCs6ePatOr1OnDho3bowPHz4YoswU9/F6WL16NUqXLo3Fixfr7HhXq1YNvXr1SnXr4eHDhzq3X79+DU9PTwwYMEBnetu2bdWA9fbt269ZokF9KghPmTIFNjY2GDNmDCIiIr5yVZ/nxo0bcHBwwNmzZxEbG4spU6bA29sbWbJkQdGiRY0qKH4N27ZtU/+v3bk4evQoatSoAQC4desW8uXLhx49eqjzGftOX1BQEDZu3Kgz7c6dO3B2dsaLFy9w8+ZN2Nvbo1u3bur9x48fx5MnT1Kspps3b+rcvnz5MszNzbFq1aoUe019iv/7cPfuXeTMmRN58+bFmTNnADBgfcrvv/+OXLly4enTpzh79iwCAgJQsmRJZMyYEZ6enrh8+bKhS0wy7e9IeHg4bt++rR5oBYAZM2ak6oCl3T43bNgAKysr9OnTB61bt0a2bNlQrVo1ne/J9IzdAkkvnjx5IhkyZBARka1bt8qbN29k3LhxsmLFCunZs6e0atVKrl69KnXr1hVFUeTOnTsiYnwnIf+Xp0+fquvh8OHD8vr1a2nSpIkMHz5c/P39pVevXvLw4UPx8PCQsLAwdfQ9pIIuWGPHjpVJkybpjAioKIq8f/9e7OzsROR/52CtXr1aXFxcZOTIkbJ58+Z00UUw/qiAr169kqdPn6r3DRkyRHr06CErVqyQX375RR49emSoMpMsd+7cUrx4cWnfvr04ODjIiRMnxM/PT27cuCHv37+Xn3/+2dAlphp///23NGrUSNq0aSMi/+um9OzZM3n48KGcPn1aqlWrJvXq1ZN58+aJiMjx48dl5MiRcv/+fYPV/SUiIiJk8uTJsmjRItm1a5c6/dGjRxIVFSV//fWX+Pr6Sp06ddRt5dKlS7JixYoU6x64cuVKadq0qbRo0UJu3Lghz549E2dnZ+nevbsEBwfL69evU+VvytGjR2Xz5s0iIurvg4jIgAEDJGfOnFKmTBmpV68euwj+v8SWv1KlSmJjYyOurq5So0YNeffunUyYMEHCwsLkzz//lPPnzxug0uTD/5+zuHnzZqlbt654eHhIo0aNxN/fX0REAgICJCAgQH755RdZunSpuq9kKNr3IioqSkTi9gn++ecfGTVqlIwaNUpmz54ta9euleDgYHn//r3MnDlT9uzZY8iSUwdDpzsyfidOnECWLFlw7do1DBo0CAUKFMD9+/cBALdv38b27dtRvnx5+Pj4oHz58lAUBZMmTTJw1fp39OhRODk54a+//kL//v1RsGBBPH78GEDc0daff/4Zzs7O8Pb2RtOmTaEoCubNm2fgqv9ny5Yt+OOPPwDEtVhp1atXD15eXurt6OhoAEDXrl1hamoKBweHNN+NLP7R5AkTJqBGjRrImTMnhgwZgsOHD6v3DR06FA4ODpg+fXqCbrGGpD1S+tdff+H06dM4c+YMNBoNbt68iWnTpmHmzJmIiIhQ56tfv77a1Y3iWhu2b98OGxsbtG3bVp3+559/olKlSrC2tka7du10HjNw4EDUqVMHT58+/drl6s3p06dRvXp11K9fH1u3blWn16xZE4qioGvXrjrzDxkyBOXLl9fbtq/tQg4AmzZtQnBwMFatWoVKlSrB0dERDRo0wJEjR7B06VLkzZtXbdVKLV2tNRoNXrx4AS8vL1StWhWbN29W72vatClcXFwQFhaGGzdu4JtvvkGePHnUFqzUsgxfW/zv2gMHDmDnzp347bffAMR1sV+4cCH27dun9piIjY1FpUqV1HmMQXBwMCwtLTFr1ixs374dc+bMQcGCBVG5cmV1ntmzZ8PS0hI//PCDwXu43L9/H998843aJfP58+coXLgwlixZAuB/2+q5c+dgZWWF6tWrY/369YYqN1VguKIvdvXqVbRr1w7W1tbInj07Hjx4AEC3+wMQt/M+evRoZMuWDc7Ozrh69aohyk0xBw8eRNOmTZEvXz5kz54dd+7cAYAEX4wLFixAv379YGZmhurVq+Phw4ep6of04MGD6NatGy5cuAAgrptPyZIl0aFDB535AgICcOzYsVQVIlLaiBEjkDt3bixatAjr169HkSJFUK9ePWzfvl2dZ/jw4TA3N8eaNWsMWOn/aLetjRs3wtHREUWLFkX58uVRsWJFPHv2TGfeyMhIjB49Grlz59bZsU3P4n829+zZg2zZsqFXr17qtB9++AE2NjYYPHgw/vjjD/z5558YNGgQsmfPblRdleKLjY1Vv78PHTqEqlWrom7duti1axcA4Pz58/Dw8FDPgVm/fj369++PrFmz4uLFi3qp4dSpU3B1dcXy5cvRv39/KIqi812zfv169OrVC1ZWVujevTsURUHHjh3x/v17vby+Pp0/fx6+vr6oV68egoOD0aJFC7i4uOh0G/3jjz/QqlUrKIqS5n4bP8eQIUNQuHBhlC9fHnnz5kXVqlVx/fp19f53797hwYMHqFevHsqVK5dgfyO10mg0GDhwIDp27KhOi42NxbFjx1CwYEGdLraLFi1KFd/Df//9Nzw9PVGvXj0cOXIEsbGxcHFxwciRIwHE7ePEPzCXPXt2tGnTBq9evTJk2QbFcEWfpVq1avjhhx/U22PHjoWiKLCxsVF/XLVfdh9/6R06dAhFihTROYpnrGrXro2ZM2eqt7U7AY6OjmorUGxsbIJzsQBg586dsLa2RnBw8Fet+b8EBQXB2toaPXv2xM2bN6HRaLBs2TIUL14cbm5uGDFiBFq3bg1LS0ujP6ckOfbs2YMSJUrg+PHjAICTJ0/C1NQUxYsXR/Xq1XVO5l24cKHBfuwTC+q///47smTJgkWLFuHdu3fYunUrFEXBnDlz1Hm2b98Of39/5MuXD+fPn/+aJadq2iPpe/fuxcCBA+Ho6KjuyGuNGDECFSpUgKmpKcqVKwcXFxd1kAJjFD+Qf/fddyhTpgwyZMgALy8v7Nu3D0DcuU5+fn7Ily8fnJycUKtWLfWAzJfQBv5bt26he/fusLOzg7W1tRo43r17pzP/kSNHMGHCBDg5OaFgwYKpZqAg7Xaj/ffcuXOoXr067OzskD9/fjUoxj/4duHCBYwcOdJogkJKmT9/PnLlyoVz584BAJYvXw5FUdSWk5iYGKxcuRKenp7w9vZWe1MYy3pr1qyZTisVELedTJo0CZUqVUpw0Cs1uHHjBurUqQNfX19cu3YNGzduhKIo+PXXX3Xm+/bbbzFr1qx0f84uwxUlm0ajwf79+3VGirt8+TL27NkDf39/5MyZEydOnADwvy5kH2vfvj3q1atn8ObuL/Hy5UusW7dO50hpcHAwfvnlF3zzzTdwdXXFqVOnACRsvdJq1qwZOnfubNCTmLU7ITdu3FDfr02bNqknqt+5cwcajQZnzpzBN998g+rVq8PPz09vR6hTq/jviUajQWhoKGbNmgUA2LVrF7Jnz45ffvkFFy5cQJYsWVCnTp0EPzSG+LHXthxrQz0ATJs2Dd9//z2AuNHeChQooNP6AsSFxalTp6aKI6Wpza5du2BpaYmffvoJq1evxogRI5ApUya0bt1anefu3bs4fPgwrl27pnYHNjbxt/kjR47AzMwMixcvxsmTJ7Fnzx44OzvD19dXDVgAcO3aNTx//lwvXYO/++47fPvtt2odP/30EywtLeHi4oKlS5eq8yX2ffrmzRs4ODik+KiFSRF/Pd64cUPd0bx//z5q1KgBHx8ftRUQSPx7wliCgj58HIT79OmjnjqgPdinHdVU2x3w6tWrWLp0qbqeUuO+xKcC/ooVK+Dm5pbgwOqaNWtQuHDhBANLpRY3btyAr68vfH19cfToUUyfPh2KomDAgAGYMWMGvv/+e+TMmVNngI70iuGKkuXjlorJkyfD399fvX358mW0atUKOXPmVIMFEHck/9atW+qXTePGjdG2bdtU+YWYFNrzKLQ/otOmTUPfvn3V+/fu3YvGjRvD1dVV7UMPxP1QxO8GWL16dXTv3t1g4Upbx+bNm1GsWDGMHj1arWXjxo1qwIq/w60dsju90G6jL1++xJMnT/D69Wv4+vpi4sSJ6vorX748bG1tMWzYMEOWis2bN8PExAQhISEA/rd9duzYET169MCDBw9gb2+P7t27q7UHBQVh/vz5AFLnDsrX9vER19jYWHTr1g1t2rRRp0VFRWHjxo3ImDEjOnfu/LVL1LutW7cm+EyPGzcOHh4eOtNOnjyJkiVLwtPTM0WGXd67d696gCcqKgq3bt3CoUOH0KNHD3h4eHzyHFXtDva4cePwzTffpIqDVUBc17bixYsjR44c8PHxwW+//YZHjx6hevXqqFWrls55bBwlMM6HDx9QsWJFTJs2DcePH0eWLFnUYBUbG4uhQ4cm6HKdWoOodlu4ffs2rly5ou43XLt2DRUrVkSLFi10DlQEBATAx8cHL1++NEi9SaFtwapTpw5OnDiBrVu3wsPDA87OzvDw8GCvh//HcEVJNmHCBCiKohMWVq9eDTMzM3z33XfqtD/++AOtW7eGlZUVFi1ahJo1a6Js2bLqj8e9e/eQMWNGnSHajcmIESNgYWGhthC8efMG06dPR9asWXWub7N//340bdoUTk5OWLduHerUqQNXV1d1Pdy4cQNZs2ZVuz4Yys6dO2FpaYnFixfjypUrOvdpW7B69uxp1N2ckiP+Ts66detQrFgxneHmnz17BmdnZ/U6P5GRkejUqRO2bNli8B2kixcvonnz5rCzs8PJkycBxP3Az507FzVr1oS9vb06CIFGo0F0dDS+++479OvXL0F3q/Ro4cKFKFGihM66iI2NhZ+fH/z8/HTmjYqKQkBAABRFSTCYhTHZtWsXqlWrpn6faf34449wdXVVz5vQ7sBu2bIFGTNmTND68iU+PsK/YsUKeHp6ql3nrl27hi5dusDDw0Pd0Qbihq2OH4abNm0KHx8fg11/7+PvDjs7O2zZsgWBgYEYOHAgTExMsHTpUjx8+BA1atSAn58fgoKCDFJranDy5Em1K2m/fv2wdu1aAMC8efNQpkwZmJubY9myZer8L1++hJ+fH8aNG2eQepNixowZOgceNm7ciNy5c6Nw4cLInTu3GqjPnj0LDw8PlClTBmXLlkX9+vVhbW1tFL+z169fV7sIas+De/fuXaoOhV8bwxUl2Zs3b1CvXj3Y29vrXJNj48aNyJQpE7p3767Oe/PmTXz//fcoWbIkGjRokKBPtDGf6Hjt2jVUrlwZhQsXVkdFfPz4MRYsWAAbGxuda0IdPnwY/v7+cHBwgK+vr7oetD/Cz58//+r1x/fu3Ts0a9YMgwcP1pkevzvnpk2bkClTJvTv3z/Nt1jF3znaunUrhg0bBkVRULNmTTVg3blzB15eXmjbti1mz56NOnXqwMPDQ91BNPRR1L/++gsdOnTQOWfh1q1bKFq0KHLmzKm2ar1+/RrDhw+HnZ0drl27ZsiSU423b9+qrfPxdxRWrlyJEiVKYO/evTrz//zzz3Bzc9P5LjA2b9++VUPM1atX1WCyd+9eKIqSoJVg7969cHNzQ6NGjfR2XsXHByVWrlwJDw8P1K5dW+1idP36dXTt2hXu7u747rvvUK9ePdjZ2amftwcPHqBatWo6B/8M5dChQ+jatavO+biRkZGYM2cOLC0t8fvvv+PGjRsoXbo0AgICDFip4Wivl9apUyd06NABpqamalfzU6dOwcvLC+7u7jh48CCAuO+wunXrokKFCqm6hb1hw4bInDkzDh48iDt37qBQoUKYN28eDh06hJ49e8LMzAzLly8HELdMmzZtQvfu3TFp0iSjGsjkxo0bqFu3LipWrKieh0z/w3BFSaL9Mvvw4QMaN26MAgUKqC1PsbGx2LBhQ4KABcQNnard6Yz/hWjok42/1J07d1CrVi0ULlxY/fF/8uQJ5s2blyBgaUc10u5ApKYfhsjISBQpUgRTpkxJ9H7tjsvmzZvT1bk4AwYMQPHixTFy5Eg0adIEdnZ2qFChAt68eQMg7ui9l5cXXF1ddUKzIbdr7Xt15swZ/PTTT8iYMaNOC9a1a9dQoEABuLm5oUSJEvDz80OePHnYjSMRp06dgp2dHU6fPg0AuHTpEmrXro3mzZtjz5496nyDBg3CqFGjjPZC2vEPBNy4cQPu7u7o2bOn2nI3bNgwWFhYYOXKlXj8+DFiYmIwYsQIDBgwAC9evNBLDfGD1aVLl9T/r1+/Hj4+PqhVq5b6HfvXX39hzJgxqFGjBpo2barzudNoNKnifQgPD0eRIkWQNWtWTJgwQee+Z8+eoVGjRujduzeAuM+koVu7DWnLli3IkycPzMzM1KHUtd+he/bsQe3atWFnZ4eCBQuibNmy8PT0TPWDV8TGxqJDhw6wsbHBypUr0b9/f537hwwZAlNTU6xYscIwBerR1atX0bx581R5sWNDY7ii/xT/y3/NmjWYP38+FEVByZIldVqwNmzYgMyZM+t0EUzsOYzVx10+tCdzOjs7q0ettQErR44cOl0EE3sOQ4kfAN69e4d69eqhd+/eanDQOnv2LIYNG/bJQUnSqpMnTyJPnjw4cOCAOm3r1q0oXbo0KlasqK6n8PBwvHjxItGDB4ayfv165MyZEwMGDECbNm1QokQJ5M6dG8eOHQMQN+jCqlWrMGTIEKxatQq3bt0ycMWpR/zPxfv37+Ht7Y2CBQuqrX8HDhxAnTp1UKhQIVSqVAm1atWClZWVOiqoMYq/zG/evMGgQYPg7e2NgIAAtQVrxIgRyJAhA0qWLAkXFxdkyZJFb12X4n8fjho1CqVLl1ZbBzUaDYKCghIErLdv3+oM/ZwaPncfu3jxIooUKYJy5colOHjRpUsX+Pr66kxLrUEhpWjf9+PHj8PZ2RmOjo7o2rVrgi7yt27dwpEjR/Dzzz9j//79qXrwivhiY2PRrl07KIoCLy+vBL+tgwcPRqZMmbBo0SKj/31N671ZPhfDFSXZ0KFDYWtri3nz5mHQoEFwd3dHvnz5EnQRVBQF06dPN3C1KUd7oeSpU6eiS5cuKFKkCAoVKqQTsBYsWABFUdSBAlKDT7WqjBgxAjly5EBQUJDOxYNHjRoFV1dXPHr06GuVmCrs3r0bVlZWOkfjoqKi1PMLq1evrnMBy/j/GtKTJ09QtmxZnUsknDx5Ek2bNkXu3LnVAWaMvdU4JR06dAgbNmwAENdtsnbt2sibN6+603f16lVs3LgRbdu2xaBBg4w6WGlt374dU6dOBRC3zKNGjUKFChUwcOBANWD9/vvvWLZsGebMmaNeqFefhg8fjjx58mD79u2IiIhQp2s0GmzatAne3t6oXbt2gvPCUvO2fPHiRZQpUwYdOnRQw2hkZCS8vb0TXHw5vfj4/YqJiUF0dDQ2bNgANzc3dOjQ4T9b0o0liGrPZ7W0tEx08JdevXohd+7cemsBptSF4YoS9fGwunfu3EGBAgV0hpp++PAhatWqBXt7e50ugocOHUr1R5Y+17Vr15AvXz5s27ZNnRYaGgoPDw8ULlxY/fF/9OgRNm7cmGp+CLQ/aidOnMC4cePwww8/6FxBvU2bNrC3t0fHjh0xZMgQtGvXDlZWVnq5bk1qltjOWVhYGEqWLKlz4jwQd16dk5MT8uTJg6pVqxrspHkgblSpj0/qfvDgAXLnzo1Vq1bpTD9x4gQKFSqEAgUKqF0ESVdsbCzevn0LZ2dnnQNDb968SRCwgNS9U59cffv2RfPmzdXbb968UQNWQEBAig908ueff6J48eJqi1VkZCRu3bqFFStWqN0Et2zZgpIlS6Jfv34pWou+nT9/Hk5OTrC1tUX9+vXRtGlTuLq6qkf709J29F/iH4AKCwvDn3/+qfMdumrVKri5uaFLly7q/kT9+vWxZcuWr15rcmnfx3fv3iXYd2rdujWyZcum0xNCK7UOuU5fjuGKEvD09EzQ4nLt2jVky5ZNPXFR+0V569Yt2Nvbw9XVVb22lZaxByxvb+8E1y06e/YsMmXKpHNuQGxsLI4ePYqsWbPCzc0NYWFhOo9JLeth48aNsLGxQYMGDeDn54fixYtjzJgx6v1TpkyBv7+/egTx8uXLhiv2K5s0aRKWLFkCIG6wlRYtWqB69erYsWOHOs/Dhw/xzTffYPny5ShTpgx++eUXg9QaGxuLVatWJeiaFRsbi7p166J79+4JBoxp0qQJLCwsULRoUbx79y5d7dT9l/g7ff7+/vj2228B/O8IuTZgFSxYUOfyEmnF+PHj4eTkBOB/O4nagOXt7Y1vv/02Rbv+aM9vu3LlCo4dO4bvv/8epUqVQvbs2VG+fHkcO3YMGo0GwcHBqeZgVXJcvnwZhQoVgo+Pj84BG2PvDpYcH3f/dHd3h6WlJb755hssXrxYvW/16tXw8PCAm5sb3NzckD9//lS/nrSfme3bt6N+/fooXrw4unTponNOVatWrZAtWzZ1cA5K+xiuKIFNmzapR5TiH7UsU6aMzjWtgLhuJFWrVoW5uTkaNGjwVetMaStWrEjQOhETEwNnZ+cE51O9fPkS5cuXh6IoaNKkydcsM0lCQkJgb2+vDh9+/vx5ZM+eHaampjrX59JoNIiKiko1gfBr0Gg06N+/PxRFwcqVKwHEXS6gcuXK8Pb2Ru/evbF27VpUqVIFderUwevXr1GsWLFUcbHSPXv26Iz0OH78eJQpUwaLFy/W6effrVs3dQho0hV/nQwdOhReXl7qbe1O4Zs3b1ChQgWUKlXKoC2W+nL79m3cvn0bQNylGCpVqoTXr1/r7AS/fv0aAQEBqFGjht62m091ny1ZsiQKFSqEjBkzolevXti6dSsiIiKQP39+9TtLyxgDVmhoKCpWrIhu3bqlSLdKYzF27Fh1OPLLly+jRo0aKFmypE5r8e7du/Hjjz9iyJAhOgNppWY7duyAubk5Bg8ejIkTJ6JOnTooV66czsFLf39/KIqCw4cPG65Q+moYrkj18dHs8ePHo3///uo5N9phh0eOHKnOExUVhRYtWuDChQup4ryTlDBhwgRMnz4dGo0GHz58wPDhw+Ht7a3Tuvfy5Us0a9YMJ06cSHXrQaPRYM6cOejVqxeAuEENChYsiA4dOmDy5MkwNTXF+PHjDVzl15PY+xMTE4PRo0cjQ4YM6hHHBw8eYNiwYXB3d4eLiwv8/PzUgw21atXC7NmzAXzdrj3aUdGAuFCwevVqKIqCESNGqPN07NgRpUuXRrt27TB//nx0794defPmVXem6X+0Bx0qVqyIBg0aoHv37nB3d8fevXvx9u1bndHnPnz4kCZGxbpx4wYsLS1hb2+P8uXLo0yZMjA1NcWCBQtw5swZREVFqQEyKioKjx8/1svrxv/c7d27F/v378eRI0cAxLXiLF26FL///rtOS4W3t7c6bLWxt7aeP38eFSpUQKtWrYxqyG19OXHiBMqUKYPff/8dQNx5fJaWlqhSpQqcnZ0xa9asRB+XmsO0RqPBq1evUK9ePYwePVqdHh4ejrFjx6JcuXJq75eYmBh0796dl71IJxiuSPXxTuecOXOgKApGjx6NqKgovHz5EqNGjYKjoyO8vLwwePBgVKxYEaVLl1a/AFPzF2FSfbweRo0aBUVRMG/ePABx59506NABrq6uqFevHqZPnw4vLy9UqFAh1a6HN2/e4MSJE3j//j2qVq2KTp06AYgb2jh37txQFAXDhg0zcJVfl7b7ZvxRx0aOHIkMGTIgMDAQQNy2EBMTg2fPnqmPGzZsGGxtbdXrIRnCpk2b0KpVK1y/fh2BgYEwMzPTacGaNm0amjRpgqJFi8LHx4fDrX/C+fPnsWvXLkyfPh3dunVDw4YNoSgKihUrBnt7e7i7u6N9+/aYM2eOoUv9YvHDifbirTNmzMAPP/wARVGQJUsWlCpVCnZ2dihSpAgGDBigtwNF8V97wIABsLGxQf78+WFvb4+JEyfqzPvmzRvcv38fdevWRdmyZVPdd+mXOH36NKpUqaKOfJiePHnyBHPnzsW7d+8QHByMXLlyYdmyZXjx4gUcHR1RpEgRnYBiLGJjY+Hu7p7gWpEPHz5ElSpV8P333xuoMjIkhisCoBsozpw5ox49XL58ORRFwfDhw/Hhwwe8fv0ae/fuRZMmTVC/fn20b98+wYVxjVn8Zfjzzz/VZZs+fTpMTEzUo2tPnz7FsmXLUKtWLVSuXBnNmzdPteshfj3Xr19HmTJl1JPzHzx4gJYtW2LRokXpqrvKtm3boCgKDh06BOB/O3/R0dHo378/zM3NsXHjRp3HXLhwAU2aNEGBAgUMEla0Nd65cweOjo7qOWIfPnzA8uXLEwQsIG47jT8CZHoX/31OrCXk3LlzsLOzw8GDB7Fx40ZMnToV7du3N+qWBu1yvnjxAu/evUs0rDRr1gyTJk3Cw4cPsWXLFixdulRvIyHGX8+3b99G6dKlERoainPnzmHmzJnIkCGDzk71kiVLUKFCBfj4+KT6axp9jpQeICQ1SOz9iomJUbuetmzZEsOGDVO7+7Vs2RIuLi7o06dPqm+h1Nb36tUrxMbG4v3792jevDnatm2rTtMaNGgQPD0900RXYkoehivS+TIbOXIkypcvj59//ln9kli2bJkasOLvqMX/Ak3tfaKT4uOTbmvWrInVq1er62fatGkwMTFRu4NpxT+3JbWvhxs3biBLliyYMWMGYmNjMWzYMFSpUgVPnz41dGkp6uPA++LFC7Rt2xZZs2ZVu6lo5zl69ChMTEygKEqCIXR//fVXg7ZYBQcHY9q0aejUqZPOZzE6OloNWPG7CNL/xL84aZcuXVC1alVMmDBBHaRHO0+5cuXUc++A1HewJDm0y7xt2zZUqlQJZcqUgaurK7Zu3Yrnz5+r89WoUQOdO3dO0Vp+/PFHtG/fXudI/qtXrzBv3jxkyJABY8eOBRDXpWrFihVGc00j0hV/f+L48eM4ePAgwsPDde738PBQR3788OEDWrdujV9//VV9bGoNWNq6duzYgRYtWqijr+7ZswcmJib44YcfdEYLbN++Pdq1a8dtOB1iuCLVmDFjkCNHDvz+++86X4bA/1qwRo8eneDk5tT6Rfi5Ro0ahRw5cmDfvn0J1sO0adOQIUMGzJ8/P8FOl6HXg/b1/21n8O3btxg5ciSyZMmC4sWLw8bGJs13GYu/PjZv3ozg4GAAwPPnz9GpUydkzJhRDVgA8Mcff6Bfv34IDAxUfxQN/d5q9evXD4qioGDBgup11bSio6MRGBgIRVF0rnWVnn38vm3ZsgXm5ub4/vvv1REhCxcujJ07dwKI29Hz8fFB7969P/kcxmb37t0wNzfHuHHjsGDBAnTo0AHZsmXDjz/+qAasKVOmoG7duilWw6tXrzBgwABkzpwZfn5+Ce6bN28ezM3NERAQoHNfWmqxSuvatWunfo6AuAvlZsuWDfb29siWLRs2b96M6OhoREVF4dtvv0XlypXRo0cPVK9eHWXKlFHf69R+MGPz5s3IlCkTRo0apdO6+8svv8DExATNmzdHt27d0LVrV2TJkkVnZGFKPxiuCEDc+ScVK1bEb7/9pjM9/hEXbQuWtjtSWnTt2jWULVtWZwhuQPcLf9q0aVAUJUG3MUPS7gAePnwYq1atwr179z4576NHj3DkyBGsXLkyzQ9yEH/HePDgwXBwcMCyZcvUQVq0589lzJgRixcvxsGDB9GwYUO0atVKfVxqO+o4fvx4KIqCn376KUGXv+joaKxevRpXrlwxUHWp19OnT+Ht7Y3Jkyer0y5evIjvvvsOxYoVU49C9+3bFy1atPhk18HU7OOL7EZHR6NJkybo2bOnzvRx48bBysoKe/bsAQDMnj0b+fPnx9u3b/WyzIntIIeFhWH06NFQFAULFizQue/169eYMmUKKlWqpDNoCxkHjUaDunXrInv27Dhw4ABCQkLg5OSEI0eO4I8//lC7WmsHC7p27Rq+/fZb1KxZU/2sAak/WN27dw+Ojo4JBt/Q1h0cHIwuXbqgRo0aaNeuXbq6nAnpYrgiAHHn4mTNmhW7du1KcN+bN2/UHcxt27alup1Nfbpw4QJsbGxw9OjRBPe9e/dOXfZVq1aluvWwYcMGWFlZYfjw4enq/KmkmDp1KmxtbXH8+PFEd9wGDBgAS0tLFCtWDBUqVEgV11aJf67M48ePdfrt9+vXD2ZmZli2bJnOiHYUZ9iwYTqjmgJxJ5jnzZsXS5cu1ZkeGhqKSpUqYe7cuQDiPkd//vnnV6tVX8aNG4euXbvqnNMTHR2NypUrq11F429DrVq1gre3NwDg6tWrehsJMf4O8rVr13D8+HE8ffoUMTExePfuHYYOHYosWbIkGGI9/vXXGK6MT2xsLNq3b48cOXJg6tSpCbonDxkyBGZmZmrA0rZUxR9QKDVZsWIF7ty5ozPt+vXrKFKkCC5cuAAgrvaPA6H2dkpeG45SP4YrAgDcvHkTxYsXx/LlyxP8wO3atQsTJ05Mc+dYJeb06dOwtbXF3r17Aeh2S9m7dy8WLlyYKtfDmTNnkCtXLqxYsSLV1JRaREZGonr16urRxjt37mD37t1o164devXqpa6vP//8E9evX1d/HA25HrWfvS1btqBKlSqwt7dHw4YN1fNSAKBPnz7q0eD45/2lZxqNBm/evMGiRYsSdMd5+fIlateujSFDhiRYX7Vr10bTpk2/Zql6d+DAAbWbUvzzPvz9/VGqVCl1e9YGrAkTJsDHx0dvr/9xi9Pw4cPh6OiIPHnywN3dHT169MDDhw/x5MkTjBgxAlZWVjoXkI3/PGScYmNj0aFDByiKgqZNmybo1jlkyBBYWlpiwYIFOgewUtt7HhkZCVtbW5QrV06nF8jFixeRIUMGHDhwAIDuNn/mzBmEhISkumUhw2C4Smf+rdm9devWyJMnD06cOKFOe/v2LRo0aIBOnTqlqS+Nf1sPdevWRaFChXSOWr19+xb16tVLFcOqnj9/PsHoQ4GBgfDw8MCLFy/UZUvtXSy+lqioKNSvXx+dOnVCYGAgGjZsiKpVq6JOnTooVqwYmjVrluAxX3vdJdYVSnuuzIQJE7Bo0SL07NkTxYoVQ8eOHdV5Bg4cCEVRsGrVqq9ab2r16tUrAFB33Pbv34+BAweq9w8dOhT29vbYsGGDTotfy5YtMXDgQKP8zJw8eVJdbgA4dOgQ2rRpg1OnTgGIa40vU6YMmjRporOz++2336JevXo6LUZfSvs8P/74I3Lnzq3uhLZr1w45c+ZUBw8JDw/HyJEjoSgKtmzZopfXpq8vse0mOjoa3bt3R6ZMmdRup/H16NEDVapU+QrVfZmwsDA4OzujQoUK6mU7IiMj4efnh8aNG6utV1rdu3dHp06d2GJFABiu0pX4Ow5r1qzBoEGDMHHiRJ0R0WrXro2cOXOiR48eGDBgACpXroxSpUqpOytpIWDFXw8bNmzApEmT8PPPP6vDk//zzz/w9vZGrly5MG7cOIwfPx7Vq1fXOfprCBqNBuvWrYOtrS1evHihc9/gwYNRokQJ9Xb8nahLly4lGPwgrfrUCfAzZsxAzZo1kSlTJowcOVLdyRs8eLBOWDEU7Y6+tv6oqCi0b98e/fv3V+eJjIxEYGAgihcvjilTpqjTR44cyXOsAKxcuRJZsmRRt/WoqCjMnTsXpqamOkPUt27dGvb29ujduzdmzpyJ3r17I2vWrEbZFXDnzp0oVqwYpk2bpnYH3Lt3L2xsbNChQwf1nI+goCCUKVMGxYoVQ48ePdC8eXNkyZIFFy9e/OIaRowYoXMdsDdv3qBBgwbqeVW7du1C1qxZsWjRIgBx3aViYmIQERGBRYsWsaXdSMX/Hf3nn38SdCtt1aoVsmXLpgbs+Iyl++e9e/dQsmRJVKhQQW3BWrNmDTw8PFCvXj1s3boVBw8eRP/+/ZE9e3aeY0Uqhqt0aPDgwciTJw9atGiBWrVqoVy5cjonGI8cORItWrRA7dq10bdvX/XHLy38CH48wIGtrS3q1q0LZ2dn1KpVC0FBQer9vXr1QrVq1VC5cmV07do11VxzRfsjFh4eru5QHT58GNmyZdM5n0Sj0eDt27fo2bMn1q9fb5Bav5YZM2aorXnx35/473d4eHiCHYCaNWsmONn/a1u5ciXy5MmjjsKp3WmpUqUK2rZtqzPvq1ev0LFjR7Rs2dIoW1lS0vXr1+Hp6YmiRYuqAevx48dYsGABbGxsdILq2LFj0bhxYzg6OqJu3boJjkIbi7dv36JTp07w8PDAjz/+qA5wEhwcDAcHB7Rp0wbXrl0DAFy5cgXfffcdmjZtii5duujlOlbPnz9H1apVUblyZSxfvlyd7unpiUuXLmHv3r0651e9f/8eS5YswZEjR3SeJy38tqRXQ4cOhbOzMzJlyoRmzZph/vz56n2tWrVC9uzZcfDgwQSPS+3BSuvevXsoUaIE3Nzc1Is/b9q0CS1atIC5uTlKliyJcuXKITQ01LCFUqrCcJXOLFy4EIUKFVJHxlqyZAnMzc3h4OCAqVOnqvNFR0enynOL9GXu3LlwcHBQu87Mnz8f5ubmcHd3V0+4BeJ2ZuP3DTfkeohfx/Xr12FmZoZVq1bh/fv3ePz4MTp27AgPDw91RyYiIgJjxoyBra1tmh7gIjg4GAUKFECrVq3ULhmfClhAXAvQyZMnUbt2bbi4uBh82z58+DA8PT3h4uKiBqzo6GgMHToUderUwY0bN3TmnzZtGkqVKqVzXg3Fvc93795FjRo14ODgoI6c9+TJE8ybNy9BwHr37h1evnxptOerxf8+6NatG6pUqYIff/xRXZ59+/apAevj88/0Ecy1n6uHDx+iefPmqF69ujqSbN26dVGyZElYW1tj2bJl6mMePHiA6tWrJxhUhIxH/G1n0aJFsLOzw+rVq7F69Wq0aNECrq6uGDNmjDpP+/btoSgKzp49a4Bqk0e7TV+7dg1nzpxRDwLcu3cPpUqVQrly5dSApdFocPv2bdy/fx/Pnj0zWM2UOjFcpSMfPnzAgAEDMHHiRADA1q1bkS1bNowfPx5dunRB7ty5EwyRCxjPEaakevPmDfr06YOffvoJQNx1K7Jly4YRI0bA19cXjo6OiZ7DYuj1oH197TlxnTp1QrZs2fDrr78CiBuQ4fvvv0f27NmRP39+lC5dGvny5Uvz17F69+4dli5digoVKqBly5aJBqz4du7cicaNG6NRo0appjXyxIkT8PHxgaOjoxqwDh8+jJw5c6J37964fv26Om+PHj3QoEEDnVHh0jvtDt/Zs2exatUqKIqCMmXKqC1Y8QNW/C6Cxkz7fXDp0iVMnz4defPmRYECBTBr1qwEAatDhw7qATV9if+ZOXHiBKpUqQJ3d3ds3LgR58+fR7ly5VC6dGkAcV00nz9/Dj8/P1SqVMngnzdKvo8D+bFjxzBixAidoPzPP/9g9OjRKFeuHLZv3w4gbjsZN26cwQ9i/Rft52nz5s0oWLAgHB0dkTFjRnTs2BH//PMPwsLC1ID1b5c6IQIYrtKdFy9e4O+//8atW7dQokQJzJw5E0Dcj3DmzJmRKVMmrFy50sBVpry///4b9+/fx7Vr11C0aFE1aG3ZsgVZs2ZF0aJFU+WJ1vv374e5ubk6ZH7nzp2RKVMmNWBFRkbi8uXLmDlzJjZu3JhgKNm0RvuDGBUVhaVLl8Ld3T1JASs0NDRVjQoIAMePH4ePjw9KliypXrx627ZtyJ07N6pXr4769eujbdu2yJo1q9F2Y0tJGzZsQM6cOTFgwAA0aNAA9vb2KFSokE7AWrBggXox9LRg27ZtyJAhA8aOHYtx48ahYsWKcHR01GnBCg4ORtasWfHtt98mGAhHHwICAtCoUSNUqFABWbNmRcmSJTFv3jysWbMG+fPnR/HixeHl5QUvLy+4urqmmgMalHSDBg3C6tWr1e/Kq1evQlEUKIqic904IO46imXLlsWwYcMSPE9qD1h79+5FtmzZsGjRIrx//x67du2Coiho2bIl7t27h7CwMJQtW1an6zFRYhiu0qjEun3E35HbuHEjypYti6dPnwKIG2GqWbNmCAwMTBc/etp1ERgYiIoVK+L58+cA4o5a1a9fH9OnT09157SEhYWhX79+ahDU6tq1KzJmzIh169aly9YM7fv07t07LFmy5F8D1setj4Z6jxNrBY2NjcWxY8dQqVIlnYB17NgxTJ48GU2aNEHfvn31cq5MWvPo0SMUK1ZMbZUH4lqxPD09UbhwYbWL4KNHj7BkyRL1PCRjpdFoEBkZicqVK+u0xEVHR6N9+/YoXry4TgvWoUOHUqRr8C+//IJs2bLh7NmzePLkCR48eICaNWuiSpUqWL58Oe7du4dJkyZh3LhxWLp0qfpZTO072fQ/0dHRcHV1Rfny5bFp0yb1e3XPnj0wMzODr69vgovRd+3aFQ0bNjSq9/nly5fo3r07xo0bBwC4desWihQpgubNm8Pa2hoNGzbEnTt3cOfOHXh6euLWrVsGrphSM4arNGbQoEHqeUT/1o1t586dsLOzw9q1a/HixQt1mHHtY9JDwALidg5KlCiB3bt3q8POjx49OtWth9DQUNSoUQNOTk7YuXMnAN0Lgnbt2hXZsmVDYGBgihydTm0+FYrevn2LxYsXJ7kFy1C029fFixdx4MABdfRCIK6Llbe3t07A0taf2pYjtbh79y7s7Ox0Rj6NiYnBqVOnYGtrC3d3d7UrT2o7aPIlKleujEGDBgH4X2CJiYlBuXLlUKxYMYwfP14d5CIljB49Gp6enoiNjVW36Xv37qF8+fIoWrQoNmzYkOAx3IaNh/az8vbtW9SuXRvu7u5Yv369ehBv+/btUBQF3bt3V7suv3r1Cm5ubgYfKCi53r9/j/Xr1+Ovv/7C06dP4erqii5dugAA1q5dC0VR4Ofnh/v37xtVaCTDYLhKQy5dugQvLy+UL19eHbnmUwHr9u3baN++PWxsbODg4IDSpUunqeHW4/u35bl06RJq1KgBe3t7ODg4wMXFxaDrIf6On/b/T548wbNnz1C3bl2Ym5vrHKmOf02Nli1bIl++fGl+oIP462jTpk2YPHkyFi5cqHaVe/PmjRqw4g9yYeid6kmTJmH48OFqHZs2bULmzJlRvHhxKIqCIUOGqEOyh4SEwNvbGy4uLmrAon+nvVBtfNHR0ahRowYURYGLiwtiYmLSzPfbhw8f0KRJE/j6+qrTtMGlb9++yJ07Nxo0aIAnT57o/bW163Dy5MkoV66c2kKm/e4MDg5G5syZUapUKbV7dVpZ7+mJRqNRt6m3b9+iRo0acHNzw/r169WDeFu2bIGiKChatChatGiBRo0aoVy5ckZ5vSdtaFyzZg08PT3VAzLr1q1D1apV4eDgkGDEWaLEMFylMQcOHECDBg3g5uamDmTwqR+1W7du4ffff0dQUFCa6q7x8U70f/2oX7p0CVu2bMGyZctSxXq4du2aek2YoKAgeHt74+3bt4iIiEDz5s1Rrlw5nREN4/+IaUcySqs+HkrfwcEBPj4+qFOnDooXL66O7qQNWBUrVkStWrV0RlYzlDlz5kBRFEycOBEPHz5UR6b866+/EBQUBDMzM3z77bdqS8PJkydRqlQpeHh4GDwYpmbaCzBPmDABnp6eWLhwoc793bp1w9atW9PUSejaz8HVq1eRJUsW9OzZU2cb6devH37++ecUD+Z//PEHTE1N1a5UWjt37kTDhg11DiaQ8dKeX/TmzZtEA5b23CRXV1ds3LhRfVxq+N79HBMmTICzs7M6CuDQoUMxd+5co10e+voYrtKI+B/69evXo06dOqhQoYJ6fkZSjhqmhe4a8X/IFy9ejF69eqFp06b49ddfk/zFaMj1oNFoMHv2bCiKgm7dukFRFJ0g9eDBAzRu3BiVK1dGYGCgOl0bsNLL0eG5c+cif/786gho8+fPh6IoyJ49O/bu3Qsgbkfgp59+QpcuXQy+g6d9X5YsWQITExMMGTIEnTt31mll3L17N8zNzXUC1unTpxOcz5BeaUPUpzx+/Bj+/v6oUKEC/P398euvv+Lbb7+FnZ2dUQ/s8qkuytptetu2bciSJQuqVq2Kbt26oX379siYMeNXOydkxYoVMDMzw8CBA3Hq1CncvHkTdevWxdChQxPUSsZn5cqVqFu3Lk6fPg3gfwFL20VQG7B27NgBRVHw/fffG/3Q5KGhobCwsIC3tzdq1KgBKysrvVxwm9IPhqs0IP4Ox4QJE9C4cWOULVsWiqIkqYtgWjRo0CDky5cPvXv3xpgxY6AoCsaNG6d2u0ptZs6cqTP6UMuWLaEoCvz9/QHEvXfa1rT79++jcePGqF69unpNq/Tk+fPn6Ny5szoE8I4dO5A1a1aMGzcOTZs2hY2NjdqC9e7dO3W7N+TgFdoaNBoN1qxZgwwZMsDW1lZ9z7W17dmzB5kzZ0abNm1S9FwZY7Zr165PXrfp8ePHmDFjBjw9PVGsWDGUK1cuTVyKYOvWrRgxYsQnu1rdvHkT7du3R/369dGwYcOvuiOo0Wiwfv165M6dG/ny5YO9vb3OqIDp6XcnLVq+fDk8PDzQtm1bnDlzBsD/Alb58uWxceNGtTvd1q1bYW5ujk6dOuHRo0eGLPuLnThxAu3atUOvXr04iBAlG8NVGjJ37lxkzpwZwcHBuHPnDpYtW4bq1avD3d1dPR8lPfzQHTx4UOcCwcePH4eiKKl2iPkXL17Azc1NZwSzHj16oGHDhlAUBbNnzwYQ995pd1ju37+PGjVqoE6dOnjx4oVB6v5aEgtFFy5cwM2bN3HlyhUULlwYc+fOBRA3+qN2iGDt9cAAw2732tfev38/+vfvjz/++ANBQUEwMTHBmDFj1OXTzqcdfp3nWiV06tQp9bP88Xbx8e1Hjx7h1atXX7O8FHHhwgXY2dkhMDAw0e7K2uXW/muoAW0ePHiAM2fO4NChQ6miezUl36cOQK1btw6VKlVCq1atdAKWr68vChQogIMHD6qPXb9+PWxsbBAREfHV6k4p8QdqIUoOhqs0IiYmBu3atUO3bt10pu/YsQNly5ZFxYoV8eeffwJIWwFr2rRpCbogbNiwAXXq1AEA/Pbbb8iSJYvawvP8+XN1PaQm2p2QY8eO6bRgTZkyRSdgaT1//hwvX75MU+eR/JdffvkFBw4c0NkBWLVqFapVq6buRO/atQvt2rXD3LlzU9WO3caNG5ExY0b88MMP6s7J4sWLYWJiggkTJiQIWGy1SujSpUvYvn07pkyZ8q/zpaXvtytXrmDGjBno168fgKR1WU4ty58WupmnV/v27cNff/2lM23NmjWoVKkSWrZsqR6sff36Nfr27au+19rvsbRwUIPoSzBcpSE9evRAlSpVEhy5HDZsGBRFgYODg9Ff3yW+mzdvQlEUNG/eXKf1Zu3atXB1dUVgYCCsrKywYMEC9b4NGzagQYMGePjwoSFK/iSNRoOoqCgULVoUjo6OasB69+4dpk6dChMTE8yaNQsxMTEYP348qlatmq52wN+9e4e8efOiQoUKOH78uLoD+fPPPyNjxoy4cOEC3r59i4YNG6o7okDqOHJ+7do1FCpUSGc71Fq0aBFMTEwwadIknpfyL8LDw5E/f36YmJhgxIgRANL2zntMTAwiIyPVkSQbN26s3pdawhOlHfG/e0JDQ5E/f3707t07wfmeK1asQNasWdG6dWudy0cA/349QaL0huHKCH1qJ2zZsmUoUqQItm7dqnMx2V9++QV169bFxIkT08wOibZ73JkzZ5ArVy40a9ZMvRDw9evX4ePjA3Nzc0yYMEF9zLt379CwYUP4+/unmi9/bR3aoYzv3r0LZ2dnlC9fXm2VevfuHWbOnAlFUeDu7o4sWbLg7NmzBqv5a0js/Xny5AnKlCkDb29vHD16FBqNBnfu3EH9+vVhYWGBkiVLwsnJSQ1UqeU93rdvH4oVK6YzqEL8z/Dq1auhKAqmT59uiPJSrfjv36tXrxAYGIgSJUqgRo0a6vS08n2mpV1m7blVly9fhpubG4oWLaoO1BJ/PqIvFf+7aOvWrXj+/Dlmz54Nd3d39OnTJ0HAKlOmDOzt7TF27FgA3BaJEsNwZWTifxFu3rwZixcvxk8//aS2xHzzzTcoWrQoVq1ahTt37uDZs2do1KgRRo0aleoujPu5atasieDgYPX26dOnYWNjg2bNmqndEWbPng1HR0e0atUK+/btw6ZNm1C7dm24uLioO9+GbimIfy5OQECAGpju3buHkiVL6gQsIO7aR4sXL07zV4aP/2Ot7fKpnfbkyRM4OzvDw8NDHSnw9u3bWLt2LZYsWZIqL7a7efNm5M+fXw1X8fvxHzp0CFevXsVvv/2GK1euGLLMVGn//v3qZ/3Vq1dYu3YtbGxs0KZNG3We1PRe60NISAh69eqlfvb/+OMPODk5oV69ejh27Jg6H3dq6UvF34aGDRsGW1tb9VIGM2bMQNmyZdG3b181YIWHh6Nr164IDAw0+O8nUWrGcGWkBg0ahLx586Jx48YoXrw4SpcurV6ssWXLlnBxcYG1tTUcHR1RsmTJVHc0/0sMHz5c7fqoXa5Tp07BxsYGjRs3Vu9bsGAB6tWrB3Nzc3h5eaFp06Zqi1dq2SFL7FwcIC5gOTo6JghYadkvv/yic4HGGTNmwMPDA9evX9eZ78mTJyhcuDAqVqyI48ePJ/iRTy3vrdatW7eQMWNGDB8+PMF9/fr1w6hRo1JdzalBbGws/P39oSgKDh06BCDuHI81a9YgX758aNu2rTpvWlp/EyZMQKlSpdCvXz88ePAAAHDx4kU4Ojqifv36CbpjEX2p8ePHI2fOnDh9+rTaAwSI+w319PRE3bp18eOPP8LX1xe+vr4GH4GVKLVjuDJCq1evhr29vTrE+m+//QZFUbB582Z1nnPnzmHt2rVYt25dqjya/zk+/iKfMmUK1qxZo3aB1AasRo0a6Zx3dvPmTbx+/Vr9QUgN5+EAnz4XR7uc9+7dg7OzM4oXL64zyEVatGHDBuTLlw+DBw9WdyivXbuGrFmzol69erhx4waA/62brVu3wsTEBGXLllVPrk7Nli1bBjMzMwwaNAiXL1/GlStXMHjwYGTLlg1Xr141dHmpQmKfy9evX6NLly7IkiULDhw4oE5bs2YNHBwc0LBhw69dpt782/fxlClTULFiRXz//ffqZ//ixYtwcXGBj4+P2mpL9KWePn2KmjVrYvXq1QDiRqI9ePAgunfvjt9++w0TJ05E27Zt4ezsjMaNG3OIfaIkYLgyQj/88AM6d+4MIG6IVGtra3UHPTIyMtEhnI09WCWmefPmsLS0xKZNm9QwpQ1YTZs2TXSI8tR0pC2xc3E+/sG6c+cOypcvny4uJDtx4kS4urpi0KBBatfHv/76CzY2Nqhdu7YasABg06ZN6NatG9q1a2cU23ZsbCx+++03ZM+eHfb29ihatChKlCiRJq7B9KXmzJmj09VVey067Wf19evX6NChQ4KAtXz5cjg5Oalh3JhMnToVe/fuVZfx1q1bOheUBuI+Dx4eHujTp4/6nX7+/HlUrFgRYWFhX71mSpuePXuGvHnzYsSIETh8+DBatmyJChUqwN3dHXny5MH8+fMRExODp0+fproDlESpFcNVKhd/Z1u7E9m+fXsMGDAA586dQ5YsWdRgpdFoMH/+fMyePfuTF5s0VvG7zM2cOVPtGtOhQwdkzZoVGzZsUAPW6dOnkTt3blSrVi1Vj6iX2Lk4WocOHVLPwTKG8PAl4rcyjh49Gh4eHhg0aJDaHfLmzZuwsbFB3bp1sXPnTty7dw8NGzbErFmz1McZyzp68OABTpw4gZCQkDRxHZgvNXLkSOTIkQM3b94EEDdSWY4cOdSuoPGHpm/Tpg2yZcumnnf05s0bvHz50jCFf4GpU6dCURT1YMHNmzfh7OyMsWPHJhjCetSoUciZMycGDBigfh7S2nc7Gd7SpUuRPXt2WFlZYfDgwdi/fz8AoG3btuqF7LVS0wFKotSK4cpIjBkzRr0I7s6dO5E5c2YoioK1a9eq87x58wa1a9dGQECAocpMEdeuXUPx4sXRu3dv9O/fHxkyZNC5Ynq7du0SBKxjx47Bz88vVf8Q/Ne5OKNHj1a7YKRV8Q8eLFiwAAEBAciZMycyZcqEwYMHq8Hzr7/+Ukepyps3L9zc3NL8uknrIiIi4OzsjEWLFgGIu6bThQsXULVqVeTPnz9BV9DTp0/DxMQEiqLg999/N1jdXyIyMhL16tXD1KlTAUBdju+++w6enp6YPHlyghaskiVLIm/evBg8eDBiYmLYHYtSxN27d3V6B8TGxqJGjRrqpQ+IKOkYroyARqOBr68vJk6cCCBuxJ4+ffrAzs4OgYGBePHiBS5evIg6derA1dU1zTXZv3z5EgsXLoSNjQ2yZMmiBitt9yEgrjXP2toamzZt0hmGHkjdR9p4Lk6cCRMmwMrKChs3bsT+/fvRvXt3FCtWDIMGDVK7QD169AgHDx7Ejh071JaqtLatpyePHz9GzZo1MWDAAMyePRvFihXD5cuXce/ePdSuXRu2trY6O3s3btyAv78/evfubdSfja5duyJHjhz45ZdfoCgKTpw4gdjYWPTu3Rvu7u6YPHmy2uL+5MkTtGvXDkOHDmVXQPoqXr16haNHj6J+/fo6o+sSUdIxXKUyGo0m0TDQunVr1KtXT719+fJlDBo0CJaWlrCzs4OLiwuqVauW6kbD+1Lao7RbtmyBjY0NihQpgj59+qj3xw9SHTp0MLqj2unxXJz4o51pNBpERkbCw8MDkyZN0plv1KhRsLW1xZAhQxIdMTGtbOPpjfaabkDc4DwODg7IkCGDzvt/9+5d1KlTB7a2tjh69Cju3LmDsWPHws/PL8HBE2MQ/5zJd+/eoVixYjA3N8fcuXPV6dqAVaFCBfTp0wfHjx/HiBEjULlyZZ0R3IhSikajwaFDh1C/fn3Url07ze1PEH0tDFep2IULF/Dnn38CAKZPn45mzZoBgM5JpdeuXcOePXtw9uxZNZSlhSNN2mXU/hsWFobr169j/vz5cHFxQY8ePdR543/xT5482SiXP72cizN06FB06dJFp2vT+/fvUblyZQwbNgyA7vZbt25d5M2bF927d1ev5UbGa9KkSfD391cHoThy5AgURUG+fPkwZswYnYEtHjx4gFatWkFRFBQvXhw2NjbqCKnGZMuWLciXLx/27NkDIO68suzZs6Nw4cIoUKCAznat0Wgwfvx4uLu7I3fu3ChWrBjOnTtnqNIpHYqKisL58+fT1P4E0demAICQwfXs2VNq1aolTZo0ERGRnTt3SuPGjcXa2lqKFSsm9+/flydPnsjixYslT5484u3tLbGxsZI1a1ad59FoNGJiYmKIRdCb+Mvw8OFDyZIli4iIZM6cWZ48eSKrVq2SFStWSOXKlWXevHkiIhIQECCtWrWSChUqiIhITEyMmJqaGmYB6JNCQ0PFxcVFTE1N5a+//pKiRYuKiIi/v7+cPXtWQkJCxNraWt0G+vTpIwcOHJCqVavKvHnzRFEUAy8BfYlNmzZJ8+bN5fvvv5cxY8YIADl37pzcuHFD5s2bJ02aNJFvv/1WChYsqD5m9+7dYmJiIiVLlhQHBwfDFf+Zjh07JnPnzpUbN27IjBkzxNPTUy5fviy5cuWS9u3by927d+X8+fOSK1cu9TEPHjyQJ0+eSJ48ecTW1taA1VN6lhb2J4gMgeEqFbhx44YsXrxYJk+eLGZmZur0q1evikajkTNnzsjNmzdl8uTJUrBgQVEURT58+CCvX7+WSZMmSY8ePQxYvX7F/zKfMmWK7N69W168eCGlSpWSkSNHipOTkzx9+lRWrVolS5culZw5c0rG/2vvvuNzuv//jz+uDCMhVmOnCGpHYpQaH6o+iFU7rVgtilgtFUXV/BjRJCrEltT41opUo4lY4WbWqBGrpKJFSSgxEiLj/P7wy/WRaj+jjc/liuf9dnO7yRmX15WTHO/ndc77dfLnJzY2lsuXLytQWYkNGzYwY8YMJk2aRKdOnbh//z516tShdOnSfPXVVxQqVAgHBwe8vLzo0aMHXbt2xWQyYRiGApaVyvrdjoyMpEOHDgwYMIBZs2ZRpEgRAGbPnk1ISAidO3dm8ODBVhmk/sjhw4eZO3cup06dYt68ebRo0YLMzExOnz6Nj49PtoClAa2IiHVTuLKwGjVq0KdPH3x9fTGZTISEhJCSksLQoUOzbffw4UPat2/PoEGDaNu2LUeOHOGXX37By8sr1wSKpwfOEyZMYOnSpQQEBGAYBosWLSIxMZGwsDDc3Ny4c+cOu3btIjw8nLx587Jo0SLs7e3JyMjA1tbWwu9Efuu3A8YdO3bwxRdf8PDhQ0aMGEHHjh05c+YM3bp1Izk5mZIlS5KamsrDhw85e/YsdnZ2GnRauaz/akwmE9988w2dO3dmyJAhjB8/ntKlSwPg5+fHihUr6NatG/3796dChQqWLPkve/p8tG/fPoKDg4mNjcXf359WrVphGIY5YF27do2DBw/qSpWIiLWzzN2IYhiGMWXKFMPNzc18b3NGRobRtm1bo2HDhsaKFSvM26WlpRlpaWlGxYoVzS18n56zYu33RP92Lk1UVJRRu3Zt4+DBg4ZhGMaWLVuMAgUKGNWrVzdKly5txMbGGobxbBdAa/8+5FZPH6ft27ebGxrs37/f6NSpk9GsWTNjy5Yt5m0CAwONqVOnGlOnTjUfU02ozh1+/vlncye8zZs3GzY2NsbQoUOzPQh4zpw5RvHixY0pU6bkit/pp5vT7N2713j33XeNmjVrGtHR0YZhPDmXx8bGGjVr1jRq1KhhZGRkqN26iIgVU7iyoFGjRhl16tQxDMMwPv74Y2PlypVGYmKi0b17d6Np06bG8uXLs23fp08f46OPPrJEqc+Nt7e30aRJk2wT2ffv32/4+voahmEYkZGRxiuvvGIEBwcb3333nVG6dGmjYsWKz3TT02DkxfT0cZkwYYLx6quvGsuWLTOHpb1795oDVnh4+O++hoJV7nDixAnDw8PDmD9/vjlg/1HA+uKLL4y4uDhLlZpjEhMTDScnJ6Nt27bmZX8UsM6cOZOtq6CIiFgnhSsLyBpw7t2716hWrZrh5uZmODk5GefPnzcM48nDNbt27fpMwBo4cKDh6elpkZqfl5MnTxqFCxc2OnXqlG0wlZiYaKSnpxtt2rQxJk6caBjGkytTzZs3N5ydnY327dtbqmT5EyZOnGg4Ozsb+/btM27dupVt3aFDh4xOnToZLVq0MNatW2ehCuV5S01NNTp06GA0bNjQWLJkyTMBa8SIEbnuWU6PHz82Nm7caDg7OxvdunUzL88KWB4eHkZERIQFKxQRkZymCQwWkDWvqEmTJrz66qvExsbStGlTqlSpAkCJEiVYsGABxYsX58svv2T58uUA+Pr6EhERYbG6c1p6ejpubm4cOHCAXbt2MWrUKOLi4gBwdnbmxo0bnD59mpo1awJw9+5dnJ2dWbNmDZs3b7Zk6fJfuHbtGtu2bWPp0qU0btyYzMxMjh8/ztixY9m2bRv16tVj/PjxpKens3fvXkuXKznE+M103jx58rBx40bKlSvHkiVLWLNmDSkpKXTs2JHNmzcTFBREUFAQGRkZFqr4r/vte7a3t6djx44sXbqUHTt20L17d+DJuX/o0KGUKVOGmTNnkpyc/My+IiJindTQwoJu375N3759ef3111m7di0eHh6sXr3avD4hIYHhw4dz6tQp5s6dS5s2bYDc1R41q2X6uXPnaNiwIc2bNycwMBBXV1cyMjJ4++23uXHjBiNHjiQkJISMjAxiYmKwsbHJVd+H3Ozy5cvUrl2bJUuWmAfWx48f5969eyQnJxMcHEyXLl04ceIEbm5uOqa5yHfffcfNmzdp27at+bg+fvyYPn36cPr0afMjFBwcHIiKiqJ8+fJUq1bNwlX/Nbt27SIiIoLAwEDzsrS0NKKioujVqxcdO3Y0n+cPHTqEi4sLZcqUsVS5IiKS0yx63UyM9PR0IzMz01i+fLlRtWpVw9vbO9v6a9euGePHj89V805+24giS2xsrFGwYEGjY8eOxo8//mgYxpMGCJ6enkbVqlUNT09P8xPj/+g1xLL+6LiMHDnScHBwMBwdHY2PPvrIiIyMNAzDMBo3bvzMPEIdW+uXnp5upKWlGQ0bNjTc3NyMb7/99pnjWrduXcPNzc344osvzLcIWruMjAxjwYIFhp2dnTFmzJhs6x4/fmxMmjTJMJlMRpcuXSxUoYiIPG+6cvWCSE5OZv369fj5+VGvXj1WrVr1zDa5oc3401ebvvvuOxISEnB1daVYsWKUKlWK2NhYGjduTLNmzVi4cCFly5YF4Pr165QsWRKTyaQHBL+gnj6269ev59q1ayQmJuLj44OLiwtHjx7Fzs4Od3d38z4tWrSgXbt2jB492kJVS04y/v/jFO7fv0/BggW5desW3bt35/Hjx4wbNw5PT0/zOWzUqFGEhobSoEEDvvrqKwoXLmzZ4v+krPeckJBA4cKFyczMZNWqVYwfP56+ffvi7+9v3nblypUsWrSIX3/9lZ07d1KmTBk9t01EJJfR/TcvCEdHR3r06MHYsWM5fvw47dq1e2Ybaw9WgHnw7evrS48ePfjggw/o1KkTXl5eHD16lFq1arF//3727t3LsGHDuHDhAgClSpXCZDKRmZmpYPWCyjq2Y8aMYcyYMcTExPD9999TuXJlwsLCqFevHu7u7iQnJ3Py5Ek6dOjAr7/+ysiRIy1cueSErJCxdetW+vTpw8mTJ3nllVfYtGkTNjY2zJw5k6ioKPOcqjx58rBs2TKWL19u9cHqm2++wdvbm8jISOzt7enRowfTp09n5cqV2T44uHjxIq1bt+bEiROULVtWwUpEJBfSKPUF4ujoSPfu3UlOTmb//v25dk7R0qVLWbFiBZs2baJatWocOHCAL7/8Em9vb9atW4e7uzsHDhygZs2aVK1alVmzZpn3zY3fj9xk3bp1rFmzhsjISNzd3YmJiWH79u3ZjtuuXbsIDAzEZDKZr2blhquyLzuTyURYWBjvv/8+I0eO5NGjRwAUKVKEzZs307VrV6ZNm8aKFSsoUqQI69evx8fHx/wAYWtkMpn4+uuv6dWrFxMmTMDDwwM7OzsKFy5Mr169sLW1ZdSoUWzZsoXSpUtz7NgxDh06RP78+S1duoiIPCe6LfAF9OjRI/LmzWu+UpNbAoVhGGRmZjJ06FAMw2Dx4sXmdUeOHGHixImUKVOG+fPnkz9/fi5fvkzZsmV1peoF9tufT39/f+Li4li4cCHr1q1j4MCB+Pn5MXjwYO7du0fevHnJyMjg4MGDNG/eHFtbW93mmUucO3eOli1b8tlnnzFo0CDz8ri4OCpVqsSDBw/w8/Pj1KlTpKenM3PmTGrVqmXBiv+6n376idatWzNixAh8fHxIT0/n8ePHHD9+nDJlylC+fHliY2NZtGgRRYoUoWfPnlSvXt3SZYuIyHOkEc0LKF++fMCTMGLtwSrrthl48imvra0tmZmZXLhwIdugun79+jRq1IjVq1eTmZkJQPny5QE0+H5BPf3zuWrVKjp16sT169dJSEhg+/btDBw4kNmzZzN48GAAli9fzpUrV5gzZw5vvfUW8GQeoY5t7nD58mWKFSvGoEGDuH//PuvWrWPt2rUcPHiQd999l2XLljF58mRsbGx49OiR+TxnzUwmE05OTlSuXJm7d++ycOFCIiMjOXfuHM7OzsybN4+WLVuyYMGCbOdCERHJvax75J7L5Yb/iLPeQ0hICAEBAQDUqVOHhIQEoqOjSU1NNW/r7u6Ok5MTycnJ2V5Dg+8Xz9MDxc8//5yPP/6Yy5cv4+npSXx8PO3atWPmzJkMGTIEeNKwZffu3aSlpWW7/U+3AuYerq6uxMfH884779CsWTO2bNmCu7s7a9asYcWKFWzZssUcxq0xWP3eTR42NjakpKQQEBCAq6srhw8fpmPHjoSHh1OwYEG+//5787a54XwuIiL/nkat8tw9evSIDRs2YGNjw6hRoxg8eDCbNm3C19eXTz/9lCZNmpA/f36CgoIoVaoUzs7Oli5Z/o2sgeKxY8c4c+YMX375JbVq1eLu3bvUqVOH1NRUkpKSSExM5NKlS0ydOpXr168TFhYGoE/xcyFXV1dWrlzJ8uXLad26NX379qVy5crY2trStGlTqw3SV65cwcXF5Xd/XsuWLcuqVavYuXMnnp6eeHt7U6xYMQAKFSpkte9ZRET+PM25kucqaxB96tQpGjVqxOLFi/H29gagc+fOxMXFcfnyZSpXroxhGBw+fBh7e3sNvq3AunXrmD17NsnJyYSHh5vnkiQmJjJ16lR2795NXFwcNWrUoGjRouZOampe8XKZOHEioaGhHDhwABcXF0uX819Zt24dgYGB+Pn58be//e2Z9VnnqafPV6mpqUyZMoXly5ezf/9+KlWq9L8uW0RELEhXriRH/TYUZQ08XnvtNd555x127NhB+/btKVSoEOHh4Rw7doy4uDgcHR3Nz8DRHCvrULduXUqXLs2OHTuIiIgwh6vixYszZ84cUlJSOHnyJOXKlaNChQrY2Njo2OZCf/RBSHR0NKtXr2bbtm1s3brV6oIVPLl90cnJidmzZ2MymWjatGm29U/PJ4Untz9v3bqVAwcOsHXrVgUrEZGXkK5cyXMxf/58bGxs6NWrF05OTgCsXr0aHx8fdu/eTZ06dX53P13VsC5Xr17Fx8eHW7duMWzYMHr27Ak820Xwj5aJ9cgKUQ8ePCAtLY1ChQqZj+dvf2/v37/P1q1biYmJYfjw4VSrVs1SZf9lW7duZd68eWRkZPDpp58+E7Cedu7cOdasWUO/fv0UrEREXlIKV5LjUlJSGD9+PIsWLaJly5Z4eHgwbdo0APr160dCQgJhYWE4ODhYuFLJCfHx8QwfPpyUlBQGDhzIu+++C2heVW6SdSwjIiIIDg7m7NmzNGvWDHd3d0aNGvW7+6SmpmIYhlU2r4DsP79RUVEEBQX9y4CVtb0+IBIRebnpY2TJcQ4ODsydO5fY2Fhq1arFxo0bqVSpEoGBgZQtWxZ7e3suXbpk6TIlh1SoUIGgoCAcHR1ZsWIFy5cvB9QdLTcxmUxERkbi5eVFixYtCAkJwd7enokTJ7Jr167f3Sdv3rxWG6wg+8+vp6cnQ4cOxdbWlunTp7N3794/3F7BSkTk5aYrV/Jcpaenk5aWxrhx44iPj2fPnj3cu3ePWbNm4evra+nyJAfFx8fTs2dP6tevz7x58yxdjuQQwzBISUmhX79+1K1bl08++YSkpCSqV69Ojx49mDt3rqVLzFFZV6Bu3rzJ48ePyZ8/P0WLFgUgIiKChQsX/ke3CIqIyMtJ4Uqeq6dvrbl06RJ79uxh06ZNhIeHq7FBLnT9+nVKlCihuVW5jGEYNG7cmMmTJ1OtWjXeeOMN2rVrx+LFi4EnocPZ2ZmGDRtauNK/Jut8tXnzZvz8/Lh06RKvv/46TZo0YcyYMcA/A5bJZGL06NG0aNHCwlWLiMiLRCMgea6yugXCk+fgvPfee0RERGBnZ0d6erqFq5OcVqpUKWxsbMjMzLR0KfIXZf3eGoZBUlIS9vb27N69mzfffBNPT08WLVoEPGm9v3HjRi5evPi7D9q1JiaTiW+//ZaePXvSuXNnwsLCcHFx4fPPP2f8+PEAdOjQgaFDh5KUlERwcDAPHz60cNUiIvIi0ZUr+Z9TowORF1fW7+fdu3fNc6by5s3LmjVr6N27N40bN84252jChAls2LCB6OhoKlSoYKmyc8TPP/+Ml5cX3t7eDBs2jKSkJGrUqIGLiwu3bt2iR48ezJgxA3jSRTBrnYiISBaFKxERAf4ZrL799lv8/f1JTk4mNTWVWbNm0bBhQxYuXMiECRMYNGgQdnZ2JCcnExYWxp49e3B3d7d0+f+xP3osQGZmJjNmzKB79+44OTnx5ptv8tZbbzFlyhT69+/Prl276NevH0FBQRaoWkRErIFuCxQREeCft8V1796dVq1aMW/ePKpWrUrnzp2Jj49n3LhxfPXVV1y9epULFy5QoEABDh48aFXBCsDGxoZr166xZ88eANauXcv06dOxsbFh3LhxVKlShWXLllG9enWmT5/OK6+8Qp06dXBxceHMmTPcuHHDwu9AREReVOooICIiZGZmkpaWxrJly/D19eWTTz7h6tWrHDt2jN69e+Ph4QGAl5cX7du3x9HR0Sqf6WQYBg8fPmTgwIHY2tqye/dupkyZwrJly4B/tlI/f/48KSkpFClSBICkpCT69u3LoEGDKFy4sKXKFxGRF5xuCxQReYll3Qr48OFD8ufPT40aNQgJCaFKlSpUr16d9u3bm7sCLlu2jC5duphbk1vz/Mnvv/+e3r17c+7cOcaOHcvMmTOBJ4+PsLOzIygoiNDQUBo0aADA//3f/3Hs2DEqVqxoybJFROQFp9sCRUReYiaTiY0bN9K7d2/S0tKoWrUqS5Yswc3Njbfffpv58+cDcP/+fcLDw1m3bl22fa2RYRiUK1eOPHnyULFiRX788Ud27twJYH5ERPv27WnVqhXHjx/n7Nmz7NmzR8FKRET+LV25EhF5idy/f5+CBQuav7548SJdu3Zl6NCh9O/fn6CgIPz8/HB1dWX//v3m7SZMmEBYWBhbt26lfPnyFqg8592+fZvz588zZswYihcvztChQ2nZsqV5/ePHj7G3tyc5OZkCBQpYsFIREbEWClciIi+JDz74gIyMDBYvXoydnR0nTpxg/fr1/PLLLyxevJi8efOSnJzMyJEjOXbsGOXLl6d27dpcuHCBqKgoYmJirK55RZasWxgvXLjAjRs3cHBwwM3NjTx58hATE8Onn35KyZIlGTJkCC1btmTixIk4ODgwbtw4S5cuIiJWROFKROQlsHbtWkaMGEF0dDQeHh4YhoGXlxeRkZFUq1aNI0eOmLd98OABq1evZuvWrdy7d4/XXnuNkSNHUq1aNQu+gz8vK1iFhYUxevRocyOOfPnysXnzZqpUqUJMTAxTp07l3r17FCtWjD179rB3715ef/11S5cvIiJWROFKROQlMGfOHFasWMG5c+fYvHkziYmJdOvWjZEjRxIdHc348eMZPnz47z7/yZobV2Q5ePAgrVq1IjAwkCZNmnDnzh0mT57MqVOn2LdvHxUrVuTQoUPs2bOHn376ieHDh1ttmBQREctRuBIReQkcOXKE3r17U6ZMGWJiYli9ejU9e/bk5s2b+Pj4cOPGDd577z3ef/994J9d83KLxYsXs2HDBqKjo83t1u/fv0/nzp25desWR44cwd7eHsgdYVJERCxD3QJFRF4C9evX56233iImJoY33niDnj17AuDs7Mz8+fMpUaIEoaGhhIaGAlhlsMrMzHxmWUZGBgAJCQmcPn3aHKzS09MpWLAgvr6+3Lt3j4sXL5r3UbASEZE/S+FKROQl8PDhQ86fP0///v1JSkqiV69e5nUlSpRgwYIFlCpVioCAANasWWPBSv88Gxsbrly5wsaNG4En88wGDBgAQMeOHSlatChz5swhLS3NHB6LFStGZmYm6enpFqtbRERyD4UrEZGXQP78+YmIiGDp0qWMHj2ao0ePPhOwAgMD8fDwoEmTJhas9M9LS0vD19eXwMBARo0aRc+ePc3vpWLFijRr1oyoqCgCAgKAJ407wsPDcXBwoGTJkpYsXUREcgnNuRIReck8ePCADRs24OfnR926dVm9erV5XVYnPWuVlJREmzZtOHz4MIMHDyY4ONi87ubNm0yePJldu3bxyy+/UL16deLi4ti2bRseHh4WrFpERHILhSsRkZdQcnIy69evJyAgAFdXVzZv3mzpknJEWloabdq04fbt2zg7O9O3b1+8vb3N6x88eMCNGzeIioqiRIkS1K9fnwoVKliwYhERyU0UrkREXlLJycmsXLmS0NBQwsPDKV26tKVLyhGpqancuXOHAQMGkJKSQv/+/bMFLBERkedF4UpE5CWWkpJCWloahQoVsnQpOe7SpUuMGDGCR48e0a9fP3r16sWnn35KQkICS5YsUVdAERHJcQpXIiKSa8XHxzN69GguXrxI/vz5+eGHH9i2bRsNGjSwdGkiIpILKVyJiEiudu3aNaKjo7l69SpeXl5UqVLF0iWJiEgupXAlIiIiIiKSA/ScKxERERERkRygcCUiIiIiIpIDFK5ERERERERygMKViIiIiIhIDlC4EhERERERyQEKVyIiIiIiIjlA4UpERERERCQHKFyJiIiIiIjkAIUrERERERGRHKBwJSIiVqNfv36YTKZn/sTFxf3l1w4NDaVw4cJ/vUgREXlp2Vm6ABERkf9GmzZtCAkJybbM2dnZQtX8vrS0NOzt7S1dhoiI/I/pypWIiFiVvHnzUrJkyWx/bG1tiYiIoG7duuTLlw9XV1emTJlCenq6eb+AgABq1aqFo6MjLi4u+Pj48ODBAwB2797Ne++9x927d81XwyZPngyAyWTi66+/zlZD4cKFCQ0NBeDy5cuYTCbWr19P8+bNyZcvH6tXrwYgJCSEatWqkS9fPqpWrUpwcLD5NR4/fsywYcMoVaoU+fLlo3z58sycOfP5feNEROS505UrERGxetHR0fTq1Yt58+bRtGlTfvzxRz744AMAJk2aBICNjQ3z5s2jfPnyxMfH4+Pjg6+vL8HBwTRq1Ii5c+fy2Wef8cMPPwBQoECB/6qGsWPH4u/vT0hICHnz5mXp0qVMmjSJ+fPn4+HhwfHjxxk4cCCOjo707duXefPm8c0337B+/XpeffVVrly5wpUrV3L2GyMiIv9TClciImJVtmzZki34eHp6kpCQwCeffELfvn0BcHV1Zdq0afj6+prD1Ycffmjep0KFCkybNo0hQ4YQHBxMnjx5KFSoECaTiZIlS/6puj788EO6dOli/nratGn4+/ubl1WoUIGzZ8+yePFi+vbty88//0zlypVp0qQJJpOJcuXK/al/V0REXhwKVyIiYlXefPNNFi5caP7a0dGRSpUqceTIEf7xj3+Yl2dkZPDo0SNSUlJwcHAgJiaGGTNmcPbsWe7du0d6ejqPHj0iOTkZR0fHv1xXvXr1zH+/efMmV65coX///gwcONC8PD09nUKFCgFPmnP8/e9/p0qVKrRp04b27dvTqlWrv1yHiIhYjsKViIhYlaww9bTMzEymTJmS7cpRlnz58vHTTz/Rtm1bBg8ezLRp0yhatCj79u2jf//+pKWl/ct/z2QyYRhGtmW/t8/TAS0zMxOApUuX0qBBg2zb2draAlCnTh3i4+OJiopix44d9OjRg5YtW7Jx48Z/WY+IiLy4FK5ERMTq1alThx9++OGZ0JXl6NGjpKen4+/vj43Nk15O69evz7ZNnjx5yMjIeGZfZ2dnrl+/bv764sWLpKSk/Mt6SpQoQZkyZbh06RLe3t5/uJ2TkxNeXl54eXnRrVs32rRpw+3btylatOi/fH0REXkxKVyJiIjV++yzz2jfvj0uLi50794dGxsbTp06RWxsLNOnT6dixYqkp6cTFBREhw4d2L9/P4sWLcr2GuXLl+fBgwfs3LmT2rVr4+DggIODAy1atGD+/Pk0bNiQzMxMxo4d+x+1WZ88eTIjRozAyckJT09PUlNTOXr0KHfu3GHUqFEEBgZSqlQp3N3dsbGxYcOGDZQsWVLP2hIRsWJqxS4iIlavdevWbNmyhe3bt1O/fn0aNmxIQECAuUmEu7s7AQEBzJ49m5o1a7JmzZpn2p43atSIwYMH4+XlhbOzM35+fgD4+/vj4uLC3/72N3r27MnHH3+Mg4PDv61pwIABLFu2jNDQUGrVqkWzZs0IDQ2lQoUKwJNuhLNnz6ZevXrUr1+fy5cvExkZab6yJiIi1sdk/PZGchEREREREfmv6eMxERERERGRHKBwJSIiIiIikgMUrkRERERERHKAwpWIiIiIiEgOULgSERERERHJAQpXIiIiIiIiOUDhSkREREREJAcoXImIiIiIiOQAhSsREREREZEcoHAlIiIiIiKSAxSuREREREREcsD/Ayi7mbl1MR1+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 60\n",
    "# Consider a dataset WineQuality.csv with various chemical properties of wine and a target column quality. \n",
    "# Write a Python code to fit a Lasso regression model using all available features to predict quality. \n",
    "# Use the complete dataset to train the model. Plot the coefficients of the features and create a residual plot.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"WineQuality.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Define independent variables (features) and dependent variable (target)\n",
    "X = df.drop(columns=['quality'])  # Assuming 'quality' is the target column\n",
    "y = df['quality']\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train Lasso Regression model\n",
    "lasso = Lasso(alpha=0.1)  # Adjust alpha for regularization strength\n",
    "lasso.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = lasso.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print evaluation metrics\n",
    "print(f\"Mean Squared Error (MSE): {mse:.2f}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae:.2f}\")\n",
    "print(f\"RÂ² Score: {r2:.2f}\")\n",
    "\n",
    "# Plot feature coefficients\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.bar(X.columns, lasso.coef_)\n",
    "plt.xlabel(\"Features\")\n",
    "plt.ylabel(\"Coefficient Values\")\n",
    "plt.title(\"Lasso Regression Coefficients\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Residual plot\n",
    "residuals = y_test - y_pred\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.residplot(x=y_pred, y=residuals, lowess=True, line_kws={\"color\": \"red\"})\n",
    "plt.xlabel(\"Predicted Quality\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "plt.title(\"Residual Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Squared Error (MSE): 2.02\n",
      "Mean Absolute Error (MAE): 0.63\n",
      "RÂ² Score: 0.99\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 61\n",
    "# Consider a dataset HealthData.csv with features such as age, bmi, blood_pressure, and a target column health_score. \n",
    "# Write a Python code to fit a Lasso regression model using all available features to predict health_score. \n",
    "# Use the complete dataset to train the model. Plot the coefficients of the features and create a residual plot.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import Lasso\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "\n",
    "# Load dataset\n",
    "file_path = \"HealthData.csv\"\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Handle missing values\n",
    "df = df.dropna()\n",
    "\n",
    "# Define independent variables (features) and dependent variable (target)\n",
    "X = df.drop(columns=['health_score'])  # Assuming 'health_score' is the target column\n",
    "y = df['health_score']\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train Lasso Regression model\n",
    "lasso = Lasso(alpha=0.1)  # Adjust alpha for regularization strength\n",
    "lasso.fit(X_train, y_train)\n",
    "\n",
    "# Predictions\n",
    "y_pred = lasso.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "\n",
    "# Print evaluation metrics\n",
    "print(f\"Mean Squared Error (MSE): {mse:.2f}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae:.2f}\")\n",
    "print(f\"RÂ² Score: {r2:.2f}\")\n",
    "\n",
    "# Plot feature coefficients\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.bar(X.columns, lasso.coef_)\n",
    "plt.xlabel(\"Features\")\n",
    "plt.ylabel(\"Coefficient Values\")\n",
    "plt.title(\"Lasso Regression Coefficients\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Residual plot\n",
    "residuals = y_test - y_pred\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.residplot(x=y_pred, y=residuals, lowess=True, line_kws={\"color\": \"red\"})\n",
    "plt.xlabel(\"Predicted Health Score\")\n",
    "plt.ylabel(\"Residuals\")\n",
    "plt.title(\"Residual Plot\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained variance ratio: [0.37032399 0.32900197]\n"
     ]
    },
    {
     "data": {
      "image/png": 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w4ADefvtthIeH1+j5vv32WyxduhRDhw5Fs2bNIITA+vXrkZOTg379+lX5u6NGjcKSJUswevRopKWloU2bNvj5558xZ84cPPDAA+jbt2+NYnLEoEGDsHDhQgwfPhxPPfUUrl69infeeafCBMDSIrVu3To0a9YM3t7eaNOmTYXPO3fuXPTr1w+9evXCtGnT4OnpiaVLl+K3337D2rVrZWt16tmzJ4QQSEpKQv/+/a3bf/75ZwwdOhQNGzbEyy+/jJSUFJvfi4mJKdf9c+DAAQQGBqK4uBjp6enYvn07Pv30U4SFheH//u//atTK44janA9TpkzB119/je7du+O5555D27ZtYTabce7cOWzZsgXPP/88OnXqhPvuuw8jR47Em2++iczMTAwePBheXl5ITk6Gr6+vdbyRGo71vn37AMDumW2kXkxqSHMGDx6MI0eOYMGCBVi+fDnOnz8PNzc3REdHY8CAAZg8eTKKi4vx6aefol27dhUmNADwwAMPIDw8HCtXrnRKUvPee+/Bw8MDc+fORV5eHuLj47F+/XpMnz69Rs935513IigoCPPnz0d6ejo8PT1x9913Y/Xq1Rg9enSVv+vt7Y2dO3filVdewdtvv43Lly+jSZMmmDZtGmbMmFGjeBzVu3dvfPTRR3jrrbfw4IMPokmTJkhISEBYWBiefPJJm8fOmjULFy9eREJCAq5fv47IyEjrNOCyevTogR07dmDGjBkYM2YMzGYzYmNj8c0335Qb1Fwb3bp1Q1RUFDZt2mST1Gzbtg03btxAWloaevfuXe73du7cWa47ybLMgpeXF0JCQtCmTRu89dZbGDt2LPz9/WWLuTKOng+lk4W6devip59+wrx587BixQqcPXsWPj4+aNq0Kfr27WttqQGkejGWWkSrV6+Gj48PYmJi8PLLL1sfo4ZjvXHjRrRp06bSZIq0wyQcHW5PRGRQCxYswOzZs3HhwgX4+PgoHY5LhISE4IknnsA777yjdChOkZubi8aNG+Of//wnEhISlA6HaoljaoiI7DRx4kQEBgZiyZIlSofidIcPH8a8efOQnZ2NLl26KB2O0/zzn/9E06ZNMXbsWKVDIRmw+4mIyE7e3t749NNPkZycrHQoTvfss8/ixIkTmDZtWrVVhrUsICAAq1evRp06/DrUA3Y/ERERkS6w+4mIiIh0gUkNERER6QKTGiIiItIFQ42MMpvNSE9Ph7+/v1PKwBMREZH8hBC4fv06GjduDDe3yttjDJXUpKenIyIiQukwiIiIqAbOnz9fZVV2QyU1lkqd58+fL1e2XAuKi4uxZcsW9O/fv8oVmcm5eBzUg8dCPXgs1EGvxyE3NxcRERHVVtw2VFJj6XIKCAjQbFLj6+uLgIAAXZ2sWsPjoB48FurBY6EOej8O1Q0d4UBhIiIi0gUmNURERKQLTGqIiIhIF5jUEBERkS4wqSEiIiJdYFJDREREusCkhoiIiHSBSQ0RERHpApMaIiIi0gVDVRQm0hOzGTh6FMjOBoKDgVatgCrWeSMi0j0mNUQalJgILF4MHD8OFBYCXl5Ay5bApElA165KR0dEpAxe1xFpTGIiMG0acPAgEBQEREVJt8nJ0vbExOqfw2wGjhwB9uyRbs1mJwdNROQCbKkh0hCzWWqhycoCmjcHLGu7+fkBd9wBpKYCS5YAnTtX3hXFVh4i0iu21BBpyNGjUjLSqNHthMbCZAIaNgSOHZMeVxE5WnmIiNSKSQ2RhmRnS60rPj4V3+/jI92fnV3+vrKtPH5+gLv77Vae7GyplYddUUSkVUxqiDQkOFjqLrpxo+L7b9yQ7g8OLn9fbVt5iIjUjkkNkYa0aiWNf8nIAISwvU8IaXtMjPS4smrTykNEpAVMaog0xM1NGtAbHCwNCs7LA0pKpNvUVGn7xIkVDxKuTSsPEZEWMKkh0piuXYF33gHi4oCcHCAtTbqNj5e2VzaDqTatPEREWsAp3UQa1LWrNG3bkYrCllaeadOkVp2GDaUupxs3pISmqlYeIiIt0MzH19y5c9GxY0f4+/sjLCwMQ4cOxcmTJ5UOi0gxbm5AmzZA9+7SrT3JSE1beYiItEAzLTW7d+/GxIkT0bFjR9y6dQuvvPIK+vfvj2PHjqFu3bpKh0ekGTVp5SEi0gLNJDU//PCDzc+rVq1CWFgYDhw4gO7duysUFZE2WVp5iIj0RDNJTVnXrl0DAISEhFT6mMLCQhQWFlp/zs3NBQAUFxejuLjYuQE6gSVmLcauJzwO6sFjoR48Fuqg1+Ng799jEqLsPAj1E0LgoYceQnZ2Nn766adKHzdz5kzMmjWr3PY1a9bA19fXmSESERGRTAoKCjB8+HBcu3YNAQEBlT5Ok0nNxIkT8d133+Hnn39GeHh4pY+rqKUmIiICV65cqXKnqFVxcTG2bt2Kfv36wcPDQ+lwDIvHQT14LNSDx0Id9HoccnNzERoaWm1So7nup8mTJ+Obb77Bnj17qkxoAMDLywteXl7ltnt4eGj6YGs9fr3gcVAPHgv14LFQB70dB3v/Fs0kNUIITJ48GRs2bMCuXbsQHR2tdEhERESkIppJaiZOnIg1a9Zg06ZN8Pf3R0ZGBgAgMDAQPpUtZkNERESGoZnKFMuWLcO1a9fQs2dPNGrUyPpv3bp1SodGREREKqCZlhoNjmcmIiIiF9JMUkNERPIxm1lVmvSHSQ0RkcEkJgKLFwPHjwOFhYCXl7SC+6RJXP+LtI15ORGRC5jNwJEjwJ490q3ZrEwciYnSSu0HDwJBQUBUlHSbnCxtT0xUJi4iObClhojIydTSMmI2S3FkZQHNmwMmk7Tdzw+44w4gNRVYskRa8JRdUaRFPG2JiJxITS0jR49KiVWjRrcTGguTCWjYEDh2THockRYxqSFyAbV0PZBrlW0Z8fMD3N1vt4xkZ0stI646H7KzpZaiykp7+fhI92dnuyYeIrmx+4nIydTS9UCu50jLSJs2zo8nOFg6/27ckBKrsm7ckO4PDnZ+LETOwJYaIidSU9cDuZ7aWkZatZIS6owMoGzpLyGk7TEx0uOItIhJDZGTqK3rgVyvdMtIRVzdMuLmJrUQBgdLg4Lz8oCSEuk2NVXaPnEiBwmTdvHUJXISDsokNbaMdO0KvPMOEBcH5OQAaWnSbXy8tJ1doqRlHFND5CT2dD1kZnJQpp5ZWkamTZNaQho2lI77jRtSQqNUy0jXrtK0bVYUJr1hUkPkJByUScDtlhHLYPHMTOm4x8dLCY1SLSNubq4ZnEzkSkxqiJzE0vWQnCyNoSndBWXpeoiP56BMIzByywjXmCJXYlJD5CRq7XogZRixZYTlDMjV+HFK5EQclElGxXIGpAS21BA5mZG7HqrCbgn94hpTpBQmNUQuYMSuh6qwW0Lf1FZJmYyDOTIRuRS7JfRPbZWUyTiY1BCRy7DKsjGorZIyGQeTGiJyGVZZNgY1VlImY2BSQ0Quw24JY+AaU6QUnlJE5DLsljAOljMgJXD2ExG5DKssGwvLGZCrMakhIpdhlWXjYTkDciV+dBCRS7FbgoichS01RORy7JYgImdgUkNEitBDtwSXeiBSFyY1RERwPEHhUg9E6sOkhogMz9EExbLUQ1aWVEjQMtjZstQDxwYRKYMNpURkaI6uRcWlHojUi0kNERlWTRIULvVApF5MaojIsGqSoHCpByL1YlJDRIZVkwSFSz0QqReTGiIyrJokKFyBmki9mNQQkWHVJEHhCtRE6sW3HREZVk0TFHuXejCbgSNHgD17pFvOiCJyLtapISJDsyQoljo1mZlSl1N8vJTQVFZvprqlHlicj8j1mNQQkeHVdC2qypZ6YHE+ImUwqSEignxrUZWtfWOZKm6pfZOaKtW+6dyZ426I5Ma3FBGRjFicj0g5TGqIiGTE4nxEymH3ExmGo6swa/11SRmla9/4+ZW/n8X5iJyHSQ0ZglIzUTgDxngstW+Sk6UxNKW7oCy1b+LjWZyPyBl4vUi65+gqzFp/XVIWi/MRKYdvK9K1mqzCrOXXJXWwtzgfEcmL3U+ka47MRJFjOm9tX5fjb/SjprVviKjmmNSQrtkzEyUzU/6ZKDV5XY6/0R+5at8QkX14zUC6VpNVmJV4XY6/ISKqPSY1pGs1WYXZ1a/L8TdERPJgUkO6ptRMFEdelxVoiYjkwaSGdE+pmSj2vi4r0BIRyYMDhckQlJqJYs/r6qUCLWduEZHSmNSQYSg1E6W619VDBVrO3CIiNeB1FJHCtF6BljO3iEgtVPoxSWQsWq1Aa5SZW2YzcOQIsGePdKv1v4dIr9j9RKQSWqxAq1TFZldi1xqRdjCpIVIRrVWgVapis6tYutaysqTEzcdHGrht6VpTcysakRGp+BqQiNROqYrNrmCUrjUiPWFSQ4bEMRLyUKpisyuwKCKR9rD7iQyHYyTkY5m5NW2aNFOrYcPbXTQZGeqfuVUVvXetEemRBj9qiGqO04/lp9WZW9XRc9cakV6xpYYMo+wYCUuXgmWMRGqqNEaic2dttiwoSYszt6qjh6KIREaj4Y8cIsdwjIRzWWZude8u3Wo5oQG0XxSRyIj4diTD4MKR5Ci9dq0R6RW7n8gw9LJwJLmWHrvWiPSKSQ0ZBsdIUE1prSgikVHxWoMMg2MkiIj0jR/fZCgcI0FEpF+a6n7as2cP3n77bRw4cAAXL17Ehg0bMHToUKXDIo3hGAkiIn3SVFKTn5+P2NhYjB07Fo888ojS4ZCGcYwEEZH+aCqpGThwIAYOHKh0GESGYzazZcvoeA6QFmgqqXFUYWEhCgsLrT/n5uYCAIqLi1FcXKxUWDVmiVmLseuJ0Y5DUhKwYgVw6tTttbLuugt46imgUydlYzPasVCKPecAj4U66PU42Pv3mIQou7auNphMpmrH1MycOROzZs0qt33NmjXw9fV1YnREREQkl4KCAgwfPhzXrl1DQEBApY/TdVJTUUtNREQErly5UuVOUavi4mJs3boV/fr1g4eHh9LhGJZRjoPZDCQkAIcOAc2ala/rc/YsEBsrXcEr1Q1hlGOhFEfOgZISHgs10Ot7Ijc3F6GhodUmNQ53P/3xxx8ICgqCX5mSrMXFxdi7dy+6d+/ueLRO4uXlBS8vr3LbPTw8NH2wtR6/Xuj9OBw5Iv0LCQFu3Sp/f3AwcPiw1CWh9KBrvR8LpThyDrRoIW3jsVAHvR0He/8Wu6+vLl68iHvuuQeRkZEICgrC6NGjkZeXZ70/KysLvXr1cjxSIlIlrpVFNTkHzGYpEdqzR7o1m10TKxHgQEvNP/7xD7i7uyMpKQk5OTl46aWX0LNnT2zduhXB/1ssx9k9WXl5eTh9+rT157NnzyIlJQUhISFo2rSpU1+byGi4VpZxVDazqSbnQEKClMxYBhS3bClV8mZhS3IFu5Oabdu2YcOGDejQoQMA4L777sNjjz2G3r17Y/v27QCkcS7O9Ouvv9q0Bk2dOhUAMHr0aKxevdqpr01kNFwryxgSE4HFi4Hjx8snIp07238OJCZK2w8dkrqrfHykpCc5GZg2zf6K3Zw6TrVh96ly7do1a4sMII1X+eqrrxAVFYVevXrh0qVLTgmwtJ49e0IIUe4fExoi+XGtLP1LTJQSjoMHgaAgICpKurUkIvv22XcOANJgYUAaUOznB7i7S7d33CElKEuWVN8VlZgIjBgBjBoFjB8v3Y4YcTthIqqO3R9HzZo1w+HDh2221alTB19++SWaNWuGwYMHyx4cESmLa2Xpl9kstdBkZQHNm1eeiHTuXP05cPSoNFgYsG3NsfzcsCFw7Jj0uMpUl2AxsSF72N39NHDgQKxYsaLc8gSWxOaRRx7BH3/8IXuARKQsrpWlT0ePSl1OjRpVn4hUdw5YBhRXxscHyMysfFB52QTLEo8lwUpNvZ1g8byjqtid1MyePRsFBQUVP0mdOli/fj2TGiKd4lpZ+mPPzKbSiUhV54BlQHFlqhtU7kiCxfOQqmJ3zlunTp0qC964u7sjMjJSlqCIiMi5Ss9sqogjs9tatZKWTQCkAcSlWQYUx8RUPqic5QNILmzIIyJNYP0TeVlmt2Vk1CwRKc3NTVoHCpCqDDs6qFzOBIuMjUkNEaleZbNikpKUjky75J7dZlnYsm1bxweVy5lgkbHpepVuItI+y6yYrCxpzEXp+ifTpwPPPad0hNplmd1mqVOTmSm1iMTHSwlNTWa3ffihNBPKkUHllgRr2jQpoWrY8PZxzshg+QCyn8NJzblz5xAREVGu0J4QAufPn2dlXyKSTXWzYixzEyrqitJaETel4pV7dltNB5U7I8Ei43E4qYmOjsbFixcRFhZmsz0rKwvR0dEoKSmRLTgie2ntC4zsU92smAYNpP+fOCGtFm1RVZVcNX45Kh2vWma3sXwA1ZbDSY0QosLlEPLy8uDt7S1LUESOUPoLwUhcnTxWNyvG8pGTk3N7W1XdVY6U63cVrcXrbGpJsEib7E5qLOssmUwmvPrqq/D19bXeV1JSgqSkJLRr1072AImqwi8E11EieaxuQcWbN6XboCDpVmtF3LQWL5Ha2Z3UJCcnA5Baao4cOQJPT0/rfZ6enoiNjcW0adPkj5CoEvxCcB2lksfqFtXMzJT+36KFdKu1Im5ai5dI7exOanbu3AkAGDt2LN57770qC/ERuQK/EFxDyeSxulkxljE1Zcv121slV2kVxSsEcP06UFws/V0sOqcuHL+nbg6PqVm1apUz4iBymNa+wLRK6eSxqlkxTz8NXL16+7HVdVeprYhb2Xizs28XrzObpQTHwwP4/XelIyWA4/e0wOGkJj8/H/PmzcP27dtx6dIlmMvMpTxz5oxswRFVRWtfYFqlhuSxslkxJSXA5s23H1ddd1VGhpQMqaWImyXegwelQc+pqdLf5OMjXf3n50vJzdKl0t/DL07l2NsFy5YcZTmc1IwbNw67d+/GyJEj0ahRowpnQhG5gta+wLRKLcljRbNiylaQ0FoRNzc3oEcPYMsW6UtQCGlbSYl06+MjjRfKzub4MCXZ2wVrSUDZkqMch5Oa77//Ht999x26devmjHiIqlT2KmjCBOCFF7TxBaZVWksetVTELTER+PhjwNPz9n4VArh1C3B3B5o0AerVk+Ln+DDl2NMFu38/8NtvUjLDmZjKcTipCQ4ORkhIiDNiIapSZf3Zo0cDu3er/wtMq7TW+gFoo4hb6av/yEggN1dKbiyKim7fx/FhyrKnXlJmJhAYKK19xZmYynE4qXnjjTfw2muv4eOPP7apVUPkTFX1Z6elAfPnSx8oav0C0zottX5YqL2IW+mrf7NZaplxc5NuAemLMS9Pmgnl5sbxYUqqrgv2yhUpCW3QgDMxleZwUrNgwQKkpqaiQYMGiIqKgoeHh839Bw8elC04IsC+/uxly4BPP2Ui40xaaP3QktJX/25u0vl87RpQt650v7u79EVZVHR7tWu1dPEZTXVdsJcuSa1soaEV/z5b2lzH4aRm6NChTgiDSFLRzAGlpxTTbWpv/dCSslf/0dHSeZyfL3VnWKZ0Z2RI577auviMxJ4uWC8vqcI1Z2Iqy+GkZsaMGc6Ig6jSMTP33qv8lGIiuZW9+g8OBmJipDo1169L57yvL9ClC2fPqEF19ZKWLtXOYHo9czipAYCcnBx89dVXSE1Nxd///neEhITg4MGDaNCgAZo0aSJ3jGQAVY2ZOXpUmg2i9JRiIjlVdPUfEADceSdw7pyU0Lz4IvDXv+qnhUbrNVyq6oJ1c9PWYHq9cjipOXz4MPr27YvAwECkpaUhISEBISEh2LBhA37//Xd88sknzoiTdKy6MTOnT0vjCi5etL0f4FUQaVtlV/9duqh3AHZN6aUab2VdsFocTK9HDic1U6dOxZgxYzB//nz4+/tbtw8cOBDDhw+XNTgyhurGzDRqBFy4IH1A8CqI9MYIA7CVWhDV1YxwLNXO4aRm//79+OCDD8ptb9KkCTIyMmQJiozFnjL8deoAf/sb8PPPvAoi/dHzAGwlF0RVgp6PpRY4nNR4e3sjNze33PaTJ0+ifv36sgRFxmJvGf777gPGj+dVEJGWcPYiuZLDXwcPPfQQXn/9dRQXFwMATCYTzp07h3/84x945JFHZA+Q9M8yCyQjQxojU5plzExMzO0Epk0boHt36ZYJDZG62dMSW1jI2YskD4e/Et555x1cvnwZYWFhuHHjBnr06IHmzZvD398fs2fPdkaMpHOWWSDBwVJTdF6etKBfXp70M8fMEGlX6ZbYinD2IsnJ4e6ngIAA/Pzzz9ixYwcOHjwIs9mM+Ph49O3b1xnxkUFw5gCRPmltQVTSthrVqQGA3r17o3fv3nLGQgbHmQNE+qPFBVFJu2qU1Gzfvh3bt2/HpUuXYDabbe776KOPZAmMjIkzB4j0hy2x5CoOJzWzZs3C66+/jg4dOqBRo0YwlR3OTkREulPbasBsiSVXcDipWb58OVavXo2RI0c6Ix4iIlIZuaoBsyWWnM3hHLmoqAhd2VZIJAuzGThyBNizR7ot05tLpDhLNeCDB4GgICAqSrq1VANOTFQ4QKJSHE5qxo0bhzVr1jgjFiJDSUwERowARo2SigqOGiX9zC8JUouy1YD9/AB399vVgLOzpWrATMZJLRzufrp58yZWrFiBbdu2oW3btvDw8LC5f+HChbIFR6RXRlkLh7TNkWrALVooE6MaaX01ci2r0Srd7dq1AwD89ttvNvdx0LC8yr4x7rpL6YhIDkZbC4e0y55qwJmZrAZcml5WI9cqh5OanTt3OiMOKqOiN0abNgBXotA+roVDWmHvumysBixhC6zyanUd+Mcff+DChQtyxUL/U9nAvMOHpfuTkhQMjmqNa+GQVjiyLpvRcfyROjic1JjNZrz++usIDAxEZGQkmjZtiqCgILzxxhvlCvGR46p6Y0RHS4/58EO+MbSMa+GQVnBdNvs50gJLzuPwqfjKK69g8eLFmDdvHpKTk3Hw4EHMmTMHixYtwquvvuqMGA2lujcGAJw8yTeGlvHql7TEUg04Lg7IyQHS0qTb+Hh2p5TGFlh1cHhMzccff4x//etfGDJkiHVbbGwsmjRpggkTJnCl7lqq7o0B8I2hdVwLh7SG1YCrx/FH6uDwKZmVlYUWFczda9GiBbKysmQJysiq65oA+MbQA179ktZYqgF37y7dMqGxxRZYdXC4pSY2NhaLFy/G+++/b7N98eLFiI2NlS0wo7K8MZKTpcFlpbugLG+Uu+/mG0MPePVLpB9sgVUHh5Oa+fPnY9CgQdi2bRu6dOkCk8mExMREnD9/Hps3b3ZGjIZS1RvD0uWUkMA3hl5wLRz5sfAZKYWrkSvP4aSmR48eOHXqFJYsWYITJ05ACIGHH34YEyZMQOPGjZ0Ro+FU9sawNIR16qRsfERqxcJnpDS2wCrL4aQGABo3bswBwU5W0RvjrruAH35QOjIidWLhM1ILtsAqp0ZJTXZ2NlauXInjx4/DZDKhZcuWGDt2LEJCQuSOz9DKvjGKi5WLhUjNuPSE87Fbj7TA4VNy9+7diI6Oxvvvv4/s7GxkZWXh/fffR3R0NHbv3u2MGIkcZjYDR44Ae/ZItyxWqG8nTrDwmTNxRXnSCodbaiZOnIhhw4Zh2bJlcHd3BwCUlJRgwoQJmDhxYrlFLolcjeMqjCcnhwsvOgu79UhLHG6pSU1NxfPPP29NaADA3d0dU6dORWpqqqzBETmqsnWzLB/AvLLUp6AgLj3hDFzPiLTG4aQmPj4ex48fL7f9+PHjaNeunRwxEdUIP4CNq0ULFj5zBq2tZ8RuZ3K4++mZZ57Bs88+i9OnT6Nz584AgH379mHJkiWYN28eDluWkgbQtm1b+SIlqoYjH8CcmaAvLHzmHPasZ6SWbj12OxNQg6TmL3/5CwDghRdeqPA+k8kEIQRMJhNKSkpqHyGRnbT0AUzyc6TwWUUzeQDO7ilLK+sZcdwPWTic1Jw9e9YZcRDVmlY+gMl57Cl8VtEVff36UjfVlSvOv8rX0tTo6pZtyciQksZWrQClrmE5nZ9KczipiYyMdEYcRLXmyAcw6VdVhc8quqLPyAB++km6v2VLaXC5s67ytdZF4ki3nlJJDbudqbQaFd+7cOECfvnlF1y6dAnmMiOxnnnmGVkCI3IUx1VQVSq6ohdC6qZyc5N+zswEGjd2zlW+VrtI1L6eEbudqTSHk5pVq1Zh/Pjx8PT0RL169WAqlRqbTCYmNaQotX8Ak3IquqK/fh3Iy5O++ISQ/n/9OhAQIO9Vvta7SNS8nhG7nak0h5Oa1157Da+99hpeeukluKnhjCYqQ80fwKSciq7oi4ulhMNybhQV2S5HItdVvtq6SGoyrket6xmx25lKczipKSgowOOPP86EhlRNrR/ApJyKrug9PKRzxWyWvgDd3KRtFnJd5aupi0Rr43qqw25nKs3hw/zkk0/iyy+/dEYsREROY7miL12gz99fSnBu3JC+4P38pG2AvEX7SidUFXFVF4leK25bup3j4qQlM9LSpNv4ePWOVdICLRYzdLilZu7cuRg8eDB++OEHtGnTBh6lL2sALFy4ULbgiGpDS1Nnyfkqu6Jv0EAa6wJI/zeb5b/KV0MXidbH9VSH3c7y0mqLnsNJzZw5c/Djjz/i7rvvBoByA4WJ1ECrb0hyrsoGkt933+06NWlp8g8uV0MXidrG9TgDu53lodWZekANkpqFCxfio48+wpgxY5wQDlHtafkNSc5X2RU94NyrfKVn5qlpXA+pl9Zb9BxOary8vNCtWzdnxEJUa1p/Q5JrVHZF7+yrfCW7SDj1mexR0xY9tXT3O/ySzz77LBYtWuSMWIhqTWurCpPxWBKq7t2lW1d98Fc0UNqCK5mThT0teoWFti16iYnAiBHAqFHA+PHS7YgRygw8d7il5j//+Q927NiBb7/9Fq1atSo3UHj9+vWyBUfkKDaxE1VMDeN6SP0cbdFTW3e/w6dvUFAQHn74YfTo0QOhoaEIDAy0+edsS5cuRXR0NLy9vdG+fXv8ZFm0hQjqmTpLpEac+kzVcaRFr2x3v58f4O5+u7s/O1vq7nflVPAaLZOglHXr1mHKlClYunQpunXrhg8++AADBw7EsWPH0LRpU8XiIvVQw9RZIjXj1GeqiiMtekeOqG9GXY1P48uXL+Pnn3/GL7/8gsuXL8sZU6UWLlyIJ598EuPGjUPLli3x7rvvIiIiAsuWLXPJ65P6Wd6QwcHSGzIvT1o9OC9P+plN7ETKjetROy0Wm3MGe1v0ajL+xtkcbqnJz8/H5MmT8cknn1hX6HZ3d8eoUaOwaNEi+Pr6yh4kABQVFeHAgQP4xz/+YbO9f//+SKxkNFJhYSEKCwutP+fm5gIAiouLUVx6gReNsMSsxdhdqWNHYP58YMUK4NQp6c3o5QXccw+QkCDdX5tdyOOgHjwW6qH1Y5GUdPszw1Lb6q67gKeeAjp1Ujo6+8l1HDp2BFatAk6ckD5Dg4KAFi2kBNjy1IGB0uKvJSWAt3f55ygqku4PDKzdZy5g/99jEqJsr1nV/va3v2Hbtm1YvHixdWr3zz//jGeeeQb9+vVzWqtJeno6mjRpgl9++QVdS3X8zpkzBx9//DFOnjxZ7ndmzpyJWbNmldu+Zs0apyVfREREJK+CggIMHz4c165dQ0BAQKWPc7il5uuvv8ZXX32Fnj17Wrc98MAD8PHxwbBhw5zeFVS2arEQotJKxi+99BKmTp1q/Tk3NxcRERHo379/lTtFrYqLi7F161b069ev3KwzkjhytWU2V3wVUh0eB/vVdB/bi8dCPbR6LMxmqQX30CGgWbPy4/DOngViY6XPFWd308nxfnH1cUhKAqZPl2Ju0EBqsbl5U5plGhQEvPmmPC1dlp6W6tRole4GDRqU2x4WFoaCggJHn85uoaGhcHd3R0ZGhs32S5cuVRgPIBUK9PLyKrfdw8NDU2+6srQev7MkJgIvvHB7amFIiDS4bf9+4PRp275gOZZR4HGomiuXquCxUA+tHYsjR6R/ISHArVvl7w8OBg4fli6UnDnYVe73i6uOw733AnPmlI+9VSt5K2Xb+7c4nHd26dIFM2bMwM2bN63bbty4gVmzZqFLly6OPp3dPD090b59e2zdutVm+9atW226o8iYbt2SrgguXADCwoC6dSufWqjXlYrVhPvYuLQ22FYNg121/n7p2hX47DPgk0+A5cul208/VaZEgMMtNe+99x4GDBiA8PBwxMbGwmQyISUlBd7e3vjxxx+dEaPV1KlTMXLkSHTo0AFdunTBihUrcO7cOYwfP96pr0vqlpgoJTQ7d0pNtTk5UjITHS1dZZWeWnjkCJdRcDYuVWFsCQnS+0wrC8kqvXyEXt4vallM1OGkpnXr1vjvf/+Lzz77DCdOnIAQAo8//jj++te/wqeyVFcmjz32GK5evYrXX38dFy9eROvWrbF582ZERkY69XVJvSxXOH/8Ib2pfH2lfvBr16QkJiZG+jCyVBI+eFB9dRX0xgirQVN5SUnS7aFDUleO0pVl7aV0bSu+X+TlcFIDAD4+PkhISJA7FrtMmDABEyZMUOS1SV1KX+FERUmJjNkM1KkjdT/l50uD/IKCbl9tAVxGwdm4VIXxmM3SQNpHHpEG21rGpmihtUHp5SP4fpGX3YfpwIED6NWrV4UjkK9du4ZevXrh0KFDsgZHVJXSVzgBAdIHaGHh7dLe3t5S0b3c3NulvePjuYyCs3GpCuM5elQaSAtocyFZJZeP4PtFXnYnNQsWLEDv3r0rnAodGBiIfv364e2335Y1OKKqlL7CMZmk1hpPT6CgQLpSNJmk299/v3211aYNVyp2Nq4GbTyW92JllKgs6yilBrvy/SIvu5OapKQkPPTQQ5Xe/+CDD1Za2VfPtDbSX0/KXuGEhEgfDoGBUjJTUCAdj9atb19tcRkF5+M+Nh7Le7EyWmltUGL5CL5f5GX3mJoLFy7A39+/0vv9/Pxw8eJFWYLSClfW4aDyKhrgFxIifQjk5kotNK1bA5s2SeNsLCxNzZZjl5kpHbv4eHnrKhgZ97GxtGolFbkEKm9t4EKyleP7RT52JzX169fHyZMnER0dXeH9J06cQGhoqGyBqZ1l1o2l0JtWRvrrSVUD/C5fBpo0AV55xTahseBKxc7HfWwcbm5S1e6rV6XB+ZYZh64abKsHfL/Iw+6kpm/fvpg9ezYGDBhQ7j4hBObMmYO+ffvKGpxa6aWugB7U5gpHLXUV9Iz72Dg6dQI2bwbatpW64tna4Di+X2rP7qRm+vTpaN++PTp16oTnn38ed999N0wmE44fP44FCxbg1KlTWLVqlTNjVQ3WFVAXXuGQPcxmniOu8OGH0kwo7mdSgt1JzR133IFt27ZhzJgxePzxx62LSAohEBMTg61bt6J58+ZOC1RNWFdAfXiFQ1Xh+DfX4XuRlORQ8b0OHTrgt99+Q0pKCv773/9CCIG77roL7dq1c1J46qR0WW0ish/HvxEZR40qCrdr185wiUxpSpfVJiL7cPwbkbHwbVwDrCtApA2OjH8jIu3j124NKVlWm4jsY8/4N7VXuiUi+9Wo+4kknHVDpG4c/0ZkLExqaokj/YnUi+PfiIzFrqTm8OHDdj9h27ZtaxwMKYP1O0gpzj73qqo6zUq3RPpjV1LTrl07mEwmiLKLevyP5T6TyYSSkhJZAyTnYv0OUoqrzj2uq0NkHHYlNWfPnnV2HKQA1u8wDrW1xrn63HPl+De17WsiI7ErqYmMjHR2HORirN9hHGprjVPq3HPF+De17Wsio6nxQOFjx47h3LlzKCoqstk+ZMiQWgdFzsf1q4xBja1xej331LiviYzG4aTmzJkz+NOf/oQjR47YjLOxrAXFMTXawPWr9E+trXF6PPfUuq+JjMbht9ezzz6L6OhoZGZmwtfXF0ePHsWePXvQoUMH7Nq1ywkhUllmM3DkCLBnj3RrNjv+HKXrd1SE9TvUr7rzQK3VdPV47ql1XxMZjcMtNXv37sWOHTtQv359uLm5wc3NDffeey/mzp2LZ555BsnJyc6Ik0pJSJC+xGrTZ8/6Hdpmz9gNtbaI6PHcU+u+JjIah1tqSkpK4Pe/0pyhoaFIT08HIA0mPnnypLzRkY2kJOn20CEgKAiIipJuLX32iYn2P5cz1q+SowWJqmcZu3HwYNXngVpbRPS4dppa9zWR0Tj8sdG6dWtrMb5OnTph/vz5+OWXX/D666+jWbNmsgdIErMZWLFC+n+zZlJfvbv77T777Gypz96RRELO9asSE4ERI4BRo4Dx46XbESMcS7SoemXHblR1HlhaRDIypBaQ0iwtIjExyrSI6G3tNDXvayIjcbj7afr06cjPzwcAvPnmmxg8eDDuu+8+1KtXD+vWrZM9QJIcPQqcOiX9X84ZI3LU79DzrI+Kao4oydGZQ2qupquntdNYuZhIHRxOau6//37r/5s1a4Zjx44hKysLwcHB1hlQJD9Ln31latNnX5v6HXqe9VHZuJUJE5SLydGxG2qvpquntdPUvq+JjKBWC1qeP38eJpMJ4eHhcsVDlbD02VdGqT57I9YcmT4deO45ZeKqyarTemoRUTvuayJlOfxWu3XrFl599VUEBgYiKioKkZGRCAwMxPTp01FcXOyMGAnSB+Ndd0n/V1OfvT0tB4WF2pr1Ud24lZyc249ztZqO3bC0iHTvLt3yS9Z5uK+JlOPw223SpElYsWIF5s+fj+TkZCQnJ2P+/PlYuXIlJk+e7IwYCdIH41NPSf8/e1Y9M0b0OOujutanBg2k/5844frY9DhziIhILg53P61duxaff/45Bg4caN3Wtm1bNG3aFI8//jiWL18ua4B0W6dOwObNQNu20pRpNfTZG7HmiLe3dGtpsXE1jt1QBheqJFI/h5Mab29vREVFldseFRUFT09POWKianz4oTQTSg0frnqc9VHduJWbN6XboCCXhlXuS/WTT6SkRg3ngd5xoUoibXA4qZk4cSLeeOMNrFq1Cl7/G7laWFiI2bNnY9KkSbIHSOWpbcaI3loOqmt9ysyU/t+ihetiqupLtXt318VhRHouWUCkNw4nNcnJydi+fTvCw8MRGxsLADh06BCKiorQp08fPPzww9bHrl+/Xr5ISdX0NOujutYny5gaV/1t/FKVj6NdSGosWcBuMKLKOZzUBAUF4ZFHHrHZFhERIVtApF1qa0Gqjapan55+Grh61TVxqPFLVatq0oWktpIFeusGY4JGcnM4qVm1apUz4iBSncpan0pKpAHbrqC2L1Wtqmlrl5oWqtRbi53eEjRSB+bEBsIFJ6tW0f5RuuaIHusAuZoj62WVpZaSBbX5G9TI3kVZiRxlV0tNfHw8tm/fjuDgYMTFxVW5HMLBgwdlC47kw6uiqql1/9SkgjDZqk1rl1pKFuipxY5dquRMdiU1Dz30kHWm09ChQ50ZDzmB3pqt5abm/aOWL1Utq00XklpKFqipG6y29JSgkfrYldTMmDGjwv+T+vGqqGpq3z9q+VLVstq2dqmhZIGeWuz0lKCR+jg8UHj//v0wm83o1KmTzfakpCS4u7ujQ4cOsgVHtceroqppYf+44ktVz7NQ5GjtUrpkgZ5a7PSUoJH61Kj43gsvvFAuqblw4QLeeustJCUlyRYc1R6viqqmlf3jzC9VtY4nkotcrV1KlizQU4udnhI0Uh+H3wLHjh1DfHx8ue1xcXE4duyYLEGRfNQye0OttLR/nDETyyizUCytXXFx0ppdaWnSbXy8dsaU6eFvALgoKzmXwy01Xl5eyMzMRLNmzWy2X7x4EXXqOPx05GS8KqqakfeP2scTyU3pLiQ56OFvAGreparnblKSh8NZSL9+/fDSSy9h06ZNCAwMBADk5OTg5ZdfRr9+/WQPkGpHT83WzmDk/aOF8URy00PVaz38DYDjCZreu0lJHg4nNQsWLED37t0RGRmJuLg4AEBKSgoaNGiATz/9VPYAqfbUMHtDzbS+f2p69aqV8USkX/YmaGouu0Dq4nBS06RJExw+fBj//ve/cejQIfj4+GDs2LH4y1/+Ag8PD2fESDLQS7O1s2h1/9Tm6pWzUEgLjNZNSrVTo0EwdevWxVNPPSV3LORkemm2dhat7Z/aXr0aeTwRaYcRu0mp5mqU1Jw6dQq7du3CpUuXYC6z2Mhrr70mS2BEVDk5rl6NPJ5IrTgQtjx2k5IjHE5qPvzwQzz99NMIDQ1Fw4YNbdaBMplMTGqIqiHHF5dcV69aH0+kJxwIWzF2k5IjHE5q3nzzTcyePRsvvviiM+Ih0jW5vrjkvHrV6ngiPeFA2Mqxm5Qc4fDHVnZ2Nh599FFnxEJUIbMZOHIE2LNHui3T46kZcha6k7tooDMK+5F9ynYl+vkB7u63uxKzs6WuRK2e97XFYn3kCIdPg0cffRRbtmxxRixE5SQmAiNGAKNGAePHS7cjRmiv0q3cX1yWq9eMDOlqtTTL1WtMDK9etcCRrkSj0ks1ZXI+h7ufmjdvjldffRX79u1DmzZtyk3jfuaZZ2QLjoxNT03ycs/g4CBf/eBAWPuwm5Ts4XBSs2LFCvj5+WH37t3YvXu3zX0mk4lJDcnClbUpXDHjxBlfXBzkqw8cCGs/rZVdINdzOKk5e/asM+IgsuGq2hSumnHirC8uXr1qn6sGwnK6OBkBV6AkVXJFk7wru7ec+cXFq1dtc0VXIqeLk1HYldRMnToVb7zxBurWrYupU6dW+diFCxfKEhgZm7Ob5F1dep1jYKgqzuxK1NPYNKLq2JXUJCcno7i4GABw8OBBm4J7pVW2nchRzm6SV6L0OsfAUFWc0ZXIdZPIaOxKanbu3Gn9/65du5wVC5GVs1s2lJpxwjEwVBW5uxK5bhIZjUMfpbdu3UKdOnXw22+/OSseIitn1qaQu3idI1jojlzFnuS9sFB6nF6KXJKxOTRQuE6dOoiMjERJSYmz4iGy4ayWDZZeJyOwd2za778Dy5dzIDFpn8NfDdOnT8dLL72ErKwsZ8RDVI4zWjZYep2MwJ7K0/XrA0uXyrN8B5HSHJ7S/f777+P06dNo3LgxIiMjUbduXZv7Dx48KFtwRM7Egbukd9WNTQsKkpKb7GwOJCZ9cDipeeihhzjLiXSDA3dJ76pK3gcMABYu5EBi0g+Hk5qZM2c6IQwi5bB4HeldZcn7zz9z3SnSF7uvRwsKCjBx4kQ0adIEYWFhGD58OK5cueLM2IiohjiThcqqaGyakrMAiZzB7paaGTNmYPXq1fjrX/8Kb29vrF27Fk8//TS+/PJLZ8ZHRA5iSXyyF2cBkt7Y3VKzfv16rFy5EitWrMD777+P7777Dhs3bnTZ9O7Zs2eja9eu8PX1RVBQkEteU2949S4vNe5PS0l8zmQhe3AWIOmN3S0158+fx3333Wf9+Z577kGdOnWQnp6OiIgIpwRXWlFRER599FF06dIFK1eudPrr6Q2v3uWXkCAlM2rZnyyJTzXBWYCkJ3YnNSUlJfD09LT95Tp1cOvWLdmDqsisWbMAAKtXr3bJ6+kJF7STV1KSdHvoEBASop79yZL4VFOcBUh6YXdSI4TAmDFj4OXlZd128+ZNjB8/3qZWzfr16+WNkGqFV+/yMpuBFSuARx4BmjUDLDm9GvanUutZkT5wFiDpgd1JzejRo8ttGzFihKzByK2wsBCFhYXWn3NzcwEAxcXF1lXHtcQSsyOxHzsGnDkDREYCZRraAABNm0pfxEeOADExckWqX8eOAWlp0v739Cwu1yKi5P4MDAQCAqQxEd7e5e8vKpLuDwwENHj6V6gm7wlyDh4LddDrcbD37zEJUbZ4tuvMnDnT2q1Umf3796NDhw7Wn1evXo0pU6YgJyenxs+/Zs0a+Pr6OhwvERERuV5BQQGGDx+Oa9euISAgoNLHKZrUXLlypdpaN1FRUfAuddnpSFJTUUtNREQErly5UuVOUavi4mJs3boV/fr1g4eHh12/c+wY8Le/SVfnZVa0AADk5wPXrgEffKCNlhqzGThxQlqtOygIaNHCtd08x44BkycX4/nnt2LNmn4oLrY9DkruT7MZ+OIL4N13gYICICJC6nK6eVPqdgoKAt58E+jUybVxOVNN3hMkL8t7Mju7GNeubUXfvv3g6cljoRS9vidyc3MRGhpabVLjcEVhOYWGhiI0NNRpz+/l5WUzBsjCw8ND0wfbkfjbtJHGflRWh+LcOWmWg1wLRTqTGmZwtWkjTZMGgKIiD9y6dfs4KLk/S++b7GwpscrIkJJZy6BPPc9k0fp7WqtKn3cAMHMm8PTTHhg/3kO355pW6O09Ye/fovKvsdvOnTuHlJQUnDt3DiUlJUhJSUFKSgry8vKUDk3V9FKHQi31V9zcgKeekv5/9qw69mfZfRMTA8TGSv/38wOmTgU+/VS/CQ0po+x517SptP3wYdZEIuWo/Kvsttdeew1xcXGYMWMG8vLyEBcXh7i4OPz6669Kh6Z6ljoUcXFSt01amnQbH6+N6dxlZ3D5+QHu7rdnHGVnSzOOXFX8ztJ907at8vuzsn3j7y+1zpSUAD/84Lp4yBgqO+8AIDra9e9JIgtFu58csXr1ataoqQUt16FQa/2VDz8ETp1Sdn+qdd+Q65nNrnt/87wjtdJMUkO1p9U6FGqtv6KG/anWfUOu5erxZjzvSK00cJ1ORseVhCvHfUNKjDfjeUdqxaSGVM+yknBGhjTDqDTLSsIxMcZcSZj7xtiUGm+mxHmnxgVkSX2Y1JDq6WUGlzNw3xibI2Nb5FTZeQdIswLlPu8SE4ERI4BRo4Dx46XbESM4w4rK40cdaYLWZ3A5E/eNcdkztqWw0DljW8qed+fOSdtjY+U979RSzoG0gQOFSTO0PIPL2bhvjKn02BY/v/L3O3tsS+nzLitLSm5WrJBeUw72Lsh7zz23C0/y3Dc2JjWkKWqYcaRW3DfGYxnbUlnF8IwMqcXOmWOqLOddcTGwebO8yYQ93Wv79wNDhgAXLypXaZzUg7ksEZFG6X1MVXXdazdvAn/8ISU/7JoigEkNEZGm6XlMVVVTx4UAzpyRuqgiI5WvNE7qwO4nIiKN0+uYqqq613JzpYVbAwOBsos2s6qxcWn8lCciIuD22Jbu3V2/SryzVNW99vvvUvJSNtmxcObML1IvHZz2RESkV5V1r7VuDUREVD7TilWNjYndT0REpGoVda+1bCkV4VNy5hepD5MaIiKSzbFj0lgXucf1VFSyYNIkaZZTaqo0hsbHR2qhycjQ/swvqhkmNUREVGtJSdLt3/4mDeJ1Rb0YS9eUZYXyzEzpdePjpYRGyzO/qGaY1BARUa0kJgLTpwPPPSfNRgoJkVpMLPVinDm1XK8zv6hmmNQQEVGNWZYysMwyqltXqi5cdimDzp2dl2iwmjZZMJclIqIasyxl0LBh+fucuVI4UUWY1BARUY1ZljLw9q74ftaLIVdiUkNERDVmWcrg5s2K72e9GHIlJjVERFRjlqUMMjPL32epFxMTw3ox5BpMaoiIqMYsSxkEBUk/5+fra6Vw0hbOfiIiolrp2hV4803g6lWp8J6lTg3rxZCrMakhIqJa69QJ2LwZ+OAD51QUJrIHkxoiIpJNTAzg4aF0FGRUzKGJiIhIF9hSQ0RELmM2c0kDch4mNURE5BKJibcXnywsdM2ilxZMpoyBSQ0RETldYqK0uGVWFtCokVRp2FWLXiqZTJFrMU8lIiKnsix6mZUFNG8uLXbp7n570cvsbGnRS7NZ/te2JFMHD0q1dKKipFtLMpWYKP9rknKY1BCpkNkMHDkC7Nkj3Trjw57IVSyLXjZqJC1yWZozF71UMpkiZbD7iUgmcvXZs6mc9May6KWPT8X3+/hIyyzIveilI8lUmzbyvjYpg0kNkQzkSkSUHHdA5CyWRS9v3JBaScpy1qKXSiVTpBx2PxHVklx99mwqJ72yLHqZkSEtclmaMxe9LJ1MVYQriOsPkxqiWpAzEVFq3AGRs1kWvQwOlha5zMtzzaKXSiVTpBwmNUS1IGciYk9TeWEhm8pJm7p2lbpP4+KAnBwgLU26jY93XreqUskUKYdjaohqQc4+e6XGHRC5SteuQOfOri2CZ0mmLGPeMjO5grieMakhqgU5ExFLU3lystR1Vbrlx9JUHh/PpnLSNjc31880UiKZImXwkBLVgpx99mwqJ9Ynch5LMtW9u3TL95E+saWGqBYsici0aVLi0bDh7WnYGRmOJyJsKjcu1iciqj0mNUS1JHciwqZy42F9IiJ5MKkhkoHciYgS4w5IGWXLAljGUlnKAqSmSmUBOndmYktUHSY1RDJhIiIfuZac0AKW8ieSD5MaIlIVo40tYSl/Ivno9NqHiLRIriUntISl/Inkw6SGiFTBqGtfsZQ/kXyY1BCRKhh17SvWJyKSD98mRKQKRl77yhXrIrGwHxkBBwoTkSoYfe0rZ9YnMtrgazIuttQQkSpwbIlzSvkbcfA1GReTGiJSBY4tkZ9RB1+TcfHjgYhUwxVjS4zEqIOvybg4poaIVIVrX8mHhf3IaJjUEJHqcMkJeRh98DUZD699iIh0ioOvyWiY1BAR6RQHX5PR8FQmItIxDr4mI+GYGiIinePgazIKJjVERAbAwddkBMzTiYiISBeY1BAREZEuMKkhIiIiXWBSQ0RERLrApIaIiIh0gUkNERER6QKTGiIiItIFJjVERESkC0xqiIiISBc0kdSkpaXhySefRHR0NHx8fHDHHXdgxowZKCoqUjo0IiIiUglNLJNw4sQJmM1mfPDBB2jevDl+++03JCQkID8/H++8847S4REREZEKaCKpGTBgAAYMGGD9uVmzZjh58iSWLVvGpIaIiIgAaKT7qSLXrl1DSEiI0mEQERGRSmiipaas1NRULFq0CAsWLKjycYWFhSgsLLT+nJubCwAoLi5GcXGxU2N0BkvMWoxdT3gc1EPLx8JsBk6cAHJygKAgoEULaSVtrdLysdATvR4He/8ekxBCODmWSs2cOROzZs2q8jH79+9Hhw4drD+np6ejR48e6NGjB/71r3/V6PnXrFkDX1/fmgVNRERELlVQUIDhw4fj2rVrCAgIqPRxiiY1V65cwZUrV6p8TFRUFLy9vQFICU2vXr3QqVMnrF69Gm7VXNZU1FITERGBK1euVLlT1Kq4uBhbt25Fv3794OHhoXQ4hsXjoB5aPBZJScD06UB2NtCwIeDtDdy8CWRmSi02b74JdOqkdJSO0+Kx0CO9Hofc3FyEhoZWm9Qo2v0UGhqK0NBQux574cIF9OrVC+3bt8eqVauqTWgAwMvLC15eXuW2e3h4aPpgaz1+veBxUA+tHAuzGVi6FMjIAJo3B0wmaZunJxAeDqSmAsuWAV27arcrSivHQu/0dhzs/Vs08bZJT09Hz549ERERgXfeeQeXL19GRkYGMjIylA6NiMhuR48Cx48DjRpJCU1pJpPUcnPsmPQ4InKcJgYKb9myBadPn8bp06cRHh5uc5+CvWdERA7JzgYKCwEfn4rv9/GRuqGys10bF5FeaKKlZsyYMRBCVPiPiEgrgoMBLy+goADIzQWuXpVuLR9lN25I9wcHKxsnkVZpoqWGiEgPWrUC6tcH9u2TfhZCGjvj5wdERQFZWUB8vPQ4InIckxoiIhfZtw+4eBEoLpbG0Hh7S7fZ2VJC07w5MHGidgcJEymNbx0iIhcwm4HFi6WEJi5O6mIqKQGKigAPD2kGVKNGQOfOSkdKpF1sqSEicoHSM5/8/ICQEOD6dSnJ8fCQWmwuX5Ye16aN0tESaROTGiIiFyg788lkAkrXECspAS5d4swnotpg9xMRkQtYZj7duFHx/Zz5RFR7TGqIiFygVSugZUupmnDZahRCSNtjYjjziag2mNQQEbmAmxswaZLUEpOaCuTlSV1OeXnSz8HBnPlEVFt8+xARuUjXrsA770izn3JygLQ06TY+XtretavCARJpHAcKExG5UNeu0rTto0elQcHBwVKXE1toiGqPSQ0RkYu5uXHaNpEz8NqAiIiIdIFJDREREekCkxoiIiLSBSY1REREpAtMaoiIiEgXmNQQERGRLjCpISIiIl1gUkNERES6wKSGiIiIdMFQFYXF/5bGzc3NVTiSmikuLkZBQQFyc3Ph4eGhdDiGxeOgHjwW6sFjoQ56PQ6W721Rdon7MgyV1Fy/fh0AEBERoXAkRERE5Kjr168jMDCw0vtNorq0R0fMZjPS09Ph7+8Pk8mkdDgOy83NRUREBM6fP4+AgAClwzEsHgf14LFQDx4LddDrcRBC4Pr162jcuDHcqlj91VAtNW5ubggPD1c6jFoLCAjQ1cmqVTwO6sFjoR48Fuqgx+NQVQuNBQcKExERkS4wqSEiIiJdYFKjIV5eXpgxYwa8vLyUDsXQeBzUg8dCPXgs1MHox8FQA4WJiIhIv9hSQ0RERLrApIaIiIh0gUkNERER6QKTGiIiItIFJjUalJaWhieffBLR0dHw8fHBHXfcgRkzZqCoqEjp0Axp9uzZ6Nq1K3x9fREUFKR0OIaxdOlSREdHw9vbG+3bt8dPP/2kdEiGtGfPHjz44INo3LgxTCYTNm7cqHRIhjR37lx07NgR/v7+CAsLw9ChQ3Hy5Emlw3I5JjUadOLECZjNZnzwwQc4evQo/vnPf2L58uV4+eWXlQ7NkIqKivDoo4/i6aefVjoUw1i3bh2mTJmCV155BcnJybjvvvswcOBAnDt3TunQDCc/Px+xsbFYvHix0qEY2u7duzFx4kTs27cPW7duxa1bt9C/f3/k5+crHZpLcUq3Trz99ttYtmwZzpw5o3QohrV69WpMmTIFOTk5Soeie506dUJ8fDyWLVtm3dayZUsMHToUc+fOVTAyYzOZTNiwYQOGDh2qdCiGd/nyZYSFhWH37t3o3r270uG4DFtqdOLatWsICQlROgwipysqKsKBAwfQv39/m+39+/dHYmKiQlERqcu1a9cAwHDfC0xqdCA1NRWLFi3C+PHjlQ6FyOmuXLmCkpISNGjQwGZ7gwYNkJGRoVBUROohhMDUqVNx7733onXr1kqH41JMalRk5syZMJlMVf779ddfbX4nPT0dAwYMwKOPPopx48YpFLn+1ORYkGuZTCabn4UQ5bYRGdGkSZNw+PBhrF27VulQXK6O0gHQbZMmTcLjjz9e5WOioqKs/09PT0evXr3QpUsXrFixwsnRGYujx4JcJzQ0FO7u7uVaZS5dulSu9YbIaCZPnoxvvvkGe/bsQXh4uNLhuByTGhUJDQ1FaGioXY+9cOECevXqhfbt22PVqlVwc2Ojm5wcORbkWp6enmjfvj22bt2KP/3pT9btW7duxUMPPaRgZETKEUJg8uTJ2LBhA3bt2oXo6GilQ1IEkxoNSk9PR8+ePdG0aVO88847uHz5svW+hg0bKhiZMZ07dw5ZWVk4d+4cSkpKkJKSAgBo3rw5/Pz8lA1Op6ZOnYqRI0eiQ4cO1pbKc+fOcVyZAvLy8nD69Gnrz2fPnkVKSgpCQkLQtGlTBSMzlokTJ2LNmjXYtGkT/P39rS2ZgYGB8PHxUTg6FxKkOatWrRIAKvxHrjd69OgKj8XOnTuVDk3XlixZIiIjI4Wnp6eIj48Xu3fvVjokQ9q5c2eF5//o0aOVDs1QKvtOWLVqldKhuRTr1BAREZEucCAGERER6QKTGiIiItIFJjVERESkC0xqiIiISBeY1BAREZEuMKkhIiIiXWBSQ0RERLrApIZIR3r27IkpU6bI9nwzZ85Eu3btZHs+AEhLS4PJZLJWXiYikguTGiIVGjNmjHU1cA8PDzRr1gzTpk1Dfn5+lb+3fv16vPHGG7LFMW3aNGzfvl2253PE6dOnMXbsWISHh8PLywvR0dH4y1/+wtXRy7A3kV2/fj3uv/9+hIaGMqkk3WJSQ6RSAwYMwMWLF3HmzBm8+eabWLp0KaZNm1bhY4uLiwEAISEh8Pf3ly0GPz8/1KtXT7bns9evv/6K9u3b49SpU/jggw9w7NgxbNiwAS1atMDzzz/v8nj0ID8/H926dcO8efOUDoXIeZRep4GIyhs9erR46KGHbLaNGzdONGzYUAghxIwZM0RsbKxYuXKliI6OFiaTSZjNZtGjRw/x7LPPWn8nMjJSzJ49W4wdO1b4+fmJiIgI8cEHH9g87/nz58Vjjz0mgoODha+vr2jfvr3Yt2+fzeuUjWvmzJmifv36wt/fXzz11FOisLDQ+pjvv/9edOvWTQQGBoqQkBAxaNAgcfr0aev9Z8+eFQBEcnJyhX+72WwWrVq1Eu3btxclJSXl7s/Ozrb+//Dhw6JXr17C29tbhISEiISEBHH9+vVy8c6ePVuEhYWJwMBAMXPmTFFcXCymTZsmgoODRZMmTcTKlSvLxbd27VrRpUsX4eXlJWJiYsqt5bVr1y7RsWNH4enpKRo2bChefPFFUVxcbL2/R48eYvLkyeLvf/+7CA4OFg0aNBAzZsyweY6cnByRkJBg3Ze9evUSKSkp1vst+/+TTz4RkZGRIiAgQDz22GMiNzfX+vehzFo/Z8+erXC/2rv/ibSMLTVEGuHj42NtkQGk7pkvvvgCX3/9dZVdCQsWLECHDh2QnJyMCRMm4Omnn8aJEycASCss9+jRA+np6fjmm29w6NAhvPDCCzCbzZU+3/bt23H8+HHs3LkTa9euxYYNGzBr1izr/fn5+Zg6dSr279+P7du3w83NDX/605+qfM7SUlJScPToUTz//PNwcyv/ERUUFAQAKCgowIABAxAcHIz9+/fjyy+/xLZt2zBp0iSbx+/YsQPp6enYs2cPFi5ciJkzZ2Lw4MEIDg5GUlISxo8fj/Hjx+P8+fM2v/f3v/8dzz//PJKTk9G1a1cMGTIEV69eBQBcuHABDzzwADp27IhDhw5h2bJlWLlyJd58802b5/j4449Rt25dJCUlYf78+Xj99dexdetWAIAQAoMGDUJGRgY2b96MAwcOID4+Hn369EFWVpb1OVJTU7Fx40Z8++23+Pbbb7F7925ra8t7772HLl26ICEhARcvXsTFixcRERFh134m0iWlsyoiKq9sS01SUpKoV6+eGDZsmBBCuoL38PAQly5dsvm9ilpqRowYYf3ZbDaLsLAwsWzZMiGEEB988IHw9/cXV69erTCOilpqQkJCRH5+vnXbsmXLhJ+fX4WtKkIIcenSJQFAHDlyRAhRfUvBunXrBABx8ODBCu+3WLFihQgODhZ5eXnWbd99951wc3MTGRkZ1ngjIyNtYrv77rvFfffdZ/351q1bom7dumLt2rU28c2bN8/6mOLiYhEeHi7eeustIYQQL7/8srj77ruF2Wy2PmbJkiU2+6FHjx7i3nvvtYm5Y8eO4sUXXxRCCLF9+3YREBAgbt68afOYO+64w9qaNmPGDOHr62ttmRFCiL///e+iU6dO1p/LHvPqsKWG9IwtNUQq9e2338LPzw/e3t7o0qULunfvjkWLFlnvj4yMRP369at9nrZt21r/bzKZ0LBhQ1y6dAmA1CoSFxeHkJAQu+OKjY2Fr6+v9ecuXbogLy/P2tKRmpqK4cOHo1mzZggICEB0dDQA4Ny5c3Y9vxDCGmtVjh8/jtjYWNStW9e6rVu3bjCbzTh58qR1W6tWrWxafBo0aIA2bdpYf3Z3d0e9evWs+6T032VRp04ddOjQAcePH7e+dpcuXWxi7NatG/Ly8vDHH39Yt5Xe9wDQqFEj6+scOHAAeXl5qFevHvz8/Kz/zp49i9TUVOvvREVF2YyTKv0cRGSrjtIBEFHFevXqhWXLlsHDwwONGzeGh4eHzf2lv8yrUvb3TCaTtSvIx8dHnmBxOwl58MEHERERgQ8//BCNGzeG2WxG69atUVRUZNfz3HXXXQCkxKGq6eRCiEoTn9LbK/r7q9onVbE8b0WvXVEyVtXrmM1mNGrUCLt27Sr3OpYutuqeg4hssaWGSKXq1q2L5s2bIzIystwXm1zatm2LlJQUmzEc1Tl06BBu3Lhh/Xnfvn3w8/NDeHg4rl69iuPHj2P69Ono06cPWrZsiezsbIdiateuHWJiYrBgwYIKv7xzcnIAADExMUhJSbGZ5v7LL7/Azc3NmhjVxr59+6z/v3XrFg4cOIAWLVpYXzsxMdGayABAYmIi/P390aRJE7uePz4+HhkZGahTpw6aN29u8y80NNTuOD09PVFSUmL344n0jEkNkYH95S9/QcOGDTF06FD88ssvOHPmDL7++mvs3bu30t8pKirCk08+iWPHjuH777/HjBkzMGnSJLi5uSE4OBj16tXDihUrcPr0aezYsQNTp051KCaTyYRVq1bh1KlT6N69OzZv3owzZ87g8OHDmD17Nh566CEAwF//+ld4e3tj9OjR+O2337Bz505MnjwZI0eORIMGDWq1XwBgyZIl2LBhA06cOIGJEyciOzsbTzzxBABgwoQJOH/+PCZPnowTJ05g06ZNmDFjBqZOnVrh4OaK9O3bF126dMHQoUPx448/Ii0tDYmJiZg+fbpDtXiioqKQlJSEtLQ0XLlypdJWnKysLKSkpODYsWMAgJMnTyIlJQUZGRl2vxaR2jGpITIwT09PbNmyBWFhYXjggQfQpk0bzJs3D+7u7pX+Tp8+fXDnnXeie/fuGDZsGB588EHMnDkTAODm5obPP/8cBw4cQOvWrfHcc8/h7bffdjiue+65B7/++ivuuOMOJCQkoGXLlhgyZAiOHj2Kd999FwDg6+uLH3/8EVlZWejYsSP+/Oc/o0+fPli8eHFNdkU58+bNw1tvvYXY2Fj89NNP2LRpk7UFpUmTJti8eTP+85//IDY2FuPHj8eTTz6J6dOn2/38JpMJmzdvRvfu3fHEE0/grrvuwuOPP460tDSHkrJp06bB3d0dMTExqF+/fqVjl7755hvExcVh0KBBAIDHH38ccXFxWL58ud2vRaR2JlG6/ZSIqApjxoxBTk4ONm7cqHQoTpOWlobo6GgkJyfLvkQEETkXW2qIiIhIF5jUEBERkS6w+4mIiIh0gS01REREpAtMaoiIiEgXmNQQERGRLjCpISIiIl1gUkNERES6wKSGiIiIdIFJDREREekCkxoiIiLSBSY1REREpAv/D2mkVG9nLFy3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 62\n",
    "# Write a python snippet to demonstrate use of PCA on 100 samples with 3 features generated randomly.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Generate random data with 100 samples and 3 features\n",
    "np.random.seed(42)\n",
    "X = np.random.rand(100, 3)\n",
    "\n",
    "# Standardize the data\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA\n",
    "pca = PCA(n_components=2)  # Reduce to 2 principal components\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "\n",
    "# Print explained variance ratio\n",
    "print(\"Explained variance ratio:\", pca.explained_variance_ratio_)\n",
    "\n",
    "# Scatter plot of PCA components\n",
    "plt.scatter(X_pca[:, 0], X_pca[:, 1], color='blue', alpha=0.7)\n",
    "plt.xlabel(\"Principal Component 1\")\n",
    "plt.ylabel(\"Principal Component 2\")\n",
    "plt.title(\"PCA Transformation (2D Projection)\")\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained Variance Ratio: [0.37743432 0.33646087]\n"
     ]
    },
    {
     "data": {
      "image/png": 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5RuzZs8fsJJBr164VrVq1EgEBAaJChQqiU6dOYvfu3Wbf4++//zbZXlpMlkY5GkRGRhq/WxqNRlSsWFHUr19fxMfHm53sU4jCyUfr168v/P39Re3atcXMmTNFcnKyACDOnTtn3O/8+fMiLi5OBAYGCgAiMjLS+NisWbNEzZo1hb+/v2jYsKFYvHix2eNI5C4aISQMdyEiIiLycKw5IiIiIiqCyRERERFREUyOiIiIiIpgckRERERUBJMjIiIioiKYHBEREREVwUkgLdDr9bhy5QoCAwNNZnQlIiIi+RJC4ObNm6hWrZrJ4s7WYHJkwZUrV0qsGE5ERETKcPHiRVSvXl3Sc5gcWRAYGAig8OAGBQW5ORoiIiKyRm5uLmrUqGG8jkvB5MgCQ1daUFAQkyMiIiKFsaUkhgXZREREREUwOSIiIiIqgskRERERURFMjoiIiIiKYHJEREREVASTIyIiIqIimBwRERERFcHkiIiIiKgIxSVHCxYsQK1atRAQEIDmzZtj586dZe6fl5eHt99+G5GRkfD390edOnWwZMkSF0VLRERESqOoGbJXrlyJsWPHYsGCBWjbti0WLVqEbt26IT09HQ8//LDZ5/Tv3x9//fUXkpOTUbduXVy9ehUPHjxwceRERGSPAr3AvnPXcfXmPYQEBqBlrcrw9uJi4OQcGiGEcHcQ1mrVqhWaNWuGhQsXGrc1bNgQTz/9NGbOnFli/40bN2LgwIE4e/YsKleubNN75ubmQqvVQqfTcfkQIiI32HgsE0nr0pGpu2fcFq4NQEKvKHSNDndjZCRn9ly/FdOtdv/+fRw8eBBxcXEm2+Pi4rBnzx6zz/npp5/QokULzJkzBxEREahXrx4mTpyIu3fvlvo+eXl5yM3NNfkhIiL32HgsE68tO2SSGAFAlu4eXlt2CBuPZbopMvJkikmOrl27hoKCAoSGhppsDw0NRVZWltnnnD17Frt27cKxY8ewZs0azJ8/H99//z1ef/31Ut9n5syZ0Gq1xp8aNWo49HMQEZF1CvQCSevSYa57w7AtaV06CvSK6QAhhVBMcmRQfHVdIUSpK+7q9XpoNBosX74cLVu2RPfu3TFv3jx89dVXpbYeTZ06FTqdzvhz8eJFh38GIiKybN+56yVajIoSADJ197Dv3HXXBUWqoJiC7ODgYHh7e5doJbp69WqJ1iSD8PBwREREQKvVGrc1bNgQQghcunQJjzzySInn+Pv7w9/f37HBExF5EFcVR1+9WXpiZMt+RNZSTHLk5+eH5s2bY8uWLejbt69x+5YtW9CnTx+zz2nbti1WrVqFW7duoWLFigCAkydPwsvLC9WrV3dJ3EREnsSVxdEhgQEO3Y/IWorqVhs/fjy+/PJLLFmyBBkZGRg3bhwuXLiAkSNHAijsEhs8eLBx/0GDBqFKlSoYNmwY0tPT8fvvv2PSpEl46aWXUK5cOXd9DCIiRXJ1cXTLWpURrg1AaW1SGhQmZi1r2TYamag0ikqOBgwYgPnz52PatGmIiYnB77//jg0bNiAyMhIAkJmZiQsXLhj3r1ixIrZs2YKcnBy0aNECL7zwAnr16oWPP/7YXR+BiEiR3FEc7e2lQUKvKAAokSAZfk/oFcX5jsjhFDXPkTtwniMiIiDlTDaeX5xqcb8VI1ojtk4Vh7435zkiW9hz/VZMzREREbmPO4uju0aHo0tUWKlF4Jw9mxyNyREREVnk7uJoby+N2RYptiqRMyiq5oiIiNxDjsXRnD2bnIXJERERWSS34mjOnk3OxOSIiIis0jU6HAtfbIYwrWnXWZg2AAtfbObSbizOnk3OxJojIiIn86SCYUvF0a7C2bPJmZgcERE5kScWDJdWHO1K7i4QJ8/GbjUiIidhwbDzyLFAnDwHkyMiIidgwbBzya1AnDwLkyMiIidgwbDzyalAnDwLa46IiJyABcOuIZcCcfIsTI6IiJyABcOuI4cCcfIs7FYjInICFgwTKReTIyIiJ2DBMJFyMTkiInISFgwTKRNrjoiInIgFw0TKw+SIiMjJWDBMpCzsViMiIiIqgskRERERURFMjoiIiIiKYHJEREREVASTIyIiIqIimBwRERERFcHkiIiIiKgIznNERKpWoBecoJGITDA5IiLV2ngsE0nr0pGpu2fcFq4NQEKvKC7tQaRi7FYjIlXaeCwTry07ZJIYAUCW7h5eW3YIG49luikyInI3JkdEpDoFeoGkdekQZh4zbEtal44Cvbk9iMjTMTkiItXZd+56iRajogSATN097Dt33XVBEZFssOaIiFTn6s3SEyNb9lMSFqATWcbkiIhUJyQwwKH7lUVOyQgL0Imsw+SIFEdOFxtSppa1KiNcG4As3T2zdUcaAGHawu+WPeSUjBgK0It/XkMB+sIXmzFBIvr/mByRosjpYkPK5e2lQUKvKLy27BA0gEnCYEizE3pF2ZV0yykZsVSArkFhAXqXqDDeaBCBBdmkIBx6TY7UNTocC19shjCtaddZmDbA7sRFbqPhWIBOJA1bjkgReOdLztA1OhxdosIc3k0rJRmJrVPFrveyhpoL0IlsweSIFEFuFxvyHN5eGod/Z+SWjLiyAJ3IE7BbjRRBbhcborLILRkxFKCX1h6mQWHtnr0F6ESegskRKYLcLjZEZZFbMmIoQDe8d/FYAPsL0Ik8CZMjUgS5XWyIyiLHZMSZBehEnkYjhODiQWXIzc2FVquFTqdDUFCQu8NRNcNoNcD80Gue4Elu5Dj1BOcJI7Ww5/rN5MgCJkfyIseLDVFZmIwQuQeTIydiciQ/vNgQkVQ8b6iPPddvDuUnxXHG0Gsi8lxscSapWJBNRA5RoBdIOZONH9MuI+VMtstmfyYqC2fWJ1uw5YiI7MY7c5IjzqxPtlJcy9GCBQtQq1YtBAQEoHnz5ti5c6dVz9u9ezd8fHwQExPj3ACJVIZ35iRXXFOObKWo5GjlypUYO3Ys3n77bRw+fBjt27dHt27dcOHChTKfp9PpMHjwYHTq1MlFkRLJnyO6weS2wCpRUZxZn2ylqG61efPmYfjw4Xj55ZcBAPPnz8emTZuwcOFCzJw5s9Tnvfrqqxg0aBC8vb2xdu1aF0VLJF+O6gbjmnckZ5xZn2ylmJaj+/fv4+DBg4iLizPZHhcXhz179pT6vKVLl+LMmTNISEiw6n3y8vKQm5tr8kPkSaztBrOmZYl35iRnnFmfbKWYlqNr166hoKAAoaGhJttDQ0ORlZVl9jmnTp3ClClTsHPnTvj4WPdRZ86ciaSkJLvjJZIjawtU9XqB6T9nWGxZ4p05yZlhGZfXlh2CBuZn1ueacmSOYlqODDQa0y+xEKLENgAoKCjAoEGDkJSUhHr16ln9+lOnToVOpzP+XLx40e6YieTC2m6wUd8ctqrAmnfmJHdcU45soZiWo+DgYHh7e5doJbp69WqJ1iQAuHnzJg4cOIDDhw9j9OjRAAC9Xg8hBHx8fLB582Z07NixxPP8/f3h7+/vnA9B5Gb2dG+ZG/rMO3NSgq7R4egSFcYZsslqimk58vPzQ/PmzbFlyxaT7Vu2bEGbNm1K7B8UFIQ//vgDaWlpxp+RI0eifv36SEtLQ6tWrVwVOpFs2Nu9ZW7oM+/MSQkMM+v3iYlAbJ0qTIyoTIppOQKA8ePHIz4+Hi1atEBsbCy++OILXLhwASNHjgRQ2CV2+fJlfP311/Dy8kJ0dLTJ80NCQhAQEFBiO5FaGLrBsnT3zNYdWat4CxTvzInIkygqORowYACys7Mxbdo0ZGZmIjo6Ghs2bEBkZCQAIDMz0+KcR0RqZqkbzNqEyVwLFNe8IyJPoRFCcHa2Mtizqi+RXJU2z9G7PaIw/ef0UluWNCjsLts1uSNbhYhI1uy5fiuq5Yj+UaAX7MIgm5XVDeblBRZYE5GqseXIAjm2HHGRT3I2fseISOnsuX4zObJAbsmRYXbj4v9phvt4jg4iR2HrJDkTv1/kbOxWUwlrZzc2zEFDZA8WWJOzsGWS5E4x8xyRtEU+iYjkyNq1/YjcicmRgnCRTyJSMkut30Bh67e5RY6JXInJkYJwkU8iUjK2fpNSMDlSEC7ySURKxtZvUgomRwpimN0YQIkEiXPQEJHcsfWblILJkcJwkU8iUiq2fpNScCi/AnGRTyJSIktr+wFs/SZ54CSQFshtEkgiIqXjPEfkCpwEkoiIFIOt3yR3TI6IiMjlOAM7yRkLsomIiIiKYMsRERGRG3DxXflickRERORiLEqXN3arERERuRAX35U/JkdERB6kQC+QciYbP6ZdRsqZbC7iKjNcfFcZ2K1GROQh2FVjmbvrfKQsvsvRfO7D5IiIyAMYumqKtzcYumq4vJA8kkcuvqsM7FYjIlI4dtVYJpc6Hy6+qwxMjoiIFE5KV40auSJ5tLbWi4vvKgO71YiIFM4RXTXursVxJmfX+UjpruPiu8rA5IiISOHs7aqRQy2OMzmzzseWWq+u0eFY+GKzEsc8zIOOudIxOSJSAE++qyf7GbpqsnT3zHYdaVB44TXXVaOGQm5n1flY6q7ToLC7rktUWIm/Vy6+K29MjohkztPv6sl+tnbV2HNxVxJ7ksey2Ntdx8V35YsF2UQyJpcRNiR/hq6aMK1p60eYNqDU1h+1FHIbkkcAJQqh7anz4bB8z8WWIyKZsuWunt1v6ia1q0ZNF3dn1PlwWL7nYnJEJFNSm+zZ/UaAtK4atV3cHV3n46zuOnI/yd1qly5dwq1bt0psz8/Px++//+6QoIhI2l09u9/IFmqcc8eQPPaJiUBsnSp2taw6q7uO3M/q5CgzMxMtW7ZEZGQkHnroIQwZMsQkSbp+/TqefPJJpwRJpEbW3q0HV/Dn7MhkE17c7dclKgxjO9eDtpyvyfayar1I/qxOjqZMmQJvb2/s3bsXGzduRHp6Op544gncuHHDuI8QPPm6AlfdVgdr7+qhgSqKask5bCnkpkIbj2Wi3ext+PDXk8i5mw8AeKicL8Z1fgS7JnfksVMwq2uOfv31V6xZswYtWrQAALRv3x4DBgxAx44dsXXrVgCARsO7C2djXYl6WDs8+9qtPKtezxOKask55D7njhwHGpQ2P5Tubj7m/3oK9cMCeU5WMKuTI51Oh0qVKhl/9/f3x/fff4/nnnsOTz75JJYtW+aUAOkfapisjUxZM8Im5Uy2Va8lx6JaOV701Equc+7I8YZQafND8e9MOquTo9q1a+Po0aN45JFH/nmyjw9WrVqF5557Dj179nRKgFRIaX+M5DiW7uqVOmJGjhc9khe53hA6e602R+LfmW2srjnq1q0bvvjiixLbDQlSTEyMI+OiYtQyWRuZV9YIGyUW1XJ0HVli6YYQcN9AA6XMD8W/M9tZnRzNmDEDq1atMvuYj48PVq9ejbNnzzosMDKllD9Gcg8lFdXK+aJH8iHnG0IlzA/FvzP7WN2t5uPjg6CgoFIf9/b2RmRkpEOCopKU8MdI7iX3oloDJXVJkPvI+YZQCV3Z/DuzD9dWUwg1TtZG0jlygjtnkfNFj+RDzjeESujK5t+ZfZgcKYQz/hg5XxK5g5wveiQfcr8hlHtXNv/O7MO11RTEkQsncgQDuYsSuiTI/ayd58uaG0JnDWWXc1c2/87soxESp7W+cOECatSoUWLCRyEELl68iIcfftihAbpbbm4utFotdDpdmTVXrmTvH3ppw2MNryCHux7ybIbvIGD+osfvIBnYeyOn5htBtf+d2XP9lpwceXt7IzMzEyEhISbbs7OzERISgoKCAkkByJ0ckyN7FOgF2s3eVmqhnuFuYtfkjrK4+yHPpeaLFklj6w0hbwTV/Xdmz/VbcreaEMLsMiG3bt1CQAD7LuWOIxhILuTcJUHyYsvs3Zw4txD/zmxjdXI0fvx4AIXrp7377rsoX7688bGCggLs3bvXJRNBLliwAB988AEyMzPRqFEjzJ8/H+3btze77+rVq7Fw4UKkpaUhLy8PjRo1QmJiIp566imnxylXHMFAciLXJStI+Xgj+A/+nUlndXJ0+PBhAIUtR3/88Qf8/PyMj/n5+aFJkyaYOHGi4yMsYuXKlRg7diwWLFiAtm3bYtGiRejWrRvS09PN1jr9/vvv6NKlC/7973/joYcewtKlS9GrVy/s3bsXTZs2dWqscsURDESkBrwRJHtIrjkaNmwYPvroI7fU37Rq1QrNmjXDwoULjdsaNmyIp59+GjNnzrTqNRo1aoQBAwbgvffes2p/T605sjSCgTVHRKRkKWey8fziVIv7rRjRmq0qHsqe67fkeY6WLl3qliTh/v37OHjwIOLi4ky2x8XFYc+ePVa9hl6vx82bN1G5culDF/Py8pCbm2vy40mUMHmZHHAOKCJlk/s8SSRvkguyb9++jVmzZmHr1q24evUq9Hq9yePOWl/t2rVrKCgoQGhoqMn20NBQZGVlWfUac+fOxe3bt9G/f/9S95k5cyaSkpLsilXuHDlfkidS8+gOIk/hyHmSSH0kJ0cvv/wyduzYgfj4eISHh5sdueZM5uZXsiaGFStWIDExET/++GOJaQiKmjp1qrH4HChslqtRo4btAcsURzCYV9rQX8Mq1lKH/jpr8jkisow3gmQrycnRL7/8gp9//hlt27Z1RjylCg4Ohre3d4lWoqtXr5ZoTSpu5cqVGD58OFatWoXOnTuXua+/vz/8/f3tjlcJOILBlKOH/rIFisj9eCNItpBcc1SpUqUya3acxc/PD82bN8eWLVtMtm/ZsgVt2rQp9XkrVqzA0KFD8c0336BHjx7ODpMUTMrQX0sMLVDFX8/QArXxWKa94RKRlZSwIDPJi+TkaPr06Xjvvfdw584dZ8RTpvHjx+PLL7/EkiVLkJGRgXHjxuHChQsYOXIkgMIuscGDBxv3X7FiBQYPHoy5c+eidevWyMrKQlZWFnQ6nctjJ/lz1NBfSy1QQGELFIu8iYjkSXK32ty5c3HmzBmEhoaiZs2a8PX1NXn80KFDDguuuAEDBiA7OxvTpk1DZmYmoqOjsWHDBkRGRgIAMjMzceHCBeP+ixYtwoMHD/D666/j9ddfN24fMmQIvvrqK6fFSa7lqLoeR80BxcnniIiUTXJy9PTTTzshDOuNGjUKo0aNMvtY8YTnt99+c35ADiDnol05xwY4tq7HUatYc/I5IiJlk5wcJSQkOCMO1ZJz0a6cYwMcP7LMUUN/OQs5EXkSud8kO4PkmiMAyMnJwZdffompU6fi+vXC4tRDhw7h8uXLDg3O08m5aFfOsQHOq+sxDP0N05omLmHaAKuTLU4+R0SeYuOxTLSbvQ3PL07FmG/T8PziVLSbvc3t1wBnk9xydPToUXTu3BlarRbnz5/HiBEjULlyZaxZswb/+9//8PXXXzsjTo8j5xWj5RybgTPreuwd+svJ50hJ1NgqQNZxdOu8kkhuORo/fjyGDh2KU6dOISDgn7vrbt264ffff3docJ7MkcPGHU3OsRk4u67H3qG/jmiBInI2tbYKkGVqH3UrueVo//79WLRoUYntERERVi/jQfIu2pVzbAZKqOvh5HMkZ2puFSDL1D7qVnJyFBAQYHYx1hMnTqBq1aoOCUoN5Hxxl3NsBo4aWeZsnIWc5EgJXefkXkq4SXYmyd1qffr0wbRp05Cfnw+gcK2zCxcuYMqUKXjmmWccHqCnknPRrpxjMzDU9RjiKYp1PURlU0LXObmXEm6SnUlycvSf//wHf//9N0JCQnD37l106NABdevWRWBgIGbMmOGMGD2SnC/uco6tKNb1ENlG7a0CZJkSbpKdSXK3WlBQEHbt2oVt27bh0KFD0Ov1aNasmcUFXakkOa8YLefYimJdD5F0am8VIMvUPupWI4TwzFJzB8nNzYVWq4VOp0NQUJBT3kPOQ2nlHBsR2aZAL9Bu9jaLNXu7Jnfk37vKyX0y4LLYc/22KTnaunUrtm7diqtXr0Kv15s8tmTJEqkvJ2uuSI6IiFzNMFoNMN8qwK5pMlDqTbI912/J3WpJSUmYNm0aWrRogfDwcGg08j9ARERkSild5+R+ahx1K7nlKDw8HHPmzEF8fLyzYpIVthwRkSdTaqsAkSUubTm6f/8+2rRpI/VpREQkQ2psFSCyRPJQ/pdffhnffPONM2IhIiIicjvJLUf37t3DF198gV9//RWPPvoofH19TR6fN2+ew4IjIiIicjXJydHRo0cRExMDADh27JjJYyzOth77+YmIiORJcnK0fft2Z8ShKkqeN4KIiMjTSa45KurSpUu4fPmyo2JRBcPcIsXXNTKshL3xWKabIiN7FOgFUs5k48e0y0g5k40CPedWJSJSKsktR3q9Hu+//z7mzp2LW7duAQACAwMxYcIEvP322/Dysivf8mhcCdszsSWQiMizSE6O3n77bSQnJ2PWrFlo27YthBDYvXs3EhMTce/ePS4+WwYpK2FzaK0yGFoCiye8hpZAzjJMcsSaR6KySU6O/u///g9ffvklevfubdzWpEkTREREYNSoUUyOysCVsD0LWwJJidjSSWSZ5D6w69evo0GDBiW2N2jQANevX3dIUJ6KK2F7FiktgURywJpHIutITo6aNGmCTz/9tMT2Tz/9FE2aNHFIUJ6qZa3KCNcGoLQ2BA0K7+Ba1qrsyrDIRmwJJHPkWpxvqaUTKGzplEu8RO4kuVttzpw56NGjB3799VfExsZCo9Fgz549uHjxIjZs2OCMGD2Gt5cGCb2i8NqyQ9DA/ErYCb2i2AWjEGwJpOLk3GXFmkci60luOerQoQNOnjyJvn37IicnB9evX0e/fv1w4sQJtG/f3hkxehTDSthhWtMLZpg2gMW7CsOWQCpK7l1WbOkksp7kliMAqFatGguv7dA1OhxdosI4WkTh2BJIBkoozmdLJ5H1bEqObty4geTkZGRkZECj0aBhw4YYNmwYKlfmHbK1uBK2ZzC0BBbvSgmTSVcKuYYSuqwMLZ1ZuntmkzgNCr+3Smjp5FQE5GySk6MdO3agT58+CAoKQosWLQAAH3/8MaZNm4affvoJHTp0cHiQRHLGlkDbecpFTgldVp7S0innui7yHBohhKShCdHR0WjTpg0WLlwIb29vAEBBQQFGjRqF3bt3l1iMVulyc3Oh1Wqh0+kQFBTk7nDczlMuZuR+nnSRSzmTjecXp1rcb8WI1m5vMVbycS9t0lXDGUjJdZs8tzqePddvyclRuXLlkJaWhvr165tsP3HiBGJiYnD37l1JAcgdk6N/KPmkSvLiaRe5Ar1Au9nbLHZZ7ZrcURYXPCVeiA3HuLTuS7kdYyl4bnUOe67fkkerNWvWDBkZGSW2Z2RkICYmRurLkULIfSQOKYcnzrdj6LICUGL0ohy7rAw1j31iIhBbp4ps4iqLp066ynOrPEmuOXrzzTcxZswYnD59Gq1btwYApKam4rPPPsOsWbNw9OhR476PPvqo4yIlt1HCSBxSDiUUL9uCxfnOpYS6Lql4bpUvycnR888/DwB46623zD6m0WgghIBGo0FBQYH9EZLbeerFjNzDEy9yBmopzndHt5wnTkXAc6t8SU6Ozp0754w4SMY8+WJGrueJF7milDhNh5Rkx131MZ40FYEBz63yJTk5ioyMdEYcJGNKvZgpsehUDTzxIqdkUpKd0grpDfUxziyk95SpCIpS6rlVDWyaBPLy5cvYvXs3rl69Cr1eb/LYm2++6ZDASD6UeDHj6A/58sSLnFJJSXasKaT/15o/0LFBKPx8JI/1sYqn1XUp8dyqFpKH8i9duhQjR46En58fqlSpAo3mnxOYRqPB2bNnHR6kO3EofyHDSRQwfzGT09BrTxsm7qmYwLqX1KHx1s7lVLmCH/7dN9qp/4ee1CqspHOr0rh0nqMaNWpg5MiRmDp1Kry8nHN3ICdMjv6hhIuZJ8+F4ok86SKnNFInrvwx7TLGfJtm1WtrIM+Luly/b0o4tyqRPddvyd1qd+7cwcCBA1WRGJEpJYzE4egPZVFi8bKnkFoMLLXuRW5D0OWcgCjh3Ko2kjOc4cOHY9WqVc6IhRRA7pPHedrojwK9QMqZbPyYdhkpZ7IVNTEiyZvUYmBDfYw1f/Fym5BRCRMtyv3cqjaSW45mzpyJnj17YuPGjWjcuDF8fX1NHp83b57DgiOSypNGf8j5Tpccyx3dPVKLgYsW0ltLDjchnGiRbCE5Ofr3v/+NTZs2GddWK16QTeog1757Txn94c4h0+Ra7kqCbRk1aBgt9q81f+D67XyL7yGHmxB2tdtGrud4V5GcHM2bNw9LlizB0KFDnRAOKYGcWzQ8YZg473TVw91JsC1D47tGh6Njg1C0nrkV12/fN/u6croJ8bSudleQ8zneVSQnR/7+/mjbtq0zYiEFcPfJ3BpKmwul+B2aXi94p6sCckmCbSkG9vPxwr/7Rpc5BN2emxBHtlp4Ule7KyjhHO8KkpOjMWPG4JNPPsHHH3/sjHgsWrBgAT744ANkZmaiUaNGmD9/Ptq3b1/q/jt27MD48ePx559/olq1anjrrbcwcuRIF0bsOeRyMreGHEZ/WHOCN3eH9lA53+IvZRbvdJVNTt09towadNZNiKNbLTylq90VlHSOdzbJydG+ffuwbds2rF+/Ho0aNSpRkL169WqHBVfcypUrMXbsWCxYsABt27bFokWL0K1bN6Snp+Phhx8usf+5c+fQvXt3jBgxAsuWLcPu3bsxatQoVK1aFc8884zT4vRUcjqZW8Odw8StOcGXdoeWc9dyLQfAO12l84TuHkffhDij1cKZXe2eVpejtHO8M0lOjh566CH069fPGbFYNG/ePAwfPhwvv/wyAGD+/PnYtGkTFi5ciJkzZ5bY//PPP8fDDz+M+fPnAwAaNmyIAwcO4D//+Q+TIxt4wsncFaw5wXeJCiv1Ds0S3ul6Bk/p7nHUTYgzWy2c0crliXU5PMf/Q3JytHTpUmfEYdH9+/dx8OBBTJkyxWR7XFwc9uzZY/Y5KSkpiIuLM9n21FNPITk5Gfn5+SVavQAgLy8PeXl5xt9zc3MdEL082HuX4yknc2ey9gQfGOBb5h1aaZRSVE6WsbvHlLNbLRzZyuWpdTk8x//DpoVnAeDvv//GiRMnoNFoUK9ePVStWtWRcZVw7do1FBQUIDQ01GR7aGgosrKyzD4nKyvL7P4PHjzAtWvXEB5e8ss7c+ZMJCUlOS5wmXDEXQ5P5pZZe4JPOZNt1es9VM7XpJvNmjtdT2vq91SeMLLSkVzRauGIVi5PrsvhOf4fkpOj27dv44033sDXX38NvV4PAPD29sbgwYPxySefoHz58g4PsqjicykJIcqcX8nc/ua2G0ydOhXjx483/p6bm4saNWrYGq4sOOouhydzy6w/cVvXofbZC83gpdFYneh4YlO/J1PayEpnUkqrhSfX5fAc/w/JydH48eOxY8cOrFu3zjikf9euXXjzzTcxYcIELFy40OFBAkBwcDC8vb1LtBJdvXq1ROuQQVhYmNn9fXx8UKWK+S+tv78//P39HRO0DDj6Locn87JZe+KOrR2MHw5dtniH1rq29csIeGpTv1RKazmTw8hKOVBKq4Wn1+XwHF9IcnL0ww8/4Pvvv8cTTzxh3Na9e3eUK1cO/fv3d1py5Ofnh+bNm2PLli3o27evcfuWLVvQp08fs8+JjY3FunXrTLZt3rwZLVq0MFtv5ImccZfDk3nprD3Bt65TxaF3aJ7c1C+FUlvOuACvclotlNLCZQ+e421YePbOnTtmW2pCQkJw584dhwRVmvHjx+PLL7/EkiVLkJGRgXHjxuHChQvGeYumTp2KwYMHG/cfOXIk/ve//2H8+PHIyMjAkiVLkJycjIkTJzo1Tjlx1l0OF0k0z3CCB/45oRsUP8Eb7tDCtKYn0TBtgORWHilJsKdSwuKiVDZH/k04i6UFeDUoTMhd1cLlrMWp1X6Ol9xyFBsbi4SEBHz99dcICCj8At+9exdJSUmIjY11eIBFDRgwANnZ2Zg2bRoyMzMRHR2NDRs2IDIyEgCQmZmJCxcuGPevVasWNmzYgHHjxuGzzz5DtWrV8PHHH6tqGL8a7nLkRkqztKPu0Dy9qd8Stpx5Drm3WsiphUupLaVKoBGGCmUrHTt2DF27dsW9e/fQpEkTaDQapKWlISAgAJs2bUKjRo2cFatb5ObmQqvVQqfTISgoyN3hSFagF2g3e5vFbp5dkzvK5uTjKVxZ+5JyJhvPL061uN+KEa09svtG7Z+fXM/diUlpNYaGM4xcWtrcyZ7rt+SWo+joaJw6dQrLli3D8ePHIYTAwIED8cILL6BcuXJSX46cTE53OWrjyjoSpRSzOovaW87I9dzZwsWWUuezaZ6jcuXKYcSIEY6OhZyEow88n9qTYHYfkzu4q5Dek6cTkAurC7IPHjyIJ5980uyM0TqdDk8++SSOHDni0ODIcbpGh2PX5I5YMaI1PhoYgxUjWmPX5I5MjDyIEopZnUVuRbJEzsSWUuezuuVo7ty56Nixo9l+O61Wiy5duuCDDz7AsmXLHBogOQ6HC3s+uRezOovaW85IXdhS6nxWtxzt3bu31PmEAKBXr16lrnFGRK6j1iG4am45I3VhS6nzWd1ydPnyZQQGBpb6eMWKFZGZyXlEyHpKm8mY5E+tLWekLmwpdT6rk6OqVavixIkTqFWrltnHjx8/juDgYIcFRp7N3cNgyXOx+5jUgANtnMvqeY6GDRuG06dPY+fOnSUeE0Lg8ccfR926dbF06VKHB+lOSp/nSI44PwcRkWOwBb509ly/rU6Ozpw5g+bNm6N+/fqYMGEC6tevD41Gg4yMDMydOxcnT57EgQMHULduXZs+hFwxOXIsw6SUpQ1D5aSURETkCC6ZBLJOnTr49ddfMXToUAwcOBAaTeGFSwiBqKgobNmyxeMSI3I8zs9BRERyJ2kSyBYtWuDYsWNIS0vDqVOnIIRAvXr1EBMT46TwyNNwfg4iIpI7m2bIjomJYUJENuH8HEREJHdWz3NE5Aicn4OIiOSOyRG5lGF+DgAlEiTOz0FErlSgF0g5k40f0y4j5Uw2CvRWjU8iFbCpW43IHpyfg4is4cxh6pxrjcpi9VB+teJQfufx5Pk5PPmzEbmCM5MXzrWmDk6f5+jo0aNWv+Cjjz4qKQC5Y3JEUvGO1DmYcKqHM5MXzrWmHk6f5ygmJgYajQal5VGGxzQaDQoKCiQFQORJSjupZ+nu4bVlh3hHaiMmnOpRoBdIWpde4m8IKJwHTQMgaV06ukSF2ZS8cK41soZVydG5c+ecHQeR4jn7pK5WTDjL5mktas5OXjjXGlnDquQoMjLS2XEQKR7vSB2PCWfZPLFFzdnJC+daI2vYPFotPT0dFy5cwP3790229+7d2+6giJSId6SOx4SzdJ7aoubs5MUw11qW7p7ZpNtQc8S51tRNcnJ09uxZ9O3bF3/88YdJHZJhrTXWHJFa8Y7U8ZhwmufJLWrOTl4Mc629tuwQNIDJe3CuNTKQPAnkmDFjUKtWLfz1118oX748/vzzT/z+++9o0aIFfvvtNyeESKQMnP3b8ZhwmielRU1pXDFRrGGutTCt6fcmTBug2BY3cizJLUcpKSnYtm0bqlatCi8vL3h5eaFdu3aYOXMm3nzzTRw+fNgZcRLJHu9IHY9dIOZ5eouaKyaK7Rodji5RYR5VzE6OIzk5KigoQMWKFQEAwcHBuHLlCurXr4/IyEicOHHC4QESKQln/3YsJpzmqaFFzRXJi7eXRnW1amQdyclRdHQ0jh49itq1a6NVq1aYM2cO/Pz88MUXX6B27drOiJFIUXhH6lhMOEtSS4sakxf38bQpIqSSvHzIpk2bcPv2bfTr1w9nz55Fz549cfz4cVSpUgUrV65Ex44dnRWrW3CGbCJ5UPvJujjDaDXAfIsaa2fIVp4yRYTTlw+x5Pr166hUqZJxxJonYXJERHLlKRcxkg9PWnfO6cuHlObixYvQaDSoXr26PS9D5DRsbSBPxi5cciRPniJCKsnJ0YMHD5CUlISPP/4Yt27dAgBUrFgRb7zxBhISEuDr6+vwIIlsYe6u+qFyvhjWthZGd6zr8X/cpA6OqsvhjQRx0tV/SE6ORo8ejTVr1mDOnDmIjY0FUDi8PzExEdeuXcPnn3/u8CCJpCqtaTjnbj4+/PUklu45h1n9GiumeZjImdg9R4D1Uz/sPn3N45NoyTVHWq0W3377Lbp162ay/ZdffsHAgQOh0+kcGqC7seZIeQr0Au1mbyvzDsjgcwX1nxM5gyfVmJB9Us5k4/nFqZKeI+ck2p7rt+QZsgMCAlCzZs0S22vWrAk/Pz+pL0fkcJaahotKWpeOAr3dYxKIFMlSjQnAvxE1sTTLvzmGtfw2Hst0WlzuIDk5ev311zF9+nTk5eUZt+Xl5WHGjBkYPXq0Q4MjsoWUWYGVusQCkSN48jIkJF1ZS7eUxlOTaMk1R4cPH8bWrVtRvXp1NGnSBABw5MgR3L9/H506dUK/fv2M+65evdpxkRJZSeqswEpdYoHIXp6+DAlJV9qkq2XxxEJtycnRQw89hGeeecZkW40aNRwWEMmf3Ee1GJqGrf3DVvISC0T2UMMyJCRd8SkiTv11E59uP2PxeZ6UREtOjpYuXeqMOEghlDCqpeh6XGU18nrKEgtyJ/dkWs3UsgwJSVd0ioiUM9lWJUeelERLrjki9TKMaineIiPHgjxD0/BD5c3Pu6XmRUtdaeOxTLSbvQ3PL07FmG/T8PziVLSbvU1W3xU1K6vGhH8jZGCpUFuDwptkT0qirRrK36xZM2zduhWVKlVC06ZNy1wm5NChQw4N0N04lL+QpeHxhjvMXZM7yupEWqAX+HTbKSzdfR45d/ON2+XW2uWJOERcOZTQIkzupcS1/Jy+fEifPn3g7+8PAHj66aclB0jKp9SZU729NBjTuR5Gd3yEXTsuxGUIlIXLkJAlpRVqh3loEm1VcpSQkGD236QeSh/V4qglFsg6Sk2m1Yx/I2SJmpJoyQXZ+/fvh16vR6tWrUy27927F97e3mjRooXDgiP54KgWkkLpyTSRVGoZeGBIog2fd/3RKx75eSUnR6+//jreeuutEsnR5cuXMXv2bOzdu9dhwZF8cFQLScFkmtREbTVbavi8kkerpaeno1mzZiW2N23aFOnp6Q4JiuTHWaNaCvQCKWey8WPaZaScyfaoGVbVTI2jW0idlDSK1xHU8nklJ0f+/v7466+/SmzPzMyEj4/khihSEENBXpjW9G4/TBtg00gFDvP2XBwi7j684XAdta1Np6bPKzk56tKlC6ZOnQqdTmfclpOTg3/961/o0qWLQ4Mr6saNG4iPj4dWq4VWq0V8fDxycnJK3T8/Px+TJ09G48aNUaFCBVSrVg2DBw/GlStXnBajGnSNDseuyR2xYkRrfDQwBitGtMauyR1tSozUcPehZo5Opsky3nC4ltrWplPT55Xc1DN37lw8/vjjiIyMRNOmTQEAaWlpCA0NxX//+1+HB2gwaNAgXLp0CRs3bgQAvPLKK4iPj8e6devM7n/nzh0cOnQI7777Lpo0aYIbN25g7Nix6N27Nw4cOOC0ONXA3lEtHOatHmoa3eJupc0rZbjhYELqeGobeKCmzys5OYqIiMDRo0exfPlyHDlyBOXKlcOwYcPw/PPPw9fX/GzE9srIyMDGjRuRmppqLARfvHgxYmNjceLECdSvX7/Ec7RaLbZs2WKy7ZNPPkHLli1x4cIFPPzww06JlSzjMG91KD56p+ej1ZgUOQlvONxDbQMP1PR5bSoSqlChAl555RVHx1KqlJQUaLVakxFyrVu3hlarxZ49e8wmR+bodDpoNBo89NBDpe6Tl5eHvLw84++5ubk2x03mqenuQ63UMJpFTnjD4R5qG8Wrps9rU3J08uRJ/Pbbb7h69Sr0er3JY++9955DAisqKysLISEhJbaHhIQgKyvLqte4d+8epkyZgkGDBpU5jfjMmTORlJRkc6xkmZruPtSI3TuuxxsO9yi6yLUG5pfV8KSBB2r6vJILshcvXoyoqCi89957+P7777FmzRrjz9q1ayW9VmJiIjQaTZk/hvogc+u5CSHKXOfNID8/HwMHDoRer8eCBQvK3NdQbG74uXjxoqTPRJZxmLfnUtNoFjnhDYf7qG3ggVo+r+SWo/fffx8zZszA5MmT7X7z0aNHY+DAgWXuU7NmTRw9etTs9AF///03QkNDy3x+fn4++vfvj3PnzmHbtm0WF5/z9/c3riNHzqGmuw+1YfeOe6ipu0OO1DbwQA2fV3JydOPGDTz33HMOefPg4GAEBwdb3C82NhY6nQ779u1Dy5YtARQuV6LT6dCmTZtSn2dIjE6dOoXt27ejShWejOVCbYsYqgW7d9yDNxzup7a16Tz980pOjp577jls3rwZI0eOdEY8ZjVs2BBdu3bFiBEjsGjRIgCFQ/l79uxpUozdoEEDzJw5E3379sWDBw/w7LPP4tChQ1i/fj0KCgqM9UmVK1eGn5+fy+In89Rw96E27N5xH95wEDmO5OSobt26ePfdd5GamorGjRuXGL7/5ptvOiy4opYvX44333wTcXFxAIDevXvj008/NdnnxIkTxskpL126hJ9++gkAEBMTY7Lf9u3b8cQTTzglTpLG0+8+1IbdO+5l7w2HWhZPJbJEI4SQVBlZq1at0l9Mo8HZs2ftDkpOcnNzodVqodPpLNYrEdE/o9UA8907nlS06Uk4/QJ5Gnuu35KTI7VhckQkHS+0ylLa9AtMaEnJ7Ll+c6VYInI41pMpB2fXJirJquRo/PjxmD59OipUqIDx48eXue+8efMcEhgRKRvryZSB0y8QlWRVcnT48GHk5+cDAA4dOlTqxIvWTMhIRETywekXiEqyKjnavn278d+//fabs2IhInI7tY3Y4vQLRCVJqjl68OABAgICkJaWhujoaGfFRETkFmosJOf0C0QlSVpbzcfHB5GRkSgoKHBWPEREbmEYsVW8/sawYO7GY5luisy5DLNrAyix3iFn1ya1krzw7DvvvIOpU6fi+vXrzoiHiMjl1L5grloWEyWyluSh/B9//DFOnz6NatWqITIyEhUqVDB5/NChQw4LjojIFThii9MvEBUlOTnq06cPR6URkUfhiK1CnH6BqJDk5CgxMdEJYRARuQ9HbBFRUVbXHN25cwevv/46IiIiEBISgkGDBuHatWvOjI2IyCUMI7ZKaxPXoHDUGkdsEamD1clRQkICvvrqK/To0QMDBw7Eli1b8NprrzkzNiIil+CILSIqyuqFZ+vUqYMZM2Zg4MCBAIB9+/ahbdu2uHfvHry9vZ0apDtx4Vki9VDjPEdEnsqe67fVyZGfnx/OnTuHiIgI47Zy5crh5MmTqFGjhrSIFYTJEZG6qG2GbCJPZc/12+qC7IKCAvj5+Zk+2ccHDx48kPSGRERyxhFbnouJL1nL6uRICIGhQ4fC39/fuO3evXsYOXKkyVxHq1evdmyEREREdmKXKUlhdXI0ZMiQEttefPFFhwZDRETkaIalYYrXkBiWhuEs4FSc1cnR0qVLnRkHERGRw1laGkaDwqVhukSFsYuNjCSvrUZERKQUUpaGITKQPEM2ERGROXIseObSMGQLJkdERGQ3uRY8c2kYsgW71YiIyC6Ggufi3VeGgueNxzLdFBmXhiHbMDkiIiKbWSp4BgoLngv0Vs037HBcGoZsweSIiIhspoSC567R4Vj4YjOEaU27zsK0ARzGT2ax5oiIiGymlILnrtHh6BIVJruCcZInJkdEREXIccSVnCmp4NlTlobhd9T5mBwREf1/ch1xJWeGgucs3T2zdUcaFHZfseDZMfgddQ3WHBERQd4jruSMBc+uw++o6zA5IiLVk/uIK7ljwbPz8TvqWuxWIyLVkzLiyhNqVpyBBc/Oxe+oazE5IiLVU8qIK7nzlIJnOeJ31LXYrUZEqqekEVekTvyOuhaTIyJSPS4xQXLH76hrMTkiItXjiCuSO35HXYvJEalWgV4g5Uw2fky7jJQz2RzloXIccUVyx++o62iEELwilCE3NxdarRY6nQ5BQUHuDocchBOpUWk4+3DZeHzcj/8H1rHn+s3kyAImR57HMJFa8S++4dTCOzAi83hTQUpiz/Wb3WqkKpxITb3YjWofzs5MasJ5jkhVOJGaOrHFwz6Wbio0KLyp6BIVxu4d8ghsOSJV4URq6sMWD/tJuakgz6D2lla2HJGqcCI1dWGLh2PwpkJd2NLKliNSGU6kpi5s8XAM3lSohytbWuXcOsWWI1IVw0Rqry07BA1g0qLAidQ8D1s8HMNwU5Glu2e2FU6Dwrl2eFOhbK5saZV76xRbjkh1OJGaerDFwzE4O7M6uKqlVQl1gIpJjm7cuIH4+HhotVpotVrEx8cjJyfH6ue/+uqr0Gg0mD9/vtNiJOXoGh2OXZM7YsWI1vhoYAxWjGiNXZM7MjHyMHLtRpVzd0JpeFPh+VzR0qqU6VQU0602aNAgXLp0CRs3bgQAvPLKK4iPj8e6dessPnft2rXYu3cvqlWr5uwwSUG8vTQcru/h5NiNKvfuhLJ0jQ5Hl6gwzs7soVzR0qqU6VQU0XKUkZGBjRs34ssvv0RsbCxiY2OxePFirF+/HidOnCjzuZcvX8bo0aOxfPly+Pr6uihiIpILObV4KKE7wRLDTUWfmAjE1qnCxMiDuKKlVSl1gIpoOUpJSYFWq0WrVq2M21q3bg2tVos9e/agfv36Zp+n1+sRHx+PSZMmoVGjRla9V15eHvLy8oy/5+bm2hc8EbmdHFo8OK0AyZ0rWlqVUgeoiJajrKwshISElNgeEhKCrKysUp83e/Zs+Pj44M0337T6vWbOnGmsa9JqtahRo4ZNMRORvLi7xYPTCpASOLulVa51gMW5teUoMTERSUlJZe6zf/9+AIBGU/JQCiHMbgeAgwcP4qOPPsKhQ4dK3cecqVOnYvz48cbfc3NzmSARkd2U0p1A5MyWVjnWAZrj1uRo9OjRGDhwYJn71KxZE0ePHsVff/1V4rG///4boaGhZp+3c+dOXL16FQ8//LBxW0FBASZMmID58+fj/PnzZp/n7+8Pf39/6z8EkYoU6AWLcW2klO4EIsC5A1YMrVPFByaEyWhggluTo+DgYAQHB1vcLzY2FjqdDvv27UPLli0BAHv37oVOp0ObNm3MPic+Ph6dO3c22fbUU08hPj4ew4YNsz94IpVR8igrOeBEikT/kEMdYFkUUXPUsGFDdO3aFSNGjEBqaipSU1MxYsQI9OzZ06QYu0GDBlizZg0AoEqVKoiOjjb58fX1RVhYWKkF3ERknieMsnI3TqRIZMrddYBlUURyBADLly9H48aNERcXh7i4ODz66KP473//a7LPiRMnoNPp3BQhkWdSyqRtSiCnaQWIqHQaIQTPaGXIzc2FVquFTqdDUFCQu8MhcrmUM9l4fnGqxf1WjGjNSTWtxNotIuez5/qtiHmOiMh9OMrK8Tg7O5G8KaZbjYjcg6OsiEhtmBwRUZmUMmkbEZGjMDkiojJxlBURqQ2TIyKyiKOsiEhNWJBNRFaR+6RtRESOwuSISGXsGUbOUVZEpAZMjohUhEuAEBFZxpojIpXgEiDWK9ALpJzJxo9pl5FyJpuzfxOpDFuOiFTA0hIgGhQuAdIlKkz1NURsXSMithwRqcC+c9dLtBgVJQBk6u5h37nrrgtKhti6RkQAkyMiVeASIJZxgV0iMmByRKQCXALEMrauEZEBkyMiFeASIJaxdY2IDJgcEakAlwCxjK1rRGTA5IhIJbgESNnYukZEBhzKT6QiXAKkdIbWtdeWHYIGMCnMZusakbpohBAcelGG3NxcaLVa6HQ6BAUFuTscInIye+c5smd5FiJyHHuu32w5IiIqwp7WNU4gSeQZ2HJkAVuOiMgahgkki59QDSkV67qIXMue6zcLsomI7MQJJIk8C5MjIiI7cQJJIs/C5IiIyE6cQJLIszA5IiKyEyeQJPIsHK1GRFbjMHXzDBNIZunuma07AgAvDXDj9n2XxkVEtmFyRERW4TD10hWdQLI0egG8/s0hLPTiqDUiuWO3GhFZZBimXrzoOEt3D68tO4SNxzLdFJl8dI0Ox2eDmsJSQxpHrRHJH5MjIioTh6lbr1IFf5R1GDhqjUgZmBwRUZk4TN16HLVG5BmYHBFRmXjBtx5HrRF5BhZkE1GZ5HrBl+PIOUuj1jQAwrSFsRKRfDE5IqIyyfGCL9eRc0VHrWkAk+NlSNsSekW5PYkjorKxW42IymS44AP/XOAN3HHBl/vIua7R4Vj4YjOEaU1b0sK0AVx8lkghNEIIDjEpgz2r+pI6yLF7xxnk0FpToBdoN3tbqQXihlasXZM7uv3/QC3fCyK5suf6zW41IjvIIWFwla7R4egSFebWC76UkXOxdaq4LC5zvL00bo+BiGzD5IjIRobuneJNr4buHU/sQnH3BZ8j54jIFVhzRGQDTozoHnIdOUdEnoXJEZENODGiexhGzpXWkadBYbcmh8oTkT2YHBHZ4Nf0LKv2Y/eOY8lt5BwReSYmR0QSFegF1qRdtmpfdu84HofKE5GzsSCbSKJ9567j+u18i/tVqeDH7h0nkcPIOSLyXEyOiCSytqusT0w1XqydyN0j54jIc7FbjUgia7vKukSFOTkSIiJyBiZHRBJZGjEFcMQUEZGSMTkiksjSiCkNOGKKiEjJFJMc3bhxA/Hx8dBqtdBqtYiPj0dOTo7F52VkZKB3797QarUIDAxE69atceHCBecHTB6NI6aIiDyXYgqyBw0ahEuXLmHjxo0AgFdeeQXx8fFYt25dqc85c+YM2rVrh+HDhyMpKQlarRYZGRkICODwarIfR0x5Ni4cS6ReGiGE7Nc3yMjIQFRUFFJTU9GqVSsAQGpqKmJjY3H8+HHUr1/f7PMGDhwIX19f/Pe//7X5ve1Z1ZeIlElNCwoTeSp7rt+K6FZLSUmBVqs1JkYA0Lp1a2i1WuzZs8fsc/R6PX7++WfUq1cPTz31FEJCQtCqVSusXbu2zPfKy8tDbm6uyQ8RqYdhQeHiy8MYFhTeeCzTTZERkasoIjnKyspCSEhIie0hISHIyjK/jMPVq1dx69YtzJo1C127dsXmzZvRt29f9OvXDzt27Cj1vWbOnGmsa9JqtahRo4bDPgcRyRsXFCYiwM3JUWJiIjQaTZk/Bw4cAABoNCX7+oUQZrcDhS1HANCnTx+MGzcOMTExmDJlCnr27InPP/+81JimTp0KnU5n/Ll48aIDPikRKQEXFCYiwM0F2aNHj8bAgQPL3KdmzZo4evQo/vrrrxKP/f333wgNDTX7vODgYPj4+CAqKspke8OGDbFr165S38/f3x/+/v5WRE9Ensba2c+5oDCRZ3NrchQcHIzg4GCL+8XGxkKn02Hfvn1o2bIlAGDv3r3Q6XRo06aN2ef4+fnhsccew4kTJ0y2nzx5EpGRkfYHT0Qex9rZz7mgMJFnU0TNUcOGDdG1a1eMGDECqampSE1NxYgRI9CzZ0+TkWoNGjTAmjVrjL9PmjQJK1euxOLFi3H69Gl8+umnWLduHUaNGuWOj0FEMmdp9nMNOPs5kRooIjkCgOXLl6Nx48aIi4tDXFwcHn300RJD9E+cOAGdTmf8vW/fvvj8888xZ84cNG7cGF9++SV++OEHtGvXztXhE5ECWJr9HODs50RqoIh5jtyJ8xwRqQ/nOSJSPnuu34qZIZuIyFU4+zmRujE5IiIyw9tLg9g6VdwdBhG5gWJqjoiIiIhcgckRERERURFMjoiIiIiKYHJEREREVASTIyIiIqIimBwRERERFcHkiIiIiKgIJkdERERERTA5IiIiIiqCM2RbYFh6Ljc3182REBERkbUM121blpBlcmTBzZs3AQA1atRwcyREREQk1c2bN6HVaiU9RyNsSalURK/X48qVKwgMDIRG49hFJ3Nzc1GjRg1cvHhR8orBasbjJh2PmW143GzD42YbHjfblHbchBC4efMmqlWrBi8vaVVEbDmywMvLC9WrV3fqewQFBfEPwQY8btLxmNmGx802PG624XGzjbnjJrXFyIAF2URERERFMDkiIiIiKoLJkRv5+/sjISEB/v7+7g5FUXjcpOMxsw2Pm2143GzD42YbZxw3FmQTERERFcGWIyIiIqIimBwRERERFcHkiIiIiKgIJkdERERERTA5cqEbN24gPj4eWq0WWq0W8fHxyMnJsfi8jIwM9O7dG1qtFoGBgWjdujUuXLjg/IBlwtbjZvDqq69Co9Fg/vz5TotRjqQet/z8fEyePBmNGzdGhQoVUK1aNQwePBhXrlxxXdBusGDBAtSqVQsBAQFo3rw5du7cWeb+O3bsQPPmzREQEIDatWvj888/d1Gk8iLluK1evRpdunRB1apVERQUhNjYWGzatMmF0cqH1O+bwe7du+Hj44OYmBjnBihDUo9ZXl4e3n77bURGRsLf3x916tTBkiVLpL2pIJfp2rWriI6OFnv27BF79uwR0dHRomfPnmU+5/Tp06Jy5cpi0qRJ4tChQ+LMmTNi/fr14q+//nJR1O5ny3EzWLNmjWjSpImoVq2a+PDDD50bqMxIPW45OTmic+fOYuXKleL48eMiJSVFtGrVSjRv3tyFUbvWt99+K3x9fcXixYtFenq6GDNmjKhQoYL43//+Z3b/s2fPivLly4sxY8aI9PR0sXjxYuHr6yu+//57F0fuXlKP25gxY8Ts2bPFvn37xMmTJ8XUqVOFr6+vOHTokIsjdy+px80gJydH1K5dW8TFxYkmTZq4JliZsOWY9e7dW7Rq1Ups2bJFnDt3Tuzdu1fs3r1b0vsyOXKR9PR0AUCkpqYat6WkpAgA4vjx46U+b8CAAeLFF190RYiyZOtxE0KIS5cuiYiICHHs2DERGRmpquTInuNW1L59+wQAiydvpWrZsqUYOXKkybYGDRqIKVOmmN3/rbfeEg0aNDDZ9uqrr4rWrVs7LUY5knrczImKihJJSUmODk3WbD1uAwYMEO+8845ISEhQXXIk9Zj98ssvQqvViuzsbLvel91qLpKSkgKtVotWrVoZt7Vu3RparRZ79uwx+xy9Xo+ff/4Z9erVw1NPPYWQkBC0atUKa9eudVHU7mfLcQMKj118fDwmTZqERo0auSJUWbH1uBWn0+mg0Wjw0EMPOSFK97p//z4OHjyIuLg4k+1xcXGlHqOUlJQS+z/11FM4cOAA8vPznRarnNhy3IrT6/W4efMmKleu7IwQZcnW47Z06VKcOXMGCQkJzg5Rdmw5Zj/99BNatGiBOXPmICIiAvXq1cPEiRNx9+5dSe/N5MhFsrKyEBISUmJ7SEgIsrKyzD7n6tWruHXrFmbNmoWuXbti8+bN6Nu3L/r164cdO3Y4O2RZsOW4AcDs2bPh4+ODN99805nhyZatx62oe/fuYcqUKRg0aJBHLoJ57do1FBQUIDQ01GR7aGhoqccoKyvL7P4PHjzAtWvXnBarnNhy3IqbO3cubt++jf79+zsjRFmy5bidOnUKU6ZMwfLly+Hjo7514m05ZmfPnsWuXbtw7NgxrFmzBvPnz8f333+P119/XdJ7MzmyU2JiIjQaTZk/Bw4cAABoNJoSzxdCmN0OFN5dAUCfPn0wbtw4xMTEYMqUKejZs6fii0CdedwOHjyIjz76CF999VWp+yiVM49bUfn5+Rg4cCD0ej0WLFjg8M8hJ8WPh6VjZG5/c9s9ndTjZrBixQokJiZi5cqVZhN4T2ftcSsoKMCgQYOQlJSEevXquSo8WZLyXdPr9dBoNFi+fDlatmyJ7t27Y968efjqq68ktR6pLxV1sNGjR2PgwIFl7lOzZk0cPXoUf/31V4nH/v777xJZsUFwcDB8fHwQFRVlsr1hw4bYtWuX7UHLgDOP286dO3H16lU8/PDDxm0FBQWYMGEC5s+fj/Pnz9sVuzs587gZ5Ofno3///jh37hy2bdvmka1GQOHfl7e3d4k70KtXr5Z6jMLCwszu7+PjgypVqjgtVjmx5bgZrFy5EsOHD8eqVavQuXNnZ4YpO1KP282bN3HgwAEcPnwYo0ePBlB44RdCwMfHB5s3b0bHjh1dEru72PJdCw8PR0REBLRarXFbw4YNIYTApUuX8Mgjj1j13kyO7BQcHIzg4GCL+8XGxkKn02Hfvn1o2bIlAGDv3r3Q6XRo06aN2ef4+fnhsccew4kTJ0y2nzx5EpGRkfYH70bOPG7x8fElTrxPPfUU4uPjMWzYMPuDdyNnHjfgn8To1KlT2L59u0df8P38/NC8eXNs2bIFffv2NW7fsmUL+vTpY/Y5sbGxWLduncm2zZs3o0WLFvD19XVqvHJhy3EDCluMXnrpJaxYsQI9evRwRaiyIvW4BQUF4Y8//jDZtmDBAmzbtg3ff/89atWq5fSY3c2W71rbtm2xatUq3Lp1CxUrVgRQeM308vJC9erVrX9zu8q5SZKuXbuKRx99VKSkpIiUlBTRuHHjEkOr69evL1avXm38ffXq1cLX11d88cUX4tSpU+KTTz4R3t7eYufOna4O321sOW7FqW20mhDSj1t+fr7o3bu3qF69ukhLSxOZmZnGn7y8PHd8BKczDBNOTk4W6enpYuzYsaJChQri/PnzQgghpkyZIuLj4437G4byjxs3TqSnp4vk5GRVD+W39rh98803wsfHR3z22Wcm36ucnBx3fQS3kHrcilPjaDWpx+zmzZuievXq4tlnnxV//vmn2LFjh3jkkUfEyy+/LOl9mRy5UHZ2tnjhhRdEYGCgCAwMFC+88IK4ceOGyT4AxNKlS022JScni7p164qAgADRpEkTsXbtWtcFLQO2Hrei1JgcST1u586dEwDM/mzfvt3l8bvKZ599JiIjI4Wfn59o1qyZ2LFjh/GxIUOGiA4dOpjs/9tvv4mmTZsKPz8/UbNmTbFw4UIXRywPUo5bhw4dzH6vhgwZ4vrA3Uzq960oNSZHQkg/ZhkZGaJz586iXLlyonr16mL8+PHizp07kt5TI8T/ryYkIiIiIo5WIyIiIiqKyRERERFREUyOiIiIiIpgckRERERUBJMjIiIioiKYHBEREREVweSIiIiIqAgmR0Qq98QTT2Ds2LEOe73ExETExMQ47PUA4Pz589BoNEhLS3Po6xIRmcPkiMhDDB06FBqNBhqNBr6+vqhduzYmTpyI27dvl/m81atXY/r06Q6LY+LEidi6davDXk+K06dPY9iwYahevTr8/f1Rq1YtPP/88zhw4IBb4pEraxPi1atX46mnnkJwcDCTU1IVJkdEHqRr167IzMzE2bNn8f7772PBggWYOHGi2X3z8/MBAJUrV0ZgYKDDYqhYsaJbFqw9cOAAmjdvjpMnT2LRokVIT0/HmjVr0KBBA0yYMMHl8XiC27dvo23btpg1a5a7QyFyLftXPSEiORgyZIjo06ePybaXX35ZhIWFCSH+WZcpOTlZ1KpVS2g0GqHX60WHDh3EmDFjjM+JjIwUM2bMEMOGDRMVK1YUNWrUEIsWLTJ53YsXL4oBAwaISpUqifLly4vmzZuL1NRUk/cpHldiYqKoWrWqCAwMFK+88orJYra//PKLaNu2rdBqtaJy5cqiR48e4vTp08bHDeu+HT582Oxn1+v1olGjRqJ58+aioKCgxONF15Q7evSoePLJJ0VAQICoXLmyGDFihLh582aJeGfMmCFCQkKEVqsViYmJIj8/X0ycOFFUqlRJREREiOTk5BLxrVixQsTGxgp/f38RFRVVYk263377TTz22GPCz89PhIWFicmTJ4v8/Hzj4x06dBBvvPGGmDRpkqhUqZIIDQ0VCQkJJq+Rk5MjRowYYTyWTz75pEhLSzM+bjj+X3/9tYiMjBRBQUFiwIABIjc31/j5UGyNs3Pnzpk9rtYefyJPw5YjIg9Wrlw5YwsRUNjt9N133+GHH34os4tk7ty5aNGiBQ4fPoxRo0bhtddew/HjxwEAt27dQocOHXDlyhX89NNPOHLkCN566y3o9fpSX2/r1q3IyMjA9u3bsWLFCqxZswZJSUnGx2/fvo3x48dj//792Lp1K7y8vNC3b98yX7OotLQ0/Pnnn5gwYQK8vEqe1h566CEAwJ07d9C1a1dUqlQJ+/fvx6pVq/Drr79i9OjRJvtv27YNV65cwe+//4558+YhMTERPXv2RKVKlbB3716MHDkSI0eOxMWLF02eN2nSJEyYMAGHDx9GmzZt0Lt3b2RnZwMALl++jO7du+Oxxx7DkSNHsHDhQiQnJ+P99983eY3/+7//Q4UKFbB3717MmTMH06ZNw5YtWwAAQgj06NEDWVlZ2LBhAw4ePIhmzZqhU6dOuH79uvE1zpw5g7Vr12L9+vVYv349duzYYWz9+eijjxAbG4sRI0YgMzMTmZmZqFGjhlXHmUg13J2dEZFjFG852rt3r6hSpYro37+/EKKwRcHX11dcvXrV5HnmWo5efPFF4+96vV6EhIQYV59ftGiRCAwMFNnZ2WbjMNdyVLlyZXH79m3jtoULF4qKFSuabeURQoirV68KAOKPP/4QQlhuuVi5cqUAIA4dOmT2cYMvvvhCVKpUSdy6dcu47eeffxZeXl4iKyvLGG9kZKRJbPXr1xft27c3/v7gwQNRoUIFsWLFCpP4Zs2aZdwnPz9fVK9eXcyePVsIIcS//vUvUb9+faHX6437fPbZZybHoUOHDqJdu3YmMT/22GNi8uTJQgghtm7dKoKCgsS9e/dM9qlTp46xdS8hIUGUL1/e2FIkhBCTJk0SrVq1Mv5e/P/cErYckdqw5YjIg6xfvx4VK1ZEQEAAYmNj8fjjj+OTTz4xPh4ZGYmqVatafJ1HH33U+G+NRoOwsDBcvXoVQGErTdOmTVG5cmWr42rSpAnKly9v/D02Nha3bt0ytrycOXMGgwYNQu3atREUFIRatWoBAC5cuGDV6wshjLGWJSMjA02aNEGFChWM29q2bQu9Xo8TJ04YtzVq1MikBSo0NBSNGzc2/u7t7Y0qVaoYj0nRz2Xg4+ODFi1aICMjw/jesbGxJjG2bdsWt27dwqVLl4zbih57AAgPDze+z8GDB3Hr1i1UqVIFFStWNP6cO3cOZ86cMT6nZs2aJnVkRV+DiCzzcXcAROQ4Tz75JBYuXAhfX19Uq1YNvr6+Jo8XTQrKUvx5Go3G2MVVrlw5xwSLf5KZXr16oUaNGli8eDGqVasGvV6P6Oho3L9/36rXqVevHoDCBKSsaQSEEKUmUEW3m/v8ZR2Tshhe19x7m0vqynofvV6P8PBw/PbbbyXex9B1aOk1iMgythwReZAKFSqgbt26iIyMLHGBdJRHH30UaWlpJjUulhw5cgR37941/p6amoqKFSuievXqyM7ORkZGBt555x106tQJDRs2xI0bNyTFFBMTg6ioKMydO9dsEpCTkwMAiIqKQlpamsn0Brt374aXl5cxwbJHamqq8d8PHjzAwYMH0aBBA+N779mzx5gQAcCePXsQGBiIiIgIq16/WbNmyMrKgo+PD+rWrWvyExwcbHWcfn5+KCgosHp/IrVhckREkjz//PMICwvD008/jd27d+Ps2bP44YcfkJKSUupz7t+/j+HDhyM9PR2//PILEhISMHr0aHh5eaFSpUqoUqUKvvjiC5w+fRrbtm3D+PHjJcWk0WiwdOlSnDx5Eo8//jg2bNiAs2fP4ujRo5gxYwb69OkDAHjhhRcQEBCAIUOG4NixY9i+fTveeOMNxMfHIzQ01K7jAgCfffYZ1qxZg+PHj+P111/HjRs38NJLLwEARo0ahYsXL+KNN97A8ePH8eOPPyIhIQHjx483W0RuTufOnREbG4unn34amzZtwvnz57Fnzx688847kuZyqlmzJvbu3Yvz58/j2rVrpbYqXb9+HWlpaUhPTwcAnDhxAmlpacjKyrL6vYiUiMkREUni5+eHzZs3IyQkBN27d0fjxo0xa9YseHt7l/qcTp064ZFHHsHjjz+O/v37o1evXkhMTAQAeHl54dtvv8XBgwcRHR2NcePG4YMPPpAcV8uWLXHgwAHUqVMHI0aMQMOGDdG7d2/8+eefmD9/PgCgfPny2LRpE65fv47HHnsMzz77LDp16oRPP/3UlkNRwqxZszB79mw0adIEO3fuxI8//mhs0YmIiMCGDRuwb98+NGnSBCNHjsTw4cPxzjvvWP36Go0GGzZswOOPP46XXnoJ9erVw8CBA3H+/HlJyd3EiRPh7e2NqKgoVK1atdTarp9++glNmzZFjx49AAADBw5E06ZN8fnnn1v9XkRKpBFF23iJiBxs6NChyMnJwdq1a90ditOcP38etWrVwuHDhx2+dAoRuR5bjoiIiIiKYHJEREREVAS71YiIiIiKYMsRERERURFMjoiIiIiKYHJEREREVASTIyIiIqIimBwRERERFcHkiIiIiKgIJkdERERERTA5IiIiIiqCyRERERFREf8PcvtmmSBN6JAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 63\n",
    "# Write a python snippet to demonstrate use of PCA on dataset of your choice. \n",
    "# Also print explained variance of all principle components.\n",
    "#Write a python snippet to demonstrate use of PCA on 100 samples with 3 features generated randomly\n",
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Generate random data: 100 samples, 3 features\n",
    "np.random.seed(42)\n",
    "X = np.random.rand(100, 3)\n",
    "\n",
    "# Perform PCA\n",
    "pca = PCA(n_components=2)  # Reduce to 2 components for visualization\n",
    "X_pca = pca.fit_transform(X)\n",
    "\n",
    "# Print explained variance ratio to see how much variance is captured by each principal component\n",
    "print(\"Explained Variance Ratio:\", pca.explained_variance_ratio_)\n",
    "\n",
    "# Visualize the 2D data after PCA\n",
    "plt.scatter(X_pca[:, 0], X_pca[:, 1])\n",
    "plt.title(\"2D PCA of Random Data\")\n",
    "plt.xlabel(\"Principal Component 1\")\n",
    "plt.ylabel(\"Principal Component 2\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 64\n",
    "# Create synthetic Dataset using make_blobs with 3 features and 3 centers initialize the PCA \n",
    "# object with n_components=2 to reduce the dataset to 2 dimensions. \n",
    "# use matplotlib to plot the original 3D dataset and the PCA-reduced 2D dataset side by side.\n",
    "#Create synthetic Dataset using make_blobs with 3 features and 3 centers. initialize the PCA object with n_components=2 to reduce the dataset to 2 dimensions.\n",
    "#use matplotlib to plot the original 3D dataset and the PCA-reduced 2D dataset side by side.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# Create a synthetic dataset with 3 features and 3 centers\n",
    "X, y = make_blobs(n_samples=300, centers=3, n_features=3, random_state=42)\n",
    "\n",
    "# Initialize PCA and reduce to 2 components\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X)\n",
    "\n",
    "# Set up the plot with two subplots (side by side)\n",
    "fig = plt.figure(figsize=(14, 6))\n",
    "\n",
    "# 3D plot of the original dataset\n",
    "ax1 = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "ax1.scatter(X[:, 0], X[:, 1], X[:, 2], c=y, cmap='viridis', marker='o')\n",
    "ax1.set_title(\"Original 3D Dataset\")\n",
    "ax1.set_xlabel(\"Feature 1\")\n",
    "ax1.set_ylabel(\"Feature 2\")\n",
    "ax1.set_zlabel(\"Feature 3\")\n",
    "\n",
    "# 2D plot of the PCA-reduced dataset\n",
    "ax2 = fig.add_subplot(1, 2, 2)\n",
    "scatter = ax2.scatter(X_pca[:, 0], X_pca[:, 1], c=y, cmap='viridis', marker='o')\n",
    "ax2.set_title(\"PCA Reduced 2D Dataset\")\n",
    "ax2.set_xlabel(\"Principal Component 1\")\n",
    "ax2.set_ylabel(\"Principal Component 2\")\n",
    "\n",
    "# Add colorbar to the 2D plot\n",
    "fig.colorbar(scatter, ax=ax2, label='Class')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          PC1       PC2  species\n",
      "0   -2.264703  0.480027        0\n",
      "1   -2.080961 -0.674134        0\n",
      "2   -2.364229 -0.341908        0\n",
      "3   -2.299384 -0.597395        0\n",
      "4   -2.389842  0.646835        0\n",
      "..        ...       ...      ...\n",
      "145  1.870503  0.386966        2\n",
      "146  1.564580 -0.896687        2\n",
      "147  1.521170  0.269069        2\n",
      "148  1.372788  1.011254        2\n",
      "149  0.960656 -0.024332        2\n",
      "\n",
      "[150 rows x 3 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 65\n",
    "# Use load_iris from sklearn.datasets to load the Iris dataset. initialize the PCA object \n",
    "# with n_components=2 to reduce the dataset to 2. use matplotlib to plot the PCA-reduced dataset in 2D.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "feature_names = iris.feature_names\n",
    "\n",
    "# Standardize the data (important for PCA)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA to reduce dimensions to 2\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "pca_df = pd.DataFrame(data=X_pca, columns=['PC1', 'PC2'])\n",
    "pca_df['species'] = y\n",
    "print(pca_df)\n",
    "# Create a DataFrame for the reduced data\n",
    "pca_df = pd.DataFrame(data=X_pca, columns=['PC1', 'PC2'])\n",
    "pca_df['species'] = y\n",
    "\n",
    "# Plot the results\n",
    "plt.figure(figsize=(8, 6))\n",
    "for species in np.unique(y):\n",
    "    plt.scatter(pca_df[pca_df['species'] == species]['PC1'],\n",
    "                pca_df[pca_df['species'] == species]['PC2'],\n",
    "                label=iris.target_names[species])\n",
    "\n",
    "plt.title('PCA of Iris Dataset (2D)')\n",
    "plt.xlabel('Principal Component 1')\n",
    "plt.ylabel('Principal Component 2')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 66\n",
    "# Use load_wine from sklearn.datasets to load the wine dataset. \n",
    "# initialize the LDA object with n_components=2 to reduce the dataset to 2. \n",
    "# use matplotlib to plot the LDA-reduced dataset in 2D represented by a different color.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_wine\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load wine dataset\n",
    "wine = load_wine()\n",
    "X = wine.data  # Features\n",
    "y = wine.target  # Target labels\n",
    "target_names = wine.target_names\n",
    "\n",
    "# Standardize the data\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply LDA\n",
    "lda = LinearDiscriminantAnalysis(n_components=2)\n",
    "X_lda = lda.fit_transform(X_scaled, y)\n",
    "\n",
    "# Plot the LDA-reduced dataset\n",
    "plt.figure(figsize=(8, 6))\n",
    "for i, label in enumerate(np.unique(y)):\n",
    "    plt.scatter(X_lda[y == label, 0], X_lda[y == label, 1], label=target_names[label], alpha=0.7)\n",
    "\n",
    "plt.xlabel(\"LDA Component 1\")\n",
    "plt.ylabel(\"LDA Component 2\")\n",
    "plt.title(\"LDA Projection of Wine Dataset\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 67\n",
    "# Use breast cancer from sklearn.datasets to load the cancer dataset. \n",
    "# initialize the LDA object with one component to reduce the dataset to 1D. use matplotlib to plot the LDA-reduced dataset.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load the breast cancer dataset\n",
    "data = load_breast_cancer()\n",
    "X, y = data.data, data.target\n",
    "\n",
    "# Standardize the data\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply LDA with 1 component\n",
    "lda = LinearDiscriminantAnalysis(n_components=1)\n",
    "X_lda = lda.fit_transform(X_scaled,y)\n",
    "\n",
    "# Plot the LDA-reduced dataset\n",
    "plt.figure(figsize=(8, 5))\n",
    "plt.scatter(X_lda, np.zeros_like(X_lda), c=y, cmap='coolwarm', alpha=0.7, edgecolors='k')\n",
    "\n",
    "#The x-coordinates come from X_lda (likely a 1D projection of your data, such as after applying LDA).\n",
    "#The y-coordinates are all 0 (effectively placing the points along a horizontal line).\n",
    "#The color of each point corresponds to its class label (y), with the colors chosen according to the coolwarm colormap.\n",
    "#The transparency of the points is set to 70% (alpha=0.7), and the points have black borders.\n",
    "\n",
    "plt.xlabel('LDA Component 1')\n",
    "plt.title('LDA Reduction of Breast Cancer Dataset')\n",
    "plt.yticks([])\n",
    "plt.colorbar(label='Class Label')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 68\n",
    "# Use load_digits() from sklearn.datasets to load the hand written numbers dataset. \n",
    "# initialize the LDA object with two component to reduce the dataset. Use matplotlib to plot the LDA-reduced dataset.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_digits\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load the digits dataset\n",
    "digits = load_digits()\n",
    "X = digits.data  # Features\n",
    "y = digits.target  # Target labels\n",
    "\n",
    "# Standardize the data\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply LDA\n",
    "lda = LinearDiscriminantAnalysis(n_components=2)\n",
    "X_lda = lda.fit_transform(X_scaled, y)\n",
    "\n",
    "# Plot the LDA-reduced dataset\n",
    "plt.figure(figsize=(10, 6))\n",
    "scatter = plt.scatter(X_lda[:, 0], X_lda[:, 1], c=y, cmap='jet', alpha=0.7)\n",
    "plt.colorbar(scatter, label=\"Digit Class\")\n",
    "plt.xlabel(\"LDA Component 1\")\n",
    "plt.ylabel(\"LDA Component 2\")\n",
    "plt.title(\"LDA Projection of Handwritten Digits Dataset\")\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1443ad15be0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 69\n",
    "# Use load_iris from sklearn.datasets to load the Iris dataset. \n",
    "# initialize the LDA object with n_components=2 to reduce the dataset to 2. \n",
    "# use matplotlib to plot the LDA-reduced dataset in 2D.\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "feature_names = iris.feature_names\n",
    "\n",
    "# Standardize the data (important for PCA)\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# Apply PCA to reduce dimensions to 2\n",
    "lda = LinearDiscriminantAnalysis(n_components=2)\n",
    "X_lda = lda.fit_transform(X_scaled,y)\n",
    "# print(X_lda)\n",
    "plt.scatter(X_lda[:,0],X_lda[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Accuracy: 0.97\n",
      "\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        10\n",
      "           1       1.00      0.90      0.95        10\n",
      "           2       0.91      1.00      0.95        10\n",
      "\n",
      "    accuracy                           0.97        30\n",
      "   macro avg       0.97      0.97      0.97        30\n",
      "weighted avg       0.97      0.97      0.97        30\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 70\n",
    "# Implement an SVC model to classify iris flowers into three species (Setosa, Versicolor, and Virginica) \n",
    "# based on their sepal and petal dimensions. The dataset contains 150 samples with \n",
    "# four features: sepal length, sepal width, petal length, and petal width. \n",
    "# Load the Dataset from sklearn.Split the dataset into training and testing sets.\n",
    "# Train the SVC Model using the training data. Visualize the Results.\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "\n",
    "# Load the Iris dataset\n",
    "iris = datasets.load_iris()\n",
    "X = iris.data  # Features: sepal length, sepal width, petal length, petal width\n",
    "y = iris.target  # Target: species (Setosa, Versicolor, Virginica)\n",
    "\n",
    "# Split dataset into training and testing sets (80% train, 20% test)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)\n",
    "\n",
    "# Standardize the features\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)\n",
    "\n",
    "# Train SVC model\n",
    "svc = SVC(kernel='rbf', C=1.0, gamma='scale')\n",
    "svc.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_pred = svc.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "print(f\"Test Accuracy: {accuracy:.2f}\")\n",
    "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n",
    "\n",
    "# Compute confusion matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "\n",
    "# Plot confusion matrix using seaborn heatmap\n",
    "plt.figure(figsize=(6, 5))\n",
    "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', xticklabels=iris.target_names, yticklabels=iris.target_names)\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.title(\"Confusion Matrix Heatmap\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}


