{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a7feca0d",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d65cd1d",
   "metadata": {},
   "source": [
    "The purpose of this section of the notebook is to provide some key highlights of the baseline data being used. This showcases the various attributes, any specific transformations, and key relationships."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f7b8fb7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the primary dataset\n",
    "df = pd.read_csv('./../datasets/original/WA_Fn-UseC_-Telco-Customer-Churn.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47dce6f9",
   "metadata": {},
   "source": [
    "As can be seen below, the dataset contains 21 columns and 7,043 rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "5298373b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 21)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ffeb2571",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7043 entries, 0 to 7042\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   customerID        7043 non-null   object \n",
      " 1   gender            7043 non-null   object \n",
      " 2   SeniorCitizen     7043 non-null   int64  \n",
      " 3   Partner           7043 non-null   object \n",
      " 4   Dependents        7043 non-null   object \n",
      " 5   tenure            7043 non-null   int64  \n",
      " 6   PhoneService      7043 non-null   object \n",
      " 7   MultipleLines     7043 non-null   object \n",
      " 8   InternetService   7043 non-null   object \n",
      " 9   OnlineSecurity    7043 non-null   object \n",
      " 10  OnlineBackup      7043 non-null   object \n",
      " 11  DeviceProtection  7043 non-null   object \n",
      " 12  TechSupport       7043 non-null   object \n",
      " 13  StreamingTV       7043 non-null   object \n",
      " 14  StreamingMovies   7043 non-null   object \n",
      " 15  Contract          7043 non-null   object \n",
      " 16  PaperlessBilling  7043 non-null   object \n",
      " 17  PaymentMethod     7043 non-null   object \n",
      " 18  MonthlyCharges    7043 non-null   float64\n",
      " 19  TotalCharges      7043 non-null   object \n",
      " 20  Churn             7043 non-null   object \n",
      "dtypes: float64(1), int64(2), object(18)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdd81b43",
   "metadata": {},
   "source": [
    "## Attribute Definitions\n",
    "- **customerID** is the unique identifier per customer.\n",
    "- **MonthlyCharges** and **TotalCharges** identify the monthly and total spending to date for the population. Both should be float attributes.\n",
    "- **tenure** is how long the customer has been with the service, measured in months.\n",
    "- All other 16 attributes are categorical and highlight customer attributes (e.g. Senior Citizen) or usage of various features or (e.g. Phone Service)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d1afabf7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>...</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2178</th>\n",
       "      <td>1657-DYMBM</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>53</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>...</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>19.90</td>\n",
       "      <td>1110.05</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>0784-GTUUK</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>62</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>...</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>23.75</td>\n",
       "      <td>1446.8</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>6778-YSNIH</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>59.00</td>\n",
       "      <td>114.15</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4522</th>\n",
       "      <td>7305-ZWMAJ</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>...</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>20.70</td>\n",
       "      <td>587.1</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5734</th>\n",
       "      <td>6408-WHTEF</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>72</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>89.40</td>\n",
       "      <td>6376.55</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      customerID  gender  SeniorCitizen Partner Dependents  tenure  \\\n",
       "2178  1657-DYMBM    Male              0     Yes         No      53   \n",
       "1217  0784-GTUUK    Male              0     Yes         No      62   \n",
       "491   6778-YSNIH  Female              0      No         No       2   \n",
       "4522  7305-ZWMAJ    Male              0     Yes         No      30   \n",
       "5734  6408-WHTEF    Male              0     Yes        Yes      72   \n",
       "\n",
       "     PhoneService MultipleLines InternetService       OnlineSecurity  ...  \\\n",
       "2178          Yes            No              No  No internet service  ...   \n",
       "1217          Yes           Yes              No  No internet service  ...   \n",
       "491           Yes            No             DSL                   No  ...   \n",
       "4522          Yes            No              No  No internet service  ...   \n",
       "5734          Yes           Yes             DSL                  Yes  ...   \n",
       "\n",
       "         DeviceProtection          TechSupport          StreamingTV  \\\n",
       "2178  No internet service  No internet service  No internet service   \n",
       "1217  No internet service  No internet service  No internet service   \n",
       "491                    No                   No                  Yes   \n",
       "4522  No internet service  No internet service  No internet service   \n",
       "5734                  Yes                  Yes                  Yes   \n",
       "\n",
       "          StreamingMovies        Contract PaperlessBilling  \\\n",
       "2178  No internet service        Two year               No   \n",
       "1217  No internet service        One year              Yes   \n",
       "491                    No  Month-to-month              Yes   \n",
       "4522  No internet service        One year               No   \n",
       "5734                  Yes        Two year              Yes   \n",
       "\n",
       "                PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
       "2178  Credit card (automatic)          19.90       1110.05    No  \n",
       "1217  Credit card (automatic)          23.75        1446.8    No  \n",
       "491          Electronic check          59.00        114.15    No  \n",
       "4522  Credit card (automatic)          20.70         587.1    No  \n",
       "5734             Mailed check          89.40       6376.55    No  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(n=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b88851fd",
   "metadata": {},
   "source": [
    "## Basic Transformations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bce7c570",
   "metadata": {},
   "source": [
    "Converting **Total Charges** to a float attribute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "fa040e90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['TotalCharges'] = df['TotalCharges'].str.replace(r' ','0').astype(float)\n",
    "df['TotalCharges'].dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aeb83602",
   "metadata": {},
   "source": [
    "- Changing **Churn** to better represent a binary attribute with 1s and 0s vs. \"No\" or \"Yes\". This aids further computation.\n",
    "- Changing **Senior Citizen** to a categorical attribute (No/Yes) from 1s and 0s.\n",
    "- Changing a number of other columns to showcase visualizations better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "415d9e07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerID</th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>...</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7590-VHVEG</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>1</td>\n",
       "      <td>No</td>\n",
       "      <td>Other</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ECheck</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5575-GNVDE</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>MCheck</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3668-QPYBK</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>MCheck</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7795-CFOCW</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>45</td>\n",
       "      <td>No</td>\n",
       "      <td>Other</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9237-HQITU</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>2</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ECheck</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   customerID  gender SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "0  7590-VHVEG  Female            No     Yes         No       1           No   \n",
       "1  5575-GNVDE    Male            No      No         No      34          Yes   \n",
       "2  3668-QPYBK    Male            No      No         No       2          Yes   \n",
       "3  7795-CFOCW    Male            No      No         No      45           No   \n",
       "4  9237-HQITU  Female            No      No         No       2          Yes   \n",
       "\n",
       "  MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
       "0         Other             DSL             No  ...               No   \n",
       "1            No             DSL            Yes  ...              Yes   \n",
       "2            No             DSL            Yes  ...               No   \n",
       "3         Other             DSL            Yes  ...              Yes   \n",
       "4            No     Fiber optic             No  ...               No   \n",
       "\n",
       "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
       "0          No          No              No  Month-to-month              Yes   \n",
       "1          No          No              No        One year               No   \n",
       "2          No          No              No  Month-to-month              Yes   \n",
       "3         Yes          No              No        One year               No   \n",
       "4          No          No              No  Month-to-month              Yes   \n",
       "\n",
       "  PaymentMethod MonthlyCharges  TotalCharges  Churn  \n",
       "0        ECheck          29.85         29.85      0  \n",
       "1        MCheck          56.95       1889.50      0  \n",
       "2        MCheck          53.85        108.15      1  \n",
       "3          Bank          42.30       1840.75      0  \n",
       "4        ECheck          70.70        151.65      1  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Churn'] = df['Churn'].apply(lambda x: 0 if x == \"No\" else 1)\n",
    "df['SeniorCitizen'] = df['SeniorCitizen'].apply(lambda x: \"No\" if x == 0 else \"Yes\")\n",
    "\n",
    "# Cosmetic edits to showcase visualizations better\n",
    "df['OnlineSecurity'] = df['OnlineSecurity'].apply(lambda x: \"Other\" if x == \"No internet service\" else x)\n",
    "df['OnlineBackup'] = df['OnlineBackup'].apply(lambda x: \"Other\" if x == \"No internet service\" else x)\n",
    "df['DeviceProtection'] = df['DeviceProtection'].apply(lambda x: \"Other\" if x == \"No internet service\" else x)\n",
    "df['TechSupport'] = df['TechSupport'].apply(lambda x: \"Other\" if x == \"No internet service\" else x)\n",
    "df['StreamingTV'] = df['StreamingTV'].apply(lambda x: \"Other\" if x == \"No internet service\" else x)\n",
    "df['StreamingMovies'] = df['StreamingMovies'].apply(lambda x: \"Other\" if x == \"No internet service\" else x)\n",
    "\n",
    "df['MultipleLines'] = df['MultipleLines'].apply(lambda x: \"Other\" if x == \"No phone service\" else x)\n",
    "\n",
    "df['PaymentMethod'] = df['PaymentMethod'].map({'Bank transfer (automatic)':'Bank','Credit card (automatic)':'Credit','Mailed check':'MCheck','Electronic check':'ECheck',})\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ac0d1c9",
   "metadata": {},
   "source": [
    "Bin the **tenure** attribute into 10 buckets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "5c6da9d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tenure_bins'] = pd.cut(df['tenure'], bins=10, include_lowest=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fb03e2e",
   "metadata": {},
   "source": [
    "Bin the **MonthlyCharges** attribute into 10 buckets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "687d2ed0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['monthlyCharges_bins'] = pd.cut(df['MonthlyCharges'], bins=10, include_lowest=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ba21cc1",
   "metadata": {},
   "source": [
    "## Basic Analyses"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88c62f6d",
   "metadata": {},
   "source": [
    "### Customer counts by categorical attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "be154582",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LokuXLvH+++9HRMScOXPK822zzTYxb968PJa+fnObk19VXTvdfPPNceyxx8bKlSsjYvXf+RUrVsSAAQNi8ODBcc8995Sn/+tf/4rRo0fH/vvvn99KmK0HtzmFccUVV8RRRx0V+++/f6xcuTLat28f77zzTkRE/Pa3v40bb7wxIiKWLFkSq1atioiI1157LXbccceIiFi2bFl8/vnn5Xm22WabmDVrVgFqYrbuqmp3PESrAkk0bdoUgOXLl7N8+XIksXLlSn75y19y+eWXr5Z/6tSp7LXXXgAMGDCAhx56qPw8n3/+OV988QXLli1j+fLltG7dOr+VMTOzWtOmTRv69OkDZL00u3TpwqxZs9hiiy3K83z66aflPTfvuOMODj30ULbeemuA1XoymBWzqq6drrvuOn73u9/RqFF2uZn7O//nP/+Zww477Et/B3vvvTebb755/gpvZkWptLSURx55hJNOOgmABQsWsOGGG7LDDjsAsM8++3DfffcB0LRp0/L/xbn/lzfccEM22mgjIBuVsWrVqnxXw6zGOcBTiZUrV9KrVy9atWrFPvvsQ//+/bn22ms58MADadOmzWp5d955Z+6//34AHnjgAZYsWcKCBQvYbbfdGDBgAG3atKFNmzbsu+++7nJvZlZPzZgxg1dffZX+/fsD8Jvf/IYOHTpw++23c+GFFwLw7rvvsmjRIvbcc0/69u3LrbfeWn68JAYOHEjfvn25/vrrC1IHs/VR2bXTf/7zH+666y769evH4MGDmTZtGgCzZs3igQce4Cc/+UmBS21WOJJmSHpD0mRJE1PalpLGSpqWvjZP6ZL0J0klkl6X1CfnPENS/mmShhSqPvl26qmncvnll5cHkFu0aMGKFSuYOHEiAPfeey8zZ84sz//AAw+w0047sf/++3PzzTeXp8+cOZOePXvSoUMHzjrrrNWm5jArRg7wVKJx48ZMnjyZ0tJSJkyYwLPPPss999zDz372sy/l/eMf/8gzzzxD7969eeaZZ2jXrh2NGzempKSEt956i9LSUmbNmsVTTz3Fc889V4DamJlZbfrkk0847LDDuPrqq8t771xyySXMnDmTY445hmuvvRaAFStWMGnSJB555BEef/xxLrroIt59910Ann/+eV555RUeffRRRowYwbPPPluw+ph9FRWvnd58802WLVvGxhtvzMSJE/nhD3/IiSeeCGQ3Zpdddln5jZlZAzYgInpFRL/0/mzgyYjoDDyZ3gMMBjqn1zDgOsgCQsB5QH9gF+C8sqBQffbwww/TqlUr+vbtW54miVGjRnHaaaexyy67sPnmm9O4cePy/Ycccghvv/02Dz74IL/97W/L0zt06MDrr79OSUkJI0eOZM6cOXmti1lNW+t/VkkbS5og6TVJUyRdkNJvkTQ9RZ0nS+qV0utNhLlZs2YMGDCAcePGUVJSQqdOnejYsSOfffZZ+cR/bdu25f777+fVV1/lkksuKT/ugQceYNddd6Vp06Y0bdqUwYMH8+KLLxayOmZmVsOWL1/OYYcdxjHHHMOhhx76pf3HHHNMeRfx9u3bs++++7LZZpvRokUL9thjD1577TUA2rVrB2RDWA455BAmTJiQv0qY1aCya6fHHnuM9u3bl/9dHHLIIbz++usATJw4kSOPPJKOHTty77338tOf/pQHH3ywgKU2qzMOAkam7ZHAwTnpt6apN8YDzSS1AfYFxkbEwohYBIwFBuW5zHn3wgsvMHr0aDp27MiRRx7JU089xQ9+8AN22203nnvuOSZMmMAee+xRPlwr1x577MF7773H/PnzV0tv27Yt3bt39wN5K3rVeXSyDNgrInYGegGDJO2a9v0yRZ17RcTklFbUEeZ58+axePFiAJYuXcrYsWPp27cvH374ITNmzGDGjBlsuummlJSUADB//vzy8Zq///3vy59Obb311jzzzDOsWLGC5cuX88wzz3iIlplZPRIRDB06lC5dunD66aeXp5cNQwF46KGH2GmnnQA46KCDeP7551mxYgWfffYZL730El26dOHTTz9lyZIlQDY3wBNPPEH37t3zWxmz9VDZtdNOO+3EwQcfzLhx4wB45plnym+2pk+fXn5Ndfjhh/OXv/yFgw8+uEClNyuYAJ6QNEnSsJTWOiJmp+0PgbIJPNsBM3OOLU1pVaWvRtIwSRMlTZw3b15N1qEgfv/731NaWsqMGTMYNWoUe+21F//4xz+YO3cukM2nc9lll/HjH/8YgJKSErI5aeGVV15h2bJlbLXVVpSWlrJ06VIAFi1axPPPP1++uqVZsVrrMulphuZP0tsN0ivWcEh5hBkYL6kswrwnKcIMIKkswnznVy9+zZs9ezZDhgxh5cqVrFq1iiOOOIIDDjigyvxPP/0055xzDpLYY489GDFiBACHH344Tz31FD169EASgwYN4rvf/W6+qmFmZrXshRde4LbbbqNHjx706tULgEsvvZSbbrqJd955h0aNGrHNNtvw17/+FYAuXbowaNAgevbsSaNGjTjppJPo3r077733HocccgiQDeM6+uijGTSo3j+AtXqkqmun3XffnWOOOYarrrqKpk2bcuONN671XN/+9rd5++23+eSTT2jfvj033XQT++67bx5qYZZ3u0fELEmtgLGS3s7dGREhaU33XNUWEdcD1wP069evRs5ZF/3hD3/g4YcfZtWqVfzkJz8pXwjnvvvu49Zbb2WDDTZgk0024a677kISb731FmeccQaSiAjOPPNMevToUeBamK0flUUz15hJagxMAjoBIyLiLEm3ALuR9fB5Ejg7IpZJehgYHhHPp2OfBM4iC/BsHBEXp/TfAksj4o9VfW6/fv2ibKIsMytekibljC+v09zumBU/tzlmlk/r2+ZIOp/sgfoPgT0jYnZ6QP50ROwo6W9p+86U/x2ye6s9U/4fpfTV8lXGbY5Z/VBVu7PWHjwAEbES6CWpGfCApO7AOWRdBzckiwifBVxYAwUdRja0q3wp2ZrU8exHavycNWnG8P0LXQQzM6tCof6H+H+D1bS6fj1UG/x3ZHWFpM2ARhGxJG0PJLuPGg0MAYanrw+lQ0YDp0gaRTbdxUcpCPQ4cGnOtBcDye7R6qSG1u64zbFCWKflCyJiMTAOGBQRs9NEX8uAv5PNqwMwC+iQc1j7lFZVesXPuD4i+kVEv5YtW65L8czMzMzMrIZ9/vnn7LLLLuy8885069aN8847b7X9P//5z2natGn5+2XLlvH973+fTp060b9/f2bMmAFQPrdljx496Nu3L0899VQ+q1GXtAael/QaMAF4JCIeIwvs7CNpGvB/6T3AGOA9oAS4AfgpQJr64iLg5fS6sGw6DDNrmNbag0dSS2B5RCyWtAmwD3CZpDYpciyyGd7fTIfUiwizmZmZmZnBRhttxFNPPUXTpk1Zvnw5u+++O4MHD2bXXXdl4sSJLFq0aLX8N910E82bN6ekpIRRo0Zx1llncdddd9GiRQv++c9/0rZtW95880323XdfZs360vPeei8i3gN2riR9AbB3JekBnFzFuW4Gbq7pMppZcapOD542wDhJr5NFhsdGxMPA7ZLeAN4AWgAXp/yOMJuZmVnRkLSxpAmSXpM0RdIFKf0WSdMlTU6vXildkv4kqUTS65L65JxriKRp6TWkQFUyq1GSynvoLF++nOXLlyOJlStX8stf/pLLL798tfwPPfQQQ4Zkv/6HH344Tz75JBFB7969adu2LQDdunVj6dKlLFu2LL+VMTOrx6qzitbrQO9K0veqIr8jzGZmZlZMlgF7RcQnkjYgGzrxaNr3y4i4t0L+wUDn9OoPXAf0l7QlcB7Qj2zF0UmSRkfEIsyK3MqVK+nbty8lJSWcfPLJ9O/fn2uuuYYDDzyQNm3arJZ31qxZdOiQzczQpEkTvva1r7FgwQJatGhRnue+++6jT58+bLTRRnmth5lZfVatSZbNzMzM6qv0cOqT9HaD9FrTMqMHAbem48ZLapZWvNmTrKfzQgBJY4FBQJUr2pgVi8aNGzN58mQWL17MIYccwrPPPss999zD008/vc7nmjJlCmeddRZPPPFEzRfUzKwBW6dJls3MzMzqI0mNJU0G5pIFaV5Kuy5Jw7CuklTW1aAdMDPn8NKUVlV6xc8aJmmipInz5s2r6aqY1apmzZoxYMAAxo0bR0lJCZ06daJjx4589tlndOrUCYB27doxc2b2p7BixQo++ugjttpqKwBKS0s55JBDuPXWW9l+++0LVg8zs/rIAR4zMzNr8CJiZUT0IlvlcxdJ3ckWg9gJ+AawJXBWDX2WVwy1ojJv3jwWL14MwNKlS8tXw/rwww+ZMWMGM2bMYNNNN6WkpASAAw88kJEjRwJw7733stdeeyGJxYsXs//++zN8+HC+9a1vFao6Zmb1lgM8ZmZmZklELAbGAYMiYnZklgF/B3ZJ2WYBHXIOa5/Sqko3K2qzZ89mwIAB9OzZk2984xvss88+HHDAAVXmHzp0KAsWLKBTp05ceeWVDB+erfZ97bXXUlJSwoUXXkivXr3o1asXc+fOzVc1zMzqPc/BY2ZmZg2apJbA8ohYLGkTYB/gMkltImK2JAEHA2+mQ0YDp0gaRTbJ8kcp3+PApZKap3wDyXoBmRW1nj178uqrr64xzyeffFK+vfHGG3PPPfd8Kc+5557LueeeW+PlMzOzjAM8ZmZm1tC1AUZKakzWu/nuiHhY0lMp+CNgMvDjlH8MsB9QAnwGnAAQEQslXQS8nPJdWDbhspmZmVltc4DHzMzMGrSIeB3oXUn6XlXkD+DkKvbdDNxcowU0+wo6nv1IoYuQdzOG71/oIpiZFZTn4DEzMzMzMzMzK3IO8JiZmZmZmZmZFTkHeMzMzMzMzMzMipwDPGZmZmZmZmZmRc4BHjMzMzMzMzOzIucAj5mZmZmZmZlZkXOAx8zMzMzMzMysyDnAY2ZmZmZmZmZW5NYa4JG0saQJkl6TNEXSBSl9W0kvSSqRdJekDVP6Rul9SdrfMedc56T0dyTtW2u1MjMzMzMzMzNrQKrTg2cZsFdE7Az0AgZJ2hW4DLgqIjoBi4ChKf9QYFFKvyrlQ1JX4EigGzAI+IukxjVYFzMzMzMzMzOzBmmtAZ7IfJLebpBeAewF3JvSRwIHp+2D0nvS/r0lKaWPiohlETEdKAF2qYlKmFn9IamDpHGSpqZeg79I6VtKGitpWvraPKVL0p9S78DXJfXJOdeQlH+apCGFqpOZmZmZmVltq9YcPJIaS5oMzAXGAv8BFkfEipSlFGiXttsBMwHS/o+ArXLTKzkm97OGSZooaeK8efPWuUJmVvRWAGdERFdgV+Dk1APwbODJiOgMPJneAwwGOqfXMOA6yAJCwHlAf7Jg8nllQSEzMzMzM7P6ploBnohYGRG9gPZkN0o71VaBIuL6iOgXEf1atmxZWx9jZnVURMyOiFfS9hLgLbJgcG7vwIq9Bm9NvQ3HA80ktQH2BcZGxMKIWEQWnB6Uv5qYmZmZmZnlzzqtohURi4FxwG5kN1FN0q72wKy0PQvoAJD2fw1YkJteyTFmZl+SJmnvDbwEtI6I2WnXh0DrtF1V78Bq9RpMn+Oeg2ZmZmZmVtSqs4pWS0nN0vYmwD5kT9THAYenbEOAh9L26PSetP+piIiUfmRaZWtbsuEUE2qoHmZWz0hqCtwHnBoRH+fuS21K1NRnueegWcPmFUPNzMysPqhOD542wDhJrwMvkw15eBg4CzhdUgnZHDs3pfw3AVul9NNJ82RExBTgbmAq8BhwckSsrMnKmFn9IGkDsuDO7RFxf0qek4Zekb7OTelV9Q50r0Ezqy6vGGpmZmZFrzqraL0eEb0jomdEdI+IC1P6exGxS0R0iojvRcSylP55et8p7X8v51yXRMT2EbFjRDxae9Uys2KVVt27CXgrIq7M2ZXbO7Bir8Hj0mpauwIfpaFcjwMDJTVPkysPTGlmZqvxiqFmVghpIZtXJT2c3rvXoJmtl3Wag8fMLA++BRwL7CVpcnrtBwwH9pE0Dfi/9B5gDPAe2Y3UDcBPASJiIXARWc/Dl4ELU5qZ2Zd4xVAzK4BfkE19Uca9Bs1svTRZexYzs/yJiOcBVbF770ryB3ByFee6Gbi55kpnZvVVGjbeK807+AC1vGIocD1Av379amw+MTMrHpLaA/sDl5BNeyGyXoNHpywjgfOB68h6B56f0u8Frq3YaxCYnqbI2AV4MU/VMLM6xj14zMzMzBKvGGpmeXI18CtgVXq/Fe41aGbryQEeMzMza9C8YqiZ5ZOkA4C5ETEpH5/n1ULNGg4P0TIzM7OGrg0wMs1d0Qi4OyIeljQVGCXpYuBVVl8x9LY0HGIh2RwYRMQUSWUrhq7AK4aaWeW+BRyY5hjcGNgCuIbUazD10qms12Cpew2a2Zo4wGNmZmYNWkS8DvSuJP09KlkFKyI+B75XxbkuIZtTw8ysUhFxDnAOgKQ9gTMj4hhJ95D1ChxF5b0GXySn16Ck0cAdkq4E2uJeg2YNngM8ZmZmZmZmhXcW7jVoZuvBAR4zMzMzM7MCiIingafTtnsNmtl68STLZmZmZmZmZmZFzgEeMzMzMzMzM7Mi5wCPmZmZmZmZmVmRc4DHzMzMzMzMzKzIOcBjZmZmZmZmZlbkHOAxMzMzMzMzMytyDvCYmZlZtZx44om0atWK7t27r5b+5z//mZ122olu3brxq1/9CoAFCxYwYMAAmjZtyimnnFKe97PPPmP//fcvz3/22WfntQ5mZmZm9dVaAzySOkgaJ2mqpCmSfpHSz5c0S9Lk9Nov55hzJJVIekfSvjnpg1JaiSRf0ZmZmRWR448/nscee2y1tHHjxvHQQw/x2muvMWXKFM4880wANt54Yy666CL++Mc/fuk8Z555Jm+//TavvvoqL7zwAo8++mheym9mZmZWnzWpRp4VwBkR8YqkzYFJksamfVdFxGpXbpK6AkcC3YC2wL8k7ZB2jwD2AUqBlyWNjoipNVERMzMzq1177LEHM2bMWC3tuuuu4+yzz2ajjTYCoFWrVgBsttlm7L777pSUlKyWf9NNN2XAgAEAbLjhhvTp04fS0tLaL7yZmZlZPbfWHjwRMTsiXknbS4C3gHZrOOQgYFRELIuI6UAJsEt6lUTEexHxBTAq5TUzM7Mi9e677/Lcc8/Rv39/vvOd7/Dyyy9X+9jFixfzz3/+k7333rsWS2hmZmbWMKzTHDySOgK9gZdS0imSXpd0s6TmKa0dMDPnsNKUVlV6xc8YJmmipInz5s1bl+KZmZlZnq1YsYKFCxcyfvx4/vCHP3DEEUcQEdU67qijjuLnP/852223XR5KamZmZla/VTvAI6kpcB9wakR8DFwHbA/0AmYDV9REgSLi+ojoFxH9WrZsWROnNDMriMompD3//PNp164dvXr1olevXowZM2a1Yz744AOaNm36pXlLVq5cSe/evTnggAPyUnaz6mrfvj2HHnookthll11o1KgR8+fPX+txw4YNo3Pnzpx66qm1X0gzMzOzBqBaAR5JG5AFd26PiPsBImJORKyMiFXADWRDsABmAR1yDm+f0qpKNzOrlyqbkBbgtNNOY/LkyUyePJn99ttvtX2nn346gwcP/tIx11xzDV26dKm1spp9VQcffDDjxo0DsuFaX3zxBS1atFjjMeeeey4fffQRV199dR5KuHZeUMLMzMzqg+qsoiXgJuCtiLgyJ71NTrZDgDfT9mjgSEkbSdoW6AxMAF4GOkvaVtKGZBMxj66ZapiZ1T177LEHW265ZbXzP/jgg2y77bZ069ZttfTS0lIeeeQRTjrppJouYo1alx5LY8eOpW/fvvTo0YO+ffvy1FNPAV5Cu6476qij2G233XjnnXdo3749N910EyeeeCLvvfce3bt358gjj2TkyJFklw7QsWNHTj/9dG655Rbat2/P1KlTKS0t5ZJLLmHq1Kn06dOHXr16ceONNxa4ZuULSnQFdgVOTotGQLagRK/0GgNfWlBiEPAXSY0lNSZbUGIw0BU4Kuc8ZmZmZrWqOqtofQs4FnhD0uSU9muyi5ZeQAAzgB8BRMQUSXcDU8kumE6OiJUAkk4BHgcaAzdHxJQaq4mZWZG49tprufXWW+nXrx9XXHEFzZs355NPPuGyyy5j7NixXxqedeqpp3L55ZezZMmSApW4eo4//nhOOeUUjjvuuNXSTzvttPKls8u0aNGCf/7zn7Rt25Y333yTfffdl1mzsk6dZ555JgMGDOCLL75g77335tFHH620V5Pl35133llp+j/+8Y9K0yuuuFWmOnP05FNEzCYbbk5ELJFU7QUlgOmSyhaUgLSgBICksgUlvGKomZmZ1brqrKL1fEQoInrmPsGKiGMjokdKPzBdHJUdc0lEbB8RO0bEoznpYyJih7TvktqqlJlZXfWTn/yE//znP0yePJk2bdpwxhlnAFlPl9NOO42mTZuulv/hhx+mVatW9O3btxDFXSfr0mOpd+/etG3bFoBu3bqxdOlSli1b5iW0reC8oISZmZkVq+r04DEzsxrSunXr8u0f/vCH5ZMmv/TSS9x777386le/YvHixTRq1IiNN96YWbNmMXr0aMaMGcPnn3/Oxx9/zA9+8IMqe0zURZX1WMp133330adPHzbaaKPV0suW0P7FL36Rz+JaBR3PfqQgnztj+P55/8yKC0pIug64iKy38kVkC0qcuL6fExHXA9cD9OvXr251ZzIzM7OitU7LpJuZ2fqZPbu8syMPPPBA+Xw1zz33HDNmzGDGjBmceuqp/PrXv+aUU07h97//PaWlpcyYMYNRo0ax1157FVVwp6oeS2WmTJnCWWedxd/+9rfV0r2EtuWbF5QwMzOzYucePGZmteSoo47i6aefZv78+bRv354LLriAp59+msmTJyOJjh07fimwUd9U1WMJssmjDznkEG699Va233771Y7zEtqWT2taUCJnCHrFBSXukHQl0Jb/LSgh0oISZIGdI4Gj81MLMzMza+gc4DEzqyWVTUg7dOjQtR53/vnnV5q+5557sueee65nqfJr9uzZtGmTLbqY22Np8eLF7L///gwfPpxvfetbqx1TtoR2HVhZyRoOLyhhZmZmRc8BHjOrcyTdDBwAzI2I7intfOCHQNmMpL/OWbL4HGAosBL4eUQ8ntIHAdeQ3WjdGBHDa7PcDWmuksqsS4+la6+9lpKSEi688EIuvPBCAJ544gm++OILLrnkEnbaaSf69OkDwCmnnFLnl4i34hYRz5P1vqlozBqOuQT40oIRqV2q8jgzMzOz2uIAj5nVRbcA1wK3Vki/KiJWW0NcUleyYRDdyIZK/EvSDmn3CGAfspVsXpY0OiK8XHEtWZceS+eeey7nnntupfvq2hLaZmZmZmbFwAEeM6tzIuLZtFRxdRwEjIqIZcB0SSX8byLUkoh4D0DSqJTXAZ4aUqgeS1B3ei2ZmZmZmdUVXkXLzIrJKZJel3SzpLK1ttsBM3PylKa0qtK/RNIwSRMlTZw3b15lWczMzMzMzOo0B3jM6piZM2cyYMAAunbtSrdu3bjmmmsAWLhwIfvssw+dO3dmn332YdGiRQC8/fbb7Lbbbmy00Ub88Y+rjV7immuuoXv37nTr1o2rr74631WpadcB2wO9gNnAFTV14oi4PiL6RUS/li1b1tRpzczMzMzM8sYBHrM6pkmTJlxxxRVMnTqV8ePHM2LECKZOncrw4cPZe++9mTZtGnvvvTfDh2fzBW+55Zb86U9/4swzz1ztPG+++SY33HADEyZM4LXXXuPhhx+mpKSkEFWqERExJyJWRsQq4Ab+NwxrFtAhJ2v7lFZVupmZmVnBSNpY0gRJr0maIumClL6tpJcklUi6S9KGKX2j9L4k7e+Yc65zUvo7kvYtUJXMrI5wgMesjmnTpk356kGbb745Xbp0YdasWTz00EMMGTIEgCFDhvDggw8C0KpVK77xjW+wwQYbrHaet956i/79+7PpppvSpEkTvvOd73D//ffntS41SVKbnLeHAG+m7dHAkeniZ1ugMzABeBnonC6WNiSbiHl0PstsZmZmVollwF4RsTNZz+RBknYFLiNbUKITsIhshVDS10Up/aqUr+JCE4OAv0hqnM+KmFnd4gCPWR02Y8YMXn31Vfr378+cOXNo0yaLcXz9619nzpw5azy2e/fuPPfccyxYsIDPPvuMMWPGMHPmzDUeU1dIuhN4EdhRUqmkocDlkt6Q9DowADgNICKmAHeTTZ78GHBy6umzAjgFeBx4C7g75TUzMzMrmMh8kt5ukF4B7AXcm9JHAgen7YPSe9L+vSWJnIUmImI6kLvQhJk1QF5Fy6yO+uSTTzjssMO4+uqr2WKLLVbbJ4ns/3rVunTpwllnncXAgQPZbLPN6NWrF40bF8dDnYg4qpLkm9aQ/xLgkkrSxwBjarBoZmZmZust9bSZBHQCRgD/ARanB1Sw+uIQ5QtHRMQKSR8BW6X08TmnrXRBCUnDgGEAW2+9dY3XxczqDvfgMauDli9fzmGHHcYxxxzDoYceCkDr1q2ZPXs2ALNnz6ZVq1ZrPc/QoUOZNGkSzz77LM2bN2eHHXao1XKbmZmZ2dql3sa9yOYI3AXYqRY/y4tJmDUQDvCY1TERwdChQ+nSpQunn356efqBBx7IyJFZ79yRI0dy0EEHrfVcc+fOBeCDDz7g/vvv5+ijj66dQpuZmZnZOouIxcA4YDegmaSyERa5i0OULxyR9n8NWIAXlDCzCtYa4JHUQdI4SVPTLO+/SOlbShoraVr62jylS9Kf0mzur0vqk3OuISn/NElDaq9aZsXrhRde4LbbbuOpp56iV69e9OrVizFjxnD22WczduxYOnfuzL/+9S/OPvtsAD788EPat2/PlVdeycUXX0z79u35+OOPATjssMPo2rUr3/3udxkxYgTNmjUrYM3MzMzMTFJLSc3S9ibAPmTzBY4DDk/ZhgAPpe3R6T1p/1MREVS90ISZNVDVmYNnBXBGRLwiaXNgkqSxwPHAkxExXNLZwNnAWcBgssalM9AfuA7oL2lL4DygH9kkYpMkjY6IRTVdKbNitvvuu5P9z/6yJ5988ktpX//61yktLa00/3PPPVejZTMzMzOz9dYGGJnm4WlEthDEw5KmAqMkXQy8yv/mH7wJuE1SCbCQbOUsImKKpLKFJlaQFprIc13MrA5Za4AnImYDs9P2EklvkU3edRCwZ8o2EniaLMBzEHBriiqPl9QsLW+8JzA2IhYCpCDRIODOGqyPWZ3X8exHCl2EtZoxfP9CF8HMzMysXoqI14HelaS/RyWrYEXE58D3qjhXpQtNmFnDtE5z8EjqSNYYvQS0TsEfgA+B1mm7fJb3pGw296rSK37GMEkTJU2cN2/euhTPzMzMbJ15OLqZmZnVB9UO8EhqCtwHnBoRH+fuS711Kh9Tso48y7uZmZnlWdlw9K7ArsDJkrqSDT9/MiI6A0+m97D6cPRhZMPRyRmO3p/sKfx5ZUEhMzMzs9pWrQCPpA3Igju3R8T9KXlOGnpF+jo3pVc1m7tneTczM7M6JyJmR8QraXsJ2WSnZcPRR6ZsI4GD03b5cPSIGE+28k0bYF/ScPQ0x2DZcHQzMzOzWledVbRENrHXWxFxZc6u3NncK87yflzqvrwr8FEayvU4MFBS8/Q0a2BKMzMzM6sT8jEc3czMzKw2VGcVrW8BxwJvSJqc0n4NDAfuljQUeB84Iu0bA+wHlACfAScARMRCSRcBL6d8F5ZNuGxmZmZWaBWHo2fPuDIREZJqZDi6pGFkQ7vYeuuta+KUZmZmZtVaRet5QFXs3ruS/AGcXMW5bgZuXpcCmpmZmdW2NQ1Hj4jZ6zAcfc8K6U9X/KyIuB64HqBfv341EjQyMzMzW6dVtMzMzMzqGw9HNzMzs/qgOkO0zMzMzOozD0c3MzOzoucAj5mZmTVoHo5uZmZm9YGHaJmZmZmZmZmZFTkHeMzMzMzMzMzMipwDPGZmZmZmZmZmRc4BHjMzMzMzMzOzIucAj9W4E088kVatWtG9e/fytPPPP5927drRq1cvevXqxZgxYwAYO3Ysffv2pUePHvTt25ennnqq/JgvvviCYcOGscMOO7DTTjtx33335b0uZmZmZmZmZsXAq2hZjTv++OM55ZRTOO6441ZLP+200zjzzDNXS2vRogX//Oc/adu2LW+++Sb77rsvs2bNAuCSSy6hVatWvPvuu6xatYqFC73SrJmZmZmZmVll3IPHatwee+zBlltuWa28vXv3pm3btgB069aNpUuXsmzZMgBuvvlmzjnnHAAaNWpEixYtaqfAZmZmZmZmVifMnDmTAQMG0LVrV7p168Y111wDwD333EO3bt1o1KgREydOLM+/YMECBgwYQNOmTTnllFNWO9ekSZPo0aMHnTp14uc//zkRkde65JsDPJY31157LT179uTEE09k0aJFX9p/33330adPHzbaaCMWL14MwG9/+1v69OnD9773PebMmZPnEpuZmZmZmVk+NWnShCuuuIKpU6cyfvx4RowYwdSpU+nevTv3338/e+yxx2r5N954Yy666CL++Mc/fulcP/nJT7jhhhuYNm0a06ZN47HHHstXNQrCAR7Li5/85Cf85z//YfLkybRp04Yzzjhjtf1TpkzhrLPO4m9/+xsAK1asoLS0lG9+85u88sor7Lbbbl8a3mVmZmZmZmb1S5s2bejTpw8Am2++OV26dGHWrFl06dKFHXfc8Uv5N9tsM3bffXc23njj1dJnz57Nxx9/zK677ookjjvuOB588MF8VKFgHOCxvGjdujWNGzemUaNG/PCHP2TChAnl+0pLSznkkEO49dZb2X777QHYaqut2HTTTTn00EMB+N73vscrr7xSkLKbmZmZmZlZ/s2YMYNXX32V/v37r/Oxs2bNon379uXv27dvXz7fa33lAI/lxezZs8u3H3jggfIVthYvXsz+++/P8OHD+da3vlWeRxLf/e53efrppwF48skn6dq1a17LbGZmZmZmZoXxySefcNhhh3H11VezxRZbFLo4RWGtAR5JN0uaK+nNnLTzJc2SNDm99svZd46kEknvSNo3J31QSiuRdHbNV8XqiqOOOorddtuNd955h/bt23PTTTfxq1/9ih49etCzZ0/GjRvHVVddBWTz8pSUlHDhhReWL6E+d+5cAC677DLOP/98evbsyW233cYVV1xRyGqZmZmZmZlZHixfvpzDDjuMY445pnxUx7pq164dpaWl5e9LS0tp165dTRWxTqrOMum3ANcCt1ZIvyoiVpvFSFJX4EigG9AW+JekHdLuEcA+QCnwsqTRETF1PcpuddSdd975pbShQ4dWmvfcc8/l3HPPrXTfNttsw7PPPlujZbPiIOlm4ABgbkR0T2lbAncBHYEZwBERsUiSgGuA/YDPgOMj4pV0zBCg7Bfs4ogYmc96mJmZmZnZuokIhg4dSpcuXTj99NO/8nnatGnDFltswfjx4+nfvz+33norP/vZz2qwpHXPWgM8EfGspI7VPN9BwKiIWAZMl1QC7JL2lUTEewCSRqW8DvAUmY5nP1LoIqzVjOH7F7oItv5u4cuB5bOBJyNieOoFeDZwFjAY6Jxe/YHrgP4pIHQe0A8IYFIKLH95CTczMzMzM6sTXnjhBW677TZ69OhBr169ALj00ktZtmwZP/vZz5g3bx77778/vXr14vHHHwegY8eOfPzxx3zxxRc8+OCDPPHEE3Tt2pW//OUvHH/88SxdupTBgwczePDgAtas9lWnB09VTpF0HDAROCPdNLUDxufkKU1pADMrpK/7LElm1iBUEVg+CNgzbY8EniYL8BwE3BoRAYyX1ExSm5R3bEQsBJA0FhgEfLmLmZk1aFX0Gjwf+CEwL2X7dUSMSfvOAYYCK4GfR8TjKX0QWY/CxsCNETE8n/UwMzOrD3bffXeyS/svO+SQQypNnzFjRqXp/fr1480336x0X330VQM81wEXkT0Vvwi4AjixJgokaRgwDGDrrbeuiVOaWf3QOiLKZuv+EGidttvx5QByuzWkm5lVdAsejm5meSKpA1l705rsfur6iLjGw9Gt2BXDaI+aVBdHjnylVbQiYk5ErIyIVcAN/G8Y1iygQ07W9imtqvTKzn19RPSLiH4tW7b8KsUzs3ou9dapPKz/FUgaJmmipInz5s1b+wFmVq9ExLPAwmpmLx+OHhHTgbLh6LuQhqNHxBdA2XB0M7OKVpCNgOgK7AqcnILHZcPROwNPpvew+nD0YWQP28kZjt6frA06T1LzfFbEzOqWrxTgScMfyhwClPV5Gg0cKWkjSduSNUITgJeBzpK2lbQh2ZOv0V+92GbWAM0pa3vS17kp3YFlM6stp0h6Pa0oWnbTtN69Bh1UNmvYImJ2WQ+ciFgCvEXWXhxENgyd9PXgtF0+HD0ixgNlw9H3JQ1HT9NllA1HN7MGqjrLpN8JvAjsKKlU0lDgcklvSHodGACcBhARU4C7ySZPfgw4OfX0WQGcAjxO1oDdnfKamVXXaGBI2h4CPJSTfpwyuwIfpaFcjwMDJTVPN2YDU5qZWXVcB2wP9AJmkw1HrxEOKptZmTTnYG/gJWppOLqDymYNR3VW0TqqkuSb1pD/EuCSStLHAGPWqXRm1iClwPKeQAtJpWTdj4cDd6cg8/vAESn7GLIx6SVk49JPAIiIhZIuIutBCHBh2YTLZmZrExFzyrYl3QA8nN6uqXdgtXoNmpkBSGoK3AecGhEfZ1PtZCIiJNXIcPSIuB64HqBfv341NsTdzOqe9VlFy8ysVlQRWAbYu5K8AZxcxXluBm6uwaKZWQMhqU3Ok/SKw9HvkHQl2STLZcPRRRqOThbYORI4Or+lNrNiIWkDsuDO7RFxf0qeU9b2rMNw9D0rpD9dm+U2s7rtK83BY2ZmZlZfeDi6meVTWhXrJuCtiLgyZ5eHo5vZenEPHjMzM2vQPBzdzPLsW8CxwBuSJqe0X+Ph6Ga2nhzgMTMzMzMzy5OIeJ5sWGdlPBzdzL4yD9EyMzMzMzMzMytyDvCYmZmZmZmZmRU5B3jMzMzMzMzMzIqcAzxmZmZmZmZmZkXOAR4zMzMzMzMzsyLnAI+ZmZmZmZmZWZFzgMfMzMzMzMzMrMg5wGNmZmZmZmZmVuQc4DEzMzMzMzMzK3IO8JiZmZmZmZmZFTkHeMzMzMzMzMzMitxaAzySbpY0V9KbOWlbShoraVr62jylS9KfJJVIel1Sn5xjhqT80yQNqZ3qmJmZmZmZmZk1PNXpwXMLMKhC2tnAkxHRGXgyvQcYDHROr2HAdZAFhIDzgP7ALsB5ZUEhMzMzMzMzMzNbP2sN8ETEs8DCCskHASPT9kjg4Jz0WyMzHmgmqQ2wLzA2IhZGxCJgLF8OGpmZmZnlnXsrm5mZWX3wVefgaR0Rs9P2h0DrtN0OmJmTrzSlVZX+JZKGSZooaeK8efO+YvHMzMzMqu0W3FvZzMzMitx6T7IcEQFEDZSl7HzXR0S/iOjXsmXLmjqtmZmZWaXcW9nMzMzqg68a4JmTLmZIX+em9FlAh5x87VNaVelmZmZmdZF7K5uZmVlR+aoBntFA2djyIcBDOenHpfHpuwIfpYujx4GBkpqn7soDU5qZmZlZnebeymZmZlYMqrNM+p3Ai8COkkolDQWGA/tImgb8X3oPMAZ4DygBbgB+ChARC4GLgJfT68KUZmZmZlYXubeymZmZFZUma8sQEUdVsWvvSvIGcHIV57kZuHmdSmdmZmZWGGW9lYfz5d7Kp0gaRTah8kcRMVvS48ClORMrDwTOyXOZzczMrAFba4DHzMzMrD5LvZX3BFpIKiVbDWs4cHfqufw+cETKPgbYj6y38mfACZD1VpZU1lsZ3FvZzMzM8swBHjMzM2vQ3FvZzMzM6oP1XibdzMzMzMzMzMwKywEeMysqkmZIekPSZEkTU9qWksZKmpa+Nk/pkvQnSSWSXpfUp7ClNzMzMzMzqx0O8JhZMRoQEb0iol96fzbwZER0Bp5M7wEGA53TaxhwXd5LamZmZmZmlgcO8JhZfXAQMDJtjwQOzkm/NTLjgWZlyx6bmZmZFYKkmyXNlfRmTto690aWNCTlnyZpSCHqYmZ1iwM8ZlZsAnhC0iRJw1Ja64iYnbY/BFqn7XbAzJxjS1OamZmZWaHcAgyqkLZOvZElbUm24l9/YBfgvLKgkJk1XA7wmFmx2T0i+pBd8JwsaY/cnWmFm1iXE0oaJmmipInz5s2rwaKamZmZrS4ingUWVkhe197I+wJjI2JhRCwCxvLloJGZNTAO8JhZUYmIWenrXOABsqdWc8qGXqWvc1P2WUCHnMPbp7SK57w+IvpFRL+WLVvWZvHNzMzMKrOuvZGr3UvZD7LMGg4HeMysaEjaTNLmZdvAQOBNYDRQNvZ8CPBQ2h4NHJfGr+8KfJRz8WRmZmZW53yV3shrOZ8fZJk1EE0KXQAzs3XQGnhAEmTt1x0R8Zikl4G7JQ0F3geOSPnHAPsBJcBnwAn5L7KZmZnZWs2R1CYiZlezN/IsYM8K6U/noZxmVoc5wGNmRSMi3gN2riR9AbB3JekBnJyHopmZmZmtj7LeyMP5cm/kUySNIptQ+aMUBHocuDRnYuWBwDl5LrOZ1TEO8JiZmZmZmeWJpDvJet+0kFRKthrWcNahN3JELJR0EfByyndhRFScuNnMGhgHeMzMzMzMzPIkIo6qYtc69UaOiJuBm2uwaGZW5DzJspmZmZmZmZlZkVuvAI+kGZLekDRZ0sSUtqWksZKmpa/NU7ok/UlSiaTXJfWpiQqYmZmZmZmZmTV0NdGDZ0BE9IqIfun92cCTEdEZeDK9BxgMdE6vYcB1NfDZZmZmZrXGD7PMzMysWNTGEK2DgJFpeyRwcE76rZEZDzRLSwCamZmZ1WV+mGVmZmZ13voGeAJ4QtIkScNSWuuImJ22PwRap+12wMycY0tT2mokDZM0UdLEefPmrWfxzMzMzGqcH2aZmZlZnbO+AZ7dI6IP2ROrkyXtkbszzfoe63LCiLg+IvpFRL+WLVuuZ/HMzMzM1osfZpmZmVlRWK9l0iNiVvo6V9IDwC7AHEltImJ2emo1N2WfBXTIObx9SjMzMzOrq3aPiFmSWgFjJb2duzMiQtI6P8wCrgfo16/fOh1rZmZmVpWv3INH0maSNi/bBgYCbwKjgSEp2xDgobQ9GjguTUC4K/BRztMvMzMzszon92EWsNrDLAA/zDIzM7O6Yn2GaLUGnpf0GjABeCQiHgOGA/tImgb8X3oPMAZ4DygBbgB+uh6fbWZmZlar/DDLzMzMislXHqIVEe8BO1eSvgDYu5L0AE7+qp9nZmZmlmetgQckQXbNdEdEPCbpZeBuSUOB94EjUv4xwH5kD7M+A07If5HNzMysoVqvOXjMzMzM6is/zDIzM7Nisr6raJmZmZmZmZmZWYE5wGNmZmZmZmZmVuQc4DEzMzMzMzMzK3IO8JiZmZmZmZmZFTkHeMzMzMzMzMzMipwDPGZmZmZmZmZmRc4BHjMzMzMzMzOzIucAj5mZmZmZmZlZkXOAx8zMzMzMzMysyDnAY2ZmZmZmZmZW5BzgMTMzMzMzMzMrcg7wmJmZmZmZmZkVOQd4zMzMzMzMzMyKnAM8ZmZmZmZmZmZFLu8BHkmDJL0jqUTS2fn+fDNrWNzmmFk+uc0xs3xzu2NmZfIa4JHUGBgBDAa6AkdJ6prPMphZw+E2x8zyyW2OmeWb2x0zy5XvHjy7ACUR8V5EfAGMAg7KcxnMrOFwm2Nm+eQ2x8zyze2OmZVrkufPawfMzHlfCvTPzSBpGDAsvf1E0jt5KttX1QKYX1Mn02U1daai4u/h+qnR7x/Uyvdwmxo/Y/Wstc2BOtPufOWfYxH/zje0Oje0+kLh6uw2p26r8f9b1VHEf0fFqKH9jAvV5kD9vL+qaQ3t97Ehaog/40rbnXwHeNYqIq4Hri90OapL0sSI6FfochQzfw/Xj79/668utDsN8efY0Orc0OoLDbPO1VEX2pxC8u9F/eefcd3iNse/j/Wdf8b/k+8hWrOADjnv26c0M7Pa4DbHzPLJbY6Z5ZvbHTMrl+8Az8tAZ0nbStoQOBIYnecymFnD4TbHzPLJbY6Z5ZvbHTMrl9chWhGxQtIpwONAY+DmiJiSzzLUggbb3bEG+Xu4fvz9q0KRtTkN8efY0Orc0OoLDazORdbmFFKD+r1ooPwzzhO3O9Xi38f6zz/jRBFR6DKYmZmZmZmZmdl6yPcQLTMzMzMzMzMzq2EO8JiZmZmZmZmZFTkHeMzMzMzMzMzMipwDPJZXkhpJ+mahy1HMJG0vaaO0vaekn0tqVuBimVklJA2uJO3HhShLvkhSJWkbFaIsZpYfvjYxs3xym1M1B3i+AkntJT0gaZ6kuZLuk9S+0OUqBhGxChhR6HIUufuAlZI6kc0Y3wG4o7BFsq9C0oUV3jeWdHuhylPbJN1WnbR65reS9ip7I+lXwEEFLE8+3JT7RlJTYEyBymJ1hK+d6j1fm1id4jan3nObUwUHeL6avwOjgTZAW+CfKc2q50lJh1X2lNeqZVVErAAOAf4cEb8k+1204tNB0jlQ3sPhfmBaYYtUq7rlvpHUGOhboLLky4HApZK+LekSoD/1P8BTKukvAJKaA08A/yhskawO8LVT/eZrE6tr3ObUb25zquAAz1fTMiL+HhEr0usWoGWhC1VEfgTcA3wh6WNJSyR9XOhCFZHlko4ChgAPp7QNClge++pOBHqkIM8/gXERcX5hi1TzJJ0jaQnQM/3Nf5zezwUeKnDxalVEzCcL8owgu8A8PCK+KGypaldE/A74RNJfyYI7V0SEL6rN1071m69NrK5xm1O/uc2pggM8X80CST9IwykaS/oBsKDQhSoWEbF5RDSKiA0iYov0fotCl6uInADsBlwSEdMlbQvU92Eu9YqkPpL6AL2Ba4Dvk/XceTal1ysR8fuI2Bz4Q/qbL/u73yoizil0+WpDWeA6BbJKgB2A7wEf19eAtqRDy17AS8CuwKtApDRr2HztVL/52sTqGrc59ZvbnCooIgpdhqIjaRvgz2S/VAH8G/h5RHxQ0IIViTQ06xhg24i4SFIHoE1ETChw0YqGpE2ArSPinUKXxdadpHFr2B0Rsdca9hcdSTtFxNtVBa8i4pV8l8lqnqQ19dKJiDgxb4WxOsfXTvWfr02sLnGbU/+5zamcAzyWd5KuA1YBe0VEl7I5GiLiGwUuWlGQ9F3gj8CGEbGtpF7AhRFxYGFLZlY5STdExA+rCGzVu4BWLkmHAE9FxEfpfTNgz4h4sJDlMjOrSb42MbN8cptTNQd41oGk361hd0TERXkrTBGT9EpE9JH0akT0TmmvRcTOhS5bMZA0CdgLeDrn+/dmRHQvbMlsXaWJlQ8DOgJNytIj4sKqjrHiImlyRPSqkFbe9tVHkkYCv4iIxel9c7J5eNyDpwHytVPD4GsTqyvc5jQMbnOq1mTtWSzHp5WkbQYMBbYC3GBUz/K0ek4ASGpJ1qPHqmd5RHxUYREyf/+K00PAR8AkYFmBy1Jr1jb/SkTcn6+yFEBlc93V9/+9PcuCOwARsUhSvQ1o2Vr52qlh8LWJ1RVucxoGtzlVqO8XmTUqIq4o25a0OfALsgmeRgFXVHWcfcmfgAeAVmnZ4MOBcwtbpLpP0hjgZGCKpKOBxpI6Az8nG1dsxad9RAwqdCHy4Lvpayvgm8BT6f0Ast/d+hzgmSjpSrJVtCD7G55UwPLkQyNJzSNiEYCkLfH1RoPla6f6zdcmVte4zanf3OasnVfRWkeStpR0MfA62QVrn4g4KyLmFrhoRSMibgd+BfwemA0cHBH3FLZUReHvwOPADKA7WY+PO8h6gPyicMWy9fBvST0KXYjaFhEnRMQJZMtXdo2IwyLiMKAb9X9Jy58BXwB3kV1cfk52YVKfXQG8KOkiSReRXXBdXuAyWQH52qle87WJ1Tluc+o1tzlr4Tl41oGkPwCHAtcDIyLikwIXqWilIVqtWX3eEc9qvxaSmgK/BQaRLQVY9gccEXFlwQpmX4mkqUAnYDrZPyiR/Sx7FrRgtUTSWxHRJed9I2BKblp9JWmziKis23i9JKkr2dh4yCaZnlrI8ljh+Nqp/vO1idUlbnPqP7c5a+Yu0+vmDLKbsHOB3+SM+Su7KduiUAUrJpJ+BpwHzAFWkr5/QL28qa1hX5CNLd4IaMr/GjQrToMLXYA8e1LS48Cd6f33gX8VsDy1TtI3gRvJ/l63lrQz8KOI+GlhS1brtgQ+jYi/S2opaduImF7oQllB+Nqp/vO1idUlbnPqP7c5a+AePJZ3kkqA/hGxoNBlKSaSBgFXAqPJlgH8rMBFshoiqRWwcdn7+tybLS0bvkd6+2xEPFDI8tQ2SS+RzTM2uqGs8iDpPKAfsGNE7CCpLXBPRHyrwEUzsxrmaxMzyye3OWvnHjxWCDPJxknauvkN8L2ImFLogljNkHQg2XwlbYG5wDbAW2Rz09RXrwBLIuJfkjaVtHlELCl0oWpTRMyssMrDykKVJU8OAXqT/ayJiP+miS7NrP7xtYmZ5ZPbnLVwgMfyRtLpafM94GlJj5CzNLTHTK5ZRHy70GWwGncRsCvwr4joLWkA8IMCl6nWSPohMIxs+M72QDvgr8DehSxXLZuZhmmFpA3IJgB8q8Blqm1fRERICsjmHyp0gcysdvjaxMzyyW3O2nkVLcunzdPrA2AssGFOWtMClsusUJanoYqNJDWKiHFkQ1vqq5OBbwEfA0TENLKl0+uzH5PVux0wC+hF/V9F625JfwOapaDev4AbClwmMzMzs3rPPXgsbyLiAgBJ36u4LLqk7xWmVGYFtTitBPAscLukuWSTxtVXyyLii7LhSpKaUM8nxouI+cAxhS5HPkXEHyXtQxbI2xH4XUSMLXCxzMzMzOo9T7JseSfplYjos7Y0s/ouDV1ZStab8hjga8Dt9XUCckmXA4uB44CfAT8FpkbEbwpZrtokqSXwQ6AjOQ9VIuLEQpXJzMzMzOonB3gsbyQNBvYDjgDuytm1BdA1InYpSMHM6gBJLYAFUY8bZWVdd04CBpItV/o4cGM9r/O/geeASeRMrhwR9xWsULVM0qHAZWTD74SXpjUzMzPLCwd4LG8k7Uw2/8RlwMUpeQUwB3g6IhYVqGhmeSVpV2A4sJBsouXbgBZkPXmOi4jHCli8WiGpMTAlInYqdFnySdLkiOhV6HLkk6QS4LsRUd8nkzYzMzOrUzzJsuXTVLLlnzcETkyvi4FvAp8UsFxm+XYtcClwJ/AUcFJEfB3YA/h9IQtWWyJiJfCOpK0LXZY8e1jSfoUuRJ7NcXDHzMzMLP/cg8fyRtJVZKtlnR4RS1LaFsAfgaUR8YtCls8sX3J7dUh6KyK65Ox7NSJ6F6xwtUjSs0BvYAI5k0lHxIEFK1QtkbSEbAJpAZsBy4Dl1OPhSmloFsB3gK8DD5LVG4CIuL8AxTIzMzNrMLyKluXTAcAOufNtRMTHkn4CvA04wGMNxaqc7aUV9tW7qLukTkBr4LcVdn0bmJ3/EtW+iNi80GUogO/mbH9GNtdSmQAc4DEzMzOrRe7BY3kj6d2I2GFd95nVN5JWkvVgEbAJ2c0w6f3GEbFBocpWGyQ9DJwTEW9USO8BXBoR3638yOIlaV9g84i4t0L6YcDHXjbczMzMzGqa5+CxfJoq6biKiZJ+QNaDx6xBiIjGEbFFRGweEU3Sdtn7ehXcSVpXDO4ApLSO+S9OXvwOeKaS9GeAC/NclryQ9AdJP6ok/UeShheiTGZmZmYNiXvwWN5IakfWRX8p2ZLBAP3IejAcEhGzClU2M6s9kqZFROcq9pVERKd8l6m2SZoYEf2q2Pd6RPTMd5lqm6RJQL+Ky95LagS8HhHdC1MyMzMzs4bBc/BY3qQATn9Je5GtpgUwJiKeLGCxzKz2TZT0w4i4ITdR0kn8L9hb32whqUlErMhNlLQBWVC7PtqoYnAHICJWSVIhCmRmZmbWkLgHj5mZ1SpJrYEHgC9YvffehmS99z4sVNlqSxqS1Bo4JSI+TWlNgWuA+RFxViHLVxskvQwcHRHTKqR3Bu6sqkeTmZmZmdUMB3jMzCwvJA0AyobpTImIpwpZntokqQlwMXAS8H5K3hq4CfhtRCwvVNlqi6TBwJ/J6p0byDsHODUixhSqbGZmZmYNgQM8ZmZmtUTSJkDZHEMlEbG0kOWpbZK6A78kJ5AH/KGySbbNzMzMrGY5wGNmZlbDJP0qIi5P29+LiHty9l0aEb8uXOnMzMzMrD5ygMfMzKyGSXolIvpU3K7sfX0hafSa9kfEgfkqi5mZmVlD5FW0zMzMap6q2K7sfX2xGzATuBN4ifpbTzMzM7M6yQEeMzOzmhdVbFf2vr74OrAPcBRwNPAI2epZUwpaKjMzM7MGwkO0zMzMapiklcCnZL1YNgE+K9sFbBwRGxSqbPkgaSOyQM8fgAsi4toCF8nMzMys3nMPHjMzsxoWEY0LXYZCSIGd/cmCOx2BPwEPFLJMZmZmZg2Fe/CYmZnZepN0K9ny6GOAURHxZoGLZGZmZtagOMBjZmZm603SKrJhabD6PEMCIiK2yH+pzMzMzBoOB3jMzMzMzMzMzIpco0IXwMzMzMzMzMzM1o8DPGZmZmZmZmZmRc4BHjMzMzMzMzOzIucAj5mZmZmZmZlZkXOAx8zMzMzMzMysyDnAY2ZmZmZmZmZW5BzgMTMzMzMzMzMrcg7wmJmZmZmZmZkVOQd4zMzMzMzMzMyKnAM8ZmZmZmZmZmZFzgEeMzMzMzMzM7Mi5wCPmZmZmZmZmVmRc4DHzMzMzMzMzKzIOcBjZmZmZmZmZlbkHOAxMzMzMzMzMytyDvCYmZmZmZmZmRU5B3jMzMzMzMzMzIqcAzxmZmZmZmZmZkXOAR4zMzMzMzMzsyLnAI+ZmZmZmZmZWZFzgMfMzMzMzMzMrMg5wGNrJWmGpP9L27+WdGOhy7QmueU1M6suSSGpU6HLYWZ1h6RjJD1RqPNL+rakd2rr882sZkl6WtJJhS5HbZI0RdKehS6HVc4BngZC0vGS3pD0maQPJV0nqdm6niciLo2I9W60JHVMN1OfpNccSX+RtMH6ntvMzMwaHkm7S/q3pI8kLZT0gqRvrM85I+L2iBi4nuXaV9KzkpZImifpGUkHVnb+ioHmiHguInZcn883s5qXHigvzbmPuUVS0wKWp8bbv6pERLeIeLo2zm3rzwGeBkDSGcBlwC+BrwG7AtsAYyVtWMiyAc0ioinQA9gNOLnA5TEzWyeSmhS6DGYNnaQtgIeBPwNbAu2AC4BlBSqPJDWSdDhwD3Ar0B5oDfwO+G4hymVmNeq76T6mD9APOLcQhajJ9s/XNMXPAZ56Lv3BXwD8LCIei4jlETEDOALoCPxA0vmS7pZ0a3q6NEVSvyrOd76kf6Ttsl44QyR9IGm+pN/k5G0k6WxJ/5G0IH3GlpWdNyLmAmOBrjnHlx27RNJUSYdUKMsPJb2Vs79PJeXtImm6pKNSL6bnK+wvf1KWIu9/lTQ2nfMZSdtU49tsZrVIUh9Jr6a/y3sk3SXp4rTvAEmTJS1OT6565hw3Q9KZkl5PT7TukrRxzv5fSpot6b+STqzwmRtJ+mNq2+aktmGTtG9PSaWSzpL0IfD3PH0rzKxqOwBExJ0RsTIilkbEExHxOoCkE9M1wyJJj+f+f0/XAj+WNC21JSMkKe1b7dpB0jclvZzalJclfTNn39OSLpH0AvAZsD1wJXBRRNwYER9FxKqIeCYifljx/JKeTad6LfUK+H5Ze5P2f1//6/n8iaRlkp5O+6rTZp0haW5q906onR+DWcMTEbOAR4HuKWkbZT1olkh6QlKLsrySDkz3WotTm9ElZ9/arluquuZZY/uXjl1bG3iypGnANGUjPf6YW0dJD0k6PaecZdN3NFY2hUfZPdskSR3Svp2U3VctlPSOpCNq5Btua+QAT/33TWBj4P7cxIj4BBgD7JOSDgRGAc2A0cC16/AZuwM7AnsDv8tpqH4GHAx8B2gLLAJGVHYCSW2BfYHxOcn/Ab5N1uvoAuAfktqk/N8DzgeOA7ZI5V9Q4Zx9gMfJglt3VrMuxwAXAS2AycDt1TzOzGqBsl6GDwC3kD2VuhM4JO3rDdwM/AjYCvgbMFrSRjmnOAIYBGwL9ASOT8cOAs4kawM7AxXn7RpOdsHUC+hE9jTsdzn7v57Ksw0wbP1rambr6V1gpaSRkgZLal62Q9JBwK+BQ4GWwHNkbUmuA4BvkLUTR5Bdk6xG2UOqR4A/kbU5VwKPSNoqJ9uxZG3C5mTXXx2Ae6tTgYjYI23uHBFNI+KuCvvvSulNya6r3supR3XarK+l9KHAiNzvkZl9dSmgsR/wako6GjgBaAVsSHa9gaQdyP5mTyVri8YA/9TqIyqqum5Z0zVPle1fOrY6beDBQH+yh+13At/PCXQ3BwaS3StWdDpwVKr/FsCJwGeSNiN7eH9H+j4cCfxFUtdKzmE1yAGe+q8FMD8iVlSyb3baD/B8RIyJiJXAbcDO6/AZF6RI8WvAaznH/hj4TUSURsQysoDM4Vq96998SYuBWcCn5FwERcQ9EfHf9LTrLmAasEvafRJweUS8HJmSiHg/57zfJgtUHRcRD69DXR6JiGdTeX8D7FYWhTazgtgVaAL8KfVAvB+YkPYNA/4WES+lJ1Yjyboj75pz/J9SO7IQ+CfZzQ9kF1B/j4g3I+JTsvYJyIZWpHOfFhELI2IJcCnZxUmZVcB5EbEsIpbWcJ3NbB1FxMdkD5wCuAGYJ2m0pNZk1yO/j4i30vXQpUAvrd5Ld3hELI6ID4Bx/K+tyLU/MC0ibouIFenh0dusPtzqloiYkj5ni5Q2uwariqRGZDdNT0fE36rZZi0HLkzt6BjgE7KHc2b21T2Y7mOeB54h+7uD7Pri3XR9cDf/a0++T3avMTYilgN/BDYheyBfpqrrliqvedbS/kH12sDfp/ZjKVkAKMjupwAOB16MiP9W8j04CTg3It5J92SvRcQCsqD5jIj4e2ovXwXuA75Xre+sfWUO8NR/84EWqnw8ZZu0H+DDnPTPgI2rOKYyFY8tm2BsG+CB1I1wMfAWsJJs/HmZFhHRDNgUeIGsxw0Ako7L6Ya4mKzbY1lAqgNZD5+q/Bj491eYAGxm2Ubq5bSQ7CmZmRVGW2BWREROWtnf6TbAGWVtRGonOrD632xV7VPbnPMA5AaIW5K1SZNyzvtYSi8zLyI+/2pVMrPakG5ejo+I9mTXDG2Bq8naimty/p4XAiLrzVKmqrYiV1tWbytI73PPk9uulPUsbrNuNVmrS8h6CP08va9Om7WgwsO+qupoZtV3cEQ0i4htIuKnOQ981nTtUd6GRMQqsjajOm3RGq951tD+lR27tjYw9x4oyHrrHJWSjqbqUQ1V3ZNtA/SvUN5jyHoTWi1ygKf+e5EsuntobqKyWd4HA0/W4mfPBAanhq/stXEap7qa1CDeAuwqqUWKKN8AnAJslYJAb5I1RmXn3n4Nn/1jYGtJV+WkfUp2AQSApMoamA45+5uSDcGoLFptZvkxG2hX1k04Kfs7nQlcUqGN2bSaQzJn55wHYOuc7fnAUqBbznm/loZFlMkNOJlZHRMRb5NdV3Qnayt+VKGt2CQi/r2Op/0v2U1Lrq3JeiGXf3TO9jvpsw9bx8+pkqQjyW66Dk89AKB6bZaZFd5qbUi6tunA6m1IVap9zVOh/Ss7dm1tYMXrmjvJRl5sQzZ06741lKuye7KZwDMVPrNpRPykGnW19eAATz0XER+RzV/zZ0mDJG0gqSNZd8FSsuFYteWvwCVl3f8ktUxjQL8kjR89lixqvQDYjKyhmZf2n8D/GimAG4EzJfVVplOFboZLyMav7iFpeEp7DegmqZeyCcvOr6Qo+ylbZnBDsrl4xkfEzErymVl+vEjW8+8USU1SG1I2VPMG4MeS+qd2YDNJ+0vavBrnvRs4XlJXSZsC55XtSE/UbgCuktQKQFI7SV+ak8PM6oY0mecZktqn9x3IAiHjya5HzpHULe37WprLb12NAXaQdHRqj75PNl9FpUPB01Pw04HfSjpB0hbKFqDYXdL1VXzGHGC7KurYm2yVnIMjYl7O57jNMisOdwP7S9pb0gbAGWQP4qsTbK7ymmct7R98hTYwDamaT3bP9XhELK4i643ARZI6p3L1VDYv2cNk7eWx6f5zA0nfUM6k0lY7HOBpACLicrKJtf4IfAy8RBZV3TuyuWZqyzVk8+A8IWkJWSPTv0KexZI+Ibug2Q04MI3fnApcQXZzN4dsGfUXcup0D1kX5TvIgjkPkvW2ISfPYrIJVAdLuigi3gUuBP5FNp/PaitqJXeQ3egtBPoCP/iKdTezGhARX5D1QBwKLCb7m3wYWBYRE4Efkk0KvwgoIU1GWI3zPkrWdfmpdNxTFbKcldLHS/qYrN3wfBVmddcSsmuMlyR9SnbN8SZwRkQ8AFwGjEp/z2+S9WJeJznzSpxB9jDqV8ABETF/DcfcSzbvxolkT+/nABcDD1VxyPnAyDSkoeKKMwcBzYHn9b+VtB5N+9xmmdVxEfEO2XXMn8mCJ98lW2r9i2ocu6Zrnirbv3TsV20D7yBbhOKONeS5kixw9QTZfeZNwCZpLrCBZHOB/ZfsIf5lwEZVnMdqiFaf1sCs4ZJ0C1AaEecWuixmVjVJLwF/jQgvT25mZmZmlrgHj5mZ1WmSviPp62lIxBCyZUMfK3S5zMzMzMzqkuqukmRmZlYoO5J1/90MeI9sctEaXXbYzMzMzKzYeYiWmZmZmZmZmVmR8xAtMzMzMzMzM7Mi5wBPBZI2ljRB0muSpki6IKVvK+klSSWS7krLaCNpa0njJL0q6XVJ+6X0DSSNlPSGpLcknVPIepmZWf2whv9Tt0iaLmlyevVK6XtK+ign/Xc555qR/k9NljSxQFWyeqCy3yVJO0t6MaX/U9IWOfnPSddU7+Qu5y3pZklzJb1ZiHqYmVndIKmZpHslvZ3up3eTdFG6554s6QlJbXPy75nSp0h6Jie9Qf1fqdNDtFq0aBEdO3bM62dGBKtWraJx48ZEBG+//TYdOnRg7ty5NGvWjC233JL333+fTTfdlJYtW662vXTpUkpKSujRowcLFy5k8eLFbLfddqxatYopU6awww47sNFGXhnOGp5JkybNj4iWhS5HdRSi3TFbF1X9n5o/fz5f+9rXaN68+Wr5lyxZwpw5c+jUqdOXzvXGG2/QpUsXmjSpX1Pyuc3Jv8p+l9566y3at2/P5ptvzvz581m2bBnt2rVj6dKlTJ8+nZ122only5fz7rvv0r17dySxZMkSGjduzPTp0+nWrVsBa2RWfW5zzGre9OnT2XzzzWnRogWrVq1i1apVSKJx48YAzJ07l6VLl7LNNtuwYsUK3nnnHTp37syGG27I8uXL2WCDDQDq7f+VKtudiKizr759+0Yhffrpp9G7d+8YP358bLXVVrF8+fKIiPj3v/8dAwcOjIiIYcOGxfDhw8vTd9ttt4iIuOOOO+KAAw6I5cuXx/z586Nz586xYMGCwlTErMCAiVEH2pTqvArd7piti9z/U0OGDIl77rnnS3nGjRsX+++/f6XHb7PNNjFv3rzaLmbeuc3Jv8p+l7bYYotYtWpVRER88MEH0aVLl4iIuPTSS+PSSy8tzzdw4MD497//Xf5++vTp0a1btzyU2qxmuM0xq1mLFy+Ojh07lv8Pqcyll14aP/7xjyMiYsSIEfGb3/ymyrz18f9KVe2Oh2hVYuXKlfTq1YtWrVqxzz77sP3229OsWbPyp1Lt27dn1qxZAJx//vn84x//oH379uy33378+c9/BuDwww9ns802o02bNmy99daceeaZbLnllgWrk5k1HJ9//jm77LILO++8M926deO8885bbf/Pf/5zmjZtWv7+gw8+YMCAAfTu3ZuePXsyZswYAJYvX86QIUPo0aMHXbp04fe//31e62FVq/h/qn///gD85je/oWfPnpx22mksW7asPP+LL77IzjvvzODBg5kyZUp5uiQGDhxI3759uf766/Nej7qkiq7gW0oaK2la+to85ZWkP6UhRq9L6pNzniEp/zRJQwpXo/yq7HepW7duPPTQQwDcc889zJw5E4BZs2bRoUOH8mNzr6vMzMymT59Oy5YtOeGEE+jduzcnnXQSn376KZBd63To0IHbb7+dCy+8EIB3332XRYsWseeee9K3b19uvfXWQha/oBzgqUTjxo2ZPHkypaWlTJgwgbfffrvKvHfeeSfHH388paWljBkzhmOPPZZVq1YxYcIEGjduzH//+1+mT5/OFVdcwXvvvZfHWphZQ7XRRhvx1FNP8dprrzF58mQee+wxxo8fD8DEiRNZtGjRavkvvvhijjjiCF599VVGjRrFT3/6UyC7IVu2bBlvvPEGkyZN4m9/+xszZszId3WsEhX/T7355pv8/ve/5+233+bll19m4cKFXHbZZQD06dOH999/n9dee42f/exnHHzwweXnef7553nllVd49NFHGTFiBM8++2yBalQnXAM8FhE7ATsDbwFnA09GRGfgyfQeYDDQOb2GAdcBSNoSOA/oD+wCnFcWFKrvKvtduvnmm/nLX/5C3759WbJkCRtuuGGhi2lmZkVgxYoVvPLKK/zkJz/h1VdfZbPNNmP48OEAXHLJJcycOZNjjjmGa6+9tjz/pEmTeOSRR3j88ce56KKLePfddwtZhYJxgGcNmjVrxoABA3jxxRdZvHgxK1asAKC0tJR27doBcNNNN3HEEUcAsNtuu/H5558zf/587rjjDgYNGsQGG2xAq1at+Na3vsXEiZ6/0sxqn6TyHjrLly9n+fLlSGLlypX88pe/5PLLL/9S/o8//hiAjz76iLZt25anf/rpp6xYsYKlS5ey4YYbssUWW2B1R9n/qccee4w2bdogiY022ogTTjiBCRMmALDFFluU/z7st99+LF++nPnz5wOU/y9r1aoVhxxySPkxDY2krwF7ADcBRMQXEbEYOAgYmbKNBA5O2wcBt6Ze0uOBZpLaAPsCYyNiYUQsAsYCg/JWkQKq7Hdpp5124oknnmDSpEkcddRRbL/99uV5y3rzwOrXVWZmZu3bt6d9+/blPZQPP/xwXnnlldXyHHPMMdx3333l+ffdd18222wzWrRowR577MFrr72W93LXBQ7wVDBv3jwWL14MwNKlSxk7dixdunRhwIAB3HvvvQCMHDmSgw46CICtt96aJ598EsgmE/z8889p2bIlW2+9NU899RQAn376KePHj2ennXbKf4XMrEGqbAjPtddey4EHHkibNm1Wy+uhpsWlsv9TO+20E7NnzwayufUefPBBunfvDsCHH35INlQbJkyYwKpVq9hqq6349NNPWbJkCZD9n3riiSfKj2mAtgXmAX9Pq2LeKGkzoHVEzE55PgRap+12wMyc40tTWlXpq5E0TNJESRPnzZtXw1XJv6p+l+bOnQvAqlWruPjii/nxj38MwIEHHsioUaNYtmwZ06dPZ9q0aeyyyy4FK7+ZmdUtX//61+nQoQPvvPMOAE8++SRdu3Zl2rRp5Xkeeuih8vvrgw46iOeff54VK1bw2Wef8dJLL9GlS5eClL3Q6teyGTVg9uzZDBkyhJUrV7Jq1SqOOOIIDjjgALp27cqRRx7JueeeS+/evRk6dCgAV1xxBT/84Q+56qqrkMQtt9yCJE4++WROOOEEunXrRkRwwgkn0LNnzwLXzswairIhPIsXL+aQQw7h2Wef5Z577uHpp5/+Ut6yoaZnnHEGL774IsceeyxvvvnmakNNFy1axLe//W3+7//+j+222y7/FbJyVf2f2muvvZg3bx4RQa9evfjrX/8KwL333st1111HkyZN2GSTTRg1ahSSmDNnDocccgiQdW0++uijGTSoQXQ2qUwToA/ws4h4SdI1/G84FgAREZJqZOnRiLgeuB6gX79+dXc502qq6nfpmmuuYcSIEQAceuihnHDCCUA2N88RRxxB165dadKkCSNGjChfFeWoo47i6aefZv78+bRv354LLrig/JrLzMwajj//+c8cc8wxfPHFF2y33Xb8/e9/56STTuKdd96hUaNGbLPNNuXXOl26dGHQoEH07NmTRo0acdJJJ5U/tGpo/1fq9DLp/fr1Cw9rMit+kiZFRL9q5t0YeBbYiOym696IOE/SLcB3gI9S1uMjYrIkkc2dsR/wWUp/JZ1rCHBuyn9xRIxkLepju3PhhRcSEVx33XVsvPHGQDax8nbbbUdJSQndunXjscceK5/0dLvttmP8+PFccMEF7Lrrrhx77LEAnHjiiQwaNKh8WKpZXbUubU7K/3VgfER0TO+/TRbg6QTsGRGz0xCspyNiR0l/S9t3pvzvAHuWvSLiRyl9tXyVqY9tjllDs65tTiG5zTGrH6pqdxpcD56OZz9S6CKs0Yzh+xe6CGaFtgzYKyI+kbQB8LykR9O+X0bEvRXy50522p9sstP+OZOd9gMCmCRpdJoXo16bN28eG2ywAc2aNSsfwnPWWWfx4Ycfludp2rQpJSUlwP+Gmh5//PGVDjU99thjy4eannrqqQWqVfGr6/9/akOx/E+LiA8lzZS0Y0S8A+wNTE2vIcDw9PWhdMho4BRJo8janY9SEOhx4NKciZUHAufksy7V5d9HMzOraQ3tf0td/L+y1gDPGp6mbwuMArYCJgHHRsQXkjYCbgX6AguA70fEjHSuc4ChwErg5xHxeM1XycyKWWTdCj9JbzdIrzV1NSyf7BQYn5Y6bkP2JH1sRCwEkFQ22WmVT9Lri6qG8FTFQ03NAPgZcLukDYH3gBPI5iq8W9JQ4H2grPvaGLJegyVkPQdPAIiIhZIuAl5O+S4sa4PMzMzMalt1evBU9TT9dOCqiBgl6a9kgZvr0tdFEdFJ0pHAZcD3JXUFjgS6AW2Bf0naISJW1kK9zKyISWpMFjjuBIxIc2L8BLhE0u9IyxVHxDLWc7LT9HnDyJY6Zuutt67h2uRfz549efXVV9eY55NPPinf7tq1Ky+88MKX8jRt2pR77rmnxstnVhdFxGSyHn8V7V1J3gBOruI8NwM312jhzMzMzKphrQGeNTxN3ws4OqWPBM4nC/AclLYB7gWuTXNkHASMSjdk0yWVALsAL9ZERcys/kiB316SmgEPSOpONszhQ2BDsslJzwIurKHPK/iEpw2tSyvUzW6tZmZmZmbFqlrLpEtqLGkyMBcYC/wHWBwRK1KW3Cfj5U/N0/6PyIZxVftpupkZQEQsBsYBgyJidmSWAX8nCxADzAI65BzWPqVVlW5mZmZmZlbvVCvAExErI6IX2Q3SLsBOtVUgScMkTZQ0cd68ebX1MWZWR0lqmXruIGkTYB/g7TSvDqlH4MHAm+mQ0cBxyuxKmuwUeBwYKKl5mvB0YEozMzMzMzOrd6oV4CmT8zR9N6CZpLIhXrlPxsufmqf9XyObbLlaT9Mj4vqI6BcR/Vq2bLkuxTOz+qENME7S62QTlY6NiIfJJj99A3gDaAFcnPKPIZsQtQS4AfgpZJOdAmWTnb6MJzs1MzOzOiItCnGvpLclvSVpN0lbShoraVr62jzllaQ/SSqR9LqkPjnnGZLyT5M0pHA1MrO6oDqraLUElkfE4pyn6ZeRBXoOJ1tJq+LSoUPI5tY5HHgqIkLSaOAOSVeSTbLcGZhQw/UxsyIXEa8DvStJ36uK/J7s1MzMzIrNNcBjEXF4Wr1vU+DXwJMRMVzS2cDZZHMODia7d+oM9Ceb97S/pC2B88gmiA9gkqTREbEo/9Uxs7qgOqtotQFGplVtGgF3R8TDkqYCoyRdDLwK3JTy3wTcliZRXki2chYRMUXS3cBUYAVwslfQMjMzMzOzhkTS14A9gOMBIuIL4AtJBwF7pmwjgafJAjwHAbemh1rjU++fNinv2LIeypLGAoOAO/NVFzOrW6qzilZVT9Pf43+TnOamfw58r4pzXQJcsu7FNDMzMzMzqxe2BeYBf5e0MzAJ+AXQOs0jCNnKoa3TdlWL1VRrERtJw4BhAFtvvXXN1cLM6px1moPHzMzMzMzM1ksToA9wXUT0Bj4lG45VLvXWiZr4MM9xatZwOMBjZmZmZmaWP6VAaUS8lN7fSxbwmZOzamgbYG7aX9ViNdVaxMbMGg4HeMzMzMzMzPIkIj4EZkraMSXtTTZPadliNfDlRWyOS6tp7Qp8lIZyPQ4MlNQ8rbg1MKWZWQNVnUmWzczMzMzMrOb8DLg9raD1HnACaUEbSUOB94EjUt4xwH5ACfBZyktELJR0EfByyndh2YTLZtYwOcBjZmZmZmaWRxExmWx584r2riRvACdXcZ6bgZtrtHBmVrQ8RMvMzMzMzMzMrMg5wGNmZmZmZmZmVuQc4DEzMzMzMzMzK3IO8JiZmZmZmZmZFTkHeMzMzMzMzMzMipwDPGZmZmZmZmZmRc4BHjMzMzMzMzOzIucAj5mZmTV4kmZIekPSZEkTU9qWksZKmpa+Nk/pkvQnSSWSXpfUJ+c8Q1L+aZKGFKo+ZmZm1vA4wGNmdYqkjSVNkPSapCmSLkjp20p6Kd1Q3SVpw5S+UXpfkvZ3zDnXOSn9HUn7FqhKZlY8BkREr4jol96fDTwZEZ2BJ9N7gMFA5/QaBlwHWUAIOA/oD+wCnFcWFDIzMzOrbQ7wmFldswzYKyJ2BnoBgyTtClwGXBURnYBFwNCUfyiwKKVflfIhqStwJNANGAT8RVLjfFbEzIreQcDItD0SODgn/dbIjAeaSWoD7AuMjYiFEbEIGEvW/piZmZnVOgd4zKxOSTdMn6S3G6RXAHsB96b0ijdaZTdg9wJ7S1JKHxURyyJiOlBC9kTdzKwyATwhaZKkYSmtdUTMTtsfAq3TdjtgZs6xpSmtqvTVSBomaaKkifPmzavJOpiZmVkD5gCPWR0zc+ZMBgwYQNeuXenWrRvXXHPNavuvuOIKJDF//nwAbr/9dnr27EmPHj345je/yWuvvVae95prrqF79+5069aNq6++Op/VWC+SGkuaDMwlewL+H2BxRKxIWXJvmspvqNL+j4CtqOaNVvo832yZ2e4R0Yds+NXJkvbI3RkRQRYEWm8RcX1E9IuIfi1btqyJU5qZmZk5wGNW1zRp0oQrrriCqVOnMn78eEaMGMHUqVOBLPjzxBNPsPXWW5fn33bbbXnmmWd44403+O1vf8uwYdmD5zfffJMbbriBCRMm8Nprr/Hwww9TUlJSkDqtq4hYGRG9gPZkvW52quXP882WWQMXEbPS17nAA2Rtz5w09Ir0dW7KPgvokHN4+5RWVbqZmZlZrVtrgEdSB0njJE1NE57+IqWfL2lWWm1isqT9co6pdGJTSYNSWomksyv7PLOGrk2bNvTpky3Isvnmm9OlSxdmzcruD0477TQuv/xyshFImW9+85s0b57N4bnrrrtSWloKwFtvvUX//v3ZdNNNadKkCd/5zne4//7781yb9RMRi4FxwG5kc1w0Sbtyb5rKb6jS/q8BC/CNlplVk6TNJG1etg0MBN4ERgNlK2ENAR5K26OB49JqWrsCH6WhXI8DAyU1T5MrD0xpZmZmZrWuOj14VgBnRERXYFeybstd076r0moTvSJiDFQ9sWma3HQEWdfnrsBROecxs0rMmDGDV199lf79+/PQQw/Rrl07dt555yrz33TTTQwePBiA7t2789xzz7FgwQI+++wzxowZw8yZM6s8tq6Q1FJSs7S9CbAP8BZZoOfwlK3ijVbZDdjhwFNpKMVo4Mi0yta2ZKvdTMhLJcys2LQGnpf0Glk78UhEPAYMB/aRNA34v/QeYAzwHtncXjcAPwWIiIXARcDL6XVhSjMzMzOrdU3WliE9kZqdtpdIeosq5rFIyic2BaZLyp3YtCQi3gOQNCrlnboe5Tertz755BMOO+wwrr76apo0acKll17KE088UWX+cePGcdNNN/H8888D0KVLF8466ywGDhzIZpttRq9evWjcuCgWkWoDjExB4UbA3RHxsKSpwChJFwOvAjel/DcBt6W2ZiFZgJmImCLpbrI2ZgVwckSszHNdzKwIpGuTL0XPI2IBsHcl6QGcXMW5bgZurukympmZma3NOs3BI6kj0Bt4KSWdIul1STenrsjglSXM1tvy5cs57LDDOOaYYzj00EP5z3/+w/Tp09l5553p2LEjpaWl9OnThw8//BCA119/nZNOOomHHnqIrbbaqvw8Q4cOZdKkSTz77LM0b96cHXbYoVBVqraIeD0iekdEz4joHhEXpvT3ImKXiOgUEd9LQWQi4vP0vlPa/17OuS6JiO0jYseIeLRQdTIzMzMzM6tt1Q7wSGoK3AecGhEfA9cB2wO9yHr4XFETBfJkp9bQRQRDhw6lS5cunH766QD06NGDuXPnMmPGDGbMmEH79u155ZVX+PrXv84HH3zAoYceym233falAM7cudl8oB988AH3338/Rx99dN7rY2ZmZmarkzRD0htpLtOJKW1LSWMlTUtfm6d0SfpTmsf0dUl9cs4zJOWfJmlIVZ9nZg3DWodoAUjagCy4c3tE3A8QEXNy9t8APJzermliU094arYWL7zwArfddhs9evSgV69eAFx66aXst99+lea/8MILWbBgAT/96U+BbBWuiRMnAnDYYYexYMECNthgA0aMGEGzZs3yUQUzMzMzW7sBETE/5/3ZwJMRMTwtSHM2cBbZHKad06s/2YP2/pK2BM4D+gEBTJI0OiIW5bMSZlZ3rDXAo2y5npuAtyLiypz0Nml+HoBDyFabgGxi0zskXQm05X8TmwronCY7nUU2T4a7E5hVsPvuu5NN71C1GTNmlG/feOON3HjjjZXme+6552qyaGZmZmZWew4C9kzbI4GnyQI8BwG3pvm/xktqJqlNyju2bDJ3SWPJFrm5M7/FNrO6ojo9eL4FHAu8IWlySvs12SpYvciixTOAH8GaJzaVdArZcqGNgZsjYkqN1cSsSHQ8+5FCF2GtZgzfv9BFMDMzM6vPAnhCUgB/i4jrgdY5D9A/JFvhD2pgjlNgGMDWW29dk3UwszqmOqtoPU/W+6aiMWs45hLgkkrSx6zpODMzMzMzswZg94iYJakVMFbS27k7IyJS8Ge9peDR9QD9+vWrkXOaWd20TqtomZmZmZmZ2fqJiFnp61zgAWAXYE4aekX6Ojdlr2qO0zXNfWpmDZADPGZmZmZmZnkiaTNJm5dtAwPJ5jMdDZSthDUEeChtjwaOS6tp7Qp8lIZyPQ4MlNQ8rbg1MKWZWQNVrVW0zMzMzMzMrEa0Bh7I1rKhCXBHRDwm6WXgbklDgfeBI1L+McB+QAnwGXACQEQslHQR8HLKd2HZhMtm1jA5wGNmZmZmZpYnEfEesHMl6QuAvStJD+DkKs51M3BzTZfRzIqTh2iZmZmZmZmZmRU5B3jMzMzMzMzMzIqcAzxmZmZmZmZmZkXOAR4zMzMzMzMzsyLnAI+ZmZmZmZmZWZFzgMfM6hRJHSSNkzRV0hRJv0jp50uaJWlyeu2Xc8w5kkokvSNp35z0QSmtRNLZhaiPmZmZmZlZPniZdDOra1YAZ0TEK5I2ByZJGpv2XRURf8zNLKkrcCT/z96dh8lVlgkbv58kgCIgW8BsQIQACVsTIvvHsMguIpsDw8gWjQvMoOAAjjAgihMcEFGBMZpAYJCIIBI1IpFVVJYQwhZAAgSSGEmEhEUQSPJ8f5zTsZJ0J510dVVX9/27rrq6znuWek5119unnvMusA3QF/htRGxZrr4C2B+YCTwUEeMzc2pNzkKSJEmSasgEj6ROJTNnA7PL529ExFNAv+XscjgwLjPfAV6IiGnAzuW6aZn5PEBEjCu3NcEjSZIkqcuxi5akTisiNgN2BB4oi06LiMciYkxErFeW9QNmVOw2syxrrbyl1xkREZMiYtLcuXOreQqSJEmSVBMmeCR1ShGxFnAz8MXMfB24CtgcaKJo4XNptV4rM0dl5rDMHNa7d+9qHVZSA4mInhHxSET8slweGBEPlGN4/SQiVi/L1yiXp5XrN6s4RovjgUmSJNWCCR5JnU5ErEaR3Lk+M38GkJkvZ+bCzFwE/JB/dMOaBQyo2L1/WdZauSS15HTgqYrliynG/doCmAcML8uHA/PK8svK7ZYeD+wg4MqI6Fmj2CVJkkzwSOpcIiKA0cBTmfntivI+FZsdATxRPh8PHFveVR8IDAIeBB4CBpV34Ven+OI1vhbnIKmxRER/4FDgR+VyAPsCN5WbjAU+UT4/vFymXL9fuf3i8cAy8wWgcjwwSZKkDucgy5I6mz2ATwGPR8SUsuw/geMioglIYDrwWYDMfDIibqQYPHkBcGpmLgSIiNOA3wA9gTGZ+WTtTkNSA/kOcBawdrm8ATA/MxeUy5VjeC0e3yszF0TEa+X2/YD7K4653HG/gBEAm2yySdVOQpIkdW8meCR1Kpl5HxAtrJqwnH0uAi5qoXzC8vaTpIj4GDAnMx+OiL1r8ZqZOQoYBTBs2LCsxWtKkqSub4VdtCJiQETcFRFTI+LJiDi9LF8/IiZGxLPlz/XK8oiI75aDDD4WEUMrjnViuf2zEXFix52WJElSm+wBfDwipgPjKLpmXQ6sGxHNN8Iqx/BaPL5Xuf6DwCs47pckSaqztozBswA4MzOHALsCp5YDCZ4D3JGZg4A7ymWAgynGwBhE0fz4KigSQsD5wC4UfdLPr5jmWJIkqeYy8yuZ2T8zN6MYq+vOzDweuAs4utzsRODW8vn4cply/Z2ZmbQ+HpgkSVJNrDDBk5mzM3Ny+fwNihkm+rHkIINLDz54bRbup7gD1gc4EJiYma9m5jxgIsUsE5IkSZ3N2cAZETGNYoyd0WX5aGCDsvwMyhtc5RhfzeOB3UbFeGCSJEm1sFJj8ETEZsCOwAPAxpk5u1z1F2Dj8vniwQdLzYMMtla+9Gs48KAkSaq5zLwbuLt8/jwtzIKVmX8Hjmll/xbHA5OklkRET2ASMCszP1a2/htHkVR+GPhUZr4bEWsA1wI7UXQJ/efMnF4e4yvAcGAh8O+Z+Zvan4mkzqLN06RHxFrAzcAXM/P1ynVl0+SqDBKYmaMyc1hmDuvdu3c1DilJkiRJnc3pFL0jml0MXJaZWwDzKBI3lD/nleWXldtRDptxLLANRc+IK8ukkaRuqk0JnohYjSK5c31m/qwsfrnsekX5c05Z3toggw4+KEmSJKnbi4j+wKHAj8rloBjk/aZyk6WHwGgeGuMmYL9y+8OBcZn5Tma+AEyjhZaHkrqPtsyiFRT9zZ/KzG9XrKocZHDpwQdPKGfT2hV4rezK9RvggIhYrxxc+YCyTJIkSZK6k+8AZwGLyuUNgPmZuaBcrhzOYvFQF+X618rt2zwERkRMiohJc+fOrfJpSOpM2tKCZw/gU8C+ETGlfBwCjAT2j4hngY+WywATgOcpMsg/BL4AkJmvAl8HHiofF5ZlkiRJktQtRMTHgDmZ+XAtXs8hMKTuY4WDLGfmfUC0snq/FrZP4NRWjjUGGLMyAUqSJElSF7IH8PHypvn7gHWAyylmH+5VttKpHM6ieaiLmRHRC/ggxWDLDoEhaQltHmRZkiRJktQ+mfmVzOyfmZtRDJJ8Z2YeD9wFHF1utvQQGM1DYxxdbp9l+bERsUY5A9cg4MEanYakTmilpkmXJEmSJHWIs4FxEfEN4BGKcVApf14XEdOAVymSQmTmkxFxIzAVWACcmpkLax+2pM7CBI8kSZIk1UFm3g3cXT5/nhZmwcrMvwPHtLL/RcBFHRehpEZiFy1JkiRJkqQGZ4JHkiRJkiSpwZngkdSpRMSAiLgrIqZGxJMRcXpZvn5ETIyIZ8uf65XlERHfjYhpEfFYRAytONaJ5fbPRsSJrb2mJEmSJDU6EzySOpsFwJmZOQTYFTg1IoYA5wB3ZOYg4I5yGeBgilkjBgEjgKugSAgB5wO7UPRnP785KSRJkiRJXY0JHkmdSmbOzszJ5fM3gKeAfsDhwNhys7HAJ8rnhwPXZuF+YN2I6AMcCEzMzFczcx4wETiodmciSZIkSbVjgkdSpxURmwE7Ag8AG2fm7HLVX4CNy+f9gBkVu80sy1orb+l1RkTEpIiYNHfu3OqdgCRJkiTViAkeSZ1SRKwF3Ax8MTNfr1yXmQlktV4rM0dl5rDMHNa7d+9qHVaSJEmSasYEj6ROJyJWo0juXJ+ZPyuLXy67XlH+nFOWzwIGVOzevyxrrVySJEmSuhwTPKq6U045hY022ohtt912cdkFF1xAv379aGpqoqmpiQkTJgAwceJEdtppJ7bbbjt22mkn7rzzzsX7vPvuu4wYMYItt9ySrbfemptvvrnm56Lai4gARgNPZea3K1aNB5pnwjoRuLWi/IRyNq1dgdfKrly/AQ6IiPXKwZUPKMskSZIkqcvpVe8A1PWcdNJJnHbaaZxwwglLlH/pS1/iy1/+8hJlG264Ib/4xS/o27cvTzzxBAceeCCzZhWNLC666CI22mgj/vSnP7Fo0SJeffXVmp2D6moP4FPA4xExpSz7T2AkcGNEDAdeBD5ZrpsAHAJMA94CTgbIzFcj4uvAQ+V2F2amf0SSJEmSuiQTPKq6vfbai+nTp7dp2x133HHx82222Ya3336bd955hzXWWIMxY8bw9NNPA9CjRw823HDDjghXnUxm3gdEK6v3a2H7BE5t5VhjgDHVi06SJEmSOie7aKlmvv/977P99ttzyimnMG/evGXW33zzzQwdOpQ11liD+fPnA3DeeecxdOhQjjnmGF5++eUaRyxJ6g4i4n0R8WBEPBoRT0bE18rygRHxQERMi4ifRMTqZfka5fK0cv1mFcf6Sln+TEQcWKdTkiRJ3ZAJHtXE5z//eZ577jmmTJlCnz59OPPMM5dY/+STT3L22Wfzgx/8AIAFCxYwc+ZMdt99dyZPnsxuu+22TPcuSZKq5B1g38zcAWgCDirH9LoYuCwztwDmAcPL7YcD88ryy8rtiIghwLHANsBBwJUR0bOWJyJJkrovEzyqiY033piePXvSo0cPPvOZz/Dggw8uXjdz5kyOOOIIrr32WjbffHMANthgA9Zcc02OPPJIAI455hgmT55cl9glSV1bFt4sF1crHwnsC9xUlo8FPlE+P7xcply/XzlA/OHAuMx8JzNfoBgbbOeOPwNJkiQTPKqR2bNnL35+yy23LJ5ha/78+Rx66KGMHDmSPfbYY/E2EcFhhx3G3XffDcAdd9zBkCFDahqzJKn7iIie5cDuc4CJwHPA/MxcUG4yE+hXPu8HzAAo178GbFBZ3sI+la81IiImRcSkuXPndsDZSJKk7miFCZ6IGBMRcyLiiYqyCyJiVkRMKR+HVKxrse95RBxUlk2LiHOqfyrqLI477jh22203nnnmGfr378/o0aM566yz2G677dh+++256667uOyyy4BiXJ5p06Zx4YUXLp5Cfc6cOQBcfPHFXHDBBWy//fZcd911XHrppfU8LUlSF5aZCzOzCehP0epm6w58rVGZOSwzh/Xu3bujXkaSJHUzbZlF6xrg+8C1S5VflpmXVBYs1fe8L/DbiNiyXH0FsD/F3ayHImJ8Zk5tR+zqpG644YZlyoYPH97ClnDuuedy7rnntrhu00035d57761qbJIkLU9mzo+Iu4DdgHUjolfZSqc/MKvcbBYwAJgZEb2ADwKvVJQ3q9xHkiSpQ60wwZOZ91bODrECi/ueAy9ERGXf82mZ+TxARIwrtzXB02A2O+dX9Q5hhaaPPLTeIUiSGkhE9AbeK5M776e4IXUxcBdwNDAOOBG4tdxlfLn8x3L9nZmZETEe+HFEfJviRtcg4EEkqUJEvA+4F1iD4vvYTZl5fkQMpKhvNgAeBj6Vme9GxBoUN9t3okgm/3NmTi+P9RWKgd8XAv+emb+p9flI6jzaMwbPaRHxWNmFa72yrLW+523qkw72S5ckSTXXB7grIh4DHgImZuYvgbOBM8obVhsAo8vtRwMblOVnAOcAZOaTwI0UN7BuA07NzIU1PRNJjcCZ+yR1iFVN8FwFbE5RIc0GqjY4iv3SJUlSLWXmY5m5Y2Zun5nbZuaFZfnzmblzZm6RmceULZTJzL+Xy1uU65+vONZFmbl5Zm6Vmb+u1zlJ6rycuU9SR1mlBE9mvlwORrgI+CH/qEha63tun3RJkiRJorYz90nqPlYpwRMRfSoWjwCaZ9gaDxwbEWuUfUib+54/BAyKiIERsTpFU8Lxqx62JEmSJDWmWs7c5xAYUvexwkGWI+IGYG9gw4iYCZwP7B0RTRRNCacDn4Wi73lENPc9X0BF3/OIOA34DdATGFP2U5ckSZKkbqkWM/dl5ihgFMCwYcOyo85FUv21ZRat41ooHt1CWfP2FwEXtVA+AZiwUtFJkiRJUhfizH2SOsoKEzySJEmSpKrpA4wtZ7zqAdyYmb+MiKnAuIj4BvAIS87cd105c9+rFMNdLLf3hKTuyQSPJEmSJNVIZj4G7NhC+fO0MAtWZv4dOKaVY7XYe0JS97Sq06RLUoeJiDERMScinqgouyAiZkXElPJxSMW6r0TEtIh4JiIOrCg/qCybFhHn1Po8JEmSJKlWTPBI6oyuAQ5qofyyzGwqHxMAImIIRVPlbcp9riynHu0JXAEcDAwBjiu3lSRJkqQuxy5akjqdzLw3IjZr4+aHA+My8x3ghbJ/enPz5mllc2ciYly57dRqxytJkiRJ9WYLHkmN5LSIeKzswrVeWdYPmFGxzcyyrLXyZUTEiIiYFBGT5s6d2xFxS5IkSVKHMsEjqVFcBWwONAGzgUurdeDMHJWZwzJzWO/evat1WEmSJEmqGbtoSWoImfly8/OI+CHwy3JxFjCgYtP+ZRnLKZckSZKkLsUWPJIaQkT0qVg8AmieYWs8cGxErBERA4FBwIPAQ8CgiBgYEatTDMQ8vpYxS5IkSVKt2IJHUqcTETcAewMbRsRM4Hxg74hoAhKYDnwWIDOfjIgbKQZPXgCcmpkLy+OcBvwG6AmMycwna3smkiRJklQbJngkdTqZeVwLxaOXs/1FwEUtlE8AJlQxNEmSJEnqlOyiJUmSJEmS1OBM8EiSJEmSJDU4EzySJEmSJEkNzgSPJEmSJElSgzPBI0mSurWIGBARd0XE1Ih4MiJOL8vXj4iJEfFs+XO9sjwi4rsRMS0iHouIoRXHOrHc/tmIOLFe5yRJkrofEzySJKm7WwCcmZlDgF2BUyNiCHAOcEdmDgLuKJcBDgYGlY8RwFVQJISA84FdgJ2B85uTQpIkSR3NBI8kSerWMnN2Zk4un78BPAX0Aw4HxpabjQU+UT4/HLg2C/cD60ZEH+BAYGJmvpqZ84CJwEG1OxNJktSdrTDBExFjImJORDxRUWaTZUmS1OVExGbAjsADwMaZObtc9Rdg4/J5P2BGxW4zy7LWyiVJkjpcW1rwXMOyd59ssixJkrqUiFgLuBn4Yma+XrkuMxPIKr3OiIiYFBGT5s6dW41DSmogjvslqaOsMMGTmfcCry5VbJNlSZLUZUTEahTJnesz82dl8cvldQzlzzll+SxgQMXu/cuy1sqXkJmjMnNYZg7r3bt3dU9EUiNw3C9JHWJVx+DpsCbL3tWSJEm1FBEBjAaeysxvV6waDzTfET8RuLWi/ITyrvquwGvlddFvgAMiYr3yS9YBZZkkLea4X5I6Sq/2HiAzMyKq0mS5PN4oYBTAsGHDqnZcSZKkVuwBfAp4PCKmlGX/CYwEboyI4cCLwCfLdROAQ4BpwFvAyQCZ+WpEfB14qNzuwsxcuhW0JC3muF+SqmlVEzwvR0SfzJy9Ek2W916q/O5VfG1JkqSqycz7gGhl9X4tbJ/Aqa0cawwwpnrRSeqqlh73q2hMWKjmTfSIGEHRtYtNNtmkGoeU1EmtahctmyxLkiRJ0ipw3C9JHaEt06TfAPwR2CoiZpbNlEcC+0fEs8BHy2Uomiw/T9Fk+YfAF6Bosgw0N1l+CJssS1qOiBgTEXMi4omKMmeWkCRJDc9xvyR1lBV20crM41pZZZNlSR3lGuD7wLUVZc0zS4yMiHPK5bNZcmaJXShmltilYmaJYRRTGz8cEePLQQglSZLqxXG/JHWIdg+yLEnVlpn3loMOVjqcf4zlNZZiHK+zqZhZArg/IppnltibcmYJgIhonlniho6OX5IkqTWO+yWpo6zqGDySVGsdNrNERIyIiEkRMWnu3LnVjVqSJEmSasAEj6SGU97JqsrMEuXxHHxQkiRJUkMzwSOpUXTIzBKSJEmS1BWY4JHUKJxZQpIkSZJa4SDLkjqdiLiBYpDkDSNiJsVsWM4sIUmSJEmtsAWPpE4nM4/LzD6ZuVpm9s/M0Zn5Smbul5mDMvOjzcmaLJyamZtn5naZOaniOGMyc4vycXX9zkiSpMZ1yimnsNFGG7HtttsuLvvpT3/KNttsQ48ePZg0adIy+7z00kustdZaXHLJJQDMmDGDffbZhyFDhrDNNttw+eWX1yx+SeouTPBIkiRJatVJJ53EbbfdtkTZtttuy89+9jP22muvFvc544wzOPjggxcv9+rVi0svvZSpU6dy//33c8UVVzB16tQOjVuSuhu7aEmSJElq1V577cX06dOXKBs8eHCr2//85z9n4MCBfOADH1hc1qdPH/r06QPA2muvzeDBg5k1axZDhgzpkJglqTuyBY8kSZKkqnjzzTe5+OKLOf/881vdZvr06TzyyCPssssuNYxMkro+EzySJEmSquKCCy7gS1/6EmuttVaL6998802OOuoovvOd77DOOuvUODpJ6trsoiVJkiSpKh544AFuuukmzjrrLObPn0+PHj143/vex2mnncZ7773HUUcdxfHHH8+RRx5Z71AlqcsxwSNJkiSpKn73u98tfn7BBRew1lprcdppp5GZDB8+nMGDB3PGGWfUMUJJ6rrsoiVJkiSpVccddxy77bYbzzzzDP3792f06NHccsst9O/fnz/+8Y8ceuihHHjggcs9xu9//3uuu+467rzzTpqammhqamLChAk1OgNJ6h5swSNJkiSpVTfccEOL5UccccRy97vgggsWP99zzz3JzGqGJUlaii14JEmSJEmSGpwteCRJUrcWEWOAjwFzMnPbsmx94CfAZsB04JOZOS8iArgcOAR4CzgpMyeX+5wInFse9huZObaW5yFV2uycX9U7hJqbPvLQeocgSXVlCx5JktTdXQMctFTZOcAdmTkIuKNcBjgYGFQ+RgBXweKE0PnALsDOwPkRsV6HRy5JklRqV4InIqZHxOMRMSUiJpVl60fExIh4tvy5XlkeEfHdiJgWEY9FxNBqnIAkSVJ7ZOa9wKtLFR8ONLfAGQt8oqL82izcD6wbEX2AA4GJmflqZs4DJrJs0kiSJKnDVKMFzz6Z2ZSZw8rllbrjJUmS1AltnJmzy+d/ATYun/cDZlRsN7Msa61ckpYQEWMiYk5EPFFRttI3ySPixHL7Z8suopK6uY7oorWyd7wkSZI6rSym/qna9D8RMSIiJkXEpLlz51brsJIaxzXYLVRSB2hvgieB2yPi4YgYUZat7B2vJXjRI2l57BoqqUZebr4RVf6cU5bPAgZUbNe/LGutfBmZOSozh2XmsN69e1c9cEmdm91Cq2v+/PkcffTRbL311gwePJg//vGPTJkyhV133ZWmpiaGDRvGgw8+CMD111/P9ttvz3bbbcfuu+/Oo48+Wufopepqb4Jnz8wcSpFZPjUi9qpcuSp3vLzokdQGdg2V1NHGA81dHk4Ebq0oP6FMIO8KvFbe2PoNcEBErFcmmQ8oyySpLTqsW2hXv4F++umnc9BBB/H000/z6KOPMnjwYM466yzOP/98pkyZwoUXXshZZ50FwMCBA7nnnnt4/PHHOe+88xgxYsQKji41lnYleDJzVvlzDnALRfPAlb3jJUntZddQSassIm4A/ghsFREzI2I4MBLYPyKeBT5aLgNMAJ4HpgE/BL4AkJmvAl8HHiofF5ZlkrRSqt0ttCvfQH/ttde49957GT58OACrr7466667LhHB66+/vnibvn37ArD77ruz3npFT7Zdd92VmTNn1idwqYP0WtUdI+IDQI/MfKN8fgBwIf+44zWSZe94nRYR4yj6ir5WkaWWpLZq7hqawA8ycxQrf9dribqn7GI6AmCTTTbpwNAldUaZeVwrq/ZrYdsETm3lOGOAMVUMTVL38XJE9MnM2SvRLXTvpcrvrkGcncoLL7xA7969Ofnkk3n00UfZaaeduPzyy/nOd77DgQceyJe//GUWLVrEH/7wh2X2HT16NAcffHAdopY6Tnta8GwM3BcRjwIPAr/KzNtYyTtekrSS7BoqSZK6GruFroIFCxYwefJkPv/5z/PII4/wgQ98gJEjR3LVVVdx2WWXMWPGDC677LLFLXya3XXXXYwePZqLL764TpFLHWOVW/Bk5vPADi2Uv8JK3vGSpLaq7BoaEUt0DV2Ju16SJEl1UXYL3RvYMCJmUsyGNRK4sewi+iLwyXLzCcAhFDfJ3wJOhqJbaEQ0dwuFbtottH///vTv359ddtkFgKOPPpqRI0dy3333cfnllwNwzDHH8OlPf3rxPo899hif/vSn+fWvf80GG2xQl7iljtIR06RLUoeIiA9ExNrNzynuVj3Byt/1kiRJqovMPC4z+2TmapnZPzNHZ+YrmblfZg7KzI82J2vKcQRPzczNM3O7zJxUcZwxmblF+bi6fmdUPx/60IcYMGAAzzzzDAB33HEHQ4YMoW/fvtxzzz0A3HnnnQwaNAiAl156iSOPPJLrrruOLbfcsm5xSx1llVvwSFIdbAzcEhFQ1F8/zszbIuIhVuKulyRJkrqG733vexx//PG8++67fPjDH+bqq6/m8MMP5/TTT2fBggW8733vY9SoUQBceOGFvPLKK3zhC8VoIb169WLSpEnLO7zUUEzwSGoYdg2VJElSpaampmWSNHvuuScPP/zwMtv+6Ec/4kc/+lGtQpNqzgSPJEmSJKlDbXbOr+odQk1NH3lovUNQN+QYPJIkSZIkSQ3OBI8kSZIkSVKDM8EjSZIkSZLU4EzwSJIkSZIkNTgTPJIkSZIkSQ3OBI8kSZIkSVKDM8EjSZIkSZLU4EzwSJIkSZIkNTgTPJIkSZIkSQ3OBI8kSZIkSVKDM8EjSZIkSZLU4EzwSJIkSZIkNTgTPJIkSZIkSQ3OBI8kSZIkSVKDq3mCJyIOiohnImJaRJxT69eX1L1Y50iqJescSbVmvSOpWU0TPBHRE7gCOBgYAhwXEUNqGYOk7sM6R1ItWedIqjXrHUmVat2CZ2dgWmY+n5nvAuOAw2scg6TuwzpHUi1Z50iqNesdSYv1qvHr9QNmVCzPBHap3CAiRgAjysU3I+KZGsW2qjYE/lqtg8XF1TpSQ/E9bJ+qvn/QIe/hplU/YtussM6Bhqx3qqnqfz9t1Q0/q/XSHX/H1jmdW13+Jq1zaqq7/Y7rVedA1/x+VW3d7e+xO+qOv+MW651aJ3hWKDNHAaPqHUdbRcSkzBxW7zgame9h+/j+tV+j1TvV5N9P1+fvuPPpznUO+DfZHfg77lysc/x77Or8Hf9DrbtozQIGVCz3L8skqSNY50iqJescSbVmvSNpsVoneB4CBkXEwIhYHTgWGF/jGCR1H9Y5kmrJOkdSrVnvSFqspl20MnNBRJwG/AboCYzJzCdrGUMH6LbNHavI97B9fP9a0UXrnGrz76fr83dcI9Y5bebfZNfn77hGrHfaxL/Hrs/fcSkys94xSJIkSZIkqR1q3UVLkiRJkiRJVWaCR5IkSZIkqcGZ4JEkSZIkSWpwJnhUUxHRIyJ2r3ccjSwiNo+INcrne0fEv0fEunUOS1InExHvj4it6h2HpK7PaxNJtWSd0zoTPKsgIvpHxC0RMTci5kTEzRHRv95xNYLMXARcUe84GtzNwMKI2IJixPgBwI/rG5IaSRT+NSL+q1zeJCJ2rndcqp6IOAyYAtxWLjdFhNPmqm68duryvDZRp2Kd0+VZ57TCBM+quRoYD/QB+gK/KMvUNndExFEREfUOpEEtyswFwBHA9zLzPyj+FqW2uhLYDTiuXH4DE69dzQXAzsB8gMycAgysXziS105dnNcm6mysc7o265xWmOBZNb0z8+rMXFA+rgF61zuoBvJZ4KfAuxHxekS8ERGv1zuoBvJeRBwHnAj8sixbrY7xqPHskpmnAn8HyMx5wOr1DUlV9l5mvrZUWdYlEqngtVPX5rWJOhvrnK7NOqcVJnhWzStl94ae5eNfgVfqHVSjyMy1M7NHZq6WmeuUy+vUO64GcjJF64uLMvOFiBgIXFfnmNRY3ouInpRf+COiN7CoviGpyp6MiH8BekbEoIj4HvCHegelbs1rp67NaxN1NtY5XZt1Tisi0xt6KysiNgW+R/FHlRQXzf+emS/VNbAGUXbNOh4YmJlfj4gBQJ/MfLDOoTWMiHg/sElmPlPvWNR4IuJ44J+BocBY4Gjg3Mz8aV0DU9VExJrAV4EDgAB+A3w9M/9e18DUbXnt1PV5baLOxDqn67POaZkJHtVcRFxF0Vpg38wcHBHrAbdn5kfqHFpDKAdPvQRYPTMHRkQTcGFmfry+kamRRMTWwH4UX/7vyMyn6hySJKlBeW0iqZasc1pngmclNM8404rMzK/XLJgGFhGTM3NoRDySmTuWZY9m5g71jq0RRMTDwL7A3RXv3xOZuW19I1NnFxHrL299Zr5aq1jUMSLiFyxnrB0vfFRrXjt1D16bqLOwzukerHNa16veATSYv7VQ9gFgOLABYIXRNo7/0T7vZeZrS01C5vuntniY4nNX+cfTvJzAh+sRlKrqknoHIC3Fa6fuwWsTdRbWOd2DdU4rTPCshMy8tPl5RKwNnE4xwNM44NLW9tMyvgvcAmwUERdRjv9R35A6v4iYAJzKUoOnAv+Og6eqDTLTabK7uMy8p94xSJW8duravDZRZ2Od07VZ56yYs2itpIhYPyK+ATxGkSAbmplnZ+acOofWMDLzeuAs4L+B2cAnHNy1Ta6mGCh1OrAt8A7wY+A1in9eUptFxHoRsXNE7NX8qHdMqp5y5qybImJqRDzf/Kh3XOqevHbq0rw2UadjndOlWeesgGPwrISI+B/gSGAUcEVmvlnnkBpW2UVrYypakTmq/YpFxFrAecBBFFMBNn+AMzO/XbfA1FAi4tMU/wT7A1OAXYE/Zua+9YxL1RMR9wHnA5cBh1HcveyRmcsbm0CqOq+duj6vTdSZWOd0fdY5y2cLnpVzJtCXojvRnyPi9fLxRkS8XufYGkZE/BvwMjAR+CXwq/KnVuxdir7FawBrVTzWrmdQajinAx8BXszMfYAdgfl1jUjV9v7MvIPiRs6LmXkBcGidY1L35LVT1+e1iToT65yuzzpnORyDZyVkpgmx6jgd2CozX6l3II0kIg4Cvg2Mp2hq+ladQ1Lj+ntm/j0iiIg1MvPpiNiq3kGpqt6JiB7AsxFxGjCL4uJHqimvnbo2r03U2VjndG3WOStmgkf1MIOin6RWzleBYzLzyXoHooY3MyLWBX4OTIyIecCLdY1I1XY6sCbFoINfp5hK9MS6RiSpK/LaRFItWeesgGPwqGYi4ozy6TbAVhRds95pXm+fSan2IuKfgA8Ct2Xmu/WOR5IkSdKqsQWPaqm5X+RL5WP18gH/GBxLUg1ExHrAAOCN8rEtMLmuQandImL88tZn5sdrFYskSZJqyxY8qrmIOGbpadFbKpPUMSLi68BJwPPAorI4nUWr8UXEXIpusDcADwBRuT4z76lHXJIkSep4JnhUcxExOTOHrqhMUseIiGeA7eyS1fVERE9gf+A4YHuKrrA32FddkiSp67OLlmomIg4GDgH6RcR3K1atAyyoT1RSt/QEsC4wp85xqMoycyFwG3BbRKxBkei5OyK+lpnfr290kiRJ6kgmeFRLfwYmAccAfyrLFgAvA1+qV1BSN/TfwCMR8QRLDnTu+CxdQJnYOZQiubMZ8F3glnrGJEmSpI5ngke1NBU4nmJg5VPKsk2Aq4Ff1isoqRsaC1wMPM4/xuBRFxAR11IMmD0B+FpmPlHnkCRJklQjjsGjmomIy4C1gDMy842ybB3gEuDtzDy9nvFJ3UVEPJSZH6l3HKq+iFgE/K1crPwHHxQDaa9T+6gkSZJUCyZ4VDMR8SywZS71R1cOCvp0Zg6qT2RS9xIR36bomjWeJbtoOU26JEmS1KDsoqVayqWTO2Xhwogw0yjVzo7lz10ryhJwmnRJkiSpQZngUS1NjYgTMvPaysKI+Ffg6TrFJHU7mblPvWOQJEmSVF120VLNREQ/4GfA28DDZfEw4P3AEZk5q16xSd1JRGwMfBPom5kHR8QQYLfMHF3n0CRJkiStIhM8qrmI2BfYplycmpl31DMeqbuJiF9TzF731czcISJ6AY9k5nZ1Dk2SJEnSKjLBI0ndTPMsWhHxSGbuWJZNycymOocmSZIkaRX1qHcAkqSa+1tEbEA5jXZE7Aq8Vt+QJEmSJLWHgyxLUvdzBsUU6ZtHxO+B3sDR9Q1JkiRJUnvYRUuSuomI2CQzXyqf9wK2AgJ4JjPfq2twkiRJktrFLlqS1H38vOL5TzLzycx8wuSOJEmS1PhM8EhS9xEVzz9ctygkSZIkVZ0JHknqPrKV55IkSZIanGPwSFI3ERELgb9RtOR5P/BW8yogM3OdesUmSZIkqX1M8EiSJEmSJDU4u2hJkiRJkiQ1OBM8kiRJkiRJDc4EjyRJkiRJUoMzwSNJkiRJktTgTPBIkiRJkiQ1OBM8kiRJkiRJDc4EjyRJkiRJUoMzwSNJkiRJktTgTPBIkiRJkiQ1OBM8kiRJkiRJDc4EjyRJkiRJUoMzwSNJkiRJktTgTPBIkiRJkiQ1OBM8kiRJkiRJDc4EjyRJkiRJUoMzwSNJkiRJktTgTPBIkiRJkiQ1OBM8kiRJkiRJDc4EjyRJkiRJUoMzwSNJkiRJktTgTPBIkiRJkiQ1OBM8kiRJkiRJDc4EjyRJkiRJUoMzwSNJkiRJktTgTPCozSIiI2KL5ax/MiL2buOxpkfER9sZz39GxI/acwxJ6mgRsUlEvBkRPesdi6RCd/tcRsT/RsR59Y5D0vJFxDUR8Y16x6HGZYKnmygTKu9GxIZLlT9SJm42W8njLVP5ZOY2mXl3+6Nd4nU2K+PrtfS6zPxmZn66mq8naeW0NVkbEXdHRN0+ry3FGRHDI+LpiHgjIl6OiAkRsXa1XzszX8rMtTJzYbWPLXV15Wf37fJzOj8i/hARn4uIdl3DVutzWRHfm2U9ck1ErLWKx1rujbSVOM5JEXFfZVlmfi4zv97eY0taUvnZb34sqqgP3oyI4zvg9Q6PiCkR8XpE/DUi7oyIgdV+nfZqqR5SbZjg6V5eAI5rXoiI7YA16xeOJLVNte+yR8Q/Ad8EjsvMtYHBwE9W8VjLJKAlVdVh5ed0U2AkcDYwur4hLeGwzFwLGAoMA85degPrCalrKhPFa5V1wEuU9UH5uL6ar1UmgK8FzgQ+CAwErgA61Q0k67v6MsHTvVwHnFCxfCJFJQEse4e9tcxrRIwAjgfOKrPTvyjLF98hj4gLIuKmiPhJeddtckTs0FJQEdEjIs6JiOci4pWIuDEi1l/RyZSv8X/l8+aWPidGxEtlRvurbXmNiHhfRPxfWT4/Ih6KiI1X9PqS/qG5voiISyJiXkS8EBEHl+suAv4f8P2yzvh+Wb51REyMiFcj4pmI+GTF8a6JiKvKVjV/A/Yp65gvR8RjEfFaWb+8r2Kfj5V3tZrv8m9fll8HbAL8onz9s4CPAH/MzEcAMvPVzBybmW+U+6xRnstL5V35/42I95fr9o6ImRFxdkT8Bbg6Ip6KiI9VxNIrIuZGxNBYqiViRKwfEVdHxJ/L9+rnKzoHSZCZr2XmeOCfgRMjYtsVfFZr+rnMzFnAr4Fty/0yIk6NiGeBZ8uyz0TEtLLeGx8Rfcvye8vDPFrWU/+8oteOiAER8bPynF6JiO9HxGDgf4HdyuPML7ddouV1a3FUxP25iHi2fN0rIiJW7bcmdU+xgu83EbFn+ZmeHxEzIuKkit3Xi4hfRfEd6oGI2LwsbwJeyMw7svBGZt6cmS+Vx1z6c753RMysWJ4eEV+JiKllPXd183VUxbXNf0bxPWp6VLRAiogPRsS1ZX3zYkScG2VLyiiuAX8fEZdFxCsUN8yWqYdUGyZ4upf7gXUiYnAUd8OPBf5vZQ+SmaOA64Fvldnpw1rZ9HDgp8D6wI+Bn0fEai1s92/AJ4B/AvoC8yiy0atiT2ArYD/gv8oLnRW9xokUWfABwAbA54C3V/H1pe5sF+AZYEPgW8DoiIjM/CrwO+C0ss44LSI+AEykqBs2oqiProyIIRXH+xfgImBtoDnZ/EngIIq7VtsDJwFExI7AGOCzFJ/jHwDjI2KNzPwUS95V+xbwAHBgRHwtIvaIiDWWOpeRwJYUF1NbAP2A/6pY/yGKum1TYARwAxUtJIEDgb9m5uQW3qfrKFpPblOe+2UrOocWjiF1W5n5IDCTInG8vM9qTT+XETEAOAR4pKL4ExR145CI2Bf4b4p6rA/wIjCuPKe9yu13KOupnyzvtcvruF+Wx9isPO9xmfkUxXXMH8vjrNtCnK3GUeFjFInw7cvtDmzhPZPUula/e0TEphTJ4O8BvSnqrykV+x4LfA1YD5hGcS0EMBnYukyk7BOr1h30eIrP8+YUdWdli8MPUVzD9aP4fjQqIrYq132P4vvSh8tzOgE4uWLfXYDngY2Bf2UF9ZA6jgme7qe5Fc/+wFPArA58rYcz86bMfA/4NvA+YNcWtvsc8NXMnJmZ7wAXAEfHqjXv+1pmvp2ZjwKPAs2thpb3Gu9RXDhtkZkLM/PhzHx9FV5b6u5ezMwflmNajKX44tBaa7iPAdMz8+rMXFC2pLkZOKZim1sz8/eZuSgz/16WfTcz/5yZrwK/oLgogiLJ8oPMfKD8HI8F3qHlOofM/B1wJEWXil8Br0TEtyOiZ3mnegTwpbJlzxsU3bmOrTjEIuD8zHwnM9+mSFR9PCKau73+C8WXyyVERB/gYOBzmTkvM9/LzHtW5Rykbu7PFEnW5X1Wa/W5/Hl5h/o+4J4yhmb/Xcb2NsUXqzGZObm8FvkKxR3uzVo5x+W99s4UXxr/IzP/lpl/z8y2jnfRljhGZub8smXAXfyjrpXUNsv77vEvwG8z84ayvnklM6dU7HtLZj6YmQsobqo3AWTm88DeFAmYG4G/xsqP+/X9zJxRXkddxJJJcIDzymubeyiujz5Z0TDgK2WroenApcCnKvb7c2Z+r7ym80Z5Hdk/rvu5DriX4u73tSvYtr1mND/JzEVlE8G+LWy3KXBLRCyqKFtI618Ml+cvFc/fAporvOW9xnUUrXfGRcS6FK2avlompiS13eLPX2a+Vbbob+2iY1Ngl6Wa7fai+Dw2m8Gylv6MN9cpm1J02fi3ivWr03Kd0xzjr4Ffl02M96FocfgMcAvFnfyHK3olBFA5DtDciqQTmTktIp4CDoui2+rHgR1beNkBwKuZOa+FdSt9DlI31o+izmj1s1rDz+UnMvO3rcRZWY/1pbgDTxnfm2V3hn7A9JV87YUUSfUFrbzu8rQljtaupyS1zfK+ewwAnlvOvq1+/jLzfopWdUTERyi6Q32VIlHbFpV10ossWZfNy8y/tbB+Q2C1crlyXb9Wjqs6MsHTzWTmixHxAkUT4uFLrf4bSw66/KHlHaoNLzeg+Un5Bao/xR23pc0ATsnM3y+9Yjl3tVZWq69R+hrwtfL1JlB8yetMAzhKjW7pOmMGcE9m7r8S+yzPDOCizLyolfWtHiszFwF3RMSdFGNn/JCim+Y2WYyp0dbjNXcH6QFMzcxprcS5fkSsm5nzV/IcJLH4S00/4OcUAy4v77Na789lZV3xZ4ovfQCUXVU3oPXW1K2+dkTsBmwSEb1aSPKsqO5c2Tgkrbzlfb+ZQdEKr10y86GI+BnluF+07bvcgIrnm7Dkd7P1IuIDFUmeTYAngL9S9HjYFJhasa6yzli63lmZazhVkV20uqfhwL5LZWih6Pt5ZESsGcUo7UsngCq9TNEHc3l2iogjy6aIX6RoVnx/C9v9L3BR2R+ViOgdEYcvtc0aUQyG3PxY2b/dVl+j7MO6Xdn88HWKCmxR64eStAqWrjN+CWwZEZ+KiNXKx0cqxs1aWT8EPhcRu0ThAxFxaPxj2vMlXj+KaUaPjYj1yu13puhTfn+Z8PkhcFlEbFRu3y8iVjQGxTjgAODzFF1DlpGZsyn63V9ZvvZqEdE89saKzkHq1iJinSgGTR4H/F/ZHXtFn9XO9Lm8ATg5IpqiGMPnm8ADZXcHWLaeXN5rPwjMBkaW5e+LiD0qjtM/IlZfxTgktd/yvt9cD3w0Ij4ZxeDvG0RE04oOGMXAzJ+pqO+2pmiZ2Pz9agpwSBSDxn+I4vvX0k6NiP5RDPj8VZadQfRrEbF6RPw/iu70Py273t9Yns/a5TmdwfLHcl1RPaQOYoKnG8rM5zJzUgurLgPepfhAjqWofFozmmLAwPlRMdPEUm6lmOliHkUfzSNb6fZ0OTAeuD0i3qCopHZZaps3Ke6oNz/2XU5sLVnea3wIuIkiufMURf/561o6iKRVdjlF3/N5EfHdcqyMAyj6dP+ZojnyxcAqDShc1mmfAb5PUedMoxyAufTfwLllnfXlcpvPUMxs8zrFRcr/5D+mND27PMb9EfE68FuKAdyXF8Ns4I/A7ix/yvVPUSSSnwbmUF6AteEcpO7qF+X/7hkUX0i+zT8G91zuZ7UzfS7LblznUYw3NptikNPKsb0uAMaW9dQnl/fa5ReuwygGln6JYtDpfy6PcyfwJPCXiPjrKsQhqf1a/e5Rjm11CMV0569SJGZanG14KfMpEjqPR8SbwG0U3cq/Va6/jmIM0unA7bRc5/24XPc8RTexb1Ss+wtFXfNniu+Bn8vMp8t1/0bRQuh5ivHGfkwxCHxrllsPqeNEpq2nVH0RcQHFoMX/Wu9YJEmSJKk7i4jpwKdbGjMsIvamaBnZv8ZhqcpswSNJkiRJktTgTPBIkiRJkiQ1OLtoSZIkSZIkNThb8EiSJEmSJDW4FSZ4ymkXH4yIRyPiyYj4Wll+TUS8EBFTykdTWR4R8d2ImBYRj0XE0IpjnRgRz5aPEzvsrNphOec7uix7LCJuioi1yvJNI+KOsvzuiOhfcaxOf76S1OiWU28PjIgHyv9HP2meqnMF9fYmEXF7RDwVEVMjYrM6nZbUYar8mVlYcS04vl7nJKnzaq3OqVj/3XJWqOblyyrqlT9FxPyyfNOImFyWPxkRn6vxqUid3gq7aEVEAB/IzDcjYjWKadFOBz4H/DIzb1pq+0MoplE7hGIquMszc5eIWB+YBAwDEngY2Ckz57X22htuuGFuttlmq3puqyQzWbRoET179iQzefrppxkwYADvf//76dmzJwAzZsxgtdVW40Mf+hDPPfcc6667LhtssAGvv/46r7zyCgMHDmTBggU89dRTDB48GGDx8169etX0fKTO4OGHH/5rZvaudxxtUY96R+3TWr09Z84c1l13XdZff31efPFF1lxzTXr37t1qvQ3wzDPP0KdPH9ZZZx0WLlxIRNCjh41dG411zvJV8zPzyCOPsOOOO9Y0fqmzsc5ZvtbqnLXWWou//e1vzJkzh/nz57dYl8yZM4e33nqLzTbbjEWLFgHQo0cPFi5cyNSpU9lqq61YffXVa3o+UmfQar2TmW1+AGsCkykSN9cAR7ewzQ+A4yqWnwH6AMcBP2htu5YeO+20U9bT3/72t9xxxx3z/vvvX1y2aNGi/NznPpcjR47MzMwhQ4bkSy+9tHjd2muvnZmZP/7xj3PEiBGL9xsxYkT++Mc/rmH0UucBTMqVqGvq+ah3vaP2qay3N9hgg3zvvfcyM/MPf/hDHnDAAZnZer395JNP5h577FGfwFVV1jlt157PTGbmBz7wgdoHLXUy1jltV1nnLFiwIPfee+/885//3Gpdsttuu+Xtt9++TPlf//rXHDBgQM6aNaujQ5Y6pdbqnTbdloyInhExBZgDTMzMB8pVF5XNdS+LiDXKsn7AjIrdZ5ZlrZV3OgsXLqSpqYmNNtqI/fffn1122QWAk08+mQ996EM8/fTT/Nu//RsAO+ywAz/72c8AuOWWW3jjjTd45ZVXmDVrFgMGDFh8zP79+zNr1qzan4wkdQNL19ubb74566677uJWk5V1cGv19p/+9CfWXXddjjzySHbccUf+4z/+g4ULF9btnKSOVI3PDMDf//53hg0bxq677srPf/7zupyLpM6vpe9X3//+9/n4xz9Onz59WtznxRdf5IUXXmDfffddXDZjxgy23357BgwYwNlnn03fvn1rdQpSQ2hTgiczF2ZmE9Af2DkitgW+AmwNfARYHzi7GgFFxIiImBQRk+bOnVuNQ660nj17MmXKFGbOnMmDDz7IE088AcDVV1/Nn//8ZwYPHsxPfvITAC655BLuuecedtxxR+655x769eu3uCuXJKk2lq63n3766Va3ba3eXrBgAb/73e+45JJLeOihh3j++ee55pprancSUg1V4zMDxRewSZMm8eMf/5gvfvGLPPfcc7U6BalhdbcxTmHZOufee+/lpz/96eKb5i0ZN24cRx999BLfrQYMGMBjjz3GtGnTGDt2LC+//HItwpcaxkoNLJCZ84G7gIMyc3bZOugd4Gpg53KzWcCAit36l2WtlS/9GqMyc1hmDuvdu75dWdddd1322WcfbrvttsVlPXv25Nhjj+Xmm28GoG/fvvzsZz/jkUce4aKLLlq8X79+/Zgx4x8NlmbOnEm/fp2ywZIkdRnN9fYf//hH5s+fz4IFC4Al6+DW6u3+/fvT1NTEhz/8YXr16sUnPvEJJk+eXLdzkWqhPZ8ZYPE2H/7wh9l777155JFHan8SUuN5B9g3M3cAmoCDImLXct1/ZGZT+ZhSlh0MDCofI4CrAMoxTs+nGD5jZ+D8iFivZmexCprrnLvuuotp06axxRZbsNlmm/HWW2+xxRZbLLHtuHHjOO6441o8Tt++fdl222353e9+V4uwpYbRllm0ekfEuuXz9wP7A09HRJ+yLIBPAE+Uu4wHTigzzbsCr2XmbOA3wAERsV5Z8RxQlnUqc+fOZf78+QC8/fbbTJw4ka222opp06YBxZhF48ePZ+uttwbgr3/96+IBv/77v/+bU045BYADDzyQ22+/nXnz5jFv3jxuv/12DjzwwNqfkCR1cS3V24MHD2afffbhppuKeQDGjh3L4YcfDrReb3/kIx9h/vz5NLcevfPOOxkyZEiNz0bqeNX6zMybN4933nln8Ta///3v/cxIbVDeJG+eNWq18rG8mW8OB64t97sfWLf8LnYgxfAZr2Yxcc1E4KCOjH1VtFTn7LTTTvzlL39h+vTpTJ8+nTXXXHPx9y2Ap59+mnnz5rHbbrstLps5cyZvv/02UNQ/9913H1tttVVNz0Xq7NoypVMfYGxE9KRICN2Ymb+MiDsjojcQwBSKWbUAJlDMoDUNeAs4GSAzX42IrwMPldtdmJmvVu1MqmT27NmceOKJLFy4kEWLFvHJT36SQw89lP/3//4fr7/+OpnJDjvswFVXXQXA3XffzVe+8hUigr322osrrrgCgPXXX5/zzjuPj3zkIwD813/9F+uvv37dzkuSuqqW6u2PfexjDBkyhGOPPZZzzz2XHXfckeHDhwOt19s9e/bkkksuYb/99mseiJLPfOYz9Tw1qUNU6zPz1FNP8dnPfpYePXqwaNEizjnnHBM8UhuV360eBrYArsjMByLi8xRjnP4XcAdwTtlboqHHOG2tzlmecePGceyxx1K0JSg89dRTnHnmmUQEmcmXv/xltttuu44OX2ooK5wmvZ6GDRuWkyZNqncYktopIh7OzGH1jqMtrHekxmedI6mW2lPnlD0lbgH+DXgF+AuwOjAKeC4zL4yIXwIjM/O+cp87KMY/3Rt4X2Z+oyw/D3g7My9Z6jVGUHTtYpNNNtnpxRdfXJVQJXUirdU7bWnB06Vsds6v6h3Cck0feWi9Q5CkTsV6W2q7zv55AT8zUqXMnB8RzWOcNidm3omIq4Evl8vLG+N076XK727hNUZRJIwYNmxY1e/ud/Z6xzpH3clKDbIsSZIkSVp13W2MU0m1Y4JHUqeynKlDB0bEA+UUoT+JiNXL8jXK5Wnl+s0qjvWVsvyZiHCUc0ktst6RVGN9gLsi4jGK8UknZuYvgesj4nHgcWBD4Bvl9hOA5ynGOP0h8AUoxjgFmsc4fYhOOsappNrpdl20JHV6zVOHvhkRqwH3RcSvgTOAyzJzXET8LzCcYprQ4cC8zNwiIo4FLgb+OSKGAMcC2wB9gd9GxJaZubAeJyWpU7PekVQzmfkYsGML5fu2sn0Cp7aybgwwpqoBSmpYtuCR1KksZ+rQfYGbyvKxFE2XoZg6dGz5/CZgv7Jp8+HAuMx8JzNfoLjrtXPHn4GkRmO9I0mSugITPJI6nYjoGRFTgDnAROA5YH5mLig3qZwGdPEUoeX614ANWImpQyNiRERMiohJc+fOrfLZSGoEtax3rHMkSVJHMMEjqdPJzIWZ2UQxG8TOwNYd/HqjMnNYZg7r3bt3R76UpE6qlvWOdY4kSeoIJngkdVqZOR+4C9gNWDcimscNa54eFCqmDi3XfxB4hdanFJWkVlnvSJKkRmWCR1Kn0srUoU9RfOE6utzsRODW8vn4cply/Z3lYITjgWPL2W4GAoOAB2tyEpIaivWOJEnqCpxFS1Jn0wcYGxE9KZLQN2bmLyNiKjAuIr4BPAKMLrcfDVwXEdOAVylmsCEzn4yIG4GpwALgVGeykdQK6x1JktTwTPBI6lSWM3Xo87QwG01m/h04ppVjXQRcVO0YJXUt1juSJKkrsIuW1MnMmDGDffbZhyFDhrDNNttw+eWXA/Doo4+y2267sd1223HYYYfx+uuvA3D99dfT1NS0+NGjRw+mTJkCwFe/+lUGDBjAWmutVa/TkSRJkiTVgAkeqZPp1asXl156KVOnTuX+++/niiuuYOrUqXz6059m5MiRPP744xxxxBH8z//8DwDHH388U6ZMYcqUKVx33XUMHDiQpqYmAA477DAefNDhHyRJkiSpqzPBI3Uyffr0YejQoQCsvfbaDB48mFmzZvGnP/2JvfbaC4D999+fm2++eZl9b7jhBo499tjFy7vuuit9+vSpTeCSJEmSpLoxwSN1YtOnT+eRRx5hl112YZtttuHWW4sJXH76058yY8aMZbb/yU9+wnHHHVfrMCVJkiRJdWaCR+qk3nzzTY466ii+853vsM466zBmzBiuvPJKdtppJ9544w1WX331JbZ/4IEHWHPNNdl2223rFLEkSZIkqV5WmOCJiPdFxIMR8WhEPBkRXyvLB0bEAxExLSJ+EhGrl+VrlMvTyvWbVRzrK2X5MxFxYIedldTg3nvvPY466iiOP/54jjzySAC23nprbr/9dh5++GGOO+44Nt988yX2GTdunK13JEmSJKmbaksLnneAfTNzB6AJOCgidgUuBi7LzC2AecDwcvvhwLyy/LJyOyJiCHAssA1wEHBlRPSs4rlIXUJmMnz4cAYPHswZZ5yxuHzOnDkALFq0iG984xt87nOfW7xu0aJF3HjjjUuMvyNJkiRJ6j5WmODJwpvl4mrlI4F9gZvK8rHAJ8rnh5fLlOv3i4goy8dl5juZ+QIwDdi5GichdSW///3vue6667jzzjsXT30+YcIEbrjhBrbccku23npr+vbty8knn7x4n3vvvZcBAwbw4Q9/eIljnXXWWfTv35+33nqL/v37c8EFF9T4bCRJkiRJtdCrLRuVLW0eBrYArgCeA+Zn5oJyk5lAv/J5P2AGQGYuiIjXgA3K8vsrDlu5T+VrjQBGAGyyySYreTpS49tzzz3JzBbXnX766S2W77333tx///3LlH/rW9/iW9/6VlXjkyRJ0qqLiPcB9wJrUHwfuykzz4+IgcA4iu9ODwOfysx3I2IN4FpgJ+AV4J8zc3p5rK9Q9KBYCPx7Zv6m1ucjqfNoU4InMxcCTRGxLnALsHVHBZSZo4BRAMOGDWv5W67UwDY751f1DmGFpo88tN4hSJIkdVXNQ2C8GRGrAfdFxK+BMyiGwBgXEf9Lkbi5ioohMCLiWIohMP55qSEw+gK/jYgty+9ukrqhlZpFKzPnA3cBuwHrRkRzgqg/MKt8PgsYAFCu/yBFpnlxeQv7SJIkSVKX5xAYkjpKW2bR6l223CEi3g/sDzxFkeg5utzsRODW8vn4cply/Z1Z9DcZDxxbzrI1EBgEPFil85AkSZKkhhARPSNiCjAHmMhKDIEBVA6BMaPisC0OgSGp+2hLF60+wNhyHJ4ewI2Z+cuImAqMi4hvAI8Ao8vtRwPXRcQ04FWKZoNk5pMRcSMwFVgAnGrzQUmSJEndTS2HwHCMU6n7WGGCJzMfA3Zsofx5WmgCmJl/B45p5VgXARetfJiSJEmS1LVk5vyIWGIIjLKVTktDYMxclSEwHONU6j5WagweSZIkSdKqcwgMSR2lTbNoSZIkSZKqwiEwJHUIW/BIUh3NmDGDffbZhyFDhrDNNttw+eWXL7H+0ksvJSL461//CsD111/P9ttvz3bbbcfuu+/Oo48+unjbU045hY022ohtt922pucgSdLKqNb/vhUdp7PKzMcyc8fM3D4zt83MC8vy5zNz58zcIjOPycx3yvK/l8tblOufrzjWRZm5eWZulZm/rtc5SeocTPBIUh316tWLSy+9lKlTp3L//fdzxRVXMHXqVKC4cL399tuXGBBx4MCB3HPPPTz++OOcd955jBgxYvG6k046idtuu63m5yBJ0sqo1v++5R1HkrojEzySOpWIGBARd0XE1Ih4MiJOL8sviIhZETGlfBxSsc9XImJaRDwTEQdWlB9Ulk2LiHPqcT4r0qdPH4YOHQrA2muvzeDBg5k1qxgf8Utf+hLf+ta3iIjF2+++++6st956AOy6667MnDlz8bq99tqL9ddfv4bRS11Dd6t3pHqr1v++5R1Hkrojx+CR1NksAM7MzMkRsTbwcERMLNddlpmXVG4cEUMo+qJvA/QFfhsRW5arr6AYuHAm8FBEjM/MTntrb/r06TzyyCPssssu3HrrrfTr148ddtih1e1Hjx7NwQcfXMMIpS6r29Y7Ur1V639f5XEkqbsywSOpU8nM2cDs8vkbEfEU0G85uxwOjCv7qb9QDkC4c7luWnM/9YgYV27bKb9ovfnmmxx11FF85zvfoVevXnzzm9/k9ttvb3X7u+66i9GjR3PffffVMEqpa+qu9Y5Ub9X631d5nHXWWaejw5akTssuWpI6rYjYDNgReKAsOi0iHouIMRGxXlnWD5hRsdvMsqy18pZeZ0RETIqISXPnzq3mKbTJe++9x1FHHcXxxx/PkUceyXPPPccLL7zADjvswGabbcbMmTMZOnQof/nLXwB47LHH+PSnP82tt97KBhtsUPN4pa6sFvVOvescqTOo1v++pY8jSd2ZCR5JnVJErAXcDHwxM18HrgI2B5oo7rRfWq3XysxRmTksM4f17t27Wodt62szfPhwBg8ezBlnnAHAdtttx5w5c5g+fTrTp0+nf//+TJ48mQ996EO89NJLHHnkkVx33XVsueWWKzi6pJVRq3qnnnWO1BlU639fS8eRpO7MBI+kTiciVqP4knV9Zv4MIDNfzsyFmbkI+CH/6A4xCxhQsXv/sqy18k7l97//Pddddx133nknTU1NNDU1MWHChFa3v/DCC3nllVf4whe+QFNTE8OGDVu87rjjjmO33XbjmWeeoX///owePboWpyB1Cd2p3pHqrVr/+1b2OJLU1TkGj6ROJYppM0YDT2XmtyvK+5TjZAAcATxRPh8P/Dgivk0x2Okg4EEggEERMZDiC9axwL/U5izabs899yQzl7vN9OnTFz//0Y9+xI9+9KMWt7vhhhuqGZrUbXS3ekeqt2r972vLcSSpOzHBI6mz2QP4FPB4REwpy/4TOC4imoAEpgOfBcjMJyPiRopBTBcAp2bmQoCIOA34DdATGJOZT9buNAqbnfOrWr/kSpk+8tB6hyB1Bl2q3pHqzf99klQfJngkdSqZeR/FXfCltdrmOjMvAi5qoXzC8vaTJLDekSRJXYNj8EiSJEmSJDU4EzySJEmSJEkNboUJnogYEBF3RcTUiHgyIk4vyy+IiFkRMaV8HFKxz1ciYlpEPBMRB1aUH1SWTYuIczrmlCRJkiRJkrqXtozBswA4MzMnR8TawMMRMbFcd1lmXlK5cUQMoZg1YhuKmSV+GxFblquvAPYHZgIPRcT4zJxajRORJEmSJEnqrlaY4CmnB51dPn8jIp4C+i1nl8OBcZn5DvBCREwDdi7XTcvM5wEiYly5rQkeSZIkSZKkdlipMXgiYjNgR+CBsui0iHgsIsZExHplWT9gRsVuM8uy1solSZIkqVtwCAxJHaXNCZ6IWAu4GfhiZr4OXAVsDjRRtPC5tBoBRcSIiJgUEZPmzp1bjUNKkiRJUmfRPATGEGBX4NRymAsohsBoKh8TYJkhMA4CroyInhHRk2IIjIOBIcBxFceR1A21KcETEatRJHeuz8yfAWTmy5m5MDMXAT/kH92wZgEDKnbvX5a1Vr6EzByVmcMyc1jv3r1X9nwkSZIkqdPKzNmZObl8/gbQ5iEwMvMFoHkIjJ0ph8DIzHeB5iEwJHVTbZlFK4DRwFOZ+e2K8j4Vmx0BPFE+Hw8cGxFrRMRAYBDwIPAQMCgiBkbE6hRZ6PHVOQ1JkiRJaiy1GALDHhJS99GWFjx7AJ8C9l2qP+i3IuLxiHgM2Af4EkBmPgncSDF48m3AqWVLnwXAacBvKLLUN5bbSpIkSVK3UqshMOwhIXUfbZlF6z4gWlg1YTn7XARc1EL5hOXtJ0mSJEldXWtDYFSs/yHwy3JxeUNdrHAIDEndx0rNoiVJkiRJWnUOgSGpo6ywBY8kSZIkqWqah8B4PCKmlGX/STELVhOQwHTgs1AMgRERzUNgLKAcAgMgIpqHwOgJjHEIDKl7M8EjSZIkSTXiEBiSOopdtCRJkiRJkhqcCR5JkiRJkqQGZ4JHkiRJkiSpwZngkdSpRMSAiLgrIqZGxJMRcXpZvn5ETIyIZ8uf65XlERHfjYhpEfFYRAytONaJ5fbPRsSJ9TonSZ2b9Y4kSeoKTPBI6mwWAGdm5hBgV+DUiBgCnAPckZmDgDvKZYCDKaYLHQSMAK6C4osZcD6wC7AzcH7zlzNJWor1jiRJangmeCR1Kpk5OzMnl8/fAJ4C+gGHA2PLzcYCnyifHw5cm4X7gXUjog9wIDAxM1/NzHnAROCg2p2JpEZhvSNJkroCEzySOq2I2AzYEXgA2DgzZ5er/gJsXD7vB8yo2G1mWdZauSS1ynpHkiQ1KhM8kjqliFgLuBn4Yma+XrkuMxPIKr7WiIiYFBGT5s6dW63DSmowtap3rHMkSaqdGTNmsM8++zBkyBC22WYbLr/8cgBeffVV9t9/fwYNGsT+++/PvHnzltjvoYceolevXtx0001LlL/++uv079+f0047rWbn0FYmeCR1OhGxGsWXrOsz82dl8ctlFwjKn3PK8lnAgIrd+5dlrZUvIzNHZeawzBzWu3fv6p2IpIZRy3rHOkeSpNrp1asXl156KVOnTuX+++/niiuuYOrUqYwcOZL99tuPZ599lv3224+RI0cu3mfhwoWcffbZHHDAAcsc77zzzmOvvfaq5Sm0mQkeSZ1KRAQwGngqM79dsWo80DwjzYnArRXlJ5Sz2uwKvFZ2qfgNcEBErFcOcnpAWSZJS7DekSSp6+rTpw9DhxYTXq699toMHjyYWbNmceutt3LiicW/+RNPPJGf//zni/f53ve+x1FHHcVGG220xLEefvhhXn755RYTP51Br3oHIElL2QP4FPB4REwpy/4TGAncGBHDgReBT5brJgCHANOAt4CTATLz1Yj4OvBQud2FmflqTc5AUqOx3pEkqRuYPn06jzzyCLvssgsvv/wyffr0AeBDH/oQL7/8MgCzZs3illtu4a677uKhhx5avO+iRYs488wz+b//+z9++9vf1iX+FTHBI6lTycz7gGhl9X4tbJ/Aqa0cawwwpnrRSeqKrHckSer63nzzTY466ii+853vsM466yyxLiIoGvTCF7/4RS6++GJ69Fiyw9OVV17JIYccQv/+/WsW88oywSNJkiRJkrqs9957j6OOOorjjz+eI488EoCNN96Y2bNn06dPH2bPnr24O9akSZM49thjAfjrX//KhAkT6NWrF3/84x/53e9+x5VXXsmbb77Ju+++y1prrbXE2D31tsIxeCJiQETcFRFTI+LJiDi9LF8/IiZGxLPlz/XK8oiI70bEtIh4LCKGVhzrxHL7ZyPixNZeU5IkSZIkqb0yk+HDhzN48GDOOOOMxeUf//jHGTt2LABjx47l8MMPB+CFF15g+vTpTJ8+naOPPporr7yST3ziE1x//fW89NJLTJ8+nUsuuYQTTjihUyV3oG2DLC8AzszMIcCuwKkRMQQ4B7gjMwcBd5TLAAcDg8rHCOAqKBJCwPnALsDOwPnNSSFJkiRJkqRq+/3vf891113HnXfeSVNTE01NTUyYMIFzzjmHiRMnMmjQIH77299yzjnnrPhgndwKu2iVs0LMLp+/ERFPAf2Aw4G9y83GAncDZ5fl15b90++PiHXLqUX3BiY2DzYYEROBg4Abqng+kiRJktRpRcQA4FpgYyCBUZl5eXlD/CfAZsB04JOZOa+c6e9yisHd3wJOyszJ5bFOBM4tD/2NzBxby3ORGsGee+5JkZ5Y1h133LHcfa+55poWy0866SROOumkdkZWfSs1Bk9EbAbsCDwAbFwmfwD+QlFBQZH8mVGx28yyrLXypV9jBEXLHzbZZJOVCU+SJEmSOrvmHhKTI2Jt4OHy5vdJFD0kRkbEORQ9JM5myR4Su1D0kNiloofEMIpE0cMRMT4z59X8jKQ62uycX9U7hOWaPvLQmr1WW7poARARawE3A1/MzNcr15WtdVpOia2kzByVmcMyc1jv3r2rcUhJkiRJ6hQyc3ZzC5zMfAOo7CHR3AJnLPCJ8vniHhKZeT/Q3EPiQMoeEmVSp7mHhKRuqk0JnohYjSK5c31m/qwsfrmsWCh/zinLZwEDKnbvX5a1Vi5JkiRJ3U6tekhExKSImDR37tzqnoCkTqUts2gFMBp4KjO/XbFqPNA8E9aJwK0V5SeUs2ntCrxWVlS/AQ6IiPXKwZUPKMskSZIkqVuxh4SkamvLGDx7AJ8CHo+IKWXZfwIjgRsjYjjwIvDJct0EigHAplEMAnYyQGa+GhFfBx4qt7uwecBlSZIkSeoultdDIjNnr0QPib2XKr+7I+OW1Lm1ZRat+4BoZfV+LWyfwKmtHGsMMGZlApQkSZKkrqINPSRGsmwPidMiYhzFIMuvlUmg3wDfLHtHQNFD4iu1OAdJndNKzaIlSZIkSWoXe0hI6hBtnkVLkiR1TaeccgobbbQR22677eKyCy64gH79+tHU1ERTUxMTJkwAYOLEiey0005st9127LTTTtx5552L93n33XcZMWIEW265JVtvvTU333xzzc9FqgU/M2qPzLwvMyMzt8/MpvIxITNfycz9MnNQZn60OVlTzp51amZunpnbZeakimONycwtysfV9TsrSZ2BLXgkSermTjrpJE477TROOOGEJcq/9KUv8eUvf3mJsg033JBf/OIX9O3blyeeeIIDDzyQWbOKSTEvuugiNtpoI/70pz+xaNEiXn3VG8nqmvzMSJI6IxM8kiR1c3vttRfTp09v07Y77rjj4ufbbLMNb7/9Nu+88w5rrLEGY8aM4emnnwagR48ebLjhhh0RrlR3fmYkSZ2RXbQkSVKLvv/977P99ttzyimnMG/evGXW33zzzQwdOpQ11liD+fPnA3DeeecxdOhQjjnmGF5++eUaRyzVl58ZSVI9meCRJEnL+PznP89zzz3HlClT6NOnD2eeeeYS65988knOPvtsfvCDHwCwYMECZs6cye67787kyZPZbbfdlumqInVlfmYkSfVmgkeSJC1j4403pmfPnvTo0YPPfOYzPPjgg4vXzZw5kyOOOIJrr72WzTffHIANNtiANddckyOPPBKAY445hsmTJ9cldqke/MxIkurNBI8kSVrG7NmzFz+/5ZZbFs8WNH/+fA499FBGjhzJHnvssXibiOCwww7j7rvvBuCOO+5gyJAhNY1Zqic/M5KkejPBI6nTiYgxETEnIp6oKLsgImZFxJTycUjFuq9ExLSIeCYiDqwoP6gsmxYR59T6PKRGcdxxx7HbbrvxzDPP0L9/f0aPHs1ZZ53Fdtttx/bbb89dd93FZZddBhRjjEybNo0LL7xw8XTQc+bMAeDiiy/mggsuYPvtt+e6667j0ksvredptZl1jlZWd//MSJI6J2fRktQZXQN8H7h2qfLLMvOSyoKIGAIcC2wD9AV+GxFblquvAPYHZgIPRcT4zJzakYFLjeiGG25Ypmz48OEtbnvuuedy7rnntrhu00035d57761qbDVyDdY5Wgl+ZiRJnZEJHkmdTmbeGxGbtXHzw4FxmfkO8EJETAN2LtdNy8znASJiXLmtX7bUrWx2zq/qHcIKTR95aF1f3zpHlTr7Z6benxdJtXfKKafwy1/+ko022ognnigam15wwQX88Ic/pHfv3gB885vf5JBDDmHixImcc845vPvuu6y++ur8z//8D/vuuy8A7777Lqeddhp33303PXr04KKLLuKoo46q23mp+uyiJamRnBYRj5XdKdYry/oBMyq2mVmWtVYuSW3VIXVORIyIiEkRMWnu3LkdEbckqQs56aSTuO2225Yp/9KXvsSUKVOYMmUKhxxS9CTecMMN+cUvfsHjjz/O2LFj+dSnPrV4+4suuoiNNtqIP/3pT0ydOpV/+qd/qtk5qDZM8EhqFFcBmwNNwGygagMV+GVLUgs6rM7JzFGZOSwzhzXfeZUkqTV77bUX66+/fpu23XHHHenbty8A22yzDW+//TbvvPMOAGPGjOErX/kKAD169GDDDTfsmIBVNyZ4JDWEzHw5Mxdm5iLgh/yjS8QsYEDFpv3LstbKWzq2X7YkLaEj6xxJkqrh+9//Pttvvz2nnHIK8+bNW2b9zTffzNChQ1ljjTWYP38+AOeddx5Dhw7lmGOO4eWXX65xxOpoJngkNYSI6FOxeATQPNvNeODYiFgjIgYCg4AHgYeAQRExMCJWpxgUdXwtY5bUuKxzJEmd2ec//3mee+45pkyZQp8+fTjzzDOXWP/kk09y9tln84Mf/ACABQsWMHPmTHbffXcmT57Mbrvtxpe//OV6hK4OtMIEj1OHSqq1iLgB+COwVUTMjIjhwLci4vGIeAzYB/gSQGY+CdxIMZDpbcCp5V33BcBpwG+Ap4Aby20laQnWOZKkRrPxxhvTs2dPevTowWc+8xkefPDBxetmzpzJEUccwbXXXsvmm28OwAYbbMCaa67JkUceCcAxxxzD5MmT6xK7Ok5bZtG6BqcOlVRDmXlcC8Wjl7P9RcBFLZRPACZUMTRJXZB1jiSp0cyePZs+fYrGprfccgvbbrstAPPnz+fQQw9l5MiR7LHHHou3jwgOO+ww7r77bvbdd1/uuOMOhgwZUpfY1XFW2IInM+8FXm3j8RZPHZqZLwDNU4fuTDl1aGa+CzRPHSpJkiRJ3YY9JLSyjjvuOHbbbTeeeeYZ+vfvz+jRoznrrLPYbrvt2H777bnrrru47LLLgGJcnmnTpnHhhRfS1NREU1MTc+bMAeDiiy/mggsuYPvtt+e6667j0kurNn+AOom2tOBpzWkRcQIwCTgzM+dRTAd6f8U2lVOELj116C4tHTQiRgAjADbZZJN2hCdJkiRJnc412ENCK+GGG25Ypmz48OEtbnvuuedy7rnntrhu00035d57761qbOpcVjXBcxXwdSDLn5cCp1QjoMwcBYwCGDZsWFbjmJIkSZLUGWTmvRGxWRs3X9xDAnghIpp7SEDZQwIgIpp7SJjgaTCbnfOreoewQtNHHlrvENRGqzSLllOHSpIkSVJVnRYRj5VduNYry/qxbE+IfsspX0ZEjIiISRExae7cuR0Rt6ROYpUSPE4dKkmSJElVcxWwOdAEzKboIVEVmTkqM4dl5rDevXtX67CSOqEVdtEqpw7dG9gwImYC5wN7R0QTRRet6cBnoZg6NCKapw5dQDl1aHmc5qlDewJjnDpUkiRJkooeEs3PI+KHwC/LxeX1hLCHhKQlrDDB49ShkiRJktRxIqJPZs4uF5fuIfHjiPg2xSDLzT0kgrKHBEVi51jgX2obtaTOpj2zaEmSJEmSVoI9JCR1FBM8kiRJklQj9pCQ1FFWaZBlSZIkSZIkdR4meCRJkiRJkhqcCR5JkiRJkqQGZ4JHkiRJkiSpwZngkSRJkiRJanAmeCRJkiRJkhqcCR5JkiRJkqQGZ4JHkiRJkiSpwZngkSRJkiRJanAmeCR1OhExJiLmRMQTFWXrR8TEiHi2/LleWR4R8d2ImBYRj0XE0Ip9Tiy3fzYiTqzHuUjq/KxzJElSV2CCR1JndA1w0FJl5wB3ZOYg4I5yGeBgYFD5GAFcBcWXM+B8YBdgZ+D85i9okrSUa7DOkSRJDc4Ej6ROJzPvBV5dqvhwYGz5fCzwiYrya7NwP7BuRPQBDgQmZuarmTkPmMiyX+AkyTpHkiR1CSZ4JDWKjTNzdvn8L8DG5fN+wIyK7WaWZa2VLyMiRkTEpIiYNHfu3OpGLalRWedIkqSGYoJHUsPJzASyiscblZnDMnNY7969q3VYSV2EdY4kSWoEK0zwOPCgpE7i5bIbBOXPOWX5LGBAxXb9y7LWyiWpLaxzJElSQ2lLC55rcOBBSfU3HmhODp8I3FpRfkKZYN4VeK3sVvEb4ICIWK+sbw4oyySpLaxzJHUIb6BL6igrTPA48KCkWouIG4A/AltFxMyIGA6MBPaPiGeBj5bLABOA54FpwA+BLwBk5qvA14GHyseFZZkkLcE6R1KNXYM30CV1gF6ruF+HDjxIUXmxySabrGJ4khpZZh7Xyqr9Wtg2gVNbOc4YYEwVQ5PUBVnnSKqlzLw3IjZbqvhwYO/y+VjgbuBsKm6gA/dHRPMN9L0pb6ADRETzDfQbOjp+SZ1XuwdZduBBSZIkSWoXZ+6T1G6rmuBx4EFJkiRJqjJvoEtaVaua4HHgQUmSJEmqDm+gS2q3tkyT7sCDkiRJktRxvIEuqd1WOMiyAw9KkiRJUnWUN9D3BjaMiJkUs2GNBG4sb6a/CHyy3HwCcAjFDfS3gJOhuIEeEc030MEb6JJY9Vm0pDabP38+n/70p3niiSeICMaMGcP73/9+Pve5z/H3v/+dXr16ceWVV7Lzzjtz/fXXc/HFF5OZrL322lx11VXssMMO9T4FSZIkqSq8gS6po5jgUYc7/fTTOeigg7jpppt49913eeutt/jkJz/J+eefz8EHH8yECRM466yzuPvuuxk4cCD33HMP6623Hr/+9a8ZMWIEDzzwQL1PQZIkSZKkTs0EjzrUa6+9xr333ss111wDwOqrr87qq69ORPD6668v3qZv374A7L777ov33XXXXZk5c2bNY5YkSZIkqdGY4FGHeuGFF+jduzcnn3wyjz76KDvttBOXX3453/nOdzjwwAP58pe/zKJFi/jDH/6wzL6jR4/m4IMPrkPUkiRJkiQ1llWdJl1qkwULFjB58mQ+//nP88gjj/CBD3yAkSNHctVVV3HZZZcxY8YMLrvsMoYPH77EfnfddRejR4/m4osvrlPkkiRJkiQ1DhM86lD9+/enf//+7LLLLgAcffTRTJ48mbFjx3LkkUcCcMwxx/Dggw8u3uexxx7j05/+NLfeeisbbLBBXeKWJEmSJKmRmOBRh/rQhz7EgAEDeOaZZwC44447GDJkCH379uWee+4B4M4772TQoEEAvPTSSxx55JFcd911bLnllnWLW5IkSZKkRuIYPOpw3/ve9zj++ON59913+fCHP8zVV1/N4Ycfzumnn86CBQt43/vex6hRowC48MILeeWVV/jCF74AQK9evZg0aVI9w5ckSZIkqdMzwaMO19TUtEySZs899+Thhx9eZtsf/ehH/OhHP6pVaJIkSZIkdQl20ZIkSZIkSWpwtuDRStnsnF/VO4QVmj7y0HqHIEmSJElSTdmCR5IkSZIkqcGZ4JEkSZIkSWpwJngkNZSImB4Rj0fElIiYVJatHxETI+LZ8ud6ZXlExHcjYlpEPBYRQ+sbvaRGY50jSZIahQkeSY1on8xsysxh5fI5wB2ZOQi4o1wGOBgYVD5GAFfVPFJJXYF1jiRJ6vTaleDxrpakTuJwYGz5fCzwiYrya7NwP7BuRPSpQ3ySuhbrHEmS1OlUowWPd7Uk1VICt0fEwxExoizbODNnl8//AmxcPu8HzKjYd2ZZtoSIGBERkyJi0ty5czsqbkmNyTpHUs14A11Se3REFy3vaknqSHtm5lCKpPGpEbFX5crMTIovZG2WmaMyc1hmDuvdu3cVQ5XUBVjnSKo1b6BLWiXtTfB4V0tSTWXmrPLnHOAWYGfg5eaEcflzTrn5LGBAxe79yzJJahPrHEmdgDfQJbVJexM83tWSVDMR8YGIWLv5OXAA8AQwHjix3OxE4Nby+XjghLIJ867AaxUJaElaLuscSXXgDXRJq6xXe3auvKsVEUvc1crM2d7VklRlGwO3RAQU9dePM/O2iHgIuDEihgMvAp8st58AHAJMA94CTq59yJIamHWOpFrbMzNnRcRGwMSIeLpyZWZmRKz0DXRgFMCwYcNWal9JjWWVEzzlnawemflGxV2tC/nHXa2RLHtX67SIGAfsgne1JK2kzHwe2KGF8leA/VooT+DUGoQmqQuyzpFUa95Al9Qe7emitTFwX0Q8CjwI/Cozb6NI7OwfEc8CHy2Xobir9TzFXa0fAl9ox2tLkiRJUpdht1BJ7bXKLXi8qyVJkiRJVWO3UEnt0q4xeCRJkiRJ7ecNdEnt1d5ZtCRJkiRJklRnJngkSZIkSZIanAkeSZIkSZKkBmeCR5IkSZIkqcGZ4JEkSZIkSWpwJngkSZIkSZIanAkeSZIkSZKkBmeCR5IkSZIkqcGZ4JEkSZIkSWpwJngkSZIkSZIanAkeSZIkSZKkBmeCR5IkSZIkqcGZ4JEkSZIkSWpwJngkSZIkSZIanAkeSZIkSZKkBlfzBE9EHBQRz0TEtIg4p9avL6l7sc6RVEvWOZJqzXpHUrOaJngioidwBXAwMAQ4LiKG1DIGSd2HdY6kWrLOkVRr1juSKtW6Bc/OwLTMfD4z3wXGAYfXOAZJ3Yd1jqRass6RVGvWO5IW61Xj1+sHzKhYngnsUrlBRIwARpSLb0bEMzWKbVVtCPy1WgeLi6t1pIbie9g+VX3/oEPew02rfsS2WWGdAw1X7/h5aT/fw/br7O+hdU71NML/mM6us39eGkFnfw/rVeeA369WqBt+Zqy3268R/gZbrHdqneBZocwcBYyqdxxtFRGTMnNYveNoZL6H7eP7136NVO/4+24/38P28z1sH+uc7sX3sP18D9unkeoc8PfdXr5/7dfI72Gtu2jNAgZULPcvyySpI1jnSKol6xxJtWa9I2mxWid4HgIGRcTAiFgdOBYYX+MYJHUf1jmSask6R1KtWe9IWqymXbQyc0FEnAb8BugJjMnMJ2sZQwdomOaOnZjvYfv4/rXCOket8D1sP9/DFljnqBW+h+3ne9gK6x21wPev/Rr2PYzMrHcMkiRJkiRJaodad9GSJEmSJElSlZngkSRJkiRJanAmeCRJkiRJkhqcCR7VVET0iIjd6x1HI4uIzSNijfL53hHx7xGxbp3DUo1FxBfrHUOjiIhdI2LtiuV1ImKXesYkqevyWqf9vNaR2s46p/26Up1jgmcVRET/iLglIuZGxJyIuDki+tc7rkaQmYuAK+odR4O7GVgYEVtQjPA+APhxfUNSHZxR7wAayFXAmxXLb5ZlWgn+7+s+/F23j9c6VeG1TjdjvbPqrHOqosvUOSZ4Vs3VwHigD9AX+EVZpra5IyKOioiodyANalFmLgCOAL6Xmf9B8beo7sXPT9tFVkwZWV4I9apjPI3K/33dh7/r9vNap3281ul+rHfaxzqnfbpMnWOCZ9X0zsyrM3NB+bgG6F3voBrIZ4GfAu9GxOsR8UZEvF7voBrIexFxHHAi8MuybLU6xqP6yBVvotLzZVPb1crH6cDz9Q6qAfm/r/vwd91+Xuu0j9c63Y/1TvtY57RPl6lzTPCsmlci4l8jomf5+FfglXoH1Sgyc+3M7JGZq2XmOuXyOvWOq4GcDOwGXJSZL0TEQOC6OsekDtD8z7mFxxsUd7fUNp8DdgdmATOBXYARdY2oMfm/r/vwd91OXuu0m9c63Y/1TjtY57Rbl6lzoqLVutooIjYFvkfxR5DAH4B/z8yX6hpYgyibDh4PDMzMr0fEAKBPZj5Y59AaRkS8H9gkM5+pdyySugf/93Uf/q7bz2ud9vNap3ux3mkf65z26yp1jgke1VxEXAUsAvbNzMERsR5we2Z+pM6hNYSIOAy4BFg9MwdGRBNwYWZ+vL6RqdoiYk3gvcx8r1zeCjgEmJ6Zt9Q1uAYQEWdl5rci4nu00KUtM/+9DmFJ6ga81mkfr3WklWOd0z5dqc5xkMmVEBH/tZzVmZlfr1kwjW2XzBwaEY8AZOa8iFi93kE1kAuAnYG7ATJzSkR8uJ4BqcPcBgwHni1H9f8jcD3wsYjYJTPPqWt0nd9T5c9JdY2iwfm/r/vwd11VXuu0zwV4rdMtWO9UjXVO+1xAF6lzTPCsnL+1UPYBii9gGwBWQG3zXkT0pLyjHhG9KTLOapv3MvO1pQbJ9/3rmtbLzGfL5ycCN2Tmv5X/sB8GTPAsR2b+onz6Vmb+tHJdRBxTh5Aalf/7ug9/19XjtU77eK3TfVjvVId1Tvt0mTrHBM9KyMxLm59HxNrA6RQDMo0DLm1tPy3ju8AtwEYRcRFwNHBufUPq/CJiAnAq8GRE/AvQMyIGAf9O0U9ZXU9lt6J9gf8ByMx3I6Ih/+nUyVcoZpZYUZla4P++7sPfdVV5rbMKvNbpfqx3qsY6ZxV0xTrHBM9Kioj1gTMoBrEaCwzNzHn1jaqxZOb1EfEwsB8QwCcy86kV7Ca4GvgNxYju2wLvAD8uy7y70TU9FhGXUMz+tAVwO0BErFvPoBpFRBxMMWZRv4j4bsWqdYAF9YmqMfm/r/vwd10dXuusMq91uiHrnfazzlllXa7OcZDllRAR/wMcCYwCrsjMN+scUsMqmxBuTEWS0VHyVywi1gLOAw6iqIiaP8CZmd+uW2DqEOVo/qcDfYAxmfloWb47sHlmNuT0jbUSETsATcCFQGUf/zeAu7x4bBv/93Uf/q6ry2udVeO1TvdivVM91jmrpqvVOSZ4VkLZJeIdiju/lW9cUPwBrFOXwBpMRPwbcD7wMrCQf7x/29c1sAZQjr1yDvAvFE1XF/8dZubX6hWXOl7Zl5rMnFvvWBpNRKxGUc9sTfGZeSYz361vVI3D/33dh7/r6vFaZ9V5rdO9WO9Uh3XOqutqdY5dtFZCZvaodwxdxOnAVpn5Sr0DaSQRcRDwbWA8RdPVt+ockjpYFCO9/RdwGtCzLFoAfC8zL6xrcI1lf+AHwHMUFzwDI+Kzmfnr+obVGPzf1334u64qr3VWgdc63Y/1TtVY56yCrljnmOBRPcwAXqt3EA3oq8AxmflkvQNRzXwJ2BPYOTNfACinbLwqIr6UmZfVNbrG8W1gn8ycBhARmwO/AkzwSOooXuusGq91pFVjnbNqulydYxct1UxEnFE+3QbYiuIL1jvN6xuxj6PUkSLiEWD/zPzrUuW9gdszc8f6RNZYIuKhzPxIxXIAD1aWSVI1eK0jqZasc7Q0W/ColtYuf75UPlYvH7Bkn1tJhdWWTu5AMQ5POa6M2mZSOQ3mjRR1zTHAQxFxJEBm/qyewUnqUrzWkVRL1jlagi14VHMRcUxm/nRFZVJ3FxGTM3Poyq7TkiLi6uWszsw8pWbBSOoWvNaRVEvWOWpmgkc119IXU7+sSsuKiIXA31paBbwvM23FI0mdkNc6kmrJOkfN7KKlmomIg4FDgH4R8d2KVetQTI0oqUJm9qx3DF1BRPQHvgfsURb9Djg9M2fWLypJXZHXOpJqyTpHS3NaOtXSn4FJFP1B/1Q+pgK3AgfWMS5JXdvVFNNf9i0fvyjLJKnavNaRVEvWOVqCLXhUS1OB4ykG/moe82ITii9av6xXUJK6vN6ZWZnQuSYivlivYCR1aV7rSKol6xwtwRY8qqVvAesBm2bm0LJP6IeBDwKX1DUySV3ZKxHxrxHRs3z8K/BKvYOS1CV5rSOplqxztAQHWVbNRMSzwJa51B9dRPQEns7MQfWJTFJXFhGbUozBsxtFE+Y/AP+emS/VNTBJXY7XOpJqyTpHS7OLlmopl658ysKFEWGmUVKHyMwXgY/XOw5J3YLXOpJqyTpHS7CLlmppakScsHRh2V3i6TrEI0mSVE1e60iqJescLcEuWqqZiOgH/Ax4G3i4LB4GvB84IjNn1Ss2SZKk9vJaR1ItWedoaSZ4VHMRsS+wTbk4NTPvqGc8krquiOgBHJ2ZN9Y7Fkndh9c6kmrJOkfNTPBIkrq0iJiUmcPqHYckSZLUkUzwSJK6tIgYCfwV+Anwt+byzHy1bkFJkiRJVWaCR5LUpUXECy0UZ2Z+uObBSJIkSR3EBI8kSZIkSVKDc5p0SVKXFhFrRsS5ETGqXB4UER+rd1ySJElSNZngkSR1dVcD7wK7l8uzgG/ULxxJkiSp+kzwSJK6us0z81vAewCZ+RYQ9Q1JkiRJqi4TPJKkru7diHg/kAARsTnwTn1DkiRJkqqrV70DkCSpg50P3AYMiIjrgT2Ak+oakSRJklRlzqIlSeryImIDYFeKrln3Z+Zf6xySJEmSVFW24JEkdQf/BOxJ0U1rNeCW+oYjSZIkVZcteCRJXVpEXAlsAdxQFv0z8Fxmnlq/qCRJkqTqMsEjSerSIuJpYHCW//AiogfwZGYOrm9kkiRJUvU4i5YkqaubBmxSsTygLJMkSZK6DMfgkSR1SRHxC4oxd9YGnoqIB8vlXYAH6xmbJEmSVG0meCRJXdUl9Q5AkiRJqhXH4JEkSZIkSWpwtuCRJHVJEXFfZu4ZEW9QdM1avArIzFynTqFJkiRJVWcLHklSlxQRm2bmi/WOQ5IkSaoFZ9GSJHVVtzQ/iYib6xmIJEmS1NFM8EiSuqqoeP7hukUhSZIk1YAJHklSV5WtPJckSZK6HMfgkSR1SRGxEPgbRUue9wNvNa/CQZYlSZLUxZjgkSRJkiRJanB20ZIkSZIkSWpwJngkSZIkSZIanAkeSZIkSZKkBmeCR5IkSZIkqcGZ4JEkSZIkSWpwJngkSZIkSZIanAkeSZIkSZKkBmeCR5IkSZIkqcGZ4JEkSZIkSWpwJngkSZIkSZIanAkedToR8f8i4pl6xyGpMTVaHRIRb0bEh+sdhyRJ6lwi4u6I+HQdX3/xNUpEXBMR3yif7x0RMyu2ezIi9q5PlKpkgqcbiYg9I+IPEfFaRLwaEb+PiI9ExEkRcV+942uWmb/LzK3ae5yI+HVZKb0ZEe9FxLsVyz+MiAURsXkL+90SEZe09/Wlrqa71SGw+GImI+LwpcovK8tPau9rZOZamfl8e48jadVFxL9ExKTyGmF2eQ2xZzuPufjLUEeIiOkR8dGOOr7U3ZWfsbfLeuHl8jO9Vr3jqpYySbOo4vvRrIj4WuU2bb1GycxtMvPuDgtWbWaCp5uIiHWAXwLfA9YH+gFfA95p4/49Oy66jpGZB5eV0lrA9cC3mpcz8zPAHcCnKveJiPWBQ4CxtY9Y6ry6Yx1S4U/ACc0LEdEL+CTwXN0iklQ1EXEG8B3gm8DGwCbAlcDhy9mtGq/bqyOPL6kqDiu/SwwFhgHn1uJFo1CL7+p/rvi+tCcwPCI+UYPXVQcxwdN9bAmQmTdk5sLMfDszbwfeA/4X2K3M3M6HxXedroqICRHxN2CfiOgbETdHxNyIeCEi/r354BGxc0T8MSLml3e+vh8Rq1esz4j4QkQ8GxFvRMTXI2LzsjXA6xFxY/P2LTT5mx4RX46Ix8qWAz+JiPdVrD+rfM0/R8Sny9faog3vyViWSvAAxwJTM/PxlXx/pa6uO9chvwD2jIj1yuWDgMeAv1Qco0dEnBsRL0bEnIi4NiI+WK77dUScVvlmRsSjEXFkxbltUT5fIyIuiYiXorhb+L8R8f5y3YYR8cvyPXo1In5Xo4s/qcsqP6cXAqdm5s8y82+Z+V5m/iIz/6P8TH6nrB/+XD5fo9x374iYGRFnlp/72RFxcrluBHA8cFZZN/6iLJ8eEWdHxGPA3yKiV0ScExHPlXXb1Ig4YqkYPxMRT1WsHxoR11Ekon5RHv+sGr5tUreTmbOAXwPblf+L50bEvPJ5/+btouhS9d8R8WB5fXJrFDeQm9fvWl67zC+vBfZeat+LIuL3wFvAMt23I+KUsj6YFxG/iYhNy/KIonXxnPJ1H4+Ibct1h5R1xxtRtNL5civn+ALwB2BIxeu16XtVVLQojIgLyuuya8vXfDIihlVsOzQiHinX/bS8Luuw1o7djReG3cefgIURMTYiDm7+opKZTwGfA/5YZm/XrdjnX4CLgLUpPuy/AB6luHO/H/DFiDiw3HYh8CVgQ2C3cv0XlorhQGAnYFfgLGAU8K/AAGBb4LjlxP9Jii9VA4HtgZMAIuIg4Azgo8AWwN5tfD8AbgE2jCWbYH8KW+9ILenOdcjfgVspEsBQtOa5dqltTiof+1BckK0FfL9cd0NlbBExBNgU+FULrzWSIpnWVMbTD/ivct2ZwEygN0Urg/8EsvVTltQGuwHvo7gmaMlXKeqcJmAHYGeWvIP/IeCDFJ/V4cAVEbFeZo5iydbDh1XscxxwKLBuZi6gaA34/8rjfA34v4joAxARxwAXUNQ76wAfB17JzE8BL1G2LsjMb7XnTZC0fBExgKKV//PA1RT/xzcB3uYf/++bnQCcAvQBFgDfLY/Rj+J//zcoWkN/Gbg5InpX7PspYATFtdOLS8VwOMX//iMprgV+R3GNAXAAsBfFNcQHKa57XinXjQY+m5lrU1wv3dnKOQ4C9gDuX/E7skIfB8YB6wLjKd+jKG7G3QJcQ/Ee3AAc0eIRtEpM8HQTmfk6RbO7BH4IzI2I/9/evcdZVdeL/3+9AdM0L5FgclFM8QKoI5JodkwtRc00NU00779j56QnS7todb6aHS/VMcxT2dGkyAr0nDKxzCQVSw0RdEzBGwkeIBUUIRVTLu/fH2vNuIEZGGDYe/bM6/l47Mes9Vlrr3mvrfNhfd77cxkfEdus5m23Zub9mbkc2B3olZmXZuZb5VjM6ykbPJk5NTMnZebSzJwF/DfwoZWu963M/HtmTgMeB+7MzGczcxFFRnyv1cRyTWb+LTMXUDQSG8ryE4AfZ+a0zFxM8RDUJpn5BvA/lEMvykptb+AXbb2G1FVYh/BT4NSI2KqM69crHT8Z+E4Zz2vARcCJUQzBuAVoaPqWrTz3V5m5wvC2iAiKh7rPZ+aCzHyVYshIU2JpCcXD4vZlD4M/ZaYJHmn9vAd4qUy0tORk4NLMnJeZ8ykSMJW9f5eUx5dk5u3Aa8Ca5gC7JjNnl88hZOb/lPXT8sy8CXiGIpEE8P9R1H0PZWFGZj7X2oUltbtfR9E7+T7gXuBLmfnLzFxc/jt9Gas+r9yYmY9n5uvAvwMnRDFU/VPA7Zl5e/n3PgGYQpE4avKT8plkaWYuWem6/wJckZlPlHXW5bz9fLGEIim0KxDlOc+X71sCDIqILTLzlcx8uOKafcreRH+n+DLvwfJe19d95X0uA26kSJBDkTDvQVEPLsnMXwGT2+H3qWSCpwsp/9BPz8x+FNnbPhRjzlszu2J7e96uABaWFd1XKL5FJiJ2LrsovlBWEJdTfBNf6cWK7Tda2F/dpGUvVGwvrji3z0pxVm63xRjg+CiGa5wC/D4z563lNaQuoSvXIZl5H8W3ZV8FftPUMKvQhxW/aXuO4gFmm/IB8Le8nagZSfHN/sp6AZsCUys+ozvKcoBvAzOAOyPi2Yi4sOVblbQWXqbozdvafDgt/W33qXz/SsmhyvqlNSvUMxFxakQ0VvzdD+Ht+q8/zvcl1dLHM3OrzNw+Mz9D8X3Mf0cxJPvvwB+BrWLFuQYr/8afAzai+JvenqLdUfks9EGKL29aeu/Ktge+W/HeBUAAfTPzbopeMt8H5kXEdVHMnwhwHEUS6bmIuDci9qu45t/K+9uCorfNG7TPaIaVn7s2KevZPsDclb6gWtv2m1bDBE8XlZlPUnSNG0LrXfxX/sObWVYATa/NM7Mp43wt8CQwsKwgvkJR4WxozwP9Kvb7r+X776OoHI+myKo7PEtqgy5ah/yMYpjUysOzAP5G8eDVZDuKbtlNSaixwMjyoWoT4J4WrvESxYPV4IrPaMssJj4kM1/NzAsy830UXZ/Pj4gPr/EOJa3Onykmi/94K8db+tv+Wxuvvca6sfzm/XrgXOA9WQxzfZy367/ZwCorfq7h+pI2nAsoeukNL59XDijLK59ZKp8ltqPoQfMSxd/zjSs9C22WmVdWnL+6v+vZFEOtKt//zsx8ACAzr8nMvSnm0NkZ+GJZ/lBmHg30puiBfHNLFy97RP8C+FhLx9vJ80Dfstdyk7Vtv2k1TPB0ERGxaxSTAPYr9/tTfIs8iaIB0i8qJjRtwWTg1SgmBnxnRHSPiCER8f7y+ObA34HXImJX4F833N2s4GbgjIjYLSI2pegG2WZl9vinwDcpsta3tXuEUidgHQIUY+gPofi2bmVjgc9HxA5RLKF6OXBTxTf7t1M0Ei8ty5evfIGy7HpgVET0hmK8ftM8RRFxZETsVD4ULaKYt2iV60hqu7JB8/8o5s75eERsGhEblXONfYvib/trEdErIrYuz/1ZGy//Ii1MkrqSzSgadPMBopikeUjF8R8BX4iIvaOwU8Vwz7ZcX1L72pziy5iFUUyefHEL53wqIgaVzxWXAv9bDlX6GfCxiBhRPgdtEsVk7f1auEZLfghcFBGDoZgkPop5uoiI90fE8IjYCHidYv7A5RHxjog4OSK2LId8/Z1Wnh3K55cTgWltjGdd/Jni+eXcKCaZP5q3h6SqHZjg6TpeBYYDD0axos0kim+ILqCYaGsa8EJEvNTSm8tK6UiKeStmUmShf0QxiRcUk4SdVP6e64GbNtSNrBTX7ygaXfdQDF1omhSsTUs3l35KkV2/aeU5MSQ16/J1SDkvzl2tzHszmmKM+R8p7u8fwL9VvPdN4FcUkzmvbp6vLzfFUXb9/gNvz+cxsNx/jeIB6QeZ2VJPIElrITOvophs/WsUiZbZFD1qfk0xGeoUipXzHgMeLsva4gaKeS8WRsSvW/nd04GrKP6mX6SYr+z+iuP/QzHHxy8o6sdfU0xMCnAFRfJpYbSyKo6kdnc18E6K55hJFEOpV3YjRS/nFyh67X4WIDNnU4wa+Apv1zVfpI1t8sy8heJL6XHlM8LjwOHl4S0onp9eoRgW9jLF0G4opqGYVb7nXyjmFmvSJ4qV+F4r39dzpePtKjPfopgk+ixgIcUIit+wdm03rUY4P6M6k4jYjaKy23g1EyZKUousQyRJ0rqKiInAzzLzR7WOpV5ExIPADzPzx7WOpTOwB4/qXkQcExEbR7Fs8zeB22yYSWor6xBJkqTqiIgPRcR7yyFapwF70HJPKK0DEzzqDD4NzKNYZWIZ1Zu7Q1LnYB0iSZJUHbsAj1IM0boA+ETFku5aTw7RkiRJkiRJqnP24FlJRPSPiHsiYnpETIuI88ryhoiYFBGNETElIvYpy3eNiD9HxJsrT3AXEYdFxFMRMSMiLqzF/Ujq2FZT59xU1jeNETErIhrL8o0iYkxEPBYRT0TERRXXmlWWN0bElBrdklSXyhVNHomI35T7O0TEg+W/4TdFuUpcOZzvprL8wYgYUHGNi8ryp5pWP+uIypVbJkfEo2W98/Wy/MMR8XBZh9wXETuV5aMq6qOnI2JhxbWWVRwbX6NbkiR1Qi3823xu+e9sRrGyYdN5X6z4t+jx8t+mnuWx0RExLyIer9V9VFOH7sGz9dZb54ABA6r6O5csWcKSJUvYdNNNWbZsGU888QQ77rgjs2fPZptttmHLLbdk0aJFvPDCC+yyyy4sWbKEt956i4ULF9K9e3fe+973ApCZPP744+y8885stNFGPPnkk+ywww68853vrOr9SB3B1KlTX8rMXrWOoy2qXe+0VudU1hWzZ8+me/fu9OnThwULFrBw4ULe9773sXz5cqZNm8bOO+/MxhtvzGOPPcZuu+1Gjx49qha/1BGtS50TEecDw4AtMvPIiLgZ+FVmjouIHwKPZua1EfEZYI/M/JeIOBE4JjM/GRGDKJbU3gfoQ7Hi2c7lCnKtqsWzTmayfPlyunfvTmby5JNP0r9/f2bNmtVc/8ybN4/Fixezcmwrlz/yyCPstddeVY1f6mh8zpE2jBdffJHXX3+d5cuXs9NOO7F48WK6d+/O008/3eoz78KFC5k3bx4777wzAK+++irdu3dn5syZDB48uNq3sMG0Wu9kZod97b333llrRx11VN5555156KGH5rhx4zIz8xe/+EWOHDlyhfMuvvji/Pa3v928/8ADD+Shhx7avH/55Zfn5ZdfXp2gpQ4GmJIdoE5py6vW9U5TndNk+fLl2a9fv3z66aczs6h/jjzyyFyyZEm+9NJLOXDgwHz55ZczM3P77bfP+fPn1yRuqSNZ2zoH6AfcBRxMsVxrUCyB26M8vh/w+3L798B+5XaP8rwALgIuqrhm83mre9W6znn99ddzr732ykmTJuXOO++ckyZNysziueWiiy5a5fz99ttvhTpqs802q1qsUkflc47U/mbPnp0HH3xw3nXXXfnRj350hWOre+YdOXJkXnfddSuUzZw5MwcPHrzBYq2F1uodh2itxqxZs3jkkUcYPnw4V199NV/84hfp378/X/jCF7jiiitW+965c+fSv3//5v1+/foxd+7cDR2ypDpWWec0+dOf/sQ222zDwIEDAfjEJz7BZpttxrbbbst2223HF77wBXr27AlARHDooYey9957c91119XkHlSfZs+ezUEHHcSgQYMYPHgw3/3udwH45Cc/SUNDAw0NDQwYMICGhgYAJk+e3Fy+5557csstt6z2OnXgauBLwPJy/z3Awnx7NbU5QN9yuy8wG6A8vqg8v7m8hfd0OMuWLaOhoYHevXtzyCGHMHz4cH70ox9xxBFH0K9fP2688UYuvHDF0eXPPfccM2fO5OCDD24u+8c//sGwYcPYd999+fWvf13lu5AkdVaf+9zn+Na3vkW3bm1PWSxevJg77riD4447bgNG1rHZj78Vr732GscddxxXX301W2yxBV/72tcYNWoUxx13HDfffDNnnXUWf/jDH2odpqROYuU6p8nYsWMZOXJk8/7kyZPp3r07f/vb33jllVf4p3/6Jz7ykY/wvve9j/vuu4++ffsyb948DjnkEHbddVcOOOCAWtyO6kyPHj246qqrGDp0KK+++ip77703hxxyCDfddFPzORdccAFbbrklAEOGDGHKlCn06NGD559/nj333JOPfexjrV5n0KBBtbq1NYqII4F5mTk1Ig6s0u88GzgbYLvttqvGr1xF9+7daWxsZOHChRxzzDE8/vjjjBo1ittvv53hw4fz7W9/m/PPP58f/ehHze8ZN24cn/jEJ+jevXtz2XPPPUffvn159tlnOfjgg9l9993Zcccda3FLkqRO4je/+Q29e/dm7733ZuLEiW1+32233cb+++/f/OVnV2QPnhYsWbKE4447jpNPPpljjz0WgDFjxjRvH3/88UyePHm11+jbty+zZ7/9Rd6cOXPo27fDfpEnqYZaqnMAli5dyq9+9Ss++clPNpf94he/4LDDDmOjjTaid+/e7L///kyZUsyn3FTH9O7dm2OOOWaN9ZTUZNttt2Xo0KEAbL755uy2224r9DrNTG6++ebmZOOmm27aPO79H//4BxHRput0UPsDR0XELGAcxTCt7wJbRUTTF2H9gKYbmQv0ByiPbwm8XFnewntWkJnXZeawzBzWq1dtp+3YaqutOOigg/jd737Ho48+2tyD8JOf/CQPPPDACueOGzduhYQzvF3vvO997+PAAw/kkUceqU7gkqRO6/7772f8+PEMGDCAE088kbvvvptPfepTa3xfS/9OdTUmeFaSmZx11lnstttunH/++c3lffr04d577wXg7rvvbh4u0Zr3v//9PPPMM8ycOZO33nqLcePGcdRRR23Q2NU5rO1QCYArrriCnXbaiV122YXf//73ADz11FPN5zc0NLDFFltw9dVX1+COtDqt1TkAf/jDH9h1113p169fc9l2223H3XffDcDrr7/OpEmT2HXXXXn99dd59dVXm8vvvPNOhgwZUr0bUafRlqGCAA8++CCDBw9m991354c//OEqEx22dJ2OKDMvysx+mTkAOBG4OzNPBu4BPlGedhpwa7k9vtynPH53ORZ+PHBiucrWDsBAoENmWefPn8/ChQsBeOONN5gwYQK77bYbixYt4umnnwZoLmvy5JNP8sorr7Dffvs1l73yyiu8+eabALz00kvcf//9Hbq3liSpPlxxxRXMmTOHWbNmMW7cOA4++GB+9rOfrfY9ixYt4t577+Xoo4+uUpQdk0O0VnL//fdz4403svvuuzc3oC+//HKuv/56zjvvPJYuXcomm2zSPL/FCy+8wLBhw/j73/9Ot27duPrqq5k+fTpbbLEF3/ve9xgxYgTLli3jzDPP7FSzdmvDWduhEtOnT2fcuHFMmzaNv/3tb3zkIx/h6aefZpdddqGxsREo5lro27cvxxxzTC1uSavRWp1zxBFHtPgtxDnnnMMZZ5zB4MGDyUzOOOMM9thjD5599tnm/75Lly7lpJNO4rDDDqv27ajOtXWoIMDw4cOZNm0aTzzxBKeddhqHH344m2yyyWqvU2e+DIyLiP8AHgFuKMtvAG6MiBnAAoqkEJk5rVx5azqwFDgn17CCVq08//zznHbaaSxbtozly5dzwgkncOSRR3L99ddz3HHH0a1bN9797nczevTo5veMGzeOE088sbm3FsATTzzBpz/9abp168by5cu58MILTfBIkjaYa665hm9961u88MIL7LHHHhxxxBHNQ4lvueUWDj30UDbbbLMV3jNy5EgmTpzISy+9RL9+/fj617/OWWedVYvwq6JDL5M+bNiwbBp6IHVVRx99NOeeey6HHHIIUPT4aOrFMXDgwOYJvy+66CIARowYwSWXXLLCt6x33nknX//617n//vurfwNAREzNzGE1+eVryXpHXdWSJUs48sgjGTFixAq9yZYuXUrfvn2ZOnXqCr3JKh188MF861vfYtiwYa1ep5qscyRVk3WOpGprrd7pcj14Blz421qHsFqzrvxorUNQB9KWoRJz585l3333bT7e0optjketHesc1YO1HSo4c+ZM+vfvT48ePXjuued48sknGTBgwGqvo+ro6HUOWO9IUmdVD/8GtaeO+O+Zc/BIHdTaDJVYnbfeeovx48dz/PHHb4gwJXUCTUMF77777uZ5u26//Xag5QTxfffdx5577klDQwPHHHMMP/jBD9h6661Xex1JkiRtWF2uB49UD9a0qtLUqVOby9a0Ytvvfvc7hg4dyjbbbFOd4CXVnQ9+8IO0NmT7Jz/5ySplp5xyCqeccspaXUeSJEkblgkeqYNZ26ESRx11FCeddBLnn38+f/vb33jmmWfYZ599mo+vbY8fSZ1LPXSX7ohdnCVJkuqNQ7SkDmZth0oMHjyYE044gUGDBnHYYYfx/e9/n+7duwPFctkTJkxYoReQJEmSai8iukfEIxHxm3J/h4h4MCJmRMRNEfGOsnzjcn9GeXxAxTUuKsufiogRNboVSR2EPXikDmZth0oAfPWrX+WrX/3qKuWbbbYZL7/8cnuGJ0mSpPZxHvAE0DTZ4jeBUZk5LiJ+CJwFXFv+fCUzd4qIE8vzPhkRg4ATgcFAH+APEbFzZi6r9o1I6hhM8EhV5nAJSZKkri0i+gEfBS4Dzo+IAA4GTipPGQNcQpHgObrcBvhf4Hvl+UcD4zLzTWBmRMwA9gH+XKXbkNTBOERLkiRJkqrrauBLwPJy/z3AwsxcWu7PAZpWzegLzAYojy8qz28ub+E9zSLi7IiYEhFT5s+f3863IakjMcEjSZIkSVUSEUcC8zJz6hpPbgeZeV1mDsvMYb169arGr5RUIw7RkiRJkqTq2R84KiKOADahmIPnu8BWEdGj7KXTD5hbnj8X6A/MiYgewJbAyxXlTSrfI6kLsgePJEmSJFVJZl6Umf0ycwDFJMl3Z+bJwD3AJ8rTTgNuLbfHl/uUx+/OYkWO8cCJ5SpbOwADgoK04QAAMLZJREFUgclVug1JHZA9eCRJkiSp9r4MjIuI/wAeAW4oy28AbiwnUV5AkRQiM6dFxM3AdGApcI4raEldmwkeSZIkSaqBzJwITCy3n6VYBWvlc/4BHN/K+y+jWIlLkhyiJUmSJEmSVO9M8EjqUCKif0TcExHTI2JaRJxXll8SEXMjorF8HVHxnosiYkZEPBURIyrKDyvLZkTEhbW4H0mSJEmqhjUmeGxsSaqypcAFmTkI2Bc4JyIGlcdGZWZD+bodoDx2IjAYOAz4QUR0j4juwPeBw4FBwMiK60iSJElSp9KWOXiaGlsPR8TmwNSImFAeG5WZ/1l58kqNrT7AHyJi5/Lw94FDgDnAQxExPjOnt8eNSOocMvN54Ply+9WIeALou5q3HA2My8w3gZnlBIRN49dnlOPZiYhx5bnWOZIkSZI6nTX24MnM5zPz4XL7VaDNja3MnAk0Nbb2oWxsZeZbQFNjS5JaFBEDgL2AB8uicyPiLxExOiLeXZb1BWZXvG1OWdZaeUu/5+yImBIRU+bPn9+etyBJkiRJVbFWc/BUo7FlQ0sSQES8C/gl8LnM/DtwLbAj0EDRw+eq9vpdmXldZg7LzGG9evVqr8tKkiRJUtW0OcFTrcaWDS1JEbERRX3z88z8FUBmvpiZyzJzOXA9bw/Dmgv0r3h7v7KstXJJkiRJ6nTalOCxsSWpWiIigBuAJzLzOxXl21acdgzweLk9HjgxIjaOiB2AgcBk4CFgYETsEBHvoJgbbHw17kGSJEmSqm2NkyyvrrFVToYKqza2fhER36GYZLmpsRWUjS2KxM6JwEntdSOSOo39gVOAxyKisSz7CsUqWA1AArOATwNk5rSIuJli8uSlwDmZuQwgIs4Ffg90B0Zn5rTq3YYkSZIkVU9bVtGysSWpajLzPoqE8MpuX817LgMua6H89tW9T5IkSZI6izUmeGxsSZIkSZIkdWxrtYqWJEmSJEmSOh4TPJIkSZIkSXXOBI8kSZIkSVKdM8EjSZIkSZJU50zwSJIkSZIk1TkTPJIkSZIkSXXOBI8kSZIkSVKdM8EjSZIkSZJU50zwSJIkSZIk1TkTPJIkSZIkSXXOBI8kSerSImKTiJgcEY9GxLSI+HpZvkNEPBgRMyLipoh4R1m+cbk/ozw+oOJaF5XlT0XEiBrdkiRJ6oJM8EiSpK7uTeDgzNwTaAAOi4h9gW8CozJzJ+AV4Kzy/LOAV8ryUeV5RMQg4ERgMHAY8IOI6F7NG5EkSV2XCR5JktSlZeG1cnej8pXAwcD/luVjgI+X20eX+5THPxwRUZaPy8w3M3MmMAPYZ8PfgSRJkgkeSZIkIqJ7RDQC84AJwF+BhZm5tDxlDtC33O4LzAYojy8C3lNZ3sJ7JEmSNigTPJIkqcvLzGWZ2QD0o+h1s+uG+l0RcXZETImIKfPnz99Qv0aSJHUxJngkSZJKmbkQuAfYD9gqInqUh/oBc8vtuUB/gPL4lsDLleUtvKfyd1yXmcMyc1ivXr02xG1IkqQuyASPJEnq0iKiV0RsVW6/EzgEeIIi0fOJ8rTTgFvL7fHlPuXxuzMzy/ITy1W2dgAGApOrchOSJKnL67HmUyRJkjq1bYEx5YpX3YCbM/M3ETEdGBcR/wE8AtxQnn8DcGNEzAAWUKycRWZOi4ibgenAUuCczFxW5XuRJEldlAkeSZLUpWXmX4C9Wih/lhZWwcrMfwDHt3Kty4DL2jtGSZKkNXGIliRJkiRVSURsEhGTI+LRiJgWEV8vy3eIiAcjYkZE3BQR7yjLNy73Z5THB1Rc66Ky/KmIGFGjW6qq2bNnc9BBBzFo0CAGDx7Md7/7XQAaGxvZd999aWhoYNiwYUyeXIyQ/fa3v01DQwMNDQ0MGTKE7t27s2DBglavI9UzEzySOpSI6B8R90TE9PKh57yyvGdETIiIZ8qf7y7LIyKuKR9u/hIRQyuudVp5/jMRcVprv1OSJKmK3gQOzsw9gQbgsIjYF/gmMCozdwJeAc4qzz8LeKUsH1WeR0QMohgiOhg4DPhBOdS0U+vRowdXXXUV06dPZ9KkSXz/+99n+vTpfOlLX+Liiy+msbGRSy+9lC996UsAfPGLX6SxsZHGxkauuOIKPvShD9GzZ89WryPVszUmeGxsSaqypcAFmTkI2Bc4p3yAuRC4KzMHAneV+wCHU0xkOhA4G7gWijoKuBgYTjHE4uKmekqSJKlWsvBaubtR+UrgYOB/y/IxwMfL7aPLfcrjH46IKMvHZeabmTkTmEELw0o7m2233ZahQ4sm5uabb85uu+3G3LlziQj+/ve/A7Bo0SL69OmzynvHjh3LyJEjV3sdqZ61ZQ6epsbWwxGxOTA1IiYAp1M0tq6MiAspGltfZsXG1nCKxtbwisbWMIoKbGpEjM/MV9r7piTVr8x8Hni+3H41Ip4A+lI8xBxYnjYGmEhR5xwN/LRcwWZSRGwVEduW507IzAUAZb11GDC2ajcjSZLUgrKnzVRgJ+D7wF+BhZm5tDxlDsXzD+XP2QCZuTQiFgHvKcsnVVy28j1dwqxZs3jkkUcYPnw4V199NSNGjOALX/gCy5cv54EHHljh3MWLF3PHHXfwve99b7XXkerZGnvwZObzmflwuf0qxbKhTY2tpkzyyhnmn5aZ6UlAU2NrBGVjq0zqNDW2JKlF5RjzvYAHgW3K5A/AC8A25XbzQ0+p6eGmtfKWfs/ZETElIqbMnz+//W5AkiSpBZm5LDMbgH4UvW523VC/q7M+57z22mscd9xxXH311WyxxRZce+21jBo1itmzZzNq1CjOOuusFc6/7bbb2H///enZs+dqryPVs7Wag6caja3OWgFJWjsR8S7gl8DnMvPvlcfK3jrZXr8rM6/LzGGZOaxXr17tdVlJkqTVysyFwD3AfhRfjDeNsOgHNI0Xmgv0ByiPbwm8XFnewnsqf0ene85ZsmQJxx13HCeffDLHHnssAGPGjGnePv7445snWW4ybty45uFZq7uOVM/anOCpVmOrM1ZAktZORGxEUd/8PDN/VRa/WPYGpPw5ryxv7eGmTQ89kiRJ1RQRvSJiq3L7ncAhFKMk7gE+UZ52GnBruT2+3Kc8fnfZ/hoPnFiusrUDxRQZK2Y1OqHM5KyzzmK33Xbj/PPPby7v06cP9957LwB33303AwcObD62aNEi7r33Xo4++ug1XkeqZ22Zg2e1ja3MfH4tGlsHrlQ+cd1Dl9QZlZMG3gA8kZnfqTjU9HBzJas+9JwbEeMo5v1aVNZLvwcur5hY+VDgomrcgyRJ0mpsC4wp5+HpBtycmb+JiOnAuIj4D+ARiuchyp83RsQMYAHFyllk5rSIuBmYTjFv6jmZuazK91J1999/PzfeeCO77747DQ0NAFx++eVcf/31nHfeeSxdupRNNtmE6667rvk9t9xyC4ceeiibbbbZGq9zxBFHVPN2pHa1xgSPjS1JVbY/cArwWEQ0lmVfoahrbo6Is4DngBPKY7cDR1CsHLEYOAMgMxdExDeAh8rzLm2acFmSJKlWMvMvFNNerFz+LC2sgpWZ/wCOb+ValwGXtXeMHdkHP/hBig5Mq5o6dWqL5aeffjqnn356m68j1au29OCxsSWpajLzPiBaOfzhFs5P4JxWrjUaGN1+0UmSJGldDLjwt7UOoapmXfnRWoegLmiNCR4bW5IkSZIkSR3bWq2iJUmSJEmSpI7HBI8kSZIkSVKdM8EjSZIkSZJU50zwSJIkSZIk1TkTPJIkSZIkSXXOBI8kSZIkSVKdM8EjSZIkSZJU50zwSJIkSZIk1TkTPJIkSZIkSXXOBI8kSZIkSVKdM8EjSZIkSZJU50zwSJIkSZIk1TkTPJKkunbmmWfSu3dvhgwZ0lx2ySWX0LdvXxoaGmhoaOD2228HYMKECey9997svvvu7L333tx9993N73nrrbc4++yz2Xnnndl111355S9/WfV7kSRJktaVCR61Oxtbkqrp9NNP54477lil/POf/zyNjY00NjZyxBFHALD11ltz22238dhjjzFmzBhOOeWU5vMvu+wyevfuzdNPP8306dP50Ic+VLV7kCRJktZXj1oHoM7n9NNP59xzz+XUU09dofzzn/88X/jCF1Yoa2ps9enTh8cff5wRI0Ywd+5cYMXG1vLly1mwYEHV7kFS/TjggAOYNWtWm87da6+9mrcHDx7MG2+8wZtvvsnGG2/M6NGjefLJJwHo1q0bW2+99YYIV5IkSdog7MGjdnfAAQfQs2fPNp2711570adPH2DFxhbA6NGjueiiiwAbW5LW3ve+9z322GMPzjzzTF555ZVVjv/yl79k6NChbLzxxixcuBCAf//3f2fo0KEcf/zxvPjii1WOWJIkSVp3JnhUNTa2JFXLv/7rv/LXv/6VxsZGtt12Wy644IIVjk+bNo0vf/nL/Pd//zcAS5cuZc6cOXzgAx/g4YcfZr/99lulx6EkSZLUkZngUVXY2JJUTdtssw3du3enW7du/PM//zOTJ09uPjZnzhyOOeYYfvrTn7LjjjsC8J73vIdNN92UY489FoDjjz+ehx9+uCaxS5IkSevCBI+qwsaWpGp6/vnnm7dvueWW5knfFy5cyEc/+lGuvPJK9t9//+ZzIoKPfexjTJw4EYC77rqLQYMGVTVmSZIkaX2Y4FFV2NjS2oiI0RExLyIeryi7JCLmRkRj+Tqi4thFETEjIp6KiBEV5YeVZTMi4sJq34eqY+TIkey333489dRT9OvXjxtuuIEvfelL7L777uyxxx7cc889jBo1CiiGis6YMYNLL720eVW/efPmAfDNb36TSy65hD322IMbb7yRq666qpa3JUmSJK2VNa6iFRGjgSOBeZk5pCy7BPhnYH552lcy8/by2EXAWcAy4LOZ+fuy/DDgu0B34EeZeWX73oo6ipEjRzJx4kReeukl+vXrx9e//nUmTpxIY2MjEcGAAQOah2JVNrYuvfRSAO6880569+7NN7/5TU455RQ+97nP0atXL3784x/X8rZUXT8Bvgf8dKXyUZn5n5UFETEIOBEYDPQB/hARO5eHvw8cAswBHoqI8Zk5fUMGruobO3bsKmVnnXVWi+d+7Wtf42tf+1qLx7bffnv++Mc/tmtskiRJUrW0ZZn0n2BDS2vBxpbWV2b+MSIGtPH0o4FxmfkmMDMiZgD7lMdmZOazABExrjzXeqfODLjwt7UOYbVmXfnRWocgSZIkrTnBY0NLlTp6QwtsbHVy50bEqcAU4ILMfAXoC0yqOGdOWQYwe6Xy4VWJUpIkSZKqbH3m4Dk3Iv5SzpXx7rKsL6s2qPqupnwVEXF2REyJiCnz589v6RRJXdO1wI5AA/A80G4TpFjvSF1bRPSPiHsiYnpETIuI88rynhExISKeKX++uyyPiLimnN/rLxExtOJap5XnPxMRp9XqniRJUtezrgmeDdbQyszrMnNYZg7r1atXe11WUp3LzBczc1lmLgeu5+3egXOB/hWn9ivLWitv6drWO1LXtpSiV+AgYF/gnHLY+YXAXZk5ELir3Ac4HBhYvs6meC4iInoCF1P0FtwHuLjiSzBJkqQNap0SPBuyoSVJLYmIbSt2jwGaVtgaD5wYERtHxA4UDa7JwEPAwIjYISLeQTE/2PhqxiypPmTm85n5cLn9KvAERU/jo4Ex5WljgI+X20cDP83CJGCrso4aAUzIzAXlENIJwGHVuxNJktSVtWWS5VVExLaZ2bTu9coNrV9ExHcoJlluamgFZUOLIrFzInDS+gQuqfOKiLHAgcDWETGH4hvxAyOiAUhgFvBpgMycFhE3U8zptRQ4JzOXldc5F/g9xep9ozNzWnXvRFK9Kecd3At4ENim4nnnBWCbcnu9hqRHxNkUPX/Ybrvt2jF6SZLUlbVlmXQbWpKqKjNHtlB8w2rOvwy4rIXy24Hb2zE0SZ1YRLwL+CXwucz8e0Q0H8vMjIhsj9+TmdcB1wEMGzasXa4pSZLUllW0bGhJkqROLSI2okju/Dwzf1UWv9jUa7kcgjWvLF/dkPQDVyqfuCHjliRJarI+q2hJkiTVvSi66twAPJGZ36k4NB5oWgnrNODWivJTy9W09gUWlUO5fg8cGhHvLidXPrQsk6RmrtwnaUMxwSNJkrq6/YFTgIMjorF8HQFcCRwSEc8AHyn3oeiR/Cwwg2Kxic8AZOYC4BsUk7w/BFxalkmqcOaZZ9K7d2+GDBmyQvl//dd/seuuuzJ48GC+9KUvAfDWW29xxhlnsPvuu7PnnnsyceLE5vMPPPBAdtllFxoaGmhoaGDevHnUCVfuk7RBrNMky5IkSZ1FZt5HsSBESz7cwvkJnNPKtUYDo9svOqnzOf300zn33HM59dRTm8vuuecebr31Vh599FE23njj5mTN9ddfD8Bjjz3GvHnzOPzww3nooYfo1q34nvrnP/85w4YNq/5NrIeyx9/z5farEVG5ct+B5WljKIZ4fpmKlfuASRHRtHLfgZQr9wFERNPKfWOrdjOSOhR78EiSJEmqmgMOOICePXuuUHbttddy4YUXsvHGGwPQu3dvAKZPn87BBx/cXLbVVlsxZcqU6ga8AVVr5b6ImBIRU+bPn9++NyCpQzHBI0mSJKmmnn76af70pz8xfPhwPvShD/HQQw8BsOeeezJ+/HiWLl3KzJkzmTp1KrNnv53TOOOMM2hoaOAb3/gGRQeX+rHyyn2Vx8reOu22cl9mDsvMYb169WqPS0rqoByiJUmSJKmmli5dyoIFC5g0aRIPPfQQJ5xwAs8++yxnnnkmTzzxBMOGDWP77bfnAx/4AN27dweK4Vl9+/bl1Vdf5bjjjuPGG29cYdhXR+bKfZI2BHvwSJIkSaqpfv36ceyxxxIR7LPPPnTr1o2XXnqJHj16MGrUKBobG7n11ltZuHAhO++8MwB9+xajkTbffHNOOukkJk+eXMtbaDNX7pO0oZjgkSRJklRTH//4x7nnnnuAYrjWW2+9xdZbb83ixYt5/fXXAZgwYQI9evRg0KBBLF26lJdeegmAJUuW8Jvf/GaVVbk6MFfuk7RBOERLkiRJUtWMHDmSiRMn8tJLL9GvXz++/vWvc+aZZ3LmmWcyZMgQ3vGOdzBmzBgignnz5jFixAi6detG3759ufHGGwF48803GTFiBEuWLGHZsmV85CMf4Z//+Z9rfGdt48p9kjYUEzySJEmSqmbs2JZX8f7Zz362StmAAQN46qmnVinfbLPNmDp1arvHJkn1zASPJEmSpHYz4MLf1jqE1Zp15UdrHYIkbRDOwSNJkiSthTPPPJPevXu3OOfLVVddRUQ0zw/z7W9/m4aGBhoaGhgyZAjdu3dnwYIF/OMf/2CfffZhzz33ZPDgwVx88cXVvg1JUidjgkeSJElaC6effjp33HHHKuWzZ8/mzjvvZLvttmsu++IXv0hjYyONjY1cccUVfOhDH6Jnz55svPHG3H333Tz66KM0NjZyxx13MGnSpGrehiSpkzHBI0mSJK2FAw44gJ49e65S/vnPf55vfetbFKtgr2rs2LGMHDkSgIjgXe96F1CsArVkyZJW3ydJUluY4JEkSZLW06233krfvn3Zc889Wzy+ePFi7rjjDo477rjmsmXLltHQ0EDv3r055JBDGD58eLXClSR1QiZ4JEmSpPWwePFiLr/8ci699NJWz7ntttvYf//9V+j50717dxobG5kzZw6TJ0/m8ccfr0a4kqROygSPJEmStB7++te/MnPmTPbcc08GDBjAnDlzGDp0KC+88ELzOePGjWsenrWyrbbaioMOOqjFeX0kSWorEzySJEnSeth9992ZN28es2bNYtasWfTr14+HH36Y9773vQAsWrSIe++9l6OPPrr5PfPnz2fhwoUAvPHGG0yYMIFdd921FuFLkjoJEzySJEnSWhg5ciT77bcfTz31FP369eOGG25Y7fm33HILhx56KJtttllz2fPPP89BBx3EHnvswfvf/34OOeQQjjzyyA0duiSpE+tR6wAkSZKkejJ27NjVHp81a9YK+6effjqnn376CmV77LEHjzzySDtHJknqykzwSOpwImI0cCQwLzOHlGU9gZuAAcAs4ITMfCWKNWW/CxwBLAZOz8yHy/ecBnytvOx/ZOaYat6HJKn+DLjwt7UOYbVmXfnRWocgSeqg1jhEKyJGR8S8iHi8oqxnREyIiGfKn+8uyyMiromIGRHxl4gYWvGe08rznykbXZLUmp8Ah61UdiFwV2YOBO4q9wEOBwaWr7OBa6E5IXQxMBzYB7i4qa6SJEmSpM6mLXPw/AQbWpKqKDP/CCxYqfhooKkHzhjg4xXlP83CJGCriNgWGAFMyMwFmfkKMIFV6zJJkiRJ6hTWmOCxoSWpg9gmM58vt18Atim3+wKzK86bU5a1Vr6KiDg7IqZExJT58+e3b9SSJEmSVAXruoqWDS1JNZOZCWQ7Xu+6zByWmcN69erVXpeVJEmSpKpZ72XSbWhJqpIXyx6BlD/nleVzgf4V5/Ury1orlyRJkqROZ10TPDa0JFXbeKBpgvbTgFsryk8tJ3nfF1hU9jD8PXBoRLy7nPPr0LJMkiRJkjqddU3w2NCStMFExFjgz8AuETEnIs4CrgQOiYhngI+U+wC3A88CM4Drgc8AZOYC4BvAQ+Xr0rJMkiRJkjqdHms6oWxoHQhsHRFzKFbDuhK4uWx0PQecUJ5+O3AERUNrMXAGFA2tiGhqaIENLUmrkZkjWzn04RbOTeCcVq4zGhjdjqFJkiRJUoe0xgSPDS1JkiRJkqSObb0nWZYkSZIkSVJtmeCRJEmSJEmqcyZ4JEmSJEmS6pwJHkmSJEmSpDpngkeSJEmSJKnOmeCRJEmSJEmqcyZ4JEmSJEmS6pwJHkmS1KVFxOiImBcRj1eU9YyICRHxTPnz3WV5RMQ1ETEjIv4SEUMr3nNaef4zEXFaLe5FkiR1XSZ4JElSV/cT4LCVyi4E7srMgcBd5T7A4cDA8nU2cC0UCSHgYmA4sA9wcVNSSJIkqRpM8EiSpC4tM/8ILFip+GhgTLk9Bvh4RflPszAJ2CoitgVGABMyc0FmvgJMYNWkkSRJ0gZjgkeSJGlV22Tm8+X2C8A25XZfYHbFeXPKstbKVxERZ0fElIiYMn/+/PaNWlKH57BQSRuKCR5JkqTVyMwEsh2vd11mDsvMYb169Wqvy0qqHz/BYaGSNgATPJIkSat6sRx6RflzXlk+F+hfcV6/sqy1cklagcNCJW0oJngkSZJWNR5oGvJwGnBrRfmp5bCJfYFF5VCu3wOHRsS7y2/RDy3LJKktHBYqab2Z4JEkSV1aRIwF/gzsEhFzIuIs4ErgkIh4BvhIuQ9wO/AsMAO4HvgMQGYuAL4BPFS+Li3LJGmtOCxU0rrqUesAJEmSaikzR7Zy6MMtnJvAOa1cZzQwuh1Dk9R1vBgR22bm82sxLPTAlconViFOSR2YPXgkSZIkqbYcFippvdmDR5IkSZKqpBwWeiCwdUTMoVgN60rg5nKI6HPACeXptwNHUAwLXQycAcWw0IhoGhYKDguVhAkeSZIkSaoah4VK2lAcoiVJkiRJklTn1ivBExGzIuKxiGiMiCllWc+ImBARz5Q/312WR0RcExEzIuIvETG0PW5AUtdivSNJkiRJq2qPHjwHZWZDZg4r9y8E7srMgcBd5T7A4cDA8nU2cG07/G5JXZP1jiRJkiRV2BBDtI4GxpTbY4CPV5T/NAuTgK3KJQAlaX1Z70iSJEnq0tY3wZPAnRExNSLOLsu2KZfuA3gB2Kbc7gvMrnjvnLJMktZGu9c7EXF2REyJiCnz58/fUHFLkiRJ0gazvqtofTAz50ZEb2BCRDxZeTAzMyJybS5YNtjOBthuu+3WMzxJnVC71zuZeR1wHcCwYcPW6r2SJEmS1BGsVw+ezJxb/pwH3ALsA7zYNASi/DmvPH0u0L/i7f3KspWveV1mDsvMYb169Vqf8CR1Qhui3pEkSZKkerfOCZ6I2CwiNm/aBg4FHgfGA6eVp50G3FpujwdOLVe12RdYVDGkQpLWyHpHkiRJklq2PkO0tgFuiYim6/wiM++IiIeAmyPiLOA54ITy/NuBI4AZwGLgjPX43ZK6JusdSZIkSWrBOid4MvNZYM8Wyl8GPtxCeQLnrOvvkyTrHUmSJElq2YZYJl2SJEmSJElVZIJHkiRJkiSpzpngkSRJkiRJqnMmeCRJkiRJkuqcCR5JkiRJkqQ6Z4JHkiRJkiSpzpngkSRJkiRJqnMmeCRJkiRJkuqcCR5JkiRJkqQ6Z4JHkiRJkiSpzpngkSRJkiRJqnMmeCRJkiRJkuqcCR5JkiRJkqQ6Z4JHkiRJkiSpzpngkSRJkiRJqnMmeCRJkiRJkuqcCR5JkiRJkqQ6Z4JHkiRJkiSpzpngkSRJkiRJqnMmeCRJkiRJkuqcCR5JkiRJkqQ6V/UET0QcFhFPRcSMiLiw2r9fUtdinSOpmqxzJFWb9Y6kJlVN8EREd+D7wOHAIGBkRAyqZgySug7rHEnVZJ0jqdqsdyRVqnYPnn2AGZn5bGa+BYwDjq5yDJK6DuscSdVknSOp2qx3JDXrUeXf1xeYXbE/BxheeUJEnA2cXe6+FhFPVSm2dbU18FJ7XSy+2V5Xqit+huunXT8/2CCf4fbtfsW2WWOdA3VX7/j3sv78DNdfR/8MrXPaTz38G9PRdfS/l3rQ0T/DWtU50DnbV+2t3euxtuiif6u10hX/G7dY71Q7wbNGmXkdcF2t42iriJiSmcNqHUc98zNcP35+66+e6h3/e68/P8P152e4fqxzuhY/w/XnZ7h+6qnO2RD8/6fz87/x26o9RGsu0L9iv19ZJkkbgnWOpGqyzpFUbdY7kppVO8HzEDAwInaIiHcAJwLjqxyDpK7DOkdSNVnnSKo26x1Jzao6RCszl0bEucDvge7A6MycVs0YNoAu292xHfkZrh8/v1ZY56gVfobrz8+wBdY5aoWf4frzM2xFJ6132pv//3R+/jcuRWbWOgZJkiRJkiSth2oP0ZIkSZIkSVI7M8EjSZIkSZJU50zwSJIkSe0gIrpHxH/WOg5JUtdkgkdVFRHdIuIDtY6jnkXEjhGxcbl9YER8NiK2qnFYUodkndM+rHektsnMZcAHax1HPSuTZPfUOg5JHZfPJa0zwbMOIqJfRNwSEfMjYl5E/DIi+tU6rnqQmcuB79c6jjr3S2BZROxEMWN8f+AXtQ1JG5J1zrqzzmk31jtS2z0SEeMj4pSIOLbpVeug6kWZJFseEVvWOhbVL5+dOj2fS1phgmfd/BgYD2wL9AFuK8vUNndFxHEREbUOpE4tz8ylwDHAf2XmFyn+X1TnZZ2zfqxz1p/1ThcSEftHxISIeDoino2ImRHxbK3jqiObAC8DBwMfK19H1jSi+vMa8FhE3BAR1zS9ah2U6orPTp2bzyWtcJn0dRARjZnZsKYytSwiXgU2A5YBbwABZGZuUdPA6kREPAhcDXwV+FhmzoyIxzNzSG0j04ZinbN+rHPWn/VO1xIRTwKfB6ZS/N0AkJkv1ywodSkRcVpL5Zk5ptqxqD757NS5+VzSuh61DqBOvRwRnwLGlvsjKb6pURtk5ua1jqHOnQH8C3BZWZntANxY45i0YVnnrAfrnHZhvdO1LMrM39U6iHoVEZsAZwGDKXrzAJCZZ9YsqDpjIkftwGenzs3nklbYg2cdRMT2wH8B+wEJPAB8NjP/r6aB1YlymMTJwA6Z+Y2I6A9sm5mTaxxa3YiIdwLbZeZTtY5FG551zvqxzmkf1judX0QMLTdPALoDvwLebDqemQ/XIq56ExH/AzwJnARcSlH/PJGZ59U0sDoSEQOBK4BBrJgke1/NglJd8dmp8/O5pGUmeFR1EXEtsBw4ODN3i4h3A3dm5vtrHFpdiIiPAf8JvCMzd4iIBuDSzDyqtpFJHZN1zvqz3uka1rByUWbmwVULpo5FxCOZuVdE/CUz94iIjYA/Zea+tY6tXkTEfcDFwCiKOYzOALpl5v+raWCSOgSfS1rnEK21EBGr+0clM/MbVQumvg3PzKER8QhAZr4SEe+odVB15BJgH2AiQGY2RoTfaHVC1jntxjpn/V2C9U6nl5kHAUTE+zJzhUmV/e+9VpaUPxdGxBDgBaB3DeOpR+/MzLsiIjLzOeCSiJgKmODRavns1GVcgs8lLXIVrbXzegsvKMZZf7lWQdWhJRHRnaK7JBHRi+LbdbXNksxctFKZn1/nZJ3TPqxz1p/1Ttfyvy2U/U/Vo6hf15U9Bf+dYhWf6cC3ahtS3XkzIroBz0TEuRFxDPCuWgeluuCzU9fgc0kr7MGzFjLzqqbtiNgcOI+iy+g44KrW3qdVXAPcAvSOiMuATwBfq21IHV9E3A6cA0yLiJOA7uUY9c9SjCtWJ2Od026sc9aR9U7XEhG7UkwMvGVEHFtxaAsq5kHR6mXmj8rNewG/UV435wGbUtQ13wAOAlpcWUuq5LNT5+ZzyZo5B89aioiewPkUE+aNAb6bma/UNqr6Uz5EfphiueK7MvOJGofU4UXE8cBlFDPEvxM4pDz0e+Abmflma+9V/bLOaR/WOevGeqdriYijgY8DR1H0PGnyKjAuM314boOI2Aa4HOiTmYdHxCBgv8y8ocah1Z2I2DQzF9c6DtUXn506L59L1swEz1qIiG8DxwLXAd/PzNdqHFLdKodLbENFLzJntV+ziHgXRZfvwygqtqY/4MzM79QsMG0Q1jntxzpn3VnvdD0RsV9m/rnWcdSriPgd8GPgq5m5Z0T0AB7JzN1rHFrdiIj9gBuAd2XmdhGxJ/DpzPxMjUNTB+ezU+fnc8nqOURr7VxAsVzo14CvFivvAsU3wpmZW9QqsHoSEf9GsTLCi8Ayys8P2KOWcdWJtyjGEm9MMRbdDG3nZp3TDqxz1pv1TtczIyK+AgxgxaTomTWLqL5snZk3R8RFAJm5NCKW1TqoOnM1MIKyJ1lmPhoRB9Q0ItULn506P59LVsMEz1rITCelbh/nAbtk5su1DqSeRMRhwHcoHnaG2mW587POaTfWOevIeqfLuhX4E/AHiqSo1s7rEfEe3p7YfV9g5clAtQaZObuicQ7+v6g28Nmpc/O5ZM1M8KgWZuODzrr4KnB8Zk6rdSBSnbHOWXfWO13TppnpajPr7gKKxseOEXE/0Iticne13eyI+ACQEbERRaLeudMk+VyyBs7Bo6qJiPPLzcHALsBvKbpQAuCYSUntyTpHWjcR8R/AA5l5e61jqVflvDu7UAwLeSozl9Q4pLoSEVsD3wU+QvEZ3gmcZ09MSVo9e/ComjYvf/5f+XpH+QLHTkpqf9Y50ro5D/hKRLwFNCUmnLuijSJiKsUEwWNduWedZWaeXOsgJKne2INHVRcRx2fm/6ypTJLag3WOpGqKiJ2AM4BPAlMoVtS6M33obrOIeAZoBEYDd/jZSVLbmOBR1UXEw5k5dE1lktQerHOktRcRRwFNqxZNzMzf1DKeehQR3YAjgWspJgj+MfDdzFxQ08DqQBSzK38EOBN4P3Az8JPMfLqmgUlSB+cQLVVNRBwOHAH0jYhrKg5tASytTVSSOivrHGndRMSVFI3qn5dF50XE/pl5UQ3DqisRsQdFL54jgF9SfJYfBO4GGmoXWX0oe+xMACZExEHAz4DPRMSjwIWZ+eeaBihJHZQJHlXT3yi6Kh8PNH0DsxR4Efh8rYKS1GlZ50jr5gigITOXA0TEGOARwARPG5Rz8CykmIfnwsxsmtz9wYjYv2aB1ZFymflPAadQ1Nn/RrEyWQPwP8AONQtOkjowEzyqpunAyRSTnJ5Zlm1H0WXZrt+S2pt1jrTutgKahhJtWcM46tHxmflsSwcy89hqB1On/gzcCHw8M+dUlE+JiB/WKCZJ6vCcg0dVExGjgHcB52fmq2XZFsB/Am9k5nm1jE9S52KdI62biBgJXAncQ7FE9QEUPVFuqmlg6jIiIpxYWZLWngkeVU25IsLOK/+DHRHdgSczc2BtIpPUGVnnSOsuIralmIcHYHJmvlDLeCRJ0pp1q3UA6lKypW9jMnMZYKZRUnuzzpHWXa/yZw/gAxHh0CJJkjo4EzyqpukRcerKhRHxKeDJGsQjqXOzzpHWQUSMBkYDxwEfK19H1jSoOhIRm0bEv0fE9eX+wIjw85MkbXAO0VLVRERf4FfAG8DUsngY8E7gmMycW6vYJHU+1jnSuomI6Zk5qNZx1KuIuImizjk1M4dExKbAA5nZUNvI6kdE9AP+i2Jp+QT+BJy30oTLkqSVmOBR1UXEwcDgcnd6Zt5Vy3gkdW7WOdLaiYgbgKsyc3qtY6lHETElM4dFxCOZuVdZ9mhm7lnr2OpFREwAfkGxkhYUS6afnJmH1C4qSer4TPBIkiSpWUR8CBgPvAC8SbGSVmbmHjUNrE5ExAPAh4H7M3NoROwIjM3MfWocWt2IiMaVezy1VCZJWlGPWgcgSZKkDuUG4BTgMWB5jWOpRxcDdwD9I+LnwP7A6TWNqP68XM6XNrbcHwm8XMN4JKku2INHkiRJzSLiz5m5X63jqGcR8R5gX4reT5My86Uah1RXImJ7ijl49qOYg+cB4LOZ+X81DUySOjgTPJIkSWoWET8AtgJuoxiiBUBm/qpWMdWbcpL37anoLZ+Zf6xdRPUlIjbJzH/UOg5JqjcO0ZIkSVKld1Ikdg6tKEuKVem0BhHxTeCTwDTeHuKWgAmetns8Il6kWD3rT8B9mbmoxjFJUodnDx5JkiSpnUTEU8AemfnmGk9WqyJiO+CfKOYwOgJY6CTLkrR63WodgCRJkjqmiHi41jHUoWeBjWodRD2LiH4UiZ1/Avai6A11U02DkqQ64BAtSZIktSZqHUAdWgw0RsRdrDiH0WdrF1Ld+T/gIeDyzPyXWgcjSfXCBI8kSZJa89taB1CHxpcvraWI6JGZSyl67XwQOCkiLgSeAe7NzBtqGqAkdXDOwSNJkqQVRMQ7gJ3L3acyc0kt46knEbEJsFO5O8PVoNouIh7OzKHl9rsokjz/BHwKIDO3r2F4ktTh2YNHkiRJzSLiQGAMMItiiFb/iDjNZb5XLyJ6AJcDZwLP8fZn92PgqybJ2i4ipgAbAw9QrD52QGY+V9uoJKnjswePJEmSmkXEVOCkzHyq3N8ZGJuZe9c2so4tIkYBmwOfz8xXy7ItgP8E3sjM82oZXz2IiDnAd4DurLjEfLGR+Z1axCVJ9cIePJIkSaq0UVNyByAzn44IV4VasyOBnbPi29PM/HtE/CvwJGCCZ826A+/Cyb0laZ2Y4JEkSVKlKRHxI+Bn5f7JwJQaxlMvMlvoGp+ZyyLCLvNt83xmXlrrICSpXnWrdQCSJEnqUP4VmA58tnxNB1yqes2mR8SpKxdGxKcoevBozey5I0nrwTl4JEmS1CwizsvM766pTCuKiL7Ar4A3gKll8TDgncAxmTm3VrHVi4jomZkLah2HJNUrEzySJElqVrlUdUXZI5m5V61iqicRcTAwuNydnpl31TIeSVLXYYJHkiRJRMRI4CTgg8CfKg5tDizPzA/XJDBJktQmTrIsSZIkgAeA54Gtgasqyl8F/lKTiCRJUpvZg0eSJEktiogjM/M3tY5DkiStmQkeSZIktail+XgkSVLH5DLpkiRJao3LVkuSVCdM8EiSJKk1n651AJIkqW0coiVJkqQVRMQHgAFULMiRmT+tWUCSJGmNXEVLkiRJzSLiRmBHoBFYVhYnYIJHkqQOzB48kiRJahYRTwCD0odESZLqinPwSJIkqdLjwHtrHYQkSVo7DtGSJEkSEXEbxVCszYHpETEZeLPpeGYeVavYJEnSmpngkSRJEsB/1joASZK07pyDR5IkSc0i4puZ+eU1lUmSpI7FOXgkSZJU6ZAWyg6vehSSJGmtOERLkiRJRMS/Ap8B3hcRf6k4tDnwQG2ikiRJbeUQLUmSJBERWwLvBq4ALqw49GpmLqhNVJIkqa1M8EiSJGkFEdEd2IaK3t6Z+X+1i0iSJK2JQ7QkSZLULCLOBS4BXgSWl8UJ7FGrmCRJ0prZg0eSJEnNImIGMDwzX651LJIkqe1cRUuSJEmVZgOLah2EJElaOw7RkiRJUqVngYkR8VvgzabCzPxO7UKSJElrYoJHkiRJlf6vfL2jfEmSpDrgHDySJElaRUS8CyAzX6t1LJIkac2cg0eSJEnNImJIRDwCTAOmRcTUiBhc67gkSdLqmeCRJElSpeuA8zNz+8zcHrgAuL7GMUmSpDUwwSNJkqRKm2XmPU07mTkR2Kx24UiSpLZwkmVJkiRVejYi/h24sdz/FMXKWpIkqQOzB48kSZIqnQn0An5VvnqVZZIkqQNzFS1JkiRJkqQ65xAtSZIkERHjV3c8M4+qViySJGntmeCRJEkSwH7AbGAs8CAQtQ1HkiStDYdoSZIkiYjoDhwCjAT2AH4LjM3MaTUNTJIktYmTLEuSJInMXJaZd2TmacC+wAxgYkScW+PQJElSGzhES5IkSQBExMbARyl68QwArgFuqWVMkiSpbRyiJUmSJCLip8AQ4HZgXGY+XuOQJEnSWjDBI0mSJCJiOfB6uVv5gBhAZuYW1Y9KkiS1lQkeSZIkSZKkOucky5IkSZIkSXXOBI8kSZIkSVKdM8EjSZIkSZJU50zwSJIkSZIk1bn/H/0tFxZiNr2xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=4, ncols=4, figsize=(16, 15))\n",
    "column_list=['OnlineSecurity', 'PaymentMethod', 'Partner', 'Dependents','OnlineBackup',\n",
    "        'gender', 'SeniorCitizen', 'PhoneService', 'MultipleLines','InternetService',\n",
    "         'DeviceProtection', 'TechSupport','StreamingTV','StreamingMovies',\n",
    "         'Contract','PaperlessBilling']\n",
    "\n",
    "# Iterate through all combinations\n",
    "for i, var in enumerate(column_list):\n",
    "    # Adjusting for the multi-line assignments\n",
    "    if i <=3:\n",
    "        pos1=0\n",
    "        pos2=i\n",
    "    elif i <=7:\n",
    "        pos1=1\n",
    "        pos2=i-4\n",
    "    elif i <=11:\n",
    "        pos1=2\n",
    "        pos2=i-8\n",
    "    elif i <=15:\n",
    "        pos1=3\n",
    "        pos2=i-12        \n",
    "    tt = df.groupby(var).size().to_frame()\n",
    "    tt.index.rename('', inplace=True) # To remove extra index labels for visualizations\n",
    "    tdf = tt.plot(kind='bar', ax=axes[pos1,pos2], title=str(var), legend=None)\n",
    "\n",
    "    for container in tdf.containers:\n",
    "        tdf.bar_label(container)\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6aead38",
   "metadata": {},
   "source": [
    "### Histogram of Customer Tenure (in months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "ee1499e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df['tenure'].plot(\n",
    "    kind='hist',\n",
    "    title=\"'tenure' histogram for all customers\",\n",
    "    figsize=(12,6), \n",
    "    xticks=[1,5,12,20,24,30,36,40,48,50,60,70,72]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28aec8d1",
   "metadata": {},
   "source": [
    "This is an interesting histogram where a large percentage of customers are fairly new (less than a year old) while a number of older customers (greater than 5 years) make up another large percentage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "8a36383f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "churned = df[ df['Churn']==1]\n",
    "ax = churned['tenure'].plot(\n",
    "    kind='hist',\n",
    "    title=\"'tenure' histogram for customers that churned\",\n",
    "    figsize=(12,6), \n",
    "    xticks=[1,5,12,20,24,30,36,40,48,50,60,70,72])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d6b7194",
   "metadata": {},
   "source": [
    "As one would expect, most of the churned customers are less than a year old. Many organizations find this to be the biggest segment of churn, i.e. customers fairly new to the service or product.\n",
    "\n",
    "(Note: A good lesson on survivorship bias.)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b39ee298",
   "metadata": {},
   "source": [
    "### Churned customer population\n",
    "*(Note: 0 = Not churned, 1 = Churned)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "210f1c17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "churn_pp = df.groupby('Churn').size().to_frame()\n",
    "ax = churn_pp.plot(kind='bar', legend=None)\n",
    "# ax.bar_label(ax.containers[0])\n",
    "for container in ax.containers:\n",
    "    ax.bar_label(container)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e8799bc",
   "metadata": {},
   "source": [
    "### Churn ratio by categorical attributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "e38c3ba4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Lyd13382YMWMYPXo0w4cPZ8qUKdxwww1v2O8LX/gC55xzzrondAD77LMPO+ywAwDjxo3j5Zdf5tVXX61Z7JKkQjVludSouvN3Xdny88UXXyQiANhiiy3WJSteeeWVdeslDUzVlBdbbrklf/7nf+53o/qFQZ/AWLFiBSNHjly33NzczIoVK9rtc++997Js2TKOPPLILs/zox/9iH333ZdNN920z2KVJHWu2rL8kUceYZ999uHAAw/kl7/8ZZ/HK3VHd/6uAS666CJ22WUXzj77bP793/993fq77rqLcePGsddee/Htb3/b1hfSAFZteSH1F4M+gbEha9eu5cwzz+Rf/uVfutxnwYIFnHPOOVx88cU1jEyS1F3rK8vf8Y538NhjjzFv3jwuvPBCTjzxRJ577rk6RCltnNNPP52HH36Yr33ta/zzP//zuvX7778/CxYsYM6cOXz1q1/llVdeqWOUkhpBV+WF1F8M+gRGU1PTusFuAJYvX05TU9O65eeff54HHniAgw46iFGjRnHnnXcyefLkdf3jli9fzoc//GG+//3vs8suu9Q8fklSdWX5pptuylve8hYA3vWud7HLLrs4npEawob+rjuaMmUK119//RvW77HHHmy11VaO8yINYL1VXkiNbtAnMCZMmMCiRYt45JFHWLVqFTNnzmTy5Mnrtm+77bY88cQTLF26lKVLl3LAAQfQ2tpKS0sLzzzzDEceeSTTp0/nve99bx3fhSQNbtWU5StXrmTNmjUALFmyhEWLFjF69Oh6vRVpnQ39XQMsWrRo3esbb7yRXXfdFSi6Ra1evRqARx99lN///vf059kVJK1fNeWF1J8M+s6Qw4YNY8aMGUycOJE1a9bwyU9+knHjxjF16lRaWlre8MGvNGPGDBYvXsy0adOYNm0aAD/96U9561vfWqvwJUlUV5bfcccdTJ06lU022YQhQ4bw7W9/mze/+c01jF7qXHf+rmfMmMGtt97KJptswnbbbcfll18OwK9+9SumT5++7u/6W9/6Fttvv32d35GkvlJNeQHFDCzPPfccq1at4vrrr+enP/3pG2bykhpBZGa9Y2inpaUl++v0RdJAExH3ZGZLvePoiuWF1BgsKyR1h2WFpO7qqrwY0C0wRp17Y71D6NTS6V3PZiJJ6p5al/GW3equRq1/9CY/D1LvsLyQembQj4EhSZIkSZIanwkMSZIkSQ0pIg6PiIciYnFEnNvJ9k9FxP0RMT8ifhURYyu2fa487qGImFjbyCX1BRMYkiRJkhpORAwFLgKOAMYCJ1QmKEpXZuZemTke+DpwYXnsWGAKMA44HPhWeT5J/VhVCYwNZUQr9vtIRGRENOygPZIkSZIayn7A4sxckpmrgJnAUZU7ZOZzFYtbAm0zFBwFzMzMVzPzEWBxeT5J/dhGJzC6mRElIrYGPgPctbHXkiRJkjToNAHLKpaXl+vaiYjTI+JhihYYn+7hsadGxNyImLty5cpeC1xS36imBcYGM6KlLwNfA16p4lqSJEmS9AaZeVFm7gKcA3y+h8dekpktmdkyYsSIvglQUq+pJoGxwaxmROwLjMzMgT8/kCRJkqTetAIYWbHcXK7rykzg6I08VlI/0GeDeEbEEIpBdD7bjX1tuiVJkiSp0hxg14jYOSKGUwzK2Vq5Q0TsWrF4JLCofN0KTImITSNiZ2BX4O4axCypDw2r4tgNZTW3BvYEbosIgLcDrRExOTPnVp4oMy8BLgFoaWlJJEmSJA1qmbk6Is4AbgaGAt/NzAURMQ2Ym5mtwBkR8QHgNeBp4OTy2AURcQ2wEFgNnJ6Za+ryRiT1mmoSGOsyohSJiynAiW0bM/NZYPu25Yi4DfjHjskLSZIkSepMZs4CZnVYN7Xi9WfWc+z5wPl9F52kWtvoLiSZuRpoy4g+CFzTlhGNiMm9FaAkSZIkSVJVY2Bk5qzM3C0zdykznGTm1LI5V8d9D7L1hSRJAoiIwyPioYhYHBHndrL9UxFxf0TMj4hfVU7VHhGfK497KCIm1jZySZJUL302iKckSVJnImIocBFwBDAWOKEyQVG6MjP3yszxwNcpBgan3G8KMA44HPhWeT5JkjTAmcCQJEm1th+wODOXZOYqiqkPj6rcITOfq1jcEmgb5PsoYGZmvpqZjwCLy/NJkqQBzgSGpJrYUHPxiv0+EhEZES21jE9STTUByyqWl5fr2omI0yPiYYoWGJ/u4bFO0S5J0gBjAkNSn+tmc3EiYmvgM8BdtY1QUiPKzIsycxfgHODzPTz2ksxsycyWESNG9E2AkiSppkxgSKqFDTYXL30Z+BrwSi2Dk1RzK4CRFcvN5bquzASO3shjJUnSAGECQ1ItbLDJd0TsC4zMzBvXdyKbhUsDwhxg14jYOSKGUwzK2W4Gs4jYtWLxSGBR+boVmBIRm0bEzsCuwN01iFmSJNXZsHoHIEkRMYRihoGPb2jfzLwEuASgpaUlN7C7pAaUmasj4gzgZmAo8N3MXBAR04C55XTsZ0TEB4DXgKeBk8tjF0TENcBCYDVwemauqcsbkSRJNWUCQ1ItbKjJ99bAnsBtEQHwdqA1IiZn5tyaRSmpZjJzFjCrw7qpFa8/s55jzwfO77voJElSI7ILiaRaWG9z8cx8NjO3z8xRmTkKuBMweSFJkiRpHRMYkvpcZq4G2pqLPwhc09ZcPCIm1zc6SZIkSf2BXUgk1cSGmot3WH9QLWKSJEmS1H/YAkOSJEmSJDU8ExiSJEmSJKnhmcCQJEmSJEkNzwSGJEmSJElqeCYwJEmSJElSwzOBIUmSJKkhRcThEfFQRCyOiHM72X5mRCyMiPsi4mcRsVPFtjURMb/8aa1t5JL6gtOoSpIkSWo4ETEUuAj4ILAcmBMRrZm5sGK3eUBLZr4UEX8LfB04vtz2cmaOr2XMkvqWLTAkSZIkNaL9gMWZuSQzVwEzgaMqd8jMX2TmS+XinUBzjWOUVEMmMCRJkiQ1oiZgWcXy8nJdV04BbqpY3iwi5kbEnRFxdGcHRMSp5T5zV65cWXXAkvqWXUgkSZIk9WsRcRLQAhxYsXqnzFwREaOBn0fE/Zn5cOVxmXkJcAlAS0tL1ixgSRvFFhiSJEmSGtEKYGTFcnO5rp2I+ABwHjA5M19tW5+ZK8p/lwC3Afv0ZbCS+p4JDEmSJEmNaA6wa0TsHBHDgSlAu9lEImIf4GKK5MXjFeu3i4hNy9fbA+8FKgf/lNQP2YVEkiRJUsPJzNURcQZwMzAU+G5mLoiIacDczGwFvgFsBVwbEQCPZeZkYA/g4ohYS/HQdnqH2Usk9UMmMCRJUk1FxOHANyluSL6TmdM7bD8T+GtgNbAS+GRmPlpuWwPcX+7adqMiaYDKzFnArA7rpla8/kAXx/0G2Ktvo5NUayYwJElSzUTEUOAi4IMUMwrMiYjWDk9G5wEtmflSRPwt8HXg+HLby5k5vpYxS5KkxuAYGJIkqZb2AxZn5pLMXAXMBI6q3CEzf5GZL5WLd1IM3CdJkgY5ExiSJKmWmoBlFcvLy3VdOQW4qWJ5s4iYGxF3RsTRXR0UEaeW+81duXJlVQFLkqTGYBcSSZLUkCLiJKAFOLBi9U6ZuSIiRgM/j4j7M/Phjsdm5iXAJQAtLS1Zk4AlSVKfsgWGJEmqpRXAyIrl5nJdOxHxAeA8iqkRX21bn5kryn+XALcB+/RlsJIkqXGYwJAkSbU0B9g1InaOiOHAFKC1coeI2Ae4mCJ58XjF+u0iYtPy9fbAewGnRZQkaZCoKoEREYdHxEMRsTgizu1k+6ci4v6ImB8Rv4qIsdVcT5Ik9W+ZuRo4A7gZeBC4JjMXRMS0iGibEvUbwFbAtWUdoi3BsQcwNyJ+B/wCmN5h9hJJkjSAbfQYGN2cBu3KzPx2uf9k4ELg8CrilSRJ/VxmzgJmdVg3teL1B7o47jfAXn0bnSRJalTVtMDozjRoz1Usbgk4iJYkSZIkSeqxamYh6WwatP077hQRpwNnAsOBQzo7UUScCpwKsOOOO1YRkiRJkiRJGoj6fBDPzLwoM3cBzgE+38U+l2RmS2a2jBgxoq9DkiRJkiRJ/Uw1CYxuTYNWYSZwdBXXkyRJkiRJg1Q1CYzuTIO2a8XikcCiKq4nSZIkSZIGqY0eAyMzV0dE2zRoQ4Hvtk2DBszNzFbgjIj4APAa8DRwcm8ELUmSJEmSBpdqBvHszjRon6nm/JIGjog4HPgmRcLzO5k5vcP2TwGnA2uAF4BTO0zLLEmSJGkQ6/NBPCUpIoYCFwFHAGOBEyJibIfdrszMvTJzPPB14MLaRilJkiSpkZnAkFQL+wGLM3NJZq6iGNT3qModMvO5isUtgaxhfJIkSZIanAkMSbXQBCyrWF5ermsnIk6PiIcpWmB8urMTRcSpETE3IuauXLmyT4KVJEmNISIOj4iHImJxRJzbyfYzI2JhRNwXET+LiJ0qtp0cEYvKH8fikwYAExiSGkZmXpSZuwDnAJ/vYp9LMrMlM1tGjBhR2wAlSarS7Nmz2X333RkzZgzTp09/w/YLL7yQsWPHsvfee3PooYfy6KOP1iHKxtDNLqjzgJbM3Bu4juIhCBHxZuCLwP4ULUG/GBHb1Sp2SX3DBIakWlgBjKxYbi7XdWUmcHRfBiRJUq2tWbOG008/nZtuuomFCxdy1VVXsXBh+/Gq99lnH+bOnct9993HMcccw9lnn12naBtCd7qg/iIzXyoX76SoYwBMBG7JzKcy82ngFuDwGsUtqY+YwJBUC3OAXSNi54gYDkwBWit3iIhdKxaPBBbVMD5Jkvrc3XffzZgxYxg9ejTDhw9nypQp3HDDDe32Ofjgg9liiy0AOOCAA1i+fHk9Qm0U3eqCWuEU4KaNPFZSP1DVNKqS1B2ZuToizgBupphG9buZuSAipgFzM7MVOCMiPgC8BjwN2FdVkjSgrFixgpEjX2+Q2NzczF133dXl/pdeeilHHHFELULr9yLiJKAFOLCHx50KnAqw44479kFkknqTCQxJNZGZs4BZHdZNrXj9mZoHJUlSg7riiiuYO3cut99+e71DqadudUEtH4CcBxyYma9WHHtQh2Nv63hsZl4CXALQ0tLiDGhSg7MLiSRJklQDTU1NLFv2eq+G5cuX09T0xl4Nt956K+effz6tra1suummtQyx0XSnC+o+wMXA5Mx8vGLTzcBhEbFdOXjnYeU6Sf2YCQxJklRzTo2owWjChAksWrSIRx55hFWrVjFz5kwmT57cbp958+Zx2mmn0draylvf+tY6RdoYMnM10NYF9UHgmrYuqBHR9ov7BrAVcG1EzI+I1vLYp4AvUyRB5gDTynWS+jG7kEiSpJqqmBrxgxQD682JiNbMrJyOoW1qxJci4m8ppkY8vmJqxBYggXvKY5+u7buQem7YsGHMmDGDiRMnsmbNGj75yU8ybtw4pk6dSktLC5MnT+ass87ihRde4NhjjwWKcRlaW1s3cOaBqxtdUD+wnmO/C3y376KTVGsmMCRJUq2tmxoRICLapkZcl8DIzF9U7H8ncFL5et3UiOWxbVMjXlWDuKWqTZo0iUmTJrVbN23atHWvb7311lqHJEn9hgkMSZJUa51Nb7j/evbv8dSIziygao0698Z6h9Dnlk4/st4hSFKPOAaGJElqWBVTI36jJ8dl5iWZ2ZKZLSNGjOib4CRJUk2ZwJAkSbXW06kRJ3eYGnGDx0qSpIHHBIYkSao1p0aUJEk95hgYkiSppjJzdUS0TY04FPhu29SIwNzMbKX91IgAj2Xm5Mx8KiLapkYEp0aUJGnQMIEhSZJqzqkRJUlST9mFRJIkSZIkNTwTGJIkSZIkqeGZwJAkSZIkSQ3PBIYkSZIkSWp4JjAkSZIkSVLDM4EhSZIkSVKdzZ49m913350xY8Ywffr0N2y/44472HfffRk2bBjXXXddu21Dhw5l/PjxjB8/nsmTJ9cq5JpzGlVJkiRJkupozZo1nH766dxyyy00NzczYcIEJk+ezNixY9fts+OOO3LZZZdxwQUXvOH4zTffnPnz59cw4vowgSFJkiRJUh3dfffdjBkzhtGjRwMwZcoUbrjhhnYJjFGjRgEwZMjg7UgxeN+5JEmSJEkNYMWKFYwcOXLdcnNzMytWrOj28a+88gotLS0ccMABXH/99X0QYWOwBYYkSZIkSf3Yo48+SlNTE0uWLOGQQw5hr732Ypdddql3WL3OFhiSJEmSJNVRU1MTy5YtW7e8fPlympqaenQ8wOjRoznooIOYN29er8fYCExgSJIkSWpIEXF4RDwUEYsj4txOtr8/Iu6NiNURcUyHbWsiYn7501q7qKWemzBhAosWLeKRRx5h1apVzJw5s9uziTz99NO8+uqrADzxxBP8+te/bjd2xkBSVQKjGwXKmRGxMCLui4ifRcRO1VxPkiRJ0uAQEUOBi4AjgLHACRHR8a7sMeDjwJWdnOLlzBxf/gzceSU1IAwbNowZM2YwceJE9thjD4477jjGjRvH1KlTaW0t8m9z5syhubmZa6+9ltNOO41x48YB8OCDD9LS0sI73/lODj74YM4999wBm8DY6DEwKgqUDwLLgTkR0ZqZCyt2mwe0ZOZLEfG3wNeB46sJWJIkSdKgsB+wODOXAETETOAoYN39RmYuLbetrUeAUm+aNGkSkyZNardu2rRp615PmDCB5cuXv+G497znPdx///19Hl8jqGYQz+4UKL+o2P9O4KQqridJkiRp8GgCllUsLwf278Hxm0XEXGA1MD0zr++4Q0ScCpwKsOOOO258pBq0Rp17Y71D6HNLpx9Z7xDWqaYLSWcFyvpGGTkFuKmK60mSNKjNnj2b3XffnTFjxjB9+vQ3bL/jjjvYd999GTZsGNddd127beeccw577rkne+65J1dffXWtQpaketopM1uAE4F/i4g3TMmQmZdkZktmtowYMaL2EUrqkZoM4hkRJwEtwDe62H5qRMyNiLkrV66sRUiSJPUra9as4fTTT+emm25i4cKFXHXVVSxcuLDdPjvuuCOXXXYZJ554Yrv1N954I/feey/z58/nrrvu4oILLuC5556rZfjtOCifpG5aAYysWG4u13VLZq4o/10C3Abs05vBSaq9ahIY3SpQIuIDwHnA5Mx8tbMTmfmUJGn97r77bsaMGcPo0aMZPnw4U6ZM4YYbbmi3z6hRo9h7770ZMqT91/vChQt5//vfz7Bhw9hyyy3Ze++9mT17di3DX8dB+ST1wBxg14jYOSKGA1OAbiUuI2K7iNi0fL098F4qurpL6p+qSWBssECJiH2AiymSF49XcS1J/ZyzFknVWbFiBSNHvv7coLm5mRUruvcg8p3vfCezZ8/mpZde4oknnuAXv/hFu7nma2zdGFqZuQpoG0Nrncxcmpn3AQ7KJw1imbkaOAO4GXgQuCYzF0TEtIiYDBAREyJiOXAscHFELCgP3wOYGxG/A35BMQaGCQypn9voQTwzc3VEtBUoQ4HvthUowNzMbKXoMrIVcG1EADzm0xJp8HHWIqm+DjvsMObMmcN73vMeRowYwbvf/W6GDh1ar3D6fFA+cGA+aaDIzFnArA7rpla8nkPRErzjcb8B9urzACXVVDWzkHSnQPlANeeXNGA4a5FUpaampnatJpYvX05T0/rGzm7vvPPO47zzzgPgxBNPZLfdduv1GGtkp8xcERGjgZ9HxP2Z+XDHnTLzEuASgJaWlqx1kJIkqffVZBBPSYNer81a5KC/GqwmTJjAokWLeOSRR1i1ahUzZ85k8uTuNWpcs2YNTz75JAD33Xcf9913H4cddlhfhrs+DsonSZI2igkMSQ1lQ7MWOeivBqthw4YxY8YMJk6cyB577MFxxx3HuHHjmDp1Kq2txRBUc+bMobm5mWuvvZbTTjuNcePGAfDaa6/xvve9j7Fjx3LqqadyxRVXMGxYVY0wq+GgfJIkaaOYwJBUC702a1FfmT17Nrvvvjtjxoxh+vTpb9h+xx13sO+++zJs2DCuu+66det/8YtfMH78+HU/m222Gddff30NI9dgMmnSJP7whz/w8MMPr+sOMm3atHUtMSZMmMDy5ct58cUXefLJJ1mwoBjLbrPNNmPhwoUsXLiQO++8k/Hjx9frLTgonyRJ2mh1e/wiaVBZ98SVInExBTixcoeKWYsOr/WsRWvWrOH000/nlltuobm5mQkTJjB58mTGjn19Zscdd9yRyy67jAsuuKDdsQcffDDz588H4KmnnmLMmDH1bJov9QsOyidJkjaGCQxJfa7RZy26++67GTNmDKNHjwZgypQp3HDDDe0SGKNGjQJgyJCuG65dd911HHHEEWyxxRZ9Gq8Gh1Hn3ljzay6dfmTNrylJktRddiGR+tDGdksAGDp06LpuCd0dqK+RZeaszNwtM3fJzPPLdVPL5AWZ+YHMfFtmji9/avamV6xYwciRr/dwaW5uZsWKbo8puM7MmTM54YQTejM0SZIkSSVbYEh9pJpuCQCbb775uq4Janx//OMfuf/++5k4cWK9Q5EkSZIGJBMYUh/prW4J6ntNTU0sW/b6LK/Lly+nqWl9s7y+0TXXXMOHP/xhNtlkk94OT5IkSRJ2IZH6TLXdEl555RVaWlo44IADnNWij02YMIFFixbxyCOPsGrVKmbOnNnjbjtXXXWV3UckSZKkPmQCQ2pQjz76KHPnzuXKK6/k7//+73n44YfrHdKANWzYMGbMmMHEiRPZY489OO644xg3bhxTp06ltbUVgDlz5tDc3My1117Laaedxrhx49Ydv3TpUpYtW8aBBx5Yr7ewQY7HIkmSpP7OLiRSH6m2W0LbvqNHj+aggw5i3rx57LLLLr0epwqTJk1i0qRJ7dZNmzZt3esJEyawfPnyTo8dNWrURg36WSuOxyJJkqSBwASG1EcquyU0NTUxc+ZMrrzyym4d+/TTT7PFFluw6aab8sQTT/DrX/+as88+u48jHjxqPT1lvaemdDwWSZIkDQTWVKU+Uk23hAcffJCWlhbe+c53cvDBB3Puuee2u9mUesLxWCRJkjQQ2AJD6kMb2y3hPe95D/fff3+fxyd1x6OPPkpTUxNLlizhkEMOYa+99rI7kyRJkmrOBIa0kWrdDaG76t1dQY3H8VgkSZI0ENiFRJIGuGqmiX366ad59dVXAdaNx2J3JkmSJNWDCQxJGuAcj0WSJEkDgV1IJGkQcDwWSVJ/FBGHA98EhgLfyczpHba/H/g3YG9gSmZeV7HtZODz5eI/Z+blNQlaUp8xgSFJA9BgmypWkjTwRMRQ4CLgg8ByYE5EtGbmwordHgM+Dvxjh2PfDHwRaAESuKc89ulaxC6pb9iFRJIkSVIj2g9YnJlLMnMVMBM4qnKHzFyamfcBazscOxG4JTOfKpMWtwCH1yJoSX3HBIYkSaq5iDg8Ih6KiMURcW4n298fEfdGxOqIOKbDtpMjYlH5c3LtopZUY03Asorl5eW6Xjs2Ik6NiLkRMXflypUbHaik2jCBIUmSaqqiWfgRwFjghIjoODpsW7PwKzsc29YsfH+Kp7NfjIjt+jpmSQNTZl6SmS2Z2TJixIh6hyNpA0xgSJKkWrNZuKTuWAGMrFhuLtf19bGSGpQJDEmSVGs2C5fUHXOAXSNi54gYDkwBWrt57M3AYRGxXdlK67BynaR+zASGJEkacGwWLvV/mbkaOIMi8fAgcE1mLoiIaRExGSAiJkTEcuBY4OKIWFAe+xTwZYokyBxgWrlOUj/mNKqSJKnWqm0WflCHY2/rlagkNZzMnAXM6rBuasXrORTlQGfHfhf4bp8GKKmmbIEhSZJqzWbhkiSpx0xgSJKkmrJZuCRJ2hh2IZEkSTVns3BJktRTtsCQJEmSJEkNzwSGJEmSJElqeFUlMCLi8Ih4KCIWR8S5nWx/f0TcGxGrI+KYaq4lSZIkSZIGr41OYETEUOAi4AhgLHBCRIztsNtjwMeBKzf2OpIkSZIkSdUM4rkfsDgzlwBExEzgKGBh2w6ZubTctraK60iSJEmSpEGumi4kTcCyiuXl5boei4hTI2JuRMxduXJlFSFJalR2OZMkSZJUjYYYxDMzL8nMlsxsGTFiRL3DkdTL7HImSZIkqVrVdCFZAYysWG4u10lSR3Y5kyRJklSValpgzAF2jYidI2I4MAVo7Z2w1Mhmz57N7rvvzpgxY5g+ffobtr/66qscf/zxjBkzhv3335+lS5cC8MMf/pDx48ev+xkyZAjz58+vbfCqF7ucSZIkSarKRicwMnM1cAZwM/AgcE1mLoiIaRExGSAiJkTEcuBY4OKIWNAbQat+1qxZw+mnn85NN93EwoULueqqq1i4cGG7fS699FK22247Fi9ezD/8wz9wzjnnAPDRj36U+fPnM3/+fH7wgx+w8847M378+Dq8C/VndjmTJEmSBqeqxsDIzFmZuVtm7pKZ55frpmZma/l6TmY2Z+aWmfmWzBzXG0Grfu6++27GjBnD6NGjGT58OFOmTOGGG25ot88NN9zAySefDMAxxxzDz372MzKz3T5XXXUVU6ZMqVncqju7nEmSJEmqSkMM4qn+Y8WKFYwc+fp9aHNzMytWrOhyn2HDhrHtttvy5JNPttvn6quv5oQTTuj7gNUo7HImSZIkqSomMFRzd911F1tssQV77rlnvUNRjdjlTJIkSVK1qpmFRINQU1MTy5a9Phbj8uXLaWpq6nSf5uZmVq9ezbPPPstb3vKWddtnzpxp64tBKDNnAbM6rJta8XoORdcSSZIkSXoDW2CoRyZMmMCiRYt45JFHWLVqFTNnzmTy5Mnt9pk8eTKXX345ANdddx2HHHIIEQHA2rVrueaaaxz/QpIkSZLUIyYw1CPDhg1jxowZTJw4kT322IPjjjuOcePGMXXqVFpbiyENTjnlFJ588knGjBnDhRde2G6q1TvuuIORI0cyevToer0FSZIk9RMRcXhEPBQRiyPi3E62bxoRV5fb74qIUeX6URHxckTML3++XfPgJfU6u5CoxyZNmsSkSZParZs2bdq615ttthnXXnttp8cedNBB3HnnnX0anySp8UXE4cA3gaHAdzJzeoftmwLfB94FPAkcn5lLy5uTB4GHyl3vzMxP1SxwSTUTEUOBi4APAsuBORHRmpkLK3Y7BXg6M8dExBTga8Dx5baHM3N8LWOW1LdMYGidUefeWO8QOrV0+pH1DkGS1Iu8KZHUTfsBizNzCUBEzASOAirLiqOAL5WvrwNmRFvfZUkDjl1IJElSra27KcnMVUDbTUmlo4DLy9fXAYd6UyINOk3Asorl5eW6TvcpZz17FmgbPX7niJgXEbdHxPs6u0BEnBoRcyNi7sqVK3s3ekm9zgSGJEmqtT6/KZE06P0R2DEz9wHOBK6MiG067pSZl2RmS2a2jBgxouZBSuoZExiSJKk/6dZNiU9VpQFhBTCyYrm5XNfpPhExDNgWeDIzX83MJwEy8x7gYWC3Po9YUp8ygSFJkmqtz29KfKoqDQhzgF0jYueIGA5MAVo77NMKnFy+Pgb4eWZmRIwox9shIkYDuwJLahS3pD5iAkOSJNWaNyWSNqjsPnYGcDPF7EPXZOaCiJgWEZPL3S4F3hIRiylaZbVNtfp+4L6ImE8xjs6nMvOpmr4BSb3OWUgkSVJNZebqiGi7KRkKfLftpgSYm5mtFDclPyhvSp6iSHJAcVMyLSJeA9biTYk0oGXmLGBWh3VTK16/AhzbyXE/An7U5wFKqikTGJIkqea8KZEkST1lFxJJkiRJktTwTGBIkiRJkqSGZwJDkiRJkiQ1PBMYkiRJkiSp4ZnAkCRJkiRJDc8EhiRJkiRJangmMCRJkiRJUsMzgSFJkiRJkhqeCQxJkiRJktTwTGBIkiRJkqSGZwJDkiRJkiQ1PBMYkiRJkiSp4ZnAkCRJkiRJDc8EhiRJkiRJangmMCRJkiRJUsMzgSFJkiRJkhqeCQxJkiRJktTwqkpgRMThEfFQRCyOiHM72b5pRFxdbr8rIkZVcz1J/ZflhaRK1ZQJEfG5cv1DETGxpoFLqinLCkmVNjqBERFDgYuAI4CxwAkRMbbDbqcAT2fmGOBfga9t7PUk9V+WF5IqVVMmlPtNAcYBhwPfKs8naYCxrJDUUTUtMPYDFmfmksxcBcwEjuqwz1HA5eXr64BDIyKquKak/snyQlKlasqEo4CZmflqZj4CLC7PJ2ngsayQ1M6wKo5tApZVLC8H9u9qn8xcHRHPAm8BnqjcKSJOBU4tF1+IiIeqiKuvbE+HuDdWDI7nyv6+eqZRf1879dJ5Bkp5sVH/T/3sb9j32AXf43r1tKyopkxoAu7scGxTxwv0k7pFb+q175Hu6Gefh/6ipv+HUJf/R8uK+hsMf2eDwWAo8zstL6pJYPSazLwEuKTecaxPRMzNzJZ6x9Ff+PvqGX9f3VfP8mIw/D/5HgeGwfAeN6Q/1C16k//n/Z//h/VhWaH+aDD/P1bThWQFMLJiublc1+k+ETEM2BZ4soprSuqfLC8kVaqmTOjOsZIGBssKSe1Uk8CYA+waETtHxHCKQXJaO+zTCpxcvj4G+HlmZhXXlNQ/WV5IqlRNmdAKTClnHtgZ2BW4u0ZxS6otywpJ7Wx0F5Kyj9kZwM3AUOC7mbkgIqYBczOzFbgU+EFELAaeoih0+qtB07Ssl/j76pkB/fsaQOXFgP5/KvkeB4aGfo/VlAnlftcAC4HVwOmZuaYub6SxNPT/ubrF/8MOLCv6hH9nA8Og/X8MH3BKkiRJkqRGV00XEkmSJEmSpJowgSFJkiRJkhqeCQxJkiRJktTwTGCoV0TEkIh4T73j6C8iYpeI2LR8fVBEfDoi3lTnsKQBKyKO6GTdp+oRS1+JiOhk3ab1iEXShlkXkNRdlhevM4GxHhHRHBE/joiVEfF4RPwoIprrHVcjysy1wEX1jqMf+RGwJiLGUIwiPBK4sr4hqTPlSOeVy0Mj4of1iqe3RcQPurNuAPhCRBzSthARZwNH1TGevnBp5UJEbAXMqlMsqgHrKf2edQHVhGXFgGB5UTKBsX7fo5hD+h3ADsD/lOvUuZ9FxEc6ewqoN1ibmauBDwP/kZlnUfydqfGMjIjPwbqn2f8NLKpvSL1qXOVCRAwF3lWnWPrSZOArEfG+iDgf2J+Bl8BYHhHfAoiI7YCfAlfUNyT1Mesp/Zt1AdWKZUX/Z3lRMoGxfiMy83uZubr8uQwYUe+gGthpwLXAqoh4LiKej4jn6h1Ug3otIk4ATgZ+Uq7bpI7xqGufBPYqkxj/A/wiM79U35CqFxGfi4jngb3Lz+tz5fLjwA11Dq/XZeYTFEmMiygqb8dk5qr6RtW7MnMq8EJEfJsiefEvmWkFdWCzntK/WRdQrVhW9H+WFyUTGOv3ZEScVDYZHxoRJwFP1juoRpWZW2fmkMzcJDO3KZe3qXdcDeoTwLuB8zPzkYjYGRiIzfb7rYjYNyL2BfYBvgkcT9Hy4o5yfb+WmV/NzK2Bb5Sf17bP7Fsy83P1jq+3tCVSy+TMYmA34FjguYGSYI2Iv2z7Ae4CDgDmAVmu08BlPaV/sy6gWrGs6P8sL0qRmfWOoWFFxE7Af1D8sSTwG+DTmflYXQNrUGXXkY8CO2fmlyNiJPCOzLy7zqE1pIjYHNgxMx+qdyx6o4j4xXo2Z2Yesp7tDS8i/iwzf99VMiYz7611TNo4EbG+VhaZmZ+sWTCqKesp/Z91AdWCZcXAYHlRMIGhXhMR/wmsBQ7JzD3a+mBn5oQ6h9ZwIuJDwAXA8MzcOSLGA9Myc3J9I9NgERH/lZl/00Wipt8naDqKiA8DP8/MZ8vlNwEHZeb19YxL0uBlXUBSd1levM4ERiciYup6NmdmfrlmwfQjEXFvZu4bEfMyc59y3e8y8531jq3RRMQ9wCHAbRW/qwcyc8/6RqaOyoE7PwKMAoa1rc/MaV0do8YTEfMzc3yHdevKqoEgIi4HPpOZz5TL21GMg2ELjAHGesrAYF1Afc2yYuCwvHjdsA3vMii92Mm6LYFTgLcAftg791o5g0ECRMQIihYZeqPXMvPZDhO2+LtqTDcAzwL3AK/WOZZes6GxETLzv2sVS410NubTQPsO3LsteQGQmU9HxIBJ0Kgd6ykDg3UB9TXLioHD8qI00CpvvSIz/6XtdURsDXyGYuCUmcC/dHWc+Hfgx8Bby2kKjwE+X9+QGktEzAJOBxZExInA0IjYFfg0RX9ENZ7mzDy83kH0gQ+V/74VeA/w83L5YIq/xYGWwJgbERdSzEICxefwnjrG0xeGRMR2mfk0QES8Gb/nByTrKf2bdQHVimVF/2d58UbOQtKFiHhzRPwzcB9FBXDfzDwnMx+vc2gNKzN/CJwNfBX4I3B0Zl5b36gazveAm4GlwJ4UT/SvpHjC/5n6haX1+E1E7FXvIHpbZn4iMz9BMQXX2Mz8SGZ+BBjHwJyW6++AVcDVFBW3VygqBAPJvwC/jYgvR8SXKSo2X69zTOoj1lP6NesCqhnLin7P8qIDx8DoRER8A/hL4BLgosx8oc4h9RtlF5K30X6sAEc4rhARWwFfAA6nmP6o7UOYmXlh3QJTpyJiITAGeITiSyMo/q/2rmtgvSQiHszMPSqWhwALKtcNJBGxZWZ21qR2QIiIsRR9ZKEYtHRhPeNR37Ce0v9ZF1AtWFYMDJYX7dm0tHOfpbhR+TxwXkVfo7Ybl23qFVgji4i/A74I/AlYQ/n7AgbEjV4vWkXRJ3FTYCteL4TUmI6odwB97GcRcTNwVbl8PHBrHePpExHxHuA7FJ+5HSPincBpmfn/1TeyXvdm4MXM/F5EjIiInTPzkXoHpV5nPaX/sy6gWrCsGBgsLyrYAkO9JiIWA/tn5pP1jqVRRcThwIVAK8XURy/VOSR1U0S8FdisbXkgtSwqpxh9f7l4R2b+uJ7x9IWIuItiXJ7WgTp6d0R8EWgBds/M3SJiB+DazHxvnUOTVMG6gKTusrx4I1tgqDcto+iPpa6dBxybmQvqHYi6JyImU4wtsAPwOLAT8CDFWBEDxb3A85l5a0RsERFbZ+bz9Q6qt2Xmsg6jd6+pVyx95MPAPhT/n2Tm/5aDtklqLNYFJHWX5UUHJjBUtYg4s3y5BLgtIm6kYrrJwdg3qyuZ+b56x6Ae+zJwAHBrZu4TEQcDJ9U5pl4TEX8DnErR9WAXoAn4NnBoPePqA8vKbiQZEZtQDHz1YJ1j6m2rMjMjom0q6y3rHZCkN7IuIKm7LC/eyFlI1Bu2Ln8eA24Bhles26qOcUm94bWyW9SQiBiSmb+gaKY/UJwOvBd4DiAzF1FMrTrQfIrivTYBK4DxDLxZSK6JiIuBN5WJqVuB/6pzTJIkSb3GFhiqWmb+E0BEHNtx2tSIOLY+UUm95ply9Oc7gB9GxOMUAykNFK9m5qq2rhURMYwBODhUZj4BfLTecfSlzLwgIj5IkYzaHZiambfUOSxJkqRe4yCe6jURcW9m7ruhdVJ/UjbDf5mixdpHgW2BHw6UwWoj4uvAM8DHgL8D/j9gYWaeV8+4eltEjAD+BhhF+2meP1mvmCRJktQzJjBUtYg4ApgEHAdcXbFpG2BsZu5Xl8CkXhYR2wNP5gAqOKNoevHXwGEU06rdDHxnIL1HgIj4DfBL4B4qBu/MzB/VLaheFhF/CXyNogtQ4DR5kiRpgDGBoapFxDsp+pN/DfjncvVq4E/AbZn5dJ1CkzZaRBwATAeeohjI8wfA9hQtMT6WmbPrGF6viIihwILM/LN6x9LXImJ+Zo6vdxx9qZzK+kOZOdAGJ5UkSQIcxFO9YyHFlJLDgU+WP/8MvAd4oY5xSdWYAXwFuAr4OfDXmfl24P3AV+sZWG/JzDXAQxGxY71jqYGfRMSkegfRx/5k8kKSJA1ktsBQ1SLiXylmGzkzM58v120DXAC8nJmfqWd80saofGIfEQ9m5h4V2+Zl5j51C64XRcQdwD7A3VQMTpqZk+sWVC+KiOcpBiUNYEuKKZ5fYwB1ryi7jgAcCLwduJ72U1n/dx3CkiRJ6nXOQqLe8BfAbpV95jPzuYj4W+D3gAkM9UdrK16/3GFbv8/8RsQY4G3AFzpseh/wx9pH1Dcyc+t6x1ADH6p4/RLFeCZtEjCBIUmSBgRbYKhqEfGHzNytp9ukRhYRayhaJASwOcWNIeXyZpm5Sb1i6w0R8RPgc5l5f4f1ewFfycwPdX5k/xIRE4GtM/O6Dus/AjznNKOSJEn9h2NgqDcsjIiPdVwZESdRtMCQ+p3MHJqZ22Tm1pk5rHzdttyvkxelt3VMXgCU60bVPpw+MxW4vZP1twPTahxLn4iIb0TEaZ2sPy0iptcjJkmSpL5gCwxVLSKaKJoov0wxRSFAC8VT6w9n5op6xSapcxGxKDN37WLb4swcU+uY+kJEzM3Mli623ZeZe9c6pt4WEfcALR2nvo2IIcB9mblnfSKTJEnqXY6BoaqVCYr9I+IQitlIAGZl5s/qGJak9ZsbEX+Tmf9VuTIi/prXE5EDwTYRMSwzV1eujIhNKJKsA8GmHZMXAJm5NiKiHgFJkiT1BVtgSNIgFBFvA34MrKJ9y6nhFC2n/q9esfWmsgvF24AzMvPFct1WwDeBJzLznHrG1xsiYg5wYmYu6rB+V+CqrlqgSJIk9TcmMCRpEIuIg4G2LgYLMvPn9Yynt0XEMOCfgb8GHi1X7whcCnwhM1+rV2y9JSKOAP6D4n1WJqM+B/x9Zs6qV2ySJEm9yQSGJGnAi4jNgbZxPRZnZsepcfu1iNgTOIuKZBTwjc4GapUkSeqvTGBIkgasiDg7M79evj42M6+t2PaVzPx/9YtOkiRJPWECQ5I0YEXEvZm5b8fXnS33VxHRur7tmTm5VrFIkiT1JWchkSQNZNHF686W+6t3A8uAq4C7GDjvS5IkqR0TGJKkgSy7eN3Zcn/1duCDwAnAicCNFLOPLKhrVJIkSb3MLiSSpAErItYAL1K0StgceKltE7BZZm5Sr9j6QkRsSpHI+AbwT5k5o84hSZIk9RpbYEiSBqzMHFrvGGqhTFwcSZG8GAX8O/DjesYkSZLU22yBIUlSPxYR36eYPnUWMDMzH6hzSJIkSX3CBIYkSf1YRKyl6CYD7cf1CCAzc5vaRyVJktT7TGBIkiRJkqSGN6TeAUiSJEmSJG2ICQxJkiRJktTwTGBIkiRJkqSGZwJDkiRJkiQ1PBMYkiRJkiSp4ZnAkCRJkiRJDc8EhiRJkiRJangmMCRJkiRJUsMzgSFJkiRJkhqeCQxJkiRJktTwTGBIkiRJkqSGZwJDkiRJkiQ1PBMYkiRJkiSp4ZnAkCRJkiRJDc8EhiRJkiRJangmMCRJkiRJUsMzgSFJkiRJkhqeCQxJkiRJktTwTGBIkiRJkqSGZwJDkiRJkiQ1PBMYkiRJkiSp4ZnAGKQiYmlEfKB8/f8i4jv1jml9KuOVNDhEREbEmHrHIal6EfHRiPhpvc4fEe+LiIf66vqSICJui4i/rnccfSkiFkTEQfWOYzAzgdGPRcTHI+L+iHgpIv4vIv4zIt7U0/Nk5lcys+rCJiJGlTccL5Q/f4qIb0XEJtWeW5Ik1UZE/HlE/CYino2IpyLi1xExoZpzZuYPM/OwKuOaGBF3RMTzEbEyIm6PiMmdnb9jAjQzf5mZu1dzfUmF8sHiyxX1/csiYqs6xtPrZVZXMnNcZt7WF+dW95jA6Kci4rPA14CzgG2BA4CdgFsiYng9YwPelJlbAXsB7wZOr3M8kgaRiBhW7xik/ioitgF+AvwH8GagCfgn4NU6xRMRMSQijgGuBb4PNANvA6YCH6pHXJL4UFnf3xdoAT5fjyB6s8yy/tA/mMDoh8oP6j8Bf5eZszPztcxcChwHjAJOiogvRcQ1EfH98knFgoho6eJ8X4qIK8rXba0oTo6IxyLiiYg4r2LfIRFxbkQ8HBFPltd4c2fnzczHgVuAsRXHtx37fEQsjIgPd4jlbyLiwYrt+3YS7x4R8UhEnFC2QvlVh+3rnrqUGeFvR8Qt5Tlvj4iduvFrltSFiNg3IuaVn6lrI+LqiPjncttfRMT8iHimfBqyd8VxSyPiHyPivvIpydURsVnF9rMi4o8R8b8R8ckO19w0Ii4oy6U/lZ/rzcttB0XE8og4JyL+D/hejX4V0kC0G0BmXpWZazLz5cz8aWbeBxARnyy/p5+OiJsrv1PL799PRcSisgy4KCKi3Nbu+zoi3hMRc8qyYE5EvKdi220RcX5E/Bp4CdgFuBD4cmZ+JzOfzcy1mXl7Zv5Nx/NHxB3lqX5XPiE+vq2cKLcfH6+3Fn0hIl6NiNvKbd0paz4bEY+X5dUn+ua/QeofMnMFcBOwZ7lqpyhaQDwfET+NiO3b9o2IyeU9yTPl53yPim0bqiN0Vb9Yb5lVHruhcuv0iFgELIqiRfsFle8xIm6IiDMr4mzrhj80iq74bfc290TEyHLbn0Vx//FURDwUEcf1yi9cJjD6qfcAmwH/XbkyM18AZgEfLFdNBmYCbwJagRk9uMafA7sDhwJTKwqYvwOOBg4EdgCeBi7q7AQRsQMwEbizYvXDwPsoWo38E3BFRLyj3P9Y4EvAx4Btyvif7HDOfYGbKZI3V3XzvXwU+DKwPTAf+GE3j5PUQRQtvH4MXEbxpOMq4MPltn2A7wKnAW8BLgZaI2LTilMcBxwO7AzsDXy8PPZw4B8pyq9dgY5j3kynqKSMB8ZQPGGZWrH97WU8OwGnVv9OpUHrD8CaiLg8Io6IiO3aNkTEUcD/A/4SGAH8kqIMqPQXwASKz/dxFPWAdqJ48HEj8O8UZcWFwI0R8ZaK3f6K4rO8NUWdZyRwXXfeQGa+v3z5zszcKjOv7rD96nL9VhR1mSUV76M7Zc225fpTgIsqf0fSYFPesE8C5pWrTgQ+AbwVGE7x3U5E7EbxOft7ivJjFvA/0b7leFd1hPXVL7oss8pju1NuHQ3sT/HQ9Srg+Irk63bAYRT3VB2dCZxQvv9tgE8CL0XElhQPca8sfw9TgG9FxNhOzqEeMoHRP20PPJGZqzvZ9sdyO8CvMnNWZq4BfgC8swfX+Kcyg/k74HcVx34KOC8zl2fmqxQJh2OifZOrJyLiGWAF8CIVFY7MvDYz/7d8cnI1sAjYr9z818DXM3NOFhZn5qMV530fRSLmY5n5kx68lxsz844y3vOAd7dlRyX12AHAMODfy9Zf/w3cXW47Fbg4M+8qn4JcTtGE84CK4/+9LAOeAv6H4iYBikrL9zLzgcx8kaJsAYom5OW5/yEzn8rM54GvUFQI2qwFvpiZr2bmy738nqVBIzOfo3iIkcB/ASsjojUi3kZRB/hqZj5Y1kG+AoyP9i0bp2fmM5n5GPALXv+MVzoSWJSZP8jM1eUDid/TvjvIZZm5oLzONuW6P/biWyUihlDcYNyWmRd3s6x5DZhWln+zgBcoHvhIg831ZX3/V8DtFJ8VKL7L/1B+F1/D62XA8RR18lsy8zXgAmBzigezbbqqI3RZv9hAmQXdK7e+Wn7mX6ZIcCTFfQfAMcBvM/N/O/kd/DXw+cx8qLx3+V1mPkmRyF2amd8ry7h5wI+AY7v1m9V6mcDon54Ato/O+2m9o9wO8H8V618CNuvimM50PLZtYJ6dgB+XzbeeAR4E1lD0RW2zfWa+CdgC+DVFiwkAIuJjFc2/nqFobtaWcBlJ0UKjK58CfrMRA+csa3tRtlJ5iuKJi6Se2wFYkZlZsa7tM7YT8Nm2z3f5GR9J+89bV2XLDhXnAahMXo6gKE/uqTjv7HJ9m5WZ+crGvSVJlcqK/sczs5nie3oH4N8oPuPfrPgcPgUERWuENl19xivtQPvPOOVy5Xkqy4O21pjv6Nk72aDzKVp4fLpc7k5Z82SHB0hdvUdpoDs6M9+UmTtl5v9X8fBgfd/z6z73mbmW4nPenfJjvfWL9ZRZbcduqNyqvFdIitYWJ5SrTqTr1ttd3bvsBOzfId6PUrTgUpVMYPRPv6XIOv5l5cooRv89AvhZH157GXBEWWC1/WxW9n9rpyzILgMOiIjty0znfwFnAG8pkxwPUBQibefeZT3X/hSwY0T8a8W6FykqGwBERGcFw8iK7VtRNDPvLIsqacP+CDS1Na0stX3GlgHndygftuhmd68/VpwHYMeK108ALwPjKs67bdn8u01lQkVSL8nM31N8l+9J8Rk/rcNnfPPM/E0PT/u/FBX8SjtStNxcd+mK1w+V1/5ID6/TpYiYQnGDckz5NBi6V9ZI2jjtPvdlPWIk7T/3Xel2/aJDmdV27IbKrY51iKsoWpjvRNG15Efriauze5dlwO0drrlVZv5tN96rNsAERj+Umc9SjB/xHxFxeERsEhGjKJppLafoLtJXvg2c39bsKiJGlH3L3qDsl/ZXFNnUJ4EtKQqIleX2T/B64QLwHeAfI+JdURjToXnX8xT94t4fEdPLdb8DxkXE+CgG+vlSJ6FMimJ6peEUY2HcmZnLOtlP0ob9lqLV1RkRMaz8/Ld1A/sv4FMRsX/5Gd4yIo6MiK27cd5rgI9HxNiI2AL4YtuG8inNfwH/GhFvBYiIpoh4Q996SdUpB577bEQ0l8sjKW7076SoA3wuIsaV27Ytx6/qqVnAbhFxYlmOHE/R97zT7qHlE9EzgS9ExCciYpsoBhX/84i4pItr/AkY3cV73IdixoKjM3NlxXUsa6S+cw1wZEQcGhGbAJ+leCDbnQRol/WLDZRZsBHlVtnl4wmKe5ObM/OZLnb9DvDliNi1jGvvKMby+QlFGfdX5X3aJhExISoGLdXGM4HRT2Xm1ykGpLkAeA64iyLbd2gWYz30lW9SjEPx04h4nqJw2L/DPs9ExAsUlYd3A5PLfmELgX+huAH6E8U0q7+ueE/XUjTnvJIiWXE9RWsJKvZ5hmKQvyMi4suZ+QdgGnArxXga7WYkKV1JcTP0FPAu4KSNfO/SoJeZqyhaf50CPEPxefoJ8GpmzgX+hmLA4KeBxZQDcHXjvDdRNPf8eXnczzvsck65/s6IeI7iM2+/c6n3PU/xvX5XRLxI8T3/APDZzPwxxRTuM8vP4QMULT97pKKP+GcpHnCcDfxFZj6xnmOuo+hD/0mKJ7l/Av4ZuKGLQ74EXF423+44+v9RwHbAr+L1mUhuKrdZ1kh9IDMfoqgz/AdFcuBDFFOxrurGseurX3RZZpXHbmy5dSXFgOJXrmefCykSMz+luB+7FNi8HD/nMIrxc/6X4mHu14BNuziPeiDad2OWBpaIuAxYnpl1mZtaGgwi4i7g25np9KWSJEnqM7bAkCT1SEQcGBFvL5t+n0wx1dnsesclSZKkga27M1JIktRmd4omk1sCSygGwevV6Q0lSZKkjuxCIkmSJEmSGp5dSCRJkiRJUsMzgdFBOS3pQxGxOCLOXc9+H4mIjIiWWsYnaWDYUFkTEWdGxMKIuC8iflYxdfHBETG/4ueViDi65m9AktRtG1u/jIgPRsQ9EXF/+e8htYtaUq1ZP9ywhutCsv322+eoUaPqcu3M5IEHHmC33XZjk0024fe//z0777wzm2++ebv91qxZw+LFi8lMRo4cyZZbblmXeKW+ds899zyRmSPqHUdX6lleVKM7Zc3zzz/PlltuyZAhQ1i5ciXPP/88o0ePbnee1atX88ADD7D33nszZIj5aNWPZYXUtWrqly+99BLDhg1j+PDhvPzyyyxatIi99967Tu+kepYVUtesH7bXZXmRmQ318653vSvr5Te/+U0edthh65a/8pWv5Fe+8pU37PeZz3wmf/KTn+SBBx6Yc+bMqWWIUk0Bc7MByoWufupZXlSju2VNm3vvvTff8573vGH9xRdfnCeeeGKfxCj1hGWF1LXeql+uXbs2t9tuu3zllVf6NN6+ZFkhdc36YXtdlRf9NyXTB1asWMHIkSPXLTc3N7NixYp2+9x7770sW7aMI488stbhSRogulPWVLr00ks54ogj3rB+5syZnHDCCX0SoySpd/RW/fJHP/oR++67L5tuummfxSqpfqwfdo/TqPbA2rVrOfPMM7nsssvqHYqkQeKKK65g7ty53H777e3W//GPf+T+++9n4sSJdYpMktQbulO/XLBgAeeccw4//elPaxeYpIY1mOuHJjAqNDU1sWzZsnXLy5cvp6mpad3y888/zwMPPMBBBx0EwP/93/8xefJkWltbaWlxLE9J3bOhsqbNrbfeyvnnn8/tt9/+hidu11xzDR/+8IfZZJNN+jxeSdLGq7Z+uXz5cj784Q/z/e9/n1122aXW4UuqEeuH3VNVF5KBNmPHhAkTWLRoEY888girVq1i5syZTJ48ed32bbfdlieeeIKlS5eydOlSDjjgAJMXknpsQ2UNwLx58zjttNNobW3lrW996xvOcdVVVw3o5oH9xezZs9l9990ZM2YM06dPf8P2Cy+8kLFjx7L33ntz6KGH8uijj67b9thjj3HYYYexxx57MHbsWJYuXVrDyCXVSjX1y2eeeYYjjzyS6dOn8973vreO70JSX7N+2D0bncCIiKHARcARwFjghIgY28l+WwOfAe7a2GvVyrBhw5gxYwYTJ05kjz324LjjjmPcuHFMnTqV1tbWeocnaYDoTllz1lln8cILL3Dssccyfvz4dl9gS5cuZdmyZRx44IH1eguimDHg9NNP56abbmLhwoVcddVVLFy4sN0+++yzD3PnzuW+++7jmGOO4eyzz1637WMf+xhnnXUWDz74IHfffXenFRFJ/V819csZM2awePFipk2bxvjx4xk/fjyPP/54jSKXVEvWD7tno6dRjYh3A1/KzInl8ucAMvOrHfb7N+AW4CzgHzNz7vrO29LSknPnrncXSTUSEfdkZsM2MbK8UD399re/5Utf+hI333wzAF/9avH197nPfa7T/efNm8cZZ5zBr3/9axYuXMipp57Kr371q5rF25csKyR1h2WFpO7qqryoZgyMJmBZxfJyYP8OF90XGJmZN0bEWesJ7lTgVIAdd9yxipDaG3Xujb12rt60dLozmEj9UaOWKb3J8qn7Ohst/K67um5sWDla+B/+8Afe9KY38Zd/+Zc88sgjfOADH2D69OkMHTq0z+OW1D2W+ZK6w7KitvpsGtWIGAJcCHx2Q/tm5iWZ2ZKZLSNGjOirkCRJqou20cLPOqvI5a9evZpf/vKXXHDBBcyZM4clS5Y4w5UkSdIGVJPAWAGMrFhuLte12RrYE7gtIpYCBwCtjT6QpyRJ3dHT0cJbW1vXjRbe3NzM+PHjGT16NMOGDePoo4/m3nvvrVnskiRJ/VE1CYw5wK4RsXNEDAemAOtGIsrMZzNz+8wclZmjgDuByRsaA0OSpP6gmtHCJ0yYwDPPPMPKlSsB+PnPf87YsW8YB1uSpG6rZmasoUOHrhsotuN3mdRINnoMjMxcHRFnADcDQ4HvZuaCiJgGzM1Mp+2QJA1YlaOFr1mzhk9+8pPrRgtvaWlh8uTJ7UYLh2Kcp9bWVoYOHcoFF1zAoYceSmbyrne9i7/5m7+p8zuSJPVXbTNj3XLLLTQ3NzNhwgQmT57cLjneNjPWFltswX/+539y9tlnc/XVVwOw+eabM3/+/DpFL3VfNYN4kpmzgFkd1k3tYt+DqrmWJEmNZtKkSUyaNKndumnTpq17feutt3Z57Ac/+EHuu+++Poutv4qIw4FvUjwc+U5mvvExYrHfR4DrgAm27pQ02N19992MGTOG0aNHAzBlyhRuuOGGdgmMgw8+eN3rAw44gCuuuKLmcUrVqiqBIUlSf+No4Y0rIoYCFwEfpJjdbE5EtGbmwg77bQ18Buh62hdJGkSqmRkL4JVXXqGlpYVhw4Zx7rnncvTRR/dluNJGM4EhSZIaxX7A4sxcAhARM4GjgIUd9vsy8DWgyynaJUmda5sZ6/bbb1+37tFHH6WpqYklS5ZwyCGHsNdee7HLLrvUMUqpc302jaokSVIPNQHLKpaXl+vWiYh9gZGZud6mNBFxakTMjYi5bYOlStJAVc3MWG3HA4wePZqDDjqIefPm9X3Q0kYwgSGp10TE4RHxUEQsjohzO9l+ZkQsjIj7IuJnEbFTxbY1ETG//HEQYElvEBFDgAuBz25o38y8JDNbMrNlxIgRfR+cpD5h3aJ7qpkZ6+mnn+bVV18F4IknnuDXv/61M2OpYdmFRFKv6Gbf9XlAS2a+FBF/C3wdOL7c9nJmjq9lzJIazgpgZMVyc7muzdbAnsBtEQHwdqA1IpymXRqArFt0XzUzYz344IOcdtppDBkyhLVr13LuueeawFDDMoEhqbdssO96Zv6iYv87gZNqGqGkRjcH2DUidqZIXEwBTmzbmJnPAtu3LUfEbcA/mryQBizrFj2wsTNjvec97+H+++/v09ik3mICQ1Jv6azv+v7r2f8U4KaK5c0iYi6wGpiemdd3dlBEnAqcCsWTA0kDR2aujogzgJspplH9bmYuiIhpwNzMHNBNwCW9QZ/XLepdr3BmLKlnTGBIqrmIOAloAQ6sWL1TZq6IiNHAzyPi/sx8uOOxmXkJcAlAS0tL1iRgSTWTmbOAWR3WTe1i34NqEZOkxrexdQvrFVL/4iCeknrLhvquAxARHwDOAyZn5qtt6zNzRfnvEuA2YJ++DFaSJDU86xaS2jGBIam3rOu7HhHDKfqut2vuHRH7ABdTVDAer1i/XURsWr7eHngvFf1bJUnSoGTdQlI7diGR1Cu62Xf9G8BWwLXlDAKPZeZkYA/g4ohYS5FYnd5hhHFJkjTIWLeQ1JEJDEm9ZkN91zPzA10c9xtgr76NTpIk9TfWLSRVsguJJEmSJElqeCYwJEmSJElSwzOBIUmSJEmSGp4JDEmSJEmS1PBMYEiSJEmSpIZnAkOSJEmSJDU8ExiSJEmSJKnhmcCQJEmSJEkNzwSGJEmSJElqeCYwJEmSJElSwzOBIUmSJEmSGp4JDEmSJEmS1PBMYEiSJEmSpIZnAkOSJEmSJDU8ExiSJEmSJKnhmcCQJEmSJEkNzwSGJEmSJElqeCYwJEmSJElSwzOBIUmSJEmSGp4JDEmSJEmS1PCqSmBExOER8VBELI6IczvZ/qmIuD8i5kfEryJibDXXkyRJkiRJg9NGJzAiYihwEXAEMBY4oZMExZWZuVdmjge+Dly4sdeTJEmSJEmDVzUtMPYDFmfmksxcBcwEjqrcITOfq1jcEsgqriepwXWjVdaZEbEwIu6LiJ9FxE4V206OiEXlz8m1jVySJDUi6xaSKlWTwGgCllUsLy/XtRMRp0fEwxQtMD7d2Yki4tSImBsRc1euXFlFSJLqpZutsuYBLZm5N3AdRblARLwZ+CKwP0Vy9IsRsV2tYpckSY3HuoWkjvp8EM/MvCgzdwHOAT7fxT6XZGZLZraMGDGir0OS1De60yrrF5n5Url4J9Bcvp4I3JKZT2Xm08AtwOE1iluSJDUm6xaS2qkmgbECGFmx3Fyu68pM4OgqriepsXWrVVaFU4CbenqsLbYkSRo0+rxuYb1C6l+qSWDMAXaNiJ0jYjgwBWit3CEidq1YPBJYVMX1JA0QEXES0AJ8o6fH2mJLGtic4UzSxtjYuoX1Cql/2egERmauBs4AbgYeBK7JzAURMS0iJpe7nRERCyJiPnAm4OA50sDVrVZZEfEB4Dxgcma+2pNjJQ1sznAmqQPrFpLaGVbNwZk5C5jVYd3Uitefqeb8kvqVda2yKCoIU4ATK3eIiH2Ai4HDM/Pxik03A1+pGFzrMOBzfR+ypAazrr87QES09Xdf2LaDM5xJg4p1C0ntVJXAkKQ2mbk6ItpaZQ0FvtvWKguYm5mtFM06twKujQiAxzJzcmY+FRFfpqioAEzLzKfq8DYk1Vdnfdb377hTRJxO0bJzOHBIZyeKiFOBUwF23HHHXg9UUt+zbiGpIxMYknpNN1plfWA9x34X+G7fRSdpoMjMi4CLIuJEihnO3tBFNTMvAS4BaGlpsZWG1E9Zt5BUqc+nUZUkSeomZziTJEldMoEhSZIahTOcSZKkLtmFRJIkNYRu9nc/o5xx4DXgaZzhTJKkQcMEhiRJahjOcCZJkrpiFxJJkiRJktTwTGBIkiRJkqSGZwJDkiRJkiQ1PBMYkiRJkiSp4ZnAkCRJkiRJDc8EhiRJkiRJangmMCRJkiRJUsMzgSFJkiRJkhqeCQxJkiRJktTwTGBIkiQ1qNmzZ7P77rszZswYpk+f/obtF154IWPHjmXvvffm0EMP5dFHH223/bnnnqO5uZkzzjijViFLktRnTGBIkiQ1oDVr1nD66adz0003sXDhQq666ioWLlzYbp999tmHuXPnct9993HMMcdw9tlnt9v+hS98gfe///21DFuSpD5jAkOSJKkB3X333YwZM4bRo0czfPhwpkyZwg033NBun4MPPpgtttgCgAMOOIDly5ev23bPPffwpz/9icMOO6ymcUuS1FdMYEh9aGOb/s6fP593v/vdjBs3jr333purr7661qFLkupsxYoVjBw5ct1yc3MzK1as6HL/Sy+9lCOOOAKAtWvX8tnPfpYLLrigz+OUJKlWTGBIfaSapr9bbLEF3//+91mwYAGzZ8/m7//+73nmmWfq8C4kSf3BFVdcwdy5cznrrLMA+Na3vsWkSZNobm6uc2SSJPWeYfUOQBqoKpv+Auua/o4dO3bdPgcffPC61wcccABXXHEFALvtttu69TvssANvfetbWblyJW9605tqE7wkqe6amppYtmzZuuXly5fT1NT0hv1uvfVWzj//fG6//XY23XRTAH7729/yy1/+km9961u88MILrFq1iq222qrT1oCSJPUXJjCkPtJZ09+77rqry/0rm/5Wuvvuu1m1ahW77LJLn8QpSWpMEyZMYNGiRTzyyCM0NTUxc+ZMrrzyynb7zJs3j9NOO43Zs2fz1re+dd36H/7wh+teX3bZZcydO9fkhSSp3zOBITWAtqa/t99+e7v1f/zjH/mrv/orLr/8coYMsceXJA0mw4YNY8aMGUycOJE1a9bwyU9+knHjxjF16lRaWlqYPHkyZ511Fi+88ALHHnssADvuuCOtra11jlySpL5hAkPqI9U0/QV47rnnOPLIIzn//PM54IADahJztSLicOCbwFDgO5k5vcP29wP/BuwNTMnM6yq2rQHuLxcfy8zJNQlakhrYpEmTmDRpUrt106ZNW/f61ltv3eA5Pv7xj/Pxj3+8t0OTasK6haRKJjCkPlJN099Vq1bx4Q9/mI997GMcc8wxtQ59o0TEUOAi4IPAcmBORLRmZuXIpY8BHwf+sZNTvJyZ4/s6Tknqa6POvbHeIfS5pdOPrHcIGgSsW0jqyDbpUh+pbPq7xx57cNxxx61r+tvWvLey6e/48eOZPLl4MHDNNddwxx13cNlllzF+/HjGjx/P/Pnz6/huumU/YHFmLsnMVcBM4KjKHTJzaWbeB6ytR4CSJKlfsW4hqR1bYEh9aGOb/p500kmcdNJJfRpbH2gCllUsLwf278Hxm0XEXGA1MD0zr+/F2CRJUv9j3UJSOyYwJDWKnTJzRUSMBn4eEfdn5sMdd4qIU4FToRisTpIkqQsbrFtYr5D6FxMY0kZq1D7OdeyXvAIYWbHcXK7rlsxcUf67JCJuA/YB3pDAyMxLgEsAWlpasop4JUlSY+vzuoX1Cql/cQwMSb1lDrBrROwcEcOBKUC35vKLiO0iYtPy9fbAe4GF6z9KkiQNcNYtJLVjAkNSr8jM1cAZwM3Ag8A1mbkgIqZFxGSAiJgQEcuBY4GLI2JBefgewNyI+B3wC4p+qlYyJEkaxKxbSOrILiSSek1mzgJmdVg3teL1HIrmnx2P+w2wV58HKEmS+hXrFpIq2QJDkiRJkiQ1vKoSGBFxeEQ8FBGLI+LcTrafGRELI+K+iPhZROxUzfUkSZIkSdLgtNEJjIgYClwEHAGMBU6IiLEddpsHtGTm3sB1wNc39nqSJEmSJGnwqqYFxn7A4sxckpmrgJnAUZU7ZOYvMvOlcvFOOumfJkmSJEmStCHVJDCagGUVy8vLdV05Bbipsw0RcWpEzI2IuStXrqwiJEmSJEmSNBDVZBDPiDgJaAG+0dn2zLwkM1sys2XEiBG1CEmSJDUgx9eSJEldqSaBsQIYWbHcXK5rJyI+AJwHTM7MV6u4niRJGsAcX0uSJK1PNQmMOcCuEbFzRAwHpgCtlTtExD7AxRTJi8eruJYkSRr4HF9LkiR1aaMTGJm5GjgDuBl4ELgmMxdExLSImFzu9g1gK+DaiJgfEa1dnE6SJMnxtSRJUpeGVXNwZs4CZnVYN7Xi9QeqOb8kSVJnKsbXOrCz7Zl5CXAJQEtLS9YwNEmS1EeqSmBIkiT1op6Or3Wg42tJkjR41GQWEkmSpG5wfC1JktQlExiSJKkhOL6WJElaH7uQSJKkhuH4WpIkqSu2wJAkSZIkSQ3PBIYkSZIkSWp4JjAkSZIkSVLDM4EhSZIkSZIangkMSZIkSZLU8ExgSJIkSZKkhmcCQ5IkSZIkNTwTGJIkSZIkqeGZwJDUayLi8Ih4KCIWR8S5nWx/f0TcGxGrI+KYDttOjohF5c/JtYtakiQ1KusWkiqZwJDUKyJiKHARcAQwFjghIsZ22O0x4OPAlR2OfTPwRWB/YD/gixGxXV/HLEmSGpd1C0kdmcCQ1Fv2AxZn5pLMXAXMBI6q3CEzl2bmfcDaDsdOBG7JzKcy82ngFuDwWgQtSZIalnULSe2YwJDUW5qAZRXLy8t1vXpsRJwaEXMjYu7KlSs3KlBJktQv9HndwnqF1L+YwJDUr2TmJZnZkpktI0aMqHc4kiSpH7NeIfUvJjAk9ZYVwMiK5eZyXV8fK0mSBibrFpLaMYEhqbfMAXaNiJ0jYjgwBWjt5rE3A4dFxHblAFuHleskSdLgZd1CUjsmMCT1isxcDZxBUTl4ELgmMxdExLSImAwQERMiYjlwLHBxRCwoj30K+DJFRWUOMK1cJ0mSBinrFpI6GlbvACQNHJk5C5jVYd3UitdzKJpwdnbsd4Hv9mmAkiSpX7FuIamSLTAkSZIkSVLDM4EhSZIkSZIangkMSZIkSZLU8ExgSJIkSZKkhmcCQ5IkSZIkNTwTGJIkSZIkqeGZwJAkSZIkSQ3PBIYkSZIkSWp4JjAkSZIkSVLDM4EhSZIkSZIangkMSZIkSZLU8KpKYETE4RHxUEQsjohzO9n+/oi4NyJWR8Qx1VxLkiRJkiQNXhudwIiIocBFwBHAWOCEiBjbYbfHgI8DV27sdSRJkiRJkqppgbEfsDgzl2TmKmAmcFTlDpm5NDPvA9ZWcR1JkjRI2LpTkiR1pZoERhOwrGJ5ebmuxyLi1IiYGxFzV65cWUVIkiSpv7J1pyRJWp+GGMQzMy/JzJbMbBkxYkS9w5EkSfVh605JktSlahIYK4CRFcvN5TpJkqSNYetOSZLUpWoSGHOAXSNi54gYDkwBWnsnLEmSpI1n605JkgaejU5gZOZq4AzgZuBB4JrMXBAR0yJiMkBETIiI5cCxwMURsaA3glZ9zZ49m913350xY8Ywffr0N2x/9dVXOf744xkzZgz7778/S5cuBeCHP/wh48ePX/czZMgQ5s+fX9vgJUmNzNadkiSpS8OqOTgzZwGzOqybWvF6DkXlQwPEmjVrOP3007nllltobm5mwoQJTJ48mbFjXx9j7dJLL2W77bZj8eLFzJw5k3POOYerr76aj370o3z0ox8F4P777+foo49m/PjxdXonkqQGtK51J0XiYgpwYn1DkiRJjaIhBvFU/3H33XczZswYRo8ezfDhw5kyZQo33HBDu31uuOEGTj75ZACOOeYYfvazn5GZ7fa56qqrmDJlSs3iliQ1Plt3SpKk9amqBYYGnxUrVjBy5Oute5ubm7nrrru63GfYsGFsu+22PPnkk2y//fbr9rn66qvfkPiQJMnWnZIkqSu2wFDN3XXXXWyxxRbsueee9Q5FvSwiDo+IhyJicUSc28n2TSPi6nL7XRExqlw/KiJejoj55c+3ax68JElqONYtJFWyBYZ6pKmpiWXLXp/hbvny5TQ1NXW6T3NzM6tXr+bZZ5/lLW95y7rtM2fO5IQTTqhZzKqNiBgKXAR8kGLqwzkR0ZqZCyt2OwV4OjPHRMQU4GvA8eW2hzNzfC1jliRJjcu6haSObIGhHpkwYQKLFi3ikUceYdWqVcycOZPJkye322fy5MlcfvnlAFx33XUccsghRAQAa9eu5ZprrnH8i4FpP2BxZi7JzFXATOCoDvscBVxevr4OODTa/jgkSZLas24hqR0TGOqRYcOGMWPGDCZOnMgee+zBcccdx7hx45g6dSqtra0AnHLKKTz55JOMGTOGCy+8sN1Uq3fccQcjR45k9OjR9XoL6jtNwLKK5eXluk73KQfrexZoa56zc0TMi4jbI+J9XV0kIk6NiLkRMXflypW9F70kSWo0fV63sF4h9S92IVGPTZo0iUmTJrVbN23atHWvN9tsM6699tpOjz3ooIO48847+zQ+9Ut/BHbMzCcj4l3A9RExLjOf67hjZl4CXALQ0tKSHbdLkiTRzbqF9QqpfzGBoXVGnXtjvUPo1NLpR9Y7BHXPCmBkxXJzua6zfZZHxDBgW+DJLObZfRUgM++JiIeB3YC5fR61JElqVNYtJLVjFxJJvWUOsGtE7BwRw4EpQGuHfVqBk8vXxwA/z8yMiBHlQF1ExGhgV2BJjeKWJEmNybqFpHZsgSGpV2Tm6og4A7gZGAp8NzMXRMQ0YG5mtgKXAj+IiMXAUxQVEYD3A9Mi4jVgLfCpzHyq9u9CkiQ1CusWkjoygSGp12TmLGBWh3VTK16/AhzbyXE/An7U5wFKkqR+xbqFpEp2IZEkSZIkSQ3PBIYkSZIkSWp4JjAkSZIkSVLDM4EhSZIkSZIangkMSZIkSZLU8ExgSJIkSZKkhmcCQ5IkSZIkNTwTGJIkSZIkqeGZwJAkSZIkSQ3PBIYkSZIkSWp4JjAkSZIkSVLDM4EhSZIkSZIangkMSZIkSZLU8ExgSJIkSZKkhmcCQ5IkSZIkNTwTGJIkSZIkqeGZwJAkSZIkSQ3PBIYkSZIkSWp4JjAkSZIkSVLDM4EhSZIkSZIangkMSZIkSZLU8ExgSJIkSZKkhldVAiMiDo+IhyJicUSc28n2TSPi6nL7XRExqprrSWps1ZQJEfG5cv1DETGxpoFLahjWLSRVsm4hqdJGJzAiYihwEXAEMBY4ISLGdtjtFODpzBwD/CvwtY29nqTGVk2ZUO43BRgHHA58qzyfpEHEuoWkStYtJHVUTQuM/YDFmbkkM1cBM4GjOuxzFHB5+fo64NCIiCquKalxVVMmHAXMzMxXM/MRYHF5PkmDi3ULSZWsW0hqZ1gVxzYByyqWlwP7d7VPZq6OiGeBtwBPVO4UEacCp5aLL0TEQ1XE1Ve2p0PcGysGx7Mif18906i/r516sG81ZUITcGeHY5s6u0g/KS96U6/9bXTHIPm81VpN/w+hLv+PPSkr1mew1S16k2VF/2dZ8UZ9XrewrOh7lhd9YjCU+Z2WF9UkMHpNZl4CXFLvONYnIuZmZku94+gv/H31jL+v7usP5UVv8m+j//P/sD4sK9Tf+H9YH5YV6o8G8/9jNV1IVgAjK5aby3Wd7hMRw4BtgSeruKakxlVNmdCdYyUNfNYtJFWybiGpnWoSGHOAXSNi54gYTjFITmuHfVqBk8vXxwA/z8ys4pqSGlc1ZUIrMKUcSXxnYFfg7hrFLalxWLeQVMm6haR2NroLSdnH7AzgZmAo8N3MXBAR04C5mdkKXAr8ICIWA09RFDr91aBpWtZL/H31TL//fVVTJpT7XQMsBFYDp2fmmrq8kcbT7/825P9hdw3CukVv8u+s//P/sAPrFn3Cv7OBYdD+P4YPLSRJkiRJUqOrpguJJEmSJElSTZjAkCRJkiRJDc8EhiRJkiRJangmMNQrImJIRLyn3nH0FxGxS0RsWr4+KCI+HRFvqnNYknpRRGweEbvXOw5Jjcm6gKTusrx4nQmM9YiI5oj4cUSsjIjHI+JHEdFc77gaUWauBS6qdxz9yI+ANRExhmIU4ZHAlfUNSY0iCidFxNRyeceI2K/ecan7IuJDwHxgdrk8PiI6Tv0nVcV6Sr9nXUA1YVkxIFhelExgrN/3KOaQfgewA/A/5Tp17mcR8ZGIiHoH0g+szczVwIeB/8jMsyj+ziSAbwHvBk4ol5/HBGF/8yVgP+AZgMycD+xcv3A0QFlP6d+sC6hWLCv6P8uLkgmM9RuRmd/LzNXlz2XAiHoH1cBOA64FVkXEcxHxfEQ8V++gGtRrEXECcDLwk3LdJnWMR41l/8w8HXgFIDOfBobXNyT10GuZ+WyHdc5brt5mPaV/sy6gWrGs6P8sL0omMNbvybIZ99Dy5yTgyXoH1agyc+vMHJKZm2TmNuXyNvWOq0F9guIJ+/mZ+UhE7Az8oM4xqXG8FhFDKW94I2IEsLa+IamHFkTEicDQiNg1Iv4D+E29g9KAYz2lf7MuoFqxrOj/LC9KkekDoa5ExE7Af1D8sSRF5fPTmflYXQNrUGXXkY8CO2fmlyNiJPCOzLy7zqE1pIjYHNgxMx+qdyxqLBHxUeB4YF/gcuAY4POZeW1dA1O3RcQWwHnAYUAANwNfzsxX6hqYBhTrKf2fdQHVgmXFwGB5UTCBoV4TEf9J8ZT4kMzcIyK2A36amRPqHFrDKQf4uwAYnpk7R8R4YFpmTq5vZGoUEfFnwKEUN78/y8wH6xySJKkXWReQ1F2WF68zgdGJtpH/u5CZ+eWaBdOPRMS9mblvRMzLzH3Kdb/LzHfWO7ZGExH3AIcAt1X8rh7IzD3rG5nqKSLevL7tmflUrWLRxomI/2E9Y10MxoqGep/1lIHBuoD6mmXFwGF58bph9Q6gQb3YybotgVOAtwB+2Dtnv/3uey0zn+0wYYu/K91D8fmp/MNoW05gdD2CUo9cUO8ANChYTxkYrAuor1lWDByWFyUTGJ3IzH9pex0RWwOfoRg4ZSbwL10dJ/4d+DHw1og4n7Lffn1DaiwRMQs4nQ4D/AGfxgH+Br3MdJrNfi4zb693DBr4rKf0b9YFVCuWFf2f5cUbOQtJFyLizRHxz8B9FImefTPznMx8vM6hNazM/CFwNvBV4I/A0Q46+AbfoxjMbymwJ/AqcCXwLMWXigRARGwXEftFxPvbfuodk7qvnHnkuohYGBFL2n7qHZcGDusp/Zp1AdWMZUW/Z3nRgWNgdCIivgH8JXAJcFFmvlDnkPqNsgvJ26ho3eMIx+1FxFbAF4DDKaY/avsQZmZeWLfA1DAi4q8pvpSagfnAAcBvM/OQesal7ouIXwFfBP4V+BDFE68hmbm+/shSt1hP6f+sC6gWLCsGBsuL9myB0bnPAjtQdH/434h4rvx5PiKeq3NsDSsi/g74E3AL8BPgxvJftbeKok/ipsBWFT9b1zMoNZTPABOARzPzYGAf4Jm6RqSe2jwzf0bxoODRzPwScGSdY9LAYT2l/7MuoFqwrBgYLC8qOAZGJzLTxM7G+Qywe2Y+We9AGlVEHA5cCLRSNOF7qc4hqTG9kpmvRAQRsWlm/j4idq93UOqRVyNiCLAoIs4AVlBUNqSqWU/p36wLqFYsK/o/y4s3MoGh3rSMoj+WunYecGxmLqh3IGpoyyPiTcD1wC0R8TTwaF0jUk99BtiCYpCtL1NMfXZyXSOS1CisC0jqLsuLDhwDQ1WLiDPLl+OA3Sm6jrzatn0w9s2SektEHAhsC8zOzFX1jkeSJEmqF1tgqDe09b96rPwZXv7A64PMSOqBiNgOGAk8X/7sCdxb16C0QRHRur7tmTm5VrFIkiQNNLbAUK+JiGM7Tpva2TpJ6xcRXwY+DiwB1par01lIGl9ErKToTncVcBcQldsz8/Z6xCVJkjQQmMBQr4mIezNz3w2tk7R+EfEQsJddRvqfcirpDwInAHtTdKm7yr6rkiRJ1bMLiaoWEUcAk4CmiPj3ik3bAKvrE5XUrz0AvAl4vM5xqIcycw0wG5gdEZtSJDJui4h/yswZ9Y1OkiSpfzOBod7wv8Bc4FjgD+W61cCfgH+oV1BSP/ZVYF5EPED7AXEdP6EfKBMXR1IkL0YB/w78uJ4xSZIkDQQmMNQbFgIfpRi485Pluh2B7wE/qVdQUj92OfA14H5eHwND/UBEfJ9iwNVZwD9l5gN1DkmSJGnAcAwMVS0i/hXYCjgzM58v120DXAC8nJmfqWd8Un8TEXMyc0K941DPRcRa4MVysfILNigGYt2m9lFJkiQNDCYwVLWIWATslh3+mMrB7H6fmbvWJzKpf4qICym6jrTSvguJ06hKkiRp0LILiXpDdkxelCvXRIQZMqnn9in/PaBiXQJOoypJkqRBywSGesPCiPhYZn6/cmVEnAT8vk4xSf1WZh5c7xgkSZKkRmMXElUtIpqA/wZeBu4pV7cAmwMfzswV9YpN6o8i4m3AV4AdMvOIiBgLvDszL61zaJIkSVLdmMBQr4mIQ4Bx5eLCzPxZPeOR+quIuIliFp/zMvOdETEMmJeZe9U5NEmSJKluTGBIUoNpm4UkIuZl5j7luvmZOb7OoUmSJEl1M6TeAUiS3uDFiHgL5TScEXEA8Gx9Q5IkSZLqy0E8JanxnEkxheouEfFrYARwTH1DkiRJkurLLiSS1CAiYsfMfKx8PQzYHQjgocx8ra7BSZIkSXVmFxJJahzXV7y+OjMXZOYDJi8kSZIkExiS1Eii4vXoukUhSZIkNSATGJLUOLKL15IkSdKg5xgYktQgImIN8CJFS4zNgZfaNgGZmdvUKzZJkiSp3kxgSJIkSZKkhmcXEkmSJEmS1PBMYEiSJEmSpIZnAkOSJEmSJDU8ExiSJEmSJKnhmcCQJEmSJEkNzwSGJEmSJElqeCYwJEmSJElSwzOBIUmSJEmSGp4JDEmSJEmS1PBMYEiSJEmSpIZnAkOSJEmSJDU8ExiSJP3/7N15nF11efjxz0OGsIMosdWZhBASKAlgoBNA3BCFQNABrWgAKRZ+BdtQrVgWq402isalWG2wSguCKITFClE2ATdcIAkQWYKYQIBk3MIOsoQkz++PcxLuTGaSO8nM3DMzn/frdV+5Z7v3uXdyn/u9z/l+v0eSJEmVZwFDkiRJkiRVngUMSZIkSZJUeRYwJEmSJElS5VnAkCRJkiRJlWcBQ5IkSZIkVZ4FDEmSJEmSVHkWMCRJkiRJUuVZwJAkSZIkSZVnAUOSJEmSJFWeBQxJkiRJklR5FjAkSZIkSVLlWcCQJEmSJEmVZwFDRERGxNj1bL83Ig6q87Eeioi3b2I8/xoR/7spjyFJXYmIURHxbEQMa3Qs0kA31D5PEfH1iPi3RschDWYRcWFEfKbRcai6LGAMcGXBYEVE7NRp/Z1lYWJ0Dx9vnaSRmRMy8yebHm2H5xldxtfUeVtmfjYz/19vPp80FNRbQIyIn0REwz5jXcUZESdFxG8i4pmI+GNEXBsR2/X2c2fmI5m5bWau6u3Hlqqq/Mw9X36+noyIX0bEByNik9qBvfV5qonv2fLzf2FEbLuRj7XekzI9eJwPRMTPa9dl5gcz89Ob+tjSYFJ+btfcVtd8lp+NiOP64PmOjIgFEfF0RDwaET+KiF16+3k2VVc5RL3DAsbgsAQ4Zs1CROwFbN24cCQNZr19tjUi3gJ8FjgmM7cD9gAu28jHWqcoKgmAd5afr52BmcCZwPmNDamDd2bmtsC+QCvwic47+PmWqqcsYm5bfn4fofwsl7fv9OZzlcXJbwEfBXYAdgHOBSp1UsJc1bcsYAwOFwN/W7N8AsWHG1j3bGt3FcGIOBk4DjijrJp+v1y/9mxpRHwqIq6MiMvKMzl3RMTrugoqIjaLiLMi4oGIeCwiLo+IV27oxZTP8e3y/pqeGidExCNlpfXj9TxHRGwZEd8u1z8ZEfMi4i829PzSQLfmMx4RX4qIJyJiSUQcXm47G3gTMKv8nM8q1/9VRNwYEY9HxP0R8d6ax7swIv677BXxZ+CtZV74l4i4KyKeKnPCljXHvKM8Q7LmbO/e5fqLgVHA98vnPwOYBPwqM+8EyMzHM/OizHymPGaL8rU8Up6d/XpEbFVuOygilkXEmRHxB+CbEXFfRLyjJpamiFgeEftGp95fEfHKiPhmRPyufK+u2tBrkAayzHwqM+cA7wNOiIg9N/AZ69fPU2a2A9cBe5bHZURMi4hFwKJy3d9HxOIyX82JiNeW639WPsyvy/zyvg09d0SMjIj/K1/TYxExKyL2AL4OvL58nCfLfTv0Uu0ujpq4PxgRi8rnPTciYuP+atLAExv4HRARbyw/j09GxNKI+EDN4TtGxDVR/Na4LSJ2LddPBJZk5s1ZeCYzv5uZj5SP2fkzelBELKtZfigiPhYRC8sc9c01bZea9sS/RvF746Go6UESETtExLfKXPFwRHwiyl5sUbS7fhERX46IxyhOwqyTQ9Q7LGAMDrcC20fEHlGcGZ0KfLunD5KZ5wHfAb5QVk3f2c2uRwJXAK8ELgGuiojNu9jvn4CjgLcArwWeoKiSbow3ArsDbwOml42LDT3HCRTV2ZHAq4APAs9v5PNLA83+wP3ATsAXgPMjIjLz48AtwKnl5/zUiNgGuJHi8/xqihzytYgYX/N4xwJnA9sBawqg7wUOozgDsjfwAYCI2Ae4ADiF4rP3DWBORGyRmcfT8QzNF4DbgMkR8e8R8YaI2KLTa5kJ7EbRcBkLNAPTa7b/JUU+2hk4GbiUml5pwGTg0cy8o4v36WKKHmsTytf+5Q29hi4eQxpwMnMusIyioLm+z1i/fp4iYiQwBbizZvVRFDltfEQcDHyOIv+8BngYmF2+pjeX+7+uzC+Xre+5yzbTD8rHGF2+7tmZeR9Fm+FX5eO8oos4u42jxjsoCrR7l/tN7uI9kwarbtvoEbEzRaHyv4ARFLlnQc2xU4F/B3YEFlO0PwDuAP6qLBS8NTZuqNlxFJ/FXSnyXm1vr7+kaDc1U/yOOC8idi+3/RfF74ox5Wv6W+Dvao7dH3gQ+Avg/Wwgh2jjWcAYPNb0wjgEuA9o78Pnuj0zr8zMl4BzgC2BA7rY74PAxzNzWWa+CHwKeE9sXLeqf8/M5zPz18CvgTW9Ptb3HC9RNFbGZuaqzLw9M5/eiOeWBqKHM/N/yrHpF1E0sLvrgfQO4KHM/GZmrix7QnwXOLpmn6sz8xeZuTozXyjXfTUzf5eZjwPfp2iAQFFE+EZm3lZ+9i4CXqTrPEFm3gK8m6Lr+DXAYxFxTkQMK89Yngx8pOyZ8QzFcJOpNQ+xGvhkZr6Ymc9TFGLaImLNULpjKX6EdRARrwEOBz6YmU9k5kuZ+dONeQ3SAPU7iuLf+j5j/fV5uqo8S/lz4KdlDGt8rozteYofHxdk5h3l9/7HKM5yju7mNa7vufej+GF1emb+OTNfyMx6x6zXE8fMzHyyPDv8Y17OkdJQsL42+rHATZl5aZkrHsvMBTXHfi8z52bmSoqTqxMBMvNB4CCKAsPlwKPR8zlzZmXm0rLtcjYdC7QA/1a2J35K0SZ5b80J4o+VvT4eAv4DOL7muN9l5n+V7ShPmPYhx+cMHhcDP6M4E/qtDey7qZauuZOZq8uuWa/tYr+dge9FxOqadavo/kfU+vyh5v5zwJpEtb7nuJii98XsiHgFRa+Uj5eFF2mwW/uZycznyp7L3X3B7wzs36mLYxPFZ2iNpayr8+dyTR7YmaJr+j/VbB9O13liTYzXAdeV3THfStHL637gexRndG+v6X0dQO08HMtriipk5uKIuA94ZxRD4dqAfbp42pHA45n5RBfbevwapAGomeKz3u1nrB8/T0dl5k3dxFmbf15LcRaWMr5nyy7bzcBDPXzuVRTF3pXdPO/61BNHd20XaShYXxt9JPDAeo7t9rOTmbdS9GgiIiZRDNf4OEURsR61+eRhOuahJzLzz11s3wnYvFyu3dbczeOqD1nAGCQy8+GIWELR7fKkTpv/TMdJPf9yfQ9Vx9ONXHOn/LHRQnEWp7OlwImZ+YvOG9ZzpqSnun2O0r8D/14+37UUP4iqNGmZ1AidP+dLgZ9m5iE9OGZ9lgJnZ+bZ3Wzv9rEyczVwc0T8iGIM/P9QDP2akMXY+Hofb023982AhZm5uJs4XxkRr8jMJ3v4GqQBrWz4NwNXUUzoub7PWKM/T7Wf8d9R/DACoBwC9yq673na7XNHxOuBURHR1EURY0M5r6dxSEPN+n4HLKXoAbVJMnNeRPwf5Zw51PebZ2TN/VF0/A2zY0RsU1PEGAXcAzxK0bN7Z2Bhzbbaz3vnnNGTdpN6wCEkg8tJwMGdKodQjCl7d0RsHcXsvZ0LHLX+SDG2a33+OiLeXXYB+2eKrpi3drHf14Gzy3FuRMSIiDiy0z5bRDHZ5ppbT/9Pdvsc5di4vcpuX09TJJ7V3T+UNGR0/pz/ANgtIo6PiM3L26SauWZ66n+AD0bE/lHYJiKOiJcvi9rh+aO4JNrUiNix3H8/ivGlt5YFjf8BvhwRry73b46IDY0lnw0cCvwDRRf4dWTm7ynG4H6tfO7NI2LNGPoNvQZpQIqI7aOYlHM28O1yaOaGPmNV+jxdCvxdREyMYg6NzwK3lV26Yd38tr7nngv8HphZrt8yIt5Q8zgtETF8I+OQhrr1/Q74DvD2iHhvFBMDvyoiJm7oAaOY+PPva3LVX1H0ClvzO2QBMCWKCYX/kuJ3SmfTIqIliglFP866Vz3794gYHhFvohhie0U5HPfy8vVsV76m01j/nIMbyiHaSBYwBpHMfCAz53ex6cvACooP0kUUSaM751NMkvVk1Mwe3snVFLOXP0Ex9uvd3QzL+AowB/hhRDxDkVz277TPsxRnV9fcDl5PbF1Z33P8JXAlRfHiPooxtRd39SDSEPMVinGoT0TEV8sx74dSjO/8HUXXzc8DGzVhZZmH/h6YRZEnFlNO8Fn6HPCJMs/8S7nP31NcYeBpigbBF/Ply6+dWT7GrRHxNHATxaS+64vh98CvgANZ/yVZj6cobv4G+BNlY6eO1yANNN8vvyeXUjTaz+HlCejW+xmr0uepHGbybxTz9PyeYiK+2jlxPgVcVOaX967vucsfJe+kmLj0EYpJTd9XPs6PgHuBP0TEoxsRhzTUddtGL+eFmUJxOdTHKQoPXV7VsJMnKQoWd0fEs8D1FENNv1Buv5hirryHgB/Sdb66pNz2IMUwls/UbPsDRZ74HcXvpQ9m5m/Kbf9E0cPjQYq5ei6hmCC4O+vNIdp4kWnvFtUvIj5FMSnm+xsdiyRJkiTVIyIeAv5fV/PtRMRBFL3SWvo5LPWQPTAkSZIkSVLlWcCQJEmSJEmV5xASSZIkSZJUefbAkCRJkiRJlVdXASMiDouI+yNicUSc1cX2D0bE3RGxICJ+HhHja7Z9rDzu/joueycNKnV8dk6LiIURcVdE3LzmUlPlts9HxD3l7X2dj5WqbkP//2v2+5uIyIhoLZcPiYjby++V2yOip1cnkhpqY9tN5aX7vllu+3U5qZykQczvSqlnNjiEJCKGAb8FDqG4vNQ84JjMXFizz/aZ+XR5vw34x8w8rPxCvhTYD3gtxWW5disvW9WlnXbaKUePHr1JL0qqgszknnvuYbfddmPzzTfnN7/5DbvssgtbbbXV2n2eeeYZttlmGzbbbDOWL1/OM888w5gxY3jqqaf44x//yLhx41i9ejW//e1v2W233Rg2bFi/vobbb7/90cwc0a9P2gPmi+qq5/8/wKpVq1i8eDGZyciRI9lmm2147rnnaGpqYvjw4Tz//PMsWrSIvffeu0GvRPXozVwREYdRXH5vGPC/mTmzm/3+huJS2ZO6uYT4Wv2ZK+r5v79q1aq1+fzJJ59k+fLljBs3jj/96U8899xzjB49mpdeeonFixfzV3/1V0REv8Qu9TXbFR35XSl1r9t8kZnrvQGvB26oWf4Y8LH17H8McF1X+wI3AK9f3/P99V//dUqDwS9/+cs89NBD1y5/9rOfzc9+9rPd7n/HHXfkgQcemJmZX/jCF3LGjBlrt5144ol52WWX9V2w3QDm5wZyRCNv5ovqqvf//4c//OH8wQ9+kG95y1ty3rx562xfvXp17rjjjvnCCy/0abzaNL2VKyiKFg8AY4DhwK+B8V3stx3wM+BWoHVDj9ufuaKnuf+SSy7Jww47LDMz//Ef/zG/9a1vrd128MEH52233dZ3wUr9zHZFR35XSt3rLl/UM4SkGVhas7ysXNdBREyLiAeALwAf6uGxJ0fE/IiYv3z58jpCkqqvvb2dkSNHrl1uaWmhvb292/3PP/98Dj/8cABe97rXcf311/Pcc8/x6KOP8uMf/5ilS5d2e6xUNfX8/7/jjjtYunQpRxxxRLeP893vfpd9992XLbbYos9iVaXsByzOzAczcwUwGziyi/0+DXweeKE/g6tHvbn/3HPPZdddd+WMM87gq1/9KlDk/jlz5rBy5UqWLFnC7bffbu6XBjG/K6Wea+qtB8rMc4FzI+JY4BPACT049jzgPIDW1lYvi6Ih59vf/jbz58/npz/9KQCHHnoo8+bN48ADD2TEiBG8/vWv7/fhI1JfWr16NaeddhoXXnhht/vce++9nHnmmfzwhz/sv8DUaF2d+Ni/doeI2BcYmZnXRMTp/Rlcb5o2bRrTpk3jkksu4TOf+QwXXXQRJ554Ivfddx+tra3svPPOHHjggeZ+aQjzu1JaVz09MNqBkTXLLeW67swGjtrIY6VBo7m5ucOZs2XLltHcvE4HJG666SbOPvts5syZ06Fy/vGPf5wFCxZw4403kpnstttu/RK31Bs29P//mWee4Z577uGggw5i9OjR3HrrrbS1tTF//vy1+7/rXe/iW9/6Frvuumu/x69qiojNgHOAj9axb0N6d9ab+9eYOnUqV111FQBNTU18+ctfZsGCBVx99dU8+eST5n5pEPO7Uuq5egoY84BxEbFLRAwHpgJzaneIiHE1i0cAi8r7c4CpEbFFROwCjAPmbnrYUvVNmjSJRYsWsWTJElasWMHs2bNpa2vrsM+dd97JKaecwpw5c3j1q1+9dv2qVat47LHHALjrrru46667OPTQQ/s1fmlTbOj//w477MCjjz7KQw89xEMPPcQBBxzAnDlzaG1t5cknn+SII45g5syZvOENb2jgq1ADbOjEx3bAnsBPIuIh4ABgzppZ+Wtl5nmZ2ZqZrSNG9N+cgfXk/kWLFq29f8011zBuXNGMeu655/jzn/8MwI033khTUxPjx49H0uDkd6XUcxscQpKZKyPiVIoJOIcBF2TmvRExg2JijTnAqRHxduAl4AnK4SPlfpcDC4GVwLRczxVIpMGkqamJWbNmMXnyZFatWsWJJ57IhAkTmD59Oq2trbS1tXH66afz7LPPcvTRRwMwatQo5syZw0svvcSb3vQmALbffnu+/e1v09TUayO+pD5Xz///7syaNYvFixczY8YMZsyYAcAPf/jDDkU+DVprT5pQFC6mAseu2ZiZTwE7rVmOiJ8A/5IbuApJf6rn//6sWbO46aab2Hzzzdlxxx256KKLAPjTn/7E5MmT2WyzzWhububiiy9u8KuR1Jf8rpR6boOXUe1vra2tuaZblKTGiojbM3OdM5tVYb6QqqE3c0VETAH+k5dPmpzd6aRJ7b4/oY4ChrlCqgbbFZLq1V2+8JSutJFGn3VNo0Po0kMzu5+lWuoN/t9XX8rMa4FrO62b3s2+B/VHTLX8/y+pHuYKqW/UMweGJEmSJElSQ1nAkCRJkiRJlWcBQ5IkSZIkVZ4FDEmSJEmSVHkWMCT1i4g4LCLuj4jFEXHWevb7m4jIiKjsLOWSJKmxbFdIQ5MFDEl9LiKGAecChwPjgWMiYnwX+20HfBi4rX8jlCRJA4XtCmnosoAhqT/sByzOzAczcwUwGziyi/0+DXweeKE/g5MkSQOK7QppiLKAIak/NANLa5aXlevWioh9gZGZud4Lp0fEyRExPyLmL1++vPcjlSRJVWe7QhqiLGBIariI2Aw4B/johvbNzPMyszUzW0eMGNH3wUmSpAHFdoU0eFnAkNQf2oGRNcst5bo1tgP2BH4SEQ8BBwBznHBLkiR1wXaFNERZwJDUH+YB4yJil4gYDkwF5qzZmJlPZeZOmTk6M0cDtwJtmTm/MeFKkqQKs10hDVEWMCT1ucxcCZwK3ADcB1yemfdGxIyIaGtsdJIkaSCxXSENXU2NDkDS0JCZ1wLXdlo3vZt9D+qPmCRJ0sBku0IamuyBAVx//fXsvvvujB07lpkzZ66z/ZxzzmH8+PHsvffevO1tb+Phhx9eu23YsGFMnDiRiRMn0tY2NAq+vl+SJEmSpP425HtgrFq1imnTpnHjjTfS0tLCpEmTaGtrY/z48Wv32WeffZg/fz5bb701//3f/80ZZ5zBZZddBsBWW23FggULGhR9//P9kiRJkiQ1wpDvgTF37lzGjh3LmDFjGD58OFOnTuXqq6/usM9b3/pWtt56awAOOOAAli1b1ohQK8H3S5IkSZLUCEO+gNHe3s7IkS9fhamlpYX29vZu9z///PM5/PDD1y6/8MILtLa2csABB3DVVVf1ZaiV4PslSZIkSWqEIT+EpCe+/e1vM3/+fH7605+uXffwww/T3NzMgw8+yMEHH8xee+3Frrvu2sAoq8P3S5IkSZLUW4Z8D4zm5maWLl26dnnZsmU0Nzevs99NN93E2WefzZw5c9hiiy06HA8wZswYDjroIO68886+D7qBfL8kSZIkSY1QVwEjIg6LiPsjYnFEnNXF9tMiYmFE3BURN0fEzjXbVkXEgvI2pzeD7w2TJk1i0aJFLFmyhBUrVjB79ux1ro5x5513csoppzBnzhxe/epXr13/xBNP8OKLLwLw6KOP8otf/KLDZJaDke+XJEmSJKkRNjiEJCKGAecChwDLgHkRMSczF9bsdifQmpnPRcQ/AF8A3lduez4zJ/Zu2L2nqamJWbNmMXnyZFatWsWJJ57IhAkTmD59Oq2trbS1tXH66afz7LPPcvTRRwMwatQo5syZw3333ccpp5zCZpttxurVqznrrLMG/Q9y3y9JkiRJUiPUMwfGfsDizHwQICJmA0cCawsYmfnjmv1vBd7fm0H2tSlTpjBlypQO62bMmLH2/k033dTlcQceeCB33313n8ZWRb5fkiRJkqT+Vk8BoxlYWrO8DNh/PfufBFxXs7xlRMwHVgIzM/OqzgdExMnAyVCcre8to8+6ptceqzc9NPOIRofQJd8vSZIkSVJV9epVSCLi/UAr8Jaa1TtnZntEjAF+FBF3Z+YDtcdl5nnAeQCtra3ZmzFJkiRJkqSBr55JPNuBkTXLLeW6DiLi7cDHgbbMfHHN+sxsL/99EPgJsM8mxCtJkiRJkoagegoY84BxEbFLRAwHpgIdriYSEfsA36AoXvypZv2OEbFFeX8n4A3UzJ0hSZIkSZJUjw0OIcnMlRFxKnADMAy4IDPvjYgZwPzMnAN8EdgWuCIiAB7JzDZgD+AbEbGaolgys9PVSyRJkiRJkjaorjkwMvNa4NpO66bX3H97N8f9EthrUwKUJEmSJEmqZwiJJEmSJElSQ1nAkCRJkiRJlWcBQ5IkSZIkVZ4FDEmSJEmSVHkWMCRJkiRJUuVZwJAkSZIkSZVnAUOSJFVGRBwWEfdHxOKIOKuL7R+MiLsjYkFE/DwixjciTkmS1P8sYEiSpEqIiGHAucDhwHjgmC4KFJdk5l6ZORH4AnBO/0YpSZIaxQKGJEmqiv2AxZn5YGauAGYDR9bukJlP1yxuA2Q/xidJkhqoqdEBSJIklZqBpTXLy4D9O+8UEdOA04DhwMFdPVBEnAycDDBq1KheD1SSJPU/e2BIkqQBJTPPzcxdgTOBT3Szz3mZ2ZqZrSNGjOjfACVJUp+wgCFJkqqiHRhZs9xSruvObOCovgxIkiRVhwUMSZJUFfOAcRGxS0QMB6YCc2p3iIhxNYtHAIv6MT5JktRAzoEhSZIqITNXRsSpwA3AMOCCzLw3ImYA8zNzDnBqRLwdeAl4AjihcRFLkqT+ZAFDkiRVRmZeC1zbad30mvsf7vegJElSJTiERFK/iIjDIuL+iFgcEWd1sf2DEXF3RCyIiJ9HxPhGxClJkqrPdoU0NFnAkNTnImIYcC5wODAeOKaLhsQlmblXZk4EvgCc079RSpKkgcB2hTR0WcCQ1B/2AxZn5oOZuYLiygFH1u6QmU/XLG4DZD/GJ0mSBg7bFdIQ5RwYkvpDM7C0ZnkZsH/nnSJiGnAaMBw4uKsHioiTgZMBRo0a1euBSpKkyrNdIQ1RdfXAqGOM2WkRsTAi7oqImyNi55ptJ0TEovLmTOGSupWZ52bmrsCZwCe62ee8zGzNzNYRI0b0b4CSJGnAsF0hDT4bLGDUOcbsTqA1M/cGrqQYZ0ZEvBL4JEVFdD/gkxGxY++FL2mAaAdG1iy3lOu6Mxs4qi8DkiRJA5btCmmIqqcHRj1jzH6cmc+Vi7dSJBGAycCNmfl4Zj4B3Agc1juhSxpA5gHjImKXiBgOTAXm1O4QEeNqFo8AFvVjfJIkaeCwXSENUfXMgVHXGLMaJwHXrefY5s4HOPZMGtwyc2VEnArcAAwDLsjMeyNiBjA/M+cAp0bE24GXgCcAh5xJkqR12K6Qhq5encQzIt4PtAJv6clxmXkecB5Aa2urMwRLg1BmXgtc22nd9Jr7H+73oCRJ0oBku0IamuoZQlLXGLOywvlxoC0zX+zJsZIkSZIkSetTTwGjnjFm+wDfoChe/Klm0w3AoRGxYzl556HlOkmSJEmSpLptcAhJnWPMvghsC1wREQCPZGZbZj4eEZ+mKIIAzMjMx/vklUiSJEmSpEGrrjkw6hhj9vb1HHsBcMHGBihJkiRJklTPEBJJkiRJkqSGsoAhSZIkSZIqzwKGJEmSNEBcf/317L777owdO5aZM2eus/2cc85h/Pjx7L333rztbW/j4YcfBuDhhx9m3333ZeLEiUyYMIGvf/3r/R26JG0yCxiSJEnSALBq1SqmTZvGddddx8KFC7n00ktZuHBhh3322Wcf5s+fz1133cV73vMezjjjDABe85rX8Ktf/YoFCxZw2223MXPmTH73u9814mVI0kazgCFJkiQNAHPnzmXs2LGMGTOG4cOHM3XqVK6++uoO+7z1rW9l6623BuCAAw5g2bJlAAwfPpwtttgCgBdffJHVq1f3b/CS1AssYEiSJEkDQHt7OyNHjly73NLSQnt7e7f7n3/++Rx++OFrl5cuXcree+/NyJEjOfPMM3nta1/bp/FKUm+zgCFJkiQNMt/+9reZP38+p59++tp1I0eO5K677mLx4sVcdNFF/PGPf2xghJLUcxYwJEmSpAGgubmZpUuXrl1etmwZzc3N6+x30003cfbZZzNnzpy1w0Zqvfa1r2XPPffklltu6dN4Jam3WcCQJEmSBoBJkyaxaNEilixZwooVK5g9ezZtbW0d9rnzzjs55ZRTmDNnDq9+9avXrl+2bBnPP/88AE888QQ///nP2X333fs1fknaVE2NDkCSJEnShjU1NTFr1iwmT57MqlWrOPHEE5kwYQLTp0+ntbWVtrY2Tj/9dJ599lmOPvpoAEaNGsWcOXO47777+OhHP0pEkJn8y7/8C3vttVeDX5Ek9YwFDEmSJGmAmDJlClOmTOmwbsaMGWvv33TTTV0ed8ghh3DXXXf1aWyS1NcsYEiSJEkNNvqsaxodQpcemnlEo0OQpLWcA0OSJEmSJFWeBQxJkiRJklR5FjAkSZIkSVLlWcCQJEmSJEmVZwFDkiRJkiRVngUMSZIkSZJUeRYwJEmSJElS5VnAkCRJkiRJlVdXASMiDouI+yNicUSc1cX2N0fEHRGxMiLe02nbqohYUN7m9FbgkiRJkiRp6NhgASMihgHnAocD44FjImJ8p90eAT4AXNLFQzyfmRPLW9smxitJkgaxOk6anBYRCyPiroi4OSJ2bkSckiSp/9XTA2M/YHFmPpiZK4DZwJG1O2TmQ5l5F7C6D2KUJElDQJ0nTe4EWjNzb+BK4Av9G6UkSWqUegoYzcDSmuVl5bp6bRkR8yPi1og4qqsdIuLkcp/5y5cv78FDS5KkQaSekyY/zsznysVbgZZ+jlGSJDVIf0ziuXNmtgLHAv8ZEbt23iEzz8vM1sxsHTFiRD+EJEmSKqinJ01OAq7raoMnRyRJGnzqKWC0AyNrllvKdXXJzPby3weBnwD79CA+SaqM66+/nt13352xY8cyc+bMdbb/7Gc/Y99996WpqYkrr7yyw7YzzzyTPffckz333JPLLrusv0KWBq2IeD/QCnyxq+2eHJEkafCpp4AxDxgXEbtExHBgKlDX1UQiYseI2KK8vxPwBmDhxgYrSY2yatUqpk2bxnXXXcfChQu59NJLWbiwYzobNWoUF154Iccee2yH9ddccw133HEHCxYs4LbbbuNLX/oSTz/9dH+GLw0UdZ00iYi3Ax8H2jLzxX6KTZIkNdgGCxiZuRI4FbgBuA+4PDPvjYgZEdEGEBGTImIZcDTwjYi4tzx8D2B+RPwa+DEwMzMtYEhD0EC/ssDcuXMZO3YsY8aMYfjw4UydOpWrr766wz6jR49m7733ZrPNOqbWhQsX8uY3v5mmpia22WYb9t57b66//vr+DF8aKDZ40iQi9gG+QVG8+FMDYpRUAQO9XSFp49Q1B0ZmXpuZu2Xmrpl5drluembOKe/Py8yWzNwmM1+VmRPK9b/MzL0y83Xlv+f33UuRVFWD4coC7e3tjBz58onhlpYW2tvrG033ute9juuvv57nnnuORx99lB//+McsXbp0wwdKQ0w9J00ohoxsC1wREQsioq5eoZIGj8HQrpC0cZoaHYCkIWHtlQUAImLNlQXW9sjKzB/X7H8r8P5+jbAPHXroocybN48DDzyQESNG8PrXv55hw4Y1OiypkjLzWuDaTuum19x/e78HJalqhnS7QhrK+uMqJJI04K8s0Nzc3KHXxLJly2hurv+K0h//+MdZsGABN954I5nJbrvt1hdhSpI0FAz4doWkjWMBQ1KlVPXKApMmTWLRokUsWbKEFStWMHv2bNra2jZ8IMUEoI899hgAd911F3fddReHHnpoX4YrSZKobrtC0sZxCImk/tDTKwu8pWpXFmhqamLWrFlMnjyZVatWceKJJzJhwgSmT59Oa2srbW1tzJs3j3e961088cQTfP/73+eTn/wk9957Ly+99BJvetObANh+++359re/TVOT6VeSpI004NsVkjaOLWhJ/WHtlQUoGhhTgQ7XGq25ssBhVb2ywJQpU5gyZUqHdTNmzFh7f9KkSSxbtmyd47bccst1LrkqSZI22qBoV0jqOQsYkvpcZq6MiDVXFhgGXLDmygLA/PKKRrVXFgB4JDPrG6PRC0afdU1/PVWPPDTziEaHIElSpQyEdoWkvmEBQ1K/8MoCkiSpt9iukIYmJ/GUJEmSJEmVZwFDkiRJkiRVngUMSZIkSZJUeRYwJEmSJElS5VnAkCRJkiRpELn++uvZfffdGTt2LDNnzlxn+89+9jP23XdfmpqauPLKKztsGzZsGBMnTmTixIm0tVXr4j1ehUSSJEmSpEFi1apVTJs2jRtvvJGWlhYmTZpEW1sb48ePX7vPqFGjuPDCC/nSl760zvFbbbUVCxYs6MeI62cBQ5IkSZKkQWLu3LmMHTuWMWPGADB16lSuvvrqDgWM0aNHA7DZZgNrUMbAilaSJEmSJHWrvb2dkSNHrl1uaWmhvb297uNfeOEFWltbOeCAA7jqqqv6IMKNZw8MSZIkSZIEwMMPP0xzczMPPvggBx98MHvttRe77rpro8MC7IEhSZIkSdKg0dzczNKlS9cuL1u2jObm5h4dDzBmzBgOOugg7rzzzl6PcWNZwJAkSZIkaZCYNGkSixYtYsmSJaxYsYLZs2fXfTWRJ554ghdffBGARx99lF/84hcd5s5oNAsYkiRJkiQNEk1NTcyaNYvJkyezxx578N73vpcJEyYwffp05syZA8C8efNoaWnhiiuu4JRTTmHChAkA3HfffbS2tvK6172Ot771rZx11lmVKmDUNQdGRBwGfAUYBvxvZs7stP3NwH8CewNTM/PKmm0nAJ8oFz+TmRf1QtySJEmSJKkLU6ZMYcqUKR3WzZgxY+39SZMmsWzZsnWOO/DAA7n77rv7PL6NtcEeGBExDDgXOBwYDxwTEZ1LMI8AHwAu6XTsK4FPAvsD+wGfjIgdNz1sSZIkSZI0lNTTA2M/YHFmPggQEbOBI4GFa3bIzIfKbas7HTsZuDEzHy+33wgcBly6yZFLkiRJkjTEjD7rmkaH0KWHZh7R589RzxwYzcDSmuVl5bp6bMqxkiRJkiRJQEUm8YyIkyNifkTMX758eaPDkSRJkiRJFVNPAaMdGFmz3FKuq0ddx2bmeZnZmpmtI0aMqPOhJUmSJEnSUFFPAWMeMC4idomI4cBUYE6dj38DcGhE7FhO3nlouU6SJEmSJKluGyxgZOZK4FSKwsN9wOWZeW9EzIiINoCImBQRy4CjgW9ExL3lsY8Dn6YogswDZqyZ0FOSJEmSJKle9VyFhMy8Fri207rpNffnUQwP6erYC4ALNiFGSZIkSZI0xFViEk9JkiRJkqT1sYAhSZIkSZIqzwKGJEmSJEmqPAsYkiRJkiSp8ixgSJIkSZKkyrOAIUmSJEmSKs8ChiRJqoyIOCwi7o+IxRFxVhfb3xwRd0TEyoh4TyNilCRJjWEBQ5IkVUJEDAPOBQ4HxgPHRMT4Trs9AnwAuKR/o5MkSY3W1OgAJEmSSvsBizPzQYCImA0cCSxcs0NmPlRuW92IACVJUuPYA0NSv7BbuKQ6NANLa5aXlet6LCJOjoj5ETF/+fLlvRKcpOqwXSENTRYwJPU5u4VL6m+ZeV5mtmZm64gRIxodjqReZLtCGrocQiKpP9gtXFI92oGRNcst5TpJqmW7Qhqi7IEhqT/YLVxSPeYB4yJil4gYDkwF5jQ4JknVY7tCGqIsYEgaUOwWLg1embkSOBW4AbgPuDwz742IGRHRBhARkyJiGXA08I2IuLdxEas3XH/99ey+++6MHTuWmTNnrrP9xRdf5H3vex9jx45l//3356GHHgLgO9/5DhMnTlx722yzzViwYEH/Bq8Bz3aFNLA4hERSf7BbuKS6ZOa1wLWd1k2vuT+PIodoEFi1ahXTpk3jxhtvpKWlhUmTJtHW1sb48S9PZ3D++eez4447snjxYmbPns2ZZ57JZZddxnHHHcdxxx0HwN13381RRx3FxIkTG/RK1M9sV0hDlD0wJPUHu4VLG+BZaA1Fc+fOZezYsYwZM4bhw4czdepUrr766g77XH311ZxwwgkAvOc97+Hmm28mMzvsc+mllzJ16tR+i1sNZ7tiiPK7UhYwJPU5u4VL67fmLPR1113HwoULufTSS1m4cGGHfWrPQn/kIx/hzDPPBOC4445jwYIFLFiwgIsvvphddtnFs9AaMNrb2xk58uUT6S0tLbS3t3e7T1NTEzvssAOPPfZYh30uu+wyjjnmmL4PWJVgu2Jo8rtSYAFDUj/JzGszc7fM3DUzzy7XTc/MOeX9eZnZkpnbZOarMnNCYyOW+o9noaWNd9ttt7H11luz5557NjoU9SPbFUOP35UCCxiSJDWcZ6E1VDU3N7N06csXk1i2bBnNzc3d7rNy5UqeeuopXvWqV63dPnv2bP/fS0OA35UCCxiSJA0KnoXWQDRp0iQWLVrEkiVLWLFiBbNnz6atra3DPm1tbVx00UUAXHnllRx88MFEBACrV6/m8ssv92yqpLr4XTnw1VXAiIjDIuL+iFgcEWd1sX2LiLis3H5bRIwu14+OiOcjYkF5+3ovxy9J0oDnWWgNVU1NTcyaNYvJkyezxx578N73vpcJEyYwffp05swp5mQ86aSTeOyxxxg7diznnHNOh4n7fvaznzFy5EjGjBnTqJcgqZ/4XSmo4zKqETEMOBc4BFgGzIuIOZlZO2PKScATmTk2IqYCnwfeV257IDMn9m7YkiQNHrVnoZubm5k9ezaXXHJJh33WnIV+/etf3+1Z6FtuuaUR4UubZMqUKUyZMqXDuhkzZqy9v+WWW3LFFVd0eexBBx3Erbfe2qfxSaoGvysFdRQwgP2AxZn5IEBEzAaOBGoLGEcCnyrvXwnMijX/UyRJ0nrVnoVetWoVJ5544tqz0K2trbS1tXHSSSdx/PHHM3bsWF75ylcye/bstcd7FlpVNfqsaxodQpcemnlEo0OQ1EN+VwrqK2A0A0trlpcB+3e3T2aujIingDV9dXaJiDuBp4FPZOY6Ja+IOBk4GWDUqFE9egGSJA0GnoWWJGn9/K5UPQWMTfF7YFRmPhYRfw1cFRETMvPp2p0y8zzgPIDW1tbs4nEkSRqQPAMtSdL6+V2petUziWc7MLJmuaVc1+U+EdEE7AA8lpkvZuZjAJl5O/AAsNumBi1JkiRJkoaWegoY84BxEbFLRAwHpgJzOu0zBzihvP8e4EeZmRExopwElIgYA4wDHuyd0CVJkiRJ0lCxwSEk5ZwWpwI3AMOACzLz3oiYAczPzDnA+cDFEbEYeJyiyAHwZmBGRLwErAY+mJmP98ULkSRJkiRJg1ddc2Bk5rXAtZ3WTa+5/wJwdBfHfRf47ibGKEmSJEmShrh6hpBIkiRJkiQ1lAUMSZIkSZJUeRYwJEmSJElS5VnAkCRJkiRJlWcBQ5IkSZIkVZ4FDEmSJEmSVHkWMCRJkiRJUuVZwJAkSZIkSZVnAUOSJEmSJFWeBQxJkiRJklR5FjAkSZIkSVLlWcCQJEmSJEmVZwFDkiRJkiRVngUMSZIkSZJUeRYwJEmSJElS5VnAkCRJkiRJlWcBQ5IkSZIkVZ4FDEmSJEmSVHkWMCRJkiRJUuVZwJAkSZIkSZVXVwEjIg6LiPsjYnFEnNXF9i0i4rJy+20RMbpm28fK9fdHxORejF3SALIpeUTS0GGukFQPc4U0NG2wgBERw4BzgcOB8cAxETG+024nAU9k5ljgy8Dny2PHA1OBCcBhwNfKx5M0hGxKHpE0dJgrJNXDXCENXfX0wNgPWJyZD2bmCmA2cGSnfY4ELirvXwm8LSKiXD87M1/MzCXA4vLxJA0tm5JHJA0d5gpJ9TBXSENUUx37NANLa5aXAft3t09mroyIp4BXletv7XRsc+cniIiTgZPLxWcj4v66ou9fOwGP9sYDxdCo//p+9UxV36+de+lxNiWPdHhfzBeDju9Vz1T1/TJXbJyq/j2ryverflV9r8wVG6eqf8+q8v3qmaq+X13mi3oKGH0uM88Dzmt0HOsTEfMzs7XRcQwUvl894/tVP/PF4OJ71TO+X/UzVww+vl/1872qn7li8PH96pmB9n7VM4SkHRhZs9xSrutyn4hoAnYAHqvzWEmD36bkEUlDh7lCUj3MFdIQVU8BYx4wLiJ2iYjhFJNyzum0zxzghPL+e4AfZWaW66eWswDvAowD5vZO6JIGkE3JI5KGDnOFpHqYK6QhaoNDSMoxY6cCNwDDgAsy896ImAHMz8w5wPnAxRGxGHicIolQ7nc5sBBYCUzLzFV99Fr6WqW7llWQ71fPDOr3a1PyyAA1qP+evcz3qmcG9ftlrtAG+H7Vb1C/V+YKbYDvV88MqPcrLERKkiRJkqSqq2cIiSRJkiRJUkNZwJAkSZIkSZVnAUOSJEmSJFWeBQz1iojYLCIObHQcA0VE7BoRW5T3D4qID0XEKxoclnpZRPxzo2Oomog4ICK2q1nePiL2b2RMkqrHdkXP2K7QUGWu6LmBni8sYKxHRLRExPciYnlE/CkivhsRLY2Oq4oyczVwbqPjGEC+C6yKiLEUM/+OBC5pbEjqA6c1OoAK+m/g2ZrlZ8t16obfRYOLf8/62K7oMdsVg4y5oj7mio0yoPOFBYz1+ybFNaRfA7wW+H65Tl27OSL+JiKi0YEMAKszcyXwLuC/MvN0iv9nGlz8LKwrsubyV2XDY4OX9B7i/C4aXPx71s92Rf1sVww+5or6mSt6ZkDnCwsY6zciM7+ZmSvL24XAiEYHVWGnAFcAKyLi6Yh4JiKebnRQFfVSRBwDnAD8oFy3eQPjUd/wOtXrerDsqrh5efsw8GCjg6o4v4sGF/+e9bNdUT/bFYOPuaJ+5oqeGdD5wgLG+j0WEe+PiGHl7f3AY40Oqqoyc7vM3CwzN8/M7cvl7RsdV0X9HfB64OzMXBIRuwAXNzgmbYQ1X5Jd3J6hOGOijj4IHAi0A8uA/YGTGxpR9fldNLj496yT7YoesV0x+Jgr6mSu6LEBnS+ipievOomInYH/ovgDJ/BL4EOZ+UhDA6uostvWccAumfnpiBgJvCYz5zY4tEqKiK2AUZl5f6NjkVRdfhcNLv4962e7omdsVwwu5or6mSt6biDnCwsY6jUR8d/AauDgzNwjInYEfpiZkxocWuVExDuBLwHDM3OXiJgIzMjMtsZGpp6KiK2BlzLzpXJ5d2AK8FBmfq+hwVVIRJyRmV+IiP+ii6E1mfmhBoQlqcJsV9TPdoWGMnNFzwz0fOHEaV2IiOnr2ZyZ+el+C2Zg2T8z942IOwEy84mIGN7ooCrqU8B+wE8AMnNBRIxpZEDaaNcDJwGLytmcfwV8B3hHROyfmWc1NLrquK/8d35DoxhA/C4aXPx7bhTbFfX7FLYrBgVzxUYxV/TMpxjA+cICRtf+3MW6bSh+pLwKMHF07aWIGEZ5djUiRlBUQ7WulzLzqU6TJfteDUw7Zuai8v4JwKWZ+U/lF+ftgAUMIDO/X959LjOvqN0WEUc3IKSBwO+iwcW/Z8/Zrqif7YrBw1zRc+aKnhnQ+cICRhcy8z/W3I+I7YAPU0x2Mhv4j+6OE18Fvge8OiLOBt4DfKKxIVVLRFwLTAPujYhjgWERMQ74EMXYRg08tcMhDga+CJCZKyJiwHwZ9KOPUcwUvqF1Q57fRYOLf8+NYrtiA2xXDD7mio1irqjDYMkXFjC6ERGvBE6jmBDmImDfzHyisVFVW2Z+JyJuB94GBHBUZt63gcOGmm8CN1DM9Lsn8CJwSbnOivrAdFdEfIniqhpjgR8CRMQrGhlU1UTE4RRzgzRHxFdrNm0PrGxMVNXnd9Hg4t+zZ2xX1MV2xSBkrugZc0XdBkW+cBLPLkTEF4F3A+cB52bmsw0OacAou2/9BTXFMWdL7igitgX+DTiMIoGs+RBmZp7TsMC0UcpZnD8MvAa4IDN/Xa4/ENg1MwfMZan6UkS8DpgIzABqx/c+A/zYhtm6/C4aXPx7bhzbFRtmu2JwMVdsHHNFfQZDvrCA0YWy2/eLFGcFa9+goPjjel3hLkTEPwGfBP4IrOLl92vvhgZWMeXcCGcBx1J0B1z7fywz/71RcWnTlWMuyczljY6lqiJic4rc8FcU//fvz8wVjY2qmvwuGlz8e/ac7Yr62K4YXMwVPWeuqN9gyBcOIelCZm7W6BgGqA8Du2fmY40OpKoi4jDgHGAORXfA5xockjZRee3x6cCpwLBy1UrgvzJzRkODq6ZDgG8AD1A0MHaJiFMy87rGhlU9fhcNLv49N4rtig2wXTH4mCs2irmiDoMlX1jAUG9aCjzV6CAq7uPA0Zl5b6MDUa/5CPBGYL/MXAJQXorqvyPiI5n55YZGVz3nAG/NzMUAEbErcA1gAUNSZ7YrNsx2hWSuqNegyBcOIdEmi4jTyrsTgN0pfoy8uGb7QBlPJW2M8prjh2Tmo53WjwB+mJn7NCayaoqIeZk5qWY5gLm16yQNbbYrJNXDXDE02QNDvWG78t9Hytvw8gYdx+5Jg9HmnYsXUMyDUc73oI7ml5fxupwiPxwNzIuIdwNk5v81MjhJlWC7QlI9zBVDkD0w1Gsi4ujMvGJD66TBJCLuyMx9e7ptqIqIb65nc2bmif0WjKRKs10hqR7miqHFAoZ6TVc/1vwBp8EuIlYBf+5qE7BlZtoLQ5I2gu0KSfUwVwwtDiHRJouIw4EpQHNEfLVm0/YUl4CSBq3MHNboGAaSiGgB/gt4Q7nqFuDDmbmscVFJqhLbFZLqYa4YmrxMj3rD74D5FGPNflveFgJXA5MbGJek6vkmxeW7Xlvevl+uk6Q1bFdIqoe5YgiyB4Z6w0LgOIpJc9aMXx9F8aPkB40KSlIljcjM2oLFhRHxz40KRlIl2a6QVA9zxRBkDwz1hi8AOwI7Z+a+5XizMcAOwJcaGpmkqnksIt4fEcPK2/uBxxodlKRKsV0hqR7miiHISTy1ySJiEbBbdvrPFBHDgN9k5rjGRCapaiJiZ4o5MF5P0eXzl8CHMvORhgYmqTJsV0iqh7liaHIIiXpDdk4c5cpVEWGFTNJamfkw0NboOCRVmu0KSfUwVwxBDiFRb1gYEX/beWXZNfw3DYhHkiQNXLYrJNXDXDEEOYREmywimoH/A54Hbi9XtwJbAe/KzPZGxSZJkgYW2xWS6mGuGJosYKjXRMTBwIRycWFm3tzIeCRVS0RsBrwnMy9vdCySqs92haR6mCuGFgsYkqR+ExHzM7O10XFIkiRp4LGAIUnqNxExE3gUuAz485r1mfl4w4KSJEnSgGABQ5LUbyJiSRerMzPH9HswkiRJGlAsYEiSJEmSpMrzMqqSpH4TEVtHxCci4rxyeVxEvKPRcUmSJKn6LGBIkvrTN4EVwIHlcjvwmcaFI0mSpIHCAoYkqT/tmplfAF4CyMzngGhsSJIkSRoILGBIkvrTiojYCkiAiNgVeLGxIUmSJGkgaGp0AJKkIeWTwPXAyIj4DvAG4AMNjUiSJEkDglchkST1q4h4FXAAxdCRWzPz0QaHJEmSpAHAHhiSpP72FuCNFMNINge+19hwJEmSNBDYA0OS1G8i4mvAWODSctX7gAcyc1rjopIkSdJAYAFDktRvIuI3wB5ZfvlExGbAvZm5R2MjkyRJUtV5FRJJUn9aDIyqWR5ZrpMkSZLWyzkwJEl9LiK+TzHnxXbAfRExt1zeH5jbyNgkSZI0MFjAkCT1hy81OgBJkiQNbM6BIUmSJEmSKs8eGJKkPhcRP8/MN0bEMxRDR9ZuAjIzt29QaJIkSRog7IEhSepzEbFzZj7c6DgkSZI0cHkVEklSf/jemjsR8d1GBiJJkqSByQKGJKk/RM39MQ2LQpIkSQOWBQxJUn/Ibu5LkiRJdXEODElSn4uIVcCfKXpibAU8t2YTTuIpSZKkOljAkCRJkiRJlecQEkmSJEmSVHkWMCRJkiRJUuVZwJAkSZIkSZVnAUOSJEmSJFWeBQxJkiRJklR5FjAkSZIkSVLlWcCQJEmSJEmVZwFDkiRJkiRVngUMSZIkSZJUeRYwJEmSJElS5VnAUL+JiDdFxP2NjkNS/xlon/uIeDYixjQ6DkmSBBHxk4j4fw18/rXtgoi4MCI+U94/KCKW1ex3b0Qc1JgohxYLGINARLwxIn4ZEU9FxOMR8YuImBQRH4iInzc6vjUy85bM3H1THyciriuTybMR8VJErKhZ/p+IWBkRu3Zx3Pci4kub+vxSFQy1zz2sbThkRBzZaf2Xy/Uf2NTnyMxtM/PBTX0caSiKiGMjYn75ffz78vv6jZv4mGt/MPSFiHgoIt7eV48vDWTl5+P58jP9x/LzuG2j4+otZRFidc3viPaI+PfafeptF2TmhMz8SZ8Fq7UsYAxwEbE98APgv4BXAs3AvwMv1nn8sL6Lrm9k5uFlMtkW+A7whTXLmfn3wM3A8bXHRMQrgSnARf0fsdS7huLnvsZvgb9dsxARTcB7gQcaFpEkIuI04D+BzwJ/AYwCvgYcuZ7DeuN5m/ry8SXxzrLNvS/QCnyiP540Cv3xW/V3Nb8r3gicFBFH9cPzaiNZwBj4dgPIzEszc1VmPp+ZPwReAr4OvL6sKD4Ja89k/HdEXBsRfwbeGhGvjYjvRsTyiFgSER9a8+ARsV9E/CoinizPpsyKiOE12zMi/jEiFkXEMxHx6YjYtTwz/HREXL5m/y66Wj0UEf8SEXeVZ5Evi4gta7afUT7n7yLi/5XPNbaO9+QiOhUwgKnAwsy8u4fvr1RFQ/lz/33gjRGxY7l8GHAX8Ieax9gsIj4REQ9HxJ8i4lsRsUO57bqIOLX2zYyIX0fEu2te29jy/hYR8aWIeCSKM09fj4itym07RcQPyvfo8Yi4pZ8aWlLllJ+vGcC0zPy/zPxzZr6Umd/PzNPLz9J/lp/r35X3tyiPPSgilkXER8vP6+8j4u/KbScDxwFnlDnt++X6hyLizIi4C/hzRDRFxFkR8UCZkxZGxLs6xfj3EXFfzfZ9I+JiikLL98vHP6Mf3zZpQMnMduA6YK/y+295RDxR3m9Zs18UQz4+FxFzyzbB1VGcSFyz/YCyvfBk+f17UKdjz46IXwDPAesM6YyIE8vP8hMRcUNE7Fyujyh6ZP6pfN67I2LPctuU8nP/TBS9LP6lm9e4BPglML7m+er6/RE1vbki4lNlW+hb5XPeGxGtNfvuGxF3ltuuKNtCfdbTbLCxsTXw/RZYFREXRcThaxr1mXkf8EHgV2VV8RU1xxwLnA1sR/Eh/T7wa4qzuG8D/jkiJpf7rgI+AuwEvL7c/o+dYpgM/DVwAHAGcB7wfmAksCdwzHrify/FD5BdgL2BDwBExGHAacDbgbHAQXW+HwDfA3aKjt1Wj8feFxo8hvLn/gXgaoqiJBS9Mb7VaZ8PlLe3UjR+tgVmldsurY0tIsYDOwPXdPFcMymKRRPLeJqB6eW2jwLLgBEUZ5v/FcjuX7I0qL0e2JLi+7crH6fIFROB1wH70fEs7l8CO1B8xk4Czo2IHTPzPDr2tHxnzTHHAEcAr8jMlRS9sN5UPs6/A9+OiNcARMTRwKco8sX2QBvwWGYeDzxCeYY5M7+wKW+CNJhFxEiK3swPAt+k+O4cBTzPy9+xa/wtcCLwGmAl8NXyMZopvm8/Q9GD9F+A70bEiJpjjwdOpmivPNwphiMpvm/fTfH9ewvF9zrAocCbKb63d6BoazxWbjsfOCUzt6Noo/yom9c4DngDcOuG35ENagNmA68A5lC+R1Gc4PkecCHFe3Ap8K4uH0FdsoAxwGXm0xTdnRL4H2B5RMyJiL9Yz2FXZ+YvMnM1sBcwIjNnZOaKcozX/1D+OMjM2zPz1sxcmZkPAd8A3tLp8b6QmU9n5r3APcAPM/PBzHyKolK7z3pi+Wpm/i4zH6f4QTWxXP9e4JuZeW9mPkfR8KhLZj4PXEHZzbxMRn8NXFLvY0hV5ueebwF/GxGvKOO6qtP244BzynieBT4GTI2iq/n3gIlrztiU+/5fZnYYfhMRQdGA+khmPp6Zz1B0jV9TOHmJomG2c3mm+ZbMtIChoepVwKNlIaErxwEzMvNPmbmcosBQ21PypXL7S5l5LfAssKG5c76amUvL73wy84oyr6zOzMuARRSFEoD/R5Gz5mVhcWY+3N0DS+rgqih6dP4c+ClwRmZ+NzOfK78bz2bdNsLFmXlPZv4Z+DfgvVEMX30/cG1mXlt+Vm8E5lMURta4sGwHrMzMlzo97geBz2XmfWW++Swvf6e/RFH0+Csgyn1+Xx73EjA+IrbPzCcy846ax3xt2RvkaYoTRLeVr3VT/bx8nauAiymKt1AUc5socthLmfl/wNxeeL4hwwLGIFB+QD+QmS0UVcXXUoxD7c7Smvs78/IH98kyQf0rxRlFImK3smvYH8oP9mcpzsrW+mPN/ee7WF7fZD9/qLn/XM2+r+0UZ+39elwEHB1F1/TjgRsy8089fAypsoby5z4zf05x5uXjwA/W/ICp8Vo6nrV5mKKx8BdlY+saXi5EHENxhrezEcDWwO0179H15XqALwKLgR9GxIMRcVbXL1UaEh6j6PnY3XwUXX0mX1t7fKfiR21e6E6H/BARfxsRC2o+r3vyct4aifPkSBvrqMx8RWbunJn/SFHj/0YUwzSfBn4GvCI6zq9V+/l8GNic4vO4M0X7vLb98UaKEwJdHdvZzsBXao59HAigOTN/RNHL4VzgTxFxXhRzhgH8DUWR5OGI+GlEvL7mMX9Xvr7tKXpLPE/v9Nru3NbZssyRrwXaO5306OnvnCHNAsYgk5m/oeiStCfdd2fu/IFZUn5w19y2y8w1ldD/Bn4DjCs/2P9KkSj62u+BlprlkT08/ucUSe1Iimqvw0c0aA3Rz/23KYZxdB4+AvA7ikbOGqMourCuKbJcChxTNmC2BH7cxWM8StGImVDzHu2QxSRfZOYzmfnRzBxD0U30tIh42wZfoTQ4/YpiEuGjutne1Wfyd3U+9gZzWnn29X+AU4FXZTF87h5ezltLgXWuTraBx5fUtY9S9JDav2wjvLlcX9tOqP3+HkXRA+JRis/ixZ3aH9tk5sya/df3mVxKMRSk9vitMvOXAJn51cz8a4o5LHYDTi/Xz8vMI4FXU/TavLyrBy97kV4CvLOr7b3k90Bz2dNzjZ7+zhnSLGAMcBHxV1FMfNVSLo+kOKN4K0VjvSVqJt/rwlzgmSgmw9oqIoZFxJ4RMancvh3wNPBsRPwV8A9992o6uBz4u4jYIyK2puh+Vreyqvkt4PMU1dTv93qEUoP4uQeK8bSHUJz56exS4CMRsUsUl3v7LHBZzRneayl+TM0o16/u/ADluv8BvhwRr4Zi7O6aeUIi4h0RMbZsgDxFMW/IOo8jDQVlo386xdwVR0XE1hGxeTlHzxcoPpOfiIgREbFTue+363z4P9LFRH6dbEPxo2c5QBSTgO5Zs/1/gX+JiL+OwtiaYWT1PL6kl21HUeB/MorJOT/ZxT7vj4jx5Xf5DODKcijFt4F3RsTksu2xZRQT+bZ08Rhd+TrwsYiYAMUEwlHMcUMUl5LfPyI2B/5MMWfW6ogYHhHHRcQO5ZCUp+nm+7psM0wF7q0zno3xK4o2w6lRTEB8JC8Pd1MdLGAMfM8A+wO3RXF1gVspzjp8lGKCmnuBP0TEo10dXCaTd1CMQV9CUR39X4rJb6CYXOfY8nn+B7isr15Ip7iuo/iB8mOKbtprJtOp6zKRpW9RVH0v6zy+XRrghvznvpyX4uZu5p24gGK86c8oXt8LwD/VHPsi8H8Uk4Wub26cM9fEUXaTvYmXx+WPK5efpWiMfC0zu+rJIQ0JmfkfFJPwfoKikLCUokfEVRQT9s2nuGLQ3cAd5bp6nE8xdv3JiLiqm+deCPwHxWfxjxTz/PyiZvsVFOP0L6HIa1dRTJ4H8DmK4sqT0c2VCSR18J/AVhRth1sphld2djFFz9A/UPR0/BBAZi6l6B39r7ycJ06nzt+kmfk9ipOTs8vv5XuAw8vN21O0WZ6gGLbyGMVwTyiGkz9UHvNBinl51nhtFFcherY87pWdtveqzFxBMQnpScCTFD3Ff0DPfuMMaeGcYxoIImIPiiS1xXomCZM0iPi5lyRpYImInwDfzsz/bXQsA0VE3AZ8PTO/2ehYBgJ7YKiyIuJdUVw7fkeKauv3/REjDW5+7iVJ0mAWEW+JiL8sh5CcQHFJ+a56sqgLFjBUZacAf6KYOXwV/TcOX1Lj+LmXJEmD2e7ArymGkHwUeE/NJV+1AQ4hkSRJkiRJlWcPDCAiDouI+yNicUSc1cX2D0bE3VFcX/znETG+0/ZR5eQvTv4kDWLmCkn12lC+qNnvbyIiI6K1XN6vzCELIuLXEfGu/otaktRItjU3rK4eGBFxGPAVYBjwv52u1UtEfBCYRtHd91ng5MxcGBGjgfuA+8tdb83MD67vuXbaaaccPXp0D1/GxstM7rnnHnbbbTc233xzfvOb37DLLruw1VZbrd1n1apVDBs2DIAnn3yS5cuXM27cuLXbH3jgAQC22WYb/vIv/7LfYpf62u233/5oZo6od//+zBXQv/nCXCF1r6e5or9VsW0BRc5YvHgxmcnIkSPZZpttWL16NRFBRPDSSy+xcOFC9t57b4or9koD28bkisH8O0SqZVuzo+7yxQYLGBExDPgtcAiwDJgHHFNesmrNPttn5tPl/TbgHzPzsDJx/CAz91z3kbvW2tqa8+fPr3f3TfarX/2KT33qU9xwww0AfO5znwPgYx/7WJf7X3rppXzrW9/iuuuuA+Cqq67iF7/4Bdtssw3bbrst//Ivg7bYpSEoIm7PzNY69+3XXAH9my/MFVL3epIrGqGqbYt//ud/5pBDDuGLX/wiX/rSl2ht7fgWLlmyhAMOOID29naampr6J3ipD/U0Vwz23yFSLduaHXWXL+oZQrIfsDgzHyyvWzub4vq9a61JGqVtgAEzsUZ7ezsjR45cu9zS0kJ7e/s6+5177rnsuuuunHHGGXz1q18F4Nlnn+Xzn/88n/zkJ/stXqnCzBWYKyTVly/uuOMOli5dyhFHHLHO8bfddhsTJkxgr7324utf/7rFCw1lg7ptIdWyrVmfegoYzcDSmuVl5boOImJaRDwAfAH4UM2mXSLizoj4aUS8qasniIiTI2J+RMxfvnx5D8LvP9OmTeOBBx7g85//PJ/5zGcA+NSnPsVHPvIRtt122wZHJ1VCn+eK8vhK5wtzhaQNWb16Naeddhr/8R//0eX2/fffn3vvvZd58+bxuc99jhdeeKGfI5Qqw98hUidDva3ZayX9zDwXODcijgU+AZwA/B4YlZmPRcRfA1dFxIROlVIy8zzgPCi6bvVWTPVobm5m6dKX8+KyZctobl4nL641depU/uEfiqv63XbbbVx55ZWcccYZPPnkk2y22WZsueWWnHrqqX0etzRQbUquKI9vSL4wV0iq14byxTPPPMM999zDQQcdBMAf/vAH2tramDNnTodhJHvssQfbbrst99xzzzrDSyS9bKD+DpFq2dasTz0FjHZgZM1yS7muO7OB/wbIzBeBF8v7t5eV0d2AygwumzRpEosWLWLJkiU0Nzcze/ZsLrnkkg77LFq0aO3kKNdcc83a+7fccsvafT71qU+x7bbbDsr/JFKdzBXmCklsOF/ssMMOPProo2uXDzrooLVzYCxZsoSRI0fS1NTEww8/zG9+8xucVFBD2KBuW0i1bGvWp54CxjxgXETsQpEwpgLH1u4QEeMyc1G5eASwqFw/Ang8M1dFxBhgHPBgbwXfG5qampg1axaTJ09m1apVnHjiiUyYMIHp06fT2tpKW1sbs2bN4qabbmLzzTdnxx135KKLLmp02FIVmSvMFZKoL1905+c//zkzZ85k8803Z7PNNuNrX/saO+20Uz9GL1XKoG5bSLVsa9an3suoTgH+k+LyRRdk5tkRMQOYn5lzIuIrwNuBl4AngFMz896I+BtgRrl+NfDJzPz++p7L2X+l6tiI2cL7LVeA+UKqCq9CIqkeG5Mr/B0iDU3d5Yu65sDIzGuBazutm15z/8PdHPdd4Ls9C7X3jD7rmkY99Xo9NHPdGcelwWCg5gowX0iqj7lC6l8DuW2hoaGq3wu9qUrfMfVchUSSJEmSJKmhLGBIkiRJkqTKs4AhSZIkSZIqzwKGJEmSJEmqPAsYkiRJkiSp8ixgSJIkSZKkyrOAIUmSJEmSKs8ChiRJqoyIOCwi7o+IxRFx1nr2+5uIyIho7c/4JElS41jAkCRJlRARw4BzgcOB8cAxETG+i/22Az4M3Na/EUqSpEaygCH1o+uvv57dd9+dsWPHMnPmzHW2f/3rX2evvfZi4sSJvPGNb2ThwoUNiFJSow3hXLEfsDgzH8zMFcBs4Mgu9vs08Hnghf4MTpIkNZYFDKmfrFq1imnTpnHdddexcOFCLr300nV+dBx77LHcfffdLFiwgDPOOIPTTjutQdFKapQhniuagaU1y8vKdWtFxL7AyMy8pj8DkyRJjWcBQ+onc+fOZezYsYwZM4bhw4czdepUrr766g77bL/99mvv//nPfyYi+jtMSQ1mruheRGwGnAN8tI59T46I+RExf/ny5X0fnCRJ6nNNjQ5AGira29sZOXLk2uWWlhZuu23d4dvnnnsu55xzDitWrOBHP/pRf4YoqQKGeK5oB0bWLLeU69bYDtgT+ElZtPlLYE5EtGXm/NoHyszzgPMAWltbsy+DliRJ/cMeGFLFTJs2jQceeIDPf/7zfOYzn2l0OJIqapDminnAuIjYJSKGA1OBOWs2ZuZTmblTZo7OzNHArcA6xQtJkjQ4WcCQ+klzczNLl748tHvZsmU0Nzd3u//UqVO56qqr+iEySVUylHNFZq4ETgVuAO4DLs/MeyNiRkS0NTY6SZLUaHUVMDZ0TfaI+GBE3B0RCyLi57WXPIuIj5XH3R8Rk3szeGkgmTRpEosWLWLJkiWsWLGC2bNn09bWsT2+aNGitfevueYaxo0b199hbhJzhbTphkKuWJ/MvDYzd8vMXTPz7HLd9Myc08W+B9n7QhrcbFtIqrXBOTBqrsl+CMVs4PMiYk5m1k6Jfklmfr3cv41igq3DygQyFZgAvBa4KSJ2y8xVvfw6pMprampi1qxZTJ48mVWrVnHiiScyYcIEpk+fTmtrK21tbcyaNYubbrqJzTffnB133JGLLrqo0WHXzVwh9Y7BniskqV62LSR1Vs8knmuvyQ4QEWuuyb42cWTm0zX7bwOsmSzrSGB2Zr4ILImIxeXj/aoXYpcGnClTpjBlypQO62bMmLH2/le+8pX+Dqk3mSukXjLIc4Uk1cu2haQO6ilgdHVN9v077xQR04DTgOHAwTXH3trp2O4H8koayMwVkiSpN9m2kNRBr11GNTPPBc6NiGOBTwAn1HtsRJwMnAwwatSo3gpJ6lOjz7qm0SF06aGZRzQ6hPXalFwB5gsNPOYKSepb/g6Rho56JvHc0DXZO5sNHNWTYzPzvMxszczWESNG1BGSpArq81wB5gtJkoYQf4dI6qCeAsZ6r8kOEBG1058fAayZHn0OMDUitoiIXYBxwNxND1tSBZkrJElSb7JtIamDDQ4hycyVEbHmmuzDgAvWXJMdmF9e1uzUiHg78BLwBGW3rXK/yykm2lkJTHPmX2lwMldIkqTeZNtCUmd1zYGRmdcC13ZaN73m/ofXc+zZwNkbG6CkgcNcIUmSepNtC0m16hlCIkmSJEmS1FAWMCRJkiRJUuVZwJAkSZIkSZVnAUOSJEmSJFWeBQxJkiRJklR5FjAkSZIkSVLlWcCQJEmSJEmVZwFDkiRJkiRVngUMSZIkSZJUeRYwJEmSJElS5VnAkCRJkiRJlWcBQ5IkSZIkVZ4FDEmSJEmSVHkWMCRJkiRJUuVZwJAkSZIkSZVnAUOSJEmSJFVeXQWMiDgsIu6PiMURcVYX20+LiIURcVdE3BwRO9dsWxURC8rbnN4MXlK1mCskSVJvsm0hqVbThnaIiGHAucAhwDJgXkTMycyFNbvdCbRm5nMR8Q/AF4D3lduez8yJvRu2pKoxV0iSpN5k20JSZ/X0wNgPWJyZD2bmCmA2cGTtDpn548x8rly8FWjp3TAlDQDmCkmS1JtsW0jqoJ4CRjOwtGZ5WbmuOycB19UsbxkR8yPi1og4qqsDIuLkcp/5y5cvryMkSRXU57kCzBeSJA0h/g6R1MEGh5D0RES8H2gF3lKzeufMbI+IMcCPIuLuzHyg9rjMPA84D6C1tTV7MyZJ1bOxuQLMF5IkaV3+DpGGhnp6YLQDI2uWW8p1HUTE24GPA22Z+eKa9ZnZXv77IPATYJ9NiFdSdZkrJElSb7JtIamDegoY84BxEbFLRAwHpgIdZvGNiH2Ab1AkjT/VrN8xIrYo7+8EvAGonXRH0uBhrpC0yeq44sAHI+Lu8qoCP4+I8Y2IU1K/sG0hqYMNDiHJzJURcSpwAzAMuCAz742IGcD8zJwDfBHYFrgiIgAeycw2YA/gGxGxmqJYMrPTrMGSBglzhaRNVecVBy7JzK+X+7cB5wCH9XuwkvqcbQtJndU1B0ZmXgtc22nd9Jr7b+/muF8Ce21KgJIGDnOFpE209ooDABGx5ooDa390ZObTNftvAzhmXRrEbFtIqtWrk3hKkiRtgq6uOLB/550iYhpwGjAcOLirB4qIk4GTAUaNGtXrgUqSpP5XzxwYkiRJlZGZ52bmrsCZwCe62ee8zGzNzNYRI0b0b4CSJKlPWMCQJElVUdcVB2rMBo7qy4AkSVJ1WMCQJElVUc8VB8bVLB4BLOrH+CRJUgM5B4YkSaqEOq84cGpEvB14CXgCOKFxEUuSpP5kAUOSJFVGHVcc+HC/ByVJkirBISSSJEmSJKnyLGBIkiRJkqTKs4AhSZIkSZIqzwKGJEmSJEmqPAsYkiRJkiSp8ixgSJIkSZKkyrOAIUmSJEmSKs8ChiRJkiRJqjwLGJIkSZIkqfLqKmBExGERcX9ELI6Is7rYflpELIyIuyLi5ojYuWbbCRGxqLyd0JvBS6oWc4UkSepNti0k1dpgASMihgHnAocD44FjImJ8p93uBFozc2/gSuAL5bGvBD4J7A/sB3wyInbsvfAlVYW5QpIk9SbbFpI6q6cHxn7A4sx8MDNXALOBI2t3yMwfZ+Zz5eKtQEt5fzJwY2Y+nplPADcCh/VO6JIqxlwhSZJ6k20LSR3UU8BoBpbWLC8r13XnJOC6nhwbESdHxPyImL98+fI6QpJUQX2eK8B8IUnSEOLvEEkd9OoknhHxfqAV+GJPjsvM8zKzNTNbR4wY0ZshSaqgjc0VYL6QJEnr8neINDTUU8BoB0bWLLeU6zqIiLcDHwfaMvPFnhwraVAwV0iSpN5k20JSB/UUMOYB4yJil4gYDkwF5tTuEBH7AN+gSBp/qtl0A3BoROxYTppzaLlO0uBjrpAkSb3JtoWkDpo2tENmroyIUyk+8MOACzLz3oiYAczPzDkUXbW2Ba6ICIBHMrMtMx+PiE9TJB+AGZn5eJ+8EkkNZa6QJEm9ybaFpM42WMAAyMxrgWs7rZtec//t6zn2AuCCjQ1Q0sBhrpAkSb3JtoWkWr06iackSZIkSVJfsIAhSZIkSZIqzwKGJEmSJEmqPAsYkiRJkiSp8ixgSJIkSZKkyrOAIUmSJEkD3PXXX8/uu+/O2LFjmTlz5jrbf/azn7HvvvvS1NTElVde2WHbI488wqGHHsoee+zB+PHjeeihh/opaqlnLGBIkiRJ0gC2atUqpk2bxnXXXcfChQu59NJLWbhwYYd9Ro0axYUXXsixxx67zvF/+7d/y+mnn859993H3LlzefWrX91foUs90tToACRJkiRJG2/u3LmMHTuWMWPGADB16lSuvvpqxo8fv3af0aNHA7DZZh3PYS9cuJCVK1dyyCGHALDtttv2T9DSRrAHhiRJkiQNYO3t7YwcOXLtcktLC+3t7XUd+9vf/pZXvOIVvPvd72afffbh9NNPZ9WqVX0VqrRJLGBIkiRJ0hC1cuVKbrnlFr70pS8xb948HnzwQS688MJGhyV1yQKGJEmSJA1gzc3NLF26dO3ysmXLaG5uruvYlpYWJk6cyJgxY2hqauKoo47ijjvu6KtQpU1iAUOSJEmSBrBJkyaxaNEilixZwooVK5g9ezZtbW11H/vkk0+yfPlyAH70ox91mDtDqhILGJIkqTIi4rCIuD8iFkfEWV1sPy0iFkbEXRFxc0Ts3Ig4JalKmpqamDVrFpMnT2aPPfbgve99LxMmTGD69OnMmTMHgHnz5tHS0sIVV1zBKaecwoQJEwAYNmwYX/rSl3jb297GXnvtRWby93//9418OVK3vAqJJEmqhIgYBpwLHAIsA+ZFxJzMrL0W4J1Aa2Y+FxH/AHwBeF//RytJ1TJlyhSmTJnSYd2MGTPW3p80aRLLli3r8thDDjmEu+66q0/jk3qDBQxJklQV+wGLM/NBgIiYDRwJrC1gZOaPa/a/FXh/v0YoSb1o9FnXNDqEPvfQzCMaHYIGEYeQSJKkqmgGltYsLyvXdeck4LquNkTEyRExPyLmrxnXLUmSBra6Chh1jEd9c0TcERErI+I9nbatiogF5W1ObwUuqXrMFZL6S0S8H2gFvtjV9sw8LzNbM7N1xIgR/RucpF5j20JSrQ0OIalzPOojwAeAf+niIZ7PzImbHqqkKjNXSOoF7cDImuWWcl0HEfF24OPAWzLzxX6KTVI/s20hqbN65sCoZzzqQ+W21X0Qo6SBwVwhaVPNA8ZFxC4UhYupwLG1O0TEPsA3gMMy80/9H6KkfmTbQlIH9Qwh6el41M62LMeg3hoRR3W1g+NUpUGhz3MFmC+kwSwzVwKnAjcA9wGXZ+a9ETEjItrK3b4IbAtcYbdwadDzd4ikDvrjKiQ7Z2Z7RIwBfhQRd2fmA7U7ZOZ5wHkAra2t2Q8xSaqeDeYKMF9Ig11mXgtc22nd9Jr7b+/3oCQNVP4OkQaZenpg1DUetTuZ2V7++yDwE2CfHsQnaeAwV0iSpN5k20JSB/UUMNaOR42I4RTjUevqrhkRO0bEFuX9nYA3UDNmTdKgYq6QJEm9ybaFpA42WMCoZzxqREyKiGXA0cA3IuLe8vA9gPkR8Wvgx8DMTrMGSxokzBWSJKk32baQ1Fldc2DUMR51HkWXrs7H/RLYaxNjlDRAmCskSVJvsm0hqVY9Q0gkSZIkSZIaygKGJEmSJEmqPAsYkiRJkiSp8ixgSJIkSZKkyrOAIUmSJEmSKs8ChiRJkiRJqjwLGJIkSZIkqfIsYEiSJEmSpMqzgCFJkiRJkirPAoYkSZIkSao8CxiSJEmSJKnyLGBIkiRJkqTKs4AhSZIkSZIqzwKGJEmSJEmqPAsYkiRJkiSp8uoqYETEYRFxf0Qsjoizutj+5oi4IyJWRsR7Om07ISIWlbcTeitwSdVjrpAk9dT111/P7rvvztixY5k5c+Y623/2s5+x77770tTUxJVXXtlh22GHHcYrXvEK3vGOd/RXuOpnti0k1dpgASMihgHnAocD44FjImJ8p90eAT4AXNLp2FcCnwT2B/YDPhkRO2562JKqxlwhSeqpVatWMW3aNK677joWLlzIpZdeysKFCzvsM2rUKC688EKOPfbYdY4//fTTufjii/srXPUz2xaSOqunB8Z+wOLMfDAzVwCzgSNrd8jMhzLzLmB1p2MnAzdm5uOZ+QRwI3BYL8QtqXrMFZKkHpk7dy5jx45lzJgxDB8+nKlTp3L11Vd32Gf06NHsvffebLbZus3Wt73tbWy33Xb9Fa76n20LSR3UU8BoBpbWLC8r19WjrmMj4uSImB8R85cvX17nQ0uqmD7PFWC+kKTBpL29nZEjR65dbmlpob29vYERqWL8HSKpg0pM4pmZ52Vma2a2jhgxotHhSKow84UkSeottiukgaWeAkY7MLJmuaVcV49NOVbSwGKukCT1SHNzM0uXvnySfNmyZTQ313uCXUOAbQtJHdRTwJgHjIuIXSJiODAVmFPn498AHBoRO5aT5hxarpM0+JgrJEk9MmnSJBYtWsSSJUtYsWIFs2fPpq2trdFhqTpsW0jqYIMFjMxcCZxK8YG/D7g8M++NiBkR0QYQEZMiYhlwNPCNiLi3PPZx4NMUyWceMKNcJ2mQMVdIknqqqamJWbNmMXnyZPbYYw/e+973MmHCBKZPn86cOcXv1Hnz5tHS0sIVV1zBKaecwoQJE9Ye/6Y3vYmjjz6am2++mZaWFm64wd+ng4ltC0mdNdWzU2ZeC1zbad30mvvzKLpldXXsBcAFmxCjpAHCXCFJ6qkpU6YwZcqUDutmzJix9v6kSZNYtmxZl8fecsstfRqbGs+2haRalZjEUwPL9ddfz+67787YsWOZOXPmOttffPFF3ve+9zF27Fj2339/HnroIQC+853vMHHixLW3zTbbjAULFvRv8JL6jblCkiRJvamuHhjSGqtWrWLatGnceOONtLS0MGnSJNra2hg/fvzafc4//3x23HFHFi9ezOzZsznzzDO57LLLOO644zjuuOMAuPvuuznqqKOYOHFig16JpL5krtDGiojDgK8Aw4D/zcyZnba/GfhPYG9gamZe2e9Bqm6jz7qm0SF06aGZRzQ6BEnSRrAHhnpk7ty5jB07ljFjxjB8+HCmTp3K1Vdf3WGfq6++mhNOOAGA97znPdx8881kZod9Lr30UqZOndpvcUvqX+YKbYyIGAacCxwOjAeOiYjxnXZ7BPgAcEn/RidJkhrNAoZ6pL29nZEjX74iVUtLC+3t7d3u09TUxA477MBjjz3WYZ/LLruMY445pu8DltQQ5gptpP2AxZn5YGauAGYDR9bukJkPZeZdwOpGBChJkhrHAob63W233cbWW2/Nnnvu2ehQJFWYuWJIagaW1iwvK9f1WEScHBHzI2L+8uXLeyU4SZLUWBYw1CPNzc0sXfpy23LZsmU0Nzd3u8/KlSt56qmneNWrXrV2++zZsz2jKg1y5go1Wmael5mtmdk6YsSIRocjSZJ6gQUM9cikSZNYtGgRS5YsYcWKFcyePZu2trYO+7S1tXHRRRcBcOWVV3LwwQcTEQCsXr2ayy+/3DHt0iBnrtBGagdG1iy3lOskSZK8Col6pqmpiVmzZjF58mRWrVrFiSeeyIQJE5g+fTqtra20tbVx0kkncfzxxzN27Fhe+cpXMnv27LXH/+xnP2PkyJGMGTOmga9CUl8zV2gjzQPGRcQuFIWLqcCxjQ1JkiRVhQUM9diUKVOYMmVKh3UzZsxYe3/LLbfkiiuu6PLYgw46iFtvvbVP45NUDeYK9VRmroyIU4EbKC6jekFm3hsRM4D5mTknIiYB3wN2BN4ZEf+emRMaGLYkSeonFjC0ltdql1QPc4X6UmZeC1zbad30mvvzKIaWSJKkIcY5MCRJkiRJUuVZwJAkSZIkSZVnAUOSJEmSJFWeBQxJkiRJklR5FjAkSZIkSVLl1VXAiIjDIuL+iFgcEWd1sX2LiLis3H5bRIwu14+OiOcjYkF5+3ovxy+pQswVkiSpN9m2kFRrg5dRjYhhwLnAIcAyYF5EzMnMhTW7nQQ8kZljI2Iq8HngfeW2BzJzYu+GLalqzBWSJKk32baQ1Fk9PTD2AxZn5oOZuQKYDRzZaZ8jgYvK+1cCb4uI6L0wJQ0A5gpJktSbbFtI6qCeAkYzsLRmeVm5rst9MnMl8BTwqnLbLhFxZ0T8NCLetInxSqouc4UkSepNti0kdbDBISSb6PfAqMx8LCL+GrgqIiZk5tO1O0XEycDJAKNGjerjkCRVUF25AswXkiSpLv4OkQahenpgtAMja5ZbynVd7hMRTcAOwGOZ+WJmPgaQmbcDDwC7dX6CzDwvM1szs3XEiBE9fxWSqqDPc0W53XwhSdLQ4O8QSR3UU8CYB4yLiF0iYjgwFZjTaZ85wAnl/fcAP8rMjIgR5eQ7RMQYYBzwYO+ELqlizBWSJKk32baQ1MEGCxjlWLJTgRuA+4DLM/PeiJgREW3lbucDr4qIxcBpwJpLHL0ZuCsiFlBMqvPBzHy8l1+DpAowV0iS1Peuv/56dt99d8aOHcvMmTPX2f7iiy/yvve9j7Fjx7L//vvz0EMPATB37lwmTpzIxIkTed3rXsf3vve9fo6852xbSOqsrjkwMvNa4NpO66bX3H8BOLqL474LfHcTY5Q0QJgrJEnqO6tWrWLatGnceOONtLS0MGnSJNra2hg/fvzafc4//3x23HFHFi9ezOzZsznzzDO57LLL2HPPPZk/fz5NTU38/ve/53Wvex3vfOc7aWrq6ynxNo1tC0m16hlCIkmSJKnB5s6dy9ixYxkzZgzDhw9n6tSpXH311R32ufrqqznhhGJExXve8x5uvvlmMpOtt956bbHihRdewCuNShqILGBIkiRJA0B7ezsjR748p2VLSwvt7e3d7tPU1MQOO+zAY489BsBtt93GhAkT2Guvvfj6179e+d4XktSZBQxJkiRpCNh///259957mTdvHp/73Od44YUXGh2SJPWIBQxJkiRpAGhubmbp0qVrl5ctW0Zzc3O3+6xcuZKnnnqKV73qVR322WOPPdh222255557+j5oSepFFjAkSZKkAWDSpEksWrSIJUuWsGLFCmbPnk1bW1uHfdra2rjooosAuPLKKzn44IOJCJYsWcLKlSsBePjhh/nNb37D6NGj+/slSNImceCbJEmSNAA0NTUxa9YsJk+ezKpVqzjxxBOZMGEC06dPp7W1lba2Nk466SSOP/54xo4dyytf+Upmz54NwM9//nNmzpzJ5ptvzmabbcbXvvY1dtpppwa/IknqGQsYkiRJ0gAxZcoUpkyZ0mHdjBkz1t7fcsstueKKK9Y57vjjj+f444/v8/gkqS9ZwJAkSZIabPRZ1zQ6hC49NPOIRocgSWs5B4YkSZIkSao8CxiSJEmSJKnyLGBIkiRJkqTKs4AhSZIkSZIqzwKGJEmSJEmqPAsYkiRJkiSp8ixgSJIkSZKkyrOAIUmSJEmSKq+uAkZEHBYR90fE4og4q4vtW0TEZeX22yJidM22j5Xr74+Iyb0Yu6SKMVdI2lSbkkckDT62LSTV2mABIyKGAecChwPjgWMiYnyn3U4CnsjMscCXgc+Xx44HpgITgMOAr5WPJ2mQMVdI2lSbkkckDT62LSR1Vk8PjP2AxZn5YGauAGYDR3ba50jgovL+lcDbIiLK9bMz88XMXAIsLh9P0uBjrpC0qTYlj0gafGxbSOqgqY59moGlNcvLgP272yczV0bEU8CryvW3djq2ufMTRMTJwMnl4rMRcX9d0fevnYBHe+OBYmicK/L96pmqvl8792DfPs8VYL4YhHyveqaq71dPcsX6bEoe6fC+mCsGJd+v+lX1vepprvB3SO/rtf8b9RoCn7dG6Ne/Y4P+hl3mi3oKGH0uM88Dzmt0HOsTEfMzs7XRcQwUvl894/tVP/PF4OJ71TO+X/UzVww+vl/1872q30DIFb3J/xuDw1D+O9YzhKQdGFmz3FKu63KfiGgCdgAeq/NYSYODuULSptqUPCJp8LFtIamDegoY84BxEbFLRAynmAxnTqd95gAnlPffA/woM7NcP7WcHXgXYBwwt3dCl1Qx5gpJm2pT8oikwce2haQONjiEpBxLdipwAzAMuCAz742IGcD8zJwDnA9cHBGLgccpkgvlfpcDC4GVwLTMXNVHr6WvDZmuZb3E96tnBvz7Za7oYMD/PfuR71XPDOr3a1PyyAA1qP+efcD3q36D4r2ybdEnBsX/DQ3dv2N40kKSJEmSJFVdPUNIJEmSJEmSGsoChiRJkiRJqjwLGJIkSaqUiBgWEV9qdBySpGqxgKFeERGbRcSBjY5joIiIXSNii/L+QRHxoYh4RYPDkvqcuaJnzBUaqsrJFt/Y6DgGgrLY8+NGxyGp79geeJkFjPWIiJaI+F5ELI+IP0XEdyOipdFxVVFmrgbObXQcA8h3gVURMZZiFuGRwCWNDUmbwnxRH3NFj5krNJTdGRFzIuL4iHj3mlujg6qastizOiJ2aHQsqibbKIOC7YGSBYz1+ybFNaRfA7wW+H65Tl27OSL+JiKi0YEMAKszcyXwLuC/MvN0iv9nGrjMF/UzV9TPXDHIRMQbIuLGiPhtRDwYEUsi4sFGx1VRWwKPAQcD7yxv72hoRNX1LHB3RJwfEV9dc2t0UKoM2ygDn+2BkpdRXY+IWJCZEze0ToWIeAbYBlgFPA8EkJm5fUMDq6CIuA34T+DjwDszc0lE3JOZezY2Mm0s80X9zBX1M1cMPhHxG+AjwO0UnwEAMvOxhgWlAS8iTuhqfWZe1N+xqHpsowx8tgde1tToACrusYh4P3BpuXwMxZkAdSEzt2t0DAPI3wEfBM4uE9AuwMUNjkmbxnxRJ3NFj5grBp+nMvO6RgcxEETElsBJwASK3hgAZOaJDQuqoixUaANsowx8tgdK9sBYj4jYGfgv4PVAAr8EPpSZjzQ0sIoqu4MfB+ySmZ+OiJHAazJzboNDq6SI2AoYlZn3NzoWbTrzRf3MFT1jrhgcImLf8u57gWHA/wEvrtmemXc0Iq4qi4grgN8AxwIzKPLGfZn54YYGVkERMQ74HDCejsWeMQ0LSpVhG2VwsD1QsIChXhMR/w2sBg7OzD0iYkfgh5k5qcGhVU5EvBP4EjA8M3eJiInAjMxsa2xkUt8zV9TPXDF4bOAqEZmZB/dbMANERNyZmftExF2ZuXdEbA7ckpkHNDq2qomInwOfBL5MMVfI3wGbZeb0hgYmqVfYHniZQ0i6EBHrS/aZmZ/ut2AGlv0zc9+IuBMgM5+IiOGNDqqiPgXsB/wEIDMXRIRnSQYg88VGMVfU71OYKwaFzHwrQESMycwOk3b6N+3WS+W/T0bEnsAfgFc3MJ4q2yozb46IyMyHgU9FxO2ABYwhzDbKoPIpbA8AXoWkO3/u4gbFOMwzGxXUAPBSRAyj6JpGRIygOMuqdb2UmU91Wud7NTCZL3rOXFE/c8Xgc2UX667o9ygGhvPKHlr/RnEFhYXAFxobUmW9GBGbAYsi4tSIeBewbaODUsPZRhk8bA+U7IHRhcz8jzX3I2I74MMUXfFmA//R3XHiq8D3gFdHxNnAe4BPNDakaomIa4FpwL0RcSwwrBy3+iGK8YgaYMwXG8VcsQHmisEnIv6KYjLKHSLi3TWbtqdmzgK9LDP/t7z7U2BInmnsgQ8DW1PkiE8DbwW6vDKJhg7bKAOf7YF1OQdGNyLilcBpFBNGXQR8JTOfaGxU1Vc20N5GcVnEmzPzvgaHVCkRcTRwNsWswVsBh5SbbgA+nZkvdnesqst80XPmivUzVww+EXEkcBTQRtGbYI1ngNmZOSQbousTEX8BfBZ4bWYeHhHjgddn5vkNDq2yImLrzHyu0XGoOmyjDGy2B9ZlAaMLEfFF4N3AecC5mflsg0MaMMpu4X9BTe8eZzjuKCK2pegOexhFMlrzIczMPKdhgWmjmC82jrliw8wVg1NEvD4zf9XoOAaCiLgO+Cbw8cx8XUQ0AXdm5l4NDq1yIuL1wPnAtpk5KiJeB5ySmf/Y4NDUQLZRBgfbAx05hKRrH6W4tNkngI8XV/wDijOFmZnbNyqwKouIf6KYAfuPwCrK9wvYu5FxVdAKijGIW1CMT7WKOLCZL3rIXFE3c8XgtDgi/hUYTccC3okNi6i6dsrMyyPiYwCZuTIiVjU6qIr6T2AyZe+ezPx1RLy5oRGpCmyjDA62B2pYwOhCZjq56cb5MLB7Zj7W6ECqKiIOA86haGDsazfPgc98sVHMFRtgrhjUrgZuAW6iKOCpe3+OiFfx8oS/BwCdJ7FTKTOX1vxABf9/DXm2UQY+2wPrsoCh3rQUGxYb8nHg6My8t9GBSA1krtgwc8XgtXVmOvt/fT5K0WjfNSJ+AYygmPRX61oaEQcCGRGbUxSKnVtIGvhsD3TiHBjaZBFxWnl3ArA7cA1FdzUAhuLYLEnrMldIEBGfAX6Zmdc2OpaBoJz3YneKLu/3Z+ZLDQ6pkiJiJ+ArwNsp3qsfAh+2p5ukwcYeGOoN25X/PlLehpc3GOJjtCR1YK6QijPj/xoRK4A1P8Ydi96FiLidYmLKS71qwgZlZh7X6CAkqa/ZA0O9JiKOzswrNrRO0tBmrpBUj4gYC/wd8D5gPsUVSX6YNl7XERGLgAXABcD1vkeSBisLGOo1EXFHZu67oXWShjZzhYa6iGgD1lwh4ieZ+YNGxlN1EbEZ8A7gvykmpvwm8JXMfLyhgVVIFLN3vh04EZgEXA5cmJm/bWhgktTLHEKiTRYRhwNTgOaI+GrNpu2BlY2JSlLVmCskiIiZFD8wv1Ou+nBEvCEzP9bAsCorIvam6IUxBfguxfv2RuBHwMTGRVYtZY+LG4EbI+KtwLeBf4yIXwNnZeavGhqgJPUSCxjqDb+j6Np5NLCm0r8S+CPwkUYFJalyzBVS8UN8YmauBoiIi4A7AQsYnZRzYDxJMQ/GWZm5ZtLf2yLiDQ0LrILKy82+HzieIqf+E8UVXCYCVwC7NCw4SepFFjDUGxYCx1FMxndiuW4URRdPu8VKWsNcIRVeAawZ/rBDA+OouqMz88GuNmTmu/s7mIr7FXAxcFRmLqtZPz8ivt6gmCSp1zkHhjZZRHwZ2BY4LTOfKddtD3wJeD4zP9zI+CRVg7lCgog4BpgJ/JjicpdvpuhdcFlDA9OAFhHhxJ2ShgILGNpk5czXu3X+4oyIYcBvMnNcYyKTVCXmCqkQEa+hmAcDYG5m/qGR8UiSNFBs1ugANChkV1X/zFwFWCGTtIa5QiqMKP9tAg6MCIdDSJJUBwsY6g0LI+JvO6+MiPcDv2lAPJKqyVyhIS8iLgAuAP4GeGd5e0dDg6qoiNg6Iv4tIv6nXB4XEb5XkjSEOYREmywimoH/A54Hbi9XtwJbAe/KzPZGxSapOswVEkTEwswc3+g4BoKIuIwiV/xtZu4ZEVsDv8zMiY2NrHoiogX4L4pLzCZwC/DhThN6StKAZwFDvSYiDgYmlIsLM/PmRsYjqZrMFRrKIuJ84D8yc2GjY6m6iJifma0RcWdm7lOu+3Vmvq7RsVVNRNwIXEJxJRIoLql6XGYe0rioJKn3WcCQJEnqJxHxFmAO8AfgRYorkWRm7t3QwCooIn4JvA34RWbuGxG7Apdm5n4NDq1yImJB554pXa2TpIGuqdEBSJIkDSHnA8cDdwOrGxxL1X0SuB4YGRHfAd4AfKChEVXXY+V8QpeWy8cAjzUwHknqE/bAkCRJ6icR8avMfH2j4xgoIuJVwAEUPVVuzcxHGxxSJUXEzhRzYLyeYg6MXwIfysxHGhqYJPUyCxiSJEn9JCK+BrwC+D7FEBIAMvP/GhVTlZWT/+5MTa/hzPxZ4yKqpojYMjNfaHQcktTXHEIiSZLUf7aiKFwcWrMuKa7QoxoR8XngfcC9vDzcJgELGOu6JyL+SHH1kVuAn2fmUw2OSZJ6nT0wJEmSVDkRcT+wd2a+uMGdRUSMAt5EMVfIFOBJJ/GUNNhs1ugAJEmShqKIuKPRMVTcg8DmjQ5iIIiIForCxZuAfSh6rVzW0KAkqQ84hESSJKkxotEBVNxzwIKIuJmO84V8qHEhVdYjwDzgs5n5wUYHI0l9xQKGJElSY1zT6AAqbk55UzcioikzV1L0ungjcGxEnAUsAn6amec3NEBJ6mXOgSFJktSPImI4sFu5eH9mvtTIeKoqIrYExpaLi73Kxroi4o7M3Le8vy1FEeNNwPsBMnPnBoYnSb3OHhiS9P/bu59QTesqDuDf02QSOoaSJIQoBi5UhEhIRUQUF5IILv2DghuZkMRaFIgQLQpBR2yZgqjBuFKoDDfigDCgzGCIc9UQSU3EhYJOIS5mjov7DvOOjl4F3+f3PsznAw/c5zybL3d1Ofd3zg9gIlV1RZJHk/wnmyMkZ1bVra4GPaKqvpvkj0luS/JWjvyeHklyt4bPF1XV3iQnJtmTzVtaLu/ut8amAvj2OYEBADCRqtqX5Mbufn3xfm6SXd39s7HJ1kdVPZBke5K7uvvAonZKkvuSfNLdd47Mt06q6r9JdibZlqOvmt38oXvniFwAq+IEBgDAdE443LxIku7+d1W5aeNo1yY5t5f+y9bdH1fVjiSvJdHAOGJbkpNjISxwnNDAAACYzt6qejjJXxfvNyXZOzDPOuo+xhHh7j5YVY4OH+297v7D6BAAU/nO6AAAAMeRHUk2kvxq8Wwkce3l0Taq6pbPF6vq5myewOAIJy+A44odGAAAE6mqO7v7wa1qx7Oq+nGSJ5N8kmTfonxRku8nub673x2Vbd1U1Wnd/eHoHABT0cAAAJjI8rWXS7WXuvunozKtq6q6Msn5i9eN7n52ZB4AxtPAAABYsaq6IcmNSS5L8vzSp+1JDnX3VUOCAcCMWOIJALB6e5K8l+SHSe5fqh9I8vKQRAAwM05gAAAMUFXXdvc/RucAgLnQwAAAGOBY+zAAgC/nGlUAgDFcgQkA34AGBgDAGLePDgAAc2KEBABgQlV1aZKzs7RMvbsfGxYIAGbCLSQAABOpqseT/CTJv5IcXJQ7iQYGAGzBCQwAgIlU1atJzmt/gAHAN2YHBgDAdF5JcsboEAAwR0ZIAABWrKr+ns1Rke1JNqrqxSSfHv7e3deNygYAc6GBAQCweveNDgAAc2cHBgDARKrq3u7+7VY1AOCL7MAAAJjO1ceoXTN5CgCYISMkAAArVlU7kvwyyTlV9fLSp+1J9oxJBQDzYoQEAGDFquoHSU5N8qckv1v6dKC7PxyTCgDmRQMDAGBCVbUtyY+ydBK2u98elwgA5sEICQDARKrqjiS/T/J+kkOLcie5cFQmAJgLJzAAACZSVW8k+Xl3fzA6CwDMjVtIAACm806Sj0aHAIA5MkICADCdN5Psrqqnk3x6uNjdO8dFAoB50MAAAJjO24vne4sHAPia7MAAAJhYVZ2cJN39v9FZAGAu7MAAAJhIVV1QVS8l2Z9kf1Xtq6rzR+cCgDnQwAAAmM5fkvy6u8/q7rOS/CbJQ4MzAcAsaGAAAEznpO5+7vBLd+9OctK4OAAwH5Z4AgBM582quifJ44v3m7N5MwkAsAUnMAAApnNbktOTPLl4Tl/UAIAtuIUEAAAAWHtGSAAAVqyq/vZV37v7uqmyAMBcaWAAAKzeJUneSbIryQtJamwcAJgfIyQAACtWVduSXJ3khiQXJnk6ya7u3j80GADMiCWeAAAr1t0Hu/uZ7r41ycVJ3kiyu6ruGBwNAGbDCAkAwASq6sQkv8jmKYyzk/w5yVMjMwHAnBghAQBYsap6LMkFSf6Z5InufmVwJACYHQ0MAIAVq6pDSf6/eF3+46uSdHefMn0qAJgXDQwAAABg7VniCQAAAKw9DQwAAABg7WlgAAAAAGtPAwMAAABYe58BbzCHSdJW6cgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=4, ncols=4, figsize=(15, 15))\n",
    "column_list=['OnlineSecurity', 'PaymentMethod', 'Partner', 'Dependents','OnlineBackup',\n",
    "        'gender', 'SeniorCitizen', 'PhoneService', 'MultipleLines','InternetService',\n",
    "         'DeviceProtection', 'TechSupport','StreamingTV','StreamingMovies',\n",
    "         'Contract','PaperlessBilling']\n",
    "\n",
    "# Iterate through all combinations\n",
    "for i, var in enumerate(column_list):\n",
    "    # Adjusting for the multi-line assignments\n",
    "    if i <=3:\n",
    "        pos1=0\n",
    "        pos2=i\n",
    "    elif i <=7:\n",
    "        pos1=1\n",
    "        pos2=i-4\n",
    "    elif i <=11:\n",
    "        pos1=2\n",
    "        pos2=i-8\n",
    "    elif i <=15:\n",
    "        pos1=3\n",
    "        pos2=i-12\n",
    "    c_df = df.groupby(var).agg({'Churn': ['sum','count']})\n",
    "    c_df.columns = ['sum', 'count']\n",
    "    c_df['percent'] = (c_df['sum']/c_df['count']).round(2)\n",
    "    c_df = c_df[['percent']]\n",
    "    c_df.index.rename('', inplace=True) # To remove extra index labels for visualizations\n",
    "    tt = c_df.plot(kind='bar', ax=axes[pos1,pos2], title=str(var), legend=None)\n",
    "\n",
    "    for container in tt.containers:\n",
    "        tt.bar_label(container)\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9f1431d",
   "metadata": {},
   "source": [
    "### Exploring the relationship between tenure and monthly and total charges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "f2361e2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(x='tenure', y='MonthlyCharges', kind='scatter', title=\"Comparing 'tenure' and monthly charges\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65c9930b",
   "metadata": {},
   "source": [
    "No particular relationship seems to be apparent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "bdea8e2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(x='tenure', y='TotalCharges', kind='scatter', title=\"Comparing 'tenure' and total charges\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3547c206",
   "metadata": {},
   "source": [
    "As one would expect, there is a linear relationship between tenure and total charges, i.e. with time, one's total charges grow."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b327c8f8",
   "metadata": {},
   "source": [
    "### Monthly Charges by Uniform Spending Cohorts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "3233c9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mc_bin = df.groupby(by='monthlyCharges_bins').size().to_frame()\n",
    "mc_bin.columns = ['Customer Count']\n",
    "ax = mc_bin.plot(kind='barh')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8b80780",
   "metadata": {},
   "source": [
    "By dividing the customer base into 10 uniform cohorts, one can see that a large proportion spend less than \\$28 dollars per month. A non-trivial proportion also spends above \\$100 per month."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7196b6e",
   "metadata": {},
   "source": [
    "### Feature Importance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0c999b5",
   "metadata": {},
   "source": [
    "By focusing on most of the categorical attributes, and grouping tenure into specific bins, we can use a classifier to identify the attributes that have a stronger bearing on churn. The fact that being on a month to month contract, being early in the use of the service (tenure bin < 7 months), and paying by electronic check corroborates with the learning above around churn rates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "28baba46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_df = df.copy()\n",
    "\n",
    "# Drop un-needed columns, and convert categorical column to object\n",
    "feature_df = feature_df.drop(['customerID','TotalCharges', 'MonthlyCharges', 'monthlyCharges_bins', 'tenure'], axis=1)\n",
    "feature_df['tenure_bins'] = feature_df['tenure_bins'].astype(object)\n",
    "\n",
    "# One hot encode categorical columns\n",
    "feature_df = pd.get_dummies(feature_df)\n",
    "# feature_df.info()\n",
    "\n",
    "# Train the dataset with a Random Forest Classifier\n",
    "X,y = feature_df.drop('Churn', axis=1), feature_df.Churn\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "params={'random_state':42, 'n_estimators':500}\n",
    "clf=RandomForestClassifier(**params)\n",
    "clf.fit(X,y)\n",
    "\n",
    "fv = pd.Series(data=clf.feature_importances_,index=X.columns).sort_values()\n",
    "ax = fv.plot(kind='barh', figsize=(12,12))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0c2eeb62",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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