Crime.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "c2e71c58-b054-4398-b0c8-02d13a1580cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import missingno as msno\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "defbbfc9-6f8f-44b8-9f46-e619bf266f2d",
   "metadata": {},
   "source": [
    "# Loading and inspecting the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3807677b-9a76-477a-aaa7-e3451e80ab05",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DatasetManager:\n",
    "    \"\"\"Handles loading and inspecting a dataset.\"\"\"\n",
    "\n",
    "    def __init__(self, file_path):\n",
    "        \"\"\"\n",
    "        Initializes the DatasetManager with the path to the data file.\n",
    "        \n",
    "        Args:\n",
    "            file_path (str): The path to the data file.\n",
    "        \"\"\"\n",
    "        self.file_path = file_path\n",
    "        self.data = None\n",
    "\n",
    "    def load_data(self):\n",
    "        \"\"\"\n",
    "        Loads the dataset from the file path and stores it in the data attribute.\n",
    "        \n",
    "        Returns:\n",
    "            pd.DataFrame: The loaded dataset.\n",
    "        \"\"\"\n",
    "        self.data = pd.read_csv(self.file_path, encoding='unicode_escape')\n",
    "        return self.data\n",
    "\n",
    "    def shape_data(self):\n",
    "        \"\"\"\n",
    "        Returns the shape of the dataset (rows, columns).\n",
    "        \n",
    "        Returns:\n",
    "            tuple: The shape of the dataset.\n",
    "        \"\"\"\n",
    "        if self.data is None:\n",
    "            self.load_data()\n",
    "        return self.data.shape\n",
    "\n",
    "    def size_data(self):\n",
    "        \"\"\"\n",
    "        Returns the size of the dataset (total number of elements).\n",
    "        \n",
    "        Returns:\n",
    "            int: The size of the dataset.\n",
    "        \"\"\"\n",
    "        if self.data is None:\n",
    "            self.load_data()\n",
    "        return self.data.size\n",
    "\n",
    "    def check_columns(self):\n",
    "        \"\"\"\n",
    "        Returns the column names of the dataset.\n",
    "        \n",
    "        Returns:\n",
    "            Index: The column names.\n",
    "        \"\"\"\n",
    "        if self.data is None:\n",
    "            self.load_data()\n",
    "        return self.data.columns\n",
    "\n",
    "    def check_info(self):\n",
    "        \"\"\"\n",
    "        Prints a concise summary of the dataset's info.\n",
    "        \"\"\"\n",
    "        if self.data is None:\n",
    "            self.load_data()\n",
    "        return self.data.info()\n",
    "\n",
    "    def check_null(self):\n",
    "        \"\"\"\n",
    "        Returns the count of missing values in each column.\n",
    "        \n",
    "        Returns:\n",
    "            pd.Series: The count of missing values for each column.\n",
    "        \"\"\"\n",
    "        if self.data is None:\n",
    "            self.load_data()\n",
    "        return self.data.isnull().sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "87df96dd-5608-49bb-bc45-c599e4b71163",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>incident_id</th>\n",
       "      <th>offense_id</th>\n",
       "      <th>offense_code</th>\n",
       "      <th>offense_code_extension</th>\n",
       "      <th>offense_type_id</th>\n",
       "      <th>offense_category_id</th>\n",
       "      <th>first_occurrence_date</th>\n",
       "      <th>last_occurrence_date</th>\n",
       "      <th>reported_date</th>\n",
       "      <th>incident_address</th>\n",
       "      <th>geo_x</th>\n",
       "      <th>geo_y</th>\n",
       "      <th>geo_lon</th>\n",
       "      <th>geo_lat</th>\n",
       "      <th>district_id</th>\n",
       "      <th>precinct_id</th>\n",
       "      <th>neighborhood_id</th>\n",
       "      <th>is_crime</th>\n",
       "      <th>is_traffic</th>\n",
       "      <th>victim_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>202268791</td>\n",
       "      <td>202268791299900</td>\n",
       "      <td>2999</td>\n",
       "      <td>0</td>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>2/10/2022 2:50:00 AM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2/10/2022 3:16:00 AM</td>\n",
       "      <td>1107 N SANTA FE DR</td>\n",
       "      <td>3140929.0</td>\n",
       "      <td>1692612.0</td>\n",
       "      <td>-104.998910</td>\n",
       "      <td>39.733957</td>\n",
       "      <td>1</td>\n",
       "      <td>123</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021387586</td>\n",
       "      <td>2021387586299900</td>\n",
       "      <td>2999</td>\n",
       "      <td>0</td>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>7/7/2021 9:02:00 PM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7/8/2021 12:55:00 AM</td>\n",
       "      <td>815 16TH ST</td>\n",
       "      <td>3142470.0</td>\n",
       "      <td>1697098.0</td>\n",
       "      <td>-104.993342</td>\n",
       "      <td>39.746248</td>\n",
       "      <td>6</td>\n",
       "      <td>611</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020641486</td>\n",
       "      <td>2020641486299900</td>\n",
       "      <td>2999</td>\n",
       "      <td>0</td>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>10/29/2020 1:30:00 AM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10/29/2020 4:31:00 AM</td>\n",
       "      <td>4745 N FEDERAL BLVD</td>\n",
       "      <td>3133352.0</td>\n",
       "      <td>1710396.0</td>\n",
       "      <td>-105.025520</td>\n",
       "      <td>39.782888</td>\n",
       "      <td>1</td>\n",
       "      <td>111</td>\n",
       "      <td>berkeley</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018612468</td>\n",
       "      <td>2018612468299900</td>\n",
       "      <td>2999</td>\n",
       "      <td>0</td>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>9/6/2018 5:00:00 PM</td>\n",
       "      <td>9/6/2018 11:00:00 PM</td>\n",
       "      <td>9/7/2018 9:58:00 AM</td>\n",
       "      <td>65 S FEDERAL BLVD</td>\n",
       "      <td>3133534.0</td>\n",
       "      <td>1685797.0</td>\n",
       "      <td>-105.025330</td>\n",
       "      <td>39.715357</td>\n",
       "      <td>4</td>\n",
       "      <td>411</td>\n",
       "      <td>barnum</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020293614</td>\n",
       "      <td>2020293614299900</td>\n",
       "      <td>2999</td>\n",
       "      <td>0</td>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>5/8/2020 5:00:00 AM</td>\n",
       "      <td>5/8/2020 6:30:00 PM</td>\n",
       "      <td>5/13/2020 10:00:00 AM</td>\n",
       "      <td>12295 E ALBROOK DR</td>\n",
       "      <td>3184065.0</td>\n",
       "      <td>1710782.0</td>\n",
       "      <td>-104.845074</td>\n",
       "      <td>39.783082</td>\n",
       "      <td>5</td>\n",
       "      <td>521</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   incident_id        offense_id  offense_code  offense_code_extension  \\\n",
       "0    202268791   202268791299900          2999                       0   \n",
       "1   2021387586  2021387586299900          2999                       0   \n",
       "2   2020641486  2020641486299900          2999                       0   \n",
       "3   2018612468  2018612468299900          2999                       0   \n",
       "4   2020293614  2020293614299900          2999                       0   \n",
       "\n",
       "           offense_type_id offense_category_id  first_occurrence_date  \\\n",
       "0  criminal-mischief-other     public-disorder   2/10/2022 2:50:00 AM   \n",
       "1  criminal-mischief-other     public-disorder    7/7/2021 9:02:00 PM   \n",
       "2  criminal-mischief-other     public-disorder  10/29/2020 1:30:00 AM   \n",
       "3  criminal-mischief-other     public-disorder    9/6/2018 5:00:00 PM   \n",
       "4  criminal-mischief-other     public-disorder    5/8/2020 5:00:00 AM   \n",
       "\n",
       "   last_occurrence_date          reported_date     incident_address  \\\n",
       "0                   NaN   2/10/2022 3:16:00 AM   1107 N SANTA FE DR   \n",
       "1                   NaN   7/8/2021 12:55:00 AM          815 16TH ST   \n",
       "2                   NaN  10/29/2020 4:31:00 AM  4745 N FEDERAL BLVD   \n",
       "3  9/6/2018 11:00:00 PM    9/7/2018 9:58:00 AM    65 S FEDERAL BLVD   \n",
       "4   5/8/2020 6:30:00 PM  5/13/2020 10:00:00 AM   12295 E ALBROOK DR   \n",
       "\n",
       "       geo_x      geo_y     geo_lon    geo_lat district_id  precinct_id  \\\n",
       "0  3140929.0  1692612.0 -104.998910  39.733957           1          123   \n",
       "1  3142470.0  1697098.0 -104.993342  39.746248           6          611   \n",
       "2  3133352.0  1710396.0 -105.025520  39.782888           1          111   \n",
       "3  3133534.0  1685797.0 -105.025330  39.715357           4          411   \n",
       "4  3184065.0  1710782.0 -104.845074  39.783082           5          521   \n",
       "\n",
       "  neighborhood_id  is_crime  is_traffic  victim_count  \n",
       "0    lincoln-park         1           0             1  \n",
       "1             cbd         1           0             1  \n",
       "2        berkeley         1           0             1  \n",
       "3          barnum         1           0             1  \n",
       "4       montbello         1           0             1  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create an instance\n",
    "df = DatasetManager(\"crime.csv\")\n",
    "\n",
    "# Load the data and get the head of the dataset\n",
    "df.load_data().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "acd026b8-686b-412e-aa13-f4f05c04cb84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(386865, 20)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print the shape of the dataset\n",
    "df.shape_data()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "543124cf-1b9d-477c-bf4c-8088ac6232ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7737300"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print the size of the dataset\n",
    "df.size_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "61c697eb-0f9b-49fe-bde6-f258bb65d84d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['incident_id', 'offense_id', 'offense_code', 'offense_code_extension',\n",
       "       'offense_type_id', 'offense_category_id', 'first_occurrence_date',\n",
       "       'last_occurrence_date', 'reported_date', 'incident_address', 'geo_x',\n",
       "       'geo_y', 'geo_lon', 'geo_lat', 'district_id', 'precinct_id',\n",
       "       'neighborhood_id', 'is_crime', 'is_traffic', 'victim_count'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print the column names\n",
    "df.check_columns()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f1d522f1-ae97-4fc4-b65d-caf848294ca2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 386865 entries, 0 to 386864\n",
      "Data columns (total 20 columns):\n",
      " #   Column                  Non-Null Count   Dtype  \n",
      "---  ------                  --------------   -----  \n",
      " 0   incident_id             386865 non-null  int64  \n",
      " 1   offense_id              386865 non-null  int64  \n",
      " 2   offense_code            386865 non-null  int64  \n",
      " 3   offense_code_extension  386865 non-null  int64  \n",
      " 4   offense_type_id         386865 non-null  object \n",
      " 5   offense_category_id     386865 non-null  object \n",
      " 6   first_occurrence_date   386865 non-null  object \n",
      " 7   last_occurrence_date    211309 non-null  object \n",
      " 8   reported_date           386865 non-null  object \n",
      " 9   incident_address        371362 non-null  object \n",
      " 10  geo_x                   371362 non-null  float64\n",
      " 11  geo_y                   371362 non-null  float64\n",
      " 12  geo_lon                 371096 non-null  float64\n",
      " 13  geo_lat                 371096 non-null  float64\n",
      " 14  district_id             386808 non-null  object \n",
      " 15  precinct_id             386865 non-null  int64  \n",
      " 16  neighborhood_id         386176 non-null  object \n",
      " 17  is_crime                386865 non-null  int64  \n",
      " 18  is_traffic              386865 non-null  int64  \n",
      " 19  victim_count            386865 non-null  int64  \n",
      "dtypes: float64(4), int64(8), object(8)\n",
      "memory usage: 59.0+ MB\n"
     ]
    }
   ],
   "source": [
    "# print the info \n",
    "df.check_info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "fdfe547f-422d-4834-af8f-a9060f8133f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "incident_id                    0\n",
       "offense_id                     0\n",
       "offense_code                   0\n",
       "offense_code_extension         0\n",
       "offense_type_id                0\n",
       "offense_category_id            0\n",
       "first_occurrence_date          0\n",
       "last_occurrence_date      175556\n",
       "reported_date                  0\n",
       "incident_address           15503\n",
       "geo_x                      15503\n",
       "geo_y                      15503\n",
       "geo_lon                    15769\n",
       "geo_lat                    15769\n",
       "district_id                   57\n",
       "precinct_id                    0\n",
       "neighborhood_id              689\n",
       "is_crime                       0\n",
       "is_traffic                     0\n",
       "victim_count                   0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the missing values\n",
    "df.check_null()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5650a6c-2bfa-4741-9b4e-6e5302660de3",
   "metadata": {},
   "source": [
    "# Visualizing the missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "d4b42231-bdb7-451b-810e-69451cb7fd62",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "9326ad98-37b8-4e01-9f64-a49871feb3a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2500x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the missing values\n",
    "msno.bar(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6ac139b-5083-4f88-bde2-dac95cb2e1eb",
   "metadata": {},
   "source": [
    "The msno.bar shows that the variable `last_occurrence_date` is missing around `50%` of its values. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "c2942b30-047b-42da-a12f-a1d0354d4361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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w4MEDjB49GoMGDYJOp4PBYIBOp4Ner4etrS327t2LNm3a4NGjR+jXrx9atmyJZs2aYffu3WjRogWOHDmCggUL5ujQwPNVFlJSUqDRaBAdHY2rV6+qFQdM59/du3cjOjoaderUwdWrVzOEBkQEQUFBCA8PR758+d7szhARERERERER0X/GigNERET01qtWrRpy586NsWPHYtasWYiJiUGBAgUQFBSE0aNHw87ODgDw4MEDzJ49GxERERk+w9QJRvQqKYqidj6PGTMGADBu3DgEBATAaDSiW7duWbyF2Z/pu1uoUCE8efJErS5w7tw56PV66HQ6tfM/fXjg22+/xf79+3H8+HFERUXB0dERjRo1QoUKFeDo6JijQwPA03Y9ffo0wsLC0LRpU1hZWeHhw4eoW7cuvL29sWbNGri6uqJZs2bw9PTEN998g19//RURERGYOnUqPvnkE7PQwOzZs/HTTz+hQ4cOqFKlShbvHRERERERERER/VMMDhAREdFb4a868erWrYt169Zh5cqVuH79OmrXro1u3bqhQoUK6pzbAHD27Fm4urqiWrVqb2qzicyMGTMGjx8/xuLFi9GjRw9oNBpOW/AKiAj27t2LKlWqoGTJkvjpp5+wYcMGAMDSpUvh6OiormsKD1haWqJx48Zo3Lhxhs8zGo05OjQAAFeuXFHb09nZGaVKlULt2rXx8OFDfPbZZ3B2dgYA5MmTB6NGjcK4cePw6NEjNGvWDH379oW9vb36WTNnzsSsWbPg5eWFkJAQ2NnZqVMdEBERERERERFR9qDI8zUqiYiIiN4w06jh2NhY7NmzB5cvX0a5cuVQsGBBlC9fXl3PYDBAr9fDysrK7P0ignnz5mHcuHHw9/fHV199pVYhIHqdTIGXyMhITJo0CWfPnkVcXBzOnj0L4Omo7q+//przvb8CqampuHv3LooWLYoLFy7A398ft2/fRqdOnfDFF1+o4QGj0QiN5umMbElJSbCxscnKzX5rXbx4EcHBwdi6dSvKlSuHBw8eICEhAVOmTEG/fv1gaWmpdv7fvn0bCxcuxPLly2E0GtGhQwe0bNkS0dHR2LBhA3755RcULFgQ+/fvz/FTQBARERERERERZVcMDhAREVGWMnUwhYeHo1WrVjhx4gSMRiOsrKzg4eGBmTNnokOHDgCeBgy0Wi0URTEbzTpjxgzMnj0bzs7OOHDgAPLmzcvRrvTamTqoIyIiUKdOHYSHh6Nq1aro3bs3jh49iqtXr+Knn36CoihYu3YtunTpktWbnG2k//6m/zt9KOD3339Hhw4dcOvWrQzhARHB0qVL8eTJE/Tp0wcuLi5ZsyNvubCwMAwcOBAbN26EVqtFr169sHTpUgBAWlqaWUWXW7du4fvvv8fs2bPx+PFj9XUnJyc0bNgQ8+fPh6enJ0MDRERERERERETZFIMDRERElOWio6NRv359nDt3Ds2bN0eRIkVw69YtbNu2DQCwYsUK9OjRA8CzTsSIiAjcuXMHEydOxC+//ILixYtj+/btHO1Kb1RiYiLatm2LX3/9FTNmzMCQIUPMOluHDx+OOXPmsPLAP2D6/qampiI+Ph5XrlxByZIlodPp4OjoCL1eD41GA41GkyE8sGjRIjg6OmLVqlUYMmQIrKyscP36dTg5OWX1br2Vnjx5guLFiyM2NhapqamoWrUqZsyYgfr16wNApgGse/fu4ccff0RCQgIsLS3RoEEDFC1aFHZ2djz3EhERERERERFlYwwOEBERUZZIP3J4zpw5mDFjBoYNG4aRI0eqy0NCQjB69GgA5uEBADh58iQaNWqE5ORkdOrUCTNmzEDevHnZcUWvTfpj1uTKlSvw8/NDiRIlcPjwYQAw69gGgBEjRmD27NlQFAVr1qxB165d3/i2ZxemaUuioqIQFBSEI0eO4NKlS/D29kblypURHByMUqVKZQgPdOrUCTdu3EDt2rWh0+lw7Ngx5MmTB/v370fhwoVZgeQFbty4gc6dO8PPzw/h4eFYu3YtqlatiokTJ6Jp06YAnoUH/q4N2cZERERERERERNmbLqs3gIiIiHIeU+d+XFwcrKyscOPGDZQoUQJDhw41Wz5q1CjY2tpi8ODB6NWrFwCo4YGqVatiw4YNSEtLQ/369WFvb8/QAL0WZ86cQaVKlTKEBgDg6tWriIyMRNGiRQEAycnJsLa2BvDsOA4JCcHVq1exbds2BAQEAADDA5kwGAzQ6XQIDw9HgwYNcPHiRZQsWRLNmjVDeHg4Nm7ciP3792PHjh3w8fGBXq8HAFSpUgWbNm3C8OHD8dtvv8FgMMDX1xdr1qyBl5eXGkYgc0ajEUWKFMGvv/6KXLly4caNGwCAtWvXYsKECQCApk2bQlEUszaMioqCs7NzhkABQwNERERERERERNlbxqefRERERK+ZVqtFdHQ0SpQogWbNmuHIkSNo1aoVdDqd2tlqNBoBAAMHDsS8efMAAL169cKqVavUz2natCn8/f1hb28PEWFogF653r17w8fHBxs3bsx0ub29PYCnAQIAsLa2hqmgV/rjuEyZMgAAS0tLdOvWDT/88MPr3vRsxfT9jY6ORvPmzXHr1i0EBQXh4sWL2LFjB1asWIFChQohLCwMderUwZkzZ6DT6WA0GmE0GlGpUiWsXbsWe/fuxc6dO7FlyxZ4eXmpYQQCni80ZwrC2NnZAQCKFCmCESNGICAgACdOnEBwcDB++eUXAFDPzcuXL0evXr1w+fJlNSjAwAARERERERER0buBT9GIiIgoS9y4cQMajQaHDh2Coih48uSJ2XKNRqOWhh80aBAAYMiQIejVqxeSk5PRr18/s/XZeUWvg6l6QFxcnNnrpmOzYsWK8PLywokTJ7Bq1Sp069YNWq1WHYVtWq927dooU6YMfHx8sHnzZvj4+GTF7rxV0pe2VxQFqampCA4OxoULFzBkyBBMmDABiqLg7NmzmDFjBm7duoWyZcviwoULqFOnDg4cOIDKlStDr9dDURTkzZsXefPmVT/faDQyTPT/TIGslJQUPH78GDdv3oSVlRV8fX3NghVlypTB8OHDAQBr1qzBxIkTISJo1qwZvvjiCwQHB8PGxga5c+fOql0hIiIiIiIiIqLXRJHnh54QERERvQFGoxG//fYbBg8ejN9//x1eXl44ePAgChYsaDaXfPq///e//2HAgAGwtrZGeHg4bG1tGRig10pEcPr0afj4+CA8PBwnTpxA8+bNAQBpaWlQFAXjx49HSEgIatasiXHjxqFBgwbQarXqtAUigg4dOuD27ds4ceIEEhISYGdnl2On1rh37x7y58+f4fULFy6gbt26qFatGnbs2AGNRoPLly8jODgY3333HYKCgjB16lS0bdsWW7ZsgY2NDQ4cOIAqVark2LZ8Gaa2iYyMxGeffYb9+/fj8ePHAICGDRti0KBBqF+/vlp5AAAuXryIuXPnYuXKlbCxsUHZsmVx8uRJeHp64tChQyhUqJDZuZmIiIiIiIiIiLI/PukhIiKiLKHRaFC9enXMmzcP1atXx927dzFgwAA8ePBArTZgWs/0d//+/bF8+XJcvHgRdnZ2DA3Qa6coCnx8fJCYmIiyZcvC399fnbbAwsICOp0OHTt2RI0aNXD48GFMmTIF69atA/CsWsHnn3+OQ4cOoXz58tDr9bCxscmxU2v07dsXvXv3xtmzZ9XXTDlmg8GAGjVqYNKkSdBoNLh//z4WLlyI7777DoMHD8bUqVMBAAEBAXB2dkZSUhIaNWqE48eP58i2fBmm0EB4eDj8/PywYcMGFClSBCNHjkSzZs2wf/9+jBgxAitXrkRsbKz6vjJlymD06NEIDg5GUlIS7t+/j4YNG+LYsWMoVKgQDAYDQwNERERERERERO8YVhwgIiKi1+rvRqWmpaXhxIkTGDhwIM6cOYO2bdti4cKFyJs3r9l7nx9RrNfrOXc5vVFDhw7FvHnzYGVlhVWrVqFjx47qsiNHjmDkyJE4duwYNBoNqlativLly+PPP//Enj17ULBgQRw+fBienp5ZuAdZKzQ0FG3atMHly5fRqVMnjBgxAhUrVlSXp6Wl4fbt2/D09ISNjQ22b9+OTp064YMPPsCqVavU9a5du4bq1asjb968uHz5Mry9vXHx4kXodDqGidIxTQXx5MkTNG/eHOfOnUNgYCDGjx8PrVaLI0eOoG/fvrh06RIKFSqEIUOGoEePHnBwcDD7nKtXr6rTEzg4OLC6AxERERERERHRO4rBASIiInptTJ37cXFx2LNnD06cOAERgYeHBzp06AAXFxdYWlq+dHiAKCuJCCZOnIhJkybB0tISq1evNgsPnD17Ft988w3Wr1+Pe/fuAQAcHR1Rvnx5rFu3Dl5eXjm+03Xfvn2YNGkSDhw4gA4dOmDUqFFm4YH06tSpgyNHjuDAgQOoXbs20tLSYGFhgUePHqFGjRr4+uuvsXXrVvTp0wfe3t5vdkfeUqawgElaWhrGjx+PBQsWYODAgeqxe/bsWUyfPh2bNm1CrVq1cOnSJTg6OqrhAUdHx0zPvc9/PhERERERERERvTsYHCAiIqLXIn2J7A4dOuDw4cMwGAzq8sqVKyMgIEDtpNLr9Th+/LgaHmjXrh0+//xzhgforSIimDBhAiZPnpxpeCA1NRVPnjzByZMnkZCQgBIlSqBQoULIlStXjg4NpO9w3rNnDyZOnIjDhw/jgw8+QFBQECpVqmS2nsFgQLVq1fDo0SOcP38ezs7O6meNGjUK//vf/3Dx4kUUKFAAACuQXLt2DcWKFQNg3tbXrl3De++9h0KFCuHXX3+FpaUlLl++jAkTJmDTpk0YNWoUJk+ejL59+2LFihUoVaoUPv74Y/Tq1QsODg4MChARERERERER5SB8Ak9ERESvnGn+9sjISNStWxdHjx7Fhx9+iH379mHz5s0YNGgQbty4genTp+PLL79ESkoKdDodatSogc8//xyVKlXC999/j4CAAISFhTE0QG8NRVEwYcIEjBs3DqmpqejevTs2bNhgtjxPnjxo3rw5OnTogAoVKiBXrlwwGo05NjQAPG2XtLQ0AEDDhg0xe/ZsNGrUCN999x3mzp2L06dPq+sZjUYYjUZYWFjg4cOHmDBhAhITE5GamopZs2ZhxYoVqFWrllmYICeHBrp06YISJUrg4MGDAJ62oSkb7ujoiEKFCmHatGmwtLTE48ePsWTJEmzatAkDBw7EtGnToNVqMWDAAGg0Gly+fBmff/45Fi9ejISEBIYGiIiIiIiIiIhyEFYcICIiotciJSUFH3/8MdauXat2tJo6oW7evIkaNWoAAEaMGIEBAwbAwsICAGA0GvHbb7+hS5cuiIuLw9WrV+Hq6ppl+0GUmb+qPMAKGRmZKgJERUVh06ZNuHLlCvbs2YMLFy4AALp164bBgwerlQcA4NChQ2jfvj3CwsJQoUIFpKWl4dKlSyhcuDD2798PLy+vHD8iPi0tDV26dMH333+PfPny4ZtvvkGdOnUAPKv68uTJEyiKgly5cuHIkSN4//338f777+Pbb78FACQlJUFE4OPjg6JFi2Lnzp2oUKEC9u/fD3t7+6zcPSIiIiIiIiIieoMYHCAiIqLX4tq1a2jYsCEKFy6MvXv3qqOt4+PjUbNmTVy/fh2jR49GYGAgbG1tzUqNGwwGnDlzBvnz54eHhwc7Yumt9Hx4YO3atWjfvn1Wb9ZbJ/20JY0bN8b169dRvHhxFC1aFNHR0dizZw8AoFOnThgxYgQqVqwI4Gn4aNeuXRg4cCBu3bqFAgUKwMfHB59//jk8PT1z9NQP6SUlJWHw4MFYtmwZ3N3dsWHDBtSpUwciAhFRz51GoxFdunTBxo0bsWvXLjRs2BCpqamwtLSEXq+Hu7s7Bg4cCBcXF7Ru3Rr58+fP8cEMIiIiIiIiIqKcJOfW9CQiIqLX6sSJE7h37x769Omjdu4lJCSgZs2auHr1KoKDgxEYGAhra2skJSXhwIED8PHxgZubG7RaLapUqQIA7Bykt5Zp2gIAmDx5Mjp27AgrKyu0bNkyazfsLaPVahEbG4uWLVvi0qVLmDJlCoYPH64uX7duHaZNm4b169cDAIYPH45KlSrBysoKLVq0QI0aNXDt2jXky5cPrq6usLW15XkhHRsbG8ydOxciguXLl6NTp0745ptvUK9ePbNOf6PRiCdPngB4WgECgBoamDRpElJSUtChQweUKlUKAM+9REREREREREQ5DYfuERER0X9mMBgyvGZnZweNRqPOtR0XFwdfX98MoQHgabnttm3bYunSpRk+hx1X9DYzhQcCAwNhZ2dnVmqfntm6dSuOHz+O1q1bIzAwEMCzzuuuXbtizpw5KF26NNavX4/58+fj1KlT6ntdXFzg6+uLAgUKwNbWFiLC88L/M7WhnZ0dFi1ahA8//BCPHj1C165dsW/fPnU9g8EAnU6nHp87duzAmTNnoNfrMWPGDCxduhQ+Pj7Imzev+h62MRERERERERFRzsLgABEREf0jz89ylJqaCq1Wi+joaPz888/q61ZWVjAajfjpp59w9uxZ1K5dG6GhoRg/frxZaEBEMHjwYBiNRrVEOdGbYDQaM/37n1IUBbNnz8a9e/fg5eWVaZAmpzt37hwAoGnTptBqtTAajdDpdOr5pGnTphgzZgwAYO3atViwYAHOnj2b6WexdP5TpuldoqKiEBISgo4dOyIqKgoA8PDhQ3Tt2hUHDhwA8CwE8N5776Fo0aJYtGgRmjZtiuLFi2P8+PFwcHDA2rVr4eTk9J++C0RERERERERElH0xOEBERET/iKIoOH78OFavXo34+HhYWlri4cOH8PHxwaxZs3Dt2jUATzsCmzVrhtOnT6NRo0a4evUqpkyZgiFDhqihAQCYN28efvjhB/j7+6Nu3bpZtVuUwxgMBmg0GsTGxqrzwD8fivmncuXKxdHwL2BlZQUAiIiIMHtdURS13Tt37oxmzZoBANavX4+RI0fi4sWLb3ZDswlT8CI8PBz169fHjBkzcP/+fdSqVQsNGzZE6dKl8ejRI3Tu3FkNDwBAgwYNMGfOHLRu3RpPnjyBjY0NOnXqhEOHDqFAgQLq94KIiIiIiIiIiHIePhUiIiKif+TGjRto1KgRRo0ahT179uDu3bvw8/PDw4cP0bJlSxQtWhTA0w7Brl27olChQoiKioKvry+aN28OW1tb9bMmT56MyZMnI2/evFiwYAEcHBw42pXeCK1Wi8jISHh6emLkyJEA/ttIdlPnN0fDZ87NzQ0AsGbNGoSHh5sFNRRFQVpaGgDA1dUVpUuXRsWKFXH+/Hl4eHhk2Ta/zTQaDeLj49GuXTucP38eI0eOxIkTJxAUFISdO3di9erV6Ny5c6bhgZYtW+Kbb77Bn3/+idOnT2PlypXImzcvDAYDQy9ERERERERERDmYIv91aBURERHlKHfv3sXMmTPxzTffwNnZGbGxsUhKSsKMGTPQp08fWFpaqh1QiYmJmDt3LpYvX46wsDD4+PigTZs2SExMxK+//orDhw+jaNGi2L17NwoWLMiOK3qj9u7di0aNGqFz585Yt27dv/4co9GYYZS2qYw8PRUXF4d69erhzJkz6NevH6ZMmQJnZ2c1KGRqv1q1aqFs2bLo168f8uXLB3d390zbl4Ddu3ejcePG8Pf3x48//gjg6dQxlpaWAICwsDAMGTIE3377LTw8PLBu3TrUr18fADKca0WEoRciIiIioncEn60QEdG/xSdwRERE9I94eXlh3rx56NKlC+7cuYOoqCj4+/ujZ8+esLS0RFpaGrRaLUQEtra2CAwMxPjx41GzZk0cOXIEw4cPx/jx43H79m10794dBw8eZGiAskTRokVRokQJfPvtt9i5c+e/+oz0ndpLlixBQEAAADA0kI7RaISDgwMGDRqEvHnzYu3atRg3bpxaecDUfgsXLsS5c+dQsmRJVKpUiaGBv3H9+nUAQMOGDQGYhwYAIE+ePBg+fDjKlSuHR48e4cMPP1QrDzx/rmVogIiIiIjo3dC3b1/06dMHqampWb0pRESUDbHiABEREf1jaWlpsLOzUzufChQogAkTJqB169awsbFRR6+m/29qaip27NiBtLQ0JCUloW7duvDw8ICNjQ1DA5RlZs6ciaCgIAwaNAhz586FiLx0R3X6Tu01a9Zg9OjRePDgAW7evImCBQu+zs3OliIiIvDll19i0aJFePToEcqXL4+PPvoIrq6u+PXXX7FhwwZ4eXnhwIEDcHd3z+rNfestXLgQgwYNQseOHfHNN99k2vlvNBrh7++Pn3/+GcDTwMChQ4fg6+v7pjeXciDTOZIVLYiIiIjejLNnz8LHxwcigsGDB2PGjBlm4WIiIqK/w+AAERERvZTnS68HBATAzc0NGo0GS5YsgaenJ4KCgtClSxdYWlqqHQV/FwpghwJlBdNxd/78ebz33nuwsbHBb7/99tId1ulDA6tXr0ZQUBCSkpJw8OBBlCtX7nVuerYWERGBbdu2YcGCBTh37pzZsnLlymHbtm0oUKAAw0Qv4cyZM6hfvz4KFCiAdevWZTjuTBUIFixYgB07dsDa2ho///wzbt26BU9PzyzaasopTN/huLg4rFy5EpaWlujevTtsbGyyetOIiIiI3lkpKSnYsWMHBg8ejHv37mHgwIEICQlheICIiF4agwNERET0t0ydrA8fPsTy5csxbtw4dVlkZCRmzJiRaXggfdjg5s2bKFy4cFbtAuVQz3dAZ1b6vnXr1ti6dSsmT56MoKAgKIryl2GWzEIDCQkJOHz4MEMDLykmJgbLli1DWFgYEhISUKlSJbRu3Rqurq4MDbykhw8folOnTjh06BB69eqF2bNnw8nJCYD5tAV169aFlZUVtm3bhqSkJDg5ObGN6bUy/fZHRESga9eu2LVrFzw9PbF7924UL16cYUEiIiKi1yg1NRXbtm3DwIED8fDhQ4YHiIjoH2FwgIiIiF5KcnIyihUrBmtra1y+fNlsbvK7d+9i0aJF+N///qeGBzp06ABbW1sYDAasWLEC33//PT777DO0aNEii/eEcgpT4CUqKgrr169Hq1atzEZap6WlwcLCAgcOHIC/vz/q1auHrVu3/uVnMjTw32UW3niZZZTR3r170bhxYxiNRvTq1QuBgYEoVaqU2jG7YMECTJ48GZ999hkmTJgAgFVe6PUyhVLCwsJQp04d3LlzBwEBAZg6dSpcXFyyevOIiIiI3mmm+ym9Xo+ff/4Z/fr1Q0REBD7++GPMmTOH4QEiIvpbDA4QERHRS4mOjkbp0qXh6OiIo0ePZugASB8eyJ8/P4YMGYIuXbpg9erVCA4OhqWlJU6fPo28efNm0R5QTmJ6YBIfH4/GjRur0xB069YN9erVw/vvv6+ue/PmTfj7++PSpUvYsGED2rdv/5efCTA08KqxM/vf27ZtG1q3bg0RQcWKFVGuXDn4+flh9+7d2Lx5MwoWLIiDBw/y3EtvTExMDBo3bowLFy5g/PjxCAwMhIWFxQvXZ2CIiIiI6L8zVX2Ki4vDqVOncOjQIZw6dQpbt25F7ty50bVrV8yePZvhASIi+ksMDhAREdFLq169Om7fvo2TJ0/Cy8srw/K7d+9i8eLFWLp0KRITE5E/f37cuHEDhQoVwt69e1GoUCF2ENBrZxrxGhMTg+3bt8PS0hK//PILfv75Zzx69AgA0K5dO9SqVQs9evSAk5MTvvnmG3z44YcYNGgQ5s2b95fH6erVqzF69GjEx8czNEBZJn3YYs+ePRg3bhwuXryIuLg4dZ3KlStj8+bNKFCgAKcnoNfOdEzOmTMHw4cPR//+/c1GthkMBty4cQM///wzjEYj8uXLhw4dOpi9l4iIiIj+OdO1fnh4OFq1aoWrV69CRFC5cmUcPHgQwNOw5meffcZpC4iI6C8xOEBERESZSv8QPyUlBVZWVmjWrBl27tyJX3/9FY0aNcr0fQ8fPsS2bdsQEhICg8GAChUqqFMY5OSOq8TERNja2mb1ZrzzTMdteHg4qlSpgrx582LJkiWoVKkSLly4gAMHDmDp0qW4efMmEhISULRoUbRr1w758uXD4sWL8eDBA5w8eRIlSpTI9PM3btyIjz/+GIqi4ODBgzkqNJBZx57ptX/b6ff8+9h5+M+kb6979+7h/v37OHDgACwsLFCsWDHUrFkTzs7OOfrcS29eQEAAvvvuO9y8eRPu7u4Ank53NGXKFGzevBlXrlwBAFhaWmLYsGGYMmVKVm4uERER0TvhyZMnqFevHv78808MHz4co0aNgqWlJc6ePYtt27Zh0aJFCA8Px8CBAxkeICKiF9Jl9QYQERHR28VU3i59h5SVlRWApxUHdu7cidjYWACZd/LlzZsXH3/8Mbp27YqEhAQ4OjrC2to6R3dcDRs2DK6urvj444/h7Oyc1ZvzTlMUBSkpKejXrx9iYmLQo0cPlC5dGgBQtmxZlC1bFq1atcK9e/cwa9YsnDlzBiEhIdBoNDAajdBqtfjhhx8watSoDFUHkpOTcefOHbi7u2Pjxo05KjRg+v6mpqYiNjYWf/75J/LlywdbW1u4uLj8q/BA+va9e/cuvLy8GBr4h9K3V/78+ZE/f35Ur17dbB3TcU30uhmNRhiNRty+fRvJycnYs2cP6tevj3v37qF///74/fffUbRoUQwfPhwJCQlYuXIl1q5di169eqFIkSJZvflERERE2ZLpPuyrr77CuXPn0K9fP4wePRo6nQ4GgwEVK1ZEoUKFUKBAAYwYMQKLFi2CiGDWrFkMDxARUQYMDhAREZEZnU6HR48eoVOnTihcuDAKFCiA/Pnzo2rVqoiJiQEA3LlzB8nJybC2tjZ7r6kjUERgZ2cHOzs7AE9vZHNqx9XOnTsxd+5cuLi4wN7eHl26dGF44DVIH3gxzenYo0cPjB07FhYWFjAajVAUBYqiqB2s3377LcLDw/H1119j9+7dOHjwINLS0rBr1y6MGjUqw1QF1tbW+PDDDxEQEIA8efJk0Z6+eaa2jYyMxKhRo3D06FFcvnwZbm5uKFmyJD755BN06tTpX4cGVq5ciR07dqBnz55o3rz569qNHMf0AJFTw9Dr8ny4SqPRQKPR4NNPP8Xp06cxaNAgODs748GDB7C2tkb//v0xefJkODk5ISYmBhcvXsSBAwcQFhbG4AARERHRSzBVg0wf2jb99/LlywCAjz/+GDqdTr2PAwAnJye0bt0a9+/fx8SJE7F27VoYjUazaaWIiIgATlVAREREz0lJSUGHDh2wbds2dRS2iYWFBdLS0lC6dGmUL18eFStWhKurK0qUKAFPT0/Y2dnB0tISuXLlysI9eLskJydj3rx5mD9/PoxGI8aPH4+uXbsyPPAahIeHY+bMmfD09MSoUaNw+fJlFClSJEPnFpCxWkZkZCRCQ0PRvXt3XL9+HWvXrkXXrl3f9C68dUxtFx4ejrp16+LKlSuoVKkSChcujIiICHW+zMmTJ2PMmDH/6DMBYM2aNRg+fDji4uJw8eJFFC5c+LXtCxG9OqYqJAkJCdi/fz8sLS3x3nvvAQAiIiKwefNmzJgxA/Hx8WjatCkCAgLg5+enVjACgMqVKyMlJQXHjh2Do6NjVu0KERERUbYwduxY6HQ6BAYGml07GY1GpKWlwd/fH7t378a6devQuXPnTD/j3Llz8PX1RXJyMuzs7NChQwd88cUXsLCweFO7QUREbzkGB4iIiMhMamoq7t69i8TERERERODBgwe4cOECIiMjcfPmTezfvx8GgyHD+1xcXPDkyRN0794dixcvZmodzzpIU1JSMGfOHMyZMwcajQbjx49Hly5d4OLiktWb+M7Q6/X48MMPsXHjRlSvXh0PHjzA0aNH4enp+Zcl9E3LTP9W69atQ7du3TBixAjMmDHjDe/F2yk2NhYtWrTAiRMnEBQUhLFjx6oVRBYuXIhBgwbBxcUF3333HerWrfuXn5U+NLB69WoEBQUhOTkZ+/fvR/ny5V/7vrxtXnRs/pepXZ4PyvzTKSSI/k76KiS9e/fGtm3b0Lx5c8yaNQslSpRQ14uOjkZsbCwKFixo9n6j0YgZM2Zg7Nix6Nu3L+bPn28WKCAiIiIic7t27UKTJk2QN29e7Ny5E2XLls2wzoQJEzBp0iQMHToUs2bNynBfYLrHeP/996HRaLBr1y44Ozvj8uXLcHJyeoN7Q0REbzMGB4iIiEjtWPq7DqZDhw6hQYMGqFmzJgIDA5GUlIQLFy7g2rVrePjwIe7cuYO9e/ey5HA6qampsLS0hMFgwPz587FgwQIkJiYiODgYnTt3hqura1Zv4jvj559/xuzZs3H48GGkpaUhJCQEw4YNA/Bynacigj/++ANVqlSBl5cX/vjjD9jb2+fYUu+mNlu5ciV69+6NPn36YPHixWqHdmJiIvz8/HD79m18+umnGDlypDo9Sfr3m2QWGkhMTMShQ4dQrly5N7tzbwHTg7vk5GRER0fjypUrsLOzQ5kyZcza8Z9I38a3b9/O0GFL9F+ZjtuwsDC89957uHbtGlq0aIF58+YhX7586nf+r77/c+fOxfTp0+Hh4YFdu3bBw8ODARciIiKivxAWFoavvvoKnp6eCAgIQFJSEgwGA+zt7dXrrB9++AHt2rWDpaUlfvrpJzRo0EC9xko/bUG+fPkQEBCARo0aoVSpUn8bticiopxFl9UbQERERFnH1AHw/Nx4wLOH/Okf9lesWBHu7u64d+8emjVrlqGqgGm+vfQ3pTmZXq+HpaUlnjx5gtDQUKSmpqJQoUI4fPgwQkJCoCgKOnfuzMoDr0izZs2g0+kQEhKCffv2YevWrahZsyZq1qz5UqEBRVHg6uoKFxcXFCpUCLa2tjk2NAA8Ox8cOHAA1tbWCAoKUkMDCQkJ8PX1RWhoKIKDgzFkyBDY2NggOjoakZGR8Pb2ZmjgL5jOvZGRkejfvz+OHDmC+/fvAwCKFCmCTz75BK1atYK3t/dLf2b6Nl6+fDlGjBiBFStWoHXr1q9jFyiH0mq1iI6OxnvvvYfr168jKCgIo0ePhlarhdFozHA9YTrWU1NTcf/+fYwdOxbbtm1Dvnz5sGPHDnh4ePynChtERERE7zoRQZ48eRAYGAgrKytERESgdevWaNasGQYMGKBOW9CmTRv07t0bX331FZo3b46ffvoJ9evXBwD1+cysWbOQlJSEOnXqoFGjRgD+W7UzIiJ69/CJPhERUQ5l6tyPiYnB6tWrceLECYSHh8PV1RV9+/aFj48P7OzszDpOHRwcUKhQIZw7dw4xMTFwc3MzCwlYWlpCRBgawNObb51Oh7CwMLRt2xZnz56Fs7MzbG1tkTt3bty/fx9Tp06FiHDaglfA9LDjvffeg6IoSE1NxaFDh7BgwQLY2dmhQoUKf/l+RVEQFhaGCRMmIDw8HLVr1+ZxjKdhoFu3bsHCwgIpKSkAgPj4eNSsWVMNDQQGBsLa2hoAcPXqVUyZMgWzZs1CqVKlADA08Dyj0QitVovw8HD4+fkhNDQUdevWRbdu3XDlyhWcOnUKo0ePxokTJxAcHIzSpUu/1Gemb+PJkycjNjYWhQsXft27QzmMwWDA1KlTcf78eQQFBZkFihRFQXJyMn777TekpaWhYcOG0Gq1SEtLw969ezFkyBBcu3YNbdq0wcKFC5EvXz4+qCYiIiL6G6ZApmlqp++//x5Hjx7F3bt3YW9vj549e6rhgf/973+Ii4vDxo0b0axZMwQGBqJSpUooX748li1bhq+++goFCxZEtWrV1M/ntRgREaXHp6FEREQ5kKlTOzw8HC1atMDJkydhZ2cHKysrREVFYfPmzfjkk0/Qo0cPdd5xg8EARVHg7u6O+Ph4XLp0CXXr1jXrXGVpu2e0Wi2ePHmCxo0b4+bNmxg+fDjGjRuHxMREREdHY8yYMdi4cSMmTZoEAAwPvCRTJ5PRaITRaMSDBw/g6upqVv2iUaNGUBQFEyZMwKZNm6DRaDBq1Ki/DQ+Ehobi0KFD+OCDDzB58mQAnB/eysoKjo6OSEhIgEajQUpKCmrUqJFpaAAAhg0bhvDwcPXBFQC1Q3vt2rU5PjQAPG2P+Ph4dOnSBTdu3MCUKVMwevRodfm3336Lrl274vz587h48SJKlSr1l8fgi4IZZ8+ezXTuU6L/Ijk5GQcOHECBAgUwevRo9RogNTUVn3/+ObZu3YrDhw8DAOrUqYOlS5eiRIkSKFKkCAYMGABnZ2c0b94cuXLlYmiAiIiI6F9o27YtYmJiMHv2bISEhEBE0KtXLzg6OsLS0hKrV6+GnZ0dVq5ciRkzZpi919vbGz/++CNcXV3N7iOIiIhMGBwgIiLKYURELTXcqFEjXLt2DQMGDMDAgQMBPC1LPmfOHCxYsAA6nQ6BgYHw8PBQH+5XqlQJP/zwA6Kjo7NyN95qps7mBQsW4Ny5c+jfvz+CgoKg0WhgZWUFLy8vLFu2DAULFsTs2bMxbdo0KIqCTp06wdXVNas3/61lqm4RHR2NuXPn4siRI7hy5Qry5MkDX19fdOvWDbVq1QIANGzYEIqiIDg4GBs2bACAvw0P1K5dG4sWLcJ7770HADnqQUr6QIbBYICFhYW6zM/PD9u3b8fIkSNx7do1hIaGYuzYsRlCAxMmTMDvv/+OwYMHw83Nzezz16xZg08++QS2trY5OjRgOjf88ssv2Lt3Lzp37oxhw4apy9PS0jB16lQ4Ojqiffv2aN68+b8KDRw6dIihAXot4uLiEBkZCSsrK9jZ2cFoNOLWrVvo3bs3Dhw4AHd3d7Ru3RqnT5/GwYMHMXz4cGzduhUlS5aEt7e3Oj2SqfIGEREREb08EYGbmxt69+4No9GIOXPmYNasWQCghgesrKzw1VdfoUmTJjh79iyOHDmC/Pnzo1SpUujTpw/c3d0Z4CQiohdicICIiCiHURQFaWlpCA4OVksNBwcHqyO28+bNi0mTJsHJyQmOjo4ZRsGbOrZPnz6N1q1b5/gR2ZkxtcfFixdhYWGBfv36wdLSUu2QNRgMsLKywtixY3Hv3j2sXr0aM2fO5LQFfyH91A+NGzfGuXPn4OzsDAsLC1y4cAHnzp3Dl19+ifXr16NDhw4AgAYNGgCAGh7Q6XQYPHgwfHx8Mny+qQM2J4cGYmJisGTJEty8eRMDBw5EqVKloNFo0LJlS4SEhGDLli2wsrLClClTMHToULP2mT9/PhYvXozKlSsjMDDQrAIEAJQoUQJWVlbYtWtXjg0NAM/ODUeOHIGIYNiwYWpbJSQkwNfXF6GhoZgwYYIazIiJiUFsbCy8vLzMPiuz0EBCQgIOHz6co9uYXi8nJyeUKFECO3fuRJ06deDk5IRjx44hISEBXbp0wbx58+Dm5obbt2+jfPnyOH36NG7duoVChQqZVSjKKedXIiIiolfJdD/h4uKCPn36AECm4QEA6NChAzp06ICkpCTY2Nioz24YGiAior/Cu3UiIqIcKCUlBQcPHkS5cuUwZcoUteMqNjYWvr6+ePDgAYYOHYrAwEBYWFggLS1Nfa+9vT3y5cuHfv36AcjZ0xMMGzZMHc2emYcPH0Kv1+Px48cAnrWVaWS3lZUVpk6dCldXV9y/fx/Tpk3DsmXLWM0hE6apH5o1a4br169j9OjRuHTpEk6fPo3vv/8eAQEBAIBOnTqZ/Zs0aNAAEydORN26dbFu3TqsWLECer0+w+c/34mVUzq1TA+NwsPD4e/vjzFjxmD79u2IiYmBwWCAiKBEiRJYt24dLC0tkZKSglOnTuH27du4fv06/vzzT/Tu3RvDhw+HjY0N1q9fjzx58sBoNKr/P4xGI6pXr4579+6hYsWKWbezbwERAQDcvn0b1tbWakdqbGysOgVE+tAAAJw/fx6tW7fGtWvX1M95UaUBhgboVTEdq8+ztrbGypUrUblyZZw6dQrbt2+Hr68vVq1ahWXLlqnVRlxcXGBlZYXixYtnCL0QERER0X9nCg8MHToUqampmDVrFlasWIHY2FgAUO/JrKyszN7H0AAREf0VVhwgIiLKYUQE586dw7lz5/Dhhx+qndkJCQmoXbs2rl69atZxZTQasWLFClSrVg2VKlVCvXr18Pvvv8PDwyNHJ9U3b96MuXPnwtbWFjVq1ECBAgXUZaZOvYIFC+LIkSP45Zdf0KBBA2g0GjXlr9FokJaWhty5cyNv3rwoUaIETp06hXXr1uGzzz7Lwj17O4kIFi5ciDNnzmDYsGGYMGGC2unaqlUrtGrVCs7Ozpg/fz46d+4MT09P1K5dG8DT8EBqaipy586NkSNHmo16zclMpcIjIyNRp04d3Lt3D4MHD8a0adPMHi6JCBo3bowtW7agY8eO2LhxI3bs2AErKyskJSUhKSkJfn5++Prrr+Hl5ZXhvGDq4LaxsXnj+/i20ev1sLCwgJOTE5KTk3Hx4kWULFlSPfcGBwdnmAJi2rRpCA0NNQu8mNp05cqVGD9+PCsN0Ctl+g6npqYiKSkJ169fh62tLUqVKgWj0QgPDw/s2rULt27dUq8dnjdz5kxERESgXr16OTpgSERERPQ6ZVZ5QFEU9OzZU608YLp34DUZERG9DEVeNJSAiIiI3lkXLlxApUqV0LRpU2zbtg2pqanw8fFBaGhoho4ro9EIV1dX+Pr6YsuWLWp1gpxUyv1FhgwZgsKFC2PgwIFIS0szmxceAH755Re8//77cHBwwBdffIHOnTsDeJb8N7Wft7c3OnXqBC8vLzRv3hz58+fnFBDPERE0a9YMx48fx7lz5+Dl5aUeg+mPxV69emHVqlXo2bMnlixZAq1Wq3Zip6SkwMrKCnq9nuGB/5ecnIzu3btj06ZNmDp1KoYOHapOq5FZKOjSpUtYv369Wpq8SJEiaNy4MVq0aAFnZ+ccHSZ6nqktDAYDYmJi4OzsrC7bunUrWrdujSpVqiAyMhJ3797FxIkTMXDgQNjZ2QF4esxPnToV06dPR58+fTBz5kyzQMfevXvRpUsXxMbG4vjx4wwN0CthOm4jIyMRGBiII0eO4MaNGwCA6tWr4+OPP0bjxo3h6ekJAOpvVfrfwM8//xwTJ06Et7c3tm/frlYhICIiIqLXIzIyEsuWLcOcOXNgZ2eHjz/+GAMHDoS9vX1WbxoREWUzOftpPxERUQ7l5uYGNzc3nD59Glu2bFFDA+PHj88w2nXAgAFISkpC586dzeYtz8mhAdPI33nz5mHgwIF4/Pgxqlatiu+//x7AsxLP9erVw6effoq4uDjMmDED3377LYCnbafRaGAwGDBz5kzcv38fjRo1Qt++fZE/f34YDAaGBp4TGRmJP//8ExYWFmr7mo5BU3gAAD744ANYWlri+PHjSElJgVarVdc3dboyNPDsGA0NDcXu3bvRoEEDjBgxApaWlmolgszeU7p0aUyaNAk7d+7Enj178PXXXyMgIADOzs4vfF9OpNfr1ek1Jk6ciE6dOqnffwCoXbs22rZti1OnTuHmzZvo1asXRo4cqYYGgKfnlwULFqBUqVIICgqClZWVWfl4CwsL1K1bl6EBemVM3+Hw8HDUrl0ba9euhZubG/r16wc/Pz+EhoZi8ODBmDx5Mu7duwfg2cg1RVGQmpqKfv36Ydy4cXBycsKmTZvg5uZmNnUJERERET1jMBheyeeYKg8MHz4cd+7cUZ9NEBER/VN8akpERJTDGI1GuLu7o3v37pg5cya6desGvV6P8ePHZyjjPn/+fKxfvx7169eHv79/Fm712+X5juevvvoK586dQ58+fWBtbY3mzZsDeDoXdEBAAB48eIAtW7agf//+OH/+PPz9/ZEnTx4sXboUK1asQJkyZcw6/tj5+oxpNKu9vT2cnJzw559/4tdff0Xv3r3NwhWmEEGVKlXg7u6OR48eITw8HA4ODgxhZMLUJkePHkV0dDRatmwJrVb7l9UYDAaDGnrRaDTq1APpp9+gp+2k0+kQHh4Of39/nDhxApUqVULu3LnVqhfOzs7o0aMHHj16hGPHjuHq1av47rvvUKVKFURHR2Pu3LnYuHEj8uXLh82bN8Pd3T1DNQc/Pz9UrlzZLGxA9F9oNBrExcWhQ4cOuHnzJiZNmoSxY8eqy7/44gt8+umnOH78OM6cOYP8+fMDeBqUWbJkCUaPHo2EhAQ0bNgQK1euVINw/E0jIiIiymjatGkoUaIE/P39zQZp/FsuLi7o2bMn7Ozs0KpVK9jb27OSIRER/WMMDhAREeUwps49f39/7NmzB6dPn0apUqVQtWpVsw7DMWPGYOHChXB3d8eyZcvg5OTE6QleYPTo0YiKisLcuXPVkcUtWrQAAFSrVg0jR46Eh4cHvvjiC8yYMQNz586FRqNBcnIyvL298f3338PFxYXtC6gd16ay14qiQK/Xw9raGi1atMCpU6fwyy+/oFWrVmblr01tZ21tDYPBgOLFi6ultOnF4uLiAACxsbEvXMfU8ffHH3/AxsYGpUuXNlvOB1HPiAi0Wi2ioqJQv3593L59G6NGjcKECRPUh4Gmh3ctWrSA0WjEl19+iZ9++gkHDhyAvb094uPjodFoUL9+/Rd2vpo+IyeFBnh+fL1Mx9QPP/yAAwcOoHv37hg+fLi6XK/XY+HChXB0dETLli3RqFEjdZlOp0OjRo2wY8cONG7cGD179kTu3LkZGiAiIiJ6gTVr1mDs2LGoWLEirK2t8d577/3n8ICIwM3NDZ9++ikUReG1GBER/SsMDhAREeVQNWvWxOjRozFhwgScO3cOffv2RdWqVWFnZ4fTp0/j/PnzKFmyJH7++Wd4enrypvMFTB3ds2fPhtFoxPz589G5c2esX79erTxQvXp1lC1bFs2bN8fKlStx9+5duLm5oWzZshgyZEimo4lzKp1Oh7CwMHTq1An9+vVDhw4d1EBLs2bNsHjxYmzevBlubm6YNGkSXF1dzUa7L1y4EA8ePEDnzp05JcFfMHUS5suXDwBw6tQpAE/bP30Hral0uYigQ4cOqFevHr744gt1LnMypygKkpOTMXz4cFy6dAkTJ05EUFAQdDqd+h1XFEVt/5YtW8LHxweHDx/Gd999h9TUVBQoUACNGjVCvXr1kCtXrkzPDTktrGFqg8TERISGhuLixYswGAyoVq0a3Nzc4OLiktWbmO2ZjqkjR47AwsICY8aMUad3SUhIgK+vL65du4YJEyZgyJAhsLGxQUxMDFJTU+Hm5oZSpUphy5Yt0Ol06nmEv2lEREREmatVqxZ69OiBdevWYdy4cRARNG7c+D+FB9JPIQWwkiEREf07iqSfKJOIiIhyhPTl6g4cOIDvvvsO69evR2RkJACgQoUKqFevHkaNGsVO7ZeQvn0CAwMxf/582NnZmVUeMEnf9qa/2b7mo4mnTZuGsWPHomTJkpg6dSratGmjrrd9+3a0bNkSANCuXTs0a9YMTZo0gYWFBRYvXowFCxbAzc0NBw8ehIeHR5bsy9vIdKw9P2r75s2bqFixIuLi4jB58mSMGTMGwNNADPAsSDB+/HjMmDEDwcHBakc4Ze7OnTuoX78+cufOjd9//x1A5qPlX6ZsKEfZPzu/RkREICAgAAcOHEBSUhIAwNHREfXr18fIkSPh6+ubxVua/ZjaNv2xWLduXZw7dw5nzpxBoUKFEBcXh1q1auHq1asIDg5GYGAgrK2tAQC//vorZs+ejTVr1vB8S0RERPSSTNdet27dwqRJk7B69WpUqFABkyZN+s/hgX9730FERGTC4AAREVEOlf7mUa/X4/Hjx3j48CESExPh4+MDCwsLWFpaslP7Jb0oPGCqPJBZxy1v4J8ytV1SUhLCwsKwf/9+rFixAseOHYO3tzemTZuG1q1bq+tv374dPXv2VIMuHh4e0Ov1iIiIQIkSJfDLL7+gYMGCPHbxrG1Nx11ycrLa6Wc6/pYtW4YBAwbAxsYGw4cPx+jRo80+Y968eZg8eTKKFSuG7du3m00RQRlt2LABnTt3Rt++fbFkyRKkpKSoI7efl5qaqj4YTEtLg06nyzTgkVOZ2iEiIgK1atXCn3/+CX9/f3To0AEXL17E+fPnsW3bNuTNmxcbNmxA7dq1s3qTsw3TuSEyMhLffvstmjdvjsKFC6Nt27bYsmULDhw4AD8/P5QvXz7T0AAANGrUCKdPn8bvv/+OIkWKZOHeEBEREWUvpsqF9+7dw/jx47F+/XqULFkSEydORJMmTf5VeCD9PcTu3bvh6OiIatWqvepNJyKidxyHChEREeVQ6TusNRoNPD09M8wJb5qvm/6eVqtVO2Lmzp0LAJg/fz46depkNm1B+s5AhgaedV6Fh4ejW7duuHDhAqKjo5EnTx7o9XpcuXIFw4cPh0ajUSsNtGjRAtu3b8e2bduwY8cOREVFoVixYqhduzYGDhzIKhn/z/QwKjo6GvPnz8etW7cQHR2N7t27o06dOmoAoHnz5rh9+zZmz56NsWPH4vTp0/D19YWTkxO2bt2K7du3w8vLC5s2bYKbmxs7tf+G6bgzVW3ILDRgOj6PHDmCx48fo1OnTmbTP7B9n9JoNEhMTESvXr1w48YNTJo0CaNGjVLb59q1a9i/fz90Oh2OHz+OmjVrsu1ekik04OPjg/j4eLi5uaFw4cJo0qQJtmzZgsmTJ+PWrVu4desWJkyYgMGDB5uFBiZOnIijR4/is88+Q/78+bNwT4iIiIiyF4PBAJ1Oh/j4eOh0OpQuXRrVqlXDwYMHMWvWLAD4x+GB9PdoK1euxIQJE1ClShWsXbsWtra2r2U/iIjo3cSKA0RERESvUGaVB5ycnLB8+XK0bds2i7fu7WIa8R4VFQU/Pz88fPgQH330EQYMGAArKyts2rQJO3fuxPbt21GkSBHMnTtXDQ+YJCUlITY2Fq6urlAUBRqNhqEBPHtwFB4ejgYNGuDixYtmy7t3746+ffuq5d3v37+Pbdu2YcSIEYiPj1fXs7GxQd26dfHll18if/78bNuXcPToUdSuXRvFixfHd999h7Jly5otT/9Qr3bt2rC0tMSmTZvg4uKSFZv71jKdH3777Tc0aNAATZo0waZNm9RpMhISEuDr64vr169jzJgxCAwMhK2tLY/Rl2Q0GvHJJ5/ghx9+wIABAzBy5EhYWlri3r176N69O/bt2weNRoP+/ftjwYIFZu+dP38+pk6diiJFimDbtm3IkycPK+gQERERvYT0wfmuXbvi5MmT0Gq16msAUK1aNYwdO/alpy1If3+xevVqjBkzBlFRUThx4kSGexEiIqK/w4oDRERERK/Q85UHtFot5syZg6CgILz//vtmIzZzOkVRoNfrMWHCBFy+fBlBQUGYOHGi2jHYv39/NGjQAHny5MGKFSswdOhQGI1GddoCvV4PGxsb2NjYmH0uOw2fjtSOi4tDmzZtcPPmTfTt2xfdu3fHwYMHsW7dOqxevRoREREYPnw46tSpA09PT/Tr1w/vvfce9u/fj/v378POzg41a9ZE2bJl4eDgwA7Zv2DqNBUReHt7o0GDBti7dy++//575M+fH05OTgBgNm3BpEmTcOzYMYwYMQKOjo5ZuPVvJ1Mn9LFjx5CcnIy+ffuahQZq1KiB0NBQsxL6iYmJOHPmDIoVK4Y8efJk5ea/lUxVSNLS0pCcnIxTp06hcePGGDNmjPqwOX/+/OjRowciIyNx/vx53LlzB4cOHULx4sXx5MkTTJ8+Hd9++y08PDzw3XffIU+ePKxCQkRERPSStFotoqOjUa9ePTx69Ah9+vTB2LFjERERgWvXrmHMmDE4ceIEJkyYAAB/Gx54PjQQFBSExMREHD9+nKEBIiL6VxgcICKi14oPk1+f19G2/Pd6NdKHB2bNmgV7e3t0796doYFMGAwGnD17Fs7OzhgyZAh0Oh2MRiMURYGiKChVqhSGDRuGyMhI/Pjjjxg9ejREBG3atIFOp+Mo1+ek79y/dOkSrl27hhEjRmDMmDHQarXw9fVF5cqVMX/+fOzYsUNtPz8/PwBA0aJFUbRo0Qyfy2lLnjG1sel8mf4YVBQFefLkQefOnbF//35MnDgRiqLggw8+QOnSpdXQwOzZszF//nyUL18eQ4YMMZumICdL/xuUlpYGCwsLREVFAQASExMBADExMfDz88PVq1fNQgMAcO/ePfTv3x8TJ05Eq1atsmYn3mI6nQ7h4eH48MMPUb9+fdy5cwdTpkxRK7VoNBooioJu3brBaDRi2bJl+PHHH/Hjjz/CxcUFT548gcFgQN26dbFmzRp4eXkxUERERET0kkQERqNRDc6PHDkSEyZMgJWVFezs7FCkSBEULlwY48aNw6ZNmzBlyhQALw4PvCg0cOjQIZQrV+6N7hsR/TN8lkVvMwYHiIjotTE9TE5KSsLdu3dx9epViAiqVq0KR0dH2NnZsaP6X3odbZt+/atXryJ//vyws7N7XbvwzksfHggODgbwbLQnPSUiePToEa5duwa9Xq9OOfD8cVuyZEk0a9YMP/74ozoKw8bGBk2bNuWNVjpGoxFarRZRUVG4ePEiDh48CEVREBQUBK1Wi9TUVFhaWqJRo0awtbWFoijYsWMHgKcd3rVr1wZgfpyabmbZzk+ZvtNRUVEYP348Ll26hOTkZPj5+aF3794oXrw4AKB3794IDw/H2LFjMXHiRGzcuBF169aFtbU1fv/9dxw6dAiFChXCjz/+iDx58uTIztfnH5SYggIxMTGwtLRUK4kUKlQIAHDlyhUAeGFoAABGjx6N0NBQeHh4vLkdeUutW7cOFSpUUEeamQJZS5cuxa5du3Dp0iXExsYiKSkJwLNKLaZrge7du6NmzZr46aefsH37diQnJ6N48eJo1KgRmjZtity5c+fI45aIiIjo31IUBVqtFhcuXEDu3LkxYsQIWFlZqddUIoLixYtj8uTJuHXrFk6cOIGQkBCICJo0aWIWHmBogCj7Mt37JiYmwsLCggMJ6O0jREREr4FerxcRkfDwcGnVqpXkypVLFEURRVHEy8tLevXqJdeuXRMREaPRmJWbmu28jrY1GAzq38uWLZPChQvL8uXL+W9Dr53BYJB69eqJVquVDRs2qK+ZmI7BqKgoKVKkiFSrVk0URZF69erJhQsXsmSb32ZxcXFSqFAhsbe3l44dO0r79u1FRCQtLU1EzM8Jhw8fFn9/f1EURZo3by6HDx/Okm3OLkzHZVhYmJQtW1YURRE7Ozv1/FuoUCE5c+aM2Xu+/PJLqVevnrqOoiji6ekp7dq1k3v37onIs3N6TmI6Dk+fPi1nz55VX3/48KF4enrKBx98oB6zp0+fNvuN0+l0Mn36dImLizP7vJkzZ4qjo6P07NlTEhIS3uwOvWWmTZsmiqJInz595MqVK2bLHjx4IIMHDxYPDw9RFEVatWol4eHhZus8/9uf/pz8V68RERER0YsZjUaJjo4WDw8PcXBwkKtXr4perze79jL9vWvXLvUauGrVqvL9999LamqqiJhfh61atUry5s0ruXLlknPnzr3ZHSKiv2X6Tt+4cUMePHigvv7w4UPx8/OT2bNn896K3joc4klERK+cadRrREQEatWqha1bt6JmzZpYtGgR+vXrh/z582PlypVo06YNrl69ypGs/8DraNvnk+qTJk3C7du3Ub169Rz3b2M0Gv9yuYi88s/MyYxGo1opw2g0YsWKFUhNTYVGo1HbzdTmer0ekZGR6N69Oz744AMcO3YMv//+e1Zu/ltJq9WiRo0a0Ov12LhxI06ePIk7d+6oFQQURVHbtFatWhg5ciRatGiB3bt3Y+TIkTh58mRWbv5bTaPRICEhAV26dMGdO3cwaNAg/Pbbb9i8eTNatWqF27dvw8/PD6dPn1bf06dPH6xbtw779u3DqlWrsHz5cuzduxerVq2Cp6dnjh2xrSgKzp8/Dx8fH3Tv3h33799HWloaatasidjYWPj6+qq/P5UqVcLUqVMBPJ2KoE2bNhg1ahTs7e3VzwsJCcHMmTNRqFAhTJs2Dba2tv/qfP2u8Pb2RqVKlbBy5UrMmTNHrdYAAHnz5sWoUaPQvn17ODs74/jx4/jxxx/VqSAAqG2fvg1Nf5vOzawWRURERPTP2dnZoVixYoiPj8fZs2eh1WrNnrsoigK9Xo8SJUrA09MTfn5++P333/Hll1/CYDAAeHYdtmrVKowePZqVBojeYoqi4LfffkOlSpUwa9YsGAwGxMfHw9fXFydOnICzs3OOe/ZK2UAWhhaIiOgdFh8fL02bNhULCwuZOnWq2YjK06dPi62trXh5ecmiRYs4qv0fepVt+6Kk+vnz51/b9r+tTO0YFxcn+/fvlwULFsjMmTNlz549cvPmTXW9f5IETr/u4cOH5e7du69se7OTv2uz0NBQyZMnjyiKIu3atVNHUpgYjUYJDg6WPHnySGhoqGzYsEEURRE/Pz9JSkp6nZuerZjaOT4+Xvr06SMODg7i6OgoS5YsydBO6c8NR44cET8/P8mfP7+EhYW90W3ODkwj30VErly5Ik5OTjJmzBhJSUlRXzcajRIQEKBWITh16pT6+ouO/5z+23fp0iWpU6eOKIoi1atXF09PT3FwcJC5c+dmGE118+ZN+eSTT0RRFLG2tpbp06fLrl275Mcff5TWrVurFR9u374tIjmzisPztm3bJpUrV1YrD1y+fNls+aNHj2TgwIFiY2MjxYoVkw0bNuT4Sg1EREREb8KUKVNEURQpU6aMet8g8vT+wHQdm5KSIu7u7jJhwgQJDAxUr3NNLly4IF5eXuLo6MhKA0RvMaPRKF9++aW4uLiIm5ubDBkyRP3uzpkzx+x5A9HbgsEBIiJ6pUwdIXv27BGdTicdOnQwuwhKSEiQcuXKiY2NjUyaNEl9SM2yTH/vVbcty9s9Y7o5DwsLk4YNG4pWqzUrLe7r6yvr16//R5+Zvn1XrFgh9vb28umnn2boFH/XmY7RuLg42bFjhwQHB8u0adNk6dKlkpCQoC7ft2+fODk5iaIo0rRpU/nhhx/k1q1bEhsbK5MnTxY3NzepVauWpKSkyPXr18XW1laqVq0q8fHxWbl7Wc50XjAdb6b2jI+Pl759+4qiKFKgQAHZvn17poEMk5MnT6qhAZ6PM3r8+LF8/vnnsnLlSvH29lbbUq/Xm7VX9+7dM4QH2ImdubS0NPWcqyiK6HQ6GTZsmLr8+Xa7fv26jB8/3uzcbGprf3//HD31Q3rpv9fbt2+XihUriqIo8tFHH8nFixfN1n38+LEMHDhQrKyspHjx4rJ+/XqGB4iIiIj+o797BvPgwQN57733RFEU8ff3z3DfkJaWJuPHjxd7e3u5ceOG+v7nr3MXLFiQIwd9EGU3T548kY0bN0rBggVFq9WKpaWlTJgwQV2e0+9h6e2jy+qKB0RElH0lJCTAzs7O7DVTeaWjR4/CYDBg8ODBaonshIQE1KhRA1evXkVwcDACAwNhbW2NhIQEXLp0CSVKlICjo+Mb34+30etu2+enJwgKCkJCQgIOHz6c48rbmaZ/iIyMhJ+fH27cuIEOHTqgd+/euHLlCq5cuYL//e9/6NmzJ/R6Pbp27fpSn5m+fcePHw8RQZ8+fWBhYfG6d+mtYTAYoNPpEB4ejs6dO+PIkSNISUlRl3/99df49NNP0axZM9SrVw9btmxB+/btsXPnTuzbtw8ODg6wsrLCgwcPUKBAAXz99dewtLTEjRs3kJKSgsqVK2f4nuQUz5e4j42NhZOTk3pOsLOzw5w5c6AoCpYuXYr+/ftj0aJFaNKkiXoMmqYtUBQFVapUAWB+7NJTKSkpaNGiBX7//Xf4+vrC0tISaWlpAKC2pV6vh06nw6pVqwAAa9asQZ06dXDo0CFUqlSJ7ZoJnU4HRVEQGhoKRVFgMBhw7NgxhIaGonjx4hmmcChatCgmTpyI999/H8eOHcPjx4+RO3duNGjQACVKlICDg0OOnfohPdNvmtFoRPPmzXH27FkYjUZ89dVXsLa2xieffILSpUsDAPLkyYMxY8YAAJYuXYrx48cDAFq2bAkbG5ss2wciIiKi7Mp0PZqUlITbt2/j3LlzSEtLg4+PD1xcXODm5gY3Nzf06dMHERER2L59O27fvo3g4GD4+PjAzc0Ns2bNwtKlS1GxYkXkzp1b/WzTda7p3mLgwIFZtZtE9JJEBLly5UKVKlUQHR0NnU4HjUaD1NRUPHnyBE5OTjn+HpbeQlkcXCAiomwqMDBQpkyZIhEREWavm0a6ffrpp6IoiuzatUtERGJiYqRcuXJiaWkpU6dONSub/ccff0jNmjVlz549b24H3mKvu20zqzSQ08vbJSUlSfv27UVRFJkyZYpZGz148EDc3NykYMGCMmXKlL9NAr+ofXPaSABTO0REREipUqXEwsJCunbtKlu3bpVvv/1WOnToINbW1lK0aFFZuXKletyGhobKwIEDpVatWpI7d26pWrWq9OrVS+7cuaMur1WrliiKIqtXr86y/ctKpqoC0dHRMn36dGnXrp2ULl1aunTpIrNmzTI7RuPj46Vfv36iKIoULFhQtm3bluOqXvxXKSkpsnz5cnU6jQIFCkh0dLSImI8MSF8BxlR5QFGUHPfd/yf27NkjVatWlVGjRkmzZs1EURSpVauWnD17NsO6f1cJI6dP/SDy7HgMDw+XDz74QLy9vcXBwUHs7e3V47Ffv34Zpi1IX3mgdOnSsnr1ak4DQ0RERPQPpb8Wa926tbi4uKjXYK6urtKoUSM5dOiQiIgkJyfLxo0bpVGjRmbruLu7i6IoUrhwYXV6AlaEI8r+Vq9eLYqiSNu2baVw4cKSK1cuGTNmjDx48CCrN40oAwYHiIjoH9u5c6coiiLOzs4yf/58CQ8PV5eZbmhmzZoliqLIqlWrRESkbNmymXZsi4j4+/uLg4NDph0FOc2bbNsVK1ZI/vz5c3xoQOTp/IC5c+eWJk2amHWqxsfHS9myZcXKykomT56slnBOP7d5egxlmEtKSpIuXbqIoigyadIks4690NBQcXV1FRcXF/n8888lLS1Nbb/U1FRJTU2V0NBQSUhIkMTERPU9pnnk+/btmyX7lNVMD6MeP34slSpVEkVRJHfu3OLi4iKWlpaiKIrUqVNHLdsu8nQaE9P88AULFsx02gL6a0lJSfLtt9+Kh4eHKIoiAQEB6vH8ovBA27ZtRVEUNfRCmbt165akpaXJzZs35f3331fDA2fOnFHXSd/Gpr9NxzADA0+Z2iEiIkJKlCghrq6u0rt3bzl79qz8/PPPMmzYMLGzsxNFUaRPnz5y6dIls/c/fvxYAgMDRVEUqV27tnreJSIiIqK/Z7qXDQsLk+LFi4uiKNKoUSMZN26cNGvWTLy9vUVRFLGxsZGdO3eKyNN7h7t378qkSZOkWrVq4urqKjVr1pSPPvpI7UxkCXOid8fFixclNjZWVq9eLUWKFBFHR0cZO3asWXgg/Xee97qUVRgcICKifywlJUVmzpwpHh4e4uzsLPPmzTPr4BYR+fXXX0VRFLG3t5fChQuLTqeTqVOnZpiPfPr06eLg4CB9+/blQ2p5c2175MgRcXBwEFtbW46GFZGVK1eKoiiycuVK9bX4+PhMKzkkJyfL3r17JTQ01OwzGBrI6OLFi5I3b15p0KCB2Q1PbGyslC9fXmxsbMwCGSamzlfTewwGg+zZs0ftKA8ICFDXzYmjL6KioqRixYpibW0tgYGBEhMTI7dv35b79+9L2bJlRVEUadGihURFRantkz48YGdnp1Ysob+W/vhKSEiQ9evXq6OARo0apS7PrGNbRCQyMjLDaznVix56pA9gXLp0SZo3b55peMBoNMqSJUukc+fOGc4Z9FRycrIa1po8eXKGkNu6deukVKlSavjq4sWLZssfPnwo48ePZ9iFiIiI6F+Ij4+XJk2aiKWlpcycOVN9Xa/Xy8mTJ9XrNGtrazl48KDZexMTE9Wqk6aALO8hiLKnFz2nMr0eFxcnX375pRoeGDNmjNy/f19dz2g0yrfffivz5s3joA/KEgwOEBHRP5J+RPCMGTPE1dX1hR3cgwcPFkVRRKPRSI8ePTJ81syZM8XZ2VkqVaokjx49EpGcnaZ8k2177949+eyzz8w6ZXKyJUuWiKIosnjxYhF5WgL+RdM/3L17V4oWLSrLli1TX2NoIHNfffWVKIoic+fOVV97USAjLi5Otm7dmunnnD59WqpUqSIeHh4yevRo9fWcGBowGAwyYsQIteP6+Y7B0qVLS4ECBWT48OFq25q++wkJCdK1a1dxd3c3uymlp0wP5kzHVXR0tMTExJitEx8fL9988424urqKoigycuTITCsPpP87Jx6nzzO1R0pKity/f1+OHz/+wtBa+vBA7dq15cKFCyIismjRIsmTJ484OzvL48eP39i2ZycxMTFStmxZ8fb2Vl/T6/Vmx+A333wjDg4OoiiK9O/fP0N4ILPjmYiIiIhezHT9tG/fPrG0tJS2bduq11/JycnqemFhYWp4oH79+vLo0SP1vUaj0exvIsqeTANh4uPjZf/+/bJ161Y5fPhwhvUSExPNwgNjx45Vn/0uWbJEnJycpFq1avLkyZM3uv1EIgwOEBHRv2DqqDIYDDJ37lwpWLCg5M6dW+bPny9hYWHqehcuXJCOHTuKoiji5uYma9askWPHjsnevXulQ4cOotFopFChQuq8bXxI/WbbNn1J7ZzKdEO+detWURRFunXrJklJSVKhQoUXTv/QtWtXsbCwkN27d2f4vGXLlomXl1eODA1k1jm6du1aURRFHW0RFxf3wqk1oqOjRVEUmTZtWqaff/DgQTl+/Phf/v/LCfR6vVSrVk1KlixpVkkkPj5eypQpI1qtVqZOnaoue/4mMzExUaKiotTPoqdM58OoqCgZNmyY1K5dW1xcXMTLy0uCg4PlxIkT6roJCQkZwgOZVR6gp0xtGxkZKd27d5cCBQqo87j26NFDfvrppwzvuXTpkvj7+6tT9zRo0EAURZH8+fPLzZs3RSTnngNWr14tN27cyPC60WiU06dPi6IoUqpUKUlISDAbnZL+AfSoUaPUf4O+ffuy8hARERHRKzBv3jxRFEXWrl0rIpLpSOHTp09LiRIlxMXFhddgRO8Y0/OAsLAwadCggVhZWan3XZ9++qkcOXLEbH1TeKBo0aJiZ2cnzZs3l86dO4utra3kzZtXve9jmIjeNAYHiIjoHzF1AERHR8uxY8dk2rRp4ufnJ4qiiKenpyxYsMCsg/uPP/5Qy2On/5+VlZU0bdpU7t69KyLsbBFh274J6Uvfp/f48WPJly+fKIoi7u7uotPpJCQkRGJjY83eO2vWLHFycpIuXbpIXFyc2WdcvXpVihQpIoqivPMPAJ6/aTEFXqKjo+XQoUPq65s3bxZFUaR58+Zy4cIFtdLAlClTMgQyAgICxNbWVp3v0SSzzsGcdNP0/Mj1P//8U3Q6nfj7+6uvx8XFvbBCxpYtW2TGjBnq+01yUhv+HVMbP378WMqVKyeKokiRIkWkRo0a4ujoKIqiSJUqVWT58uXqe5KSkszCA6NHj86xHdl/Jf2DE1OJfB8fH/noo4+kdu3aYmFhIT4+PvLll19meO+dO3ekd+/eoiiK5M2bV+rXr5/jf9cmTpwoiqJIz549M51O4NGjR1KwYEFxd3eXe/fuiYj599709759+8TR0VEqVKggiqLIsGHDGCYkIiIi+o+Cg4NFURQZNGjQC9fR6/XSsmVLURRFVqxY8eY2jojeiIiICCldurQoiiI1a9aULl26SO7cuUVRFGnQoEGG4HxSUpKsXbtWatasqT7TrVq1qjoQjPdplBUYHCAiopeWvnOlVq1aYmdnJwUKFJCSJUuqnSd58uSRefPmZSgjvG3bNgkODpaPP/5Yxo8fLwcOHFBLQOfUDoD02Lav1/PtkL5coMk333wj9vb2oiiKNGrUKMPogClTpkju3LmlTJky8uDBAxEx73yNj4+XFStWqGW133UnT56UHTt2SHx8vIiIPHjwQAoUKCDt2rWTW7duicjTstl169YVOzs7cXd3FysrK5k+fbrZSHkRkVmzZkmuXLmkY8eOGQIZOZnpuI2OjlaPx2vXrolOp5MqVaqIiEhsbOwLqzikpaVJ6dKlxd/fP0Obk7knT55I1apVxcbGRsaOHauO1r527Zp89NFHoiiKNG3aVH7//Xf1PabwQN68ef+yWkZOZTo/RkVFSY0aNcTOzk7GjRunnn9//vlnKV68uCiKIiVKlDALZqQ/tx46dEguXryoVs/Iyb9rO3bsUB9C9ezZU32YZJKamir169cXRVGke/fu6vf++YoYV69eFUdHRxk1apQ0adIkw+cQERER0T+3detW0el08t5776nXrulDnKbA/bRp00RRFFm9enWWbCcRvT4jR44UFxcXmTFjhvqd37dvn7Rt21a0Wq3UqlVLduzYYfaetLQ0iYiIkLVr18rOnTslMjJSRHL2vS9lLQYHiIjoH4mOjpYKFSqIo6OjTJgwQQwGg8THx8u9e/ekR48eYm1tLS4uLpl2cGeGIzSfYdu+Huk7X+fMmSO9e/eWJk2ayIQJE+T7779X13v06JFMmTJFDQ/06NFDvvnmG/nyyy+lSZMm6ihkU6d4ZhfwOWUU9+XLl0Wr1UqxYsXk2LFjcufOHfH29hYrKyuZM2eOeuwZjUZZsGCB5MmTRxRFkffff1+uXbtm9llTpkwRJycnKVOmjNy/f199X05nasPw8HBxcnISb29vSU1NlbS0NGnQoIE4ODjItm3bpEKFCmJhYZGhioPRaJTBgweLVquVxYsXs01fwGg0isFgUB/eDRw40CxYlJqaKiVKlJDcuXNLcHBwhkoZSUlJsmLFCilXrlyO73zN7DcnJSVFhgwZInZ2djJy5Ej1wcn58+flgw8+EEVRpFq1amJtbS3e3t5mlQcyK+3K3zWRPXv2/GV44MCBA5IvXz6xt7eX8ePHq+EBU9vr9XoZMGCAeHl5SUpKitrOfChFRERE9HJM16QGg8HsPuvy5ctqJcOgoCCz96S/tvX39xcHBwc5c+bMG9leInp9TBUBUlJSJDk5WWrVqiVt2rTJsN7Zs2clICAg0/BAZs9reO9LWYnBAaI3hA/sKbszHcOmMrn9+/dXH0KbboBSUlJk/PjxYmNjI3ny5MlQWj/9TRW/E8+wbV8f04V2WFiYWpL5+f/17NlTbecHDx7IV199pVZ5MP3PxcVFOnTooHZs5/QOlhs3bsgHH3wgVlZWUr58eXF3dxd7e3tZuHBhhk6o5ORkGTx4sOTKlUty5colbdq0kYULF8q8efPUecv/LpCRUyUkJEizZs0kT5480qdPH/WG1FQC09LSUqytrWXBggVmlRoMBoN8/vnn4ubmJo0aNVLT6vRi77//vri7u6sVNESeVnMoV66cWFhYyNSpU9UO2Li4OLNwQXJysiQkJIhIzj1+Te32fBnFy5cvS4ECBaR+/frqueHSpUvSvn17URRFRo4cKTExMRIQECCKokiFChXkiy++UN/PhyXPGI1G9fd93759UrJkSbWygOn8KfK0NOaECRMkV65cYm9vL7169ZKHDx+qx+ysWbPEw8NDmjdvzkokRERE74j169fL5cuXs3oz3nnPX5tm9uxl48aN6nOE0aNHq9UgTRYsWCA6nU6aNGliNjUiEWVfYWFh4uPjI3PnzpXKlSvL1q1bReTpM93054k//vhDunXrlml4gPe+9DZhcIDoNduzZ4/6Nzvz6F3QoUMHsbCwkHPnzonIs04S039TUlKkV69eoiiKeHp6yvz58yU8PDzLtjc7Ydu+HrGxsVKjRg2xt7eXTz75RM6cOSNff/21DB06VGxsbERRFGnXrp1ZR+D9+/flm2++kc8//1yWLl0qV65cyfEdg89LSEiQjh07ik6nE51OJx999JHaRqbOQ9ONT3JyssycOVOqV69uFsjw9PSUDz/8kIGMdNJ3vIaGhkquXLkkKCgoQ9u0aNFCFEURW1tb2bt3r4g8be/k5GQJDAwUOzs7KVy4sDonPG9Cn3m+Le7cuSMuLi5Srlw5tSM1Pj5eypUrl+kUEOvWrZOZM2fyuu7/vf/+++Lq6qr+HqU/hs+ePSt+fn7q79r9+/elf//+oiiKDB48WF1vy5Yt6nmhVKlS8vnnn7/ZncgG0oexRERCQkKkRIkSoiiKfPzxx2bhgdu3b0twcLA6jUa+fPmkUqVKUrZsWVEURQoWLCh37twREd6fEBERZXdTpkxRByBcv349qzfnnWW6xo2JiZEvvvhC+vTpI3Xr1pVPPvlE1q1bZ7bukiVL1GvbJk2ayNChQ2XTpk3y4Ycfiq2trXh5ean3abwWI8r+5s2bJ4qiSK5cuURRFFm8ePEL100fHqhbt65s3rz5DW4p0cthcIDoNTLNiTt//nz1NV4QUnZXp04dURRFdu/eLSLmHTCmvx8+fCju7u6iKIrkyZNHpkyZIlFRUVmyvdkJ2/bVSd/JumfPHsmdO7dMnDgxw2jYffv2iZ2dnTpq8+/wHP6M0WgUGxsbsbCwEK1WK5UrV5bdu3dnGMGavozjo0eP5JtvvpFly5bJkiVLGMh4gYcPH8rEiRNl/fr1UqRIEXU0t8FgUNspKipK/P39RVEUcXR0lIYNG4q/v7+UKlVKHbltKmHOtn0m/dQlpnNtSkqKlCpVSvLmzauuV7Zs2UxDAyIipUuXlpIlS0p0dPQb2+63VVpamhQvXlwURZGyZctmGh64fv26Oppq165d4uDgIJ07d1aX6/V6iY2NlWLFisn7778viqKIr6+vWfWHnM503IaHh0v79u3Fy8tLPD09xcLCQn0o/Xx4IDw8XPbs2SN+fn5qgKBYsWLSqlUruXfvntnnEhERUfZkNBpl1apVUqFCBbG1tZX+/ftnmBqO/jvTNdPjx4+lRo0amVYy7Nu3r9nUA+vXrxd3d3fRarXqOhqNRvz8/HifRvQOGjdunDpNZ5cuXeTBgwcvXPePP/6Qnj17iqIo0rp16wzPHIiyGoMDRK/R7Nmz1YtDhgcouzN1/nXr1k0URZHAwEB1WfpjOjU1VRITE6VixYpSu3ZtsbW1lTJlypiV0SZzbNtXy9RmERERsmfPHpk4caLkzp1bnf7h+dHw+/fvVysPrF+/PsPnUOZiY2MlICBAAgMDJSAgQDQajVSuXFl27NiRYW7yv3sgwrZ+Ji0tTapVqyaKokiZMmXE09NTrchgkr69hg8fblbJoWrVqhIUFCSPHz8WET6MSs/UbmFhYVKoUCGpUqWKHDlyREREWrVqpZbOL126tFhYWMiUKVMy3MCPGDFCrKysJCQkJMe3rekcmpSUJH5+fqIoipQuXVoND5jOuSZ6vV6aN28uGo1GbXfTOtHR0WJtbS0hISEya9YsdTQ8mf+mlSxZUlxdXaV3795y5coV+f7779VRhoqiSK9evczCAyJP2/jOnTty7NgxiYiIUAMZOf34JSIielcYDAbZuHGjVKhQQaysrBgeeMVM12KRkZFSunRpsbe3l379+snFixfl+++/l8mTJ6vXYm3atJHTp0+r7zWtExQUJNOnT5edO3eq4WNeixFlT88/U0z/fCYoKEjs7OzEwcFBli9f/peBgFOnTsmgQYPUIBHR24TBAaLX7IsvvmB44BViu2W9nTt3iqIo4uDgIGvXrlVfNxgMZiPkvb29ZcyYMfLll1+yBNtLYtu+OvHx8VKkSBHRarXSqlUradCggYhkvDk3tduoUaPUOQjp5ZlKZj969Ei6d+8uGo1GfHx8zMID6Ucem45XMmdqI1Mn6s8//yweHh6iKIp4eHioD5/St2X6Yzk+Pl5CQ0Pl6tWrZucLTk+QUXJysrRp00Zy5col48ePV4/h3bt3q9VcrKysZPz48Rneu2DBAnF1dZU6depIRETEm970t5LpmExISJBatWqpUw2EhYWZLRd5GjaqUqWKaLVaOXz4sNlnBAUFSe7cueXmzZvq63yY+kxKSop07txZFEWRiRMnZghlbNu2TQoVKpRp5QGT9NcJvGYgIiJ6N5h+0/V6vWzcuFHKly8vFhYW8tlnn8nVq1ezeOveHampqdKnTx9RFEWmTJmS4Vps+/bt4u3trV6L/R3epxFlb48fP5ZPP/1ULl26lGHZ2LFjRafTSe7cuWX16tUZqnKmZ7pf5r0vvW0YHCB6jUwX8OnDA3PmzMmwnF5OTEyMiPAC+3X7u/ZNSEiQAQMGiEajkbJly8rXX39ttlyv18vMmTPF2tpa9uzZY/Z6Tse2fb2er87Qq1cvsbe3F0VRxMLCwiz5/7wNGzaIoihSt25dSUxM5HnmOS9qD4PBoLb7jRs3pEePHmp4YPv27eoNksFgkC+++EI6d+4s+/fvf2PbnR2Y2vbRo0dSpkwZdX7Mffv2qWXumjZtqq6f/vv+ousIXl+YM92MG41GCQsLkwIFCsjgwYPNHviFh4fLoEGDxNnZWXLlyiWTJk1S3xsbGysDBgwQW1tbKVSokBqA4Xki4+9PlSpVRFEUKV68eKbhgY8//lgNaV2+fFlERKZPny4eHh7SoEEDdUoDMhcXFydlypSRYsWKqcedXq83Owa3bdv2wmkLiIiI6N2U/losOTlZZsyYISVKlBAnJycZNGgQwwOvSEJCgpQrV05KlixpFtZIfy22fft29Vos/UCQ9HifRpT96fV6adeunSiKIu3bt5fQ0NAM64wdO1a0Wq0aHuBUBJTdMDhA9Jo8X7Zm2rRp6ii22bNnq+vxovHl9OrVSxo1aiQPHz4UET6sf11MN51xcXGyf/9+mT17tkyYMEF++OEHOX/+vLre0aNHpV27dqLRaMTJyUlGjBghhw8fltDQUBk+fLi4uLhI5cqVOSIzHbbt62U658bHx6vziKWmpsrAgQPF2dlZLCwsZOLEiRnmJDe978qVK+o8ZGTOdOwmJiZKaGiobNy4UX777bdMq108Hx7YvHmzPHnyRP73v/+Jk5OTuLm5qSX06ZknT56oo7UHDhxoNo2GaRR8z5491fUZFvrnwsLCZPjw4TJ37lyxtLRUR7anv564ceOG9O/fX1xcXERRFClYsKBUrlxZDXD4+PhwPtJ0TOfPqKgomTt3rgwePFhatGihPjAtWbKkOm2BqQLJli1bpGjRomJpaSkeHh5SsmRJURRFChcurLYtr40zunjxoiiKIhUqVJDU1FSz0Ev69poxY4bZtAXpKzgQERHRu8V0PRoeHi5dunSR8uXLi42NjTg4OIiiKOLk5CQDBgzgtAWvwNmzZ9WBBiLPKu+JmF+LTZ8+XRRFkd69e2dYRkTvjiNHjkjNmjXVKUoYHqB3DYMDRK+B6eI9IiJChg4dKlWrVlXnfjX9b968eer6vJD8a9evXxdPT09RFEU6duzI8MBrYjpuw8LCpHHjxmJtbW12zBYrVszsuD169Kj0799fXW5paam+p1ixYupIN/47sW3flIiICKlatar8+OOP6mupqakyaNAg0el04ubmJitXrpQnT56IiHnH39ChQ9Wyg0ajkefl/5f+96x9+/Zq+XydTieenp7y008/qR2CJjdu3JBevXqJtbW15MmTR0qWLCkajUYKFiwoN27cEBEeuyLmx9+qVavE1dVVQkJC1A5B0zG4f/9+cXNzE0VR5KOPPsr0/ZQ5UxumpaWpIwJq1qwpBQsWVANGz3/XHz16JFu2bJGmTZtKwYIFxdnZWZo2bSqzZs1SO8HZ9s++w2FhYVKhQgVxdnaW0qVLy4gRI6RGjRpq2fxSpUqp7WaycuVKef/999VwQceOHeX+/fsiwrZ9kXv37omzs7PY2dmpIwfTH7umf4/t27eLlZWVlCpVShRFkcDAQJ5viYiI3kGm64Dw8HApUaKEuLi4SPfu3WXXrl2ybds2+eCDD8TZ2VlsbGzks88+Y3jgP7p8+bIoiiJubm5y7969DMtN11umClA1a9bMMOUkEb1bTpw4IdWqVfvb8IDpeeTSpUvNQkdEbzMGB4heMdNFYXh4uJQpU0acnZ3l/fffl3Xr1snAgQOlUaNGamfg/Pnz1fexk+rF9Hq9HDp0SHx8fNQyQAwPvFrpj9vixYuLTqeTdu3ayYoVK2TYsGFSp04d9bhNP+9zbGys/Pzzz9K+fXvx9fWVFi1ayKhRo+TRo0ciwg4AEbbtmzRz5kxRFEU6dOhg1j6pqakyZMgQ9UZ/8uTJcvbsWXV5SEiIODk5SfHixdX2JfPAi2lUcO3atWXMmDHSo0cPURRFbGxsZPHixRnKi9++fVsmT54shQsXFnd3d2nRooVaoSB92fKcynReiIiIkKioKAkJCRFvb281NPD893vfvn2ZhgfYli+WvgpJSkqKHDx4UPz8/MTCwuKlr8GioqIyVNbgdcczMTExUqNGDdFoNDJz5kyzCgQnT56UqlWrvjA8kJKSImfPnpWYmBhJSEgQEf6u/Z02bdqolQRM00CkL5UrInLr1i3x9PSU8ePHS926dVlxgIiI3iheJ71ZSUlJ0qFDB1EURaZNm2YW6E5LS5MlS5ZIiRIlxMbGRgYMGJBppxa9vPr164uiKDJx4kR1KlUT07XY9evXRaPRSLdu3bJiE4noNfirPpvnwwOZTQ8THBwsiqJI6dKl1XtforcdgwNEr0FCQoI0btxYFEWR6dOnmy27ffu2WrqKlQdenl6vl4MHD0rFihXV8IBptCBvTl+NpKQkadu2rWi1Wpk5c6bZsjt37sisWbPU43bu3Llmy9Mfu88/xCa27Zvy4MED8fLykoIFC6oX66aHJ6bwgE6nE0tLS7GxsZGmTZuKh4eHODk5SYUKFViCPB3TsWYqoe/g4CDBwcHq8kePHqnnY2tra1m4cGGG8EBaWppERkbKzZs32TGYiZiYGPV736hRI/n4449F5MW/aenDA3379n2Tm5rtmNrw8ePHUq1aNendu7fo9Xr5+eefpX79+qLVaqVevXry22+//eX70//Na7SMTCOq2rVrp76WPswSFhamPkQpWbKk2tltWiez37ecLH21m/TtYfod++mnn6RAgQLi4uIikydPVtszfeBo4MCB4u7uLnq9Xj3fMmBERESv29atW9V7AT6feXMePHggxYoVk9KlS5uFXE3/Bnq9Xr744gtxdXUVJycnGTRoUKadWvTUi45d07XWwoULxd7eXry9vWX16tVqeMA0gthgMEhgYKAoiiILFiz4y88koref6T7s+emon3fixAnx9fVV+ysyO8+GhISozxyJsgMGB4j+o8x+NM6cOSP29vZSt25d9aFd+rlIU1JSzOYgnT17trqMD04zMrWh0WiU3377TSpVqqQ+qGZ44NW5cOGCODs7S4MGDTI9btPS0mT27NmiKIoUKVLEbMR2+vbnMZwR2/b1Mz0g+eSTT0RRFAkJCVGXmdrcNG2Bs7OzKIoiTZs2laCgINmxYwdLkGciLS1Nxo0bJzY2NjJ8+HD1punUqVPqyJb69euLTqdTKw+kH3nx/PHK4zej2rVri6IootFopEaNGmpH4Ivs27dP8uXLJ4qiyLBhw97QVmZPsbGx4ufnJ1ZWVjJu3Dj19V9++UVq1aoliqJIly5d5Ny5c1m4ldmbKQi7ZMkSETGf69X023X69GkpUqSIKIoixYsX57n2BUztYfrv/fv3M3T4R0dHy6hRo8TR0VFcXV2lT58+cu3aNfXcGhISIh4eHtK8eXOOZCEiojdm5MiRoiiKjBs3TuLi4kSEz2depb1790p0dHSmy/bt2yeKokiVKlUkNTU102cHaWlp0qlTJ1EURQ0PXLly5U1serZiugZLTEyUP//8U44fP56hk+/hw4fSuXNnURRFvL29ZfLkyWbTFsyePVucnZ2lYsWKGaptEVH29ODBAylatKj89NNPIvLi51q//fab+qymU6dOmU4vJ8L7YMo+NCCif+W3334DAGg0Gb9Gd+/eRUJCAipWrAitVou0tDRYWlqqyy0tLdG1a1c0bdoUADBmzBjMnz8fAKAoyuvf+GxEr9dDq9XiyZMn2Lp1KzZs2IBChQoBAHbu3ImBAwfi0aNH0Gg0MBqNWbux2dyFCxcQHR2NWrVqQavVQq/Xmx23Op0OnTp1QoMGDXDz5k1cu3ZNXZb+e8BjOCO27eun0Wig0WjQqlUrAMDXX3+N27dvAwC0Wi0MBgMsLCwwa9YsdO3aFVZWVvjjjz9QvXp1NG7cGK6urjAajdBqtVm5G2+V+/fvY9myZahUqRKmT58OCwsLXLlyBTNnzsSmTZswcuRI7N27FwMGDEBycjKGDh2KtWvXIj4+HkDG4zWnH78iov6dkpICADh06BCaNm0KEcHly5dx5swZAIDBYMj0M+rVq4eVK1eiXLly+PTTT1//Rmcz6dvt7NmzOHfuHIKCgjBu3Dj19SZNmmD8+PHw9fXFt99+i5CQEJw/fz4rNvedERoaCgCwsrJSXzP9dhUpUgQFChQAAFy7dg2lS5dGVFQUz7XppL/WHTlyJPz8/ODt7Y3GjRtj+vTp6npOTk4YPHgwPv30U1hbW2P58uWoXLkyfH19Ua5cOYwcORJWVlZYsmQJbG1tzc45REREr0NycjLy5s2LvHnzYtGiRQgJCUF8fDyfz7wiw4cPR8OGDbFy5Uro9foMy4sWLQpPT0/Ex8cjLi4OGo1GvR5WFAVGoxE6nQ69evWCvb09PDw88Pnnn2Pt2rUvvN/IaUQEBoMBWq0WERERaNu2LWrVqgVfX1/Ur18fw4cPV9f18PDAjBkz0LFjRzx8+BDjx49H5cqV0aRJE1SqVAnDhw+Ho6MjtmzZoj5fIKLsbeXKlbhx4wb8/f2xd+9eKIqS6X1W9erVsXDhQgDAhg0bMHr0aFy+fDnDczDeB1N2weAA0b8wZMgQ1KxZEytXrsx0uelH4ciRIwgPD4eFhUWGdfLnz48yZcoAePrAMDAwEF999dXr2+hsyGAwQKfTITw8HI0bN0aPHj2wceNGaLVauLi4wGg04vvvv2d44BUxtd3vv/+OuLg46HS6DOt4enqievXqAIDTp0+/0e3Lzti2r05mD0zSf++bNGmCli1b4tq1a7hx4waApw8D0ocH5syZg379+uHRo0f45JNP8MMPPyAlJSXTIFhO5unpiZYtW2LUqFHQarUIDw/H0qVLsWnTJgwcOFDt0AoKCoK3tzeSk5MxatQoLFq0CAkJCVm89W8XvV4PRVHUdrGyskJycjIA4KeffkLz5s0RExODgIAAhIaGqsdrZho3bowTJ06gcOHCmX4fcirT9zwqKgqbN2/G9u3b4ejoiODgYFhYWMBoNKo3+I0bN8bEiRPh6+uLdevWMTzwL1WqVAkAsGvXLpw7dy7DcoPBgFy5cqFOnTp47733ULhwYURERKjBGXp2rRsWFob69etj7ty5uHXrFry9vXHkyBGMGTMGH374IWJjYwEA7u7uGDFiBBYvXgx/f38YjUacPHkSycnJaNWqFY4cOQIvLy8YDIYcH9YiIqLXz9raGj169MCkSZNgY2ODBQsWMDzwCtnZ2cHOzg4ODg6ZPkOwtLRErly5cPXqVYSEhABApvcRtra20Ov1aN++PRo1aoS+ffvm6M6roUOHYsuWLQCe3UNERESgbt262LlzJ/LkyYPKlSvjzp07mDNnDrp27YonT54AAAoUKIB58+Zh6tSpqFOnDsLDw7Fr1y4kJiaia9euOHLkCAoWLAiDwcDnC0TvgNGjR2Po0KEwGo1o1KhRpuEBeVrVHSVLlkTu3LlRrlw5bN68GXPnzmVIi7KvrCl0QJR9RUdHy8cffyyWlpby7bffmi0zlZt5/PixlC5dWtzd3dVSNumZSpRv2bJFatasKaNHjxY3Nze5devW69+BbObJkydSuXJlsbGxkSlTpqiv379/X5YsWSKlS5dW5xB6+PChiLAs3t95UfucO3dO3N3dxdvbWy5evCgi5iWUTMft+vXrRVEUmTx58uvf2GyGbft6mUp8hYeHy8GDBzOUdTe1/7Rp00RRFGnc+P/YO++wKK62jc9ZWHovomBDlCooolhj7z12Y6+oqNh7V8SKqFETW9Qklrwajcbee8feELvSe2+79/cH3xxndhdEZSnZ87uuXCFTNrP3njn1Ps/TmobL5BGmLZg4cSIIIbCzs8P+/ftFYbY1jbzKblZWFlJSUgAA169fh4mJCXr37k3PZ2ZmIjk5GS4uLqhduzZNt6GoOyO3byCVSjFmzBh6LD09nf7duXNnEEJQtmxZhIaGAmBh7L6W1NRU1KhRA9bW1mjVqhWaN28OQKyzMFTgqVOnUL9+fRBCMGjQIAQHBxf5M5dm3r17hx9++AGEEMycORMRERH0nLA+rV27Nnx8fADkvgcAK9vA53o3NjYWNWvWhIGBASZMmEDL64EDB2BkZET7uarCFL969Qr3799HXFwcTU/AtGUwGAxGURMfH48tW7bA1tYWxsbGmDNnDpKSkgCw+ZlvQdhfffToEQAgKioK27dvR0JCgujagwcPQltbG1paWggMDKTHhSk/R48eDScnJyQnJ9M+mqb2F/766y8QQmBubo7jx48DyE3nMHLkSFhbW9O5mIyMDFy+fBk2NjYq+2J8uX748CFu376NhIQE2ofTVG0ZjP8awtRx/PwhIQRnz54F8LmuFqabc3BwwMqVK9G+fXu8efOmyJ+ZwSgsmHGAwfgG3r9/j1u3bgHInezbv38/PSeTyZCeno4hQ4aAEAJvb288ffqUnudzRANAjx494ObmhuzsbKSlpQGAUj5TTYVvfDdv3gxCCIYMGaKUGz4tLQ3Hjh2j5oEePXogLCwMABuc5gWvYWpqKs6dO4cnT57QY0lJSWjevDkIIWjatKkoP66wXA4YMABSqRQnT54s2ocv4TBt1QtfJyQlJUEqldJcjv7+/njz5g2tFwAgMTERrq6uqFixIl69egVAXCcIzQOTJ0+mnX++Xtc08iu7Qn766ScQQvDXX38B+Fx2c3JyULVqVfz888/YsWMHzQWZV+43TeXSpUu0rE2fPp0eZ+aBwiMyMhLjxo2DlZUVCCEoV64cnVwVlkdF8wC/+D1+/HjWD/tKtm7dCm1tbRBCMGvWLDq5zbN27VpYWVmJzJ+sj/aZ9PR0DB06FAYGBli4cCFty+7du0frXDMzMxBC0LdvXzphzZdTxXqW1bsMBoPBKEqE/abY2Fia471ixYqYPXs2Mw98B0LN0tLSUKNGDRBCEBQURHUFcjfbzJ49G1paWtDW1sbMmTORmJhIf5vAwEDY2Niga9euGm2U58nMzISfnx81D/BzLy4uLvjpp59oX4z/9927d1GtWjUl80BeYzTWF2MwSid5vbvCuUaheeDMmTMAxPNiPj4+sLGxQU5ODv08Nr/AKK0w4wCD8R2kpqbC1dUVxsbG2LFjh+hceHg43NzcqHng5MmTiI6OpueDgoJgZWWF0aNHa/yigKJjWsikSZNACMH58+cBiI0XQO6E6+bNm2FsbAwjIyN0796dRR7IA76zEhMTg+7du4MQgjZt2uD9+/e0DL558wYVKlSgC9zPnj0T7Rxeu3Yt9PX10ahRI8TFxRXL9yiJMG3VC//ep6amIi0tDYsWLULPnj1ph93e3h7dunXD9evX8fHjRwCAr68vCCGYOnWqys8UmgeGDh2Kfv36Fc2XKWHkV3YVGThwILS0tHDp0iV6TC6XY9GiRdDX1xcd1/R2TRF+0Hjy5ElmHihEVLXzHz9+xOzZs2FnZwdCCGbMmEHNWnmZB44cOYLOnTtT0wvjywj1W758ObS0tEAIgaenJ6ZOnYodO3ZgwIAB0NHRgaOjI+2bMcRcuHABBgYG6NmzJ52Uevz4Ma2P58+fj1evXkFPTw+EEPTq1Utl5AEGg8FgMIoavn8aHR2NMWPGoH79+ihfvjztE9jZ2WHu3Ll0zMvmZ74Pf39/WFhYQEdHB4GBgUhMTKTnXr16hVmzZlEzp7u7Oxo2bAgvLy8QQlCpUiV8+PABAFvYBnLnAHjzgKmpKX7++WfUrl1bKTokX2aDg4Ph4OCQbxQoBoNReuHf+YyMDERGRuLChQu4fPkyUlJSRHM1gNg88Oeff9K5s4CAAFhYWKBLly6izWIMRmmFGQcYjO8gLCwM48aNg5GRERwcHLB9+3bR+Q8fPtDd8OXKlUODBg0wY8YMtG3bli528YtcmsqUKVMwcuRIfPr0SXRcJpNBLpejX79+IIRg9erVeX5GeHg4ypUrB0IIdHR00KpVK6UQ5poO3wmKioqCm5sb9PT00LdvXzx48ICe4/9969YtusBdrVo1dOzYEf7+/ujYsSOkUikqVKhAF1fY4J9pW9jwExmvX78W1Qvh4eFo0KAB1q5dS6+7ePEixo0bBxcXFxBCYGhoCC8vL/z555/YuXMnCCGoX79+nvWs4u8DaJbuBSm7QK7WMpkMEyZMACEELVu2REhICD59+oQFCxbAysoKDRo0YIaXfJDL5bRsHz9+vMDmAW1tbRbeLg/4dzUpKUkU2QnI7X/Nnj0b5ubmKF++PH799Veqb17mAU0P2/otCOvLzZs307QPwn9q1KhB2zWmrTLHjx9H5cqVERISAiA3/cOwYcNACMGkSZPodevXr6ea9uzZk9W3DAaDwShW+D5AdHQ0XFxcYG5ujh49emD79u0ICgqCl5cXjI2NYWZmxswD34lQs6CgIBgbG0MqlSIwMFC0CScuLg4HDhyAo6MjnR+rVKkSOnbsSE0DrC8m3kAwfvx4EEJgaWkJqVSKQ4cOAVA9XhCaB/r27cv6YgzGfwS+ToiJiUG/fv1gb29Px13Vq1fH+PHj8fLlS9E9U6ZMASEEEokElSpVonOSlSpVokYCZtJilHaYcYDB+E4+fPiAWbNmQVdXF1WqVFEyD4SHh2PAgAFwdHSkDY+Ojg4aNWpEGxNN7bxfu3YNEokExsbGSiHC+QZ206ZNIIRg4MCBKsOy8ruz+vfvj06dOqFixYowNzcXRXdg5JKYmIiGDRtCX18fS5cuzXfQ/vr1azRp0gTW1ta03BoZGaFdu3Zs0KkCpm3hcv36dZiYmMDPzw9ZWVlITk5G5cqVoauriy1btojqgOzsbCQlJWHVqlXo1asX1ZQPJ0gIoRMAqshrEVFT+JqyGx4eTnUtV64cypQpA0IInJycNN7wIiS/sJVfYx5o3LgxCCEabzDMj/j4eDg5OaFjx464f/++6NzHjx8xa9YsmJiYwMHBAVu2bPmieUCT+dZ2R/jOv3r1CkeOHMHcuXMxd+5c/O9//6P9MU1v1/IiNTUVjx8/pinL/vjjD+jo6GD48OH0Grlcjn/++QeEEFSsWBGEEIwaNYqVXQaDwWAUK2lpaejYsSMIIVi+fLno3Js3bxAQEIAyZcow80AhUFDzAJC7wenVq1c4fvw43r59S3VnfbHPGiQkJCApKQlyuRxjx46l47LAwEB6bV7mAWdnZxBC4OPjw/piDEYph69bo6Ki6Ltdu3Zt9OnTB87OztDX1wchBHXq1MHjx49F965Zs4amPLS3t2dzuoz/HMw4wGAUAu/fv8/XPJCWloaPHz9i//792LdvH27cuEHDimlyY5KWloYtW7Zgz549AHInTyMjI0XXXLp0iTbUiroK8wQ5ODhg5MiRuHv3LktVoAA/mNm4cSMd4PDaqCp//LHExETcvXsXO3fuxM6dOxEcHMwGnQowbQsfuVyOrVu3wtraGpaWlvDz80OFChVgYmKCwMBAJQOR4nt+8uRJzJ07F3Z2dtDR0QEhBK1atWI7AhT41rL78eNHdOzYEQ4ODvDw8MDgwYMRFhaW532aBq9hfHw8DXUpRGgeOHHiBJ2kmjZtGr1GaB7go+cwbVVz8eJFuLm5QVdXF/3791cyD3z69AmzZs2CsbFxvuYBTeb48eP0728tZ1/SkvXH8ofXLysrC7Vq1YKZmRnd1cJHwnj27BlcXFzwyy+/oGHDhnj16lWxPS+DwWAwGADw4MEDWFtbo169enSMJpyjiY6OxrJly2BiYgI7OzvMnj0bSUlJAFjf4FvIzzwgTFugCtbvFS8QWlhYoEmTJkhKSkJmZiaNrEcIwb///kvvUWUeuHXrFho2bIjXr18X7RdgMBhqITk5GU2aNIGBgQGWLl1KjyckJOD3339HgwYNqKFAMfJAYmIinj17hqioKJqegM3dMP4rMOMAg1FIvH//HrNnz6bmgW3bttFzeXXSNXmwpLjoFxsbixo1amDs2LFKaQsCAgJoJ3779u1Kuq1evRqmpqb4888/6TFN1jYv+vTpA11dXRr2Or/OTH7n2KBTGaZt4ZKUlIQDBw7A3t4eWlpa0NHRwfz58+l5VRoqahcREYENGzagVq1asLOzo7niGWK+puxmZWUByDV9RUZGIi0tjU4OssHRZxITE2FrawtHR0cEBwcrnReaB3bt2kXbt4kTJ9Jr+MVCgLVnX+LkyZNo3LgxtLS08NNPP+HevXui858+fcLs2bNp5IFt27bR3d2ajo+PDwgh8Pf3p8fYu1x8fPr0CTY2NvDw8AAgbtdGjBgBGxsb0fXCxRkGg8FgMNTBrVu38lyUPnDgAAgh6N27NwDVY9m3b9/SVEYVK1bEvHnzvrjIzcgb4bhg7dq1MDExgVQqxerVq5muBSA1NRXt27eHhYUFRo0aRftSWVlZmDx5MgghsLCwwNGjR+k9wnLN68+Pi1lfjMEovfDv9r59+0AIwaBBg+i7zc/HZGVl4cqVK2jYsCEIIfD19RXNg+X1mQzGfwEJx2AwCoUKFSpwPj4+3JQpU7hPnz5x/v7+3Pbt2zmO4zhCCCeTyZTukUg09xUkhHAc91mDs2fPcm/evOH+/PNPbsOGDdynT5/otTNmzOCmT5/OcRzHDRs2jBsxYgS3fv167tatW9zYsWO5BQsWcOXLl+datmxJ79FkbRWRy+VcVFQUd/fuXU4ikXA5OTkcx3GclpZWntdHRkaqLLMc9/m3YzBt1QEAztjYmKtVqxYXExPDaWtrcxKJhMvIyODi4uI4jlOtr1A7uVzO2djYcMOHD+fq1q3LhYWFcZs3by6y71Aa+JayGx0dzWVnZ3P6+vpcmTJlOH19fU5bWzvf+zSRmJgYzsHBgXv58iU3duxYLjg4WHSeEELLa/v27bkGDRpwHMdxQUFB3OjRozmO4zhdXV16PWvPVAOA4ziOa926NTdz5kyuYcOG3L59+7hVq1Zx9+/fp9fZ2tpyY8aM4caNG8fFx8dzkyZN4g4ePFhMT12yqFmzJsdxHDdnzhxu6dKlHMflvst5tVEM9QGAk8lknJaWFvfo0SPu1KlTtJ5Ys2YN988//3DNmjXjMjIyaNnn618Gg8FgMNTB5MmTubp163L//PMPHSsIsbW15XR0dLi3b99y8fHxHMd97p/xVKpUiRs0aBDHcRyXnp7OLV68mI3LvgOJRMLJ5XKO4zhu/Pjx3OLFizl9fX1uxowZ3G+//cYlJiYW8xOWPLKzs+nfb9++5a5du8aNHj2a+/nnnzltbW1OJpNxUqmUCwgI4Pz8/Lj4+HiuX79+3LFjxziOyx278eWaH5fxfTDWF2MwSi/8WIufrxk6dCgnlUq5nJwcOh8jlUo5b29vbuzYsZyhoSF37tw5Ljs7O893n83pMv5LsJlIBqMQUWUe2LFjB8dxbFHlS3Tq1IkLCgriLC0tufXr13MbN24UmQcCAgI4f39/Tltbm/vtt984Pz8/rl69etzGjRu58uXLc0ePHuXKlClDB1GMz0gkEs7KyoorX748p62tzWVkZHAcxykN/vmFglevXnEjR47knj17VuTPWtpg2hY+fEf72rVrXEpKCtexY0fOzs6O27hxI7dy5UpRvZAX/ISKjo4O5+PjwxFCuDdv3qj70UsV31p2X7x4UeTPWtJRnCC1t7fntmzZwnXq1Im7fv26SvMAj6WlJWdhYUGNb7/++iuXkJCg7kcudahayBZO4rVt25aaB/bu3cutWrWKu3fvHr3W1taW8/X15QYMGMCVLVuWa9q0aVE9eolm1KhR3M6dOzmOK1zzgOI7wfgyhBCuQoUKnK+vL8dxuWV68ODBXNOmTbnJkydzxsbG3MqVKzk9Pb1iflIGg8FgaAJpaWlcXFwcp6enx2lra4sWSZAbvZazsLDgypUrx926dYu7ePEiNcfy/QB+XGFhYcHZ2tpyY8eO5WrVqsX17t27WL7TfwVV5gFjY2Nu4sSJ3L59+4r56UoeUqmUCw8P59asWcNFRERwpqam3JQpUzgtLS1OLpfTuVqpVMqtWLGC8/Pz4xITE/M0D/D/zWCoEzaeUj98PfrhwweO4zjuwYMHHMcpr99IpVKuQ4cOnL29Pff8+XPu9u3bRfugDEZxURxhDhiM/zp82gIjIyOYmJhg7969xf1IJRo+lE96ejq2bt2KqlWrwtjYGLNmzcLHjx9F154/fx7r1q1D9+7dMXr0aKxdu5blgC4AWVlZ6Nu3Lwgh+PHHH6nmvGZC7YYOHQpCCE6fPl0sz1raYNqqj2fPniE5ORm///47HBwcVNYLQn350IEymUyUg1AikaBLly6i3PEMVnYLA16jrKwsfPjwAfHx8fTc8+fP0blzZxBCUL9+fdy9e5eeE4a3rFSpEvbs2YNbt27h7du3AFiIOyH8ex0XF4fbt28rtfVCrU6cOIGGDRtCW1sbAwcOFGkO5KYwSUhIAMD6DABUpsxYtGgRPf8tGglD6PL9M8aXEeo2Y8YM+nsYGBigadOm+PDhAwBWbhkMBoNRdMTGxuLGjRv070OHDiEpKUl0zdy5c2l7dfbsWQDitFwAMGjQINSsWRPR0dEsB3QhIuw7BAQEwMnJCe/evSvGJyp5yOVyZGdno2rVqiCEoHr16qhcuTKio6PzvCcrKwsTJkwAIQTW1tY4ePBg0T0wg4HP9WN2djZiY2NFaQwZ347iHAtfh65YsQKEEPj4+CidAz6nLeDnxE6ePFkET8tgFD/MOMBgqIkPHz7Az88PVapUwadPn4r7cUo8X2MeEF7Pw3JAf5knT57Azs4OhBBMnTpVpWaBgYEwMjJCx44dWY68r4BpW7jw+vHveUpKiqhemDlzpqhekMvl2L17N1avXi0aVH369AkDBw4EIQQBAQFF+yVKCazsfjt8Xru4uDiMGzcONWvWxLJly0QaCc0D9erVo5OvPP7+/jAyMhLl0WS5MpVJTExE+fLlYWdnhytXriiVU2GfYOfOndDT04Oenh4GDx6Me/fuKX0eM2Z8Lmf8xFRgYCAIIdDW1sbChQvpdV8zsS/8XX755RfUrFkTN2/eLKQn1iwuXbqEf//9F/fu3aN1CltkYTAYDEZRIewrpaSkwN3dHYaGhvjjjz+QnJxMz6Wnp6Nfv34ghMDQ0FDJXLB27VpYWVlh0KBBrB1TQFGPb5nTEt7D/y5MZ2WOHz8ObW1tEEJQrlw5XLhwAUDemmdlZWHy5MkghMDV1RXp6els/MAoEvj3Ny4uDlOnTkWTJk2we/dupKWlFfOTlW54XTMzM+lmDZ6zZ89S0/aWLVvocd54xPPDDz/A1tZW5RoFg/FfhBkHGAwFVO1e/VbCwsLYzravoKDmAZlMprSwyMgfuVyOrKwsbNq0CRYWFiCEoEePHnj+/DnevHmDiIgITJw4EcbGxnBwcKB6M0PGl2Haqpf86oXIyEgAwKZNm2BmZoY6derQOhcArl27BkIIunbtqvR5DFZ2vwe+TY+KikKtWrWgo6MDLy8v3LlzRymyhdA8ULZsWezYsQNnzpzBpEmTYGxsjFq1aiE2NrY4vkapITo6Gq1btwYhBDVr1sSlS5fyNQ/w1+rr66NDhw54/PhxUT9yiYYvv9HR0fDz84Onpyfq169PJ0wIIViyZInS9fkh/D127NiBChUqgBCCZ8+eFf4XKMF87zgir3tYvctgMBiM4iIhIQE+Pj4wMTGBvb09fv/9d5F54OXLl/jpp59oH6Jx48YYOHAgmjZtCkIIKleuTCPnaCp8O56ZmQngc/Sx6OhoBAUFfdeioLCPwMa6yvD6nD59mpbRAQMG0PN59XOzsrIwf/58vH79ukiek8EQzjF4e3tDKpXCxcUF169fZ1EHvgPhho/Ro0ejTJkyCAwMFJkCli5dSuuHrVu3iu6Xy+VYs2YNjdTJR85hMP7rMOMAQ6NRnITjG+KoqCg8efKk0P4/rPNecPJbJGSRG76f6OhobNy4Eba2tiCEwNzcHKampjA2NgYhBDVq1KDuS2Z2+TqYtupDsV6oVq0aDAwM0K5dO/Tp0wcGBgYoV64cHdQL61w+ZCbAFl7ygpXdr4MvX3FxcahRowaMjY0xb968fCMFhIaGon///qKFWUIIqlatSkOKsvL5GVX9poiICPTq1YuWSVXmAd60MXjwYDRp0gTe3t6oUKECYmJiiuS5SwO8ZtHR0XBzc4OFhQW6dOmC//3vf5g+fTrat29Py6e/vz+9L793X9E0UK5cOZiamuLRo0fq+yIlgKIaRzAYDAaDUVwI+71Tp06FgYEB7O3tsWvXLlFkgdTUVMyaNQu2traQSqUghMDMzAzNmzfH+/fvAbBxxMWLFzFt2jSEhoYCyO3b2tnZ0YXB74HNOX5GqIVcLhdtPBLuLB4/fjy97ktlk0WEy+VL41VWDr8dXrvY2Fi4ubnRSJus7H0f/LsdGRmJWrVqQSqVokGDBjh69CiysrKo7vHx8Zg4cSKtH8aMGYONGzfi5s2bGDVqFExNTVGxYkW6mYaVdYYmQACAYzA0mAsXLnBv377lBg8ezHEcx4WHh3Ourq6crq4u9+jRI87a2vqbPxsARwgppCfVHHjdMjIyuD///JNbtmwZFxcXx/Xv35+bOXMmV7Zs2eJ+xFJNVlYWFxISwi1YsIALDw/nPnz4wNWoUYNr3LgxN3jwYM7a2pqTyWSclpZWcT9qqYNpqz74eiEzM5M7cOAAt2nTJu7q1aucjo4O5+Hhwe3fv5+rWLEil5OTw2lrayvdL5fLOYlEUgxPXjpgZffryMnJ4SZNmsT9/PPP3KxZs7h58+ZxOjo6X9QoKCiIu3XrFpeSksJ5eHhwvr6+XLly5Zi2AngtMjMzuZCQEM7d3Z2ei4yM5MaPH8/973//4zw8PLiff/6Zq1+/PqelpSV69728vLh69epx/fv356pUqcLZ2NiwOkBAeno6161bN+7kyZPc0qVLuRkzZtBzYWFh3P79+7kJEyZwHMdxixcv5mbPns1xHKeynAp13blzJzdz5kwuLS2Nu3z5sui3+6/CxhEMBoPB+K/Dt0dxcXHcsmXLuA0bNnBlypThFi1axHXt2pUzNjam1z59+pSLjY3l3r9/zzk7O3PVqlXjTExMNL6vGxERwTVt2pQLCQnhFi9ezLVr147r1asXFxERwS1YsICbOHHiN+sj7ItFRkZy1tbWGtnnVSxjOTk5HABOKpWKrjt//jzXokULjuM4zs/Pj1uzZo3K+xli+LFWUlISd+zYMe7mzZtcWloaV6lSJa5Tp06ck5MTp6Ojw/qv30FWVhY3duxYbuvWrdz8+fO5mTNnFmiOgaEavizGx8dzzZo140JDQ7lJkyZxixYtUnl9fHw8t2nTJm7OnDlK52rXrk3nHNnvwdAYisuxwGCUBN69e0fdZAcPHkR2djbs7e1hbm6OpUuXfpcjWujE5MPYsN2EBUe4w3j79u0wMzODk5OTKAw549vgtc3MzERmZqaSY5KV02+HaateeB1zcnIQGxuL3bt349SpUzTMu6bvYvkeWNn9Ovhcr66urjTkaEE1ys7OhkwmE5VnRi78jorY2FgMGzYMurq6GDx4MIDPZVEx8sCJEydouFy5XI6lS5dCX18fe/bsoZ/Lyq+YR48ewdTUFA0bNhTle+TJzs7GunXraB954cKF9Fxeofj5SAMmJiZ4+PBhEXyL4oeNIxgMBoOhKQh3w/KRBypXrqyUtkDVLkzWfuX2szZu3AgPDw8YGBjAzMwMhoaG2LBhA+3/fssOVqG2W7ZsQZ8+fXDp0qVCe+7SAq9hQkICAgIC0KVLF9SsWRN16tTBtm3b8ODBA9H1586do324CRMmKH0OQ4wwhH7Dhg2Voug5ODhg1qxZorqAkT+q3vfIyEg4ODigVq1atCyy+vP7yM7OxuTJk0EIwezZs6mu+b3rp0+fhr+/P3r06IHx48dj165dbM6RoZEw4wBD45k7dy4IIZBIJLC2toaxsTGCgoK+eiFAiPCe33//HYMGDdL4nG7fgtA8sGfPHpqqgIUE+n4Uw7cpHmN8O0zb4oENqL4fVnYLzs2bN0EIQffu3QHkP/DMyMhgkygFQBhGsEaNGtDV1UW7du1w7NgxmoKAf8+F5oGqVati/PjxOHLkCEaNGgUDAwO4u7sjKiqq2L5LSef48eMghMDHxweA6vIbHh6OLl26gBACbW1tLFmyRHRe000DPGwcwWAwhLD+KOO/TEHMA2zsoIxQk6CgIBgYGEAikaB58+Y01d63LEYJ65udO3fCxsYGWlpaePPmzXc/c2lCOIaoU6cOCCEwNDSEpaUlCCHQ0dHBDz/8gAMHDojuE5oHJk+eXByPXioQvveurq7Q1dXFiBEj8ODBA5w6dQqBgYEoW7Ys9PX1MW3aNJEZmaEMn6ZQFSdOnPjiGI0nKyuLjpEZeZOYmIjatWvDwcEBaWlpAL69r8b6eAxNQ/NiFzEYAuRyObdo0SJu5syZHAAuNjaW69ChA+fn58fp6Ohw2dnZXx3iSzFk65QpU7hjx45xMplMHV/hPw0hhAPA6enpcX369OFsbW05mUzGwl4VAkIN+b+ZroUD07Z40MRwjIUNK7sFRy6XcxyXG3Y0OTlZZXoMvt1/+fIlt2nTJi4hIaEoH7HUoaWlxSUkJHDt2rXjQkNDuVmzZnH//vsv165dO05PT4/juNz3XC6XczY2Nty6deu4kSNHcikpKdz69eu5zp07c7/++itXsWJF7t9//+Wsra3p78QQw4dWvHbtGvfp0yeV5bds2bKch4cHx3G5us+dO5dbv349Pc/XuTt27OBmz57NpaamcleuXNGI9AQ8bBzBYDCE5OTkcBKJhEtJSeGOHz/O7du3jzt27JjoGrBMod8M06744ednLCwsuBkzZnC+vr5cVFQUN2/ePO6ff/7hkpOT2dhBBYQQLicnh+O43BRQ6enpXJkyZbibN29y27Zt496+ffvVYa8V+wszZszgsrKyuHv37nGVK1cu7K9QYgHAaWlpcfHx8VzLli2558+fc35+flxwcDB39epVbvHixVydOnW4K1eucNOmTeMOHDhA723WrBl39uxZTktLiwsMDOQWLFhQfF+kBEMI4bKysrhp06Zxz54942bOnMn98ssvnIeHB9eqVSuub9++nLa2Nmdubs6ZmZmxOiAffH19uR49enB37txReZ7v78fExHByuVyllvw1jx494g4dOsRlZGSo74H/A9y7d4+7e/cuZ2dnx+np6XEymSzP8VlOTg6tq+VyOe138HMKbM6RoXEUn2eBwSgZJCYmwsPDgzpNJRIJ/vzzT3r+axxliruvbG1tYWpqqhQWSxMQ7lZlrvPChWmrPpi26oXpqz6Ytuohrz5AZGQkHB0dUb58edy/fx+AeEeA8L5GjRrB3d0d79+/V+/DlnJycnLo7u1p06ZRPVXtwOL1TUhIwIkTJzBmzBgMHToUixcvRmRkZJ73MXKJi4tDzZo1YWlpiYMHDyqd53cKHTt2DN7e3li8eDHs7OyUdrAdP34cxsbGGhlpgIeNIxgMBiAO49y4cWNIJBJaL/Tt2xcnT56k7zjrp309fLuUkpJC23lG8aEYecDU1BTGxsbYv39/MT9ZyUOxH7Bt2zYsWbIEW7duhbOzMwwNDTFt2jSlcYJiPSH8HBb1SUx2djamTJkCQgjmz5+vtOP96tWr6NOnDwghaNiwIe7duwfgs44nTpyAra0tQkNDi/rRSw0fPnxAlSpVUL9+fWRlZdHjycnJcHd3h56eHhYvXkzTa2VkZLC2ToHw8HBUrVoVhBCcPHlSdI4viw8fPqRpeqOjowHknSauVq1aaNiwIb2OoZqnT5/C3NwczZs3p8cUyyY/73Du3DkEBQUV6fMxGCUZZhxgaDzv37/H6NGjsXHjRvj7+9NJv99++41ewzfO+U3+qeq8m5qaalznPT+NvrXjqOozNbETyrRVH0xb9cL0VR9MW/XBD9JTU1Nx6tQp3Lt3jw4qMzIy0L17dxBCULduXTpJAkCUj3Dp0qXQ09ODj48PCyX4BXJyctC0aVOUK1euQGEE8yuTzDSQtz45OTnIzMzE6NGjQQhB9erV6QQqIDbA9O3bF05OTqJQmMI8vOfPn0e7du1E92sabBzBYDB4YmNjUb16dRBC0KxZM4wZMwYVKlQAIQS1a9fGvn37mHmgAPDahIaG0jDuABAWFgZvb2/4+/uL+l2M4oH/neLi4jBq1ChUrVqVppZk5ML3R9PT03Hz5k2l89u2bYOjo6OSeUDYj7179y7tFwOsv6CKrKwsNG7cGHZ2dsjIyACQq5Ownr127RoaN24MHR0d/Prrr/QaXk/+vvxCw2syhw4dAiEEU6dOpcdSUlLg7u4OHR0d+Pv707FCVlYWTpw4Qc31DGDXrl1ITEzE3bt38e+//wLINR8rvrfp6elo2LAhCCHo2LEj1TQnJ0c0x7Bo0SLo6urCz8+PpYb4As+fP4eJiQkIISJzG18/COvUFi1awNzcXOPSvTAYecGMAwyNhm8oEhIS6N95TfoJXZUxMTEAVE8EarLjl+/IJCUl4ffff8ekSZMwYMAALF++/Jt3Swm1PXr0KO1kaRpMW/XBtFUvTF/1wbRVH7y2MTEx+PHHH0EIQdOmTfH27VtRHk0nJydqHnj48CHN7wrk9icsLS3h5uaGsLAwAGyhIC/kcjnu378PQghcXFyQlZWV7ySI8Jzwb6ZvLnwZzcjIQFxcHG7evIlHjx6JromLi0Pt2rVBCIG7uzsOHz5MyymQm4PX2toaI0aMyHMSNTs7W1TmNQ02jmAwGMJ2Z+HChbCwsMCyZcvoOx8cHIzBgwdDV1cXHh4e2Lt3LzMPFICbN29CW1sbI0eORHJyMmJjY1GlShVIJBJs3ryZaVcIKJosvyV3M/87xMfHIz4+XuXnaip83yk2NhaDBg2ClpYWOnbsCOCzbpmZmfjtt99E5gF+wUoul2PTpk2oWbMmVq5cCUCsLesv5CKTyfD48WNIpVJUqFAB0dHRovpB+PeyZctACEHNmjWVdsSzOiV/zp49C21tbUyZMgVA7vxD9erVlUwDQG4UAgsLC8yaNau4HrdEMXDgQOjq6mLXrl30WEJCAqpUqYImTZrgzp07ousfPnyISpUqgRCCTp06ITY2VnR++fLlsLCwQI0aNRAeHl4k36G0M2/ePBBCUK9ePVy8eJEeF45x/f39oaenh2HDhonMWgyGJsOMAwyNIr9BjDC8c0BAQJ47htatW4dKlSrRCVhhB1OTHb/C8IyNGjWioRn5f3R1dbF58+avmmAWDl63b98OW1tbtGjRAomJiYX+/CUZpq36YNqqF6av+mDaqg9eh6ioKLi6ukJPTw/9+vXD48ePqe78vx89ekTNAxUrVkSzZs3Qv39/eHl5gRACBwcHvHv3TnQPQzUfPnxA2bJl4ezsTI8pTmLzGp4/fx7Dhg0r0ucrLfAaxcTEoH///qhSpQqtF7y8vLB582a8ffsWABAdHU3NA9bW1vDy8sKECRPQsmVLEEJgb2+PDx8+FOfXKVGwcQSDwRAi3E2clpaGFi1aoF27dkrnQ0JCMG7cOGYe+Ap2794NW1tb6Ovrw8fHB+XLl4exsTGCgoJERixGwVAsZ/zu6ujoaOzbt6/QPpuV51yEJmMPDw/o6uqic+fOOHPmDF2Qyss84Ovri+DgYKxcuRKWlpawtLRU6ovt2rWL9RcE8IvYZcuWxcuXLwGI+2y81m/evIGNjQ3c3NzYLu2v5OrVqyCEoGrVqrh16xZq1KgBHR0dLFmyRGQakMvlGDFiBKRSKUtdAtAUGgMGDMCrV6/o8Tt37sDT0xNaWlro2rUrbt++Tc/JZDIcPnyYmgecnZ3x008/YcKECXTep3LlymyOoQDw7/79+/fRpk0bEEJQv359HDhwgF4jk8mwZMkSmJubw83NjZoxWHvGYDDjAEOD4J1k8fHxWLx4MQYMGAAfHx/s3bsXSUlJomsA8aTf9u3bAQBr1qyBra0tdHR06KQrD5+LVBMdv8Icd66urtDV1cXw4cNx//59XLlyBUuXLqWT1hs3bixQuGbF3Vd2dnYwNDRk2jJtCw2mrXph+qoPpq36SUxMxA8//AA9PT0sXbpU5YCc/x0iIiLQtWtX0QKtg4MDBg8eTHdwswH9Z/JKhREfHw9nZ2cQQrBmzRrROcX7unXrBolEwnK/KyA0vfBaNmjQAGPHjkXz5s1hZWUFIyMjDBs2jE6sxsfHY+TIkXB3d6flV19fH40bN1YZMldTYeMIBoOhiujoaLi6umL+/Plo2LAh9uzZAwBKi1IvX77E2LFjmXngKzhx4gSqVasGiUQCHR0dzJ49m55j4cS/nitXrmD58uVISUkBAHz69An29vZwdXXF48ePi/np/nskJCSgdu3aMDQ0xOLFi/MdS2RmZmLnzp2oUaMG7Yfxi7R8BAL+/t27d0NfXx+Wlpasv/D/pKSkoFmzZiCEoE+fPvQ4rxlf1759+xYmJiZo3bp1sTxnSUdVWyQcf/Xs2ROEEJiYmEBXVxerVq0SpY2Ry+UIDAyEhYUFfvzxR43bfKDImTNnYGRkhHr16iEkJARA7vxNVFQUgFwzBm/W7tq1K27dukXvlclkePDgAerVqwcjIyM6RrO1tUWfPn1oWhg2Ris4x48fR+vWramWbdu2RZs2bWiKqapVq9LxGdOVwciFGQcYGoFwIrVmzZqiXZnGxsbo3bs3Df8jHIQuX75ctAjA7yhUbEz+/PNP2NjYaPRkX0ZGBgYPHgxCCBYsWKA0WWJnZwcrKyssWLDgiwN9lrdNDNNWfTBt1QvTV30wbdUDP2GyefNmEEIwfPhwqo+qAaQwJPzHjx9x4cIFXLx4EbGxsXQ3Fxt4fobXIiUlBX///bdoNzYA/Prrr9DX14eXlxcOHTpEjwvL9/Lly6Gvr48BAwawHMcqSEpKQrNmzaCrq4slS5aIzm3ZsgWEEHh4eODQoUN012ZmZiYiIyPx77//4u+//8adO3foZB8rv2wcwWAw8ua3334TLfQtXrw4z2tDQ0OpecDLyws7duz4pvDw/3V4TeLj46GrqwtdXV1oaWlhwoQJLCzzN/LhwwdYWlpCKpVi06ZNeP/+PRwcHGBgYIA1a9Z8V1svLMN8Kh5Nh89BTgjBpEmTaN8gP/NAVlYWzp8/jwEDBsDb2xsjRoxQuTh4+fJlVKpUCffu3VP/FylBfKmuvHnzJqytrUEIoeH0hffJZDLMmjWLjp0BZtoSwpexzMxMJCYm0sVt4LOGZ8+ehaenJwgh8PT0xP3790XXLFiwAKampnBycqJlV5PbuL///huEEIwfPx5AbgQSQ0NDtG/fnkYeuXr1Klq0aKHSPAAAaWlpuH37Ng4cOIADBw7g7du39F42RisYwvc8ODgYc+bMgYGBAYyNjUEIgaurK3x8fNiGDwZDBcw4wNAYEhMTUa9ePejp6WHo0KE4dOgQ5syZQ0MMt2zZkg50hJN+O3bsgL29PTw9PdGtWzd8/PgRwOfGRC6XY9asWShfvrxGT/ZFRUWhcuXKaNSokeh4QkICPDw8oK2tDX9/fzrJzy8CKHbWWZ5XZZi26oNpq16YvuqDaate+vfvD21tbYSGhgLIfwD5pfDljFx4naKjo9GxY0doa2vDw8MD169fp9c8e/YM3bp1o2H1165dCyC3nMpkMsyfPx9mZmZwdnamg3umcS78u/z777+DEIJBgwZR8wqQ27d1c3ODqakp5s2bRyed8pvQ0+TJPkXYOILBYORFYGAg7OzsQAhB586d6Q5hVYSGhsLPzw+EELRq1Yrl0c0DuVyO8+fPo2zZsujZsyecnZ2hra2NCRMm4PXr18X9eKWOmJgYLF26FOXKlYOlpSUsLCxgZGSEDRs25DlGKAjCfsLOnTvh6+uLu3fvFtpzl2Zat24NKysrmjbua/pUqamp+ZoN+KgRmgKvQVpaGh4/fowTJ07gypUrIiNRUlISgoKCYGpqCkII+vbti1evXiE2NhZyuRzLli2DhYUF3NzcEBkZWVxfpUQiTHM2YMAA1KpVC25ubhg0aBBCQ0Op0Tg1NRVbtmyhUcpcXFywYMECTJs2DfXq1QMhBNWqVWO7tv+fkydPghACc3NzbN26FQ4ODjAxMcHixYtFY4UrV67kax5QBRv/fh2Kej169Aj37t3D8ePHERUVxTZ8MBh5wIwDjP80wkr/+PHjtJHmOz5ZWVm4e/cudU0KJ/2EufM+fPiAhIQE2kFXbEwyMzOpo1JT4TtFixYtosdSUlLg7u4OHR0d+Pv703DZOTk52LVrF4KDg0WfwXa9qoZpqz6YtuqF6as+mLbqQSaTISYmBq6urpBKpXj69Gm+18vlcnz48IGFzP0CiiH0DQ0NMXDgQMTExChNpN64cQM//vgj9PT0QAiBu7s7atWqRVNBODk5sQmpfBg1ahSkUilevHhBj6WkpKB69eqQSqWiuiEhIQEREREA2ASUKtg4gsFg5Iew7efzkUulUqxatYqmMFHF8+fPMWfOHJoOhpE3fG73AwcOUPPApEmTROYB4e/AjBj5s2jRImhra0NLSwsdO3akBmNhm1VQFE0DFhYWsLCw0PhyLZPJ8OLFC+jq6qJy5cpIS0vLV1+hyfNbfof/IsJ3mv+bNx5bWlrSaE61atXCpEmT6LVhYWFYs2YNjTxga2uLKlWq0DEEC0WuDN//j46OhouLC13o5qPo1KpVCwcPHqQGmNTUVBw9ehRdunShKbkIIahSpQpGjBih8bu2x44di7Fjx1Jd+ehjOjo60NPTwy+//EKvFWqkaB64ffs2PceM3IVHfuNdNhZmMJRhxgHGfxZhDujz58/D398fbm5u9LywkQ4JCaGTfi1atFA56af4uTysEc+FX8QaMWIEgNwOpaoFLCDXDWxvbw9fX19R6DAetutVDNNWfTBt1QvTV30wbdVLmzZtoK+vT3dNKRoD+D5EaGgoWrVqpWTKYCiTnJyMVq1aQU9PD8uWLaOaqsrx/PTpU2zYsAHVqlWDhYUFCCHw9vaGn58f3V2kqRNSQoSa8Xq2aNECJiYmNFpGYmJinnXD6dOn0axZM7oLnvEZNo5gMBhC8ppQFtYFgYGBMDY2ho6ODoKCgvI1D/D3sbYsl7z0Fdaju3fvztM8IJPJ8Pvvv2P58uXUEMcQk5GRAVtbW+jp6cHQ0BBWVlYIDAwsUAQiRVSNI8zNzfHgwYNCf+7SSFRUFCpUqIDy5ctTc4aivvy7f/XqVfz4449F/owllcmTJ2Pr1q2i/mp0dDRcXV1BCEHdunXRr18/uLm5wdDQEIQQdOrUiaaMSkxMxPXr19G4cWM4OzvTe3x9fTV+UTsvsrOzMWTIEFhbW2PevHl4//497t27h86dO0MikcDR0RF79uyh5gGeM2fO4Pjx4/jf//6HsLAwjd+1PXz4cBBCMGbMGJrq4eHDh3Qsa25ujn379tHrZTKZqO1TNA/cuXOnyL8Dg8FgCGHGAcZ/mpSUFDg5OcHe3h4//PADunTpAkDs6uV58eKFaMcQ3/HU1E5PXuQ14fn69WuYmZmhVatWeP78OapXr65ykhoAhg0bBl1dXfzzzz9Kn799+3bY2tpq5K5Xpq36YNqqF6av+mDaFj05OTkYOnQoCCFo06YNDeGqapKfnyA4fvx4sTxraYAvw3wI/Z9++okuBChOoiqW99jYWISGhuLGjRtIS0tT+i00GV7DtLQ0kW49e/YEIQRnzpyBXC7P0zQAAC1btoSpqSlevnxZpM9eWmDjCAaDAXx+jzMyMvDu3TucOHECx48fR3h4uFLI8MDAQBgZGRXIPMDIhdc3KysLGRkZePHiBTVgAWLzZl7mgV9++QWGhobw8PBAfHx8kT5/SUaxX+Xr64uFCxdi9erVsLS0hJWVFZYtW0b7V6rMnMLjin+ziGWqycjIQN26dUEIwcKFC2mfjddVqGHv3r1BCClQePL/OgcPHgQhBJaWlti9ezftt44ePRpmZmYICAigZfXt27c4ePAgzM3NqXlASHJyMuLi4nDv3j2kp6ezMUQ+5OTkwMXFBT4+PqL6NiwsDOPHj4eenh6qVauGvXv3fjFNhqbu2l62bBkIIejfvz+N+paWloaqVauCEIJmzZqBEILKlSvjr7/+ovepMg+0bNkSWlpaaNq0Ke7fv1/k34XBYDB4mHGA8Z/m3bt3GDRoEA1327hxY3pOlaNaOOnn5eWFuLi4onzcEg/fyc7MzKQhvoDPoZ1bt24NQgjKlCkDXV1dpUlquVyONWvWwNzcHF26dEFiYqLo89+9e0dDGGvawJNpqz6YtuqF6as+mLbq40uTGq9evaJhLceNG6dyoZBfHGjfvr2Stgxlhg8fDolEgqtXrwL4up1tmjoJxcN//3fv3iE6OpoeDw8PR7NmzfDzzz/TY7/99hudoKpatSpNT8DveONZuHAh9PX1MWXKFDqZyhDDxhEMBkOY+7l3796wtbWlYbKrVauGvn374s2bN6J7mHmg4PCLVHFxcRg9ejQ8PDxACIGDgwN8fX2V2i4g1zzAp5Rq1aoVOnXqBAMDA9jZ2VEjgab3GwDxOOL58+eic6mpqQgMDISFhYWSeUAY5UGY9ghgEcuEfClKxu7du2FiYgIXFxf8+eeftKwL+1wrV66EgYEB+vbt+8UFWU1ALpdjxowZkEql1DyQkJAAT09P9OzZU3Qdz507d6h5wM/PT+Vnqvpbk1Hsw4aHh8PS0pKaV3JycqhWkZGR8PPzg66uLjUP8PUy0zOXxMRENG7cGObm5rSu/fjxI+bOnYugoCCsXbsWHz9+xLRp00AIQaVKlbB//356v6J54Nq1a/Dy8kK5cuVE4z5NJq95g+8pg6z8MhhfhhkHGP95QkNDMXnyZEilUhBCsH79enpOVeMTEhKCSpUqQSKRIDIysigftUTDDzzj4+Mxbtw42NraYufOnaJrTpw4AS0tLTq5yuck5Jk7dy5MTU3h5OREc7kq/gaHDh3CkydP1PhNSh5MW/XBtFUvTF/1wbRVH8Kdg2/fvsWpU6dw7tw5vH//ng4g09PTsX37dtjY2IAQgvbt2+PBgwd4+fIlPn36BD8/PxgZGaFKlSo0zDsLOZ4/LVu2hJGREe7duwdA9WCdnzgR5nVk5HL16lVYWVlh1qxZAHJTkFSqVAl6enrYsWMHLX9hYWHUVCSRSDB27FilzwoMDISVlRXq1KlD+7ps8kQ1bBzBKA0oRhNhFA78Ox4VFQUnJycQQtCwYUOMHj0aXl5etI9gb2+PkJAQ0b28ecDQ0BBLly5li4Iq4PtjUVFRcHd3ByEETk5OaNOmDcqVKwdCCNq2bYv79+8rtVEHDhxA27ZtQQiBVCpFvXr18O7dOwDK6aU0EaEhw8fHBxYWFli0aJHIFBATE4OgoCCReYBfEMzOzsbmzZvh6emJ3bt3A2CmASF82U1PT0doaCgePHigZCB6/fo1Bg4cCC0tLbi4uGDx4sVIT09HVlYWsrOzMWfOHJiZmcHR0ZGG0NfkvhivKW8eIITA2toa69evh7OzM/78808AYuMFXyYPHz4MIyMjuLu74/3790X/8KUIvm5ITk7GsWPHsGfPHvzxxx+oX78+Tb2nGHlE0Tzw119/sTZNQGxsLKpXrw4tLS1ERUUhOzubmgzPnTtHr/v06RMmTZpUIPPA7du36ThC0+cYhGX2/PnzOH36NG7evPldnynU9P79+2zMxmDkATMOMP5TCBtaxdyjkydPhra2NhwdHZXyCiny6tUrmkNX0xtpQDyor1u3LiQSCby9vXHs2DFkZ2eLdN+9ezfdhdGhQwdMnDgR8+fPR8OGDUEIgaOjI905K/yNNHWQxLRVH0xb9cL0VR9MW/Uh3DnYr18/lC9fnurn4uKCwYMH0+gCMTEx2LZtG+zt7UEIgbGxMQwMDGBgYABCCGrWrEknqVnYy/yRy+Vo3rw5CCFYuXJlnqYBIDc8fO3atbF169aifswSi0wmw7p162BsbAxbW1vMmDEDFStWhImJCVavXq20SLJ79254enpCIpGgY8eOOHPmDMLCwvDkyRMMHDgQUqkUFStWpJOrrK+bCxtHqI+IiAhs27atuB/jP0lUVBSaN29Oo7kwCpfk5GQ0b94cenp6CAgIoPVEXFwcTp06hcaNG1PzgOLC4dq1a2loYsXc0JqOUEcvLy8YGhpi6tSptD07ffo0NWY0a9YM9+7dU+o7REVF4cyZM7hw4QJNT8D6Y581iIyMhKenJ6RSKRo3bozjx4+LjAOA2DxgbW2NBQsWICUlBWvWrIGlpSXKli2rZEzetWuXRqcn4PWNjo5Gu3btaDktU6YMVq1ahbS0NHrtgwcPMGDAAJiYmNC6wMXFhY4/XFxcVI7TNBVF84BEIoGhoSEIIVi+fHme93348IFGfBIu1DLECOcYGjZsCIlEQsfBhBCMHz+e1rOK/+bNA0ZGRrCwsFCZAlGTGT9+PI2WY2trCzMzM6xcuVKpzo2IiMjTPCCXy/NNE6OJKJZZbW1tWl6nTp0qiopT0PktoaZbt25FjRo1sHTpUlYHMxgqYMYBxn8CVRW8YqMREhICPz8/aGlpwdXV9YuTfnl9rqbBaxMdHQ1HR0cYGRlh+vTpSvoKO0RHjhxBgwYNYGRkRBv1KlWqYNiwYXQilWnLtFUnTFv1wvRVH0xb9SHcOejs7AxCCLy9vTF48GDUqFEDFhYWdDchv6CalpaGkJAQ9O/fH02bNoW9vT26du2KwMBAREVFAWDafgm+7G7fvh16enro0KEDXr58KTov7If5+PhAIpGI8j8ycif3d+7ciXLlykFbWxu6urpYvHgxPS8MKwoAf/zxB5o0aULrBAsLCxqhpFmzZrSMs/LLxhHqJiUlBcbGxqhRo4bS+874PmQyGSZPngxCCK0zNdUYWNjwOh45cgSEEPTr14+WXeGO15cvX9K6tlevXkhOThaV8c2bN9P6lv02YjIyMjBmzBjo6+tj3rx51LgZHByMPn360IVWQghatWqF4ODgfDVkdYvYkFGzZk0YGhpi3rx5+d4TExODdevW0QVwflFbaIbhDR2//vorLC0tYWlpqZGmAV7f6OhouLq6ghACV1dX1K1bl/a3fH19RbveX716hV27dqF27dqwsbGBRCJBo0aNMHXqVERERABg/QUhQvPAtGnTYGVlBUIImjZtKkrdx8P/JsOGDQMhBAcPHizKxy11xMfHo1atWiCEoF27dhg3bhwcHBygr6+PKlWqiPq3iuaBqKgoDB06FFWqVKHRDDUdYbvTsWNHGvFtypQp9Lji+/0l8wBDTHx8PGrWrAlCCH744Qf89NNP0NXVBSEE3bp1E0Uf+JJ+ipFz7OzsoK2tjadPn6rt+RmM0gwzDjBKPfwgJiEhAStXrkTPnj1Rv359dO7cGUeOHKHuc0A86efm5lagST9G7oRf586dQQjB0qVLVYb/4xdQeD5+/Ihnz57h8OHD+PfffxEdHU3DaLKB0WeYtuqDaatemL7qg2mrPpKSktC0aVPo6uoiICCATv5//PgRp0+fphPUDRs2FO0YysnJQU5ODjVi8LC+w2e+pMXdu3dp7uJRo0YhNDRUKe9oUFAQTE1N0apVK1H/TdPh3+GQkBCYmppCKpXC0NAQixYtUgoVKvwdXr16hY0bN6Jt27Zo2rQphg8fjr1797KdmQLYOEL9JCQkwNTUFA0bNizuR/lPsm3bNhoFh4Va/Tbya28WLFgAQgiOHj0KAEq7BwHg7NmzsLW1hYODA01fpNh30+T6Ni99b9y4ASMjI3Tu3Jn2x548eYIePXqAEII5c+YgKiqK9s1at279RfMAI7fsTZ8+HYQQzJw5k5bF/FI4JCQk4MiRI3Bzc4O7uzt69OhBFwaFZffXX38FIQQPHjxQ75coocjlcmRnZ2P48OGwsrLCokWLkJGRAZlMhr/++gt2dnYghGDEiBFKIfPT09Px4cMHPHz4ENnZ2bQu0eS6IS+E5oEpU6bA2NgYxsbG+Pnnn5GYmEiv4zWUy+Vo2rQpjI2Nabh9xmeEZWzHjh0wNzfHsmXLaJ1w48YNDBgwADo6OqhduzYOHDhAr1c0D8TExLBxhAqioqJga2sLfX19EEJQtWpVPH/+HIDqMYLQPODg4EBTcTCUWbduHcqUKYPly5fTd/7UqVNo1KgRCCHo2LEjbty4Qa/Pq4+gKt2OpkbOYTAKCjMOMEo1wjBstWvXBiEEZmZmNCce32m/du0avefVq1eiHUNsR9uXuXPnDiwsLNCuXTvR8aysLBw5cgSjRo1CxYoV0a9fP/z+++/5DubZQF8M01Z9MG3VC9NXfTBt1cehQ4egpaWF/v3702PCQWRoaChNTTBgwIA8wwUyXcXw/bHU1FQ8evQI27Ztw99//42LFy+KtNq/fz/MzMzoID8wMBBPnjzB3bt3MWLECBgaGqJy5co0LC5bjP080Z+eno6VK1eCEIKuXbuifPnysLS0xKJFixAdHS26pyBhLpm2bBxRVKSnp6Ny5cqwsrJCREQEqz/VQLNmzWBmZobr168DYO/31+Dn54cxY8YohWPny+mYMWOokTMv4uPjUa9ePRBCWPhmBfLSF8jNK1ylShXcu3cPQG648ZEjR4IQgokTJ9LrDh48SOvkZs2a4datW0X1+KWSlJQU1KtXD5UrV0ZqaiqAgtcJWVlZSE5OptEfVC0MxsTEFN7DlhIUDUNVqlTBoEGD6HFe3+PHj9OoZsOHD1cyDwivZeSSlx68mYhPW6CtrQ1zc3P8/PPPNFUcT1BQEAghaN68OZKSktT+zKUJXt+4uDjcu3cP06dPR926dZXOP3v2DKNGjYKOjg68vLxU7oJXNHwzPrNhwwYQQrB48WJ0796dmgf49k1VOY+MjMTUqVNpFEThpgVNR1i+evXqhUaNGtH/5rW8fv062rZtq9I8oIgq04CJiQkzDTAYX4AZBxilFsUwbPr6+pg4cSI+fPiAjx8/4sCBA3QS0NfXV9S55Cf99PT0YGNjwwb4X2Dz5s0ghGDhwoX0WGJiIgYOHAhDQ0NRbixXV1ecOHECAOtMFgSmrfpg2qoXpq/6YNqqj5kzZ4IQgmPHjgEQTwTyA8rz58/DysoK1apVw+vXr4vlOUsTwlyv3bt3Fy26EkIwbNgwHDlyhF6/f/9+VK9enYYYNDMzo/kK69atS/trbBfL5zIZEREBDw8P7NixAxcvXkRcXBx++eUXah5YsmSJKAqJcKcWD29AYBPWubBxRNHAT/y3aNEChBA6gcooHGQyGWQyGebNm0cNb4yCc+3aNZiamsLIyAgzZ84ULW7zdQQf0aFv376ihSwevh/B7xxk9cFnCqLvhw8f6ELfoUOHoKenh8GDB9PrsrKycOfOHRgYGNDw2j169FAZ+UGTEKZ8UuTq1au0T8VHzMqL/Ha+a7p5VlGPsLAweHl54e+//0bDhg1paOvs7GyRJidOnBCZB1SZZhi58H3TlJQUXLlyBceOHcPFixeVrhOaB4yNjdGyZUsEBgbi0KFDGDRoECwtLWFvb8/SwgAq26mkpCQ4ODigZs2aqF27NkaMGCG6luf58+fw8fGh5gFVkQcYecOHzM/MzCyweSA8PBwLFy5UmYZDE1E1hh07dixmzZoFIDfFkfDcjRs30KZNm3zNAyzSAIPx7TDjAKNUk52dTQfpM2bMEHV8MjMzYW9vDwsLCyxcuFCpU/Tq1SsMHToUFStWRFhYWFE/eqni+vXrMDExQatWrfDXX39h48aNqFatGgghaNCgAW7evInTp0+jZ8+eIIRg0aJFxf3IpQamrfpg2qoXpq/6YNqqB5lMBh8fHxBCsH79+jyvCw8Ph7e3NwghOHnyZBE+YemDH4hHR0fDyckJhBA0adIEo0aNwk8//URNLjVq1MC2bdvofXfu3MHmzZvRqFEjNGrUCL1798Yvv/xCd7Ex08BnkpKS0LhxYxBCMH36dDrJGh8fj3Xr1qF8+fKwsLBQMg/I5XLs27cPmzZtYpN9ecDGEUUHr/OlS5cAsHf8e1GcfH758iXMzc1Rvnx5PHv2DACb5C8IGRkZ2L59O5ydnWFkZITp06crLfJdvXoVBgYGIITg119/FZ0TLl63bNkSlpaW+S7oahoF0ZcnOzsbjRs3hlQqxf379wF8XtSKiIhAxYoVsXbtWvz000948+ZNUX2FEsmgQYNACMGFCxdUng8NDYW1tbUoPYxincH3JS5cuJBvNA1N5Pjx4yqPT5gwAYQQGBsbQyKR4PDhw6Lzwjr35MmT1DwwatQotiioAr4MRkVF0TRyvOl4+PDhePDggajc8uYBY2Njep2zszOcnZ0xePBgWrdocv9i3rx58Pf3V0pj9vz5c7Rv3x5SqRSEEPTs2ZOeU+wrCM0DdevWZSH0VVCQyG7x8fE07c6XzAP85+WXTkYT4N/duLg4LFiwAMOHD0evXr3g5uYGX19fep1cLs/TPNClSxdcvnyZnmORBhiM74MZBxilBlUNbGZmJmrXrg1XV1fR+cTERLi7u0MqlcLf35+GaONDrvG8e/eO5WcqAB8+fEC/fv2gpaVFO+nu7u5YsWIF1RYA/vzzTxBCMHny5GJ82tIF01Z9MG3VC9NXfTBt1cfatWvphElsbKzSeb4vwYcmFu6UZ6gmJSUFbdu2ha6uLlauXCk6d+LECXTp0gXa2trw8PBQ2onJQuirRtgnPXLkCKytrbF06VK6iMJrlJSUpGQe4HO/btq0CWZmZmjQoIEoH6ymwsYRRUNYWBh69eoFX19fbNiwATt37sSDBw8wfvx4EEKwYcMGlfcpTgIylElOTqb5coXwE81jx44FIQSbNm0q6kcrlfDljV/crlatWp6L2ytWrKD9sc2bNyvtdg8KCoJEIkGnTp2UFmw0la/RFwASEhLg7OwMW1tbREZG0uMymQzjx4+Hubm5KAS5Ji+wdOjQAYQQ7Nq1S+X5V69ewdraWuka/jcRtndt2rSBsbExM7z8P+PGjVOK+iakT58+IIRAR0cHP//8MwBx+69oHqhevToIIZg6darG929HjRqFzZs3A/isU0xMDNzc3Kg5vl+/fjA1NQUhBC1btsT58+eVzANTp06FlZUVTE1NsWzZMsTExND6QJP7YseOHQMhBBUrVsSTJ0+Uzj98+BBDhgyhbdnevXvpOVXmAX4s3LZtWxZCXwBfxrKzs5GcnIzXr18jPDxcdA1fZvMyD7D+rjK8ZlFRUbTeFP5TpkwZnD59ml6vyjzAt43CNDI8O3fuhJ2dHTMNMBhfCTMOMEo8wryiip3G4OBgEELQvXt3ejwlJQXu7u7Q0dGBv78/0tPT6bmNGzfi3LlzSv8P1nB/uZMdGhqKrVu3YsSIEVi+fDk+fPigdE+/fv2gr69Pd2gyXXNh2qoPpq16YfqqD6Zt8XDx4kVYW1vDwMBANGECfN45KJfL0bRpU1hbWyM0NLQ4HrNUceLECejr66Nr1660jAoH67dv30bXrl1BCMGQIUPoNYoTqKz85sLrEhMTg4cPH2Lp0qWwtbWli9aKoYJ580CFChVgYmKCHj16YODAgTAyMkLZsmVpug1N1ZeNI4qOjIwMmudd+I+xsTHd5Va3bl0MHToUa9euxT///IPbt28jMTERaWlpSE5OLu6vUGKJjo6GnZ0dbGxs0LdvX9y+fVtponrv3r0ghMDDw4OFxi4gX7O4PXv2bFqm+/Xrh+XLl+PcuXMYMWIEjIyMUKFCBXoPqxNyKai+MpkMcXFxaNCggdJi98qVK2FjY8NMGRCXKz6ce0xMDA2PLWT58uUghKBWrVo4deoUPS40XAQEBEBPTw9DhgxhC4P/z8aNG0EIoaYAHqE+fMQ3ExMTBAcHA8jbPHD48GE0adJE4yMOHD16lNaf/A52PoKAlZUVAgICqIa3bt2iecsbN26Mc+fOKfXf+NRz7u7uon6aJvPp0ycsWLAAv/32GwAgPT1d6b2+f/8+NQ/UqVNHaSFWyJMnTzB9+nSa/oHxuf6Mi4vDmDFjUL16dejo6MDc3BxLliyh6UuAvM0DfEQd1k9QJjU1FW3atIGJiQl8fX1x9+5dzJkzB56enjRNEV/nAsrmgcuXL6Nfv36i9HIAcObMGRBCYG5uzkwDDMZXwowDjBJN7969QQihnR9APOn38uVL6OrqokmTJgByJ6r5xltxsg8AbGxs0LhxY6Vwo5qOsAO0cuVKDBkyBH5+ftizZ0++9wknr9euXQtTU1O0adMGCQkJan/m0gLTVn0wbdUL01d9MG2LF2Go0b179yIuLk50nt85+OOPP4oiPDBUs2jRIhBCsHHjRgCqc+CeOnUKOjo6IISoXHhliElOToaZmRkIIWjTpg169eoFIG+zRXJyMrZu3UrzP0ulUnh5edGJE03dmcnGEUVLdnY2Hjx4gPv372P37t3YuHEjRo4ciU6dOqFZs2ZKhgL+n/Lly8PIyAjjx49n2ubBpUuX0L59ezg4ONDJTy8vL/z+++80NQEAdOnSBYaGhjRMq6bvcC0IX2MeWL58uSicNv9PvXr1aH2ryTteVfE1+m7evJlq2rJlS3h5eYEQAgcHB5a7/P8Rlq+kpCSYm5uDEEKNBLw+T548QZcuXUAIoXUFfz4nJweLFi2Cubk5XF1dabodTdeWh4++EBkZKTIQCPsEfP/CzMwMjx49ApC3eYA3fmpqX4yHHy9IJBJqHvD29kaXLl1oW8Vr9OjRI7rYmpd5ICAgQGmBUNPhy2h0dDQaN26MlStXKhmuHjx4gP79+4MQgvr164uMRYp1AF+mWbv2WYOoqCi4u7vTVBlt2rSBnZ0dNSILzRiqzAPm5uZ4/PhxsXyHkoiwXoyKioKNjQ1mzpwp2oRw6NAhNGnSBBKJBH369MHdu3fpOUXzAH+fYn3bq1cv0X0MBqNgMOMAo0Tj7+9PB4/CST/hLqtq1arBwsICu3fvhpubG3R0dLBkyRKlyb5x48ZBT09PlGOXIQ4JVKNGDaWJkMmTJ4tyt6qagJo3bx4sLCxgb2+Pjx8/5nmdpsG0VR9MW/XC9FUfTNviQ6hRv379QAiBgYEB+vTpg02bNuHcuXMYOXIkjIyMULFiRaotm0jNn6VLl4IQgiVLlgBQ3tXNM3jwYBBCvmiQYeTSvXt3Wi/Y29vnGUaY1zgzMxNhYWHYvHkzjhw5gpiYGACaPdnHxhElhwMHDkAqlaJOnTr466+/sH79esycOROtWrWCl5cXbG1t2QLAF5DJZIiMjMSiRYtoOFZCCOzs7ODj44ObN2/SMNsdOnRQCtPKyJv8FrcVd1teunQJv/zyC4YPH44ZM2bgwIEDNPWRJte3+fE15oE1a9bAysoKhBBYWVmhTZs2tD/G9FXWgI/oZGNjgwsXLojOnT17Fp07d6Z1RbNmzdC0aVO4uLiAEIJq1arRnfBMWzEZGRlwdHQU9W8BsXmAT1tQEPOAJiPURGge2LhxI5o2bUoXWhXbrMePH+drHlD1+ZqMsLytX7+emq42btyoZB54+PAhHQs3aNAgX/MA47MmsbGxqF27NgwMDDBt2jSq665du2BjY0MN32fOnKH3Cs0DrVq1gpaWFj59+lT0X6IEofgeR0VFYfr06VixYgXKly9P61mhmfjUqVNo2rRpnuaBvGD1A4PxfTDjAKNEIqz4161bp3LSj29E/P39oaWlBX19fejp6WHx4sVKjUNQUBAsLS3RunVrpZ2FjNxcrvXq1YOuri6GDRuGPXv2YNmyZXRHxZAhQ5Qm82JjY3Hq1CnUr18fhBDUrl2b7bRQAdNWfTBt1QvTV30wbYsPoVZ+fn6wtLRUMm/UrVuXafsVbNiwAYQQuLq6IiIiAoC4H8f31yZNmgRC8s5xzshFOJkyaNAgEEJgZGT0TQvWmmooYuOI4kWoP/93dHQ0ypUrh/r166u8h09TwOrcvFFM87J//35MnTqV7jguX748PDw8IJFI4OLigpCQEABsEaCgfM3itio0tb4tKF+j77Nnz3D9+nW8ffuWLsywuuGzBtHR0Th8+DA9PmzYMJoDWtE8wKc8MjMzo3WFh4cHxowZQ9OdMG1Vs2XLFhota9GiRfT415gHGLnkZR4ghCAoKCjP+4TmgebNm+PEiROsrlUBv7ua79tGRUVh8eLFMDc3R8WKFbFhw4YvmgeEi90MZTIyMuDj4wMDAwPMmTOHav3kyROavsTBwQESiQStW7cWmTH4MpuYmIjo6GgAmllPCCNk8WRlZdHoOM2bN4eTkxMSExNFKSR5Tp48Sc0Dffv2FaUtYDAY6oEZBxglFmGHUDjpt3XrVtF19+/fR+PGjaGtrQ1HR0f8888/os+YPn06jIyM4ODgwHZmChB2VP79919YW1uL3NQAcOzYMbi6uoIQgsGDB4sWskJDQ9GxY0dUrFgRY8eORWRkpNLnaipMW/XBtFUvTF/1wbQtOQg1O3v2LFavXo3BgwdjwoQJ2LdvH9up/ZUkJSXRcMI+Pj4i/YT9rXbt2sHKyoqFCSwAwl1XfC5Sa2trnD17thifqnTBxhEli9jYWDg5OcHc3JwajHJycmg9qxhqlJE3ijq9fPkS69atQ9OmTaGtrU3L+tKlS4vpCUsvBV3cFpZXVm4LzreaM5jGYhNWtWrVQAjBpUuX6Pn8zAMAEBISgidPnuDs2bOIi4uj4fNZXzeXvMrYH3/8QRe4v2QesLa2xr1799T9qKUWYVmbP38+tLS0IJFI4OPjg8TExDzve/z4MU0N0b17d1p2GbnwfdKIiAjUq1cP27dvB5CbamPhwoUFMg9oa2vD2dlZVKcwxNy8eRPW1tbo1KkTHac9efKEGltmzJiBp0+fwtvbG4QQdO7cWaV5QPFvTWHcuHFwcHDAyZMnRcezsrJw4MAB1KlTh/Zfb9++DQAq+1m8eUBXVxft2rWjhi0Gg6EemHGAUWJRHMTMnTs3z0m/s2fP0l2YZcuWRdu2bdGrVy8ahs3NzY2FYRPAd1Sio6Px9u1b7NixAxUqVKCdcGFIoLNnz8LNzU3lQtazZ88QHByMtLQ0AExbgGmrTpi26oXpqz6YtiUPxQG7opaaOKD/Fniddu7cCTs7OxgaGsLHx4caW3jWr18PLS0ttGvXLt/JQU2joOXsSwsCDGXYOKLkwC+ytm/fHoQQtkOoEFFc7Nq/fz8t656ennRHMaPg5LW4PWPGDGoeYnw7TN9vJyMjA7169UKZMmUwf/58pdDuqvoK+ZkumCEjF75dz8jIwMuXL6m5jacg5gF+57arqyuys7OZtv8PvxOe10OYd3zevHk08oAwIpQq7t+/j5EjR7KURnmQkJCABg0agBCC2bNn0zJdEPPAo0eP0KlTJ9ja2iqVfU1Gsb9/9OhRVKxYEaGhoQCA9+/fY+TIkSCEYOLEifQ6oVm5bdu2OHbsWJE+d0nkw4cPaNKkCSQSCY4cOaJ0PjMzE0eOHMEPP/wAQghatmxJdeYR1qmnT59GjRo1UKFCBbphgcFgqAdmHGCUSPhGOiYmBhMmTEDdunXRqlUrUShh3knJc+fOHcyYMQOVK1em19SpUwfTpk0T7Wxh5JKUlER16tq1KwYMGABAtatPcSGLnzwVwgZHn2Haqg+mrXph+qoPpm3hw9r0kkNMTAwCAgJgZ2dHF1qXL1+Obdu2oV+/fjA0NESFChXojkJmzPg8eZqUlIS//voLEyZMwIgRIzBv3jxcu3YNqampouuZeaDgsHFEyWTMmDEghNB8xozCQ1g2MzMz8eOPP0IikbDdg9+IqsVtc3Nz+Pr6IiwsrJifrvTD9C04woXWnJwc2NnZwcfHh5oGhJFbANZX+Fp4fWNjYzF8+HDY2dlh3rx5SgbYgpgHxowZg5cvXxbNg5ciwsPDMXToUPpuC8v0woULqXng999/z/dz+PtYXywXoQ579uyBtbU1li1bRjckCCMRLFy4EGZmZnmaB549e0YXYNkYTTyO2LhxIz3+8OFDmlrr4MGD0NfXx8CBA0X3hoSEwNraGk2aNAEhBL1792ZRMgDcvXuXRs6Lj4/H5cuXRed58wAfsWHIkCF4/fq16Brh/NfFixdpPc3KLIOhPphxgFHiEO7MdHNzg6WlJdq0aYP//e9/GDt2LM1/o5irlL83Pj4ejx49wq1bt5CZmSkaVDHEdOrUCYQQaGlp4YcffkB8fLzofF4LWd26dWM7Ar4A01Z9MG3VC9NXfTBtvx3FASE/eRQTE4Nz584p7bpiFD0xMTH47bff4OnpKVqg1dHRQePGjekuIdYf+6xBVFQUmjRpIgovTghBpUqVMHz4cKU6QrggcPHixWJ48pIPG0eUPPjfZMGCBSCEYNmyZcX8RP99/P39Rbvg2KTq1yNc3N6xYwcsLCzg6OiIhISEYn6y/wZM34ITERGBLl26wN/fH3Z2dvj06RMAcbuUl3mA9RXyRrgr29PTE7q6umjUqBFu374tigbHk5d5gI8ExyNcGNdUhGNafvzbtm1basQUarRo0SJqHvjjjz+K/FlLI3ybHhcXhw8fPmDq1Kmwt7enuiq2+QUxD6i6TxMRpoVxcnKCvr4+9u7dK7omMzMTjRo1grGxMZ4+fUqPAcDbt2+hp6eHgIAAFiUDyptdkpKS4OjoCHd3dyUjcWZmJv7991/UqlULEokEgwcPztc8ALAyy2CoG2YcYJRIUlNT0bp1azq5JBwIJSYmYsmSJSp3DAk7+Gw3Zt4I9ezbty8IIdDX18fRo0cBiBtfoY7nzp1D2bJlYWFhgdjY2KJ74FIE01Z9MG3VC9NXfTBtC4dz586JFvoiIiJgbm6O6tWr482bN9/12ULdWf/h+0hMTERQUBDmz5+PmTNn4siRI3QBnC2+fi5fMTExcHZ2hp6eHgYMGIBDhw5h586daN++PcqWLQtCCDp06JCneYAQguvXrxfDNyj5sHFEyWTDhg2oXLmyxhvh1Alf1s+fPw9CCGbOnFnMT1S6ES5u7927ly7YsvqhcGD6fhmZTIaxY8eCEAJ3d3cYGxvj2rVrNAWMEFXmAdZXyJ/4+Hh4enrC2NgY8+fP/2LZE5oHlixZUkRPWboQpn7Izs7Gjh074ODgwMwDhUxCQgIMDQ1hZWWF9u3bY/To0QDyNq7w5gFzc3M4ODhg1apVStHNGLlkZWVh4MCBsLKywtKlS5U2KHz8+BEVK1aElZUVQkJC6PHs7GyMGzcOZcuWRXJyMp3j0fTxr3Cu68GDB2jbti10dXXRtGlTnDx5UnStonlgyJAhdJ6H9Q0YjKKHGQcYxY4qh9iTJ09gZmaGxo0b02OKjbVw0k+Yq5Q5zgqGcHK0f//+IITAyMgI9+7dA5D3QtaVK1domDGmtWqYtuqDaatemL7qg2n7fbx79462+YcOHUJMTAzs7e1hamqKpUuXfteAXKgr/zfbLfRt5FdGNbn8KpKRkYFBgwaBEIKAgADRucjISOzduxdVq1YFIQTDhg1Tmtjr2bMndHV12QIs2DiiNHH37l2Eh4cDYJOo6uTjx4/o06cPCCGiELuMbyO/xVnG98P0VUaxD/rixQv07NmTtlnbtm3L816hfqyvkD8ymQzTp08HIQRTp04tcIShP/74A7q6uiCEYM2aNUXwpKUHYUSt7t27w8bGBi4uLpBKpTS6VocOHfI1D+jq6mLLli3F8vylieTkZNSrV4/WC+7u7rSPlRcRERFYvHgxCCHw9vamYfcZn8si/283NzcMHjxYKfUDkBtlpHXr1tDX18cff/xBN3isXLkSZcuWRceOHTXWlCFs02UyGdVTWNbu3LmDvn37QiKRFMg8MHz4cJYGhsEoJphxgFFs3LhxI89zR44cASEEo0aNAgBRTiC+IUpOTka3bt3yzFXKyEVx4KMYSo1n4MCBdCErODgYQN4LWao+VxNh2qoPpq16YfqqD6at+pgzZw5t862trWFkZIQ1a9bQAem3uNCFmm/cuBHt2rXT6DyEiuWsMBZR2e4AZd6+fQt7e3t4eXnRCSnh5Gl6ejr27duHcuXKoUKFCjTUsHDxm5+k0tS6gY0jSi/MnKEe+B3Ia9euBSEEAwYMKO5HYjAYX4CvD/l/8+18REQE1q1bR1M3hISEoF+/fiCEwNjYGJcuXcrzM4X9Ak3vK+RHRkYG6tatC3t7eyQmJgIoePu0ZcsWlC9f/rsjnv2XEEbUcnV1hZWVFXx9ffH+/XucPHkSmzdvhpmZGQghaNeunUrzAG/qLF++vMYuvOaFqvFUYmIi2rRpQ1OTHDp06IufExYWhsDAQHz48CHPz9VUoqKi0LZtW0yfPh0mJiYqN3jwrFq1ClKpFBYWFvD29oa3tzcIIahcuTLev38PQPO05b/vs2fPEBcXR49HRESgcuXKmDNnDj0WHByMPn36fNE8wOs6ceJE1o4xGMUAMw4wigVfX998J+mOHz8OQgi8vLxU5l7imTx5sign7F9//aWuRy6V8J3w+Ph4rF27Fn369EGzZs0wYMAA/PXXX4iOjhZd/6WFLMZnmLbqg2mrXpi+6oNpqx6Eg8SZM2dCS0sLEokEffv2pce/RTfhPTt27ECFChVACEFoaOj3PXApgf/+/MI1/++oqCgsXbpU4yY7ipJjx46BEIKePXsCUD2xFBUVha5duyqFGxe+D5paX7BxROlEVXll9UzhINQ2Pj4eS5cuVXlOE1DH92Vl9zNM38LnxIkTGDp0KE1NFBERgbJly8LAwEBkkgsJCcFPP/0EQghq1aqVbwoC1lf4Mg8fPoREIkHDhg2/uCCVnZ2NqKgo0TF+YZtFKftMVlYWjaw3f/58UcQ9IDciVJUqVfKNPLBmzRpmyFCAL59ZWVl49+6d6FxiYiLatm0LQgicnZ3x4MGDL34eX7+yhdjPyGQyLFy4EIQQuLm5wdTUFOfPn6fneHjtsrOzMWvWLFSvXh2EENja2qJ9+/Y0woumanvz5k0QQtC9e3cAuWZ4e3t7uuFDqMvdu3fzNQ9kZWXhwIEDaNu2rVK5ZzAYRQMzDjCKnNTUVJqnbdeuXaJzfCMSHx8PJycnmJqaYt++fUqdcd6JfezYMTRt2hR+fn4ghOD169dF8yVKAbyWkZGR8PLyAiEEBgYGMDQ0BCEEOjo66NixI96+fSu6T7iQlZ/DUpNh2qoPpq16YfqqD6at+snOzkaNGjVEC31//vnnN32WommgXLlyMDMzw6NHjwrrcUsF58+fh4+PD169egUgdxdKpUqVUL58eVy+fPm7Pltx0l+TFgG+xI0bNyCVSuHt7Y3Y2Ng8tdmzZw/bOawAG0cUHampqbh27Ro2bdqEVatW4dy5c9+cZ1RY5/777784fPhwYT5qqUNd2h48eJBOdCue0wT4OiA1NRXXr1/HL7/8Uqj6Hj16FEeOHCm05y1tMH0LF7lcjsTERNjZ2YEQgnHjxuH169ewt7eHmZkZVqxYobT49PLlS5q2oHbt2vmaBxj5ExISAj09PXh4eNC+WF4R3x4+fIiFCxd+MRS8JqHKMJGSkgI3NzdUqVKFGit4Dfl/P336FObm5iCEoG3bttQ8oGgyYIaMXHgd4uLiMH78eLi7u2P27NkAPtefiYmJaN++PV30fvz4cbE9b0lH+I4rlrFnz57Bz8+PptWYOHEiPacqtaFMJsOHDx9w5swZvHv3DklJSQA01zQAAKdPn0a5cuVACEGvXr1QsWJFGBsbY/Xq1VQXoZYFMQ+kp6cD0GxdGYzighkHGMVCbGws7ty5AyA3lNX+/fvpuezsbKSlpdFJwcaNG+PGjRu0UReGG+3WrRs8PDwAMMevsAPE/x0XFwcPDw/o6elhwoQJCAsLw7Nnz3Dp0iW6sNWpUyckJCSIGmF+IYsQonGLKKpg2qoPpq16YfqqD6Zt0SDUOTw8HKtWrcK2bdtE+cl/++23fO9TRJVpwMTEBA8fPizUZy/pxMTEwN3dHYQQTJ48GcHBwXBwcIChoaFocP8tCDXmwzUyPvPixQtUrFgRhBC6SKJqIuvkyZMghGDkyJHF8pwlFTaOUD/R0dFo164d9PX1aV2rr6+PqlWr4tSpU1/1WcL6YPv27ShXrhyaN29OQ0NrGkWhLR/eXJPg26zo6Gi0b9+eld1ChumrPk6fPk13YRsbG8PIyAhBQUG0PVI0ADHzQOEQFRUFDw+PPPtiQt1bt24NGxsbvHjxosifs6Txyy+/5PmOvn37FlKpFDVr1kRWVpZS2eXrkd9++40uzrZu3Zqm9mMLg2KEGxM8PT2hra2Nhg0b4uLFi0qaMfNA/vBlkdeL1y88PByTJk2ii9MhISGYPHkytLS0YGxsjB07dih9huLfQjTdKJ+eno7g4GBUrVoVEokEUqkU/v7+9Dyvm1AnRfPA6dOni/y5GQyGaphxgFGspKamwsHBAYQQUYMMAM+fP4enpyed9Nu/f78o3OiaNWtgY2ODESNGIDs7W+N2VAjhc9cJG9+cnBxMmjQJhBDMnj1bNBGanJyMatWqwc7ODnPnzqWdJKGGXbp0ASFE4yf8mbbqg2mrXpi+6oNpWzTwA3t+IRDI1ZLH399fpXlAcdFamBeemQY+k5GRgT179qBOnTrQ1taGiYkJDA0NsWnTJqrZ96aA2L59O7p166ZROwh5VJmLhMemTZumlKtYcbfbqFGjQAjB77//XkRPXbpg4wj1EB0djWrVqkEqlaJz587YuHEjBg8ejPr169M6d8+ePQC+PEEq1PW3336Dra0tDA0NNdYkx7RVD7wW0dHRcHR0hFQqRadOnbBhw4ZC0XfHjh2ws7ODoaGhRvYXmL7qg9fh0KFDkEqlkEgk8Pb2puafvBZSheaBevXq0X4EQ8yXyuHs2bNBCIGVlRWuXr2qdI9MJkNAQAAMDAwwYMAAajLUVBYvXgxCCDp27KjSaPnp0ycYGxuDEIKzZ8/m+Tnnzp2Djo4ONdEK088xchFuTKhRowaMjIxUpn8A8jYPPHnypEifuaRz+PBheHp60vSRHz9+ROXKlUEIwfHjx+l1ISEhmDBhArS0tODq6ipKZcbGC18mLCwMZcuWhUQioZHzeOO2qrQPABAcHIy+fftCV1cXNWrUwMWLF4v8uRkMhjLMOMAoVhISEqibr0yZMkq7Bu/fv4+aNWuCEAJzc3N4e3tj4sSJaN26NQghqFKlCs0hpKmMHDkSbdq0oQtZPMnJyfD09ISrqytdpOKPV69eHTo6OliyZIloMUa4CwvI3cUFaK7zl2mrPpi26oXpqz6YtkUDr0FCQgJmzJiBLl264Pnz5wDEg8yAgIA8Iw+sW7cOXl5e1LXOTAOq+e2336CnpweJRIL69evTcMPfsvNaqPHOnTtRpkwZ6Ovr01QImgJffjMzM5GQkICHDx8iJSVFZHxJSUmhk/4mJib4999/aX5jAAgKCoKRkRHq1KlD6waGGDaOKHxSU1PRsWNHSCQSrFixgta3MpkMERERGDNmDK1zFcOJKqK4sF2uXDmYmppq5MI2wLRVN6mpqejUqRMkEgmWL18uCiWsqO+JEyfy/SzWX1CG6as+0tPTqYHY1NQUhBCMGDHii5EXXr58iT59+oAQgnbt2qlcUNRk+L5YRkYGIiMjcfbsWYSGhuLTp0/0mqysLPTo0QOEEFhbW+Po0aNISEiAXC5HRkYGFixYAHNzc7i4uCAsLAyAZu8ovn37NpydnREYGCg6Lhwz8HXB0KFDlVL0CSOXuLi4YMuWLbC2tgYhBNu3b1f/FyhlZGVlYfz48SCEYM6cOdTYrWquQJV5oGzZsixKBnLfWZlMRiNA1q9fHyEhIXBwcICpqSkCAwOVxr0vX77EuHHjIJFIUL16dWYe+Aq2bNmCKlWqYNSoUXB0dKTmgbi4OAB5R264e/cu2rVrhwoVKiAyMrLIn5vBYCjDjAOMIkVVJzs2NhYLFiwAIUTlpN/z58/h4+ODatWq0cGogYEBGjVqRHdmauoii4+PDwghGD58OM0NxnPr1i1IJBJ0796d6p6SkgJ3d3fo6OjA399ftLh19OhR7NmzB1lZWaJOk6Z2ipi26oNpq16YvuqDaVs08G16VFQUGjduDEIIKlSogBs3biiFGQTE5oFff/0V7969o7uJ9fT08OHDB9Hn79ixA7a2tho9SQ3klrWcnBxUq1YNurq6sLW1hba2NsaMGUMn+r5mclTVQoC5uTkePHhQ6M9ekuHLZkxMDIYMGQJPT0/o6urCw8MDnTt3FoUUDgkJoeYBQggaNGiAfv36oVGjRiCEoFKlSnj37h0AVjcAbBxRFNy7dw8mJiZo3749PSaM2gJ8XhSoUqUKXr9+rfJz2MK2Mkxb9cLr265dO3rse/Vli9qfYfoWLsL2LD09HYcPH8Y///yDCxcuoHz58iCEYMiQIUo73BX7Ai9evMDIkSOp6ZORi7AvNmDAANoHMDc3R6VKlbBnzx5ERUUBEEdv4NM/tGjRAi4uLiCEoFq1arRfzPoLoIt/4eHhGDlyJM3rzhtX/vnnH1SqVAnGxsZYuHChUj9WJpNhypQpMDMzQ0ZGBv7++28QQjBhwoRi+DYlm5SUFHh6esLR0VFkNswL/lxiYiIaNGgALS0tanhh5NYH/BhLV1cXhoaG2Lx5s8pokAAQGhqap3lAkw1EivD1olC/Bw8eID09HZcvX4aTkxMIIRg0aJDIPKAqbcG9e/eoYZ6NfRmM4ocZBxhFBt+YZGVlITw8XLTT8kuTfikpKYiKisLBgwfxv//9D3fv3v1i+Lb/OkFBQSCEoHfv3nQXZlZWFm10Q0JCYGJigo4dOwIQ73pVXMDKyclBhQoV0K9fP5bbFUxbdcK0VS9MX/XBtC0a+AFiVFQUqlWrBkNDQ0yYMEGlTsIJ6+XLl9MJP0tLSxBCULlyZTqRyn/ugQMHYGpqClNTU42bpOZRnOjYtGkTVq9ejf3798PDwwPa2toYOXIkNVzkNVGV124BfiFAEzXmteJ3UvGL/5UqVaLlUkdHB1u3bhVFH5k6dSo1bhBCYGdnh549e9Ld8Jra1xXCxhFFw/bt20EIwerVqwFAtINVGK68UaNG0NPTU5nTnC1sq4Zpq15+++03EEKwatUqAF/WV1VUB9aW5Q3Tt/AQRiXi+1o5OTlUn4sXL8LOzo6aB/g0O8L26u7duzQigTC1F0M8luD7YvXq1cPgwYPpTmxtbW1MnTqVGggzMjIwc+ZMODs7QyqVghACd3d3+Pr6Ijw8HADrLwjJyclBmzZtQAhB165dRRG15HI55s+fD319fRgbG2PEiBE4f/48gNwyGhAQgLJly6Jt27ZISUnB+fPnQQhB3bp1kZmZyXQWcOXKFRBCqOFQOJ+giOK55ORkao5hmn5us16+fAltbW1IJBKUL1+eLlIrRoLk4c0DWlpaqFmzJnbt2lVkz1waEEa6WLVqFSZMmCAysmVmZuL06dMqzQM8mzdvxoIFC0THmGmAwSgZMOMAo0jgBzFxcXEYN24cnJycsH37dlGu0fwm/fIaBGlyY9KrVy/o6+vj/v37AHLzOPfq1Qv37t2DTCbD+/fvUaFCBWhpaeHgwYPw9PSkobKFnUq5XI5x48ZBW1sbW7duZc5JMG3VCdNWvTB91QfTtuhITk5GixYtoKOjg+XLlyvtaMuL7du3o127dqhVqxYGDBhAQ5EKFxw3bdoEDw8P+jtqGkItVO1OO3DgANzd3ZXMA8J+2I0bN5Tyv/Jo8kIAT2ZmJrp27QoLCwssXLgQaWlpiImJQXBwMAYNGkR3uWzevFl039OnT3HlyhX8/fffCA0NpbsM2WQfG0cUJZs2bfpivmGZTIYRI0aAEIKAgAClczxsYVsM01a9/PLLLwXSd+TIkV/Ul7VlyjB9CwdhezZ69Gg4ODjgwIED9Div0+XLl0XmAeHC7IYNG2BhYYHAwEA2jsiDpKQkNGvWDFKpFIsWLRKdW7duHY2MceLECVHZ/PTpEx4/foybN28iKSkp39Dwmk5wcDDc3d1BCEGnTp1EZVQmk2H+/PmoUKECNXbXrVsXzs7O1FTLRyU5fPgwCCGYMWNGcX2VEsuNGzdACEGjRo3yvIYvmzdu3MC8efOUzrO+7mdSU1MxaNAg6Orq0vrVy8uLpqDMa7wQGhqKCRMmgBCC5s2bU/O3piOMEtmkSRMQQlCuXDncuHFDNH+Tk5OjZB7gjRqbNm2ClZUVbGxslAwFDAaj+GHGAYba4RuTyMhI1KlTB1KpFDVr1sT58+eVFgPym/RjnfXPJCYmokWLFiCE4OjRo8jKykLlypVBCBGFT5o/fz4IIdDS0oKuri7WrFkj6uTI5XKsWbMGVlZWaNeuHWuowbRVJ0xb9cL0VR9M26KBn/zcv38/CCHo06ePqJ+QnZ2NCxcuYOrUqWjbti0mTZqEZ8+eiT4jPj4eiYmJVHfFvkN8fDyio6PV/E1KJrwW8fHxmDx5Mho1aoStW7cC+Kx9RkYGDh48KDIPCMOz/vrrr3BwcMDChQtFnwmwhQAgd3IuOjoaVapUwZgxY1SaXiZNmkQjD1y9ejXfz2ULAmwcUdTcvn0bRkZG8PDwwOPHj5XO85rzu+fXrl2r8nO2b98OW1tbmJmZsYXt/4dpq14Kqi+/cz4oKEjl5/D6amJblh9M3+9HuMhSr149aGtrw8PDA5cuXRIt7vFt/+XLl2Fra0vzQ1+7dg2LFi1C2bJlYWJiwtITqIDXbteuXZBIJBg8eLCor5CVlQV3d3dYWlpizpw5SqkgWL/r63j48CGN6qBoHpDL5fj7778xcuRI6OrqghACBwcHdOvWjUZ6ePnyJby9vUEIwf/+97/i+holltjYWFSoUAHm5uY4efKkUvkU1hstW7aEi4sLqxe+wIkTJ3Dy5EnExcWhTp06IITA09OTRnBRNHHxPHv2DHPmzKGpNzQdXp+YmBg4OTnByMgIEyZMUKpTeXjzAG8e8vb2Ro8ePaCjowM7OztablkdzGCULJhxgKFW+Eo/Li4O7u7uMDY2xqxZs/K9R3HSb+fOnUXxqKWCbdu20b/5QbmOjg6sra1hamqKoKAgUYilsLAwdOvWDYQQ2NjY4OjRowByG+3MzEzMnDkTRkZGcHBwoOFwNdWRyrRVH0xb9cL0VR9M26JBUQPegPHvv//SYykpKRg9ejSsra3pzhU+D2leeXQVB56aPBBVnKzmtbt69aoo3DAgNg9IpVL069cPT548wfLly2FpaYkyZcooTZrs2rVLY/MU80RFRWHkyJFYu3YtdHR0cPfuXQCfy7dwF8vgwYNBCEHbtm2RmJio0WUzP9g4omjgdZbL5Xj//j3q168PQghGjRpFJ1IBcWjyXr16QUdHB5cuXRJ9BpAbkcfZ2RmGhoYav7DNtFUv36Jv7969IZVKcfHiRdFnALn6uri4wNDQUGPbMiFM38JDmM7B0dERhoaGmDp1qtJ1crkcMpmM6nblyhVUq1ZN1PetWrWqyNTJUGbEiBHQ09MTmVxSUlJQvXp1SKVSURq5mJgYGqWMjcu+DF82+bKXn3mA5+3btwgJCUF8fDxdWAwJCcHAgQNBCIGvr2/RfYFSgkwmQ1paGoYPHw5CCHr27InQ0FCqP19+5XI5AgICoKOjg1GjRuWbzkCTEbZFvJkoPj4eXl5eSuYB4fzOuXPn6H/zZZ7Vu7mkpaXRua+AgADaF8hLn5ycHNy4cYOahYyNjdGgQQNqJGK6MhglD2YcYKid7OxsjBs3DoQQzJ07lzbS+eVg4yf9+Fyv+/btK6rHLbEMHToUhBBs3ryZNqjTp0+nA8h+/frRa/kGWy6X4+rVq+jcuTNd8Prpp5/Qs2dPuLq6ghACNzc3ugCgqQ0101Z9MG3VC9NXfTBtiwZeg4SEBISEhAAAli9fDkIIhg8fjosXL+Lw4cN0QqpWrVr466+/sGPHDjRo0ABSqRRHjhwpzq9Q4lE1WT19+vQ8czkCuZNR//zzD2rXrg1CCAwMDEAIQbVq1eiOAL4ft3PnThgYGMDKykrjFgJ4cnJyMGzYMGrIsLKyQnBwMADxRBVf3h89eoSyZcvCxcUFCQkJxfLMpQU2jlAPfFmMiIig+V15/v33X9rWjRo1Ck+ePBGdX7t2LfT09NCsWTPR4qGQI0eO4OnTp+p5+BIO01Y9KE7Yf4u+69atg56eHpo2bZpn3XvkyBGl+zQBpq/6SU1NRZcuXUAIwbJly1S2Y4mJiUqL1/fu3cPkyZPRs2dPTJw4EeHh4QDYOIJHlY5t27aFubk5jUyWlJQEd3d36OjoiEwDAHD16lU4OTkhNDS0yJ65tFCQegHI2zygaE7mOXHiBJo1awZCCPr370+PM+OGMteuXaORDnv16oXTp0+Lzvv7+8Pc3Byurq60bmCG5C/DjyeSkpJE5oH4+Hh6za+//gpCCMaOHVtMT1ky4cvX7du3YWJigjZt2tB3tyDvcFpaGvbu3Ytz587RNBGsPWMwSibMOMBQO7GxsahevTpcXV1p6OCCNCaxsbGYOnUqbG1taY5dTWXy5Mk0v93Lly8B5IZsLVOmDJ3M19bWFoXM5hteuVyON2/eYObMmbCwsIChoSEIIahZsyamTJmCiIgI0fWaBtNWfTBt1QvTV30wbYsG4YJ2mTJl0KBBA7x9+xavXr1C48aNQQiBRCIBIbl5SOfPn4+kpCR6P/87bdy4sbi+QqkhJSUF7du3ByEES5cuVRlCXzF1RmZmJh48eICffvoJTZo0wYgRIxAWFgZAXH5v3boFCwsL3Lt3T63foaTDm4b4OmL8+PG0jCtO4MXHx8PR0RGEENy6das4HrfUwMYRhU9cXBzGjx+POnXqQF9fH1ZWVpgwYQIuXrxItd23bx9dIKxRowb69euH9evX48cff4RUKkWFChWorqpCbGsqTFv1IMwL7+fnB29vb6qvn58fLly4QNulv/76S6W+3bp1g1QqRfny5enuNqZvLkzfwiWvxdIbN27A1NQUbdq0Udr9+vfff2P48OEoV64cOnTogF27donu5ftt/L/ZOCIXYTqjzZs304XTjh07ghCCI0eO5GsaAIDWrVvDxsaGGQcU+FK9oJhi49GjR9Q80LFjR2oeEBo7cnJy8PjxY5QpU0Yp6gYzDeTN6dOnqXnAysoKTZo0Qbdu3VCjRg0WheQ74MtmcnIyNcvXqFED58+fx8yZM1GmTBmNrxvyas+AXLMrIYSmPszP1J1fuWTvPoNRcmHGAYbaOXPmDAgh+PHHHwHk3yhkZ2cjJSWF/jefqxjQ3A7QyZMnYWBggPr16+P58+cAcp3oP//8MwwNDbF8+XIsXLiQLmT9/vvv9F5FzUJDQ/H06VNcu3YNqamptGFn2jJtCxumrXph+qoPpm3RkpaWhk6dOsHc3BwTJkygfYQHDx7A19cXLVu2xPTp0/Ho0SOlgWuHDh1ga2urMtcuQ8z169dhYGCALl26iI5nZWXhxIkT8PX1Re3atdG3b1/cuHFDSevs7GyV4Rn53yuvfIaaxo0bN9C5c2fo6urC3d0dx44dE4V65vXKycmBk5MTXF1dER0dXZyPXOJh44jCJSoqCm5ubiCEwNnZGS1atICNjQ0kEglcXV2xZs0aqtWxY8fg7e0NIyMjulBoYGCAli1b0oVtputnmLbqQZhqp3r16iCEwMnJSUnfwMBAeu3x48dRt25dlfqykLhimL6Fy8SJE7F48WKV4dq3b98OQggWLlxIj8XHx6N///7Q19eHtrY2zQVvbGyMQ4cO0es0yXhRUHhNYmJiYG9vD0II/vnnHwDA7t27IZVK0bFjRzg6OlLTgLC/KpfLsXDhQujr62Py5Mn5LpBpGgWtF4KCgvI0D3Tp0kVl5Jz09HRcuHABZ86cocfYwqFqhO/9tWvXMHjwYJQvX57Wu87OzhgyZIhKYzejYAjNA40aNRKlhXFycqKGjPwWxf+r5NeeAcC8efNACEFgYCAA1eWPPxYcHKzRBgwGo7TCjAMMtXPz5k1oa2ujQ4cOAFR3CvlG+Pr169ixY4dS+FxNHigdPHgQhBCa0/X9+/coU6YMZs6ciZs3b9KGeNGiRSoXsmQyGeuI5wHTVn0wbdUL01d9MG3Vj3DgHRISAhsbG0yfPl3lgDyvgerq1ashlUrRo0ePPK9hfGbLli0ghGDbtm30WEpKCoYOHQpTU1PRJEndunVppI2CTpJoUj9N1XcVvvM3btxAhw4dQAhB8+bNcfz4cdFEilwux4oVK0AIQe/evekueoZq2Dii8EhISIC3tzcMDAwwb948ukgSHh4OPz8/WmavXLlC73n37h1u3LiBdevW4ZdffsHNmzeZGUMFTFv1kpCQgLp160JfXx/z5s2j73h4eDgmTJigUt/3798zfQsI07dw4I1uurq6Kk2t586dAyEE3t7e2LZtG3799Vc4ODiAEIIffvgBN2/exOXLlzF69GgaIYqRPzk5ORg7dizKli2L+fPn04gMT548oTuIpVIppk6dqmQaWLNmDaytreHt7U0jwrH+wmcKWi9cu3ZNdN+jR4/g4eEBQggGDRr0xf8P0zx/hPqkpKQgKioKFy9exJkzZxAXF0fHEZpa7xYG/DgiNTUV8+bNw9ixYzFz5kyNjhSZX3vGj8U2b96sQ7HjnQAAso9JREFU9J4Lx2n839nZ2bC3t4efn59GaslglGaYcYChdh49egRjY2Po6+vTcKzCzo+wYWnQoAEcHByoY5IB/PPPPyCEwMzMDGfPnoWjoyOkUimWL1+ulEdo8eLFeS5kMZRh2qoPpq16YfqqD6Zt4aNqQig8PBz+/v44cOAArK2taWjRvEK7C/H394elpSUcHR3x6dOnL17PAA4fPgxCCFq1aoVr167h119/hbOzM53APnv2LM6fP4+6deuCEILFixcX9yOXSPjJjoyMDHz8+BEnT57Es2fP8ObNG9F1N2/epKkhatSogUmTJuHx48d4+vQppkyZAhsbG1SqVAkfP34EwMpvfrBxROEgl8uxcuVKmqtVuLMyOzsbTk5OMDc3x/z585XCOKuCtXOfYdqqD7lcDrlcjlWrVoEQAl9fX5ExKDs7G87OzjA3N8e8efOYvl8J07fwWbFiBTVppqenixarExMTqZGI/8fDwwOrVq0SRcv57bffQAjBpEmTivz5SwP8Ih8fDcvFxQW9e/em5/kyeOjQIZQpUwaEEPTs2RPHjx/Hy5cv8fDhQwwYMADa2tqoUKEC3r17J7pP0ymMeuHevXto2rQpXr9+XZSP/p8nrzLKxhHfjzDtJPBZa01e6F65cmWe7RkAPHz4EFpaWiCEYN26dfR4Tk4OradlMhlmzpwJQggCAgI0Wk8GozTCjAOMQuFLu6+GDh1Kd7HxbjXhrkyZTIbFixdDV1cXPj4+BRqUahLjxo0DIQRaWlrQ19fH9u3baeddUXu2kPV1MG3VB9NWvTB91QfTtvDgw7ALB4nZ2dl0gdrDwwO2trZfXOhLTk7G5cuX0apVK+jo6KB69eosl+NXEBkZiSZNmtByTQiBm5sbAgICRJPVfO7tgICAYnzakglfzmJiYtC/f3+6S9DMzAyVKlXC5s2bRROrN2/eRIcOHWjYYUtLS+jp6cHOzg6tWrXS+HDOQtg4omjo0qULrKysRKGDk5KSUL16dUilUixdupTuXEtKSmLRML4Cpq166dq1KywtLZGQkECP8XnLpVIp/P39qabJyclM36+E6ft98KnNhERHR8PNzQ3Lly8XRcaKjIzE7t27MW7cOKxZswZhYWFK0Z369+8PExMTnDp1Su3PXlqJiIiAh4cHgoKC4OnpiQsXLgDITcEl7FMcPHgQbm5utO9rZWUFPT09aGlpoVmzZqwvlg/fWi/w+gsNHgxGaUOTzRiK9SGfikuxPQNyo0ASQmBjY4P169crfdaaNWtgbm6OevXqsfR8DEYphBkHGN8N36hkZmYiISGBOnaFPH36FD/88AMIIahXrx7u3Lkjut/f3x/m5uZwd3enuw41uaHm4UOtJSQkwNjYGIQQ6OnpUf3yysPGL2RJpVL8+eefRfa8pQmmrfpg2qoXpq/6YNoWLt27dwchRGU+u2PHjsHOzo7mxd2zZ0++7f6NGzfQqlUr6OrqYsiQIbSvwCb6PvMls0pYWBjmzp2LQYMGYf78+Xj58qXSZF7v3r2ho6NDJ2BZXywXXtuoqCiau7VBgwYYNmwYLeeEEEycOJGWTSDXPNC5c2cYGBigevXqWLt2LT59+kTrElZ+2TiiKMjJyUFMTAxsbW3h6OhIJ/34hW0dHR0sXbpUZLjYs2cPZs6cySb8vwDTVr3w+trZ2cHR0RFJSUkAchep3N3dad5yob579+5l+hYQpu/3069fPxBCcPbsWdFxPkWUkZER1q9fr5TrXdhnE/YF1q5dC0NDQ7Rp0wbx8fFqffbSTEBAAB1DEELw888/i84L+wD37t3Dli1b0Lx5c7Ro0QJDhgzBnj17EBcXB4D1xRSRyWSsXihkFMdobINB4cG0VQ/Cd5mPgsO3Z0LzwLt370SRdIYOHYoNGzZg9+7d+PHHHyGRSFCxYkVq0mK/D4NRumDGAcZ3Idx9NWjQIHh6esLW1hbdu3fH5cuXaYOSmZmJEydOoFGjRrSD/+OPP6Jv377w8vICIQRVqlRhuwdVkJiYCEdHRxgaGtI8bSYmJrh79y6AvLXiF7IIIThw4EBRPnKpgWmrPpi26oXpqz6YtoXDixcvUL16dRBCRJEYsrOz6WTeqVOnULZsWRBC0L1793xd6JmZmbhw4QLOnz9P+xasr/AZXou0tDTcvXsXf/zxB44fP/7FEKH8byGXyxEUFARTU1N06NBBaYKbkbsQ2KxZM+jo6GDhwoWic9u2baO7LY4fPy6aFLlx4wY6dOgAQgg6dOiAGzdu0HOavrjNxhFFR3p6OmrWrAlTU1M62e/m5qZyYRsAatSogSpVqrDdQQWAaVt4qHp3MzIy4OnpKdKXN2UoLl4BQM2aNWFvb8/0VQHTt/Dp1asXbf8VzQOrV6+GoaEh9PT0lBZbVLX/c+fOhYWFBapUqYIPHz4AYIss+TFp0iQQQiCRSDB8+HAlo4Wixl+KbsT4DKsXCg++3k1NTcWxY8cKRSNWbnNh2qoHXteEhAS8fPkSALB8+XJRe8YbigDg7du3WLFiBSQSiSgVj66uLlq3bk3bMzY+YzBKH8w4wPhm+I53VFQUzZPLh/4ihKBatWpYt24dYmNjAeRO+j1+/BiDBw+mYVv5ib7BgwfTMMWsMclFOLBZs2YNNm3aBAAYNGgQXci6f/8+gLw1mzFjBkxMTFTu3tJkmLbqg2mrXpi+6oNpW3h0794d3t7eePHiBY4fPw4gd2GQ10UYRvTMmTM0/+jIkSNFod55VE30afqCqxDh4muPHj1gYWFB+1ienp5YuXIlvZaPqiFELpdjwYIFsLS0hL29PT5+/AiATZzw8GVt9+7dkEgkGDx4sGgXRlpaGmrWrAkLCwvMnTtXlPqB59atW2jXrh0IIWjXrh2uX79eZM9fUmHjCPUSExOjVM749mzs2LFwdnaGjo4OlixZorQAMGPGDOjq6mLp0qVMTxUwbdUD3+Z8SV8XFxdIpVIsWbJEKWQ+r6+/vz/TVwGmb+Ei7IeOGjWKtmGK5oEVK1bAwMBApXkAyDUs//vvv/Dy8oJEIoGXlxftL2u6xnkh7IPxO1319fWxe/fuPO+Ry+Wi34yNI74Mqxe+H76sxsbGUpNR8+bNvyvdi3B89uLFi+9+xtIK01a9xMXFwc7ODoMHD6bHFNszxY0G9+/fx7p16zB16lT4+/vjwoUL9BpWNzAYpRNmHGB8FxkZGejcuTPMzc0xe/ZsRERE4MmTJxg9ejTMzc1hY2ODFStW0Ek/nrt37+LixYs4cuQIPn36RCdVWGNSsIn6n376qcALWayh/gzTVn0wbdUL01d9MG0Ll7Fjx4IQgi5duiAiIgJA7k5tQgi0tLTw6tUrAGLzwNmzZ6l5YNSoUSw/+VfAl7OoqCg4OTmBEIImTZpg0aJFGD9+PPT19aGtrQ0/Pz+V9/zzzz9o3rw5JBIJPD092WR1PowePRpSqRSPHj2ix1JSUmgOc+EOrNjYWDx79kx0v9A80L59e5oOQpNh4wj1kJKSAhMTE6Xw2devX0fFihXpLqA5c+Yo3RsUFAQrKyv88MMPiImJKcrHLhUwbdWHXC5HSkoKTE1NVepbqVIlqu/s2bOV7uf1bdSoEdv1qgKmb+EjbHN8fHxACIGlpSXOnDkjui4/88CLFy8wYsQIlCtXDuPGjUNkZKTSZ2syeY3ThEZYPvKAoaEhDh8+XFSPVurJS1s+nRarF74P/h2OjIykKR569uyJ4ODgb07pIPzNtm7dCisrK2zbtq1Qnrc0wbRVP9evXwchBKamprh69So9vnLlSlF7Jow8kBdsMwKDUXphxgHGVyNsiKOiolC5cmVMmjRJdDw6OhorVqyAjY0NbGxssHLlSppDLC+Y6/dzByglJQVHjhzBokWLMHXqVGzYsIHmBOL5moUspi3TVp0wbdUL01d9MG0Ll71791LTQGhoKADQydHWrVuDEAJbW1t6jpkHvg9eu4SEBDRp0gRGRkZYvHgxnUx99OgR6tevT3dmT5o0SXR/TEwMPDw8YGBgAF9fX2r0YJPVUDnp1KVLF+jr6yM4OBhA/rleg4OD4enpSa/luX37Ntq3bw9CiCgShCbBxhFFA58eQ7gDNj4+HrNmzYKNjQ0MDQ0xffp0pKSkICMjA7GxsRgzZgz09PRQuXJlFiY7H5i2hYtim9OxY0clfRMSEqi+BgYGIn3j4uLg6+sLfX19VKpUieXRVYDpqz4Ute3bty81D3xN5IEXL17g0aNHdKcs0zYXXt/09HS8efMGly5dwvXr15Gdna3UT5s8eTIzD3wFvH6pqakIDg7GmTNncOfOHdE1rF74dvg+aVxcHKpXrw4jIyMsXLjwmxe1AbG2O3bsQIUKFaCtrY0HDx589/OWJpi2RceECRMgkUiwceNG0XFF84CwPRNqycZmDEbphxkHGN9EZGQkFi5ciN27d8PU1JSGtc3JyaGNQ3x8PFauXKly0o91KJUR7gBs1aoVtLW1RfmBypQpg127dtFQrMDXLWRpMkxb9cG0VS9MX/XBtC18Zs2aBUIITfMQEREBFxcXrF69GgDQqVMnEEJQrly5L5oHfH19mXmgAGRnZ2Pu3LnQ19fHxIkT6S6hhw8fonv37iCEoGvXrjAyMgIhBBMmTBDdHxYWhsuXLyM1NRUAK8/AZw0iIiKwfv16+t/8gsCpU6eQlJSUb67Xli1bokKFCjTChnDi5OrVqxprGuBh4wj1EBsbi9mzZ6NHjx7w9vamuUatra3pIlZYWBimTZsGW1tbunjo4uJCU5zUrVuXLgCw+uAzTFv1wOvA69uzZ0/UrVu3wPq6urpSfb29vVnUHAWYvupDGCZ7xowZ+PHHH+Hl5UXHEdbW1jh37pzoni+FeQbYQgsPX8aio6PRoUMHOj4ghKB+/fqYM2cONbzyMPNAwRBq26xZMxgbG4MQAqlUiqFDhyI8PJyWQ1YvfDtZWVkYPXo0CCGYO3euKEqGXC5HZmYmzp49i9DQUNoPzgvFhe1y5crBxMREFAVNk2DaFg379++naeEU69v8zAMMBuO/AzMOMPJl5MiRmDdvnuhYVlYWWrRoAUIIGjduDHt7e6WwVHlN+q1evVop3ChDnHPQyckJenp66NmzJ3bv3o158+ahefPmdLEqICAAnz59ovf269cPhBBYWFgouYQZTFt1wrRVL0xf9cG0VQ9r1qyhO9tv3LiBSpUqwdDQEEFBQfSagpgH+MmpGTNmFMv3KIkMHToUS5YsUToeFhYGDw8P1KpVi07YPXv2DL179wYhBFOmTAEAbNy4ETo6OiCEYNy4cSr/H2yy+rMGsbGxqFatGgghOHDgAADgjz/+ACEErVu3hpOTE81hrphLc+HChdDT08PEiRORkZGh9NlC/usL4GwcUXRERUXBzc0N1tbWaNasGbZu3Yrhw4fD29ubTvafPn0aQO4urdOnT6N3795wcnKCra0tunTpgrVr19IQ+mwB4DNMW/XA139CfZs2bYotW7YUSF9HR0eUK1cOnTt3ZvqqgOmrPhS1tbKyQpMmTbBp0yYMGjQIderUydc8YGhoCGNjY6xYsQIpKSnF8RVKNHwfIDo6Gi4uLnSBunfv3qhcuTL09PRACEHLli1pBBce3jxgZmaG//3vf8Xx+KWCmJgYuLm5UVNbp06dqIGgbdu2ePDggch4xOqFvFHV1wVyI2XUqlULTk5OouOZmZn4+eefaTQ+GxsbdOrUCXfv3lX5+aoWtk1NTfHw4cPC/SIlEKZt8dO2bVsQQrB+/XoAn1OZALnmAdaeMRj/bZhxgJEn7969o65eRbfd/v374ebmBqlUCi0tLezdu1fpfsVJv/Lly0MikWDTpk1scloFaWlp6NmzJwghWLFihcg1CeSGCdLS0oKJiQl27NghOjdo0CAQQuDk5ITs7GymrwJMW/XBtFUvTF/1wbQtfG7fvo369etDW1sbZmZmMDQ0xNq1a5UWR79kHjh+/Dg8PDzw+vXrIv8OJZG3b9/S/tjatWtF5z5+/IiJEyfS3IORkZE01+v48ePpdcHBwShbtiz9nOHDhxfpdygtyGQy5OTkYOzYsbC1tcXChQvpBMmrV69QvXp1EEKgp6eHOXPmKEUaCAwMhJWVFby9venODE2tH9g4ouhITk5G06ZNaQoMfiesTCZDWloaevXqRRcIFXNvJycnKxk3/uuGlq+BaatekpOT0axZM6W+mEwmQ2pqar76JiUlMX2/ANNXfSQnJ1Oj8YoVK2jdkJOTI9JWlXlg9erVdBcn26WpjEwmQ3Z2NkaOHAlLS0ssXbqUnvv06RM2b94Md3d3EELQvHlzhIeHi+6fNm0aCCGoVq0ai16mgEwmg0wmw6RJk2BtbQ1/f3967sGDB9RQ1KJFCzx48EDpnWftmpi8+roymQxPnz4FIQQeHh6IjY1FTk4O3r9/jzZt2tB6t3bt2nB0dAQhBCNHjhRF3uI/h0fTFraZtuonv/QOvBlo//790NfXR/v27VXex9ozBuO/DTMOMPLl9u3b+OWXXwBAaUfVoUOH4OrqCkIIevbsibdv3yrdL5z0W7hwIWrWrPnFUEGaysuXL2FnZ4cffviBHsvJyRE1yhMnTqQDUD4kGM+4cePw8uXLInve0gTTVn0wbdUL01d9MG3Vw6ZNm6CnpweJRIImTZogJCSEnhM61L9kHuB3an9PvsL/Erdv36aTJ2vWrBGdCwsLo6kGbt68CUtLS3Tr1o2e5zVs2rQpzc1tYGCA+Pj4onr8Eg+vEf9vNzc3dOvWjU4q8Yst165dg76+Pggh6NixI86fP4+HDx/iwYMH6N+/P7S0tFCxYkVaX2jyZCrAxhFFxfXr12FoaIhWrVrRYzk5OaLyx0chEYYmB3I15q/T9PKqCqaterlx4waMjIyYvmqC6as+bt26BWNjY7Ro0YIeU9Q2P/PApk2baOoSZobLRbEv5uLigh9//JEuYPHjiPT0dJw8eZKaB2bOnImsrCyRCXzRokV48+ZN0X6BEoyitrVq1UKXLl3of/PaPn36lEaF4s0DwvLJ6gVl8uvrdu3aFXp6eujfvz/69+8POzs7aGtro3v37ggLC0NiYiL+/vtv6Ovrw8nJSWR0ySuEviYtbDNt1U94eDhmzJiB0NBQmj5H+M6/f/8eTk5OIISINtMINWTtGYPx34UZBxgFIjIyEuXLl1cKk3v48GHq4hs9erTKyTy+4UhMTERSUhIAzQ5llRf79u0DIQQ+Pj4AkGfHpmXLliCE0NDPwjC4AFtkUQXTVn0wbdUL01d9MG0Ln/T0dNonKFu2LLS1tTFt2jSRwSIv8wCfC56f9GODTmXyMw/wDBw4EIQQuoObL6+ZmZmwsrLC+vXrcenSJTa4V0F4eDhsbGzg7++PRo0a4fLlywAg2qEJ5JoHqlatSn8LY2Nj6OjoQFtbG82bN2c5zFXAxhHqZdu2bTRNDCBuz3itMjIyUK9ePRB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      "text/plain": [
       "<Figure size 2500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a sample of 1000 to visualize the location of the missing values\n",
    "msno.matrix(df.sample(1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "aa965f0d-384a-4a95-b11a-4c036d6fff08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a sample of 100 to visualize the location of the missing values\n",
    "msno.matrix(df.sample(100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "94f7a67f-af9e-4470-81ca-d16aa976ae8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.heatmap(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0831f0e0-2087-4658-bc47-4dd1bbabc285",
   "metadata": {},
   "source": [
    "The heatmap reveals a perfect correlation between missing values in several columns (`geo_x, geo_y, geo_lat, incident_address, and geo_loc`), indicating that missing values in one column are consistently associated with missing values in another. This pattern suggests that the missing data is likely Missing at Random `(MAR)`, meaning that the missingness is related to other observed data but not to the missing values themselves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "7450a63e-e3e2-4c4b-bde2-3f8043ddf946",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.dendrogram(df)\n",
    "plt.savefig(\"df\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e00183eb-3641-4c8c-bff4-3ee51046e135",
   "metadata": {},
   "source": [
    "The `dendrogram` provides a visual representation of how columns are clustered based on the similarity of their missingness patterns:\n",
    "\n",
    "- **Shorter Vertical Lines**: Columns that are connected by shorter vertical lines are more closely related in terms of their missingness patterns. They tend to have missing values together more frequently.\n",
    "- **Longer Vertical Lines**: Columns connected by longer vertical lines are less closely related. Their missingness patterns are less similar compared to those with shorter line.\n",
    "\n",
    "\n",
    "The `dendrogram` indicates that `incident_address and geo_lat` share more similar missingness patterns compared to `geo_lat and last_occurrence_date`. This is because the shorter vertical line between incident_address and geo_lat suggests a closer similarity in missingness patterns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d59e443a-4f54-4d05-9266-f4b2fb41761c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}