Lab06/NBC.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Naive Bayes Classifier Algorithm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# E.g. 1: On Iris Dataset (Without Plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the iris dataset\n",
    "from sklearn.datasets import load_iris\n",
    "iris = load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# store the feature matrix (X) and response vector (y)\n",
    "X = iris.data\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitting X and y into training and testing sets\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4,\n",
    "random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;GaussianNB<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.naive_bayes.GaussianNB.html\">?<span>Documentation for GaussianNB</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GaussianNB()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# training the model on training set\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "gnb = GaussianNB()\n",
    "gnb.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussian Naive Bayes model accuracy(in %): 95.0\n"
     ]
    }
   ],
   "source": [
    "# making predictions on the testing set\n",
    "y_pred = gnb.predict(X_test)\n",
    "\n",
    "# comparing actual response values (y_test) with predicted response values (y_pred)\n",
    "from sklearn import metrics\n",
    "print(\"Gaussian Naive Bayes model accuracy(in %):\",\n",
    "metrics.accuracy_score(y_test, y_pred)*100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# E.g. 2: On Social Media (Network) Ads Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing pandas for data manipulation and analysis\n",
    "import pandas as pd\n",
    "\n",
    "# Importing numpy for numerical computing\n",
    "import numpy as np\n",
    "\n",
    "# Importing matplotlib for data visualization\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Importing seaborn for statistical data visualization\n",
    "import seaborn as sns\n",
    "\n",
    "# Importing sklearn for machine learning and data mining\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    User ID  Gender  Age  EstimatedSalary  Purchased\n",
      "0  15624510    Male   19            19000          0\n",
      "1  15810944    Male   35            20000          0\n",
      "2  15668575  Female   26            43000          0\n",
      "3  15603246  Female   27            57000          0\n",
      "4  15804002    Male   19            76000          0\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 400 entries, 0 to 399\n",
      "Data columns (total 5 columns):\n",
      " #   Column           Non-Null Count  Dtype \n",
      "---  ------           --------------  ----- \n",
      " 0   User ID          400 non-null    int64 \n",
      " 1   Gender           400 non-null    object\n",
      " 2   Age              400 non-null    int64 \n",
      " 3   EstimatedSalary  400 non-null    int64 \n",
      " 4   Purchased        400 non-null    int64 \n",
      "dtypes: int64(4), object(1)\n",
      "memory usage: 15.8+ KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "# Load the Social Network Dataset CSV file\n",
    "data = pd.read_csv('Social_Network_Ads.csv')\n",
    "\n",
    "# Display the first few rows of the dataset\n",
    "print(data.head())\n",
    "\n",
    "# Display the structure of the dataset\n",
    "print(data.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis (EDA)\n",
    "Perform EDA on the dataset, including checking for missing values, understanding the distribution of different variables, and visualizing relationships between variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing values in each column:\n",
      " User ID            0\n",
      "Age                0\n",
      "EstimatedSalary    0\n",
      "Purchased          0\n",
      "Gender_Female      0\n",
      "Gender_Male        0\n",
      "dtype: int64\n",
      "\n",
      "Summary statistics for numerical columns:\n",
      "             User ID         Age  EstimatedSalary   Purchased\n",
      "count  4.000000e+02  400.000000       400.000000  400.000000\n",
      "mean   1.569154e+07   37.655000     69742.500000    0.357500\n",
      "std    7.165832e+04   10.482877     34096.960282    0.479864\n",
      "min    1.556669e+07   18.000000     15000.000000    0.000000\n",
      "25%    1.562676e+07   29.750000     43000.000000    0.000000\n",
      "50%    1.569434e+07   37.000000     70000.000000    0.000000\n",
      "75%    1.575036e+07   46.000000     88000.000000    1.000000\n",
      "max    1.581524e+07   60.000000    150000.000000    1.000000\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABcQAAAXECAYAAADjyQ2OAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydeXxU5b3/P7NvWZkQlkogMlGWBAhFrSRBQW1FWeXqT/TeAqH1Wozce61VUUEEBK3VehWtt1cWbZXetgoq2kVEK0GrIrEsohKIhEogJCQzmX39/RHOMMvZZubMzJnh+369fEnmzJzzPec8z3lmPs/3+XwVoVAoBIIgCIIgCIIgCIIgCIIgCILIc5TZDoAgCIIgCIIgCIIgCIIgCIIgMgEJ4gRBEARBEARBEARBEARBEMR5AQniBEEQBEEQBEEQBEEQBEEQxHkBCeIEQRAEQRAEQRAEQRAEQRDEeQEJ4gRBEARBEARBEARBEARBEMR5AQniBEEQBEEQBEEQBEEQBEEQxHkBCeIEQRAEQRAEQRAEQRAEQRDEeQEJ4gRBEARBEARBEARBEARBEMR5AQniBEEQBEEQBEEQBEEQBEEQxHkBCeIEQRAEQRAEQRAEQRAEQRDEeQEJ4lnggw8+wMyZMzF06FAoFAps27Ytoc+vXLkSCoUi7j+TyZSegAmCIAiCIAiCIAiCIAiCIPIAEsSzgMPhwPjx4/Hss88m9fm7774bHR0dUf+NGTMGN954o8SREgRBEARBEARBEARBEARB5A8kiGeB6dOnY82aNZg7dy7rdo/Hg7vvvhvf+c53YDKZcNlll+H9998Pby8oKMDgwYPD/506dQpffPEFFi9enKEzIAiCIAiCIAiCIAiCIAiCyD1IEJchTU1N+Oijj/C73/0O+/btw4033ohrr70Whw8fZn3/Cy+8gIsuuggNDQ0ZjpQgCIIgCIIgCIIgCIIgCCJ3IEFcZrS3t2PTpk34wx/+gIaGBowcORJ333036uvrsWnTprj3u91uvPzyy5QdThAEQRAEQRAEQRAEQRAEIYA62wEQ0ezfvx+BQAAXXXRR1Osejwdmsznu/Vu3bkVfXx8WLFiQqRAJgiAIgiAIgiAIgiAIgiByEhLEZYbdbodKpcJnn30GlUoVta2goCDu/S+88AJmzJiBQYMGZSpEgiAIgiAIgiAIgiAIgiCInIQEcZlRW1uLQCCAzs5OQU/wtrY2vPfee3jjjTcyFB1BEARBEARBEARBEARBEETuQoJ4FrDb7WhtbQ3/3dbWhs8//xwDBgzARRddhFtvvRU//OEP8cQTT6C2thanT5/Gu+++i3HjxuH6668Pf27jxo0YMmQIpk+fno3TIAiCIAiCIAiCIAiCIAiCyCkUoVAolO0gzjfef/99TJ06Ne71BQsWYPPmzfD5fFizZg1eeuklfPvttygrK8P3vvc9PPzww6ipqQEABINBDB8+HD/84Q/xyCOPZPoUCIIgCIIgCIIgCIIgCIIgcg4SxAmCIAiCIAiCIAiCIAiCIIjzAmW2AyAIgiAIgiAIgiAIgiAIgiCITECCOEEQBEEQBEEQBEEQBEEQBHFeQIJ4BgmFQrDZbCCXGoKQJ9RHCUL+UD8lCPlD/ZQg5A31UYKQP9RPCSK9kCCeQfr6+lBcXIy+vr5sh0IQBAvURwlC/lA/JQj5Q/2UIOQN9VGCkD/UTwkivZAgThAEQRAEQRAEQRAEQRAEQZwXkCBOEARBEARBEARBEARBEARBnBeQIE4QBEEQBEEQBEEQBEEQBEGcF5AgThAEQRAEQRAEQRAEQRAEQZwXkCBOEARBEARBEARBEARBEARBnBeosx0AQRAEQcgFq9OLLrsXNrcPRQYNykxaFBu12Q6LIIgcgZ4hBEEw0POAIORPLvfTXI6dIOQACeIEQRB5hBRfjM7XL1cnel2499V92HW4K/zalKoyPDpvHIaWGLIYWWqcr/eTjXy+FmLOLZ/PXw7k6zMkHZyyudHj8MLm9qPIoEapUYtBRfpsh0UQktHR68L7X59GeaEOHn8QPU4fPmk7gysvGoghOfA8ONHrgtXlg83lQ7FBgyKDhp5jRN6Ry+N2LsdOEImQzvGIBHGCIIg8QYovRrnw5Sodop7V6Y07bwD44HAX7nt1H56ZX5uTwmEu3M9Mkc/XQsy55fP5M2RT8M/XZ0g6aO92YNnW/djd2h1+rd5ixtq5Nagwm7IYGUFIg9XpxbEzTmzfdyKqnddZzKgsM8GoVcn6eXCs24EHt+7HrojYGyxmrJlbg+HUR4k8IZfH7VyOnSASId3jEXmIEwRB5AFCX4ysTm9G9iHmGEc67Whp78GR0/aE93mi14WmLS246sm/Ye5zH+KqJ/6GO7e04ESvK6W4uuzeuPNm+OBwF7rsqZ97psnE/cwV8vlaiDm3ZM8/1f6aSdL1bBBLPj5D0sEpmxv3x4jhANDc2o37t+7HKZs7S5ERhHT0On14ZufhuHa+u7Ubz+w8jF6nL0uRCXOi1xUnPgDArtZuPLj1QMaeqQSRbnJ53M7l2AlCLJkYjyhDnCAIIg8Q88VIKFNAin1EErkkvtighkmrxso3D2LHoc7we2IzVPkyPKXOhog8lj8Y4n1vn1u+P165kPp+5jKZvhbpzFSO3bdaocBnx3pY3xv5oyjR84/MKDdqVWisr8TkC83QqpUoNWllZbcih0wpm8AzIhefIemgx+nFsW4n3miqg1qlRJ+rvx37AkHc8fJe9Di9ZJ1C5DwOrz9ODGfY3doNh9ef4YjEY3P74sQHhl2tXbC5fRiK/FhVRJzf2Nw+lBVo8di8cSgv0sHuDqBQr8Ypmxv3vrpP1uN2LsdOEGLJxHhEgjhBEESOEimM6dRKNE2zYGNzG5zeQNx7xXwxklLQ4VoSv7CuEh8e6Q7HGClYObwBXksHIVGzw+rG0S6HKAEy1j5iw4JJvOdTqNeIPne5cL4KdGxitN2TuWuRTmsStn03VJXh6fm1WLqlhbPv80/3AA6PL+q6FejU2HOsB58d64FRq8LT82uxaXcb1u9slfycpEAOkz9FAs+IXHyGpAOPz4+XFl+KB7cdiBsfXlp8KWwuymojch+HJ/5ZnMj2bGJz8Yv1fQLbCSJXKDKo8fKPvodV2w/GjUcv/+h7UKuyGJwAuRw7QYglE+MRCeIEQRApkC3PWjZhrM5i5hTGxIgxUgk6p2zuODEc6F8SHwLQWF8ZJax9cLgLvU4fHnz9AG+Gp5DAe7TLgSUv7wXAL9axZZO2HO9FncXMmtE1paoMZQXc91SuhQoTuZ9yPYdE4RKjH549FkatilUwBgCTjvvrENu1AcB6vdKZqcy1712HuxAMheL6FYNQvzVqVSgyaNG0pYX1eXLgWys27W6L6xt855Tp9iSHyZ+yAi2mVJXhAxZhXugZcj4xwKjDfRzjw/JtB7Bubk2WIiMI6SjUq3mzNwv18v0JbtKpwquCaoeVwOMPQq9RYW97DzY2t8GoI6WNyA+0SiUeeesgaitK0VhXGdXWf/7nQ1g5c2y2Q+Qkl2MnCLFkYjyS72hMEAQhc7JVpI5LGGMEhlhhrKGqDIFQCEdO23mFKakEnR6Hl3epcGNdZdzrDq9fMMNTSODVqc+VxeAT69iySTc2t+Hp+bXhGBmmVJXhsXnjOK+ZnAsVlhVocc3oclw8pCjuS8RXHbbw/ZTzOSQCnxi94vWDePD60bh/64G4z9VZzNCq2EuqxF4bo1aFTQsvwfqdrdjVGn+93L5A2jKV+bKgufpVZL/l6tvLZ4zB8m0Hos6H2ScA/NfVF+GpHYdZj/vB4S50nPV8Zs4rG+1JDtnZxUYtHp03Dve9ui/qOgs9Q8437N4A5/jQ3NoNO8ekFUHkEiatCr+77XI8/MaBuEJgv7vtcuhUiixGx49Jo8KGBZOw/r3WqO+SdRYzNiyYBJOGBHEiP3D4Avi3741AhzXah3hosR7frSiFwyff8SiXYycIsWRiPKKimgRBEEmQzSJ9QsJY7bCS8N/1FjMWTB6BOc/uFiwyxwg6U6rKol5PVNCxufmXL3n8wbjXHAIiSN9Zr7zY2BjqLGa0HO+Neo2rqAxbNqnTG8DSLS2orSjF20vrsW3JZLx71xV4Zn4thnCIeHIv1Fhs1GL5jDFoae/B4hf3YMnLe9G4+VN83t6D5TPGiMpozvY5JAJfv9h1uAs1FxSjzmKOer3OYsaiukpYWWwa2K7NbVMuxPqdh+PE4w8Od+HeV/chkEYveqEs6Fgi+y1f355YURJ3Pgy7W7vhD/Cf09HTjvBzJVvtie/ZkMns7KElBjwzvxbv3nWFqGfI+YjNlf1sfoJINyqVMk4MB/oLgT38xkGoOCZh5YBKqcBz77WyFgR97r0jUCnlK+YTRCIoAOg1Sry1vyPqe/Jb+zug1ygh55aey7EThFgyMR5RhjhBEEQSZNOzVkgYKzZo8NpPJsPtC+DDo91RFipC1g2MoNNl96LP7UOhXoOygsTsDooElgJHZnID/YJViUE4w5MrA5MRNZduaYn7HJu4wpVN6vQGsH5nK+ZO+A7GDC3mjQeQh28xH1anFw/E+PQC/VmYD247EL7Pcj6HRBDqF//scUUtLdWplWg53oulW1rwZlN93PvZrk29pYwzW3rX4S4EQvzicSqZykJZ0BUDjHj3ris4+y1X3z7a5eDdr9ByRJ1aGX6uLJ8xJivtSU7Z2cwEBMFOkYhnPUHkOrlcmNLuDfDGTqs4iHxBo1JiPYfYBgCrZ1dnIyxR5HLsBCGWTIxHJIgTBEEkQTY9a4WEsdKzYswNv/qQdbuQMJWqoFNq0qLeYkYzywBWH5PJzQhWRq1KlF1LrKin16iwfX8HZ0FBNnFFKmsYOfgW8yFG7Jb7OSSCUL8o1mtYPba57jnbtRHKlu5z+9PmIy3UbssLdYL9lq1vF+mFs7a5/PUjV2Z8cLgLvVnM/pViMo9IPwVaFe/4UKAlOwYi9xEq9CXnwpR9tIqDOE9w+bgtvHa3dsMlY9uRXI6dIMSSifFIvuu1CIIgZEwBTxE+ILpIn9XpxZFOO1rae3DktD1l2wAx9gDZFDoHFemxdm4N6mPsKeotZqydW4Mbar8TZyeQiF1LsVGLkeUFmFBRiiHFeuw73ssqhnMJkFJZw8jBt5gPMW1A7ueQCEL9YrjZmNA9Z7s2QtnSJq1KkrbFhlTtNha+69ZgKYNKocCKGWPQYIl+D7MyY2NzW/g1k4CYme72FPlsGFleQGK4DAkFQ1gzp5p1fFgzpwYhAdshgsgFhMYKORemLKRVHMR5AlehdbHbs0kux04QYsnEeJRzGeIffPABHn/8cXz22Wfo6OjA1q1bMWfOHM73v//++5g6dWrc6x0dHRg8eDAAIBAIYOXKlfjtb3+LkydPYujQoVi4cCEefPBBKBT9vjShUAgPPfQQ/vd//xe9vb2oq6vDr371K1RVVaXlPAmCkDdalZI3a5Ip0peOAnNi7AGEsj5THUCsTm84w7jIoIkr1llhNuGJmyagx+GFze1HkV6NUpMWg4r0nPscWmLA4zeOP/cZgxqlxvjPxB573Q01WPnGQbxzqBNAv8C3/paJKDZo8NUpO+t+pMgmlSrTPF2IEbvlfg6JINQvhiR4z7muDV+/N2nVaclUjmzzy2eMgValhNXlhUmX+r6Z6xb7nKqzmLFkqgWdfR787I//wM2XVuCe6Rfj+BlXlN1M5I8uk1Yti/bE93wSenZlG7nHlypBBdDr9GDV7Gp4/EHYXP3nqVMr0et0o8Soy3aIBJEyJq1KYKyQryBuEljFIefYCSIRhOwahbZnk1yOnSDEkonxKOcEcYfDgfHjx6OxsRE33HCD6M999dVXKCoqCv9dXl4e/vdjjz2GX/3qV3jxxRcxduxY7NmzB4sWLUJxcTGWLl0KAPj5z3+Op59+Gi+++CIqKyuxfPly/OAHP8AXX3wBvZ5b4CEIIj/pdXmxqK4SAKJ+8EQW6bM6NbwF5rh8vMUgJLqVFWhxzehyXDykCLXDSuDxB6HXqLC3vQdfddhSEqbEivyDivS8Angy++V6z9q5NVh23Wg4PT4U6LV4YNv+qPvCZKdXmE3h11K1hpGTbzEbYsRuuZ9Dogj1i0TuOdu1ee+rTjRNtQCI7/d3TqtCiVGT8HGEYGvzDVVlWDlrrGRFk0xaFa6rGYKFk0dE+asvfvFT1FaU4OZLK8J2My3tPawiz5SqMpQYNVlvT1zPiMfmjUMIkHyCUkrSMYEqN5QASow6LN8WXXCwwWLG6jnVIKmNyAdKjVrcOa0/aYptrCiV89ga6l/F8eC2A1EiBLOKQyFQK4MgcoXyQh0aqspY7QUbzlrRyZVcjp0gRJOB8UgRCuXuqKZQKERniPf09KCkpIT1PTNmzMCgQYOwYcOG8Gvz5s2DwWDAb3/7W4RCIQwdOhQ//elPcffddwMArFYrBg0ahM2bN+Pmm28WFa/NZkNxcTGsVmuUOE8QhDxIpI8e6bRj5vpmNNZXhgVnRkTa2NwWLtJ31ZN/49zHu3ddgZHlBaLjSzRzsL3bgWVbhYXhRPZrdXrRtKWF9QvYlKqypEV+MfsFIPgetz+Iu37/OatgV28x44mbJiQk0ouNXa6+xSd6XbwZ0wxyPodYMj2WnrK5caTTjl6XD0aNCgMKtDjwrRWDivThft/Z58HUiwZisMSiJV+/qLOYUVtRin3He+ME00SfFUc67bzPqg0LJmHxi3tg1Kqw/pZabGpuixIzY9tUttoT3/Vad0MN3t7XgV2t0j67pCJdz9ZswdVP27sdeGDrftYiSQ2WMjwytzpqfCKIXKSj14V/9jjR2mlHeeRYYXPDUl6AC0qNUWNwNuDqo22n7fj5X77Ev3x3GMqLdLC7AyjQq9Bp8+CPnx3HPT8YhcqB4r+7EoRcOdHjxLEzzrjilHUWM5qmVmH4AAOGlhqzGCF3P82F2AkiVTIxHuVchniyTJgwAR6PB9XV1Vi5ciXq6urC2yZPnoxf//rX+Prrr3HRRRfhH//4B5qbm/Hkk08CANra2nDy5ElcffXV4c8UFxfjsssuw0cffSRaECcIIn8oK9Bi0vBS3iJ9R7scvPtIxMc70cxBq9OLB7YdiBOGm1u78eC2A2FxJdH9iinUmIxoI2a/AATf4wsEOYvMNLd2o8fhlVwQlzIbWGrE2nfI+Ryyjd3txy0vfBz+26hVobG+MtyOvlNiwKThpWm5fnz9YndrNxrrKrF+Z2vUipNksoyF/OY9/mD43wooML1mCBbWVUZNCESSrfbEd73KC3WsYjiQ2rNLKtL1bJUbTm+AVQwHgF2tXeR7SuQFvS4fFmz6FI31lSiP+M7xrdWN1W8dwqs/mZx1QZwLly+APx04hT8dOMW6ncl8J4hcx+r2Y/GLe9BYX4nGiO80zAq5V38yGUOzHSQHuRw7QYglE+NR3gviQ4YMwfPPP49JkybB4/HghRdewJVXXomPP/4YEydOBADcd999sNlsGDVqFFQqFQKBAB555BHceuutAICTJ08CAAYNGhS170GDBoW3seHxeODxnPuRaLPZpD49giBSIJU+mkkfb6vTm7D1iliBOdH9plqskytzVcx+hZYz9bl98Ab432Vz+wX2kjhy9/zNdbE722NpbNt0egNRE2HblkxO2/UVK1Sn0qcBYb95nbq/JkJjfSVeaD7KaZmS7SxmvusVKeqzYXX5cKTTnpZ+LOYZkc1CyFIgtp8KPYP70vCMJohMY3P54saKSLLRn8X2UYc3EJ74jbXc29jcBgdNWhF5Qi73UznGThBSk4nxKO8F8YsvvhgXX3xx+O/JkyfjyJEj+OUvf4nf/OY3AIDf//73ePnll/HKK69g7Nix+Pzzz/Gf//mfGDp0KBYsWJD0sdetW4eHH3445XMgCCI9pNpHxfh4S1Fgjk3cjhwcvu60Y4BJGyWyiBVXEs1IFFOokSFSBCo2aKBVKbHstf1RWZpM5qrY/fINioV6DXwBftGrSC/tsCel56/chfVske2xNJE2n+ljDxtgwHO3ToReo0IwFEK3I7ksY6FnlWVgAbYtmQy9RsX540sOWcx814sR9blw+wK44Vcfhv8WWoEjtq+KfUbwxW7UqlBq1KZNsJcCsf3UpON3CTcKbCeIXKBIoKBdOscNLsT20SKDGutvqcXG5rao532DxYz1t9SiyJD38gFxnpDb/VR+sROE1GRiPOL/dZCnXHrppWhtPXdBf/azn+G+++7DzTffjJqaGvzbv/0b/uu//gvr1q0DAAwePBgAcOpUdKr+qVOnwtvYWLZsGaxWa/i/48ePp+FsCIJIFin6aLFRi5HlBZhQUYqR5QVRAgWTRT6lqizqM4kWmIsVt41aFZ6eX4uW9h4sfnEPbnz+I1z1xN9w55YWnOh1ARAn4gmJ5t0OL46ctsPqPJfpzghnbESK/Cd6XWja0oKrnvwb5j73IV5r+Rb3vrYvSgw3alUYN6wE33Q50OvyYsuPL0PTNAuMMRWjmf2WFWixceEl4fNe8vJeNG7+FC3tPdi48BKUFWhRatKi3mJmja/eYkapSToBiS9z/95X9+HrU31x14+L2OsVez/PZ7I1llqdXhzptCMQCqFBRJtPB3z9rd5ixl8Ongr3g1Xbv0AIiOs/kXBlDAk9q4aXmTChohQuX38mhlGrQtM0CzYsmITnbp2IjQsvQdM0Cxwe7mcKcz1b2ntE94tE4btenX0e3mv54dHorHemH8fGmUhfFVrdI+bZatSqsHHhJXhw2wFZPx/E9lOjVsXZnxqqynjbL0HkCoV6Ne93kUKJJ+fFILaP6lRKbGpuiypgBgC7Wruxqfkb6FTnpXxA5CEFWhVvPy3Iwngktp/KMXaCkJpMjEfn5Yj2+eefY8iQIeG/nU4nlMroS6FSqRAM9mcaVlZWYvDgwXj33XfD2202Gz7++GNcfvnlnMfR6XQoKiqK+o8gCPmQiT7KZJG/e9cV2LZkMt696wo8M782Ie/IWHG7sb4Sm3a3xdkWRIosYoRrIdG8z+2LE17EiPxsIlDtsJKoeCNF/Vte+BjzfvUR5v/vx/i8vQdPz68NiyKxkwfP7myNO+/drd149r3+Sc5BRXqsnVsT9yWRKSYqpX84ny3NrsNdOH7GKUq4SkQ0Ox9JtJ9KIbxGip5znt2NBZNHxLWpRCe2koGrv9VbzFhYV4mNzW3h13Yd7sLKNw6isb6Sc398GUNinlVFek3chFzkxFSRQct6/TsyNOHD93yaetFA1mdDg6Us7loy7DrcFeWPnmhfFWtdxRf78hlj8OzO1jj/c7k9H8T2U61CgYdmjmF9Rj80cwy0CkUmwiWItOLw+LGwrhJ1Me287uyz2+HJvDWQ2D7q9gd5ff7dAvZTBJEreIMBrJnD/pthzdwaeIOZtwcS20/lGDtBSE0mxqOcW/Nkt9ujsrvb2trw+eefY8CAAaioqMCyZcvw7bff4qWXXgIAPPXUU6isrMTYsWPhdrvxwgsvYOfOnfjrX/8a3sfMmTPxyCOPoKKiAmPHjkVLSwuefPJJNDY2AgAUCgX+8z//E2vWrEFVVRUqKyuxfPlyDB06FHPmzMno+RMEkXuk6uEca2cwsYK9mCdwTmQZWV4g6HEO9GfksQk2dRYzWo73hvcZ6T8sZBXDJgLF+vdyifrNrd1QKBR4/Y46KBWK+P1yFMXbFWHXUGE24YmbJqDH4YXN7UeRXo1SkzYpMZzPGiERf2c+/2Y5FtPLVfsWKSxsYkVPpzeApVta0FhfiSVXWqDXqFBsYC9OKrTfZK5pZH/rdXmhV6vwp4MnsXRLS1wBwl2Hu3DftaMAABub26K2i8lmF3pWlRVosXzGGNa+u7u1G8tfP4DraoZg2Wv7o467ZKoFnx3riXq/UL9IFr7n09HTdkyoKMWiiAJUA0xa3PrCx5zFHK2uc/080b6aqC84W+zBUCjqegodU+54giGsfftQ3H1oOd6LtW8fwoPXj8l2iASRMlanLzxuxBa8W7qlBZsXXZLtEDnpc5HPP3F+4PMDj/zlIOt4tOrNg7jnB6OyHSInuRw7QYglE+NRzgnie/bswdSpU8N/33XXXQCABQsWYPPmzejo6EB7e3t4u9frxU9/+lN8++23MBqNGDduHHbs2BG1j2eeeQbLly/HkiVL0NnZiaFDh+Lf//3fsWLFivB77rnnHjgcDtx2223o7e1FfX09/vznP0Ovly7bkCAIgo3YAp5qJX8GXY/Ti5b2HhQbNHj8xvGwu/1RwhAAHOm0w+ry4r7pozC9uhdr3joUFoTqLGYsqqvE0i0t4X3GCi98whmbCBTr31s7rIRT1N91uAtKhQIjywsE98t23ozYOGpIahn/QuKq2EKEAL9wJbdielL6omeSZIrPssEmejKFi9bvbMW7d10R1zaFSPWaRva3vcfOcPYdADh2xhleacGI5lJlsxcbtZhYUcIp0O463IWFk0dEvfbB4S4EQiE8M78WAOK8/9Mh6HI9n6wuX9y127BgEqcYDkRb0CTaV5Pxn4+NvaW9J+49kUQK9rmAyxvAzi9PY+eXp1m3//T7lNVG5D6FBg1vwTs5+/sK+fybyIqByBNCAO949DMZi8q5HDtBiCUT41HOCeJXXnklQqEQ5/bNmzdH/X3PPffgnnvu4d1nYWEhnnrqKTz11FOc71EoFFi1ahVWrVqVSLgEQRCSEJk56BUoHKnTKDHzmd0AzolujIDHJsw1WMzYtqQOPU4v7B5/OIOJEYmYQpYefyBKcOYSsdhEoJbjvaizmMNZpbEZ47GwicBC4pLV5cPiF/dEnXeyAq4YcZWvEGFkhj0Dl7CdzaKNsUglKmcDqTLtpZ6gkPqaFhv436tTK3lXWqQKn3gMgPX5tLu1G0uutODWFz4Ov1ZnMePp+bW8vuNSI+bZFEmdxQyT9txX5UT7qhSFlYWO6fYFcKLXJevJqkiE2o/TQ4I4kfsw/r6xvqeA/P19C3Rq/th1OScfEAQrdgHromxYG4kll2MnCLFkYjw6Lz3ECYIgchGmgKdKqYjzpWSos5jhD5ybNIz0meUS5na1duPh7Qdh0Kqw+MU9WL+zNUoMZ/yCr3u6WZT/L5t/+cbmNiyqqwx73cVmjMfCJgLz+aJHCtCRxTr3HjuTlI+0WHGVzfOXybCP9STmErbFFirNBIl4HssNqYRsqScopLqmjDe3lacAbWQ/iFxpIeUkhtCXz4EFOtbXYzOZd7d2Y9PuNkGBX0rEPJsY6ixm3DmtCiVGDe/nGdj6qhSFlYWeex8e7ZaVl7gQRQb+9iO0nSByAZc/wOsh7vLLd+LH5Q+gsb4SDXH1FsxorJd37ASRCEUCxW2zUfxWLLkcO0GIJRPjEfUUgiCIHEOtVGBRXX/hvMisRkaItTqjhadI0Y1LmNvd2g1fIBiXKSlUwJMtuzXW4gXozwr83SfteOD6MeiwulFq1KDBUsbqCc4lArPtN/K8l25pCQv4m3a3RS1VTjRjXKy4Gpm5b3X54PYF8OHR7jh/Zz5hm+u8MlG0MRa52bckglRCthRZvZFIcU3ZVnbUn82wZtoam9VROu6XVqXkzajWckx2sU2C7W7tFlzxIiWcz6aP2/HAdWPQYXPD7QtAp1ai0+bGsBJDVP9Lpq8K1VwQG3Ps/Y+8305vIGe8xLUqJWftioaqMmhVlKtD5D5Wl5/XQ/ylxkuzHSIndpcfCigwvWYIFkbEfsrmhgIK2AU8XQkiV9CqBcYjgeSdbJLLsROEWDIxHpEgThAEkWOYTVqse/sQaitK435ovfLxMYwZWhz3mT63D0EeuymgXxiKFdr5vL75bCi4RCCgXxBxeHxYPacaK14/kJAIHLtfrVqJtw+cKzDYNM2CVz4+FnVtGL/ih14/gF/cOF6UaJSIuBrp+Xui14Xn/3YkTgwXErZTFc2kQk72LYkilZAt9QRFqteUa2UHY4vy8o8uwxmHN87qSMy+hWArBGpze3kn5Dqs7rj9sFkIMWR6WW9kX+tx9k9k7f/Wir8eOonqiGfnt1Y3PCxifTJ9NdXCykNLDFg+YwyOn3HGCWvM/ZbzZFUk3kAQTVMtQCiEXRHtp8FiRtNUS0YnSAgiXZi0Kl4P8djVPXKixKjFkzu+5pz0XDWrOgtREYT09Di8+HHDhQCiE4Yaqsrw44YL0ePwopJ9gVbWyeXYCUIsmRiPSBAnCILIMYqNWjw8uxr3vbov6scWW4YoQ6FeA5+A0DDAqEVnnwd3TqvCQzPHwOkJwBfkF9H5RBguESjytWRE4Mj9Hum0R12DSRWlmDCsJC5DnLk23Q5xWZTJiqupCNupimZSIHV2dCaRUsiWcoIi1WvKZ7my63AXfnLFyLB3fqL75oOrEOiq2dVYtHkPbr60gjXz8X9/OClqPw1VZWisq8Q//tmLDQsmxRXVzMYkC9PXWtp7WK8dw9Wjynk/n0lUCgVvrHKerIokhP7JV7ZsH6c3gGJjbpwHQfBh0qpF1yaQG75gkDVu4OxqwiBNWhH5gVGnhtXlx/TqwVg4eUTUeBQIhmCUsV9+LsdOEGLJxHhEPYUgCCIHiRXsTDo19hzricsQBc4JY6f6PLw/0P508CTW72wN24tcNKgIRzrtce9limzWDiuBLxjCkdN23iKbfKQqLMWKjcVGDX7x16/izpH5e+XMsaLjSlZclYOwnSxysm9JBimF7Nj7yHh4R2ZLi53oSOWaClmu6DTKOME91fvFVwh0xesH8NPvX4xlr+2P+1ydxQy3LxAWvnVqJSwDTThp8+DTb87gqR2Ho967ceElGZ9kicx6N2hVaJpmwcbmNtZij3ISmXN5sioSBYAXmo9yjkMrZozJfFAEITElRg3unFYFIH4lTWxtArkhtGqHivUR+YJOpeQcj+otZqyeLd/VELkcO0GIJRPjEQniBEEQOUqsYKdTKzGxoiSqEnO9xYw1c6pRbNSi28FvdcBklkf6g8eKMFJ5dEtFrNioVil4Z5IDAhnvkUgprrJZT8hVXJaLfUuypGNCgitbWmybT+WaClmulBi0kt8voUKgD1w/Ok6cZZ4jd8ZMyn3wsytx9LQDjXWVuPWy4VHZ4c++14r182uTjjNRxHixM8hNZM71ySqGYAi8z+gEHtEEIVuKjVqMGGDEndOqcN/0UbC7AyjQq+Hw+FE5wCjr/io05ghtJ4hcwePnzj5tbu2Gxy/f1RC5HDtBiCUT4xEJ4gRBEHmA1enFqu1fYEJFKRbF2Bis3v4FfnHjeJhNWqzfeRj3XjsKapUSfa5+cdYXCOKOl/dGi1hn/cFHlhdEiTDJFNlM9DwSFY4jxcYzTi/ve9myQPmQQlxNVUzNJiGgP6XzPIYvWzqRNh/5HpvbF76uQp8Vkxkc2U6ZPnS0y5HQ5Etk39OplbyZ0y5vQFQx2WtGlyMQCmH7/hNxk3CMCJ2OYpBszxEAnF7sQH8BYWaST64ic65PVgH92TyRq4xiLXQo+5TIF4IAnt3ZGlU8vOHss0XOaFVKTBs1EGOGFsf10S9OWKnwLZE3CGafeuU7HuVy7AQhlkyMRySIEwRB5AFddi92HOrEjkOdnNtHlhfgP66+CPdv3R8lTtVbzHhhwSW49YW/o8t+TlBm/MEjRRiPn7tIFF+RTTGkIhyHBUEWi5eo9xkym9mUipgaK+oV6Pqzy6yu9GaZ57KAnw64sqWNWhXGDStBh9UtSnxO9romkhmczDGsTi96nD4s37Y/qshhHUfmNNBvJSKmmOzKWWNx36v7OC2MGusrJS8Gyed9/tmxHtbPNLd248Hrx+DqUeWyF5lz2ZIJAEw69lVGTHsz6eRbbJAgxGJ1evHI9i+wsG4E7pl+MezuAAr1apyyufHIW19g7dwa2fZjp9eLFTPGYvm2/VF9tMFixuo5NXB6vQBM2QuQICTCpFfzTtCaZOzDncuxE4RYMjEeUU8hCILIA4R8hvvcPpyyuePEcKBfDFq9/SAemzcuqmhbpH9uZBE6oeMkg1RZuHLz2RWynuCaQOCydlh41trG6Q2kRaSW6j7kE2x9K1HroFSvq5jM4GSOcaLXhb99fRrb953gFa1jzzG2H3HF12X3RonssftvrKuU1Keb7xosf/1A3LlE4vYFMKGiVLJYCHYKtGrWVUa7W7uhALBubk12AiMICelyeLD06ouwavvBuASE5TPGosvhke1YWqjTYtnW/XHP7l2t3Vi+7QDWzSVvYiI/0KmU2LBgEta/1xo3QbthwSToZLwaIpdjJwixZGI8op5CEASRBxTpNTCeLRC3YcEkPHfrRGxceAmapllg1KqgVStxxuHl9ZsrL9KF/+YSj4W8uiLFLaYIYUt7D46ctsPKY2ciRjgWA5NNO6WqLOr1bFkgiJmoiIVL1Gtu7cam3W1orO/3gWeETr7rmihS3Yd8gq3NC1kHxd4TKa8rl41Nosdg2ll5oY7X0/kHYweFnyfrbqjBzzn6UbFRi5HlBZhQUYqR5QUoNmoF2z8ASSep+K7BrsNdqB1WwvlZORXQzGfs3gDvOGRP0NaKIOSIEoo4MRw4l4CglLEXmd0X4JzI3NXaBbuP+iiRH3gDQTz3XivrBO1z7x2BNyBfH+5cjp0gxJKJ8YgyxAmCIGRAqkUXywq02LjwEjyz8zBrpsA7h07h0hFm3n3Y3QEYtSosnzEGEytKztpAeKNiEZuBnah1QzLCMRdy8tlNdAKBsaXhEvWYrFqG2CxzLu9ksW3L5vbxLsGU2t4iF2Br87XDShKyDhJq370uL+8zQEx/CoRC2LBgUtw9Y2xMYu8dIx7Pv7SCN7bjZ1xY8vLe8DGvuGgg6/tY4xewKLqg1CBpvxQjwLPBt3okXQVxc6nQrpQIPUPOx2cMkX+4/UF8dbIPGxZMQnmRLsoy5d5X98Et44J3NpcfZQVaPDZvHGvsfS7yJibyg2AIvGKbnIs853LsBCGWTIxHJIgTBEFkgUgxxKRV47P2Hqze/kVYvErGDuPZneyZAkoo8N0RpSjQ83uzlhg1eHtpA5ZvO4Blr+0Pvx4Zixg/40SsG5jroFPzL1hKNHtTLj67yUwgPHfrRN59xlaOZwQkNtG0oaoMd0y1oHHzp6LaVrFBw+vvW5RhD/ZsEStWrruhBivfOIh3znr0x96DWGJFPaGJEb1ahaZXWqKKrzH3yaRVhe9r7GTFsW4H1EoF/MEQVr95kNcDPLYPMeKxUN+L3M5lv8Il2K+dW4NrRpeHr1skU6rKMLhIz3vsRBG6zheUGuL6I9/qkXT56Z/PPv1Cz5Dz5RlD5Dcurw8v/+h7rJYpL//oe3B45Lvaqsig4o09BPmK+QSRCIKFKWVc5DmXYycIsWRiPCJBnCAIIsOwiSGx4lWins39Xr0cVgGtXVhYNwKdNg/qLWY0s2QU1FvMKDZo+uNq5ReyhTKwxfpmR16HpmkW1FnMrEvps+H9LRXJTCAkIlAC/ZMFXJMQuw53IRgKRXkn87Utk47f3/eJmyYkcvo5CZ+4u+y60bC5fNBr+CeXYsXnsgItGqrKWPtFg8WMf/yzl7PfrZ5dHRbD2SYr1t1Qg7f3dcRlCkV6gO873hvXhxjxuOV4L2ffq7OY0XK8Ny6u2FUJXBNg92/dj3U31MDjD4oWoVNBaAJqcJFe9OqRdPnpi9kvIH5VR66hUyl52xv5nhL5gLlAz1uz5REZe+WbNGrcxxM7+fwT+UKhnl8KE9qeTXI5doIQSybGI+opBEEQGYRLDGErYMdXdDEWIasAjz+IFa8fwMs/+h5Wbz8YJYrXW8xYO7cGbh+3VUdsLHwZ2GLsT2Kvw8bmNjx9VgiKHPSy5f0tJYlOICQiUDKTBXyTELE2KwB327K7/fz+vm4/BhWJOu2cREjcfWZ+LS4cWACr05tQ8dZioxYrZ43FitcPRF3fOosZy2eOxZxnd7PG88HhLji8/Vk+XL7l5YU6zsmw3a3duONKC269tCLuXjPiMVffa7CYseBsEddYIjPghSbA3L5gxiyMio1arJlTjfu37o97xq2ZUx31/BIi2YK4qe73pM2NNW8dytvs8TNOLxadfR7F9oVFdZU44/SikuvDBJEjOAW88p0y9sonn3/ifEEjMEGrkfEEbS7HThBiycR4RII4QRBEBklUuBTrpypkFaBTK9Fl9+LWF/6Ox+aNwwPXj0Gf248ivRqlJi0GFenR0t7Duw+xsRTo+IcWk04ddx2c3gCWbmlBY30lGusqUWzQoNSoTVo4k5s/byITCFwCZb3FjIURAmXkZMHRLgfv8dksPtjup5Re7rmIWBFUTOZ/LAoAtRWlaKyrhMcfhE6tRMvxXrR1OXjFEWYbl2+5kH2LXqOCUavCkU57XH94dN443Pvqvqi+BwDfKTHgzwdPhlesxBKZAS+mzTBFNqUmtp8X6NR47M9fYkJFKRbFXOfV27/AL24cLzqOdPUFof3+s8cleVa6nNBrVFi65ZNwe4u8R0u3tOAPt1+e7RAJImVsrtwdS/tyOHaCSIQzdg//BK3DgwsHFmQrPF5yOXaCEEsmxiMSxAmCIDKImEzuSPi8syPFoAKdGutuqInyIWeIzCrusnvx4off9AsrQ9gtFLgQ6+OtFcha0KqUOOOM9890egNhwW/bkskYWZ7cF7mOXhfe//o0ygt18PiD6HH68EnbGVx50UAMkWGGZex1j50cMOnUcHoDCIVCUCkUeKnx0rjJAjETIrGw3U+p2kCukogImmjxVrNJi33He+NE7Q0LJvEes9igwZSqMk7hW8hix6RToWlLC2fG8ZrZ1Wg9bQ/vv+V4Lw6csOLTb86wiuHXjC5HgV6NI512WF1eGLRCy3bT02a4PPMXTB7BKeQnktWdrr4gtF8uUslKlxMGtQqTL4wu8KxQKAAAky80wyBgR0QQuYCQF76cx9LCHI6dIBLBpNfg9pf34rF543Df9FFxBft+s/iybIfISS7HThBiycR4RII4QRCExPBlJyciXPJ5Z3OJQRsXXhJVQJEvqzgWsQUgheh1ebG4vhJKRFdAb7CYsai+ElaXN21ik9XpxbEzTmzfdyIuY6KyzASjVpWSoJSOzHO2685MDtRZzKitKMXG5rZwMcVgCP3pxhEU6NWc/vBsPtBc91OqNpCrJNouEyneypVV3tnnifIXjyycybDuhhocP+Nk3S+fxc6UqjLsbe/lzTguMWrw4offYM+xnvBx/cEQplcPiSvUec3ociyfMQZ3/+Ef4X02TbNwtr10tRk+z3yNShH24fb4g9BrVNjb3oONzW0JZZKkqy/w7behqiyur0aSD5mZGpUC9103Cg+9cTBqcqjeYsbKWdXQKBU8nyaI3KBAq+Kt2VKgle/ETy7HThCJUKBV4blbJ+KZdw/H/F4pw3O3TpR1W8/l2AlCLJkYj0gQJwiCkBCugnxMNiafGBIpXPIJ11xi0GfHetDW5cBrSybD5vKjyKBGkV4Djy+AV350mWAGazI2EGwU6jU44/Bhes0QLIxYEn/K5oYCChToNTCb0iM29Tp9eGbnYdaikACwdk5N0gL2iV4X7v1jdNFRKbx9ua47s+zxvlf3sRZTjDy2w+PHwrpKhBDrA12GJVMtWPzip1Gf47qfUrWBXCXdEwKxWeVFBg1MOjUmVpTgnz0uqJVKFBs1ePwvX8bd6zVza3D16HLsONQZtc+NzW3YuPASqBSKuHu2anY1rnt6F2ssTMbxyPICPDZvHI6dceKZnYfDxzVqVVh+/RjcM30U/tnjQrFegwqzEcte2x/17Im0+In8whpbOFbKiSQuaxujVoVbLhuOzbvbon4gMkWLhbI2I0lXX+DbL9/9AvIjM9MfDOGhNw6yFkh66I0DWDO7OkuREYR0+IIBrJlTgwe3xdczeGRuDXxB+fpwuwMBrJg5FqvejK83s2LmWLgD8o2dIBIhiFCcoAyg/3u+AlgzZ2yWIhMml2MnCLFkYjxShEKhUMp7IURhs9lQXFwMq9WKoqI8rkpGEDlKqn3U6vTGWRMwTKkqC/u/nuh1cYohNpcXJh2/cH2k046rnvxb1GtGrSosmsYWpUxUsGXEq2QL4J2yuXHX7z9nzVitt5jxxE0TMKhIz3kdHps3Lmlrky9OWHHd082c299eWo8xQ4sT3q/V6UXTKy2sxQsbqsqwXgJvX+a6W10+uH0BfHi0O5wZ3tLew5kB/Mz8WhztcuDWFz4OZ/gykxD7v7VCoQCuGT0IXn9Q9P1MtQ2kk3SPpelol3zHipzcappm4b3X626owbLX9sfF9vN542DQquLu2TfdDsx+9kPO429bMhkTKkp52zezSmH9zla88qPLcMsLH8e9h8lq/8HYQTh+xoULy0wYUqwPP+/4JgmToaW9B3Ofiz8vvusX+exJhHT1Bbb9AsCdW1o4J2RyyUOcq58ePGHF9TzP6LeW1mNsEs9ogpATbaft+PlfvsS/fHcYyot0sLsDKNCr0Gnz4NXPjuNnPxiFyiz7+3L10T3fnMHtv/0Mj80bFxf7va/uw/P/+l1MGjEgi5EThDR8ddKGHzzFPQn9l/9swMWDs6vZcPXTXIidIFIlE+MRZYgTBEEkAF+mo9iCfPzewybBGNh8jhvrK+PEcOa4iRZjS8QGgg27289fEdrtx6CixD2YxeAQqDbNV7yQj84+D6tYCPTbNHT2ecJxJ5sNG3ndT/S68PzfjsDpDXAWUwTOtasivSbKgz2WGTVDE5oISLUNyIVk7kU62iVbTIFQKM6SROheu31B3thiYyywx3v1R8JkHHfZvZztO7LYby9HcRum7Y0ZUoQlL+/FtiWTw5nhK14/gPHDSrBw8ogoC5OHXj+QUJHLSLisbfiuX+SzJxHS1Re49pvvKzScHoFntMB2gsgF3P4g/nTgFP504BTr9juvuijDEYmHKXy++MU9nNsJIh+wufwpbc8muRw7QYglE+MRjWgEQRAiEcp0TKQgH0MIiPODFqJIr4nyGfb4g6gYYAQAtLT3xom+mS7Glsh1kFpsKhGwRChOwDIhEi4hkMF6drtU2bCRomy3g1/U7HP7UFlmOq+9v9lI5V7Etkur04sjnfaULT8iY9qwYFLcUleuwpkMfW5f+F6KeXaItYARW+xXqIAns50R2rsdXtx8aUWc3Q9jB9TtSO65xHVeYq6f3En3hEy2KdDz//QQ2k4QuYDQs6bPLV+xSqnot1tjXRFnKQPZ/BP5glHAf9iok68Pdy7HThBiycR4xP/LhiAIggDA7dvNZGBbneILRZ7odaFpSwuuevJvmPvch7jqib/hzi0tONHrEhVLWYEWGxdegpb2Hix+cQ+WvLwXM55pRkt7D56eX8v6JckqIOhKSboKZoqhvFCHhqoy1m0NVWUoL9QltV+TwBdPk06NvcfO4Fi3A+OHlUTdg8g2kgjFRi1GlhfAbOIXwgr1mrAv8ZSYc8+nzNJEENNfxZJqf+WKiU28FRKcDVpVQrGIbRdii/22HO/l7F9MDYRIod0fDLGuXNnd2o1Nu9sQCCbn2sd1XkITYnLy4GYmWVrae3DktD2qTTJ9f0JFKUaWF+RV/9WplWiwcDyjLWWCfYAgcgGhZ2qRjCd+tCol7pg6EnUWc9TrdRYz7phqgVZFfZTIDwxaVVw7Z6izmGHQyFdUzuXYCUIsmRiP5DsaEwRByAgxdihisjGFhDqx1ibP7mzlLBzZWF8ZZxsglEkgJYkUJpS62F6xUYvH0mA5YNKqUWcxc3oTv7W/I3zNmQJ+S7e0hLP1U8nSF3s98z2zNBHE2hcJIVV/ZYuJTfhrOd7L2c6mVJVhb3tvwrGIaRdCxX4PnLCiaZoF9SPNmDvhO1j55sGoOJiM7//7pD2qnwWDIU77pN2t3UkL4lznVaBX58RKiXT4qucKSgB3XmUBgKiMnwZLGe68ykKZOkReYNKqUG8xRxUBY6i3mAUn2bOJNxBE05aW/u9S00ed9WxVo9PmRtOWvXj5R5dlO0SCkAStUoGmqf3j0e6YQtxNU6uglfFyiFyOnSDEkonxiARxgiAIEYixARlZXiDo/3qk056yUCfW75ehzmKGSuIvRnxCNpO9KSRKp0sUSocwXGLU4M5pVQCiv3jWW8xYWFeJpVtawq/FTkww9jYefwAt7T0JC/9iryfz3vNRAI8lGfsiNsQK62ImdmJjYhO/Nza34en5tVAAUUIKU3T3uqfZCyjtOdaDXqePt0/ytQuuNlZnMeNH9RcihBA2NLdFteefXDESWrUSBXo1VAoFVEpFnCe408tvC5Csp39k3LHnJXcPbiknWXIVc4EW02sGY2HdiHAB4E6bG+aC5FbwEITc8ASDWDlrLFa+cTDqWV5vMWPlrGp4g/z2TtnE7vHj0XnjsDFmdU+dxYxH542D3SNfuxeCSIQQgPIiHWbUDEFjXWXUeFRepEPyU/bpJ5djJwixZGI8IkGcIAhCBGJtQITEWCmEOrF+v8C5zE0pBXExQvbQEgMev3E8ehxe2Nx+FBnUKDVqMahIDyAxUSiZLHKpheFioxbDBxgxY9zQ8BfPYQMM+MvBU1GZ4AzMxIRRq8LT82vjPJQTFf4p+zsxpLLtEeprDo+PtT80VJVh5ayxUAAwn22vsTEx4jdwbhLF6Q2Es6zdvmDUvf6m28EqIDMWSt/2utDr8kGvUeHdLzvxVYcND8+uTrqNmXRqaFVKeANBrHrzYFSM63e2Yv3OVkypKuMVcIsNAv00SU//RM5Dbn1FqtULuYo3EMTP//wlRg0tDo8HCoUC31rdWPf2Idzzg4uzHCFBpI4/EMK/vvAxHps3DveGs9pU6LR5cPOvP8JvZZxlXWrQ4sl3vuZchbh6VnU2wiIIyenz+PHvv/kMz946EWqVEn2u/t8ZAwt1WLjxE/zPv3032yFyksuxE4RYMjEekSBOEAQhgkRsQPjE2FSEOkYYFvJYHTbAgOdunQi9RoVQKASTVoVepxdHTttTtiQRK2QLieZiRSE5WQsMKTHguurBYaHN7QvGWdNE4vEH0VhfyeqhnEw2KGV/iyeR/sqHUH8tNmhZ+8Ouw11Y8foB1FaUYt/xXjw6b1xcTE5vAEu3tKCxvhJ3XGmBXqNCsYFbvC2wx/ueG7UqvLDgEjz25y/jMicW1VXiodcPxGVt854PSxs70mmPK/7J8MHhLnzb60KXw8v6bJHqPiSKnPuKVKsXcpWQArj5suGchVZDtMqbyAMcHj+67F4sfnEP53a54g0Gea2u5JzdThCJ4PYF8NCssazfoR6aNRZuX2qr2NJJLsdOEGLJxHhEVn0EQRAikKpoISMQscEnEEUW9nv7wEnOQir1FjP+cvAU7v7DPxAMhbBxdxtu/t+PccOvPkq6GGAkYoRsLtF8z7Ee/O3r0zh8qg/dDi82LrwETdMsrP7mfW6fpIURpSKy2N0AgXuuUytRO6yEcyBnrhchPensr0atCk3TLHjlR5eh0+7BorpK1na8u7UbtcNKwu0VQFxMTm8A+473orLMhInD+QsossXSWF+JJ/7yJWvmxKbdbbh4SFHKbUxIwP2m28n5bKFir/Fks+iwHAgFgVc+PobailJsWDAJz906ERsXXoLailK88vExhGidN5EHmLT8OWdC27OJw+MPj3ORfZQZ5+Qs5hNEIpQYtbyFv0tk/B0ll2MnCLFkYjyS72hMEAQhM6RYip+IHzRDrDDMZrXA7GPt3Bp4A0HMHj80yuaAIVWfWrHZjbEidqR1yLLX9odfZytACfSLQnK3FmDLfmX8lSdfaIZGrYTp7CC+sbmN1e4i37NBs0k6+iuXBQ5XO2bsi5j2OrK8IOmY2J4dtcNKOFcpMLY9qbYxIQH3glIDNi68BHvbe1gz0uVuYZJphJ4bVpc0q3lkiwK4hSdDnCDyAaVSgWmjBmLM0GLUDiuBxx+EXqPC3vYefHHCKnldFykp0Kl5x7kCHckHRH7g8fNnn0ZaUMqNXI6dIMSSifGIRjSCIIgEkGIpfqICUawwHGm10FhXiWKDBqVGbdQ+hGwOkhWTxWQ32ty+sMDD/BAcVmrEY38+xOkBxhSgBPr9l8sKtDja5eA9VrbF5FTFUiD/s0GzjdT9NRgKsU40sbVjAFH2Rkx7TSWm2GeHL8ifTuvxB1NuY3y2J3UWM/76xSms39kaFjS7HfHPlkTPOZm6AbmC2OdGtqyhMgFXVhsArJgxJhshEYSkaJQK3HvtaKzafjCqX9dbzFg+YyzUMhbEtSolZx9VAFg9mzzEifxAqCCfnAvI5nLsBCGWTIxHJIgTBEFkgUQEIrasbKawHQBsWzIZI8sLBD8TSbJishhPYIUCcQLPhgWT0MyTydB4NjOwzmLGHVMtAHLDWiAVsTSdHsqEtDD9lW+iKbIdA/1tueV4b/hvqdpr5LPjSKed970lZz3JUz0e26oWRgBfuqUFwLl2vnLm2JSOJ6e6AelCzHMj1dU8ciUUAm9Wm8AcD0HkBEadGst//3lcW29u7cbq7QfxxE0TshOYCNw8mafNrd1wU+YpkScU6fmlMKHt2SSXYycIsWRiPMo5D/EPPvgAM2fOxNChQ6FQKLBt2zbe97///vtQKBRx/508eTL8nhEjRrC+54477gi/58orr4zbfvvtt6frNAmCIMIkIgxbnV4c6bTDHwzxenQnK86J8QQ26dRxs7lCS/cKdWr86T8acO+1o/CzP/wDXXZv0n7rmYbxFVcqFLxiae2wkvDfbBY5zL1rae/BkdP2rHikE/wITTQx7ZwRizc2twE4t+pBSqxOL9RKBRo4+ki9xYzhZqOgmCqm3TEC7rt3XYE//Pvl2LBgEmorSuNWPexu7UZAQNHkO57V6cW9f5RX3YB0Iea5kY91BoT8HsmfmMgHbC4fZxJAc2s3bC752qVRHyXOF7QqJWdNpjqLGVqVfKWyXI6dIMSSifEo56aOHA4Hxo8fj8bGRtxwww2iP/fVV1+hqKgo/Hd5eXn4359++ikCgXM/6A4cOIBrrrkGN954Y9Q+fvzjH2PVqlXhv41GYzKnQBAEkRBisrIB9sxKNruOVMVkIcsXu9sfN5sbaR3BRp/Hj5t+/XfUW8x4YcElcHl9KDYWiPZbl4PFgpBYWmzQYNuSyawWOZnMipXDtZILYq8F8z6hdjx8gBEv/+gyfHS0O9zn6i1mrJtbI+k1ZtrLZ8d68PT8WgRDoag+11BVhnVza/CdUv7vKYm0OyYz3XrsDBa/uIdzn2xe+WKPd9Lmxq5W+dYNSAfpWs0jV9gmaBPZThC5gNUVbx3HeIhvbG6DVcaCeLGBP2FCaDtB5Aq9Ti8emjkWq988GDUx3WAxY/nMseiV8SR8LsdOEGLJxHiUc4L49OnTMX369IQ/V15ejpKSEtZtAwcOjPr70UcfxciRI3HFFVdEvW40GjF48OCEj00QBJEKYgpxxhbeZIi16+Ar3ploTFz7YBN4Wo73os5iZl32FGktwSwnXje3BoA4v3UpxeRUxGKhTP7SsxmhbMdku3fpsEw4H+woxCL2WkS+r2mahbMdN1SV4YsOG46dcaJ2WAl+ceN4lBg0GG42sgrTyba12PYSWU8AACoGGFFeqBOVGZ5Muys28O+X68up0PEev3E8/tnj4t13vonDQG5YQ0lJoU6NeouZNXu23mJGIRXsI/KAQoMaz94yER3W6Gfa0GI9nr1lIgoN8m3nRQYNbx8tIkGcyBNKjFp02d24Y5oF90wfBbs7gAK9Gg6PD1anB2UF+myHyEkux04QYsnEeCTf0VhiJkyYAI/Hg+rqaqxcuRJ1dXWs7/N6vfjtb3+Lu+66CwpFdMGTl19+Gb/97W8xePBgzJw5E8uXL+fNEvd4PPB4POG/bTabNCdDEIQkJNNHM5Vdy3YcPmE4tvBmJLtbu/HAdaMxd8J3eIt3SgWbwLOxuQ1Pz68Nx8MQ60MM9IviDpYs0xAAxNShklJM5hJIV82uhtXlRYGe/36LzeSPhe/eSZkVm0nhXUrSMZaKvRax7+Nqx8xEk1GrElUsV6wYz/YcYCuyG+lN/+5dV4i6j8m2u7ICLdbdUIPyQl1c1uOk4aWc7byzz8N7vB6HcDZTusThbK6aSPa5ITfE9lO3P4iFdZUIIX4sWFhXSf7ERF5gUKug1yjx1v6OuHbeNNUCgzrzKyHE9lGHx4/G+koogLjM00X1lWSZQuQNCgD+ILD+vVbWfpqN0rdi+6kcYycIqcnEeJT3gviQIUPw/PPPY9KkSfB4PHjhhRdw5ZVX4uOPP8bEiRPj3r9t2zb09vZi4cKFUa/fcsstGD58OIYOHYp9+/bh3nvvxVdffYXXXnuN89jr1q3Dww8/LPUpEQQhEYn20VRErETEFb7jRGYYn7K50dFhg83tR4FOhaZpFmxsbmO1LPD6gxgztFh0DKnAJvA4vQEs3dKC5TPGYOXMsehxetHn9qPleG+cDzEA2Nz9A5zQNZdKTOYTSB/Yth+1FaXhDHsugVxMJj8bmbJMyJTwLjXpGEvFXgs28TkyI7vIoEGJQROVkS1VZjZX2196VRXv/sW2l2TbncMbwNv7OqKsTeosZmxceAlGDDjnWc48B+0eH4oNWrSfcQrE4+ddSZIOH3Yg+6sm+J4bq2ZX45tuBwocXtlbG4ntp1aXL6oPefxB6NTK8FjwUuOlGYiWINKLPxCKE6qAc5NAq2dVZzwmsX20z+2DAgpMrxmChRF99JTNDQUUsOfhSh3i/CQQiheUgXP9dJWM+6kcYycIqcnEeJT3gvjFF1+Miy++OPz35MmTceTIEfzyl7/Eb37zm7j3b9iwAdOnT8fQoUOjXr/tttvC/66pqcGQIUNw1VVX4ciRIxg5ciTrsZctW4a77ror/LfNZsOwYcNSPSWCICQikT6aqoglVlwRe5z2bgeWbd0flxUQ6xfOEJlZecrmRo/DC5vbjyKDGqVGLQYV8S+tS0Tk5xJ4Jg0vxZUXDcSQEgO+7LDhpv/5O+fxivRqUddCKjFZKMOesaNgE8gj760Yi5f4c82MZUKuehWnYywVey3Y3heZkf3crRPxzLuH8ei8cSgWUVbE6vSiw+oWFOMBcLb9269g/87BILa9JNPuwn0yxud7d2s3lADWzq3BP473wKBR47P2Hqze/gUa6yvR0t4T7kPc8ah5V5KsmVONbocXR7sckmVxy2XVROxzw6BVYW97L657eldU7Qc5WxuJ7acFOnXcqobY7QSR67j8AdaJPaD/2ebyc9daSBdi+2ixQYOf/+UrTou7R+aQ0EbkB26BfuqWcT+VY+wEITWZGI/Oy2+dl156KZqbm+NeP3bsGHbs2MGb9c1w2WWXAQBaW1s5BXGdTgedTpdasARBpI1E+qiYjFKAW8QSK66IOY7bH4wTw4F4v3CGyGX3bEJ6vcWMtXNrUGE2sR43GZFfSBguNWl5PcFKWawh2K6FVGKykEDqiVjGHyuQx95bPn91NjJlmZCrXsXpGEvFXguh9+nUStH9m+lH8y+t4N0nI8Zztf0Pj3ajoaqMdXsi7SWZdsfXJ3e1dqO9x4WPjnZj/c7W8ASdUqHA+p2tqK0o5cz+nlJVhlKTFpOGl8ZlD+s1Kgwp1mP1m19gx5edUZ9JVSCW06qJcNFSpxdNW1qyLtInith+qlMreetJCBWuJYhcwOnhF6OEtqcDsX3U4w/yCm0esjUi8gTBfspTJDxdiO2ncoydIKQmE+PRefmt8/PPP8eQIUPiXt+0aRPKy8tx/fXXi9oHANb9EASRf4jJKBUrmqd6nB6Hl3dwqB1WEv470q7jlM3NKqQ3t3bj/q37ccrmjtufUAallaeKefHZIpITKkoxsrwgSsQZVKTH2rk1qLeYoz7DiPODivSirgUj6rGRiDgoRviMJHIAFntvuWAy6mPPQ6oCqAxSXat8QOy1iH2fUdtvTbRhwSRsWDAJJUYtmqZZsOdYD28biOxHQoJfoV7D2/Y3Nrdh5ayxKbeXZNqdUJ+0unzh58/u1m5s2t0GtVIRjntRXSXqYvp8w9njDSrS49F54zBpeP/qi8Uv7sGSl/filM2NtW8dihLDAXHPICHkuGpCinFEzpxxeFnbAVNP4owIL3mCkDsFev6cM6Ht2cTm8keNdc/dOhEbF16CpmkWGLWqsKUdQeQ6gv1UxiuWcjl2ghBLJsajnOspdrsdra3nMh/b2trw+eefY8CAAaioqMCyZcvw7bff4qWXXgIAPPXUU6isrMTYsWPhdrvxwgsvYOfOnfjrX/8atd9gMIhNmzZhwYIFUKujL8uRI0fwyiuv4LrrroPZbMa+ffvwX//1X5gyZQrGjRuX/pMmCCLrsAmmRq0KjfWVqB1WAl8wBI8/wOvjLUZcEZO52i0gGBTpNdi2ZHJcVjafkN7c2o0ehzfOOiWdGZQVZhN+/i/jYXX5wlnkxQZNOONTzLVI1rc7lrICLWfWbYOlDPu/tUa9FitqpiqcJWO1kihSXat8gOtaNFSV4aFZY8N9LPJ9e4714On5tdi0uy1qBQaTCe3wcLeByH7E55MtZmLC6Q1AAUjSXmLbnUmnhlalRGefG05fIM6WRMzEUexqivumjwrHzeYdbRlYgCE8lkPBUAjLXtvPerxUn0FyXDUhR5FeSvRaFZZu/ITTQ/wPt1+e7RAJImX0aiX3d4qqMuhlvBKiQK/iHesKdJkvCEoQ6UCnVqLBUhZnAwf0f/eX84qlXI6dIMSSifEo5wTxPXv2YOrUqeG/GY+lBQsWYPPmzejo6EB7e3t4u9frxU9/+lN8++23MBqNGDduHHbs2BG1DwDYsWMH2tvb0djYGHdMrVaLHTt24KmnnoLD4cCwYcMwb948PPjgg2k6S4Ig5EasvYBRy/+AFvLxFnucSBixzBfgXx5UqFdj1JCiuNeFZlHZtqdTnBGyYhFr6cAmohXo1XB4/Ghp7xHtN3zHVAuCoVCcd/GSqRZ88k30ay3He6M+K4VwlqjVSjJkQnjPFSKvRa/LC48viA+PdmPmM81wegNRbfGZ+bU44/BixesHOK2K1s6p4TxWZD/i8smOnZjga/vms+1ZivvG7EeMNRLfxBHTLyJXqAD9xeWYCYBY7+gpVWV45uy1iI2HoaW9hzf+VJ5BmbIrSgQ5ivRSYtSoUFtRwuohXmcxw6ghsY3IfVQKBZqmWoBQCLsinvMNFjOaplqgUiiyGB0/Ro0am3a3sY51CgCP8Ix1BJFLKAE0TbMAYOmn0yyytlLI5dgJQiyZGI9yThC/8sorEQqFOLdv3rw56u977rkH99xzj+B+v//973Pud9iwYfjb3/6WUJwEQeQXsRmljfWVnA9ogN/HO5HjRH6eEcvc/qCg/zYbRSzL6yKz3BUAjpy2R4nH6RJnxBazE5vRHCmineh14e4//CMhz/MuuxeNmz9lzVpc/OKnYdGOWda/dEtL1L5zyW4kE8J7rsBch5VvHhRsi519nqgfHZHsbu2Gl2eiKrIfsWVKX1hmwpBifZQPfSaz+cX2x2KjFuvm1uC+1/ZFPX+YfvG7j9vDFinn9u3DorOe+3wTAFykUyCW46oJOYr0UqJVKnDn1CoA8YVT75xaBa1SvkIhQYjF5Q9g0dnvFAtjvlMs2vwpti6ZnO0QOeErCNqcpYKgBJEOlEoFFACm1wyJ6qenbG4ozm6XK7kcO0GIJRPjUc4J4gRBENkiMqPU4w+wZrgB0UUXgcTFFaEsXsZ/+/6t+6NEqUj/bTZiC1lyZbknk6WdKGKtWBLNaBYr7MVic/vislcjKdRr8Jf/bMDe9t6o7P/z0W4k3xDbFu0e/hUWDp7tsf0osq0xWdJMQcUuuxc2tw/FBg0ev3E87G5/2rP5E7FGUgJ44LrROOP0weryhUWe333cjh9PuRB/b4sWOfe092BjcxuWzxiDFTPGwOUNJHQu6RaI5bZqQo4ivZQ4/AGYC7WYUTMkavKx0+aGuVALB4ltRB7g8Ph5v1M4slBUUyx2gdWEQtsJIlcoNmjgC4Zw5LQ96nUFAHOhDsUG+a7IyuXYCUIsmRiPSBAnCIJIACZLUmgZf7GB3cc70eNwUWE24YmbJqDH4YXN7UeRXo1Sk5ZTDAfihXSuLPdks7QTgc2KJTJbvdvhBc5mqzOEgP5vejwk63kulIVqNmlh1PYv5X9mfu05EafPwx9QAkSKoWJtXuR8nFxBrC2Q2Exlrusr1I/4LEtGlhfwHjvVeyr2GlidXtz72j581t4b7qsefxC1w0owtFiPv7d1o3pocTj2VbOrYXN5MXfCd5IWmTMhEKd71USi90esSJ+LfTkYBP773a/wL98dhvIiHezuAArPrl568q9f4T+uuijLERJE6hQb+PuhnMUqg5bftkhoO0HkEs+++zUW1l8ItUqJPlf/WDqwUIdndx7GQzPHZjs8XnI5doIQQybGIxLECYIgkkBIHCs1agVFrFQZVKTnFcDZiBTSA6EQZ/ZSKlnaYijSa6IEcG8giGGlRtg9Pri9QXTZPbB7/Pik7QxGDjRh4aZPo7KyuexPkvU8F8pCLdCr42xYIrdzZZ6LRYx/sxRk6ji5hFihW0ymstD15epHya5sAKS5p8UGDZqmWcICt16jwt6zmd3OsxndwNkJp7MTaGzPjg0LJqFQr8G7d10R8Yww8R5bjKgrtyzuREj2/giJ9DnblxXATZMq0GF1AQA8/iBcvgBO2dy4aVKF4KQnQeQCBXo1b1HNAhYLO7lg1Kp4YzeSIE7kCV0OD26fWoXVbx6M8+FePnMsuhwe2X7PyOXYCUIsmRiP5DsaEwRByJhc9nllhPREitVJnUFZVqDFxoWX4Jmdh8PCmlGrwvLrR6P6gmK4evrFklAohFAohH+/4kL88p3DAPhFwmT9hoWyUB0ePz471sMpGnJlnoshFTFUyuOsnl2NM05vzmSaSoXYvizURgCI9uGOJXJlQ+REEdPOep0+1s9J1Xa0KiVa2ntYCwT/3yft4WsgNOHk8QcxwiR+MjARUVeqZ1Ams6qTvT9CMWbqmZEOlArAqGUv92XUKkG2p0Q+4PcFeItq+n3ytUzRKhR4aOYYrHzjYJwt30Mzx0Ar44KgBJEISoUCT77zJRbWVeKe6aPCK5ZO2dz473e+xt3XXpztEDnJ5dgJQiyZGI9IECcIgkiCfPB5TWexOjE8u7M1bNcS6We+bOuB8Hvqzv54vGpUeVgQB7jtT1KZqODLQv3H8R5Wv3VGNHR4+IVCPpK1eZH6OK2n7Vj84h4AOZJpKhHFRi3WzKlm9eRfM6c66trztZEjnfak7yMjNHP5+jecfa7E3g8p2o7V6cWyrfs5K7hHPs+EnhklBo3oycBsiLqZzqpO5v6IiTFTz4x0oFUqEQwBb+3viCuq2TTVAq2SXSwniFzC7g/A6Q2wFrxzegOwy9gr3xsMYe3bhzChohSLYgqCrn37EJZfPybbIRKEJPiCQSy9+mKs2n4wajyqt5ixfMZY+ILcxdKzTS7HThBiycR4RII4QRBEkqRzGX8mshizmeXeb71w7rhcfubM3ytnxXvhRWawR16vB68fg8/ae7B6+xcJF7/kykItNmjw8798xRnfI3OqeffLR7I2L1Ifx+M/9+U5FzJNpcLq9GLV9i9Yv2yt3v4FfnHj+KhrwNVGUrmPjNDM1Q92He7Cva/uwy9uHB9lkyRF2+ETV5tbu+H2nWsXfM+MeosZI8xGAMCRTrvgsyvTom42BPhE74/YGDP1zEgHwRCw/r1Wzmfp6lnJP0sJQi6EgsALzUfj2jnQP/kjZ1HZ6Qtg55ensfPL06zbf/p9+Yr5BJEIGoUSD24/ENdPm1u7sXr7QayeLd/xKJdjJwixZGI8IkGcIAgiBdJRjC1TWYzZzHKPFXRqh5Vw+pnvbu2G1xef6cBksHNdr7eXNsDm8sKkS32iwu0PoqW9l9Myxe1PPhMjU5n6QsfRqaMzM+WeaSoVXXYvdhzqxI5DnZzbxVyDVO4jIzTz9YNdh7twpNOOQDAUfg5I0XYSEVe5nhkNVWVYN7cGCoUCTVtaRD27pBR1xUwgZiOrOtH7IzbGbK/uSQWXP8AqEgL9z3qXjDNnCUIsIYD3O0Mo2wHy4PQEWK27IutKEEQ+4PYHOcej5tbulL7bp5tcjp0gxJKJ8YgEcYIgCBmRahbjKZsbPQ4vbG4/igxqlBq1vIU3s1WsLlbQ8Qh8cXN4/VF/MxnsfNdrxesHJMv6tLv9vJYpdref59P8ZCpTn+84dRYzWo73xr0u50xTqZBKmE3lPjJC86EOG+8xel2+qOeAFG0nUXGV65kBIE4MB7ifXVKJumInELORVc13fxqqyhAIhXDktD0s4IuNMZdrWDg9/D9eSGwj8gGnl/87g8ub/HeGdFNkVPPGXmQg+YDID4TGfTl/B87l2AlCLJkYj8iojyAIQkaIyRDkor3bgbt+/zmu/e9duOl/PsK1T+3CT3//Odq7HaKOHQIACWslWZ1eHOm0o6W9B0dO22F1noudEXQYYrOTY1FFVFqLzGBP5Xolgtmk5bR02bS7DWZT8gIUI4ZGXg9Aukx95j580+3AqtnVcceps5ixqK4SG5vb4j4r50xTqZBKmE31Pg4tMaBigJH3PTq1MqpdO70BLJlqQZ3FHPW+hphjJtIXY/fDiLaRnyk29hfOnFBRipHlBUn1Rb7jihV1hSYQI2PORlY1V5tosJTh7u9fjFv+9++46om/4c4tLTjR6xIdY7qfGemkUODHS6GexDYi9xlg5P/OUCrjPqpXqzhj37y7DXq1KkuREYS0CI25QtuzSS7HThBiycR4RN86CYIgZESyWYynbG7WwnjNrd24f+t+PHHTBNZM8Y5eF97/+jTKC3Xw+IPocfrwSdsZXHnRQAxJwZ6FLWvzmtHlWDlrLNy+YJzXd8vxXtRZzKzL/xqqylBWoMO2JZPjMtgzlfXpC4R4l/n7AqktgE5Xpn7sfTBqVVg+YwweuH40XN4ATDo19hzrwdItLXGZmXLPNJWK2GzbyKV5ABAMhWB1irPTSPU+lhfqRGXx97l9sDq9uOfVffjsWA8a6yvRGOF/3tnngVGrgtXpxUmbG//scUGhUISXGE4aXhrOoOayQam3mLFg8gjMeXY3nN6AoG2TUF/sdniBiGxoKSybErFByVZW9dASA9bdUINj3U70unxhf/r/fvdrPDpvHJZuaQkL+I/fOF50jNla3ZMqCvRPCETWkGBosJRJOSdLEFnDG+C2M9jd2g1vQL52Bg6Pn9eKweGRb3Y7QSRCkUGDeos5qqA6Q73FjCKDfEXlXI6dIMSSifGIBHGCIAiJSaUgZrJZjD0OL69fZY/DGyeIW51eHDvjxPZ9J6IGmzqLGZVlJhi1qqTEFbasTaNWhf93aQXueXVf1LEYr2+724t/mXgBlr9+IM764LF54zCkxIDhZlN4/0zRPoOWf2ZYqqzPWMuWWGxuH1rae1IqgCq1Hz3bfXB6A1j22n5MqSoLW1iYdGr8aXhpxn3k5UKkMLvnWA/r0rxEPPxTuY9MLLH3jcniX7qlBUB/u44Ug2N9x41aFS6/0Izl2w5ECY/MEsOlW1qibEwixVWrywe3L4APj3ZHTZTw2TZZnV4YNPx9sc/tw03/8xGmVJVh1exqWF1eFOo1ePzG8bC7/WFRt0CvhsPjF9WfpPA/T3dbtzq9uO+1/azCvccfRGN9JdbvbMUHh7vg8PgTijEdNSzSjgJYPnMMVr15MOqHfL3FjOUzxyAka3dlghBHn4CNmtD2bCJkW0S2RkS+4PH5sWZODR7ctj9uPHpkbg08Pvn201yOnSDEkonxiARxgiAICUm1IGaBXs0741/AsZzc7hHwuGaZQe11+vDMzsOsy5AAYO2cmqTEFraszcb6StYlTx8c7sLy1w9g+YwxCIZC+EWMOBab8Rh7fZumWTivl5RZn0ITFVaXD4tf3BPOwJ5YUQKnNxAW9AAkPUmSLGKzZ3M101RKmGvQ6/ThwW3xKy3Eevgz8E2KCU2YDS0x4Bc3jsfR03b4giGUGjXwB0KwufxorK/EVx02lBVocbSL2wqpsb4Sy7ftxy6Ovs2IsJEZ1Iy4eqTTjht+9SHrfj843IWTNjdrnxw/rIRzlUdkdvsHh7vwwLb9qK0oxfqdreHn48jyApzodeHuP/xD9PNTKv/zdLZ1vn64u7UbjXWV4b9tLh8uHFiQ1/3RqFZh5ZsHMaGiFIsiVjW0HO/FY386hJUzx2Y7RIJIGZNOzVsIzKST709wodjkHDtBJIJCqcDT73yFe64dhftVSvS5+r+X+QJB/PeOr7H06qpsh8hJLsdOEGLJxHhEIxpBEIREpFoQE+hfGrSwrhIhIC5re2FdJefSILNJi1/u+JpT3F4zuzr+WF7uZUi7W7sFs6K5YMvarB1WEpfFyrDrcBeOn3Hizi0tYTGZzc+c7fpubG7D0/NrASBKFJc661NMQUqjVhWelFj22v7w9oaqMtwx1YLGzZ+GZ7Ijs2QL9OkRyBPNns0XwS2SRFZrhH2wOfpErAUHF3yTYgoA94iYMBtUpIfHF4izQaq3mLF2bv9EVZE+3h+fEWB+MHYQxgwpwqL6C+MqsUeKsGyWQkLt5p89Lgwu0qPYGF3U9rOz2fXMMRhis9tjY4i0C0n0+ZmMDUqm27rQ9YwsKBzpER4ZY+SqmExNqKULpy+Aj46eweihxeHXFIr+h/1HR8/A6aPsUyL3USqADQsmYf17rXFJChsWTIJSxlW8FApg2qiBGDO0OE7M/+KEFQryNSLyBK8/iOvGfweP/flL1u8tXr98rY1yOXaCEEsmxiMSxAmCICQiET9bLqwuH5ZuaYnzBG453oulW1rwyo8uO/feCLHPoFGhtqIULe29ccuHuDyuHWlahsSWtelh+WIWmT1VoFNj2x11WPXmwSgxOVIs7LJ78dmxnjhbmH3/7MUllQPw4PVj4PYFErZdEAOX3UKk2MeVBb/rcBeCoVA4KxfgzpIVs4pALNkoIignklmtkaonvdCk2PSaIaIEX6vTiwe2HWCtCfDgtgN4Zn4tq/c53yqRSPsTpj+ytQGhdqNQKPr9wAF0WN2Yf2kFFtVVYm97D+57dR9uvrQi/OwaNsCAvxw8xepRH/lM+OBwF3ociT8/s2WDkgix1zM2a7RigBFN0yzhzP9YUl11JDccAquZyJ+YyAe0KiWee6+VNUlBCQVWzZbvSgiFArj32tFYtf1gVB+tt5ixfMZYQEG2RkR+EAqBs2AfAKyYMSYbYYkil2MnCLFkYjwiQZwgCEIipCjwWKTXwOkNcGZTMwIWm0jCJnwxOFmyvYvTVKGcLWtTp45Oh4oV75qmWdDS3sNrVWH3+DiFlP5siAAmVJQmbLsglli7Ba1aibcPnAxfb74s+FhrhNjXErXkEEO2igjKgWRXa6Q6iSA0KbZg8gjObZGCr5jJtZHlBVFiMNeETKxNCtDfH7naQFmBFg1VZazHr7eYMfDsZ5q2tMQ9f5gikczz57lbJ3L2idhngk3Qc5f9+Sl3y5/Ifsg1aRGZ+R+JFKuO5EaJUYsn3uFezbSaZTUTQeQankCQc7XRrtYueGRcVNOgVuF+jiLtq7cfxNq5NVmKjCCkJRgC70rZoIznfnI5doIQSybGIxkv2CIIgsgtpMjIZcQTNhgBi0sk2d3ajU2729BYXxn3WbZj69RK1FnMrMeqs5jjBCuxMFmbkefRcrwX9RHHihXvaoeVcH6xYwTAEoOWU/DbtLsNxQbua8MISFZnvM1Eouc2srwAEypKoVOrsH5na1zWLRds22OzZLvsqcUXG2vsfQDklT2bLsQIymyI6X98JGKPEUuk4Ct2cm1oiQGP3zgef/6PBkyvHsz746h2WAmA/r7d2efhbAPFRi3WzK6O6q/M5xbWVeK/d3yNj492i3r+FBvYn3mRnuIMRRz1ERj4np+R/XJkeYGs2nZkP+SatGAy/2OfT8m2YznjDQR526lXxkIhQYjFLjDBJ7Q9mzi9Ada6LED/s4qKahL5gtCKJDmvWMrl2AlCLJkYjyhDnCAIQiKkyMgtNmqxZk417t8aXzV8zZzqcNE7sUXa+I7d6/Ji0dn3svnPWV1eACbBmNmIzdosMmhw86RhuH/rfnxwuCsum1pITO5z+2DSqQWFFC5bFcZHWYxtjVhi77fQBALb9tjXxKwiSAS5Z8+mi2RXa6RqwSE0KcbXRiIFX7GTa5ErRZ67dSLvZ0w6NTYsmIQLSg0oMWoxqEgPgN1n3R8KshY9ZLK/5182nPUYkc+fOosZhXp1XKHNBksZFtSNiPIUn1JVhlJT/q5oYPphh9XNmTHPZgsjxaojudHnEloJQD/iidwnlwtTCvVB6qNEvpDL/TSXYycIsWRiPKKeQhAEIRFS+NlanV6s2v4Fqxi1evsX+MWN4xPKQuU7doFOg/n/+zGnX/mbTfUJnH08bMXrGHGW8SBm0GtUvPsq1Gs4z5vx5PUFgrB7Avj9v1+Off/sxZ0R1g3n/GnP7SORgotc5xd5v1uO98aJfwxsGbFsr6XD1ztfC2bykcpqjVQmEYQmxTr7PKyfixV8xUyuxa6GEJqQMenUaG7twp1bWjBpeClvkc+HZo2NKsQZC98ElscfDE+qNW7+NMpTXKdWYmChDjf/+u9RBWYfmzcOg4r0svcDT4VioxZHuxzhv2O9xPUaFYKh6DXO+VgHwKTjf9abtPzbCSIXUAC83wfkXJfSKNBHhbYTRK6gUoLTIq6hqgxJLpTNCLkcO0GIJRPjUUYE8Z07d+K1117DN998A4VCgcrKSvzLv/wLpkyZkonDEwRBZIxUM3K77F7sONSJHYc6ObcLiSQXlpmwbclkFBs00GlUsLp8ON7jQpFBjdKIzNCyAi0mDS9lzVhMV0ZmWJzttEe9HgqFUG8xsy6LqreYUcBhpyC2kCDzo3TtnH6vMakK1TGWFT0OL+weP+ZN/A5WvH4war8NVWW4Y6oFjZs/jYqPKcYZefxczoKVE6mu1uCbROCbSOGaFGuoKsPKWWOhUiji4mITfMVMrsWuFBGakPnLwZNoae8J9wu+Ip8r3zgY5TkeC5/4XllmQm1Fabjvxe7jnf+agjeb6lmfj/m+ooF5dnM9txrO3l/mGZSPdQAKdWo0WMqwq5XlR7ylDIWU1UbkAUoVsGLGWKzefjButd+KmfIuTGnUqHjHEqNAAgNB5AomtQqrZ4/Fg9sOxPXT1bOroZHxzFUux04QYsnEeJT2b5233347fv3rX6O0tBQXXXQRQqEQPvzwQzz77LNYsmQJnnnmmXSHQBAEkVFSycgVs0S+sszEK5IMKdaj2KhFe7cDP/vjP6IGEaZ4W4XZJElGOx98wmGs0KNSKLCwrhIhxNu3LKyrhMPjZxWHEikkyNiqSFmoLlZYN2pVWD5jDB68fjRc3kBY0AMQFgENWhX2tvdGFR/MlyxYuZBq2+Zqu2ImUiJF3V6XFx5fEB8e7caMZ5oBAMtnjMEDMe2DLR4hcTj2WbGxuQ1Pz68FwG6BFNnemH4RWeQzNmN5+ABjeL9ObyC8ffKFZoQAbFx4SdiKiNlvQ1UZrC4fWtp7WLPLp1SVobxQx3v983lFA/MMGzeshPW5tSvmGZTuZ3Q28AdDWDJ1JIIIxbXTJVMt8FMlMCIPKNBq8OC2/ayr/R770yGsniPfwpRKJbB0WhWUQFRh0AaLGU3TqqCizFMiTwgAPKtyD+KhmWOzHSInuRw7QYglE+NRWgXxrVu3YtOmTdi4cSMWLFgAhaJ/qioYDGLz5s34yU9+gmuuuQazZs1KZxgEQRA5g5gl8mJEklM2N5ZxVGW+f+t+PHHTBAwq0qctI1NIOIz1Snf6Arj7D//gtG955UeX4cKBBXHnPbGCPcMd6BcFF9dfGPWaw+NHl0IhWKhOrL1N7Dk6vQEse20/plSVxQnrkf8eXKTHpSMG5GUWrFxItm1ztd11N9Tgvtf2i5pIYf6/8s2Dce/nah9s8InDsc8KpzeApVta0Fhfifumj8LxM644728g2uebsT7hyliuP7vS4r5X9+HReeN4V2JMGl6KJVMtaHplLx6dNy58rMhrmKsirlQwz+5vuhyivcTzLWve6Qtg8Yt7WJ/1i1/8FH+4/fJsh0gQKePw+LHzy9PY+eVp1u33ybjgnSIElBVqMb1mCBZG9NFOmxtlhTqA5qyIPMHhDfD207t/IN8CsrkcO0GIJRPjUVoF8U2bNuGuu+7CwoULo15XKpVobGzEV199hQ0bNpAgThAEcRaxS+SFRJIeh5ezAGVzazd6HN6wdYrUGZlWpxcrXj+A8cNKsHDyiKjClg+9fgC/uHE8gOjMhoGFOlZ7BQbGKzf2vIWyCdWq6DWDfF7kDGIL1XXZvUkL6/mcBSsnEr3OfKsHjnU7E7rfqbQPMbA9K5g+VDusBEte3sv5WUYIZ6xPuFZaNLd2Q6FQ4I+3X47l2w6wrsRQKhT409IGAMD0p3dFCfONdZXwBoIYWKCD2aRFZ58bTl8gYb/+fGJoiQEnrS7e98Q+g/LpeeH0BHif9Vy+9QSRS1hd/N8jhLZnk0AIWPH6Qc4l6mtmV2chKoKQnj6BfijnwtW5HDtBiCUT41FaBfG9e/fiwQcf5Nx+ww03YN68eekMgSAIIuOkUqwxkSXyfCKJTaDqstD2VOh2eHHrZcPRESP6DC3W47sVpeh2eBEKIcorvWmahdMjLNYrN/K8v+yw8cZSajyXRSvWc1dsoTqphHVCHlidXnRY3Zh/aQUW1VXG2YH0JvjjI5n2kcizg+9ZcUEpvw++Tq2MKvJZO6yEU6DcdbgLbl8waqli7HZ/MASb2xe+VozgyWSe/3LH13HZ4on69ecTxQb+51AuFssUS6GB/6dHIUe9CILIJUwCXvhC27OJ0xfgTKjYfXZFH0HkA4WG3C1cncuxE4RYMjEepXU07urqwgUXXMC5/YILLkB3N/sJEgRB5CJSFGuUYol8kYCoILQ9FQKhEIxaFd7e3xFV6IXx+wqGQuiLEeS5/I+FbBaUSkWckM54HV9+oRkubxAbF16CUzY3pl40MLwfKQrVibG3yRVSmcTJB9j6bWxhVr5CkkD8/WZrH5E+3b5gCEdO20X7k7PdI65nBfNZtjZeZzGjs8+Dx87amkypKgtnjHMhNIHW5/axni9X5nkyfv25gNh+lI/FMsWiAHD1qHKMGloU9qtnVhB9ecIGqgNG5AMKBXgLgSll3NCdngDKCrR4bN44lBfpYHcHUKhX45TNjXtf3QenhwRxIj/Qa5Sot5ijfqsw1FvMMGjka5ify7EThFgyMR6lVRD3er3QaLgFAbVaDa/Xm84QCIIgMoaUxRpTXSJfatLyflEqNaVPcFErFPjfD45EFXphBI///eAoHrh+NK//cWNdJYoNGpQatYITAWqlAovO+iHvbu3m9EKeUlWGKy4aCCD1gosMbKIWM2gPLtKj2+GB72QQpUZt2J5GjpzodeHeP+7DrtbkJ3FyEUa8tLq88PiDGD+sBJ8d6wkXkKytKIVBo8Lz//pd+IMhhEIhXD26PLyqIRI2ETOyfRi1Ktw25UJcNbocnTYPFAoF/vb1aWxsbsOk4aVYO7eG1W/8g8NdeOj1A3ho5lgs27qf15M/FrY23lBVhtWzq1Fq1IQ/88z8WnRY3bzXSihrlxHiY/sDX+a5FLYxciKRydB8LJYpFqUSuGf6KDz85sE4v/oVM8dCoSCDYiL30agUeGjmWHz2zRmUF+nD34NOWV2YVDlA1oJ4sUmNV378Pez55gyAfostly+ATpsbr/z4e/2mrgSRBwSCIayYORar3jwY9Xup3mLGQzPHyrrIcy7HThBiycR4lPb1WsuXL4fRaGTd5nQ60314giCIjJFuz+BY+LIRBxXpsXZuTbhoJUO9xYy1c2vSKtB6A0HcfNlw1gJ8i856Cg8u0nP6H4stOAgAZpMW694+hNqKUjTWVWKASYsn//qVYEaqFFn4saJWWYEWL//oe1i1PdrrjLnmFWZT+DW5ZGRbnd44MRzov173vroP6/Msg5fhRK8LK14/gFFDzmWpTh5pxvfHDMIdL+/FQ7PGshaYfGRuDRQA3okQxadUlWHV7Gp80+1AgcMbvpdM+3jo9QP4f5dWYPPuNjy143D4c5EZ6Mu27sf4YSWsYvvFQ4qw7LV9cZYlQhNtYtu40KqJOosZJ3pdnBNszGQAm8grlHmeL7ZCyUyG5luxTLHoVCrcz1HwedWbB7F2bk2WIiMI6SjUaXCs28G6rdfhxfCI7wNyw6BS4QRLnYMQgB6HB0OL83einDi/UCsVePzPX2FRXSXunT4KdncABXoVOm0ePPXO1/jZtRdnO0ROcjl2ghBLJsajtAriU6ZMwVdffSX4HoIgiHwgk57SYrIRK8wmPHHTBPQ4vLC5/SjSq1FqSi5bOREBNxQCq00C8/fy68dIliFZbNTi4dnVuO/VfVi/sxUbFkzi9Dr+4HAXOqxuHO1yhM9hZHkB7/5P2dznrp9BHZftHSlqqZTAAyyFB5tbu3H/1v144qYJGFSkl8RWRyo6+zxxYjjDrsNd6Ozz5LxAF9t2C3RqrHj9AG6+tIJV9N6w4BI8+udDrPdx+bYDePzG8bhvuh99bh8MWhX2tvfiurPFJIHoezm0xIA1c2tw9+8/jxOTmf031ldi/c5WLJw8gjX+VLKsxa404eqPzCTWva/uw6NnLVaaeSyNYkVevUbFe9xM2gqlcxIq2cnQfCqWKRaXL8A6sQL0ty0X+RMTeYDbG4A/GML2/R1RY0mdxYymqRa4ZVw81h8MIRgC3uKInTJPiXzBGwhiweThaD3dP3nVn32qwimbGwsmj4AvwD+pn01yOXaCEEsmxqO0CuLvv/9+OndPEAQhKzLlKZ1INuKgIn3K2eCJCrghgLcABjN0SZUhGbmfbge/DdfRLgeWvLxX8BwAoL3bgWUxmYxs2d6MqPVlh43zvJtbu9Hj8EKvVkpmqyMFQoUirQLb5Q5b233lR5dh1JAi1kmb5tZurH7rC4wfVoKdX56O298Hh7tgd/sxsrwAVqcXTVtaBO+l3e3nnKTZ3dqNxrOWP1zZ1JnKsmb6ETNppFMr0XK8N+yhzlgaPXj9GLh9Ad6Mc+Y1q9MrC6/sdE9CUYFd8dhcAgWfBbYTRC7gD4aw/r1WzsSA1bOqsxGWKIIh8Ma+SsaxE0QihEKA3RtgrXm0qL4SxUb51gLK5dgJQiyZGI/IbZ8gCEIiGA9dNqQUf8RkI0qFkPhudcYfy+HhFzQitxcb+7O0J1SUYmR5QdJiMLMfs4A3emRhRL5zOGVzx4nhwLls71O2eM9locKDNrc/o/dODCYtfwavUWC7nOFqu70uH2qHlXBOXuw63IXaYSXc+z07SSD2XgqJpYzgXWJg//HC9TqDlFnWxUYtXL4Alry8F4tf3IP1O1vDme+MpZHbFxDdX5nM89jnYia9spN5hiVKPhXYTTdCzxSjLnefOQTB4PIHeBMDXH75Zoi7BWJ3yzh2gkiEUAjY0NwWt2ppV2s3NjS3Qc5rIXI5doIQSybGo7RmiN91112i3vfkk0+mMwyCIIiMkKlCaZnMRkzGCqBYQMAT2p4MjB1CIBRCQ1UZa8x1FjNajvdGvcZ1Dj0Or2C2d2zmfZFA4cEivVp2maQmrRp1FjPrudZZzDBp015qJG1wtV2dWimYdc23nRH0xN5LIbFUp1ZiSlUZhpuNcdnUXK9Hbi8r0EpqByK1uJttr+xM1HZgKyjKkI5MeLnUIEgGg1bF+8wxCNjsEEQu4PTw/0h3ytgyJZdjJ4hEEFzRKmNVOZdjJwixZGI8Susv3ZaWFsH3KBSJldn+4IMP8Pjjj+Ozzz5DR0cHtm7dijlz5nC+//3338fUqVPjXu/o6MDgwYMBACNGjMCxY8fi3rNkyRI8++yzAAC3242f/vSn+N3vfgePx4Mf/OAHeO655zBo0KCE4icIIr/JhPiTyWzEZATc8kIdpyjdUFWG8kKdZPEB0XYITGHL1dujq64zXshLt8SPS2znICbbO5ZSk5az8GC9xYxSkxYagf1mOpO0xKjBndOqACDOm+3OaVUoyeEll1xtt+V4LyZfaOb9LFdWdp3FDJWy/3uL2H7IJ5bWWczo7PPgsXnjMITn2cE30eb0BnCPhHYg6RB3s+mVnYlJqExNhgLpt39JN1qlAk1TLQDinzlNU6ugVSb2u4Ag5EiBwAR5gU6+k81FBuHJfYLIBxJZ0So3cjl2ghBLJsajtI5o7733nuT7dDgcGD9+PBobG3HDDTeI/txXX32FoqKi8N/l5eXhf3/66acIBM7NLhw4cADXXHMNbrzxxvBr//Vf/4W33noLf/jDH1BcXIympibccMMN2L17d4pnRBBEvpFu8SdVwUoouzByu0GrQtM0CzY2t7HOwrIJuMVGLR5jEYeuGV2OlbPGosvujSpsmcq1irVDuPnSCjz250OYUFGKRXWV8PiDGDbAgL8cPBX2QhZzDmKyvWMZVKTH2rk1uH/r/ihRnPEdH1Skh14tD09lhmKjFsMHGDFj3FA0nr1eOrUSnX0ejBhgzJmsUza4BOuNzW2YV/sdzsmLOosZQ0r0aLCYo7y/GV9GRhAX2w+5xNKGqjKsnl2NUqMmfJ25nh1cE20ARPmYJwJfvKtmZ947NtVs6ExNIGZiMjSR+hFyRQlgaLEBM2qGRD9zbG4MLdaTlyORF+g1SjRYyliLVjdYyqDXyLelGzUq3qQGI63iIPKEbKxolYpcjp0gxJKJ8SjnpninT5+O6dOnJ/y58vJylJSUsG4bOHBg1N+PPvooRo4ciSuuuAIAYLVasWHDBrzyyiuYNm0aAGDTpk0YPXo0/v73v+N73/tewvEQBEEkSyrZiCd6Xbj3j/uifqRFZheyZR/WW8x4en5tWFA2alVorK/E5AvNsLq8OHLaHidSxYpDRQYNtCol7nttP29mY6LiV6wdQu2wEqzf2RpVELFpmgUt7T2sYjiXCF1q0uKqUQMxemgxaoeVwOMPQq9RYW97Dw6dsKKUw6u8wmzCEzdNQI/DC5vbjyK9GqUmbdheJZOZpGIZUmLAddWDo4S8ScNLZS+sCcElWDu9Aez71oqVs6rx8JsHo9pPncWMpdOq4PEHML1mCBZGCHanbG4U6NRhn/pE7qUUYimbWH6k056SHQhXf2PiPWlz4589LgD9mfXXPb0Lk4aX4tF546BWKnCGaecGNUqN2pQL+MYiRTZ0Ju1M0j0Zmgn7l3TjDATRZXNjsqUMTm8AfS4fCg0aWMoL0NHjRJnEbYggsoEyBDw0awwefuNg3MTqQ7PGQCljOwOXP4DlM8Zg9ZvxsS+fMUbW/ucEkQiZXtEqJbkcO0GIJRPjUc4J4skyYcIEeDweVFdXY+XKlairq2N9n9frxW9/+1vcddddYTuXzz77DD6fD1dffXX4faNGjUJFRQU++ugjTkHc4/HA4/GE/7bZbBKeEUEQqZLLfTQZgc3q9MaJ4UC/kHLvq/vwixvHs2YfMlm0jfWV2Njchqfn12LT7jas39kafg+bSBUpDlmdXsFMVoc3EHd8Jqvc7QuyiuSxdghs3s9MzED0En0+EXpQkR4rZo7F/Vv3R51nvcWMR85me3MxqEjPuz3bnspsZNPSQohk+ymXYH3N6HLUDivBqje/wPhhJVg4eQQ8/iCKDRoMMGlRolfjnlf3s2f2VZVh/dm2BCR2L9NxjWPbPzNZxUzieP0BWJ3sIqkYsXnNW4dY++y9r+7D9OrBuH/rgfDrzEqICrNJknOTKhtajpNQySK3GgSRiO+nIZQV6XF/TNHieosZK2eNTXOUBJEZvMEQHvvTIYyvKI2aWG053otH3/4S904flfGYxPbRYAj4+Z85Yv/TIdxzbeZjJ4h0sXp2NR7cFr+yc82czK+IAxL7ziu32AlCajIxHuW9ID5kyBA8//zzmDRpEjweD1544QVceeWV+PjjjzFx4sS492/btg29vb1YuHBh+LWTJ09Cq9XGZZgPGjQIJ0+e5Dz2unXr8PDDD0t1KgRBSIyc+6iYTOlEBbbOPg+ryAcAuw53ocfBnX3Y3NqNB64fgxk1Q/DIW1/EFXIREqmEMhu/7XXB6vJh/LASfHasJ5yJ/v8urcA9r+6LE7IZ0a5Ir4kSAU1aNTYuvAR723vCNi9ObwBLt7Sgsb4Sy68fA7cvIChCW51ePLjtQNx5Nrd2Y/m2AylbE8hZgJYbqfRTNsG6QK/G3X/4B3Yd7sKOLzuj3j/lrI0JXz+JzcLN9L2MtTQC+oXw26ZciKtGl6PT5oFCocAXHTbc/Yd/hDO6IyerxIjNfH121+EuLJw8Iuq15tZu3L91P564aYIkmeJSZkPLcRJKCLYxQMj+xZRFX2Kx/VSjUuHhNw+itqI0bJnCrL5Z9/YhrJhJojiR+wSCIez48jR2RKxWi+TuH1yc4YjE99FQCNj55emolXaR/OwHJIgT+YHN5cNjfz6ERXWVuHf6KNjdARTq1Thlc+OxPx3CsumjM/49QWw/lWPsBCE1mRiP8l4Qv/jii3Hxxee+dEyePBlHjhzBL3/5S/zmN7+Je/+GDRswffp0DB06NOVjL1u2DHfddVf4b5vNhmHDhqW8X4IgpEGufVTI1iRZel382YNc2YeM4OwLBOH0BLCo/kKMryiN8xXnE6mEMhu/6XZiyct7URdhz9JYX4lXPj7GKpw89PoB/OLG8Sgr0GLjwkvwzM7DUZncdTE2L05vAPuO9+LH9ZWiviDmgzVBvpBqP40VrIVsRhxe/kJEVpcPRzrtCXtap+qFDcRndTdNs+CqUQMx/7Lh2Ly7DU/tOBx+b2QfiJ2sEtO+hfos22qM5tZu9Di8kgjiUmdD801cSHFvpIQre3/dDTW8BVr3HOuBSafOSnFNsf3U5QvgX783HBubo1cZMR79Lh/ZMRC5j1NgHGGzcEs3YvuoXaD4t52K9RF5gsMXwLzvDsPG3W1xRZ4X1VXCkYXxSGw/lWPsBCE1mRiP0i6I+/1+rF27Fo2NjbjgggvSfThRXHrppWhubo57/dixY9ixYwdee+21qNcHDx4Mr9eL3t7eqCzxU6dOYfDgwZzH0el00OnIv4kg5Ioc+6iQrcn6FDKTTVr+whNsxeWMWhWrRUqs4MzAJVIJZTbq1EoYtSrUVpTCoFHh+X/9LgaYtPj+mEF4asfXccdeVFeJbocXZpMWz+5sjcvk3h1h87J+Z2vC9ghytiZIFLmJfYkidT/lu7dGrQoqpQIbFkyKmoCJnPxx+wK44Vcfhj8jZrIqGS/s2PtWoFNjxesHovaxsbkNv7vte3jsz18K9oHISRwx7VtMn2XDJvDlVSyZKoYphU+5lPBl769842C4cG+kKM48E5duacGfhpdmpbim2H6qCAGv/P1YVOFjpp+98vd2/OzazGfOEoTUFOj4n08FWVjNIbaPFhr4YysUKDpOEDlDCNgUIygD574/Lb9+TMZDEv2dV4axE4TUZGI8SvuIplar8fjjj+OHP/xhug8lms8//xxDhgyJe33Tpk0oLy/H9ddfH/X6d7/7XWg0Grz77ruYN28eAOCrr75Ce3s7Lr/88ozETBDE+YGQrUlnnycFQVyNOos57ssT0C+oFGhVcdmHjfWVvF+4GLGNgUuk4itsV2cxY/+3Vlbhvd5ixsK6Svz96JmwILm7tRtKKPDA9aPRYXNzXq/drd144LrRmDvhOwnbI8RascSKo1KJcelGbmKfHOASWpnJnzXbv4gq3BI5+TOxogQfHk3MLuiUzY1vuhyYf2kFFtVVhtsQ3+fY7ltDVRkWTB6BD490h/uC0xtAl93L2qeB/j7QWFcJIHoSh+0aRLZ3XzCEYCiEdTfUYPX2L+KyGessZrQc72U9ZpFEYkkmimFK5VMuJXzZ++8c6sSy60Zj9exqtJ62R3kpMpOTsl/BogRuvmw46yTrorpKQJHF2AhCIjRqBa4eVY5RQ4vivkN8ecIGjVq+Dd2oUaHBUsZeR8NSBqOGP7mCIHKFEICW9l40TbOwfteXce3bnI6dIMSSifEoI1O806ZNw9/+9jeMGDEi5X3Z7Xa0tp77At3W1obPP/8cAwYMQEVFBZYtW4Zvv/0WL730EgDgqaeeQmVlJcaOHQu3240XXngBO3fuxF//+teo/QaDQWzatAkLFiyAWh19WYqLi7F48WLcddddGDBgAIqKinDnnXfi8ssv5yyoSRAEkQxCtiZWge18lBg1uHNaFQDELa+7c1oVigyauOJztcNKokSLSCLFNoBfpOIqbMeIIAdPWFmF9+bWboQQL7zvau33HWezbYjE6w9izNBi3vewwWfFsnHhJZKIcelGjmKfHOASWoUmf5bPGIOBhTos3dISt08uEbLf/ugfnAI72+e47tuuw10IhkJxfcEtsCyW6SORkzix14BrJUhDVRk2LrwEjZs/DYviDVVlWHKlBYtf/DTuWPUWM0pN0rSpTBTDlKM1klD2vs3lQwjA4hf3cL5HzitYQkGBrLYZlNVG5D6+QBD3XTcKD71xMG6Sf+WsavgC/N9dsok/GMKSqSMRRCjuu+KSqRb4gyS1EfmBy+vnXQXrErA+yia5HDtBiCUT41FGBPHp06fjvvvuw/79+/Hd734XJpMpavusWbNE72vPnj2YOnVq+G/GY2nBggXYvHkzOjo60N7eHt7u9Xrx05/+FN9++y2MRiPGjRuHHTt2RO0DAHbs2IH29nY0NjayHveXv/wllEol5s2bB4/Hgx/84Ad47rnnRMdNEAQhBiFbE6PA9lhibReGlRowZ8J3ojy5jVoVBpg0ONrlQLFBg8dvHA+7248+tw++AP9Aw4htTFVzPvEosrBdj9MLq8sXzmx8Zn4tfvnOYdbPxQrvkcfmsm1gSCWTm8uKRalQYP382qT3mynkKPbJAS6hdfKFZt7JnweuG4N/ef5DTu/XWBEyLGwLrK6I/JzV6UWH1c1535i+EJnNPbCQf2mtTq2Mm6yKvQZckwG7DndBAeBPSxvQ4/SGi1HaXD5MrChBc8T76y1mrJ1bw+kfnox1T7qLYcrRGkkKqxg5r2AJAbwrGkKktRF5gFqpxPLX2QtzP/TGAayeXZ2lyIRx+QJY/OIeNNZXhr8rMitRFr/4Kf5wO62OJvKDEqMWT7zzNecErZz7aS7HThBiycR4lBFBfMmSJQCAJ598Mm6bQqFAICDe9P/KK69EiOfb8ubNm6P+vueee3DPPfcI7vf73/8+7371ej2effZZPPvss6JjJQiCSBQhWxOTVvxjm8suY+3cGngDQdjdPhQbtPjwSDccHh08/iB6nD6csrlx5UUDMbK8AIdP9fEe44JSAzYsmISW471Yvf0L/OLG8bxiFVPYzur04s6zGbIAe4G+SNi2MwMi1/VKxVahy+7lta7JBTE5EbEv133GE4VNaLW6vLyfsbl9vIXQYkVIvgmJyEke5nNMf51/aQVvHN5AMCorqGmahfeZ0dnnYc2ojrwGHn+AdTLAqFVh3LASuHyB/uW3Z1f5DzOb8MRNE9Dj8MLm9qNIr0apScsphqdi3cNXDDOWRNtxpnzKE0GsVUy67WTShVABJAcV7CPyAJcvwDvxI+fisU5PfyFyrgnibBQEJYh04PEHefup0G+TbJLLsROEWDIxHmVEEA8GqUMSBEGIQcjWpMQoTqDhs8u4f+t+PDO/FmaTFodO9mH7/hNxx6osM8GoVaG8UIeGqjJWYa/OYsZfvzgVNUiJFYpjM1SFMr1jtzMexhub2/D02WztyHNI1VZBjpmjiSJW7DtffcZjhdYjnXbe96uVioQmX4TakMcfDH8usr8unDyC93NDig14/C/nimhy9YGGqjKsnl2NUqOGsx8w16ClvSduG5eNSmTb4BLAI8mUdU8y7TgTPuWJItYqJt12MumiUKCYYDaKDRKE1Aj9SJezqFwkUMRMqjoRBJFt7AJFwIW2Z5Ncjp0gxJKJ8SjjI5rb7YZeL/wDiiAI4nyk2KjF8AFGzBg3NGppUGefByMGGOO8hrmyIcXYZaiVCjyz8zDncru1c2owvMyEx3i8v2P9lBPJOo7MUA2GQpzCe31MAb/IYzu9ASzd0oLG+ko8eP0YeHwBSWwV5Jg5KobIaz7AJCz25bPPeKLZwkKFX5tbu7CorhJKhSJOdGUTIYXaUIlBE/7ckU57eJ9Cqx5KDOqobZF9YHH9hSjSq1GgU0OpVCAo0n+CLVYuG5VE20YmrHuSbcfp9ilPduWFGKuYdNvJpAudWslbIElocpQgcgGhH+lyFpW1An1US32UyBMKBcQ2oe3ZJJdjJwixZGI8ykhPCQQCWLt2LZ5//nmcOnUKX3/9NS688EIsX74cI0aMwOLFizMRBkEQhGzgE0qGlBhwXfXgKKFj0vDSKKFDKBtSTIazVq3kXW7nOFuQhc/7OzbLiRGKO3pdeP/r0ygvPGfF8knbGVx50UAMicjWjMzSZRPeIy1errhoILz+ID462h11bKc3gJb2HswePxSjK0rD1/dIpz1pCxA5Zo4KEdsmjFoVNi68BCGAU8CNFGJjyWWf8WSyhRlxNPZzsZM/f1raAH8wJChC8rWhhqoyjCwvCGdYR/ZXoVUPdq8fGxZMCtcA2Nveg43NbdjY3IYJ80vw3zu+DvuWG7UqLJ8xBhMrSuD0Bjj7AlusfAV1mbYBQFDwzcRqi1RE93QJy6muvBBjFZOInYxc8AWDWDl7LD452o3yIn24HZ+yunDZhWb4aFUpkQfksqhsc3qxes5YfHQkvo9OHlmGXqcn2yEShCTk8gRtLsdOEGLJxHiUEUH8kUcewYsvvoif//zn+PGPfxx+vbq6Gk899RQJ4gRBnFeIEUr4hA4x2ZBiMpzPOPk9kyPFbi7v70gis46PnXFi+z5uKxa2cxMWpuw42uVAS3tPVGyMYKlS9hscS2EBku7MUalhaxNObwCNmz/F8hljsGLGGDg8/rhrmg/WMLGkkvU+tMSAX9w4Hkc67eh1+cI+9cwEzJSqMpTwWJBEItSGIu1GIvtrZMY3s0rkwjIThhTr4fQGsOqNg1GFOussZjw9vxYHT1ijMrojLU+WvbY/6vixfYEtViH/yV6XFyvfPCjYzzKx2iLVdiy1sJzPKy9SRadSwhcM4e39HVHtuMFixiWVZuhU9COeyH3OOLxYVD8CQCiunS+qH4EzDi8qy7IWHi8DTDp4AkGOPjoAA0z8hZwJIlewOvn7qdUp3+/AuRw7QYglE+NRRgTxl156Cb/+9a9x1VVX4fbbbw+/Pn78eHz55ZeZCIEgCEIWSCGUiMmGFJPhLGSnUGyIF6rECMXHuhyCVixCnsZsmE1arHv7EGorSuMqTf/fJ+34xY3jJRWicsmSgKtNOL0BLHttP9696wpMOJs9H0muWsPwkapFx6AiPQLBkCSTIWLbUGR/NWpVaKyvRO2wEnj8QZQaNSg19b//nlf3RX0hBM71q3uvHYVfvnM4/Hqiliexseo1Kt5z8/iCovpZJlZbyK0dZ8ImJldRKBR46I0Dce1yV2s3Vr5xAGvn1mQpMoKQDqNWjX/b8Aka6yuxMOb7StMrLXj1J5OzHSInQQAPvXGQo48exCPUR4k8oVCvxS0vcPfTN5vqsx0iJ7kcO0GIJRPjUUYE8W+//RYWiyXu9WAwCJ+PZq8IgsgvUvX2FhJKxGRDjiwvEJXhzOXb3VBVhvJC9llXIZHP4fXzWrHYvX60tPckbGVSbNTi4dnVuO/VfXFF/sRagHRY3Tja5RB97FyxJEg2QzYXrWGEkCLrPdHJEL4+L9b64tF54/DQ6wfw/y6tYC1k+cD1oznb9u7WbigU0a+JsTyJjSsyVqvTy2v58uFR9j4eu+9MrLaQWzu2uX1xExuR9jZi2mCy/uNyx+ENcI4Pza3dcMi42CBBiEWlAGor2J/BdRYzVLEPbBnhFOijci4IShCJUFagxaThpaz9VO7fgXM5doIQSybGo4wI4mPGjMGuXbswfPjwqNf/+Mc/ora2NhMhEARBZAQpvL0BfjFEbDakkKhXbNRy+nYLCVV8Ip+QoNHn9uPmX/89fKxErEyEzkno+h7tcmDJy3uTOracSTZDNtesYcRQoOP/aqNVK3HktF1QYBQ7GSKFRQ/Q37bXzK3B3b//nDWre0GPi/fzbl+0xYmQ5YkYG5G1c2uwbOv+uHN7aNZYzHymWfS+073aQm7tuNigCdvVRP5YZextilhW30QiVZuSI32u/LNpIohYNColVswYi9XbD6I54nlebzFjxcyx0CjlK4hTHyXOF4qNWqyeU40Htu6P66er51TL+jtwLsdOEGLJxHiUEUF8xYoVWLBgAb799lsEg0G89tpr+Oqrr/DSSy9h+/btmQiBIAgi7Ujl7S0khpQVaHkzuyOzAoREvXQIVYV6/qFFHfFDMBkrE7ZzYiYQhIrIRG6Xys9XDpmcqWTI5pI1jBAnel3Yc6wHdRYza0ZBncWMtw+cxPqdrZIIjFJ7Rdvdfuxq7WbNLi4S6FclBk1UGxDqC0I2It/2OHG8x4kfN1yIe68dBV8gCI8vgGEDjPD6g7xZGWz7TvdqCzm1Y5NOzWpXs7u1GwoAT9w0gfOz+e4/XigwGZCLNk0EEYtRp8bP3ziARXWVuHf6KNjdARTq1Thlc+Opd77CQ7Oqsx0iJ9RHifOFUzY3Hn7zICZUlGJRjO3IqjcPYu0N0fVe5EQux04QYsnEeJQRQXz27Nl48803sWrVKphMJqxYsQITJ07Em2++iWuuuSYTIRAEQaQdKby9C/Rq3P2Hf/CKIQBwx1QLgqFQXNHKO6bG21MJIbVQpReofN7cGn9uqXjqRk4gNE2z8IqhLcd703ZshmxkcqaaIZsr1jB8MELiZ8d68PTZfrI7pgDLgrpKLN3SAkAagVFqr2jGaoMtu3jt3GrOibApZy2OIttAy/Fezr4gNEnyzzNO3Pvavrjny6K6Sqx84yDWzK2RlUUJg1zasd3NbRvV3NoNu9uPQUXsn813/3GTVoV6izkqo42h3mKGScvvXU8QuYDD48e87w7DxpiJMeY56vD4sxgdP9RHifOFHocXO788jZ1fnubcLldROZdjJwixZGI8yoggDgANDQ145513MnU4giCIjCOFt7fD4xcUQwCgcfOnaKyvjCsu2bj5U7zZVJ/2jGe+93j8Qd7K502vtLBem2RjjRSkNza3sYqhzI9QRgzlOnYi2d5yy+SUU4ZsNogUEpduaYnrHwMLdbj513+PymxOVWCUwq88kiK9hrMY5pq3DmHjwkugAOKeHatmV+ObbgcK9Ro8fuN42N1+ODw+/MvEC7Di9QMJTZJYnV4sixHDgXP96ZIRA+D2BvDA9aOxoMcFhUIR9saeNLw0Z612pCSVdiHms3JYlZIsXX1urJg5FqvejLeSeGjmWHTZ3agwm7IYIUGkjj8Y4lwlAgArZ47NRliicPsDWDlrLFa+Ed9HV86qhttPHuJEfiA03gptzya5HDtBiCUT41FGBPHjx49DoVDgggsuAAB88skneOWVVzBmzBjcdtttmQiBIAgi7Ujh7d3S3sO7jz63DyH0F5ngKpiXip+WmIxnofc4PH7c88d9eGzeONxzdqlwsVGDt/d3oOmVFlarhWSXPHXZvfjsWA+aplnC9hIapRKNdZVYXH8hivRqFOjU2L6/A0u38B870WxvOWZyyiVDNhtEfvln6x/P3TqR9f6n0l+S9W7noqxAi8kXmrF+Zyurbcrfj3Zjzexq+IIh9Ll9MGhV2Nvei+ue3hU+N6bNjiwvAICEi4N2WN1RE1mR7G7txn3TR+HBbfujJ7uqyvD20gaUGjXnbfuLJJV2IfRZg1aFpi0tWV+VkixGvQadVjceuH40QlCgz+U766kewimrG2VF7MWcCSKXCAZDvMXFA8FQhiMSTyAILH7pUzx760Tcr1KG+6gvEMSiTZ/g1z+clO0QCUIShL6jydkeKJdjJwixZGI8yoggfsstt+C2227Dv/3bv+HkyZO4+uqrUV1djZdffhknT57EihUrMhEGQRBEWknEx5lLuBQSQ/QaFYIh/h9SyX4Jsjq9WPH6AYwfVoKFk0eERbi97T146PUD+MWN4wFAMCu65Kx9R+RS4aZpFnze3sMqSKZisWD3+FjtJRosZiyfMRY2tw8qpQLf4RCKmGMnk+0tdXZwMuRypqjUCPUdLk/tVH40FOjVvDYmibbrYqMWWrWS0zalzmLGzPFDMbK8AFanN04YBeLbbCLFQVe8fgA/vHwE7/s6bZ44wXzX4S6seP1A2NIpknxro2LOJxVPf6HP7m3vlc2qlGQo0KjQo1JgzVuH4lbxNE21oEBDdgxE7uPw8luiCG3PJi6vHw/NGovH/vxlXB99aNZYuGQcO0EkglHDb8dglPF4lMuxE4RYMjEeZUQQP3DgAC699FIAwO9//3vU1NRg9+7d+Otf/4rbb7+dBHGCIHKWSHGk2KDB2rk1uH/r/qR8nAF+MaTeYsb2/R0AkLQ3MB/dDi9uvrSCVYRbVFeJbocXoRAEs6IL9PEF5SKtTCK/vCVybdgoMWjx8798FXctdrV24+HtB1FbUYr1O1vRUFWGjQsvQePmT6MyaZljH+m0i8r2jrzfBq0KTdMs2NjcJmnWu1jk4l8uF4T6DuMfH5l5DQD+YBBfn+qDWqmAOQGxtqPXhebWLtxz7cVYOHmEZNYhpUYtp23K7tZurHzjINafzfqWaoUCMxl286UVUEUUvU0EtmPmWxsVez6pePrzfXbV7Gpc9/Qu1s/lir+4LxjC+vdaOa0k1syWb7FBghCLSadmXeXDjBEmXcZcSxOmxKjF+vdaUVtRGrYdY2J/5eNjePD6MdkOkSAkQRkKYc2cGjy4bX+cHcMjc2uglPFKjlyOnSDEkonxKCOjsc/ng07XvwRyx44dmDVrFgBg1KhR6OjoyEQIBEEQksMmjlwzuhzrbqiB2xdMyseZSwy5atRA/MfVF6HL7oXHH8C1Ywdj3z97seatQ2Extt5ixpo51UkLImI8L+0ChaCYrOjYfTi9gbCv84PXj4HbF5DE49obCKKlvTfKMiXyR2djXSWAfhFfAeBPSxvQ4/TGHZst2zvyx2yP04tvuhxYvu1AVLHQeosZr/z4e+h1eOH0BcLH/qrDltbCgnLzL5cDfELimjnVWL39C97M60V1lVj39iE8PLtaUKzttLnh8Pjxxuff4md/jPbJf+OOOhQZNChPsphRpG0KG7vOCp9SrlDosntRc0ExOm1uXDSoEBsWTIoS+JlnTIOlLK4wLdcxI4ucMv3TGwiivFCPXqcXnTYXCg3anMkYT7TPpeLpz/XZb7odrJNvDJlYlZIqTl+A95nt9JE/MZH7mDQqbF50CZ5593DM6rUybF50CUwyzt70BoL44eUjsGHX0bjYFzdUwhsIZjE6gpCOkFKBn//pEBbVVeLesxaPhXo1TtnceOxPh3Df9NHZDpGTXI6dIMSSifEoI4L42LFj8fzzz+P666/HO++8g9WrVwMATpw4AbPZnIkQCIIgJIVLHHnnUCc8/iCemV8b9vBNlFgxxKBVweULxi0XarCYsW1JHXpdXvS5/Wg53ovV27/AL24cn5TAJMbzUow3rtXlZd3G+DpPu7gcE4eXJhwf+z79nALn0/Nr4Y/IkPjgcBf8wRAmVMQfO/a8YoXTpmkWtLT3xF2f/qyMLzHhbCY60C+Sr51bk1aRT47+5XKATUgs0Kvh9Pjxs2tH4X6lAiteP8A56VNbUSo4oXCi14W/fdWJ7fs7WFcmPPTmQaydU5P0OTC2KXz0uX2S+pf3ub2YPnYIHt5+EPdvPRB+nelHS7e04LvDS7GaJ0M59piMvz/fBMQtL3yCScNLcyJjPJk+l4qnP9tnC+zsz1aGXPAMdXkDvM9sN4/gTxC5gj8UwjPvHo63l2rtAhTAqtnyLaqpBLBh11HO2JfPIKGNyA+cvgBu+O6wKItH4Nx3FDlP0OZy7AQhlkyMRxkRxB977DHMnTsXjz/+OBYsWIDx4/t9aN94442wlQpBEEQuwSWOGLUqjBtWgg6rG0e7HEl75kaKIV+f6sPjf/mS0xbk7u9fjMUv7omKLRkRxingw+X0BjByoF7QG9cnMFtr1CaWGcXn2ctlmcL8fe+1o6Je58qgjLXbiLWsqB1Wwpqxa9SqMKGiFD8YOwhjhhSFMx1TmZgQgxz8y+VKZN850evC3X/4R7ivblgwibdgZGNdJdbvbOXsQ8xE2MLJI7C7tZtzSbzTF9+XrE4vOvs86HX5YNKqYNKpUWJgL0JZKtBumIzhZH2qYyk2aDknCpQAfnfb92DQqFBq1GDS8FLWYzZUlSEQCuHIaTvKTFrYPT5e6xegv5+t39maE6sa5NDnpLzn2cJs0uKXO74myxQir/H4g/iMZyWExy/fLOsgwDlO7jrcBXJiIPKGEPDKx8c47Rju+cEo4X1ki1yOnSBEkonxKCOC+JVXXomuri7YbDaUlp7LzLvttttgNBozEQJBEISkcFlssGW+peqZK5S5fd/0aM/fWNsCsQXthCuWqzltKa4ZXY6Vs8b2Z+Z6/Hjlx5fhwyPdcf7adRZzQh7FQp693kCQ99p4Y350cp1j7HnFCuBsP16F7De6HdJmacvJvzwXYFvFISRCMNu5xE1mImz+pRW893/uhO9Efe5Erwsrth3AqKFFqB1WgtN9HpQYNXB6A3B5Axgc82wQI3ym4lPNdt6cXzhbu7Gwz4MRZhPnMestZiyYPAJznt0NpzcQ9rueNLyU0/qFmYAAuH36hZ5ZmSzYKWVGfrJIec+zheAzm+wYiDzA4eZfveZwy7cwZZ9LwBpPYDtB5AwK4JbLhnN+j0dyJVUyQy7HThAiycR4lLGKHiqVKkoMB4ARI0Zk6vAEQRCSwAgw/mAIGxdeEuWxy5UNmaqvs1Dmdo8zWrxjijUlWtBOq1JyFuuss5ihVfXbOMTaUhQZNNCqlLjvtf1Rx6qPsFtwegPhL2liBXGr04tH3voCCyePwD3XXhzlj7f2rS/wyNwaQU/z03ZP1LnzZVBGnle3I9qaQMdiYSGU/bpypnRLotnuZez1ZciVTNF0w7aKg+0+sm3nEjeZiTCdWslf+PLN/sKXjMC7YtsB3HxZfMHaeosZ9183GgatKurZIFb4TNanOlZIFupHAMJtKvKYVpcPbl8AHx7tjmqHHxzuworXD+DOaVW8+4ycoHB4fAk9szJVsJO5VlaXF1t+fBl2s0z0ZbLPpeJNLgdsAkJgn4yFQoIQS4lRiyd5VkKsmiXflRBGHf8qPqHtBJErKADe7/ErZsi3gGwux04QYsnEeJRWQby0tBQKRbzwUVxcjIsuugh33303rrnmmnSGQBAEIRlsAkykxy6XrQaQmq9zsYH/M/7AufVCjHCdTNHFXpe3P6sAYPWj6/cGN/XHFGFLYXV60bSlJe5Yza3dUECBl390Gc44vGg53ov/+6Qdv7hxvKjzPuPwYulVF2HV9oNR8dRbzFg+YyzOOLyCWZuMiC82g5I5r+CpvqjXW473xk0W8N1vxnNdCrjuZXOM7QQg7jwzmVWbTdhWcbDdR4Y6ixktx3t5xU2mvbUc78XlIgpfFhu16LJ7MWpoEesPl+bWbqx7+0vWYrhihc9EfarZnmOv/Ogy3s9cUGqIE+yLjVoc6bTjhl99yPqZDw53xVkWxRI5QVFs0Ip+ZmWqqKyYiah0ZWfz9dNUvMmzTZGe/6dHocB2gsgFfEH+lRC+oHxXQhg0Kt5x0iDjgqAEkQjBEHj7qZztgXI5doIQSybGo7R+63zqqadYX+/t7cVnn32GGTNm4I9//CNmzpyZzjAIgiBShk2AMWpVqK0ohUGjwvP/+l2UGjW8NhbJeszy2SfUWczY294T/jcjXPuDoYQLwBXoNFj84h48Nm8c7jtbsbxAr0anzY17X92H/7vtctb9sWXiRnkr+4JQKBT4TokB/3pphXghR4E4MRzoFxFXbz+INXOqUWbivjYNVWWoGGDEu3ddkXAGZWy2/MbmNjw9vxbAuS+gQvYbbG2ADy4BjK+YX3NrNx68fgyuHlUuKlM0U1m1coBtsmRjcxuevWUirq8ZgkFF+rDn4kmrC0OKDXjl42O84ibTFzc2t6F+ZBnv8Zn+bnP7eCdPdrV2wcGxCkRq4TP2Ocb00wK9Gg2Wsv4iNTE0VJVhcJGedX9CvtreQJDzi2yDpQwDTFpsXHgJTtnc8AWDop9Z6SgqG9v/CnRqzokohUKB1++og1KhSEt2dj73U43ASiSNin8VB0HkAnaBlQ5C27OJVqlA01QLgPjkiKapVdAmYHtHEHJGaHWcQ8TquWyRy7EThFgyMR6lVRBfsGAB7/YJEyZg3bp1JIgTBCF7YgUYo1aF9bfUYmNztAVCg8WM9bfUoumVljhBNFmPWS77hAaLGctnjkVblwMbFkxCy/FeLN3Sgjeb6pMqAFdWoMX6WybimZ2H4wad9bdM5MyajT0Wn5f6FRcNFHXOAOD2cWdYNbd2w+ULYoSAtcSQJMWj2Gx5pzeApVta8OD1o3Hf9FFweYOCmY7FBvH3m08AE7qXbl8AEypKed8DZC6rVi5wTSSFEMKf9ndEeWY3VJVh9ezq8OqFI512zsxcpr05ffwTHkx/L9Jr0GF187430cmTZIl8jkX2U2bCJ4hQXN9fPTs+e51BaIWG1eljXXVSbzFjQd0I3PrCx3B6A2ioKsOllQNg1Ko4r0XkM0vqApdcWfNcovuuw11QKhQYWV6Q0HHEkO/99IzDw7sS6YzDgwsHSn9dCSKTFOj4vx8Ibc8mDn8A5gIdZtQMCRfr06mV6LS5UVaohdOfmfGKINKNUcufXWoQ2J5Ncjl2ghBLJsajrI7GM2bMwJo1a7IZAkEQhChiBZjbplyITc1tYdsKhn6RTYHbplyIp3YcDr+eqscsl28vU8Qu0eNwifPP7mxl9aNTKhRYfzZDOpZYUUwqL3UhUavP7cOR03aUmbSSe+oW6DSY/78fo7G+MmoAbjneizVvHcKbTfWiCh+KQUgAWy7gAyh2oiUdWbVyhm0iqbG+Ehua49vmrrOe1+tuqInzwo/NzGX6Yq/Th4aqMtZrGnn/ywq0OGXjv0eJTJ4wJGN9E/kci+2nS7e0hNs7E9P7X5+GLcIqKRa+PtBQVYY9Z2ssMPvVqpVQKhT4KMZzfNfhLqx842CU/U8shXpN+JyFvOATmXzk6n+9LmlFd7Hkez816TS4/bd7OVci/WYxv30PQeQKfCsh5IzN6cdPXv4Mj80bh/Ii3dk+2i+uzf/13/Grf/1uliMkCGkwCtgxGGVsD5TLsROEWDIxHmVVEPd4PNBqc/dLPUEQ5w+xom+9pSxK8I5kV2sX/uPqqvB2qTxmI+0TTvS68PzfjsSJ4ZHHSVSs7bJ7WS0TgGhP5FhiRbFEvNT5RD2h7NM+tx83/c/fw4KllNmaZQVaTBpeynoezPUTW/hQCCEBTKtSSiK8S51VmwvE+nDrNSretnms2ykqM5fpi4+JuP/FRi2Gm42ot5jjJtCAfuG4vFCX0Hkla6kR2adi+6nTG4j6+4+3X46NzW2YO+E7nPvj6wNr59bg4TcPRu13w4JJWPziHtZ97TrchZ9cMZKzz+k1ynCtgqZpFs4fgolOPnL1PylF90TI935aoFXhmfm1WP9ea1yG+DPza1FAWW1EHhBCiHclRAjyNfg16lTosns5n9VCmakEkSsoAF47BjmbA+Vy7AQhlkyMR1kVxDds2IAJEyZkMwSCIAhRxIq+kYUs2QiFgG1LJkuSrcyGUMG9ZMTaZIWY2GMJeWsz+xES9UpNWk4RkSmACKTHSkDs9RNb+JAPoetudXklEd6FlmibZLyEOxUiJ5Jazvrtc8GVFcyVmSv2/n+n1IhHbxiHZVvjs88TnSxLxVIj8jkm1E+tLh82LrxEUFzmuwYPz66Gx3+u3QodU6eJn/xhxPWH3jgYPmc2T3/mvYleT67+x1eANdUVP3wITQSmS4jPFC5fAM+9x70SafmM0VmKjCCkQ6tS4ZWPj6G2ojRuldkrHx/DA9fxr/zKJlRUkzhfOOP0wu0L4voYO4ZTNjfcvgDOOL0Yke0gOcjl2AlCLDlfVPOuu+5ifd1qtWLv3r34+uuv8cEHH6QzBIIgCEmIFUiNOv4HsEmnwpihxWmPiU/4SVSsTUWIiTyWR8DPi7E+EBL1BhXpsXZuDe7fuj9KFGcyrJZuaYn6nNRWAmKvX6qFD4Wuu0mnkUR4jy0UGkmdxQzteVDMTuha82UF800IibkPFwwwYr0E1j5CKwo6+zyc+4x8jgllQAPAs++1clolxe6X7ZhsGfp8lBjY7Y+6HV7sONQZfh/j6c9YsRQbNCg1apO6nlxtghHdlQpFypMYiSCVFZNcCYQQ5d8fya7DXQjwz5kQRE6gVAA/brgQ699rjVr1wmRvyrkuJWWeEucLBq0a/7rhEzTWV2JQRPHwE1Y31rx1CK/+ZHIWo+Mnl2MnCLFkYjxKqyDe0tLC+npRURGuueYavPbaa6isrExnCARBEJIRKe4owO8PadLKI9s2EbE2VSGGOZbV6eX0Vm44ux+xPrkVZhOeuGkCehz9tip9bn+4eGhs8b10WAmkKnaLQex1TzWW2EKhDMwEg5XHKzpfEPK8ZlYdsCFFZq4U7UloRUH7GSdMOjWndYoYD3RmBQafVZJYIs/Z6vQKtnW2a3S0yxH3/kgrlm1LJidtmcTVJpzeAP7vk3b84sbxsLv9ktUnEEIqKya54vD4U9pOELmAAv2iOFv2plIBWYvKvS7+zNNelzfbIRKEJCgA1Faw2zzWWcyy7qe5HDtBiCUT41FaFZv33nsvnbsnCILIOJGi753TqgDEi4t3TqtCiTEx8SyZAnlsnwGQ8H4iz00qIeaOqRYEQ6G4a3PH2VneROxZBhXpMahIjyOddtz0P3/n/EykYJnM9cwWmRLA+AqFLt3Sgjeb6iU5jpxgawdCntdsyCkzVyjLHYCgdUqkB3rsSo3YFRhiJprE9rdk2zrbORu1KjTWV6J2WAl8wVC4wG6i/YUvplWzq88+fxLaZcpIsSJErhTo+X96CG0niFwgBGBAgQ4h9NuR2d0BFOrVMOlUMBdqZewg3v9d4ccvRRcxKzzbL3/2x39gy4+/l+UICUIaFArwJoooZKwq53LsBCGWTIxH9K2TIAgiCYqNWgwfYMSMcUOjxMXOPg9GDDAmJFwkUyCP7TMNVWW4Y6oFjZs/DWdPiym0F4kUQkyX3YvGzZ+yCq+Nmz/Fm031SdmziM2kTrbgYDoREgyTve6JCP9iCoXmE7HtwKhVYfmMMZhYUYL/vLoK918/GiqFAiqlAmYTu+c1IL/MXL5+wGR2i7UQGlpiwJrZ1Wg9bY+bIGGeIUKZ8Yn2t2Taeuw5G7UqPD2/Fpt2t0W152T7uVQCtJQTcZlYnZINdALWTbrzwLqJyH8GmLQ4ctqOttMOlBfp4fEH4fIFcMrmhlalxMiB0hUBlxqdSslb+Jb6KJEv6DUqvP2PE7j32lFQq5Toc/WP3b5AEJub2/Af11yU7RA5yeXYCUIsmRiPFKFQSM6T1HmFzWZDcXExrFYriooynG5EEIQgyfRRRgBJVkSxOr1o2tLCalswpaqMNcuT7zN1FjNqK0rjRCIpC05ywVyLbocXN/3PR5zv27ZkMirLTLhzS0uUqMdkfE6+0Ay9RoliozZOUDrR6+LMLh1SYkjqeqabdAn0yU6k8F2/XEBMP41tB5ECamwRxtjrlWqflgIhYZXt3kdmdju9Abz2k8mYOLxU1LFi+yKDUJ/JZH+LbLtN0yxoae/hLHjJ9dxM56oROU7EZROufrr32BlYXX50WF0YdFYo1GtUOGl1YUixASUGNWqHD8hi5ASROlanF4c6bHiG5Uf8ndOqMHpwYdYnvLj66OFTfVj15kFWr/8GSxlWzByDqkGFmQyVINLCyR4n3IEQlm/bH9XeGyxmrJ5TA71KgcGlxixGyN1PcyF2gkiVTIxHlCFOEASRAqlm8Yn10hb7md2t3Wisi67NkI6Ck7FEikEbFkzifW+hXhNfpFRkxqdQJmcy1zOdiCkemkw8ye43n60YIoltB431lXFiOMB+vbKdmStGWB1aYsCqWWNxtMvBmdlt1IqrvJ6KZU8m+1ts4V62lQ5cx023WJ2ufp6PGHVq9Lr+P3tvHh9Vfe//v2afTMIkYUIgWIIjE2VVQkErM1GhepWKC3r1V2rvBULbewWkre3VoqKIFmtXL6LtdQnQflu8i4J7F0UrwQ00raAIBFKDsoSEZCazr78/whlmOdvMnDlzzuT9fDx8SObM+Zz353PO+/M+8z6f835F8MqeY2liyS0OG5a47Kgw0U8TQv30+8NZyXDgTGmDH18/VbFzQiye4Ba+7exFLE5r6YjyIBzPTigDQ8LPq7ftxY8XTC2RZcKo2XaCEIsc8Uh17zy99dZbuOaaazB27FhoNBps27aN9/tvvvkmNBpN1n/Hjx9P+94XX3yBb37zm7DZbKioqMC0adOwe/fu5PbFixdntXHVVVcVo4sEQQwjcqmlLXafUDQuqh2pyEwGdRwZgNNhY/1uamkOJsH1+u2X4vnlTmzmSVi6/WdEM6otRkyor8L0xlpMqK9K1nQ/1ONFn49fXENoHJh2Orr7ceikN+24+SAmYSh3u2zjV25k+kjzuBrW1cTA0Hgd8wQLPtdSIJRYTbUxEk+gbWcXlv3+QyzdvBsbtncmk+FOhw06rfgCkqm+uG3ZbLx++6V4dGEz51sDqf7WtngWVsx1sCbgpZ53mGuXbY7jOm4uY5ovxfLzcsSk06KtvSstGQ4M/Yhva++icgxEWeALxzhjzs7OPvgyRMGVhC8sIHwrsJ0g1II/HONNtvkV7Kdqtp0gxCJHPFLdMgyfz4cLLrgAra2tuOGGG0Tvt3///rTXTOrr65P/7u/vh9PpxJw5c/Dqq69i1KhROHjwIGpr0181vuqqq7Bx48bk3yaTqYCeEARBCAvkGfXaLLE4oX1M+uyEglAd4ELITAa1tXdh/cJmAMgqT5G54pRZjXuox8t5Yye00jTX1elcFGMVaT4PPErZbrmQ6SNCCdTDJ31Y9/K+kpe3EJtYZVb433fNFDyQ8SohUzoll4Q4IH5lPFe5lvULm9NWqAPFm3dy0SCQYxU7+aN4gtF4VjKcob2zD0EBXyUINeAL8Sej/ALbS0mlwFsaQtsJQi14gvzJtEGB7aVEzbYThFjkiEeqi2jz5s3DvHnzct6vvr4eNTU1rNsefvhhjBs3Li3Zbbfbs75nMpkwZsyYnI9NEATBhZBA3it7j2PD9s60xKwYUb1Uii2YmJkM8odjWLmlIymqOcJsgK3SyFuaI9+EEtfqdK7awlzjUKySB/mIh5ay3XIh00fYHhKlYtJrFVHeQsgPBgJhrHnx47Ta6PdcPQl3zJuIz/sDMOqGSqf89/vd+PlNF0huH5efMP7W6rInS5kUc94RK7ALyJOsJn8Ujy/E/yPdL7CdINSA1cz/E3uEwPZSYtJp4XLYWB9cuUj4ligjKk38peUsAttLiZptJwixyBGPhk1Emz59OhoaGnDFFVdg586dadteeOEFzJw5EzfddBPq6+vR3NyMJ598MquNN998E/X19TjvvPNw6623oq+PfYULQygUgsfjSfuPIAjloAQfZer3XtJUl/Y5s8qzrb0LQPrr/Vz7tDTV4ba5Tcl9AHF1gAuFLRnkDw/V+F26eTdslUbB0hz5JpTYVqcvcdqzSrYIjQPbKtK6KiOeXjQT/3HVedh/YhCfHvfghCfIa2cmTOKODaGEIV/5lkLaVRv5+Gmmj/CV8Ul9iCSmvIXUZXVSEfKDUCSedp36wzHctXUvfvLqp/j4qAdLN+/GR0cGsPa6/OrTCvVNSL+geVwNgOLPO1xzINtx5UhWDyd/5EKsn1bR6lNiGGAx6tDCMSe0NNWJ1niQErE+GorF0eqyoyUjZrY4bGh12RGK0VscRHlgMeh47w0tBuX6qRJtJwipkSMelf1dZ0NDA37zm99g5syZCIVCeOqpp3DZZZfhvffew4wZMwAAhw8fxq9//WvcfvvtuOuuu7Br1y6sXLkSRqMRixYtAjBULuWGG26A3W7HoUOHcNddd2HevHl45513oNOxTzgPPfQQ7r//ftn6ShBEbijFR1PF4vr9YbgDkSyBPCD99X4ucUQAeHGFS1bBxFxWa0rdhhSr09naqasy4vff+grWvvRx2mpzl8OGdQumodFWKdgnIH/BQqHyLYUIIaqNfP001Ud8oQj+ecaXcO/ze9PGi3nwtHJLR/IzvhXDxRZn5PODlqY6vH2Yuybt3V+bhAXTz8rb58X0TWi19QizAa/ffqks845YgVgp5ichhpM/ciHaTzXgfIvH6bBBk1ulH4JQJLF4HA9eNxV3b9uTtrLN5bDhweunIh6XP6ks1kd9oSg00GDetAYsdtqTws0nPEFooBF8y4Mg1IJeq8H9107Fmhf2ZvnpmmunQp9j6TkpEOunSrSdIKRGjnikSSQSqpWK1mg02Lp1K66//vqc9rv00kvR2NiI3/3udwAAo9GImTNn4u23305+Z+XKldi1axfeeecd1jYOHz6MCRMm4LXXXsNXv/pV1u+EQiGEQqHk3x6PB+PGjYPb7U6rZ04QRGlQoo92dPdjweNvc27ftmw2pjfWcm4vFccGAnjzwEnUjzAhFI3DbNDhhCeIOeeOwhiRicKjAwHOhBKXuN+hHi+++su/crb5+u2XYkJ9leCxM9t5etFMtLGIfAJDN5u/uHk6RlvNgu0yuP1hwcRd6ndXbOlgXYl7SVNdWkmPXNpVK1L6qdsfxjF3EId7fTDph8qLtLV3pT144rpmcjkvhcDlB/ddOwXXPNrOKZRUyNwgtm8HTwziil+9xdnOX75/CZpGj8jLhmKSz9ySD8PBH7kQ66f7jrnxxUAQGzPmV+bh1Fk1ZkxqqJbVdoKQmiN9Ptz34seYPLYazeNqkj/iO44MYN9RN9ZcMwXjRD5YlwqxPtp10ot7nt/L+dDqweumwj5K+L6KIJTOwRODePjVfZjI4qefHvXgznkTZb+nEeunSrSdIKRGjnhU9ivE2bjwwgvR3t6e/LuhoQGTJ09O+86kSZPw7LPPcrZxzjnnoK6uDp2dnZwJcZPJRMKbBKFgSumjTOLEE4zAWmFIimaqtRZtAsArHx3Djs70hNOl544S3YbYFZ+pYzeyUprVn5mrSOutJtbgCwwJv/X7wjklxMUKFgK5iQDm0q5aKdRPM32tttKIrX/ej7/s68n6Lt81I4c4I8DtB32+MGsy3GLUodVlh9mgQ0d3f9p8IhaxfTPqtLyre40KrS0rdm4plOHgj1yI9VOLUY9n3utGc2MtWlNW+3QcGcAz73Vj9TWTBdsgCKXjDcew/dOT2P7pSdbtP7xSflFNsT4aisU57392dvZRyRSibIglEnjt05N4jctPrzpPZovE+6kSbScIqZEjHg3LhPjf/vY3NDQ0JP92Op3Yv39/2ncOHDiA8ePHc7bx+eefo6+vL60dgiAIMfCVJpDj9X6pSQrtdabbnI9IoVBCKXPsLEYd2hbPQgLIGs9cShVkljzwBvl/rAqpuxeCHCKAwwUuX3vw+qkAkJYUF7pm5DwvXH6QOTdYjDqsX9iMjTu7kmKWzPdyKePiDgjUTQ8M9W0gEMYS55DoONvq3qF25F31KJbhnKxWEhUGHb7VYsejb3SmXbNOhw23zW1CBdU9JcoAT0C9cdwT4L+/EdpOEGpBqNyCkssDqdl2ghCLHPFIdQlxr9eLzs4zN9BdXV3429/+hpEjR6KxsRGrVq3CF198gd/+9rcAgEceeQR2ux1TpkxBMBjEU089he3bt+PPf/5zso3vf//7mD17NtatW4ebb74Z77//Pp544gk88cQTyWPef//9uPHGGzFmzBgcOnQId9xxBxwOB6688kp5B4AgCFWTTB4f5E4eq60WrVwrZ9nGzh+OoXXTLqyePxn3zp8MXyia9+rP1FWkYYEnzlZz8cKnWt8SUBp8vnbPtr342U0X4EfzoqJXDJf6vLDVqW512bNKTwC5P4yyGPmvZ0YArspkwMIn30vW6E9d3btySwdeXOHKs3fEcGHAH0Hr5t2s11Drpl3YtsyJ+hzeviEIJWKtUG8cF7q/Keb9D0HISaXAvY/Q9lKiZtsJQixyxCPVecru3bsxZ86c5N+33347AGDRokXYtGkTjh07hu7u7uT2cDiMH/zgB/jiiy9gsVhw/vnn47XXXktrY9asWdi6dStWrVqFtWvXwm6345FHHsEtt9wCANDpdPjoo4+wefNmDAwMYOzYsfinf/onPPDAA1QShSAIQVJLNlQYdbhgXA0++Kw/q/zBWwd78cVAAGaDDj+76QJ4g+KTdaVErpWzXIl3fziGVc/tweu3X1pwfXVmFekJTxAuhy1NqIahxVEHrQY4dNKLukpj0rbM8jf5osa3BJSI0IOafn8YDVazqBrzgDLOS2bpD7NBl7bKNhW+h1GZZWS0AkKHutPiTHVVRswcX8t6TCVcm1ylqNSAmm3PBTfLyllNipIm23aCUBvVFQbOewiXw4ZqgYR5KbEYdby2Mw9ICULtaLUaUfc+SkTNthOEWOSIR6oW1VQbHo8H1dXVJKpJEAqlGD7KVrKBKS+wcktHVlL88VtmYNnvP8y55EEpYRO2ZOoaN4+rgbXCgJGVRtYETy5JILkFR7v7fLhr654s9fbFKeeupakOy+c40LppV/JcSnHu5BIBVCNi/VToenn8lhl45v3unM6V3OKMQn6Rj0+wzUnPfPsieMMxTqHDc+oqcc5p0RopBHSLAV8pKqXPo2q2nQsuP913zI1j7iDa2rvS5tYWhw1LXHY0VJOoJlEefNbnw90s9xA/XjAN42UW1GSDy0f/1n0K1RYj7t22FzsyfHTt9dPg9ocwvXFkKUwmCEnpOulFJJ7A2hc/zvLTe6+ZAoNWU3IBWS4/VYPtBFEocsQj1a0QJwiCUAtcJRuYhFOry5610tKkHxKly6f+diF2FrIyMXPlrNi6xrkmgeQuWdFoq8Qvbp6Ofl8Yg6EoItE43j7cl/YgY8fBXsQTibRz+dbBXtz57EdYPX8ydFpNXis95RIBLGeErheTXpuzn8lxXnLxC7E+wfi4OxBGKBrPekul/VAf9h11swod/vf73fj5TRck25RCQFdqxJSi4jpHpV6ZXYjtaqTKqMfGjGQ4gNM/dDRYt2BqaQwjCAlx+8P46aufYonTjjvnTYQ3GEOVWYceTwg//eOnWLdgmmL9uqZi6C25edMasDglHpzwBNHjCWD0CCppRJQHJoMOP962B9Mba7Ek497np69+irXXKzceqdl2ghCLHPGIEuIEQRBFgq9kw87OPrSeFqdjcDps6DgykPxbyvrbXEixMjGztrGYusYAck4ClaJkxWirGaOtZtZV8Axs53LHwV4cOeXH0s27817pWUoRwFInCaWA73pJ9bVc/Szf8yJmTHNNjorxCa63VNYvbE4+3Glr78L6hc3Y/PY/sh5ipWoXSCmgKyX56hgoYWW2XBoMSsEXiaWt8kllR2cvfBF+QWOCUAM9gyG8ceAk7PVVaB5Xg1A0jkBEh44jA3hj/0n0DIYU69cJAP/11mFMHluN0afr+Ws0Ghx1B/HavhNYffXk0hpIEBLhCUbw2qcn8dqnJ1m3/zAYwVgo8y0tNdtOEGKRIx5RQpwgCKJICNXWDkXPCDemllFJRar622xIuTIxdeVsKBoTrGsMIOckEJuoICCP4Ggu5zLzs1InC3NFCUlCKeC6Xth8TcjPCn1AIHZMc02OCvkEwP7gKfMtFX84hpVbOvD8cie0Gg3n6nelJm/z0TFQyspsuTQYlMJgIFrQdoJQA55ghPVNOeZhpJL9OhiN4RsXjWe1fYnTjmCUHloR5YGa45GabScIscgRjyghThAEUSSEyhmcU1eJ//v3i+EORNBxZIC1prjUZUBSkTq5xayc7eju5/3eYDACIfEKrh+LpSolIqb8Bt9nalnpqZQkoVQw18sxdxCHe33J10kzfY3Pzwp9QJDLmOaTHOXziUM9XtFvqfjDMWg1Gl6RUaUmb/Mpp6SU5L7cpaBKjcXEL4AktJ0g1EBthRG//MuBrDflmL8fuFa55Qw00LC+5cf8TSvEiXJBzfFIzbYThFjkiEeUECcIgigSQuUMGqqHXv25bUtH0cqA8K1sLVZyS4oED993SlFKpMqs51S5zix1w/WZkleEMSglSSgljL3rXtmXs59J8YAglzHN13cyfcLtD+NQjxd9vjDaFs/Ch939aGvvynrglvpmg5j5Jtea5XKV3MmnnJJSkvulKAVVSsx6HeZOHIXJY6uTpSTMBh0+7O7HJ0fdMOvpRzyhfsLxeNYPeIadnX0Ix7PfKlMKCYDXdqEFDQShFiwGHZwOG+v17nTYYDEoNx6p2XaCEIsc8YgS4gRBEEVCbImPYpUBEVrZWqyViWITPC1NdayJwpaMJJAS6ln7QlEsdtqzAnOLow7L5jiwdPOu5Gdc5W/UsNJTKUlCqam2GPHg9VNx19Y9aQ81XA4bHrx+Kuf1JMUDglzGVIrkqJia4QzMWwyp8w2fv+Vbs7zYJXfyKaeklJXZpSwFVQr0GuDuqyfhvcOn0j4/q9qMBc1n0Q8ToizwBvnLFQhtLyW+EL9tQtsJQi1oNcDa66bi/cN9qLeakw9oT7gDuPAcG7SaUlvIjZptJwixyBGP6L6TIAgiB3JNzoop8VGMMiBiVrYWa2WimASP2x/G8jkOxBOJtASz02HD8jmO5N9KqWc94A/jR89+hIdvPB8/mjcR3mAMI8x69AwG0XHkFP7v3y9GMBJHMBLD24f7shKPalnpqZQkodS4/WGsfekTTG+sxZIUlfKOIwN44KVP8PObLmD1NykeEOQypozv3Pf8XpzXYE2uoK21GNA40iI4J3D5fWbNcGDowVPjSAtev/3S5Hwj5G98vr32uqno8Yaw9oWPs0QT5Si5k+s8qqSV2aUqBVUKDHotjp3y4+U9x7LmfntdFRpHqkengCC4sBgFyhkIbC8lQjFLaDtBqAWtRoO+wSBe2XMs7b6lxVGHCfUjMNZqKqF1/KjZdoIQixzxiBLiBEEQIsk3OSumxIfUZUDErGydUF9VtJWJY2sq8LObLkC/LwxPMAprhR61FmNSIbrXG0brpl1oddnRmpGgbN20Cy+ucAFgFwQsRT3rSpMeP7nxfLRl1DFjVoPrtBrMGF+LowMB/Oavh7KS4WpZ6amkJKGU9HrDeG1fD17b18O5XcpVxKkPzkZW5jamY2sqcN81U7DquY/SBGTEzDV8fp9aM5y5JhtS2hJbHiYzeVth1OHD7gF8bf0OPLqwOSsZntpOsUvu5DKPKm1ldilKQZWCUDSOR9/o5KwH+eB1yq2tTBBiqTDo0OKow45OlrfgHHWoUHA5A5NBy2u7yZCtmUIQaiQaT+DR1w9m3bcw1/7a66aUwixRqNl2ghCLHPGIEuIEQRAiUJvYoNiVrcVamSj08MATjMAfjqUl/Njs++CzfqyY68iqNdvW3iVrPWujXssp6qEB8OD1Q0kcta/0VFqSUCryXemdzwOCzGvfYtShbfEsJIAsf2AbU7c/jFVb9+S1ylqonyPMhrQV4akM+CNYPPtsLLywMc3P/OFYVjKbSd66/WGs2NKR7FdqTXI2lFZyR+3+qkb8kRg6ugc453V/JCbcCEEoHI0GWDZnAuLIfgtu2RyHossZuP0h3HvNZKx98ZO0JESLow73XjMZbn8YsFWW0EKCkIZgNM75EH9HZy+CAvc0pUTNthOEWOSIR5QQJwiCEIHaxAZzLdMgpe1iHh6Isc8bimD9wmZs3NmVljhn6iH7QvIl10JRboGs9s6+tBtPOVd6FqO+ejkmCQsRq8zlAYHbH8a9z+/FBeNqsHj22clk33tdfbj2grG4d/5k+EJR3jEtZK4R6qet0ogJ9VVZnx8dCOCebelJ+My642zJ7ExbmZrkXCix5M5wWZmtFILhGO+8HqSEOFEGBKNxLN28m/UtuKWbd+G5ZbNLbSInVrMRJ70hfG3aGCx2np20vccTxIA/jFFVVIqBKA/UXOtfzbYThFjkiEeUECcIghCB0MrLPl8YOOktieAjG6UsfSEmoSfGPr1Wg5/+aT/nq/Xrrp8mvfEc+AVEO/yh4idxMpPfZr0W973wcVoZEKnqq5dbkjAXf2B7yCD2AUGfL4yvX9jImuxjSutMb6zltbWQuuX5+H3yARaHnzF1x9mS2Zm2dhwZgNNhY314pOaSO4R0jKw04pevHaCSKURZw3bPoNFoUrYr98FPAsB6llIMwNCqPCrFQJQLFpNArX+B7aVEzbYThFjkiEeUECcIghCB0MrLwWAEN//XOyURfGSjFKUvmERiny/Mut1i1KHVZUcoGsPhXh/uuXoyPujuxwMvfZKsuZ1qX89giHNV9s7OPoRj8r0OWF0hUAO+orgrX9lK0LgcNix22vH2ob7k+Cm1hE+p8YdjWDbHgViGiGtLhtBrvz+C1RkrpRmfZltZnUk0nuAsrQMAP75+Kg71eHlX9Bdat3zlV5tw62UTsPNQX7LkCZ/fi6k7zpXMzrS1rb0L6xc2p/UZyG3eKcZbD4RyCPK8bbOzs0+w7A5BqAFrhYH3TQhrhXJ/glMpBmK4UGXS89YnrjIp10/VbDtBiEWOeESeQhAEIQK+lZdOhw0dRwYAKCshKWfpi9SE7dOLZmZttxh1rD8OW5rq8PJtLvT5wqgypwtvegVWZfsEtktJXZURLU11rInDliKvfOUqQdPe2YcEzqzgZVBiCZ9S4vaHccezH+GDz/qzXl/vGQzBYtTh6EAAfz1wEi99dDQrWZeLT8fjCd5k39GBIL7x1HvJz9geoPHNNS1NddDrNHD7088v2wOTlqY6vHibCxoMlUrJt+44AM5kdqat/nAMK7d0oNVlx/LLHDAbdKiuED/v5CtcTKgHoXldaDtBqAGTjl935KEF8r3hlivko8RwocKg4631r2TxWzXbThBikSMekUw0QRCECJgV15c01aV9zpRCaGvvSn7GJCSVQLVlqGbw9MZaTKivKtrK8NQkFlM2IZVWl531x+GOg7245/m9ePPASVz1yA78x//+HUcHAgAguLqhUubVD8vnOLL65XTYsHyOA25/BB3d/Th00jsk8CEhQit4m8fVZH2uNPHCUsKMHyPiunTzbiz7/YdYunk3Vj23BwP+CO589iPUjzBxJrPfOtiLLwYCgufXH+a/MRsIpJ8XJtme2ibfXLNo9tmY9587cNuWjqSfcD0w2XGwF/e/8DFvMhwQXpHeONKCBo5kNJut/nAMHx0ZgL2uEjPGi593hLQHpPYrojRYzfzz9giB7QShBnzhGK/uiC+s3JIpQj5IPkqUC+5ABEs370ZzYy2eXjQTj98yA08vmonmxlos3bwL7oBy76XVbDtBiEWOeEQRjSAIQiSpK677fEOrrjuODCRF51IZTgnJzIQtW9mE5nE1aauYU2HKMliMOpw/rgb/6PXhi4EAbJVGznrETocNRp18z3R7vWG0btqVtcJ4zxduvNfVh7kT63HMHUS/P4L3u07hsnNHcSYRc0VoBS9biQEliheWCqHx84Wj2HGwFwsvbBRoJ4pTfX70WAxoHGnBWbWWrO8IldZhE51kW9FfadThgeumIhCJ4YvTie/UuSZ11bpQzf6ewRBvQlqo7nj9CH7BGqneRCm2cDGVYlEGRp1WMfM6QRSLQQFBO6HtpYR8lBguDAQiycUSbCg5qaxm2wlCLHLEI0qIEwRB5EBSbLDHi5v/6x3O7w2nhGRmwjG1bEKr044RZgNStKRYCcfiWSVV/utfvowlTjsAZL0OuMRphzsQBlApaV8ySa2LvuEbM/Bhdz9uO52UTC0D86u/HEyzz15XCYtRJ0nCTWgFb2aSlcQL0xEaP2alHluyOu17oSiW/f5DAEP1239yw/n40sj0pLjY0kqZpD5Ayyw/tHTzbtZ9mCSxUMK/+5QflSY9Z8kRKfUGEgAg4OtcFCImKgSVYlEOp3xh3nn9lC8M+6hSWUcQ0lApIGgntL2UnPKFBHw0hHNGCWtqEITSqTIK+KnA9lKiZtsJQixyxCNKiBMEQeSB0KrK4ZSQZEs4pq5aeGWlC1otf5ZsVJUJv3rtQFqw02s1uC0lsc6symZWyr64wiVtR3AmAe4NRVBdYcTqbXvTBGsYQSwm4c8noLju+mmSJMT5rjVXRpK1mKKpakXIV2tOC6IypX64ViGkjnN7Zx9Wbd2DDRl1xbmSyy1NdVg0+2ys3NLBaiPzAC2zbIiQwOBgMCKY8AcgWAO9kFXeUiWb8xUTFUKoFIsS9B6GExaTHv/S9j7nvP7srbNLbSJBFEyVSQ+Xw4Z2lnjictgULXhXaTLgX9uy34gjHyXKDTX7qZptJwixyBGPyFMIgiDyQMpVlWpHaFXsK3uP458mj+Z/5UmvzdrWcWQAzY3spVaK8dAhNbG3Yq4DHd39nMnuVpddsAyMT6CetFj4rrV1C6YhHIvj8on1RRVNVTNCvmox6nBJUx1rqR/gzCqEzGT2Do4yHmzJ5SqzHvds3ZNVWomxg7mWM8uGCK1aH2E2wGzQcv4oYhL5YkqOJN9+yQEpk83FeshY7FIsRG5YjDrM4JjXXQ4bLLSqjSgDApEYFjvtSCA7nix22hGIKLeGeKWAj9LKU6Jc8Ef5/dQfVa6fqtl2ghCLHPGIEuIEQRB5IlXtXEDd9W3ZEo4Wow73XD0J075Ujc/7A9BpgP+4ciKAT1mTjcfcwax2uRKUxXjokJnYE1PzXGj1rjcUxaGTXknOpZTX2nBEaPyY65dZ+b/UdQ7Mei2qLQa8uvc4q04AwF3Ggy25fP91UxGK8j9Ayywbwrdq/ZKmOlSZ9bh76x7WH0Uuhw3/ceVELHzyXV5bGfKZg4SSzcfcQRzu9Ylqr1gPGYtZioXIHX84yv8jXqIHiQRRSjzBaFrpuMxVbZtbLyy1idwkElhz7VSseWFv2oNWl8OGNddOBRKJEhpHENLh9gv46RLl+qmabScI0cgQjyghThAEUQD5rKrMpBzq26YmHN2BMKpMBqx96WPctXVv8jtzJ47CnVdNRK83jFA0hi/VVmDP526s3NKBR08nvlNJrUV+z9WTEYrEipYIzkzsCSW7R5gNOEtA2XowGMXN//Wu6HMplJCU4lobzvCN39iaCjxw3VR0nvQiGk/gSzUVeOClj7HYaed8MAKwl/HgOo9iHmpklg0ReijkC0Xx2r4evH2oj/VHUb8vnEzk85UcyXcOEko2H+71Jeuui2mvGA9+ilWKhcgPbzBGP+KJssdq1vMK3lkF7h9KSSAWh06rwYq5Dtw5byK8wRiqzDr4QlFAk0AgRglxojyoNOl4/dSi4Fr/aradIMQiRzxSbjQmCIIYBpRTfVsm4XjgxCB+8uo+TG+sxZLTCQ+zQYcPu/vxyGsHMHlsNTZs74TFqEOry46n/nUmbFVGtDjq0up1A0NJ8b919+NfvjIeo63motmemdgTKlVhqzSirsqIlqY61hWyqTWnxZxLpT0UUfMbC/lyyh/G0s27sWKuA7995x/Y2dmHCxpreVdoZ5bxEDqPmUl5tz+MQz3e5DhXmfW4YlI9/rKvB0D6Q6HllzlgNuhQXXEmSdzR3Z/8HtuPosdvmcFpa6oNuc5BzPURjSfQtngWPuzuR1t7V9Yq+lQ/EjunSf3gh/QelIW1IvunhyZFdZltO0GoDZNei8sn1mPiWCuax9Wk3Qd9etQjeI9RShIJYN3L+zB5bHXS9kBkyPZPjrpxx1UTS20iQUiCxajj9VMll/BSs+0EIRY54hHddRIEQZSQYte3LUViM5FI4BsXjcfGnV1pSTqmPIr+dPLDH47hoyMDuOXCRjTUVODHC6birq17sl6JWrdgWs7J8Fz7nbmKVKhUBZOQfJilxANbzWm+c8mWkLQYdTh/XA3+0evDcXcA1RajbElppSXn5YK5BlLL5eRStifXxDLXOD94/VQASEuKp/oJm81cmPRaXDGpHmuunYJeb5i1fEmucxCb3S0OG7Ytc6KrzweDTpu8UU0VIuVqr9iQ3oOyMOm0aFs0C4++cTArPrQtmgWTTrmJQoIQiyYB/Ohrk3DfC3vTrnPmNW+NwhdZ893DEUS5YNBoeP3UkPKwVmmo2XaCyIVixyNKiBMEQZSQYta3zTexWWgSXQNg484uTkHK1fMnY9uy2VnlEBptlfjFzdPR7wvDE4zCatajttIoKhmeanOlUY8PuvvxwEufJFesCvU7cxWp2ERoaomHPt9QmQfm1f/M1bJc5zIzIWkx6rB+YXNW8C9mUpoZv1gigQde/Bg7Ms6dmt5YyPf6Za6B1HI5qSu0mfIOZ9ssOOv0au9Uckks8yXP79m2Fz+76QL8aF5UsGwI31sKLU11aKqvwn3XTMGPntvDOQ8wcxDzxkbmSiNf6Mx1y2X3js4+3P/Sx2hurMWG7Z1wOWxYPX8Kbnnq3ax2w9EY3H55k+JUg185hGJxPPbGQdb4oIUG98yfVCLLCEI6YgDuf2Fv1nXe3tmH+1/4GPdfN6U0holA6B7u3vmTS2AVQUhPOJ5QrZ+q2XaCEIsc8YgS4gRBECWkWPVt8y3FIsXq4DjAurIaKZ9Pb6xl3T7aas55NTibzU6HDesXNicT00L9zlxFyiRCV8+fjHvnT0YgzF2/PFnioceLm//rHU47uc5l5kORVpedNfgXKymdOn5PL5qZlQxPPb7cq3tzpZDrl7kG/tHrS/s8sxzJ67dfyjoGuTzcEkqeD/jDOG+Mlbc9huVzHIgnElkChcvnDJVY+cH//p13HrCaDZwPYZwOG/55xpdE2c2IzQJDP8jWvvQxvvmV8Zh6VrWsD3e4oBr8yiCRAOccs6Ozl/T6iLIgFI3zXudhAZ2SUpJI8N/DkY8S5YKQnwrpCZUSNdtOEGKRIx7Re4kEQRAlhFmVykYh9W3FrFbNRCiJ7vZn78OGLxQtaHsucNm8s7MPG3d2odV15nUqrn4zMKtIX7/9UmxbNhsvrnDha1PH4LwxVkxvrMWE+irehFq+5zLzoUjzuBrO4C/Uh1zJHD+hG+hC3lgoNlJcv2NrKjChvgotEpzHTFIfiAglzz/vD4iyt9cbRuumXWhurMXTi2bi8Vtm4OlFM9HcWIvWTbtwyic8D9RVGbF6/mTOFRj3Pr83aYuQ3anXz87OPrgcdbwPd8TOKUT54BWY/4W2E4Qa8Ab5r+NBBV/n5KPEcEHIT5V8ravZdoIQixzxiFaIEwRBlJBC6tvylYbIpxSLVPXMK438oUVouxCp/a4w6kStWGUQSugWsoo033OZWa5FzqR05jkXEvrK940FOZDq+h1tNbPWhueqG85ci1UmPR66YVpaqZ7UfVMT6ULJc6Y/zP+5yr94ghFOQc2h7QJJmWAEE+qrMKOxBque28P6ndSxE1OzPJVoPCH4cIdWbQ8vKk0C8UFgO0GoAYuJX9BOyYJ3FqOOs4RWW3uXom0niFxQtZ+q2HaCEIsc8YjuOgmCIEpMPvVthUpD5FOKRap65lqthlOQ0umwQafNX+gls9+P3zKD9/uZyeViJ3TzOZeZiXQ5k9KZ53zPF260OOqwo5O9JnW+byzIgZT1+MWcR1ZxyaY6tC2ehdZNu9Lq12cm0vlqfzsdNnQcGUCNxYA1L37MW/5FyM+tZv7bPOZaykzgZ8KMXebDGza709vnP76S3zggioMG4I0PJANGlAMVBh13LHXUocKg3GRVlUnPK3xbRQ+tiDLBrNfxxiOzXrl+qmbbCUIscsQjimgEQRAKIJeVyUKlIR64bipiiQRnwo2r7EMuSXS+1el6rSap/JxZ13iJ0553Qpyt30LJ49TthZSgyQUx55Jt/JgEbDyPc5cvmedcowGWzZmAONhrUisZqevx851HTnHJg73QAHh1ZQv6/eGsRDpz3r2hCNZeNwX3btubVgOS8ZGVWzpw+aTRvLW/gSFf47tWaiu5E9ip15LYseN6CyLVbgaXwwaLQNJHyW8cSEmhQsVlhQZY6rJDi/Ra4i0OG5a47KCMOFEOGLUazli6bI4DxgIWBhQbvU7LK3z78D+fXyLLCEJatBpgxel720w/XTGnCQp2U1XbThBikSMeUUKcIAhCZQiVhug86cVtWzqwfmEzEokE2lOCyBWT6rHm2ino9YZxuNeXlpzhW/2ZmjwTWp1uqzTioVf2DdUxdtoRisZh0mvRcWQA//1+N35+0wWS9bvjyADvCglmxaqYEjRywTd+E+qrAEB0yY5CqTLr4XLYktfI1LHVWLp5N1pd9qxz17ppF15c4VLEGLIh9vqVAiEfjMYTWcKxmefdYtRh9dWTcMe8ifi8PwCjbmicV27pQHNjDeePmbcO9uK4J4gHX96HDz7rx/qFzVmimsy1MtpqFlXGh2/sWprqEEskcOikF3WVxqzV8xVGHT78rD8pYAsM+d5ipx27P+uX7ZwoFSmEisuJKoMOVUY95k1rwOKUOeaEJ4gqox5VCl45SxBiCUTjnLF06eZdeH65s9QmcuIJRnjF+jzBCMZi+M1dRPlh1GpQbzVh/rSGND/t8QRRbzUq+sGVmm0nCLHIEY9UlxB/66238LOf/QwffPABjh07hq1bt+L666/n/P6bb76JOXPmZH1+7NgxjBkzJvn3F198gTvvvBOvvvoq/H4/HA4HNm7ciJkzZwIAEokE7rvvPjz55JMYGBiA0+nEr3/9azQ1NUneR4IgCDaYVYZ9Pn4hulA0Dn84hpVbOtDqsmPZZQ6YDTrUWAww6rT40XN7OJMzQskzodXpjy5sRrXFiPuvm4ofPftR2utNfMl4MbCVxGhr78L606tlMxOCa6+bCk8gjAXTzxIsWyIXYscvn9Ir+eALRbHYaUcCQ+PHXDtcNamVXOKikHr8ueIO8Ptg5jixnXd/OIZVW/fC5bBhemNtcsyZ1dbH3MHkdzPr50ViCVwwrgYfnE5EM0kXAGgcaUH9CFOyv2KuJa6xczlsWDT7bFz/2E74w7G0uYLZ//BJL75wB/Howua0pA+zWvyVlS249/m9RT8nSkSsvw8nookEnnjrECaOrcZoqxkAoNFocNQdxPZ9Pbhn/qQSW0gQheMNRXljqZTi4lIzKKg9oVzbCSIXwokEfvmn/bjhy+NQbzXBG4wlS7398s8H8MMrzyuxhdyo2XaCEIsc8Uh1CXGfz4cLLrgAra2tuOGGG0Tvt3//flit1uTf9fX1yX/39/fD6XRizpw5ePXVVzFq1CgcPHgQtbVnVnf99Kc/xfr167F582bY7XasXr0aV155JT755BOYzWZpOkfkTHd3N3p72Vfp5UJdXR0aGxslsIggikPqKsOnF83k/S5TJoT5MbZheydev/1S2CqNWLGlgzc5I5Q8EytcmNmOtYI7Gb/2uqlwB8KoMvMnyNnKOqQm/ldfPRnBSCzD5kresZKCXMoh5CL8WIjAp1jcgUhaQnXUCBPv95Ve4kKOBwnHBgLQanOr88533ts7+3DnvImY3GBNSyYzZVEsRh3WL2zGxp1dWfXz1i9sxsotHWmfv377pVn9FXMtpY6dOxBBMBLD24f70lZ+syVy3YEIZ9IHADyBcNo5qTTpYdRp0TMYhD8SK+vyIVIJvZYTwWgcX79oPOv1vMRpR1BAVJgg1IDUJbzkRKgmK9UQJ8qFYCSGBV8eh7adXawlHoMRfn2VUqJm2wlCLHLEI9VFtHnz5mHevHk571dfX4+amhrWbQ8//DDGjRuHjRs3Jj+z2+3JfycSCTzyyCO45557cN111wEAfvvb32L06NHYtm0bvv71r+dsD1E43d3dmDhxEgIBf8FtVVRY8Omn+ygpTiiSzFWGfGVCWhw2jBphwuO3zEhTYWZWrIpJzrAlz8SuTk9dGZvajtsf5kzG371tD5pPr5DlKyVQV2XEFZPqcV6DNUtpev8xD77tshecXMq11m+u5RCkFH6UAqvZkLaKbcVcB+e1pZYSF2IfJORT19ntD+OzU34cPunNaZyEzvuRUwEs+/2HaW30DIYAAK0uOzZm/OABzrwR0eqyo629K7mCvM8XBk6XN8nVH5ixO9TjxQ2/fpv1O5mJXKHET4VRn2x3uJUPUZq/K4IEeK/n1VdPLoVVBCEpfMLJSheo1mrAKwhKlRiIckEDDX88mq/ceKRm2wlCLHLEI9UlxPNl+vTpCIVCmDp1KtasWQOn80ztthdeeAFXXnklbrrpJvz1r3/FWWedhWXLluHb3/42AKCrqwvHjx/H5ZdfntynuroaF110Ed555x1KiJeI3t5eBAJ+XNR6H6wNZ+fdjufYP/Be2/3o7e2lhDihSDJXGXKVCWlx1GHZHAe+/sS7abV81y9shrXCAHcgv+RMLqvTuVY98a2U3NnZlyz3wFdKoNpixOr5k7Fq6560lYUuhw3rFkwrOBnOWuN5/mTMaKyBPxzLSprmUw5BaavGMmtH85WgKacSF/kmZgf8ETy6/SA6ugfYfZBjnITOe6b468M3np/8d/O4Gs4V2Ds7+7DUdQ6mL6zJWnFbSKLZG4pgxVxH1oOntvYu+MOxtLmCr/6402HD7s/6UWnSo9KoK4vyIbk8SBF+WDD86mUnAHR0D3BeX4lSG0gQErFijgNIJLLEY1coXKDaoNNixVwHABbb5zpg0PG/IUUQakEwHik4IKnZdoIQixzxqOwT4g0NDfjNb36DmTNnIhQK4amnnsJll12G9957DzNmzAAAHD58GL/+9a9x++2346677sKuXbuwcuVKGI1GLFq0CMePHwcAjB49Oq3t0aNHJ7exEQqFEAqFkn97PJ4i9JCwNpyNkY1UJ4vIHbX4aOYqw9QyIa1OO0aYDaipMGD3Z6ewdPOuZDIcGEqYaQD84ubpgjdHRr02KZzHlfTlW53Ot4JYaKVkOHbmNXmuUgJufxh3b9ubdez2zj7cs21vQQm1zH6mlqlY9dye5PdSk4xsSf7UWs8HerwYWWlMG085hR/FkFk7mrm2Vs+fjHvnT0YgnFmCRn6k9tNC6jr7wtHk9Zfqg0ztbLutEg0cbzfwnXfHqCpsWzY7a6wfXdiMAz1e3v7odRr8118PZ/lFIYnm6gojOrr7OUu0jDAb0hLD91w9GR909+OBlz5Jexi3xGnHyi0d2D7BhruvnoTFs8/GwgsbsxLsaikfkuuDFKGHBR92D2CM1az4fotBrJ8GwlHeEkCBMNUnJtRPz2AIwUgMX8sQj+3xBBGMxNAzGJLd78X6aCQW57U9EqOyRkR5oMR4RLGUIM4gRzwq+4T4eeedh/POO5MsnT17Ng4dOoRf/epX+N3vfgcAiMfjmDlzJtatWwcAaG5uxt69e/Gb3/wGixYtyvvYDz30EO6///7COlAgVGNbPPv27ZOkneEwVuVCsXw031IMXPtYzYYsUT0moXTblg68uMIFALhr617Wtts7++ANRgWTM6/sPZ4sW8LU9TYZdKJWpwutIBaq8TWqKr12deoKVGZsTvnDWOK044JxNclEGkOhCbXM5DZXmYrUJGNmkp+r1nOmEKFcwo9ikUvAM1+k9tNebxgffNaP713eBJejDtFYApUmHQANtu8/gT4f93XkS7nm2ATT/u/fL8Y5LPsJnfeGmgqMZ6l3X20xYqTAeai1GFgfUAHZfuH2D5U9isYTiCcS8IeiqLYYsx6CrWZ58LSzsw9aAPdfOwVmgzarBFJLUx22LXOiq88HvVaTJqz5/13YiNXb9qat7khNsGeuOlci+TxIqbYYsfa6qbh72x7WGp8rt3TgwrNHKsbXCkGsn9ZYjPjFXw5wvub9wHVTi2IfQchJPJHA7975ByaOrUZ9injsF+4gXt/Xg/+4Sv6FPGJ9VAPgqR2H0+ZrhhZHHVaT8C1RJigxHlEsJYgzyBGPyj4hzsaFF16I9vb25N8NDQ2YPDm9ztKkSZPw7LPPAgDGjBkDADhx4gQaGhqS3zlx4gSmT5/OeZxVq1bh9ttvT/7t8Xgwbtw4KbogCqqxLY6Auw+ABt/85jclac9kMuPZZ/8v7VrJF0quF5di+Gg+pRiE9qmrMqJt8Sw8uv1g1iqAtsWzUFdlxOFeH69dg8EIJtRXsSblUpMzQHpd78kN1rR22Fan2yqNgglUo07LubLc6bDBqE9/5YkpHcI2NpmJtNQ+5ktmcpuvTAWTZMwsh9DqsuMP732G5sba5Kph5sHFfc/vxc9vuoBVcFQJCejMuttufxiHerw5PdQpFlL7qTcUwYZvNGNjexceee1g8nOniFfZayqyS2CkPqxKAFlvWTDke975HmS1NNXBICDwyfjF0YEA7n1+L75+YWPWw56sNx9YavUBwI7OPtw9fzLWvbIvKzG842Av7n/p46QeAMOKuQ7BGugbtneKLheUzwNHKchXINMdCKfNCanCqWp4ECAWsX4aisY5H+Ds7OxDiEQ1iTLhlq+cjWPuQNpnY6vN+HJjbUnsEeujcYA1+QAAOzp7QR5KlAuhaJy37Egp4lEusVRpthOE1MgRj4ZlQvxvf/tbWrLS6XRi//79ad85cOAAxo8fD2BIYHPMmDF4/fXXkwlwj8eD9957D7feeivncUwmE0wmE+f2YkM1tsUR8Q8CSGD6N+7EKPvEgto6efDv+Nv//Cfmz58viW1KfBBRTm8dSO2j+awgFLMPADy2vZN9xaZGgw0Lm1lr1aYm6iLxRDJRxyTl+v1huAORtORMattMXe9MUlfGvrLSNfT4VoCBwNDqbqZtBiYZf8wdTH7GlA7hGpvMRBpDIfW3M8eP7UYydTz7fGHUWgx46IZpyTIRMxtrMX1cdi1npo+pK4/FCj+WAqUJHxbqp5kJ1JEWI372p/34kOWHRFevD5/3B2DjSLLWjzClCaWJeSsglVzOO2O3NxTB2uum4t7n97KuLg9EYjytIFne5M5nP8IFp6/PXN58yOSL/gDso6pYt7HNG0I10FuddtHlgkp5beYrkFllMnD2H5BfN6BYiPVTb4j/NW6h7QShFixGHV7ZcwztWXVPm0TdN0mNWB8dDEQ530ocEmknHyXKAyWWHRHrp0q0nSCkRo54pLqEuNfrRWfnGafv6urC3/72N4wcORKNjY1YtWoVvvjiC/z2t78FADzyyCOw2+2YMmUKgsEgnnrqKWzfvh1//vOfk218//vfx+zZs7Fu3TrcfPPNeP/99/HEE0/giSeeADD0itv3vvc9PPjgg2hqaoLdbsfq1asxduxYXH/99ZL3UaqEI1MChGpsi6OqvrHgcfIc+wekSq5L+SBCqmvq2LFj+Od/vgnBYED4ywIoMdlfKPmsIBSzDwDuFZunv5O5ilQoUTehvgod3f1Yunk3Z39C0TgOnBjkVXf+8ycn8MhrBwWTUlUmAxY++V5azWWLQYdYIgGNRoMqsx5ti2fhhCeIOeeOQrXFiEM9XlFCnEy/Cqm/nTl+powV61zj2dJUh7bFs9C6aReqLQb8/M/7OVfCrrlmSt72yUUh9bWVCFsC9Q/fuggfnhbFZPshcd/8KZxlU6otRjyc8paFmNI6+YwXs5p7YoMVzeNqcNwTwqp5E3H31Zqsuu5f9PvhctjSki4MjF8w88zi2Wfn/OZDJhqNBs3jaji3Zz5MErNKSUy5oFJfm/kK4ipNN6DUjBAonyW0nSDUgFGnxYbtB7Pm5aGVbhqsvU659wNVZh02fKMZbe0Z9zsOGzZ8oxlVpuEnBkyUJ2ouO6Jm2wlCLHLEI9Xdde7evRtz5sxJ/s28UrJo0SJs2rQJx44dQ3d3d3J7OBzGD37wA3zxxRewWCw4//zz8dprr6W1MWvWLGzduhWrVq3C2rVrYbfb8cgjj+CWW25JfueOO+6Az+fDd77zHQwMDMDlcuGPf/wjzGazpP2TsswJQyQUlqwtQhxSJNelohjX1Jf/5S6MbGzKe/9yfesgnxWEYvYREgpnK4ciJlEnlOAx6bXQaIBlcyYgjkTWyu5lcxx4/x99We2yJaXqqoz48vgzpRRSE8yZpRsuPXcUAOGxYRJtUtTfzqzxnCkeyjWeTHLu5dtc8EdivKUAYnHlS77nWxZCiXAlUAcCEc7zubOzDw+89DHu5Xl4kVr6JBTNriPOkO94uf3htNImqe27HDb85Ibz8aWRluR373vhYyx22pFA+tsXLocN6xZMQ7XlTEkloeT0YDACe11l2ir4VFwOG+qqjGlvdGSSWVaGrcxMKo0jLaxCpJnwXZu7P+vHgD8iSSkVrpIs+Sa2lagbUEp0WnBeXy1NddDxVwAiCFUQjMZ5X/MOKricQaVRj43tXZzJ/B8voEQbUR6ouYSXmm0nCLHIEY9UlxC/7LLLkEhwJxU2bdqU9vcdd9yBO+64Q7Dd+fPn85a50Gg0WLt2LdauXSva1nyQqswJABzb8w72vvAEolF6ZUbNFCr2uW/fPsmvqQrbWYpJ+CuJfFYQ5rvqkO07uSbqhEQ2O44MoHlcDZZu3p22spupgbt0865kSZfUdrkSPMvnOBBPDCXWpUjYn22z4PXbL5Ws/nbq+PlCEfzzjC8ly1TwlX3YcbAXh3t9gjefqSVplEq+ZSGUCFcC1aTX8p9PEQ8vmNInHd39vN/LZ7x6vWFMbLCy+kd7Zx9Wbd2DDacfPPV6w3htXw/ePtTH6qPh0+rrjC9lvvmQyQizAdUWIx48LQTZnvEQbLHTjkdeO4Af/hP7/H9JUx0m1Ffh9dsvTdZJrzLreRPJ9SPElcPhujaZh2v3bNuTloDKp5SKUEmWfBPbStQNKBUGrRbLLpuQjAUMTocNyy5zCNbEJwg14BV4jVtoeynxR2K8yXy/QJkuglALai7hpWbbCUIscsQj1SXEhwtSlDkZKt9BqBWpxT4rRo6la6rIsCWYmbpXs8+xwR0IZwnuiV11KHZlYi6JOjEimz+/6YK0muGZZCaBuRKAvd4wWjftSibtRo0wCSbsq8z6rFIQzHhefI4NgUgMJsPQq1KpqzqrKwyoNOnhDUZzXi2aWeOZSWL1+fjftGGSkLxtC6yUzaQU4oFSPKBRClwJVOZBDx9iH14UY7w8wYjgAxjmwRPTRy4fvXxiPQCgyqzHH751EaLxBP7w7Yvw9qE+tLV3pfXzikn1qDLrcajHi2g8jumNtVjCIQR551UTs+YkJjE82mrG6HQtXqxbMA2rtu7BB5/1J+sAAsC4Wovocckca2YuuOzcUXAHIljiOgcXNNYm+5VrKRUxJVkKSWwrWTdAToLROO9D1udunV1qEwmiYCwCr3ELbS8lgwH+RBrVECfKBauZPxUmtL2UqNl2ghCLHPGIPIUgFIpUYp/0poB8ZL4aL0ZwT+zr9LmuTBSbqMtM8FQYdfiw+0ziSyjJm7mdKwHoCUbSknaP3zKDt93BYAQazVCpEg2GVu3y1fFePseB1k27AICzFEs+wnvJJFaPl/d7TEIntcxKKrnWCi6VeGA51Tvm8oG29i789799hXdfsQ8vijFeVrOBtyQJcObBk5CfWysMrNeS67ToEuPnV0yqx+r5k/HD//07dhzsxa+/OYNXCDIQjolODB8dCGDNix9j5tm1WH31ZDzw0seiBEgzSR1rrrnAmdGvXMrWiC0XlE9iuxQPt5RKZixg204Qasdi0HHeDzgdNlgMyk2ICybzjcq1nSBywaTX8pbwEvoNVErUbDtBiEWOeEQJcUI0hZbuYKirqyurutHFptB65LSqW15SE8zxRAJrX/xYUHBPzKrDXFcm5pKoy0zwjLGaceHZIzEYjKDWYsQVk+px3mlxv1R150+OutFxZICz3VQyE3diSjcMBiPQQIN50xqw2GnHyEojfskiWrnjYC/iiQRaXUMim8UQORRTXqatvQvrT5eQyUzG51IruJTigeVU75jrnPnDMXx6bJDzh0QuiexijFddlREnPOIeaAn5eaVJn0xyp9Le2QeNRoNty5zQaYdEbVO/ZxQo5MyUVuHrn9sfxoA/kixlMrHBivtfEp4PuUgd6/PH1XDWgAeGHqQxCVexZWuKVS6oVA+3lIrQw6Zc36QhCCWi12qwYo4DALJKA62Y0wS9VlMq0wRRczKfIHIiAd4SXoIiTqVEzbYThEjkiEeUECcEkbx0R4UFn366j5LiRNnCJIoO9Xg5615lrlzMTC65/WEc6vFmrSgUm2ArJFGXeZzV8ycP1S3OEPe795op+MaT74pqNzNxJ2Y1tV6rwU//dCYB/vSimZzjubOzD63OoYS41CKHAPd4ppaX8YdjWLmlI1kKoLrCgNrTYny5HLPUwpblUu+YzwdaHHVwOuokSWRLPV7VFiPG2yxZ5YJSbWQS9kJ+7g1GOa+lHQd7odNqMKG+amiuSvleoW87MEngxbPPTvosXxkYsdc1M9bH3EHOtlLnAkB82ZpilL+R6uFWOa0wN+i0vD9uDKSqSZQBvkgMwUgcV09rSCsNdMITRDASg0/Bdbg1AG8yX7mpfILIjYBACa9nFVzCS822E4RY5IhHlBAnBJGqdAcwtFr5vbb70dvbSwlxouzJd8WhVCsKx9ZU4Gc3XYB+XxieYBTWCj1qLUaMtppFt+H2h3H31r2s4n4PvPQJtnz7K9BqNIIJwMzE3TPvd+P33/oKHnjp47Skn8thw4PXT0W1xYiewVDacYVEK8UoqhciCpmZ+Kw06bH7s/5kMhw4U8v5kqa6vFdyK0HYslzqHfMlq48NBDBvWgMWzT47+UOiZzCU13GkHq+zai34yQ3nY9XWPVnzQGbCPlMMtrrCiHAsjuOeIKIC4qDMtZR5zfG97bD2uqn4R58PVb4wa2I2NQm88MIzcV7IP8Ve19UWIw73+ni/wxwrl9X+fKvtWxw2aDVAR3d/TglpKR5uldsK8z5vCEtOP7DI/HGzxGnHKV8I54yqKpV5BCEJnkAEy//wIVpd9rR7rqPuIB58eR82LZlVQuv46fOFeZP5fb4wzh5VaisJonAGBUp4KVlIXs22E4RY5IhHlBAnRFNo6Q6CGG7ks+JQynIZ+SZSUlcjVhh12NHJvcIUACbUV2Xtx5Y0yiwn88hf9mOJ0447502ENxhDlVmPHk8QP/3jp/jxgmlZCulCZVbMBh0SCf4EYKGikJmJz0qTHq+Or5W0vEg5CVsqAbZktdsfxh0sfgagoIcZQuSy0vdLIy3YIHLlOdPHTJ9/etFMXnuYa4ntmvv4qBt3XjX0EDwUicNaocdHn7vxtfU7kg+A2OaT1CRwqs+KKZMkFiEfMem1OfthtcWIdQum4UfPfZT2kK7FUYdlcxy4+tF23n6zUejDrVKWTyoWVWYDFm3cxbqqbeWWDlrVRpQFI8wG3mSVkuO42ajDv7S9z5nM/99/v7iE1hGEdAj5oZL9VM22E4RY5IhHlBAnSoIU9cilqmlOEMUiH8E9qcplcCVSdn/Wj78eOImZ42vhDUWzknKZCbVnvs0vPugORFj3Y/qYmTRiEneHT3qx4Mvj0JZRB5hZJdjnC2clvfjKOLgcNiQSCUmFLcVQjPIi5SRsqVRKUZaGy0fWLZiGcCwOdyA7SZ7LynM2nxfrD1yClb/6y8Hk910OGxanlCIB2BOzqUng1ONL6Zu8q7mb6uAYVZVXsjgci2N6Yy2WnE7U1o8w4cCJQSzdvCuZDAfEJ6QLfbhV6vJJxaDKqMOMRvbyOS6HDVUk2EeUARajjrPslcthU7QwpcWgQzOHj1INcaKcqBTw00oF+6mabScIscgRjyghTsiK1PXIASASCkvWFkEIkcsKz3zqeEtVLoMtkZKa6Fr13J40e35y4/moNOqyEmpi1J3zWcUYjSd4RfHWXDMF9SNMaYKe4VgcV00Zg48+H8CDL+9LJqicpxN1Oo0mWepBA6TdJBZTFFLqchnlJGypVOQuS8PrI899hOmNtcmbvXzLYbD5vFihVyHBSotRh+mNtagw6PCbb34Z0XgCH3b3o629KysxazUbYDHq0OqyY2ZjLa45vwEPvrRPMtHZTHvZfKQhz1Ii7kAk7ab76UUzcdfWvazfFZOQLvThlhLKJ0mNPxrDUtc5+Nq0Boy2mpNCzcfdATRUV8AfVW5tZYIQSygaw5prp2DNC9ll4dZcOxUhBV/nGgAr5zpwNYuPThhVRTXEibLhlC+E1fOnsJZvvPeaKTjlC6HRVllCC7lRs+0EIRY54hElxAlZkbIe+bE972DvC08gGo0Kf5kgJCCfEiRcK4gBJEUzqysMqDTp4Q1GJSsrwJZIaXXZWZPQTOL6geumsq5G5BNAqzTq81rFGI8nWNsEhpJlsXgC1RYjq6Bni8OGl25zofOkFzqNBnuPurH3CzeumDwam5ZciOoKPX76zxcgGInBE2Afc6UL05WLsKVSkbssDZ+PtHf2JWsqA/mXw2Dz+VSh17u+NgnBSAw1FexCr8w1dzRDsDL1QVrq506HDesXNmPllo60xGxdlRFti2fh0e0H0dbehe9ccg6+e3kTYvEERpj1eOj0inhvMFrQdV0MH8m8LnKpe871sLSQh1vlWD5pMBBFAgm8sudYRmkaG5a47PAG6J6OUD+xeAK93hDWXjcVoWgcntNvAJn0WhwfCKBWwW96nfKHYRthQgI4fW8awwizHhajFrYRRvT7wzi71EYShASYDXrc8tS7ePjG81PKN+rQ4wnhG0++i/+39KJSm8iJmm0nCLHIEY8oIU6UBCnqkXuO/UMaYwhCBIXUcs1cQZyaWE9NNu3s7MOKuQ5JygqwJVKax7G/csT0wxfOTkS8sb+HU935trlNqLEYBAXu2FYx+lmOlb49NiTouS1b0HNHZx9WP78XzY21yVWnG3d24ZHXzpR3YB5UMOJsahSmKxdhSyUid1kaoZW+mYnXfMphcCVPmTq2zadXfq9bMI13rtp/wpv2GdeDNObvVpc9KzH72PZOdHQP8Pqmo36E6L5xIbWPZF4XYh9QCs0v+Sbuy7F8Uq3FiF+9doB1Xo8DWHvt1NIYRhASUmnQwVBdgdXPp9/DMCvEjfxTS0mptRgRSyTw6PZOFtunoIbuS4hyQQOcN2YElm7enbXJ6bBB0a9DqNl2ghCJHPFIweGYIAhCOYhZBS2GzMR6ZrKprb0LS5z2oZuZFHItK8AkUlIRWu2YWiOX4b/+ejip7vz0opl4/JYZeHrRTMw/fyzOHmlBtcXImoizGHVYMdeBpxfNRCSWwKfHPTjhCSa3V1fw96O6wsA75js7+9A8roZ31fudz34Etz8s+DDD7S+s7JLbH8ahHi86uvtx6KS34PaI4sOs3M30kWKVpREjAplJruUwqsx6tGT0h8HpsKHjyADaO/tw19Y9ab6YZWtF+lqJ5nE1vG9zzD7HlpaY7fWGsaOzV/CNFCX6SeZ1wdQ9Z4NJSPPNL3c++xFOeIKothgxob4K0xtrMaG+KiehTzmvUzmIxOO811Mkzh+nCEIN6PU63PdC9gP99s4+rHlhL/R65db31Wk1uO+Fjzls/xg6LWXaiPIgkUjgOy3n4KEFU5O/cdoWz8JDC6biOy3nIJFIlNpETtRsO0GIRY54RCvECYIgRFBILdfUV+krjLq0xEnmqu3UEgetTjuqKwyotbCXOOCD7VV9odWO1RWGrNWI/nAMy//wIVbPn4zGkRb4QkNlDmaOr03ak7mKkavEQovDhh8vmIZGW6WolY9sK8+Z2sTN42pgMepx5ZQxnKvedxzsRc9gCFqNpmjCdGpceZ5LHXw1I9RPOcvScF3vFqMO91w9CdUVBjx+ywyYDbpkbe7UVddCfTk6EMC9z+/FotlnI55IZL3NscRpx8otHQCGbiL7feE0tXbmGMc9QfR5w/jDty/C24f60NbeJfggzWTQptnCzJVCb6QoVRAy9brwhSL45xlfwr3P7+UseXKox8s5v+w42ItDPV7E4om854NyK5/kDfK/HSS0nSDUgCcQ4Xzw097ZB08goth7BF84xmu7j2XxBEGoEbNehy+NrMDRgUDWti+NrIBWwcus1Ww7QYhFjnhECXGCIAgR5FvLNTNh+vgtM9K2syWbmBIHALBt2WxMqK/Kx+SsREqthT8JXT/CxFrvdub4Wlx27ihOobrM5DvXytAdnX24e+te/PzmCzDaahasrWs1p68gZUu0Z45nJu5ARPDpcb7CdIWU0SkVakzg54PYfspVlobtAZXFqBta1fNGZ5pwo9NhQ9viWclV10J9Sb0O3z7Ul3yYForGUV1hQDASw21bOtLeAPFkJB2PDgRw5/99hB2dZ47hOl0jXK/h95+ajLc9mLkyl/rbSiPzuuBLSAs9LB0IRAqeD8qpfNIIM/9PD6HtBKEGhOaFzDlYSQwGyk/MlyDYMGg1ODIQxEt7jmUtJDi7rhLjFHxfrGbbCUIscsQjuuskCIIQQT61XNkSppmrtKUS0eQiM5EilISutvAnfxjYVqwy+wWjMe5V25296PcPrU4VWvmYOeZsiXah8bMYdTAJvJqc7xjnIyZaStSYwM8HpfUz1VdWz58MnUaDgye9GFtdgZ/+cR92sNTm1mo02LCwWVRfUq/D1IdpDE8vmplVDsmaknRMHqMz/RjtnX3QQIPV10xGi6MuazvAPvcxflvsuU1O+BLSYsrhKHE+KBUGnZZXqNmgo2qOhPqxVvDPC5mlqZTECAHb1TR3EwQf4XgCG97o5NRIeeA65WpaqNl2ghCLHPFIudGYIAhCQbCt8AT4a7myJUyZmrTMDUvm36kIiablU/pCzOv3QqsRuVasrlswDRoN4BNY+TQYOLOd71iZY85WgoFv/JwOGyqNetRYskvBpNqdrzBdIWV0SoHaEvj5oqR+svlKS1MdFs0+Gye9oaxkOMOOFF0Cob7kKtjpcthQW5lR85ur5EdnLz7vD2CR82xAgyyfX3vdVPyjz4cqXzg5/zB++9cDJyURCC4WUpUO4ntYytRuB5Q3H5SKfn8YS5x2ANlCzUucdvQrsLY8QeSKSeDBj0nBD34sRh1cDhvaWWx3OWywGJVb/5wgciEQ4S7HsLOzD4GIcssDqdl2ghCLHPGIEuIEQRAiybWWK1uiqq29C+sXNgMYumFh/tYAaZO9kGhaIaUvCnn9nnfF6nMfYXpjLZrH1fC2YTGJD16pY97ny06UZI4ng9Nhw21zm1BjMeT1MEMM+ZbRKRVqS+Dni1L6yeUrOw72DokhXTKBd//BYARCkkiDwUhOgp0uhw3rFkxLqx8uNF7BSAw//N+/49WVLYjGExg8rYXwYfcAvrZ+R3L1eer8M7amAl+bOgYXn2PD6uf3Zs1TXH4nV317KUsHMfNLZnuZtduVNh+UikqTHv/y9PtppX1Mei06jgxg5ZYOPLdsdqlNJIiC6fOFeB/89PlCsI/KrxxesTnlC2H1/Cl44KWP0+5LXQ4b7r1mCk75QhhvqyyhhQQhDf4Qf9JYaHspUbPtBCEWOeIRJcQJgiByIJdkMluiKlU0c/XVkxGMxGCtMOAXN0+HNxgVlWgvZUkIvtWk7Z19WOK0i1i1ndvT3OSY93iztqWO54/mTcSRUwGY9Fr0DIZw9khLchyKIUyXTxmdUqK2BH6+KKWfQr6yat4k3v3F2Mlcx1zXYUtTHc6pq8T//NvFsJr1qK00Zolpikmozxxfm3y45PaHsWJLh+D8w/y3QaTfyVXfvhjz59iaCvz8pgtwqMeLgUAkLcHrD8cUOR+UCpNOi+ZGdsFVpa+cJQixVJkM+Ne2XdwPfm5V7oOfCqMetzz1Lh6+8XzcOW8ivMEYqsw69HhC+MaT7+L/feuiUptIEJIgVLpIyaWN1Gw7QYhFjnhEnkIQBFEkuBJV/nAMHx0ZwLdd9rTEy2iruHZLWRJCTHmGtvYuPPaNGbh6WgNGW80IReMwG3Q47g7AUV+F2jxtExrPm2Z8CWOrExhhNmDm+NqsMZBamK5YK8+LRZVZz/vaWVWZiNkp5UGFkK8YdFq0NNWx+nKqnWx9sRh1WD1/MuKJBA73+nDP1ZPxQXc/Hnjpk7QV2w/feD4aaipgH8Vth1DJj57BUNr1nOv8I8bv5HzIV6z5c7TVjFg8oZr5oFSc8oXxLdc5rPGhoboCp/xh2EttJEEUiLXCgBkcD35cDptgjfFSYtZrcd6YEVi6eXfWNqfDBrOAPgRBqAWTXsupkdLiENZCKSVqtp0gxCJHPCqPX78EQRAKpFgJ01KWhBBbniGBBF7Zcywt+drisOHHC6bl3W+h8WyoqcB4yPsabzFWnhcLXyiKxU47Esh+hXux0w5fiL/2u1pQyoMKIV/R6zR4WISdmX2xGHVoWzwLj23vxKrn9qTt98rKFngCYVSaxF+HXOPV0lSHB66bitrTK8MZijH/yPmQr5jzp5rmg1JhMengDkZY48MSl53qExNlQSgSw73XTMHaF9lf8w4puL6vOxDhLffiCZRHeTWCCMXiWH3NZDzw4sdpmi4tDhtWXzMZoVicZ+/SombbCUIscsQjSogTBEEUkWIkSEpZEkKMgFyry46n27uySqbs6OzDPdv2FrTaU4kJJ6lXnhcLdyCSLC/D9gr3H8roNWglXCdCK9Vtp+tjC9mZ2ZdaixH3bNubtSrorYO9uPf5/Pwrl/Eqxvwj50O+Ys+fapkPSkWlUc8ZHxIA1i2YVhrDCEJCBgIRfPu3uzlf837qX2eW2kROqkwGLHzyPc57hRdXuEptIkFIQwL4yR/34YLGWizOuNZ/8uo+3HnVxFJbyI2abScIkcgRjyghThAEUWSkTpCUsiQE12pS1+lVxiu3dODRhc2srwkD0qz2pIRTfljNBvjDMc5zUy41xBlKfZ2IXakuxs7U7xzq8bK+IgsU5l9ix6sY84+cD/mUUlJnuBKMxFn1JYCh2vrBCK1qI9SP1WxArzfM+po3oOx4W1dlxMzxtaz3CjRHEuVEIgFs//Qktn96knX7HVcqN6msZtsJQixyxCNKiBMEQaiMUpeEYFtNajZoseaFj+EPxxCK8ic0ilnSheCGEoHyU4yV6qUsmQQUZ/6R89os9fw53PGF+Usz+QW2E4QaUHO8pTmSGC4IxRtGk0WJqNl2ghCLHPGIEuIEQRAqpNQlIdhWk/78pgvQ6w0jFOW/CVPyyqhyhn7klgapV6qXsmQSg9Tzj9zXZqnnz+GMEq5fgig2ao+3NEcSw4HqCoG38xQsfqtm2wkiF4odjyghThAEoVJKXRIiE8Yetz+s2pVR5Q79yFU/Sll5KPX8I/e1qbT5c7iglOuXIIqN2uMtzZFEuaPmeKRm2wkiV4oZj7RFaZUgCIIYtjAroy5pqkv7XC0ro8qdaosRE+qrML2xFhPqq+h8qIxy9i+6Nsufcr5+CSITmtMIQrmoOR6p2XaCUBK0QpwgCIKQHLWvjCIIJUP+RagZun4JgiAIJaDmeKRm2wlCKVBCnCAIgigK9LotQRQP8i9CzdD1SxAEQSgBNccjNdtOEEqASqYQBEEQBEEQBEEQBEEQBEEQwwJKiBMEQRAEQRAEQRAEQRAEQRDDAkqIEwRBEARBEARBEARBEARBEMMCqiEuI4lEAgDg8Xg4v+P1egEA7s8PIx6NFXQ8b88XQ8c7/g+YTKaSt6PUtpRok5RtKdGmweOfDbXn9fL6A8OIESOg0WjyPp5YxPgoQRDZyOWjAPkpQeQL+SlBKBvyUYJQPuSnBKF8xPqpJsF4GVF0Pv/8c4wbN67UZhCE6nC73bBarUU/DvkoQeSHXD4KkJ8SRL6Qzm6bqgABAABJREFUnxKEsiEfJQjlQ35KEMpHrJ9SQlxG4vE4jh49KutTRTY8Hg/GjRuHI0eOyDaZqxUaK/EUc6zk8hkpfZSuneJC41t8chljOeOaUmJpsaFrPBsak2zU7Kd0PuWHxlx+yEeJXKFxlx/yUyIXaMzlJ9cxF+unVDJFRrRaLb70pS+V2owkVquVHFgkNFbiUfNYFcNH1TweaoDGt/gobYyVFkuLjdLGXwnQmGSjtDHJxU+VZvtwgMZcfpQ25uSjyofGXX6UNubkp8qGxlx+pB5zEtUkCIIgCIIgCIIgCIIgCIIghgWUECcIgiAIgiAIgiAIgiAIgiCGBZQQH4aYTCbcd999MJlMpTZF8dBYiYfGKh0aj+JC41t8aIxLC41/NjQm2ah5TNRsu1qhMZcfNY+5mm1XMzTu8qPmMVez7WqFxlx+ijXmJKpJEARBEARBEARBEARBEARBDAtohThBEARBEARBEARBEARBEAQxLKCEOEEQBEEQBEEQBEEQBEEQBDEsoIQ4QRAEQRAEQRAEQRAEQRAEMSyghDhBEARBEARBEARBEARBEAQxLKCEuIwkEgl4PB6QjilBKBPyUYJQPuSnBKF8yE8JQtmQjxKE8iE/JYjiQglxGRkcHER1dTUGBwdLbQpBECyQjxKE8iE/JQjlQ35KEMqGfJQglA/5KUEUF0qIEwRBEARBEARBEARBEARBEMMCSogTBEEQBEEQBEEQBEEQBEEQwwJKiBMEQRAEQRAEQRAEQRAEQRDDAkqIEwRBEARBEARBEARBEARBEMMCSogTBEEQBEEQBEEQBEEQBEEQwwJ9qQ1QEl988QXuvPNOvPrqq/D7/XA4HNi4cSNmzpwJAEgkErjvvvvw5JNPYmBgAE6nE7/+9a/R1NRUYsvZcfvD6PWG4QlGYK0woK7SiGqLkfd71RUGVJr08AajgvtJdXyiNGSenyqTHr5QFO4A9/mic0oQBHGGXObEE54g+n1heIJRWCv0qLUYYdZry2ZOlSs+iDkOxSqCIJTA5/1+DAaj8ASGfmNVmfX4Uq2l1GaJQs22E0QusN2fjbaaS22WKNRsO0GIpZjxiBLip+nv74fT6cScOXPw6quvYtSoUTh48CBqa2uT3/npT3+K9evXY/PmzbDb7Vi9ejWuvPJKfPLJJzCblTXxHB0I4M5nP8KOg73Jzy5pqsNPbjwfY2sqWL9nMeqwfmEzNu7sws7OPt79pDo+URrYzo/LYcNipx0rt3TAH45lnS86pwRBEGfIZU7s7vNh1dY9abG1xVGH5XMcaN28C/5wjHd/pSNXfBBzHIpVBEEogc/6fLgrY953OWz48YJpGG+rLKFlwqjZdoLIBbb7M5fDhnULpqFR4de6mm0nCLEUOx5pEolEouBWyoAf/ehH2LlzJ3bs2MG6PZFIYOzYsfjBD36AH/7whwAAt9uN0aNHY9OmTfj6178ueAyPx4Pq6mq43W5YrVZJ7U/F7Q9jxZaOtB+DDJc01eHRhc2othizvrdirgMd3f1pFxvbflIdnygNfOfH6bChubEWG7Z3AjhzvgAMi3Mql48SBJE/SvDTXOLcCU8Qt//P31hja+acy7a/0pEr5os5DjA8YpUaUIKfEkSp+Lzfjzuf/Yh13nc5bPjJjeeXfLU1l4+qwXaCkAK++zOXw4Zf3Dy95KutufxUDbYTRKHIEY+ohvhpXnjhBcycORM33XQT6uvr0dzcjCeffDK5vaurC8ePH8fll1+e/Ky6uhoXXXQR3nnnHdY2Q6EQPB5P2n9y0OsNs/4YBIC3Dvai1xtm/V7zuBrWiy1zP6mOT5QGvvOzs7MPzeNqkn8z56tcz2mpfJQgCPEo0U9zmRP7fWHO2Jo557Ltr3Tkig9ijlOusUoNKNFPCaJUDAajnPN+e2cfBoNRmS0S76NKtJ0gigHf/Vl7Zx/6ffLfM4j1UyXaThBSI0c8ooT4aQ4fPpysB/6nP/0Jt956K1auXInNmzcDAI4fPw4AGD16dNp+o0ePTm7L5KGHHkJ1dXXyv3HjxhW3E6fxBCO82wdPb8/8XigaF7WfVMcnSoPQ+cm8DgaDkbI9p6XyUYIgxKNEP81lTvQI3KyxxV41zalyxQcxxynXWKUGlOinBFEqPAHlzUVifVSJthNEMRC6PxPaXgxE+6kCbScIqZEjHlFC/DTxeBwzZszAunXr0NzcjO985zv49re/jd/85jd5t7lq1Sq43e7kf0eOHJHQYm6sZgPv9hGnt2d+z6TnvxxGCLSb6/FLidsfxqEeLzq6+3HopBduv/inqG5/GJ/1+vDJUTd2/eMUDp4YzGl/qezIF6Hzk3kdjDAb8j6npehfLpTKRwmCEE+p/ZRtHquuED8nWs38ci1ssVcJcZJBaB4XEx+kiAVijlPq+w+pYp7SYycbufrpCU8Qnx7z4P2uU/j0uAcnPEGZLCWI4mPNIUbIhVgfVaLtBFEMhO7PhLYXA9F+qkDbCUJq5IhH5CmnaWhowOTJk9M+mzRpEp599lkAwJgxYwAAJ06cQENDQ/I7J06cwPTp01nbNJlMMJlMxTGYh7oqIy5pqsNbHDU066qG6meaDVq4HDa0n34NoePIAJwOG2cNcWY/qY5fKgoR3Do2EMBnp/x4dPvBdHG0pjo8rBLhUb7z43TY0HFkIM0e5nzlek7VIGxWKh8lCEI8pfRTrnls3YJpuGJSPf6yrydrn8w5sbbSmBZrU8mcc9n2LyVi5vG6KiNamupYS5W0NNXBbNBm1fXOJxaIvbco1f2HVDFPDbGTjVz8lITAiHJnhFmPFkcddnSyzIuOOowoQbJKrI9aBWynRBtRLtRW8t+/1FbKfy8m1k+VaDtBSI0c8YhWiJ/G6XRi//79aZ8dOHAA48ePBwDY7XaMGTMGr7/+enK7x+PBe++9h4svvlhWW4WothjxkxvPxyVNdWmfX3I6acsIat73wsdY7LSjxWEDALS1d2GJ0w7X6b/Z9pPq+KXC7Q9n/dAEhmqL/ujZj3hXYbn9Ybx54GRWMhwAdojYXyo7CoXr/LgcNixx2tHW3gUg/Xzlek5L2T+CIAgp4JvH7tq6B2uunSJqTjTrtVhz7dSs2NriqMNtc5qScy7X/qUil3l8+RwHnBn9czpsWDVvIu57/mNJYoGYOFSq+w+pYt5wiJ0nPMGsZDgwVAvyrq17aKU4URZoASyfM4F1Xlw+16HoH+AGnZbXdoNOydYThHiisTiWXcZ+rS+7zIFojL+cbClRs+0EIRY54hE94j3N97//fcyePRvr1q3DzTffjPfffx9PPPEEnnjiCQCARqPB9773PTz44INoamqC3W7H6tWrMXbsWFx//fWlNZ6FsTUVeHRhM3q9YQwGIxhhNqCuypj8MdjrDeO1fT14+1AfnvnOV7B4MIRQNA69RoMlTjtaXecgGInBpNfCMaoKDTmuShI6fqkQI7jFZWOvN4z6ESZB4VExfSzEDilgOz9VZj18oSj+8K2LWM9XLue01P0jCIIoFKF5LBiJi5oTe71hfP2Jd/DwjefjznkT4Q3GUGXWoXcwhA+6T+G5W2cjGIkpJk4yiJ3He71htG7ahVaXHa1OO0LROEx6LTqODKDHE8Jrn2avos9sQyxi4lAp7j+kinnDIXaKEQIbbTXLbBVBSIs7GEXr5t2s82Lrpl149tbZGFtqIzk45Qvz2v7crbNRTz5KlAGeYBRLOa71pZuH/PSsUhvJgZptJwixyBGPKCF+mlmzZmHr1q1YtWoV1q5dC7vdjkceeQS33HJL8jt33HEHfD4fvvOd72BgYAAulwt//OMfYTYr86aAWS3FBiM85Q/H8Hl/AMt+/yFnO9uWzcZ45P4KK9/xS0UhglueYKSshEfzOT9i91FC/wiCIApBzDw2ob5KcE70BCPo9YaxdPNu1u3OCXWY3libt53FIheBbn84hg3bO7O+8/gtM0S1kQti4pDc9x9SxbzhEDtJCIwYDngC3PMioGxf9gSjvLaTjxLlgqr9VMW2E4RY5IhHlBBPYf78+Zg/fz7ndo1Gg7Vr12Lt2rVFtcPtD6PXG4YnGEF1hQGVJj28wSg8wQisFQbUVRb+Qy9VeEoqMc1iwoyJNxRBjcWIcDQObyia83gUIrhlNRtwysf/unI+wqMWow6tLjuax9UgFI3DbNChlqM/qdeGVNdCMSi1sBlBEIQY+ObUQsSEU9scaTHCYtTBH45lfddiHJrvD/V4FTev5yvQnUqu9xdCMU6pMVCqmMe0w3Zf8GF3v6C4kBogITBiOGCtMHD6cVt7l6Lvg8lHieGCtWLoDbKHbzwf9VYTvMEYRpj1OOEJ4s5nP1K2n6rYdoIQixzxiCKawkgVU7IYdVi/sBkbd3alvV4qhbhSqjiVVGKaxYIZkw8+68f6hc346Z/25z0ehQh+1lUZ8f4/TkkqPLr7dJ827uxKe/LF1ic1CW0pXViVIAhCaE7NZx7jarNt8Sy0btqVlhS3GHVoWzwL92zbmyYWo5R5XWz/+b7XMxgSPYZC50PJMVCqmFdXZcQVk+rx/13YmHVf4HLY8PWZ4ySzuVTwicy6HDYSAiPKgmqzHm2LZuHRNw6m+bHTYUPbolmoVnBSubbSyCtiRj5KlAs1Zj2e+c7FuO+FvVkiz89852JUGpRbL1/NthOEWOSIR+QpCiJTTKnVZc9KhgPSiCulCk8xYpqZxeqVIO6VOiZSjEchglvVFiMuO3cUbpvblDVWLXkKj66eP1lUn9QmtKVkYVWCIAgxc6qUYsKPvdGJ1fMnp32+ev5kPLa9M+smTynzutj+831vzrmjRLUhdD6YFU9KjYFSxbxqixFrrp3Cel/AiE6Wuq+FMtpqxroF07JEZl0OG9YtmEb1w4myIAHgsTcOZvnxzs4+PPZGJxKlMUsUZr2WUyh5+VwHzAJv/hCEWogDWQllYCjernlhL5QsS6lm2wlCLHLEI+U+nh6GZIopNY+r4ayXI4W4UqrwlC8UwbrrpyEci8MXiipG3Ct1TKQaj0IEtxpqKmAx6rDu+mnwhYdqGlVXGFA/wpTzWI2tqcDM8bVY9dwewT6pUWhLqcKqBEEQYudUqcSEdxzsxb3zJ+P12y9NthNPJETN/6VEbP+FvifUhtD56PcpPwZKFfOCkbgk4t1KptFWiV/cPB39vjA8wSisZj1qK42UDCfKBk8wih0cfryjsxeeYFSxgne93jBaN7MLJbdu2oUXV7hUPwcRBDDkp3wiz0r2UzXbThBikSMeUUJcQWSKKUkl4MiHEoUvU0kdEynHo5B+Szlm3hC/EECqaJmY7ykNpV9fBEEMT3KZU6USE/aFomnimR3d/aJtKCVi+8/3PaE2hMZOSDRHbWPFh1rjfa6MtpopAU6ULZ6Aev2YTygZULbtBJELqvZTFdtOEGKRIx5RQlxBZIoyqUHsstjIJf4pl1BX5nGqTPwuKEa0LPV7hdojZb+52laqKBpBEMMHoTnVbNCh47SIIdscxTqPCQgeZs7TUs/rUs+tcs7VQmMhJJpTzPshuWMWiVIThPpRt6gmzUHE8EDVfqpi2wlCLHLEI0qIK4hMUSali13KgRzin3IJdbEd56EbpqGlqY71VXCxomX59r2Y/eZq+8Hrp2LtS5/gtX09kh+TIAhCLHxzqsthw0t7jiVXI2TOUVzz27oF03DFpHr8JWV+S92eOU9LOa9LPZ/LLWApNBa1laURai6FkCeJUhOE+rGa9Xh60UxseKMzS1Tz6UUzBR/ylZK6KiPnb5MWmoOIMkLNfqpm2wlCLHLEI1LFUBCZokyM2GWm8NBwEiYstvinXGKVXMd54KVPsHyOoyDRsnz6Xsx+87V919Y9mNhglfyYBEEQucA1p7ocNix22tHW3pX8LHWOEprf1lw7RfQ8LdW8LvV8XgoRZ6GxGG01yy7UXCoxaxKlJgj1owHw+BudrKKaj795CJrSmCWKUDSOZZdNYBUxW3aZQ7CEJUGoBa1Gw+unWo1yPVXNthOEWOSIR/ToSGFkijJZKwz4xc3T4Q1Gh60wYTHFP+USq+Q6jj8cQ+umXXh1ZQui8URBomVS2AMU3m++tts7+7DEaZf8mARBELmSOaeaDTq8tOcYVm7pgD8cS/suM0cB4J07g5F4TvO0FPO61PN5qUSchcZCbqHmUopZkyg1QagbN5+o5sFeuINRjJXZJrGc8oWxdPNuVhGzpZt34blbZ6Oe6v8TZcBAIMLrpwOBCBoU+gazmm0nCLHIEY8oIa5A2ESZRls5vjxMkEqcMbMWqDvAv8JLKkEKPpEsfziGfn84TWyNi0LGIbXv0XiCt+5YIf0WEgTjepJH4h8EQchN6pza0d3PKdoCDM1RCYH2BoMRTKivymmeLjS+eYIRSefzUoo6Co1F5na3P4xDPd6i1PeWYhwKqT9OotQEoV48AWnnZTlhEzHWpKw2FRI5Jgi1oGZhSjXbThBikSMeUUKcGDaw1QL9w7cu4t1HKkGKUgvUZPZ90+JZWL+wGRt3dmXVHVu/sBlWAXE4PoT6yiWOSuIfBEGUEinm6VLMY9UVBknn81LHK7EUu753oeNQivrjBEEog2qLtPOynFRX6Hltr66g9AFRHgj5oVLud9hQs+0EIRY54hHVECeGBVy1QN8+3JdVo51BSvEqRiSr2Mdhg63vsUQCG3d2sdYd27SzC5Wm/CcXvr66HDZ0HBnI+pyEwgiCKDVi5ulSzuVcVJr0ks7nSuxjJnLU9y5kHEpVf5wgCGVQJTAvVxVwn11s1Gw7QeSC1aznzAO4HDZFC1Oq2XaCEIsc8YgS4sSwgKsWaFt7FxY77WgpsnhVKUWy2Pqu0WiyJhaG9s4+eAt4/YSvr+sWTMP+Y56sz0kojCCIUiNmnlai4KE3GJV0PldiHzMRU9+7UAoZBznsIwhCuXhDAvNySLllRwYFbB9UsO0EkQuRaBwPXD81K7HsctjwwPXTEFGwgKyabScIscgRj+jRETEs4KoF6g/HsHJLB55f7oRWoymqeFWpRLLY+h6MxFi+eYZC647x9fXnN11AQmEEQSgSMfO00gQPi1HzW2l9zESuOuf5jkMp67ATBFF63H5+Hxeq/1tKPAH+BIPQdoJQC/2BCFZu6cBjt8zAXTotBgMRjKgwIBqL41+ffg+PLmwutYmcqNl2ghCLHPGIEuJE3hQiFlWMdvn246sF6g/HoNVoMKG+qmDbhSiFSBZb37nqeDNIUXeMq68kFEYQhJIRM0cJfadY8ZGNYtX8VvJcLWed81yEPJnzLkeMJQhCuai5vq9QqQUqxUCUC1azAX2+MP78yYmk+K0vHMOH3f3o84UV7qfqtZ0gxCJHPKKIRuRFscSi8m1XaD+mFuhbLK8wK6UmarFg63vHkQE4HTbWV1DKfTwIgiCKidxiisMxvpWqz3znVgPgjtPbVsx1UIwliGFMTYUBLU11rKWTWprqUKNgUc3aSiNaHHXY0cliu6MOtZU0fxHlQV2VEW2LZ+HR7QezBPvaFs9SdKxWs+0EIRY54hHVECdyplhiUfm2K2Y/NdRELRZsfW9r78Jtc5uKXjudIAhiOFEKMcXhGN9K0Wehc/vmgZPJbW3tXVjitMOZUduznM8JQRDpLLtsQtYc4HTYsOwyR4ksEodZr8XyOQ5W25fPdcAs8AYMQaiFYDSOx7YfZBXse2x7J4IKrsOtZtsJQixyxCNaIU7kjBixqHx+7OXbrtj9lF4TtZhw9X3DMB0PgiCIYlCs+CjEcIxvcvdZ6Nwumn128m9Gn6TVZUer047qCgNqLcayPycEQQwxEIhg6ebdyTkgFI3DpNei48gAlm7ehWdvnY2GIrwxJAW93jBaN+9itb110y68uMJF8xhRFvT7wtjBIdi3o7MX/b4wRlvNMlslDjXbThBikSMeUUKcyJliiUXl224u+ym5Jmqx4avpTRAEQRROKcUUh2N8k7PPQuc2lLEayx+OJV9j3rZstiw6JQRBKANPIJI2B2SiZGFdT1C9thNELniCAoJ9AttLiZptJwixyBGPKCFO5IzVbIDFqEOry54UcTAbdPiwux9t7V15izjkKpLFiFdF4wm0LZ6VPL4/HOPdbzgiJPAmpwAcQRCEkilkPpRT7FEq1Dz/c9lejD4JnVs+IU0lnneCIIqHtcKAc+ur8Ng3ZyAaS8ATGJqL9DoNlv+/DxU9JxTrdx5BKA2rWY9xtRV47JYZ0Ou0GDztp5FYHMt//6GiBWTVbDtBiEWOeESeQuRMsUQcchHJYhO2cjpsWL+wGSu3dCST4iReJSzwJrcAHEEQhFIpdD5Um8Clmud/NtuvmFSP1fMn4+5teyXvk9C57RkMse6nxPNOEERxsVUY8MS/zsTd2/ak1fh1OWx44l9nwqLgOtwk1kcMF2yVRvxu6YW4e9veLD/93dILUWlUbqpMzbYThFjkiEfKjcaEonlseye7iMMb7K8ziEGsSBaXsNXOzj5s3NmFVpeddb/hiJAI2AlPUHYBOIIgCCUihSCmmgQuSyEAKhVctp/XYMWqrXuK0iehc3vZuaNUcd4Jgig+kUQiKxkOAO2dfbhn2x5EEokSWSaOYvzOIwilEYknshLKAOOnexGJK9dP1Ww7QeRCseMRPToicqbXG8aOTnZhqR0FioaJEcniE7ba2dmHu782CQumn0XiVRAWAev3lUYAjiAIQmlIJYipFoHLUgmASgGX7c3jajjrDErRJ6Fzq4bzThBE8fEEo1k/4BnaO/vgCUZxlsw2iaWYv/MIQkm4AxFeP3UHIop9W07NthOEWOSIR5QQJ3Km2KJhQiJZQscPR+OYPLa6IBvKBaGxEhLcIOEcgiCGC1LGNjUIXJZSALRQuGzPFLbMRIo+8Z1bNZx3giCKjydQfvMrg5JtJ4hcULWfqth2ghCLHPGIEuJlhFQiUkLtSCUalq+9ahQtKxXCY6Un4RyCIAjkF1vULEgp1F+zUQe3X9zKC7nHgUtkR0hESi0xTc3XFUEQQ6KafCh5LqLfWcRwQdV+qmLbCUIscsQjSoiXCVIJY4lpRwrRsELsVZtoWSnhGyunw4YT7iCeXjQTG97oJOEcgiCGNbnGFjULUgLC8eGlj47hoyMDgv0pxThwieysWzAVLY461tcr1XJ/oPbriiAIwGrWc85FLY46wYd3paSuyoiWpjrWslQtKplHCUIM1RUGXj+tFkg6lxI1204QYpEjHpGoZhkglTCW2HYKFQ0r1F41iZaVGq6xcjpsWOK04+Njbjz+BgnnEARB5BJb1CxIySAUH9rauwT7U8pxYBPZefDlfVg+16Ha+4NyuK4IggA0AJbPmQCnw5b2udNhw/K5DmhKY5Zols9xsNs+x1EiiwiiCCQS3H46xwEoWfxWzbYTRA4UOx4p9/E0IRqphLFyaacQ0TAp7FWLaJkSYMbqmDuIw70+mPRadBwZwMotHXh0YTN+9qcDrPuRcA5BEMMNsbFFzYKUqfDFB384BoC/P6UaBy6RHX84htZNu/DqyhZE4wnV3R+Uy3VFEMMddzCK1s270eqyo9VpRygaT86vrZt24dlbZ2NsqY3koNcbRuumXZy2v7jCRfMQURbw+ulmZfupmm0nCLHIEY8oIV4GSFVsPtd28hWPkspeEq8ST7XFiMO9Piz7/Ydpn8shQEYQBKEmxMSWchId44oPqXD1p1TjwHdcfziGfn8Y0xtri3LsYlJO1xVBDGc8gQj84VhaSadUlOzLnqB6bSeIXFC1n6rYdoIQixzxiBLiZYBUxeblElEp5DjlKjSVS7+kECNlxMjGjeSvR8p1Lsr1PBAEMTwodA4TFKQ06NDR3a+a+THfuFwqIdJC71eUEMNYbchRJEsJ/cgXNdtOEEKoWfCORDWJ4YKq/VTFthOEWEhUkxCFVCKTfO24HDaYDdKUnM/X3nIVmsqlX1KIke7+rB/rFzZj484uAEM1mDLrsDLtsp2Lcj0PBEEMD6SYw4Ti5Ut7jiVXM6hhfsw3LpdKiLSQ+x4lxDAuG9YtmIYrJtXjL/t6svbJ7JcS+pEvaradIMQwwqyHy2FDO8v9tcthwwgS1SSIkmMV8FMli9+q2XaCEAuJahKikEpkstpixLoF0+BiKVq/2GnHmhc+lkTQKR97y1VoKpd+SSVGunr+ZGzc2YWdnX1oa+/CEqc9S6iA61yU63kgCGJ4INUcxhXHXKfjZVt7V95tl4J87yNKJUSar71KiGF8Nty1dQ/WXDtFsF9K6Ee+qNl2ghCLHsCD12f/pnI5bPjxgmmKX5FGoprEcEAL4MHrp7L66YPXT1N0okzNthNELpCoJiEKqUQmw7E4pjfWYklG0XpGYEsqQadc7S1Xoalc+iWVGOnM8bVY9dweAEO1Vldu6UgTKjinrhIN1WZFCagRBEFIgZRzWGYcMxt0eGnPsTRBynzbLgX53keUSog0H3uVEMOEbAhG4oL9UkI/8kXNthOEWPqDUXx3Swce++YMRGMJDAYiGFFhgF6nwbc378Z/LmzGmFIbyQGJahLDhYFgFN/57W48dssM3KXTJv00GovjX55+D0/860w0lNpIDtRsO0GIhUQ1iZyQQmTSHYhwFq0HpBVoyMXechWayqVfUo2BNxRN+ztTqGDbstmc56VczwNBEMMDqeew1DjW0d0vW/wsFvneR5RKiDRXe5UQw8TYMKG+irdfSuhHvqjZdoIQiycQwYEeL6745Vus25V8nZOoJjFc8AQiONIfwLUbdrJuV/K1rmbbCUIsJKpJFBUpBJ3kQikCL7mKQAl9P5d+KUE8VSnngSAIIh/YxIWbx9UgFI3DbNChtoCHyjQ/8qOE8SmVDan3AhVGXc42ZN5LjLQYYTHqst5E4GtDKVjNBlbf+7C7H23tXYq2nSDEYq1Q73VOPkoMF9QsTKlm2wlCLHLEI0qID1OkEHSSE6mEQwshVxEoMd/PpV9yiKcKtaOE80AQBJEvbOLCqasOChH2o/mRHyWMTylsyLwXWDHXwSmElYsQadviWWjdtCsrKa70a62uyoi2xbPw6PaDab7ndNjQtniWom0nCLFYzXo8vWgmNrzRmXWdP71opqIF78hHieGC1axHi6MOOzpZBPscdYr2UzXbThBikSMeUb39YYgUgk5yI5VwaL7kKgIl9vu59EtK8dR82yn1eSAIgigENnHhVAoR9qP5kR8ljI/cNrDdC7S1d2Gx054lhJWrEOljb3Ri9fzJsvRDah7b3pnlezs7+/DYG9wlhwhCTeh1Wjz+Bvt1/vibh6DXKfsnOPkoMRww6LRYPmcCu2DfXAcMCvZTNdtOELlQ7HhEj46GIVIIOpUCqYRD8yFXEahcvp9Lv6Qag0LaKeV5IAiCKJRMceFMChH2o/mRHyWMj5w2sN0LpIpZ33P1ZAQjsbyESHcc7MW98yfj9dsvVdW11usNs65oA4b6RKKaRDnQ7wtjB8tbIMDQdd7vC2O01SyzVeIgHyWGC6d8YbRu3s0p2PfcrbNRr1A/VbPtBCEWOeIRJcRPs2bNGtx///1pn5133nn49NNPAQDBYBA/+MEP8MwzzyAUCuHKK6/E448/jtGjR5fC3IKQQtCpmPDV3ZZCODQfchWBYr7PVfPIF0r/fi794vtuLjXO2doRu3+pzgNBEEQhMHNcvz+CtsWzkjXoMstO5CrSkjV3Vhkxob5K3HcFtCjKgVzGRw7kimFc9w6MQNDlE+sxvbE25/0ZfKEo7/5KhEQ1ieGAJxjlrXvqCUaFGykR5KPEcIHNDzUaDe92paBm2wlCLHLEI0qIpzBlyhS89tpryb/1+jPD8/3vfx8vv/wy/vd//xfV1dVYsWIFbrjhBuzcya7sq2SUIGzFRa51uuUi1zFjBADYatQ6HTb884wvSW5joWOn1LEnCIKQArY5zumwYf3CZqzc0pGWFM8lDuYydw7HeXY49pmh0PstJd+v5Us59okgMqm26Dl/A6xf2Ixqi3J/gpOPEsMFNfupmm0nCLHIEY+ouFAKer0eY8aMSf5XVzdUY9LtduPpp5/GL3/5S8ydOxdf/vKXsXHjRrz99tt49913S2x17jCiUmyUUowp1zrdcpLrmNVVGTlr1O7s7MO9z++VtD+Fjp2Sx54gCKJQuOa4nZ192LizC60ue/KzXOJgLnPncJxnh2OfUyn0fkup92uFUGXWZ9VPZ3A5bKgiITCiDKg06jl/A2za2YVKo3Kv83KcdwiCDTX7qZptJwixyBGPKCGewsGDBzF27Ficc845uOWWW9Dd3Q0A+OCDDxCJRHD55Zcnvztx4kQ0NjbinXfe4WwvFArB4/Gk/acElCBsxYaYutulItcxq7YYMaOxJitIMUjdn0LHTsljX0yU6qMEQZxBCj/lm+N2dvaheVwNgNzjYC5z53CcZ4djn1Mp9H5LqfdrbIj1U18oisVOO6sQ2GKnHb4QveZNqJ/BYJTzN0B7Zx8GS1DOQKyPqmneIYhCULOfKtF2gpAaOeIRPTo6zUUXXYRNmzbhvPPOw7Fjx3D//fejpaUFe/fuxfHjx2E0GlFTU5O2z+jRo3H8+HHONh966KGsuuRKQQnCVpkovWZdrmOWWZM2Eyn7U+jYKX3si4WSfZQgiCGk8FOhOW6E2YDXb7805ziYy9w5HOfZ4djnTAq931Li/RobYv3UHYgkRUUzhcBWbunAH751kQzWEkRx8QSUN/flEkvVMu8QRCGo2U+VaDtBFINixyNKiJ9m3rx5yX+ff/75uOiiizB+/Hj8z//8Dyoq8qtxuWrVKtx+++3Jvz0eD8aNG1ewrbnACFm5A2FYTHpoNRrotRrYTot48V1IhQp/5bq/GmrWVVuMCEbjiMTi6POFEYnHEYzGWZXimTriXII6hfYndXwrjDqsmOtgFYcDAKNei0MnvZznIJexLydBOCX4KEEQ/Ejhp0JznK0yW+TxhCeIfl8YnmAU1go9ai3GrLmebZ6vMOgQTySg02gQiSfOzL0VpYtx+czbUtwDVBh0sBh1+LdLz8Gc8+oBDD0sNui02HHwJKwCY1IuiBHxVKKgeC6I9VOr2ZAUFWVDCfd6BFEo1ori/gbIh1xj6WAoinAsPmR7LI7BUFTx8xBB5IKa/VSJthNEsShmPKKEOAc1NTU499xz0dnZiSuuuALhcBgDAwNpq8RPnDiBMWPGcLZhMplgMplksJYdLgGxJU47HnplH+6/biqnoFUpBBqZGkFvsbxerZSadd19PqzauiftFSWXw4Z1C6ah0VaZ9t26KiPaFs/Co9sPZoldtC2eVVB/2MbXxSEO53TY8Mre49iwvZPzHIgd+3ITRyu1jxIEIYwUfpprfBE713PN867T5R8Wtb0PfziGS5rqsG7BNFwxqR5/2dcjygapyGfeluoeYObZtdi4eCbiCeDhP36aNp4tjrqiCEyrkXKIrWL9tK7KiJamOtZSOi0KudcjiEKprTDw/gaoLcHDwFxi6Wd9PtzFEgN/vGAaxmf83iEItVJj1vP6aU0JNC3E+qkSbSeIYlDseEQ1xDnwer04dOgQGhoa8OUvfxkGgwGvv/56cvv+/fvR3d2Niy++uIRWciMkIHZeg5VT0KpUAo1Kr1l3whPMSpAAQ3W67tq6Byc8wax9HtveySp28dgb7CujxMA1vu2nRTRSxeGYByBt7V0AuM+BmLEf7uJoBEGol1ziS65zPds8354h1vnWwV7ctXUP1lw7RdYYl8+8LeU9QCIBHD7pw4Y3ssdoR+fQmAz32DHcYmsoGseyyyaw1hBfdpkDoWi8RJYRhHREEwk8tv0g+2+A7Z2IJhIlskyYz/v9WckHYCiu3b11Dz7v95fIMoKQloRGw+unCY2mRJYJo2bbCUIscsQjenR0mh/+8Ie45pprMH78eBw9ehT33XcfdDodFi5ciOrqaixduhS33347Ro4cCavVittuuw0XX3wxvvKVr5TadFaEBMRanXZs2N6JXm8460e4GBEsvh/uheyv5Jp1/b4wr3hFvy+c9jp9rzeMHZ3s47BDxDhywTe+7Z19uOfqybjs3FFwByLJmpypK8a5zoHQ2Bd6XRAEQZQSsfEll7meb55nYi3DWwd7EYzEZY1x+czbUt4DTDurGgAEBaaHc+wYbrH1lC+MpZt3s9YQX7p5F567dTbqWcrQEYSaGAxGsYNj3tvR2atowTsS6yOGC+5AhNdP3YGIYt/SUrPtBCEWOeIRJcRP8/nnn2PhwoXo6+vDqFGj4HK58O6772LUqFEAgF/96lfQarW48cYbEQqFcOWVV+Lxxx8vsdXcCAlZMStw2AQXSi3QqNRamR4Bh8vcXiwxMaF2g5EYdFoNlm7enfOx+caexNEIglA7YuJLLnO92FjLMBiMYEJ9lWwxLp95W8p7ADGrfYd77BhusdUTjPLWEBfyP4JQA2oWvFOz7QSRC2q+1tVsO0GIRY7rnBLip3nmmWd4t5vNZjz22GN47LHHZLIoHbHiVsz3THr+ajjM9kpT9iXAJj6WKtoQiSXwyVE3Kk161FQYsuxI3Z9N7KFWwkSA2x9Gz2AIA4EIKo26NJukFn+0CtTiGmHWo6O7P3msYomEimlXr9Xg6UUzswQ2mJXi+Rw7n/NaTgKcBEEMD4TmemuFHkcHAvAEIjCKjLUMZqMObr98K37ziUOFCkKnHlPoXgTIvg8pddwohqA4AM7PhMao3ISxrGY97/Ul5H8EoQaEBIOV7Nck1kcMF9Tup3wo2XaCEIsc8YjuOlWAWLGl1O+tmOuA02FjfcXA6bCh48gAnA4bdn/Wj0qTPq2dTPExi1GH9QubsXFnV5Zow21zmzB+pAUNLPvv/qyfdT+phKKODgRw5/99lPa6OmPTWdVm3P/SJ3gtRbys0OPWVhrhctjQzjKmLocNRwcCyVXZlzTV4aEbpnGKuLkcNpgN+ZXwFxKHMxu0+NGze7LGhRHcnDm+Ni/RqlzPazmIhBEEMfzgm+vnThwFo06L//i/v2NnZ5+oWJv690sfHcNHRwZkmwfzEasuVBA69ZgdRwYwttrMOUYtGfchpY4bxRAUb2mqw/I5DrRu2gV/OAaLUYe2xbPw2PZO7Ojkv18rR5HJkZVGPL1oJja80Zl1fT29aCZGVpZXf4nhidWs5xWPVfKDn2oBsb5qBdtOELlQXWFAi6OOtfRdi6MO1SUQvxWLmm0nCLHIEY9IVFPhiBVbyvxeW3sXljjtrKJFS5x2fHLUjSVOOx546ZMs0aZM8bFWlx0bd3axijY8uv0g3jxwknX/1fMns+4nhVCU2x/OSoan2tTe2YuJDVZJjzvaasa6BdPgyhhTl8OGe6+Zgjuf/SjtWGte+BgPsnzf6bBhsdOONS98nJctfOJw6xZMw30vfMw6Lht3dmH1/Ml5i7flcl6Hm0gYQRDlA9dc73TYsGreJNz7/N7k/McVa10OG+64cmJS0DhV4FjOeTBfsepCBKFTj9nW3oWG6gqsmOPIGqMWRx2WuM7ch5zwBEsaN4olKL7jYC8e3X4wKbDa6rLj0e0Hk3Ga735t+RxHod1SHCa9Fo+ziKzu7OzD428eEvVWAUGoAT7xWCUTB3jF+kj2ligXEokEls9h99PlcxxIKFj8Vs22E4RY5IhH9IhX4YgVW8r8nj8cw8otHUnRImuFAWaDFtFYAm5/BJPHVifFFtlEm1LFx0JR7lqPjGgY2/4zx9di1XN7BG3PBzFCZmyiTIUet9FWiV/cPB39vjA8wShGmIdenf/Gk++i15v+Y/kv+3rwwyvPw/TGWizJEI5ixj5fW7jE4fp84bRV8ans7OzDmmumpK3mz+e4Ys4rgGElEkYQRHnRaKvEQwumYTAcwz96fcm5OxSNp60cz4y1lSY9fKEoOo4MwGTQ4uc3XZA17wPyzoO5ilVLIQidekxfKIKaCiMevG4qBkND9aP1Wg3aO3ux4g9n7kP6faUVlyymoHiqwGrzuJq0eyq+a6h10y68uMJVVvFy6PriEAKj+wOiTPAEo7zisc/eOhtnldpIDtQsCEoQueAJRtHK4aetCvdTNdtOEGKRIx5RQlzhiBVbYvteqmjR//zbxbjm0Z2C7aTCiI91dPfz2hCKxln394b4L9BCiuDnKmQm1XGBodWDo08n2zu6+3nFK92BKOfDhEJtYROHO9zr493HJ3BOxCDmvAo9kyahD4IglE6vL4xj7iCW/f7D5GfOCXVZ30uNtY/fMiP5/UuaRqXtm4mc82AuYtVSiTxmHrOjux8LHn+b57jFu2cQQ7EFxZn7Erb7E65rSMxx1cZwExElhieeQIRXPFbJ1zmJ9RHDBbX7qVptJwixkKgmIVoQK/N7mcXnrWY9Vsx1pAkrsrWTjw1jrCbUVhpxqMcLdyCMSpMeBq02WSObqxC+kBgEH0I21Y8wwcvx41pKkQkhO9hqBKYJlMYTOHBiEAatBqf8YVQa9dBqAL1OC1uKkJdYkS8xgqgHTwyifoQp7xVYUoiFktAHQRClIHUura4woNKkhzcYhScYQZVJD6NOi4FAGFVmA6pM+qzyDVVmHW/7qd/PnP+zYuFpgU3gjOBilUkPk06LcDyOaDyBwWA0SzC62JRKEFpYuJp7f+a8ugNhWEx6aDUa6LWatDia+d3MeFpov4X2Z64NsaLnDEa9FodOestGlLpY1xdBKAk1C1Oq2XaCyAU1C1Oq2XaCEAuJahKiBbFSv8clgulKEVZMTYpzCWuJsWHuxFEwG3S4Z+veLBHH/7hyIuZNHY0bvzyO1ZavzxyX22CItMnpsOHgiUFMGlsNi1GXU1+ltOOSpjrUVooXKF3itONfnn4fzY01WOK046FX9mHtdVORAESLfIkVRG05XT82H5EysddkrkJuBEEQxSRV8DB1bkytS8fMxQuffA+r50+GXqtJEy3q8YQ4BTdTRTQz53++uThTcHHj4lnYsP1g2iuCXCLWxSAfIU4p2s2Ml2KPyyZkyZzHh17Zh/uvmypK7LnQfgvdlzDXBiNqLlaI9ZW9x7Fhe2fZiFLXVRl5xQbp/oAoB6xmPa94rOJFNRfNwqNvsIiYLSJRTaJ8ULP4rZptJwixyBGPSLlG4YgVxEr9HpcIZntnHzbt7EoKO7G1w2dDS4YNTocN37v8XPz4lX2sIo4/+9OnuP2fzuO05a6te/IWyeKzaYnTjgde3oef/+nTnPuarx1c52e01SxaoHTj6XPD/Pu8BivePHBySDxUpMiXWEHUHQWIlIm5JvMVciMIgigGmYKHYubiB176BNO+VI1lKaJFdz77EVbPn4IWDsHqtvYuuBw2rFswLW3+55uL2QUXxYlYF4Nizd+5xksxx+USskyNo2LFngEU1G+u/rU01eG2uU1JgdW29i7cNrcp6/7FlXINAenXVKqdahelDkXjvGKDfCXvCEJN8InHKpkEgMfe4BAxe6NTsCwiQagJtYrfAuq2nSDEIEc80iRIglY2PB4Pqqur4Xa7YbVac9qXecVXSBDL7R+qeXrVf+7gbOuP321BMBITFNbK5LNeHzpPetNEG2Y01qJ10y7OfV68zYVrHm3n3P767ZdiQn2VqOOLtSm1LEy+fc0VofPDbA9FY/jaeu7xeHrRzGRN8qcXzQQA3hrlXOPHXAfhWBzXbuCuHV/I+Iu5JsVet0qhEB8lCEIe8vHTQz1efPWXf03+nTrXssFsb1s8Cyv+8GHaq3ojjHo01JrxWZ8f4Vgco6pMMOq1OOYOQq/VoOPIAG5oPgvnjBqaW8XEZeZ4Yuw621ZZUNwUS7Hmb7HxUsxxM89rJsx4vn77pQDA+10mHhbab7b9AQh+VmUeEtM85QvDHYhk3c9k2ql0uPz002Me3PDrt9N8KvX+7blbZ2NiA8VfQt3sO+bBPJ45/9XvtmBSia9zLh9Vg+0EIQX7jnlwI088evbW2SW/1vn8VOm2E0ShyBGP6F0KlSBWEKvaYhQUVgxGYpjeWJuzDaf84awf6o/fMoN3H6463gyFFsJnsymVfPuaK0LnJxeBUrZ/c8E1fsx1cMwdzGt/MYi5JnMRciMIgigWmUJ+QvMrsz0YibGKFmUKH2Zy+cT65L/FxGU+wcXM78kllFSs+VtsvBSDWCHLXMSeC+031/5iP3MH+MW61S6U5QlGeYXAhMRVCUINqFmYUs22E0QuqFmYUs22E4RYSFSTyAshwSJGyCvXFU8VBh0ev2VGWiF7IXEoLgEypji+yaDD+12nYK3Qo9ZixGirWbQ9vd6w4PHFFNrPFNiqMg2t0nIH0gW3TniC6PeF4QlGc7aXQazoVuq/8xUSsJoNOOXjf7U6FyECscKeBEEQSiNz7jUb+MUxzQYdVsx1YNzI9HrNzHyc+XkmqXMrV/xMXfmbi+Ai27xdjPmZr00+cVK24+diXy7fFRtTxcQ6s0GHjtOC36WMb+UuOmk16zGutgKP3TIDep0Wg6fvtSKxOJb//kOqe0qUBWoWpiSxPmK4YK0w8MYjJV/raradIMQiRzyiu84yREjY6aWPjuGjIwOixZm4BKvWL2zGni/cvOJQPZ5Q1nY+0c91C6ah0VYp2p7vXd6UJniWihhxJra+uRw2LHbak+KjlzTV4YHrp+L+Fz/G9k9P5mxvKmJFt5h/jx9pQdviWXh0O4uQwOJZgmKo7//jFOf5yUUcjU+ITO0CXwRBlD+ZwtN1VUZOccwWRx1GVZmSb/Qwc2hq7Er9PJPUuZUvfjIxJlNwscVhy6ohzuzXMxjCzPHpbz0VY37ma1MD4A4BcdLU4+diX659ERNTxYg9uxw2vLTnWDLOljK+FUvUVCnYKo343dKLcPe2PWnXjMthw++WXoRKI//DKoJQA2oW1Rxh1nPGR5fDhhEKtp0gcqHGrMfvll6Iu7ftZYlHF8KkU67cnpptJwixyBGPyFPKEC5hp1SBJrHiTEKCVRoNWMWhmGPd+exHWdv5RD/v2roHJzzcZT4y7dFokCZ4lnr85XP4BSW4+taeIqoGDAlZ3b11DyaPrc7Z3kzEnBvm3/uPeeCcYMNj29lFeR57g/0VqdRjXXbuKNw2tylrfFpyEEcTEiJTu8AXQRDlT6bw9COvHcBipz1rbnQ5bFj1tYnYd8yNnZ19aGvvwpLT30uNXamfp5IqwCgUP1tddlbBxRUcMfW2uU2Yc+6orJXXUs/PQm2+eeCkoDgp890TnqBo+/Lpi1BM3X/MIyj2zDwEZ86B0DGLTbmLUodi8axkODB0T3XPtj0IxUhUkygP1CqqqQWw5topcLHExzXXTqXkAVE2xICshDLAxKO9iLHvpgjUbDtBiEWOeESPeMuUsTUVeHRhM465gzjc60uKLDAr0oChH3y9Xv7SKb3ecNaPU4adnX1YffVkNFSbsWFhM3q9Q0JQFpMORq0WA4Ewtnz7K6gfYUpuHwxGYDLoOOtdtXf2od8X5ixFkmnP1LHVWLp5N1pddrQ67WmCEq2bduHFFS7O/gn1rdVpT7NrScrfYu1lgzk3zHhYjHoYdBqc8ofx7K2zodNooNdp8PObLhiykWX1OwDsEHH+GmoqYDHqsO76afCFh+p2VlcYUD/CJPpHNd84ibmGCIIglEBqXNywvRPvHj7FGjt6PCHYqkwAAH84hpVbOtDqsuPKKaOTsSv1c2b/c+oq0VBtTs6HYuLnt08/eH1xhQuDwQgqTXqYdFqsuWYyIvEEBoNRVBp1qDTqUWMxZM21xZifhdpcNPvs5N/N42o44/lbB3vR7xNvX759SY2p7kAEFqMOOq0GOu1QHE3dJzP+mg06vLTnWNq9kZhjFptMO9UgSi2WwWCU9c0KYOieapBqiBNlgCcYZX3TBxi6f/cEozhLZpvE4g5G8S9Pv4eHbzwfd86bCG8whiqzDj2eEL7+xDv43dKLMLbURhKEBKg5HqnZdoIQixzxiBLiZQwj5MUn/CVUiF5IsCoYiSV/oIkRWASA97tOCRyTewJnE0bLV1BCrBgX199n2sk94LCJbmWn2yEoxCZGSKBQgTChcSLRDoIg1EKqwCVX7MgUi2a+NzlDxTxz/23LZqfNtVLGTy6KMT/nEhuFRECF4mOqfYX0JZc4l/rdju5+zvsHoWMWm3IVpSbBPmI4oObr3BOIoNcb5hT3VbLtBJELavdTPpRsO0GIRY54RAnxMqdQcaZiiDsJ1c3j255pj5AAGZ+AaC4Cl3zHKlYdwEwhtj1fDCCRAKadVZ0U56mV4cey1NcAiXMSBFFKcp37hT5nyJwLhY5TadLjUI+3oLmwODFaQJj7tOBo87gaVBr1aFs8i1UodKgt/viYal8pxCSLcUyKcfyQYB8xHFDzda5m2wkiF9R8ravZdoIQixzXOZUBK3MYcSY2XA4bzAaBhLJBm1WzhyFfcafaSiNnmy6HDQOBCI4OBFi3Z/an48hAVg1XBkZA9LYtHazt8Y1NqsgZY1fq36mf11ZK/0P36EAAK7Z04Kr/3IFlv/8QK/7wIS48eyQ++McpLN28G8t+/yFaN+3C6uf3co6VVPCNU67XANOvr/7yr1jw+Nv46i/+ynl+CIIgikFdlTGrRjfDkBh0kFUbYs8XbrQ42PdjE3Hmmztbmuqw+7P+gudCKednsW02VJvR0d2PpZt34+tPvovWTbvQ0d2P9QubYUkRRLykqQ61leLtK0ZfhJD6mBTjhLGa9dx+5KhTtNggQYhlhMB1rmRhSvJRYrigZj9Vs+0EIRY54hElxMucaosR6xZMy0pAO0+LSK154WNO0Si3P4z7XviYU3hs3YJpea16Gm01s9rkcthw7zVTsOIPH4oW0GKEzdj6JyQgyiewtSRFYOuSpjr8eME07DvqZh2DXOqHi4FNWKzVZceGNzqz6hHKIfwllcAXiXMSBKEEQtE4VsxxZN1gOR02rJjThJn2kWiorsiKe2fVVGD5HIdoEWe+uXP5HAceeOmTtM/zmQuLIcDI1+a6BdPwiz/tZxWKSxWjZo4/2moWbV8pxCSlPCbFOHFUmfRYziWGPteBKhP9iCfUjxbgvc6V/AOc1/Y5yradIHJBr9Hw+qleoymRZcKo2XaCEIsc8UiTSCQSErRDiMDj8aC6uhputxtWq1V4B4k4fNKL5zq+QPO4mjThMOb15tdvvxQT6quy9jvU48VXf/lXWIw6tLrsWfvf0HwWzhmVvZ9YjvT5MBCMpBXHv/PZj9DrHfrRyGUXcOaV5MHTryRXmvTo94XTBEQzX9/mai+1rRFmA6rMevhCUXgC6UJWJzxB9PvC8ASjsJr1qK00Sp4MB86MeypPL5rJWTuJr29SkjlOuQp8sfUrFTn6IESpfJQgCPEU6qefHvPghl+/je9ccg5cjjpE44nkyuY39vfg8kn1uOk372bFvbNqK3DD42+zxsO29i68uMIlKsbotRrMW78jq7wIQz5zYaHzs9g2+3xhzP0F9zz+ykoXTHpd1vFzsa8YfRFCimOqIcbJCZefHurx4poN7Tn7EUGoiX3HPLjx19zx4tlbZ2NSQ2nvM7l8VA22E4QUqOFaJz8lhjNyXOe0DGMY4A5E8hKNYgSuuITHLp9YX5Bdvb4wFjz+ds52AexiU0cHAnkJiIoVrhptNfMmwKWqG8omLCYkXCaHcEYhAl9ufxinBFbHkfgHQRBy4AlG4Q/H8MhrB/HIaweztl94to017v3Pv10sWsQ5Kx5UGZNJvo7ufs5keGY7YimGACNbm0JCz+FoHJPHVhdkXynEJKU4Zj6ioMOx3rgnGMlbDJ0g1IInoN7rXM22E0QuqPlaV7PtBCEWOa5zSogPA/IVjSq2wJXU7ZdCkIvh6EAg61XpS5rq8JMbz8fYmoqc2mLrR65ibkqCGZvFs8/m/Z6S+0AQRPkgVG+uyqxj/VysQKRQPChlrCoUNdtebHIdGynvG9QEXUPEcEDNgndqtp0gckHN17qabScIsZCoJiEJ+YpGFVvgSur2SyHIBUhfN5StH3ziocXsW6Gkjo1a+0AQRHkhJOzc4wllfS5WIFJMPChVrJICNdtebHIZm+Fcb7zKrOf1vyoSAiPKgBEC17mSBe+sAraTqCZRLqjZT9VsO0GIRY54RAnxYUC+olHFFriSuv1SCHIBQK83nPWjluGtg73JmuhiYetHW3sXbpvbhBaZ+1YoqWPDCKBmJsWV3geCIMoLPmHnHy+Yhq0ffp72eS4CkWLiQalilRSo2fZik8vYSH3foCZ8oSirWDsj9u4LRUtkGUFIRzga573OwwKlEEvJWbUW/JgnRp5VaymRZQQhLb6wQDwKKzceqdl2ghCLHPGIRDVlpNSCffmKRhVb4Erq9uUW5Oro7uethb5t2WxMb6zNuV22fgCQXWysEDLHJlOg9WybBWfVVCimD6X2UYIghJHKT7mEkoViCN/2XOJBKcQjpULNthcbMWNTrPsGJcHlpx3d/bjlqfc4BZL+8K2LVN93glDDdS4US7/o98MTjCbnMqtZT8lwoqx4v+sUFm98n9NPNy25EBfaR5bURi4/VYPtBCEVxYxH9C6FiihUfClf0ahiC1xJ3X5me25/GId6vAWLVnGNf7HqYXKNi5qSDpljkymK8Prtl6qqPwRBlA9cQslCMYlvey7xoBTikVKhRtuLLWCZ2b69rhLA0EPsw70+We4b1ABb3zUaTfLf5dx3YvhgNRt4hcDUcJ1XmfQIRuIw6LQw6rWoMlHagCgvrGY9r58quTyQmm0niFwpZjwiT1EJw1V8qVCkGje+dpi6oW+xvP5MNVVpbAiCGD7QnKdMin0PxdZ+S1Mdls9xoHXTLvjDsbRjDufrpK7KiLbFs/Do9oNpP+SdDhvaFs8q674Tw4e6KiNamupYSyO1qMDH6XcnMRyoreT309pK5fqpmm0niFwodjyiGuIqYDiLLxWCVOMm1A4AqqnKAdWbJQhiOEFznvIo9j0UV/s7Dvbi0e0H0eqyZx0TGN73DY9t78TOzr60z3Z29uGxN9hXuhGE2ghF41h22QTW+r7LLnMgpOAa4vS7kxguaABeP9Ww76YI1Gw7QYhFjnhEK8RVgFiRLiIdqcZNTDsT6qvw6MJmqqnKwtiaChobgiCGDTTnKYti30Pxtb+zsw+tTnvaZ8P9vqHXG8aOTvbx2kH3tESZcMoXxtLNu9HqsqPVaU+r77t08y48d+ts1LOU7FIC9LuTGC6o2U/VbDtBiEWOeEQJcRXgCUZ4tw8KbB+uSDVuYttRY01VuaCxIQhiOEFznnIo9j2UUPtsK0GH830D3dMSwwFPMMpb39cTjMpskXjIR4nhgrr9VL22E4RY5IhHlBBXAWLFl6QQjCq26FQxbcjcb6TFCItRB384BotRl6bCbDboUCuyzQqDLu2zrLaMOrj9Z55OMXa4A2FYTHpoNRrotRrYRPSjWOOfj0257OP2h9EzGMJAIIJKow6VJj1qKgzD7oc+QRBEMXD7wzjhCcEdiKDSpEOFYWieFbP6R2jfzLhTZdLDFxpScq+xGBGOxuENRdNiUqH2SBXnuNpK/bzCqONto1BxO6F7NJM+uzphocdUwr1avljNBlw+sQ73XTMV3nAMnsDp686ow/0v7lWF2CBBCGE161l/e3zY3Y+29i5FC95ZT7+t8vCN56PeaoI3GMMIsx4nPEHc+exH5KNE2WA163H+WVasX9iMQCSejEcVBi1WbulQuJ+q13aCEIsc8Yg8RQWIEV+Soti8EgRU8rWBa7+2xbOw4g8f4ic3no+NO7vSnqIKtcu0ecG4GjgdNuzs7IPFqMP6hc2cbWkA3JFhh9NhwxKnHQ+9sg/3XzdV8HhSjz9bu0I25bLP0YEA7vy/j9JegXY6bLhtbhPGj7SggcR3CIIg8mZojv07dqTUXHY6bFgxx4FQJIZxtsq899XrtFkxy+WwYanrHCSQwE//tD+t1vMVk+qxev5k3L11T/72SBTnuNp68PqpWPvSJ3htXw8AYMVcB1wOG9ozalYz3y9U3I7vHs3psKHjyICkx1TCvVoh1FUZcc/8qfjR1j1p15bLYcOD109DrYWSbYT6GVlpRNuiWXj0DRbx2EWzMFLBgnd1VUY8852Lcd8Le7N89JnvXKx4QVCCEIut0oj1C2fg7m3Z8Wj9whmoFHigXkrUbDtBiEWOeESimipASKQLQMHF5pUgoJKvDXz7PfZGJzZ8YwY27uzKEnDiaze1zbb2Lixx2uF02NDqsvO29eaBk1l27Ozsw8adXTivwSrqeLn0XQiudvlsymUftz+clQxnvvvo9oN488BJEt8hCILIkzNzbLYA4YY3OtHe2YsTnmDe+765PztmtXf24Zg7gLb27Fh3XoMVqzKS4TnZI1Gc42vrrq17MLHBmvysrb0Li512uDKEp6QSsOS6R2tpqsNtc5vQ1t4l2TGVcK9WKIOhaNYPeGDourtn2x4Mhug1b0L9RGJxPPbGQU7x2EhMuaKag6FoVvIBGPLRNS/sJR8lyoZQLM4bj0IK9lM1204QYpEjHtEKcZXAJ9J1qMdbcLF5JQio5GsD3347Dvbi7q9NynIioXZT2/SHY1i5pQOtLjuunDKas1bXWwd7sWj22azbGGGtDds7BY8n1kYxiBH7yrQpl30AcIpjMd8l8R2CIIj84BMgZObYfl8Yo1lKlYjZl4vRVjPriurmcTWcMVCUPRLFOb622jv7sCSlb6kx/J6rJyMYiUkuYMl1jwYAL65wSSaaqYR7tUIZDEY578naO/swSHVPiTLAE4xmPThk2NHZC08wirNktkks5KPEcEHN17qabScIschxnVNCXEVwiS9JUWxeCQIq+dogtJ+QqARbu5ltMqIVk1NWnbHBJp6VuU3M8cTYKAaxYl+p7eeyT0Lg+KFonMR3CIIg8kTMfMwV4/IRexTaxrdPofbkEity7RsTwy+fWI/pjbWij5MLXPdoUiaolXCvViiegPr7QBBCqPk6V7PtBJELar7W1Ww7QYhFjuucEuIqwe0Po88XRjSeQDyRgD8URbXFOCSkVCFOdJOP6goDVsx1sAq/+MOxogqoMOJQbMJTqXDZwNg+o7EWeq0GIyuNiMTi8ASi2PXZKYwQEJVIbZexJRpPoG3xrLQxANjFsVI521aJ//v3i3HSG4JJnz6GzL7WCgOvACifjbkKaYkV+0odg3z24ftupUmPQz1eVYp/EQRBAMURMRRq0+0PwyJQA9Kk18Jq1sPtD2PAH4EvHIUvHEPNaXFMoX1TSRWtCYTjecVAxh62fnLFVYZc7jPyEbLM9RhKRKzIupKxSnDPShBKx1ph4BXVVPJ1Tj5KDBfUfK2r2XaCEIsc1zklxFXA0YEA7n1+L75+YWNW/epLmurwwPVT8dWJo/D6pyez9hUr3mTUadHR3Z8l/LJ+YTP++/3uogmopIpDrZjrSIpXZsLXD6NOi7+x2L7Eace+o25cd8FYUe1yCUmuX9iMlVs64A/H0HFkgFOcq8VRh78d6cddW/dm7f+H9z5Dx5EBXDGpHkadFiu2dLAKgLZu2pWVJChEOFWM2Ffm2IrZx+WwwWzQosqk5/1uz2AIPYMhrHpuj2ibCYIglEQxRAyF2jw+EIA3HMMHn/WjxWFjffXe6bChxxPExDEjsO/4IB7dfqZercWow7O3zuaMV8y+0GgADM37v//WV7D2pY/TYmWuMfCUN4ypZ1Xz9jOzTabvudxn8MUpF4uQZT7HUCJiRNaVzgiznvMacjlsgosYCEINWM16PL1oJja80Zn1++TpRTOzHhwqiRFmPVocdawlt1ocdeSjRNmg5nikZtsJQixyxKOyENUMh8PYv38/otHyq5XECChNbLByijnevXUPvnv5uXBmCEa5HDasWzBNcBWb2x/Gqq3Zogw7O/uwaWcX1lw7pSgrejPFoVLFK1PhE6FibM8MBowA5KSx1Xjo1X34jysn8rYrJCTZ6hqqR/rJUTdWz5+SJc7V4rBh2RwHHnx5X9b+m3Z24XuXn4v9xzxYc+2UIUEyDgHQ1fMns9oI5CecyiX2xTww2H/MkzW2Qvt8ctSNxU471rzwMQDgJzeejxaW7942twkTRlXigZc+yclmgiAIpVAMEUOhNk94gvjHKT/ue2EvHnx5H5a47GhxZM+xK+Y0wemow3tdp9KS4QDQ6rLjZ3/6FItZYqrLYcPdX5sEl6MOl507KhlnMpPhQHYMHIpjU7PadJ6OgdPGVcN8enW22Liaj9Akn9j4ugXTsP+YJ+tzKQQ0S42QyLoa+qcH8OD107Luo1wOG368YBqt1CHKgiqTHo+/0ck6pz7+5iHBN3hKiRbA8jkTWOf55XMd5ZE8IAgAOgBrrs3+Xe9y2LDm2qngf0evtKjZdoIQixzxSLnRWAR+vx+33XYbNm/eDAA4cOAAzjnnHNx2220466yz8KMf/ajEFhYOI6C0ePbZnEJW7Z19aPWG0dxYi1anHaFoHCa9Fh1HBhAWoTAsJE4VjBRHpTjzuKnCV61OO6orDKi1GHlFqMQKQP7rV85Ojg9bu0Lt3HnVRDSPq0HHkQHc8tS7+PqFjbj76sno6vXBpNdi1AgTvv7Eu6wlT9o7+3CPXouf33SBoADovfMn4/XbL5VUODVV7MsdiMBi1EGn1UCn1eDnN13Auh+zzzFPED2DIdRaDIjGEnD7I5g8tjq5sq/XG8aE+ipsWNiMnsFQsv1Kox4aAFet38E6JmoR/yIIYnhTDBFDoTb7fWFUmnTJRMqKP3TgO5ecg+9e3oRoPAGLUYcqkx5VJj18oSiqKwxZSRdG/PLdw6eSMTX13sCg02KcrRIA8MB1U+GPxDhFa3Z29uGur03CgulnQa/V4MbfvI2vX9iY1ebSzbuw4RszYNBqUW0xCsbVu0+3ma/QJJ/YOBNvpRKzVBJ8/VYD/cEovrulA499cwaisQQGAxGMqDBAr9Pg25t34z8XNmNMqY0kiAIZEjXmENVU+D2wOxhF6+bdrLGjddMuPHvrbIwttZEEIQEDwSj+5en38PCN5+POeRPhDcZQZdahxxPC1594B79behEaSm0kB2q2nSDEIkc8UnVCfNWqVfj73/+ON998E1dddVXy88svvxxr1qzJOyH+k5/8BKtWrcJ3v/tdPPLIIwCAYDCIH/zgB3jmmWcQCoVw5ZVX4vHHH8fo0aOl6AonjICSkJBVMBJjTZhfPrFe9DG4KJYoA9txGeErANi2bDYm1Ffl3EYqzLj5I/ztCrXzeX8Ay37/YfLvDds7cUnTqORnj98yg7P+NwAEwzFUW4w43OvjPY4vFGUV/Cr0HHGJfQntc7jXh399+n3B47K139HdzzsmJPZBEITSKUZ8FCMEHYufkSz2h2N45LWDeOS1g8nP/uffLsY5o6rQ0d3Pen+QjH1h4XuDU/4wwgL3GL5QFFPGVqOjux+93jDnA/pgJJYcE6F+hqNxTB5bzfsdIfiELJWabJICNffPE4jgQI8XV/zyLdbtdG9AlANqFsD1BCKcsQNQtu0EkQueQAS93jCWbt7Nul3J17qabScIscgRj1SdEN+2bRv++7//G1/5ylegOV0HEwCmTJmCQ4cO5dXmrl278F//9V84//zz0z7//ve/j5dffhn/+7//i+rqaqxYsQI33HADdu7cWVAfhGAEI8eN5K9TOq62Ai+ucCEUjaUJOqYWomcT8AKACgP/SzVSijKk2lAhIBbGJnaZKT4mVlgrVWArVaCSESo1C4wBm0BXav0/QaExgw4HTgzCYspvrEslpMV23FSRoEg8gUMnvclriU8oNEtcyKiD26/cFTIEQRDFmHtT22QTXRtVZYSX52EiAFgr9Dg6EIDZoMP4kZas7UIxqTLldX2r2YBIPC4orL3/uEeUyCczJqWIW8UQP5WbcugDHyQERgwH1CyASz5KDBfUfK2r2XaCEAuJagpw8uRJ1Ndnr4D2+XxpCXKxeL1e3HLLLXjyySfx4IMPJj93u914+umn8Yc//AFz584FAGzcuBGTJk3Cu+++i6985Sv5d0IARuwSAKcwpNNhQwLAw3/cl7bd5bDh6zPHAWAXtmppqsPyOQ6819WXl5hlrmTasGKug1MMQkjskhEfEyMAyfw/td1ModLmxlre8c0U6LqkqQ61lWeOzRyHa/+X9xxDR3c//uPKiXkJoJZKSCvzuBajDusXNmPjzq60J3XMtZQqCpoqFAqAdT8S2CQIQskUY+5l2tz9WT/nfHr/6bqQXGJJlQYd/uP//o6dnX343uVNWYIzQjFp92f9qDTpMbamAnVVRvT7I5zC2lve+wxHBwJYunk3HlowFS1NdaylUBgh5Znja9P6KVfcKob4qdyUQx+EICEwYjhQV2XknCtbFC6AazXreW1XsiAoQeSCmuORmm0nCLHIEY9UrYsxc+ZMvPzyy8m/mST4U089hYsvvjjn9pYvX46rr74al19+edrnH3zwASKRSNrnEydORGNjI9555508rRcmVeySS3DS6bDhjisn4pHXDmT98G3v7MNdW/fghCfIKmy142AvHt1+EIkEchazzKcvmTa0tXdhsdOeJQYhRuySER8DICgAucRpR1t7V5ZAZapQKdf4tjTV4ba5TWhr78qyb7TVnDw23/lhjr+zsw8/+9On+O7l5/L2mY1SCWllHrfVZWcVd2WuJUYkDUgXCuXajwQ2CYJQMsWYe5k2V8+fzDmf/uLP+/HAdVM5hQfXvHhGAFOjAZZlCM60tXdhxRwHq+DxEqcdD7z0Sdrcu3rbXk5h7XvmT8adp+PtAy/vw7LLJnAKKc85d1RyTOSMW8UQP5WbcuiDGEgIjBgO+MMxLLuMXQhs2WUO3pKCSoDPdoIoFwwAHrye/V7rweunQclrrNVsO0HkQrHjkaofHa1btw7z5s3DJ598gmg0iv/8z//EJ598grfffht//etfc2rrmWeewYcffohdu3ZlbTt+/DiMRiNqamrSPh89ejSOHz/O2WYoFEIoFEr+7fF4crIpVZAqU3AyFI1j3MgK/OnjE+j3hbGdZcUxcEagS0h48raMts+pq0RDtVmyH6xs4lqpfbrn6skIRmJZ4lBiBM0m1FexikZqNMB986fAHQjjxRWuLIHKVKFStvFlxgAAXlzhYhWvShW38oUiWHf9NASiMXT1+oZW9x8ZSApQMuPd6w1jemMtZ5+5KJWQVupxQ1HuGk7MtZQKIxTKCLyxUUqBzUJ9lCCI4lNqPy3G3Du2pgIzx9di1XN7WLe/vOc4bv+nc/HQgmnwhofqclvNBtRWGtHvD6e9ZTR1bDWWsgjOvP+PU7jjyolYPDuYJkLDxCRm7gWQtro8lfbOPnzW509+zx+OYenm3fjv71yM7341lhT5HGHSYyRLaQ+54lYxxE/lRu19EOunJARGDAcGAhHWeZkRIH721tlokPmtD7E+6glGBW0/Sy6jCaKInApG8Z3f7sZjt8zAXTptUuQ5GovjX55+D0/860wUVy0uG7F+qkTbCUJq5IhHqk6Iu1wu/O1vf8NPfvITTJs2DX/+858xY8YMvPPOO5g2bZrodo4cOYLvfve7+Mtf/gKz2SyZfQ899BDuv//+vPfPFGTJLCi/5dtfwYzGWtRUGtJqNWcyGIzi8VtmZNUEZQhF41ltb1s2m/OHV2p9y+oKAypNeniDUbgDYVhMemg1Gui1GthSfhxzicswx718Yr0oMcnMequhaAxdvV4gMfR6IrsIZyVrm6lCZGx1XAGgzxeGrZKr3SEyxa06uvtx6//7kPP7jABqap/d/jAO9Xg5a4Zm1hS111Xybpe65ijTR6Z8Dxds4m6+UBQJlu+mUirhj0J9lCCI4qMEP5VCxPCEJ4h+XxieYBTWCj20AH/sDrCLLP8jQ5w5Gk9kxS8m1jfVj0gThM46RjCCBM7EwBmNtdBrNRhZaUQkFocnEEW91YSnFs3E6BFmhKIx9HrD0GkBo16LPncQ/nAMFQYd7xtOuYxdPvHMG4rw1kAvJMZIEV8zz32txYjR1vT7TTWL8AHi/dQTiGCkxYhGmwXRWAJaTQx6rRaNNgtGWoyK7ydBiEGJwpS5+GgmqaVIyUeJcsETiKDCoEOFUYdobOjXqgZAhVGHCoNO8X6qNNsJQmrkiEeqTogDwIQJE/Dkk08W1MYHH3yAnp4ezJgxI/lZLBbDW2+9hQ0bNuBPf/oTwuEwBgYG0laJnzhxAmPGjOFsd9X/z967x0dVnfv/n8ncZ5KZhIkg1ESjkxpuShQvkEQFaZV6KWjtkdoWCK3fbwG1h57WekFRrLejVrnV0/Pl1v4EezwWqrTVqlghES9ILHclGA0tl5CQzGTu198fYQ9z2beZ2bNn7+R5v168NLP3XutZa6+1nj3PrP187rsPixYtSvztdrtRVVUl2i4hQRZfaOAXk6baSiybVZ+yEzkZdyCc+ELM5ARNPpdNfIsrQX1yfksmn/S61o6U/FXMK9lP/OUAHvn2OIwqN+csLpMuPsaWb7XR6cDiG8figU17cP8NYwTzbDJlMu3mzIvtrMTshvNS2iEGsUKfTJuFcobme1xKxLYtGTFiB8US/sh3jhIEUXgGwzzt7PEmUqAxNDn5fTenXzSn+sUahxW/2/Ela/5vnYCeSplJD42GXeOB8eXPvvkZfn59HZ5640DK22jM8YUbduHScyvwlAQ+J1d/ZjcbOHOg372xLWcfI4V/Zbv3jU4HHp85HtWOMz/Yq1mEDxA/T4eV6fHbH07EA5sz++S3P5yIcFzZqSQIQgx2C/98FRIKKwRi52i5Rc/pE5bNqoe9CLYTRCFQoj8iX0oQZ5DDH6k6h7jb7Wb919/fj1BIfK7Fa6+9Fnv27MGnn36a+Ddx4kTccccdif/X6/V45513Etd89tln6Ozs5M1VbjQaYbPZUv5lAyNIxUay0OP2Q91Y19qRkr+Z7TxgIK3F2qRzuQQj2cRe0vNbMnmh08UcmDouHGlL5L3ka4sYMcnk+thypS/dsg8zLzlHVJ5NpkxGdIwzL3Z7d0Y7xCDmvjFtFsoZypX/XexxqXOOih2TDEw7c73/hSbfOUoQROFR+zw94Q5kBESBAR/D5bv51kW7WZ/IGdncWINHt+xjzf+9trUDJkMJmtLy7qXXYdJrWX0gU0bdKBuWbtmHMaPsrMebG2uwXQKfk2sObZcvxJkDfW1rBxbfOCYnHyNFTm+ue5+s8cKgVD8pFrHz1KzTZXyBBwb65MHNe2DWqX6vDkGg1KjLyO3L0Oh0oNQo/zgXO0etRh2nT1jX2gFrEWwniEKgRH9EvpQgziCHP1J1QLy8vBwVFRUZ/8rLy2E2m3Huuefi4YcfRiyWmcYhmbKyMowbNy7ln9VqhcPhwLhx42C32zFv3jwsWrQI7777Lj755BPMnTsXkyZNwpVXXlmw9nEJUiULNTK0tPdg0vncgo7JtLb3oL6qnFcwku114PT8lvVV5RmDM72O5LyXuYhrJV/HV19Lew+G24wpOVG5YMr87JgbcxtqMOl8h+h2iEHovn12zJ1os1DOUL7872KOi7VZLFxtExpLxRIFJQiCKDa93hCv75p8fnYiy6PKzfjVzPFodDpQX1We8aM0Q2t7D0qNeiycWosmJ/fa6w6EBX1gy+n/ch0H8vc5YnJoc17HkQO9tb0Hl1SX5+RjcrUnGaF73+s9U8ZQ8ZP9gQhvn/QHIjJbRBDS4wlGMKehhlUIbE5DDTxB5Y5zmqPEUEHNY13NthOEWOQY56r+6WjdunV44IEHMGfOHFx++eUAgI8++gjr16/Hgw8+iJMnT+KZZ56B0WjE/fffn1ddv/71r1FSUoJbb70VwWAQ1113HVatWiVFM3hJFqTq8Q6IUqULNTJE43Gsnj0RwUgM51SY8bf9Jzhfxbab9Vgxqx4At2BkOun5LdnyRbMdZ3L75CquxVz3+QkP73meQDSlPqEyn7ntYvR4B/o1m3aIIbmtyUKf2hINnrntYsHc6gxugUkudLwQ+cO47iPAP5aKJQpKEARRTITWab2uBO8sujqrdfFchxVPf+di/KvXz3ueNxjBBx09uPS8Ctz3rTqEIrGMOtx+fvsYH8jl85M/z8fn5JpDW+g6P0eO9kLZk1pGdj58KPhJtnyQyVDeU2Iw4PKFcffGNlYhsLs3tmHd3MuKbSInNEeJoYKax7qabScIscgxzlUdEF+/fj2effZZfPe73018dtNNN2H8+PH4r//6L7zzzjuorq7Gr371q6wD4n//+99T/jaZTFi5ciVWrlwphelZkRCk6vLgu/+1g/O8cCSGeet3AgBWz57IKeQCABVJIldiv2hZDanDhS1fNNvx5LyXfOJafMJVdosBZSb+4Vpq0mbUx8cZWzy8Ylxs7eCCaYMnGEa5xYBYPA6NZiDgwSbEVW7WY82ciRhhM8ETiMBm1kOvLcHf9h/Diq2HYRNos9DxbHKOZiMcln4fha4VEgUlCIIYrAiu00ZdhnBzlzsAbzACXzgKXzAKu0WPEWVG2C2GlPW0zMxftsWoQzwOaDRAiUYzIHCcllZcyD7GB3L5/OTP88lzLYXWCN91Lt/AD+CRWByxeBy+YAR2i4HT10mR0zsXHy6FgKuSEcqdrPRc6QQhBrZxniwEpuRxTnOUGCqoeayr2XaCEIsc41zVAfH3338fL774Ysbn9fX12LFjIHDc2NiIzs5OuU0rCEx+yW0sr/Cm529uO9KHRqeD9VXqXHJRdvZ4sfOrU2hwnkkvwuTgZnuNIT1XthBihKsqrAbONjU6HehyB3Nqm0FbwinGteHDrxJ9adLz/wDAtOGTr3qxbFY9nn7zs5S+YRPiKinRYHVLal6kRqcDS24ei8vPG4YKK/c9v6q2UvC42L7IRzhMSaKfBEEQSkPId1VYU9fpIz1e/LPPjxXvtqf4hmmjh+OhG8fggc17E+vpwqlOzrIbnA68ue84/tHZh/lTLsAtv3k/8cZY8hpcYTWgqbaSNT0I48sbWTQiko8zbRHyk3zwPeOI0Rrhu+5onx8P/Wkvbr+8OiMXIZc/ytWeZLK990OBMpOOt0+ENj8QhBqwmXQDm5Pebc/4frF69kTBH8uKic2k4/QJTbWViradILLBJuCPlDzW1Ww7QYhFDn+k6hziVVVVWL16dcbnq1evTqjx9vT0oKKiQm7TCkI2+Zv3H3Vh8Y1jMwRdcslFyYhCPfbnA5iblA9vTUsH5jbUZNTBliubD7HCVSNsJjx+Om9qMo1OBx66aSw27fpn1m1z+UKsgldMov6fTvs69h91YU5DDZa8to9X1ItpA5dIZ3p7TrgDuJ9DbGvJa/sQiQEmXQlvTtERNlPeOUfzEQ7LVxRUatFPgiAIpcHnux6fOR4jbKbEZyfcAWxv784IhgNA3Ugb7tu0J2U9XdPSgTk8fnhNS0eivGTxzuQ1WANg/jUXsOa6ndtQg4NHXXjoprHYf9TFWQeTF5fPTwohhdYI23UAcO+ru1E30ibKN+drTzLZ3PuhghbAYzPGsfbJYzPGQ1scswhCUkqNOqxiWcdb23uw6u+HiyKqKRY+nzD/Gmf6S0YEoVo0AJbcnBkvGdicNk7RY13NthOEWOTwR5p4PB6XoJyi8Nprr+G2225DXV0dLrtsIBfbzp07ceDAAbz66qu48cYb8Zvf/AaHDh3Cc889V2RrAbfbDbvdDpfLxakYLAbmden0/M3p+ap1JRpYjDp4ApG8clEePObG9S9sBwBYDFo0N9Yk0otY9Fqcf5YV4Wg8I1e2gyflRjKHuzy49rn3OI+/s+jqlNfJT7gD6PWG4A5EUGbSwawvQTwODBNZXzZ1b7mrEW/sO55In5JuC1s5q2dPTKSu4WtPcr+y8fpdDbDoB16lZ7vnbClJcrnP2fZ/Nte+cU8Tbxv5yi4GUs1RgiAKh1rnabLvspl0qLAaMgKiB4+58a8+P6sP4fItjF/+1viR+LLbm8hTy/gtvuvfWXQ1wtEYbvnN+2hurMEl1RXQaTWosOgRicbh8oVR7bDAFwyjzGRAKBqD63Q+P4OuBMdcAehKNCn15buu5+rPuK5j/JRY3yyVPcmIufeDDa55euCYG3f+bidW3nEJdNoS9PvDKDPrEYnGsOClXfjtDydi9Ej1zGuCYCOfZ2u54Jujt572Ccz3vWS/8upPJtMcJQYFB4658YPVH+KpWy/CcJsRnkAUpSYtutxB3Pvqbvx+3hVFH+t881TpthNEvsjhj5T787QIbr75Znz22Wd48cUX8fnnnwMApk+fjs2bN8PjGRBg/MlPflJMEwsCV35Jri9oI/JcC5NFn3yhaEZu8v/5P5Nwec2wPMrPLln+CJtJsi+SQnV3nvKltFeMqJeQ2ChThpDYlicQRTQ68HuVUE7RfHKO5iMclq8oKAl+EAQxVBDju9yBiCjxymQYv9xwQSXmv7SLs2y26/sDYYSicVbfzpDu49s6ezFz1fuc9eS7rufqz7iuY/yUWN8slT3JSPnconbc/jCO9Ppx84pW1uP0XEAMBqQQ5S0Wbn+Y1yco2XaCyAa3P4xuT4jzx3Ilj3U1204QYpHDH6k6IA4A5513Hp588kkAA7+gbdy4Ef/2b/+GnTt3IhqNClytXpgdSy5/CBajDiWagR3hzK5sLpHDbIQTGQRFoU6LerGVDUCwPiHhKqtRh8NdnqxsFotQ3SZ96su7XIn7k199FBIbtZ4+V6hfS01aaDUaHD7pSWlzyk4zsw5WvRZ9/hAsRvF9nnyvzAb+F5TT25x+7cKpzoydiAxSin4SBEEohVx8qRhsJh3nw12yb0l/W8uk1+KsMgMsBi3rWpx+PUOZSY9wjD9QXGbS4eMvT8Fu1sOg1QDxON752VXQQAN/OApvMIoykw7HXX78/H93Z72uF6ovGRg/L+Sb5fRHYtqcLtIdisTgCUYK0kdyYjPrWccvI2ZOzwXEYEAKUd5iQWJ9xFDBZh546yt5l3WZSZdI+anksa5m2wlCLCSqKZJt27Zh9erVePXVVzFq1CjccsstWLFiRbHNKhhsIoVMLs/n/vYZfnF9XYroFjCQ8/KxGePw6Jb9ePtAV8rnQuKGfKJQDU4H9vzTBYtem1KnxaDFmjmXYeXWdmxv5xdT5BOuaqqtxM6venHfH/dkZbNY+OpudDpQWXomwMAlonW0z4+dX/UmBEb5xEabnJX49EgfrMaBV6abnJUp/ZN8nj8UxbZD3VixtR1X1Vbi6VsvQigay8h53uh0YPGNYzFnzUf4z9suFuzz9PHDJ8qW3ma2sdd4WoD07o1tKYEYKUU/CYIglEIhhYIrrAa0dfay+hBG3HJXZx+WzarH2taOlB0TTc7KRFqQ9KB4uvA2Y7NJX4KPPj/F6bManQ78ec+xRD0NTgcevmksuvtDWLb1UMo1Tc5KvHznpKzWdTlElxk/z+eb5fRHYtqci0i3WrCbdFgz5zIs33ooQ2xwzZzLYCchMGIQUFnKLVbcpPDnX5tJx/v9hMT6iMGC3aTDy3deiYdf25fx3frlO6+ERa9cVQs1204QYpHDH6lWVPP48eN48sknUVtbi9tuuw02mw3BYBCbN2/Gk08+mcgpPtjgEjFsbe/B2tYOzLzknAzRLWBANOr+TXtQl5ZjR4y4ISMK1cQhuPWvPn9Gnc2NNVi+9VDG4GWrj0+4asEUJ5Zu2Z+1zWKxWwysgleMQNjzb3+O5sYaThEt5n4s3bI/ITjKiI2yJv+f4sRRlx+/fHU3NAAWTHGynrdgihNWgy4hlLrtUDe+POVjFQBtae/B0i37sPKOSwT7nG38cImypbeZa+y1nBYgTRZsk1L0kyAIQinkI0IshhE2ExqdlVjI4hsOHnPjoZvGYvENo1nFIbe3d2PV3w9j8Q2jUz5vclZi4ZRU4e2raivx+MzxePi1fVj65/2sPqvxtB9Mvq61vQeffHkKy9OC4Uz9j7y2FwGB1CQMhe5LBuYZ47NjbtZ2yumPxLQ5F5FuNREHsJJl/LS292Dl1naoVtiIIJLwBCO8QmCeIH9KwWIy8P2E3fYFU0lUkxg8xIGMgDIw8N12yWv7FO2P1Gw7QYhFDn+kyp94b7rpJmzbtg033HADnn/+eVx//fXQarV48cUXi21awen2hFh3GwADXyZ+Ob2OdfcTMLBAzm2oyfh826FudHtCvF8Gqx1WLJ0xDodPelOS2d+9sQ3LZ9Xj+bcPpZxfX1XOmeuHrb5R5WYsn1WfIlylK9Fg+rLtrK9/i7FZLKFoDBOqKzC3oSajbb5QFL+4rg4/bqxhrSv5fty9sQ3NjTX45fQ6HO0L4N7r6xCKxHDSE4RBO1DmvPUfY/msevz6rUM45Q2hef3HaG6sQXNa3c3rP8aK712S0narUct7b+/XlnAeZ/oLQMb48YWiCdsfvGEMAuEoq3AY39hrae/BgzeMwbS64RnXst3bXETJCIIgig3fOiiVX6pyWKEB8MjNYxEMx+ANRWE2lGDb5yfxvf/+AC9+/1K0btrLeu32Q92459parJ49MeFT9vzLhY++7MHyWfWwm/WosBhQWWpAjzeUeGOM8QGML6oaZsab+05kvPkDAMNtJtY3igBge3sPer0hUfmy5ehLhlHlZjxz28Xo8Yaw5KaxiMYG8qbbzfL6IzFtBs746WyfpdSAOxDBds7x0w13IIKvyWwTQUiNOxDBvPU7WZ/x563/GK/+ZLJix7krEEEzh+3N6wZsH1VsIwlCAtyBCO93ayX7IzXbThBikcMfqTIg/te//hV33303fvKTn6C2trbY5siKkEiLJ8CfN51LVEpMQvpeX5hVuIGtzFzEq9KFq9o6ezlzoXKVkQsuf5jzCycABMJRzi+cyfeDSfg/ZqRNlLCZOxDhFQkIhFPbLnRv+/3CAj5cvxYzdkyrG44J1RWs5wiNvUA4ynmtFKJkBEEQxUYuobST3hCncGVXf5D32q7+IKcP2jx/Mi4YXgoA+KLbm/g83RetuuMSTt8k5N+FxJTPnCev6JwS/JCYNif76VyFQJWMW8SzCkGoHTULU6rZdoLIBjX7IzXbThBiIVFNDlpaWrB69WpceumlGD16NH7wgx/g9ttvL7ZZsiAk0lJq4s8XVVVhxusLGxGMRHHSE4RRNyBkJJSw3uULwXw6F1W6GFL1MEuGsKIU4lVSCdIIiVex1ZPcxnAsniFsyXetUNurTveX3cw//dLLSb+36ffBZtbzClyK6S++c8SIn/JRaOE0giCIQmMzySMIWJq2nibXeVaZkffacyrMWDPnMuz+Zx80GmDcKHvCzgoB38fA58eEfJzYfH5ifbxcvkNsPS5fCF39QfT5w7AatLAadSg360XZJLbNzP2uGmbGqjsuSRljyf5djaJZJKpJDAVsZj2qKsxYeccl0GlL0O8fWFfC0RgWvLRL0eOcxPqIoYKaBWTVbDtBiEUOf6TKgPiVV16JK6+8Es8//zz+8Ic/YM2aNVi0aBFisRjeeustVFVVoaysrNhmFgQ+EcgGpwNd7iCvAGYcwFNvHMgQX7h9YhVnnYy408VV5Zhadxa+d8W5GWJe6cKKUohX8bVVbBlixKvS67EYtKyCZWIFQfna3uB04M19x/FpZy++O7EK3xg9HG8liZwmn5cugOYNRhP3lstGPoFLpr9y7VOhsbfzq15YjTpWkS85hNMIgiAKTWWpgVcQUAqhtHSh5vT1fuFUJ6+P+dv+E1ixtR1NzkrMn3JBishm8rrLt6Z3uQNocjpYU1vwHWtyOlBhFdcHYny8XL5DbD1H+/y49393p2h1NDgduGtqLc4dZsFIAZvEPtdwjbFk/65WYWqbSYfVsydixbvtGe1bPXsiCfYRg4Jykw6/n3c5Hti8N+M71+/nXQ6jVrkyXuUmHV6+cxIefi3T9pfvnASrXrm2E0Q2lJl0nHGTRqcDZQr2R2q2nSDEIoc/UrVHs1qtaG5uRktLC/bs2YOf/exnePLJJzF8+HDcfPPNxTavIHAJUDICl5t2/RNLbh7Hmnj+F9fV4fm3P2cVX7h/0x5WcaZkcac1LR346bSvswo8pQsrrmnpwF1Ta9GUh5gin9immDLECnal15ONiBWbjVxtZ+7RmpaOgZzbm/Zgyc1jM9rXVFuJu6ZmCqDVDLMkBEC5bOQTuGReF8+1TxkBUi5x1aVb9rOKfMklnEYQBCEHK7e2swsCvsudekssbELN6es9n3Dz3CQRzO3t3VjxbnuKP0hed/meJybWDMPCqbWsdXAda3JW4lczx4vKHw4I+3gAsvgOsT7K5QtlBMOBgXu/fOsh/P3zk4I2ifXBXGNs7Wn/rnZh6lXvsrdv1d8PF8kigpCWKJARDAdOa+5s3gv+JIjFJQpkBB8ARqxP2bYTRDboACy5eSwaWUTFl9w8TtE7R9VsO0GIRQ5/pInH44NKhDYajeL111/HmjVr8NprrxXbnBTcbjfsdjtcLhdsNlteZTGv9rr8YVgMWmhLNAP/NBrc+uL7uP3yatRXlcNq1MEbjKDtSB8mVldgzrqPOct8Z9HVidyiDIe7PLj2ufcSf6+Zcxmaecp4456mFFFGAHmLKTJtzbaMdNvTSW8vU08wEsW3lrWIvo7LRgA45grgi25vIvl/+uvO7yy6GpWlBtZrudp8wh3AKW8I01/Yzmlj+n1I769c+/SLkx54ghGc7A+miBoktyu9f7K9D8VEyjlKEERhKOY8LfR6llw+k1biurFn46blqT4pOeWEzaSHOxBm9TEAsHr2xAz9j2Q7U54njFoYSkrg8oeg15VAry1BMBKDPxSF1aiFXluC/kAYw6xGaAD4wlH4glGUmXWosBhEB8OT4fJHcvkOsfUInbd69kSc57CKsonPBwvV88Y9TRhpNyk+GM41Tw8cc/M+v/z1niaMHkn+l1A3ahjnNEeJoc6BY278YPWHKekYSk1adLmDuPfV3fj9vCuKPtb55qnSbSeIfJHDHw26H4+0Wi1mzJiBGTNmFNuUgsIlDtXW2YtuTyjxGuqqOy5JiGutuuMS3jLZktKnC0ClCz2mwyasmO+XtlyFsLIV7GLqaevszeo6Phu/6PbyCmz2B8K4YHgp67VcbR5hM+Fon5/XRj6BSz57hXD5wzjmCgi2KRm5hdMIgiAKRaHXMy6h5nSSBWb+5/9MYhW8ZmATZky2k80ftHX24sblrZxlbp4/mdfHZAOXP5LLd4itR+i8YCQm2iY+HyxGwFrpwXA+SAiMGAqoeZyr2XaCyAa3P4xuT4jzGUrJY13NthOEWOTwR4MuIK5muASdTrgD6PUOfF5m0qPUoIWNQ8ApXbApWfxKSAjLatThcJcHnmAY5RYDguEYItE4Xl/YAECDrZ+dgEnPL9pp0JVkCFDmKojFdh0A1rJcvhB6vCFEYnHE4nH4ghFY0kTJ0hPym/RanHAHMna0iRGPPHSiHy5/GFajDhoAGg2g15ZAV6KBPene5CtEyUW25ab3ZenpNwf6AwP3OhSJwROMCN4fm0mPXh//wpMubmA/LfbJJp7lC0VJ9IMgCNlg1sJkP+cKhFFq1KLUoEMwGkN/IIJSow4GbQn6/CGUms6si2JEEV2+EPp8YXhDEXhDUZSb9RheZmT1iXazHlajDp5ABO5AGGaDFv/+jVrE48D4rw2IYVYNswjUmZ1AM8Due1y+ENz+MDyhKMKRGP56TyMi0Th6vCH4w1EMLzNBr9Wgqz8Iu1mPQyf6RfkNoTazXZ8s5M3dbu57kc1zh1ihS6HzjLoSSfyZUD1sz1lqgoTAiKGAmse5mm0niGxQ81hXs+0EIRY5xjkFxBUCl6DT0hnj8Mjr+7D14MnE50xuKH8oirPTBJzSBZuSBR75xB6baiux86teLN2yH8tm1ePpNz9LOa/B6cDCKU6UmXS8Yl5/2XscK7a2J/JbxpGZA1SMIFZ6f1gMWqyZcxlWbm1Pyd95VW0lHpsxDk+9cRAzLzknJc/qwqnOhNhEZakBL/3oSjy6ZV9GQv7HZ45HtcPK2YcZ/fRlL+7btCel3XMbavDyh5348VXn47g7gKqKAXGtfIQo+TDpS3jFU5PLZRtbjU4H5jWejzjiGfea7/5UlhoQisY462YT+dKWaNDW2csqDvaHjzpVKQpGEIT6YNbCT77qxYrv1eOZNz9LEYZsdDowp6EmIVrIrO2z/vtDTDy3Ak/eepGgKKJJX4IDx/uxfOuhlHW16bRP1AD4xen1OFkskznXYtBi9eyJWPVuO55/+xCAVF+WToPTAZc/hCZnZUZua+Z4ukAzm+853ueHJxRN5Oljs4259qEbx2Lpn/enPJfw+Y1kH8RVbvL1yULeuYhzZyvEKVboUlDUvD+Iiefmv2teqJ7k5yw1ClPbTDo01VZm5GwHBuYJiWoSgwE1C96p2XaCyAabwFhXsj9Ss+0EIRY5/JGqRTUHC3yCTg9s2oMxo+wpnzNJ5L885csQcEoXbGLEtxqdDk4hrqtqK7FgihNLt+znFGtsbe/Binfbsf+oGz+/ri5DwCFdzGvboW78/fOTAwJUWQpisfVHc2MNlm89lPGFf9uhbty/aQ9uSQuGM22fc7rtT916UUYwnOnL+zftwQl3gLMPU/rpGieW/nl/Rt+sbe1A3SgbVmw9hPYuT0JcS0gElUuIkg+XL4SHX9uHOSz3svG0eCpT7gl3gHVstbT34JjLjzUt4sRDk3n2zc8463585viUHWsn3AE8sGkP63ha19qBh28aq8odbgRBqItkv9LcOOCrtrP4g7VJosTJIobMugiA0z88PnM83j/ckxEMB4Dth7px76u78ffPTybWYzZ/29xYgxXvtqfYxvgyLkHjhRvaMH/KBRnHm5yVWDglVaCZzfe4fCF8ecqXIlrD9yywdMu+jOcSLr+R7s+FRKuTfRbfMwuXoGQuIs5ihS6Z89gEs++aWospXz9LEn8m9NyQ/JylVmHq+ddcwCrYOv8aZ5EsIghpMWg0eGzGeFbBu1/NHA+DRlMky4QpAb9YHwUPiMGCBvxjXbmzVN22E4RY5PBH9NORAuj2hFh3ygADX9DnNtSwfn7v9Dp0e0IZX8BGlZuxfFZ9QrDJZtbj2e9OgCcQgTcYxuMzxiMUjcEbjKDMpIeuRIPpy7bDF4qivqo8ZSdvMq3tPWhuqIFeC8xtqMGDN46BJxCByz8g5sXsqmMYXmZk3bEGDHyRY7Odqz/47GL6Iv0Lti8Uxd0b29DcWINR5WbWXWbM9b3eUErqlPQ+TO8nrr5ZsbUdc07fL6Z9o8rNWPrtcWg/6UkRomT6i68v2Oj2hPD2gS68f7gHzY01aG6oSSm31xtKlNvr5R5bI2wm1l/bAO770+0J4e2DXXj/C/a6Q9HUXLW93hBnHS3tPfCEIqLaTBAEkQ/JfkWMn2P7m1kXLxhemuEfKksN6PGGMMxq4PQ12w91Y87k8xJ/s9nB9hnjy16+80rMSRM0ZvzIvPU7E8cZMe09/3Lhoy97sHxW/enUK2a8ue9Ehu8BAKtRm2K3kM9ley5h8xvp/pyv3HSflezDGV9zfqWVV1CS73mKz9ey+Xw2selR5WasmFWPrv5gQtTcatCh3MKexi5Xku3p9YU4n7OyfX5QAu5ABPPW72R9hpi3/mO8+pPJ+FqxjSSIPOnxh3HPxjas/P4liETj6PeHUWbWQ6fV4Mfrd+KFWfUYrtC3O1yBSEKs797pdSlifbf/dgd+P+8KjCq2kQQhAWoe62q2nSDEIsc4p4C4AhAj1MSGJxBFNBpnPcYm2DSCQ4C1rbM38QWLq65kW77q8WP+S7uwef5kaEs0nGIOQmVxJcFn6w+hsjwBdrFPRnisyVnJevxMnZmB2fQ+TO4nNhgbmf8mt++Uj1v0Iv1cIZj+SRZVSyZZPJWtXen2ZmOTUN3T6oannc8f8Hb7KSBOEEThSfYrYvwc19/MusjmY7/o9mZVNtu5XNf7QlH8s9fPKWicfDxZTDuZVXdckrFu9wfCiAMIhLnbLNSO9PKSSffnQuWm+4x0X7N5/mTe4G8+QpxixaZzFaXOlmShb6meH5SA2x/mfIYA1NcegmDD7Q/j8y4PvvHcNtbjSh7nJNZHDBXUPNbVbDtBiEWOcU5vPSkAMUJNbNgteoRjcRw+6cnrldnk+oWEN426EgwvM2L17IkIx+IwG7hFr4TKYoShGNtdvhAOd3lYrxMqq9wyINxo4bCnTCAhv5g8W2Lvk1FXkiGuJVa0SwzZjBe+dgn1KZtN2bZDqF8pvxlBEHKQjZ87p8KMNXMuS/iU5PP51mqbSS9YdtUwM16/qwEbf3wlaiqtGX6L73ox/pnvPLbPy0x62Ex6lJq0gueKOZ7pA7iFvtkQ8glCvpLLR1kMWiyc6oRJr0VbZy++OOnBCXcAh7s8aOvszfs5qpBI+fygBEgIjBgKqHmcq9l2gsgGNY91NdtOEGKRY5xTQFwBMAJKbDSyCGIxn/9lzzHc9uIOXPvse7hrYxuO9vnzrp8R3mSjwelAlzuIz0/0Y976nbjtxR3YsvtYRk4fhq7+IGe7GGEoxvbOHi9+9so/cO1z7+Eve49n2CBk15/3HMOnnb1YNqs+Iyje4HQgcloIko1GpwMVVuHdXnz3iREua3I6cMIdQFd/MEXwi+9aPnGwXO1gyq2wcp97wh3IyDkrZFO27aiwGvLud4IgiHxJ93Nca1+D04G/7T+B5nUfo62zF6tnT8Teoy4Awmt1ZakBXf1BTl/VVFuJPf904ablrZj13x9g+gvbM/wWn6/jW7OZtZ/rmYFNXJNpT2WpAf5QNGWt5rODqw62/kn3GXzlCvksMb6SzUcxQp5tnb24/oXtuOP/fYgvur1Y9D+f4trn3sPMVe/n/RxVSKR8flACjEASGyTYRwwW7GY97zi3C3zJLyY0R4mhgprHupptJwixyDHOKSCuAPgElB66aSz2n/4yztDodGBOkrASkJ+4UnL9XCJWDU4H7ppSi/PPsuKxPx9IfJ4sXJnMVbWVmPL1s0QLQ92/aQ/qRtoSZabbsKalA3dNrWUVs2LKajkt1MgIojF9NbehBgte2oXFN7In5H985viU/OFC/cRlw8GjbiycWgvn8NIMcS2xol1iECO4xZQ7wmZiPbfR6cBIuxlzG7MTLMu2HSNsJjw+k11USGy/EwRB5EuGn2usyUille6bWtt7sOrdw4jHxa3VdosB13z9LNw1tTZjXW2qrcT8a5wp/hNAht9K+Dqn+DWbsfvAURfrM0NTbSXumpoqrpncHrvFgKpyc4poTbIgd3pdbHVw9Q+f0Dfb9Vw+S6yvZPNR6UKeQsKeStspLuXzgxIwArxig8bimEUQkmI1aDnH+WMzxsPK84ZtsTEKCIIaFSwIShDZoOaxrmbbCUIscoxzTTweZ09CTUiO2+2G3W6Hy+WCzZaZ0NvlC+GYK4Avur0JgaGXP+rE7ZdXo76qHMFIDDWVVvx5zzGsaelgzWf9zqKrccHw0pzsc/lC6PaE4A2GYTcbEIzE4A4MiEaZ9QMPbjcsb8mo12LQormxBjeOH4lAOJohRsWUmywMxWb/6tkTE/mBmDLrq8phN+tRYTEkdkGl91F6WX+9pwn+UBR2sx6lpgFxsT5fGKUmLUw6LbyhKPoDEdhMOlRYDVkHZV2+UEJQy2rUDag4awCDtgQ6jQZ2HnEtpi/4RLuysYMpy2rUwaAtgcsfgtWYWW56vUy/eAID9zpZZFWMTdm244Q7gF5vCO48+l0OhOYoQRDFJ595muLnLAYEwzG4/GG4A9y+6Y17mniFHNnq6POF4Q1F4Dvti3QlGlb/yfDXe5oQTPKfgUjszJpp1sFm0iMQjqas2f2BCCwGLUo0GsQRh0FbglAsBsSBeByJuhnfybdmH+7y4N9+uwNP3XoRhtuM8ASisJm1iMaAU94QrAYdysw6mHQl8ATCKDNl5zeSfYbNrIfVqIMnEOG0J19fmXy9Sa/F9S9sTxxLftZgI5/nqEIi5fODHHDN0wPH3Nj4QQd+fJUTnlA0ITZYatDiv7e1Y9aVNRg9kvwvoW4Od3kwZ+1HWHnHJdBpSxLjPBKNYcFLu7Bu7uVFX2f45uizbx7AwzeNy5ijj7y+Fz+7bjTNUWJQoIaxTvOUGMrIMc7pXQoFYbcY8EW3F//xyj8SweAxI20w6bXY1dmLNS0dWDf3ck4hIuBMYnnmi5P79JfPSmvmFye2c/gezrhEJRlxpGl1wzGhuoK1XWKEoZLFtpIFlzbPn5xi1xfdXk5hMQCJYLg7EAY0QKXVgPPPYm8Xk7c8uQ8A8PZdPoJaUopxpZfl8oUQicUT7WbOybZetj5h2/UnZjwx54ywmRQZACcIYmjBtnYJ+SZ3IAKDLoRAJAZPIMK7NrLV4fKF8PkJD68oc38ggstrhp0pA4BJVwK9dmBN1WtLeH0ZU0+3JwR3cMC+C9KC+Gy2Mtf0eEO8ojWb509G3dm5P3BmI/TNdX6u9bV19qYcy1Xwu9gkt4m5b190e3nHohJx+8P43Yf/xO8+/Cfr8RsnnCOzRQQhPe5AGD3eEP62/0RiU5M3FMWuzl70eEOKXWeAgTn69sFuvH3w76zH77xaubYTRDa4/WF8+k83Pu/yYLjNiGgciMbi+LzLg0//6Vb8PFWr7QQhFjn8EQXEFYbdrMeyWfVY29qREvhucDqwbFY97GZhwamjfX7c++pubD/Unfj8qtpKPHnrRRhVbgYAUeekk6+wU67ioUIiXekEwlHc8pv3E39ztSu9DywGLdbMuQwrt7Zje7v4flECudxPKcuRqn6CIAi5EfIpnuBAEDw9zUY2a+Ocyefx25Dm27NdU3NZg5OvWT17Iq99ahZnylbYU+ltVbu/FcqdLDQfCUINCH2fExIKKyYk1kcMFcqterz0oyvx6JZ9Kc93jU4HXvrRlYBGuYkU1Gw7QYiFRDWHIFajjjW3ZevpPKNlJj2vuFKpSZfxRQlIzY3p8oUEz2EjX2GnXMRDxYh0pZfz/hfCeUHZ+qC5sQbLtx5KCYZzXa8kcr2fUpUjVf0EQRDFQEioOB6P55RzOnltFBKpTA4CZrum5rIGp18jJHapNuHGZLIV9lRyWweDvy0VEEgqJSEwYhAg9H3OalTuOCexPmKoYDXoMgLKwIC+y9It+2A1KHesq9l2ghALiWoOQTyBSMbCxtDS3gN/KMorruQNRjK+KDFsO9SNbs/Aa7ZC57CRr7AT3/WPzxyPz465RZXLVU5TbWWG2ChXu9j6oL6qnLPv+fql2OR6P6UqR6r6CYIgioGQULFWo8nJNySvjXyC1XMaahAIR1mvE1NfLmtw+jVc9qlVuDGZdEFsLmHPJhW0dTD4W08wgjk8c8ETjBTJMoKQDqHvc56Acse5N8Q/R70h5dpOENnQLzBP+xU8T9VsO0GIRQ5/RD8dKQy3QL6n/kAYFwwvxfJZ9aziSum5MtmuF3qBhi/n1KhyM2fdYuC7/pnbLhZdLls50XgcM1a2cuZpTW4XWz+rNa+omDFTyHKkqp8gCKJYJPsUJr9r25E+3L2xDc/cdjHvtWLWRl8oirs3tqG5sQbNDTUIRmI4p8KMv+0/gbs3tmHDj65gvU5MfbmswenXpNtXZtLDYTUoXrhRLKPKzVh84xgcOeVDMBKDTqPB3IYaNDeej0A4CqOuBNXDLBip8JQjg8HfunzhjLnAiKTfvbEN6+ZeVmwTCSJv1DxXXb6IwBy9vNgmEoQkuP3qnadqtp0gxCKHP6KAuMIQm6ebEVdy+ULo84Xxrz4/Pu/ywGbS4afTavH/ffAVbr+8OiHkYjXoEInFYDJoEYvxh8SFcvFIKXaVT7np5x/u4hctS25Xej9bDFqcU2HG6tkTEYzEUoRMmTKtRp2g2KTUiBFHzTe3u9hyTHot2jp7M+yQqn6CIIhCcMIdQK83BHcgAptZhwqLgVXkN+FTujz47n/tSHyea87p9LUxWSwaAFbPnpj4m88/CdWXyxrMdk2yfe8suppXZFsMYvyXnOVpNRpW0VCLQYvmxhqMKjfjo45TsJt1KDPpEQhH4fJL5++l6A+he63kNAwMNrM+Yy4kQ88MxGDAZtKjqsKMlXdcAp22BP2n15JwNIYFL+1S9Di3mXS8c9RGKVOIQYKa8+Wr2XaCEIsc/og8msJgcl1uY3klNj235bE+P7465cPyrYdSXplpqq3Ehh9fiSf/egArtrbDYtAmhF1a23uwcKoTDU4H62s2Ss+fyUc2fZd8LtM/T79xEC1JfcII39y9sQ2XnluBnV/14r4/7kkps5AiVmKFs7JpNx985TQ6Hdiy51hiMUq2Q6r6CYIgpKazx4v7Nu3JEBx6fOZ4VDusrNekr2lMzulsfSbf2tiQpJvB55/E1JfLGlzodVtq4UcpymNrc/LzUfLDduPpVzHv3tgGXyiat7+Xqj+ExtTOr3phNeoULa7J5INsYZlPlJ+YGCxUlhrw+3lX4IHNmf7n9/OuQIVFucGqCqsBTc7KDE0lAGhyVqLCSs/1xOBAzf5IzbYThFjk8EeUQ1xhiM3T7fKF8PfPT2YEwwFg+6FuPPr6PowZZQcwIBaZLOwyWHOFZpPjPPlcpn/SHUprew/WtnZg8Y1jsGCKE0u37E85XkgRq2yEs/LN7S5UDhMYSM7NnmyHVPUTBEFIyQl3ICMYDgzkVrx/0x6ccAdYr0tf07hyTgutcUK5yde0dAj6JzH15bIGF3Ldllr4Uary2Nqc/nzE0HLa/zc31uRlu5T2c7UBODOmlm7Zr3hxTQOAx2aMz5hPjU4HfjVzPOiJgRgM9AcjGcFwYGBteXDzHvQrOFd+NBrDgikXsOZsXTDFiWiUP8UkQagFLYAlN49l9UdLbh4HbXHMEoWabScIscjhjzTxeFwopTQhEW63G3a7HS6XCzabjfdc5tVarnzah7s8+LLHy/r6L8Pq2RMxb/3OxH+TYV4Rrq8qh92sR4Vl8OQKFeq79HOPugKY/sJ2zvLe+GkTbln1Pmc6FileLU/ncJcH1z73HudxtjqzaTcfyeWY9Fps2XMsJXUMlx1S1V9MspmjBEEUB7Hz9OAxN67nW9vvaULdSO7rk9c0m1kPq1EHTyCS9RqXXI7VqINBWwKXPwSrUdg/ZbOm5rIGF2LdzsV/yVlecpuNei2v/09/fsrF30ttPwB81e1F+0lPSi7FZD9diOeSbOGapweOuXHv//4Dy2bVwx+Ood8fRplZD7O+BHdvbMNT37kYo3nmJUGogQPH3Lxry1/vaSr6OOebo7f+5v3E98T0debVn0wuuu0EIQUHjrnxg9Uf4qlbL8JwmxGeQBSlJi263EHc++pu/H7eFUUf63zzVOm2E0S+yOGP6F0KhSKUT9sdCAuKQDLH2c5LzsWzef7kon9xkpJscpHbLQZ8dsLDe47bH+bNTV4I0YpcxHjyze3OVk5bZy9nzqZ0O6SqnyAIQgrcAf4deELH2da0ETk8c7GvjezpWoSvk+78XK8RQmoxOanLS27zRx2neM9Nf37Kxd8XQlzvlC/EuyFCyWJabn8Yu//lxjXPsP9IoGTbCUIsaha8Y773cD3/K9l2gsgGtz+Mbg+3P1XyWFez7QQhFjn8EQXEVUqpUSco9MUcz0YQTGoRLKlJt6/UqIM3OLBjr9xiQCgSQ38gDItRhxKNBroSDRwCbRBKxm816rBmzmUZIpsMhRCtkEOoUgrBTpNBm0ibImW9BEEQucKsMRqAd+2WQohFCetZNjYw57r8oQw/CSDDv/qCEYRjccTicfiCEdgtBsE2CvkNg64Eh096RPdVIf2h0Bgw6VNfOs6lrkLYr2Yxa5tZj8vPK8czt02ANxSF+7TYoNWgxX+88qmibScIsahZ8M5m1qe8SRyMxGDSaxO+VMm2E0Q2qH2e8qFk2wlCLHL4IwqIq5CjfX7s/KoX8XicU+irMUmwS6wgmNQiWFLDZl+j04F5jecjjjiefvOzlDYyOTWf+MsBPPLtcZxtqLAaOEUpGpwO/HXvcazY2p4isskEVgolGqkUwTMhAa8tu49h95E+0WNE6WOMIAh1w7bGsK3dUgixKGE9y8YGrr6Z11iDbk8Qy99pTxGtaXQ6sPjGsXjqjQPYevCkYPkMQn7jL6d9qti+KqQ/5PP/jU4HKksNsBi0CWHNXOoqhP1qFrOuNOnw9HcmsIrdPv2dCbBqNUW0jiCkQc2Cd+WmgY1Ay7ceStmV1+B0YM2cy1CuYNsJIhvsJh2aaiszND4AoKm2EnYFj3U1204QYpHDH5GopspgxJmWbtmPkXYzFk5xZiSZb6qtxOMzx+OzY24A4gTBpBbBkhou+1rae3DM5cealkxRLEYU88KRNt42jLCZ8PjMTIGnZOGz5PIYka1CikYqRfBMjCic2DGi9DFGEIS64Vpj0tfuBqcDC6Y6YRJ4eyqXuuRcz7KxgbdvWjrQ3uXJUHBvae/B0i1nBLr5yk9GjN8QU45QeVL4wxE2E37F4f/nNNTg+bc/R3NjTV51FcJ+NYtZBwFescFgccwiCEkpM+rw2IxxrIJ3j80YjzKjcoNVMQArtx5i/V61cms7SFKTGCzEAcy/hl2wb/41TihZaE/NthOEWOTwR8r1xgQr3Z5Q4gvtgg278H+uPh/3Xl8HYCAveLlFj5E2E+wWAx68YQxuv7wawUgMOo0Gcxtq0Nx4PgLhKIy6EjjPKsXI0zuzkstNZ9uhbnR7skuLITV89o2wmVh3YAADk6W5oQYrtrbztqHaYcWz352AXm8I/YEI3IEw2o70pewoZMp74FujMXPC1wouGjmq3Izls+olFzzL9l4zdhxzBfBFtzchZJDcN2LGiNLHGEEQ6oZvjWlt78G919ehvqocbUf60LzuY7y+sDHnNUcJ61k2NvCdu729B3MaaliPtbT3YC7LMaE2JvuvXl8ILj+7TxXbV4XyhwAQjcUxoboCcxtqUsR6GFt/cV0dftxYk1ddhbC/kH1SSPoDEdY3FoGB8dYvkNufINRAtyeEOWs/wso7LsH92pKEeGwkGsMPVn+IdXMvV+xcdQci2M4xR7e3d8MdiOBrMttEEIXAHYhg3vqdaG6sQXPaM8C89R/j1Z9MVuxYV7PtBCEWOfwRBcRVRrI4ky8Uxa/fOoRfv3Uo8dnm+ZMTD1hCokub50/GuaeFvQoh+iQlfPaJFRcVasMImwkjbCa0dfby9lsoEsvYMVcolCJ4ZrcY8EW3F/Nf2pXVdfnWSxAEIRahNeafvf6UNSyfNUcJ61k2Ngidy+dHuY4JtZHxX0I+VWxfFUq42eUP84pHB8JRyQWrpUKNYtZqFhskCLG4A2Ec6fXj5hWtrMeVPM5pjhJDBTULyKrZdoIQixz+iALip/nNb36D3/zmN/jyyy8BAGPHjsVDDz2E6dOnAwACgQB+9rOf4eWXX0YwGMR1112HVatWYcSIEbLamY2Qks0kPgl9IQSapBQb47NPrLhounhoV38Qff4wrAYtrEYdys162C0GSfvC5QuhxxtC5LQomTcYQalRBw2H4KccAm1C7bMadTjc5cmwge265PEVjsV5hdLULAJGEITyEVpjqoZZsHCqMyGwmZ8YY2HWs2x8gKDosV6Lts7ehEAmH3x+NP0Ys+6b9Fp8/OWpDB+azjCLAevmXAa7RQ+dtgS93hCisTg+KYBAWy4+dJjFgNWzJ2Y8IzE72aWyTwkCrEqABPuIoUA238GUBon1EUMFNfsjNdtOEGKRwx9RQPw055xzDp588knU1tYiHo9j/fr1+Pa3v422tjaMHTsW//7v/44///nPeOWVV2C327Fw4ULccsstaG1l/+W/UGQjpFRZauBNQp9+rpQCTVKLjfHZd8IdQJPTwfo6RcNpcdEM8dD/3Z2SL7XB6cBdU2tx7jCLZH1xtM+Ph/60F7dfXo21rR2Cgp9yCbTxta+pthI7v+rFfX/ck2GDWV+SIhBkMWixbFY91rZ2pIwvLpvVLAJGEITyqSw1cAoMNTgdeHPfcbR19mLZrHr84aPOvNacQqxn2foAPhsanQ5s2XMssTY/cct4bvElpwMn3AFWm5IFugHudT/Zh45MsvVonx9Lt+zH7VdU45m/ZQpfpz+L5EMuPvRonx8Pbt6b8TzAiLBOPLdCEvuUIMCqFGwmHVbPnogV77ZnjKHVsyfCRkJgxCAgm+9gSsMmIAhKc5QYLKjZH6nZdoIQixz+iEQ1T3PTTTfhW9/6Fmpra/H1r38dv/rVr1BaWooPPvgALpcLq1evxnPPPYepU6fi0ksvxdq1a/H+++/jgw8+kNXObIWUVm5tZ09C/27q6zVSCjQVQmyMy75GpwMj7WbMbaxhFZWY21CDz465U8VD04LhwECfLN96CH///CQA5N0XTB/UjbRlBMOZ+pIFP0+4A7IJtPHd6wVTnFi6ZT+rDa2HB/LMMv3c3FjD2jYum9UsAkYQhDpYwCI0nSzm2Nreg3WtHVhy89i81hyp17Nc/CafX5yTJF4JAEu37MeCKU52ocvGGjiHl6KJpZyHbhqL/Uddic+41v1kH8rYmvCDo7j9YPqzSK7k0n+Ja1ieB9a2dmDxjWMk8U1KEGBVEhoAq95lfzZd9ffD0BTHLIKQlEAkxisEFhBI91hMNACW3DyWVRB0yc3jaI4Sg4YSjYbXH5VolDva1Ww7QYhFDn9EPx2xEI1G8corr8Dr9WLSpEn45JNPEA6HMW3atMQ5dXV1qK6uxo4dO3DllVeylhMMBhEMBhN/u91uSewTK6TU7QllfNFj2M4jnpivQFOhxMbY7Cs16eANRuAJhPH4jPEIRWPoD0RgMWihLdFAW6LBM7ddnCosxtEnjABntyeEC4aX5tUXTB/MmXweZ26vZMHPXq+8Am1sfakr0WD6su0pgmfJNsyefB7u2tiWEO84q8zI2TYum5UmAlaoOUoQhHSInafdnhCa132M5sYa/HJ6HY6c8rOKALe09yAQzj8YIeV6lqvfTLfBpNdiy55jGeKVvlAUzes+xl/vbkIkFofLH07xkw6rAStY/KsvGMF900fjF9fVwReKwmLQCvo0xlYxfpDtWSQXcuk/IRHWJTeNTdntLqdtakTsPHXxCSQd6oYrEMGoglhIEPLR6w3xCoH1ekMYYTPJalM2c/QHqz/EU7dehHun18ETiKLUpEWXO4jbf7sDv593Bc1RYlDQ5w/z+qM+f1iS54BsEDtPlWg7QUiNHP6IAuJJ7NmzB5MmTUIgEEBpaSk2bdqEMWPG4NNPP4XBYEB5eXnK+SNGjMDx48c5y3viiSfwyCOPFMRWMUJKuYon5vvFrJBiY/naJ0ZYjLEvn7qYesQKfroDEd7zCiGMkd6+ts5e1mA4QzASSxHvWHXHJbzlc9msJBGwQs5RgiCkQew8dQfOCAyNGWnLSwRYLFKtZ/n4zWQb2jp7OYPPvlAUvb4QJlRX8JbFR1tnL+/xZB8q1g9KcS9y6T+ha7xBfr8sFiUIsMqB6HlKgn3EEEDouV7oeCHIZo52e0KcYsg0R4nBghL9EflSgjiDHP6IAuJJXHjhhfj000/hcrnwv//7v5g9ezbee++9nMu77777sGjRosTfbrcbVVVVedspVpiJS3ArWRCLEdySUtxJyeKJQrYZdSWwGnX44qQnIYTpC0Zgtxiy6iOmHrGCn0L5j4ynxcvKzXoMLzMWJKBcaTXg9bsa4AlEUWbSJdK4+EJRNDfW4LxKK37XfHlCDM2i1/KWpwYxj0LNUYIgpEPsPE1e34XWXjHrUyFEEE+4A+j1huAORGAz61BhMcCkK4FZr8WqOy5hFXUUay8A2M16LJzqZBVYykVINL0PhMQ5q4aZEQjFcPC4G1bDwLlS3AshcnnukOtZRep6lCrOKXqekmAfMQSwmXS8gnfFyO+bzRz9+vBSrPz+JYhE43D7B9YanVaDBf/fLpqjxKBBif6IfClBnEEOf0QB8SQMBgOcTicA4NJLL8XHH3+MF154Af/2b/+GUCiEvr6+lF3iJ06cwNlnn81ZntFohNFolNTGbISZ2AS3shVCzAUliyfy2dbgdKCrP4hT3hAqrIaMnKfZ9BFTT9uRPjQ4HRn5vZj6GMHPCiu/ONqfk8TRmk7nqJVSiKuzx4v7Nu1JsbPR6cCGH1+JY31+/Hb7FxmCHdNGj8DUurOw9eDJjPKKfZ/FUog5ShCEtIidp8nrO9/aK2Z9KoQIIts62+Qc0G5oXv9xIgCeLOroC0WzWk8N2pKMXeJMedkKibL1AZ84Z6PTgTf3nTgj5DlzHJoE/KBUviKX5w65nlWkrEfJ4pxi56ndpOMWeK2thJ2EwIhBwDCrgVfwbphV/mdksXO0wqTDb384EQ9szvxe8NsfToRJS7mJicFBuVnP64/KBYLOhUDsPFWi7QQhNXL4IxLV5CEWiyEYDOLSSy+FXq/HO++8kzj22WefobOzE5MmTZLNnmyFmdgEt7IVQswFJYsnMrali4c1OB24a2otLjjLin/1+fPuI6aez465MbdBWPBzhM0kWhxtu8RCXCfcgYwgDTCQZ3fp6/twtM/PKtjxn28exM+vq8voSyXcZ0I5dHZ2YteuXZL86+zsLHZzCAWT7HvWtHSwrr1i1qdCiCByrbPb27ux/N1DaG6sSXzGiDo2N9ZkLebMVkcuQqJcfcCIc7IJcGYIef75AOZfcwEOcvhBKX1FLs8dcj2rSFXPYBHnjAOYf80FrM9F869xIl4cswhCUoy6El7BO6E3Z4pJBMgIPgAD3wse3LwH8id7IYjCEI/H+f1RXLkeSc22E4RY5PBHtA3jNPfddx+mT5+O6upq9Pf3Y8OGDfj73/+ON998E3a7HfPmzcOiRYswbNgw2Gw23HXXXZg0aRKnoGYhyEWYiU1wK1shxFxQmnhium0rZtWjqz+YEBazGnTQALh+2XYsn1WP598+xHptNn00qtyMZ267GD3eEJbcNBbRWBzeUARWow5aTabgZ3Kf9fpCMOpL8Oa+ExniaNnaIUSvN8S6cw8Atrf3YE5DDeux1vYe6Eo0GUJsSrnPRPHp7OxEXd1o+P0+Scozmy04ePAAqqurJSmPGHwkr6Pe4BmxZW8wInp9KoQIIt86y4hRpn+2+IYx+HFjTdZizmxkKyTKVRYjzvmHOyfhnmujiMTisJv1+DOHkOe89Tvx57saEQcSftAXisJult5X5PLcIdezihT1DBZxTncggnnrdyYEuoORWEL8dt76j/HqTybja8U2kiDypNvDI6qp8PnaH4hw+quW9h70FyH/OUEUApcIf6RUAVk1204QYpHDH1FA/DRdXV344Q9/iGPHjsFut+Oiiy7Cm2++iW984xsAgF//+tcoKSnBrbfeimAwiOuuuw6rVq2S1cZchZnSBbdyKSMXlCSemA6bbYyopJQCYNn2AXN+W2cvjpzyc/54ka0dfAgJ+/D1hzcYgX1EmWLvM1Fcuru74ff7cEXzw7CNPC+vstzHvsSHax5Bd3c3BcQJXgotvpzL2pvLOhsIR7Nqh5R285XlC0VxpNeXEC3d+OMreYU8T3pCuLxmmOi68yGXey/Xs4oSx2UxcPvDKQLd6ailHQTBh5rnK4n1EUMFNfsjNdtOEGKRwx9RQPw0q1ev5j1uMpmwcuVKrFy5UiaLMhESZrKmiV2xCS+JKeNwlydnsSY5xZ7yrSv9+mEWAywGbU4CYC5fCF39QfT5w7AatLAadSg363Nuu82kxykv/+vPyXbk0xeCgp48/cHYwFW/UsW/CHmxjTwPw6ovLLYZBCEKPj9pMWhRYTFw+kmuNS+XdZZLKIatjsBpwTY+shGeEXpWGF5mxOrZExGMxFBuERJ20qGz24tgNIZojkLVxUYJvkzJguXZYDPrecUG1dIOguBDzfOV5igxVFCzMKWabScIscjhjyggriKEBCF3ftULq1GHUeVmTuGlJ24Zz1lGU20ldn7Vi/v+uCflGrFiTXKKPeVbF9f1a+Zchg87erISADva58e9/7sb29vPlMXkJD93mAUjc2h7ZakBH315SpQd+fTF0T4/+vxhNDodaGGpp8npQJc7wHotYwNX/Y/NGIdHt+zH2we6sraLIAiiWHD5WotBizVzLsODm/emrPfMuqYB8AuOtbjCauBcZxmB5WS4xBbT11vGppVbD+Hi6grJxCv5njeaaivx+Yl+3L9pLwBg4VQnb9v+tv84Lj9vGFa9256SQkAt/kApQpZKFizPBptJhzWzL8Pydw9liA2umX2Z4I9HBKEGKksNvIJ3Sp6vNEeJoYKaRZ7VbDtBiEUOf6RcRQ8iAy5hJkagcemW/fjlq7txwh3gFF5a8to+PD5zPKu404IpTizdsj/jGjFiTXKKPeVbF9/1K99txyi7WbQAmMsXygiGAwP5X5dvPYS/f34yp7bbLQZc8/WzcNfU2gw7mpLsyKcvmGsXbtiFxTeORWNaPY1OBx6+eRxGlZs5+wIAZ/33b9qDupG2rO0iCIIoJly+dvGNY7Bya3vGes+sa3///CTnWmzSleBXM8dnrLNNzkosnFKbIkbJJbbItt43N9Zg+dZD2N7ek5eQqNg+YJ4VHvvzgcRna1o6MKehJqNtzLNJPA6sSAuGJ/eNkv2BkoQslSxYni0r3z3EKja48l3uNHEEoTYWTHGyCt4tmOIskkXioTlKDAXULPKsZtsJIhsK7Y/opyOVMarcjKXfHof2k54U8QRGzGrboW70ermFl9460IX7vjU6Q9xJV6LB9GXbM8QbAXFiTXKKPeVbF9/12w9146Ebx0BbohElADYgmsNeFiOUlmvbR5abYTFo8fiM8fCGIgk7hpcZE+Xl0xfJ197x/z7AU7dehHun18ETiKLUpEW5SQ+bWY8SDbcY2uEuD6+I21wWQU41iX8RBDE0YRNBjMXjKW9QJbPtUDdmTz6P81i3JwSNBphQXYG5SeJHe/7lwkdf9mD5rHrYzXpUWAycYots6319VXlix4QvFMXdG9tSBJZqKq0YZTfltN6y9QHbs0JyvQ/cMAYd3d6UZxOphKqLgdKELJUsWC4WdyDCLTbY3g13IEKimoTq6faE0LzuY1bBu+Z1H+P1hY2Knbc0R4mhgppFntVsO0GIRQ5/RAFxFXLKF8K89Ts5jwuJd3V7QogDKDXpoNEALn8YkdPBTi6EEtZLKR4jlKsz37qErvcGI5hQXSHKVqGygpEY+gPhlDZZjTroSzTo8YZQatKhwmLACJuJ9Xo2ES6XL5TIX2vUlWDhVCfWtHSw3j+XP4TPT/QjxpK31RMMY+FUZyIfk0ajwTsHuqDRAONG2eEPxRCKxVFpPRN812iigCa79ifD5IAKRqJo6+ylvOIEQRSU5LXXbtbDatTBE4iIygWdvv7u+uoUb118AsT9gTDiAK9Q8ub5k3HB8FLutvgzdyOn15kusPQ//2cS7CNzX1/T+4ARn06HqbfhgsqE2CZDKMovVO1KE8xRQr5uhkIJ4+XTRiULlouBBPuIoQDb2qHRnHmAVvI4pzlKDBXYxrqa56labCcIsZCoJsGKkFCLUC6d/kAY3/2vHWh0OjCnoSaxg4sPoYT1UonHiMnVmW9dUgrdCJVl1JXAbNBi4ca2lDYxr5L/cM1HuKS6HI/PHI9qh1WwPrb+aXA6sGxWfeItAQaLQYtSox6PvL4v5TUTpj/LzQa0dfamBE+anJWYP+UCzFu/E75QNCk/bTtrzlwx7U+2Z9mseqxt7UipUy15ZAmCUBfJ62Xy+sO2HorRWwiE+QO7YgSI+eA7h6t+IRFoqXO9Cq35paZUYU+LQYuqCgvvNcFIFEf7/Lz6J8XyEYUQxlNaG+WGhMCIoYDdrGd95mWe2YXmQTGhOUoMFewW9c5TNdtOEGKRwx9RDnEVwggrsXFVbSUqrNzHk8W7Wtp7sLa1A82NNWg70peRgyq5TCHxFyGbxIjHiM3VmW9dUtgqpqwGpwNd/UHs6uzLaFNrUt+3tPfg/k17cIJDvJKBq3+Sy0rmwRtG49Et+zJyLjH9+f7hnoxj29u7seLd9kRZZ/LTst+TUpOOs/2NaUJxzY01GcGo5LKUnEeWIAh1kb5e5rP+MGW9/0UPr5/s6g9yHqssNeTse/jq5/PdjU4HKqzS7iTma0NTbSW8wUiKPc2NNfAEwxn5xZNt9IWigvonxfIRUj4vAMrKSV4sykw63vFQRkJgxCDApNey+pzW9h6sa+2ASa/luLL40BwlhgqlRh3vPC01Knesq9l2ghCLHP6IAuIqREhYaYTNxCu+mSze1dreg/qq8rzFuKQQexKTq1OKuqQUpmLKamLp67um1mLy+Y4MoVIGpu+BgR8ner38X4T5+ie5LKb+8efY0cKRc2nboW4MtxkFy6qvKs9wtMlleIMRzr58fOZ4fHbMnfhMqCzm/hIEHwcOHMCuXbvy/tfZ2VnsphAFJH29zGf9Ycri8pOM0PE1Xz+L16/k6nv46l/T0oG7ptSiyZlaZqPTgcdmjudMx5UrfG1Y+u1xCIXjWJgkJFdfVY5AKIY5LP3WcPotNa1GI6h/UiwfIbWQpdjnnMGMPxLBYzMyBWaZMeuP8Kf9Iwg14A6EOX1OS3uPYDqmYuINRbD4xrGsc/Shm8bCG6I5SgwOPMEI7zz1BJU71tVsO0GIRQ5/RD8dqRQhYaXk4z3egXOSxTeTCUZiqaJY3xqNUCSWtVhTvmJP2eTqzLcuKYWpRpWbsWJWPbr6g3D5w7AYtLAadCi36PFlj5c3N3ty/leh3O9C/WM367F5/mQYdCX4y97j+Gevn/d8vny3zDG+c4CBvE7nn1XK2ZfP3HZx4vNwjF/vmnKdEXz4XT0ANPj+978vSXlmswUHDx5AdXW1JOURyiJ9vRRay/jWH6YsNtFKo64E1cMsGHk61YWQX8nF93DVbzHo4AtF8EnnKTQ3nodfTL8wIYrc5Q7ilCeI80Sk4soWrjZ82ePF/33pE/yfq8/HvdfXAQD8oSh6vCH8xyv/YBV+untjG5657eLT7eT3gcXyEVI+LxQqJ7maONUfxuLNbVj5/UsQicbR7w+jzKyHTqvBnet34rGZ44Czim0lQeSH2y/wTC9wvJj0ecNYsGEXnrr1Itw7vS7Fr3zvvz/AqjsuKbaJBCEJLp+A7phA/uJiombbCUIscvgjCogrFDGCS0LCSonjXR589792sJ5jMWhxToUZq2dPRDASg0k/EMwdMyq3L9H5iD3ZTPqE6CIj9GjSa7GrsxdrWjoycgQx9Wg0QCQWxzF3AIdPelKEIwUF1UoNvCJm6XDdFy7xS6NOi1V3XJLSjuQAeXL+V65cryfcAfR6Q4hE41gz5zLWcgCgwjLQli9OegAA51SYeeseXmaExaBlDdgzdqXnAG9urMHE6grYLXrotCUIhqM4fNKDSit7Pyb3ySlfiNd+yklI8BH29QOIY8L37sVZNXV5leU+9iU+XPMIuru7KSA+CDnhDsBs0OKvdzcBmoFdNFaDFq8vbMTWz07gv977Iqv1x27WJwSIQ9EYhpeZoNdqcMwVQIlGA5OuBF+c9MDlF/Yr2YopunwhmJNerU8WzVw9eyKvwPYb9zRxHuOrT4x9dosBgUgM4VgMp7whBCNR2Ex6/HSaE75QDN2eEHQlGpxVZoTNpMdv7rgUH391Cnex/CjP+BmhfOeF9hF8bZdKyLIQOcnVhs2sR/UwE0zaEniiUTA/lZu0JageZhoSfUAMfoTWM6n1HaTEZtZjlN2EC86ywh+OoUQTha6kBBecZcUoO81RYvDAPLM9detFGG4zwhOIosykS6RwU/JYV7PtBCEWOfyRcr3xEEZqwSUmB+a2tNd0LQYtVs+eiKffOJiSWqNY4k6VpQasmXMZlm89lCEOsWbOZRm5Oo/2+fHQn/bi9surM3JofWP0cCy+cQwe2LxXEkE1pj6x90WM+GVyPneuXK+dPV7ct2lPis1sIprJuUwN2pIMsUy2ug+d6GcV40y2i8lP29bZh2Wz6rHhw68woaocz/ztM1H9KFYENJdcrMTQpHR4NYZVX1hsMwiF0tnjxZLX9+F7V5ybsd43OB1YOMWJi75WjgUbdolef7jW1LkNNViwYRcuqS5PCFT7QtGs1kM+H8Scf3FVORqcjoxXY9uO9KHR6WBNjZVL/vBs7Ovs8eKBTXuwPa1/H7l5HJ78y348//ahlM/nNtRg/1FXxtrfdNrfJOufpD+rMHYU0kfIJXTJ9TzG1DcU/GClSYcHbxyHX6Y92zQ6HXhsxnhYtZoiWkcQ0lBhNUi6PsuJw6TDslmX4IHNmXN02axLYKE5SgwSyk06vHznJDz82t6Msf7ynZNg1Ss3u7CabScIscjhj2imKIxCCC5x5cBcfMNorHq3PeNhrZjiTiu3trOKQ6x8tz3lM6af6kbaWAUlLhxpw32b9kgiqJZcn5j7Ikb8Mjmfe6PTgcdZcr2ecAcyguHp5QCpuUxdvpDgNUzdS/98AOvSxDibaitx19TaRJ75NS0duGtqLRbfOAZrWzswZpRddD+KFQHNNRcrQRBEMsyaybVOtbb3YMW77Tjm8otef8SsqS1pa1o26yGXD0o+nyt3+YGjLiydMY41rx6bT+EjG/tOuAMZwXCmT5a8thd1o+wZnyf7D6afmpyVmNtYg8+OuXn1TwrtI+QUupQ6J7kaCQIZX2yAgZynD27eA3ZpWoJQFyNsJjw+kz1Xfrbrs9yEwD9HB7/SATFUiAIZAWVgYKwveW0vuJOeFh81204QYpHDH9EOcYUhRnAp1zzX6Tkwo7E47tu0V/K6cqXbE8L2dva2b0+zh+mnOZPPS9m1x1BfVZ7yefrfyYhpazb3RUj8cvENY3Br/dfQ4w3hjz+ZjAqrgfXBuNcb4hTLaG3vwf3fGo2ZE76WkstUqO5fTh9INcHs0Gtp78GDN4zBtLrhibyoAPD6wsaUXKkOqwH3/XEPmhtqRPejkC0PsNhPEASRK8yaybdOMccnVJWLWn+E1rHmhpqM/weyWw/ZfFDy+Wy5y8+vtKLCaoA/GMFjM8bBH46hPxCBzaTj9Cl8ZGNfrzeUEQxnaGnvwdykfmBIvi/3f2s0brxoJLQaDbQlGjxz28Ws+if55usWS6Geu7goRhuVRH+AXwisXyCXPEGohWqHFc9+dwJ6vSG481if5YbmKDFUUPNYV7PtBCEWOcY5BcQVRiEFl9JzYLZ19hasrlzIpu3MuVxCaemf5yOolqttXATCUdSNtKFGQDRKSGDMG4xibNpOPKG6j5zyZwSKAuEoJlRXpHyW/sX8i24vgOz6UciWUCSGMWn2EwRB5AqzZgqtU8FITPT6I7SOJdeVXm8262G6D0o/Pzl3OABsnj9Z0qBKdj6O3zcJ+eVwJIaxaT4nGanydYulGEKXcrdRSQgJfQ0FYVFi6DDCZlJ8ADwdmqPEUEHNY13NthOEWOQY5xQQVxhSCy6xiUQBAzuikgUTpagrX7JpO3OuRa/FwqlOXFJdAV2JBsOsBoSjMRjS2pZvW3OxLde6zpQjXpCHuc9C7WQ7LsYepk1C5ZsMWrh8A7vpSDyMIAg5YdZEMeugzawXJSAptI4l15Vebz5+Qe71MysfZ+b3TVz9b9SVwGLQotyix+Euj2hh0UJDvkpebGbqb4JQMjRHiaGCmse6mm0nCLHIMc4ph7jCYASX2MhWcOlonx8LN7bh2ufew8xV7+PaZ9/Dwo1tOHC8HzetaMFf9h7PyEmaa11SkE3bK0sN+Mbo4Si3GvBpZy+a132MH675CDcub8Ezf/sM4Wgc19ad2YLNiEOKKVsK26S4h4wgDxvJgjzJ95nvniaLZWZrD9Mmvn5scDqwZfcx3LWxDUf7/JKOZYIgCCGYNVNonTrlDcGgLcnwj8zalQzfOpa8pqavr/n6BbnXz2zqKzXo0MRxbiOLnwEG+mfvURdWz56IxZv3Cva7nJCvkpcyk4732aZMYDMAQRCFheYoMVRQ81hXs+0EIRY5xjkFxBWGVIJLXCJR2w91Y/nWQ2hurOEU6iqWuFM2bbdbDFhy81g88+bBDFHQ1vYe/OebB3HPtK8nJhDT1vQJJbat2domxT0UI8iTfp+57mm6WGa29jBt+uyYm7X8ZJFQRogMwJAXDyMIQj6YNfPAURfnOnXX1Fo0XOBIEV1mYBNR5FrP04WRmf8HpPELcosviq3P5Qthxxc9WDjFiSZnZp8suXksDh5zZ3w+t6EGI20mrHq3PSP/eDGFvAESupQbHYAlN49lfbZZcvM4enWVIIqMFvxzVFscswhCcs6psOBXHN+1fzVzPM6psBTJMmHUbDtBiEUOf6SJx+NxCcohROB2u2G32+FyuWCz2XjPZV7lzlVw6XCXB9c+9x7n8dWzJ2Le+p2wGLRobqxBfVU57GY9KiyGoos7iW27UBvXzLkMuzp7ceP4kQiEo7CZ9bAadfAEIjn3azb3Jd97yHDCHeAU5GHrA657CiBve1y+EHq8IURjcURicZz0BBGJxrGrsxdrWjrgC53RtH5n0dW4YHipZP0gB9nMUUKYXbt24dJLL8U3HliLYdUX5lXWlx++iQ/XPILGn67E10bX51XWqc7P8Nav5uKTTz7BJZdckldZhPwIzdMT7gD6fCHE40AcgDcYgdWghcWgQ7lFj25PiNd3MGtXMsw61ns6aGvQleCYKwC9tgTxeBxajQa+cBTnV1ox0m6SzC/IvX4K1Xe4y4Mve7y4a2Mb7rzqfDQ6KxGJxWExDDyStrSfxA3jRyESjaPXF4JRX4JINA6XL4xSkw7feXEHZ91s/S4navJVaoBrnh445sYPVn+Ip269CMNtRngCUZSatOhyB3Hvq7vx+3lXYPRI8r8EUWhojhLEAP/s9aE/KT5QZtIpJqAs9MyrZNsJIl/k8Ee0EUOh5Cu4JFYILFmoa/P8yUX9Msogtu1ixCtXbG3HtLrhKaKRI/KYM9ncF6lEs/gEedj6gO+e5mtPcpvaOnvxw9UfcZ7LiBwMZfEwgiDkR0jEjBEJ5oJNoIVZx9o6ezFz1fuc126eP5l3vct2PZR7/RSqzx0IIxiJwReK4vm3D+H5tw9lnDP5/EpMqK5AW2cvblremvh81R38Pz4VWwCKfJU8uP1hdHtCmLd+J+vxYo8Dghjq0BwlhhpqDiCr2XaCEEIOf0QBcZXDJQqWjRAYQ7HEF8QIm7Eh1EbTacFNk16Lts5ewbJTdmKbdaiwGHJShudqD/O5JxhGucWAUCQGTzAiqs253udC3lMSIiMIQk2kiw8nv00TjMRg0mux67Sv4Fpz7WY9Fk51ZlzDvCEjx7qX7KvsZh3KTHoEwlG4/IUXqbSZ9Djl5U5tYjFoUWEx4HCXB5FYPPGm1ssfdWJ4mZG3bPIZQwObeWD3ffJunzKTDifcAdz76m4aBwRRZGiOEkONf/X64A5E4PaHYTcP7LL+mkoCzWq2nSCEkMMfUUBcxRzt82fkCb+qthJP3npRQiRqW1qOVCA/cUWp4WvDqHIz77VCbawsHdjNx+yW5iu7s8eL+zbtQWtSblMmV3e1w5pXe74xejgW3zgGD2zei0++6sWyWfV4+s3PUuria3Ou97nQ97SYdRMEQWRD8jq6cKoTU+vOwveuOBdrWztSfESj04HbLj0HP3vlH3j7QFfic2bNNWpLMvxKg9OBZbPq8YePOgu+7nH5qjkNNbh7Yxt8oahoH5oLlaUGfPTlKTQ4HSk2AAPB8DVzLsODm/die/sZv9DgdOClH12JfxzpZb0OIJ8xlCg36fDynVfi4df2ZYzjl++8ElY9ZSgmiGJiF5ijFpqjxCDiqx4v7md5rvrVzPE4N4sYQDFQs+0EIQY5/BGJaqoULtFMIUHDfMUVpUSoDUICW3xiZ7+4rg7Pv/15xhdvtrJPuAMZAQYAaGnvwf2b9uCEO5BXey4caUsIuDU31mBta4cou/jKVIJwJQmREQShBtjEh3867eusa3FLew8e2LQHdWn56Jg1d1t7d8Y1re09WNfagSU3jy3ousfnq9a2dqC5sSbF1kKIVNotBlzz9bMGxEnTBG4W3zgGK7e2pwTDgYH+WbplH466AooS8iaKQxTI+GIDDIzjJa/tQ5T9MoIgZCIO/jlK4mPEYOFfvb6MgDJw5lnwX72+IlkmjJptJwixyOGPaIe4Sun2hDKCpAzbDnWj2xPCBcNLsXxWfYZIFAC8vrCx6MJRYtogZNeocnOijS5/GBaDFtoSDWLxOLYePCmq7F5viHXHGjAw2Xq9IVGpU7jaU19VnthNmPz/QnbxlZl8Ptd9luOeJvd/sccTQRAEG+nrqC8URbeHf92f21CT8fm2Q92YPfk8zmsC4Zgk9nLB56ta23vQnGSzWB+aCyPLzbAYtHh8xnh4QxH4QlHYzQOvLN73xz2s1zB9etfGNjQ31qC5oQbBSAxGXQmcZ5ViZAF2sxPKpD8Q4Z17/YGIzBYRBJGMW2COugMRfE1mmwiiEKh5rKvZdoIQixzjnALiKkVIUFJI0FAJAUuxbRCCrY1tnb2iy3YLfPkSOn7mPHZ7GQHT9P8XsouvzPTziykGRkJkyqGzsxPd3ew/oGRLZWUlqqurJSmLIIoJ2zoaCPPvQ+Vaq/nW8EILjQn5onTbCmlPLn6XEeNM/1F48/zJOBf0au9Qwe2X5tmPIIjCQHOUGCqoeayr2XaCEIsc45wC4iojXRSMi+QE87mKVuZ6ndiy2EQZk0XOwrE4Dp/05FRvNoKPNhP/NBA6LlRn8r3K5r7xlcl1frZIeY+J4tLZ2Ym6utHw+6V5Rc5stuDgwQMUFCdUD9s6KrQWM6LM6eKZfLnqCr0eC/mi9DaxiYOWGnXwBiOSC3C6fCGYBfL4cfU5CbQNLWxmEuQmCCVDc5QYKtjMek6B9TUtHYoe62q2nSDEIoc/ooC4ikgXBRMjTpWraGU+Ypdiy3rilvEpoowWgxbLZtVniJzlUm82go8VVgManQ60sPRlo9OBCqu4YAFXnW1H+hLltx3py0pUrJDClVLeY6L4dHd3w+/34Yrmh2EbeV5eZbmPfYkP1zyC7u5uCogTqodtHeVbixs5RJkbnQ58a9zZsBi08IVSd5jLsR7z+ap0sexvjB4Og7YECze2pZRZCAFOxvaLq8p5+zRdzJtpI4lpDi3KTDreZ64ykZsQCIIoDDRHiaGC3aTD6tkTseLd9gyx9NWzJ8Ku4LGuZtsJQixy+CMS1VQJbKJgQuJUuYpW5it2KbasJa/tw+MzxydEGbMVnOQjG8HHETYTHp85Ho1pfdnodODxmeNF5Q/nq/OzY+5EO8Xct1zbkQ1S3mNCWdhGnodh1Rfm9S/fgDpBKAm7xZCxxq9p6cDCKU40OTPX1sdnjmcVZW5p78ETfz2IxTeOybhGjvWYz1fNbahJiGVfVVuJJTePTYg5p7dBSgHOZNv5/NvjM8fjs2PujM9JTHPooQWw5OaxrON4yc3jwP+eAUEQhcaoLeGdo0YthQ+IwcOqd9tZxdJX/f1wkSwSj5ptJwgxyOGP6KcjlcAmCnZ3kjiV3axHhcWQImiYq2ilFGKXYsp660AX7vvW6IQoYzCSmVs013qB7AQfqx1WPPvdCej1huAORGAz6VBhNYgOhoupk/ncGwzj8RnjEYrG4A1GBIUoCyFcKeU9JgiCUDqhaAwTqiswN0nM8aMvT+HS8yowp+G8FB/a4w1xijJvP9SNh24cg3cWXV2U9TjDV5l1sJn0CISj2PCjKxL28JUppQBncj3pzyXBSAznV1ox0m6C3WLAM7ddTALMBPoCEfxg9Yd46taLcO/0OngCUZSatOhyB3H7b3fg9/OuwMhiG0kQQ5gebwjf55mj/9+8K3BWlt+PCEKJuAIRbOcQ7Nt+qBuuQASjZLZJLGq2nSDEIoc/ooC4SmATBUsWp9o8fzIuGF4qeE0yXEnopRK7FFOW2x/G+WeVwm4xZCWEKZZsBB9H2ExZB8CzqTMf8UmphSulvMcEQRBKx+UPc/7gCqT60C+6vbxleYMRTKiukMy2bNdjMb5KqA1SCXCm254umrl5/uSE7yIBZgIYeO7r9oQwb/1O1uP0/EEQxcUdiPDOUSGBZ4JQC2oWplSz7QQhFjn8EQXEVUIu4oq5CjJKKeSYXBab8ENFimBY4ZPmDxURSaF22s16VsG4NS0d8IWiJMRBEMSggRF8XHXHJRlrHUOq0LK8gmLZ1ifGjwmVmS5wmWubhlkMWD17IqsfyadcYvBCgn0EoWyEBJyFjhOEWlCzP1Kz7QQhFjn8EXk0lWDSl3AmlOcSpcpVkFFKIUemrJ1f9QoKZhZSQBIYOiKSYtpp0JZkCMY1OB1YNqsef/iok0TOZKSzsxPd3eypDbLhwIEDElhDEIMLtvWQWeuShSWT17xc/G0+ZOP7xPqxylIDmmorWdOmNDkrsedfLs46xHK0z48HN+/F9nb2vp14bgX5EiIDm0mHJmdlyrhhaHJWUrCNIIpMhZXHf9RWosJK6zoxOLCbdLxjXcnClGq2nSDEIoc/opmiAly+EB5+bR/mNNQgDqSIJzDCj1wpOp689SL88tXdKV+0hYSscr2Or6z3Pj/JK5i5fFa9pPWmIyRaxtSvdsS0EwDu27SHVYRDA5DImYx0dnairm40/H6fZGWGgySIShAA93rIrH3NjTXYfaQvZc3L1d/mg1jfl60fWzDFiVg8ntKGBqcD86c48dGXPax1iCVhSzt73y6+cQyu+fpZ5EuIDDQAFky5ADFkjs0FU5zQFM80giAwMEfnX3MBu/+4huYoMXjQaDT8Y12j3NGuZtsJQixy+CMKiKuAbk8Ibx/owvuHe1LEqoy6ErQd6UMoGuO8NldBRimFHEeVmzHx3Arc98c9rMeTBb0KISAJDB0RSTHtBMB5Tkt7DwJh7vFESEt3dzf8fh+uaH4YtpHn5VXWsT07sPe13yISkS63Y767zpW+a10K+yorK1FdXS2BNYTUCAlLLr5hDH7cWJOy9ufjb/NBjO/Lxo91e0JoXvcxaxvmrf8Y//t/J+HG8aNy9q9CfbvkprEYOYjevCKkwxWIoHn9Ttax2bz+Y7z6k8kkBEYQReSUdyBfK5f/+ONPJmM4iWoSg4A+f5h3rL/6k8mKfZZRs+0EIRY5/BEFxBWOyxfCKd9AEDNdrIrhm6OH8+YUzVXISioBLJcvhHA0xpu/NVn4oRDCW0NFRFJMO+MCZeTaF0MlP3shsI08D8OqL8yrDPexL6UxBoDf1QNAg+9///uSlKe0XetSts9stuDgwQMUFFcgLj//uAuEoxlrFLOGcvnbaXXDpTMwDSHfl40fcwfCnG2wGLTQawdyiH/R7YXNHEqs12LXcSFbvMHUH+bIPxAMbEJgyTvZBsvzGEGoFXcgAotBi/qqcgy3GeEJRFFm0qG+qhwWg5ZENYlBg9vP/awEKNsfqdl2ghCLHP6IAuIKhskVOmfyeZznWAxa2MwGLNzYpsjc2GLytwKFF36QWyStWEjRzlz6YqjkZx8qhH39AOKY8L17cVZNXc7lFGLXuhRI1T73sS/x4ZpH0N3dTQFxhXG0zy/4touUYtRykI1tXOdaDFosm1WPR1/fh+1Jrx5eVVuJx2aMw6Nb9uPtA10pn7Ot49nYQv6BSMZu0bNqyjDPhkJCYQRBFJZyiw4v/ehKPLplX0basJd+dCU0GqGtNQShDtQsTKlm2wlCLHL4IwqIK5TkXKEXV5WjwenIyPkMDOTpXJwmagUoIze2mPytK7a2F0SkLJ1CC3YqBbHtlLIvhkp+9qFI6fDqvHauS7lrvRDk2z4GqVLDUPoVaWDWJD7fKbUYtRxkYxvXuc2NNZx6Hvdv2oMJ1RUpAXGudVysLeQfiHRKjTrWMcjomDx560XFMYwgCACA1aDDL17dnTFHW9p7sHTLPjxFc5QYJJSZdJwi6o1OB8oULEypZtsJQixy+COaKQolOT/nmpYOLDsthtiatqPrkupyUbm5i4FQjtHmhhpJBDPFUEjBTiUhtp1S9sVQyc9OEOlInVqG0q9IA7MmffJVL6vvbOJZ65TsK7Kxjevcyec7OF+vbWnvwdyGmozP2dZxsbaQfyDS6Q9EWH+kAgbGYD+lYyCIokJzlBgqeEMRVhH1BqcDcxpq4A0pd6yr2XaCEIsc/ogC4golOT+nLxTF3RvbUpLJn+ew4GvlZnzR7eUtp5j5o4RyjNrNell3hxVKsFNpiGmnlH0xVPKzE0Q6UqVeASj9ipQk5wFP951GXQmqh1l4hYaU7CuysY3tXKG86sEIe5oZtnVcjC3kH4h02HKIJ0NjgiCKi1BOVsohTgwWXL4I63Ni25E+3L2xDevmXl5sEzlRs+0EIRY5/BEFxE/zxBNP4I9//CMOHjwIs9mMyZMn46mnnsKFF555nT4QCOBnP/sZXn75ZQSDQVx33XVYtWoVRowYIbk96fk500UT3ll0NewWA2wm/i+3ZSZ90cSshHKMVkggninUNrbjFwwvzatOMfXmeq4U9QGZ4mwuXwiHuzwZ10sxDpScc7eQdHZ2orubfeejWKRKtUEUF6lSr0iFFGOTQY1pXJLXJDbBoXcWXZ34f661Ndv1USo/K6acbGxLP/dwl4f3fKNuQGzTYtCiubEG9VXlCEZiMBm0cPkyd3Mz5Z9wB9DrDeGzEx7YzDpUWAww6Upg1mt56xus/oHgxmYe+OHkqVsvShFIOuEO4N5Xd9OYIIgiYxNItSB0nCDUgs2kg8NqwDfHjIBOW4J+/8Cz11llRvyp7V+KHutqtp0gxCKHP6KZcpr33nsPCxYswGWXXYZIJIL7778f3/zmN7F//35YrVYAwL//+7/jz3/+M1555RXY7XYsXLgQt9xyC1pbWyW3R2x+TqHzTPqSogluFjoXq5BQV6GEvLIpVwob8i2j0IJmSs65Wyg6OztRVzcafr9PkvLCQf4ftghCLFKPTTWmcRG7Jkm1NiqtHD74+qbR6UDbkb6E8Ga66CGXLZ09Xty3aU+G2M2Sm8fhnYMnss7jTgxuKkw6vHznJDz82t6MMfPynZNQqi8ponUEQVRYDWhyVmboUwFAk7MSFVZat4nBgcNqwO/nXYEHNmc+w/x+3hWwGvh/1C8maradIMQihz+igPhp3njjjZS/161bh+HDh+OTTz7BVVddBZfLhdWrV2PDhg2YOnUqAGDt2rUYPXo0PvjgA1x55ZWS2iM2PyffeY/PHI+HX9tXNDGrQuZiFRLq+s/bLi6IkFc2AmFSiInlW4YcgmZKzrlbKLq7u+H3+3BF88OwjTwv53KO7dmBva/9FpEIvX5KSINUYxNQbxoXMWuSVGuj0soRgq9vHpsxDku37OcV3ky35YQ7kBEMBwby+i15bS/mNdbgwrNtADI1UAarfyD4iQAZwXDgzJghUU2CKC6xWBwLplyAGOIZuYkXTHEiFosX0TqCkI5QNJYRUAYG/NGDm/coWkBWzbYThFjk8EcUEOfA5XIBAIYNGwYA+OSTTxAOhzFt2rTEOXV1daiursaOHTtYA+LBYBDBYDDxt9vtzsoGsblCuc7r8Ybw9oEu1rLlErMqVC5WIaGuXm9hhLyyEQiTQkws3zLkEjRTcs5dPvKdo7aR5+WVKsN97MucryUIPvIdm0oil3kqtCZJtTYqrRwx8PXNM7ddjGOuAKfwZrotvd4Qr9jNvdPr8G//9UFKjsvzK60YaTcp3j8Q2SF2npJgH0EUB7FztM8fRvP6nay5iZvXf4xXfzKZV4eDINSCW8AfuQMRfE1mm8TOUyXaThBSI4c/ooA4C7FYDD/96U/R0NCAcePGAQCOHz8Og8GA8vLylHNHjBiB48ePs5bzxBNP4JFHHsnLFrG5QtnOU4rgplS5qpMREuoSSrCfa9uzEQiTQkws3zLkFDQrxH0uNFLMUYIgCkuu85RvTZJqbVRaOWLh6hu7xZDVs4OQr/UEohl53DfPn6w6X0EII3aekqgmQRSHbOYom/4GA81RYrCgRH9EvpQgziCHP6KAOAsLFizA3r170dLSklc59913HxYtWpT42+12o6qqKl/zRFNosUO5xToZ0S53IAKbSYfVsyfi3ld3o9uTmX9ZKMF+rm3Ppk/z6X+mbyOxONbMuQy7OnuxpqUDvlBUdBn52pArjO2eYBjlFgNCkRg8wYisgq5iKfYcJQhCGKnmacraZNZj9eyJA4KRei32/KsP8Tgw4Zxy2C16GPVa7PrqFOwWA++6JdUaW0xx4nRfPsxigMWgzfA3DFbjGf8qRuwm3YeRaOLgROw8tZmHphA3QRSbbOZohrCyXptYx2mOEoMFJfoj8qUEcQY5/BEFxNNYuHAhtmzZgm3btuGcc85JfH722WcjFAqhr68vZZf4iRMncPbZZ7OWZTQaYTQaC20yJ4UUO5RD/CsZLtGul350Je74fx+kBMUbnA70+cNoqq1kfQU9n7Zn06e59j9b3zY4HVg2qx53b2xLBCnEtENuwUvG9k++6sWyWfV4+s3PMvLGyiHoKpZiz1GCIISRYp6mr03/+eZnaDm9NlkMWqyePRGrt3+BcV+z45m/iV+3pFpjiyVOzOXL18y5DM3rPs4Iijc4Hdj5VS+sRh1GlZtRYTWg0elI9GX6uX/ddxwrtrYnfNgfPuokIc1Bith5ajPpOJ/PmmorBX9kIQgiN8TO0QqzHmvmXIblWw+l7MprcDqwZs5lqBAIxBGEWrCZdLyCfcXwR1n5UoXZThBSI4c/Iin308TjcSxcuBCbNm3C1q1bUVNTk3L80ksvhV6vxzvvvJP47LPPPkNnZycmTZokt7miYMSzrqqtTPk8XzErIfEvly9zx3Y+8Il2Ld2yL0U0osHpwNyGGizcsAsLpjglb3s2fZpL/3P1bWt7D9a2dqC5sSardhRqDLCRbLuQKJvUY4QgCIILtrUpOYDb3FiDFe+2o26UPet1S6o1Vs61moHPl698tx2LbxyT8jnjX5du2Z/ojxE2Ex6fOR6NTgfruWtaOgAM+LB1rR1YcvNYRb0lRBSH+ddcgAaWMTP/GmeRLCIIgiEaj2Pl1kMZvrC1vQcrt7YjGidRTWJwoNeWYMEUdn+0YKoTeq1yQ2Vqtp0gxCKHP6Kfjk6zYMECbNiwAX/6059QVlaWyAtut9thNptht9sxb948LFq0CMOGDYPNZsNdd92FSZMmsQpqKoVCiB3KKf4FCIt23X/DGKy645JEgn1mF3Xzuo/x17ubEInFJRV6zKZPs+1/vr5tbe/BA98ajZkTvpZVO+QSvEy2vb6qXLQoG0EQZzhw4EBRrx+MCK1NzGfNDTU5rVtSrbFyixPz+Zvth7rxwA2jE2ll0v1rcn9UO6x49rsT0OsNoT8QgTsQTjmXoaW9B4FwrCBtIdSDOxDBPA6BpHmnBZJICIwgioc7EMF2ju9d29u7SayPGDSc8oa4BfvWfYw//mQyhttMxTaTFTXbThBikcMfUUD8NL/5zW8AANdcc03K52vXrsWcOXMAAL/+9a9RUlKCW2+9FcFgENdddx1WrVols6XZI7XYodziX0KiXS5fGPNf2pXxuS8URa8vhAnVFZLaA2TXp9mcK9S3oUgMY0bZRZWVqw25kmx7MMIf9CChD4JIxe/qAaDB97//fUnKCwfpLQwGobWJ+SyfdUuqNVZOcWJBcWr/QOCSi+T+GGEzYYTNhLbOXtHXEEMTEuwjCGVDYn3EUMEdiPD6I6EYRDFRs+0EIRY5/BEFxE8TF7Hd3mQyYeXKlVi5cqUMFrEjt5AlG+niXxmJ7g1auHzS7QAWyoFlt+ixcKozJ9FJpSEkrGbQleDwSY+o+y73WEm23ajjf01LbfeFIApN2NcPII4J37sXZ9XU5VzOsT07sPe13yISoQdhBqG1iflMrnUrm7W5UOu4yxeCWa/lPScbcWrGTqYPuQRwhESgiMEPCYERhLKhOUoMFcQIgysVNdtOEGKRwx/RTFERcgtZcpEs/mUxaLFsVj3Wtnak/EIppV18ol2NTgeO9fnR1tmbk+ik0uATVmtwOvCXvQMCZUL9W4yxkmx725E+NDgdrKlu1HhfCEIuSodXY1j1hTlf7z72pXTGDBKE1ibmMznWrWzW5kKt40y5F1eV87a3wipO6DPZzoVTnZhadxa+d8W5Gc8FjU4Hbp9YlbPdxOCgzKTjfaYroy/xBFFUaI4SQ4UKq4FX5LnCqtzvq2q2nSDEIoc/omz7KkFuIUs+ksW/5BBP5BLtanQ68NBNY3Hvq7tzFp1UGlzCaukCZXz9W6yxkmz7mpYOzG2oyRD6UOt9IQhCvQitTWtaOnDX1FocPOYu6LqVzdpcqHU8uVyhdXqEzSQo9Jlu55qWDvx02tdZnwta2ntw/6Y9JKo8xNECWHLzWNZnuiU3jwP/ewsEQRQao7YEj80YxzpHH5sxHkYS6yMGCbFYnFfkORZTroCsmm0nCLHI4Y/oJ16VILeQpRCM+NcxV0AW8URGtOuUN4Q+XxilJi263EF8778/QLdn4Mt1rqKTSiNZWK3XF4LLzy5QxtW/xRwrybZ7g2E8PmM8QtEYvMFIwQXiCIIguBCzNj1728Xo8Yaw5KaxiMbi8IWisJulW7eyWZsLtY4nl+sLRXH3xrYUQabzK60YaTclyhYS+ky30xeKotvDLYRNospEXyCCH6z+EE/dehHunV4HTyCaeKa7/bc78Pt5V2BksY0kiCFMjzeEH/9uJ1becQnu15ag3x9GmVmPSDSGH6z+EP/9w4k4i8T6iEFAnz8sKPI8Usa38LNBzbYThFjk8EcUEFcJcgtZisFuMeCLbi/vOVLaNcJmwtE+P2b99wec5+QqOqk0GGG1XATKij1W5BSFIwiCEIuYtamQa1c2a3Oh1vH0ctMFmTbPn5zRB3z9xmZnIBxlOfMMJMg2tHH7w+j2hDifbWh8EERxcQciONLrx80rWjmPE8RgQM0iz2q2nSDEIoc/oneeVIKQ2GKxBE7ktkup/VAocmnvUOsjgiAINZDN2lyodVzqctnKI1Flgg8S7CMIZUNifcRQQc3+SM22E4RY5PBHFBBXCYwoGBvFFCmU2y6l9kOhyKW9Q62PCIIg1EA2a3Oh1nGpy2UrjxEnlaoOYnDBCCSxQYJ9BFF8KqwG3jlKYn3EYMFu1vOOdbtA0LmYqNl2ghCLHP6IAuIqgUtssdgihXLbpdR+KBS5tHeo9RFBEIQayGZtLtQ6LnW5bOUxIqVN5IMIFs6psOBXHELpv5o5HudUWIpkGUEQwECKysc55ujjM8djBOUPJwYJo8rNvP5olIJzcKvZdoIQixz+iLZhqAghcauhYpdS+6FQ5NLeodZHBEEQaiCbtblQ67jU5XKVt4J8EMHBuQ4rnrz1IvQHIonxUWbSUTCcIBRCtcOKZ787Ab3eENyBCGwmHSqsBgqGE4OOcx1WPP2di+HyhxP+yG7WqyKgrGbbCUIshfZHFBBXGUoVLJTbLqX2Q6HIpb1DrY8IgiDUQDZrc6HWcanL5SqPfBDBBQW/CULZjLCZKABODAlGlZtVG0RWs+0EIZZC+iNKmUIQBEEQBEEQBEEQBEEQBEEMCSggThAEQRAEQRAEQRAEQRAEQQwJKCBOEARBEARBEARBEARBEARBDAkoh7iMxONxAIDb7S6yJQShLsrKyqDRaApej9g56vF4AACuf36BWCSac32ern8N1Hf8SxiNxpzLUWpZSrRJyrIGu039x78aKNPjEZwTcs1RgHwpQeQKzVOCUDY0RwlC+dA8JQjlI3aeauLMLCMKzj//+U9UVVUV2wyCUB0ulws2m63g9dAcJYjckGuOAjRPCSJXaJ4ShLKhOUoQyofmKUEoH7HzlALiMhKLxXD06FFZf1Vkw+12o6qqCkeOHJFtMVcr1FfiKWRfyTVnpJyjNHYKC/Vv4cmmj+X0a0rxpYWGxngm1CeZqHme0v2UH+pz+aE5SmQL9bv80DwlsoH6XH6y7XOx85RSpshISUkJzjnnnGKbkcBms9EEFgn1lXjU3FeFmKNq7g81QP1beJTWx0rzpYVGaf2vBKhPMlFan2QzT5Vm+1CA+lx+lNbnNEeVD/W7/Citz2meKhvqc/mRus9JVJMgCIIgCIIgCIIgCIIgCIIYElBAnCAIgiAIgiAIgiAIgiAIghgSUEB8CGI0GvHwww/DaDQW2xTFQ30lHuqrVKg/Cgv1b+GhPi4u1P+ZUJ9kouY+UbPtaoX6XH7U3Odqtl3NUL/Lj5r7XM22qxXqc/kpVJ+TqCZBEARBEARBEARBEARBEAQxJKAd4gRBEARBEARBEARBEARBEMSQgALiBEEQBEEQBEEQBEEQBEEQxJCAAuIEQRAEQRAEQRAEQRAEQRDEkIAC4gRBEARBEARBEARBEARBEMSQgALiMhKPx+F2u0E6pgShTGiOEoTyoXlKEMqH5ilBKBuaowShfGieEkRhoYC4jPT398Nut6O/v7/YphAEwQLNUYJQPjRPCUL50DwlCGVDc5QglA/NU4IoLBQQJwiCIAiCIAiCIAiCIAiCIIYEFBAnCIIgCIIgCIIgCIIgCIIghgQUECcIgiAIgiAIgiAIgiAIgiCGBBQQJwiCIAiCIAiCIAiCIAiCIIYEFBAnCIIgCIIgCIIgCIIgCIIghgS6YhtAEErB5Quh2xOCOxCGzaxHpdUAu8Uw6OsmCDHQGC081McEQRAEMXg44Q6g1xuCOxCBzaxDhcWAETZTsc0SBT2TEEMFNY91NdtOEGIp5DingDgx6Mhlwhzt8+PeV3dj+6HuxGffGD0cS24ei0A4VlAnw1b3VbWVePLWizCq3CxpXQSRC+lj1GLQYvGNY3BJdTl8oagiH8DU9oBI6wBBEARBDB6O9HjR0t6N4TYTgpEYPMEI2r7qRaOzElUOa7HN4+VYnx9///wkhpcZEYzE0OsL46OOU7jm62dhJD2TEIMINY91NdtOEGIp9DingDgxqMglqOTyhTKusRi0+LfLq/GLV3ejtb1HdFnZwlY3AGw71I1fvroby2fVKzqIRwx+0seoxaDFsln1WNvagfv+uCdxnpKCt2oLLtM6QBAEQRCDhy53AP/q82PLnmMp3yManA7UVJbCqNdiuEJ3irt8IXx1yoctu4+y2G6FxaClZxJiUKDmsa5m2wlCLHKMc8ohTgwahIJKLl+I9bpuTyjjmubGGqxt7UiZeGLKyha2upPr6vZIU0++uHwhHO7yoK2zF4dPeiRrP1Ecsrmf6WNUrrmRK7muA8VELesAQRAEQRDCeIMRLH+3PeNZqbW9B8vfPQRvMFIky4Tp84WxfOshdtu3HkKfL1wkywhCWtQ81tVsO0GIRY5xTjvEiUGDmKAS2y9I7kDmRKqvKseKre1Zl5UtbHUn0y9wXA7UmC6D4Cbb3dPpYzSbuVGMtCW5rgPFRA3rAEEQBEEQ4vCFoxlf4Bla23vgC0dltkg83lCE13ZvSLnBfILIBm8ogrbOPiyc6kR9VTmCkRhMei12dfZiTUuHose6mm0nCLHI4Y8oIE4MGnINKtlM+ozPgpFYTmVlC1vdyZQJHC80akyXQXCTS2qO9DEqdm4UK22JGoPLSl8HCIIgCIIQjy/IH/D2hZQcEOe3Teg4QagFfzia+F6bvNmnwenAsln1CCj4hys1204QYpHDH1FAXOWoTTiukOQaVKosNeCq2kpsSwrcGXX82YTEBqiE7g9b3QxX1VaisrS49zLbdBmU61jZ5LJ7On2Mipkb2QTepV7D1BJcTm53qVGHJ24Zj6Vb9md8SVbCOkAQBEEQhHhsZh0qSw146taLMNxmhCcQRZlJhxPuAO59dTdsJuV+BS8TsE3oOEGoBYfVgP+3/Qs0N9Tgl9PrUubp/35yBPdeX1dsEzlRs+0EIRY5/BF5NBWjNuG4QpNrcNluMeDJWy/CL1/dnbi27UgfGp0OtLC8oiE2QCXm/rDVzZz31K0XFT24nE+6DEJ55LJ7On2Mth3pQ4PTwfr6EjM3xAbeC7GGKf1HJoB9bWiqrcSaOZehed3HiaC4UtYBgiAIgiDEY9SW4OU7r8TDr+1LeV5qdDrw8p1XQqfRFNE6frQaDZqcldjenvkc1eSshFbBthNENkTjcfx02oV4dEvmPF1841hE4/EiWsePmm0nCLHI4Y8oIK5Sckl9MNjJJ7g8qtyM5bPq0e0Jof/0TtXbJ1bh/k17cgpUZ3N/0usuM+lRWaqMnf65pssglEmuu6eTx6g3GMZ3LjkHD/1pL+fc+KLby1tPfyBcsDVM6T8ycbV7+6FuaAD89e4m9PpCiloHCIIgCIIQTxzICIYDQEt7D5a8tg9Lvz2uOIaJQFuiwdzG8wDEsT3J/ianA3Mbz4O2hALixOCgRKPBo1v2ss7TpVv24bEZyp2naradIMQihz+igLhKUaNwnFTwpVhgC2xbjTp4AhG0dfaKSskQP/2vzKTLOVCd7f2xW/jLLVZqnFzSZRDKJZ/d0+ljlG9ucAXeLQYtmhtrYNJr8XmXB3MbanBxVTnWtHSkpArJdw0r5I9M+c5FobUhEotjQnVF3nbyQam2CIIgCKJwBCIxdPb48NrCBui0Jej3D/jbcDSGBS/tQkBgg0kxcVgN+O22w3jo5rGIRONwn7Zdp9Vg9fYvcN/00cU2kSAkIRCO8QpT+sPKnadqtp0gxCKHP6KAuEpRo3CcFIhNQ8IEd472+fEfr/xDMCUDX7kXDC/N2k6x90dMYErqtBLZBMNySZdBKBcpd0/z/YjDFnhPFmRlE3+5e2NbSlA83zVM6EemXJBiLmazdhcicM3VhsdnjkcoGoPLT0FygiAIgsiHYDiM3827HA9u3puRzuB38y6HyxcqonX82C0G/OQaJ+7ftCfD9l/NHE/PBsSgwRsM83438QYjRbSOHzXbThBikcMfaeJxSjAkF263G3a7HS6XCzabLa+yDnd5cO1z73Eef2fR1TkFcpWMyxfCwo1trLsrr6qtzEixIPb8bMsVg5j7YzZoBYNrUtuWa0CPCcx5g2HYzAbOdBkjVZ67Xso5qmSY+1nIFD1H+/wpgfeFU51o6+xl/TGlwelAfXVFygPdW/9+FWpHlElqUz5INRfFrt2FyK/O14ZGpwMTku6BkvUohso8JQg1Q/OUGMoc6fHil2lf4BkanQ48MXM8qhzWIlh2Bq45erTPj5//7z84bX/6Oxcr8tmAILKl46QHD/4pM+0IMPDd5LFvj0PNWcWNp3DNUzXYThD5Ioc/oh3iKkUNwnFSk20aErHnFyL9jND9KTXpMnauM/Ul50+W0rZ8cjaLSZcBDAT7KA2D8inE7ul00tOWmPRaTkHW1vYeNDfUJP5ucDpg0HKn5ylGyg+p5qKYtbtQ+dX52tDS3oO5SfdgKOtREARBEEQ+eEJR1i/wwIC/9SS9Eac0XP4wr+0uf5gC4sSgIBSNcY711vYehKLKTTuiZtsJQixy+CMKiKsUpQvHJSNV8CrbNDFizy9E+hmh++MNRkQF17hsY3IxByNR0bnRpQyupwdUC7GblVA/yeOkrbOX91xGsLXB6cDchhq4/CEAmbunijXWxM5Fe5JuAduaJ2btPtzlKYhGhNBaly6aO9j1KAiCKB6kZUAMZtx+9aa2VLPtBJEN/YFI4jmeLQ93f0C5aUfUbDtBiEUOf0QBcRVTSOE4qZAyeMUl1MeQLugo9vxsyxUL3/0RCg4yk5vNNq5czEL9Wqi884XazUoMLoTm2TkVZqyePRFtR/pw98Y2vL6wMeOcYo41MXMx+e/kX7PT56bQ2l2ouSp0D9hEc+mLL0EQUkM/ohODHZu5MN8t5EDNthNENliN/PpGVqO2iNbxo2bbCUIscvgj7nfSZWDbtm246aabMGrUKGg0GmzevJnz3P/7f/8vNBoNnn/++ZTPT506hTvuuAM2mw3l5eWYN28ePB5Pyjm7d+9GU1MTTCYTqqqq8PTTT2eU/8orr6Curg4mkwnjx4/HX/7yl5Tj8XgcDz30EEaOHAmz2Yxp06bh0KFDObddKuwWAy4YXooJ1RW4YHipogKPQsGrbAVlmFQDbLCliRF7frblZgPX/REbhGezrbmxJiPgBgj3a6EC/2J2nhME3zxrcDrwt/0nMG/9TqzY2o6J51awzrtijjUxczGbucm3dhdqrgrdg7YjfZLVRRAEwYbUz4YEoURKDVo0Oh2sxxqdDpQalBusUrPtBJENVoOO9bm9tb0H61o7YDUod++omm0nCLHI4Y+KGhD3er24+OKLsXLlSt7zNm3ahA8++ACjRo3KOHbHHXdg3759eOutt7BlyxZs27YNd955Z+K42+3GN7/5TZx77rn45JNP8J//+Z9YsmQJfvvb3ybOef/99zFr1izMmzcPbW1tmDFjBmbMmIG9e/cmznn66aexbNkyvPjii/jwww9htVpx3XXXIRAISNATgxOpg1dMqoH0gA5Xmhix52dbLhcuXwiHuzxo6+zF4ZMe3i91YoPwbLbVV5Vz5lLi69dCBf4LtZuVGFxwzbPG0ylS1rR0AOCfd1KPtWzmrJi5mOvcTKdQc1XsPZCiLoIgCDboR3RiKOCPRDGv8Xw8PnMcVs+eiFV3XII1cy7D4zPHYV7j+fBHlJtDPBiNYU5DDRrSghANTgfmNNQgSLmJiUGCLxRFW2cfFk51pszThVOd2NXZB5+Cc/2r2XaCEIsc/qioPx1Nnz4d06dP5z3nX//6F+666y68+eabuOGGG1KOHThwAG+88QY+/vhjTJw4EQCwfPlyfOtb38IzzzyDUaNG4aWXXkIoFMKaNWtgMBgwduxYfPrpp3juuecSgfMXXngB119/PX7+858DAJYuXYq33noLK1aswIsvvoh4PI7nn38eDz74IL797W8DAH73u99hxIgR2Lx5M26//Xapu2ZQUIhAabZpYsSen2/6mWxf/80mB3y6beFYnNcWrn4tVN75Qu1mJQYfbPOs1KSDNxjBhh9dITjvpBxrubyyLzQX03NwpyN2zSukRgTbPTDpS7DktX0pD89K1KMgCEL90I/oxFDAE4ggjjj+sucYWpJ+KG9yOjC3sQYeBef37Q9EcPfGNjQ31qC5oQbBSAxGXUkipd2GH11RbBMJQhK8oQhv2hFfSLnzVM22E4RY5PBHin6XIhaL4Qc/+AF+/vOfY+zYsRnHd+zYgfLy8kQwHACmTZuGkpISfPjhh5g5cyZ27NiBq666CgbDmS/11113HZ566in09vaioqICO3bswKJFi1LKvu666xIpXDo6OnD8+HFMmzYtcdxut+OKK67Ajh07OAPiwWAQwWAw8bfb7c6pH9RKoQKl6YKOUp2fbbkMueY1ziYIn2zb4S5PxvFkykx6TrEqps4ebwjRWBzRWBy+UAS+cBQuX27iecxu1m0sO76UvsN0qM/RYpDrPAOkG2v55CJPn4vJgjZnlRl56xVa89Ln7X/edjG8wQjcfmk1ItjuwTO3XaxYPQqapwShfMTOU/oRnRgKDLMa8Oxbn2e8Nba9vQcxAL+aMU52m7KZo75QNCXIlgzNUWKw4LAa8BzLPGX+VvI8VaLtBCE1cvijoqZMEeKpp56CTqfD3XffzXr8+PHjGD58eMpnOp0Ow4YNw/HjxxPnjBgxIuUc5m+hc5KPJ1/Hdg4bTzzxBOx2e+JfVVUVb3sHG4XMza0k8nn9N5cc8EL9atKXYOHGNlz73HuYuep9XPvse7hrYxuO9vkTdZr0Wjy6ZT+uf2E7bvnNjoxzskGqlDPFYKjPUbUh1ViT6pX9ylID1sy5DG2dvZi3fif+tv9ExitdyTbyrXlH+/wZ8/bnr/wDJr1WFo0IJetR0DwlCOUjdp4OlWdDYmgTjsY5U6i1tvcgHOV/27MQ0BwliFTUPE+VaDtBSI0c/kixAfFPPvkEL7zwAtatWweNRlNsc3Livvvug8vlSvw7cuRIsU2SFTUHSrNB6PXfHm8oJT9xNnmL2eDr18dnjsfDr+3jFasqhKAVs/P8nUVXY/P8yXhn0dVYPqseIzlSTyiFwThH8x1fcpOtvVKMNSlf2V+5tT3xQLqmpQNzWfKcCa15JDLHz2CcpwQx2BA7T4fKsyExtBF6zhA6XghojhJEKmqep0q0nSCkRg5/pNiUKdu3b0dXVxeqq6sTn0WjUfzsZz/D888/jy+//BJnn302urq6Uq6LRCI4deoUzj77bADA2WefjRMnTqScw/wtdE7yceazkSNHppwzYcIEzjYYjUYYjfyv0A928s3NrQaEXv/tD4Tx3f/agatqK/HYjHF4dMt+vH3gzLgVylvMBle/9nhDKWUnk7zzVWh3bC73J59UGMVisM3RXPJiF5Nc7c13rEn1yn63J4Tt7Wds94WiKXnO7GY9KiwGwTVPzI51tc0tKRls85QgBiPZzNOh8GxIDG0sBv6v2ELHCwHNUYJIRc3zVIm2E0QhKLQ/UuwO8R/84AfYvXs3Pv3008S/UaNG4ec//znefPNNAMCkSZPQ19eHTz75JHHd1q1bEYvFcMUVVyTO2bZtG8LhM7+SvfXWW7jwwgtRUVGROOedd95Jqf+tt97CpEmTAAA1NTU4++yzU85xu9348MMPE+cQ3Cj5VXwp4HuVo8HpQNuRPgADga37N+1B3Uhbyjm57gJl61eXX3jnKwlaDU7Utsu4mPZK9foV21xi8pzNW78TuhKNqDWP5iRBEEONwf5sSAxtNABnCrUGpwNqePmZ5igx2FHzPFWz7QSRLYX0R0X96cjj8aC9/UyC9I6ODnz66acYNmwYqqur4XCkTnK9Xo+zzz4bF154IQBg9OjRuP766/HjH/8YL774IsLhMBYuXIjbb78do0aNAgB873vfwyOPPIJ58+bh3nvvxd69e/HCCy/g17/+daLce+65B1dffTWeffZZ3HDDDXj55Zexc+dO/Pa3vwUAaDQa/PSnP8Vjjz2G2tpa1NTUYPHixRg1ahRmzJhR4F6SDi6hRSI/mFc5fvnq7hSxvwanA3MbanD3xrbEZy3tPbh3eh3GjLTBpNdiV2cv1rR0SLYLVIqdrySWo07y2WUsZm2Qev0o5q5orjmb7etXUu00J5E5giAIghhEaIC5DTUAkJLnl/luoAboeyMx6FHzPFWz7QSRJYX0R0UNiO/cuRNTpkxJ/L1o0SIAwOzZs7Fu3TpRZbz00ktYuHAhrr32WpSUlODWW2/FsmXLEsftdjv+9re/YcGCBbj00ktRWVmJhx56CHfeeWfinMmTJ2PDhg148MEHcf/996O2thabN2/GuHFn1Hl/8YtfwOv14s4770RfXx8aGxvxxhtvwGQy5dkL0iA0SNJTE1gMWiy+cQwuqS6HLxSlB508SX6Vo8c78DpH25E+3L2xDb5QNOXcI6f8mP/SLgADTmvl9y7BP/7Zh2AkirbO3rzuBbPzdRtLoDF556uYc4SgB2VlkesuYzFpSwqRiiUbe0+4A+j1huAORGAz61BhMWCELb+1V4rXr8TONzaS588wa+7lEARBqBF6hiAGOxs+/Ar11RVobqhBMBKDUVeCtiN92PDhV7j3+rpim8fLsT4//v75SQwvMyIYiaHXF8ZHHadwzdfPUrw+EEFkA988/YXC56mabScIsRTaH2ni8ThJ0MqE2+2G3W6Hy+WCzWYTvkAkQsEqly+EhRvbUoLhy2bVY21rR8ovikrONawmDnd5cO1z73EeXz17Iuat3wlg4F6snj0RK99tR4tE9+Jon59z5+vIpACn0DlCdagpV7VYCjVH5UBo3L2z6GpcMLw05bP0tSGZq2orsXxWPQAInpNLEEOsvZ09Xty3aU/KWtXodODxmeNR7bBmXa/UdPZ4cf+mPSnzV8g+th8o18y5DCvfbc+YU2Ln5FBCzfOUIIYKfPN0sD5DEATD5yfc6Dzlz/iuxezerB5mxtdHFNd/cc1Rly+EA8f7sXzroQzb75pai9Fnl9GPV8Sg4FCXG7GYBku37Mt4jn/oprHQaOKoHa7MeaoG2wkiX+TwRxQQl5FCfIkXE9Dq9oRSAk8LpzrR1tmbMqjSrxlMDzrJu5BKjToYtCXo84dQairMjiSXL4S7Nrax7vZscDpQX12BFVsHUgUV6l4wbebb+SrmHK6yCxEgVQJqDrTxjTuu+yImKA0g60C7VPYGIjEs+p9PWedHo9OBZ787Iaud4lLvSHT5QvjZK/9A3Ugb6qvKU3ZnfHbMjWduu5h13rHNH+atnYnnVsAbjOQsGDIUdl2qeZ4SxFCBL9g2WJ8hCILhSI8XS17fh9Gj7BnPBweOurDkprGoKvKP+lxz9KtuL+7fvIf12avB6cDjM8bj3Mrib0ggiHw50uPFw6/vwxgVzlM12E4Q+SKHPyL5WZUjJg9vemqC+qryRECW65rB8mWEbRcSsztj1n9/iInnVki+IymbnOKFuhd2i3AQTMw5bBQz9zPBTS55scWkLRH6xTRXwUcx9h475mZ1gMBAPv5eb0h0QLwQOxK7PSG8faALbx/o4jye3u9c88cXiuK+P+7BO4uuxoTqipzsoV2XBEEoHXqGIIYC3nAUs644F2tbO1Ke85nvAt5wlOfq4uINRTifvVrbe+ANRWS2iCAKgycUxdaDJ7H14EnW4/9xnXLnqZptJwixyOGPKCCucsQEtNIF24KRmOA1gwGXL5QRHALOCE80N9ZgxdZ2/PLV3ZLvSErPT2zSa7Flz7GMnOJqvBe55qomCk+2ebGLLcIqZK87wO/khI4zcK0F2w515zX/c5kLhZo/hWojQRCElLj8IYHj9AxBqB+3L4y7N7ahubEmI7/v3RvbsG7uZcU2kZN07aNsjxOEWvAIfI8QOl5M1Gw7QYhFDn9EAXGVwPUavJiAVrrwm1FXInjNYIBvF1Jrew+aTyswF2pHUvIObJcvhN1H+jImrRrvRb5B1KGQ0qGYZLPzX04R1lzstZn4XZTQcYZsdiRmMz5tJj0sBi2aG2sSryua9Frs6uzFmpYO1rkgxY8QbNCuS4Ig1IDFwL9uWwxamSwhiMJRZs705RqN5sxxBT7fM5Qa+eeo0HGCUAulJh3vc3ypyO8ZxUDNthOEWOTwRzRTVADfa/BiAlrpqQnajvShwengzFudb4ArX6QKmArtxEzenZ3trsxsbeRKD9HVH0RTbSVnLs1i3ws2xAZR2aCUDspCbJqVbFOxSEWF1YBGpyNFLIah0elAhVVc3WJ3ZWc7PitLDVgz5zIs33oo45XoNXMuY50L+cwfNpi1qMfLv+tSaI2jH6oIgpCDkhIN5zNog9MBbYmG5SqCUBcWfQnWzbkM7Sc9KZ+Pspuwbs5lsOj5N8QUk5ISDabWnZWSm5gJtO0/6qI5SgwatCXA6tkTseLd9ozn+NWzJ0Kr3GmqatsJQixy+CMKiCscMa/BiwlWJacm8AbD+M4l5+ChP+2VPcAlhJQBU6GdmMm7s7PZqZGrjVzpIa7++llFCTbmSi65qgFK6aBUxKRZyTYVi1SMsJnw+MzxuH/TngwF9cdnjhedP1zMruxcx+fKre0ZgZ3W9h6UaDRYMas+4/xc5w8byWvR6tkTBdsoppxke+iHKoIgpEZXosHc02/oJa+dTG5lCrYRgwGtRoNYPI4/7zmWMc7vmlILrUa541xfosG914/Go1v2pQTaGp0OLL5xLHQ0R4lBgkFbglXvcjzHQ4OlM8YWyTJh1Gw7QYhFDn9EAXGFw7wGz/VKTI83hPPPKhUVrEpPTVCMABcfUgdM+XZiNjgdaDvSByC7XZn52siWHsJuUd69ECKXACmldFAuhRRhzZdqhxXPfncCer0huAMR2Ew6VFgNooPhwMBa8I3Rw3HhSFvGGvrZMTcqSw05jc9uTwjb29mv2c4zpqX4gSF9Lcr1zR/6oYogCDlxWA144i8HUF9dkZFb+Q8fdeKZ2y4utokEkTfhWBzLOYJVAPDYt8cVwyxRWIw6LP6fTzNsb2nvwdIt+/DsdycUxzCCkJhAJIbtHIJ929u7ERDQ+iomaradIMQihz+igLjCcQfCsBi0WDarnlWpfGb91wDkFqwqVoCLC6kDplw7MZldSHdvbMt6V2ahgrpKuxdiyNZmEuMkcmWEzZRVADwdu8WAxTeOwX2b9mT8uvz4zPGwWwz4otvLW4bUApn5zvn0tWhNSweWnd6RnvzQILTG0Q9VBEHIid1iwCPfHodfvro7ZT1W8ptxBJEtvnCU9QdqYMBH+8LKFab0BCKsqeqAgSCEJxDBCJvMRhFEAXALiDgLHS8maradIMQihz+igLjCsZn0aG6swdrWDtZdBkte24cVg2QHXyECpuk7Ma1GHQzaErj8Iby+sDHrXZkU1M2dQokJEoQQLl8ID2zey/rr8oOb92L5rPqcxmcxx3T6WuQLRXH3xjY0N9aguaEGZSY9HFaD4BpHaxpBEHJTrDRcBCEXvhB/wNsvcLyYuPz8miQuCrQRgwSh53QlfzdVs+0EIRY5/BEFxBVOZakBk893pOyiSYbvtXy1UajgEvtOTGtOZVFQN3ekFhMkCLGI2QWdy/gs5phmW4t8oWjCV7yz6GpcMLw0p3KSoTWNIIhCoMY34whCLKVG/q/YVoHjxcRi4LfNYtDKZAlBFJZSgxaNTgfrDtRGpwOlCh7raradIMQihz8i/VmFY7cYYNDx36bBsoOPCS6xoZSAqRpslAOXL4TDXR60dfbi8EkPXD7+X++AMyls0vuPXpMeWuQydvJFzC7oXMZnMce0VGsRrWkEQRAEIS1azUCKRjYanA5Fi2qWlGj4bSdRTWKQYDPrseTmcWhMG++NTgeW3DwONrNyN4Wo2XaCEIsc/ki5P08TCSoEgiqDZQcfV85vJQVM1WBjoTna588Q4buqthJP3noRRpWbea+l16SHNvmMnXwQuws6l/FZrDEt1VpEaxpBEARBSItOW4K5DTUAUnU9GB0jnVa5QWVdiYbXdgqIE4MFu8WAfn8YC6c6ce/0OngCUZSatPAGIzBpNYp+Blaz7QQhFjn8kSYej8fzLoUQhdvtht1uh8vlgs0mPvu7yxfCXRvbOF/LXy4ih7jLF0K3JwR3IAybWY9Kq3KDkIyt2QaX5GxjrjaqHZcvhIUb21jTT4gdi0om1zlKCOPyhfCzV/6BupE21FeVIxiJwaTXYldnLz475sYzt11c0Pma7xqqVE64A+j1huAORGAz61BhMeQkQKqmNY3mKUEoH5qnxFDmhDuA+/+4G6NH2RPPPEZdCdqO9OHAURcev+WivMTCpYBrjrp8IfzHK//AhUnPa4zthX5eIwg5KeZ3E7HwzVOl204Q+SKHP6KAuIzk8+XgaJ+fcwffSIGdlcXalSknQ6GNSuBwlwfXPvce53GxeYuVCn2BLxxfnPTgi25vhkAw8wvv+ZVWnH9W4cZOPmuoUhmq6x7NU4JQPjRPiaHMlyc9iGuAxZv3puT4bXQ6sHTGeGjicZxXwGceMfDN0c4eL+7ftCfD9sdnjke1IzcdJoJQGsX+biIGrnmqBtsJQgoK7Y8oZYpKyPW1fJcvlBEwAQaE5H756m5V74xkGAptVApicjETBBuRWDzjoQ048/rTkpvGFrT+wZauh9Y9giAIglAmcQ2wdMt+TKiuwNyGmpRdbY9t2YfFN44ptomcuHwhPMph+9It+2nnKTFoKPZ3k3xQs+0EIRY5/BEFxFWE3ZIavGHE6fhShHR7QqzpLYCBwEm3J6T6h5qh0EalIDYXM6EclJIuKRaLZzy0MbS29yAaK/zLSulrqJqhdY8gCIIglEkgHMPWgyex9eBJ1uP/cV1MZovE0+0J4e0DXXj7QBfncXq+IAYDSvhukitqtp0gxCKHP6KAuEoR+6r8YNzRmx7gi8bjsBi08IWirOersY1ykW2wtLLUgKtqKzlzMVeW0gOyklBSSg1fKCJwnH3+AsoJ6iuJbNZ26j+CIAiCkI/+QBgWgxbNjTUZ+X3XtHSgP8D/TFRM3IK20/cqYnCQz3eTYqNm2wlCLHL4IwqIq5BsXpUfbDt62QJ8TbWVWDarHndvbGNd/NXWRrnIJVhqtxjw5K0XceZipiCbclBaSg27mb8uu5l9niopqK8kxK7t1H8EQRAEIS92sx7LZtVjbWsHVmxtT3ze4HRg2ax62M3K/QpeZtLx2l5qUq7tBJENuX43UQJqtp0gxCKHPyrJuwRCdsS8Ks/A7OhlQ207erkCfNsPdWNdaweaG2syrlFbG+VCKFjq8oU4rjyTi/mdRVdj8/zJeGfR1Vg+q161woSDlWzWCTnIZS3KZ5wOdsT0J/UfQRAEQciPRa/lzO+7rrUDFr22SJYJY9SW8Npu1FL4gBgclJp0aHQ6WI81Oh2K/vFHzbYThFjk8EdF9Wjbtm3DTTfdhFGjRkGj0WDz5s2JY+FwGPfeey/Gjx8Pq9WKUaNG4Yc//CGOHj2aUsapU6dwxx13wGazoby8HPPmzYPH40k5Z/fu3WhqaoLJZEJVVRWefvrpDFteeeUV1NXVwWQyYfz48fjLX/6Scjwej+Ohhx7CyJEjYTabMW3aNBw6dEi6zsiCbF6VZ3b0pgdO1Lijly/A19Leg8nnpzoFNbZRLvINltotBlwwvBQTqitwwfBS6mMFInW6JEazoK2zF4dPerIOpuayFiktqK8kxPQn9R9BEARByI8nFOXM79vS3gOPgtMZ9AcjvLb3B5Wb7oUgssEbjGBOQw0a0gLLDU4H5jTUwKvgsa5m2wlCLHL4o6L+dOT1enHxxRejubkZt9xyS8oxn8+HXbt2YfHixbj44ovR29uLe+65BzfffDN27tyZOO+OO+7AsWPH8NZbbyEcDmPu3Lm48847sWHDBgCA2+3GN7/5TUybNg0vvvgi9uzZg+bmZpSXl+POO+8EALz//vuYNWsWnnjiCdx4443YsGEDZsyYgV27dmHcuHEAgKeffhrLli3D+vXrUVNTg8WLF+O6667D/v37YTKZZOqxAYRelTcbUncdMDt6uz0h9AfCKDPpUVmqvhyyQgE+k16LdxZdreo2ysVgzC1PpCJluiSp0m5kuxbROOVHqD+p/wiCIAhCfoT8q5L9r1cgWE+5iYnBgssfxt0b29DcWIPmhhoEIzEYdSVoO9KHuze2YcOPrii2iZyo2XaCEIsc/qioAfHp06dj+vTprMfsdjveeuutlM9WrFiByy+/HJ2dnaiursaBAwfwxhtv4OOPP8bEiRMBAMuXL8e3vvUtPPPMMxg1ahReeuklhEIhrFmzBgaDAWPHjsWnn36K5557LhEQf+GFF3D99dfj5z//OQBg6dKleOutt7BixQq8+OKLiMfjeP755/Hggw/i29/+NgDgd7/7HUaMGIHNmzfj9ttvL1QXscIlbGgxaPHgDaPhD8ew66tTsFsMCfE05p+aEQrw2c16XDC8VCZr1M1gyy1PZCKVAKrUucizWYvUMk6LKVrJ159q6T+CIAiCGEwI+V+h48XErmLbCSIb2MayRqNJ/L+Sn5PVbDtBiEUOf6Sq5EIulwsajQbl5eUAgB07dqC8vDwRDAeAadOmoaSkBB9++CFmzpyJHTt24KqrroLBcCZgcN111+Gpp55Cb28vKioqsGPHDixatCilruuuuy6RwqWjowPHjx/HtGnTEsftdjuuuOIK7NixgzMgHgwGEQwGE3+73e58u2CgbosBj357HB7YvCfxCoHFoMXq2ROx6t123L9pb+LcwSSeJlWAj8i/L12+EPp8YXhDEXhDUZSb9RheZlTdjy6FmqNywReIzUcANblcs0GLi6vK8clXvRm/wjJpN7K579kEj9Uw55UsWqmG/hOD2ucpQQwFsp2nxfwhkSAKjdWgRZOzEtvbM/1vk7MSVoP8OcTFzlGjvoTXdqOecogTg4PKUgPWzLkMy7ceyhDsWzPnsqI8J4udp0q0nSCkRg5/pJqAeCAQwL333otZs2bBZrMBAI4fP47hw4ennKfT6TBs2DAcP348cU5NTarY4ogRIxLHKioqcPz48cRnyeckl5F8Hds5bDzxxBN45JFHsm2qKFz+EOqrKxKvyJxTYcbTbxxES1qOnVx3cSoRXyiK+VOciMbjKbmEmihXeNbkEyw91ufHV6d8WL71EOt9KHYQMBsKOUcLjZhAbC7pktjKZZSc797YlhEUz+a132yDx/mMUzmQeve81Ci9/8Si5nlKEEOFbOapkn9IJAgpCMdiWDDlAsSQ+p2lwenAgqlORGIx2W0SO0fd/hAW3zQGj76+L+V7ZaPTgcU3jUG/PwTAWkBLCUI+VqZ9nwUGBPtKNBqsmFUvuz3Z+FKl2U4QUiOHP1JFQDwcDuO73/0u4vE4fvOb3xTbHNHcd999KTvP3W43qqqqJCm71KhP+TVw9eyJGcFwhlx2cSoNly+EX7y6G5981ZuRK6urPwiLBDstlLxbqRC2ZRMsZeqPxuP45MtT2LLnWIYD3q6QIGA2FHKOFpJsArHZpCjhKretsw83jA/gd82Xo6s/CJNei12dvVjT0iH6lbxcg8fF1kDgm3tiRCuLPReK3X9SoNZ5ShBDCbHzVOk/JBKEFISjcTSv38ma37d53cfYNH+y7DaJnaM2kwGPbNmHCdUVmJtm+5N/PYCHbxwrp9kEUTBOuIPYzhE/2X6oGyfcQdn9kdh5qkTbCUJq5PBHig+IM8Hwr776Clu3bk3sDgeAs88+G11dXSnnRyIRnDp1CmeffXbinBMnTqScw/wtdE7yceazkSNHppwzYcIETtuNRiOMRmM2zRVN+qvwwQj/ToNiiLdIGcRNDjwl/xDAcPl5w/Ja9JW8W6mQtokJlibXv3r2RAy3mTjVfpUSBBRLIedoIZE6EMvM1VO+EOY21ODiqnKsaemALxSFxaDFsln1WNvakZKOKdtX8vKxuVgaCEJzTy2ilWrXkFDrPCWIoYTYeaqGHxIJIl/c/gh8oSjrdxYAcAciMlskfo6GojFsPXgSWw+eZD1+33T5d7cTRCFw+fmf011FeI4XO0+VaDtBSI0c/iinpCsPP/wwvvrqq7wrF4IJhh86dAhvv/02HA5HyvFJkyahr68Pn3zySeKzrVu3IhaL4Yorrkics23bNoTDZxaFt956CxdeeCEqKioS57zzzjspZb/11luYNGkSAKCmpgZnn312yjlutxsffvhh4hy5YV6Fv6q2EgBg1PHfSrmFFY72+bFwYxuufe49zFz1Pq599j3ctbENR/v8OZVXyMCT0G4lly+Uc9n5Umzb0usPRmKK/PFlqCHlfEieq7e9uAPN6z5GW2cvls2qh8WgRXNjDda2drC+krdyazsCAuOhEDbLgZi5R6KVBEEQ2eHy8z+3CH3JJwg1YDHyv7kqxZuthULoeay/CMF8gigEpSb+vaGlRuXuHVWz7QQhFjn8UU4B8T/96U+44IILcO2112LDhg0pif+zwePx4NNPP8Wnn34KYEC88tNPP0VnZyfC4TC+853vYOfOnXjppZcQjUZx/PhxHD9+HKHQwMP06NGjcf311+PHP/4xPvroI7S2tmLhwoW4/fbbMWrUKADA9773PRgMBsybNw/79u3DH/7wB7zwwgspr6Lcc889eOONN/Dss8/i4MGDWLJkCXbu3ImFCxcCGFDs/elPf4rHHnsMr732Gvbs2YMf/vCHGDVqFGbMmJFT24Vw+UI43OVBW2cvDp/0sAY+mVfh31l0NaqHWdB0OjiejtziaYUI4hYy8CRmt1KxKLZt6fUbdSWK+/FlKCLVfOCaq63tPVjb2oHmxhrUV5VzvhGwvb0bvd4zY5Bv3VJb8FjM3GPe1GFDTaKVBEEQcmER+JIuFEgkCDVg1mvR4HSwHmtwOmDWK3ecWwwCc1TBwXyCyAajroR3ngp95y0matvxiBkAAQAASURBVLadIMQihz/K6aejTz/9FG1tbVi7di3uueceLFiwALfffjuam5tx2WWXiS5n586dmDJlSuJvJkg9e/ZsLFmyBK+99hoAZKQleffdd3HNNdcAAF566SUsXLgQ1157LUpKSnDrrbdi2bJliXPtdjv+9re/YcGCBbj00ktRWVmJhx56CHfeeWfinMmTJ2PDhg148MEHcf/996O2thabN2/GuHHjEuf84he/gNfrxZ133om+vj40NjbijTfegMlkEt1esWSTIiP5VfinFCKeVojXYdNTxCSTb+BJyTtXi21bev1tR/pQXWFGk9PBmreMgoDyINV84Jurre09ibyXfDCv/QqtW4Wcw4VAzNy7YHippKKVStYxIAiCkAKDtgTT6oajbpQN9VXlCEZiCV2Kg0fdMGjpSzyhfsLRGBZOcQJAhqjmwim1CEeVm3akpESDBqeDdTNEg9MBbYmmCFYRhPT0+UKY11iDEiDle22T04G5jTXoK+Jb4kKo2XaCEIsc/ijndynq6+tRX1+PZ599Fq+//jrWrl2LhoYG1NXVYd68eZgzZw7sdjtvGddccw3i8Tjncb5jDMOGDcOGDRt4z7nooouwfft23nNuu+023HbbbZzHNRoNHn30UTz66KOCNuVDPmJDShFPK0QQl0kRU4iAv5J3rhbbtvT6X/6oExt+fCWqhlkQQ+pDflMRfnz5/9k78/go6vv/v/bebEIONiQES2BhowQIEEVRkoAgFhVUkGJB2pIEtRUiKrUCQrgFsWoVUKnWCP19hbZWQaFKi2CVAEWOVMKlBAKhcoSEJEv2mr1+f4RZZnbn2iN7hM/z8fAh2bneM/N5z2fm/Xl/Xu8blXD5g5iv0oUrhEjWKiU/t9rLh9sDqb4XruduLNcxIBAIhHDh9Lgx54E+WPjZUZa+cqFRj0UP9YfLE7uBQgIhEGwON8bkZbGKal4y2WBzuADE1qw4JnIZUFJgAOAfzC8pMEBG4uGEDkKCWoEWqxP352Wh2MdPZZAhIYZnQ8Sz7QSCVCLRH4UsLuTxeOBwOEBRFDweD9LS0rBmzRqUl5fjvffew89//vPQrbyBCDW7OhaKp7VXELe9Av7RzlwVygqNhm1Me5I0Sqx4JA9Ltx6DhXJh0h3ZWLzlKKrqmlFaaEBpgQFOtwdZKVq4PcCFFissDhfJbI0A4fAHMV/tqddBp1bwzggoMqZDLgMumGySnltSbI6VLGku36M11Yf20qPFSuHU5VavfaHYGMpAKIFAIMQTKpkc8z894pftU1nTiIWfHcGyh/vzbEkgxA+pOjXW/rsGJYW9oFTIcdXa9k7TpZMGH1SexpwH+kbbRF5Ucjk27DuL/Ow0VjC/6lwzNuw7i4Vj+0XbRAIhLCSqlfjbgZP42W3dkZGsQavNhU7XtLk/OlCHOffnRtlCfuLZdgJBKpHoj4IOiB88eBAffPABNm7cCI1Gg1/96ld46623YDS2TQ9bvXo1Zs6cSQLiARJtiQwhpAaqgg3iStl/ewT8pWautkegTiwrNNJZtVz2FOWko6L4dpSu24/87qnejK41O2ugUyuwanI+Vm47wfq4JZmtkSFUfxDz1ZuutcGXxufhxU3VqGTc40KjHlMLemLc23vw6sSBgsdhPreEbD7fbMXsvx/Grpr2yZIOxId9fY9u6x/srmVlNYbDvvaQmSIQCIRYxOpwoaquGWUjjX6SKRWVtbA6XNE2kUAImcxkLZ699xa8uKma9X5caNTjpfF5yEwOv+RmuGi2UnhsSA+/9x06I6+tMG5i9AwkEMKEw+3Gc/fegsVbjvr56YIH+8Hhjt0ZS/FsO4EglUj0RzKPFF0SH/Ly8nDixAn89Kc/xRNPPIEHH3wQCgV7WkZDQwMyMjLgJs7oxWQyISUlBS0tLUhOTuZc51R9K+55/WvefeyYNRy9M5Lay0ReAp3Of77ZyhvEzeJZP9pyAXSwjCtztT3sa7FQKNtYxRkIG5aTzsoKFbItXIjZs/Th/rh01Y5H/7jX+3vZSCOq6po4dZ18zyEekOKjHQ2pvnrJZEOTmcJVuxMOpxt7TjeiorIWFsrlHTDhQ8pzq8VCoWxDFSsYTlOUk441IbalYH2Y9j23x4MlW47yaueH0tar6pow/u09vMs3Tx+KQdlpQe27I3Ij+imBEG/w+enBs1fQZHHgg921nNNf03Qq3NajczRMJhDCxiWTDbP+9l/O9+NCox6vPToo6kFxPh89Vd+KB9dUegurMzPyKiprsaWsMCrfogRCuDnT0Ip5m/1nLAFtfrpsXH/0TI9uW+fz03iwnUAIlUj0R0FliD/66KMoLS3FTTfdxLtOeno6CYYHQbTlO7gIZjp/IHIOsSIXwJe52l72BZIVGgkpHDF7nG4P9IlsG5gZ41zbkMzW2Eeqr2Yma5GZrOUctPN4PCg06lkZ5DSFRj2StOJdTf1VO2cwHAB2nWxA/VV70G0pFB+mfe9UfStnMJzeTyhtPdq1AggEAiFSdNap8fr2H/w+4um/iWQKoSPQZKY4A1VAmzxQk5mKekCcjyStErdmc7/fS32nIxDiAavDLeinVkfsxrLi2XYCQSqR6I8CLuXucDiwbt06mEymkA9O8Ieepj8sJ531ezQLz0kJ3HKRolOjd0YSBmWnoXdGEq/twe4/UrSXfbEmjyPFHnrAhsbuFO5soynxQ5COVF8FuNuJQiZDcYEBBUY96/cCox7FBQaY7U5RG5qtwm2lRWS5EOHw4fb0V1+/YhKtgVACgUBoD+xO/o/43TWNou8VBEI8YBJ5ZxF7p4gmZrsz5Hc6AiEeuCrip7H8HRvPthMIUolEfxRwSF2lUsFms4V8YAI/7VU8MljaO3Aba4FhX9rLvljLCpVij6+uskYpPKZGMls7HlztxOJw4fmPvvMWWmVOZ5q5sQobHh8iut9EkWrouhCqpYfDh9vTXyNdK4BAIBCixVWRj5dWEmwjdAA6JcTWO34gtFgdmLmxKqR3OgIhHohnP41n2wkEqUSiPwoqx3zGjBlYuXIl/vSnP0GpJNOm2oNISGRIpb0Dt7EWGPalveyLNXkcqfYwB2zcHg+KctJ5dcdJZmvHg6udaJRyWCgXr3yOFB9JVCtRYNRzZg4WGPVIVAff14TDh9vbX2NtIJRAIBDag1SRj/gUkeUEQjyQqFYISsmJJQFEk2StKuR3OgIhHohnP41n2wkEqUSiPwpYMgUA9u/fj08++QTZ2dkYPXo0HnnkEdZ/hI5Fe0/nj3W5gPayL5LyOC0WCqfqW1FV14RTl1txyWTD6cvX/26xtElGzBuTi/enDkZF8e0oG2mETq3gtIeW2MjJ7ISVHOdQlJOO5ePzSDCvA8LVbqvONaPQZyoTTVFOOlweD6udcZGqU+HpkTmcU6KeHpmDVF1gHR6zzSsVspB9OBL+KiZd4+vHQtczVCJ5LAKBcOOQ0UmDIp7ncVFOOjI6aSJsEYEQfhJUCix6qB+KfN5piox6LHqoPxJUsRusivXvMgIhXMSzn8az7QSCVCLRH8k8Ho8n0I1KSkoEl3/wwQdBG9SR4asSHA+cb7byTufPSk2I+f2HSnva12Kh2jUr9Hyz1a+gYOE13aWZG6sAABXFt+OtnTWsooZFOelY+nB/pOlUovb82GTB2UYLmq0O7zSW7y+YsPjh/ugWA/dPKvHso5GG2W6TE1RQK+R4cVM1y0eY7cxCuTAsJx0vTxjA2yYuNFvx7x8uI6OTxjslqv6qHSNu7oKuAbQj3zavUyva2vhXNSw/CMaH29tf+eDyY7HrGQ/HCgbipwRC7CPkp3WNZszbVM0qVFxk1OOl8XnI1idG2lQCoV2oazRjd00DMpK1199pTDYUGNNjop2L+eiLm6pZ2aeFRj2WEx8ldDDi3U9j2XYCIRy0d38UVECcEBzx/hEfSiCI3tZ0LXiWnui/bSQDTVLs4dsmnuQMWiwUyjZWcUqaFBj1yM9OAwBU1TVxSlUMy0nH6sn5gucpdAzf7YO57pEk3n00WMJ1X+j9tFgdsDlc2HO6ERWVtbBQLu86Ym1Kip8J2cvXHnVqBcrH9sXgHmkw251B+3A02nAgPhZPxwqWG9VPCYR4gs9PWywUfvvRd+iTlYz87qksPcjvL5jw6sSBUX/GEAihcr7Zihf+/h2vnMErPxsY9QFmIR9dvOUoigsMUCrkuGpte99xuNxYt7sWCx/sR3yU0CGIZz+NB9sJhFCJRH9EBMA7GO0ZrAlW11xqtmGkdNODzX6MJV13qTS0UpyBLQDYXdOI0gIDAPDqMn1zsgENrZTgeQsdg7l9rGed3qiE877QPnKqvhWPvLOHcx2xNsXlZ8znWqJaiYN1TVi69Zg30M60l689WigX5n5SjR2zhmPQtYGgQIlWG5bqY/F2LAKBcOPR0Erhy+P1+PJ4Pe9y8owhxDstVgdnoAoAKmsa0WJ1xOy77xUzhd/cbcSBM1eQeS3z1Ey5cKnFit/cbcQVM/FRQscgnv00nm0nEKQSif4o6ID43//+d/ztb39DXV0dKIqtLXro0KGQjCIERywGHFsslJ9NQFtgZc7HhyOebRhr9rQ3JptDcLnd6Rbdx1WRfYgd46rNccNd93ihve6LlDYhFa7nWoFRj1WT871SLEx7w3lsJtFsw+11TtE+FoFAuPEgzxjCjUCrzSm83C68PJrIZEBjqx3/qL7Amj1aYNSjZ3oiuqVoo2gdgRA+RP1UZHk0iWfbCQSpRKI/CiogvmrVKsybNw/FxcX49NNPUVJSglOnTmH//v2YMWNGyEYRAidWA46xlm0YK/ZESnYhWaTyrkYpXldXrHqv2DE6aVUxc90JbNrrvkhpE1Lge67RHWJpocE7u4G2N1zH9qWhlcLBs00oG2n0TvPXqhQ4VNeEisradm3D7XVO0T4WgUC48SDPGMKNQJJW+BM7SRO7k7TdHuC9XaeRn52G0gID633nvV2nMX9M32ibSCCEBVE/FVkeTeLZdgJBKpHoj4LylLfffhvvvvsuJk+ejHXr1uGFF15Ar169sGDBAly5ciVkowiB02imMLB7KoqH9vQL1EQz4BhMJpDUYHEwQeVYyEyKZCY/XZn3G46gZ5FRj+ofW+B0e1Bg1PNqiItV7xU6Br396Qaz4D5IRlh0aC9/kNImpCBV8ofmqs0BQ3oi7s3NwC0MfVr6efj9BVPQ1ahb7Q6smpyPD3bXsiSG6Gx1sz38bZh+xrk8HhTlpPPqejPPKdTBtnDdOwKBQOCCPGMINwJyGTCqTwb6dPN/Fzlx3gS5LNoW8mN3uvDLO3viQouV9Xu3FC1uy06D3eni2ZJAiC/kMvB+AxcY9THtp/FsO4EglUj0R0EFxOvq6jB06FAAQEJCAq5evQoA+OUvf4k777wTa9asCdkwQmB40FYYkStQM3NjVdQCjoFmAkkNFgcbVI52ZlKkM/lTdGq8PGEAp+TE9BE5sDlc+N3fv8Oax26FXCbzu54rJwwQtYc+xpyPD7M+cJnbJ2spgT2QjLBo0V7+IKVNSCFQyZ9OWhVSdGqUj+2LuZuqWc9Duhp1sP6VmqDGK//83u/Fk/57+bi8oPbLB/MZp1MrsGpyPjwej1+F7WXj+nvPKRyDbeG6dwQCgcAFecYQbgQ0CjnmPNAHCz876vcusuih/lDGcLBKLpNBq5JzTlEvG2GEXBbDxhMIAaBWyLFgbD8s3XrU7/16wYP9oIrhqHI8204gSCUS/VFQAfGuXbviypUr6NGjB7Kzs/Gf//wHAwcORG1tLTweT8hGEQKjxUJh0adHeAM1pYWGqAUcA8kEkhosDiWoHO3MpGhIhySqFXggL8s7e0CjlKPqXDOmrd+P23qk4ePfDEWqToU1k/PR0Erhqs2BTloV0pOkZ5Z2S03AaoHto33dCdy0530RaxNSCETyh7a3xUJh3mb/52FlTSPmbz4S9KAT5XJzZmEAbc9ayiWuxy8V32echXJh5sYqlBYa8NTdRrg8HjicblSda8bSrcfw6sSBABC2wbZw3DsCgUDggzxjCB0dD4CFnx3lfBdZ+NkRLHu4f3QMk4BaIcear2p4vytj2XYCIRDUSjmW/uMIBmWnoeSaHAP9nbzyi+NYEsNtPZ5tJxCkEon+KKiA+MiRI/HZZ58hPz8fJSUleO655/D3v/8dBw4cwCOPPBKyUYTAaGilsEsgUDPjbiOUChlaLJGXTQkkE0hqsDiUoHK0M5OiIdnS0Eph7ifVnMt2nWyA0+3xnnco55+i4/+YjfZ1J3DT3vdFqE1IQShgX2DUo+pcMwC2vafqW9tl0EmsAJY5jAWyuJ5xFsqFNTtrsGZnDd6fOhjT1h9grQ+gXc7bAwAkyYRAIISZUPsHAiGWsThcgoPoFkfsyo5YRWy3xrDtBEIgmGxO7DxxGTtPXOZc/vxoJ26KsE1SiWfbCQSpRKI/Ciog/u6778LtbsuGmzFjBvR6Pfbs2YOHHnoIv/71r0M2ihAYYkFWuVyG+9/chcE90tpFp1oMqZlAUoPFoQaVo5mZFA3JlljQTQdIRlisEsv3RShgv+Th/jBZKYwfdBPL3vZq75H03UClYq7aHBCbmxXIeUeyzgGBQCAQCB0Ns134I90isjyamCkR20WWEwjxgskaG9/IwRDPthMIUolEfxRUQFwul0Muvz5VfdKkSZg0aVLIxhCCQyxQY6FcsFCudtOploKUTCCx89CqFKiqa0KCWiG4npTAVLQyk6IhHRJt3XQmJCMsNonl+yIcsE/0W7+92nskfTcQqRhA2jkx1xEqvBnpOgcEAoFAIHQ0khOEP7E7iSyPJiki7xRi7ygEQryQnBA738iBEs+2EwhSiUR/JBdfpY3Dhw9L/k8q33zzDR588EF069YNMpkMmzdvZi33eDxYsGABsrKykJCQgFGjRuHkyZOsda5cuYIpU6YgOTkZqampmDZtGlpbW/1sLyoqglarRffu3fHKK6/42fLRRx+hT58+0Gq1yMvLw+effx6wLdGCDtRwUWDU41Bdk/dveup8LCJ0HoVGPbZWX8D4t/dg6+ELKDTqOdeLdT1qOuPV9zz5JCpaLBRO1beiqq4Jpy63osUS+L0Tuq6xfr0IsUM42mKwpOjU6J2RhEHZaeidkSQYkG2v9h6o74aC2DOdloqhj5+epJZ83uebrSjbWIV7Xv8a49/eg3te+xpPb6zC+ea26t1SJKkIBAKBQCDwk6RSoMjI3ScXGdORpBJO7okmGpVc0HaNSnL4gECIaVISVLwxhUKjHikiQedoEs+2EwhSiUR/JHl4etCgQZDJZKJFM2UyGVwuaanrZrMZAwcORGlpKaf2+CuvvIJVq1Zh/fr1MBgMKC8vx+jRo3Hs2DFotVoAwJQpU3DhwgVs374dDocDJSUlePLJJ7FhwwYAgMlkwk9/+lOMGjUKa9euRXV1NUpLS5Gamoonn3wSALBnzx5MnjwZK1aswNixY7FhwwaMGzcOhw4dQv/+/SXbEi34ZAUKjHqUFBgwc2MVa/1YnULDdx6FRj2KGedRUVmLVZPzAYBVVTle9KilSlSES7aA6HcTQiWeJDTas71HSl5G6rPQ95zEzltK9nesSCwRCAQCgRCvmGx2LB3XH+Wbq1l1noqMeiwb3x8mGwWuWW6xQLOFQklhTwAeP9tLCnu2JUToY9N2AiEQEtUKLBuXh/mbq1kxhUKjHsvG5SFRZFZ6NIln2wkEqUSiP5J5xCLc1zh79qzknfbo0SNwQ2QybNq0CePGjQPQlpHdrVs3/Pa3v8Xzzz8PAGhpaUFmZibWrVuHSZMm4fjx4+jbty/279+PwYMHAwC2bduGBx54AP/73//QrVs3vPPOO5g3bx4uXrwItbotaDBnzhxs3rwZJ06cAAD8/Oc/h9lsxtatW7323HnnnRg0aBDWrl0ryRYpmEwmpKSkoKWlBcnJyQFfIzHoafBNFgotVgeqzjWjorLWT1tnx6zh6J2RFPbjhwv6PK7aHNCqFNhafcHvPHRqBUoLDRiblwWbw9UugSkhWYH2psVCoWxjFWem5rCc9KBkC5jXNZZ0omOJ9vbReCTcbTFSftUR2rvvOSRplTDbnTBZ+c9J6LxP1bfinte/5j3ejlnDAUB0nWj3H8RPCYTYh/gp4UbmxAUTXvj7d1g1OR9WhxtXrQ50SlAhQSXHzI1VeOVnA9EnK7p+weejJy9dxeT3/oOVEwYgI1mDVpsLSVol6k02zP74MDY+cSdyMjtF0XICITycqm9F8Qff4q0pt0KpkHv91OlyY8aHh7Cu5I6YfeeNB9sJhFCJRH8kOUM8mCB3KNTW1uLixYsYNWqU97eUlBQMGTIEe/fuxaRJk7B3716kpqZ6g+EAMGrUKMjlcuzbtw/jx4/H3r17MWzYMG8wHABGjx6NlStXoqmpCWlpadi7dy9mzZrFOv7o0aO9Ei5SbOHCbrfDbrd7/zaZTCFdEzFoHeAWC4WnN1ZFVKc6nDD1jKvqmrBmZ43fOhbKhTU7azCqTwYGZaeF3YZoZ8RKkS0INLgXyzrR0SLSPhqPhLMtRtKvOkJ7D+YchLaRkv1tSE+MeJ0DMYifEgixD/FTAuE6Mjkw94FczNt8BLsZWW0FRj3mPpALeRRUR6T6qEYhx+rJ+VjzVY2f7asn50OjIJIphI6ByebAuSYrHlqzm3N5NGZFSvXTWLSdQAg3keiPQtrDsWPHsG3bNnz22Wes/8LBxYsXAQCZmZms3zMzM73LLl68iIyMDNZypVKJzp07s9bh2gfzGHzrMJeL2cLFihUrkJKS4v2ve/fuImcdHiKpddveRKMgpJisQCS0k4lsQWSIlo/GE+Fqi7HgVzc6Up6nsdh/ED8lEGIf4qcEwnVUcjne9vmAB4DdNY14+6tTUEYhIi7VR+0ut6Dtdpc7EuYSCO1ONOIMYkj101i0nUAIN5Hoj4IqcX369GmMHz8e1dXVLF1xmUwGAJI1xDs6c+fOZWWem0ymiH0gRErrtr2hC8VFMluxPbKzA0Wsk0tOUEVV0qWjEE0fjRdCeeFittEEtSLqfnWjI/V5Gmv9B/FTAiH2IX5KIFyHcrlZeqdMdtU0gIpCUFmqj7rcHkHbXW5JaqsEQsyTnqTGvbkZuCUrGfndU2F3uqFVKXCorgnfXzBFZVakVD+NRdsJhHATif4oqID4M888A4PBgB07dsBgMODbb79FY2Mjfvvb3+LVV18N2SgA6Nq1KwDg0qVLyMrK8v5+6dIlDBo0yLtOfX09azun04krV654t+/atSsuXbrEWof+W2wd5nIxW7jQaDTQaDSSzrc9aC/JgEgGYrmKy+nUCpSP7Ytbs1NxusGM5AQqrDa0R3Z2oNdMKHB1b24GFDIZyjYcYj0gYrXIYSwTbR9tD8Ltn8EOSvnKo7w95VbB4wj5VbT1/MWOHS+DU4EUHI0lyZmO6KcEQkcjUD+Nl+cmgRAMFrtTZHnkk8ek+qiFErGdIolvhI5Bik6N8rF9MW9TNUuitciYjpfG949KnyTVT2PRdgIh3ESiPwoqIL53717s3LkT6enpkMvlkMvlKCwsxIoVKzBz5kxUVVWFbJjBYEDXrl2xY8cOb9DZZDJh3759eOqppwAAd911F5qbm3Hw4EHcdtttAICdO3fC7XZjyJAh3nXmzZsHh8MBlaotk3H79u245ZZbkJaW5l1nx44dePbZZ73H3759O+666y7JttwoRENbm5mtaLY7kJygRvnmI5j7SXW72BDuKUjBXDO+wFVRTjpm/fQWvLi52m/qCC09EUzBTULHoD38M5AgKg2XPIpGKTw9mM+voqnnL+XY0a43ECixlv1NIBBuPOLtuUkgBIrYt0InbVCf4BEhJUH4fSAlgUgxEDoGLRYK8zZV+2Wg7qppwLzNR7Amhr+p49l2AkEqkeiPguqNXS4XOnVqq+aZnp6O8+fP45ZbbkGPHj3w/fffS95Pa2sramquj2jV1tbiv//9Lzp37ozs7Gw8++yzWLZsGXJycmAwGFBeXo5u3bph3LhxAIDc3Fzcd999eOKJJ7B27Vo4HA6UlZVh0qRJ6NatGwDgsccew+LFizFt2jTMnj0bR44cwZtvvok//OEP3uM+88wzGD58OF577TWMGTMGf/nLX3DgwAG8++67ANqkYMRsCSexmjUjpgHcnoFYZsHQso1V2FXTfjaEU6YllGvmG7hK1Chx4GwTLrTY/ILhzP0S6Ykbk/b0z0CDqFyyQ1XnmlFg1HO2XT6/iuYzR8qxAUTNvnDgAQBZtK0gEAg3EtF8rhMIkUKjlKPQqEclxztPoVEvmiQQTZK0SkHbk2I4mE8gBMJFkw0H65pRNtLoJztSUVmLiyZbzPZH8Ww7gSCVSPRHQe2hf//++O6772AwGDBkyBC88sorUKvVePfdd9GrVy/J+zlw4ABGjBjh/ZvWS5o6dSrWrVuHF154AWazGU8++SSam5tRWFiIbdu2QavVerf58MMPUVZWhnvuuQdyuRwTJkzAqlWrvMtTUlLwr3/9CzNmzMBtt92G9PR0LFiwAE8++aR3naFDh2LDhg2YP38+XnzxReTk5GDz5s3o37+/dx0ptoSDWM6aiQVt7UjYEExGbHvZy5QtOFXfirmfVIckPUHouLS3bwQiocElO1RRWYtV14LIu32kfvj8KprPHCnHBhD1Z2KgxHIfQyAQOj6x8C5JILQ3ZsqJ4gIDPGC/8xQY9SguMMAsMg08mpjtIraLyMEQCPFCq82JVZPz8cHuWpbsSIFRj1WT89Fqi922Hs+2EwhSiUR/FFRAfP78+TCbzQCAJUuWYOzYsSgqKoJer8df//pXyfu5++67vQU5uZDJZFiyZAmWLFnCu07nzp2xYcMGweMMGDAAu3btElxn4sSJmDhxYki2hEqsZ820h7Z2rNoQLlmBcNpL7ytY6QlCxyYW/JOGS3bIQrkwc2MVSgsNKB/TFzaHS9SvonlOUo4tVsYj1ganYr2PIRAIHZ9Y6qsIhPai1X79nae0wAC70w2NUo6qc82YubEKfy69I9om8tJidQjavuHxIdE2kUAIC6k6NV7/8ge/2av030se6s+1WUwQz7YTCFKJRH8UVEB89OjR3n8bjUacOHECV65cQVpaGmQyMv86WGI9aybc2tqxbkM4isqJ2ZucoJIskUPvKxjpCULHJxb8k4ZPdshCuXD4XDOeKDR423iLhcKp+lbO9h/NcwrHsWNtcCrW+xgCgdDxiaW+ikBoL5I0SlgoFytzk0miJnZlR5K1KkHbiY8SOgoOtxtVArIjDrc72ibyEs+2EwhSiUR/FJbe+OzZszCbzUhNTSUB8RCI9ayZcGprx7MNgSBk7725GVAr5G2a6BLkC+h9BSM9Qej4xJJvSJUdEpPviOY5ST12rFxzKcR6H0MgEDo+sdRXEQjthUIOFBnT/WoeAW2/K2JXQpz4KOGGwWoXlh2xxrC0UTzbTiBIJRL9UUDdcUVFBV5//XXWb08++SR69eqFvLw89O/fH+fOnQvZqBuVWM+aoYNcw3LSWb9HMhAbCzYEgpC9ix7qh7mbqnnlC1osFOe+BvdIw8yNVcjPTsP7Uwfj/amD8c9ni7B6cj6yiAbwDUus+QYtO7Rj1nBsnj4UO2YNZ7VRMfmOFgsV1XOScuxYu+ZixHofQyAQOj7x9twkEIJBq1Bg+ojeKDDqWb8XGPWYPsIIrUIRJcvEIT5KuFHonKjBB7trOWVHPthdi846TZQsEyeebScQpBKJ/iigDPF3330Xv/71r71/b9u2DR988AH+/Oc/Izc3F2VlZVi8eDH+9Kc/hWzYjUg8jMiHS1s7WFosFKyUC8+OysGLY3KhkMmgkMug55EZiQX4rlkw8gXRvv6E2CZW24cHAHwmD0lt/9E8JynHjtVrzkU89DEEAqHjE0/PTQIhGOwuN6atP8Cpezpt/X58OqMg2iYK0i01Ab+fOBBNZgommxPJCUqk6dTITNZG2zQCIWxQLjenBCnQFlimXLErOxLPthMIgdDe/VFAAfGTJ09i8ODB3r8//fRTPPzww5gyZQoAYPny5SgpKQmLYTciUmUG+JCiRS1Vr1rMzmh8tPDJKywfn4dGM4XTDeagzylSMAODocoXcAUZCR2bQPw32u1DTA4lkPYfzDMnHM+6QI8d6jUPl818hNrHEAgEQriwOd1wuNygXB443G7YnG6kRNsoAiFMtNr95QqYsqJmjuWxxIVmK/79/WVkJGtgd7rRaneiqq4Zd9/chcxGJXQYWu1O6NQKlBYaOHW4Y9lP49l2AiEQ2rs/CiggbrVakZyc7P17z549mDZtmvfvXr164eLFiyEbdSMTbNaMWPBJ6jqxiqC8wieHMSg7zaufFWvnxHfd543JFdyOS74gnu8hITTiycfF5FBWT85vV/mOSF6HcB0rUjaTzEwCgRBt6hrNmLupmpXdVmjUY/n4PGTrE6NoGYEQHjpplYL6vkna2C2q2WKhcLbRjK3V51k+WmDUw5CeCJ1aQd4ZCB2ClASVoJ8mJ8SulGA8204gSCUS/VFAvXGPHj1w8OBB9OjRAw0NDTh69CgKCq5P+bp48SJSUkh+R6gEmg0pJfhkc7pxpsGMyXdko6TA4B09ZK4Tyy83QvIKlTWNKCkweP+Wek7tnY1JH4Pv3txf1yxZvqDFQqHZ4sD8zdXY5TM9Ktz3kOu6APD+lqRRQq2Qo9lKIUkb2xn58QzzPnROVGP+piN+xZmY9x4AFnx6BAO7p6J4aE/YnW4kqpVwut0422jGxRYrUnRqSTNHkjRKmO1OtFiD8w0pcijtJd8h5XkYrvbKdSydWoEB3VNxpkH4mkfLZiB6s3wIBALhksmGxVuOIj87zSslQWe1Ld5yFMsfGUBkGQhxj0YhxzoefV8ZgBXj86JjmASumCm8u+s0p4+++80plI/pS94hCB0CrUrBq8MtA/DKzwZGxzAJxLPtBIJUItEfBRQQnzp1KmbMmIGjR49i586d6NOnD2677Tbv8j179qB///4hGUQIHLHg00WTDcu2HmMFUunRw5kbq/DNyQY0minvvtozQBwsQvIKOrUCnRPVeH/qYJaTNJr9NbhpwpWNKRZUF7o3S7cew+czi7Dg0yOC8gW0rcVDe/oFw2n4NMdbLBTqr9rRbHUgUa1AokaJ1AQV73X5scmCs40WNFsd0KoU2HGiHicumPB4US+UrtsPC+UC0NZ+SgoMmPzePgzukUYy1EUIdPDFt32+P3WwXzCchr73Mhnw2JBsVFS2ZQro1Apv5gDzZUlKVnmhUY/iAgNmbqyChXIF7BtS5FB6ZyS1i3xHMNr8QgjdO99j6dQKrHks33sPmOe0fHweKJebc5Ah3DYHQyQGCAkEAqHZSmHKnT38npNFRj1KCg1otlIkIE6Ie1opFw7VNaNspJFTzqD12vt0LGJzujD1rp4432xl/X5Tiha390iDzRm7thMIgWCyOXh1uCtrGmGyOdANsfl9G8+2EwhSiUR/FFBA/IUXXoDFYsEnn3yCrl274qOPPmIt3717NyZPnhyyUYTAaLJQgsv/12T1C6TSD9DSQgMqKmvhAVC2sSrqUgt88Mkr0EG/1//1vV/Af3z+TZzbhCsbU0pQXSgwaKFcMFkpQfkCpq2T78gWtMdXc/x8sxWz/36YFUgtMOrx9Mgc9Ois89Nc+t8VC2Z/cthvOkpJgQHvfnMKpYUG78crs/2s2VkTF7MMokWggy9c7dPuFC6MctXmQKJGiQ8qa1HJuDdcmQO+WeVcvlBZ0wgPrt/fQH1DqhxKe8h3hKrNzyRQHfQnh/Vi3QOab042YO4n1bitZxre+PKk6H5CsTkYYkVqh0AgdHxkHnA+J9ve4WQoHyssJ0cgxAMWu1NQzsBCxa6+r0Iug0Ypx9bqC37fBE+PyIFCTgoYEToGJqvw+7XY8mgSz7YTCFKJRH8kD2hluRxLlixBVVUVvvjiC+Tmsl9aP/roI5amOCH8tFgonKpvRVVdE05dbsUlkw3OIKsI765pRH73VJQWGrDo0yO8AeIWkYB7JKDlFXyhg35cAf9Fnx3ltF1KNqYYYkF1+rjJWhV0agXKRhrx/tTBeHvKragovh1lI43QqRVI1LRla/fOSMKg7DT0zkjizTDXKIXdlam53GKh/ILhQNt1Wb3zJP79w2XWtWmxUJjrEwyn1/9gdy36dktBfvdUv2X0b1Kv242G1HbChKt9Srn3Lo+H5Qf53VN5Mwfo+yXkC8z7y9xGCklaJQqNes5lhUY9SztTqP0HAv1sdLo9LB/zRao2uZR75xv4LzSm887i2FXTgELj9WeY0H6CtTkYgmmjBAKBECxuQPA5GdwbLYEQW6QlqrFh31nkZ6ex3v/zs9OwYd9ZpMVwAolKLvdOUfe1/d1dp6CSBxQ+IBBiFjGd7VjW4Y5n2wkEqUSiP4rdih4EP7gyfoty0vHbn96CkX26YOeJy37bFOWko+pcM+8+7U43hvbSs7IXmHxzsgE/NlvRYKaiOoU+RafmlFe4S8D2XdfkYnxtDkc2plhQnZag8cCDzdMLsHTrUb8MkYri20V1kpm2Vp1rRoFRzxnk9NVcbmileCU2dtc0orTAwJJhaFuf+wOVXp8rS5n5W3tnscYKUqQl6HXsTlfAUhhc7VPo3hflpMPl8cDt9qBspBEVlbWwUC5JWeUekXOlrg220VXM7U4XquqaRCU1zHYnigsM8AB+o7nFBYawVz7nynBmykLRUj+BaJMHo4PudAlfUaebvby99dSlEAtyLQQC4cbhqlX4+S+2nECIByiXG48N6cGZIV5SYPC+X8UiNqdL0HYimULoKGgUct7vqwKjHhpF7A7+xLPtBIJUItEfSQ6Ip6WlQSaTlpJ+5cqVoA0icMOX8bvrZAPcHg9m39cHdqfbL/i05KF+GLO6kne/qQkq0ezTM40WTP/wUNSn0NPyCvVX7ai7YoFMJoNK5GH/vyYruiZrWQGdcGRjimma0xI0A7unoqquiTPzWi6TYc012Qo+mLZWVNZi1bX1fTWhfTWXxYL+dqebFcCWsj5XO2H+1p5ZrLGCFGkJ5jpvT7lVcH9cgwhc7ZPv3hca9Zg6tCfGvbUbFsrFCgKL+XWiRvzx3yVJw9Ii99XF5pV9sTowc2MVSgsN3sEUjVKOqnPNmLmxChseHyJ6bKnwZTj7yvoEqk0ejA66TuOfkc6EK2O9PfXUpRBtuRYCgXBjIfqcFFlOIMQFHvAWvAOA8jF9o2GVJGSQxa3tBEIgNJrtKCkwAPBP4CkpMKDRbIehS1K0zBMknm0nEKQSif5IckD8jTfe8P67sbERy5Ytw+jRo3HXXXcBAPbu3Yt//vOfKC8vD9kogj/1V+2CGb8NrRSr+iodfFLIZBjcI40z87AoJx29M5LQahPOxqEDa1J0hNu7MFuKTo2GVgrT1h8AAFQU3y66jW+GYziyMYWC6l4JmppGFA/tKZjBLpZ9SUtPVNY0wkK5WEFGAOiepkNmssZvH2JBf41Szgpgi62fkqDC3tPsB1GBUe+dfcB33TpSoT4haYnZHx9G+di+kAE4cLYJB882AQhM5oaGq33S937+mFw8N+pmWBwuKGQy7D3dyMqAZgaBhbLKC4x6qK8NJgmuo5RL0iLnan8WysXb9sM5eCIm+zLvgVyMH3RTwNrkweigyyB8PaXuJ1x66lKIplwLgUC48dCpFILPSZ2KBMQJ8Y/vDDkmu6/VaYlV4tl2AiEQEjUq/KpiP28Cz8dPDY22ibzEs+0EglQi0R9JDohPnTrV++8JEyZgyZIlKCsr8/42c+ZMrFmzBl9++SWee+65MJhGYNIsUhjB5vAPPhXlpOOJQgNn5mFRTjpWjM9DZrIWWiXFGyBmBj0B4Sn0kSrMxsxoPFTXJPhhVXWuGfpEtq188iuBZGMKBdWZEjRcshW0/ER+99Q2aZXLrbyBYl/pCTrISI/+KhUyzu2E7Csw6lF/1Y7BPdIkrV9o1KNzohp/+bYOZSONXl3pzGQtvjx+CffmZmDJw/397OhohfqEAq+7Tjbg3BULpq0/wMrSDkTmhiZFp8bKCQPw7x8uI6OTBnanG1qVAhdbrMhKScCvKr7F6sn5+M21wZHVk/O96xyqa0JFZS1KCwx4emMVVk3OhwxgFS8rNOqx4MF+uGqj4PJAMLvgQosN+d1TBSWVuJ4HkZQAEctwppxu9O2WEvB+AzmHFF2b/9Y1mFE2wgjA/3qWjcjBV9/XS9pPJImmXAuBQLgxmTkyB3KwtcSLjHqUjcyJnlEEQhgRk4YLt3RcOIln2wmEQNCpFbg1m/s7p9Co55zZGSvEs+0EglQi0R8FpSH+z3/+EytXrvT7/b777sOcOXNCNorgT6LIQy3Vp3BCgVGPxQ/1uxZgAVY8koezjRY0Wx3e0cPFW45i8cP90S01gTNATAfFZm6sYu2bawq9WGE2oazyQJEiI8K0ffygm/z2EWo2Jl9QvcCoh5whLeSbIRyo/ESw0hO0fVy6yk+PzEHPzjrWufKdDz1w0kmrxN9/MxTlm6tZdtPLs3ztjmB7iBRSZGUAdpZ2IDI3TDwAPj98gV0vwKhHSWFb8Nrp9nC2IzoY30mrxKsTB0Ipk6FspBFz7s/FuSYL1Iq2tvPyF8excGw/ON0eTH5vH2/7+vtv7oKZEtbm4noehGPQSSrtleEczDk0WSnYHG6MyctiXc96kx1yGfDHr09L2k8kieS9IhAIhGYrhbRENe7Py0Ix6zlpQ1qiGi1WUsiXEP8kikj/iC2PJmKBNBJoI3QUGlttKB/bD0u3HuVMHmpstaGHPjGKFvITz7YTCFKJRH8UVEBcr9fj008/xW9/+1vW759++in0eu5p4YTQSFQrBTOhuyRr8P7UwayAFk2LhcKcT6r9gpM6tQJf/3AZg3ukwUI5sXRcf1BON1qsDrRYHd6gmMUnIMYVYIpkYTZmRiOXjEhKggr//uEyZm6swuAeabwZjqFmY/pqmgNtxQ8tjuvXyzdDOFD5iZQElTeb3DcL2EK5BIN93VITsOaafS1WB3RqBRLVSqTqVEjRqTnlTHwHCZK0SpjtTly6asfSLUf9Cm/uOtmAFzdV+9ndEQv1SZGhoaELkfq2z5QEFdJ0asHBF+9ggm+9gJpGuNHWhrJStFi57QSvntbih/oBkOGqzYHKmkZvewGuz1CwOFyQAbitRxpndsGwnHTclJqAhlbh4ARfG4yUBEh7ZjgHeg5JGpV3gCEzWev9/dJVG+pbbfjkqaGwOVwRk0ORSrfUBPx+4kA0mSmYbE6k6JTopGmTvZFSRJVAIBCkkpKgRvmnR3jfZ5c+3D8KVhEI4UWnEv5u06mC+gSPCAkiskYJRNaI0EHQaVSY8qf/YOWEAZh9fx+02lxI0ipQb7Ljsff+g/8LY82jcBPPthMIUolEfxRUb7x48WI8/vjj+Pe//40hQ9qcbd++fdi2bRvee++9kI0i+JOqU+Hpa1NJuabif159AX/YftL7+7BrcikAd3CSmak895Nq7+/35mZg4UP92mQGspKx5rFbcfh/zZDJgP7XZAfcHg9aLOyAplhGTyCF2cR0p+mMxoWfHsEtWcneYHGCWoEkjRKl6/ajoZWKSIajr6Y5AJSNNHod9y/f1qGi+HZctTnRYnWge2ddQPITaoUcVXVNnFnAf/22TjTYxxf0F5Iz6Z2R5F3n+Y++w66TDXh/6mC/YLiQ3R2xUJ+YDA09CEUHnLsma7HxiTvRSavEJZMNmw79Dy+NzxPV37c7XYKa2KUFBlA+BXR912m2OOD2eFjtkraNmVlO/+3xeFjZBb6+E2zAORISIJHKcPYAgEhd6fQkNQYLDDAU39UzIHsipcHPfB5cbyPH/GY1xKvcEYFAiB3sTjeq6pq9Emy+g/1cUnMEQryRqlNh8UP9seizI37Zm4se6o9UXWzX51j8UD8s+sw/83TRQ/2iaBWBEF7UCjkKjXp06aSBQi6HXOaCUi5Hl04aFDLqLcUi8Ww7gRAI7d0fBRUQLy4uRm5uLlatWoVPPvkEAJCbm4vKykpvgJwQXlJ0avTorMPYAd3YU/Gv2qGQC0/F5wpOcmUq69QK/PyObMz5+DCrwRUZ0zF9RG9MW3/Am2XKDI6cb7bC5hD+gJEqWyBVd7pbagIWPtgPcz857Cfh8ddf3wUZAH2EMhp9ry8tk6FRyvHYkB6sTN63p9wquC9moLjFQmHupmrOLGAZEHSwT4qcCQDWOmIfqL4B7o5YqC9Fp8aycf3x4qZqln8w5Xn4JHEKjXrBYDiz3Yu1kZQEFdwiFSQut9pxE0fg0tfvmRnsT91thFYlR2oCO4M9HiQ12isbPVAd/HBeq0hp8Ps+D4IpokogEAhSsdidgpJfForoExM6Bi9/fgyDstNQ4iNJ9/IXx/HaxIHRNo8XyuXG77ed4Lb98xN44b5bom0igRAWbBSFZ0fdgnmb2d/bhUY9lo3Lg8Vuj6J1wsSz7QSCVCLRHwU9X2vIkCH48MMPQzaAIJ2s1AQ80L8rK+hDF0bcUlbIGwjiCk5yFcrjC4TsqmmAGx6UFhq829DBkd9PHIjZHx/GwO6pARcP9CUQ3Wk6WMwl4bH4s6O8QZv2yLj0vb50kHH15Hys87mevprivjADxUKyI5U1jaKDEL5IyUCms70BsNYJxG6gYxbqa7FQWLL1+seNSimHQibD3tONXmmhspFGTh+qrGnEvE3VeO3RQV4pDfp+tFgp2J1uDOyeioNnm0SvdZqE9kpnBfj6JJff04Va1+yswbZnirwzBJhESv4kFMKdjR6sDn44rlUkNfh9nzPBFFElEAgEqXROVOP1L3/glfxaRiRTCB2A+qt2fHniMr48cZl3eaz2pR4PBG1/fjQJiBM6Bp20GszhSD6rrGnE/M3VWDE+L0qWiRPPthMIUolEfxR0QPzUqVP44IMPcPr0abzxxhvIyMjAF198gezsbPTrF570dZfLhUWLFuH//u//cPHiRXTr1g3FxcWYP38+ZNcKF3o8HixcuBDvvfcempubUVBQgHfeeQc5Odcr1V+5cgVPP/00tmzZArlcjgkTJuDNN99EUtL1wM/hw4cxY8YM7N+/H126dMHTTz+NF154gWXPRx99hPLycpw5cwY5OTlYuXIlHnjggbCcqy98gVu+oI/QS1WSVokNjw9Bs9XhnZbq5EgxFQqE0FINTL452YAmc1sw5eDZJs7igUUBZEYGojsdjEa11IzLFguFZosDZsoJM+VCaoIKGZ00vOfAF/zt0kmD4gIDJg/p4b3uR863CA4cJGmVOFXfCpOtrfjpc/fmwOMB8m5K8ZtWbLY7WEFVnUYJuUwGpVzmlx0fSAbyVZsDzNZBFyv48PEhaLU70S0lAXanC5db7dAoFbhksvkFuOMhqzhQGlopfHm8Hl8erwdwXX6kqq7JO3NCyIcqaxrRZKaQmazlbIt0dlz1j8JtRCmXgXK5MSo3A30YkkF02zhx3oTqH1sgkwFlI4wArvukWKa/yebAqcutnANF7SV/cslk82pXJycokaxVwe5wodka2KAV85mZkqCCVqWAyeaAydq23zSdmqXrLUYoOvihXqtIavD7znAJdDYIgUAgBILdJSKZ4iKSKYT4p9kq3Fe2iCyPJq124VkaYssJhHihlXIJ9ketPnXUYol4tp1AkEok+qOgAuJff/017r//fhQUFOCbb77BsmXLkJGRge+++w7vv/8+/v73v4dsGACsXLkS77zzDtavX49+/frhwIEDKCkpQUpKCmbOnAkAeOWVV7Bq1SqsX78eBoMB5eXlGD16NI4dOwatti34MWXKFFy4cAHbt2+Hw+FASUkJnnzySWzYsAEAYDKZ8NOf/hSjRo3C2rVrUV1djdLSUqSmpuLJJ58EAOzZsweTJ0/GihUrMHbsWGzYsAHjxo3DoUOH0L9/eLNZwjlVni/w9tCAbtCpFayCmWKBEK7lJltbI/QtHkhPZ8jurEOWRJsD0Z0OVKNaasblhWYrzl6xYPXOk5yBfSkyCXSg9PfbTrAy2AuMekwrNGDATakA4KfPu2xcf8zbVM0KuL4/dTDe/qoGb3x5krWftx67FckJapRtrPK7tyUFBqz4/DgWP9wf3VIT/M49kGxv+lwqdteiqq4Zqybn4+Vtx/2uzfCbuyBFx95PPGQVB4Jvm/Nt8520KjGJaZhsTt62SF/TOwydUXJt8Mn3Ok8fYcT9q3ahbGRvzLm/DxZ+dtRPmmXRQ/2x88RFvPFlDQbclIqxeVlen+yZLlxt/KrNiUf/+J+I6UXXNZr9ZIEKjXqUj+2HJ/58wFsLQMwWbg3sWr/9Lh+fh2yJFdejqYMfyWP7znAJdDYIgUAgBEKrzSEomdJKBt0IHYBEtXChL53I8mjSSSscHhBbTiDEC2L9kdkeu/1RPNtOIEglEv1RUHuYM2cOli1bhlmzZqFTp07e30eOHIk1a9aEbBTNnj178PDDD2PMmDEAgJ49e2Ljxo349ttvAbRlh7/xxhuYP38+Hn74YQDAn//8Z2RmZmLz5s2YNGkSjh8/jm3btmH//v0YPHgwAGD16tV44IEH8Oqrr6Jbt2748MMPQVEUKioqoFar0a9fP/z3v//F66+/7g2Iv/nmm7jvvvvwu9/9DgCwdOlSbN++HWvWrMHatWvDds7hnCovFHhb+o9jKB/bl1VQkw6E0EUBfUcbdRxVXJMZjZCWXqDRqRX4YmaRN+PZN9uzxUKh0UzB6fbA7fHA5fbgg+LbcfDayKbFZ2STGYjh06imbdeqFKiqa/Ies9EsnnEJAP/+4TK2Hj7vLxsTgEyC2+PBki1H/eRc6H3e3rMz8rPTUD6mL2wOFzppVUjSKrFky1H0yUrG5DuyYXe60T1Nh5XbjuMQx+hvglqOZVuP8QZV87PTvPY2mikM7J6K4qE9YXe6kdFJiyKjnrNIJlPOZFhOOgZ0T/UGFvnkQHadbMDsjw+jfGxfKOQyzoxeKQUJYx2uNsds8ztmDYdDJLMtWasUzP6lZ2I8zQi0pySokJKgwoGzTShdtx8WyoVCYxcs/Owo5zS5hZ8dwbKH++OOnnqkJKhwS9dOMFkdMNmcSFDK/e497TN39dLD5fagovh2HKprwsJPj+DViQNDGsAQkii6ZLLhRZ6pfku3HsXKCQMwbf0BHDjbhK9/uIzBPdLQandyPkcWfHrE28ZVCjnUShlKCwyYVtgLNofL+wxbvOUolj8yQDBTnLbZybgWYs+jcBNJDX7fGS5V55pDlr8iEAgEPvSJGvzhy5NEMoXQodGpFbx9aYFRH9MBcZ1KgUKjnlUvh6bQqOf8HiQQ4hF9kgZv7ODvj5bGcH8Uz7YTCFKJRH8UVEC8urram13NJCMjAw0N3IGeYBg6dCjeffdd/PDDD7j55pvx3XffobKyEq+//joAoLa2FhcvXsSoUaO826SkpGDIkCHYu3cvJk2ahL179yI1NdUbDAeAUaNGQS6XY9++fRg/fjz27t2LYcOGQa2+/qE/evRorFy5Ek1NTUhLS8PevXsxa9Ysln2jR4/G5s2bee232+2wMwoamEwm0XMOZKq8mB620L52nWzA/DG5foGQe/p0weQhPTiLAo7KzWRllQ/LSUdaIrdciE6tQEXx7Zi/+Qh21fhnussAlH96BJPuyPYLstIjm7QuM70dMxDDJVPCV9BwWE46Fj7Uzy8jngmdcZnRScP58goISxUw70WCWoGB2Wk4WNfsdzw64Ll+zxk8UWjw7uv05VaMv/UnLNvfnzoYh65lZfueU5ExHVMLemLP6UbeY6zZWYNGMwUPgKq6Ju/2dOY5IPO7N0w5k5cnDMCZBrN3OyE5kF0nG3DuigXT1h/w7scDRKQoYCgE4qNSdNFtTrfgQzstUY3zzVZhm5xub6B9WE66d6CFOXgFgLed7q5phMXhwqDsNL8ZIjq1AhVTbwd97/l8hp5p0GgOXppDbKZLk4XivE5AW1B8zv25LPuY5z8sJx1LHu6PFisFrVrhfY6s2VnDmyFOn1OzheINiAtJ2TCfR0XtHBiOpAa/7wwXuiiwDGDdn2jKHQXTlxIIhMgi1U8pl1uw/6KIZAqhA6CQyfD0yDb5Tt93kadH5kAhi3yWiGQfdbuwbFwe5m9mF5GnC8RTbiLFQOgYOET6I7FEp/ZAqp/Gou0EQriJRH8UVEA8NTUVFy5cgMHA1pSuqqrCTTfdFLJRNHPmzIHJZEKfPn2gUCjgcrnw0ksvYcqUKQCAixcvAgAyMzNZ22VmZnqXXbx4ERkZGazlSqUSnTt3Zq3jey70Pi9evIi0tDRcvHhR8DhcrFixAosXLw7onKVOlZciqyK2LyvlYklaJCeooB7cHbM/OcyZtenBCW9hTTo4kpms5dSKLh/bF2/trGEFXIHrme7352WhT1YyZ8Yx/bfvsZiBGC6Nar6ioN+cbMCiz46yioL60kmrgsnmCEo/V2oQjYnv+TjdHj/b7U53QIVOmdDn4XK3Zaszt7dQLkxbfwDzx+TimVFtL+tpOrWfnEm31ARcbLH67ZMPevk3Jxvw7x8u4/PDF3jvfziLAoZCID4qRRc9BcDy8Xl4cZP/Q3v5+DxkJmvRahPWuqJnajD3e+pyK2sdi1344W+xuzhniFgoF0rX70f5mFzMfSAXchnw0j+O8frgogeDqwchZabLVZHrYKFcgj49b3M18rPTcE+fDNY6fNvQf5eP6RuQzb7PowKjHjOuabO3F5HW4PeVN0pOUOG1Rweh1eaMCbmjYPpSAoEQWaT6qdizX2w5gRAPuD0eyOHBGIZsnUYpxyWTDfJryyONVB9VyxVYuOWot4g8bXvVuWYs2XI06HdDAiHWiMX+iPSlBMJ1ItEfBRUQnzRpEmbPno2PPvoIMpkMbrcbu3fvxvPPP49f/epXIRtF87e//Q0ffvghNmzY4JUxefbZZ9GtWzdMnTo1bMdpL+bOncvKKjeZTOjevbvgNmJT5ZMTVLhksuFMgxmT78hGSYHBO6XfN9goZdq9b/G3U/WtgqON8x7IxfhBN7GCI1xa0W6Pxy+jleabkw2YOrQnMjppBIt4ch2Lie9xtSqFYAbzU8N7cy5nZlxeMVOc29P4ShVIDaIx4dJVd7s9ftddo5QHXOiUlr/o3jkBb0+5FU63h1MaxUK58OKmI9jw+BD065bMXxww4frvYtrCzOUZnTTeYDiXBE+zxRETAfFAfVSKLnq2PhGvPTroeqFIrRJpidcLOgpl/xblpCO7sw47Zg1n7VenZj+qlQrhzKJOCfzSLBbKhbmbjuD9qYORkazhbB9AW/tycRTflYKUmS5JGnFNsPzuqaiorOUtGFNaYIBSIWP5jpjP8J2RmJTN7Pv6IL97KqrONaN03X5sKSts1zYcaQ1+rkKgmcntcqiACaYvJRAIkUWqnyaKPPvFlhMI8YDV6UbxugMoLTSwZqWdb7Fh2T+O45PpQyNuk1QfbaVc+M/pK+jbLcX7m+xaRvve01dIsT5ChyEW+yPSlxII14lEfxSUpyxfvhwzZsxA9+7d4XK50LdvX7hcLjz22GOYP39+yEbR/O53v8OcOXMwadIkAEBeXh7Onj2LFStWYOrUqejatSsA4NKlS8jKyvJud+nSJQwaNAgA0LVrV9TX17P263Q6ceXKFe/2Xbt2xaVLl1jr0H+LrUMv50Kj0UCj0QR0zkLBsntzM6BWyPH83/7rV6yRzkZmynoEM+1eLKuccrpZDZLGN5hSVdckuB+xbGOhY/EdV+yYGpUcw3LS27SYrwVoAaB7Wls1yPQkNb49cwUFRj2q6pr9griXTDa/ayZFD5rJsJx0ZHTybxMWyn8Ut+pcs9dGPpjXkUv+4u0ptwpur1HJBQNszDYkpC1cYNSj6lyzn118khxCRUojSTA+6tvWWyyUn05+ZrKWV5ZDLPuXqwitXC5jXfvKmgYUGdP9MvCBNjmdNJ00aZYms7C/m2wOnLrcyqkLL7adEFdtDmhF9DVlaJs5IVQwxun2+J2D2LOFy9ek2Py/Jiumf3iIdQ7tDVeQur0Qk+CKJsH4KYFAiCxS/VQGiD77CYR456rV6VdbyXd5pJHqo6RYH+FGIRb7I9KXEgjXiUR/FFRAXK1W47333sOCBQtQXV2N1tZW5OfnIycnJ2SDmFgsFsjl7KxUhUIBt7st4GEwGNC1a1fs2LHDGwA3mUzYt28fnnrqKQDAXXfdhebmZhw8eBC33XYbAGDnzp1wu90YMmSId5158+bB4XBApWrLAN6+fTtuueUWpKWledfZsWMHnn32Wa8t27dvx1133RXWcxYKli16qB/mfFLNW6yRzkamAzXBTLsPVzE3sf2IZRsHciypx0xNUGP15Hw0WRwo31ztpzP+8oQBGHFzF/TukgiX24M1X9X4BXGH39wFKbrr+xQLojGDc0LXnZmJTVNRWYu//vpOkXO6fs5cUhFi1zmV47gsuxhtiNYWBvz1EEsKDJi5scrvuLySLzEmnRIsUqSLuAg0+1cpl6Hk2uDK7ppGvPvNaax5LB8AewZAkVGPl8b3lyzN4hTJAL9qc+LRP/4nYO13sezvRI0Sbo+HdU40dHvywIOsFC1WbjvBK38y+74+3oK4zPMSgq/NB/rMas+impEm2HZMIBAIgSKTQ/DZLxN/PSQQYh6dRrjQl9jyaEKK9RFuGGTC/VFMR5Xj2XYCQSKR6I+CCogvWbIEzz//PLp3786awmG1WvH73/8eCxYsCNkwAHjwwQfx0ksvITs7G/369UNVVRVef/11lJaWAmhLl3/22WexbNky5OTkwGAwoLy8HN26dcO4ceMAALm5ubjvvvvwxBNPYO3atXA4HCgrK8OkSZPQrVs3AMBjjz2GxYsXY9q0aZg9ezaOHDmCN998E3/4wx+8tjzzzDMYPnw4XnvtNYwZMwZ/+ctfcODAAbz77rthOVcmfMEyqdnIyQkqb7Zfi5XCi2Ny8SIAeDxIUCmRqmsL5PhmtQabVc6F2H7qr9rxY7OVd2QzmMJxYlIUSoUMNqcb5Z8e8RtUYMrN9NAn4vm//VdSEFcsiGZIT8Tffn0XkrVKaFRy2Bxt2s6+gU8u2y2UCzuO16PIqOeUtRiWk47eGUnYMWs4WqxtxTx9M1GEsrrpa8yXGcr8vXxsX6gVcly1UVg+Lg+Uy42rNidsDhf2nG7000q/ZLKhyKgXlK8QKlIaD0jRyRY6t0Cyf/WJaqz4/Djys9O8WpRyyFBcYMD0EUYoFXJ00kiTZtGpFSgf2xc3pSUAnjbf4HquMLP+A9V+VyvkGNmnC/p2S/GTOjl2vgVKuQweyPDxwXMoLTBgzv190GpzIUmrRL3Jhr8fPIffje4DmUy4YIxSLkOXJA3LR6S0eS6Enh++MyDCXdgymoTajgkEAiEQ1HI5Nuw7y+rPaD3IDfvO8tZ5IBDiCZ1KIfgepFPFbkDc4XKjqq6ZV66OFOsjdBR0KgU28vRHG/edxcIY1suPZ9sJBKlEoj+SeTyBV/VQKBS4cOGCX7HKxsZGZGRkwOUKj7bY1atXUV5ejk2bNqG+vh7dunXD5MmTsWDBAqjVbR/oHo8HCxcuxLvvvovm5mYUFhbi7bffxs033+zdz5UrV1BWVoYtW7ZALpdjwoQJWLVqFZKSkrzrHD58GDNmzMD+/fuRnp6Op59+GrNnz2bZ89FHH2H+/Pk4c+YMcnJy8Morr+CBBx6QfD4mkwkpKSloaWlBcnLg4qxVdU0Y//Ye3uXv/OJWfHLwf1j4YD/M3VTtDXDo1ArMH5OLvJ+k4PJVO25KTcDh/7Vg4WdHvUFMZjbg+WZrQHIOfAjtBwAWfHoEP78j2y+DOJhj+R7TVxYlM1mLL49fwp2Gzpj03j7e7XfMGg4AuOf1rzmX69QKfDGzCE63ByabA50T1SjffIQziFZo1GNQdpo3IDyyTxc8O+pmmO1OqBRypCWqWbIEXNfr3twMlI/ti/k+x+C6RlztgylZwnWNAeAFjszQZeP6Y8nWY/jyeD3rd9+MUS6bC4x6PF7YCx544PEA09Yf4LyWAPDxU3fhth6deZdHmkB89FR9K2c7oTXTx+ZlwepwhU1+Ihi/9N1Gp1agovh2b8Fbun2s213LKgLKzPpnDnTsmDUcvTOS/I7jS/X/mqBWKrFkK7uga6FRj/Kx/XCuyQKdSg59kpZ3HbvDCZcHgs+8tb+4DbP+9l+8P3Uw3v7qFHbVNCA9SY0PH78TS7ce5Sxsmq1P5N0f1/UqH5OL/j9Jwf+arNAo26STRtzcBV0Z19x3UClJo4TZ7kSLNTbkR4TkUPjaMY3Uex5JQu1LCQRC+8Pnp4fONiJJq8bBM1eQkay9LkvXYsVgQ2e0Wink99BH0XICIXTONZhhd3uw8LMjfu84ix7qD41chu7p/O8jkYDPRw+caUSz1en37UC/G6YlKHFbT+KjhPin7nIrPDIZ9pxq8OuPCozpgNuD7C7RfQfm89N4sJ1ACJVI9EdBBcTlcjkuXbqELl26sH7fuXMnfv7zn+Py5cshGdVRCfUjXixw8Y+nC5GmU2H2J+xgOFdAtMiox1SfgNewnHRvNiAdQAm1mJvQflosFBrNFFxuD1xuDyyUCykJoReOa7FQuGKhsGDzET+t9QVj+2L823tYQT4mm6cPhQfcQTj6Wq7fXevdrzfA+FUNK6hcaNSjmHF9hQLTzCAz3/WScj/EArSj+2Xi3BUrNEo56q/aMTwnndVWmPgG85n2+maM0rY1mtvsqzrXjIrKWgDAn0vvwM/W7uW81gBEi3pGmkB8NNABiHDITwTjl8xt0nRqzN98hKU9TrePob30UCnlMFmv30NfP9k8fSgGZaeJ2nmmoRXzNh/hzNIuMOox+74+kMtkWPHFcd516JkI9/7hG97j/P03d+Fna/deC1z3xW090iCTASu/OI4+jKwsOmPi+wsmvDpxoOA1o6+X2e5AckLbgBfzevneSy65EV//j6b8iJgcithAq9R7HklIQJxAiH34/PTM5VZcumrH6p0nWYOWRUY9ykbmILOTBj3JRzwhzjlVfxWLPjvKOcOzKCcdix/si14ZnaJg2XX4fLT2civmf8r/Drfs4f4wEB8ldADioT8ifSnhRiYS/VFAkilpaWmQyWSQyWS4+eabvRU+AcDlcqG1tRW/+c1vQjKIwE2LhYJSLhOUNzj8v2bc1qMzazmvhnNNI9y4rjsOsCUsginmxpeFyLefcBeMo4/v8niwdIv/S+jumkYs23qcdc6+COkCc11LC+VC6br9KB/bFwvG9oXZ7oRWpcDW6guswQa+++ArS8B3TaRcKz7JBwvl8hYcZZ73hseH8ErwVNY0enXJfO31lTnx2lbfikf/yA5+//uHy7zFHwuMeuw53YjMZG3MBMQDgUsuR+p9DpZgfIa5zan6Vr97QRd9WrOzBtueKcJEgQEMqRXLbU5hqRPK6YZGJRdchw5kC005Vl/T9bZQLszdVI1tzxRBJZfjyxOX8eUJ7oFZMZke+nq1WCiUbazyu17MewmAU26ksqYRHlx/vkZLfkSKHEq46kYQCASCFDwAVu3014Ok30uXEX1iQgfA6fZwBsOBNglGh0gNl2hidwm/w9mJZAqhg+CGcH8Uy3r58Ww7gSCVSPRHAQXE33jjDXg8HpSWlmLx4sVISUnxLlOr1ejZs2fYi0wSrmf4HTzbhM3TC7DYR2KAKW+wruQO1rZCGs5M3XE6S9TubAueBjrNP5CibHRmuNPtgdvjgcXubNMvD0FW4H9XLKi7YkGz1YHszjoMzE7DwbpmvwzXXTUN+M3dvTmvCa0zrlUpcG9uBrYz5EIA7mtJX7eMTho0W9skVFxuj192baBa2kISB3zwFVEtMOrxwug+aDJTeHvKrd6AYksABUGZXOXZLkmrxIbHh6DZ6vAe4y/f1uHDx4dgydZjvG12VJ8Mzv3FOlwDEGL3+cdmKxrMVNgkNAJtJ2JFYFvtTsGK5WqFcLUzrz1W4eNcbrUjTeT8TTYHNEoZZt+XiyVbj7KuK1N6BWi7FysnDIAHQEOrHRXFt3u1xXyfAXzt1xehmg20zwKQVNeBuU0g9z2Y50Cg5xCuuhEEAoEgBYvDJfhxY3GER3aRQIgmJqvT+43ApXtqsgoXPo8mYu9wYssJhHjBKtIfWWO4P4pn2wkEqUSiPwooID516lQAgMFgwNChQ6FSkcyx9sY3w6+20cxZPIHORtaq2AErvqAmczlT5oEZdJI6zT+Qomznm61Y8OkRTOLRDg9GVuBsoxkvbqr2C7iumpzvp4EMAAqOTPsCox5Th/bE/W/uwuAeaVg2rm1U1TcozoTvuhXlpPsdW+w+MIN0gQwu+OJbkFWtlMPp9uCNL3/ATkbGbIFRj9H9MgX3pVFyBz+5Mka5bC4w6vHyhAFotlCCbTZeM1C5BiDE7vOZRgumf3goLBIawbQTsWxgnVohWLG8xUoB4Na8ZNqzruR2weMkqBTQqYULSunUCiSqlXhxc7XfC19lTSOWbD2K2ff18WqG+2qR8z0DpGa5iw0eXLU5IJbf5dsepAbjgdCeAzRSzqF3RhLnQBqtTx+PszcIBELsYuWRrJO6nECIB5K03N8I9LtJkjZ2i2qKvZfH63s7geBLPPdH8Ww7gSCVSPRHAQXEaYYPH+79t81mA0VRrOVE0zN8NJopDOyeiuKhPWF3unFTagKqf2zB0xyBXhpmhidfUJNGo5QLyjzM/vgwysf2hUIu481ObLY4UDy0Jybfkc3KfrBQLlZWJB04H9g9NSBZCaGCdWk6Fco5tIrpv7nkUTweD16dOBAmqwN1V9oyTJkB2m9ONmD+5iP4/cSBmHO/06vX7PaR2+eVoznZ0DaTgnFsvvtAZ49oVQpU1TUhSaPEgbNNOHi2SdK14YIpkXG2wcwZUNxd04gj/2vxDgz4ZrGk6lSwXtM+Z7YzroxRvgGR3TWNSFApsPihfhjaC6zMcbp9xHsGqu8AhFYl/IFDt4NQJTQCGYRiIpYNnKhWYs7Hh7FywgDMub8PWm0udNIqcclkw+yPD+OvT3LPAPK1p3OiGoVGPUvTjqbQqEfnRDU0SrlfNjpTz9xsd0EmkwlWlpbLZFhXcgcOnr2Cqrpm1nG4ngFSstxpwiEl4uv3UjvtYO+vL1LPwbcdh1I3gkAgEIRI1CgFM2elDloSCLGMTq3Ehn1nWQkhdDvfuO8sFjzYL9om8pKkVmD8oCyUFPaCUiHH1WsFwh0uNz6oPI0kkYQGAiFeEOtvYrk/imfbCQSpRKI/CspTLBYLXnjhBfztb39DY6N/wMPlIiNS4cKDtuJ9vnIBXJmPBUY9vvq+npXhWXWuWVACoepcs6DMw66TDTh3xYJp6w9wZieeb7Zi/uZqv+KVTPvorEh6+n7x0J6S5UOYcjH0xxMAZCZr8fUPlzHgJ6m8Gn2+kgX0tcvurENmshatNiemrT/Aa0erzYneGddF+lssFCuYKHTdKmsaMfv+Prg1Ow2H6ppw5HyLX4CQL8OcL7P1m5MNaDRT3mspRUaBEtBdWvqP49g8vQB/+PJ7/Hq4Ea/984RgO+PLGOWTZdCpFZh0RzbmfHyYs3389ds6LHm4f4cJunnQNvtgxSN5WLr1mN+AFe1vNMFIaNBIkcLg06IXygbWqRVY89itWO2jSVdg1GPNY7fyDl742qOQA8UFBnjgn2leXGCAQi6Dw+XGzJE5kKNN747LH/74y9sEfeTHZit+/f8O8voM8xlQZNSjpFA4y52JVCkRvnV873cggz9c95cZQPqhvhWdE8VlpgKRQwl3TQcCgUDgQi4H3p86GGu+qvF7rr8/dTDk0sYsCYSYxuZw4Rd39kBFpc8s0mvvIrYYljOwuV14ZtQtmOeTUFNo1GPZuDzY3LFrO4EQCDJAME4i898kZohn2wkEqUSiPwoqIP673/0OX331Fd555x388pe/xFtvvYUff/wRf/zjH/Hyyy+HbBShjRYLhUUcVVUreTIfaU1metm0wl5ISVBiQv5NWPDZUb+p90se7g+TlYLdJTzxn57275ud6M1iFMnOprMQ6en7UuVD6P0fPNvELU1i1ONOg16S7UCblMmK8Xm4KU3HskfMDhrfYKLYeZy7YsX0Dw+hKCcdSx7uh4cHdkP5p9fvA1+GOV92u06tgAdoK/QnUUah1c6vUWihXKhrsmDWvbdg0ZajnO1MJpPh0xkFkMtkvBmjfNdR6PzkMhlenTgQmclaXvviAS5Zi6KcdFQU347Sdfu9wVlf/6QJREKDSaBtl4lQNnCLhcJbO2t479maa4UkxewxWV2YubEKpYUGTqmcdSW3QymXIS1RjfvzslBcYEDnRDVe/9f3rGNnpWixctsJXh+ZfV8f1t9cM0KSNEq8P3UwLplskEGGJIlZ2mKDB7QvcK1TeC3wT9/vQOVHfK9nsLJWUs+BQCAQIoVaLsfbX/H0M5BhycOxmzlLIATCB5W1fjPl2r6ZZCgfmxsdoySgkSswdxO3XN38zdVYPj4vSpYRCOHF4/EISkV6RMURo0c8204gSCUS/VFQAfEtW7bgz3/+M+6++26UlJSgqKgIRqMRPXr0wIcffogpU6aEbBjhWpYgT3ZvZU0j5t6fi+E5XWCyOViSHwC8QZMds4bD0CUJa3inwyfiVH2roB3Maf/M7FOhLFU6M5OZhUhP3xeTcaED6PT+y0YauaVJahrxm7uNgvvq0VmHP0+7AxlJGmSlaFkBIDE5AbVSjlOXW1lZmMxgot0pPCJFn+eukw1Y+OlRrJ6cz7oPWpVCUsFTmtJCAxZ9esSvTQjJKIidY0YnDeqv2nmzyHedbIBcJmNlyvvCdwyxmQetNicy41hdiU/WYtfJBsgAfDGzCJdb7Wix+vsnTbC6V6HKefBlA7c9c7h9epdP5jlTyijBZ7pSkrZNaofv/nfSqqBVyjGfMeD3/tTBfm2bcgpXlqYYg1JcPgMAOo0CP3/3PwDaAtWvPTqIc39cSJES4VonSdsm67Th8SFByY/43l8hWSsxCRUih0IgEGIJu8vN+267q6YBdpdwsgGBEA94AMF2Hsut3EzxF+urrGmEmWgTEzoIWpXCT9qITuDZsO8sysf0jbaJvMSz7QSCVCLRHwUVEL9y5Qp69eoFoE0v/MqVKwCAwsJCPPXUUyEbRWhDLAvU5nTh5swkPL2xSnBKvK8Gt+80e6Fp9b7T/oHr2adi9gHAygkDAACn6lvh8nhQlJMuKOPCDKDT+xcKrO493ehXIJOm0KiHy+PB/9tzBq9OHOgXABI778+PXMSanTV+WZh0MNFXQsV3ey55jN4ZSV47quqa/LZj4puBPrSXXrLUjNRzpJxutIhU5xXLYuY7RiCFROMJ2p/sTpegbInT7UFORhKe/+g73JKVjNWT81kakt9fMAWtnx6IFEYgSM08982MLxtpZEkC1ZvsghriCSo5bA52sJurvVxutQva47vcdx+FRj3qTdfXqaxpDHggRoqUSLjlRnzvr9AzUIr0DpFDIRAIsYJJ5J1DbDmBEA9ctfLP0ASAqzbh5dFEzAfj9f2dQPBFBuCJol6cEl5lI3JiWnYknm0nEKQSif4oKKW+Xr16oba2FgDQp08f/O1vfwPQljmempoaslGENsSyQFMT1N4p8cNy0lnL6CnxFsqFso1VuOf1rzH+7T2457Wv8fTGKpxvtnrX5dsHPeWmorKW9TudfSpmX3bnNmkS+vjj3tqNqUN74vj5FpQUGFBgZMud+E7jp/cvFFitqKzF/DG5KPTZV5ExHb8b3Qfvfn2KV6da6nnTWZgtFiqo7Wl8HVbs+jEz6YflpItm1nM9EMRsvNxql5yxzwffMVITOl6V+vPNVm97PtNoEVz3qs2BFJ0a5WP7oqquCdPWH8D0Dw+hdN1+/LeuCeVj+wYdpBTz+2D3KyXznCszvqKyFsUFBq8fthXj7efnl4VGPRY82A8eD3DVR86Hqx2KFcD0Xc7cB32s2R8fZq0TDx9yvve3ow4uEQiEGw+xvj8e3w0IBF90GuFCX7oYLkyZ3AHf3wkELhotFGwON8bkZeH9qYPx9pRb8f7UwRiTlwWbw4VGn2//WCKebScQpBKJ/iioDPGSkhJ89913GD58OObMmYMHH3wQa9asgcPhwOuvvx6yUYQ2pGaB8k2JB/z1pgHuafbMfbRYHbA5XNhzutFP5oF5XDH7khNUeP6j77zHt1DXdYWT1AosHNsPbo8HFsqFlAT/afz0/oUCthbKhQvNNgzKTsOMEUaoFHIkapRQyGRQKmR4aXyeYHCQed5NFopX3oIvC1Pq9oC/w4pdP2OXJGyePtR7PxtahTs2vgeCb/tI1Chx4GwTZm6swurJ+YIZ+0USs435ZCPaI4s5WvgGgqUMJLRYKMzbzF0HYP7mI4JSF2K0hxRGklYpmNmdpFVySiUxfXv+mL6wUC60WOx44b4+mC2TodXmRJJWgXqTHau+/AEvjc+D083WtuNqh1KKAtMU5aTDkJ6Iv/36TiSo24712Hv/8fObePmQC0SeKV7OiUAgEBLVCsF+JjGGA4UEglR0KoXg+4tOFbvtPEnER5OIjxI6CEkaJX75/rcoLTSw6lqdb7Fh2T+OY9P0oVG0Tph4tp1AkEok+qOgAuLPPfec99+jRo3CiRMncPDgQRiNRgwYMCBkowhtBFIQjWtK/Kn6VkFJB98AL3Mf55utWPv1Kb9gOPO4YvaZ7U7OwNmanW1Te3bMGo6bMzqJnv/XP1wWfKk8UNfE2qeQ3jXfcVJ0am8WLx98WZhMCRUx+Rqu8+O7flmpCeiBRL/9BBNg9m0fiRolvuiRhqpzzTh2LWMfYBflKDTqsUJkQEHoGAB3wUG6oOuZRjOSzJSfhE+s4hsIliL9I6Sz7+uDYtJGXIRbCsNsd2JaYS88kJeFzGStV+LlYosVWSkJMNudvLIqtG+P6pOBW3uk4XyzVfTZxZQ7qqisxaprRTvpa1pRWYv3pw6GXCZjXUffopVFOemYMcKIsasrUVpoQFVdk6gkUzwgRZ4p3s6JQCDc4Hg8WPRQfyz67AjrA6fQqMeih/oDHlIIjBD/JGqUKBvRVufIt+Bd2YgcJGqC+gSPCGqFHMvG9cf8zf4+umxcnujsPQIhXpDLgNt6pHHKEhblpEMew7oj8Ww7gSCVSPRHMo+HvHlGCpPJhJSUFLS0tCA5WbqILR0oCzQLtKquCePf3sO7fPP0oRiUnRbycfnWC/X4zP03WRwo//QIKyhGy34ws7Gl7pOLU/WtuOf1r3mXSwm2CwUBs65pkPsSyP0NZv98tFgoNJopeACs+Pw4+mQlI797KuxON1ITVOih1+GmNF1A++Q7Dn1+CWoFDtU1Y+nWY9575qvRHk2EfNS3PevUCqyanO9X7JB5P6T6gK8mN72fSF+X7841odFMoaKyltXpFBn1KCk0ID1RjUSNSrKfiLVt3/asUytQPrYv8rNTYbI6kaxVonOiGh4ATWYKJpsTyQlKJGtVsDlcMFnZM2IaWimY7Q4kJ6ix4NMjYfGTWCGcvh/vBNuXEgiEyMHnp99fbEGCUoHzJjsSNQq02lxI0ipgtrvQLVkLq8uJWzJTomg5gRAezjWaUVnTgIxrCQYapRz1JhsKjenork8U30E7I9SX/q/RjKuUEx7IcNXqQKcEFWTwoJNaiZ/EgO0EQjg4fr4Fl1spvLfrNOsbrCgnHU8U9UKXTmrkZkW3P+Lz03iwnUAIB+3dHwU9PL1//3589dVXqK+vh9vN1jclsinhRWoWqG+GaZpOBZ1a4SfdQcOVneCXpZqkFg0C89nXWafG+1MHswoJVlTWeu2ROs2f3v+ayfm40GLD6Qazt4qyrzRJKNIB4ShUmHgtoNdsdSBJrYBOrUSqTiWaBSw1yzdUmQy+4782cWBYpTeYMLNcpUr4xCK++tpMmZDSAgNSElRI06lZ1y5YTW4gOtclNUGNV/75vV929a6aRrgBLB+Xh1SdKmA/8QDgqu7i256TE1RI1CjRanNCpZBBpZRDo5QjRadmTQdssVCwUi7Wfn396OUJA9BidcBkdSAlQYXkBFXEAsfBZPuL0R4SOQQCgRBptCol1u1uqzthplyQy1xQyuXolqLC+t21+NW1GWsEQrzTXZ+IkSrF9QF9rRL9b0phvc/EIi0WCuv2nMGvhvaEmXJBhrZXrUS1Euv2nMHT9+SQdw9Ch0CjUmDjt2dRPLQnXrjvFrTaXOikVeKSyYaN357F70b3ibaJvMSz7QSCVCLRHwUVEF++fDnmz5+PW265BZmZmZDJrkc6mP8mRA6uDNOinHS8P3Uwpq0/4BcULzDq/aYYhDNL9XyzFfM3H8GuGnZG96rJ+Zi5sQqDe6QFPM2fbuzLPz8eVNBaLEgViEQNF0LXL0UXvusbrEyG2PHb++U2EPmQWIRrwISWCRmWk84ZuJYyyBJL14VyuTmlRoC2Kb+Uyy3ZT6S2d1+pJmbdAa5tpOz3XKMZu2oavLIvZsqFqrqmiGRltWe2f7glcggEAiHSON0uTB1qQKXPM/pSixW/GmqA0y1cM4FAiCcyk7UxHwD3pclM4Rd39WD5aOs1H/3FXT3QZI7t93UCQSoauQy//ektWPjZUT/Z0EUP9YcmhnVH4tl2AkEqkeiPggqIv/nmm6ioqEBxcXFIByeEB74M010nGwAPMH9MLl7cdMT7Oy010mKlgGsa1eHMUvXuq4a9L/phXT62L+6+uUtQjTfYoLXUIFWwWZhi1+/3EwdGNQs4FrKQ+bSnafg02mOFYNqelG1ON5gFjxvJ69JqdwouN19bLuYnwbQ3KdsAEF3H7nTjf81W/KP6gp9uZ8/0RGhUCmS008dpLPgZgUAgxDIauQLnBJ7R3W8wCSgCIdZQyGWC71E/IT5K6CDYXC4s/uyYXzJQZU0jFm85ikUP9o2SZeLEs+0EglQi0R8FFRCXy+UoKCgI+eCEwGixUGi2OGCmnDBTLqQmqJDRSSOYYbqrpgHPjMrxSpcwpUa2lBV61wtnlqrQvnbXNGLRg/1Cki4INGgdaJAqmCzMhlYKB882oWyk0avDzZSJabJQKB7aE5PvyPaTj4lEFnAsZCFLkQ+JdYIZMOHbBmjTrXe6PVhfcgecbjdkMhlsDherjUTyugRyj4T8hK+96dQKDOie6pU+Ys7UkNJGAYjuFwDe/qrG7wWR/nvZw/0FzzEUYsHPCAQCIZah3B6sEXhGL23HZzSBQBDHQXyUcINAuYCDdc283++UK3ZL7cWz7QSCVCLRHwUVEH/uuefw1ltv4Y033gjZAII0LjRbcfaKBat3nmQ1iKKcdDxzT47gtvVX7Zj+4SHWb77yIuHI3qUlSRrNFCqKb/fTDKcxi2ShSiGQoHUkglStdoe3wCKz2jMtE3Ox2YZp6w/4/U5roLd3FnB7ZmdL1UsOh0Z7LBDMgInvNswZC3zFOQuMelQU3x6R60LfQ5fHg6KcdE5/CeQecbU35nkyfWRYTjqWPNwfjWZKcJ9XbQ5wvdr57vf9qYOxS0D2xeJov+n48T4LgkAgENobq8MlKM1lbcdnNIFAEMdKER8l3BhYKKfg97uVCj1m0V7Es+0EglQi0R8FFRB//vnnMWbMGPTu3Rt9+/aFSsXOKvzkk09CNoxwnRYLhX//cBlbD5/3L3Z3sgFPDe8tuH1qAvv+cEk8hJq9yyVJ4hv0lbqvcBOJIBVfMUL679n39eH8vbTQgDU7a9r9mrRXdnYgesmharR3FHxnLJQWGvyC4UBbG5HLZFhzTSqkveAKzns8HlQy7An0HnG1N77z/OZkA+ZtrsZzo24W3CdfG/Xdr93p5lyPxmJvvw+5jjALgkAgENoTvkLvNFaR5QQCoX0R89H2fI8iECJJZ50ar2//ISqzSkMlnm0nEKQSif4oqID4zJkz8dVXX2HEiBHQ6/WkkGY709BKIaOTxu+Bp1MrUFpoQJJWKZjV2TsjCTtmDReUeJCSvcuXCcwnSeIb9GXuK5IEGqSSmvHMxLcYIX1v6ClMSrkMZSONrIz53TWNKC0wROSahHJ/+QhGLzlYjfaOhO+MhfzuqayRfSa72klmg77XLVYKdqcbA7un4uDZJlgoF2ZurEJpoQHT7zZCq1IgJSHwe5SepMa9uRm4JSvZ6wPdO+t4z3N3TSNm3yfHyD5d0Ldbit/Uv+8vmKCUy2B3uf2edb7XT6OUcx3CS0pC+wWlO8osCAKBQGgvkjTCnx6JIssJBEL7kpwg7INiywmEeMHu8/3OZHdNI+wu4SSbaBLPthMIUolEfxTUHtavX4+PP/4YY8aMCdkAMX788UfMnj0bX3zxBSwWC4xGIz744AMMHjwYAODxeLBw4UK89957aG5uRkFBAd555x3k5FyXEbly5QqefvppbNmyBXK5HBMmTMCbb76JpKQk7zqHDx/GjBkzsH//fnTp0gVPP/00XnjhBZYtH330EcrLy3HmzBnk5ORg5cqVeOCBB9r9Grg8HnTppMHbU271Boj+8m0dXp4wAB/srkVFZS1WTc6H2+NhPRjprM62CufXg2Bt2r0UK+Aplr1roVx4gZFFWlpowNBeeqiVciRplayAGhM66MvcV6SDn0JBqkKjHlrV9QDaj00WnG20oNnqgFalwI4T9fj+ggmLH+7vl/HMhFmMkE8agi9jPlzXRCigzXV/dWoFysf2xa3Zqaipb20L6p9q9Abt+TK9aUKVovEAwA04luY7Y0EsozncMhtSZnOs2VmDNTtrsGPWcPTOSOLcj1h7Kx/bF/M2VXt94O0pt/oNFDG17uqv2jH7vlws2XqU5Td0tfQJa/cAADY8cSeWbjnqlUXxvX5V55pRYNRzviQW5aQjM1kTwtUTJhZmQXDdFwABD/IRCARCeyCXAUXGdL/C60Db7/Ib8L2A0HG5ZLKhyUzBZHMiOUGJNJ0ame1U2DtcqJUyjMrNQB9GUgP9vnbigglqJXFSQsfAZBX+xhJbHk3i2XYCQSqR6I+CCoh37twZvXsLy3SEg6amJhQUFGDEiBH44osv0KVLF5w8eRJpaWnedV555RWsWrUK69evh8FgQHl5OUaPHo1jx45Bq2174ZgyZQouXLiA7du3w+FwoKSkBE8++SQ2bNgAADCZTPjpT3+KUaNGYe3ataiurkZpaSlSU1Px5JNPAgD27NmDyZMnY8WKFRg7diw2bNiAcePG4dChQ+jfv/2mpJxvtrKCP8B1beGV2054gz50VicdfM7urENGJ4036CFF2kKo+F/Zxio/vWMpwV6gLQN7x6zhUcsETtGpsXx8HuZ8cpglA1Fg1KO4wIBFnx3FqxMH4qrNidmfHPbTcS4pMGDhp0fw6sSBvPYzs9CFJDDo5fS1y+6sC6nAKE2g99dsdyA5QY3yzUcw95Nq1vnS91Eo0xsIToomEImVjorvjAWxjOZwymwEMpsD4A/Gi93HFguFeZuOsJ5bOpXws6NrJy2WbD3KWS194WdHMOmObKgUMjSZ7bg/LwvFBQZv5jkTeoCQeV5AWzD8lQgEpaM5C4LrvhTlpGPGCCNK1+33PptvNJ8jEAixg1ohx/QRveGGx+99a/oII9QK4T6RQIgX6hrNmLupmtXOC416LB+fh2x9YhQtE0Yjk2PO/X2w8DPuBAUNmRlO6CCIfWPFstRhPNtOIEglEv1RUAHxRYsWYeHChfjggw+g0+nENwiSlStXonv37vjggw+8vxkMBu+/PR4P3njjDcyfPx8PP/wwAODPf/4zMjMzsXnzZkyaNAnHjx/Htm3bsH//fm9W+erVq/HAAw/g1VdfRbdu3fDhhx+CoihUVFRArVajX79++O9//4vXX3/dGxB/8803cd999+F3v/sdAGDp0qXYvn071qxZg7Vr17bL+XuDVxyB1as2J+sFi87qpNkxazgA4FR9K1wej19QHRCWtmBm7zZbHSge2hOT78hG9zQdVm47LinYS6NPVHuzTIORIwkHlMuNQdlpKLkWRNMo5ag61+wN4DdbHJi/uZr3vPKz0/BjsxUNZorTZmYWupAEhm/GfEantmzVUK5Li4XC1z9c9t4jZtat7/2lizu2WKi2QY4a4cAoM9Pb18bOOjV0agWvthOXFE2gEisdEd8ZC0IZzeGQ2WBmJ3XSKnmz+pltk4brZUrKfay/avdrWy6Ph3egSAZg9v19OK+BTq1AfnYaRvfLhJVyw+l243yLDcv+cRwWyoX3pw5GoVHvHezyl32RIzVBHXRQOhjfDKbwaqjw3ZddJxvg9nhYz+YbzecIBELsQLnceHpjFVZOGIA59/dBq82FTlolLplseHrjIXz4+JBom0gghMwlk80vGA60DfK/uKkarz06KGYzxe1uDxZ+xp+gQLSJCR2FJLUC9/TpglwOucbj51uQpFZE20Re4tl2AkEqkeiPggqIr1q1CqdOnUJmZiZ69uzpV1Tz0KFDIRsGAJ999hlGjx6NiRMn4uuvv8ZNN92E6dOn44knngAA1NbW4uLFixg1apR3m5SUFAwZMgR79+7FpEmTsHfvXqSmpnqD4QAwatQoyOVy7Nu3D+PHj8fevXsxbNgwqNXXAwOjR4/GypUr0dTUhLS0NOzduxezZs1i2Td69Ghs3ryZ13673Q673e7922QyBXT+QpIULSLTYJqtFBZtOYpdJxvw/tTBfsFwGmbA0ze7UKdWoKL4dry186R3+/enDmZlWTPhCqgxA3pSs4NbLBQazRScbg/cHg8sdidSdGrJQWKuAFaL1cEbpAYAM+XkvUb0eZ1ptGD6h4c4bWZKJYhJYNidbTrICx/qhytmCldtTszdVB101nSTxeFXcJWZ6c0lXSLUtnzvo9nu4L13FcW3szJPmct8A7mhSqy0B6H6aDD4ymrQGc0ywK+Q5ZKH++NMoxlJPAMxXNABcAvlROdEDeYxBnrennKr4LZ2p5slidRipXDqcivr2FLuYzPH80kmk/Fq3VXWNKKMoyiGlBkpCpkMxQUGeHB9QMdCuVBV14RB3VORlaJFry7csi9ixNOMhkB8GoiezwVDNPyUQCAEhlQ/bbU58fKEAajwGSAtMOrx8oQBLAk6AiFeaTJTgu88TWYq4gFxqT5qcbgEtYktDlJUk9AxsDhdeIFHrrF8bD9YnJFv65L9NAZtJxDCTST6o6AC4uPGjQv5wFI4ffo03nnnHcyaNQsvvvgi9u/fj5kzZ0KtVmPq1Km4ePEiACAzM5O1XWZmpnfZxYsXkZGRwVquVCrRuXNn1jrMzHPmPi9evIi0tDRcvHhR8DhcrFixAosXLw7izNsQkqQQk1mwO9ze4IgUjWKu7MLSQgNW7zzJaoRSgr00TN1cqdnB55utWPBpmzyCbzaplEAUXwBr3phcQbvNIhVs6axyLptpuqUmYMUjeWi2CA9W9Oisw8DuqXhwdSVKCw2oqmvyc3SpGZwtFgrlApntpYUGTtkLMbkT5n1MSVDz3jsPgPKxfVmyK3x6ycFIrLQ3ofposPjKaiQnqPDao4PQanPiqs2BBLUCh+qa8cCqXQHJXDCn574/dTBe86k+Lvbc0PLImjCPLeU+JnJkJdhEOiwdxzZS5IcsDhee/+g7r2SU7wyQ/5sWXLZhvM1oCMSnaaLhc8EQLT8lEAjSkeqnqTo1Xv/yB97n+pKHSPYpIf4x2YQHdsSWtwdSfdTMkaDAxCKynECIFzxuYOk/uLNPl2w9ivIxfSNuk1Q/jUXbCYRwE4n+KKiA+MKFC0M+sBTcbjcGDx6M5cuXAwDy8/Nx5MgRrF27FlOnTo2IDaEwd+5cVla5yWRC9+7dedcPRJKi6lwzinLSOTMCi3LSsee09CCYWinHBZPNb19c0h9i++qVnojN04f66eZKySoFgNkfH8bA7qmsIBizEN/xCyaY7U6WPjqNUADr/rpm3sKaRTnp6KQVdoWUBBX2Mq4pV3Zli4XCnE+qMbB7Kq8ERqFRjy+OXvReVyF5Fb4MTmY7SVArRDPbuWQvfHWsfaHv87CcdFAuN+ua+hZG7NUlEV8/fzdarBQSNfx6yWLHjIbWWaA+Gk64ZDXo4re0Zj8TsUCs7/TcjGSNXxsUKzjZK12H8s1HBAdopNxHuQwY2acL+jKm8flqfQP+bWnjE0NYhV2lyg/5Skb5HiMYYnFGgxBSfZpJvOgLRtNPCQSCNKT6qcPtFsz2cbiFEy8IhHggWeS7Qmx5eyDVR5MThG3rJLKcQIgXmLNLfdld09gmIRthpPppLNpOIISbSPRHMd2jZWVloW9f9uhWbm4uPv74YwBA165dAQCXLl1CVlaWd51Lly5h0KBB3nXq6+tZ+3A6nbhy5Yp3+65du+LSpUusdei/xdahl3Oh0Wig0WgknWugkhTfXzBhxfg8vLipmhXkHXZNiuPB1ZXe34SCYAVGPT4/chF9s5L9lnFlFIrpHWelaEMqwLjrZAOKh/b0Brf4JBO4smWFAlhLtx7D5zOLsODTI6zrVWDUY+rQnth25CJLh5hJoVGPTlolKiprOW32Pf7Bs028Rf2mDu2JmRurvL9Jyd5n4ttOxCQwAHBqUPvqWDMpMOpRda7Zm+l90WTzLgvkfgRyzHBoZQdDID4aKYINxPpOz221+Q+k8RWcpO+11eESlVeSch+bzBRefCCXVQCjbKSR5WN8bamQIYciZUbKsQsmweebQh5csY1YnNEghBSfZhItnwuGWPRTAoHARqqftopkxpqjkDlLIISbtES14HdFWmLsvvMmqhQoMqb71YIBgCJjOhJVRJuY0DEwi0h0iS1vD6T6aSzaTiCEm0j0R5JLuXfu3BkNDW2GpKWloXPnzrz/hYuCggJ8//33rN9++OEH9OjRA0Bbgc2uXbtix44d3uUmkwn79u3DXXfdBQC466670NzcjIMHD3rX2blzJ9xuN4YMGeJd55tvvoHDcT3AsX37dtxyyy1IS0vzrsM8Dr0OfZxQEMpsfuurGpSPZQ8K0NrCP+msw+rJ+dgxazg2Tx+KHbOGY/U1LWJmAL2ishYlBQYUGPWs/RQY9SgpMKCispYze5DrN7598clk0EjJKqUDUMwgGJ9kAp2x2mKhvL8JBbAslAsmK4XVk/Ox/blheH/qYLw/dTDys9Mwc2MV3v3mNIoLDCj0Oa8iYzp+N7oP56CEb3YlfXy6qF9+dhrenzoYb0+5Fe9PHYx5D+R6i3jSiGXcM4/B1U7Etv9JWgLnPaF1rIflpLPPNycdSx/uj0fyb8LqyfnISk1g3btA7ofUY4q1nRuNYAOxvtslaf07CGbb/OKZItZzIys1QbQ2wVWbQ9J9tLvcWOxTAKOispblY3xtqbKmEet3n8GHjw9B987COt0apRwVlbV4eoQRRUa2PfTzLdiAeCzOaBBCyKefHpnDGtAjPkcgEKKF2Iy8pChkzhII4SYzWYvl4/P8visKjXosH58XswU1AcDt9mDpuP4o8vsm0mPpuP5wu0nuKaFjINYfiS2PJvFsO4EglUj0R5I95Q9/+AM6derk/bdMFlyQIRCee+45DB06FMuXL8ejjz6Kb7/9Fu+++y7effddAG1F2p599lksW7YMOTk5MBgMKC8vR7du3bw657m5ubjvvvvwxBNPYO3atXA4HCgrK8OkSZPQrVs3AMBjjz2GxYsXY9q0aZg9ezaOHDmCN998E3/4wx+8tjzzzDMYPnw4XnvtNYwZMwZ/+ctfcODAAa8toSCUEbrrZAMWjO2LHbOG46rN4SdFwiW7AICVKUgHwUoLDZhxtxFqpRwtVodXY9dCuTgzv7l+o/dVPrYvFj3YD2a7088mLsSySpVyGZxuDyqKb2dNIwxEUkQsgJV0bbnL7fFWYvY9r9JCA+aN6Quz3YlkrQoH65ow+b3/SCoayTw+l4TDtmeK/PYjlnHPPAZXOxGTwJDLZH5FEYG24LrN4cL8sX2vFS51ISWB+z4y753Y/fix2YoGjgKQTJmX8rF9oVbIRSVWOjpcxV9TdGoka1V+UiJ01fCKylreQKzv7/UmO2d2koVy4b91TfjlnT38PsikBoF9NdB9nwEeD3CwrhllI42sc6j+sRmDe3bGvDF94fF4eNvSrpoG/O6+WwCPDEVGPWfWepExHZ0T1Vg9OR/7zlzBbT3TMHdMLs40mL0a4n/9tg6vThwoeE58xOKMBjH47gsAbCkr5LxXBAKBEElUCrngrB6VQnKuDoEQ02TrE/Hao4PQZKZgsjmRrFUiLVEd08FwALC63Ji5oQpv/eJWOF0eXLU60ClBBaVChif/fACrHsuPtokEQliI5/4onm0nEKQSif5IckCcqdldXFwc8oGlcPvtt2PTpk2YO3culixZAoPBgDfeeANTpkzxrvPCCy/AbDbjySefRHNzMwoLC7Ft2zZotddfNj788EOUlZXhnnvugVwux4QJE7Bq1Srv8pSUFPzrX//CjBkzcNtttyE9PR0LFizAk08+6V1n6NCh2LBhA+bPn48XX3wROTk52Lx5M/r3D734j1hGqNnuxKDsNMn7ozMF53x8mBUUP3yuGb+4IxtX7U60WB3om5WMNY/dikN1TfjLt3V4ecIAANelFCoqa1FRfDvkMhkrEDu4RxruvrkLsgTkMaTYBLQFbaePMOJ+RvHA5eP7e6dGBCIpIhTAujc3A2qF3E+buYAhz0AHsftmJWP6h4dwb24Gysf2xeAeaax93pubgUUP9UNDK4XTDWZvMFMsgJaW6L+clrCQAazAJVcGJ1c74ZPAKLwmBfPwW7thoVwsSRMueR46M5yPeWNyMbXJioxOGpSNNHo1nn0502jB9A8PiR5PisRKR0bomqQnqVFRfDtW7zzJChgXGPWoKL6dNxCrVclZAfBFnx3Fn6fdgfLNR1htq9Cox0s82UmBBIH5BuMAwOZwcsqhjOzTBc+OuhkejwetIkUw/tdkxfMffYf3pw4GfJ5BBUY9phb0xJQ/7WO1wyEGPaZ/eAjpSWqseexWjMnLwveXWpGcoESaLrCPUL5nVqxnV/Pdl1i1l0Ag3FhcMdsxrdAAOcAa7Cwy6lFSaMAVsx29uiRFz0ACIYxkJmtjPgDuS6vNgXljcnGg9goykrWwO91opVy41GLFvDG5aI0xyTgCIViumO0ouVaPiPkdTc8yjeX+KJ5tJxCkEon+SObxeALOM1coFLhw4QIyMjJYvzc2NiIjIwMuF6k+zYXJZEJKSgpaWlqQnHxds/tUfSvuef1r3u12zBqO3hmBP9DoDFRmVqCZcmH2379jfYTQD845Hx/GpDuyMTYvCzaHi5VdyJcJGopNiRolDpxtwtKtx1hBLZ1a0SY18lUNigsMmLb+AO/+fK/N+WYrZwBrxSN5mPNJNWcmfoFRj/zsNG/g7v2pg73HvDc3A8vG56HV5sTVa5m8aoUcczdVcwYzZWgrDMoVQMu6Fhz2tY8OsNscbsFrzNdO6GzisXlZsFAu2Bwu7Dnd6Be0HpaTjt9PHIjnP/qO9zqMHdANw2/u4g1UcwVu6fbiK//ie+3EjjcsJ523QGS04PPRcMJXNBO43o58fZSmyJiOVx8dyPlxdeZyKzwyeAPgZSONOHa+hVXYks6c/v6CCa9OHMh57fl8iG7DUjjbYMaLm6tZL2hMzfDdNY2stsIFvVynVngHppotDphsbbNbuAZlvnimCC6XC0laNeb5HJ+eppytT5R0DjRcz9FYarM3IpHwUwKBEBp8fvrDJRN+bLLhQosVmdc+bjRKOS6ZbMhKScBNaVrcnEn8mkBob/h89MzlVlw02bD6qxq/QNvTI3LQNVmDniTQRugAnLhowiNv72HNyqW/lSoqa/HJ9KHo0zW6/RGfn8aD7QRCqESiPwpKXIgvhm6326FWk0BBoIhlZSZplThV3+onrSCGb6agV4PaJ9BGN65Jd2Tj8LlmPFFo8Nu/736CscfXplP1rZj7SbXfOhbKhWnrD2BrWSFksrbsZb7goW+2LJ9kgJAsze6aRpReG2H1LT63/Xg95tzv9Abd+YKZtIb26sn5glISYlITQvC1Ezr7/4lCAxpaKTzyzh7O7b852YAms/h1oM8DAKe2Pd1eSgsNWLOzxhuQv6uXHq5rsje0vIfQ8YQKRHZkxIpmtlgdvIUtd9W03UOugHiCRokXPzmMQdlpKCkwoEsnDdbsrMHOE5d57eC69qG0URrK5fabwuerGS5W7Jf2QwvlwtxPqrFj1nDclJaAN//+A2+RqpQEFRRyNeZ+chj52WkoLTCwJGcWbzmK5Y8MCDhT/EZrowQCgdBeaJUK/L//nEHfbineZ7FMJsP5Fht2HL+EhQ/2i7KFBMKNjQfwCz4A19//lwnMKCUQ4gmNQo47e7Hr39GywHf26gxNDMuOxLPtBIJUItEfBRQQp2VGZDIZ/vSnPyEp6Xo03uVy4ZtvvkGfPn1CNupGQ2hq/rJx/TFvUzW+PF7P+l1MboJLn1gsKDzn/j54aEA3QVvDKX8hWgTT5sCg7DSsDEC2gE+X+XSDWdAWu9PNynxmwpRlEQtmNrRS6J2RJDqAQAfyTTYHcE2OXyjo1mKh0GimsPChflj02VG/609fC7HzNNmEK07bnW7veQAQDZ4zs3595T1WTc5Hq0iFa74CkbEMXxuTSrBFM69vf/2aMm1JUCuw48Rl7LgWAH97yq1BHyfUIDDXfffVn+eT+xHyw94ZSXhpfB7mbapmBcXv6dMFix7sB5PNAY/Hg8eG9OBskyUFBjRbuAcUCAQCgdD+mCmn4DPaTAm/NxAIhPbF4nBxJisAbe9rFgeZCU7oGDRZKMy+LxdLth5l9UeFRj3Kx/ZDs4WKonXCxLPtBIJUItEfBRQQp4tMejwerF27FgrF9aKEarUaPXv2xNq1a0M26kaEKyszSav0C4YD7GxkPskDrqD1zHtyBG04d8Xqp//MxJthLpAdHUgQLVwF/GiEgvUpCcLH6t45AfnZaZwyIMxihYEGM/n0umeMMKJ03X7vsYQGFZj7oLOxnxreGxqVHKkJata1ELumySIVpzVKufc8xLSUUhJU2DR9KJZtPRb0qB1fgchYJRwDQlLbPf/2Sk5bfAPg9L0M9jihkKTxb2e+9QCYhWxLCwzopFXhqo1d7JfL3h76RLzys4FosTq8MkYJKgXmXguSb5o+lJWJTkP/XT6mbzhPlUAgEAgBIIOMPKMJhBjGIlLjRWw5gRAvpCSoseCzI379UWVNI5ZsPYolD8XubIh4tp1AkEok+qOA5lLU1taitrYWw4cPx3fffef9u7a2Ft9//z3++c9/YsiQISEbdaOSolOjd0YSBmWnoXdGElptTr9gOA0zi5eJUNCaEilQSQfQ6AB3i8/IIl92tE6twIDuqbjQYkNVXRNOXW7125YLWgKEC64Cfsxrw5UZznfesz8+DJVcxnuse3MzYLa7kN89Fa9OHIiK4ttRNtIInVrhZ0cgwUw+m3adbMDqnSdRWmhg2cl1zX33QRf+fOxP+/Dmlyf9BgbErild2JMLpkxFJ61K9FzTdOq2gqsCo3YOl0fyPY51xAaEpLR5QPwepSSoUGjUcy4vNOqRlqjmtMU3AE5LkvAdJ9RrT8984PJ59bXK50y4AvR0e562/gC0KjkqrmUM+gbDfe3tlpqA3Kxk3GHQI02nxouMjHGlQiY4khxw0QwfhM6bQCAQCMJ4gHZ9RhMIsUQ8vjMkJwgnz4gtJxDiBYfbX+KRZndNIxxu4dhJNIln2wkEqUSiPwpqD1999RXrb5fLherqavTo0QNpaWkhG0VoIxhpBSFJjz2nG3n1uH21s331nVssFK5wvMTxSWYws2b5JCaYUjEHzjZ5i0IAQPc0neC5B3Leu0424ORlM6aPMMIDtgzIvbkZKB/bF/M2HcGuGnbhyIri29Gzs44z4Myn984M2knRLaczvuliGBdMNgDX5VOkSLQw7eOS36GLEt6anYrzzVbMH9MXB+vYxUyZMhXM8xA7VzGJFgvl5JUD4pK8iWUCvRd8CEkk0YUrl4/PYwV5getFITOTtThV3+pni68mN58kSTiuvVimfLOVwrRCA+SAd8Ck6lwzCo16Tv3vAqMeu05exsIH+2HJlqN+571sXH9ee5vMFOv8mszCz01LCNPxLzRb8e8fLiOjkwZ2pxtNFge+rb2Cu2/uIrngKIFAINzImEWk1MSWEwjxQry+M6iVchQZ01nfRTRFxnSoRWYgEgjxQquIlKhZZHk0iWfbCQSpRKI/Ciog/uyzzyIvLw/Tpk2Dy+XCsGHDsHfvXuh0OmzduhV33313yIYRgpNWaLHyZx5UVNZiS1khFm85ygrEiWln08Gv4qE9/fbpWyiPhs6aXfFIHuZ8Us0bOKPlUJosDpRvruYNqoshNnhgc7hQtuEQ5o/JxTP35KDF6sBP0hKQqlPj+Y++83Oy3TWNUMhk3uKSNGLBTGbQTswmp9sjOpgQzKAIU2LGbHcgOUGN8s1HWAVMh+Wk4x8zC3G2wQKXx+OVqRjcI411HmLnmqwVznTppFWFpUhjLBCq9jcTsWuSrU/Ea48OQpOZgsnmRLJWibREtVf7mssW3wA4LUlSPrYvFoztCyvlCsu1lyKd1EmrwhWzA/fnZaH4WmFLnUqBB/p3xYrPT/gNPpUUGHD68lW88sVxb1FQZrX0JVuP4bWJAznt9r0WTrdwfmFqQnDn3mKhcPaKBVsPn/fTPDekJ0KnVsRdmyYQCIRIwyWpFchyAiEeiOd3BsrpxvQRveGGx8/26SOMojOOCYR4oZOIlGiSyPJoEs+2EwhSiUR/FJSnfPTRR/jFL34BANiyZQvOnDmDEydO4P/9v/+HefPmYffu3SEbRggsG5lGp+a/pRbKBafb7Q3ENVkotFiFNXuZwa+B3VNZGaiAf6E8Jt+cbMDZRoskzfHyT4/4SW8Eok0uNnigUcphoVx4cdMRvD91MKatP4BhOel4cUxuwFm/3VIT8PuJA68HKxOUSNOp/Qr1idmUlaLFym0nOAcTZn98GK9OHBi03jSdgd9ioVC2scov4P/NyQYs/PQofj9xIFptTugT1Rg/6Ca/YKlY4FZqGw21SGMsEKhcjljhTbFrkpms5S3+yGULU5O7fExf2BzSA+CBFAqVkimfoFbgT5Wn/dq2Tq1oG5QalQO3x4OrNqf3+fPXX9+J5Z9/jy+vFQX15ZLJzmmTrw8cqmvye07RhCIV02xxYPXOk7y6t8vH5cV9GycQCIT2Rq2U8z6jC4x6kn1K6BDE8zuD2wNMW3/AW+OFmaAwbf1+fPzU0GibSCCEhQSVgnf2aqFRjwSVgmOr2CCebScQpBKJ/iiogHhjYyO6du0KAPj8888xceJE3HzzzSgtLcWbb74ZslGENgLJRqaRy2WCHxpymYwVLH16Y5VgMJMZ/OKSYPAtlOdLs5U7a5YZbA6HFIVQYNZXDoa2+ZuTDZguIq/AlfUrtbCimE2Uk1/7a9fJBpyqb0UPvS7gQREmYtfWZHVALpO1aXbKuPchFLgNpo3GK1KD/8EW3gwkKM1ni4Vy4fC5ZjxRaJB87QO1V0qmPJ+uHXNQqvrHFhw80+QdrLFSws+SFp5niVYlZ70QtpdUjJlyCmr1mUOQYiEQCIQbhSYLhZKCthoqvtk+JQUGNMeBxjKBIEY8vzOY7U5vjRe+5QRCR8BMOVFcYPCrbVFg1KO4wBDbfhrHthMIUolEfxRUQDwzMxPHjh1DVlYWtm3bhnfeeQcAYLFYoFCQ0ahwEqjchFIuE/zQUMivRz2lBDOZGtHMDFR6hMaQnihoP1chPRo62BwOKQq+c+GSg2HapNMIt1ff7FMpchH0veGzqSgnHTNGGHG51S547GarAx98dtSrJx1MwFns2tZdsWDa+gOs/UqVqaHpKJIoYkjxl0DaB5NAg9LhGogIxl4pmfKNZuGAht3pxrvfnMaax/IBeLCrphGJamFf5PVVD1A+th+Wbm3THvdKxYzJRfmYvmi1O5GmU4fcJs0+M2gCXU4gEAgEQKtSYObGbzmzfWZurMJHv7kr2iYSCCETz+8MiSLfRmLLCYR44arNP7bB7I/Wl9wRbRN5iWfbCQSpRKI/CiogXlJSgkcffRRZWVmQyWQYNWoUAGDfvn3o06dPyEYRuKGzeG1ONxovt6LF6p9Jqk9UY8Xnx5Gfneb3cPzrt3V4deJA1j4TrxVcNNkcSEtQg3K7YbE7YXG40GKhkJLADn75jtB8/fzdvFmzRTnprMxsX+hgc7CyIL7Qgdn6q3bUXbEAgJ8cjG+2OP2bVHmFQLPZ+YLFAHChxSZ4PhqlHNuP12PuA7lBB5zFri3XOUiVqWHSESRRpCAW/A9mtkOwQfRQBiLobPQr1zL1BnZPRUVlLUs2ic9eKZnyDpdwtjctYVS2oe1FrrjAgAS1QnB2i44x9Y+ZTZ+kUeLo+RaUFhow+/4+aLW5kKRVoN5kx5qdJ/HS+PBMSxbT6hNbHksEMhuBQCAQwkmCSoH8bG65vQIyzZvQQeikVUKnVqC00ID87qmwO93QqhQ4VNeEisramH5n0CiF38c0SuKjhI5BcoK/H8pk15MHO3EsjxXi2XYCQSqR6I+C8pRFixahf//+OHfuHCZOnAiNRgMAUCgUmDt3bshGEa7DlTlaeG0qDB3oZWaSpujUWPxwf8z5+LBfoUbfzFF63wfPNmHV5Hy8vv0HVNU1e1/ezjSY8ZM0HX7/swFY+NlRP43xYTnpSNWpeDNVl4/Pw+ItRznPixlsDkYrnQ86MJuoUYpmixcY9fjq+3rOjHq+TNtgstmFgsVSZF5MVgd6dUkKKmDlKyfBdwwmUmVqblSE7mcw7SMUyaBgBiK4nikFRj1WTc73qyXA157FstNtTrdgRejqH1sAXB9go7ctG2EE4D+7pWxEDhKvFVrjsp+edfHzP/7Ha3+4ZXuUchmKctI571VRTjpUch7NoRhD6mwEEjQnEAjtgVouE3zWq+PkWUogCKGUy7Cu+HbUXG5l/d4tRYt1xbdDGcPt3Ol2Y/FD/bDos6Os74dCox6LHuoHp5sU1SR0DDqpFIJ+2imGB2jj2XYCQSqR6I8CCog/8MAD2LhxI1JSUvCzn/0ML7/8MpKSkrzLx44di6KiIjz00EMhG0bgzxytrGmEB0BpoQFrdtb4ZZJKyRxl7rtspBEf7K5FVV0zVk3Oxwe7a1nB9KKcdFQU347Sdfs5g00pOvAeb/HD/WF3Css6tIcONfMaNFsp2B1u7Dnd6A34+QbHmdONeqUnIitFy3nccGWzA9fPmys4ybQtkH0yabFQWPjZUU59sUKjHr8b3QeT3/sP57ZSZGoI/gTTPsIhGSQVvmcK3TboZwoNX9sTe8ZolXLMGGHkrQj97Rn/waes1AQ4XW6MzctizW6pN9nwk1QtMpK1vPbvOtkAGYAvZhahyUK1i2yPWi5vC+J4PKwCwEVGPcpGGKGSx34hOKmzEYLVwScQCAQx5Gj7YOd61ndL0SL2n6QEgjhqhRxujwf/qL7g9x709IgcqBWx29JVcjle+scxDMpOQ4nPbOOXPz+BeWNyo20igRAWZAC/n47M4SuvFRPEs+0EglQi0R8FFBD/5z//Cbv9uu7x8uXL8eijjyI1NRUA4HQ68f3334dsFKENoczR3TWNKL2W2Qz4Z5KKZY4y953fvW3qKh0Y952SICXYxHc8qbIO7aFDzbSpxUIhM1mLUX0ykKhR4sDZJlY2LB0EHJaTLigXEs5sdqDtvF+dOBCn6lvRbHWwtL/o7H/mPgPJ2mxopfDl8XrsOdXIqS/WZKb8sv5pgg3C3+gE0z7COcgiRiDPFLH2LPSMaWilULp+P29F6E+eGorhOV38/Ly7PhEjVQo0mSmYbE4ka5Xof1MKMpO1ovZ/c7IBVodLsECsFPh8zO5yo2Tdfq/EC/OcStbtx6czCoI/aISQMhsBQFASPgQCgSCFFsqFJ/98AG9NuRVKhRxXrQ50SlChSycNfvH+Prz7q8HoFm0jCYQQcXs8eHfXaZaEJS2Z8u6uU1gwtm+0TeTF4fLgyxOX8eWJy5zLX7iPyKMSOgY2t4CffnMK88fErp/Gs+0EglQi0R8FFBD3eDyCfxPCi1jmqN3JniIQSCYpc9/0fujAOBffnGyA0+3BoOw0ycegkSrr0J461L77TtQo8UWPtIAz0lN0aqycMAD//uEyMjppvJ3PJZMNI27uwrmtWBA7M1kLl9sjmiEfaNZmi7UtuMVXmff9qYM5zzGYwP6NhND9DGa2Q7gHWYTsdbqFn9n0syBUuRGTzSFYEdrmcPE+SzKTtd4AONd+hTjdYMb0Dw8BCC6jWcjHLFRoVa5jQYJE6myEYCV8CAQCQQyT1YFGM4V/Hbvk1VY2Uy4cqmtCo5kiM9QIHQKrw4XHhvTwm3VLzwK1OmK3qKaZEn6fsYgsJxDiBbuIn9qdseun8Ww7gSCVSPRHRG0/hhHLHNUo2dPtAskkZe6b3o9vgN2XjvSREkpGugfA54cvsPSRh+WkY/jNXfzWlRrEFrMn0MKL55utsDmE7+dP0hL8NJFpSQsL5UKKTvRS3HBIuZ+Btq32kAzis5dvEISmp16HHbOGhzw7o72y3gN5Jgaa0SzmY0sf7i+4vdA5xYoEiZT7EkkJH0JsUldXh4YG7kERMdLT05GdnR1miwgdiRSdilOej65lkZxAZqgR4h+ZTMY565b+O5YzxJM0wuGBRJHlBEK8IOan5TGcZR3PthMIUolEfxTQHmQyGat6Lf0boX1IT1LzF3Ez6tGlkwZvT7nVm6EcSCZpepIaKx7JQ0YnDVQKOTY8MURUz44O+MRCpiNtR/1VO5qtDiSqFUjUKJGaoJJsSzAZ6d6gWY14YDrQIDaXPfS1tjtdkrM26eMO7J7KW5W3rSCqGg/kZaF4aE843R5kpWhBOd243GqHx+OBXC7jzdS9EQnkfgbatoIdoBHyRS57q841Y2SfLujbLcWbmUdPr/v+ggk3XSvMK/V6+B7b5nSjyUzhqs2JjU8Mwe5TjaiorGVJ8xQa9UjSBtd5CWXTcxWJDSSjWUxOhHK5cW9uBm7JSua8dnzP30CfA+1JOGYjEDmljk1dXR369MmF1WoJavuEBB1OnDhOguIEXhJVCqzj+YiXAVgxPi86hhEI4cQDzvdvoO33WJ5krVbI8ejgm/DEsN5wujwwWdve85QKGd775lRM658TCIHgW2OLye5rNdtilXi2nUCQSiT6o4AlU4qLi6HRaAAANpsNv/nNb5CYmAgALH1xQuik6NRY9FA/LPj0COuBV2RMx/QRRkx69z/eQFPRtQxlqVm9Zsrll+W8Ynx/FBnT/YK9wPVgSSCZju0ZOD/fbMXsv7MD00VGPcpG5iC7sw5ZQWRdSrG30UxhYPdUFA/tyQqIVVTW+gXfpOj1Cl0P5rV+e8qtgrYzszbp4x4824RVk/MBsDvMomuZx2a7E3M/qYZOrcCqyflYue0E53rM+xorgyHRINT7KUagQXQxX+Sy9y/f1uHDx+/Ekq1HWZl5hUY9XhqfJ/n4vsfWqRWoKL4db+08ySo4WXgt449ZzLa4wCAqL+LLJZPNqys+b0wu7q9rxtKtx7zPP99CtEykZjSLZUab7U6Uj+2LuZuq/a7dcoFr197tJhCEZiMsH5+HRjMFl8eDUbkZ6BNg4J/QMWhoaIDVasGQ0oVIzuoZ0LamC2ewr2IxGhoaSECcwIuZcqKS5yO+sqZRdHosgRAPWCgndGoFSgsNfn2pb6JArGF1UHj67hy0OpzwMIqyOF1uPH13DswOCkBi9AwkEMKE2PdIoN8rkSSebScQpBKJ/iiggPjUqVNZf//iF7/wW+dXv/pVSAYR2MgAVrGEzGQNfrh4FdPW72e9TO0KINuQL8t56T+Oo6L4dkAGvyDbygkDAEgvttaeEgEtFsovGA7gWiBOhocGdcNP+2aGNbhI4wFQVdfEOc135sYqVvAtFOkB36xSX3kcX5hZm/RxLZQLMzdW+RU2pAcMquqaAAClhQbeYqrM+xorsg/RIpakJKRkHXPZO+mObCzZetTvXlfWNGLepmq89ugg0VkBXMcuLTRg9c6TnPuVQYaPfnMXLrbYvAVjNzw+RPK51jWaMXdTtc+goB7/mFmIq1YH1EoFtlZfYBXJZSI1o1lMTiRRo8S8zUc4z3H+5iO8z95YajcA92wErUqOhZ8dxZfH69E9LQF/nnYH5m8+EtKgCSG+Sc7qic7Zt0TbDEIHpNUuHAg0iywnEOKBVJ1aUBooVRe7s62S1WpQHg+W/eM4652n0KjHsnH9kawm7wGEjkGCWhHS8mgSz7YTCFKJRH8UUED8gw8+CPmABGnQmbgtVgoFvfVe6YHVk/Mxd9MRzm2kZhvyZSxaKBdK1+3HFzOL4HR7/KQbTtW3Ssp0bG+JgPqrds4sdgDYVdOAZ0blBJR1eclkw5kGMybfkY2SAgMr45tpb4uFwqJP/QNi9N+lhQaolXKcutyK9ER1SDrKvveo6lyzoPwJM2uTeVyuIoA7Zg1nrSdWTLWhta04Z6zIPkSL9tLFDgYpWcdc9grd68qaRjSZKdGAeEMrhYNnm1A20ujNeureWce73101DXjB48G09Qe8v0m9VpdMNr9geNs+G1G++Qhee3QQtEo5Dp9r5gyGB1KUlEtOhM7uGtpLjxarAyUFBgzsnuqX3fXNyQZcaLHhdIPZb+ZELLUbGuZshBYLhbKNVd72tOihfijnCfxLHTQhEAgEPsQksxKDlNQiEGIJrUqBDfvOspKa6AzxjfvOYum42JUGcgGCCQBE1ojQUdCpFLxSksfOt0Cnit2gcjzbTiBIJRL9UVyJgL388suQyWR49tlnvb/ZbDbMmDEDer0eSUlJmDBhAi5dusTarq6uDmPGjIFOp0NGRgZ+97vfwelkTyP597//jVtvvRUajQZGoxHr1q3zO/5bb72Fnj17QqvVYsiQIfj222/b4zRxvtmKso1VuOf1r/HIO3sx+b19+G9dm/yF0y2sCCUl21AoY9FCudBkodA7IwmDstPQOyPJGziRmukoJVgXCs1WYTvoYL4Uzjdb8fzf/ovH/rQP0z88hNJ1+1F17Vrr1AqWvQ2tFEsOgsnumkbc1UuPz49cxD2vfY2nN1ZBq5JjWE465/pigTrfa11RWYuSAgMKjHq//fgWXqQDe2LHpdeTUky1ve9pPCD1ukYCKb7IZa/YvTbZxKfXtdodWDU5H1V1TZi2/gCmf3gI564I6w232q4HjwO5Vk1milcfjw7g0zIgvucaaFFS3/3QUkJVdU147E/78LO1e/2eD0xON5gx/u09Xv8/32wFEFvthgtf385I1gjKGTSZO76vEwiE9kMll/u9y9AUGPVQyePq04RA4OSq3YHHhvRgvSvR7xCTh/TAVXvsFqhupVyC716tMSz3QiAEggzAiw/k+vnpf+ua8OIDfRHLlfLi2XYCQSqR6I/i5q1z//79+OMf/4gBAwawfn/uueewZcsWfPTRR/j6669x/vx5PPLII97lLpcLY8aMAUVR2LNnD9avX49169ZhwYIF3nVqa2sxZswYjBgxAv/973/x7LPP4vHHH8c///lP7zp//etfMWvWLCxcuBCHDh3CwIEDMXr0aNTX14f1PPmyqytrGrF+zxnkdEkS3F5KtmGwGYtSt2tviYBEkSlAOrVC0nW4Lh3jn/H9we5alBYaAFy3V+y8FHIZKiprAbQFiRd9dhTLx+cFFajzvda0/El+dhrenzoYf//NXdgxazhWT87300uXGiCk10tNEL+vsSb7EA3CFXgNB1J8kcteMemdZAmZeakJaj+JHbH9JmnbfDbQayUWoKeX0zIgO2YNx+bpQ3l9Qwzmfj6dUYD1PIXfmM8HGuY1oGdOtFjCF7BvL3x9mzl4wb0+0SQkEAjB02ShOAf46VoQzRYy6EaIfzxucMoR0u8QHuH8hKhiEkk8uhHe+Qk3BpTLjcWfcUtJLv7sKChX7DpqPNtOIEglEv1RXMxLbG1txZQpU/Dee+9h2bJl3t9bWlrw/vvvY8OGDRg5ciSANlmX3Nxc/Oc//8Gdd96Jf/3rXzh27Bi+/PJLZGZmYtCgQVi6dClmz56NRYsWQa1WY+3atTAYDHjttdcAALm5uaisrMQf/vAHjB49GgDw+uuv44knnkBJSQkAYO3atfjHP/6BiooKzJkzJ2znKpSJu+tkA1wej9+0fhqp2YZc0gBS9sHczrdQTJpOBbVChu/ONYlqVoUqEZCoVvLKhxQY9VDKZZKug9C13l3TiNICA8tesSCkhXKxZBS2H6/Hiw/k4vcTB3oLAiYnKJGmU4tKDnDdI1r+ZFhOuqhECZdOMC1947ueQi5DUU4657WQ2qbE7mlHKcYp9bq2N1J92NfeVJ0KRUY950yHQqMeaYni50G53H6+xyXpQz8j7uqlh93hxrZniyS1fSZiAXrm8kCLkgL87dIrESUwI4R+PgBtz52qc80AwHo2/lDfis6JaqQnqtut3YTqW77PNXrwgn/9uHhtIBAIMUqSVonf/N9BrJwwAHPu74NWmwtJWiXqTTbM/vgw/i+AGhMEQqziAXiz2nbXNEJ4vm90SZaQKEMgdARcHvC+6++qaYArhh01nm0nEKQSif4oLr5sZ8yYgTFjxmDUqFGsgPjBgwfhcDgwatQo7299+vRBdnY29u7dizvvvBN79+5FXl4eMjMzveuMHj0aTz31FI4ePYr8/Hzs3buXtQ96HVqahaIoHDx4EHPnzvUul8vlGDVqFPbu3ctrt91uh91u9/5tMplEz1UsE9dsd+LlCQMw5+PDrGBYINmGdMai0D74giwvTxiAhZ8ewc/vyOYsFFNSYMCRH1tQaNRzTrsPh0RAqk6Fp0fmAGC/bBYY9SgbkYPUBJWk6yB2re1ON6fECFcQssCox6FrRSppdGoF3ACe/+g70UKUXNd75YQBmC3xPgsF9sTITNa2fZiKHCvYgZhYLsYZjI8GE3gNN1J8mLku8++XxufhxU3VLP8sNOqxfHyepGB1K0fV8orKWqyanA+gzSdpuRHfZ0Sg9z0tUc37LJEawOdDrF1KeT4A1597MzdWiZ537wzhGT6BBreD9S3mcZI0Sqx4JA9Ltx6DhXKh3mRvt2seLMH4KYFAiCxS/VSnkmPN5Fux+quTfu9waybfCp0qbiavEgi8mDnelQJZ3h5I9dFOagWKjOmc9ZqKjOnoRIr1EToIXN80TGLZT2PRdgIh3ESiP4r5gPhf/vIXHDp0CPv37/dbdvHiRajVaqSmprJ+z8zMxMWLF73rMIPh9HJ6mdA6JpMJVqsVTU1NcLlcnOucOHGC1/YVK1Zg8eLF0k70GlKkEMKRpSq0D7Egy7LxeXj+b//lLS55h6Eziq9lTzKDKuGSCEjRqdGjsw5jB3TzFqrRKOWov2pHdloCuqXpJO1H7FqnJqg4JUZ8g5DMgBiT0kIDFn16xG/01rcQpdD1lnKfwxFwFmtTgQRgmbR3gdVQCcZHY4VgnwPZ+kS89uig67MWtEqkJUrP3ObyG1rSp7TQgPlj2nTrXvrHMb9nxDcnGzD748NYI/G+ZyZrsTzEAD4XUtql2POhp16Hbc8UYWv1BczcWAUL5ULZSCPnFGkp7T1QPw7Wt7iOU5STjori21G6bj9mf3wYHz5+J5ZuPRrWax4K8eynBMKNglQ/lUGGt3yC4UDbO6RcJsPycf3by0QCIWJ0EplNJba8PZDuo8CMEb3hhsdv0GrGSCPRJiZ0GMRmPcayn8ai7QRCuIlEfxTTnnLu3Dk888wz2L59O7TayH+Eh8rcuXMxa9Ys798mkwndu3cX3EaqFEI4slS59iElyNJqc4pKCTzNCI7ZHK6wS0tkpSbggf5dWcHAwT3SAtq/0LUuyklH74wkv+CPbxAyUaPEgbNN3oAYk6G99KwsUSbMQpRi11soqzScAWexNhVMAFZKMc5oBsSD8dFYQspzgCvrODNZG3Rgk89vLJQLh88144lCA+qv2vmn8Z1sQP1Vu+T7HmoAnwsp7VLsWXzTtSD14XPNXt/P754q6vNc5x2MHwfjW3zH2XWyATIAX8wsQpOFglohwys/GwiT1RG2ax4K8e6nBMKNgFQ/NVMuwf7BTAr2EToAaoVcUN5RrYj8TAipPnqVcqF0/QGUFhpYiUdV55pRum4/PnlqaCTNJhDajXj201i0nUAIN5Hoj2I6IH7w4EHU19fj1ltv9f7mcrnwzTffYM2aNfjnP/8JiqLQ3NzMyhK/dOkSunbtCgDo2rUrvv32W9Z+L1265F1G/5/+jblOcnIyEhISoFAooFAoONeh98GFRqOBRqMJ6JyDzcTlI9Ap+FKCLFKkBGi961F9MjAoOy0gm6USbDBQatYzX/DH97iJGiW+6JHmtw+xQoN0EYBQAsbM++Wr665VKdBscYQ14BzoQEysF+MMxkelECua6e0hVyPlGfVDfavgPlpECmT4EkoAnwsp7bJ3RpKkZzFzHbvTzemHh+qaUFFZiyYLhaq6Jr82EUxwOxjfEjuO0+1hPa+jLWlE015+SiAQwodUPxV7doktJxDigUYzhccLe2FMXhYyk7Xe94GLLVZkpSTgipmCoUtkbQrER+nvOL7lBEJH4Eoc+2ks2k4ghJtI9EcxHRC/5557UF1dzfqtpKQEffr0wezZs9G9e3eoVCrs2LEDEyZMAAB8//33qKurw1133QUAuOuuu/DSSy+hvr4eGRkZAIDt27cjOTkZffv29a7z+eefs46zfft27z7UajVuu+027NixA+PGjQMAuN1u7NixA2VlZWE/73AV7gsmGCYlyCImJcAMBEez8IqU829P+Rk6A5yPTlpVyAHjFmvbMfi0i4uuBe+iFdiSIgHU0YgVzfT2lKsR85tEET0vXZT1J6W2SynPB+Y6lMvF6YcFRj1WXZtdU7yuTf4rEL1yrudAML4V6wNUBAKh4yPW73fE9wLCjUeiRgGTzYHPqy+w5MeKjHqUFBqg08SuDjfxUcKNgk7z/9m78/ioqrt/4J+ZO/tMJgkJm0ogMqnIIqtQTGKFWnEBC9rWaqsQ0OdRCbamrYiyqKC4PC5VsDxao+2varW14FpaRXkKuFWIBRSUKBqUNSHJJLNvvz8md5jlzprJLMzn/Xrx0pm599xzzz3nnpvvnDlHQGeettN8zjtRojLRH+V0QLyoqAijR4fOJajX61FWVhZ4f8GCBWhoaEC/fv1gNBqxaNEiTJ06Fd/97ncBABdccAFGjhyJq6++Gvfffz8OHz6MpUuXYuHChYFv366//nqsWbMGt9xyC+bPn4+3334bL774Il5//fXAcRsaGjB37lxMmjQJkydPxiOPPAKLxYK6uro+OffeTomSajAskSBLvMUlmw50AEjPAprxRBuJm8z5J1PWsRavlEoj1YUoRfEauU7lb8Lzayol5y7ekuW5uhOdAuhkkek502ONRO/r6WpitRu9ShHzZ3x6VXa7nmTqZTL3B0Emwx8k2uG25jbIANT1rK0AJDdfudR9IJW2VYhfUOWrlpYWtLZKt994ysvLUVFRkeYcEaWHQSXEXLjXwAX76CSgVynQuHV/RD3f0twGH4B75ozJTsYSwDZKhSKf22k+550oUZnoj3I6IJ6Ihx9+GHK5HJdffjkcDgdmzJiBxx9/PPC5IAh47bXXcMMNN2Dq1KnQ6/WYO3cu7rrrrsA2lZWVeP3113HzzTfjt7/9LU477TT8/ve/x4wZMwLbXHHFFTh27BiWL1+Ow4cPY9y4cdi4cWPEQpu5IplgWHBQzaBWYPVlY7DytU8j5sQWgyyJLC6ZrgU0Y4m2ONxdl46CDMD2r9sl90s1GJjsyN9Ep7/pTcBYLpeh2lSW8tzFor6a4iPdUwDlukzOmR6vPvZmNHBv60OJTolF06sAIGIBjEXTq1Ciy27gtTf1MrhsirVKqAQ5lqzfhS37WvHU3ElR58bd2tyG+TWnh7wXa75yceqVc04vQ6fNiS+OdSc15ZPUOSQTRM+VaX8KUUtLC0aMOBM2mzWl/bVaHfbu3cOgOOUkm9uDZTNHSS7cu3zWKNjcnEOc8p/N5ZH8Ax7wPw/YXLlbz41aJe764Wgc7bJDr1ag2+5BkUaBbocLA4o0MGr55TmdHKxx2qk1h9tpPuedKFGZ6I/yLiC+efPmkNcajQZr167F2rVro+4zdOjQiClRwp133nloamqKuU19fX2fTJHSFxINhkULKjfOOxvzn/l3ICgeHmSRWlxSJcjRaXPi1fqatC6gKSXW4nBLX96NmWMG49Erx0sudgkkPzVAqiN/40250NuAsUIuCxl1Gk2s8+3rKT7SNQVQPsjUlBSJ1MdURwOnoz4U61QY2k+HmWedErIAxtEuB4b10+XEtU+lXoaXTf10E5pa2gNBf4fbG/OYdomHU6n5yqNNgdTbKZ8Svd/kyrQ/haq1tRU2mxVT5q+AcfCwpPY1H/oKHzTeidbWVgbEKSeZbW5c/6ftuO/ys7D4ohHotntg0Ag4anbgqiffx7qfT8x2Fol6zWx3x/y8K87n2VSsU6HD5sJjbzeHDGqoMZXh7jljcuIZjigdumz5207zOe9EicpEf5R3AXFKTLxgmFIhx5dHu7Hild0RIxq37GuFDMDfb6pFu9UZNcgiPZWAPg25jy/WSNxtzW2YX12Jxm37Mb+mUnLkdLJTA/Rm5G+8KRd6EzDWqxXQqwQIchka550dWLwv/EuAaOfbl1N8dFqd6LC6YHG6YXF6UKJVorJcf1I/SPf1lBTiqF2H2xO3PqYypUY668PgEi0uHj0opF5PGupfsPGLo92BkccGtQIWhxudtsyPRE52uqTwshk/pASNW/ejfroJ44eUoH9R7EVwpBbalZqv3Ovz4a5XP4mYeiXVKZ/CR3s/8OOxsDjcMNsi7zeZnvaHojMOHoZ+FWdkOxtEaWXQKGB1etB0oCOw+LDNJaDpQAesTg8MGv5pQvnPoI5dj/VxPs+mI2Y77vv7HsyvrsStPV9aFWkUgfdXXDo6rQudE2VLvP4mXjvOpnzOO1GiMtEfsaWcpOLN8/333YcxfkhJ1J/3/2tfK9xeH8ZVlPZZHnvzk/x4I3Edbm8gMB4uVjAwWn5iHU+nEuD1+UKCfMkG9aSCWmJ+Om1O6NQKyGUyKOQylPWkLTWKU1y8L3hkfKypV/pqio9DHTZ8fdyKx97eFxLUy/Yin30tnXOmh9dHjUKOFa98grf2HMXjP5sQmFJDDCholELgCxFx1PF9l5+FzZ8fw4AidWCbI2Y7pn2nv+R1TXd9CK/XUnW2xlSGeT1TLVmdnqyPRA6fEsX/8yy35JcQbq8vZCR3/XRTzLnTxfUVRNHmK//iaHfMe3My1yHWaO/T+xsits/ktD9EVHjUghxPzZ2ENe80Ryw+/NTcSVALkV8cEuUbuQyoNZVjS3Nkf1prKodcloVMJajT7sQvzj8Dd732ScSIvGUzR6HT7mRAnE4KMhliPrfLcrid5nPeiRKVif6IAfGTVCLzfP/Pj8fGTCNd0ztI6e1P8uONxJUaiSkeQ2oqknj5iXY8cWqDu179JCSA1dugXrRgd111JVa/sQd3XDoKt/5tV0TgSrxRiCPj40290hdTfHRandj8+TG8tvNgzi3y2dfSNWd6rMDxu1+0QaeUnlJD/EJEnE/LB+CNnYdC/iA7t6oc3/tOf8nj9uWUL9FGHm/tWfxFrLPZHIkcXO7B05Zsa27D4z+bELH94GIN7tu4N1DPG7fux6NXjgeAiC+CFk4zYf4z/w68F6tOpOs6pDLaO1PT/hBRYXJ7vXj8nWbJxYflMhmWzzwzSzkjSh+lIMeN04bDC1/EWio3TjNBmcNf/Chlcix9bXdEG93a3IaVr32ClT8cnaWcEaWfOPVoeDtNZErSbMvnvBMlIhP9EQPiJ7Hgn+C3W53otLnQdKAjMBIzWtBY1NvpHaJJx0/yyw0q1FaVS45kDB6JWaxVYuMvamF3eaJORZJIfqKN/J1fUxkImKV6LuGi5Uc8xviKUnzdZo05ZcztF5+JOeNOjTv1SrwvFjQqAZ3WxEaEBk/nMaBILfmNNXDyjzLt7ZzpiQSOPT6fZL3b1twGGYDVc8bg8yNdWBn2RQ0Qu24mM+VLsr/wSGSao+A8ZrqOhJd7eNuWul86e36JIrI6Pbjp+SbMr6nE/OpKGLVK9NOpAqPAX62vSahOpGvqnVRGe/f1tD+UGXv27MnofkSJ8vgQ9RcwW/a1wuPLcIaI+oDT48WCP3wUeB4Q11JpOtCBBX/4N/524znZzmJU9rBnm2Bbm9tgj7NeClG+UAtyPPfB1xhfURrRTp/74Gssu2RktrMYVT7nnShRmeiPGBA/yYk/wW9qaceCP3wU8lnTgY6oP7WRmt4h0QBYvO3S8ZP8Yp0Kd1w6Cne8HDoHevAI+FpTGfYd7cbFowelHKgT8xO+6J3onNPLJOcoT+ZcksnPtua2wPxJsdhdXqgVAr5stcCodUa9VvGm1nlt5yHsPNARd7R78MhaqZG04U72UabJzE0dLpHAsUwmQ1NLR2Du6vApU/Yds8Dn8yU97UaiU76k8guPRKY5CpbKwrepTsEERJb7+CElIW1b6n55rNsRkY7V6Qns9+J/T8XwASemJUk0P+maeieV0d7pnPaHMs/W2QZAhp///Oe9SsflcKYnQ0Rh4i4EFudzonzQZXOHPA9EfJ7DC9512fhLMSoMxy1OXDVlqOQvbuuqK3Hc6kSujrXO57wTJSoT/RED4gVCatRftJ/3S/2UP9EAWCLbpesn+TIAE4f1wy0XjcBRsz8wJY6AH19RghWXjoJBpYgbhEo0P1IjfzttsYMGqTTSePk5cNwWd3S/3eXBZb97N/A6WrAykal1rE5PzNHu4SNr4+UN4CjTWBIJHAtyWcwpU1weLzze2MPspOpmIlO+pPoLj2SnOUqmjvR2CiYgstzDA/RS90tVnJ88G1NcHC5dU++kMto7XcfOBS0tLWhtlf5yKRHl5eWoqKhIY476nsvaBcCHcVctRv/KEUnvf2jXe9j9yhNwu3M3WEP5TacWevU5UT7I5wXvirT8pRgVBo1KwE2NH0r+kuOm55vwl+unZjuLUeVz3okSlYn+KHd7Y0orqVF/4s/7l15yJn4zYwS8Xh+KtZE/5U80AJbodun6SX6ZXoUdX7fjiX99GVhccORgIx67cjyOdjlg1CgxIIFJ9pPJT/jI3y+Odie8b6ISCRzGGt1fYyrDu18mPk2GGOg/1GnHl62WkM5UXJgz1mj38JG1TQc6cEqxJqlfH9AJiVz//kXqkLmrReLrxReOwLGuyNHLwaLVzXhTvqT6C494v0YIXnAymTqSjimYgMhyDw/Qh0+Holcr/FM3mcokR+LXmMoCc7mnordT7wDJjfYOH2H/wI/HwuJww2xL7djZ1tLSghEjzoTNZk05Da1Wh7179+RdUBwADAMq0K/ijKT3Mx/6Kv2ZIQqiUwoxFwLTKRkQp/xnUAmoMZVha5TnA4Mqd+t5PuedKBk6pYDxFSWSv+TI9f4on/NOlKhM9EcMiBcIcdRfeOBofEUJTu9vwKAiNQaFjaQMnhM6VgDssNmOYp0q4UBZun6SHzySMbgzEEcyJhIM77Q6oZDLIuYj16kEzK+pxDmnl6HT5sQXx7phUCtgdbjh8vrg9flgdbhRpFFi9WVjsPK1TwPB41TOJVgigcNYi/fNPWcYbnq+KWLfWMHKYp0KX7ZacOOzO6LmSxxRHB44Cx8l37h1P373swlYNK0qMn+mcqyaPTqvAmuZIpZrp82J56+bgm1ftKFx6/6QelXTc/3P+07/qPNpbWtug9PtjTslkkIuQ1NLu+T0IrGmfEn1Fx7RRh6Li4WKdTbZkcjpmIIJiGx3UuUn/vy52lSG8RWlmDK0H5bOHIWVr30S0lHXmspw5w9H41CHDWa7C6U6VUorYPdm6h1x/0RGe8caYX96f0NEuvmgtbUVNpsVU+avgHHwsKT3Nx/6Ch803onW1ta8DIgT5SoZIPl8UG0qw6JpVZBlKV9E6eTz+bBq9hgs3bAr5PmgxlSGVbPHwOfL3cnyZT5g1ezRWLpht2TeZbmbdaKk5HN/lM95J0pUJvojBsQLyCklWqzpGT3daXNBpxKgVylQolNGBF2SmRP6m3YbBhk1CQfK0vmT/N6MohTPcfvX7Xj0yvHw+vwrwetUguR0FN8f0R+3XHgm7nrtk4ggdOO8szH/mX8Hgpe9mV4g0WlMgkerFmmUKNOr4PH5MHvttojgvCjWFC6JjJSXCpw9d+2UkO2sTg8+/qYDg40aLL5wROA9hVyGrc2tWPnap/ifH49lUDyIVLnW9Ex/Il7vc6vKcc+cMXB6vGjtjj1Vz7FuR8wvTW6cZsJFj24Jqa+JTi/Sm194SLVXg0YBi8ON566dktJI5HRNwRTe7sTykwEhHXBwOxw52Iibf/8+7rv8LCy+aAQsdg9KdEo0tbRj5mNbA+VbYyrDPXPGoKJMn/B5pUu8e2S6RtjnKuPgYSmNlKbU9WZhznycpoaSc9ziQFmRCjPHDA75mfdRsx1lRSoctzowDPn5RRyRyO7xQiGXoX66CYt71v4xaARYHG54fT44vbm7MGWbzYESrUoy7zL4cNzmxGnI/PMMUbo5PF7IZD5cEtYfHTHbIZP5P89V+Zx3okRloj9iQLzAJDLiMJU5oVu7nUkFytIxHYAolVGU4ecYHFzuX6TGAxLTUZx5SnFEMBxAII3X6mtw3OpEsVaJAUXqiDwls+hfcPl02lzQqgS8vutQyDQmwYv1bGr4HoYPMOCLo91Rg+FA6DUIz49Bo8APzhyAN/ccjdjv3KpyGDQK/Pov/4kInL37ZVvET1lGn1IcsYhrsFQWGz3ZiOXv8fmw8tVPIqbd2NrcBplMhr/dcA4gQ8goY58v9lQ9KkEe8qXJwvNM0CgFFGkU+Ojr9pAvb4Dkgp8GjSL2T5eC5s2MVufTee3TNQUTENnunG4P6qorMb/mdOhU/s43eDohtUKO1m5noK7XTzehqaU94h6xtbkNt63fhQd/Mi6lkeK9FavM0zXC/mSVanC3EAO76VjQM5+nqaHElOjVWPX6pxh5SnHIL/m+7bTjzTf2YOklI7OYO6L0UMjlWPby7qhTA6384egs5CoxRo0Kt22InvdVOZx3omR4fUDdMx9hfk1lyPP5wU47Vr2+By/dcE4WcxdbPuedKFGZ6I8YEKcIUnNCh08dIE4pMvX0Mni8PjjdHvQzqGMGVMOnD0k2MJZMQDme4HMUz2X8kBI43F7IZTKMrSjF9paOkKDh+CHS83QB/qD4/jYLFvzho8Bo22Ldic9TWfQvuHw6rU7sPNAhGewOLttEp6OJlp9Vs/03leBrKI52tzjckoGzwEhamSzwefiChOFOphXqU6mXweX/1NxJknNQA/569W2HLaRenVKijXmdxWlVAP+XJjsPdOBnkyswuESLL452Y8nfdkkeK9Hgp8XhxrzqSvgQ+RO9edWVsDjcEecoSnahy0SkawqmcBqlPGRhWqlgd/i9MdY9YmtzG9otzl4FxFO9B8baL10j7E82vQ3uFmJgt7cLenKamsLg8njx/pfHMfKU4sB7Mpn/x93vf3kcLo5qo5OAzeWJObWdzRV98Eq2OTzemHnnyFM6WYh/swQT+6Non+eKfM47UaIy0R8xIE4RwgMk4VMvRJtSJF5AtTejDNMdXBPPMdq5VIdNVwHED/KKn6e62GgsiU4zk8h2sfKzdMNuPPDjsbj1InfEyP2mlnbJvIkjkV9eWA25TIYuuwuaOAt5nCwr1KdSL8PLP9V6Fe06i9OqnD9iQMQvL9IR/Oy0uUJ+URG+qvlz107J6DQc6ZyCKdZUUVJT0DRu3Y+n5k6CHDJsaW6Ney3N9tQfTlO9B8bbL50j7E8mvQnuioHdLVu24Mwzz0z62L2ZciQXpLqgJxWGLrsr5nNXoX4JRycXqyN2wDve59nUZYv9rNLVi2cZolyiV8eOA+jVubswZT7nnShRmeiPGBCnCOEBkvD5qk8t0eLu1z+N+LYmXkA1VX0RXBPPcX5NJZ7etj/iXMTX82sqA51MvKljBhSpoVMJsDo9IaNt401JcLTLETF6E0DEe4lOMxNvu3j56ba7MXxA5PydsQJnVqcHcpkssF+n1dkno3ZzSar1Mrz849Wr4M+D61Uq0w6lI/hp1ChDpusRib+00CgFfH60G/OrKzHvnGEQZDJYXR5olAJ2tLSjcev+tE/DkY4pmOJNFRV+HzRqlCjSKrDrm05MHFaKedXDMCjO6G+jJrUuN9W6lsh+fTXC/mSRSnA3HVOHAIDLEXutAKJ81E+vxsNv7Yv63JXLU0kQJcqojd3fx/s8mwxxnlUM6tzNO1EyDCpF1DiADMDqOWOyk7EE5HPeiRKVif6IPRpFkAqQiAGwWlM5fnXBGVGneIgVUE1VX8xxK55jrCkOtjW3YX51ZeB104GOqHMnV5vK8PmRrpBR5eIop3ijcluOWwNzEOtUAhrnnY21bzdjS7P0iM5EzjXWdDSpjhJOJnCWzlG7uSrVehle/lJTEomqg6Y/EQVfn2SnHUpH8FMqjWi/tKjpmUbl13/5D6xOT2DUgsWR/hGAvZ2bPJGposT7YLWpDOMrStG4dT8a552NV/5zEI+8tQ9PzZ0Uc371Un3vp3gKF6uuJbLf8AGGk76tZlpvpw45tOs97H7lCbjdHIVHJx9nnJ+/OjkdA50EVII85rOdSoi/PlO2CDKg1lQe8neIqNZUDkEmsRNRHup2Rp/aaGtzG7pjrMuVbfmcd6JEZaI/YkCcIojBzPCRhbWmMtw4zYRDZlvM/dP9c9e+mONWPMc9h8wxtwueAmHPwU4smzkKq14LXQCx2lSGuupK3PR8E8ZXlARGlYujbeONyg02v6YSj70dOXIqnVNNpDpKONkgdzoXTs1FnbbYozc7bdL1Mrz8pabiAELrVbDeTGGRji8qpNKI9kuLrc1t8OHELy3Ez++ZnXujFuJNFSUKvi5Wpwfzn/k3ls0cieUzR8LhcmPV7DFYumFXSFC8xlSGe+aMSXn+8FTvgYnud7K31WxJdeoQ86Gv0p8ZohzRHefnrfE+J8oHrd0O1PUMqpF6hmizOFDZP32Dh9JJKchx47Th8MIXkfcbp5mgzOFgPlEyzFH+VhPl8hRe+Zx3okRloj9iQDzPxVosTfys0+aETq2AXCaDQi5DWQILsZ1SosWqH45G87HuwBzB/YvU+OkT7+OxniBRNOmeczaRAG4qi82dUqKNu+DE6eV6bLjxHBRplNCpBNjdHtx+yUh0WF3QqwX4ALzz2dFAcEwcVZ7oQpfhI4BjjVj/6Ot2dFhdvV5YtDejhJMNnPV21G4u06li3z61KgFNLe0R1ym8/IOn4lh4nglqpRwutxcWpwcymQz/8+OxgelGPjtk7vUUFukIfoanoVEKCf/SIldHAEpNFXXrSztx3+Vn4daLRsDm8MCgUcDt9eG4xRlyXVa+9ilera/B6NNKAQAP/mQc2i1OmO1uGDUKlOpVEcHwZO5ZqX6JJbVf8CLCLq8PXxzrDhz7ZG2rRJQ79HF+3hrvc6J8YNAocfv63Vj78wlwe3ww2/x9vUKQYeGfduC3cf6WyiaHx4sVL38SNe+PXpW7eSdKhlGrDHkudri9IVM85vI6Ovmcd6JEZaI/4lNnHou2WNp9l58FHyAxwrscv5pxBh7852f4zYwRKNUpYwZASnRK/OHdrwKBu8d/NgFWpyfmFA+pzDkbLzAUL4CrUcpR/3xTSgtuDihSR027tqocWpWAwcUa2JwefHXcGjF6WyzT//fe14HFNwEktNBlbVU55p4zLGQEcLRF+cQpKZZu2BUyOj2VhUV7O0qYgTM/uVwW8+ewdpcHcx5/F0DklDfh5W91erDzQAd+NrkCg0u0aGmzYMn6XSFp15jKcPecMWizOPFlqyXlL0SA9FzD4DSkFlwNfkjTqRRonHd24CEtF1c+LzeoMHPMIMyZcBoGGNWwOjwYUKTG+1/6r4Hb60OJXoXVb0T+QiR8GpiBRk3M0eDJLpCZ6pdY4fvFWhA51QWKiYiSIQNwyehBuGyi/17bbfegSKPAEbMdf9v+DeScjoFOAkaVgCeumYjbN+yOeJZ74pqJUMpyt6I7XG787zUTsVQi7/97zUR0xfmFJFG+MKgEPDV3Eta80xyxMOVTcyfBoMrdhSnzOe9EicpEf8SAeJ6KtVja5s+P4Y2dhyLm2tnS3AoffLjlwhG467VP8IORg/C97/SPGgQJD9yJi8xFm0qgNoU5ZxMJDMUK4N4zZwxWvPJJygtuRku72lSGuecMw0W/3YJJQ0ux5OIzJacyEcu0cd7Z+OkT78Pq9KCinw6Dw8pUalSuQi7DRY9uCQmkR1tgMdqUFKlOpcIpEnpPIZfF/Dlsp/VEgDT8OsUq/06rM+IPKMA//cjt63dhXEVp4MEnVwKZ4SORowVexeBxvAUysqFYp8JvLhyB23q+iLj5B1WYPKwfXtt1CNua21A/3YQ/vvdV1IXgEp0GJpUFMlP9Eit8v3TfR4iIkqVTyPGbC8+QDBSumj0Gcp8vi7kjSg8fEPVZbumG3bg3hxe866dT49awQRmAP+/LNuzmYn100vDAh8ffaZZ8tpfLZFg5e1SWchZfPuedKFGZ6I9yLypBCYm1WNqAIrXkxPOAv/LcYHdj5CnFGFCkjhsECQ7ceX0+1FaVY8u+1sAUD/OrK+Fwe1GiVWL4AENSc+QmExgS89FhdcHidMPi9KBEq4TH58PHBzpQP90k+XOhRBbcFNM+2uVAy3ErAP+CeuI0KP/a14r/tjhjLlxxg92N+TWV2HmgAwOK1JLbhY/K7bQ6MWloaUiAK9ro+1hTqaS6sChHevdOmV6F1W/swfiK0kA7UCvkaDrQgec++BojTykO2T78OkUr/1hte2tzWyAIL6aZC4HM8JHI0QKvubzy+RGzPRAMB4BpZwzAfRv3Bl7HW4A30Wlg4i10eajTLvkLgFS/xArez+H2pP0+QkSUFLkMt0f542bphl24Jwf7B6JkdcVZ8K4rhxe842J9VCgcLm/Irz6DbdnXCocr96Z4FOVz3okSlYn+KKcD4qtXr8bf/vY37N27F1qtFueccw7uu+8+nHHGiUWq7HY7fvWrX+HPf/4zHA4HZsyYgccffxwDBw4MbNPS0oIbbrgB77zzDgwGA+bOnYvVq1dDoThx+ps3b0ZDQwM++eQTDBkyBEuXLsW8efNC8rN27Vo88MADOHz4MMaOHYvHHnsMkydP7vNykBJrsbRo026IOm2uQPA4kSBIcODuvqDRhsGjVO+7/CwMNGqiTn8i9X6bJTIwFDzNwudHu9FPrwqkYXF6sPTl3aHTwFSV49lrv4v7Nu6RHIkaPI1BLMU6FVq7nVjwh4+illksnTYXzjm9DD+bXJFwQElq1Gfj1v1onHc25DJZ1KCZlFxfOEO8/t0OF0p0KjjdXnQ73L2a9iPbinUqLJs5Eret3xVS92pMZVg+axSuevL9iH1iXSexjNossX/6E96+w9twKvPp91Z4XY4VPN7a3IauHJwypV3iS6/g1/Huq/GmgQm+vsHTx1jDOvIvWy248dkdAKR/LdObKXKkprYJluv3ESLKf5Y4f9xYGGyjk4DZ5oo5v28u97dcrI8KhdnmjtlOzbbc+3tFlM95J0pUJvqjnA6I/9///R8WLlyIs88+G263G7fddhsuuOACfPrpp9Dr9QCAm2++Ga+//jr+8pe/oLi4GPX19bjsssuwbds2AIDH48Ell1yCQYMG4d1338WhQ4dwzTXXQKlU4p577gEA7N+/H5dccgmuv/56PPvss9i0aROuvfZaDB48GDNmzAAAvPDCC2hoaMC6deswZcoUPPLII5gxYwY+++wzDBgwIONlE2uRtWjTbgR/Lo5mBZKrSLFGKUpNf/KDMwdg2cyRuH3D7ohpUVZcOgo6lRAICMWa3/aeOWNwx6uRU6Ns2deKla99gnEVpXh777HA+8lOYwDE/pIhkTLVKIWIqVLiiVaea8Le88b5CXEuL5wh1ovtX7fj0SvH4/5/fBbyx3CuTPuRrE6rE3e99inGVZSiLmyE+L1/34OfTq6ICApHu07BbeepuZNiHleqLoptONm5qdMpuC63WRwxtw0PAucCsz30wdHqCM1jvHtArDYodV3EL+3EX6JIHSfdvwBIdXFOIqJ0YbCNCkGxThlz6jijNnf723h547MCnSyKtIqY7bRIm7uhsnzOO1GiMtEfxf4LP8s2btyIefPmYdSoURg7diyeeeYZtLS0YPv27QCAzs5OPPXUU3jooYcwffp0TJw4EU8//TTeffddvP++f3TmP//5T3z66af405/+hHHjxuGiiy7CypUrsXbtWjid/pGY69atQ2VlJR588EGceeaZqK+vx49+9CM8/PDDgbw89NBDuO6661BXV4eRI0di3bp10Ol0aGxszHzB4MQUBVKOdjlQG+WzalMZmg50oFirRNOBDgDJV6RinQrDBxhQWe7/UuLLVgu+brNg8V8jpz85Y7ARS9bvkpwW5Y5XPsH8mhPTP8Sa33bJ+l0YMdgomZ+tzW0YP6Qk4v1tzW1wuL344mg3mlra8cWxbnRao4++jRUsajrQkVCZpkIsz3EVpRg+wBAYzRn8nrj4p5RUFjLNlOBpceLNXxzr2uSi1m4n3tpzFGvebsaCP3yEG5/dgQV/+Ahr3m7G23uPRdTJaNcpfOogcdocKWJdC1ekUcadgigT5SvW2xJt7PoYLzCbDcawec0VQuiCV7GuS42pLOq86NGuy7bmNjy9bX/IPVDq+oq/AEiHWP1GLt9HiOjkwWAbFQK9Uog6ddwz2/ZDr8zdBe/0KgE1MZ539Fysj04S2jjtVJvD7TSf806UqEz0RzkdEA/X2dkJAOjXrx8AYPv27XC5XDj//PMD24wYMQIVFRV47733AADvvfcexowZEzKFyowZM2A2m/HJJ58EtglOQ9xGTMPpdGL79u0h28jlcpx//vmBbaQ4HA6YzeaQf+kiTlEQHtw4t6oc077TH6vnjImoPOJif3sOdqJIo0Dj1v0pB0EOdthQ/3wTvv/Q/2HO4++i+Wi35Lzl44eUBG7UOpWA+ukmPDV3Eh7/2QTUVVfi4tGDoOupyMHbhtvSMw1DNNGmMzjQbg3k8fsP/h8WPd+Egx02yW1jBYv2HjJjxaxRUcv0s0PmPg0mxbreyS5kmknB8yXHur7pDPolozdtNNYvCoDQOil1nTqtTnxxtBufH+1GXXUl6qeboFMJ+POHLVg+M7Ku1fTUtcat+0PeF9twvLmpkylfMW/BXyQdMdux95AZH+4/jr2HzThitkfdX62Uo9Yk3ZZqTeVQK3Ov6ynVq0LKfGtza8g5NG7dj7rqyoigeLWpDPOqK6NOmRLrumwL+jKvOsr1BdI3YjJf7yN92ZcSUXok2k4ZbKNC0OVwx55DPAtTxyXaRuUA7rh0tORz6B2Xjs6v4AFRDN1x2ml3DrfTXMw7Ubploj/Km99SeL1e/PKXv0R1dTVGjx4NADh8+DBUKhVKSkpCth04cCAOHz4c2CY4GC5+Ln4Waxuz2QybzYb29nZ4PB7Jbfbu3Rs1z6tXr8add96Z/MkmKNb0JYc7bLj9kpE4bnGi0+YKTOXw5w9b8Ivzv4P5z/wbk4aWphQEkRrxGC0gLb4fbTqU2qpyNM47G/Of+XfcOXpjfR5vOgNRrCkIpOb0BvzBouUzR6LpQAdW/nA0DnXa0RFUpi982IK7fji6z4NJqS6ql03BQeN41zcbP5PuTRs1qGPfPk8v12PDjedIXqdYU2js/rYT923cEzIVi0YpoNygwm/f+jxkeo3gQOaXrZaY+Um0fMPzplMJaJx3Nta+vS9k8ZYaUxnumTMGFWX6iDQ6rE7U1QwD4AvZp9ZUhrqaYf7R6hL7ZdNAowb3zBmD29bvwtbmNjzxry+x5qrxEM/B6vTgpuebsPSSM3HrRSPwTbsNKkEeWID3uWunSKYb74uTIo0SG39Ri9d2HYqYPiV4m3TJx/tIX/elRNR7ibZTu8eDlbNHY9mG3dga1qesnD0Gdk/uTalFlCyLI3Y9jvd5X0i0jdo8HqjlctRPN2HxRSPQbffAoBFgcbihkstgYxulk0T49IgRn2dhisdE22ku5p0o3TLRH+VNQHzhwoXYvXs3tm7dmu2sJGzJkiVoaGgIvDabzRgyZEhajyG1yFqn1Ynf9MzZHLzQwvghJTi1RAudSsAL/zU15SCI1IjHaAFp8f1o02Vs2dcKGYC/31QLizP2N5klUX5mWxNlGolo00vEWkhUKlhk0Chw+/pdeGvP0YjFK845vQxXf3coBho1knlL9wKHySyql43FFcMFT43RmzmY+0pv2qhKkKPaVCb57Xy1qQxapSA5zU+sKTQA4Obzv4NH3toXMic+cGLB2d/MGAG7yxOomxaHG00t7dD2/AJDaqFGIHb5inWl0+aEw+3F2CEl2P51O6xOD+bXVOKxt/dFnOfW5jbctn4XHvzJuIj6b1ArceWTH2B+TSXmhc2vXv9cE16tr4mal2yqKNPjwZ+MQ7vFCbPdjWKtAvf9aCxsTg/arf4vF5sOdGDV63siyjha+cabHqZMr0K5QYWdBzokr1tfTGWS6uKc2ZKJvpSIeifRdqoWBDz+zj6suHQU3B4fumwuFGmVUAgyrNu8DzdOq8pkton6RLz5e7Mxv2+ibVSQyfHQW59jfs3pEORyyGUeCHI5dCoFHnrrM9z0/e9kMttEfSbedKfFOfy3aS7mnSjdMtEf5UVAvL6+Hq+99hr+9a9/4bTTTgu8P2jQIDidTnR0dISMEj9y5AgGDRoU2ObDDz8MSe/IkSOBz8T/iu8Fb2M0GqHVaiEIAgRBkNxGTEOKWq2GWq1O/oSDpBLUDA5Yhy/qBwCbGr6H4QMMKedJasSjOL9ueNCs6UAHakxlGD+kRDIvgD9A7fb6cGqJFrVV5ZLTC9RWlWNomQ7nVpWHjN6uNpVh+axRuPfveyK2n3vOMNz0fFPgveBgdpvFCRzrlizP8GDRF0e78daeowD837aGn8emhu9hoMT05tlc4DCbxw4mTkPzr32tUeuImLdszF/cmzbaYXOirto//3PwOYlTX3TanAD8o6CD27FWJcScQmPRNOkFVMW6d/6IARhXUYpDHTa8vfcoBhSpA6PITy3WYO1VE7DwuR0hwdXaGOUbb8HHWG13a3Mb2i3OiIB4uUGFSUNLJffL9bmqBxo1kl9wdVqdWPR8U8j9RxTrnILbQLT9Yv06JZenMsmUdPSlVBhaWlrQ2ip9f42nvLwcFRUVac5RYnqTbyC7eRcl2k7tbjduOM+Ed79ow0CjBg63F91OD4502nDDeSbY3fyZN+W/Up0KtaZyyekka03lKM1Cv55oG3W4PfjhuNOw+9vOQBu1OD043GnDD8edBoebI0/p5DDQqI4ZexhozPyzZ6LtNBfzTpRumeiPcjog7vP5sGjRIqxfvx6bN29GZWVlyOcTJ06EUqnEpk2bcPnllwMAPvvsM7S0tGDq1KkAgKlTp+Luu+/G0aNHMWDAAADAm2++CaPRiJEjRwa2eeONN0LSfvPNNwNpqFQqTJw4EZs2bcLs2bMB+Kdw2bRpE+rr6/vs/FMNasb7iX5vp6aQGvHYuHU/Hr1yPIDQ4OBnh8y4Z84Y7DvaHTdP5QYVFk4zwevzRQQYF04zwaBWBEZvt1n8I7ibDnTgqiffx08nV+BnU4YGRqJWlukxc83WQFAw2pQtfVWe8RY4lJqyJV2yeexwwYG+aHUkX4N+waOg54eNgr7p+ROjoMPb8eM/mxAzXZ069vyp4gKaXx+34rWdByPaSv00E/77e6fj4Tf3Bd5bOM0kmVa80erzayrjTnVjtkcGL07GAG+q55Tofvk4lQlRLmlpacGIEWfCZrOmtL9Wq8PevXtSDiynGtQ+dOgQfvSjH8Nul17fJBG9zXsmqeUCDnXa8fquQxH917ByPQZH+cUdUT4ZaNTg7jmjcfv6XRFTx909Z3TUX5bmArlMBo1SLtlG66eZIJfJYuxNlD8cbi8WTTcBPoR8eVVrKsei6aa4fwNlUz7nnShRmeiPcjogvnDhQjz33HN4+eWXUVRUFJjzu7i4GFqtFsXFxViwYAEaGhrQr18/GI1GLFq0CFOnTsV3v/tdAMAFF1yAkSNH4uqrr8b999+Pw4cPY+nSpVi4cGHg27frr78ea9aswS233IL58+fj7bffxosvvojXX389kJeGhgbMnTsXkyZNwuTJk/HII4/AYrGgrq6uT869N0HNeD/RT2TqhFgj0qVGPIrz6y6bORJ3zBoFi8MdEtCJd1Mu0ijR2u3E/Gf+LRlgnP/Mv/FqfQ2GDzD483O0Gz/53xMLmoaPRP2/X5+H6uFlOGOwEeOHlKCfXoWH/vlZxOjkvirPRBY47KtAV18eO5VfLOhVApbNHIkOmwsGtYB754yBw+NFt92d10G/REZBS7XjeFPHGFSKqN/4i+l2WF2S05iIr++8dBSqBhRFtJ/wcpaqK8G/pNCrFDBoFDGnYjFqpLuRkzHAm+o5Jbpfvk1lQpRLWltbYbNZMWX+ChgHD0tqX/Ohr/BB451obW1NKajc22A8AEy8+jb0q0h+upDe5j3TvADWvNMctf9a+cPRWcgVUfpVlOnxP0HTsBk1CpTqVTkdDAcApSBnG6WCcNzixK9e/A/W/mwClghnosvm//vW5fFi4bM78OQ1kzAgR9trPuedKFGZ6I9yOiD+u9/9DgBw3nnnhbz/9NNPY968eQCAhx9+GHK5HJdffjkcDgdmzJiBxx9/PLCtIAh47bXXcMMNN2Dq1KnQ6/WYO3cu7rrrrsA2lZWVeP3113HzzTfjt7/9LU477TT8/ve/x4wZMwLbXHHFFTh27BiWL1+Ow4cPY9y4cdi4cWPEQpvp0pugZiI/0ZeS6Ij0aCMeJw0txXnf6Y/BEqOtBxSp4+bpy1aL5JQkouCR2PHOsUSnxLKZI7Fk/S6sebsZT82dFDJCI1hflGdfj9KPpa+OncovFmLtYxpQlFI+ckUiI3+/ONod0Y7jTR1TZlDhvjjpftthi7qy+LbmNthcHtz47I6Q96Wue3hdifZLipqgKVSCg+I1pjKU6qMHcE/GAG+q53QylgVRX9izZ0/8jWLsZxw8DP0qzsj4sVMNxh/a9R52v/IEtGWnppzvfGJ3eWL2X3YXp2Ogk0e0adhymS1OG7WxjdJJwup04fdzz8Zdr30SUudrTGX4/dyzYXE4s5i72PI570SJykR/lNMBcZ9Pei7dYBqNBmvXrsXatWujbjN06NCIKVHCnXfeeWhqaoq5TX19fZ9OkRKsN0HNVH7an+yI9GRHSiaSJ6Mm9o07eCR2vPQA4PYNuwMNKN4I9XSXZ29G6fdWXxw7lV8s5NLULX0lXjuQaseJTB1TrEPMdOOtHG53RdZ3qetuUId2AdEWv90aNIWKGCivMZXhnjlj8u4PPSLKTbbONgAy/PznP+9VOq4U/ghM17G1/U5JOqhtPvRVr46Zb+L1X/E+J6K+ZXWwjVJhKDNocNv6XZJ/96x87RPcPWdMlnIWXz7nnShRmeiPcjogXsh6G9RMNmCdyoj0ZEc8xstTsiOxY6UXPjI33jQV6S7PVEfpp0NfHDuV+pHNaWMyKVY7kGrH4vRC82sqseySkbC7PJL1KVa6enXsW3d4oDvadVcJ8pDR6vEW0Lz9kpE4t6p/3vzsl4jyh8vaBcCHcVctRv/KEUnvL460dqewKGM2j11o4vVf8T4nor5VpI3dBouiTJVHlG+szuijT7c2t+X0lz/5nHeiRGWiP2KPlqPSEdRMJmCdqSk+YuUplZHY0dILP59401SkuzyzuahgXxw7lfqRzWljckW0dmx1erDzQAeuq6lM6XrIgKj1udpUBgT9uCbWde+wOVFX7V+seFtzW9xfUjhcHkyu7Jd0fomIEmUYUJHS1CHpGGmdzWMXinj9F5frI8ouGfwL8wUv1CeqNZWzjdJJI97fol323P2SO5/zTpSoTPRHDIjnqEwHVLM5xUewdC3EF34+iUxTkW7ZXFQw3cdOpX7kSp3Kpr5qxzIZQgLZompTGeqqKyGTAxtuPCfudTeolbjyyQ8CC9n2L1LHPG4hXDMiIupDcfovRtuIsq+uZhgAX8j6S7Wmsp73iU4O8f5WNebwryHyOe9Eyejr/ogtJYdlMqCazSk+wqVj8bnw8wmepmLheSZolAKKtX0foM7mQnrpPHYq9SOX6lQ29UU7LtGpcP/GvRhfUYr51ZVwuL1QK+RoOtCB5z/4GvdcdhYGDoo/nUm5QYVJQ0sD06TUTzf1+pcURERE0RSpFXj+g6+j9l93/XB0trNIVNDEZ8yxFaWYF9ZGn33f/4xJdDIo1atQYyoLrJUUrMZUhlJ97v7dk895J0pUJvojBsRzXKYCqtmc4qMvSJ2POE3FzyZXYHCJNss5zC+pTmdzMtWp3kh3Ox5o1GDFrFG4bf2ukDm/k13oMvwaib+kkAEhD1iFeM2IiCj9Ti3VYfmsUbhdov+6e84YnFqqy2LuiChdz5hEuW6gUYN75ozBbet3hfzdkw91PZ/zTpSoTPRHDIhTQDan+OgLJ9v5ZFsq5clr0HcqyvR48Cfj0G5xwmx3p7zQZfg1MmqVePAn49Btd/OaERFR2g0t0+O+y8+COaifMWoUDIYT5Yh0PWMS5bp8ruv5nHeiRPV1PWdAnEJkc4qPvnCynU+2pVKevAZ9Z6BRk5bOQOoaDTT2OlkiIiJJp5bqcGq2M0FEUaXrGZMo1+VzXc/nvBMlqi/rubxPUiUiIiIiIiIiIiIiyjEMiBMRERERERERERFRQWBAnIiIiIiIiIiIiIgKAucQzyCfzwcAMJvNWc4JUX4pKiqCTCbr8+OwjRKlJlNtFEisnXZ3dwMAOr/5El63J+ljdB/91n+Mw19BrVZnbF8eu/Dy3ttjdx3+2p9Od3fcvivX2ikRhWIbJcp9bKdEuS/Rdirzia2M+tw333yDIUOGZDsbRHmns7MTRmPfr/LINkqUmky1UYDtlChVbKdEuY1tlCj3sZ0S5b5E2ykD4hnk9Xpx8ODBjH6rKMVsNmPIkCE4cOBAxm7m+Ypllbi+LKtMtZl0tlHWnb7F8u17yZRxJvu1XOlL+xrreCSWSaR8bqe8npnHMs88tlFKFss989hOKRks88xLtswTbaecMiWD5HI5TjvttGxnI8BoNLIBJ4hllbh8Lqu+aKP5XB75gOXb93KtjHOtL+1ruVb+uYBlEinXyiSZdppreS8ELPPMy7UyZxvNfSz3zMu1Mmc7zW0s88xLd5lzUU0iIiIiIiIiIiIiKggMiBMRERERERERERFRQWBAvACp1WqsWLECarU621nJeSyrxLGsQrE8+hbLt++xjLOL5R+JZRIpn8skn/Oer1jmmZfPZZ7Pec9nLPfMy+cyz+e85yuWeeb1VZlzUU0iIiIiIiIiIiIiKggcIU5EREREREREREREBYEBcSIiIiIiIiIiIiIqCAyIExEREREREREREVFBYECciIiIiIiIiIiIiAoCA+IZ5PP5YDabwXVMiXIT2yhR7mM7Jcp9bKdEuY1tlCj3sZ0S9S0GxDOoq6sLxcXF6OrqynZWiEgC2yhR7mM7Jcp9bKdEuY1tlCj3sZ0S9S0GxImIiIiIiIiIiIioIDAgTkREREREREREREQFgQFxIiIiIiIiIiIiIioIDIgTERERERERERERUUEo2ID4v/71L8yaNQunnHIKZDIZNmzYEHefzZs3Y8KECVCr1TCZTHjmmWf6PJ9ERERERERERERElB6KbGcgWywWC8aOHYv58+fjsssui7v9/v37cckll+D666/Hs88+i02bNuHaa6/F4MGDMWPGjLTmrdPqRGu3E2a7CyVaJdRKAWabCxaHG6V6FRxuL7odbhRrldAq5LC43JDLZNAoBFicHnTZXDDqlDAoBbi8PlhdHlgdHhi1CqgEOZxeL1RyOTzwob9eDQBo7Xai0+aEQaM4kY7dhSKNEjqlAJnPB68McLi96LK7YdAooBbksPfkxahRQK2Qo8PqhFblP47L64XXB3TZ3Sjq2b7T5kSRVoVyvQoWpwedNhfMNheKtUroVQJcXg8Ucv/xxfeNPZ8dtzj93+DIZbA6PbA4XCjTq+H0+POkVysgAyCXAxqFADmAbpcHFof/M7lMBrkMUMnlcHg8cHsBq9ONfnoVnG4vzDY39GoBGoUAQQYoFXJYnB502FwwqAUYVAq4fT7YXV50209sqxBkUAly2FyeQFkX65QwqBXodrrg9QA+ABaHvxxUghxOj79sgt9rszihUwnQKgWo5TIIPde90+YKlJ8PgN3tRZfdBaNGCa1KQLvFAa1KgRKdChqFPx231wevzweLww2jVgG1EHpNDSoBMgBOr8+f7576Afjzqhbk8MKHcr0axToVOq3OkHStDjdKdWJdPHEdzHY39CoBOqUAjVKA3e2BxXki/SKNEj6PF+aevBi1SpTqVBho1KS1DRWyI2Y72i1OmO1uFPeUud3lb2tGrRLlehUABO4xRq0SWqWALrsLnbbo+3Q53OiyuwPt0qBRwO32oj1KuqVaJZQKOcxB+/TTKuH0+SLSsbrcaO92oUSnhF6tgMPlDeStXK9Ct8MdSEfcptvhRqfVn0axVgmdSgg5J7VCHrJNkUYBpSDHcbFsdAoUqZWwOT0hxwo+zxK9EnqV4kR+xXYdli6AiPyFn6NCJkO7eL/rScfidKPT6m+jpToV3D1tyGxzoaxICY1CET0v4jnJZGjrSTdQNnY3Om0nysbr8524DlHOQQagM8axDBoFTivVZatap80Rsx3tVmegX9IrBVhcnkBZiPfGLpf/xi3euw0ahf+FzIcipQJeAN1OD7p76pJaENDtdAfudVqlAEvP6356lWQ/ZVArYXW60W51Qa/q6XvkgEwmg9Pjhdvrbyt6lQC9WoESrRLFOlXsc+up32KdSuTeesRsR4fVCV/Q+Yp9kSCXweJ0o9vuPy+dUoDT64XH44PHB3Tb3SjSKmBQCnD7fP6+2elBSU/fbXW44fP54PL6An2sVikAAI5bnND3XANHT/mI/WG3ww1LUFk6evo9vdr/jGJ1ueH2eFCiVQeug0GjgFwGQOzne55XirQKGDVKKOQydNicUMrlJ/rRnj5IDqDb4Ybd7YEMsqDrLkCvVPifSXr6Xb1KgLXn/ij2p0atEgDQbnUG+rwijQJqpRxKmQwenw9Wlzfk+czt9Zeh3d3z3KBVQq2Uo93iCJxnd9CzkF4loM1ih1rpP6bV7UGXzQ2DWgHIALkMKNayPyWi9Pim3XpSPgcQhcvnup7PeSdKVF/W84INiF900UW46KKLEt5+3bp1qKysxIMPPggAOPPMM7F161Y8/PDDaQ2IH+ywYfFLO7FlXyvKDSo8d913seyv/8GOlg48euV4PPTW59jW3BbYvraqHMtnjoRcLsOS9buwrbkNOpWAtVdNgEYpx5p3mkO3N5Vj2ayReOAfe/HLH5yBz45047FN+7CluRU6lYBHrxyPp7ftD9mnxlSGVbNHY9Vrn+KtvceibldtKkNddSVu/eN2PHbleDz+TjO2SHy+6PmP8XTdZKx4ZXfI/t8f0R/LZo7Cbet3YWvE8cfABx9cPmDF+t1oaunAmqvG47dv7ZM8xp8/aMGtF4/Az3//AVq7nYHPFtRUQq8SsObtZmzvSeORNz+PSOPOS0dh5cu78dbeYwAAnUrA0/POxpq3I49XP82EAUY1Vr++J7C9eD63XHgmVr7+ScQ1uHHacCz4w0ewOj0h+b6m8UN89/R+uO3ikbhz/ceBY5UbVPjzf30XK175JOLaLJs5Cj/7/fs4c7AR9dNMsDo9+P3WL7GtuQ3lBhWevfa7WPLKrsB+/nOZBJ8PeEyiftTVDMOz73+NWy48E7et34XFF47AfRv3Ys6E0/D0tv1o6qmLD775eeD/H35rX0j6f6g7Gx6vTzL9FZeOxNVPnbguNaYy3DNnDCrK9KDeaWmzBO4DohpTGeZVV+Km55sAAI3zzsbat5uxpblVchur0xPyukyvwv9bMAW3b4hMd+Xs0bjp+SYcaLehtqocC6eZMP+Zf6NMr8IfF0zGLS/tDOzznQEGPHHNpKjpLNuwG7dcNCLivlJbVY4bz/O3FwAR9x6dSsBTcydF3G/Cz6nWVI6F04Zjfkg6n4ak4y8bfxuPdT8MSTdO/gCEHFts87HSOa1EiyeumYTFPeUX+948Br94vgnfdNikjx2UbtRjS5ZN5LHunjMGQ/O4nba0WST7l/C6v2r2aBwzO7DuX19E9HF3/nAUXD4flm7Yja0xrk2tqRwLaivh8yGi3xbv989/sBdXThkaOLbYnwgyGQAf5j0T2kcsml6Fof10GFyilTw3qbYf797a0mbBHa9+gqumDJXs0+unmWB3ebHwuR2BurJs1kjcu3Ev3u55Hoj2vHH+iAFYfNEI3PXqJ5L9pt3lxdWNH2JCRQnmVVfi1pd24t7LzwrkI1a9v/57w3FaqQ5Lwq5ntakMy2eOwsrXP8XbQf1xrakcN33fhGKdCktf3i35jHP/P/bi8olDEjp+cJ35/oj+WD5zFA512iT7vPrpJsh6ricArL1qAnQqObw+SD6jLaitRLvVHejHg4+7cvZoXPPUhxhapsOymaNw/Z+2o7XbGVKnVswaxf6UiHrl657+8mR7DiAKl891PZ/zTpSovq7nMp/P5+t1KnlOJpNh/fr1mD17dtRtzj33XEyYMAGPPPJI4L2nn34av/zlL9HZ2ZnQccxmM4qLi9HZ2Qmj0RjxeafVifrnm7Blnz9Q9dTcSWjs+UOsfroJTS3tIRVBVFtVjotGD8Jt63cDAOqnm3BKsQav7zokvX3PH3NHzXa8setQ4A/VWMeoMZVhXEUp1rzdHHO7alMZ5ldXBvIt9bkYYA3/PN7x7/rhaCzr+UO2froJH7e0h/whHHyM8RWl+E9LO+ZVVwYCVeK5XzRmMG5bvztmGsHnK+Yt1vFmjhmMbzvtge3jnY+Yx+DtxfcAROwXXBek8lrXc57B5xdtv0Tqx9iKUnzc0o666ko8s20/5gVd0+DzkjrH+ukmnFqswWtx6l/wdakxleHBn4zL+si2eG00lx0x29Hw4scx6xsQWbfCtxHrpPj6gpEDJdsr4L9ut1w4Apeu2RZ3nzcbzsUdYV/oBKez4tJRUT+Plf9k2lky6aQr3Wj7xErnh+NOCSmLePfGFZeOwssfH0zLsWOdQ42pDPdeflbWR56k0k4TaR9iWdSYylA/3YSfPvFBxLZ//q8peOzt5oSuTa2pHBeNOdE3Sx2zqaU94jpcMmYwAOBgWJ9SbSrDzLNOwcWjB4WMFI91brHureJ+Yj6ilc0lYwaH5CX8eSBafxKvDQWnK/XsEGv/1ZeNwRs7D4YE2oPPeVxYfQeA1XNGhzzzhO9Tl8Txg+tMIn3qRT3nCgCnFPuvRfTto9eb4HtucN8fnKePW9rZnxJRXNHa6Dft1sAX8uFy5TmAKB3yoa6znVIhy0Q9L9g5xJN1+PBhDBw4MOS9gQMHwmw2w2azSe7jcDhgNptD/sXS2u0MBMMBYIBRHbj444eUSFYEANiyrzXkD5/xQ0ow0KiJvn1zGwYY1Rhg1IT8YRjrGFub2zB+SEnc7bb1pB3rc4Ugl/w83vEdbm9IeUgFp8VjjB9SEjjPYFua2wJlFSuN4PNN5HgDjJqQ7eOdz7aw9IPfk9ovVpluDTrP4POLtl8i9UM83wFGdaAcpeqiVF7HDynBgATqX/g5tFucktv3pWTbaC5rtzjj1rdk6qT4Olp7BfzXTSHIE9rH7fHFTCfW57Hyn8o5JZJOutKNtk+sdMLLIt690e3xpe3Y8Y7VZXdLftaX0tFOE2kfoq3NbdCrpX9Ap1crEr42W5pbowYlxWNKXYeBRg0GSvQp25rbMKBIHfh1TSLnFuveKu4Xr+6E5yX8eSBaf5JMulLPDrH2H1Cklgxsh+cvZJ+wZ57wfZI5/rYEywA40S+L7Uu8vqnUm+B7bnDfH5ynfOtPW1pasGPHjrT8a2lp6eOzJMpfibbRLrs7554DiPpCLtZ1tlOiEzJRzwt2ypRMWL16Ne68886EtzfbXSGvu+2ewP873N6Y+wZ/Hm9bMe3w7RI9RrztgvMtpcvmknw/XrrB+yWaV6m8JHoeyZSp1Ofp3CdemUarK7HOP5G8iftHSz+V846WL3MWOu5k22gui1d+yVz34NfR2qso/PNo+5iTTCde3uK9H+3zRNNJV7rxtpFKJ7ysErk3puN+k8g5dNljX6e+kI52mmz7iHbPDX8/lXIP/yyZ6yDOpR0s3rlF+1x8vzd1J5HzS/TzZMq2L/rkVK9tqm0/1e2D75XR8pwv/WlLSwtGjDgTNps1LXnQanXYu3cPKioq0pIe0ckk0TYa93ktC88BRH0hF+s62ynRCZmo5wyIJ2jQoEE4cuRIyHtHjhyB0WiEVhs5nycALFmyBA0NDYHXZrMZQ4YMiXoMo0YZ8tqgEQL/r1bEHswf/Hm8bcW0rc7Q7RI9RrztgvMtpUirlHw/XrrB+yWaV6m8JHoeyZSp1Ofp3CdemUarK7HOP5G8iftHSz+V846WL6Mm87ejZNtoLotXfslc9+DX0dqrKPzzaPsYk0wnXt7ivR/t80TTSVe68baRSie8rBK5N3Y5YgfAEj12PEWa2NepL6SjnSbbPqLdc8PfT+U+H/5ZMtdBrZBHXIN45xbtc/H93vRViZxfop8nU7Z90Senem1Tbfupbh98r4yW53zpT1tbW2GzWTFl/goYBw/r1fHNh77CB413orW1lQFxIgmJttG4z2tZeA4g6gu5WNfZTolOyEQ955QpCZo6dSo2bdoU8t6bb76JqVOnRt1HrVbDaDSG/Iul3KDCuVXlgddHzQ7UmMoAAE0HOlDd8//haqvKcdRsD7xuOtCBI2Z79O1NZThqduCo2Y5aU3nIftH2qTGVoelAR9ztqnvSjvW52+MNnFewpgMdku+Lx1cr5CHlURvjGOLnR82OkM9qTWU40lNWsdIIPt9EjnfUbA/ZPt75VIelH/ye1H7BdUEqr+J5Bp9ftP0SqR9iHo6aHYFyrDZF1kWputB0oANHE6h/4edQqldJbt+Xkm2juaxUr4pb3+K13eA6Kb6O1l4B/3Vze7wJ7aMQZDHTUQiyuHmLVt+SPadE0klXutH2iZVOeFnFuzcrBFnajh3vWEVZCLSlo50m0j5ENaYyWKJ8wWBxuBO+NrWm8pD7sdQxpa7DEbMdRyT6lGpTGY52OVBuCL1Xxjq3WPdWcb94dSc8L+HPA9H6k3h9YHC6Us8OsfJ1tMuRcP8d2Mdsj7lPMsevDiuDeH2eeK5iecXug6PXm+B7bnDfH5ynfOxPjYOHoV/FGb3619uAOtHJLtE2WqRRxOxTsvEcQNQXcrGus50SnZCJel6wAfHu7m58/PHH+PjjjwEA+/fvx8cffxyYf3DJkiW45pprAttff/31+PLLL3HLLbdg7969ePzxx/Hiiy/i5ptvTlueinUq3Hv5WYGg+OKXdmL5rFGoMZWhcet+1FVXRvwBVVtVjuUzR2Ly6WWBytK4dT8GF2tRP80Uub2pHMtmjcJL2w9gUmU/LPp+FWp7jiceI7zS1ZjKsGr2GOw9ZI65XbXJv8DT4pd2on6aKZBu+OcLn92BOy4dHbH/noOduHvOmKjHB3y449Kg8qipDAnoBx9j70EzVlw6Gotf2hn6WU0lhvfXo9ZUHjONOy4dFThf8Zzrp1dJnlP9tCpMPr0f9h4MneNrz8FOLJs5SvIa1E+rQuPW/RH5bty6H58e7MQdl44OOdbil3YGzj28bJbPGoXFL+1EbVU56qdXYXCxNnDMxS/txLKZofs1bt2P4f31WDS9SjJvdTWV2HOwE8tnjcLfdnyDu+eMwfod3wTqX3BdlKqXjVv3wzTAEDX98OtSYyrDPXPGZH0BsHw30KjBPVHaj1i3GrfuxyKJehy8Tfjrhc/uwKrZ0umunD0GC5/dAcB/L1o0vSqwz8rZoW184Z/ipPOnHZL3ldqqE+1F6t7TuHW/5P0m/JxqTeVYFCedRdOrAveDWPfDkHTj5C9w7OmhbT5WOuFlFSsvd8/xl13UY1dF3m+SLZvgY+XrAj2JtA/x9arZY+By+yLuX9WmMpQXqbEqqG7HuuYLaitD7sfB6dRV+++zwccW+xNTfwNM/Q0RfcSi6VWY9p3+IQtqxju3WPdWcT8xH1L5rJ/m71OC68ryWaPw6cHOwPlHe97Ye9CMFbNGRe03xXTFa7D4pZ0hZRmrLg4p1WKlxP2kuqdP3HMwdLHzWlM5TAMMWDZLuh9dNXsM/rr9QEg5JHoP2HOwE+cML4/a59VPrwpcT7G8hvfXR31GE+tNrHtucN8vnrdYp9ifElFvnFaqi/r3WD4/BxCFy+e6ns95J0pUJuq5zOfz+XqdSh7avHkzpk2bFvH+3Llz8cwzz2DevHn46quvsHnz5pB9br75Znz66ac47bTTsGzZMsybNy/hY0ZbJThcp9WJ1m4nuuwuFGuVUCsFmG0uWJxulOpUcLi96Ha4UaxRQquUw+JyQy6TQaMQYHF60GV3wahVwqAU4PL6YHV5YHV4UKRVQC3I4fR6oZLL4fH50N/gX5CptduJTpsLeo0AbVA6RRoldEoBMp8PXpk4f6kbBo0/LXtPXoo0CmgUcnRYXdCoBKgFOdxeLzw+/2T4RWoF1Ao5Om3+NMsNKlicHnTaXIHjGFQCXF4PFPLQ4xdrldCrBBy3OP3f4MhlsDo9sDhcKNOr4fT486RXKyADIJMBWqUAOYBulwcWhxt6lQKCXAaZDFDJ5XB4vHB7fbA63einV8Hp9sJsd0OnEqBRCBBkgEohD+RRpxJQpFbA7fPB7vKfs07lLyuFXAaVQg6byxMo62KtEgaNAt1OF7wewAf/yEKx3JxeL7xewNrznkqQ47jFCY1KgE4pQC2XQei57p02FwwaBTSCHD4A9p45ZIs0SuhUAtotDmhUCpTqVNAo5GizOOHx+uDx+mBxulGkVUAjhJapQSVABsDp9fnz7fSgSOMvPx8AtSCHFz6U69Uo1qnQaXWeSNfng9URXBdPXAexDPVKARqlALvbA4vzRP0zapTwebwwi/VUo0SpXpUzf7wn2kZz2RGzHe0WJ8x2N4w9ZW53eWAOansAAveYIo0SWpWALrsLnbbo+3Q53OiyuwP7FGkUcLu96IiSbolWCaVCDnPQPmVaJZw+X0Q6VpcbHZae+5ZaAYfrRB0vN6jQ7XAH0hG36Xa4A/kr0frbQvA5qZXykG2MGgWUPe3MbHejWKtAkUYJW1C7CD9P8Vjh+Q1PF0BE/sL3UchkaA+63xVpFLA43ei0umHUKFCqV8Hd04a67C6UGpTQKhQx82LUKKCUydDWk26gbOxumO0nysbr853In6bn3hR2DjIAnXHOIVcernvTTo+Y7Wi3OgP9kl4lwBJU14t67o1dLv+NO3DvFhfZlPlQpFTAC6Db6UG3w99mNIKAbqcbVqcHRo0CWqUAi9MNq8Pj72PC+yk5UKRWwup0o93qCvQnghyQyWRw9vRRXXY39CoBepUCJTplRDA84tzEtt9TpxK5tx4x29FhdcIXdL46lQCtUoAgl8HidKPb7r+H65UCnF4vPB7A4/MF+n+DUoDb54PV6e9PirVKGLVKWB1u+Hw+uLy+QP+gVfrL+LjVCZ1KAYNKgMPjRbf9RH/Y7XDD0tNv6JRC4NlDr/b30VaXG26PByVatf869OwrlwHo6efF5xODWoFirRIKuQwdNieUPZ8F90FyAN0ON+xuD2SQBfXZAvRKBSxOT6BNGVQCrC5P4HnGoBICP+lstzoDfZ6h57lIKZf5+82e+5r4fOb2+uDxAXa3J1BvNEoB7RYndGp/fegO67fbLHaolf7/t7k9MNt66pTM/+xTos2v/nTHjh2YOHEifnD70+hXcUavjne85TO8eXcdtm/fjgkTJvQqLaJCEK+NftNuzdnnAKJ0yuW6znZK1Lf1vGAD4tlwMgTbiE5mbKNEuY/tlCj3MSBOlNvYlxLlPrZTor5VsFOmEBEREREREREREVFhYUCciIiIiIiIiIiIiAoCA+JEREREREREREREVBAYECciIiIiIiIiIiKigsCAOBEREREREREREREVBAbEiYiIiIiIiIiIiKggMCBORERERERERERERAWBAXEiIiIiIiIiIiIiKggMiBMRERERERERERFRQWBAnIiIiIiIiIiIiIgKAgPiRERERERERERERFQQGBAnIiIiIiIiIiIiooLAgDgRERERERERERERFQQGxImIiIiIiIiIiIioIDAgTkREREREREREREQFgQFxIiIiIiIiIiIiIioIDIgTERERERERERERUUFgQJyIiIiIiIiIiIiICgID4kRERERERERERERUEBgQJyIiIiIiIiIiIqKCwIA4ERERERERERERERUEBsSJiIiIiIiIiIiIqCAwIE5EREREREREREREBYEBcSIiIiIiIiIiIiIqCAyIExEREREREREREVFBYECciIiIiIiIiIiIiAoCA+JEREREREREREREVBAYECciIiIiIiIiIiKigsCAOBEREREREREREREVBAbEiYiIiIiIiIiIiKggFHRAfO3atRg2bBg0Gg2mTJmCDz/8MOb2jzzyCM444wxotVoMGTIEN998M+x2e4ZyS0RERERERERERES9UbAB8RdeeAENDQ1YsWIFduzYgbFjx2LGjBk4evSo5PbPPfccbr31VqxYsQJ79uzBU089hRdeeAG33XZbhnNORERERERERERERKko2ID4Qw89hOuuuw51dXUYOXIk1q1bB51Oh8bGRsnt3333XVRXV+Oqq67CsGHDcMEFF+DKK6+MO6qciIiIiIiIiIiIiHKDItsZyAan04nt27djyZIlgffkcjnOP/98vPfee5L7nHPOOfjTn/6EDz/8EJMnT8aXX36JN954A1dffXXU4zgcDjgcjsBrs9mcvpMgol5jGyXKfWynRLmP7ZQot7GNEuU+tlOizCrIEeKtra3weDwYOHBgyPsDBw7E4cOHJfe56qqrcNddd6GmpgZKpRLDhw/HeeedF3PKlNWrV6O4uDjwb8iQIWk9DyLqHbZRotzHdkqU+9hOiXIb2yhR7mM7JcqsggyIp2Lz5s2455578Pjjj2PHjh3429/+htdffx0rV66Mus+SJUvQ2dkZ+HfgwIEM5piI4mEbJcp9bKdEuY/tlCi3sY0S5T62U6LMKsgpU8rLyyEIAo4cORLy/pEjRzBo0CDJfZYtW4arr74a1157LQBgzJgxsFgs+K//+i/cfvvtkMsjv1tQq9VQq9XpPwEiSgu2UaLcx3ZKlPvYTolyG9soUe5jOyXKrIIcIa5SqTBx4kRs2rQp8J7X68WmTZswdepUyX2sVmtE0FsQBACAz+fru8wSERERERERERERUVoU5AhxAGhoaMDcuXMxadIkTJ48GY888ggsFgvq6uoAANdccw1OPfVUrF69GgAwa9YsPPTQQxg/fjymTJmC5uZmLFu2DLNmzQoExomIiIiIiIiIiIgodxVsQPyKK67AsWPHsHz5chw+fBjjxo3Dxo0bAwtttrS0hIwIX7p0KWQyGZYuXYpvv/0W/fv3x6xZs3D33Xdn6xSIiIiIiIiIiIiIKAkFGxAHgPr6etTX10t+tnnz5pDXCoUCK1aswIoVKzKQMyIiIiIiIiIiIiJKt4KcQ5yIiIiIiIiIiIiICg8D4kRERERERERERERUEBgQJyIiIiIiIiIiIqKCwIA4ERERERERERERERUEBsSJiIiIiIiIiIiIqCAwIE5EREREREREREREBYEBcSIiIiIiIiIiIiIqCAyIExEREREREREREVFBYECciIiIiIiIiIiIiAoCA+JEREREREREREREVBAYECciIiIiIiIiIiKigsCAOBEREREREREREREVBAbEiYiIiIiIiIiIiKggMCBORERERERERERERAWBAXEiIiIiIiIiIiIiKggMiBMRERERERERERFRQWBAnIiIiIiIiIiIiIgKAgPiRERERERERERERFQQGBAnIiIiIiIiIiIiooLAgDgRERERERERERERFQQGxImIiIiIiIiIiIioIDAgTkREREREREREREQFQZHtDCSioaEh4W0feuihPswJEREREREREREREeWrvAiINzU1hbzesWMH3G43zjjjDADA559/DkEQMHHixGxkj4iIiIiIiIiIiIjyQF4ExN95553A/z/00EMoKirCH/7wB5SWlgIA2tvbUVdXh9ra2mxlkYiIiIiIiIiIiIhyXN7NIf7ggw9i9erVgWA4AJSWlmLVqlV48MEHs5gzIiIiIiIiIiIiIspleRcQN5vNOHbsWMT7x44dQ1dXVxZyRERERERERERERET5IO8C4nPmzEFdXR3+9re/4ZtvvsE333yDl156CQsWLMBll12W7ewRERERERERERERUY7KiznEg61btw6//vWvcdVVV8HlcgEAFAoFFixYgAceeCDLuSMiIiIiIiIiIiKiXJV3AXGdTofHH38cDzzwAL744gsAwPDhw6HX67OcMyIiIiIiIiIiIiLKZXk3ZYro0KFDOHToEKqqqqDX6+Hz+ZJOY+3atRg2bBg0Gg2mTJmCDz/8MOb2HR0dWLhwIQYPHgy1Wo3vfOc7eOONN1I9BSIiIiIiIiIiIiLKoLwLiLe1teH73/8+vvOd7+Diiy/GoUOHAAALFizAr371q4TTeeGFF9DQ0IAVK1Zgx44dGDt2LGbMmIGjR49Kbu90OvGDH/wAX331Ff7617/is88+w5NPPolTTz01LedFRERERERERERERH0r7wLiN998M5RKJVpaWqDT6QLvX3HFFdi4cWPC6Tz00EO47rrrUFdXh5EjR2LdunXQ6XRobGyU3L6xsRHHjx/Hhg0bUF1djWHDhuF73/sexo4d2+tzIiIiIiIiIiIiIqK+l3dziP/zn//EP/7xD5x22mkh71dVVeHrr79OKA2n04nt27djyZIlgffkcjnOP/98vPfee5L7vPLKK5g6dSoWLlyIl19+Gf3798dVV12FxYsXQxAEyX0cDgccDkfgtdlsTih/RJQZbKNEuY/tlCj3sZ0S5Ta2UaLcx3ZKlFl5N0LcYrGEjAwXHT9+HGq1OqE0Wltb4fF4MHDgwJD3Bw4ciMOHD0vu8+WXX+Kvf/0rPB4P3njjDSxbtgwPPvggVq1aFfU4q1evRnFxceDfkCFDEsofEWUG2yhR7mM7Jcp9bKdEuY1tlCj3sZ0SZVbeBcRra2vxxz/+MfBaJpPB6/Xi/vvvx7Rp0/rsuF6vFwMGDMATTzyBiRMn4oorrsDtt9+OdevWRd1nyZIl6OzsDPw7cOBAn+WPiJLHNkqU+9hOiXIf2ylRbmMbJcp9bKdEmZV3U6bcf//9+P73v4+PPvoITqcTt9xyCz755BMcP34c27ZtSyiN8vJyCIKAI0eOhLx/5MgRDBo0SHKfwYPpffGGAAEAAElEQVQHQ6lUhkyPcuaZZ+Lw4cNwOp1QqVQR+6jV6oRHrRNR5rGNEuU+tlOi3Md2SpTb2EaJch/bKVFm5d0I8dGjR+Pzzz9HTU0NfvjDH8JiseCyyy5DU1MThg8fnlAaKpUKEydOxKZNmwLveb1ebNq0CVOnTpXcp7q6Gs3NzfB6vYH3Pv/8cwwePFgyGE5EREREREREREREuSXvRogDQHFxMW6//fZepdHQ0IC5c+di0qRJmDx5Mh555BFYLBbU1dUBAK655hqceuqpWL16NQDghhtuwJo1a/CLX/wCixYtwr59+3DPPffgpptu6vX5EBEREREREREREVHfy7uA+MaNG2EwGFBTUwMAWLt2LZ588kmMHDkSa9euRWlpaULpXHHFFTh27BiWL1+Ow4cPY9y4cdi4cWNgoc2WlhbI5ScG0A8ZMgT/+Mc/cPPNN+Oss87Cqaeeil/84hdYvHhx+k+SiIiIiIiIiIiIiNIu7wLiv/nNb3DfffcBAHbt2oWGhgb86le/wjvvvIOGhgY8/fTTCadVX1+P+vp6yc82b94c8d7UqVPx/vvvp5RvIiIiIiIiIiIiIsquvAuI79+/HyNHjgQAvPTSS5g1axbuuece7NixAxdffHGWc0dEREREREREREREuSrvFtVUqVSwWq0AgLfeegsXXHABAKBfv34wm83ZzBoRERERERERERER5bC8GyFeU1ODhoYGVFdX48MPP8QLL7wAAPj8889x2mmnZTl3RERERERERERERJSr8m6E+Jo1a6BQKPDXv/4Vv/vd73DqqacCAP7+97/jwgsvzHLuiIiIiIiIiIiIiChX5d0I8YqKCrz22msR7z/88MNZyA0RERERERERERER5Yu8C4gHs9vtcDqdIe8ZjcYs5YaIiIiIiIiIiIiIclneBcQtFgsWL16MF198EW1tbRGfezyeLOSKiIiIiIiIThYtLS1obW3tdTrl5eWoqKhIQ46IiIgoXfIuIH7LLbfgnXfewe9+9ztcffXVWLt2Lb799lv87//+L+69995sZ4+IiIiIiIjyWEtLC0aMOBM2m7XXaWm1Ouzdu4dBcSIiohySdwHxV199FX/84x9x3nnnoa6uDrW1tTCZTBg6dCieffZZ/OxnP8t2FomIiIiIiChPtba2wmazYsr8FTAOHpZyOuZDX+GDxjvR2trKgDgREVEOybuA+PHjx3H66acD8M8Xfvz4cQBATU0NbrjhhmxmjYiIiIiIiE4SxsHD0K/ijGxng4iIiNJMnu0MJOv000/H/v37AQAjRozAiy++CMA/crykpCSLOSMiIiIiIiIiIiKiXJZ3AfG6ujr85z//AQDceuutWLt2LTQaDW6++Wb85je/yXLuiIiIiIiIiIiIiChX5d2UKTfffHPg/88//3zs3bsX27dvh8lkwllnnZXFnBERERERERERERFRLsu7gHi4oUOHYujQodnOBhERERERERERERHluLwMiG/atAmbNm3C0aNH4fV6Qz5rbGzMUq6IiIiIiIiIiIiIKJflXUD8zjvvxF133YVJkyZh8ODBkMlk2c4SEREREREREREREeWBvAuIr1u3Ds888wyuvvrqbGeFiIiIiIiIiIiIiPKIPNsZSJbT6cQ555yT7WwQERERERERERERUZ7Ju4D4tddei+eeey7b2SAiIiIiIiIiIiKiPJMXU6Y0NDQE/t/r9eKJJ57AW2+9hbPOOgtKpTJk24ceeijT2SMiIiIiIiIiIiKiPJAXAfGmpqaQ1+PGjQMA7N69O+R9LrBJRERERERERERERNHkRUD8nXfeyXYWiIiIiIiIiIiIiCjP5d0c4p2dnTh+/HjE+8ePH4fZbM5CjoiIiIiIiIiIiIgoH+RdQPynP/0p/vznP0e8/+KLL+KnP/1pFnJERERERERERERERPkg7wLiH3zwAaZNmxbx/nnnnYcPPvggCzkiIiIiIiIiIiIionyQdwFxh8MBt9sd8b7L5YLNZstCjoiIiIiIiIiIiIgoH+RdQHzy5Ml44oknIt5ft24dJk6cmIUcEREREREREREREVE+UGQ7A8latWoVzj//fPznP//B97//fQDApk2b8O9//xv//Oc/s5w7IiIiIiIiIiIiIspVeTdCvLq6Gu+//z6GDBmCF198Ea+++ipMJhN27tyJ2trabGePiIiIiIiIiIiIiHJUXgXEXS4X5s+fD6PRiGeffRaffPIJPvroIzQ2NqKqqirp9NauXYthw4ZBo9FgypQp+PDDDxPa789//jNkMhlmz56d9DGJiIiIiIiIiIiIKDvyKiCuVCrx0ksvpSWtF154AQ0NDVixYgV27NiBsWPHYsaMGTh69GjM/b766iv8+te/5mh0IiIiIiIiIiIiojyTVwFxAJg9ezY2bNjQ63QeeughXHfddairq8PIkSOxbt066HQ6NDY2Rt3H4/HgZz/7Ge68806cfvrpvc4DEREREREREREREWVO3i2qWVVVhbvuugvbtm3DxIkTodfrQz6/6aab4qbhdDqxfft2LFmyJPCeXC7H+eefj/feey/qfnfddRcGDBiABQsWYMuWLamfBBERERERERERERFlXN4FxJ966imUlJRg+/bt2L59e8hnMpksoYB4a2srPB4PBg4cGPL+wIEDsXfvXsl9tm7diqeeegoff/xxwnl1OBxwOByB12azOeF9iajvsY0S5T62U6Lcx3ZKlNvYRolyH9spUWbl3ZQp+/fvj/rvyy+/7JNjdnV14eqrr8aTTz6J8vLyhPdbvXo1iouLA/+GDBnSJ/kjotSwjRLlPrZTotzHdkqU29hGiXIf2ylRZuVdQDwdysvLIQgCjhw5EvL+kSNHMGjQoIjtv/jiC3z11VeYNWsWFAoFFAoF/vjHP+KVV16BQqHAF198IXmcJUuWoLOzM/DvwIEDfXI+RJQatlGi3Md2SpT72E6JchvbKFHuYzslyqy8mzJl/vz5MT+PtSimSKVSYeLEidi0aRNmz54NAPB6vdi0aRPq6+sjth8xYgR27doV8t7SpUvR1dWF3/72t1G/uVOr1VCr1XHzQ0TZwTZKlPvYTolyH9spUW5jGyXKfWynRJmVdwHx9vb2kNculwu7d+9GR0cHpk+fnnA6DQ0NmDt3LiZNmoTJkyfjkUcegcViQV1dHQDgmmuuwamnnorVq1dDo9Fg9OjRIfuXlJQAQMT7RERERERERERERJSb8i4gvn79+oj3vF4vbrjhBgwfPjzhdK644gocO3YMy5cvx+HDhzFu3Dhs3LgxsNBmS0sL5PKCnFGGiIiIiIiIiIiI6KSUdwFxKXK5HA0NDTjvvPNwyy23JLxffX295BQpALB58+aY+z7zzDNJ5JCIiIiIiIiIiIiIsu2kGQL9xRdfwO12ZzsbRERERERERERERJSj8m6EeENDQ8hrn8+HQ4cO4fXXX8fcuXOzlCsiIiIiIiIiIiIiynV5FxBvamqCTCaDz+cD4J8upX///njwwQcxf/78LOeOiIiIiIiIiIiIiHJV3gTEvV4vHnjgATgcDrhcLkyfPh133HEHtFpttrNGRERERERERERERHkgb+YQv/vuu3HbbbehqKgIp556Kh599FEsXLgw29kiIiIiIiIiIiIiojyRNwHxP/7xj3j88cfxj3/8Axs2bMCrr76KZ599Fl6vN9tZIyIiIiIiIiIiIqI8kDcB8ZaWFlx88cWB1+effz5kMhkOHjyYxVwRERERERERERERUb7Im4C42+2GRqMJeU+pVMLlcmUpR0RERERERERERESUT/JmUU2fz4d58+ZBrVYH3rPb7bj++uuh1+sD7/3tb3/LRvaIiIiIiIiIiIiIKMflTUB87ty5Ee/9/Oc/z0JOiIiIiIiIiIiIiCgf5U1A/Omnn852FoiIiIiIiIiIiIgoj+XNHOJERERERERERERERL3BgDgRERERERERERERFQQGxImIiIiIiIiIiIioIDAgTkREREREREREREQFgQFxIiIiIiIiIiIiIioIDIgTERERERERERERUUFgQJyIiIiIiIiIiIiICgID4kRERERERERERERUEBgQJyIiIiIiIiIiIqKCwIA4ERERERERERERERUEBsSJiIiIiIiIiIiIqCAwIE5EREREREREREREBYEBcSIiIiIiIiIiIiIqCAyIExEREREREREREVFBYECciIiIiIiIiIiIiAoCA+JEREREREREREREVBAYECciIiIiIiIiIiKigsCAOBEREREREREREREVBAbEiYiIiIiIiIiIiKggFHRAfO3atRg2bBg0Gg2mTJmCDz/8MOq2Tz75JGpra1FaWorS0lKcf/75MbcnIiIiIiIiIiIiotxSsAHxF154AQ0NDVixYgV27NiBsWPHYsaMGTh69Kjk9ps3b8aVV16Jd955B++99x6GDBmCCy64AN9++22Gc05EREREREREREREqSjYgPhDDz2E6667DnV1dRg5ciTWrVsHnU6HxsZGye2fffZZ3HjjjRg3bhxGjBiB3//+9/B6vdi0aVOGc05EREREREREREREqVBkOwPZ4HQ6sX37dixZsiTwnlwux/nnn4/33nsvoTSsVitcLhf69esXdRuHwwGHwxF4bTabU880EaUd2yhR7mM7Jcp9bKdEuY1tlCj3sZ0SZVZBjhBvbW2Fx+PBwIEDQ94fOHAgDh8+nFAaixcvximnnILzzz8/6jarV69GcXFx4N+QIUN6lW8iSi+2UaLcx3ZKlPvYTolyG9soUe5jOyXKrIIMiPfWvffeiz//+c9Yv349NBpN1O2WLFmCzs7OwL8DBw5kMJdEFA/bKFHuYzslyn1sp0S5jW2UKPexnRJlVkFOmVJeXg5BEHDkyJGQ948cOYJBgwbF3Pd//ud/cO+99+Ktt97CWWedFXNbtVoNtVrd6/wSUd9gGyXKfWynRLmP7ZQot7GNEuU+tlOizCrIEeIqlQoTJ04MWRBTXCBz6tSpUfe7//77sXLlSmzcuBGTJk3KRFaJiIiIiIiIiIiIKE0KcoQ4ADQ0NGDu3LmYNGkSJk+ejEceeQQWiwV1dXUAgGuuuQannnoqVq9eDQC47777sHz5cjz33HMYNmxYYK5xg8EAg8GQtfMgIiIiIiIiIiIiosQUbED8iiuuwLFjx7B8+XIcPnwY48aNw8aNGwMLbba0tEAuPzGA/ne/+x2cTid+9KMfhaSzYsUK3HHHHZnMOhERERERERERERGloGAD4gBQX1+P+vp6yc82b94c8vqrr77q+wwRERERERERERERUZ8pyDnEiYiIiIiIiIiIiKjwMCBORERERERERERERAWBAXEiIiIiIiIiIiIiKggMiBMRERERERERERFRQWBAnIiIiIiIiIiIiIgKAgPiRERERERERERERFQQGBAnIiIiIiIiIiIiooLAgDgRERERERERERERFQQGxImIiIiIiIiIiIioIDAgTkREREREREREREQFgQFxIiIiIiIiIiIiIioIDIgTERERERERERERUUFgQJyIiIiIiIiIiIiICgID4kRERERERERERERUEBgQJyIiIiIiIiIiIqKCwIA4ERERERERERERERUEBsSJiIiIiIiIiIiIqCAwIE5EREREREREREREBYEBcSIiIiIiIiIiIiIqCAyIExEREREREREREVFBYECciIiIiIiIiIiIiAoCA+JEREREREREREREVBAYECciIiIiIiIiIiKigsCAOBEREREREREREREVBAbEiYiIiIiIiIiIiKggMCBORERERERERERERAWBAXEiIiIiIiIiIiIiKggMiBMRERERERERERFRQWBAnIiIiIiIiIiIiIgKQkEHxNeuXYthw4ZBo9FgypQp+PDDD2Nu/5e//AUjRoyARqPBmDFj8MYbb2Qop0RERERERERERETUW4psZyBbXnjhBTQ0NGDdunWYMmUKHnnkEcyYMQOfffYZBgwYELH9u+++iyuvvBKrV6/GzJkz8dxzz2H27NnYsWMHRo8enZY8dVqdaO12wmx3Qa9SQCHI0GF1oFSnhtPjhdnuhlGrgE4hwOrywGx3o0itgEohh9nmRLFWBbvbC6vTjX46FRweL7psbhRpFVALcv/roH06rE5oVQrIAMhkgE7pT7fL5kI/gxqunmPqVQIMagXsbg86rW4YNAJ0KgWsTg+sDjf66VVw9qStV4em5/B6IEAOu9uLLpsLRq0SepUAi8uNLpsHJXol9CoFuhwu+LyAD4DF4YZBcyLPVocbpTr/Mcw2N/TqyPzoVQpYXR50290wqP3V2gcfNAoBglwGq9MNuUwGHxBIQ6sUoJDLYPd4oJDJ4XB70eXw7y+eg0qQQwbA6fPC5wUUAqCWC3B6fbA5PbA6PTBqFVAJ/mtQolPD6vLA4nChn/5EGRo1CigFOdotThg0CuiVArpdHlgdLpQbNLA4Peiyu1Ck8ZePw+OBxwvIAGgUcnh9gNXlgd3pQT+9Co6e61yqV8Hp9peLQaOATObfRyn4r69GKaBIrfCXq7OnfDQKyGX+81PI5XB5vIE66PUB3XZ/ndErBVjdHnTZTpQpZD5olQrYXZ5AOep6yrHb5YHZ6kJRzzWW+XyQy2TweH2QyWXodnpgtrlQ3PP5casDGqUCJToVBho1aWlDmfBNuxVddjfMNhdK9UroVIrA62KtEkUaf1mZg94zaBSwON3osJzYRgags2ebEp0SevWJdEoNSuiUoekaNAoIADribKMG0NrzXlmREhpF7PyJx+52uNFpdaFYp4Qh+LVEuuVFSqgl0g0+p1OLlECcY0c7VvDrYo0CHiDiPG1uN453SW8jdd4GjQJFakXgHmvU+o9tcbjR2XNvKterACCwTbFWCZVCLnns9m7//bifTgW1Qh6SrlYpoMvuQqdNeptibU+Z292BfcKPLb5XrFNlpF4fMdvRbnEG+pnSPGuXwb5tt6LL4QZ8J/oUnUqARilA2XPPV8nkkAfdl8S+CV4frG5vYD+xT5PL/ffLDosD/fRq+OC/J1sdJ/oAh8eLbrsbxToFNIKA7p77ulGrhF4pwAcfbG5vSF9n1Cig6+kPxDpvVAnwAnB5ff4+PaifDe6/ZADs4X1kWB9v0CigUQjodrhhcXhQpFFArZD7y8HrgRJyyOQy2NweqAU57K6e54Se7cRz0qlOHPO41YF+up4yCOoHNUo5jnU5UKRRQiXI0d7zjCGXARpBDm9YmckAQAYUa0PrWvCzUKrtQCoNwN++Om1O6NX+a3bc4oRWJUCrEiDzATa3FxaHG8VaJQYUqXvd/jqtTrRZnHB7ffD6fLA63CjWqSTPKR3nTUSULsHPu+Lzz2mlumxniyjt8rmu53PeiRLVl/W8YAPiDz30EK677jrU1dUBANatW4fXX38djY2NuPXWWyO2/+1vf4sLL7wQv/nNbwAAK1euxJtvvok1a9Zg3bp1vc7PwQ4bFr+0E1v2tQbeqzaVYfnMUVj5+qd4e+8x6FQC1lw1Hk9v3Y8tzW2S273/5XE8euV4PPTm59jW3AadSsCjV47H09v2Y1vYPnXVlbjpqQ8xvqIEddWVeP6Dr/Hz7w6DDz48vGlfyPY1pjLMq67ErS/txL2Xn4Wnt+1HU0uH/1hvfS6Z9vMffI1lM0fhvo178PfdR0LSWjZzFBpe3I4Vl47Ccx98jaumDI3IY42pDPNrKiGDDA+++XnM/DyzbT+2SuThuQ++xn+fezr66dW469VPIsrtpulVGGTUYOmGXRGf1VVX4s8ftOC6c09HqV6F//feflxXOxwHOmxY805zxDmvmj0ad772SeAaPPzWPslyubrxQ0wcWor/Pvd0DDBqsGT9rohzu+PSUThmtkOjlKHdCzz2TnNIeYv/H14uwed91ZShuPWl7Vhz5QSsfWdfxPktqKmEXiXgyX99iZ9GKf951ZW46fkmWJ0eTB/RH4svPBO3r98VKGudSsBTcyfh8XeaQ9Kv6SmPtm4bSvQa3C5xjitnj8Y1T32IoWU63DNnDCrK9Mh1X7dZcFvPuZQbVHj22u9i8Us7A+cWqzyWzRyFhc/tQGu3E7WmciycNhzz//ARAIS0Ual0xTTuuHQUrn7qAwCIus2q2WPw4D/2oOW4HU9cMylim1jHDk4n+NqL6a54eRfsLi8evXJCzPO+ZsppmF9rwu0Jlk34scTXZXoV/t+Cybh9w27J81y2oQnHrU78+b+mYsUr/m2+M8Aged7iPqvf+ARv7W2NODYANM47G2vfbsaW5tao906x7v7qxY/RZnHGPScAIdtES7e2qhwLp5kw/5l/w+r0AADOrSrHvZefhVNKtFFqZHq0tFkk70P50i6Dfd1mwZ2vfiLZp1SbylA/zYQhxRq4IcOtEue8avYYPLbpc7we1GeJ99WXth9AwwVn4LDZjsfC+gDxmt/5yif4/dyzcesruyKu76Jpw9Ht9OCprZHXvq56GOqf89f5Py2YjMNmB9a8vQ/bWzrw+M8m4JG3Po+4h9dPM8Hl9sHt80r2BQtqKtFpc+P3W7+MuAfUTzdhkFEDr8+LB/6+F7/8wRlYumF3SD8a3jbFPrOfQYVDZntEP1hbVY7rv3c6rnn83cBzxU1PfYhzTi/DrRePwIpXPonIR13NMNz3971YMWsUKsr0ks9CybaD8DR0KiGkbYdf16sbP8TEilLcOG04Fvzho0D7q60qx329aH8HO2xY/vJu/HRyRURdDD+ndJw3EVG6BD/vimpMZbh7zhgMzbPnAqJY8rmu53PeiRLV1/Vc5vP5fL1OJc84nU7odDr89a9/xezZswPvz507Fx0dHXj55Zcj9qmoqEBDQwN++ctfBt5bsWIFNmzYgP/85z8JHddsNqO4uBidnZ0wGo2B9zutTtQ/3xTyh5CoxlSGcRWlWPN2M+qnm/BxS3vIH6zh2wFAU0t7oMLUTzeFvA5WbSrD+J60xf8/pViDN3YdkjxGtakM86sr0djzh10iaX/c0o666kos6Am+Bef3lgtH4L6NezG+ojRqOrWmMlw0ZjBuW787bn6i5eGUYg3+vutQSDAh0fTHV5TiPy3tuHjMYEwdXoZ3v2jD67sOSR4v2jWQSnPN281YfdkYvLHzoGS+akxlqJ9uAgA89nZzRHknUvZNLe0xy0c894Od9oTyK3XMWPmoNZXhzh+OxrKXd0ctr1suHIFL12xDjakMD/5kXNZHpEZro4D/m8ngIOtTcydFlG2s8qjpCb6IbUEsWyC0vkilG54GgJjbrJ4zBnaPF3eEBaBE0Y4ttc2at5sD6d4zZwy8Pl9EgDr8vLf85ryIYGOi96Lg1xeMHIj7Nu6Nep4rLh2FljZrSFm82XBu1PMWy6b2gc1xyyLetbzlwhH456dH4p5TMumGlwPgD4o9duX4PhspesRsR8OLH0c9z1xol+GitdNv26245aWdMfuUalMZVsa5L0n1WWJ/c8Rsj9oHVJvKsLinX5P6/J45o6P2r7WmMoztqfO7v+0MbFc/3YT/tLRL9hPVpjIsmm7Cmrebo6YZrX+rNZXh4jGDMa6iBAc77HH7UbFO1prKsHC6KdAvRaRbVY6xQ0pCniuA6PcZ8bw/bmnH/T8aGxEUFiXaDqSep5J9DkpH+xPzMXZISdRji2kDiPoM2Nftvy/F6k9FO3bswMSJE/GD259Gv4ozenW84y2f4c2767B9+3ZMmDChV2kRAemrn7laN6O10fDn3WA1pjLce/lZHIFKJ4V8qOtsp1TIMlHPC3IO8dbWVng8HgwcODDk/YEDB+Lw4cOS+xw+fDip7QHA4XDAbDaH/JPMT7dT8g8hANja3IbxQ0oAAOOHlEj+0Ru83fghJSEVJvx1sG1BaYv/P9CoiXqMbc1tGGBUB9JLJO2tPftI5VchyAPbRUtnS3Nb1GBMeH6i5WGgUSMZTEgk/fFDSrCluQ0DjBrYXF4MNGqiHi/aNZBKEwAGFKmj5mtrcxv0agX0aoVkeSdyjHjlI557ovmV2i7etXO4vTHLSyHIA//fbnFKbteXEm2jgH86juBzkSrbWOUR3ha2Rakvsa6ZmEa8bbqdHrg9vrjXNdFrL6ZrcXpgc0Ve0/B0up2epMom/Fjia/EeEe083R5fRFnEOm+xbKSOncy9U6y7iZxTqvdk0b/2taK1u+/aRrvFGfM8s9EuwyXaTs09bTReGce7L0n1WeL9NFYfsC2oX5MSq3/dElTng7cT+6Box9OrFTHTjNa/if2aD7KE+tHg/YL7pYh097VGPFfE6yfEZ4VOmyvqs1Ci7UDqeSrZ56BUjhstH7GOLaYd6xmwr9t/OiXTnxJR5iXaRsOfd4NtbW5Dl93dl9kkyphcrOtsp0QnZKKeF2RAPFNWr16N4uLiwL8hQ4ZIbme2u2Km43B7Q/4ba7vwbRLZJ9b+4brtJ4JJiaYdvE+wLpsr6TzGyk+0fXuTfnDZm22ulK5BrDRj6bZ7opZ3b8s+XfmNt694jRP53JyFjjvRNgoA5rBzkSrbZNqPuH34PvGuWXi9kNJlc0XkN1wqbSNauuHbJbJNvM8dPesOxNJlc0WURbzzlkozlXtnV4r3g1TuR11x+ojeiNfustEuwyXclybYp8SrI9HaV7fd06t7XiLXPrxeJXtPSeaY4vGSTSOZ7ZO5z8Rtuwm0A6nnqWSfg1I5brR8xK0vdlfcZ8C+bP/plEx/SkSZl2xfGk2+3JOI4snFus52SnRCJup5QQbEy8vLIQgCjhw5EvL+kSNHMGjQIMl9Bg0alNT2ALBkyRJ0dnYG/h04cEByO6NGGTO/aoU85L+xtgvfJpF9Yu0fzqARkk47eJ9gRVpl0nmMlZ9o+/Ym/eCyN2qVKV2DWGnGYtAIUcu7t2WfrvzG21e8xol8btRkfkmDRNsoABjDzkWqbJNpP+L24fvEu2bh9UJKkVYZkd9wqbSNaOmGb5fINvE+VyvkCdWf8LKId95SaaZy7yxK8X6Qyv2oKE4f0Rvx2l022mW4hPvSBPuUeHUkWvsyaIRe3fMSufbh9SrZe0oyxxSPl2wayWyfzH0mbttNoB1IPU8l+xyUynGj5SNufdEo4z4D9mX7T6dk+lMiyrxk+9Jo8uWeRBRPLtZ1tlOiEzJRzwsyIK5SqTBx4kRs2rQp8J7X68WmTZswdepUyX2mTp0asj0AvPnmm1G3BwC1Wg2j0RjyT0q5QYVzq8olP6sxlaHpQAcAoOlAB2pNZTG3azrQgeqgbcJfB6sOSlv8/yNme9RjVJvKcNTsCKSXSNo1PftI5dft8Qa2i5ZOrakMR8z2hPITLQ/+c5Iu31pTGY7GSF8s86NmO7RKOY6a7VGPF+0aSKUJAEe7HDGvp8XhhsXhlizvRI4Rr3zEsk00v+L1DBbv2qkV8oh9gs/R7fEG/r9Un/k5UhNtowBQpFGEnMtRsyOp8ghvC9VR6otUuuFpxNvGoBKgEGRRt4l2bKltgtPVqwRolZHXNDwdg0pIqmzCjyW+dnu8Mc9TIcgiyiLWeYtlI3XsZO6dYt1N5JxSvSeLzq0qR7mh79pGqV4Vs7yy0S7DJdpOjT1tNF4Zx7svSfVZ4v00Vh9Q3VMvoqUdq3+tDarzR4O28/dB0v1XdU8/ESvNaP2n2K/J4It5Pwmvk7U9x4x6368qj3iukOo7gtMTPy/WKqM+CyXaDqSep5J9DkrluNHyEevYYtqxngH7uv2nUzL9KRFlXqJtNPx5N1iNqQxFOfBFOVE65GJdZzslOiET9bwgA+IA0NDQgCeffBJ/+MMfsGfPHtxwww2wWCyoq6sDAFxzzTVYsmRJYPtf/OIX2LhxIx588EHs3bsXd9xxBz766CPU19f3Oi/FOhXuvfysiD+Iqk1lWD5rFD492AkAaNy6H3U1lRF/HAdv17h1P+qqKwN/gImvwytStcm/cFjj1v2B/99zsBODi7Woq6mM+ANOXGhs8Us7A+mFHys87T0HO7Fqzhi8tP1ARFrLZ43Cwmd3BLaTSqfGVIa6mkoMLtYmlB+pPHx6sBPD+xuwfNZI1EqUb/30KpwzvFyyTOuqK7H3oBn106swqbIffr/lS5wzvBz100yS57xy9hjskbgGUmVeW1WOIaVaLJs1KiLvNaYy3HHpaLjcPggyYNH0KlSHlXe8Y3zaU6aLX9qJRdOqpM+vphLD++ux96A5evn35BcAPj3YiWUzQ/PbuHU/6qeZItKv6SkPs82BVbNHS57jytljsPDZHYHFGnNt4b5wp5XqcPecMYFzWfzSzujlURVZHstnjcLil3YCAGpN5Vg0vQqNW/dHtFGpdMU07rh0NBa/tDPmNnfPGYM7X92NhX/agVWzx0RsU2sqx6Jp0scOTif42ovp/vovH+Om55si0g0/7yf/1Rx3m1jHEl8vfHZH1Pqzas4YLPzTDix+aSfuuPTENtHOO7hspI7duHU/Fk2vCuQvVtmIdTeRcwrfJlq6tVUn6oTo3Kpy3Hf5WX26oN5Aowb3zJEur3xol8FO7Wmj0fqUalMZ6qdVQSWTRa0jq2aPwd+2fxOxX111Jf66/QAmVfbDomlVUe+XC5/dIdk2a6vKYepvkOxfa6vKUVdzos6fM9zfN9WaytG4dT8W1FZK91/TquB0+STTFO/xg4u1kveA+ulVqDaVQ6OQ46XtB7A8Sl8U3DbFPrPMoJbsB2urynH9904Pea5o3Lofew+acceloyO3N/nPe8/BTtwzZwxOKdFKPgsl0w6knqfC23ZIGYl9sqkc9dNC219tL9qfmI/PDkn3r8HnFO0ZMBPtn4goXPjzrkh8juJCfXSyyOe6ns95J0pUJuq5zOfz+XqdSp5as2YNHnjgARw+fBjjxo3Do48+iilTpgAAzjvvPAwbNgzPPPNMYPu//OUvWLp0Kb766itUVVXh/vvvx8UXX5zw8aKtEizqtPoXV+qyu6BVCVAKcnRYHSjRqeHyeGG2u2HUKKBTCrC6PDDb3TCoFVAr5DDbnDBqVXC4vbA63einU8Hh8aLL7kaRRgG1IA+8FvfpsDqhVSkgAwAZoO9Jt8vuQj/9iWPqVAKK1ArY3R50Wt0waAToVApYnZ7AsZw9aevVoek5vB4IkMPu9qLL7kKRRgmDSoDF5UaXzYMSnRJ6tQJdDhd8XsAHwOLwp6NR+PNsc7hR0nOMWPmxuTzoDsqDDz5oFAIEuQxWlxtyyOADYLa5oVML0CoFKOUy2D0eKGRyONxedDtCz0EtyCED4PD6MycIgEYuwOn1webywOr0wKhRQCXIYbY7UaJVw+rywOLwl6Ez6BqoBDnarU4Y1ArolQK6XR5YHS6UGzSwOD2B8tGpBDg9Hni8gAz+n1z7fIDV5YHd6UE//YnrXBpULga1AnKZvwxVgv/6apT+svIBsDj95WPQ+LeDDFDK5XB5vPD5X8LrQ2Abg0qA1e1Bl62nTGQA4INWqYDd5QmUo66nHLtdHphtJ85B7vNBLpPB4/VBJpehO+gcDSoBx60OqJUKlOpUORN0i9dGAf9qx112N7rsLhTrlNCrFIHX/p+/+7+pNAe9V6RRwOJ0o9N6YhsZgM6ebYxaJQxqRcx0izQKCAA64myjBtDa816pQQmtInb+xGN3O9ww2yJfS6Xbz6CERiLd4HMabFBCFu/YGiUMmshjBb8u0SjgASLO0+Z2o71behup8y7SKFCkVgTusUU9x7YEHUsciSluY9QqoVLIoxzbfz/up1dBrZCHpKtVCeiyu9Bpk97GqPXf97qD0g0/tvhepoJhR8x2tFucgX6mVJ877TJcvHb6bbsVXQ434DvRp+hUAjRKAQq5DA6vByrIIQ+7L+lVAuD1webxwus70RfJAMjlgELu75P76dTwwX9Ptjo8KNKe6GO77W4U6xTQCEIgbWNP2j74YHN7Q/q6Is2J/kCsh8UqAV4ALq8PdrcXVocb/fQ99/qg/ksOwO7xfx7eF4h9vF6jgFYhoNvhhsXhgUHj71uVchlsPeUgk8tgc3ugFuSwubyBPkDsg7vtbmhV/nu9DEC71YHSsDIwahXQKOU41uWAQaOEuqe/06r8/Y1GkMMbVmZyAD4ZUKINrWvBz0KptgOpNAB/++q0uaBTC1ALchzv6SfFc7O5vbA43CjWKjGgSN3r9tdpdaLN4oTH64PH64PV6UGxVvqc0nHeuSSR/nTHjh2YOHEifnD70+hXcUavjne85TO8eXcdtm/fjgkTJvQqLSIgffUzV+tmvDYa/LwrPv8wyEYno1yu62ynRH1bzwv6txT19fVRR3hv3rw54r0f//jH+PGPf9xn+RFHCoUy9Nnxcos22xmgDBtSps92FlKS6M331AS2OSWF4w9OYJv+CWyTSP5SSTeRc0rl2JISyVCYREeZJnvsyH0i72nh2wyUiBFlKwA20KjJ2QB4sk7t0z8ECqVPjm5YjDIYWnbis8oU05d+FkpPGuHvpZrH3uajt9sSEfU1BtWoUORzXc/nvBMlqi/recFOmUJEREREREREREREhYUBcSIiIiIiIiIiIiIqCAyIExEREREREREREVFBKOg5xDNNXL/UbDZnOSdE+aWoqAgy/6qefYptlCg1mWqjANspUapyrZ12d3cDADq/+RJet6dXx+s6/DUA/0KIYrqpksvl8Hq9vUoj3WnlYp7SmVYu5unzzz8H0Pv6KdbN7u7uuP1WrrVRIorEdkqU+xJtpzKf2Mqoz33zzTcYMmRItrNBlHeiraydbmyjRKnJVBsF2E6JUsV2SpTb2EaJch/bKVHuS7SdMiCeQV6vFwcPHszot4pSzGYzhgwZggMHDmTsZp6vWFaJ68uyylSbSWcbZd3pWyzfvpdMGWeyX8uVvrSvsY5HYplEyud2yuuZeSzzzGMbpWSx3DOP7ZSSwTLPvGTLPNF2yilTMkgul+O0007LdjYCjEYjG3CCWFaJy+ey6os2ms/lkQ9Yvn0v18o41/rSvpZr5Z8LWCaRcq1MkmmnuZb3QsAyz7xcK3O20dzHcs+8XCtzttPcxjLPvHSXORfVJCIiIiIiIiIiIqKCwIA4ERERERERERERERUEBsQLkFqtxooVK6BWq7OdlZzHskocyyoUy6NvsXz7Hss4u1j+kVgmkfK5TPI57/mKZZ55+Vzm+Zz3fMZyz7x8LvN8znu+YplnXl+VORfVJCIiIiIiIiIiIqKCwBHiRERERERERERERFQQGBAnIiIiIiIiIiIiooLAgDgRERERERERERERFQQGxImIiIiIiIiIiIioIDAgnkE+nw9msxlcx5QoN7GNEuU+tlOi3Md2SpTb2EaJch/bKVHfYkA8g7q6ulBcXIyurq5sZ4WIJLCNEuU+tlOi3Md2SpTb2EaJch/bKVHfYkCciIiIiIiIiIiIiAoCA+JEREREREREREREVBAYECciIiIiIiIiIiKigsCAOBEREREREREREREVhIINiP/rX//CrFmzcMopp0Amk2HDhg1x99m8eTMmTJgAtVoNk8mEZ555ps/zSURERERERERERETpoch2BrLFYrFg7NixmD9/Pi677LK42+/fvx+XXHIJrr/+ejz77LPYtGkTrr32WgwePBgzZsxIS546rU60djvRaXNCp+q5NDIf9EoFLC4PzDY3DGoBWqUAQS6D1eUGIAN8gN3lRj+9GhanB102F4q0ShhUgv9cnR502d0waBSQy/zJKgU5OqxBx4EPepUCNo8HSpkcdrcXXXYXijRK6JQCFDLA6fPB6vTA6vCgWKeARiHA6vLA6nDDqFVCJcjR5XDD6vDAqFVApxTg8HqggBxeADZXz75aJTRKORxuLzw+HywONwxqBVQKOVxeL3xewOsDuu1uFGkUMGgU8Hl9sLo88PkAHwCb041+OlUgXZvTA4Na0XMmPmgUApQ9J+v0+k4cW6fEwCI1AKC124kuuxPFOhUcbi+6bP7jqRT+stEo/WWtlMsgA6BQCjDbXOi0uaBXKyADIO/5SkktyOED/OVmc0OvFqBRClDJZXD5fLC7vOh2uKFX+dNUyGU9ZS2DSiHAbHfDbHPBqFVCrxLg8/ng9vlQrvfn1Wxzwer2QCXvuTY911inEuD0eKCQyeH0eNFld0OvVkCjkMPh8eel1KCAWi6g2+kJHMOgEgCfDxa3Fxa7G6U6FZxeL7p79pfL/Ofk8HhhtrtR1HN9zDZ/eTnd/vcNagUEOaBRCBF1TyHI0e1wo8Pmgl7lLw+XxwsA0CoFdFgd0GtUKNerUKxTpaUNZcLBDhs6bS6YbS6U6JTQqxXodrhhtrlh1CrQT6eCq6fczDYXirVKGDQK2NxutHef2Mbt9UWmY3ej0+ZCsU4JQ0+6nVZ/GkUaBU4t1YXk5Zt2K7rCjiMA6BDfi5KODEBnzzaJHjt4n1KDEjqlIuLYCpkM7T3nNLBICYUidBujRgEfECibaOlYnG50WKT3CS7P413+16UaBVxAIJ1o6aoFOdosTpjtbhTrFDCoFOgKu3Yh10WvhF4VmY7V5UZ794myQVD+xPIMOW+tEjKf78R1CTrPTqt0velnUEIbdA7R0lXKZSfOSatAkUYJu8uDzp62Xq5XweL0BM4p2vWVB9UbqXpdqlNhoFGT0baWqiNmO9otTpjtLhg1SmhVAtq67dBrlChSK2FzetBhc0KvVgTuc2J/o1bKIUAWuF8W99yTrW4PzFY3DBoBBpUC7p4+ye70oEyvgg/o6Q/9/Z9WKcDi9PeH/fQqOIPupWqFHE6vF+jpzwJ9hkKAXAao5DL/+z39fpFG8PfPLk9IGi6vFx4vYHW4TxyjJy2x7wr0P8HPADJAp/CfE3z+5wG7ywOHy4NSnf9c7C4PZDJ/PiwON3SqE32aXaJfN2oVUAlytHY7UKTxl5nT64HTDdidbpQZ/M8nFocLZXq1v2+xifXvRJ01qBVQyGU43vN8IgMgyGUYUKRGsU4VeE4y210o1SqhVMhP3Bt0ShSpFXC6vXB6vCeeI7QKGDVKKOQydNicUMpDn3H0KgFyAN0uT0h/aHG4UaJTwaBWwOLouT9q/W3DbHMF+ja9WoESrTKQP7PNhW6nB112//Zqhb9/9nhP5MegFOD2+eDxAnb3iWcjtVKOdosDWpX4jOVGt8ODYo0SSkGGNosDerU/zzIf0GZ1QKNSQC6TQSGXoSyP+lOp/uu0sD6OKN+xnhNRX+I9hqh3CjYgftFFF+Giiy5KePt169ahsrISDz74IADgzDPPxNatW/Hwww+nJSB+sMOGxS/txJZ9rYH3po/oj1svOhO3rd+FLc1tgferTWVYNK0KZUUqrH5jD3Z+04nnrvsulqzfhW092+lUAp6aOwmPv9McsW9ddSWe++BrXDVlKH7+1IcYX1GCuupKvP6fb3HT+d/B0g27A+kAQI2pDKtmj8bdr32Kt/Yeg04l4NErx+Ppbfuxrbkt4rWo1lSOVbNH42iXHY9s2heSt8a5Z2PtO/tC8vb9Ef1xy4Vn4q7XPok4/h2XjsLhTjue2PIlmlo6sPaqCXC4vVjzTnPItsHn99/nDkd5kQrLX/4k9Njzzsbat5uxvaUda64ajwf/+blkGd30vL9sbppehUFGDW598eOI7RbUVMKoVsAL4LFNoeczfUR/3HbxmbjzlU8kr98goxqQyXDLSzslznc0IANW/30Prv+eCfdt3IObf3AGlr4cem2+P6I/ls0ciWUbdocco8ZUhnnVlbj/73vxv9dMxK1BdSP4mt70XBNuuWgEHnrr84hrd+O04Vjwh49gdXpC6uPyoGOduJafhrwXre7VTzPB7vLiT+9/hVsuPBNX/O97GDnYiHsvPwunlGiR675us+C2nrKUqvcn6te+iOuxcvZo/OrFj9FmcYZsE639iNfwpuebYHV6UGMqw91zxmBomT4iL8H73HHpKFz91Ado7XZGpAMg5NokcuzwfcoNKjx77XexWLLe+o897jQjls4cHbJNuUGFP//Xd7HiFX97jJXOspmjsPC5HQAQsk/wNqtmj8GyDU2wuTz4fwum4PYNu+Kmu2r2GNzy1/+g+ZhF+toF3Zdilc3K2aPx67/8B20WZ0LlWWsqx8JpwzE/qD2Fl3FwnRhSqsUfF0wOnEOsvKyaPRrX/fEjHGi3RaRbpleFlE2suiVeO6vTE/VY98wZg4qe+perWtosIX0h4M/78lmjcLDDhpVbPsXWGGVRW1WOG88LvfeJ29z60k488KOx0ChdWPNOc6Avcnoi+6JaUzkW1FbC50PE/VXMz/0b9+CtvccC74v3SEEuA3w+zHvmIwCIWqdunDYci55vwr2XnxVxjGpTGe68dBTufSPyGHXVlXj+g6+x+KIz0W514NG3T5yL3e3Fk1u+xFVThkYcs9pUhpumV2GwUYNvO22S51xXMwxzn/43JlSUYNXs0Vj81yY88ONxWLJ+F5paOvDolePx8Fv7YtZHMY9XBz2f3LdxL5bPHIm7XvsUb+05Gmgj4f3nieeITyPydtP3TSjWqSL6UbH+t5odcHq9ktdLvP73Xn6WZLksml6FIcUa2Dw+rHhlt+S1EuuUTiXg6XmT4PMBj0Upw/rff4gJFSWS5XJNo79877h0FMw2D676/YlyWv3GHtz5w9E5359G67+C+ziifMd6TkR9ifcYot6T+Xw+X7YzkW0ymQzr16/H7Nmzo25z7rnnYsKECfj/7N17fJTlnf//95xnciQQiYihoEFRQUVYLAbcQrHWAy7W3bXaCqbWbq2xVn5WxALxgKK1snSrLt+iVPdbrdqq/Xar0loUK2q1FfCEqKg0CBIIkExOc57fH3NgzjMJkJnpvJ6PRx4y91zXdX+u674+9zW5Ms6sWLEieuwXv/iFfvCDH6izszOn8zidTlVXV6uzs1NVVVXR4529HjX/amPcZrgkNc9s0Fut++M21iIaG4bp/AkjtKPTpYn1Q7Q64Re05pkN2ti6P+5YbN2Jo2q0sXW/Jo6q0b0vbFVjwzAt+Oo43bVmS8o60xqG6dRw2cS2M51rekOtzp1wpBY+/W7W2DK3M0znThihhU+/q+aZDTqq2q5n3vk8Y//eat2vcyaM0E1pzt08s0GbWvfHbY4ktnHvC1s1vWFYUjuxcV09s0H3vbA16TpluwaLzjtRS5/ZnHa8m2c2aFiFTTf/7j19q3FM0jXO5Rw3X3CSbk7YTIw9R0uG52PHIN25cj0W2+Z5E0ZoZ6dLm1r3q6lxjK54+G86c2ytfnbJxLy/sy1djkqhP1r98DdvZZz3mfo+rWGYbvjqOP1xc1vO+ZN4DaY1DNNdF52soJS04Rt7nsi4JrYjqd/nTqzz4LzJKedi7LmPG16R9EeYxHq5tCMpY5mWC05Sn8cfd9/K1u7SOeP1mw07sl67w30tY49J8WP8u+bGuD7lEssF976S1O5XTqxLe09PNbeaGsdo4/aOjOe6599Pzfs7xdPlaZvTpflPbEoZ+7ILx+vZdz5Pu57GjkW6a/WtxjFqc7qia0+2tWh6Q63OmXBkyrUjdk1NjOW8CSMkSTs7XZKUcU6lWxuynSNxjYztS+T1Qbq1+OqZDfrZC1vTPn9K+JyRfPtR+I/s/cmP2McH4u3QKaOG6N4XtiblSESmc2SaA9MahulH552g2595P+1rgkxjHVrTT9DSZ97P2r/s8+bAGGYal8jrhPVb98aVfXt7R0Gvp5/t7824ft150cm8uw1FrxjmeabXvAAKA2spcHiV7GeI99euXbtUV1cXd6yurk5Op1N9fX0p67jdbjmdzrifVNq7PUmb4ZI0sX5Iyl/cJOmVrXs1vMquifVDNLzKlnQznFg/JOUNMlI38vzE+iHRY2aTMW2d9TFlE9vOdK6Xt7ZreMLmSbrymdvZG21nYv0Q1VXZs/bv5a17kzZuYs8xsX5Iyl98Y9uInDvdBtDLW/eq3GZOeZ2yXYNg+L+prA+36/MHw9c6+Rrnco5I/XTnyPR87BikO1eux2LbrAvP2/XhfknSnz9qj76jeTDlmqOS1NnnzTrvM/V9fTjH+pM/iddg/da9crp86nL5Mp4nMq6J7Qzk3Ill0s3F2HN3e/xJZRLr5dJOtjI+fzDpvpWtTp83kNO1O9zXMvZYYr3EPuUSS6p2M93TU82t4VW2rOfa31O4ebq/x5M29uFV9ozraexYpLtWw6tscWtPtrXo5a3tadeO9SnOETlPXZU9ep/MNqeyzfd050hcI2P7km0tLreZMz4fOWck32LHK9f5mPj6JBRve/RYurmd6RyZ5sD6rXsVlCHja4JMY/1KuH4u/cs+b5L7nqqdyOuExLKFvp5mW7+6XL7DGSYwKApxnvfnNS+A/GAtBQYXG+KH0bJly1RdXR39qa+vT1nO6fKmPO72BTK27/YF5PYF1O3yD6huYrmuvtRxZKrTn3NlK9+fmAfSv8TH/Yk7U9lU459L+9nGu9sV+gzbw3mOXK95unPleizx+UiZ2H51pcmDwynXHJUUvRYRA+l7V5/3oPOny+VNiiVRunvCQM6dWCbdXIx9PlV8ifVyaSdbma4+b9IczqVOLtduMK5l5FjSNc5hrmUqH6nTn/yWQmOX7VzOPLzAzn0tTR/boVinEsenP2tRf56LtJtL+9nme7b1NtW6eijPGTsHD+YaJMaWbm4PZLxTxZpKLveWTAbyGibx34mPU81JqbDX02zrVz5iBw61Qpzn/XnNCyA/WEuBwcWGeI6OPPJItbW1xR1ra2tTVVWVHI7Un9W4cOFCdXZ2Rn+2b9+eslyV3ZLyuM2c+fLYzEbZzEZV2E0DqptYrtKROo5Mdfpzrmzl+xPzQPqX+Lg/cWcqm2r8c2k/23hX2E2qCpc5XOfI9ZqnO1euxxKfj5SJ7Vdlmjw4nHLNUUnRaxExkL5Xhr9grT91Ep+vtFuSYkmU7p4wkHMnlkk3F2OfTxVfYr1c2slWptJhSZrDudTJ5doNxrWMHEu6xjnMtUzlI3X6k99SaOyynavKPvhfPZL7Wpo+tkOxTiWOT3/Wov48F2k3l/azzfds622qdfVQnjN2Dh7MNUiMLd3cHsh4p4o1lVzuLZkM5DVM4r8TH6eak1Jhr6fZ1q98xA4caoU4z/vzmhdAfrCWAoOLDfEcTZ06VWvXro079vzzz2vq1Klp69hsNlVVVcX9pFJbYdWZY2uTjm/c3qHpDcNS1mlsGKbdTpc2bu/Qbqdb0xLKbdzeocYMdSPPb9zeET3m8weS2omYFlM2se1M55reUKvdTldOsW3c3pH2/NPD/Y2Ua3O6svYvtk6qc2cb30h/U7UTG1eP26fpDamvX7r+NDYMk0HKON49bp/MJoOmNQxLeY1zOUekfrpzmE2GrOOY6VyprmW2udcWnreRfknSmWNrVVsx+J93mmuOSlK1wxLX//72fVo4x/qTP4nXYFrDMFXZzaq0mzNe18i4JrYzkHMnlkk3F2PPXWE1JZVJrJdLO9nKmE2GpPtWtjoOizGna3e4r2XsscR6iX3KJZZU7Wa6p6eaW7ud7qznqikv3DytKbem7e9upyvlfVpKHot012q30x239mRbi6Y31KotzdoxLcU5Iudpc7qi98lsc2q3053xeqU7R2T9a0uxrmZe00NrU6bnI+eM5Nu0mPHKNT8SX5+E4q2NHks3tzOtiaE5kH6sDApmec2Vfqwbw/Vzybfs8ya576naibxOSCxb6OtptvWrMg9/dAMOtUKc5/15zQsgP1hLgcFVshvi3d3d2rRpkzZt2iRJ+vTTT7Vp0ya1trZKCv11bu7cudHy3/3ud/XJJ5/ohhtu0JYtW3T//ffriSee0HXXXXfQsVSXWXXnRScnbYpv3tmpxbNPSvolvrFhmK6ZMVaTxwzV5p2dWvDk21oy+6S4m+Lq9Z+qeUaDpo9NrtvUOEabd3aqqXGMVq//NHrsF+s/0W1zxifdXENfjDVBW3Y6o203NY6Jlkt8HDG9oVZLLxyvhuEVcb/4rV7/qa6ZMTapX+/v7NTi809K+iUx9OV543XUEIcaG4Zp9fpPNaLaoeYZDUllY/vXPHOsphwzLPncM8dq+tjaUNzTxqQc39ixaZ45VmccW5t6LKeNkdlg0DVfHpv0/Oadnbr5gvEp610zY6wcZqOWzpmQcrxvvmC8aittevDlT7R0zgQ9+eb2pGscGbOlcyYk9SHyBXlX/3JDxmt69S83qKlxTNI4Tm+oVfOMsVq9/tO4/iyZfVJcf1Jdy0xzr3nGWI2oduj9cFsLnnxbZ46t1V0XnZz3LwDL5qghDt1+4YSM8z46v1Jcj9vmTNDVj2xIKpMuf6bFzMPI49svnKCRNWU6uqYsLpbYOjdfMF4Lnnw7ZTuJ1yaXcyfWWfDk21p8fvJcjD33Lf/7btLcXvDk27r5ggP1MrUTmRuJdWLLLL0wNH+vfmRD3LkytXv7hRP0/V9tTH/tZuR2XWKvZS7jOb2hVtfMjM+nxDGOnRNXPxKft5liWRqOJVW7iWOTqkzitct0rjsunJD3L9TMpK7KrjvS5MXkMUN1xfTseTZ9bPK9L1JmwZNvx609mdai6Q21umL6GI2odqRc05bMPim6pkZE7pENwyvUcERFdG6km1PNM8ZqwZNvp7yHR75UecvnyedoahwTWm9nn6RjjyhP6kvk9UGqNptnjtVRVen73DQtNJaRufn9X22M5mOkL6nGI/YaJK7BTY1jtOVzp26/cLw+CPcnMUci0r2OmN5Qq4bhFVqcYh2NzP+9XR41TUsfX2SsE+s3NgzTNTPHqspq1s0XJMeUuJ6uXv+pjj2iXNfMGJt1DNONSyRmjzcYN04ffO4s+PU00/p1+4UT+BIw/ENgngM4nLjHAIeGIRgMBvMdRD6sW7dOM2bMSDo+b948PfTQQ7r88su1bds2rVu3Lq7Oddddp82bN+voo4/W4sWLdfnll+d8zmzf5t3Z61F7t0edfV6VWU2SQZKCKreY1eP1q6vPpzKbSWUWk0xGg3q9PkkGKSi5vD4NLbepx+NXl8urSrtFFdbQ/97b4/Gry+1Thc0sY6i4rCajOno9cljNMhikYDCoCqtZfX6/LAajXL5AtJ0yi0lmg+QJBtXr8avX7VdVmVkOs0m93vBjh1lWk1Fdbp963X5V2s0qt5rkDvhlllEBSX1ev3o9flXZzXJYTHL7AvIHgurx+FRuM8tuNsoTCCgYkAJBqdvlU0X43bDBQFC9Xr+CwVD8fR6fasqsoX97/erz+FVuO9AXm9kkq9EgSfIEgqFzu/2qdlhUF/7CwfZuj7pcXlWXWcKftxs6n80cGhubxSSHJdSOISiZrSY5+7zq7PNGz2WQZDSExjMohcYtfJ0cFpMsRoP8waD6vAH1uH1yWEPXz2w0yOX3y2wwyGo2hb8oMTTe5VaTgsGgfMGgastDsTr7vOr1+WU1Jlwbq0me8Bh7/AF1uQ6MpTv8eEi5WXajSd2JcyMYVI8voB6XT0PKrPIGAuoO14/0yeMPyOnyqdJmltVslLPPo+oyqzy+A+cyGSW72ZQ098wmo7rdPnWE57PDYpLXH1BQUpnFpI5ej8ptFtVWWAvml/dsOSpJOzv61NnnVZfLqyqHRRU2s7rdPjn7fKqymzW03CpveNwi41FpN6vP59P+7gNlfIFgcjsun5wxdULthh5X2c0amfDi5rP9vepKOI9JUkf4WHx8B9oxSOpMLBM+dy51qsssKreak85tNhi0P9ynIyosspjjy1TbzQpK0bFJ106Px6fO3tR14scz9Hio3SyvFG0nXbs2k1F7ezxyunyqdphVYTOrK+HaxV6XaodF5bbkdnq9PnX0HBgbxcQXGb+4fjssMgSD0esS38/U82ZIuUVllgPtpGvXYjRE+1TlMKvKbpHL649eu9oKq3o8/jRz9kAfjGnnTSi+mnJrwWyGZ8vTNqdL+8NjUmk3q8xq0t5ul8ptFlXaLerz+NXR51GZ9cC9sjtc1mYxyiRD0v2y1+eXs8+nCptJ5Vaz/OE1yeX1a1h4LYpdDx0Wk3o8ofVwaLk16f7sCQRkCEoBheZtmdUku9kko0GyGQ0KSuoKr/sV9tA5+7x+OV2htdxuNsobCMgfkHo9Pg0ts0bv15H7rdVokDcYlMsbUHfMawAZpDJzqE8KShaTUS6vX26vP7quunx+GRSKI7J2Rdp0Ja7rMa8B9va4VW4LjZkn4JfHF3p9Miz8+qTH7dWwcpvc/oCcfaG5Fjtny21mmY0G7Y+8PpFkNEp1lXZVl1mjr5O6XF4NcVhkMRvj7g1VdrM8voA8/kDc64hqh0Vmo0EdfR5ZEtbRcqtJRkndXn/cetjj9mmIw6oKu1k94XypCt8TIq8FyqyhazOkzBKNz9nnjc6fKocldL39oWsVfV1jNckXDMofCI115LWR3WLS/h6PHOH50Ov1qSf8mip2fMutJhmC0t5ej+zh14Qmo0HDyotnPU21fvELPP7RFPI8z+U1L4D8Yi0FDq+S3RDPB154AIWNHAUKH3kKFD7yFChs5ChQ+MhT4PAq2Y9MAQAAAAAAAACUFjbEAQAAAAAAAAAlgQ1xAAAAAAAAAEBJYEMcAAAAAAAAAFAS2BAHAAAAAAAAAJQENsQBAAAAAAAAACWBDXEAAAAAAAAAQElgQxwAAAAAAAAAUBLYEAcAAAAAAAAAlAQ2xAEAAAAAAAAAJYENcQAAAAAAAABASWBDHAAAAAAAAABQEtgQBwAAAAAAAACUBDbEAQAAAAAAAAAlgQ1xAAAAAAAAAEBJYEMcAAAAAAAAAFAS2BAHAAAAAAAAAJQENsQBAAAAAAAAACWBDXEAAAAAAAAAQElgQxwAAAAAAAAAUBLYEAcAAAAAAAAAlAQ2xAEAAAAAAAAAJYENcQAAAAAAAABASWBDHAAAAAAAAABQEtgQBwAAAAAAAACUBDbEAQAAAAAAAAAlgQ1xAAAAAAAAAEBJYEMcAAAAAAAAAFAS2BAHAAAAAAAAAJQENsQBAAAAAAAAACWhpDfE77vvPo0ePVp2u12nn3663njjjYzlV6xYoeOPP14Oh0P19fW67rrr5HK5BilaAAAAAAAAAMDBKNkN8ccff1zz589XS0uLNmzYoFNOOUVnn322du/enbL8o48+qhtvvFEtLS16//339eCDD+rxxx/XTTfdNMiRAwAAAAAAAAAGomQ3xJcvX64rr7xSTU1NOvHEE7Vy5UqVlZVp9erVKcu/+uqramxs1KWXXqrRo0frK1/5ii655JKs7yoHAAAAAAAAABQGc74DyAePx6M333xTCxcujB4zGo2aNWuWXnvttZR1zjjjDP3yl7/UG2+8oSlTpuiTTz7Rs88+q8suuyztedxut9xud/Sx0+k8dJ0AcNDIUaDwkadA4SNPgcJGjgKFjzwFBldJvkO8vb1dfr9fdXV1ccfr6uq0a9eulHUuvfRS3XrrrZo2bZosFouOPfZYfelLX8r4kSnLli1TdXV19Ke+vv6Q9gPAwSFHgcJHngKFjzwFChs5ChQ+8hQYXIZgMBjMdxCDbefOnRo5cqReffVVTZ06NXr8hhtu0EsvvaTXX389qc66dev09a9/XUuXLtXpp5+urVu36tprr9WVV16pxYsXpzxPqr/w1dfXq7OzU1VVVYe+YwD6hRwFCh95ChQ+8hQobOQoUPjIU2BwleRHptTW1spkMqmtrS3ueFtbm4488siUdRYvXqzLLrtM3/72tyVJEyZMUE9Pj77zne/oRz/6kYzG5Dfb22w22Wy2Q98BAIcEOQoUPvIUKHzkKVDYyFGg8JGnwOAqyQ1xq9WqSZMmae3atZozZ44kKRAIaO3atWpubk5Zp7e3N2nT22QySZJK8E32AAAAAAAAedHa2qr29vZD0lZtba1GjRp1SNoCUBxKckNckubPn6958+Zp8uTJmjJlilasWKGenh41NTVJkubOnauRI0dq2bJlkqTZs2dr+fLlmjhxYvQjUxYvXqzZs2dHN8YBAAAAAABw+LS2tmrcuBPU19d7SNpzOMq0Zcv7bIoDJaRkN8Qvvvhi7dmzR0uWLNGuXbt06qmnas2aNdEv2mxtbY17R/iiRYtkMBi0aNEi7dixQ0cccYRmz56t22+/PV9dAAAAAAAAKCnt7e3q6+vV6d9qUdWI0QfVlvPzbXp99S1qb29nQxwoISW7IS5Jzc3NaT8iZd26dXGPzWazWlpa1NLSMgiRAQAAAAAAIJ2qEaM1dNTx+Q4DQBFK/iZIAAAAAAAAAAD+AbEhDgAAAAAAAAAoCUW3If7xxx9r0aJFuuSSS7R7925J0nPPPaf33nsvz5EBAAAAAAAAAApZUX2G+EsvvaRzzjlHjY2N+vOf/6zbb79dw4cP11tvvaUHH3xQv/nNb/IdIgAAAAAARa+1tVXt7e2HpK3a2lq+sBAAUDCKakP8xhtv1NKlSzV//nxVVlZGj8+cOVP33ntvHiMDAAAAAOAfQ2trq8aNO0F9fb2HpD2Ho0xbtrzPpjgAoCAU1Yb4O++8o0cffTTp+PDhww/ZX64BAAAAAChl7e3t6uvr1enfalHViNEH1Zbz8216ffUtam9vZ0McAFAQimpDfMiQIfr88881ZsyYuOMbN27UyJEj8xQVAAAAAAD/eKpGjNbQUcfnOwwAAA6povpSza9//etasGCBdu3aJYPBoEAgoFdeeUXXX3+95s6dm+/wAAAAAAAAAAAFrKg2xO+44w6NGzdO9fX16u7u1oknnqgzzzxTZ5xxhhYtWpTv8AAAAAAAAAAABayoPjLFarVq1apVWrx4sd599111d3dr4sSJGjt2bL5DAwAAAAAAAAAUuKLaEI8YNWoUX8YBAAAAAAAAAOiXgt8Qnz9/fs5lly9ffhgjAQAAAAAAAAAUs4LfEN+4cWNO5QwGw2GOBAAAAAAAAABQzAp+Q/zFF1/MdwgAAAAAAAAAgH8AxnwHAAAAAAAAAADAYCj4d4gn+tvf/qYnnnhCra2t8ng8cc899dRTeYoKAAAAAAAAAFDoiuod4o899pjOOOMMvf/++3r66afl9Xr13nvv6YUXXlB1dXW+wwMAAAAAAAAAFLCi2hC/44479J//+Z/63//9X1mtVv30pz/Vli1b9O///u8aNWpUvsMDAAAAAAAAABSwotoQ//jjj3XeeedJkqxWq3p6emQwGHTdddfp5z//eZ6jAwAAAAAAAAAUsqLaEK+pqVFXV5ckaeTIkXr33XclSR0dHert7c1naAAAAAAAAACAAldUX6p55pln6vnnn9eECRP0b//2b7r22mv1wgsv6Pnnn9eXv/zlfIcHAAAAAAAAAChgRbUhfu+998rlckmSfvSjH8lisejVV1/VRRddpEWLFuU5OgAAAAAAAABAISuqDfGhQ4dG/200GnXjjTfmMRoAAAAAAAAAQDEpqg3xiN27d2v37t0KBAJxx08++eQ8RQQAAAAAAAAAKHRFtSH+5ptvat68eXr//fcVDAbjnjMYDPL7/XmKDAAAAAAAAABQ6IpqQ/xb3/qWjjvuOD344IOqq6uTwWDId0gAAAAAAAAAgCJRVBvin3zyiZ588kk1NDTkOxQAAAAAAAAAQJEx5juA/vjyl7+st956K99hAAAAAAAAAACKUFG9Q/yBBx7QvHnz9O6772r8+PGyWCxxz19wwQV5igwAAAAAAAAAUOiKakP8tdde0yuvvKLnnnsu6bmBfKnmfffdp7vvvlu7du3SKaecop/97GeaMmVK2vIdHR360Y9+pKeeekr79u3TF77wBa1YsULnnntuv/sCAAAAAAAAABhcRfWRKddcc42++c1v6vPPP1cgEIj76e9m+OOPP6758+erpaVFGzZs0CmnnKKzzz5bu3fvTlne4/HorLPO0rZt2/Sb3/xGH3zwgVatWqWRI0ceiq4BAAAAAAAAAA6zonqH+N69e3Xdddeprq7uoNtavny5rrzySjU1NUmSVq5cqWeeeUarV6/WjTfemFR+9erV2rdvn1599dXoR7WMHj36oOMAAAAAAAAAAAyOonqH+Ne+9jW9+OKLB92Ox+PRm2++qVmzZkWPGY1GzZo1S6+99lrKOr/73e80depUXX311aqrq9P48eN1xx139Pud6QAAAAAAAACA/Ciqd4gfd9xxWrhwodavX68JEyYkfanm97///ZzaaW9vl9/vT3qneV1dnbZs2ZKyzieffKIXXnhB3/jGN/Tss89q69at+t73viev16uWlpaUddxut9xud/Sx0+nMKT4Ag4McBQofeQoUPvIUKGzkKFD4yFNgcBXVhvgDDzygiooKvfTSS3rppZfinjMYDDlviA9EIBDQ8OHD9fOf/1wmk0mTJk3Sjh07dPfdd6fdEF+2bJluueWWwxYTgINDjgKFjzwFCh95ChQ2chQofOQpMLiK6iNTPv3007Q/n3zySc7t1NbWymQyqa2tLe54W1ubjjzyyJR1RowYoeOOO04mkyl67IQTTtCuXbvk8XhS1lm4cKE6OzujP9u3b885RgCHHzkKFD7yFCh85ClQ2MhRoPCRp8DgKqp3iEd4PB59+umnOvbYY2U2978LVqtVkyZN0tq1azVnzhxJoXeAr127Vs3NzSnrNDY26tFHH1UgEJDRGPo7wocffqgRI0bIarWmrGOz2WSz2fodH4DBQY4ChY88BQofeQoUNnIUKHzkKTC4iuod4r29vbriiitUVlamk046Sa2trZKka665RnfeeWe/2po/f75WrVqlhx9+WO+//76uuuoq9fT0qKmpSZI0d+5cLVy4MFr+qquu0r59+3Tttdfqww8/1DPPPKM77rhDV1999aHrIAAAAAAAAADgsCmqDfGFCxfqrbfe0rp162S326PHZ82apccff7xfbV188cX6yU9+oiVLlujUU0/Vpk2btGbNmugXbba2turzzz+Plq+vr9cf/vAH/fWvf9XJJ5+s73//+7r22mt14403HprOAQAAAAAAAAAOq6L6yJTf/va3evzxx/XFL35RBoMhevykk07Sxx9/3O/2mpub035Eyrp165KOTZ06VX/5y1/6fR4AAAAAAAAAQP4V1TvE9+zZo+HDhycd7+npidsgBwAAAAAAAAAgUVFtiE+ePFnPPPNM9HFkE/yBBx7Q1KlT8xUWAAAAAAAAAKAIFNVHptxxxx0655xztHnzZvl8Pv30pz/V5s2b9eqrr+qll17Kd3gAAAAAAAAAgAJWVO8QnzZtmjZt2iSfz6cJEyboj3/8o4YPH67XXntNkyZNynd4AAAAAAAAAIACVhTvEH/hhRd05plnymw269hjj9WqVavyHRIAAAAAAAAAoMgUxTvEzzrrLO3bty/6+Itf/KJ27NiRx4gAAAAAAAAAAMWmKDbEg8Fg3OP33ntPbrc7T9EAAAAAAAAAAIpRUWyIAwAAAAAAAABwsIpiQ9xgMMhgMKR9DAAAAAAAAABANkXxpZrBYFBf/vKXZTaHwu3t7dXs2bNltVrjym3YsCEf4QEAAAAAAAAAikBRbIi3tLTEPf6Xf/mXPEUCAAAAAAAAAChWRbkhns0rr7yiyZMny2azHaaIAAAAAAAAAADFpig+Q7y/zjnnHO3YsSPfYQAAAAAAAAAACsg/5IZ4MBjMdwgAAAAAAAAAgALzD7khDgAAAAAAAABAIjbEAQAAAAAAAAAlgQ1xAAAAAAAAAEBJ+IfcEDcYDPkOAQAAAAAAAABQYIpmQzwYDKq1tVUulyunsgAAAAAAAAAAxCqqDfGGhgZt3749a9muri4dc8wxgxAVAAAAAAAAAKBYFM2GuNFo1NixY7V37958hwIAAAAAAAAAKEJFsyEuSXfeead++MMf6t133813KAAAAAAAAACAImPOdwD9MXfuXPX29uqUU06R1WqVw+GIe37fvn15igwAAAAAAAAAUOiKakN8xYoV+Q4BAAAAAAAAAFCkimpDfN68efkOAQAAAAAAAABQpIrqM8Ql6eOPP9aiRYt0ySWXaPfu3ZKk5557Tu+9916eIwMAAAAAAAAAFLKi2hB/6aWXNGHCBL3++ut66qmn1N3dLUl666231NLSkufoAAAAAAAAAACFrKg2xG+88UYtXbpUzz//vKxWa/T4zJkz9Ze//CWPkQEAAAAAAAAACl1RbYi/8847uvDCC5OODx8+XO3t7XmICAAAAAAAAABQLIpqQ3zIkCH6/PPPk45v3LhRI0eOzENEAAAAAAAAAIBiUVQb4l//+te1YMEC7dq1SwaDQYFAQK+88oquv/56zZ07t9/t3XfffRo9erTsdrtOP/10vfHGGznVe+yxx2QwGDRnzpx+nxMAAAAAAAAAkB9FtSF+xx13aNy4caqvr1d3d7dOPPFEnXnmmTrjjDO0aNGifrX1+OOPa/78+WppadGGDRt0yimn6Oyzz9bu3bsz1tu2bZuuv/56TZ8+/WC6AgAAAAAAAAAYZEW1IW61WrVq1Sp9/PHH+v3vf69f/vKX2rJli/7v//2/MplM/Wpr+fLluvLKK9XU1KQTTzxRK1euVFlZmVavXp22jt/v1ze+8Q3dcsstOuaYYw62OwAAAAAAAACAQWTOdwADMWrUKI0aNWrA9T0ej958800tXLgwesxoNGrWrFl67bXX0ta79dZbNXz4cF1xxRV6+eWXs57H7XbL7XZHHzudzgHHDODQI0eBwkeeAoWPPAUKGzkKFD7yFBhcBb8hPn/+/JzLLl++PKdy7e3t8vv9qqurizteV1enLVu2pKyzfv16Pfjgg9q0aVPO8Sxbtky33HJLzuUBDC5yFCh85ClQ+MhToLCRo0DhI0+BwVXwG+IbN26Me7xhwwb5fD4df/zxkqQPP/xQJpNJkyZNOmwxdHV16bLLLtOqVatUW1ubc72FCxfGbeg7nU7V19cfjhABDAA5ChQ+8hQofOQpUNjIUaDwkafA4Cr4DfEXX3wx+u/ly5ersrJSDz/8sGpqaiRJ+/fvV1NTU7++5LK2tlYmk0ltbW1xx9va2nTkkUcmlf/444+1bds2zZ49O3osEAhIksxmsz744AMde+yxSfVsNptsNlvOcQEYXOQoUPjIU6DwkadAYSNHgcJHngKDq6i+VPOee+7RsmXLopvhklRTU6OlS5fqnnvuybkdq9WqSZMmae3atdFjgUBAa9eu1dSpU5PKjxs3Tu+88442bdoU/bngggs0Y8YMbdq0ib/aAQAAAAAAAEARKPh3iMdyOp3as2dP0vE9e/aoq6urX23Nnz9f8+bN0+TJkzVlyhStWLFCPT09ampqkiTNnTtXI0eO1LJly2S32zV+/Pi4+kOGDJGkpOMAAAAAAAAAgMJUVBviF154oZqamnTPPfdoypQpkqTXX39dP/zhD/W1r32tX21dfPHF2rNnj5YsWaJdu3bp1FNP1Zo1a6JftNna2iqjsajeQA8AAAAAAAAAyKCoNsRXrlyp66+/Xpdeeqm8Xq+k0Gd4X3HFFbr77rv73V5zc7Oam5tTPrdu3bqMdR966KF+nw8AAAAAAAAAkD9FtSFeVlam+++/X3fffbc+/vhjSdKxxx6r8vLyPEcGAAAAAAAAACh0RbUhHlFeXq6TTz4532EAAAAAAAAAAIpIUW2I9/T06M4779TatWu1e/duBQKBuOc/+eSTPEUGAAAAAAAAACh0RbUh/u1vf1svvfSSLrvsMo0YMUIGgyHfIQEAAAAAAAAAikRRbYg/99xzeuaZZ9TY2JjvUAAAAAAAAAAARcaY7wD6o6amRkOHDs13GAAAAAAAAACAIlRUG+K33XablixZot7e3nyHAgAAAAAAAAAoMkX1kSn33HOPPv74Y9XV1Wn06NGyWCxxz2/YsCFPkQEAAAAAAAAACl1RbYjPmTMn3yEAAAAAAAAAAIpUUW2It7S05DsEAAAAAAAAAECRKqrPEJekjo4OPfDAA1q4cKH27dsnKfRRKTt27MhzZAAAAAAAAACAQlZU7xB/++23NWvWLFVXV2vbtm268sorNXToUD311FNqbW3V//zP/+Q7RAAAAAAAAABAgSqqd4jPnz9fl19+uT766CPZ7fbo8XPPPVd//vOf8xgZAAAAAAAAAKDQFdWG+F//+lf9x3/8R9LxkSNHateuXXmICAAAAAAAAABQLIpqQ9xms8npdCYd//DDD3XEEUfkISIAAAAAAAAAQLEoqg3xCy64QLfeequ8Xq8kyWAwqLW1VQsWLNBFF12U5+gAAAAAAAAAAIWsqDbE77nnHnV3d2v48OHq6+vTP//zP6uhoUEVFRW6/fbb8x0eAAAAAAAAAKCAmfMdQH9UV1fr+eef1yuvvKK33npL3d3dOu200zRr1qx8hwYAAAAAAAAAKHBF8Q7xvr4+/f73v48+/v3vf6+tW7dq165devbZZ3XDDTfI5XLlMUIAAAAAAAAAQKErineIP/zww3rmmWd0/vnnS5LuvfdenXTSSXI4HJKkLVu2aMSIEbruuuvyGSYAAAAAAAAAoIAVxTvEH3nkEX3nO9+JO/boo4/qxRdf1Isvvqi7775bTzzxRJ6iAwAAAAAAAAAUg6LYEN+6dasmTJgQfWy322U0Hgh9ypQp2rx5cz5CAwAAAAAAAAAUiaL4yJSOjg653e7o4z179sQ9HwgE4p4HAAAAAAAAACBRUbxD/Oijj9a7776b9vm3335bRx999CBGBAAAAAAAAAAoNkWxIX7uuedqyZIlcrlcSc/19fXplltu0XnnnZeHyAAAAAAAAAAAxaIoPjLlpptu0hNPPKHjjz9ezc3NOu644yRJH3zwge699175fD7ddNNNeY4SAAAAAAAAAFDIimJDvK6uTq+++qquuuoq3XjjjQoGg5Ikg8Ggs846S/fff7/q6uryHCUAAAAAAAAAoJAVxYa4JI0ZM0Zr1qzRvn37tHXrVklSQ0ODhg4dmufIAAAAAAAAAADFoGg2xCOGDh2qKVOm5DsMAAAAAAAAAECRKYov1QQAAAAAAAAA4GCV9Ib4fffdp9GjR8tut+v000/XG2+8kbbsqlWrNH36dNXU1KimpkazZs3KWB4AAAAAAAAAUFhKdkP88ccf1/z589XS0qINGzbolFNO0dlnn63du3enLL9u3TpdcsklevHFF/Xaa6+pvr5eX/nKV7Rjx45BjhwAAAAAAAAAMBAluyG+fPlyXXnllWpqatKJJ56olStXqqysTKtXr05Z/pFHHtH3vvc9nXrqqRo3bpweeOABBQIBrV27dpAjBwAAAAAAAAAMRNF9qeah4PF49Oabb2rhwoXRY0ajUbNmzdJrr72WUxu9vb3yer0aOnRo2jJut1tutzv62Ol0DjxoAIccOQoUPvIUKHzkKVDYyFGg8JGnwOAqyXeIt7e3y+/3q66uLu54XV2ddu3alVMbCxYs0FFHHaVZs2alLbNs2TJVV1dHf+rr6w8qbgCHFjkKFD7yFCh85ClQ2MhRoPCRp8DgKskN8YN155136rHHHtPTTz8tu92ettzChQvV2dkZ/dm+ffsgRgkgG3IUKHzkKVD4yFOgsJGjQOEjT4HBVZIfmVJbWyuTyaS2tra4421tbTryyCMz1v3JT36iO++8U3/605908sknZyxrs9lks9kOOl4Ahwc5ChQ+8hQofOQpUNjIUaDwkafA4CrJd4hbrVZNmjQp7gsxI1+QOXXq1LT1fvzjH+u2227TmjVrNHny5MEIFQAAAAAAAABwiJTkO8Qlaf78+Zo3b54mT56sKVOmaMWKFerp6VFTU5Mkae7cuRo5cqSWLVsmSbrrrru0ZMkSPfrooxo9enT0s8YrKipUUVGRt34AAAAAAAAAAHJTshviF198sfbs2aMlS5Zo165dOvXUU7VmzZroF222trbKaDzwBvr//u//lsfj0b/+67/GtdPS0qKbb755MEMHAAAAAAAAAAxAyW6IS1Jzc7Oam5tTPrdu3bq4x9u2bTv8AQEAAAAAAAAADpuS/AxxAAAAAAAAAEDpYUMcAAAAAAAAAFAS2BAHAAAAAAAAAJQENsQBAAAAAAAAACWBDXEAAAAAAAAAQElgQxwAAAAAAAAAUBLYEAcAAAAAAAAAlAQ2xAEAAAAAAAAAJYENcQAAAAAAAABASWBDHAAAAAAAAABQEtgQBwAAAAAAAACUBDbEAQAAAAAAAAAlgQ1xAAAAAAAAAEBJYEMcAAAAAAAAAFAS2BAHAAAAAAAAAJQENsQBAAAAAAAAACWBDXEAAAAAAAAAQElgQxwAAAAAAAAAUBLYEAcAAAAAAAAAlAQ2xAEAAAAAAAAAJYENcQAAAAAAAABASWBDHAAAAAAAAABQEtgQBwAAAAAAAACUBDbEAQAAAAAAAAAlgQ1xAAAAAAAAAEBJYEMcAAAAAAAAAFAS2BAHAAAAAAAAAJQENsQBAAAAAAAAACWBDXEAAAAAAAAAQEko6Q3x++67T6NHj5bdbtfpp5+uN954I2P5X//61xo3bpzsdrsmTJigZ599dpAiBQAAAAAAAAAcLHO+A8iXxx9/XPPnz9fKlSt1+umna8WKFTr77LP1wQcfaPjw4UnlX331VV1yySVatmyZzj//fD366KOaM2eONmzYoPHjxx/y+Dp7PWrv9qjb7VW1wyKPP6BgULKYjOrz+tXr9qvSbpbNbJRBkicYkMVgVK/XL5fHr2HlVgUl9YbLVjnMspqM2tvjVoXNIpvZKF8wIJPBKK8/oEBQ6nH7VOWwyG42yuMPyBcIqsvlU7nVJIfFJE8gIJNRshtN8gSC6gufa2i5VW5/QN0un8rCZQMKyGo0qcfrV1efT+U2k+xmk4wGKSips8+toeV29Xr86nL5VGE3y2iQDEbJYjDK7Q+ox+1Tuc0sk8Egm9kolzegXo9XNeW2cL3Q2JRZTPIFgkl99QYCMhuN6uj1qMwWGiuPLyBnOB6HxSSL0aD9vW5VOqxyxzxXZjHJbDSo2+uXs8+nivAxk9Gg3vCx2D6ZjAa1d7tls4TaNRukoMGgnnCclfbQuEqSJxCQglIgKHW7fNF49/V45AiPn9VokCcYlMsbGocKu1kWo1EdfR5V2ELlu91eVTmsoT65vCq3mmUwSDZTaPwi42ozGbU/MgYmo1y+gPo8Pg0tsyogRedTlcMsi8mo/T0eVdjNclhMCgaCstvM6uz1qtPlVaXNLKvZKGefR9UOq1y+gLrdPlWFy4fGxqsqu0VlFqOMBoO6PH519XlV6bCowmqSPxBUT8w5K+0WHTXEcchz6HBpc7q0v8cjp8unmgqzHGazulw+OftC87HSHpqz+/u8cvZ5NaTconKrWd1un5x9oetdU2aVUdLecDvVZWZVWM3qCpepKTfLYUlu1yCpM3ysptyiMmt8mQq7WVZJeyNlKiwqS9GOJDkT6vX5fNrXlbrdSrtZRkkd4WNDyiwqt8X3aWiZVb5AUJ3hftdVWmROGJsqu1kBKSnmXo9P+3sOjFVinWCKeHvcPnX0pu5TqnYq7GZV2sxq7/bI6fKqymFRbblV1WXWuOu7Y39v2nbSjU3sdYmcq9vtU2fvgcdH15TFnSdyj4+NRVL0WLUjPMYuX8rH6erYLSY5Xd64uWaQtC9mrlXaLOrz+OPacfkC0Xk9pMyccm4l9qFQtTld6uj1SAqtN4lrkNsfkAxBVZjN8kuh+3RfaCzKrSbt63XLYTXLbjapy+2LW1ecLo+GOWwKGqTumHubPbymVtmtspuNcvZ5Q8+Hx7jSYgrF4gnfI8P3Q5MkVyAgjz+oXrdPFXaLLEaDvIGArGaj3N7QulRhN6ncalavN7xm2kJrpqTQawOzZDWa1O3xqzthTS0zhdbi2LXPbDTIHwiqptyqHo9f3R6v7CaTelLE1xmz3kZeR1TaLbKYjNrb7VaF3aJKq0kGSd1ef9za4wkEZFRovUtcNz2BgPyBoOwWk4aWHcjF2NyInfedfR6Vh9cgjz+gPrdPNeU2eXwBdbm8KrOZpaAUVFA2U+gcMoTGZ2iG/Op2e1VTZlUgGFSvx68ej1/VjtDrJGefR1UOq9zegDpdXlXYTKqwmqNrbOx9pLPXo45er3o8PvV4/BrisKjKYVGv2ydvIKhAIKhud/g1htWsIQ5L3P0ntt+V4fHrDl+P6nBbRw1xxJ2n1+MPX2uDzEaDhqW4pxWqz/b3Fu09BsgV8xwAgINzONfSkt0QX758ua688ko1NTVJklauXKlnnnlGq1ev1o033phU/qc//am++tWv6oc//KEk6bbbbtPzzz+ve++9VytXrjykse3s6NOCJ9/Wm3/fr/+6ZKJ+uvYjXfbF0bJbjLr3xa16ZeveaNnpDbVqntmg2kqrbntms/7yyT7dd+lp8vgDKcs2TRutuav/qtNGDdGS2Sepvcetn639SC/Hlhtbq6u/dKy+9fDf1OvxS5IaG4bp+zPHakSVXds7+nTvi1u1sbVD/3XJRC3/04dx55k57ggtOf9E3fT0O3HtNjYMU/OMBpmNUm2lXTc9/Y7WJ9Rb8NUTtPj378Ydn95Qq+/NOFY3/OZtPTDvn3TT0+/ola17VWY16b+/cZpsZqN+lqKvi2efqLv/sEX/PnmUnC6fHnz5k6R4vj9zrI6ssmvRbw/EWmY16cF5k3X/i1vjjv3i8n/SvS98lLJPRoNUU27Tpav+opOPrtaS80/SooT+Ra5Vr8evB9Z/EhdvY8MwNTWO0WWr39AXjxmqm849Qbf87r2kczU1jtFlD4bKLPjqCdGxSByrKxKu3benHaOOPq8eXP+pNrZ26L5LT5Pbl36OXLb6DU36Qo1u+5fx+tFTb+tPW/YkXadF/+/dlHWbH92oMqtJj33ni2r5XXKZxPimN9Rq6YXj9YVh5Sp0rXt7tDA85vU1Dv3PFVO04Mm3k/p49YxQ/kjSf10yUb945dO4MtMahunmC07SNx98Xb0ef1yZ2gqrHvn2F5PajdS57MHXJSltmaVzJmjBb97Szk5XyjKx8UWuQaTePX98R7fNObnffSqzmrR63j/pvhdD+TFrXK0WnT8+rp3aCmt4TryXFPPi80/S9b9+Sy0XnJTUbmIuRupc3jhG3//VRkmKK1NmNWUc86///C9q7w5tlp45tlZ3XnRy9A8yf9/bE3d/yeW6pBvPSHy9Hr+mNQzT7RdOiM7xyD3+5Y/aD7QztlZXz2jQtx76a9IYp+tTpjqxZb73pVDOHSizOf7aXf5Pui98b8s0frF9KFSte3t08/++p29+8Qv6xfpPU96vrSaptsKuPn8g5Xy8bc54fbavTyv//HHSffqOOePlU1A/evrdlPP4lt+9qxu+eoLuWvO+nnu3TVLyGMfWWTpnvCwGo7776N/04e5uSdKsccO18NwTtPjpdzNek8ia8Mf3Ptf3vjRWCxPWnMaGYVpy/kla8ux7eiHmHh4Zh6Oq7drf69WKP32ga2cdF723Jcb3nf/5m7bv74s759zVf9XEUUPU1DhGVz2yQT+7ZGJSnn553BFacM4JuvV/k9ey5hkNMhkM6vP69fBr2/SdM4/V6KFlCkjR3Mg0F6+YdoyCCuruP36Yckweff3vunL6MTIapKEVNn20u0s//dNWvbw1vt3Ietjr8Seth7PGDdcN54zTooTXMon5fdYJw7Xk/BO1o9Oln73wUcrXInc+937SNbhm5lh9YWiZRgxxxN0TsuVge5dLy//0Ucp+L3v2fd3yL+ML/o/MsffaiGK5xwC5Yp4DAHBwDvdaaggGg8GDbqXIeDwelZWV6Te/+Y3mzJkTPT5v3jx1dHTo//2//5dUZ9SoUZo/f75+8IMfRI+1tLTot7/9rd56662czut0OlVdXa3Ozk5VVVWlLNPZ61Hzrzbq5Y/a1TyzQRtb92viqBodVW3XM+98HjcRIqY3DNO5E0ZoR6dLkrKWPWVUje59YauWXThez77zedwvehGNDcM0MVwutu7VMxv0sxdCvzRG4ks8T7rjkXavmdmg+17YmnTebPUWfHWc7lqzJfp888wGjay26/cZ+np54xi1OV16Lk0/pzcM0zkTRuimp9/NGEfzzAZtat0ft9kQG9t5E0bIIGl4lV0bt3ek7Ueq88W2M3FUjSRlHIdcy8ReuzvC13p9+LrlOkdi/51pfBLrTqwfotUJv8xnim96wzDd9a+n5P2X+Ew52uZ0af4Tm6J9+l1zY9x8jJXLdZoW3sBInC8PzpucduwidSRlLLN0znh9vKenX9dgWsMw3XHhhKRNsVz6lDgnXv7hl3RjQjvZ+nVDQn6najeXeDLViYxfZHNYCm2K/+ySiep2+3RDzGZ3YjuZ4k81nonHpjUM050XnaxKmzl6jz8UfTrY+0Zi29nG786LTs77u9vS5WkkRyeOqsl4v1503gnq7PNG17JE0xqGqXlmg77+89eTnnvsO6dnrNfUOEa/eOXTuHmWbUx/dN4JMpuMOmv5n6Pl32rdH12zsl3/my84STcnbOzHtn9qwtyM1IusxT9MkXux9W/46jhdcO8rcXUjc7uxYZi+1TgmZW5kizuybu7odGlj635dM3Ns+LVBe9b6sWtaqrYnjqrRxtb90XOMOaI8ej1j2820HuaSd/e+sLVfa2piG+effJRmjhuu63/9VvSekG2+pJubkZje3t6hn10yMe/vFE+Xp5/t7036w2JEodxjgINVDPM8l99LN2zYoEmTJumsH/1CQ0cdf1Dn29f6gZ6/vUlvvvmmTjvttINqC5BKY37mkqfAP6rBWEtL8jPE29vb5ff7VVdXF3e8rq5Ou3btSlln165d/SovSW63W06nM+4na2zdnugvRRPrh+iVrXs1sX6I6qrsKSeCJL28da+GV9k1sX5ITmUn1g+RFNq8TbVJLCl63sS65TZztO1IfInSHY+0W24zpzxvtnpmkzHu+Yn1QzQ867jYVJehny9v3au6KnvWOCbWD0n5i3cktroqu4ZX2TW8ypaxH6nOF9tO5BpmGodcy8Sqq7JH4+/PHHk5RVvZ+he6LrZ+xffy1r3q7POmLH849SdH9/d44vqUOB9j5XKd1ofnZ2KZTGMXqZOtTJ830O9rsH7rXvV4/APqU+Kx7hTtZIs51XgOJBdyGfNYf/6oPfwxBb6M7fR3PBOPrd+6V10uX9w9/lD06WDvG/0dvy6XL+Vzh1OueRrJ0Wz366AMcWtZovXhdSqVbPWGV9mS5lm2MQ3KIJ8/GFf+5X5cf58/mLH9xLkZqRdZizPdyyK5mVg30uYr4b4O5LVAZN2MlCu3maKb4dnqx65pqdqO1I2cI/Z6xrabaT3MdZ3tz5qa2MbwSpv298TfE7LNl3RzMxJT5J422HLN066Ee22sfN1jgEOtEOf5QH4vBTC4yFPggMFYS0tyQ3ywLFu2TNXV1dGf+vr6rHWcrgObgm5fIPrfyL/TiZTJtWzsf7OVi9Xt8md8Ppd2Y9voT72uhA3TXPra7fL3u5+pyuc6/gM5X6p2cjlXf84R+7i/9XMZn8Tn013jTG10uQZ/Q7w/OepMuOEmzsdEA52f2cau2+XPWqarzzuwazDAPiUec6ZoJ5eYc4kxWzwDuf90ubxJMff3uuQyLl0ub9w9Pl07A8m5gZbp77kKOU8jOZrLWpJLnvXneOLzuayVsfHEzv/+XpNU+ZZL/UiM2fI+W24OdE1PfM2S2E62tTJb27HnSHc9MuVOf8+RS9lUxxPXloG+hoqtW9B5mm2+5SF24FArxHk+kN9LAQwu8hQ4YDDW0pLcEK+trZXJZFJbW1vc8ba2Nh155JEp6xx55JH9Ki9JCxcuVGdnZ/Rn+/btWWOrslui/7aFv4TRZjZG/51OpEyuZWP/m61crAq7KePzubQb20Z/6lU6LHGPc+lrhd3U736mKp/r+A/kfKnayeVc/TlH7OP+1s9lfBKfT3eNM7VRabekKHl49SdHq+zx78pLnI+JBjo/s41dhd2UtUylwzKwazDAPiUeq0rRTi4x5xJjtngGcv+ptFuSYu7vdcllXCrtlrh7fLp2BpJzAy3T33MVcp5GcjSXtSSXPOvP8cTnc1krY+OJnf/9vSap8i2X+pEYs+V9ttwc6Jqe+JolsZ1sa2W2tmPPke56ZMqd/p4jl7KpjieuLQN9DRVbt6DzNNt8y0PswKFWiPN8IL+XAhhc5ClwwGCspSW5IW61WjVp0iStXbs2eiwQCGjt2rWaOnVqyjpTp06NKy9Jzz//fNrykmSz2VRVVRX3k01thVVnjq2VJG3c3qHGhmHauL1DbU6XGhuGpawzvWGYdjtdoc8izqHsxu0dkqTdTpemN9SmLNcYUy62bo/bF207El+ijds7NC3N+RvDbUwfQD2fPxD3/MbtHdqddVzcasvQz8jYJcaR2ObG7R0pY47E1uZ0abfTpd1Od8Z+TA+XTddO5BpmGodcy8QKjcGB65brHJmeoq1s/QtdF3e/4pveMEzVWW54h0N/crSm3BrXp8T5GCv2OqUb52nh+ZlYJtPYRepkK+OwGPt9DaY1DFO51TSgPiUeq0jRTraYff5A1nZziSeXMY915tha1VZYVWU3J91fcr0uqcYz8di0hmGqtJvj7vGHok+5zLX+XLts41dpH/zv4s41TyM5mu1+bVBQPW5fxvnY4079v+BlqxeZJ7HzLNuYGhSU2WSIKz89Zo5ku7ZmkyFjTIlzM1IvtBbXZryXRXIzsW6kzcZwXwfyWiCybkb61+P2x+VGpn7Hrmmp2o7UjZwj9nrGtptpPcx1nc3ltUi6a7C7y62acmvO/c40NyMxRe5pgy3XPK1MuNfGytc9BjjUCnGeD+T3UgCDizwFDhiMtbQkN8Qlaf78+Vq1apUefvhhvf/++7rqqqvU09OjpqYmSdLcuXO1cOHCaPlrr71Wa9as0T333KMtW7bo5ptv1t/+9jc1Nzcf0riqy6y686KTdebYWq1eH/pirs07OzWi2qHmGQ1JvyRNb6hV88yxmnLMUG3e2anV6z/NWLZp2hitXv+ppjUM0+QxQ3XNlxuSNounj63VNTPGavX6T6PHGhuGqXnmWB1VdaDtSHyJ59m8s1NL54yP+4U+2saMsTIZDLp1zvikyb15Z6cWn39S0vHpDbVqnjFWVz+yIe751es/1VFDHLpmxtiUfV08+yT95s3tGlHt0BXTxyT1M9KnM46tjYt19fpP1TyjIfnYzLFp+3TsERWaPGaoFjz5drj/E1L3Y+ZYjah2JMXb2BD6MrbV6z/V5p2duvmC1OMXW2bx+Selng8prt2Iaoeapo3RtPB1y2WOTB9bq6UXTtCWz+M/uyzTuSN1Fzz5tm6+IP21jI1vekPoPPn+Qs1s6qrsuuPCA9f16kc26LYU83h6Q62umRnqYyRHEstMaximmy8YrwVPvp1UZsGTb6fMg9g6mcrcfuEEff9XG9OWmd6QnN/TGoZp6YUTdP2vN6Wvk6FPq9d/qmtmjI3m2C3/+25SDqSbE9MahmnJ7JN09SMbUrabmIuROpFcSCyTy5hHnDm2VndddLKqy6waWVOm22Oub67XJd14RuKLvS5H15TF3ePj2hmbfozT9SlTndgykZxLe+1mHrh2mcYv0odCFcnR93d2qmlamnv+jLHqdfs0osqumy9Izt/Ql9JOkNcXTHqusWGYRlQ5tDRF3kfm8ZNvbtftF07Qk28eeEdP4hgnnqvSatbVv9wQPb5lp1M3zz4p65yOrAmr/vxxyjWnMRzT+zs7U47DUVUO3TZnvH6x/pOU97JIfFc/siGubmRuR/694Mm3U+bp+zs7tSSmH4nnbziiQkcNcWjzzk5dM3Osxgwti8uNTHMxsqalW0s37+yMW5vNRkPK8cy0Hm7Z6QzFn+K6xeb3B587NS18j0z3WmRzimtwzcyxmnHcEaqrsufc79svnCCL0ZC23x987oze0wrV0Qn32ohiuMcAuWKeAwBwcAZjLTUEg8Fg9mL/mO69917dfffd2rVrl0499VT913/9l04//XRJ0pe+9CWNHj1aDz30ULT8r3/9ay1atEjbtm3T2LFj9eMf/1jnnntuzufrz7cEd/Z61N7tUY/bqyqHRR5/QMGgZDEZ1ef1q9ftV4XdLLvZKIMkbzAgkyH0nMvj19Dy0C9DveGyVQ6zrCaj9va4VW6zyG42yhsIyGw0yusPKBAMvfOtym6R3WKUxx+QLxBUl8unMqtJDotJ3kBARqPkMJrkCQSj56opt8rjD6jb5ZMjXDaooKxGo3q8fnX1+VRmM8luNslkkIKSOvs8GlpuU6/Hry63TxU2s4wGSQbJajTK7Q+ox+1TudUsk9Egm8koly+gXo9XNZF6rtDYlFtM8gWC0b5WOsyymUN9sBiN6uj1qMwWPuYLyBmOx2ExyWo0aH+vWxUOa9xzZRaTLEaDumPiL7OYZDYa1Ov1yxkeF7vZJKNBMhsNau92y2oJlzNIMhjUHY6z0h4ac0nyBAJSUAoEpW63T5V2s2wmo/b1emS3hOKyGQ3yBINyeUPjUGEzy2IyqqPPowpb6Fr2uL2qtIfG3unyqswaGkObKTR+Xa5QPZvZqP2RMQiPY5/Hp5oyq4JSaD55/Kq0h9rd3+NRud2scotJgUBQdptZnb1edbq80facfR5VOayhz2Z1+1RlN6vMYlKP1y9nX6i/5RajjAaDumLGoMJqkj8QVE/MtaqyWwpmMzyXHG1zurS/J/QljDXlZjksZnW5fNE+VtnNMhkM2t/njc7RCptZ3W6fnH2hsaopt8ooaW+4nWqHWRU2s7rCZYaUm1WWol2DpM7wseoyi8qt8WUq7WZZJe3NUCbyv+c7E+r1+Xza352+jlFSR/hYqj4NLbfKFwiqM9zv4RUWmc3x7VTbzQpISTH3enzq6D3QbmKdYIp4e9w+dfal7lO1w6JyW/LYVNrMau/2RI/VVliTNo527O+NtpMYT7qxib0ukXOFxubA48QFO3KPj41FUvRYVbgP3TGxxD5OV8duMcnp8sbNNYOkfTFzrdJuUV9MXtZWWOXyBaLzurrMnHJuFcov8NnytM3pUkdv6EsFg1J0HYvcrz2BgKSgKsxm+SX1JNyj9ve6ZbOa5TCb1OX2xa2hXS6PhjpsChqUdH/3BgOqtltlNxvl7PNGn6+yW1RpNYViSTiXSZI7EJDbF1Svxx++1xvkDQRkNRvl9obWpQq7SeVWs3q9/ui93RheTxWUzGbJZjSp2+NXt8unCvuBNbXcHLk3H1j7LEaD/IGgasqt6vH41e3xym4yJY2FSVJnzHprMxm1r8etCrtFlvC/y22h/hmk0JoZs/Z4AgEZFVrvYtdNU/g6+ANB2c0mDS0/kIuxuRE77zv7vOHXEka5fQH1efyqKQutgZFrLIMUDAZlNYWutdEQOnfkNVGqdnvcXg1xWBVQ6Br0evyqsltksxjV1edRpcMaug4ur8qsJlXazHKHX/PE3kc6ez3q6PWqx+NTr8evakfoo5h63T75AkH5A0F1u0NxllvNGlJmibv/xPa7Ivy6IHaOVTtCa2XieSpsoddJJqNBw8qT72n5ki1PP9vfW7D3GOBQKeR5nstr3g0bNmjSpEk660e/0NBRxx/U+fa1fqDnb2/Sm2++qdNOO+2g2gKk0pif/dk/Av5RHc61tKT/v8Tm5ua07/Bet25d0rF/+7d/07/9278d5qhCqssOzy81Y46oOORtFrujh5UfknbqD7KdMYckikPQ9hHJh+qq7IcqlKJXV2XPaTyOzGGT/4gBjOtROZQZnkOZkakOprj2sUbk0O7h+uNGyngHUCbbfXVkTVlO7STK5bokxpEqlsRjdQmvfRMfp6pzlJKvwfAsc61a/zh5nmuOpnOw93Ip+zwrJNVlklLMmYjEuR37OuKYw/CaIlVupJr3A227f+3mPhcO9nVbrvUP1+vDwVYom4LA4cQ8BwDg4BzOtbRkPzIFAAAAAAAAAFBa2BAHAAAAAAAAAJQENsQBAAAAAAAAACWhpD9DfLBFvr/U6XTmORKguFRWVspgMBz285CjwMAMVo5K5CkwUOQpUNgKLUe7u7slSZ2ffaKAz39Q5+va9XdJoS9CjLR7MIxGowKBQMG0U6ht/SPH9OGHH0o6tPOzu7s767pVaHkKIFmueWoIRrIMh91nn32m+vr6fIcBFJ3B+mZtchQYmMHKUYk8BQaKPAUKGzkKFD7yFCh8ueYpG+KDKBAIaOfOnYP6V8VUnE6n6uvrtX379kG7mRcrxip3h3OsBitnDmWOMncOL8b38OvPGA/mulYoa+nhxhxPxpgkK+Y85XoOPsZ88JGj6C/GffCRp+gPxnzw9XfMc81TPjJlEBmNRh199NH5DiOqqqqKBM4RY5W7Yh6rw5GjxTwexYDxPfwKbYwLbS093Apt/AsBY5Ks0MakP3laaLGXAsZ88BXamJOjhY9xH3yFNubkaWFjzAffoR5zvlQTAAAAAAAAAFAS2BAHAAAAAAAAAJQENsRLkM1mU0tLi2w2W75DKXiMVe4Yq3iMx+HF+B5+jHF+Mf7JGJNkxTwmxRx7sWLMB18xj3kxx17MGPfBV8xjXsyxFyvGfPAdrjHnSzUBAAAAAAAAACWBd4gDAAAAAAAAAEoCG+IAAAAAAAAAgJLAhjgAAAAAAAAAoCSwIT6IgsGgnE6n+Nh2oDCRo0DhI0+BwkeeAoWNHAUKH3kKHF5siA+irq4uVVdXq6urK9+hAEiBHAUKH3kKFD7yFChs5ChQ+MhT4PBiQxwAAAAAAAAAUBLYEAcAAAAAAAAAlAQ2xAEAAAAAAAAAJYENcQAAAAAAAABASWBDHAAAAAAAAABQEkp2Q/zPf/6zZs+eraOOOkoGg0G//e1vs9ZZt26dTjvtNNlsNjU0NOihhx467HECAAAAAAAAAA4Nc74DyJeenh6dcsop+ta3vqWvfe1rWct/+umnOu+88/Td735XjzzyiNauXatvf/vbGjFihM4+++xDHl9nr0ft3R51u72qdljk8QcUDEoWk1F9Xr963X5V2s2ymY0ySPIEA7IYjOr1+uXy+DWs3KqgpN5w2SqHWVaTUXt73KqwWWQzG+ULBmQyGOX1BxQISj1un6ocFtnNRnn8AfkCQXW5fCq3muSwmOQJBGQySnajSZ5AUH3hcw0tt8rtD6jb5VNZuGxAAVmNJvV4/erq86ncZpLdbJLRIAUldfa5NbTcrl6PX10unyrsZhkNksEoWQxGuf0B9bh9KreZZTIYZDMb5fIG1OvxqqbcFq4XGpsyi0m+QDCpr95AQGajUR29HpXZQmPl8QXkDMfjsJhkMRq0v9etSodV7pjnyiwmmY0GdXv9cvb5VBE+ZjIa1Bs+Ftsnk9Gg9m63bJZQu2aDFDQY1BOOs9IeGldJ8gQCUlAKBKVuly8a774ejxzh8bMaDfIEg3J5Q+NQYTfLYjSqo8+jCluofLfbqyqHNdQnl1flVrMMBslmCo1fZFxtJqP2R8bAZJTLF1Cfx6ehZVYFpOh8qnKYZTEZtb/Howq7WQ6LScFAUHabWZ29XnW6vKq0mWU1G+Xs86jaYZXLF1C326eqcPnQ2HhVZbeozGKU0WBQl8evrj6vKh0WVVhN8geC6ok5Z6XdoqOGOA55Dh0ubU6X9vd45HT5VFNhlsNsVpfLJ2dfaD5W2kNzdn+fV84+r4aUW1RuNavb7ZOzL3S9a8qsMkraG26nusysCqtZXeEyNeVmOSzJ7RokdYaP1ZRbVGaNL1NhN8sqaW+kTIVFZSnakSRnQr0+n0/7ulK3W2k3yyipI3xsSJlF5bb4Pg0ts8oXCKoz3O+6SovMCWNTZTcrICXF3OvxaX/PgbFKrBNMEW+P26eO3tR9StVOhd2sSptZ7d0eOV1eVTksqi23qrrMGnd9d+zvTdtOurGJvS6Rc3W7fersPfD46JqyuPNE7vGxsUiKHqt2hMfY5Uv5OF0du8Ukp8sbN9cMkvbFzLVKm0V9Hn9cOy5fIDqvh5SZU86txD4UqjanSx29Hkmh9SZxDXL7A5IhqAqzWX4pdJ/uC41FudWkfb1uOaxm2c0mdbl9ceuK0+XRMIdNQYPUHXNvs4fX1Cq7VXazUc4+b+j58BhXWkyhWDzhe2T4fmiS5AoE5PEH1ev2qcJukcVokDcQkNVslNsbWpcq7CaVW83q9YbXTFtozZQUem1glqxGk7o9fnUnrKllptBaHLv2mY0G+QNB1ZRb1ePxq9vjld1kUk+K+Dpj1tvI64hKu0UWk1F7u92qsFtUaTXJIKnb649bezyBgIwKrXeJ66YnEJA/EJTdYtLQsgO5GJsbsfO+s8+j8vAa5PEH1Of2qabcJo8voC6XV2U2sxSUggrKZgqdQ4bQ+AzNkF/dbq9qyqwKBIPq9fjV4/Gr2hF6neTs86jKYZXbG1Cny6sKm0kVVnN0jY29j3T2etTR61WPx6cej19DHBZVOSzqdfvkDQQVCATV7Q6/xrCaNcRhibv/xPa7Mjx+3eHrUR1u66ghjrjz9Hr84WttkNlo0LAU97RC9dn+3qK9xwC5KuZ5XsyxAwCQi5LdED/nnHN0zjnn5Fx+5cqVGjNmjO655x5J0gknnKD169frP//zPw/5hvjOjj4tePJtvfn3/fqvSybqp2s/0mVfHC27xah7X9yqV7bujZad3lCr5pkNqq206rZnNusvn+zTfZeeJo8/kLJs07TRmrv6rzpt1BAtmX2S2nvc+tnaj/RybLmxtbr6S8fqWw//Tb0evySpsWGYvj9zrEZU2bW9o0/3vrhVG1s79F+XTNTyP30Yd56Z447QkvNP1E1PvxPXbmPDMDXPaJDZKNVW2nXT0+9ofUK9BV89QYt//27c8ekNtfrejGN1w2/e1gPz/kk3Pf2OXtm6V2VWk/77G6fJZjbqZyn6unj2ibr7D1v075NHyeny6cGXP0mK5/szx+rIKrsW/fZArGVWkx6cN1n3v7g17tgvLv8n3fvCRyn7ZDRINeU2XbrqLzr56GotOf8kLUroX+Ra9Xr8emD9J3HxNjYMU1PjGF22+g198ZihuuncE3TL795LOldT4xhd9mCozIKvnhAdi8SxuiLh2n172jHq6PPqwfWfamNrh+679DS5fennyGWr39CkL9Totn8Zrx899bb+tGVP0nVa9P/eTVm3+dGNKrOa9Nh3vqiW3yWXSYxvekOtll44Xl8YVq5C17q3RwvDY15f49D/XDFFC558O6mPV88I5Y8k/dclE/WLVz6NKzOtYZhuvuAkffPB19Xr8ceVqa2w6pFvfzGp3Uidyx58XZLSllk6Z4IW/OYt7ex0pSwTG1/kGkTq3fPHd3TbnJP73acyq0mr5/2T7nsxlB+zxtVq0fnj49qprbCG58R7STEvPv8kXf/rt9RywUlJ7SbmYqTO5Y1j9P1fbZSkuDJlVlPGMf/6z/+i9u7QZumZY2t150UnR/8g8/e9PXH3l1yuS7rxjMTX6/FrWsMw3X7hhOgcj9zjX/6o/UA7Y2t19YwGfeuhvyaNcbo+ZaoTW+Z7Xwrl3IEym+Ov3eX/pPvC97ZM4xfbh0LVurdHN//ve/rmF7+gX6z/NOX92mqSaivs6vMHUs7H2+aM12f7+rTyzx8n3afvmDNePgX1o6ffTTmPb/ndu7rhqyforjXv67l32yQlj3FsnaVzxstiMOq7j/5NH+7uliTNGjdcC889QYuffjfjNYmsCX9873N970tjtTBhzWlsGKYl55+kJc++pxdi7uGRcTiq2q79vV6t+NMHunbWcdF7W2J83/mfv2n7/r64c85d/VdNHDVETY1jdNUjG/SzSyYm5emXxx2hBeecoFv/N3kta57RIJPBoD6vXw+/tk3fOfNYjR5apoAUzY1Mc/GKaccoqKDu/uOHKcfk0df/riunHyOjQRpaYdNHu7v00z9t1ctb49uNrIe9Hn/Sejhr3HDdcM44LUp4LZOY32edMFxLzj9ROzpd+tkLH6V8LXLnc+8nXYNrZo7VF4aWacQQR9w9IVsOtne5tPxPH6Xs97Jn39ct/zK+4P/IHHuvjSiWewyQq2Ke58UcOwAAuTIEg8FgvoPIN4PBoKefflpz5sxJW+bMM8/UaaedphUrVkSP/eIXv9APfvADdXZ25nQep9Op6upqdXZ2qqqqKmWZzl6Pmn+1US9/1K7mmQ3a2LpfE0fV6Khqu5555/O4FyYR0xuG6dwJI7Sj0yVJWcueMqpG976wVcsuHK9n3/k87he9iMaGYZoYLhdb9+qZDfrZC6FfGiPxJZ4n3fFIu9fMbNB9L2xNOm+2egu+Ok53rdkSfb55ZoNGVtv1+wx9vbxxjNqcLj2Xpp/TG4bpnAkjdNPT72aMo3lmgza17o/bbIiN7bwJI2SQNLzKro3bO9L2I9X5YtuZOKpGkjKOQ65lYq/dHeFrvT583XKdI7H/zjQ+iXUn1g/R6oRf5jPFN71hmO7611Py/kt8phxtc7o0/4lN0T79rrkxbj7GyuU6TQtvYCTOlwfnTU47dpE6kjKWWTpnvD7e09OvazCtYZjuuHBC0qZYLn1KnBMv//BLujGhnWz9uiEhv1O1m0s8mepExi+yOSyFNsV/dslEdbt9uiFmszuxnUzxpxrPxGPTGobpzotOVqXNHL3HH4o+Hex9I7HtbON350Un5/0dYunyNJKjE0fVZLxfLzrvBHX2eaNrWaJpDcPUPLNBX//560nPPfad0zPWa2oco1+88mncPMs2pj867wSZTUadtfzP0fJvte6PrlnZrv/NF5ykmxM29mPbPzVhbkbqRdbiH6bIvdj6N3x1nC6495W4upG53dgwTN9qHJMyN7LFHVk3d3S6tLF1v66ZOTb82qA9a/3YNS1V2xNH1Whj6/7oOcYcUR69nrHtZloPc8m7e1/Y2q81NbGN808+SjPHDdf1v34rek/INl/Szc1ITG9v79DPLpmY93eKp8vTz/b3Jv1hMaJQ7jHAwSqGeU6OAoUvl/0jAANXsp8h3l+7du1SXV1d3LG6ujo5nU719fWlrON2u+V0OuN+smnv9kR/KZpYP0SvbN2rifVDVFdlT/nCRJJe3rpXw6vsmlg/JKeyE+uHSApt3qbaJJYUPW9i3XKbOdp2JL5E6Y5H2i23mVOeN1s9s8kY9/zE+iEannVcbKrL0M+Xt+5VXZU9axwT64ek/MU7EltdlV3Dq+waXmXL2I9U54ttJ3INM41DrmVi1VXZo/H3Z468nKKtbP0LXRdbv+J7eetedfZ5U5Y/nPqTo/t7PHF9SpyPsXK5TuvD8zOxTKaxi9TJVqbPG+j3NVi/da96PP4B9SnxWHeKdrLFnGo8B5ILuYx5rD9/1B7+mAJfxnb6O56Jx9Zv3asuly/uHn8o+nSw943+jl+Xy5fyucMp1zyN5Gi2+3VQhri1LNH68DqVSrZ6w6tsSfMs25gGZZDPH4wr/3I/rr/PH8zYfuLcjNSLrMWZ7mWR3EysG2nzlXBfB/JaILJuRsqV20zRzfBs9WPXtFRtR+pGzhF7PWPbzbQe5rrO9mdNTWxjeKVN+3vi7wnZ5ku6uRmJKXJPG2y55mlXwr02Vr7uMcChVojznBwFCt9A9o8ADBwb4ofRsmXLVF1dHf2pr6/PWsfpOrAp6PYFov+N/DudSJlcy8b+N1u5WN0uf8bnc2k3to3+1OtK2DDNpa/dLn+/+5mqfK7jP5DzpWonl3P15xyxj/tbP5fxSXw+3TXO1EaXa/A3xPuTo86EXwAS52Oigc7PbGPX7fJnLdPV5x3YNRhgnxKPOVO0k0vMucSYLZ6B3H+6XN6kmPt7XXIZly6XN+4en66dgeTcQMv091yFnKeRHM1lLcklz/pzPPH5XNbK2Hhi539/r0mqfMulfiTGbHmfLTcHuqYnvmZJbCfbWpmt7dhzpLsemXKnv+fIpWyq44lry0BfQ8XWLeg8zTbf8hA7cKgV4jwnR4HCN5D9IwADx4Z4jo488ki1tbXFHWtra1NVVZUcjtQf87Bw4UJ1dnZGf7Zv3571PFV2S/TftvCXMNrMxui/04mUybVs7H+zlYtVYTdlfD6XdmPb6E+9Socl7nEufa2wm/rdz1Tlcx3/gZwvVTu5nKs/54h93N/6uYxP4vPprnGmNirtlhQlD6/+5GiVPf5deYnzMdFA52e2sauwm7KWqXRYBnYNBtinxGNVKdrJJeZcYswWz0DuP5V2S1LM/b0uuYxLpd0Sd49P185Acm6gZfp7rkLO00iO5rKW5JJn/Tme+Hwua2VsPLHzv7/XJFW+5VI/EmO2vM+WmwNd0xNfsyS2k22tzNZ27DnSXY9MudPfc+RSNtXxxLVloK+hYusWdJ5mm295iB041ApxnpOjQOEbyP4RgIFjQzxHU6dO1dq1a+OOPf/885o6dWraOjabTVVVVXE/2dRWWHXm2FpJ0sbtHWpsGKaN2zvU5nSpsWFYyjrTG4Zpt9MV+iziHMpu3N4hSdrtdGl6Q23Kco0x5WLr9rh90bYj8SXauL1D09KcvzHcxvQB1PP5A3HPb9zeod1Zx8Wttgz9jIxdYhyJbW7c3pEy5khsbU6Xdjtd2u10Z+zH9HDZdO1ErmGmcci1TKzQGBy4brnOkekp2srWv9B1cfcrvukNw1Sd5QX44dCfHK0pt8b1KXE+xoq9TunGeVp4fiaWyTR2kTrZyjgsxn5fg2kNw1RuNQ2oT4nHKlK0ky1mnz+Qtd1c4sllzGOdObZWtRVWVdnNSfeXXK9LqvFMPDatYZgq7ea4e/yh6FMuc60/1y7b+FXaB/+7uHPN00iOZrtfGxRUj9uXcT72uFP/L+HZ6kXmSew8yzamBgVlNhniyk+PmSPZrq3ZZMgYU+LcjNQLrcW1Ge9lkdxMrBtpszHc14G8Foism5H+9bj9cbmRqd+xa1qqtiN1I+eIvZ6x7WZaD3NdZ3N5LZLuGuzucqum3JpzvzPNzUhMkXvaYMs1TysT7rWx8nWPAQ61Qpzn5ChQ+AayfwRg4Ep2Q7y7u1ubNm3Spk2bJEmffvqpNm3apNbWVkmhv87NnTs3Wv673/2uPvnkE91www3asmWL7r//fj3xxBO67rrrDmlc1WVW3XnRyTpzbK1Wrw99MdfmnZ0aUe1Q84yGpF+SpjfUqnnmWE05Zqg27+zU6vWfZizbNG2MVq//VNMahmnymKG65ssNSZvF08fW6poZY7V6/afRY40Nw9Q8c6yOqjrQdiS+xPNs3tmppXPGx/1CH21jxliZDAbdOmd80outzTs7tfj8k5KOT2+oVfOMsbr6kQ1xz69e/6mOGuLQNTPGpuzr4tkn6TdvbteIaoeumD4mqZ+RPp1xbG1crKvXf6rmGQ3Jx2aOTdunY4+o0OQxQ7XgybfD/Z+Quh8zx2pEtSMp3saG0JexrV7/qTbv7NTNF6Qev9gyi88/KfV8SHHtRlQ71DRtjKaFr1suc2T62FotvXCCtnwe/9llmc4dqbvgybd18wXpr2VsfNMbQufJ9xdqZlNXZdcdFx64rlc/skG3pZjH0xtqdc3MUB8jOZJYZlrDMN18wXgtePLtpDILnnw7ZR7E1slU5vYLJ+j7v9qYtsz0huT8ntYwTEsvnKDrf70pfZ0MfVq9/lNdM2NsNMdu+d93k3Ig3ZyY1jBMS2afpKsf2ZCy3cRcjNSJ5EJimVzGPOLMsbW666KTVV1m1ciaMt0ec31zvS7pxjMSX+x1ObqmLO4eH9fO2PRjnK5PmerElonkXNprN/PAtcs0fpE+FKpIjr6/s1NN09Lc82eMVa/bpxFVdt18QXL+hr6UdoK8vmDSc40NwzSiyqGlKfI+Mo+ffHO7br9wgp5888A7ehLHOPFclVazrv7lhujxLTudunn2SVnndGRNWPXnj1OuOY3hmN7f2Zl0vHlGaD2/bc54/WL9JynvZZH4rn5kQ1zdyNyO/HvBk2+nzNP3d3ZqSUw/Es/fcESFjhri0Oadnbpm5liNGVoWlxuZ5mJkTUu3lm7e2Rm3NpuNhpTjmWk93LLTGYo/xXWLze8PPndqWvgeme61yOYU1+CamWM147gjVFdlz7nft184QRajIW2/P/jcGb2nFaqjE+61EcVwjwFyVczzvJhjBwCgPwzBYDCYvdg/nnXr1mnGjBlJx+fNm6eHHnpIl19+ubZt26Z169bF1bnuuuu0efNmHX300Vq8eLEuv/zynM/Zn28J7uz1qL3box63V1UOizz+gIJByWIyqs/rV6/brwq7WXazUQZJ3mBAJkPoOZfHr6HloV+GesNlqxxmWU1G7e1xq9xmkd1slDcQkNlolNcfUCAYeudbld0iu8Uojz8gXyCoLpdPZVaTHBaTvIGAjEbJYTTJEwhGz1VTbpXHH1C3yydHuGxQQVmNRvV4/erq86nMZpLdbJLJIAUldfZ5NLTcpl6PX11unypsZhkNkgyS1WiU2x9Qj9uncqtZJqNBNpNRLl9AvR6vaiL1XKGxKbeY5AsEo32tdJhlM4f6YDEa1dHrUZktfMwXkDMcj8NiktVo0P5etyoc1rjnyiwmWYwGdcfEX2YxyWw0qNfrlzM8LnazSUaDZDYa1N7tltUSLmeQZDCoOxxnpT005pLkCQSkoBQISt1unyrtZtlMRu3r9chuCcVlMxrkCQbl8obGocJmlsVkVEefRxW20LXscXtVaQ+NvdPlVZk1NIY2U2j8ulyhejazUfsjYxAexz6PTzVlVgWl0Hzy+FVpD7W7v8ejcrtZ5RaTAoGg7DazOnu96nR5o+05+zyqclhDn83q9qnKblaZxaQer1/OvlB/yy1GGQ0GdcWMQYXVJH8gqJ6Ya1VltxTMZnguOdrmdGl/T+hLGGvKzXJYzOpy+aJ9rLKbZTIYtL/PG52jFTazut0+OftCY1VTbpVR0t5wO9UOsypsZnWFywwpN6ssRbsGSZ3hY9VlFpVb48tU2s2yStqboUzkf893JtTr8/m0vzt9HaOkjvCxVH0aWm6VLxBUZ7jfwyssMpvj26m2mxWQkmLu9fjU0Xug3cQ6wRTx9rh96uxL3adqh0XltuSxqbSZ1d7tiR6rrbAmbRzt2N8bbScxnnRjE3tdIucKjc2Bx4m/QEbu8bGxSIoeqwr3oTsmltjH6erYLSY5Xd64uWaQtC9mrlXaLeqLycvaCqtcvkB0XleXmVPOrUL5JThbnrY5XeroDX2pYFCKrmOR+7UnEJAUVIXZLL+knoR71P5et2xWsxxmk7rcvrg1tMvl0VCHTUGDku7v3mBA1Xar7GajnH3e6PNVdosqraZQLAnnMklyBwJy+4Lq9fjD93qDvIGArGaj3N7QulRhN6ncalav1x+9txvD66mCktks2YwmdXv86nb5VGE/sKaWmyP35gNrn8VokD8QVE25VT0ev7o9XtlNpqSxMEnqjFlvbSaj9vW4VWG3yBL+d7kt1D+DFFozY9YeTyAgo0LrXey6aQpfB38gKLvZpKHlB3IxNjdi531nnzf8WsIoty+gPo9fNWWhNTByjWWQgsGgrKbQtTYaQueOvCZK1W6P26shDqsCCl2DXo9fVXaLbBajuvo8qnRYQ9fB5VWZ1aRKm1nu8Gue2PtIZ69HHb1e9Xh86vX4Ve0IfRRTr9snXyAofyCobncoznKrWUPKLHH3n9h+V4RfF8TOsWpHaK1MPE+FLfQ6yWQ0aFh58j0tX7Ll6Wf7ewv2HgMcKoU8z8lRoPD1Z/8IQP+V7IZ4PnBDAwobOQoUPvIUKHzkKVDYyFGg8JGnwOFVsh+ZAgAAAAAAAAAoLWyIAwAAAAAAAABKAhviAAAAAAAAAICSwIY4AAAAAAAAAKAksCEOAAAAAAAAACgJbIgDAAAAAAAAAEoCG+IAAAAAAAAAgJLAhjgAAAAAAAAAoCSwIQ4AAAAAAAAAKAlsiAMAAAAAAAAASgIb4gAAAAAAAACAksCGOAAAAAAAAACgJLAhDgAAAAAAAAAoCWyIAwAAAAAAAABKAhviAAAAAAAAAICSwIY4AAAAAAAAAKAksCEOAAAAAAAAACgJbIgDAAAAAAAAAEoCG+IAAAAAAAAAgJLAhjgAAAAAAAAAoCSwIQ4AAAAAAAAAKAlsiAMAAAAAAAAASgIb4gAAAAAAAACAksCGOAAAAAAAAACgJLAhDgAAAAAAAAAoCWyIAwAAAAAAAABKAhviAAAAAAAAAICSwIY4AAAAAAAAAKAksCEOAAAAAAAAACgJbIgDAAAAAAAAAEpCSW+I33fffRo9erTsdrtOP/10vfHGGxnLr1ixQscff7wcDofq6+t13XXXyeVyDVK0AAAAAAAAAICDUbIb4o8//rjmz5+vlpYWbdiwQaeccorOPvts7d69O2X5Rx99VDfeeKNaWlr0/vvv68EHH9Tjjz+um266aZAjBwAAAAAAAAAMRMluiC9fvlxXXnmlmpqadOKJJ2rlypUqKyvT6tWrU5Z/9dVX1djYqEsvvVSjR4/WV77yFV1yySVZ31UOAAAAAAAAACgM5nwHkA8ej0dvvvmmFi5cGD1mNBo1a9YsvfbaaynrnHHGGfrlL3+pN954Q1OmTNEnn3yiZ599Vpdddlna87jdbrnd7uhjp9N56DoB4KCRo0DhI0+BwkeeAoWNHAUKH3kKDK6SfId4e3u7/H6/6urq4o7X1dVp165dKetceumluvXWWzVt2jRZLBYde+yx+tKXvpTxI1OWLVum6urq6E99ff0h7QeAg0OOAoWPPAUKH3kKFDZyFCh85CkwuAzBYDCY7yAG286dOzVy5Ei9+uqrmjp1avT4DTfcoJdeekmvv/56Up1169bp61//upYuXarTTz9dW7du1bXXXqsrr7xSixcvTnmeVH/hq6+vV2dnp6qqqg59xwD0CzkKFD7yFCh85ClQ2MhRoPCRp8DgKsmPTKmtrZXJZFJbW1vc8ba2Nh155JEp6yxevFiXXXaZvv3tb0uSJkyYoJ6eHn3nO9/Rj370IxmNyW+2t9lsstlsh74DAA4JchQofOQpUPjIU6CwkaNA4SNPgcFVkhviVqtVkyZN0tq1azVnzhxJUiAQ0Nq1a9Xc3JyyTm9vb9Kmt8lkkiSV4JvsAQAAAAAAkEetra1qb28/JG3V1tZq1KhRh6QtoNCV5Ia4JM2fP1/z5s3T5MmTNWXKFK1YsUI9PT1qamqSJM2dO1cjR47UsmXLJEmzZ8/W8uXLNXHixOhHpixevFizZ8+ObowDAAAAAAAAh1tra6vGjTtBfX29h6Q9h6NMW7a8z6Y4SkLJbohffPHF2rNnj5YsWaJdu3bp1FNP1Zo1a6JftNna2hr3jvBFixbJYDBo0aJF2rFjh4444gjNnj1bt99+e766AAAAAAAAgBLU3t6uvr5enf6tFlWNGH1QbTk/36bXV9+i9vZ2NsRREkp2Q1ySmpub035Eyrp16+Iem81mtbS0qKWlZRAiAwAAAAAAADKrGjFaQ0cdn+8wgKKS/E2QAAAAAAAAAAD8A2JDHAAAAAAAAABQEtgQBwAAAAAAAACUhJL+DHEAAAAAAAAAwKHV2tqq9vb2g26ntrb2kH/ZKxviAAAAAAAAAIBDorW1VePGnaC+vt6DbsvhKNOWLe8f0k1xNsQBAAAAAAAAAIdEe3u7+vp6dfq3WlQ1YvSA23F+vk2vr75F7e3tbIgDAAAAAAAAAApX1YjRGjrq+HyHkYQv1QQAAAAAAAAAlAQ2xAEAAAAAAAAAJYENcQAAAAAAAABASWBDHAAAAAAAAABQEopuQ9zn8+lPf/qT/s//+T/q6uqSJO3cuVPd3d15jgwAAAAAAAAAUMjM+Q6gP/7+97/rq1/9qlpbW+V2u3XWWWepsrJSd911l9xut1auXJnvEAEAAAAAAAAABaqo3iF+7bXXavLkydq/f78cDkf0+IUXXqi1a9fmMTIAAAAAAAAAQKErqneIv/zyy3r11VdltVrjjo8ePVo7duzIU1QAAAAAAAAAgGJQVO8QDwQC8vv9Scc/++wzVVZW5iEiAAAAAAAAAECxKKoN8a985StasWJF9LHBYFB3d7daWlp07rnn5i8wAAAAAAAAAEDBK6qPTLnnnnt09tln68QTT5TL5dKll16qjz76SLW1tfrVr36V7/AAAAAAAAAAAAWsqDbEjz76aL311lt67LHH9Pbbb6u7u1tXXHGFvvGNb8R9ySYAAAAAAAAAAImKakNcksxms775zW/mOwwAAAAAAAAAQJEp+A3x3/3udzmXveCCCw5jJAAAAAAAAACAYlbwG+Jz5szJqZzBYJDf7z+8wQAAAAAAAAAAilbBb4gHAoF8hwAAAAAAAAAA+AdgzHcAAAAAAAAAAAAMhoJ/h3iinp4evfTSS2ptbZXH44l77vvf/36eogIAAAAAAAAAFLqi2hDfuHGjzj33XPX29qqnp0dDhw5Ve3u7ysrKNHz4cDbEAQAAAAAAAABpFdVHplx33XWaPXu29u/fL4fDob/85S/6+9//rkmTJuknP/lJvsMDAAAAAAAAABSwotoQ37Rpk/6//+//k9FolMlkktvtVn19vX784x/rpptuynd4AAAAAAAAAIACVlQb4haLRUZjKOThw4ertbVVklRdXa3t27fnMzQAAAAAAAAAQIErqg3xiRMn6q9//ask6Z//+Z+1ZMkSPfLII/rBD36g8ePH97u9++67T6NHj5bdbtfpp5+uN954I2P5jo4OXX311RoxYoRsNpuOO+44PfvsswPqCwAAAAAAAABgcBXVhvgdd9yhESNGSJJuv/121dTU6KqrrtKePXv085//vF9tPf7445o/f75aWlq0YcMGnXLKKTr77LO1e/fulOU9Ho/OOussbdu2Tb/5zW/0wQcfaNWqVRo5cuRB9wsAAAAAAAAAcPiZ8x1Af0yePDn67+HDh2vNmjUDbmv58uW68sor1dTUJElauXKlnnnmGa1evVo33nhjUvnVq1dr3759evXVV2WxWCRJo0ePHvD5AQAAAAAAAACDq6jeIX6oeDwevfnmm5o1a1b0mNFo1KxZs/Taa6+lrPO73/1OU6dO1dVXX626ujqNHz9ed9xxh/x+/2CFDQAAAAAAAAA4CEXxDvGZM2fmVO6FF17IqVx7e7v8fr/q6urijtfV1WnLli0p63zyySd64YUX9I1vfEPPPvustm7dqu9973vyer1qaWlJWcftdsvtdkcfO53OnOIDMDjIUaDwkadA4SNPgcJGjgKFjzwFBldRbIivW7dOX/jCF3TeeedFP65ksAUCAQ0fPlw///nPZTKZNGnSJO3YsUN333132g3xZcuW6ZZbbhnkSAHkihwFCh95ChQ+8hQobOQoUPjIU2BwFcVHptx1111yOBz69a9/LYPBoCuuuEL/+Z//mfSTq9raWplMJrW1tcUdb2tr05FHHpmyzogRI3TcccfJZDJFj51wwgnatWuXPB5PyjoLFy5UZ2dn9Gf79u05xwjg8CNHgcJHngKFjzwFChs5ChQ+8hQYXEWxIf7DH/5Qmzdv1m9/+1t1dXWpsbFRU6ZM0cqVKwf0v5FYrVZNmjRJa9eujR4LBAJau3atpk6dmrJOY2Ojtm7dqkAgED324YcfasSIEbJarSnr2Gw2VVVVxf0AKBzkKFD4yFOg8JGnQGEjR4HCR54Cg6soNsQjpk6dqlWrVunzzz/X1VdfrdWrV+uoo44a0Kb4/PnztWrVKj388MN6//33ddVVV6mnp0dNTU2SpLlz52rhwoXR8ldddZX27duna6+9Vh9++KGeeeYZ3XHHHbr66qsPWf8AAAAAAAAAAIdPUXyGeKINGzbopZde0vvvv6/x48cP6HPFL774Yu3Zs0dLlizRrl27dOqpp2rNmjXRL9psbW2V0Xjg7wX19fX6wx/+oOuuu04nn3yyRo4cqWuvvVYLFiw4ZP0CAAAAAAAAABw+RbMhvnPnTj300EN66KGH5HQ69c1vflOvv/66TjzxxAG32dzcrObm5pTPrVu3LunY1KlT9Ze//GXA5wMAAAAAAAAA5E9RbIife+65evHFF/WVr3xFd999t8477zyZzUUROgAAAAAAAACgQBTFrvKaNWs0YsQItba26pZbbtEtt9ySstyGDRsGOTIAAAAAAAAAQLEoig3xlpaWfIcAAAAAAAAAAChy/5Ab4q+88oomT54sm812mCICAAAAAAAAABQbY74DOBzOOecc7dixI99hAAAAAAAAAAAKyD/khngwGMx3CAAAAAAAAACAAvMPuSEOAAAAAAAAAEAiNsQBAAAAAAAAACWBDXEAAAAAAAAAQEn4h9wQNxgM+Q4BAAAAAAAAAFBgimZDPBgMqrW1VS6XK6eyAAAAAAAAAADEKqoN8YaGBm3fvj1r2a6uLh1zzDGDEBUAAAAAAAAAoFgUzYa40WjU2LFjtXfv3nyHAgAAAAAAAAAoQkWzIS5Jd955p374wx/q3XffzXcoAAAAAAAAAIAiY853AP0xd+5c9fb26pRTTpHVapXD4Yh7ft++fXmKDAAAAAAAAABQ6IpqQ3zFihX5DgEAAAAAAAAAUKSKakN83rx5+Q4BAAAAAAAAAFCkiuozxCXp448/1qJFi3TJJZdo9+7dkqTnnntO7733Xp4jAwAAAAAAAAAUsqLaEH/ppZc0YcIEvf7663rqqafU3d0tSXrrrbfU0tKS5+gAAAAAAAAAAIWsqDbEb7zxRi1dulTPP/+8rFZr9PjMmTP1l7/8JY+RAQAAAAAAAAAKXVFtiL/zzju68MILk44PHz5c7e3teYgIAAAAAAAAAFAsimpDfMiQIfr888+Tjm/cuFEjR47MQ0QAAAAAAAAAgGJRVBviX//617VgwQLt2rVLBoNBgUBAr7zyiq6//nrNnTs33+EBAAAAAAAAAApYUW2I33HHHRo3bpzq6+vV3d2tE088UWeeeabOOOMMLVq0KN/hAQAAAAAAAAAKmDnfAfSH1WrVqlWrtHjxYr377rvq7u7WxIkTNXbs2HyHBgAAAAAAAAAocEW1IR4xatQojRo1Kt9hAAAAAAAAAACKSMFviM+fPz/nssuXLz+MkQAAAAAAAAAAilnBb4hv3Lgx7vGGDRvk8/l0/PHHS5I+/PBDmUwmTZo0KR/hAQAAAAAAAACKRMFviL/44ovRfy9fvlyVlZV6+OGHVVNTI0nav3+/mpqaNH369HyFCAAAAAAAAAAoAsZ8B9Af99xzj5YtWxbdDJekmpoaLV26VPfcc08eIwMAAAAAAAAAFLqi2hB3Op3as2dP0vE9e/aoq6ur3+3dd999Gj16tOx2u04//XS98cYbOdV77LHHZDAYNGfOnH6fEwAAAAAAAACQH0W1IX7hhReqqalJTz31lD777DN99tlnevLJJ3XFFVfoa1/7Wr/aevzxxzV//ny1tLRow4YNOuWUU3T22Wdr9+7dGett27ZN119/PR/RAgAAAAAAAABFpqg2xFeuXKlzzjlHl156qb7whS/oC1/4gi699FJ99atf1f3339+vtpYvX64rr7xSTU1NOvHEE7Vy5UqVlZVp9erVaev4/X594xvf0C233KJjjjnmYLsDAAAAAAAAABhEBf+lmrHKysp0//336+6779bHH38sSTr22GNVXl7er3Y8Ho/efPNNLVy4MHrMaDRq1qxZeu2119LWu/XWWzV8+HBdccUVevnll7Oex+12y+12Rx87nc5+xQng8CJHgcJHngKFjzwFChs5ChQ+8hQYXEX1DvGI8vJynXzyyTr55JP7vRkuSe3t7fL7/aqrq4s7XldXp127dqWss379ej344INatWpVzudZtmyZqquroz/19fX9jhXA4UOOAoWPPAUKH3kKFDZyFCh85CkwuIpqQ7ynp0eLFy/WGWecoYaGBh1zzDFxP4dLV1eXLrvsMq1atUq1tbU511u4cKE6OzujP9u3bz9sMQLoP3IUKHzkKVD4yFOgsJGjQOEjT4HBVVQfmfLtb39bL730ki677DKNGDFCBoNhQO3U1tbKZDKpra0t7nhbW5uOPPLIpPIff/yxtm3bptmzZ0ePBQIBSZLZbNYHH3ygY489NqmezWaTzWYbUIwADj9yFCh85ClQ+MhToLCRo0DhI0+BwVVUG+LPPfecnnnmGTU2Nh5UO1arVZMmTdLatWs1Z84cSaEN7rVr16q5uTmp/Lhx4/TOO+/EHVu0aJG6urr005/+lP+VBQAAAAAAAACKQFFtiNfU1Gjo0KGHpK358+dr3rx5mjx5sqZMmaIVK1aop6dHTU1NkqS5c+dq5MiRWrZsmex2u8aPHx9Xf8iQIZKUdBwAAAAAAAAAUJiKakP8tttu05IlS/Twww+rrKzsoNq6+OKLtWfPHi1ZskS7du3SqaeeqjVr1kS/aLO1tVVGY1F9xDoAAAAAAAAAIIOi2hC/55579PHHH6uurk6jR4+WxWKJe37Dhg39aq+5uTnlR6RI0rp16zLWfeihh/p1LgAAAAAAAABAfhXVhnjk874BAAAAAAAAAOivotoQb2lpyXcIAAAAAAAAAIAiVXQfkt3R0aEHHnhACxcu1L59+ySFPiplx44deY4MAAAAAAAAAFDIiuod4m+//bZmzZql6upqbdu2TVdeeaWGDh2qp556Sq2trfqf//mffIcIAAAAAAAAAChQRfUO8fnz5+vyyy/XRx99JLvdHj1+7rnn6s9//nMeIwMAAAAAAAAAFLqi2hD/61//qv/4j/9IOj5y5Ejt2rUrDxEBAAAAAAAAAIpFUW2I22w2OZ3OpOMffvihjjjiiDxEBAAAAAAAAAAoFkW1IX7BBRfo1ltvldfrlSQZDAa1trZqwYIFuuiii/IcHQAAAAAAAACgkBXVhvg999yj7u5uDR8+XH19ffrnf/5nNTQ0qKKiQrfffnu+wwMAAAAAAAAAFDBzvgPoj+rqaj3//PN65ZVX9NZbb6m7u1unnXaaZs2ale/QAAAAAAAAAAAFrijeId7X16ff//730ce///3vtXXrVu3atUvPPvusbrjhBrlcrjxGCAAAAAAAAAAodEXxDvGHH35YzzzzjM4//3xJ0r333quTTjpJDodDkrRlyxaNGDFC1113XT7DBAAAAAAAAAAUsKJ4h/gjjzyi73znO3HHHn30Ub344ot68cUXdffdd+uJJ57IU3QAAAAAAAAAgGJQFBviW7du1YQJE6KP7Xa7jMYDoU+ZMkWbN2/OR2gAAAAAAAAAgCJRFB+Z0tHRIbfbHX28Z8+euOcDgUDc8wAAAAAAAAAAJCqKd4gfffTRevfdd9M+//bbb+voo48exIgAAAAAAAAAAMWmKDbEzz33XC1ZskQulyvpub6+Pt1yyy0677zz8hAZAAAAAAAAAKBYFMVHptx000164okndPzxx6u5uVnHHXecJOmDDz7QvffeK5/Pp5tuuinPUQIAAAAAAAAACllRbIjX1dXp1Vdf1VVXXaUbb7xRwWBQkmQwGHTWWWfp/vvvV11dXZ6jBAAAAAAAAAAUsqLYEJekMWPGaM2aNdq3b5+2bt0qSWpoaNDQoUPzHBkAAAAAAAAAoBgUzYZ4xNChQzVlypR8hwEAAAAAAAAAKDJF8aWaAAAAAAAAAAAcLDbEAQAAAAAAAAAlgQ1xAAAAAAAAAEBJYEMcAAAAAAAAAFAS2BAHAAAAAAAAAJQENsQBAAAAAAAAACWBDXEAAAAAAAAAQElgQxwAAAAAAAAAUBJKekP8vvvu0+jRo2W323X66afrjTfeSFt21apVmj59umpqalRTU6NZs2ZlLA8AAAAAAAAAKCwluyH++OOPa/78+WppadGGDRt0yimn6Oyzz9bu3btTll+3bp0uueQSvfjii3rttddUX1+vr3zlK9qxY8cgRw4AAAAAAAAAGIiS3RBfvny5rrzySjU1NenEE0/UypUrVVZWptWrV6cs/8gjj+h73/ueTj31VI0bN04PPPCAAoGA1q5dO8iRAwAAAAAAAAAGoiQ3xD0ej958803NmjUresxoNGrWrFl67bXXcmqjt7dXXq9XQ4cOPVxhAgAAAAAAAAAOIXO+A8iH9vZ2+f1+1dXVxR2vq6vTli1bcmpjwYIFOuqoo+I21RO53W653e7oY6fTObCAARwW5ChQ+MhToPCRp0BhI0eBwkeeAoOrJN8hfrDuvPNOPfbYY3r66adlt9vTllu2bJmqq6ujP/X19YMYJYBsyFGg8JGnQOEjT4HCRo4ChY88BQZXSW6I19bWymQyqa2tLe54W1ubjjzyyIx1f/KTn+jOO+/UH//4R5188skZyy5cuFCdnZ3Rn+3btx907AAOHXIUKHzkKVD4yFOgsJGjQOEjT4HBVZIfmWK1WjVp0iStXbtWc+bMkaToF2Q2NzenrffjH/9Yt99+u/7whz9o8uTJWc9js9lks9kOVdgADjFyFCh85ClQ+MhToLCRo0DhI0+BwVWSG+KSNH/+fM2bN0+TJ0/WlClTtGLFCvX09KipqUmSNHfuXI0cOVLLli2TJN11111asmSJHn30UY0ePVq7du2SJFVUVKiioiJv/QAAAAAAAAAA5KZkN8Qvvvhi7dmzR0uWLNGuXbt06qmnas2aNdEv2mxtbZXReOATZf77v/9bHo9H//qv/xrXTktLi26++ebBDB0AAAAAAAAAMAAluyEuSc3NzWk/ImXdunVxj7dt23b4AwIAAAAAAAAAHDYl+aWaAAAAAAAAAIDSw4Y4AAAAAAAAAKAksCEOAAAAAAAAACgJbIgDAAAAAAAAAEoCG+IAAAAAAAAAgJLAhjgAAAAAAAAAoCSwIQ4AAAAAAAAAKAlsiAMAAAAAAAAASgIb4gAAAAAAAACAksCGOAAAAAAAAACgJLAhDgAAAAAAAAAoCWyIAwAAAAAAAABKAhviAAAAAAAAAICSwIY4AAAAAAAAAKAksCEOAAAAAAAA/P/t3Xd4FNX6B/Dv9paekALSE0JJKKHEELi0SECMBLmIiBCKV4TQVBS5CIKCgFzEggIizUb7IYig9F5EIKFDaJEiBCSmJ9vP74/NDtt3E5Jswr6f58kDO3PmnHfeOWfOZHazQwjxCHRDnBBCCCGEEEIIIYQQQohHoBvihBBCCCGEEEIIIYQQQjwC3RAnhBBCCCGEEEIIIYQQ4hHohjghhBBCCCGEEEIIIYQQj0A3xAkhhBBCCCGEEEIIIYR4BLohTgghhBBCCCGEEEIIIcQj0A1xQgghhBBCCCGEEEIIIR6BbogTQgghhBBCCCGEEEII8Qh0Q5wQQgghhBBCCCGEEEKIR6Ab4oQQQgghhBBCCCGEEEI8At0QJ4QQQgghhBBCCCGEEOIR6IY4IYQQQgghhBBCCCGEEI9AN8QJIYQQQgghhBBCCCGEeAS6IU4IIYQQQgghhBBCCCHEI9ANcUIIIYQQQgghhBBCCCEeQejuANzpyy+/xPz585GVlYVWrVrhiy++QIcOHeyW37BhA6ZNm4Y///wTERERmDdvHp599tkKiyevWI2HhWrklaghF5ceGh6DQiREkUaH/BItvCQCyEQCCPg8FGu0AHgAA5QaLQIUEhSpdSgo0cBbJoKXWAAAhmVKLbykQvB5hmpFAj5yi03aAYNCLESJTgcRjw+lVo8CpQbeUhHkIgGEPEDNGIrVOhSrdPCVCyEVClCs0aFYpYWPTASxgI8ClRbFKh18ZELIRQKo9DoIwYceQImmdFuZCFIRHyqtHjrGUKTSwksihFjIh0avB9MDegYUKrXwlgrhJRWC6RmKNTowBjAAJWotAuRirt4StQ5eEmHpnjBIhQKISndWrWeP2paLEOItAQA8LFSjQKmGr1wMlVaPghJDe2KhITdSkSHXIj4PPABCkQD5JRrklWigkAjBA8AvfUtJIuCDAYa8lWihkAggFQkg5vOgYQxKjR6FKi0UYkOdQj6vNNc8iIUC5Cu1yC/RwEcmgkIsAGMMWsYQpDDEml+iQbFWBzG/9NiUHmO5WAC1Tgchjw+1To8CpRYKiRBSIR8qnSEWfy8hJHwBCtU6rg0vsQBgDEVaPYqUWvjLxVDr9Sgs3Z7PM+yTSqdHvlIL79Ljk19iyJdaa1juJRFCwAekQoFV3xMK+ChUaZFbooFCbMiHRqcHAMhEAuQWq6CQihGkEMNXLq6wcVTZ7uaWIK9Eg/wSDfzkIigkQhSqtMgv0cJHJkSAXAxNad7ySzTwlYngJRWiRKtFTuGjMlo9s65HqUVeiQa+chG8SuvNKzbU4S0Voo6/3CyWOznFKLBoRwAg17jMTj08AHmlZVxt23Qbfy8R5CKhVdtCHg85pfsU4i2CUGhexkcqBAO43Nirp0itRW6R7W1M8/lPgeG1v1QIDcDVY69eiYCP7CI18pVa+MqF8BILUWBx7MyOi0IEhdi6nmKNFjmFj3IDk/iM+TTbb5kIPMYeHReT/cwrtt1vArxEkJnsg716RXzeo32SCeEtFUGp0SGvdKwHKcQoUuu4fbJ3fPkm/cZWv/aXixHiI63SsVZe9/OVyClSI1+pgY9UBJlYgOxCJRRSEbwlIpSodcgtUUMhEXLnOeN8IxHxIQCPO1/6lp6Ti7U65Bdr4SUVwEsshLZ0TlKqdQhUiMGA0vnQMP/JRAIUqQ3zYYBCDLXJuVQi5EOt1wOl8xk3ZwgF4PMAMZ9nWF4673tLBYb5WaMzq0Oj10OnB4pV2kdtlNZlnLu4+cf0GoAHyIWGfQIzXA8oNTqoNDr4yw37otTowOMZ4ihSaSEXP5rTlDbmdR+ZEGIBHw8LVfCWGnKm1uug1gJKtRaBXobrkyKVBoEKiWFuKTH2v0d91ksihJDPwz+l1yc8AAI+D8HeEvjKxdx1Ur5SA3+ZCCIh/9G5QS6Ct0QItVYPtU7/6DpCJoSPVAQhn4fcEjVEfPNrHIVYAD6AQo3ObD4sUmnhJxfDSyJEkar0/CgzjI38Eg03tykkQvjJRFx8+SUaFKp1KFAaykuEhvlZp38Uj5dIAC1j0OkBpfbRtZFExEdOkQoysfEaS4tClQ6+UhFEAh6yi1RQSAwx8xiQXayCVCwEn8eDkM9DYA2aT23NX09ZzHGE1HTUzwmp/micEuK5PPaG+Lp16/Dmm29iyZIliI2NxaefforExERkZGQgODjYqvzRo0cxaNAgzJkzB8899xx+/PFHJCcnIy0tDVFRUY8dz93cEkzeeBaHrj7klnVvWgvv9m6G/246h0PXsrnl8eGBGNctAoHeYsz59RLO3snDj/95GlM2ncOR0nJysQDLU9rhq33XrLYdHt8QPx6/iZdj6+OV5X+gTT0/DI9viG1n/sL4hCZ4b/N5rh4A6BQeiFnJUZi99SJ2X/4bcrEAnw9qg5VHMnHkWrbVa6PO4UGYlRyFBwVKfLrnqllsK1La48t9V81i69G0Ft7p1QwfbL1g1f6M51sgK0+Jrw/dQPqtXHz5cgxUWj0W7btmVtZ0/0b9qzGCvMWY/vMF87aHtceXe6/h1K0cLHq5DRbsvGIzR+PXGHIzvnsEQn2keHf9aatyIzs1hI9ECD2AL/aY70/3prXw32ebYeaWCzaPX6iPBODx8M7Gszb2NwrgAXN+u4TXu4Rj3vZLeOOZSLz3s/mx6dG0FqY91xzTNp83a6NTeCCGxTfEx79dxtKhbfGuSd8wPabjf0zHO72b4pPdV6yO3ZhujTFy9UkUq3Vm/XG6SVuPjuVFs2X2+t7YbuFQavT4/vc/8U6vZhi49Biah/lgbv+WqO0nQ3V3M7sI/y3Npa1+/6h/XbU6Hh8mR+Gt9aeRXaQ2K2Nv/BiP4fg16ShW69ApPBCz+0WjfqDCKhbTbWY83wJDlh/Hw0K1VT0AzI6NK21bbhPkJcYPrz6NyTb7raHt1k/54L3noszKBHmJsfa1p/H+FsN4dFTPtOdaIPXHNAAw28a0zKzkaEzbnI4SjQ7fjYzF1M3nnNY7Kzka7/zfGVz7u8j2sTM5LznKzYfJUZi04Qyyi9Qu5bNzeBBSuzXGCJPxZJlj0z5R11+Gb0d24PbBUSyzkqPwn29P4nZOiVW9gQqxWW4c9S3jsStW6+y29VG/aNQr7X/V1a3sIrO5EDDEPj2pBe7mluDDQxdx2EEuOkcEYUxX83Ofscy7G89i/r9bQSrSYNG+a9xcpNZZz0Wdw4MwsnNDMAar86sxno+3X8Luy39zy43nSAGfBzCGYatOAoDdPjWmW2OMW5OOuf1bWrURHx6Imc+3wNxfrdsYHt8Qa47fxOTezZBTrMLnex/ti1Krx7JDN/BybH2rNuPDAzG+ewTCfKT4K6/E5j4P79QAKStPIKaeH2YlR2Hy/6Vj/oDWmLLpHNJv5eLzQW2wcPdVh/3RGOMQk+uTedsvY/pzzfHB1ovYfekBN0Ys589H1xEXrWIb3yMcvnKx1Txq7P8P81VQ6/U2j5fx+M/t39JmXsZ1j0BdXylKdAzvbzlv81gZ+5RcLMDKYe3AGPCFnRyO/eYPxNTzs5mXoSsM+Z3xfAvkl+jw8jeP8jTn10uY2Teq2s+n9uYv0zmOkJqO+jkh1R+NU0I8G48xxtwdhDvExsaiffv2WLRoEQBAr9ejbt26GDduHN59912r8gMHDkRRURG2bt3KLXv66afRunVrLFmyxKU28/Pz4evri7y8PPj4+HDL84rVGLsm3exmOACM7R6OM7dyzG6sGcWHB+K56DD8ladEm7p+WGHxC9rY7uFIv5Vjtsx02zb1/JF+Kwdt6vlj0d5riA8PxOReTTFv+2Wb23QKD0Tr0rKWdTtqq3N4EJ6NDsWUTeedxua4nkA8Gx2GKZvOY2z3cNT2lWLbuXsO9+/MrRz0jg7Df+20PbZ7OE7fyjG7OWJZx6K919A5PNCqHtO4UruH48u916yOk7Nj8F6f5pi17aLdfI/tHo5ALwlmbLmAEfENrY6xK23MeL4FZljcTDRt430H601zYK8tV5eZ1tknOgx385Q4fSsHw+MbYuTqk/hXRBC+GNTG7Z9sszdGAcObVm//3xmH/d7RvncKD8Q7vZpi58X7Lo8fy2PQKTwQ8/q3BAOsbviatmPMq2U9AMrctuU2y1Pa2eyLpm03CfayehPGcjtX6gHgsMz7z7dAiVpndt5yVu+s5Cj8X9pfTo9dZR9L02WAeY63jI032ydXYnl+0RGrens2D7F7TrfVt4bHN0T67VyHbS14sbXbPylub5zez1fizfWnbcY+p18Ufj13z+58apoLe8dqRHxD3M9XcnOPs7moc3gQekeH2pw7TOdUy1j6RIcBAO7mKQHAYZ+yNzc4a8NyjjTdF+P1gb25OLV7OL7Ye83u+lalbRrH29TSN9nLMj5MXz+KNxet6vlh0d5rVmPEyFEbjvpAp/BATO3TDLO3XbJ7TeAo14Y5vRlmbbvkdP+c95tHOXSUF+N1wuFr2WZlz97Ordbz6Z2cYofz19z+LemTeaTGqwn93NE1LyGe4EkZp2lpaWjbti2emboSAfUiH6u9f25lYNfs4Th16hRiYmIeqy5CgIrrn5XVNz3yO8TVajVOnTqFhIQEbhmfz0dCQgKOHTtmc5tjx46ZlQeAxMREu+UBQKVSIT8/3+zHloeFaqub4QDQpq6fzV/cAODItWwE+0jRpq4fgn0kVifyNnX9bJ7cjdsa17ep68ctEwr4drc5bFLWsm5HbR269hDBFjdP7JV3XE82V0+bun4I8ZE63b9D17KtbtyYttGmrp/NX3xN6zC2be8G0KFr2VBIhDaPk7NjwEr/teVwab1aHSs91tbH2JU2jNvba8PRetMc2GvL1WWmdYaU9tvDpfsFAAevPuQ+0VyVXB2jAJBXonHa7x3t++HSMVaW8WN5DA5fy0a+UosCpdZhO8a8WtZTnrYty9jri6ZtF6p1VmUst3OlHmdltDpmdd5ytk2JRu/SsavsY2m6zHI7y31yJRZb9To6p9vqW8E+Eqdt5RRV33GaU6S2G3uwj9ThfGqaC3vHKthHYjb3OJuLDl17aHfuOGyjDWM7IT5S7jzprE856+/22rCcI033xdlcrJAIHa43tmkcb6b5crU/Wl6fGOJ9yC2z17cdteGoDxy+lg0GnsNrAke5PlK6vSv757zfWO+7rXqM1wmWZav7fOps/ipQaiszTEKqRHXs52W55iXEE9A4JYR45A3xhw8fQqfTISQkxGx5SEgIsrKybG6TlZVVpvIAMGfOHPj6+nI/devWtVkuX6mxuVyl1TvaDai0eqi0ehQqdeXa1rJcQYntOBxtU5a2nJUvS8zl2T/L12WJ21FZW/l3pX5n+S5UGr7DtjLbcPWY22vL1WWW641lTPerwM44qEyujlEA3LEwKs++F5RoHnv8FCg1VrFYsndOKE/blmXs9UXT9bbis9zOlXqclSko0Vj1YVe2ceXYVcWxNC6zOsYu9DVH5Y3blGV8A4bcOWsr3w2/HLg+l9qPrSLmKcv8lGUuKss6Y72u1O+svzubb23NqxXZpmkffJxjYBmbvb5dnnzbitUWV84tjpTnGsby/5avbfVJoHrPp87mL3fETkhFq479vCzXvIR4AhqnhBCPvCFeVaZMmYK8vDzu5/bt2zbL+UhFNpdLhI4Pj0TIh0TIh5dUUK5tLct5y2zH4WibsrTlrHxZYi7P/lm+Lkvcjsrayr8r9TvLt5dUAJ/SMpXVhqvH3F5bri6zXG8sY7pf3nbGQWVydYwC4I6FUXn23bv0AWtl2cZyvbdUZBWLJXvnhPK0bVnGXl80XW8rPsvtXKnHWRlvmciqD7uyjSvHriqOpXGZ1TF2oa85Km/cpizjGzDkzllbPtKqf/SI63Op/dgqYp6yzE9Z5qKyrDPW60r9zvq7s/nW1rxakW2a9sHHOQaWsdnr2+XJt61YbXHl3OJIea5hLP9v+dpWnwSq93zqbP5yR+yEVLTq2M/Lcs1LiCegcUoI8cgb4kFBQRAIBLh//77Z8vv37yM0NNTmNqGhoWUqDwASiQQ+Pj5mPzbj8RLjXxFBVsvTb+eic3igzW3iwwPxIF+J9Nu5eJCvQieLcum3cxHvYFvj+vTbudwyrU5vVY9RJ5OylnU7aqtzeBAe5Ctdii39dq7d9juX7q+x3P18pdP9M93GVtvO8mvcX1v1mMZVpNKic7jt42dvf+LDA8EDHOa7SKWFUMBDp/BAm8fYlTaM29trQyjgOc2jo7ZsHUtnfe9+ab817hcA/CsiCEFeVf99p66OUQDwlYnM9r+s+96pdIyVZfxYHoNO4YHwkQrhLRU6PK7GvFrWU562LcvY64umbXuJBVZlLLdzpR5nZYQCntV5y9k2MhHfpWNX2cfSdJnldpb75Eostup1dE631bce5KuctuWvqL7j1F8htru/D/KVNs/TgHUu7B2rB/kqs7nH2VzUOTwI9+3MHZ1stGFs536+kjtPOutTD/JVDo+XvTaM8999G/Oq4zndMDc5Wm9s0zjeOpnky9XxYXl9Yog3iFtmr287mhMNfcB+rnhgTq657Oc6vnR7V8ab835jve+26jFeJ1iWre7zqbP5y9sNb7oRUtGqYz8vyzUvIZ6AxikhxCNviIvFYrRt2xZ79uzhlun1euzZswdxcXE2t4mLizMrDwC7du2yW74sfOVizO3f0uqm+MW7eZiW1MLql/j48ECM6xaBdg0DcPFuHiZvPIvpSS3MTugrDmdibLdwdI6w3nZ4fENcvJuH4fENseJwJrds5eEb+DA5ympiMDwYKxqX7+ZzdQ+Pb8iVs3xt1Dk8CLP6RSE82MvsF78VhzMxrluE1X5dupuHac+1sPol0fDwvCjU9pMhPjwQKw5nIsxXhrHdwq3Kmu7f2O4R6NAo0Lrt7hHoHBFkiLtTQ5v5Nc3N2O4R6Ng4yHYuOzWEkMfDuB4RVusv3s3DjOejbG43rlsEZEI+ZiVH28z3jOejEOQtwfJDNzArORobT922OsbGnM1KjrbaB+MD8lK/T3N4TFO/T8Pw+IZWeewcHoSx3SKw4nCm2f5MT2phtj+2jqWjvje2WwTCfGW4VFrX5I1n8a+IIMzr39LtDwBzprafDLP7RTvs91z/snE8PkyORuoPaVZl7I2fTib90Ph6dr9o1PGX4yl/uVksptvMeD4KkzeetVmP5bFxpW3LbSZvPItpz1n3RdO2Z/5y3qpvT954FjOef7Sdo3qMfcNyG9Mys/oZ+m/qD2lmbTmqd3a/aIxfk27/2HVz7biYHktX8tk5PAjjupuPJ8scm/aJ1B/Mx62jWGaVxmKrXsvc2CpjeewctfVRv2i3P1DTkRAfKT6yMy7aNQzAyM7Ox1nnCOtzn7HM5I1nzeYeR3NR5/AgjOzcEGG+Mptz2vSkFtycamQ8R4YHeyG8lhfXN+z1qbHdIjB541mb53DjQ5Uv37NuY3h8Q8N8m9QCjWsprPbFeH1gq86x3SNQ28f+Pg/vZMilsW+OX5POjUfjvtjKh+kxsJyDh8c3xOV7+ZjdLwoZpftjOUaM7F1HdA4PQniwF6bZmEeN/T+7QI3hnezHZ8y15fbx4YEY1z0CPmIhZjxvHZPlfLricCYa11JgXLcIpzm0lxdjzGoNM8tTxr38aj+fOpq/ZveLdvsDzAipCNTPCan+aJwSQniMMebuINxh3bp1SElJwdKlS9GhQwd8+umnWL9+PS5fvoyQkBAMHToUderUwZw5cwAAR48eRZcuXTB37lz06dMHa9euxUcffYS0tDRERUW51KazpwTnFavxsFCNvBIN5GIBwAMABoVIiCKNDgUlWsglAshFAgj4PBRrtAB4AAOUGi0CFBIUqXUoUGrgLRXBS2z4894itQ4FKi28JELwDcUhFvCRW6yGTCwEjwcwxuAlFqJEp4OIx4dSq+fqkYsEEPIANWMoVutQrNLBRy6ETChAsab0tUwIsYCPApUWxSodvKVCKMQCqPQ6CMGHHkCJRoditQ4+UiFkIgFUWj10eoYitRYKiRBSIR9qvR5MD+gZUKjUwqv007BMz1Cs0YExQ/wlai385WLD/zU6lKh1UEge7YtEKICYzwMAqPXM0LZKB1+ZCCGlDxx8WKhGgVIDX7mo9Pt2De1JhIbcSEQCyESGengMEIoFyC/RIK9Ew7XFA8DnGfLJAEPeSo+TTCSAiM+DjjGUaPQoUmkhExuOn5DPg1Kng5DHg1goKH1QoiHfCrEAjDFoGUOQwhBrfokGxVodxHyLYyMWQF2aY7VOjwLlo1yqSl/7KYSQ8gUotOwbjKFIq0eRUgs/uRgavR6Fpdsb90mt0yNfqYW3RAixkI/8EjV85WKotY/aEvABqVBg1feEAj4KVVrklvZnmUgAjU4PBkAuEiC3WA2FRIQgL3G1+eXdlSd5380tQV6JBgVKDXxkInhJhChUaZFfooWPVIgAhRia0rwZ8+EtFaJEq0VO4aMyWj2zrkepRb7JNoZ6Da99pELUsbgwu5NTjAKLdgQAckuXmcf3qB4egDzLMqVtu7KNr1wEhVho1baQx0NO6T7V8hJBJDQv4ysVggFcbuzVU6TWIq/Y9jbm+TS8DpAKoQG4euzVKxHwkV2kRr5SC1+ZEF4SIQosjp3pcfGViaCQWNdTrNEit+hRbmASnzF/ZvstE4HHGHdczPfTdr/xU4ggFz2qx169Ij6P2ycfmRA+UhGUGh137IK8xChS6+z02Uf7wLfbbwzx+SvE1eZmuLNxej9fiZzSnHhLhZCLBcguVEIhEcFbKkKJWofcEjXk4kfnysLSshIRHwLwrM6XxVod8ku08JIIoBALoSudk5QaHQJL5yLT+VAmEqBIbZgPAxRiq/OzWq8HjwF6GPqtXCyAVCgAnwdI+DwwAAWl876X1NBmiUaHfKVhLpcK+dDo9dDpgWK1FgFyMXe+Np5vxXweNIxBqdGj0OQaADxALjTsExggEvCh1Oig0ui4eVWp1YEHQxzGuctYp9JyXje5BsguUkEhMeRMrddBrTVcnwSWXp8UqTQIVEig0umRX2Loa6Z9ViERQsjnIcd4fQKAzwdCvKXwlYu566QCpQZ+MhFEQr7ZucFHKoRaq4dapze7jvCViSDk85BboobIYh5ViAXgAyjU6MzmwyKVFn4yMbykQhSVjhef0nOC8VpALjYcGz+5iIsvv0TD9R8fmchwvHWGY8Vd14gF0DIGnd6Qa+O1kVQkQE6RGrLS/lCs0aKo9JrKNL8KsQA8BmQXqyEtvSYU8HkIVNSc+dTW/EU3H8iTpjr3c1eueQnxBDV9nKalpaFt27Z4ZupKBNSLfKz2/rmVgV2zh+PUqVOIiYl5rLoIASquf1ZW3/TYv0scOHAg/v77b0yfPh1ZWVlo3bo1tm/fzj0489atW+DzH32AvmPHjvjxxx/x3nvv4b///S8iIiKwefNml2+Gu8JXXn1+kfEE5cl1Zd0QquNk/ZPYL+oFKtwdQrnU9pOhtp/MaTmbx7SWdV2Pw97FWpgL29YuR3uubBNa3tyUZ5tathY6VsuFMVye4+LKPrlyXMqTG2f75Ct3bZ9cia8mCPGRWp2r69fQ801N07CWV8XUY2e5reuksoyZ4Aqaw+1dC1TEdZyjvmqZ37qouf26utxsIKQyUT8npPqjcUqI5/LYG+IAMHbsWIwdO9bmuv3791stGzBgAAYMGFDJURFCCCGEEEIIIYQQQgipDB75HeKEEEIIIYQQQgghhBBCPA/dECeEEEIIIYQQQgghhBDiEeiGOCGEEEIIIYQQQgghhBCP4NHfIV7VGGMADE8LJoS4ztvbGzwer9LboTFKSPlU1RgFaJwSUl40Tgmp3miMElL9VbdxWlhYCADIu3MDeq3usdoryLoJAEhLS+PqLS8+nw+9Xv9YdVR0XdUxpoqsqzrGdOXKFQCP3z+NfbOwsNClecvVccpjxlFGKt2dO3dQt25dd4dBSI2Tl5cHHx+fSm+Hxigh5VNVYxSgcUpIedE4JaR6ozFKSPVH45SQ6s/VcUo3xKuQXq/H3bt3q/RdRVvy8/NRt25d3L59u8pO5jUV5cp1lZmrqhozFTlGqe9ULspv5StLjqtyXqsuc2lloz5ujXJirSaPUzqeVY9yXvVojJKyorxXPRqnpCwo51WvrDl3dZzSV6ZUIT6fj6eeesrdYXB8fHxoALuIcuW6mpyryhijNTkfNQHlt/JVtxxXt7m0slW3/FcHlBNr1S0nZRmn1S12T0A5r3rVLec0Rqs/ynvVq245p3FavVHOq15F55weqkkIIYQQQgghhBBCCCHEI9ANcUIIIYQQQgghhBBCCCEegW6IeyCJRIL3338fEonE3aFUe5Qr11GuzFE+Khflt/JRjt2L8m+NcmKtJuekJsdeU1HOq15NznlNjr0mo7xXvZqc85oce01FOa96lZVzeqgmIYQQQgghhBBCCCGEEI9AnxAnhBBCCCGEEEIIIYQQ4hHohjghhBBCCCGEEEIIIYQQj0A3xAkhhBBCCCGEEEIIIYR4BLohXsMdPHgQSUlJqF27Nng8HjZv3uyw/P79+8Hj8ax+srKyzMr99ddfeOWVVxAYGAiZTIbo6GicPHmyEvek8lVGrho0aGCzTGpqaiXvTeWqjFzpdDpMmzYNDRs2hEwmQ+PGjfHhhx+iJj/GYM6cOWjfvj28vb0RHByM5ORkZGRkmJVRKpVITU1FYGAgvLy80L9/f9y/f99NEddsc+fOBY/Hw8SJE7lllN/H5+x8zxjD9OnTERYWBplMhoSEBFy9etWNEVdPM2bMsDoHNm3alFvvSl+9desW+vTpA7lcjuDgYLz99tvQarVmZfbv34+YmBhIJBKEh4dj1apVVrF8+eWXaNCgAaRSKWJjY/HHH39Uyj5bcjZ3uNKX/vnnHwwePBg+Pj7w8/PDyJEjUVhYaFbm7Nmz6Ny5M6RSKerWrYuPP/7YKpYNGzagadOmkEqliI6Oxq+//lrmWCqCs5wMGzbMqt/06tXLrExNzklZ+6KzGIlzZcn5qlWrrPqfVCqtwmhrvrJeMwOuncerCo1R96BxWnVq+hgFaJy6A43RquWucUo3xGu4oqIitGrVCl9++WWZtsvIyMC9e/e4n+DgYG5dTk4O4uPjIRKJ8Ntvv+HixYtYsGAB/P39Kzr8KlUZuTpx4oTZul27dgEABgwYUKGxV7XKyNW8efOwePFiLFq0CJcuXcK8efPw8ccf44svvqjo8KvMgQMHkJqait9//x27du2CRqNBz549UVRUxJV544038Msvv2DDhg04cOAA7t69ixdeeMGNUddMJ06cwNKlS9GyZUuz5ZTfx+PK+f7jjz/G559/jiVLluD48eNQKBRITEyEUql0Y+TVU4sWLczOgYcPH+bWOeurOp0Offr0gVqtxtGjR7F69WqsWrUK06dP58pkZmaiT58+6NatG06fPo2JEyfi1VdfxY4dO7gy69atw5tvvon3338faWlpaNWqFRITE/HgwYNK339nc4crfWnw4MG4cOECdu3aha1bt+LgwYN47bXXuPX5+fno2bMn6tevj1OnTmH+/PmYMWMGvv76a67M0aNHMWjQIIwcORLp6elITk5GcnIyzp8/X6ZYqiInANCrVy+zfrNmzRqz9TU1J2Xti67ESBwrz/j38fEx6383b96swohrvrJeM7tyHq8qNEbdg8Zp1arJYxSgceoONEarntvGKSNPDABs06ZNDsvs27ePAWA5OTl2y0yePJl16tSpYoOrZioqV5YmTJjAGjduzPR6/eMFWI1UVK769OnDRowYYbbshRdeYIMHD66AKKuHBw8eMADswIEDjDHGcnNzmUgkYhs2bODKXLp0iQFgx44dc1eYNU5BQQGLiIhgu3btYl26dGETJkxgjFF+K4Kz871er2ehoaFs/vz53LLc3FwmkUjYmjVrqiLEGuP9999nrVq1srnOlb7666+/Mj6fz7KysrgyixcvZj4+PkylUjHGGHvnnXdYixYtzOoeOHAgS0xM5F536NCBpaamcq91Oh2rXbs2mzNnzmPvY1lYzh2u9KWLFy8yAOzEiRNcmd9++43xeDz2119/McYY++qrr5i/vz+XE8YM/TgyMpJ7/eKLL7I+ffqYxRMbG8tGjRrlciyVwdZ8mpKSwvr27Wt3m5qck7L2RWcxEufKmvOVK1cyX1/fKoruyefKNbMr5/GqQmPUPWicuk9NG6OM0Th1Bxqj7lWV45Q+Ie6hWrdujbCwMDzzzDM4cuSI2botW7agXbt2GDBgAIKDg9GmTRssW7bMTZG6n6NcmVKr1fj+++8xYsQI8Hi8Koyw+nCUq44dO2LPnj24cuUKAODMmTM4fPgwevfu7Y5QK0VeXh4AICAgAABw6tQpaDQaJCQkcGWaNm2KevXq4dixY26JsSZKTU1Fnz59zPIIUH4rgrPzfWZmJrKyssxy7Ovri9jYWMqxDVevXkXt2rXRqFEjDB48GLdu3QLgWl89duwYoqOjERISwpVJTExEfn4+Lly4wJWxHAeJiYlcHWq1GqdOnTIrw+fzkZCQ4Pbj5UpfOnbsGPz8/NCuXTuuTEJCAvh8Po4fP86V+de//gWxWMyVSUxMREZGBnJycrgyjvJU3fr1/v37ERwcjMjISIwePRrZ2dncupqak/L0RWcxEsfKO/4LCwtRv3591K1bF3379uXON6RyVJd+TmPUPWicVn/VqZ/TOK16NEZrhorq53RD3MOEhYVhyZIl2LhxIzZu3Ii6deuia9euSEtL48rcuHEDixcvRkREBHbs2IHRo0dj/PjxWL16tRsjr3qu5MrU5s2bkZubi2HDhlVtoNWAK7l699138dJLL6Fp06YQiURo06YNJk6ciMGDB7sx8oqj1+sxceJExMfHIyoqCgCQlZUFsVgMPz8/s7IhISFW39tPbFu7di3S0tIwZ84cq3WU38fn7HxvzKPpTVrja8qxudjYWKxatQrbt2/H4sWLkZmZic6dO6OgoMClvpqVlWUzz8Z1jsrk5+ejpKQEDx8+hE6nq5bHy5W+lJWVZfZVWwAgFAoREBBQIXkyXe8slqrSq1cvfPvtt9izZw/mzZuHAwcOoHfv3tDpdFysNTEn5emLzmIkjpUn55GRkVixYgV+/vlnfP/999Dr9ejYsSPu3LlTFSF7JGfn8apCY9Q9aJxWf9VljAI0Tt2BxmjNUFHjVFjRgZHqLTIyEpGRkdzrjh074vr161i4cCG+++47AIYbe+3atcNHH30EAGjTpg3Onz+PJUuWICUlxS1xu4MruTK1fPly9O7dG7Vr167KMKsFV3K1fv16/PDDD/jxxx/RokUL7rueateu/UT0q9TUVJw/f97sO4PJ47l9+zYmTJiAXbt20YNJKgmd7yuO6V+7tGzZErGxsahfvz7Wr18PmUzmxshIdfbSSy9x/4+OjkbLli3RuHFj7N+/Hz169HBjZMQTxMXFIS4ujnvdsWNHNGvWDEuXLsWHH37oxsgIIUY0Tgmp3miM1lz0CXGCDh064Nq1a9zrsLAwNG/e3KxMs2bNuD/99mSWuTK6efMmdu/ejVdffdUNUVVPlrl6++23uU+JR0dHY8iQIXjjjTdsfvK3phk7diy2bt2Kffv24amnnuKWh4aGQq1WIzc316z8/fv3ERoaWsVR1jynTp3CgwcPEBMTA6FQCKFQiAMHDuDzzz+HUChESEgI5fcxOTvfG/N4//59szKUY+f8/PzQpEkTXLt2zaVzQWhoqM08G9c5KuPj4wOZTIagoCAIBIJqebxc6UuhoaFWDyzSarX4559/KiRPpuudxeIujRo1QlBQEDd/1tSclKcvOouROFYR49/4F3y2rnVJxXB2Hq8qNEbdg8Zp9VddxihA49QdaIzWDBU1TumGOMHp06cRFhbGvY6Pj0dGRoZZmStXrqB+/fpVHVq1Y5kro5UrVyI4OBh9+vRxQ1TVk2WuiouLweebn3IEAgH0en1Vh1ZhGGMYO3YsNm3ahL1796Jhw4Zm69u2bQuRSIQ9e/ZwyzIyMnDr1i2zd5GJbT169MC5c+dw+vRp7qddu3YYPHgw93/K7+Nxdr5v2LAhQkNDzXKcn5+P48ePU46dKCwsxPXr1xEWFubSuSAuLg7nzp0zu/m5a9cu+Pj4cG9axMXFmdVhLGOsQywWo23btmZl9Ho99uzZ4/bj5UpfiouLQ25uLk6dOsWV2bt3L/R6PWJjY7kyBw8ehEaj4crs2rULkZGR8Pf358o4ylN17td37txBdnY2N3/W1JyUpy86i5E4VhHjX6fT4dy5czavdUnFqC79nMaoe9A4rf6qUz+ncVr1aIzWDBXWz8v4wE9SzRQUFLD09HSWnp7OALBPPvmEpaens5s3bzLGGHv33XfZkCFDuPILFy5kmzdvZlevXmXnzp1jEyZMYHw+n+3evZsr88cffzChUMhmz57Nrl69yn744Qcml8vZ999/X+X7V5EqI1eMGZ46XK9ePTZ58uQq3Z/KVBm5SklJYXXq1GFbt25lmZmZ7KeffmJBQUHsnXfeqfL9qyijR49mvr6+bP/+/ezevXvcT3FxMVfm9ddfZ/Xq1WN79+5lJ0+eZHFxcSwuLs6NUddsXbp0YRMmTOBeU34fjyvn+7lz5zI/Pz/2888/s7Nnz7K+ffuyhg0bspKSEjdGXv289dZbbP/+/SwzM5MdOXKEJSQksKCgIPbgwQPGmPO+qtVqWVRUFOvZsyc7ffo02759O6tVqxabMmUKV+bGjRtMLpezt99+m126dIl9+eWXTCAQsO3bt3Nl1q5dyyQSCVu1ahW7ePEie+2115ifnx/Lysqq9Bw4mztc6Uu9evVibdq0YcePH2eHDx9mERERbNCgQdz63NxcFhISwoYMGcLOnz/P1q5dy+RyOVu6dClX5siRI0woFLL//e9/7NKlS+z9999nIpGInTt3jitTVf3aUU4KCgrYpEmT2LFjx1hmZibbvXs3i4mJYREREUypVNb4nDjri0OGDGHvvvtumWIkjpU15zNnzmQ7duxg169fZ6dOnWIvvfQSk0ql7MKFC+7ahRqnrNfMrpzHqwqNUfegcVq1avIYZYzGqTvQGK167hqndEO8htu3bx8DYPWTkpLCGDPchOzSpQtXft68eaxx48ZMKpWygIAA1rVrV7Z3716ren/55RcWFRXFJBIJa9q0Kfv666+raI8qT2XlaseOHQwAy8jIqKI9qXyVkav8/Hw2YcIEVq9ePSaVSlmjRo3Y1KlTmUqlqsI9q1i2cgSArVy5kitTUlLCxowZw/z9/ZlcLmf9+vVj9+7dc1/QNZzlDXHK7+Nzdr7X6/Vs2rRpLCQkhEkkEtajR48n6nxXUQYOHMjCwsKYWCxmderUYQMHDmTXrl3j1rvSV//880/Wu3dvJpPJWFBQEHvrrbeYRqMxK7Nv3z7WunVrJhaLWaNGjczON0ZffPEFq1evHhOLxaxDhw7s999/r5R9tuRs7nClL2VnZ7NBgwYxLy8v5uPjw4YPH84KCgrMypw5c4Z16tSJSSQSVqdOHTZ37lyrWNavX8+aNGnCxGIxa9GiBdu2bZvZ+qrq145yUlxczHr27Mlq1arFRCIRq1+/PvvPf/5j9eZFTc6Jo77YpUsXrm+4GiNxriw5nzhxIlc2JCSEPfvssywtLc0NUddcZb1mNm7j7DxeVWiMugeN06pT08coYzRO3YHGaNVy1zjlMcZY2T5TTgghhBBCCCGEEEIIIYTUPPQd4oQQQgghhBBCCCGEEEI8At0QJ4QQQgghhBBCCCGEEOIR6IY4IYQQQgghhBBCCCGEEI9AN8QJIYQQQgghhBBCCCGEeAS6IU4IIYQQQgghhBBCCCHEI9ANcUIIIYQQQgghhBBCCCEegW6IE0IIIYQQQgghhBBCCPEIdEOcEEIIIYQQQgghhBBCiEegG+KEkHI7ePAgkpKSULt2bfB4PGzevLlM28+YMQM8Hs/qR6FQVE7AhBDyhFm1ahX8/PzcHUaZVEbMf/75J3g8Hk6fPl2h9RJSU3Xt2hUTJ050dxhWqmtchJSXJ/dpT9538mSpqX25PPdgyCN0Q5zUCPZOUO66EWAZT9euXbmbuRKJBHXq1EFSUhJ++umnKo+tKhUVFaFVq1b48ssvy7X9pEmTcO/ePbOf5s2bY8CAARUcKanOjh07BoFAgD59+rg7FEIq3bBhw2y+EdirVy+n2zZo0ACffvqp2bKBAwfiypUrlRTtI5U53+p0OsydOxdNmzaFTCZDQEAAYmNj8c0331RKe4RUNdNxLxaLER4ejg8++ABardbdoRHyRMjKysKECRMQHh4OqVSKkJAQxMfHY/HixSguLnZ3eI/N3oeIdu/e7e7QCKkwnjKObV3zz58/HzweD127dq36wDyY0N0BEFKdaTQaiEQil8r+5z//4X65uXPnDjZt2oSXXnoJw4YNw9dff13JkbpH79690bt3b7vrVSoVpk6dijVr1iA3NxdRUVGYN28ed6L38vKCl5cXV/7MmTO4ePEilixZUtmhk2pk+fLlGDduHJYvX467d++idu3a7g6JkErVq1cvrFy50myZRCIpV10ymQwymawiwnKbmTNnYunSpVi0aBHatWuH/Px8nDx5Ejk5OVUah1qthlgsrtI2iecwjnuVSoVff/0VqampEIlEmDJlSpnror5KyCM3btxAfHw8/Pz88NFHHyE6OhoSiQTnzp3D119/jTp16uD55593d5h26XQ68Hg88PmOP6vYokULqxvgAQEBlRkaIVXGU8ZxWFgY9u3bhzt37uCpp57ilq9YsQL16tWr7DCJBfqEOHmi7N+/Hx06dIBCoYCfnx/i4+Nx8+ZNbv3PP/+MmJgYSKVSNGrUCDNnzjT7dA6Px8PixYvx/PPPQ6FQYPbs2S63LZfLERoaiqeeegpPP/005s2bh6VLl2LZsmUe++792LFjcezYMaxduxZnz57FgAED0KtXL1y9etVm+W+++QZNmjRB586dqzhS4i6FhYVYt24dRo8ejT59+mDVqlVm67ds2YKIiAhIpVJ069YNq1evBo/HQ25uLlfm8OHD6Ny5M2QyGerWrYvx48ejqKioaneEkDKQSCQIDQ01+/H39wdjDDNmzEC9evUgkUhQu3ZtjB8/HoDhL5Fu3ryJN954g/tkGGD9ye0ZM2agdevW3IW1l5cXxowZA51Oh48//hihoaEIDg62mt8++eQTREdHQ6FQoG7duhgzZgwKCwsBGObW4cOHIy8vj2t7xowZAAxvfE6aNAl16tSBQqFAbGws9u/fb1b3qlWrUK9ePcjlcvTr1w/Z2dlm67ds2YIxY8ZgwIABaNiwIVq1aoWRI0di0qRJXJnt27ejU6dO8PPzQ2BgIJ577jlcv37dbo51Oh1GjhyJhg0bQiaTITIyEp999plZmWHDhiE5ORmzZ89G7dq1ERkZiQ8++ABRUVFW9bVu3RrTpk2z2x4hzhjHff369TF69GgkJCRgy5YtNv8KMjk5GcOGDeNeN2jQAB9++CGGDh0KHx8fvPbaawCAI0eOoGvXrpDL5fD390diYqLZG0l6vR7vvPMOAgICEBoayo1bI0fjHgBu3ryJpKQk+Pv7Q6FQoEWLFvj111+59efPn0fv3r3h5eWFkJAQDBkyBA8fPuTWFxUVYejQofDy8kJYWBgWLFhQAZkkxNyYMWMgFApx8uRJvPjii2jWrBkaNWqEvn37Ytu2bUhKSgIA5Obm4tVXX0WtWrXg4+OD7t2748yZM1w9xvnzu+++Q4MGDeDr64uXXnoJBQUFXBlX+rSzedE4b2/ZsgXNmzeHRCLBrVu3nO6nUCi0unYwvjHm7Fq4QYMGmDVrFhd7/fr1sWXLFvz999/o27cvvLy80LJlS5w8eZLbJjs7G4MGDUKdOnUgl8sRHR2NNWvWOIzRlWsCQmzxlHEcHByMnj17YvXq1dyyo0eP4uHDh1Z/LX3ixAk888wzCAoKgq+vL7p06YK0tDSH9d++fRsvvvgi/Pz8EBAQgL59++LPP/90Gpenohvi5Imh1WqRnJyMLl264OzZszh27Bhee+017qbBoUOHMHToUEyYMAEXL17E0qVLsWrVKqubAjNmzEC/fv1w7tw5jBgx4rFiSklJgb+//xP/1Sm23Lp1CytXrsSGDRvQuXNnNG7cGJMmTUKnTp2sPhkJAEqlEj/88ANGjhzphmiJu6xfvx5NmzZFZGQkXnnlFaxYsQKMMQBAZmYm/v3vfyM5ORlnzpzBqFGjMHXqVLPtr1+/jl69eqF///44e/Ys1q1bh8OHD2Ps2LHu2B1CHsvGjRuxcOFCLF26FFevXsXmzZsRHR0NAPjpp5/w1FNP4YMPPuC+Ysqe69ev47fffsP27duxZs0aLF++HH369MGdO3dw4MABzJs3D++99x6OHz/ObcPn8/H555/jwoULWL16Nfbu3Yt33nkHANCxY0d8+umn8PHx4do23qx29sbn8ePHMXLkSIwdOxanT59Gt27dMGvWLLN4Q0NDsXfvXvz9999296moqAhvvvkmTp48iT179oDP56Nfv37Q6/U2y+v1ejz11FPYsGEDLl68iOnTp+O///0v1q9fb1Zuz549yMjIwK5du7B161aMGDECly5dwokTJ7gy6enpOHv2LIYPH243PkLKSiaTQa1Wu1z+f//7H1q1aoX09HRMmzYNp0+fRo8ePdC8eXMcO3YMhw8fRlJSEnQ6HbfN6tWroVAocPz4cXz88cf44IMPsGvXLm69o3EPAKmpqVCpVDh48CDOnTuHefPmcX/Zl5ubi+7du6NNmzY4efIktm/fjvv37+PFF1/ktn/77bdx4MAB/Pzzz9i5cyf279/v9Jd5QsoiOzsbO3fuRGpqqt1nEBl/FxwwYAAePHiA3377DadOnUJMTAx69OiBf/75hyt7/fp1bN68GVu3bsXWrVtx4MABzJ07l1vvSp925QNBxcXFmDdvHr755htcuHABwcHB5c6Bq9fCCxcuRHx8PNLT09GnTx8MGTIEQ4cOxSuvvIK0tDQ0btwYQ4cO5a7DlUol2rZti23btuH8+fN47bXXMGTIEPzxxx92Yynrh6EIATxvHI8YMcLsQ2ArVqzA4MGDrf7yq6CgACkpKTh8+DB+//13RERE4NlnnzW7uW9Ko9EgMTER3t7eOHToEI4cOQIvLy/06tWrTNcbHoURUgN06dKFTZgwwWr5ypUrma+vL2OMsezsbAaA7d+/32YdPXr0YB999JHZsu+++46FhYVxrwGwiRMnljkee/ExxlhsbCzr3bu30zprOgBs06ZN3OutW7cyAEyhUJj9CIVC9uKLL1pt/+OPPzKhUMiysrKqMGribh07dmSffvopY4wxjUbDgoKC2L59+xhjjE2ePJlFRUWZlZ86dSoDwHJychhjjI0cOZK99tprZmUOHTrE+Hw+KykpqfT4CSmrlJQUJhAIrM6Ns2fPZgsWLGBNmjRharXa5rb169dnCxcuNFtmOg8yxtj777/P5HI5y8/P55YlJiayBg0aMJ1Oxy2LjIxkc+bMsRvnhg0bWGBgoN12GGPs5s2bTCAQsL/++stseY8ePdiUKVMYY4wNGjSIPfvss2brBw4caFbXhQsXWLNmzRifz2fR0dFs1KhR7Ndff7UbG2OM/f333wwAO3fuHGOMsczMTAaApaen290mNTWV9e/fn3udkpLCQkJCmEqlMivXu3dvNnr0aO71uHHjWNeuXR3GQ4gjKSkprG/fvowxxvR6Pdu1axeTSCRs0qRJNq8h+/bty1JSUrjX9evXZ8nJyWZlBg0axOLj4+222aVLF9apUyezZe3bt2eTJ0+2u43luI+OjmYzZsywWfbDDz9kPXv2NFt2+/ZtBoBlZGSwgoICJhaL2fr167n12dnZTCaT2b1mJqSsfv/9dwaA/fTTT2bLAwMDufn1nXfeYYcOHWI+Pj5MqVSalWvcuDFbunQpY8z2/Pn222+z2NhYxhhzqU+7Mi+uXLmSAWCnT592eT/ff/99xufzza4b2rdvzxhz7Vq4fv367JVXXuHW37t3jwFg06ZN45YdO3aMAWD37t2zG0efPn3YW2+9xb02PX+5su+E2OJJ47hVq1ZMrVaz4OBgduDAAVZYWMi8vb3ZmTNn2IQJE1iXLl3sbq/T6Zi3tzf75ZdfuGWm92C+++47FhkZyfR6PbdepVIxmUzGduzY4XKcnoS+Q5w8MQICAjBs2DAkJibimWeeQUJCAl588UWEhYUBMHw/9ZEjR8w+Ea7T6aBUKlFcXAy5XA4AaNeuXYXGxRjj3tH0JIWFhRAIBDh16hQEAoHZOtPvDTf65ptv8NxzzyEkJKSqQiRulpGRgT/++AObNm0CYPhT0IEDB2L58uXo2rUrMjIy0L59e7NtOnToYPb6zJkzOHv2LH744QduGWMMer0emZmZaNasWeXvCCFl1K1bNyxevNhsWUBAAIqKivDpp5+iUaNG6NWrF5599lkkJSVBKCzb5VqDBg3g7e3NvQ4JCYFAIDD7XsOQkBA8ePCAe717927MmTMHly9fRn5+PrRardX8aOncuXPQ6XRo0qSJ2XKVSoXAwEAAwKVLl9CvXz+z9XFxcdi+fTv3unnz5jh//jxOnTqFI0eO4ODBg0hKSsKwYcO4B2tevXoV06dPx/Hjx/Hw4UPuk+G3bt2y+RUnAPDll19ixYoVuHXrFkpKSqBWq9G6dWuzMtHR0VafyPnPf/6DESNG4JNPPgGfz8ePP/6IhQsX2myDEFdt3boVXl5e0Gg00Ov1ePnllzFjxgyXHyhteX16+vRppw8hb9mypdnrsLCwMo378ePHY/To0di5cycSEhLQv39/rs4zZ85g3759Nq/prl+/zo252NhYbnlAQAAiIyNd2l9CHscff/wBvV6PwYMHQ6VS4cyZMygsLOTmJqOSkhKzr9+ynD9Nx8z169ed9mlX5kUAEIvFVuPTmcjISGzZsoV7bXz2iKvXwqbtGX/fMv4VmumyBw8eIDQ0FDqdDh999BHWr1+Pv/76C2q1GiqV6rGuCQgpiydxHAOASCTCK6+8gpUrV+LGjRto0qSJzXru37+P9957D/v378eDBw+g0+lQXFxs96tZzpw5g2vXrpntO2D4aw9HXzPoyeiGOKkRfHx8kJeXZ7U8NzcXvr6+3OuVK1di/Pjx2L59O9atW4f33nsPu3btwtNPP43CwkLMnDkTL7zwglU9UqmU+7+9P9MpD51Oh6tXr1rd1PMEbdq0gU6nw4MHD5x+J3hmZib27dtndpFHnnzLly+HVqs1e4gmYwwSiQSLFi1yqY7CwkKMGjWK+55lU/RgElJdKRQKhIeHWy0PCAhARkYGdu/ejV27dmHMmDGYP38+Dhw44PIDngFYleXxeDaXGW8q//nnn3juuecwevRozJ49GwEBATh8+DBGjhwJtVpt95ffsr7x6Qifz0f79u3Rvn17TJw4Ed9//z2GDBmCqVOnomHDhkhKSkL9+vWxbNky1K5dG3q9HlFRUXb/BHTt2rWYNGkSFixYgLi4OHh7e2P+/PlmXxMD2J7zk5KSIJFIsGnTJojFYmg0Gvz73/8u0/4QYsn4RphYLEbt2rW5N7r4fD73FQVGGo3GanvLvurKw3Qfd9y/+uqrSExMxLZt27Bz507MmTMHCxYswLhx41BYWIikpCTMmzfPqt2wsDBcu3bNaXyEPK7w8HDweDxkZGSYLW/UqBGAR+OksLAQYWFhNr/P2vQ5HI7GjCtcnRdlMlmZPzAlFottXju4ei1sum/Gtm0tM+7v/Pnz8dlnn+HTTz/lnjUwceJEu/NuRV4TEM/iSePYaMSIEYiNjcX58+ftfk1vSkoKsrOz8dlnn6F+/fqQSCSIi4tzOAbbtm1r9uaYUa1atcoV55OOboiTGiEyMhI7d+60Wp6Wlmb1zl2bNm3Qpk0bTJkyBXFxcfjxxx/x9NNPIyYmBhkZGTYvJCrL6tWrkZOTg/79+1dZm1WpsLDQ7BeezMxMnD59GgEBAWjSpAkGDx6MoUOHYsGCBWjTpg3+/vtv7NmzBy1btjT7RNSKFSsQFhaG3r17u2M3iBtotVp8++23WLBgAXr27Gm2Ljk5GWvWrEFkZKTZw7sAmH2vLwDExMTg4sWLVTquCalMMpkMSUlJSEpKQmpqKpo2bYpz584hJiYGYrHY7PuBK8qpU6eg1+uxYMEC7lPklt+1battV974bNasmdVN6N9//91pTM2bNwdg+O7w7OxsZGRkYNmyZVw7hw8fdrj9kSNH0LFjR4wZM4Zb5uqnY4RCIVJSUrBy5UqIxWK89NJLLt18JMQRe2+E1apVy+yZADqdDufPn0e3bt0c1teyZUvs2bMHM2fOLFc8rox7AKhbty5ef/11vP7665gyZQqWLVuGcePGISYmBhs3bkSDBg1s/hVL48aNIRKJcPz4ce6mXE5ODq5cuYIuXbqUK2ZCLAUGBuKZZ57BokWLMG7cOLsfbIqJiUFWVhaEQiEaNGhQrrZc6dNl+UBQRamsa+EjR46gb9++eOWVVwAYbpRfuXKFm58tuWPfyZPBE8dxixYt0KJFC5w9exYvv/yyzTJHjhzBV199hWeffRaA4YGZpg+uthQTE4N169YhODgYPj4+lRL3k4YeqklqhNGjR+PKlSsYP348zp49i4yMDHzyySdYs2YN3nrrLQCGm7FTpkzBsWPHcPPmTezcuRNXr17l/kxs+vTp+PbbbzFz5kxcuHABly5dwtq1a/Hee+9VSIzFxcXIysrCnTt38Pvvv2Py5Ml4/fXXMXr0aKe/1NRUJ0+e5N6AAIA333wTbdq0wfTp0wEYPrE/dOhQvPXWW4iMjERycjJOnDhh9mkFvV6PVatWYdiwYVbvwJIn19atW5GTk4ORI0ciKirK7Kd///5Yvnw5Ro0ahcuXL2Py5Mm4cuUK1q9fzz2AxPhu/OTJk3H06FHugX1Xr17Fzz//TA/VJNWaSqVCVlaW2c/Dhw+xatUqLF++HOfPn8eNGzfw/fffQyaToX79+gAMfwJ68OBB/PXXXw4viMsqPDwcGo0GX3zxBW7cuIHvvvsOS5YsMSvToEEDFBYWYs+ePXj48CGKi4vN3vj86aefkJmZiT/++ANz5szBtm3bAID7q63//e9/uHr1KhYtWmT2dSkA8O9//xsLFy7E8ePHcfPmTezfvx+pqalo0qQJmjZtCn9/fwQGBuLrr7/GtWvXsHfvXrz55psO9ykiIgInT57Ejh07cOXKFUybNs3qDTVHXn31Vezduxfbt29/7AdsE+JI9+7dsW3bNmzbtg2XL1/G6NGjkZub63S7KVOm4MSJExgzZgzOnj2Ly5cvY/HixS6fG1wZ9xMnTsSOHTuQmZmJtLQ07Nu3j7uuTk1NxT///INBgwbhxIkTuH79Onbs2IHhw4dDp9PBy8sLI0eOxNtvv429e/fi/PnzGDZsmNlXNxFSEb766itotVq0a9cO69atw6VLl5CRkYHvv/8ely9fhkAgQEJCAuLi4pCcnIydO3fizz//xNGjRzF16lScPHnSpXZc6dOuzIsVrbKuhSMiIrBr1y4cPXoUly5dwqhRo3D//n275d2x7+TJ4YnjeO/evbh3757Zp9tNRURE4LvvvsOlS5dw/PhxDB482OEHNAYPHoygoCD07dsXhw4dQmZmJvbv34/x48fjzp07FRb3k4SuSEiN0KhRIxw8eBCXL19GQkICYmNjsX79emzYsAG9evUCAMjlcly+fBn9+/dHkyZN8NprryE1NRWjRo0CACQmJmLr1q3YuXMn2rdvj6effhoLFy7kbjQ8rmXLliEsLAyNGzfGCy+8gIsXL2LdunX46quvKqT+6qhr165gjFn9GG9aikQizJw5E5mZmVCr1bh79y5++ukns++r4/P5uH37ttl3u5Mn3/Lly5GQkGD2lUdG/fv3x8mTJ1FQUID/+7//w08//YSWLVti8eLFmDp1KoBH35vYsmVLHDhwAFeuXEHnzp25N2RMv4aFkOpm+/btCAsLM/vp1KkT/Pz8sGzZMsTHx6Nly5bYvXs3fvnlF+77Cj/44AP8+eefaNy4cYX+6WOrVq3wySefYN68eYiKisIPP/yAOXPmmJXp2LEjXn/9dQwcOBC1atXCxx9/DMD5G59PP/00li1bhs8++wytWrXCzp07rd6ITkxMxC+//IKkpCQ0adIEKSkpaNq0KXbu3AmhUAg+n4+1a9fi1KlTiIqKwhtvvIH58+c73KdRo0bhhRdewMCBAxEbG4vs7GyzT4s7ExERgY4dO6Jp06Zm3zNJSEUbMWIEUlJSMHToUHTp0gWNGjVy6YMUTZo0wc6dO3HmzBl06NABcXFx+Pnnn11+5oAr416n0yE1NRXNmjVDr1690KRJE+66tnbt2jhy5Ah0Oh169uyJ6OhoTJw4EX5+ftyNhfnz56Nz585ISkpCQkICOnXqhLZt25YxQ4Q41rhxY6SnpyMhIQFTpkxBq1at0K5dO3zxxReYNGkSPvzwQ/B4PPz666/417/+heHDh6NJkyZ46aWXcPPmzTI9v8iVPu3KB4IqUmVdC7/33nuIiYlBYmIiunbtitDQUCQnJzvcpqr3nTw5PHEcKxQKuzfDAcPvyzk5OYiJicGQIUMwfvx4BAcH2y0vl8tx8OBB1KtXDy+88AKaNWuGkSNHQqlU0ifG7eAxyy+tI4QQQqqp2bNnY8mSJbh9+7a7QyGEPMEYY4iIiMCYMWOcfhqdEEIIIYQQUrPQd4gTQgiptr766iu0b98egYGBOHLkCObPn09fh0IIqVR///031q5di6ysLAwfPtzd4RBCCCGEEEIqGN0QJ4QQUm1dvXoVs2bNwj///IN69erhrbfewpQpU9wdFiHkCRYc77xg/AAAAO1JREFUHIygoCB8/fXX8Pf3d3c4hBBCnnBeXl521/3222/0kEpCagAaxzUPfWUKIYQQQgghhBBCiBtcu3bN7ro6deo4fJAeIaR6oHFc89ANcUIIIYQQQgghhBBCCCEege/uAAghhBBCCCGEEEIIIYSQqkA3xAkhhBBCCCGEEEIIIYR4BLohTgghhBBCCCGEEEIIIcQj0A1xQgghhBBCCCGEEEIIIR6BbogTQgghhBBCCCGEEEII8Qh0Q5wQQgghhBBCCCGEEEKIR6Ab4oQQQgghhBBCCCGEEEI8At0QJ4QQQgghhBBCCCGEEOIR/h+cmxxVGr1AUgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x1500 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking for missing values in the dataset\n",
    "missing_values = data.isnull().sum()\n",
    "print(\"Missing values in each column:\\n\", missing_values)\n",
    "\n",
    "# Summary statistics for numerical columns\n",
    "print(\"\\nSummary statistics for numerical columns:\\n\", data.describe())\n",
    "\n",
    "# Visualizing the distribution of different variables\n",
    "# Histograms for numerical columns\n",
    "data.hist(figsize=(10,10))\n",
    "plt.show()\n",
    "\n",
    "# Visualizing relationships between variables\n",
    "# Pairplot for numerical columns\n",
    "sns.pairplot(data)\n",
    "plt.show()\n",
    "\n",
    "# Correlation matrix heatmap for numerical columns\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(data.corr(), annot=True, cmap='coolwarm')\n",
    "plt.title(\"Correlation matrix heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preprocessing\n",
    "Preprocess the data by handling missing values, encoding categorical variables, and splitting the dataset into training and testing sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_7625/3511753621.py:4: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
      "\n",
      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
      "\n",
      "\n",
      "  data[column].fillna(data[column].mode()[0], inplace=True)\n",
      "/tmp/ipykernel_7625/3511753621.py:4: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
      "\n",
      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
      "\n",
      "\n",
      "  data[column].fillna(data[column].mode()[0], inplace=True)\n",
      "/tmp/ipykernel_7625/3511753621.py:4: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
      "\n",
      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
      "\n",
      "\n",
      "  data[column].fillna(data[column].mode()[0], inplace=True)\n",
      "/tmp/ipykernel_7625/3511753621.py:4: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
      "\n",
      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
      "\n",
      "\n",
      "  data[column].fillna(data[column].mode()[0], inplace=True)\n"
     ]
    }
   ],
   "source": [
    "# Handling missing values\n",
    "# If there are any missing values, we will fill them with the most frequent value in each column\n",
    "for column in data.columns:\n",
    "    data[column].fillna(data[column].mode()[0], inplace=True)\n",
    "\n",
    "# Encoding categorical variables\n",
    "# We will use pandas get_dummies function to convert categorical variable(s) into dummy/indicator variables\n",
    "data = pd.get_dummies(data, drop_first=True)\n",
    "\n",
    "# Splitting the dataset into training and testing sets\n",
    "# We will use 80% of the data for training and 20% of the data for testing\n",
    "X = data.drop('Purchased', axis=1)  # Features\n",
    "y = data['Purchased']  # Target variable\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Feature scaling\n",
    "# We will standardize the features to have mean=0 and variance=1\n",
    "scaler = StandardScaler()\n",
    "X_train = scaler.fit_transform(X_train)\n",
    "X_test = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-2 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-2 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-2 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-2 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-2 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianNB()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;GaussianNB<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.naive_bayes.GaussianNB.html\">?<span>Documentation for GaussianNB</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GaussianNB()</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiate the Naive Bayes classifier\n",
    "naive_bayes = GaussianNB()\n",
    "\n",
    "# Train the Naive Bayes classifier on the training data\n",
    "naive_bayes.fit(X_train, y_train)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}