Shared_bike.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5835d995",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import calendar\n",
    "from datetime import datetime\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "15f98446",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-01-01 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-01 02:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-01 03:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-01 04:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              datetime  season  holiday  workingday  weather  temp   atemp  \\\n",
       "0  2011-01-01 00:00:00       1        0           0        1  9.84  14.395   \n",
       "1  2011-01-01 01:00:00       1        0           0        1  9.02  13.635   \n",
       "2  2011-01-01 02:00:00       1        0           0        1  9.02  13.635   \n",
       "3  2011-01-01 03:00:00       1        0           0        1  9.84  14.395   \n",
       "4  2011-01-01 04:00:00       1        0           0        1  9.84  14.395   \n",
       "\n",
       "   humidity  windspeed  casual  registered  count  \n",
       "0        81        0.0       3          13     16  \n",
       "1        80        0.0       8          32     40  \n",
       "2        80        0.0       5          27     32  \n",
       "3        75        0.0       3          10     13  \n",
       "4        75        0.0       0           1      1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BikeData = pd.read_csv(\"bike.csv\")\n",
    "BikeData.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0304a06f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10886, 12)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# see how large is the data \n",
    "BikeData.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b1c24cca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10886 entries, 0 to 10885\n",
      "Data columns (total 12 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   datetime    10886 non-null  object \n",
      " 1   season      10886 non-null  int64  \n",
      " 2   holiday     10886 non-null  int64  \n",
      " 3   workingday  10886 non-null  int64  \n",
      " 4   weather     10886 non-null  int64  \n",
      " 5   temp        10886 non-null  float64\n",
      " 6   atemp       10886 non-null  float64\n",
      " 7   humidity    10886 non-null  int64  \n",
      " 8   windspeed   10886 non-null  float64\n",
      " 9   casual      10886 non-null  int64  \n",
      " 10  registered  10886 non-null  int64  \n",
      " 11  count       10886 non-null  int64  \n",
      "dtypes: float64(3), int64(8), object(1)\n",
      "memory usage: 1020.7+ KB\n"
     ]
    }
   ],
   "source": [
    "# check missing values \n",
    "BikeData.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdcf1136",
   "metadata": {},
   "source": [
    "# Feature Engineering "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "316e9d29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['2011-01-01', '01:00:00']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# split the 1st datetime to year + time \n",
    "ex = BikeData.datetime[1]\n",
    "ex.split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "96ca576c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2011-01-01'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex.split()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4fffe98b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'01:00:00'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex.split()[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bae4f907",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['01', '00', '00']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# split the time into hour,min and second\n",
    "ex.split()[1].split(\":\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "08a9b9ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "      <th>date</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-01-01 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>40</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-01 02:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-01 03:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-01 04:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              datetime  season  holiday  workingday  weather  temp   atemp  \\\n",
       "0  2011-01-01 00:00:00       1        0           0        1  9.84  14.395   \n",
       "1  2011-01-01 01:00:00       1        0           0        1  9.02  13.635   \n",
       "2  2011-01-01 02:00:00       1        0           0        1  9.02  13.635   \n",
       "3  2011-01-01 03:00:00       1        0           0        1  9.84  14.395   \n",
       "4  2011-01-01 04:00:00       1        0           0        1  9.84  14.395   \n",
       "\n",
       "   humidity  windspeed  casual  registered  count        date hour  \n",
       "0        81        0.0       3          13     16  2011-01-01   00  \n",
       "1        80        0.0       8          32     40  2011-01-01   01  \n",
       "2        80        0.0       5          27     32  2011-01-01   02  \n",
       "3        75        0.0       3          10     13  2011-01-01   03  \n",
       "4        75        0.0       0           1      1  2011-01-01   04  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_date(x):\n",
    "    return(x.split()[0])\n",
    "\n",
    "def get_hour(x):\n",
    "    return(x.split()[1].split(\":\")[0])\n",
    "\n",
    "# add date and hour columns\n",
    "BikeData[\"date\"] = BikeData.datetime.apply(get_date)\n",
    "BikeData[\"hour\"] = BikeData.datetime.apply(get_hour)\n",
    "\n",
    "BikeData.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64bae01e",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8e48f9e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# import seven days from calendar\n",
    "calendar.day_name[:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "98662ef0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Saturday'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get datetime of date string \n",
    "dateString = ex.split()[0]\n",
    "\n",
    "# use strptime to transfter string to type of datetime\n",
    "dateDT = datetime.strptime(dateString,\"%Y-%m-%d\")\n",
    "week_day = dateDT.weekday()\n",
    "week_day\n",
    "calendar.day_name[week_day]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4f51c26c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "      <th>date</th>\n",
       "      <th>hour</th>\n",
       "      <th>weekday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-01-01 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>00</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>40</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>01</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-01 02:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>02</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-01 03:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>03</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-01 04:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>04</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              datetime  season  holiday  workingday  weather  temp   atemp  \\\n",
       "0  2011-01-01 00:00:00       1        0           0        1  9.84  14.395   \n",
       "1  2011-01-01 01:00:00       1        0           0        1  9.02  13.635   \n",
       "2  2011-01-01 02:00:00       1        0           0        1  9.02  13.635   \n",
       "3  2011-01-01 03:00:00       1        0           0        1  9.84  14.395   \n",
       "4  2011-01-01 04:00:00       1        0           0        1  9.84  14.395   \n",
       "\n",
       "   humidity  windspeed  casual  registered  count        date hour   weekday  \n",
       "0        81        0.0       3          13     16  2011-01-01   00  Saturday  \n",
       "1        80        0.0       8          32     40  2011-01-01   01  Saturday  \n",
       "2        80        0.0       5          27     32  2011-01-01   02  Saturday  \n",
       "3        75        0.0       3          10     13  2011-01-01   03  Saturday  \n",
       "4        75        0.0       0           1      1  2011-01-01   04  Saturday  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_weekday(dateString):\n",
    "    week_day = datetime.strptime(dateString,\"%Y-%m-%d\").weekday()\n",
    "    return(calendar.day_name[week_day])\n",
    "\n",
    "# add weekday column \n",
    "BikeData[\"weekday\"] = BikeData.date.apply(get_weekday)\n",
    "\n",
    "BikeData.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a62fc9b",
   "metadata": {},
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a869e7c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Hour'),\n",
       " Text(0, 0.5, 'Count'),\n",
       " Text(0.5, 1.0, 'Box Plot On Count Across Hours')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 395
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw boxplot\n",
    "ax = sns.boxplot(data=BikeData, y=\"count\", x=\"hour\")\n",
    "ax.set(xlabel='Hour', ylabel='Count',title=\"Box Plot On Count Across Hours\")\n",
    "#sns.set(rc = {'figure.figsize':(16,4)})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60b82ddf",
   "metadata": {},
   "source": [
    "# Correlation Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8b50ddf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>casual</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.497250</td>\n",
       "      <td>0.467097</td>\n",
       "      <td>0.462067</td>\n",
       "      <td>-0.348187</td>\n",
       "      <td>0.092276</td>\n",
       "      <td>0.690414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>registered</th>\n",
       "      <td>0.497250</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.318571</td>\n",
       "      <td>0.314635</td>\n",
       "      <td>-0.265458</td>\n",
       "      <td>0.091052</td>\n",
       "      <td>0.970948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temp</th>\n",
       "      <td>0.467097</td>\n",
       "      <td>0.318571</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.984948</td>\n",
       "      <td>-0.064949</td>\n",
       "      <td>-0.017852</td>\n",
       "      <td>0.394454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atemp</th>\n",
       "      <td>0.462067</td>\n",
       "      <td>0.314635</td>\n",
       "      <td>0.984948</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.043536</td>\n",
       "      <td>-0.057473</td>\n",
       "      <td>0.389784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>humidity</th>\n",
       "      <td>-0.348187</td>\n",
       "      <td>-0.265458</td>\n",
       "      <td>-0.064949</td>\n",
       "      <td>-0.043536</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.318607</td>\n",
       "      <td>-0.317371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>windspeed</th>\n",
       "      <td>0.092276</td>\n",
       "      <td>0.091052</td>\n",
       "      <td>-0.017852</td>\n",
       "      <td>-0.057473</td>\n",
       "      <td>-0.318607</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.101369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>0.690414</td>\n",
       "      <td>0.970948</td>\n",
       "      <td>0.394454</td>\n",
       "      <td>0.389784</td>\n",
       "      <td>-0.317371</td>\n",
       "      <td>0.101369</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              casual  registered      temp     atemp  humidity  windspeed  \\\n",
       "casual      1.000000    0.497250  0.467097  0.462067 -0.348187   0.092276   \n",
       "registered  0.497250    1.000000  0.318571  0.314635 -0.265458   0.091052   \n",
       "temp        0.467097    0.318571  1.000000  0.984948 -0.064949  -0.017852   \n",
       "atemp       0.462067    0.314635  0.984948  1.000000 -0.043536  -0.057473   \n",
       "humidity   -0.348187   -0.265458 -0.064949 -0.043536  1.000000  -0.318607   \n",
       "windspeed   0.092276    0.091052 -0.017852 -0.057473 -0.318607   1.000000   \n",
       "count       0.690414    0.970948  0.394454  0.389784 -0.317371   0.101369   \n",
       "\n",
       "               count  \n",
       "casual      0.690414  \n",
       "registered  0.970948  \n",
       "temp        0.394454  \n",
       "atemp       0.389784  \n",
       "humidity   -0.317371  \n",
       "windspeed   0.101369  \n",
       "count       1.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation = BikeData[[\"casual\",\"registered\",\"temp\",\"atemp\",\"humidity\",\"windspeed\",\"count\"]].corr()\n",
    "correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "39bfc73a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 561,
       "width": 563
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heatmap\n",
    "fig = plt.figure(figsize = (10, 10))\n",
    "sns.heatmap(correlation, vmax=.8, square=True,cmap = 'GnBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "58a6556f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='temp', ylabel='atemp'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 382
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw regression plot\n",
    "sns.regplot(x=\"temp\", y=\"atemp\", data=BikeData)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fb0f09e",
   "metadata": {},
   "source": [
    "# Under what temperature and humidity conditions are the most people renting a bike?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4592b53b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:337: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:670: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n",
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:675: UserWarning: Using the barplot function without specifying `hue_order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fd6d94fa280>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 526.875x1080 with 5 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1070,
       "width": 513
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use pd.cut() to split temperature and humidity\n",
    "BikeData['humidity_band'] = pd.cut(BikeData['humidity'], 5)\n",
    "BikeData['temp_band'] = pd.cut(BikeData['temp'], 5)\n",
    "\n",
    "# use map(), 0='non-holiday', 1='holiday'\n",
    "BikeData['holiday_cat'] = BikeData['holiday'].map( {0: 'non-holiday', 1: 'holiday'} )\n",
    "\n",
    "# draw with facetGrid \n",
    "sns.FacetGrid(data = BikeData, row='humidity_band', size=3, aspect=2).\\\n",
    "    map(sns.barplot, 'temp_band', 'count',  'holiday_cat', palette='deep', ci=None).\\\n",
    "    add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99ed0dd3",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6038a8fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# use map() to relate numbers with seasons \n",
    "BikeData[\"season_label\"] = BikeData.season.map({1:\"spring\",2: \"summer\",3:\"fall\",4:\"winter\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2ae38acc",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:337: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:670: UserWarning: Using the pointplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n",
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:675: UserWarning: Using the pointplot function without specifying `hue_order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fd6bc18e2b0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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tVGw66/wvcDltOptK6IdXj2SdGwCAYpQ3TdPbxvJ2SXrnAh+7dTK0ap7rlXfdd7/773cSFQAAoGAdG7sgb/r+Pzt2ZVutHvrD99AwBQAAWRudGddYzN5d2jg2asUCEXub0qjLPlNvaakqtrJ5qdCEH7b3hyqd1ujhlW0ghtxG9KZTmrmQfV3PWbdXAW+JFX/q0g+zzg0AQDHKm6appHLN7RJ9QFLMGOPc+kfSu2/e8zc3Y39+8+tbm8+t74RvNmE3SkpK6pEkx3GmJfVJKjfGNLrUcGvmhbUjFQAAoJCl0in1nzkuf2oBN49Nano2uuQ1AQCAwtc9ap8ylaTITNyK3b3P1EmlNHb0mHVf1c4d8vj9uSkQq0bVzh3yBAJWfOTplR3RW7pxp4zPbmxO52BEb6k/qAPNu634mWsXNDh1Lev8AAAUm3xqmsYl/Z95/rn1Y4P/cfPrW6N7v33z1ydc8j0mKSTpB47j3P6d9r2eecld9wAAABSFCyOXVDMwtaB7G64ndGqQFe4AACB73S6jeX3yqMFlPG+w6c6fmZ/q7lHSZTQro3kLkzcQUPWe3VZ89MhRpROJ5S/oJo8/oNLWXVY82n1UTjL7ul6w8RHX+Pc4bQoAwKLlTdPUcZwZx3Fe6/aPpC/evO0fbsb+6ebXn5V0XdLLjTHPLBAwxgQlve/ml39916v+581f326MqbntmQ2S3qC55u3f5fQ3BwAAsMp1DpxW4/WFfahTknTUfezpJa4IAAAUA7d9pk2mRL67Yt6KWvkqa++IuY3mlaTqvbtzVB1Wm1qXEb3pWEzjx0+sQDXPKnMZ0evMzmjm8smscz9Ut0W1oRor/tSlp5V20lnnBwCgmORN0zQTjuNMSHpSklfSd40xf2uM+YCkTkmPaK6p+k93PfMDSR+S1CbpuDHmz4wxH5V0SFJY0u84jnNp2X4TAAAAq0Bn/0k1XbObppUPPuB6//ip00tdEgAAKHCO46h79IoVj8zErFjwrtG8kjR2pNOKlTY3K1hXl5P6sPrU7N8neeyPO2+s8Ije0KZ9krHrinZlX5fHePRYy8NW/Nr0DZ25diHr/AAAFJOCbppKkuM4X5D0uKTvSfp/JP2GpISkN0l6ueM4jsszb5b0akmDkl4n6VWSTkn6ScdxPrIshQMAAKwS47EJDfddVPmM/ZPqVQ+2KlEdsuLlV29obGZ8OcoDAAAF6kZ0VJNxez1A0/iEFQtE7hzNm5ic1OT589Z9NZwyLWj+ykpVPrDNio8c7JCTXrlTl96yKgWbt1rx6fMdcvloctEe3/gc1/hTFxnRCwDAYhRE09RxnPc4jmMcx/nbea5/33GclzqOU+M4TqnjODscx/kzx3FS98j5D47jtDuOU+Y4ToXjOI87jvOlpftdAAAArE7HB8+q0eWUqSTNnPl3eQIzVrxpOKGT7DUFAABZ6B61R/NKUsRln2mg6c6TpuPHjksuTbJq9pkWvPDD9ijcxOiopi50r0A1zwptsUcHpyZHNDvYk3Xupop6baltteL/2XtEsYR9MhsAALgriKYpAAAAlk7n4CnX0bzySL6QVB2yfzo+mHB0/hg/2Q4AADLX7bLP1Cej+tm7mqbGo0Bj2x2h0cP2PlNPSYmqHnowpzVi9XHbaypJI08fXOZK7hTa7F7XdFdu6np8g33aNJ6M6+nezpzkBwCgGNA0BQAAwLzSTlrHBk+r8brdNC0pl4yRghXuz453HlFqZnKJKwQAAIWqZ8Rln6njk/euWEn9Bnn8gWe+dhxHo0ftpmnVjofkKSnJdZlYZYINDQq1rLfiIwdXdq9pSW2T/LURK56LvaaS9Oj6ffJ7fFb8qUv8ICMAAAtF0xQAAADzujh6VTNTE1ozZo/BKymf+9UbkBIBY12vvp7Qmc99ICd7mgAAQHFxHMd1PG9katqKBe8azRu9dFmJ0THrvuq9e3NWH1a38AH7VGf0ylXNDAyuQDXPchvROzt8WYmxoaxzl5WE1B7ZZcVPDXfp+vRI1vkBACgGNE0BAAAwr86BU2q4kZTHpe/pv9k0NUbyVtrXI9dmdfp6t2YuHV/aIgEAQMEZnr6u6dmoFW+K2vsZA5Etd3w9esQ+ZSpJNXt356Q2rH5ue00laeTgyo7oLdviXleuTps+vtEe0evI0fcuP52T/AAAFDqapgAAAJhX5+BpNbrtM9WzJ00lqarM7qqGYo760z5NHP7aUpUHAAAKVLfLaF5Jao7b35cEIneeNHVrmgYb6hVsbMxNcVj1yttaVRIOW/GRH65s0zQQ2SxvWbUVn85R03Rn/QOqDto/zfjUxR8y/QUAgAWgaQoAAABXU7PT6rre47rP1Fcq3b4yKTDPXtPZybkPgVLRiSWqEgAAFKIel9G8JfJo7WzqjpgnWC5/+NlmaDI6o8kzZ61nq/fskTH2OgEUJuPxKHxgvxWfOHtOiYmV+77UGI9Cm+26YldOKzUzmXV+r8erxzY8bMUHpobVdaMn6/wAABQ6mqYAAABwdXLonJROuzZNbz9lKkm+oJTy2zlqbyR13WeUuNG/RFUCAIBC1ONy0jSSlLx3xQJNm2TMsx9vjR8/LieV0t0YzVt8XEf0ptMa6Ti0/MXcxm2vqZy0oheO5CT/4xvsEb3S3GlTAABwbzRNAQAA4OrowCmFJ1IKJOxRXv67TpbOu9d0OKHuoE/p2ZklqhIAABSatJNWz6jdNG2amrZi9j7TTuse4/Opasf2nNWH/FC1Y7u8paVWfOTp3IzCzVTphh0y/oAVz9Ve03VVTWqtWW/Fv3/1kGaTszl5BwAAhYqmKQAAACyO46hz8JSaFrDP9JaKMpdYNK0++eUpsT+wAgAAcDM0dV3RhP0DVxGXfabB25qmjuNo7Ki9z7TywQdcm2cobB6/X9UuJ4zHOo8pFY8vf0E3efwBlbbutuLRnqNyku7fey/WCzY+YsVmEjF19B/LSX4AAAoVTVMAAABYro73a3RmXI0uTVOPT/LaPxx/z72m3nBDjisEAACFqnvE3mcqSc0x+/uSQNOmZ/59pq9P8eFr1j01e/fkrjjklfABe0RvOh7X+LHjK1DNs8pcRvQ6szHNXD6Zk/zPXb9fXs/dw6wZ0QsAwP3QNAUAAIClc/CUJKnxuj3Cy18xN473br6QlPbZ8TU3kupPTOW6RAAAUKB6XJqmARmtSdy5q9QfbpK39Nmf2hpzGc0rSdU0TYtWeP9eyWN//HljhUf0hjbtk4xd13TXwZzkrwiUa1/jDit+bOiMRmbGcvIOAAAKEU1TAAAAWDoHTis0k1L1VNq65jaaV7q519TltGlkOKFTw105rhAAABSqbpd9ppHZlPUhViCy+Y6vR4/Yo3lLasMKrV+Xy/KQR3zl5ara/pAVH+04JCeVcnlieXhDlQo2b7Xi0a5Dchz7++9MPL7xOVbMcRz930u5acwCAFCIaJoCAADgDrFETGeuX1Dj9YXvM72lzOVazWRK57pXdgQaAADID+l0WhddmqZN0zErFmh6dp9pKh7XxKnT1j3Ve/bIuI3IQNEIP2yP6E2Mj2uy6/wKVPOs0Ba7rtTUiOIDPTnJv6dxuyoD9jfnT136oRzHyck7AAAoNDRNAQAAcIeTw+eUSqdc95nKSP6y+Z+db6/pxOnTSqVX7qf5AQBAfuifGlIsGbfizXH7+5Jg5Nmm6cTJU0rP2msF2GeK8IH9rvGRgys7otdtr6kkRXM0otfn8ep56+139E4MqMflBxMAAABNUwAAANylc2DulEaTS9PUX+a6funZ6yEp7XJ97UBUF0ev5qpEAABQoHpG3Js5zfHkHV8bX4lK6tY/87XbaF55PKretTOn9SH/BOvqVLZxoxUfeXplx9T6w43yr2m24tNduWvmPr7xEdf4dy/+Z87eAQBAIaFpCgAAgGc4jqOjg6fkTTmqG01a1+81mleaa6j6a0uteGR4VieHz+WqTAAAUKB6Ri5bsaBjFE7cObEi0Ngm4/U98/XokU7rucptW+Urv8eIDBSN8MP2icuZvn5Fe3tXoJpnlbmM6E1cu6LE6GBO8m+oblZLVcSKf//KISVS7qs4AAAoZjRNAQAA8IyBqWFdm76h+hsJedP29ZJ5xu/eLlRqfwCzZjylc5dP5qBCAABQyLpdxoZGYrPWB1iBps3P/HtscFCx/n7rueo9u3NcHfKVW9NUkkaeXtkRvaF5RvTm6rSpMUaPb3yOFZ+andaRAb43BwDgbjRNAQAA8IzOgVOSpMbr7j957r/PSVNJ8ofsE6qSNHnmrJIp92sAAACpdEqXXMb5R2L2rtLAbftMR492uuZjnyluKdu4UYG1a6z4SjdNA02b5C2vseLRHI7ofV7LAXlc9mswohcAABtNUwAAADzjmaapyz5Tb9DI678zFtq0z7qvpFxyPMaK1w/O6PzIxdwUCgAACk7fxKDiKbtBevc+U0kKRp49aTrmMprXX1WpslZ7jyWKkzFG4QP2qc7Jri7Njo0tf0E3GeNRaPN+Kx67ekap6GRO3lEdrNTuhgeteOfAKY3HJnLyDgAACgVNUwAAAEiSZpOzOnXtvOQ4ridNS8odK1b24KPyr11/R8x4JH9N0Lo3MpzQySH2mgIAAHc9LqN5JSkSu/P7Em95WN6KWklSOpHQ2PET1jPVe3bLePjYC89ya5rKcTRy8NDyF3ObMrcRvU5a0QuHc/aOF2x8xIqlnLT+4/LKnrQFAGC14btHAAAASJJOX7ugRCqh6smUQnG7QVriMpq3dP1DKt2ww4oHAjErtnY0qbNXT+ekVgAAUHi6Ry5bsdK0FE7euWg9ENksY+amWkycOat0zP6+o3oPo3lxp8rtD8lbFrLiIwcPrkA1zwpu2CHjt3/gcLord3Xta9qhshL79/7UpR/m7B0AABQCmqYAAACQJHUOLm6fqa+6Tr6qte5NU5dTqR5Hmu46r3jSHrsHAADQ49I0bY7N6u6h/8Hb9pmOHTlqJzJGNXt25bg65DuPz6eafXut+PixE0q5NN6Xi8dXotJW++/rTM8xpXP0fbPf69dz19ljgC+N9erSaG9O3gEAQCGgaQoAAABJ0rGBuVOgTS77TI1P8pXeGQuu3y5JKm15aG4m7238FZJjrzVVw2BM565356ZgAABQMJLplC6N2c2bu0fzSnMnTW8ZdWmalm9qk7+qKrcFoiCEDxywYunZWY0dPbYC1TyrbItdl5OIKXbJHj2dKbcRvRKnTQEAuB1NUwAAAGh4+ob6JgcluZ80LSmTzF1N0NKWhyRJnkBIgabNd1zzeCV/ZYmVJ3ItoZPD7DUFAAB36h0fUCKdtOLN8btixqNAQ5skKX7jhqKX7T2o1Xt2L0WJKAA1+/bI+HxWfKVH9IY27bN+CFGSprtyt3O0LdyiSEWDFf+PyweVTKdy9h4AAPIZTVMAAACoc2BuNG8gnlbtuP2hyd2jeSUp2PLgM//uOqK31B4nVn8joTN9Z7KoFAAAFKKeUXs0ryQ1x+/8Ya6SuhZ5Sub2P44d7XR9pmYv+0zhzhcKqWrHdis+0nFYTmrlGofeUIWC6x6w4tGuDjlO2uWJxTPG6PGNz7Hi4/HJZ/5/AQAAih1NUwAAAKhzcG4073z7TEsq7vzaV1Unf1XdM1+XbrSbpnc/I0netBQ9363o7EzmxQIAgILT7bLPtCzlqCp5Z8PojtG8h+3RvN6yMlVs2WzFgVvCD7dbseTkpCbOnl2Bap4V2mLXlZoeU7z/Qs7e8VjLwzJ3j48RI3oBALiFpikAAECRS6aSOjk09yHRfE1Tf9mdXwdvjuZ95uvIVhnfneN43ZqmktQ0PKsz13P34Q8AAMh/PSP2mN1IbFZ3t3eCN1cCOKmUxo7Zeyird++U8XqXokQUiPABuzkpSSNP524UbibKXJqm0txp01wJh6q1s36bFT/cf0JT8emcvQcAgHxF0xQAAKDInbvRo1gyLklqvGY3Tf2huR2ltyu9q2lqfH5rpJjHJ3nL7Z1RkeFZnRxirykAAJiTSCV0abzXilv7TCUFIlskSZNd55WajlrXa/buzX2BKCiB2lqVb2qz4iNPd8hxnBWoaI6/pkH+teut+HRXbvetPr7BHtGbTCf1/SuHcvoeAADyEU1TAACAIndrh5En7ajhhkvT1OXEaHD9Q1bMda9pyP6ws+F6QqcG2GsKAADmXB3vVypt75OM3LXP1BMIyV/bJEkaPWKP5pWk6j27c14fCk/44QNWLDY4qOiVqytQzbPcTpsmrvcqMTKQs3e0R3ar1Be04t+99J85ewcAAPmKpikAAECRu9U0XTOalN/+vFIl5Xd+7ataK391nXVf6cad9rOVdj5/Sor1XNZEfCqjegEAQGHpdhnNK0nNsTt/+CoQ2Sxj5j7KGnNpmoY2tChQG859gSg484/oze2pzsUKbbGbuZI09p9fUOzqGaWmx7N+R8BXokfW77Pi3SOX1TuRu+YsAAD5iKYpAABAERuZGdPl8T5JUpPLaF7Jbprevc/0mfvqN8gTvPPmu5+9JXJtVqeHuxZXLAAAKDgTsUkd6T9hxSuSaVWm0nfEAjf3mc6OjWvqQrf1TM3ePUtTJApOqGW9AvX2DwGOHFzZvaaBxlZ5y+3G/2TnN9X/sXfo8l+8VoP//CeK9hzLapTwC1xG9ErSUxd/mHFOAAAKAU1TAACAInZs4PQz/9543W6aekokb+DOWKnLaF5JMh6v1VD1lkjeUvtbzuahhE4Os9cUAIBi5DiOjg+e0Qf+43/qyS++VYcH7KZpdcIe8R+8uc90rPOYa15G82KhjDEKH7BPdU6dv6D4jZEVqGhOemZaMve4wUkr2nVQg5/6Aw188r1KzUxm9J6ta9pUX77Win/v8tNKp9MuTwAAUBxomgIAABSxzsGbTVPHUaPLSVO3k6LBlu3z5ivd4DKit9z+4KXxWkKnBv5/9u47PI7rvBf/d7Yvdhed6ERhBQsKO0UVFvVCSZYsWZZlS673XvsXJzGT3BQ5Thw7XfZN4jiJqyxbsiXbalQvbJLYKZIoRCFIgCR6WQBbsH3n98cCIBZnAKIMsAvg+3kePsS8c2bOYV/OO+d9mTQlIiJaaJw+F/7uwL/hOwf/HSdbxt4td8VswE9ykjGguZpBMuYMJk0VSvNqTCYkriqemUXTvJS2ZYwSvTHabRoacKL1l08i5JxY0tbbVInWZ56cUuJUkiRsV9ht2uvpR0VH7aTvR0RENF8waUpERES0QIXCIVR01AAAbANh2DxiclPoZ5qYrtjPdIi5qES8h00cZwzK8F9pht3TN6k1ExER0dzl9LnwrX3fm3C1iQsJBvx3bgoGNBJ0KVnQJtggh8PoPX1GGJtcVgKNXq/yimk+S1y9Cjqb+IZgLJKmsiyj46WnEOhuntR1ge5mdLz41JRK9d5UuEUxfrDpyKTvRURENF8waUpERES0QDXYm+D2DwCA4i5TQEx4jrfLFAD0qTnQ2qL7MCklTQEgtzOA6g72NSUiIloIZFnG9w//BM2Otkld12nU4dmspOF+pq4LFxF0OIRxyevYz5QmR9JqkbJhgxDvr6hEcMAzq2vxNFbA2ySWqZ4Ib1MlPE0Vk74uw5KGNRkrhPjxlrMY8M/uj5+IiCheMGlKREREtECduUY/U0kD6BKiY+YC5X6mw9dIEsxF0SV6dUZAYxSbM+V2sq8pERHRQlHZUTvlf/cvJBhwMSUFANCnsMsUAFLWl09xZbSQpW0V+5rKwSD6TosloGeS49Rb07z+7Sldp1SiNxAK4PCVU9NaDxER0VzFpCkRERHRAnWmvXr46xyFnaZ6CyCNynWarpE0BQBzoVii12gVS4bldvlRxZ5JREREC8LbDQendf0HgW4AQK9CP1Nzbg5MmZnTuj8tTMnlZZAUyjrbj81eid6Qux8D509O6x4D9ScQGhB3YF/L1rx1MOqMQvxg09FprYeIiGiuYtKUiIiIaAFyeJ24aL8MANAHwkjvCwpjRpfV1SamQ5c0dj/TIebCUiGmVKLX7JMRautEp6t7YosmIiKiOcnhdeJk6+TLh450qucCens64KwTS/snr2dpXpoardmM5DLxs6v95CmEg+Ln45kQsLcCcnh6N5HDCPS0Tvoyk96ELXnlQryu+wLanZ3TWxMREdEcxKQpERER0QJU0VEDGZHdn1k9QWjEjaDQW6OPzQVrII3eeqpAZ0uFPi03KjZ2X1M/S/QSERHNc63ODsiywoeNSZAh4/Lxw0BYTC6lMGlK05C6ZZMQC7ndcJyrmZX5w36vSveZWh/SHQolegHgAHebEhHRAsSkKREREdECdLrtamnebIXSvABgGJU0NeVfuzTvkNElerUmQCNWPov0Ne1g0pSIiGg+8wZ96tyn4pwQ0xgMSFyzWpX708KUummj2JMCgP3Y8VmZX2MwqXQf85SuW52xAukJqUL8UNMxhKe7A5aIiGiOYdKUiIiIaIEJy2Gcbb/60DG7W0ya6syARhcdM0+gn+nw2FEleiVJebdpbmcA1R110959QkRERPHLpNAzcdJkGaFzDUI4ce0aaI0q3J8WLENKCmwrlgtx+7Hjs/IZVZ+aA0jTfEQraaBPy5nSpRpJg5sKtwjx7gE7znWen966iIiI5hgmTYmIiIgWmKbeK3D4XJEDWVZMmo7eZaq1pUGXnDnhOUwFa4SHP0pJU6snjHC3Ha3Ojgnfm4iIiOaWHFvmhEr8jye9PwS5zyHEU9aXT+u+RACQulks0evr6oa7sWnG59ZakpCwfOO07pGwYhO0CYlTvn77mCV6j0z5nkRERHMRk6ZEREREC8yZEbtM0/pDMAbEN+in2s90iNZshTFrSVRs7L6mLNFLREQ0nyWabNiYU3rtgeO4wZ2mGE9ex36mNH2pWzYrxu3HT8zK/Ikb7pjm9bdP6/psWwZWpi8V4seaz8AbUKfnKhER0VzApCkRERHRAnNmIv1MRyU4TZMozTvEXBTd11RnBiStOC63K4CqTiZNiYiI5rPbl22f1vVL2kNCzJiRAXPu1EqSEo1kzsuFKSdbiM9WX1NzUSlMhSXXHqjAVFgitMaYCqXdpr6gD0ebT0/73kRERHMFk6ZEREREC4jbP4D6nsbh4xyFpKlGB2hHtQYzF6yd9FyjH/yM2de0w4/qznqE5fCk5yAiIqK5oSSzGGszVk7p2rLkZQhfuCzEU9aXT7vsLxEASJKkWKLXfbERvq6uWZk/84E90KfnTeo6fXoeMh/Yo8qfg22LN0Cv1Qvxg01Hp31vIiKiuYJJUyIiIqIFpLKjNio5qdTPVG+LJDiHaG2pk+pnOsSUVwxp1IMXpaRpkjsM9Dpwua9l0nMQERHR3CBJEv7Pps9CM8nkTo45BU9YN0MOBoVzyetZmpfUkxbjEr1asw05n/vOxHecarTIfvRb0JrH6IExSQkGMzbnlgnx6s56dLp7VJmDiIgo3jFpSkRERLSAjCzNm+AJI9kllrozCP1M107p7XWN3ghjXvSOkjH7mrJELxER0bx36NIxhGWxl/pYlg748e1d34C3skY4J+l0SCqZWjlTIiW2lSugT0oU4j3HZidpCkQSp9mPfgtZj/41ElZsBqRxHt2GQ/C2qPv5eXvhdYrxQ03HVJ2HiIgoXjFpSkRERLRAyLKMM+3nho+VdpkCYtLUlD/5fqZDzEXR/ZX0FuVnP7mdflR1MGlKREQ0X7n8buyte++a4yRZxhqXF19s6cVXg4mwWdLQe0rsqZi4qhi6BPNMLJUWKEmrRcqmjULcUVWNoMs9e+uQJCQUlSHrof+Lgj/6KXI+910suv+PFD9Eu87uV3Xu0sxipJiThPjBpqOQJ/HCAxER0VzFpCkRERHRAnGlvxV2T9/wcXaXXxwkRRKbI5kLppE0nWBf05zOAM51nUcwLO58JSIiornvtbr3MBDwCPFblt6Iv921B1/s9uJ/N/fiycZufLbdgeWeAEy5K+FtbYOvs1O4jqV5aSakbhZL9MqhEHo//jgGqwG0CYkwLS6Gbc2NSFi2Xjg/cOE0gs5e1ebTaDS4sWCLEO9wdaGu+4Jq8xAREcUrJk2JiIiIFoiRu0yBMfqZjtoJqrWmQpeSNeU5jdlLIRkTomJKSdM0RwiSy4OL9ktTnouIiIjik8PrxOv14o44o9aAh9feg2XaBCzvc6DQG4AlfHU3myl3BXo/FneZAkDK+vKZWi4tYMnlpdAYDELcPoslesdiK90pBuUwXNWHVJ1nR+FWxfiBpqOqzkNERBSPmDQlIiIiWiBG9jPVhmRk2IPCGLGf6Zop9TMdImm0MI8q7ztWX9OcLj+qO+unPBcRERHFp1dq34Ev6BPid67YiWRTIrwtyv/+G3OWo++0mDTVp6QgoaBA9XUSaY1GJK8rE+K9H59GOKDc2mK2JCzfAI1Z/CDtrNivauncvKRsLE0V/3wduXIKvqBCpRoiIqJ5hElTIiIiogXAG/Ciprth+DjDHoAuLI4bndA0TaM07xBzUXSJXr0FgEIeNrcjgKpO9jUlIiKaT3o9/Xir4aAQN+tNuHflrQi5++GuOy6cl4wJ0NjS0V9ZLZxLWb9uWi91EY1HqURvaGAA/VXi78XZJGn1sK69UYgHuq7A36Zu6dztCrtNPQEvTrScUXUeIiKieMOkKREREdECUNVZj9CIfqE5XcpvyusVdppOl9DXVCPuaAWA3K4AarsvIBCK7Vv8REREpJ6Xzr2l+G/77YvWwvXqf+DSv30JA3XHhPP65Ew4ztUi7Bd3tqVsYD9TmjmpmzYAGvGRqf2YmNyfbYolehHZbaqm6/M3QqfRCfGDLNFLRETzHJOmRERERAvAmfboN+OV+plqjYBWP+LYmgJdSva059anL4bWkhwVUyrRu6g3CMnjw/mexmnPSURERLHX5e7Buxc/EOIJsoTyD9/EQP0JQFYofQHA39GIluf+Szyh0SC5rFTtpRIN0yclIbF4pRC3Hz+hahncqTBkFsGQIZbOdVV/iLCKpXNtRis25JQI8YqOWtgH+lSbh4iIKN4waUpEREQ0z8myHNXPFLKMbIWdpqN3f5qm2c90iCRJMBdFP9xUSppKiOyAZYleIiKi+eH3596MqnQx5KYeJ0zhayef3Fd6hJhtxXLorAolK4hUlLp5kxDz99jhalC3DO5kSZIEq8Ju07DXhYHzJ1WdS6lEryzLOHRJ3BlOREQ0XzBpSkRERDTPtbk60em++tAx2RlCgk98UDk6kWnOn35p3uF7jSrRq7dCua9pZwBVHUyaEhERzXXtzk4caDwixK3BMLb1D1zz+qAPCHnFeMp6lualmZe6RUyaApHdprFmW3sToNEKcedZdUv0lmevQZJRfNPxYOPRmO+4JSIimilMmhIRERHNc1G7TKFcmhcQ+5maCtaqtobRSVONFtAniONyO/0439MIb9Cn2txEREQ0+35X/QbCCqV3d/S6YZhAvsXXrxxPZtKUZoE5JwfmvDwhHg99TbWWJCQsWy/EPRfPIOjsVW0enUaLGwo2C/EWZzsu2C+pNg8REVE8YdKUiIiIaJ47234u6lipNK+kBXTmq8daSzL0qdPvZzpEl7QIupSsqJghURyXYQ9CCoRQ2xXb0mdEREQ0dc39bfjgkphcSgyGsMXhmdA9fH1iTJeYCOvSJdNcHdHEKO02Hbh0Gd6OjhisJppNoUQv5DBcVQdVnUepRC8AHGgSd5ETERHNB0yaEhEREc1j/qAf1Z31UbEchZ2mBiswsn2pWv1MRzIXXruvqVaO7IRlX1MiIqK564Xq1yBD3E66y+6GfgK7TOUw4HeI8eSS1ZA0fJRFsyNti7jLEgDsx2Jfojdh2XpoEsQ3EJ0V+1UtnVuYkoeCZHHH7UeXTyIQUq5eQ0RENJfxkyYRERHRPFbT3QD/iAcaRn8Yaf0hYdzo0rxmFUvzDt+zaFTS1Ko8LrfTj2r2NSUiIpqTmnqv4OiVj4V4SiCEjQ6FJqUK/K5I4nQ069LF010e0YRZly+DPiVZiPfEQYleSauHdc2NQjzQ3Qxfa4Oqc+1Q2G3q9g/gVGulqvMQERHFAyZNiYiIiOax06P7mSqU5gXEXZ+mgjWqryWSiL26e1WjA3SKfU0DuNh3GW7/gOprICIiopn1fNVexfjNdjd0E7zHWP1MrUvFHW9EM0XSaJC6WSzR6zhXg4DTGYMVRbOV7VKMuyr2qzrPDQWboJXER8gHmo6qOg8REVE8YNKUiIiIaB472zaqn6lCaV4A0Fuufh3pZ5qj+lq0CTYYMgujYkolerO6A9AEw6jpOq/6GoiIiGjmnO9pVNx9lmlKxjrnxHaZAspJU30CYExLn87yiCZNKWmKcBi9J0/N/mJGMWYWwpBZJMRd5z5EOOhXbZ4kUyLKs8UXKs+0VaPPq1BHm4iIaA5j0pSIiIhonup096DF2R4VU9ppqksANNqrxzPRz3SIuagk6lgpaaoLA5k9AVSxRC8REdGc8nyl8i7Th1bdobhTTUnIDwQVik0YkwF9mvovdRGNJ7m0BBqTSYjHQ19TALCV7hBiYa8bA/Xqrm9H0XXiPHIYH16KfaliIiIiNTFpSkRERDRPjd5lqgnLyOoRk6ajE5fmfPVL8w7fu3BUX1OFpCkA5HYFUNVZP2PrICIiInWd6zyPio4aIb44KQc3LL8RCcs3Tug+Y5XmTSxZDW1C4nSWSDRpGoMBKevKhXjv6TMI+9XbzTlV1jU3Rr/9OMh5Vt0Sveuz18JqsAjxg40s0UtERPMLk6ZERERE89SZ9uh+pum9QehD4jiDNfp4JvqZDt978apIM9NBWj2gE1/eR25HAJf7W9DPkl9ERERxT5ZlPF/1quK5T63dDY2kQeKGOyZ0L6WkqaQFMm57YDpLJJqy1C1iid6w14u+CrEU9WzTWpKQsGyDEPc0nkXQ0aPaPHqtHtfniy8+XOpvQVPvFdXmISIiijUmTYmIiIjmoWAoiMqO2qjYWP1MRyZNtZZk6NNyZ2xdGoMJprwV0fMr7DbN7g5ACsuo7mRfUyIionhX2VGLmq4GIV6UshibcssAAOaiUhgL1o57H1lWTpqasxORsLRcjaUSTVrKxg2ARnyEaj8WH6VpbWW7xKAchqvqkKrzKJXoBYADjUdUnYeIiCiWmDQlIiIimofqei7CG/RFxXIU+plqDIDWePXYlL96xvqZDjEXXruvqSEoI6M3iKpO9jUlIiKKZ7Is4zeVY+0yvXf4c4UkSbCVbB/3XgEXICtUxci668EZ/3xCNBa9zYbE1auEuP3EScjhcAxWFC1h6TpoFEpXOyv2Q5Zl1eZZkpKPvMRsIf7h5RMIhhX+4BIREc1BTJoSERERzUNn2qqFmNJO09Glec0zWJp3eI7RfU3HaE+W0xlAdQeTpkRERPHsVGslGuxNQnxF2hKsy776uUIOh9B/+KVx7zVWP9PULco73IhmS9qWzUIs0NsH13lxh/Vsk7Q62NbeJMQDPS3wtapXtUWSJGwv3CrEHT4XzrRVqTYPERFRLDFpSkRERDQPnWk/F3Vsc4dgGxDfhBf7mY5fNk8NxpxlkAxXG5lqR+12HZLb6UebqxPdA/YZXxMRERFNXlgO4/mqvYrnHinZHbU71Hl2HwL21nHvp5Q0TSjIhzE9bVrrJJoupb6mANATJyV6raU7FePOs/tVnefGws2Ku74PNB5VdR4iIqJYYdKUiIiIaJ6xe/pwqa85KpatUJoXiC6Nq7UkzWg/0yGSVgfT4tVjrmNIblcAkGVUd9TP+JqIiIho8o43nxE+cwDAmowVWJtZPHwcDvjQe+gFxXtkPfot5Hzuu0i/5xsIDIjJmOR15aqtl2iqTJmZSCjIF+L2YydisBqRMbMQhswiIe4+9yHCAZ/CFVOTak5GWaZYqvhUWyWcPpdq8xAREcUKk6ZERERE80xFe40QUyrNK2kAnfnq8Wz0Mx1iLrp2X1OTX0Z6XwjVnUyaEhERxZtweOxdpp9ae2/UsePkmwi5xMoRllXbkFBUCtPiYvj6woBC/8WUDevVWTDRNKUqlOj1NDfD0zr+DurZYivbJcTCvgEM1Kub2N1eJJboDYVD+OjySVXnISIiigUmTYmIiIjmmdMK/Uxzu0NCTG+JJE6HmPJnvjTvEKGvqULSFAByOv2o6qyDrPAQlYiIiGLnw8sn0OJoF+LrstegeNHS4eOQx4W+wy+KN5A0SNn+6eHD3o9PC0M0JhMSVxULcaJYUOprCsTPblPrmhsAjU6IOyvULdG7KacMCXqzED/IEr1ERDQPMGlKRERENI+EwiFUdETvNNUHwkjvFXeajk5UmgvWzOTSoufOyIcmIXH4WGsENHpxXG5XAN0DdnS4u2dtbURERDS+YDiE31a/rnju4bW7o477j76MsNctjLOV3wJDWg4C/f3or6qG/YS4Sy2pZC00eoUPCEQxYFm6BIY0sb+u/Xh8JE21CYlIWL5BiHsaKxB09Kg2j0FnwLbF4jwXei/hSn987LolIiKaKiZNiYiIiOaRC/ZLcPsHomKZPUFICjs19darX2sSEqFPz5vp5Q2TJA3MhSUjjsfoa9oZ6Wta1VE3a2sjIiKi8R1sPIIOV5cQ35RbhqWpBcPHQacd/ccVkqtaPTTJa1Dz9/+I4098CVV/9dcIucXEKvuZUjyRJAmpmzcJcUdtHQL9/TFYkchWulMMymE4Kw+qOo9SiV4AONjE3aZERDS3MWlKRERENI+caRdL8+Z0ibtMAcAwImlqzl8za/1Mh+csHNXXNFEcY/GGkewMoaqTSVMiIqJ4EAgF8LtzbwhxCRI+NWqXae8Hv4Uc9EfFwgGgvzkZtf/0/UhZ03B4zLm6D36AgNOpzsKJVJC6RUyaIhyG/cSp2V+MgoSl66C1JAlxV8V+VdtdrEhbgmxrhhD/oOk4QmGxLQgREdFcwaQpERER0Txypu2cECvqEz/y6czRLY9Ms1iad4iQNB2jr2luZwDVHexrSkREFA/ev/gRegZ6hfh1+RuQn5w7fOzvaYXzzHtRY8IBoKdOwsAVcZeqEmddHSr/4kkmTiluJK1dA21CghC3Hz8eg9WIJK0O1rU3CfGAvRW+lnr15pEk3FS4RYj3evuFViFERERzCZOmRERERPOEw+vEBful6KAsY1GXVxg7sjQvMLv9TIfXkJIFXdLVN9R1puhE7pDcTj/6fU40O9pmcXVEREQ0mi/ox4vn3hTikiTh4TV3R8V6D/4akK/uIpVloPcCEByY3EtQnivNqPvnp/jyFMUFjV6PlPXrhHjf6bMI+XwxWJFIsUQvAGfFflXn2V64FRLESjUHG1mil4iI5i4mTYmIiIjmiYqOGsiIfqCY1h+C1iuW5zUI/UwXz/TyFJmLSoe/liRAP1ZfU4B9TYmIiGLsnYZD6PM6hPj2gq3IScwaPva1XYC75nDUGL8j8m0q+isq0X+2YmoXE6lMqURv2O9H35mzMViNyJBRAEPWUiHuOvcRwgH1ErvpllSsyVghxE+0nIXbP6DaPERERLOJSVMiIiKieUKpNO/iHuU+YSNL4ZrzV896P9PhuUeV6DUqJE0TB8KwudnXlIiIKJY8AS9ern1biGslDT655q6omH3/s8I4d+f05m97U5ybKBZS1q+HpNUKcfuxEzFYjTJb6Q4hJvsGMFCnbhnh7YVbhVggHMThy/HR45WIiGiymDQlIiIimgfCchhn28WkabHTJMQ0OkBrvHpsyp/90rxDJt7X1I9zXecRDisngYmIiGhmvXl+P5w+lxDfueR6ZFjTh489jRXwNEbvuAsFAJ/YBnVS7MdPIOCY4lZVIhXprBYkrhU/P/eePAk5FIrBikTWNTcq9r1Qu0TvlsXrYNIZhfjBJpboJSKiuYlJUyIiIqJ5oKm3Gf0+pxBf1OERYnprpBTuEHPB2plc2ri0liQYMvKHj3UJgCS+uI/czgDc/gE09TXP4uqIiIgIAFx+N16tfVeI6zU6PLj6zuFjWZZh3/8rYVxIbK8+eeEwPC2tKtyIaPrSFEr0BvodcNbVx2A1Im2CDZYVG4W4p7ECQUe3avOYdEZszVsvxOt7LqLV2aHaPERERLOFSVMiIiKieeBMe7UQS/CEoenpF+Ijd3NqEhKhX5Q3k0u7JlNhdF/Tkf1Whwz3NWWJXiIioln3Wt37GAiIL2LduvRGpCWkDB+7a4/C13ZBGKdNylZlHSGPuAaiWEjdLCZNAaDnmLrlb6fDVrpLISrDWXlQ1Xm2F4klegHgEHebEhHRHMSkKREREdE8cKZNTJqudiUojh2ZlDQtXgVJiu1HwomU6E1xhpDgCaGaSVMiIqJZ5fC58Eb9PiFu1Bpw/6rbh4/lcAi9B55TvEfy5jtUWYvWbFblPkTTZVy0CJYlRULcfvwEZFmOwYpE5qXl0FqShbirYr+qa1y1aBkWWdKE+MGmYwjLbK1BRERzC5OmRERERHOc2z+A+p5GIb7KpfBgUQL0lquHsSzNO7yG/DXAiMTt2H1NAzjX1YBgOD56RRERES0Er9a+A2/QJ8TvWL4Dyeak4WPn2X0I2MXyueaiMiRvvBHQTPMRlEYDc27O9O5BpKLULZuFmLe1DZ7mlhisRiRptLCW3CTEA/Y2+FrUexFRI2mwvXCLEO8Z6EV1Z3yUKyYiIpooJk2JiIiI5rjKjlrFt7jTOwaEmN4SlZ+EuWDNTC5tQjRGM4y5y4eP9RYofkrN7QzAF/Thgr1p1tZGRES0kPV6+vHW+QNC3Kwz4d7iW4ePwwEfeg+9oHiP1J2fgT4pCambxP6Kk5G6eRP0iYnTugeRmtIUkqYAYI+nEr0lOxXjzrP7VZ3npkLlEr0HG1mil4iI5hYmTYmIiIjmuDPt54SYSdZCvtwmxEeW5tWYbdAvWjyTS5uwkSV6Jc0YfU27/ACAqg6W6CUiIpoNL9W8BX8oIMTvXrkLNuPVf6wdJ99EyGUXxllWbYMxeykAIPuu6ZXozb7z9msPIppFCYUFMGYsEuL24ydisBplhoz84T+DI7nOfYRwQNxBPlVZ1kUoThfnOdZ8Gp6AV7V5iIiIZhqTpkRERERzmCzLONsmJk03hTMhB4NCPKqfaf7qmPczHWIuLI06VirRm94XgtEXRhX7mhIREc24brcd7134UIhbDAm4e8XNw8chjwt9h18UbyBpkLL908OHSWWlSCotEcdNQFJpCZLKSq89kGgWSZKE1M2bhLiz/jz8vb0xWJEya+kuISb7PXDXHVN1nh1F1wkxX8iPo1c+VnUeIiKimRQfT8mIiIiIaEqu9LeixyM+lCl2KvQzBaAfkYyMh9K8Q0y5KyDpDMPHY/U1zekKoL77IvxB/yytjIiIaGH6/bk3EQyLL2Ddu/JWWAwJw8f9R19G2OsWxtnKb4Eh7WoPUkmSkHn7rcK4azEvzsPKP9sDSZImfS3RTFPqawpZhv3EydlfzBisa64HtDoh7qpQt0Tv1sXrYdDqhfjBJpboJSKiuYNJUyIiIqI5TKk0LwCktYsPL7VGYORzDFN+/CRNJZ0epvxVw8cGKwCFZ6O5nX4EwkHU91ycvcUREREtMO2uLuxvPCzEE41W3Ll8x/Bx0GlH//HXhXGSzoCUGx+KioWDQVz5tXLf07EklZag5B++A71tjLepiGIscfUqaC0WIW4/Gj99TbVmGywrxB2xnsZKBPu7VJsnQW/G5txyIX6u6zw6Xd2qzUNERDSTmDQlIiIimsPOtlcLsXRzCgIXmoR4dD9TKwwZ+TO4sskbWaJX0gB68fkT8jojfdWqOutna1lEREQLzu+qX0dYDgvx+1fdAZPeNHzc+8FvIStUf0jafDd0ttSoWPtb78DT3HztyTUapG7dgjV/+9dY8+1vMWFKcU2j0yF14wYh3ldRiZDHE4MVKbOV7lSIynBWHlR1HqUSvQB3mxIR0dwh1mYgIiIiojnBG/CipuuCEN9sLECwX+z7ObLkrWlx/PQzHaLU1zTgih6zqDcIfSCM6o46YGpt0YiIiGgczY42fHBJ3CWXYk7CbUtvHD7297TCeeY9YZzGZEHS1vujYgGHE1d+/bzifKu++ZfQWSwIeTzQms0w5+ZAn5g4vR8E0SxK3bIJXQcPRcXkQAC9p88gfZtyEnG2mZeUQ2tNQcgV3dbDWbEfydc/qFr567UZK5FqTobd0xcVP9R0DJ9cczfLbBMRUdyLrydlRERERDRh1V3nFXuNFTtNCqMB/YidpvHUz3SIIasQGvPVRSr1NdXIQHZXAA32JngC3llcHRER0cLw26rXIcuyEH9g1Z0wjOg/3nvw14DCbtTkbQ9AO+LfcwC48psXEHS5hLHpN16P1I0bkLiqGCnr1yFxVTETpjTnJK9bB0kn7kuxHzsRg9UokzRaWEu2C/Fgbzt8zbWqzaPRaHBT4RYh3uHuRm13g2rzEBERzRQmTYmIiIjmqNNtVUJMK2mQ3OYU4pIW0JmvHpsK1s7k0qZEkjQwj1iXUtIUAHK7AgjJYT54ISIiUllTbzOOXDklxBclpGLXkm3Dx762C3DXiD1PtdZUJG68Myo2cPkK2t58SxirMRhQ+PhnVVg1UWzpEsxIKhVLoPSeOgU5FIrBipTZSnYoxp1n96s6z/bCrYrxA40s0UtERPGPSVMiIiKiOUiWZZxpE/uZrkxfCk+9mEw0WIGhalgaU/z1Mx1iLrz6wEmjBfQJ4pjcob6mHWIJYiIiIpq6F6r2KsYfXHM39Fr98LF9/68Ux6Xc9DA0euPwsSzLaPzZ00BY3JGac/+9MC5aNL0FE8WJ1M2bhFjQ6YLjXE0MVqPMsGgxjDnLhbir5jDCfvUquOQmZmF5aqEQP3rlY/gUeiATERHFEyZNiYiIiOagdlcXOt09Qnxd0jIMXL4ixEeW5jXlr4q7fqZDTKP7mipU6MvsCUAblFHVyaQpERGRWhp6mnCytUKIZ1kXYfuIcpsDjWfhaRTH6VNzYCvbFRXrPfUx+k6fEcYaUlOR9+Anpr9oojihlDQFgJ44KtELALbSHUJM9nvgrlN3F+j2InG3qSfoxfHmM6rOQ0REpLb4fFpGRERERONS2mUKACtdRsX4yFK35jgszTtEn5oNbWL68LFSiV5dGMjqCaCptxkun3sWV0dERDR/PT/GLtOH194DrUYLILJztHf/s4rjUnY8CmlwHACEg0E0/vRpxbEFn/sMtCblHuxEc5ExLRXW5eIuTvvx44o9gmPFsvoGSCN2jQ9xVhxQdZ5tizdCpxH7vB5oOqLqPERERGpj0pSIiIhoDjrTfk6IJZsSYb4i7j4FAL3l6tem/DUztaxpkyQpqkSvwao8LrczABkyznWdn6WVERERzV81XedxVuGzxeLEbGxbvHH42F17FL62C8I4Y/ZSWIqjd5a1v/EWvK2twljr8uVYtP0mFVZNFF9St4i7TX0dnRi4dDkGq1GmNVuRsHKzEPc2VSLQ36naPFajBRtzS4V4VUcdugfsqs1DRESkNiZNiYiIiOYYfyiAaoXStOVZa+CsFeO6hEh/UGCwn2lmwUwvcVqi+prqAZ1ZHJPbGemHxL6mRERE0yPLMn5TqbzL9KG190CjiTw6ksMh9B54TnFc6s7HIA01TwcQcDhw+TcvKI5d8uUvQNLwcRTNP2kKSVMAsB+PtxK9OxXjroqDqs6zo1As0StDxgdNx1Wdh4iISE38lEpEREQ0x9R0nYc/FBDiZRnFcNaLOy9Hlrg1LY7ffqZDRiZNAeUSvdndAWhC7GtKREQ0XZUdtahRqNxQlLwYm/PKh4+dZ/chYBd3jpqLymAuit5Rdvm55xFyiyX002+6EbaVK6a/aKI4ZF68GKasLCFuPxZfSUJzUSm01lQh7qzYr2op4bKs1UgyJQrxg01H46pkMRER0Ujx/cSMiIiIiARn2sTyeZIkYZnXjLDPJ5wbWeLWVBC/pXmH6Gyp0KfnDR8rJU31ISCjN4hmRxv6vI5ZXB0REdH8Icsynq98VfHcp0p2QzP4olU44EPvIeWdo6k7PxN17L50Ge1vvyOM0xgMKPzcY9NcMVH8kiRJsUSvq+ECfN3KLTRiQdJoYS0RS2QH+zrgvSL+P2OqtBotbiwQSwG3OjtwvqdRtXmIiIjUxKQpERER0Rxzpr1aiC1LLUTowhXF8SOTpuY5kDQFAHPh1R0rSklT4GqJXqVSxURERHRtH7dV4by9SYgvTyvCuuy1w8eOk28i5BL7EFpWbYMxe+nwsSzLaPzpz4FwWBib++AnYFyUrs7CieKUUtIUmDslep1nD6g6j1KJXiCy25SIiCgeMWlKRERENId0uXvQ4mgX4uuy18BZUyvENQZAaxz82mSBISO++5kOGVmiVzvixzBSbmekRHFVR/1sLYuIiGjeCMvhMXeZPlJy73CP0pDHhb7DL4qDJA1Stn86KtR74iT6z1YIQw1pacj9xH3TXzRRnEssLobOJr7xF28leg3peTDmiqWy3TWHEfZ7VJsnPzkXRcmLhfjhyycV240QERHFGpOmRERERHOIUmleACjPWgNHrbjjMqo07+JVkDTamVqaqkwFa4ARvVcNYjsk5HQFIIXZ15SIiGgqjjefQVNfsxBfk7ECazNWDh/3H30ZYa/Yn9RWfgsMaTnDx+FAAI0//4XiXIWPfxZao8IbUETzjKTVInXTBiHeX1WNoEKf31hS2m0qB7xw1x5TdZ7tReJuU3fAg5Mt4gsWREREscakKREREdEcolSa12awIDeUAH93t3BurvUzHaI1WaLK/SmV6DUGZKT3BdHh6kKXO376RBEREcW7cDiMF6peUzz3qbW7h3eZBp129B9/XRgj6QxIufGhqFjb62/C29omjLWtXIn0m25QYdVEc0PqZrGPpxwMovfjM7O/mHFYVl8PSasX4s6K/arOc0P+Jmgl8RE0S/QSEVE8YtKUiIiIaI4IhoKo6hB3VZZmrYKr7rziNSOTjeb8tYpj4tXIEr1j9zWNlPWq7mSJXiIioon66PJJNDvEBGdZ1moUL1o2fNz7wW8hB/3CuKTNd0NnSx0+9vf148rzv1Wcq+hLnx9OwhItBMnryqAxGIS4/Xh8lejVmixIWCkmeL2XqhDo61BtnkSTDetySoT42fZz6PX0qzYPERGRGpg0JSIiIpoj6nsuwhP0CvHyLOV+ppIG0JkjX2uMCTBkzo1+pkNG9zXViM+ekNs11NeUJXqJiIgmIhgO4bfVY+8yHeLvaYXzzHvCGI3JgqSt90fFLj/3G4QGBoSxi3Zsh23F8uktmGiO0ZpMSCoTk4S9pz5GOBiMwYrGplSiFwBcFQdVnWdHoViiNyyH8cGl+EokExERMWlKRERENEecaVfuZ1qWvVqxn6necrUt6FzqZzrEuLgYki6SKZUk5d2mOZ1+QI70NZVleZZXSERENPccajqKdleXEN+YW4ZlaYXDx70Hfw3IYWFc8rYHoDVfrf/vbmpCx7sKyVWjEQWf+4w6iyaaY5RK9IbcA3BUia02YslcVArtiF3jQ5yV+yEr/PmfqvXZa2EzWIT4waaj/AxPRERxhUlTIiIiojniTJv4kKUoZTFssh7uxkbh3Mgko6lgbpXmBQCNzgBT3srhY6NC0jTBJyPFEYLd04c2V+csro6IiGjuCYQC+F31G4rnPrX2nuGvfW0X4K45LIzRWlORuPHO4WNZltH4k58DYTG5kvfJB2BMS1Nh1URzT+rmjZG3/kaxHz8Rg9WMTdJoYSvZIcSDfZ3wXq5RbR6dVofrCzYJ8Sv9rWjsvaLaPERERNPFpCkRERHRHNDr6UdTX7MQL89aA+f5BsWHlfqrm0BgLlgzk8ubMabC0uGvr9XXlCV6iYiIxrfv4mF0D9iF+LbFG1CQnDd8bN//K8XrU256GBq98eq4Y8fRX1kljDMuSkfOfbuFONFCYUhOhm3lCiHec+xE3O2stJbuUIw7K/arOo9SiV4gstuUiIgoXjBpSkRERDQHnB2jNG959mo4FUrzAoBhMGkqGRNgyCycoZXNrKi+piZAoxPH5HX6AQDVnfWztSwiIqI5xx/048VzbwpxSZLw0IhdpgONZ+FprBDG6VNzYCvbNXwcDgTQ9PNnFOcqePxz0BqNiueIForULWKJXn93t2KFmFgypOXCmLtSiLtrjiDs96g2T1FKPhYn5QjxDy8dRzAUX71eiYho4WLSlIiIiGgOUCrNa9absDxtCZy1tcI5nflqgtE8B/uZDjFmL4HGmABgvL6mAUCWUd1Zh7CKvZeIiIjmk3cuHEKvt1+I31iwGbmJWQAi5XZ79z+reH3KjkejPk+07n0d3vZ2YVzi6lVIv2GbSqsmmrtSN4vlaAHAfiy+SvQCgE1ht6kc8MJdc0S1OSRJwnaF3aZOvxsft4k71omIiGKBSVMiIiKiOBcOh3G2Q+wpVJJZDC0kOGrFHZYjS/Oa5mhpXiDSZ2nk+pWSpjZPGInuMBw+F5r722ZxdURERHODN+DFSzVvC3GtpMEn19w9fOyuPQpf2wVhnDF7KSzFV5Md/r4+NL/wO3EiSULRFz8PSaGXI9FCk5CXC3OuuLMyHpOm1tXXQ9IZhLiz4oCq89xYsFnx7weW6CUionjBpCkRERFRnGuwN8HtHxDi67LWwNPcjJDbLZwzjOxnmj93k6YAYB7Z1zRReUzuYIneqk72NSUiIhrtjfP74fS5hPjOom3Isi4CAMjhEHoPPKd4ferOx6ISHZd/9WuEPGLZzoydO2BdtlSdRRPNA0olet2NjfB2dMZgNWPTmCywrNwixL2XqxHoFXeUT1WKOQnlWeL/TT5urYTD61RtHiIioqli0pSIiIgozp1pF0vzAkBZ9mo4asTSvMDVHZmSMQGGrKKZWtqsMBddTZrqzICkUGk4tzMAAKjqYNKUiIhoJLd/AHtr3xXiOo0OD6y5c/jYeXYfAvZWYZy5qCzq32LXxYvoeO99YZzGZELBZz+j0qqJ5ocxS/Qej8PdpqU7FePOyoOqzqNUojckh/Hh5fj7OSEiooWHSVMiIiKiOHem7ZwQW5yYjfSEVDhrxSShRgdojZGvTXnFc7af6RB9Wi601hQAY/c1HUqaVnfVIxQOzebyiIiI4trr9e/DHRB3hd669EakJ6QCAMIBH3oPvaB4ferOq4lQWZbR+JOfA7IsjFv80IMwpKaotGqi+cG2Yjn0SUlCPB6TpubCtdDa0oS4q2I/ZDms2jwbc0th0ZuFOEv0EhFRPGDSlIiIiCiOOXwuXLBfEuJl2ZGyVko7TfXWSHIRAMxzuJ/pEEmSYC4sGT5WSpomu0KwDITgCXjR2HtlFldHREQUvxw+F16v2yfEDVo9PrHq9qvjTr6JkMsujLOs2gZj9tVyuz1HjsJRLb7MZczIQM6996i0aqL5Q9JqkbJpoxDvr6pG0CWWzI4lSaOFrWS7EA/2d8F7SbnyzVQYtHpcly/+nDT2XsHlvhbV5iEiIpoKJk2JiIiI4lhFew1kiLs5yrNWw9/XD2+b2GNoZFLRVLB2Jpc3a66VNAVGlOhlX1MiIiIAwKu178IT9ArxO5bvQLI5svst5HGh7/CL4sWSBinbPz18GPb70fTzZxTnKXzic9AYDOosmmieSduiUKI3HIb95Mezv5hrsJWNUaK34oCq8+xQKNELAAe425SIiGKMSVMiIiKiOKbUz9SoNWDVomVw1o7Rz9Qa+V4ymGGc4/1Mh4zspaZPACSFT7HDJXqZNCUiIkKfpx9vnd8vxE06I+4tvm34uP/oywh73cI4W/ktMKTlDB+3vvoafJ2dwrjENauRtk05AUJEQFJZKTRGoxC3Hz8eg9WMT5+aA2NesRB31x5B2CeW+Z6q5WlFyLZlCPEPLh1nqw0iIoopJk2JiIiI4lRYDuOsQj/TNZkrodfqFfuZQgL0lsiXpsVzv5/pEF1iOvSpkQe3kiZSgni03C4/AKC26wKCoeBsLo+IiCjuvFTzNvyhgBC/e8XNSDRG/iENOu3oP/66MEbSGZBy40PDx357L6789vfiJJKEoi99HtJQXwAiEmiNRiSXlwnx3lOnEQ6If0ZjzVYq7jaVAz64a4+oNockSdiusNu03+vA2fYa1eYhIiKaLCZNiYiIiOJUU28z+n1OIV6etRrAGP1MLVd3YZrnSWneIdcq0ZvWH4LZG4Yv5EeDvWn2FkZERBRnugfsePfCB0LcojfjnpU3Dx/3fvBbyEG/MC5p893Q2VKHjy/96jmEvWKZ34ybd8G6ZIlKqyaav9K2bhZiYa8X/ZVVMVjN+KyrroOkE8ttOyvEnevTcVPhFkgQX7g40KRecpaIiGiymDQlIiIiilNKpXkBoDx7DcKBAFwNF4RzhhE7ME35a2ZqaTFhKrqaNDUmKo/J6WJfUyIioher30QwLFZd2F18KyyGBACAv6cVzjPvCWM0JguStt4/fOxquIDOfWKyRGs2o+Czj6q3aKJ5LGXjBkAjPoa1H4u/Er0akwWWYnEXqPfyOQR621WbJz0hFWszVwrxky0VcPnFkuFERESzgUlTIiIiojh1tl0szZtlXYQs6yK4Gi5ADooPQ6/2MzXBmD2/dn5Eds5G3kbXW4a/jJLbGdktU9XBpCkRES1MHa4u7G88LMRtRivuWn617GbvwecAOSyMS972ALTmyAcKWZZx8Sc/A2RZGJf38CdhSE5Wb+FE85g+MRGJq8ReofbjJyGHxT+HsaZUohdQf7epUoneYDiIw5dPqToPERHRRDFpSkRERBSHBvwe1HVfFOLl2ZHdo4r9TAHoB8vWmhavmjf9TIdozTYYsooAREoQG5T6mnZGdprW9zTCp1BukIiIaL77XfUbCCkkQ+8vvh0mvQkA4GttgLtGLIGptaYiceOdw8c9Hx2GU6EdgCkrEzm771Zx1UTzX+qWTULMb7fDdUH8zB9rpsK10CamC3FXxQHICn+/TNXmvHKYdEYhfrCRJXqJiCg2mDQlIiIiikMVHTUIKzyQKM+KJE2V+plqjYBWH/naPM9K8w65Vl/TRb1BGPxhBMNB1HWL5YuJiIjmsxZHOw5dOibEU0xJuG3ZTcPH9gPPKl6fctPD0OgjCYyQz4emp59RHFf4xOPQ6PUqrJho4UjdLPY1BeKzRK8kaWAr2SHEg45ueC8ptxCZCpPOiOsWbxDi5+1NaHWoVwqYiIhoopg0JSIiIopDZxRK8+o1OqzOWA5ZlhV3mkb1My2Yp0nTotLhr5WSphLY15SIiBau31a9BlmhlO4nVt8Bo84AABhoPAtPY4UwRp+aA1vZruHj1lf2wtfVLYxLKlmL1K3KyR8iGps5OwsJ+YuFuP34iRis5tpspTsU47NRohcADjQdVXUeIiKiiWDSlIiIiCjOyLKMs21i0nTVouUw6Yzwtrcj0N8vnB8qzSsZTDBmza9+pkNMi1cBWh0AQK9QnhcAcgeTptXsa0pERAvIpb5mHL4i9gFMT0jFzUuuBxD5jNG7f4xdpjseHS7t7+uxo/l3L4qDNBoUfenzkCSFxuJEdE2pm8USvQOXLsPTFn+7KvWp2ZHP3qO4a44g7BtQbZ7iRUuRYUkT4h80HUc4Dvu9EhHR/MakKREREVGcaXa0ocfTK8TLs1cDAJw1ysnAoZ2mprxVkAYTi/ONRm+EKXdl5GstoLeIY3I6I71MG3ovYcDvmc3lERERxczzVa8pxj+55i7oB+v3u2uPwtcmlq83Zi+Fpfjqbq9Lv3wWYZ9PGJd5682wFBaqs2CiBSh1yxgleo/HX4leALCW7hRictAPV81h1ebQSBrF3aY9nl5WjiEiolnHpCkRERFRnDmjsMsUGNHPtFbsZyppAZ058rW5YPWMrS0eXKuvaWZPELqgDFmWUdPdMIsrIyIiio0L9ks42XJWiGdZF+GmwWSEHA6h98Bziten7nxsePeos/48uvYfEMZoExKQ/+in1Vs00QJkXbYU+pQUIW4/Fp8leq2rtkEa7HM8kqvigKrzsEQvERHFCyZNiYiIiOLMmfZqIZaekIrcxCwAGLOf6VClPFPB2hldX6yZi8ZPmmplILt7sK8pS/QSEdEC8Hzlq4rxT665G7rBkrvOs/sQsLcKY8xFZcM9w2VZRuNPfq54r8WfegiG5CSVVky0MEkajWKJXkdNLQIORwxWND6N0Ry1C32I90oNAvY21ebJsKZj1aLlQvx482kMBFg5hoiIZg+TpkRERERxxBvwoqZL3B1ZnrUakiQh6HJj4PIV4fxQf09JP3/7mQ4xZi+DZDABUE6aAkDuYIneapb0IiKiea62qwFn2sUqFbmJWbghP5KcCQd86D30guL1qTs/M/x19wcfwlkn/ttpys5C9t13qrRiooUtbYuYNEU4jN6TYk/ieGBTKNELAE6Vd5vuUNht6g8FcPTKx6rOQ0RENB4mTYmIiIjiSHXXeQTDQSFenh0pzeusrwdkWTg/lDw0LS6et/1Mh0haHcz5kZ8PjQ7QJYhjcjojO02b+prh9Llmc3lERESzRpZl/GaMXaafWrsbGk3ksY/j5JsIuezCGMuqbTBmLwUAhHw+ND39S8V7FX7+CWj0epVWTbSwJZWWQGMyCfGeOC3RaypYA13SIiHurDwAORxSbZ6ti9fDqDUI8YMs0UtERLOISVMiIiKiOHKmTSzNq5U0WJuxEkCkdJcSvSXyvWkwmTjfDZURBJR3m2b3BKANRZLL1Z31s7UsIiKiWVXVWYdzXeeFeGFyHjbnlQMAQh4X+g6/KF4saZCy/WqP0paXXoG/p0cYllRWitTNG1VbM9FCp9HrkbJhnRDvO30GIZ8vBisanyRpYC3ZIcRDjm54LlWpNo9Zbxr+e2ukmq4GtLu6VJuHiIhoPEyaEhEREcURpfJ6K9KXIsFgBqDcz1SXAAy2K4O5YIEkTQvH72uqCwEZ9sG+pizRS0RE89C4u0xL7oVGijzy6T/6MsJetzDGVn4LDGk5AABfdw9afv+SeCONBkVf/DykocbpRKSK1M2bhVjY50N/RWUMVnNtttIdinGXyiV6tyuU6AWAQ9xtSkREs4RJUyIiIqI40e7sRIfCW9TrBkvzyqEQnPXibhLDcD9T43CJvflOvygfWksSgPH6mkaSptUd3GlKRETzz+m2KpzvaRTiy1MLsT57LQAg6LSj//jrwhhJZ0DKjQ8NH1965lcI+/3CuKzbb4WlIF/FVRMRAKRuXA9oxMey9jgt0atPyYIpf7UQd9ceVXwpY6rWZqxEWkKKED/YdAxhOazaPERERGNh0pSIiIgoTpxWKM0LAOVZkQcU7qZLCHu9wvmF1M90iCRJMBVEHghr9YBWbAs1nDRtcbbD7umbxdURERHNLFmW8XzlXsVznyq5d3hnaO8HL0AOisnQpM13Q2dLBQA46+rRdfCQMEZrsSD/0UdUXDURDdFZrUhaK1aIsZ84CTkcn8lBW+lOISYH/XDVHFFtDo1Gg5sKtgjxLncParsaVJuHiIhoLEyaEhEREcUJpdK8yaZEFCTnARi7n+nQTtOF0s90iLnwal9To8Ju05yuAKTwYF9T7jYlIqJ55HjLGTT2XRHiqxYtR0lmMQDA39MK55n3hTEakwVJW+8HAMjhMC7+5GeKc+Q/8jD0iYnqLZqIoqRu3iTEAn19ipVl4oGl+DpIeqMQd1bsU3We7YVi0hQADrBELxERzQImTYmIiIjigD8UQLVC782yrNXDu0WctWLSVGMAtIPPLhZKP9Mh5qKrSVOlEr2GoIxFvUEA7GtKRETzRzgcxgtj7TJdu/vqLtODzwEK5SyTtz0ArTnyxlXXoQ/gUkjQmHJykHXn7SqumohGS90iJk0BwH7s+CyvZGI0RjMsxdcJcV9zHfw9rarNk5OYhRVpS4T40Ssfwxv0qTYPERGREiZNiYiIiOJAbVcD/KGAEC/Pvto7yFEjJv4WYj/TIfrkDOiSMwFcu68pk6ZERDRfHL5yElccbUK8LGsVVmcsBwD4WhvgViiZqbWmInHjnQCAkNeLS8/8SnGOoi8+AY1er+KqiWg0U0YGLEWFQjxek6YAYCsTS/QCgKtiv6rzbC/cKsS8QR9ePvc2zrRVo7arAQ6vU9U5iYiIAGBhNL0iIiIiinNnFPqZSpKE0sxVAABfVzf83d3CmOHSvHnFkLQL7+GmubAEzjMd0BoBrQEIjWrbltvlx+lVCehy96DT1Y0Ma3psFkpERKSCUDiEF6peUzz3qbX3Dn9tP/Cs4piUmx6GZrC8ZsuLL8PfYxfGJK8rR8qG9SqsloiuJXXzJrgbm6JinpZWDDS3ICEvNzaLGocpfzV0SRkI9ndGxZ2VB5Gy/RFIGq0q82zL34CnT7+AQDgYFX+x5k2gJvK1JEnYmFOK25dtR0lm8fAueyIioungTlMiIiKiOHC6XUyaLksthM0YyYo6apV3SuqH+5muVjw/312rRG9OZwCQI31NqzrZ15Rotjm8TtR2NXBXCJFKDjYdQ7urS4hvzCnFsrRCAMBA41l4GiuEMfrUHNjKdgEAfF1daHnpFXECjQZFX3iCyQeiWZK6ZbNi3H78xCyvZGIkSQNr6Q4hHnL2wNNUpdo8FkMCyrPHbz0iyzJOtJzFdw7+O/7uwL/B5XOrNj8RES1c3GlKREREFGNd7h60ONqFeHnW1USoUj9TSQPoEyJfmwvWztj64tnIH7chEfD0jDrvl5HWH0JPsg5VnXXYtWTbLK+QaOGRZRmVHbV4q+EgTrVWQB58cQHgrhCi6QiGgvh99euK5x5euxtA5M9f7/4xdpnueHR4F1jTL36JsN8vjMm+83Yk5C9WacVEdC2WJUUwpKcLFWXsx44j74H7Y7Ooa7CVbEffBy8IcWfFPiQsKVNlDqfPhYv2yxMeX9VZh7/e9xS+vWsPrEaLKmsgIqKFiTtNiYiIiGLsbPs5xfjIt6uV+pnqLZHEqaQzwJizsPqZDtFakmDIKAAwXl/TyEPh6o66qOQNEanP6XPh7w78G75z8N9xsuWs8GeOu0KIpm5f40foGhDL6W5dvB6FKXkAAHftUfjaLghjjNlLYSmO9Ah01NSi+4OPhDE6qxWLH/mUyqsmovFIkoTUzRuFuLOuHv6+vtlf0AToU7Jgyhd3gQ7UHUfIO/1/12VZxvcP/wQ9nt5JXdfsaMP3Dv+Yn/eJiGhamDQlIiIiirEzbWLS1GawYGlKJBkY8nrhbmwUxgwlCU2LF2Y/0yFDJXq1RkCj8NOQ2xkAAPR6+9Hq7JjNpREtKE6fC9/a9z1UdSqXEx9taFcIE6dE1+YP+vH7c28KcUmS8PDaewAAcjiE3gPPKV6fuvMxSJIEORxG409+pjhm8ac/BX3iGG8gEdGMSVMq0SvL6D1xcvYXM0G2sp1CTA764T4nvpAxWZUdtRP+LDFaVWcdKjvECj1EREQTxaQpERERUQwFwyHF/9iXZq2CRhP5qOasPw+Ew8KYq/1Mx+/3M9+ZC0sAAJKkvNs0d2Rf046pPYAhovEN7QppdrRN6rqFtCuE/V1pOt658AF6Pf1C/Mb8zchLzAYAOM/uQ8DeKowxF5UNv2DUdeAgXA3iTlRzXh6y7rhN5VUT0UQkrlkNrSVBiPcci8++pgBgKd4KSW8S4s6KA9O+99sNB6d1/TsNh6a9BiIiWrjY05SIiIgohuq7L8AT9Arx8qyriVBnrXKizzCYNDUXLOykqSl/NaDRAuEQDDbAO6pyocUbRrIzhL7ESF/T25dvj81CieYxNXaFlGatUnlVscf+rqQGb8CLl2veEuIaSYNPrr0bABAO+NB7SOwxCACpOz8DAAh5PGh6RrnfadEXn4BGx0dERLGg0euRsmE9ug99GBXvP1uBkNcLrUlMTsaaxmCGZdV1cFXsj4r7Wurg72mBIS13Svd1eJ042VoxrbWdaD0Lh8+FRKN1WvchIqKFiTtNiYiIiGLozBj9TMtGJA+cteJOVJ0Z0OgG+5lmL5ux9c0FGoMZxpzlAMbpa9oVKdFb3VmPsCzu2iWi6ZnurpDnK1/Fuc56XOprRrfbDk/AO+d3n7K/K6nlzfMH4PC5hPjOom3Isi4CADhOvomQS+x3alm1DcbsSN/z5t+/hECv2CMwZcN6pKxfp/KqiWgyUjeLJXrDfj/6zpyNwWomxlYqlugFICRSJ6PV2THtf/9lWUargy05iIhoavgaIREREVEMnWmrFmJFyYuRbE4CAMjhMBy19cKY4dK8eSsh6RZuP9Mh5sIS+JproTMDkg6Qg9HnczoDqF5qhsvvxuW+FhSmLI7NQonmITV2hZy3N+Fv9n8/KqaVNEgwJMCqT4DFcPVb1LHeHIkZEmAxWIbPm/WmmO7cHOrvOtFyxUP9Xb+9aw+sRssMr47mkgG/B6/WvSvEdRodHlx9JwAg5HGh7/CL4sWSBinbPw0A8HZ0ouXlV8UhWi0Kv/C4uosmoklL2bAOkk4HORj9IdZ+7ATStm6J0arGZ8pfBV1yBoJ9nVFxZ8VBpGz/NCSNdtL39AZ9qqzNq1DJh4iIaCKYNCUiIiKKkV5PP5r6moV4Wfbq4a89zc0IucXdRwb2M41iLipB34e/He5r6hu1kSav0z/8dVVnHZOmRCpSY1eIkpAchtPnglNhh921SJIEiz46yZpgMEclXK3DidcRXxsSkKA3QyNNvSjTdPu7fnPHH7JULw17rf59uP0DQvyWJTcg3ZIKAOg/+jLCXvGzgq38FhjScgAATb94BnIgIIzJuusOJOTlqbxqIposXUICktauEXaW2k+eghwKQdJOPgE50yRJA1vpTvQeej4qHnLZ4WmsQMLSye9gN+mMqqzNpIu/ksZERDQ3MGlKREREFCNnxyjNO7KfqWOsfqaDZWhNC7yf6RBT7gpIeiPkgE8xaZroDsPmDsFp0aKqsx73rLwlNgslmofU2hWiJlmW4fK74fK7MdkCfRIkmPUmcVfrUKJVf/XrhFEJV4vejOrOevZ3JVU4fS68Xve+ENdr9fjE6jsAAEGnHf3HXxfGSDoDUm58CADQX12Nno+OCGN0NhvyH3lY5VUT0VSlbtksJE2DDgcctXVIWrN6jKtiy1qyQ0iaAoCzYv+UkqY5tkxIkjStl7EkSUJOYuaUryciooWNSVMiIiKiGFHqZ2rWm7AifcnwsbNG7Geq0QFaY+SBqGmwl+dCJ2n1MC1eDc/F0zDaAKfCmJzOAOqKtKjpPI9QOATtFEqGEZFIrV0h8UKGjIGABwMBD7rQM+nrp7NLFQDeaTjEpCkBAF6tfRcehRKTdyzbjpTBMv69H7wAOegXxiRtvhs6WyrkUAiNP/m54v3zH30EOqtV3UUT0ZSlbt6Ei//zYyFuP3Y8bpOm+uQMmArWwnupKio+UHccIa8bWtPkSs4nmmzYmFOKEy1T7+W6KacMiUb+3UZERFMzvf/NEREREdGUhMNhVLTXCPGSzGLoRiTzlHaa6q2AJAFG9jONYi4qAQDoEgClnEXuYIleT9CLi72XZ3NpRPPa0K4QigjL4Wldf6L1LBxTKElM80ufpx9vnt8vxE06I+4rvg0A4O9phfOMuBNVY7Igaev9AIDO/QfgvtgojEnIX4ys229Vd9FENC3G9DRYli4V4vZjJ2akDL5abKU7hZgcCsBd/eGU7nf7su3TWs9ty26a1vVERLSwcacpERERUQw02Jvg8ov9x0aW5vX39cPbKvbEGyrNa86PzzfOY8VcGEmaDvc17Y8+n9t1tZdbVUcdlqcVzebyiOYtNXaFlGetwWfLH4DbPwCXfwBu/wDcgRFf+wfgCgxgYMTXbv8A/CGxR+NcJ8syWh0dSFzEXTIL2cs1byv+/r5rxS4kmiIfBHoPPgcoJOmTtz0ArdmK4MAALv3yOcX7F33x83HZI5FooUvbsgnuCxeiYt72dniuXEFCfn6MVjU+S/FWdL/9Y8j+6J3xzor9SNxw+6TvV5JZjLUZK6dU6n5txkqUZBZP+joiIqIhTJoSERERxYBSaV4AKM+6mgh11o3Rz3TwOTr7mUYzZBZCY7Yh7HEqJk1THSEkeMIYMGtQ1Vk33A+OiKZva976aSVN71l5MxYn5Uz6ukAoEJVEjU66eqISru5RCVhfHPZiHeJVKMlKC0fPQC/eufCBELfozdg92JPb19oAd43Yp1RrTUXixjsBAM2/exGBvj5hTMqmjUguL1N30USkitQtm3D5ud8I8eaXXkHWrbfAnJsDfVJSDFY2No3BBOuqbXCe3RcV97Weh7+7GYb0vEndT5IkfGPbl/HX+55Cs0N8gXQsGZY0fGPbl1n9goiIpoVJUyIiIqIYONtWLcTyErORbkkdPlbqZwoJ0Fsi/UyN7GcaRZI0MBeshbv2yPBu3NFyuvxoyDehtvsCAqEA9FqWNyaarkAooFhGdKKmsytEr9Uj2ZyEZPPkHyAHQ0G4A6OSq2PscnUHohOunsDMJjW73L0zen+Kby+eexPBcFCI37PyFlgMCQAA+4FnFa9NuelhaPRGeNvb0frKXuG8pNOh6POPq7tgIlJNQkEBjBkZ8HV2RsW79h1A174DgEaD1E0bkX3XHUgqK42bBKG1dKeQNAUiu03Tdn128vczWvDtXXvwvcM/nvCO02RT0vDfkURERFM155KmkiT9E4CNAFYASAfgAXAJwMsAfiDLco/CNdsAPAlgKwATgAYAPwPwH7Ish8aY53EAXwOwGkAIwGkA/yrL8msq/5CIiIhogXH6XGiwXxLi5dnRO0cV+5laIv06jbkroNEZZmyNc5W5qBTu2iPQWwBIAEa1f8rtDKAh34RAKIDzPY1YnbEiFsskmld+fvq3aLA3TenavMTsmO0K0Wl1SNImIsmUOOlrQ+EQBgaTra4RSdWegV788uyL017bj089iw8vH8O9xbdhXfYaaJQaNdO81Onqxr6LHwlxm8GCu1bsAgAMNJ6Fp7FCGKNPzYGtLDKm6elnIAfFxGv23XfCnDv5Xd1ENDuCThfksOKjyohwGPZjx2E/dhxJpSVY+Wd7oLeN8bbgLDItXgVdciaCfR1RcVflIaTueBSSZvLlwK1GC7654w9R2VGLtxsO4mRrxbi9Xet7LuJUayU25pZOei4iIqIhcy5pCuCPAXwM4F0AnQAsiCRD/wbAVyRJ2irL8pWhwZIk3Qfg9wC8AJ4HYAewG8D3AVwP4KHRE0iS9K8A9gBoBvBjAAYAjwDYK0nSH8iy/IOZ+sERERHR/He2vQby6GweokvzhgMBuBouCGOGSvOa81maV8lwX1NN5OfK74w+n9s5oq9pZx2TpkTTtP/iYbynUEZ0ItZmrMQ3tn0ZVqNF5VXNPK1GC5vRCptR7Dta231hWqWKh9R0NaCmqwG5iVm4d+WtuKFgE3fHLwC/q34DIYU+pfetuh1mvQmyLKN3/xi7TAcTE/2VVeg5ckw4r0tMxOKHhUcgRBQnAg4nKv/ySfi7hf0givorKlH5F0+i5B++E/PEqSRJsJXuRO+h6NLCIZcdnsYKJCxdN+X7lmatQmnWKjh8LrQ6OuANetHYewW/rnxFGP9sxUtYl70G2ikkaYmIiABgLr6umijL8lZZlr8gy/Kfy7L8B7IsbwLw9wByAPzF0EBJkhIRSXqGAOyQZfmLsiz/KYByAEcAfFKSpEdG3nxwV+oeABcAlMqy/MeyLH8NwAZEEq7/KklS4Yz/KImIiGjeOtMuluY1ag0oXrRs+Nh14SLkQEAYx36m49OlZEGXmA4AiiV60/uCMPoiD6OrOiZW6ouIlF20X8JPTv1a8dzytCJszBHLBkqShM255Xhy+9fxzR1/OCcTptdy+7Ltqt6vxdGO/zrxS/x/r30Tr9S8gwG/R9X7U/xodbTj4KWjQjzZlDj8+8pdexS+NvGlKmP2UliKt0IOhdD4058r3r/gM5+Gzjr//swRzQeyLKPuX56C50rzpK7zXGlG3T8/Ne4OzNliLd2OSKmXaEple6ci0WhF8aKlKM9eg/tX3Y7i9KXCmBZHO/Y3iv2eiYiIJmrO7TSVZXms5jEvAPhLACObe30SwCIAz8iyfHLkPSRJehLA+wD+D4CRr0H978HvvyvLcu+Ia5okSfpPAN8E8HkA35ruj4WIiIgWnrAcxtn2GiG+JmMFDCN2ECn2MwWgtwGSVg9jLvuZKpEkCabCUrgq9sGQCKB11HkAOV0BNOYZcd7eBG/QB5POGIulEs1pTp8LT330IwQU+i5mWRfhL2/6/2AxJETtCjHpTMhJzESiwu7M+aQksxhrM1ZOuAfbRPV6+/FsxUt48dybuGXpDbh7xc1ITUhWdQ6KrReqX1dMfDyw+k4YdQbI4RB6DzyneG3qzscgSRLa398Hd2OTcD6hIB+Zt96s9pKJSCX9ZyvQX1E5tWsrKtF/tgLJ5WUqr2py9EkZMBeuhacp+sfhrj+OkMcFrVm9f/8lScJjZQ/gyff/RTj3QtVe3FCwiZ/xiYhoSubiTtOx7B78fmRjj12D37+lMP4QgAEA2yRJGvmv6HjXvDlqDBEREdGkXOprQb/XIcQn0s9UawS0esCYx36m4zEXRUr0Gob6mo6S2xXZwRsKh1DXLe7WIaLxhcNh/NuRn6FrwC6cM2j1+JPr/xcshgQA0btCihctnfcJUyDyIPcb276MvMTsSV2Xak5GftK1e016gl7srXsPX3v9Sfzw2DO40t96zWso/l3ua8HhyyeFeFpCCm5ecj2AyG6tgF389TYXlcFcVIqg243Lv1JOqhZ96QuQtCxXSRSv2t5Qegw5ievffFullUyPtXSnGAwF4T73oepzrUhfgq1564V4n9eB1+reU30+IiJaGObcTtMhkiT9CQArgCQAGwHcgEjC9B9HDFs5+H396OtlWQ5KktQIYA2AJQBqJEmyAMgF4JJluU1h2vOD30+o+ZUkSafGOFU8keuJiIho/jnTJpbmBaKTprIsK+40HS7Ny36m4zIXDPY11QJ6CxBwRZ/P7fQPf13VUYeyEb1kiejaXqjei4oOccc8APzvTY8hPzl3llcUf6xGC769aw++d/jHE9pxOtTf1WJIQGVHLV6pfQeVHcoVB4aEwiEcaDqCA01HsD57Le4tvg2rFi0TSiJT/HJ4nWh1dsAb9OGlGuWEySdX3wW9Vo9wwIfeQy8ojknd+RkAQPNvf49Av/hiVuqWzUguLVFv4USkqkB/P+wnxJcmJsN+/AQCDgf0iYkqrWpqLCu3oNtghjyqlLyz4gASN9yh+nyfLr0PJ1rOCL2gX6l9F7csvRHJptj+fBAR0dwzZ5OmAP4EQOaI47cAPCHLcteIWNLg9/1j3GMonjzF8URERESTotTPNMu6CFnWRcPH3vYOBPrFjyP6wR6dZvYzHZfOlgL9osUIdF2BwSYmTTPsQegDYQT0GtXLZxLNdydazuLFc8rJnTuX78QNBZtneUXxy2q04Js7/hCVHbV4u+EgTrZWRJVelSQJm3LKcNuym1CSWTyc7CzNWoXSrFVo7L2CV2vfwZErHyM86mHwaB+3VeHjtiosSy3EvcW3YnNuOTSa+VRYav6QZRmVHbV4q+EgTo36PTFapiUd24uuAwA4Tr6JkEvc3W1ZtQ3G7KXwtLWhde/rwnlJp0Ph5z+n3g+AiFTnaWkFwuP/PX9N4TA8La0xT5pqDCZYV22D8+z7UXFf63n4u67AsGixqvNl2zJw69Kb8FbDgej5gj78rup1fGnjp1Wdj4iI5j9Vk6aSJOUD6JNlWXy18eoYG4AUWZYvT2cuWZazBu+XCWAbIjtMT0uSdI8syx9PdMlDt5vs9BNc4wbFSSM7UMX6EURERDSvDfg9qOu+KMTLs6KToGP1MzVYh/qZTqjoxYJmLiwZTpq6R9UP0chAdncAl7ONuNh7GW7/wHApUSIaW6uzAz849rTiueL0pfhs+YOzu6A5QJKk4SToZPu7FqUsxh9e90V8uvR+vF73PvZd/Ai+kH/M8QDQYG/C9w7/GFnWRbhn5S3YUbgVBpZzjxtOnwvfP/yTCb+ws3vlrdBptAh5XOg7/KI4QNIgZXskIdD0819ADoo9hnN23w1z9uRKRRPR7Ap5vercx+O59qBZYCvbKSRNAcBZsR9pN6v/Escn19yFg01H4QlG/zy+d/FD3LViJ3ISs1Sfk4iI5i+1Xz1tBPCH1xjz9cFxqpBluUOW5ZcA3AYgDcAzI04PbdFIEi6MSBw17lrjr7UTlYiIiGhMlZ21iruFyrOjy8Mq9TOVtIDODBhz2c90IsyFpQCuljQeLbcz0tdUlmXUdJ1XHkREw7wBL5768H/gCYgPdpNNifjjbV+GTsN+ieOZan/XDEsaPr/+Yfxw93fxqbW7J3Rdu6sLPzn1a3z1tb/C76rfgNPnuuY1NLOcPhe+te97k6pw8Ob5/XD53Og78hLCXrdw3lZ+CwxpOeg7WwH7sRPCeX1SEvIe/uS01k1EM09rMqlzH7NZlftMlzGvGLoUMVHpqjwIORxSfb5Ekw33rbpNiIflMJ6reEX1+YiIaH5TO2kq4eruzVkly/IlAOcArJEkKX0wPPS/EWE7hiRJOgBFAIIALg7eww2gBYBVkiSlVzGXD34v9EglIiIiupYzbeeEmE6jw+qM6I8qzlrlfqaSBJjy2X9zIsz5qwFJA40O0ClsIh1KmgKRvqZENDZZlvHfJ36FK4424ZxW0uAb276MFPNY752SWmxGKx5ccxd+eM938aUNn44q6z4Wh8+FF6r24qt7/wo///gFdLp7ZmGlNJosy/j+4Z+gWeHP0HhanO146oMfov/EG8I5SWdAyo0PQQ6F0PjTnyten//Yo9AlsJICUbwz5+YA0y2prtFE7hMHJEmCrXSnEA+5++C5eGZG5rx7xc2Kn0WOt5xBbVfDjMxJRETzUyyanGQCEF+RVMfQp4Oh15b2DX6v1Gn8JgAJAA7LsuwbER/vmjtHjSEiIiKaEFmWFfuZrl60HCadcfg46HJj4PIVYZx+cGMR+5lOjMZkgTF7KQDAaBPPZ/YEoA1FOi5UdfJ9OKLxvF6/D4evnFI899nyB1G8aNksr2hhM+gMuG3ZTfh/d/4NvrHty1iWWnjNa3whP948vx9ff/2v8W9HforGXvHfGZo5lR21U+6hXd1zEef1YoegpM13Q2dLRfs772Hgktj9yFJUiMybxaQFEcUffVISUjdtnNY9Ujdvink/05FsJduhtK/GWbF/RuYz6gz41Np7Fc/98uyL4/aPJqKFYfeeVxbt3vPKDbv3vHLH4PfXfgNxAZAk6WlJkmRJkgpjvZZ4Me2eppIkjS5GX64QAwAtgHwAnwVQOcW5ihHpmdo+Kq4B8HcAMhBJgvYOnvodgH8C8IgkSf8hy/LJwfEmAN8ZHPNfo6b578E1/pUkSS8P3WvwN83XAPgAKL/GSURERDSGFkc7egZ6hfjo0rzO+npA4T/1BisArY79TCfBXFgCX+v5SF/TjuhzunAkcdqaYcDl/hb0ex1IMsXPgyaieHGu8zx+dVahlyKAG/I34c7lTMrEikajwdbF67Elbx1quhrwau07+LitatxrwnIYH10+iY8un0RJZjHuLb4VpZmrIEkxKRi1YLzdcHBa1x9NMmO552qFBI3JgqSt9yPocuPyc79RvKboS1+ApGXJbKK5IvuuO2A/dnzq1995u4qrmT5d0iKYi0rgaayIirvrTyDkcUJrVnircZp2FG7F63XvCZUxzvc04ljzaWxdvF71OYkovu3e84oE4BZE8jq7Eb2JMLx7zyuvAvghgPf2PnUf364gACokTQE8DWDoN5QM4L7Bb6MN/S9sAMDfTnGuOwD8iyRJhwBcANCDyM7V7QCWAGgH8OWhwbIsOyRJ+jIiydMDkiT9BoAdwL0AVg7Gnx85gSzLhyVJ+h6AbwCokCTpdwAMAD4FIBXAH8iy3DTF9RMREdECdbpN3GUKAOVZ0TtHHTViaV4gstPUlLsCGr1R8TyJzEWl6Dv8IgxjPJPJ7YwkTQGguvM8tuVvmMXVEcU/u6cP3z/yE8VezPlJufjKps8w2RYHJEnC6ozlWJ2xHFf6W7G39j18cPk4QtfoG1fZUYvKjloUJOfhvuJbsXXxBvalnQEOrxMnWs5O6x7nLEa4NRIs4cijl+RtD0BrtqLxZ08j6HAI49Ou24qktaxMQTSXJJWVIqm0BP0Vk99nklRagqSy0hlY1fRYS3cKSVOEgnBVf4ikjXcqXzQNGo0Gnyl7AP/4wX8K556reBkbc8v47xzRArJ7zytpAF4AsGuMIRoA9w9+27d7zysP7X3qPvvsrC6u/AWAf0SkbSVBnfK8nwfwBQBfRCQx+srg8ehvnwNwN4A8WZbfmeJc7wH4EYA0AA8A+FMADyKSCP1bAGtkWY5qFibL8suIJFUPDY79AwABRJKij8gK9RlkWd4D4AlEkrBfGVx7NYDdsiz/YIprJyIiogVMqTRvWkIKchOzomLOWrF8ny4B0GjZz3SyjHkrIekM0OgBnVk8n9fpH/56qmUTiearYCiI7330Y/R7xYRMgt6MP7n+K1GlxSk+LE7KwVe3fA7/efd3cG/xrTDrTNe85lJfM/796M/x9df/Gm/U74M34J2Flc5v3qAP5zrP45Wad/DU4R9N+36yJKHLEHnnXWtNReLGO+FpaUXba0q9TnUofOKz056TiGaXJElY+Wd7YF6cN6nrDOlpWPlne+LyJSbLyi2QjGJfZdcMlegFgHXZa7A2Y6UQb3d14b0LH8zYvEQUXwYTpocwdsJ0tF0APti955XUmVtVfJJluU2W5VpZlgPXHr0wTHunqSzLvxj6WpKkxwG8LMvyM9O97xhzVSGylXqy130E4K5JXvMLAL+45kAiIiKia/AGfajpahDi5Vlroh5wyKEQnPXnhXGG4X6ma2dsjfORRmeAaXExPI0VMNiAoCf6fHZXAJqwjLBGQjWTpkRRfnHmd6jvuah47g+2fh5ZtoxZXtHcF3L3I2BvRdjvhcZggj41B1pL0ozMlZqQjMfKHsADq+7Eexc/wOv1+9Dr6R/3mu4BO54+/Vv8tvp13L7sJtyxfCeSWbb8mmRZRpurE+e7G3G+J/LtUn+L4g7t6fBpIp8XUm56GBq9EY0/fxpySNxNnHPfbpiysoQ4EcU/vc2Gkn/4Dur++akJ7zg1pKZBb1O/1K0aNHojrKu2wXnmvai4r+0C/J2XYcjIV31OSZLwWNkn8Ofv/qNw7nfVr+Omwi1I0Cu8TUlE88ZgSd4XAEz2rfPVAH67e88rt8SiVK8kSfcC+MPBdaQiUmX1PIDnZVn+4eCYA4hsEDQB+CaAzwDIAdAM4BkA/yDLsn/UfWUABwE8gkjLyjsBZAH4oizLT0uS9DSAxwEUDVVYHWxV2YhIfuxvENmJegsAK4AqAH8jy/JrCj+GJEQ2N34SQDqAJkQ2Qb6MSOXYX8iy/MRUf45mixrleYfJssyGNkRERESjnOusRzAcFOKj+5m6my4h7BV3+BhsYD/TKTIXlgwnTQc6o8/pQ8AiexAd6Xq0OTvRM9CLtISU2CyUKI4cajo2Zg/GB1ffhQ05JbO8orlLlmV4GivgOPUmBs6fAkYm0iQNEpZvROKGO2AuKp2RXUIJBjPuLb4Ndy7fiQ8vncDeuvfQPKrX22hu/wBePPcW9ta+h+1F12H3yluQzST5MLd/AA32puEE6fmeJrj87hmf1xiWoU/Nga1sF3pPn0HviVPCGH1yMvI++eCMr4WIZo7eZsOab38L/Wcr0PbGW7CfOAmEx34Jw1VfD0dNLRJXFc/iKifOVrZTSJoCgLNyP9JufnxG5lySWoAb8jfhw8snouIOnwuv1r6DR0qUusoR0TxyCya+w3S0XQBuRqTi6ayRJOkrAP4HkcqnewF0A8gAUIpIpdcfjrrkBQCbEGk/GUCkXebfANgoSdK9CtVVUwEcBeAC8CKAMICOCSytAMBxABcB/HLwPp8C8IokSbfIsjxcOkCSJBOAfQDWAzgN4FkASQD+CsCNE5grbqiaNCUiIiIi0Zm2c0JMK2lQkhH9cMNZq9zP1GAFTDnL2c90CkyFpQCeHaevqR8d6XoAQHVnPW4q3DJ7iyOKQ029V/A/J59VPFeetRoPrbl7llc0d4UGnOh46Sl4m8bYLSSHMVB/HAP1x2EqLEHmA3ugNc/MbiG9Vo+dS7Zhe9FWnG6rxqu176KmS6xsMFIgHMR7Fz7A+xc+xKa8Mty78lasSF8yI+uLV+FwGFccrTjf04j6wSRpi6N91tchyTIW+YNIuetRQAaafva04riCzz4KXQJ3UBHNdZIkIbm8DMnlZQg4HPC0tCLk8WCguQVNP/25ML7lpZeRuOrPY7DSazPmroQ+NRsBe/QLO67KQ0jd+RikGeox+kjJvTjafFp4cfW1uvdx29LtSE1InpF5iSgufFWF62c1aQrgfwHwAyiTZTnqdW9JktIVxq9CpFVl7+CYvwKwH8A9AB5DJME5Uslg7AuyLItv9I9tByK7Sv92xHqeA/AWIq0zR9Zb/1NEEqa/AfDoUOJWkqTvAvh4EnPGnBo9TaNIkrRdkqTXJEnqlCQpIElSSOHbZH5hiIiIiOa00wr9TFekL0WCIfrBpqNGTJpq9IDGAJgK1szY+uYzY1YRNCYLtAZAq5Bzzu282rajqoMlemlhc/ndeOqjHyEQEtvZZFjS8PWtX4BGo/p/Ieel0IATrb98cuyE6Sjepkq0PvMkQh7njK5LI2mwIacEf7vrG/juLX+GLXnrIGH8Ha4yZBxvPoMn3/8XfGvfUzjZUqF66dl40e914GTLWTxX8TL+dv/38cRL38Cfvv1d/OjkczjQeCQmCVMAWO32ITVzCSzFW9H+1jsYuHxFGGNZugQZu1j8i2i+0ScmInFVMVLWr0PO7rthWVIkjLEfO4GBK80xWN21SZIEa6n4d1PI3YeBC6dnbN4MazruWLZdiPtDAbxQtXfG5iWi2Nq955VFAO6d5m3u273nFaVE5UwLIrJrNIosy90KY/9uKGE6OMYL4C8GD7+gMN4P4E8mmTAFgEuIlPQduZ63AVwGsHnU2McR2cH6FyN3usqyfAXA/5vkvDGl6k5TSZLuRqQ+sRaRn7g6RH6xiYiIiBakdmcnOlxdQrw8S2yv4awVk3YGGyBJgDmfSdOpkDRamArWYqDuGAw2wOOLPp/bFYAUliFrJFR11kGW5RkpkUkU78JyGP9x9Gl0uMX/k+u1euy5/n/BarTEYGVzjyzL6HjpKQS6J/cAO9DdjI4Xn0L2o9+alb+HlqcVYc/1X0GbsxN7697DwcYjCCiUkh+ppqsBNV0NyE3Mwr0rb8UNBZug1+pnfK0zIRgKoqmvGfU9F4dL7Xa6e1SfJ9uWgfSEVFR2KFeTmIit/R6kfuIxhNxuXP71bxTHFH3x85D4UgPRvCZJEnIf+ATq//V7wrmWl17B8q9/LQarujZbyQ70Hvg1gOhqka6K/bAs3zhj8z6w+k7sbzwMd8ATFd/fdAR3rdiF/OTcGZubiGJmJaa/UVAzeB+lZOVMeRbAUwCqJUl6HpEepB/Jsiw+TIpQ6qXyASK5uHUK55pG72CdoDOyLIcU4lcAXDd0IElSIoClAK4M9UUd5cMpzB0zapfn/RtEsuF3y7L8jsr3JiIiIppzzrSLpXkBoDw7Ognq6+6Br0v8TG6wAtDoYMxbORPLWxDMhSVXk6ajfoqNARlp/UF0p+jRPWBHh7sbWdZFsVkoUQz9rvoNnG6rUjz3lQ2Poihl8SyvaO7yNFZMeIfpaN6mSniaKpBQVKbyqsaWbcvAVzY+iofX3oO3zh/A2w0H4fYPjHtNi6Md/3Xil/hN5au4a8Uu3Lr0RqF6QjyRZRk9A73DJXbP9zSisffyNZPEk5WgN2N5WiGWpxVheVoRlqUWwma0QpZl/N2Bf0NV5+QrGiwd8KMkaxXMRaW4+JOfIeh0CWPSrt+GpDXiy1hENP+kb9uKy1mZ8LZHt6LrOngI+Z95BMa0tBitbGy6xDSYl5TCc/FsVNxdfxKhASe0CTNTmt5qtOATq+/Er86+GBWXZRnPVbyMP78pPpPMRDQtVpXuMzN/MY1BluXvSZLUjUhp4K8D+CMAsiRJBwH8qSzLJ0ddIvQjlWU5JElSDyK9UEebarmUvjHiQUQnpxPHWtc14nFJ7aTpWgC/YcKUiIiIKOJMm1iaN8mUiIJRbzaP1c9UbwVMuexnOh3mwhIAgCFR+XxuZwDdKZGdUlUddUya0oLzcWslflf9uuK525behO1FW6d875C7HwF7K8J+LzQGE/SpOdBakqZ8v3glBwMIunoRctlhP/DctO7lOPX2rCZNhySbEvFIyb24v/g27Gs8jNfq3kf3gH3ca3q9/Xi24iW8eO5N3LL0Bty94uZr9olzeJ1odXbAG/TBpDMix5aJRJO6z6W8QR8u2i8PJ0jP9zSi19uv6hySJCE/MWc4Qbo8vQg5tkxoJHFzgyRJ+Ma2L+Ov9z2FZkebwt2UZfiC+Ex7P9KeeAwDzc1of+Mt8d56PQof/+y0fixENHdIWi1y7rsXF//nx1FxORhE66uvoejzj8doZeOzle4UkqYIB+Gq/gBJm+6asXnvWL4Db50/IPx79nFbFao66rA2ky+mEs0z4ttlUzOzPTMUyLL8DIBnJElKBrANwCcQKbX7tiRJq0btFM1EpNLrMEmStADSADiUbj8ji75qaM7MMc6PFY9LaidNXQDG/18VERER0QLhDwVQ3VkvxMuzVgsPVZX6mUoaQJ8AmFiad1r0abnQWlMhy3ZoDEDYH30+tzOAs4PPS6o663DL0htmf5FEMdLu6sJ/HP254rnlaUV4Yt1Dk76nLMvwNFbAcepNDJw/BYzsfylpkLB8IxI33AFzUWncl8OWQwGEXH2RhKjTjqDTjpCrdzhBGnRGvg971Ho+AwzUn0BowAFtwhhveswwk96Eu1bswm3LtuPolVN4tfZdNPWNX2rYE/Rib917eOP8ftyQvwm7V94SVfZQlmVUdtTirYaDONVagRFtjiBJEjbmlOL2ZdtRklk86d8Tsiyj3dWF8z2NqO+OlNq91N+iet/VRKMVK9KWDCdJl6YWwKw3Tfh6q9GCb+/ag+8d/vGEdpwuHfDjM+39WLTyOhizl+Lct78LOSRWR8u9/16YMpU2FBDRfJVx805c+c3zCPRHPxfvePtdLH7ok9BZ46+cfsKKzZCMCZB90ZUMnBUHZjRpatDq8UjJvfjBsaeFc786+yL+/tb/q/iyCxHNWXWI9NWczh/s8OB9YkKW5T4AbwB4Q5IkDSKJ0xsB/H7EsO0Afjnq0hsRyffNXMPoMciy7JAk6SKAQkmSChVK9M6phyxqJ03fx4haxkREREQLWW1XA3whvxAvz55YP1O9JZI4NRWw5N50SJIEc1EJXJUHYbAB3lEt63I7/YAsA5KE6g72NaWFwxf046mPfiT0+gKAJKMNe7Z9BTrt5P7LGBpwouOlp8YuTyuHMVB/HAP1x2EqLEHmA3ugNc9q9avIMkJBhNz9g0nQwUSoMzoRGnT1Ijyg9KL2TC8ujEBPa8ySpkN0Gi1uKNiM6/M3obKjFq/WvouKjppxrwmFQzjYdBQHm45iffZa3Ft8K/ISs/H/jvx0zEShLMs40XIWJ1rOYm3GSnxj25fH7Z874Pegwd4UVWrX5XdP68c6mlajRVHy4uEE6Yq0IiyypE373war0YInt38dp86+ibfr30elPAB5xD0lWcZqtw9b+z1Y5glAkjRI2f5p9H58Gr2nPhbup09JQd6Dn5jWmoho7tEajci+525cfvbXUfGQx4P2t95G3icfiNHKxqbRG2FdfT2cp9+NivvbL8DfeQmGjIIZm/uGgk14re494QWgi72XcfjyKdxQsGnG5iai2bX3qfu6du955VUA90/jNq/sfeq+2exnCkmS7gDwnizLo3tHDL0ZN7p3xjclSXpNluXewetNAP5h8JzyG7Ez7xlE2nf+gyRJj8qDb0lKkrQYkXLDc4baSdP/C+C4JElPAviuPPL1USIiIqIFRqk0rwQJpZmromIhrxeui43CWP1gP1NTLstGTZe5cOykaYJPRoojhN4kHfp9TjQ72rA4KSc2CyWaJbIs40cnn8UlhR2EGkmDP972pWuWWR0tNOBE6y+fRKB7/F2JQ7xNlWh95knkfO47qiVO5XAIIXd/ZFeoq3cwGWqP+j7k6kXI3Y+Zr1I1dSHf+D1FZ5MkSSjNWoXSrFVo7L2CV2vfwZErH19zJ+fHbVX4uK0Keo0egXBgQnNVddbhr/c9hW/v2gOr0YJwOIxmR1tUgrTF0Q5Z5V+79ITUqARpYcpiGLR6VecArr5UkNZUiUcBuDUSugw6+DQSjGEZi/xBWMJXf2zWkpugS8pA40//UfF+hZ/7DLTm+O0lS0QzJ+vO29H8+5cQ9nqj4q17X0fOvfdAYzDEaGVjs5XtEpKmAOCs2I+0W56YsXk1kgaPlT2A7xz8d+HcrytfwZa8cuhn4O98IoqZH2J6SdMfqrSOyfgNAK8kSR8CaAIgIbJzdBOAUwDeGzW+BkC1JEm/AxAAcB+ApQBeh7gDdbb8MyI/748AWClJ0jsAkgA8DODQ4Dl1S8HMELWTpt8CUA3gbwF8QZKkM1BuFivLsvxFlecmIiIiiitn2s8JsWWpBbAZrVEx1/kGICx+djTYAGPOMmgMEy//R8rMhaUAIj+nSnK7AuhNinw0ru6sZ9KU5r23Gw7ig0vHFc89VvYJrM5YMan7ybKMjpeemnDCdEiguxkdLz6F7Ee/Ne4uPjkcQmjAEUl4OnsRdNlHfG9H0NUX2THq7o8uBzxH2d97GnLAC8vKLZA02lgvZ1hRymL84XVfxKdL78frde9j38WPFCsqjDTRhOmQZkcb/u87f49M6yI02JvgDfqms2SBQavH0tTC4QTpsrRCpJqTVZ1DidJLBZawDIt37J8f75U6tL76KjzNLcI56/JlWLRj+4yslYjin95mQ+att6Bt72tR8UBfHzr3H0DW7bfFaGVjM+Yshz4tB4Ge1qi4q+oQUnc+BmmS1S0mozRrFcqzVgv/P+ty9+DthkO4Z+XNMzY3Ec269wDsA7BrCtfuQ6Sa6mz7cwC3A1gP4C4AXgCXENmk+F+yLI/+wPgwgG8C+AyAHAAtiOzy/MdYbWSUZdkjSdJOAN8G8EkAfwygEcDfA/gAkaRpDMr4TJ7a/xo9MeLrwsFvSmQATJoSERHRvNXttqPZ0SbEy7LF/qRK/UwBwGAFzAXsZ6oGXWIa9Gk5kLtbodEB4VFFb3I7/KhaFtmtU9VRhzuW75j9RRLNktquC/jF6d8qnrtu8QbcvWLyDw49jRVjl+S9Bm9TJRyn34E+cVF0MnRkgtTVNy+SoRMV6GlB54tPQZeShaTNu2Er2wmN3hjrZQ3LsKTh8+sfxifX3IV3Gg7hzfP74fCp19e1a8COrgG7KvfKtmUMJ0iXpy3B4qQc6GY5ET3Vlwr8nW3o2v8bxXNFX/w8JA378M03/S4fmjtd8PqDMBl0yMuwIskaP3/2Kb7k3rcb7W+8KfQ7bnnpFWTecjMkbfy8dANEKhfYSnfCvv/ZqHjI3Y+BC6dhWTGzZXI/U/YJnG2vEaoV/P7cG9hRtBVWQ/z1giWiydv71H3y7j2vPIRIom4yvY7OAXho71P3zXrSUZbl/wbw35MY7wPw5OC3a40dt7+ELMtPIDqvh8GepGNeJ8vyjjHifQC+PvhtmCRJXx78cvxeH3FC7aRpkcr3IyIiIpqTlHaZAsA6haSpUj9TnRnQ6ABTPpOmajEXliLQ0xop0dsbfS63M3C1r2lXPcLhMDR8GE3zUJ+nH98//GOEFBKQeYnZ+D+bHptS30bHqbemta6eN380retnjwStJQlaawp0tlRorSlRX+tsqeg58By8F8+oMluwtx09b/8YvR88j6QNdyJx4x0x73U6ks1oxYNr7sLulbfgYNMx7K17F+2urpitJ0FvxvK0wuFSu8tSC4XqDrEw1ZcKnC1A2B8S4uk33YDEVcVqLI3igCzLOFPfhdc/asSJc+0YUaEZGgnYvCYLd20rQvmKRey5TlGMi9KRftON6Np/ICrubWtHz9HjSL/+utgsbBzWtdthP/Br4UUoZ8X+GU+aFiTnYXvhVhxoOhIVd/sH8HLN23isLP56wRLR1Ox96j777j2v3Ajgt5jYjtN9iCRM1Xlrb4GSJClHluXWUbHFiOyKDQJ4TfHCOKNq0lSW5Utq3o+IiIhorlLqZ2o1WLA0pSAqJofDcCgkTSP9TLUw5bGfqVrMhSVwnHpLMWlq84SR6A7DYdXC7R9AU18zlqTmx2ahRDMkGA7h+0d+gl5vv3DOrDPhT67/Ckz6yZcDD7n7MXD+pBpLjClNQiJ01lRobSnQWVOgtaZCZ4t8r7WlRmKWpGuWD0zeci/aVUqaDgkPOND7wfPoO/ISbGW7kLRlN/QpWarOMR0GnQG3LrsRNy+5Hidaz+LF6jfR2HdlRueUIGFxUk5UL9KcxExopPh74WUqLxUEBoCBTjGuMRhQ+LnHVFgVxQOH249/euYEKhq6Fc+HZeBoVTuOVrWjdFk6/vzxTbAlxF+vSoqd3E/cJyRNAaDlpZeRtm1r3CXadYlpMBeVwjPq38mB86cQGnDM+ItBD5fcg4+unEQgFF3p8s36/bh92XYssqTN6PxENHsGE6e3ALgZwNcA3Atg5AfFMIBXEOlh+n4sdpjOQ7+XJEmPSB/WPkQq0d4DIAHAX8iyLPaciEMzVyyeiIiIaIEKhkOo7BBL7pZmrRJ2L3qaWxByu4WxBiv7marNVLAGgASDTfn/QrmdfjisgyV6O+uYNKV551dnX0RNV4Piua9teRw5iVNLwgXsrXFdOldjtg3uAh1MhFpTBpOgIxOkyZC0elXmMxeVwlRYMuVyxeORg344Tr0Fx8fvwFK8BUlb74cpZ5nq80yVRqPBlrx1SDRY8a3931P13olGa1SCdGlqIcxTSPLPtqm8VCDLgOOy8rncT9wH46JFKqyMYs3h9uPP//NDXOlwTmh8RUM3/u8PPsQ//X83MHFKwywF+UjZuAG9J09FxV3nG9BfWYXk0pIYrWxstrJdQtIU4SBc1R8gadPdMzp3ekIq7l6xCy/XvB0VD4SDeL5yL/6/rU/M6PxENLsGE6HvAXhv955X0gGsBGAD4ARQt/ep+5TfWqKp+iWAzwJ4EEASABeAYwB+IMvyi7Fc2GSomjSVJGnCT5ZkWR7jvwBEREREc1t990V4gl4hXp4lttNw1I7Tz5SleVWlNdtgyFoCue0CJC0gj6p4mNsZQM2SSNK0urMO9xbfGoNVEs2MDy+dwBv1+xTP3b/qdmzOK5/yvcN+8e+72aAxWaG1Jg+Wxh2xK3REglRrTYZGN7vJBUmSkPnAHrQ+8+Skeljq0/OQevPjcH78DgbOnxh/sByGu+YI3DVHYCpYg+St98G8dH3c7Cjyhfyq3GdjTim25W/A8rQiZFjS4+bHNxlTeanA1w/4HWLckJaK3AfuV2dhFFOyLOOfnjkx4YTpkCsdTvzjL07gO/9725z880AzI/eB+4WkKQC0vPhyXCZNE1ZsgsaYgLBvICruPLt/xpOmAHB/8e14/8KHcPqjX1z94NJx3L3yZhSlLJ7xNRDR7BtMkM7pJOlYvUTjhSzLP0Rk5+6cpvZO0yYAE9nGLM/A3ERERERx4Uy7WJoXAMoUkqbOGrE0r0YHaE1DOyNJTeaiEvjbL8BgjTyUHim382qZrnNdDQiGQ9BptLO8QiL1Xe5rwf+c+JXiuZLMYjyy9t5p3V/tHfGSMWHEbtAR34/qI6rRG1WdV01asw05n/sOOl58akI7Tk2FJch8YA+0Zhssy9bD392M/qOvwll1EAgFx73We6ka7ZeqoV+Uj+St98K65gbVds1OlUmnzq/NvcW3oXjRUlXuNdtkOQzvlVr0H3l5cteFx95lWvC5x6A1xf/uWrq2M/VdY5bkvZaKhm6cPd+F8hUZKq+K5qrE1atgW7kSzrro/1f0nT4Dd2MTLEWFsVnYGDQ6AyxrboDz43ei4v6ORvg6mmDMLJzR+RMMZjy45i48ffq3UXEZMp49+xKe3PH1GZ2fiIjim9qJy2egnDRNBlAOoADAAQDsfUpERETz1tm2c0KsMDkPKeYkIa6001RvBSQt+5nOBHNhKfqPvAxDopg0TXaFYBkIwZ2ghS/owwV7E1amz82H9URD3P4B/OtH/6O48y89IRV/eN0XhbLhk6VPzQEkzTRL9ErI+fw/wJC+eN6UJdeabch+9FvwNFXAcfKtSInWkT9HkgYJKzYhccPtMBeWRu0aM6TnYdE9X0XK9k/DcfJ1OE69LezIGS3QdRlde38A+4HnkLT5HiSuuxUaY8JM/fDGlWPLhCRJkOWpt4aSJAk5iZkqrmrmybIMX+t5uM99BFfNYYSc9knfw90JhBQ2b1sKF2PRTTeqsEqKB28cbpzm9U1MmtIwSZKQ+8B9qP2HfxbONb/4Mlbu+aPZX9Q12Ep3CklTAHBV7Ifx1s/P+Py3Lb0Jb9bvR4c7+uWFio4anGk7h/Js8WVXIiJaGFRNmsqy/MRY5yRJ0gD4JoD/DeBxNeclIiIiihd9nn409l0R4uXZ4q7RQH8/vK1tQtxgA4zZy6AxmGdkjQuZaXExoNXBYFPeuZXbGUB9YWR3aVVHHZOmNKeF5TB+cOxptLu6hHN6jQ57rv8KEo3Wac+jtSQhYflGDNQfn/I9ElZuhiln+bTXEm8kSUJCURkSisoQGnAg0NOKsN8DjcEMfVoOtAmJ416vs6UgdedjSN72IBxn3kP/8dcQcoy/Oy3ktMP+/jPo/fB3SFx/G5I23Q2dLVXNH9Y1JZps2JhTihMtZ6d8j005Zar8/pxpsizD39EE17kP4T53GMH+zinfKxwAXC3K5wq/+Dikab7gQPGh3+XD8er2ad3jWFUb+l0+JFnjd8c9za7UzZtgzsuFpzn6L5HuDz9CwWOPwpQZX0l2Y85y6NNyEeiJXq+z6hBSd30WknZmCxTqtDp8uvR+/L8jPxHOPXv2RZRmFk/7pTIiIpqbZu1vf1mWw7Is/y0iJXz/cbbmJSIiIppNZ9rFXaYAUJ4lJk0dtWJpXmCwnylL884Ijd4IU95K6BMiG+NGy+26WqK3qlP514dorni55m2calUuDfvFDY9gaWqBanNZS7YrxkMBwO8EvH2R70MBxWFI3HC7amuJV9qERJgWFyNh6TqYFhdfM2E6ksZoRvKW3cj/6n9i0b1fhyHj2r92sm8A/UdexuUf/B907v0B/F1j1HydIbcvU/49MVG3LbtJpZXMDH93M+wHf4Pm//k6Wn76J+g/8vK0EqYA4GwR+20DgLUoDcml66Z1b4ofzZ0uhKe+CRsAEJaBli6XOguieUHSaJD7ifvEE+EwWl95dfYXdA2SJMFWtkuIhwccGGj4eFbWcN3i9YqfhS71t+DQpWOzsgYiIoo/sXhl5jCA22IwLxEREdGMU0qamnUmrEhfIsSdSklTCdBbAFM+S0LNFHNhKSRNpAzyaDmdV0uY1ndfhH+sDA9RnDvTdg7PV+5VPHfzkhuwa8n1qs0lh4JwnHrr6rEcKX9trwc6TwM9NUBvfeT7ztOA/Xzk/FDlVlNhCcyFpaqtZz6TtDrYSrYj90tPIeuRJ2EuLLn2ReEgXBX70fyjP0b7838Pz6XqaZXNnaiSzGKszZhamfm1GStRklms8oqmL9Dbjt6Pfo/mH38Dzf/zh+j78LcI9LRO+X4jXyoY6AIGFHKukgYoePyzU180xR2vf/w+xRPl8alzH5o/Fm2/CYZUsbJAx7vvI+BwxGBF47OuvUnxLUZnxf5ZmV+SJHy27EHFc89X7oU/KLY2ICKi+S8WSdNUAJYYzEtEREQ0o8LhMCraa4R4SWYxdBqtEHfUKPQzTQAkrSZSRpZmxFCSwWATz6X3h2DyRnoOBsJB1HdfnM2lEami092Dfz/6M8gQE2NLUwvwhfUPqzaXLMvoeedn8DZFdrSGA4C9LvLN16d8ja/36hhNYg4yH9gT1c+Trk2SJCQsXYfsz/wNcr/wL7Csvl55+/woAw2n0Parv0br038BV80RyGGFbY0qrvEb276MvMTsSV2Xl5iNb2z7ctz8ngg6utF39FW0/OzPcOWHX0Pvgefg77w0qXsYc5ZBl5IFYOyXCvrHaHGZtCoDSeU3TPeHQXHEZFCn7KjZOLPlS2nu0ej1yN59txAP+/1oe/3NGKxofDpbKsxLyoT4QMMphNz9s7KG1RnLsTFHfHGrx9OLN87PTvKWiIjiy6wmTSVJugXApwBUzea8RERERLPhQu8luPxuIV6eLe4aDQcCcDVcEOIGW+ThKvuZzhxjzjJIBrNi0hQAcliil+Ywf9CPpz78H8W/i2xGK/Zs+wr0Wr1q8zlOvgnHx28DiCRMe2oB/wQ3s/gdgL0WCHOz1LQYs5cg8xPfwOKv/gCJG++CpL92j0Nf63l0vvivuPLfX4fj1FsIB3wzsjar0YJv79oz4R2nazNW4tu79sBqjO171kFXL/pPvIGWX/wVLv/H/4L9/V/A1yb+mz0eQ0YhUnZ8Bou/+p/I/fw/Iffz/whNYvY1XyoYSWvUYvmf/V3cJJBJHXkZVmhU+CWtv9w7K7vGaW7JuuM2aC0JQrzt9TcQ8npjsKLx2Up3isFwCK7qD2ZtDY+W3a/49+xLNW/B4WMZbCKihUbV19IkSdo3zjyLAeQPHn9bzXmJiIiI4sGZtmrFuFI/U9eFi5ADYulXPfuZzjhJo4W5YA3C3pOABIzejJfb6cfFxZGkQ3VHHTCB6pdE8UCWZfzk1G/Q2HdFOCdJEv7oui8i3SKW7ZuqgQun0fPuzwfnBnovAEHP5O7haW5F3T8/hTXf/ta8TwwF+vvhaWlFyOuF1mSCOTcH+qQk1e6vT85E+u1fRMqND8Nx6i30n3wD4YHxM9jB3nZ0v/Vj2A89j6SNdyJxwx2T6rU6EVajBd/c8Yeo7KjF2w0HcbK1IirRI0kSNuWU4bZlN6Ekszhmvw9CA064a4/AVXMY3kvVgBye9D30abmwrr4BltXbYEjPizoXDgD2WmnCLxUAgMZig6S9dhKc5pYkqxGb12ThaFX7tO7z01erceJcB772UBly0hV6DtCCpEtIQNYdt6Pl9y9FxYNOFzrefR85CjtRYylhxSZoTBaEvdEvezkrDiBp8z2zsoa8xGzcXHQ93rv4YVTcE/Dixeo38ISKFTqIiCj+qV3LY8cYcRlAL4C3AfyrLMtjJVeJiIiI5iylpGleYrZikkKxnykAgxUw5TNpOtPMhSUYOH8SBmukn9xIuZ1Xk9kN9iZ4Al6Y9aZZXiHR5L134UMcaDqieO7TJfep2iPS392Mjpe+N5xY8jsmvsN0tP6KSvSfrUByuViib66TZRn9ZyvQ9sabsJ84BYRHJOI0GqRu2ojsu+5AUlmpaslCbYINKTc+hKSt98JVeRB9R19BsHf85Ex4wIHeQ8+j7/BLsJXtQtKW3dAPlpNVgyRJKM1ahdKsVXD4XGh1dMAb9MKkMyEnMROJxtgkfMJeN9z1x+E69xE8jRXAFMoV65IzYV19PSyrr4cho0Dx11GWZdT9y1PwNE+u/2nA3rdgXipYaO7aVjTtpCkAVDR04w/+ZT8evb0Y929fCq02Fl24KN7k7L4bra/shRyMLuXQ+sqryLrzdmh08VPaWaMzwLrmxqje6ADg72iEr70RxqyiWVnHQ2vvwQeXjsMXiu5j+vaFQ7hjxU5kWRfNyjqIiCj2VP1XUpZlfjojIiKiBcnpc6HBLvY4K88SS/MCyv1MtUZAa9TAlMd+pjPNXBjpXWSwiUnTRX1BGPxh+A0ahOQwarsbsC57bQxWSTRx53sa8bPTzyue25xXjvuKb1NtrtCAA+3P/z1k38BwzN05vXs2v/gyEgoLoLNYoNGrVz44lgIOJ+r+5Sn0V1QqDwiHYT92HPZjx5FUWoKVf7YHetsYdcOnQKM3InH9bbCV34yB+hPoO/IyfK3nx71GDvrhOPUWHB+/A0vxViRvvQ/GnGWqrQkAEo1WJC6K3a64sN+LgfMn4Tr3IQYunAZCk68PrbWlwbp6Gyyrb4Axe+k1E5r9ZyvG/n1wDfP5pYKFrHzFIpQuS0dFQ/e07+UPhvH06+dw6EwLvv5wOZbmJU9/gTSnGVJSkLFrBzreeS8q7uvqRveHh5Gx46YYrUyZtXSnkDQFAGfF/llLmqaYk7C7+Bb8rvqNqHgoHMJvKl7BH2370qysg4hmzsXvPrgIwEoAVgAuAHVL/ur3XbFdFcWj+Hm1iIiIiGgOq+iogTy6ziuA8mxx16gsy4o7TQ1WwJi9FBoj+5nONP2ixdBakmGw9QnnNDKQ3R3ApZxIScSqjjomTSmu9XsdeOqjHyGksEsux5aJr27+nGq71ORQAB2//xcE+zqGY6EA4Oud3n37z1bgxONfBABojEborBborFboLIPfWy3QWqxX4wrndVZr3CRcAw4nKv/ySXiuNE9ofH9FJSr/4kmU/MN3VE2cApGS5JbirUhYuQXeKzXoP/oKBs6fHP8iOQx3zWG4aw7DVLAWyVvvg3npujm72zEc9MPTcDqSKG04BXkKPVy1liRYVm2DdfX1MOathCRN/J3xtjfEZMBktL35NpOm84wkSfjzxzfhC3/3Drz+ie9wVugqMOxiSz++8W+H8IntS/Hp24th1GtVWSvNTbn334eOd9+PRQ8LvQABAABJREFU1M8foeWll7Fo+41x9fe5MXsp9Ol5CHRH/5vpqv4AaTd/FpKKvdjHs3vlrXj3wofo90aXzjh85RTu6bkFy9IKZ2UdRKSei999UAJwC4CvAdgNYOQHuPDF7z74KoAfAnhvyV/9no3CCcAMJ00lSUoEkASgX5blKRZrIiIiIop/Z9rOCTGj1oDiReIOHW97BwJ9fUJcbwNM7Gc6KyRJgqlwLQKODxXP53aOSJp2KpdSJooHoXAI/+/IT2H39AnnjDoj/uT6/4UEvTovYsiyjO43fwTv5ei/70JeVW4/LOzzwe/zwd9jn/S1GoMhKomqtSglWYdi0UlXjcGgyvqHS7FOMGE6xHOleUZLsUqSBHP+apjzV8PfdQX9x16Fs+rQNXdaei9Vof1SFQwZ+Ujach+sa66ftQfY0yGHAvBcrICr5iO4645D9k+y4S4AjdkKy8qtsK65Aab81ZA0k09CBfr7YT9xjST1NdiPn0DA4YA+Ud1+sxRbbk8AvsDEE6aly9Lx+D2r8fTec6i8oLxDNRyW8fv9DThc2YY/eKgcJcvS1VouzTHm3Bykbd2CniNHo+IDTZfQ9/FppGxYH6OViSRJgq10J+z7fhkVDw84MNDwMSwrt8zKOsx6Ex5aczd+curXwrlfnX0R39r5x3GVbCai8V387oNpAF4AsGuMIRoA9w9+23fxuw8+tOSvfj/5/4DQvKN60lSSJC2APwXwJQBFI+KNAH6CSE/Tyde/ISIiIopTYTmMM+1i0nRNxgoYFB4sO2vF0rxAZKepmf1MZ425sBTu6g+htwABd/S5kX1Nm3qb4fK5YTVaZnmFRNf2XMXLqO6sVzz31c2fRV5Stmpz9R/bC+fZfUJ8Cm0gZ0zY74ffboffPrWEqzYqqWqBbvTu1lHHQ7tftUbj8H3mQilWw6LFWHTP15Cy/dPoP/E6nB+/g/CIcstK/J2X0bX3P2A/8BySNt+DxHW3QGNMmNF1TpYcDsFzqQruc4fhrj2KsNc16XtIBjMsK7fAuvp6mItKIWmn99jE09Ia3ct2KsJheFpamTSdZ9460jR6E6BAIwFb1mbjrm2FKFu+CJIk4bv/ZxveOXYZP99bBbdX+fFaW7cbf/lfH+H2rQV44p41sJrj/0UHUl/ug58QkqZApCR+PCVNAcC6djvs+58d7pU+xFmxf9aSpgCwa8n1eKN+H1qdHVHxc13ncaq1EhtzS2dtLUQ0dYMJ00MAlPsliXYB+ODidx+8kYlTUjVpKkmSAcBbALYjUjHkCoA2ANkACgF8F8AdkiTdJsuyf6z7EBEREc0ll/pahDJOgHJpXgBw1Ig7FyUtoEuQYFrMfqazxVxUAiDS13R00jTTHoAuKCOokyBDxrmu89icVz77iyQax//P3n2HRXVmfwD/vtOHofeqIIhYAAtYsMQaS4otMWWTTdlkUzbdbNovm7bJJlvSd7PZ1E02m40aY0yxxa5YwIqKgqgovcMAwzDt/f0BJuJ9R4FplPN5Hh/j+86996BEZ+6555w9RQfwfd5G4d41Q2ZiQswYp12rOT8btZs+F+5pogYB+aeddi1PsZlMsJlMMNd1vdcwUyp/TqqKOgl0hTtbsSp8AhE0/VYETFwM/aGNaNj7A6yNNZc8xtpYg9pNn6F+5wr4jL4SfulXQeET6JZ4RTi3wVh0As25mWg+sRvW5oYun4Mp1fAanNaWKI0fBZnC8apjzjka8/JRsmq1w+cCAGtL1ytlSc9lMluxYe85yXqgrwaP3zIGJrMVWrUCUSHe8PNWd3gNYwyzxw9E2tBQ/GvVEew+Umb3Ouv3nEV2bjnuXZSCCcmRTv86SM/mMzgBviOGQ3/0WId1/dFjaMw/CZ/EwR6KTErhEwDtoJFoOXWgw7qh4ACszQ2Q6/zcE4dMjptTFuBvmf+S7P03ZxVGRQyHvBtdBwgh7tPeknc5Op8wPW8YgBWnX1k80xOtehlj1wJ4uD2OQAA1AE4CWMY5f6/9NYUAwDmPFRz/AoDnAUzjnG+9YJ0D2AbgBgCvArgKbXNdDwN4knO+gzGmA/ACgCUAwgEUAHiBc77iomvcDuBTAHcAKAHwHIBRAFoA/ADgUc55PWNsFIA/ApgIQAlgM4CHOOeFgrgD0VaEuQBtOUQTgH0A/sw533CJ65cDeKr9+r6cc6e1AnB2peljAKai7TdoKef85PkNxlg8gNfR1jv6MQCvOfnahBBCCCEecajsmHB9ZLj4Pbqo0lTlDWgiE3pc1U5fpvQLhSIgHKq6cjSXd9yT24DwGjOKw9punB+tzKOkKelRivVleC9LnMQcHpqIm1MWOO1arRWFqFz9FkST9JSBEQhZ9AjKtj3ieDVdL8bNZpjr6mGuq3f4XJ5oxSpTe8F/3LXwS5uLptxM1O9eDXOVNKFzIVurAQ27v0XD3h/gPWIK/MdfC1VIzGWvZW1ugLm2FDaTETKVBsrAyC7fDOeco7W0AM25O9F0fBesjV0vCGByJbQJo+E9bCK8EsZAptJ0+RyiuJrPnEH1jkxU78xEa2WVw+c8T66leed9yc7DpWg0SGsJ5mXEIjm+cy11g/y0eOb2sdiVU4r3v8lBXaN4Vm+tvhV/+nc2MlIicO/CFAT4Ov69TnqP6MULkXtU+lml5JtVSHrqCQ9EZJ9P6nRJ0hQ2KxqPbof/uGvcFkd6VCqGBMcjr/pUh/USfTm2nNmNmfGT3BYLIaRbZsJ+S97LmQ5gBgDxk6kuwhj7LYB/oS0R+D2AagChAFLQliB8z8FL+APIBNAI4H9oS8reCGA9Y2xC+7UD0ZbXUwK4CcAyxlgR51zasgC4FsDV7a9/H0AGgNsBxDHGngKwCcAOAB8DSEZbTjCeMZbM+S8tBRhjAwFsRVuydAfaCjJ17edexxi7h3P+oeD61wGYA2Bt+/Vju/5bYp+zk6Y3AzgKYMGFXzwAcM5PMcYWATgE4FegpCkhhBBC+ghRa94w7xCE+4RK1i1NzTCcK5KsK71pnqknaGOTYaoqF+5FVZh+Tpoeq6C5pqTnMJhb8Led/4LRIr1BHqj1xyMTfuO0KghLUz0qlr8KbpIOLpVpdAhb8jRUQVEITE9D7d6sbl/HZ2gSIq+9GpamZliammBtbvv5/K8tF/66ublvJ2g92IqVyZXwSZ4K7xFXoOX0IdTvWQ1j4WVaDdssaMrZjKaczfBKGAO/CQugiRnaYe4b5xwtZ3Kg378WhpP7O7ZfZDJ4DU6D75g5be1w7cyL45zDVFGI5uOZaMrNhKW+sutfoEwObVwqvIdPhC5xrNMeVDIUFaN6x05U7ciEsbTUKefsQCaDNoqqBPuSNbvOSNYUcoYrxw3s8rkyUiKRkhCMT3/IxYa9Z+2+bldOGQ6frMad1wzHrLEDaDZjP+E/aiS8YgfCUNjxe6NmTxYMxSXwio7yUGRSusFpkGm8Ja3Vm3I2w2/s1W77nmWM4dbURXh2018le8uPfo9JA9OhUagFRxJCeoj7nXC8W5OmAO5BW4VlKue8w5tcxpgzBpSnoi0xev/5vB1j7CcAnwPYgraE6lTOubF97z9oa2/8JICFgvNdC2AG53xb++tlANajLWG9BsBvOef/veBr+BjAnWhLnl7YhuUzAAMB3MQ5/+qC1/ujLZn6DmPsO855x57pwDwA8zjn67r8O9EJzk6aJgB49+KE6XmccxtjbC2AB518XUIIIYQQjzCYWpB/0VPIwCWqTPPzIRpg1TbPtKvdY4ijtLHJaDz4ExRawHJR58Ooql/mmhbpy1Bv1MNfQ/PkiGdxzvFe1ueSWVsAIJfJ8VjG3fBz0vepzWJCxdd/gUVfLd1kMoQuWgpVUNvN1oh5cxxKmg64cUmnW9JyzmFtaemQVL1kkrWpGZbmX/Z6Q8K1YuMmKHQ6aGOiPZLYYIzBK34UvOJHobXsFOr3rEbz8d2SWXMXMxTsh6FgP9SRg+E3YT50iWNhMxpQsep1+8lXboMhPwuG/CxoYpMRtmgp5Fqfn7dN1cVoys1Ec+5OmGu6kZBkMmgHDodu2CTohoyD3Mvn8sd0grG8HNU7d6Fqx05JMsLZAsem0zzTPqSguB55Z6VtwDOSI7tdBertpcKDS0Ziyqgo/GPFYZTVNAtf19xixrvLD2HbgWI8cP1IRATTvPa+jjGGqIULcPLNtztucI7S1d8h4Xf3eSYwAaZQwnv4JOj3d7wHbqo8B1PFGajDB7ktlsTgQRgfPRp7ijtWvtYb9fghbxOuGz7PbbEQQjrv9CuLQ9CW0HPE/NOvLA4e9H8rBR+CXMoCwHzxIufcGXEYAPz+orzdlwA+ARAA4OHzCdP2a+5obwU80s75/nc+Ydr+elt7onUmgKMXJkzbfY62pOlItCdNGWOpaBvz+fWFCdP289Uzxp4H8C2AxZBW2q52VcIUcH7S1IS2fsiXooPgD58QQgghpDc6WpkHq+Am8ii780ylrXkBQOnDoIkZ6tTYyOVpY3+Za3px0jSi2gyZlcMmb0tYHKvMw8QB6e4OkZAOVp/YgKziQ8K9O0YtQWKwc24ocs5R/eM/0VoirrIOnn0XvOJ+SXLKdd2/8e6Xkgy/1JROv54xBoWXFxReXm1Nq7qgLeFqhPWCJOrFSVXRr8+/nlutXfzquqdy42ZUbtwMTXgYAtLTEJg2Br7Dh0GmVLrl+hdSR8QjbOFjME8tR0PWD2g8tAncIm0reqHW0pOoXPk3KPzDYDO3wtZc36lrGQuPoPTzZxFy7UNoOX0IzbmZMFV2LyGpiRkK3bCJ0CVNgMLbv1vnuFhrTQ2qd+5C9Y5MNJ08efkDnCRi7my3XYu43tpdhcL1eRPjHD536uAQvPP4VHy1IQ+rtp2CzSYeyZZTUI0H/rYFv5o9BPOnxEMulzl8bdJzhUyeiHP//VLSMrxy81YMuOlGqAIDPBSZlE/KNEnSFAAac7a4NWkKADelzEd2ySHJZ73vTmzAzPhJ9DAlIT3TEACO/qMmaz+PO5Om/0XbaMtjjLFlaJtBmsk5d9ash3zOeeOFC5xzK2OsAoCOc35acEwJgHF2zrdPsHb+6cb9ds4FANEXrE1o/9mvfR7rxULafxbdKOv+07qd4OykaQ6A6xhjL4j+QNtLia9D25BZQgghhJBe76BgnqlCpsCw0ETh6xtPSBMQCi9AGxVP80w9QO7lC1VYHFS1Z2C4qNOjwgqE1VpQFtKWpDhakU9JU+JRRypO4H9HVgv3psZOwKz4yU67Vv2ub9B0dLtwzzdtHnzH/JLEsRqNyH/jbeFrL0cbE40hTyx1a8s9hZcWCi8t1CEhlz/gApxz2IzGSyZZTbW1qNy42WnxGssrUPb9jyj7/kfItVr4jxqJwPQ0BIwZBaVf1+aAOkoZEI7g2XchYPIS6PevQ8O+tbAZ9Jc8xlIvrYi+HHN1MUo/6d6cPXXkYOiGZcB7aAYUvs7oZAaYGxpQvWsPqnfshD73uLBbxOXo4gfBajDAWCZuB38pXX2ogPRsTS1mbD1QLFkfGO6DYXGBTrmGRqXA7VcPx6SRUXh32SGcLm0Qvs5ktuLTH3Kx41AJHlwyCoOi3Pt3CnEfJpcjcv61OPPhxx3WucWC0u9/QOxtt3ooMilVRDyUITEwV3UcZ9J0dAeCZvwaTO6+h4cifEIxK34K1hVs7bButLTi66M/4q60m9wWCyGk0y5X0NdZzmlN0kmc8zcYY9Voaw38EIBHAHDG2Da0VYiKkpRdIX4z0Fbdeqk9e/lD0TGWTuxd+Jd4UPvPs9p/2CP6M+36m+oucHbS9O8AvgKQxRh7GW39kMsAhAOYCuBZtGWIH3LydQkhhBBC3I5zjkPl0qTp0JAE4ZwbbrWiMS9fsq6ieaYepY1NRkuRdLYYAERVmn5JmlbSXFPiOdXNtXhr98fggoRNXEAM7hpzo9MSj80n9qBu65fCPe2gkQiadXuHtTMff9qtOY5+KckY8sRSKH3cek+i2xhjkGu1kGu1UIfYT8hZGpscalVsj7WlBTW7dqNm126AMfgMSWxLoKanwWtAjNsSz3IvXwRMXgK/8fPRlLMF9Xu/h6XOpfctLkkVGts2o3RoBpQB4U45p6WpGTV796J6RybqD+d0q6WzNiYaIVMmI3hSBrSRkTA3NuLI08+ipUiaMLvUOdz5UAFxvU3Z52AySyvW502Mc/qfc0K0P15/ZAq+3XYK/1t/AiaL+Pu4oLgBj761DYumJuDGK4dArXTOTGzSs4TNnI6ir5bD0tih0Ajl6zYg+rpFUDjQMcKZGGPwSZmO2k2fdVi3tTTCcHI/dEnj3RrP4uFzsa1wD1osHWe7bzy9E/MSpyHS1zn/7hBCnKbp8i/plMbLv8S5OOefA/i8fZ5nBtpmid4JYD1jbGj7rFMbAJWdU/i7I04nOp9cfZhz/k4Xj+36U4xd4NSkKed8OWNsJICnAHwgeAkD8BfO+XJnXpcQQgghxBNK9OWoMUhnUo0MFydAm8+eha21VbKu8gG0Ayhp6ina2GTI934HuQawdrwfgqhKM/a1/9FUNFWhqrkGIbog6UkIcSGT1YzXd32AxlbpPQBvlQ5LJ94DlcLeZ+euaS07jcrvxJ9ZlcHRCFv4GJjslxvqNbv3omLDRuHrvQcnoOnU6Y4JJ5kMgWPTETF3NvxSU/pkMsjR+a6dwjkaT+Sh8UQezv7nv1CHhiIwfQwC0tPgN2K4W9r4ypRq+I6ZA59Rs9Ccn4WG3avRWuqelrXKoCh4D5sE3bAMqIKjL39AJ1iNRtRm7UP1zp2o238Q3GK5/EEX0YSHIXjyJARPngTdwAEdY/bxQfKrLyPvL6+jIcfOfNcL9LaHCsjl2WwcazKlD2lp1QpMHe2c7+OLKeQyXDd9MDKSI/DuikM4eqrGbmxfbz6JXTmleGDJSCTHO6dSm/Qcco0GEVfNRdFXHW/JWg0GlK//CdGLFngmMAHvEZNRu/k/kjnajTlb3J409dP4Yv7QK/HVke86rNu4DV/mrMbjk+5xazyEkMvKQ1ti0ZEWvbb283gE57wewBoAaxhjMrQlTicDWAmgDkAKY0zJOb94BGaaWwN13J72nycD6GrS1KWcXWkKzvkzjLHvAPwGwCgAfmjLGh8E8AnnfLezr0kIIYQQ4gmiKlMAGBkxTLjeeMl5pklOi4t0jWbAUEAmh8rHipaLkqYRVWYwGweXnZ9rmo+pcRMEZyHEdT49sBynaqVzHRkYHhp/J0KdlMi3NNaifMWr4Gbpwx0yrQ/ClzwNmeaXSpTWmloU/OM94bnCZs1EwgP3wazXo6WkFNaWFsi1WmijIqH07dszwPxSU+CXktypxNjFVEGBgEwGU1XXRii1Vlai7Me1KPtxLWQaDQJGpSIgPQ0BY8ZA5e/alptMJod30gTohoyHsSgXDbtXw1AgGmXkGIV/GLyHTYRu2ESoQgc6JeFuM5lQd+AgqndkojZ7n/DBpstRBQUieNJEBE+eBO+E+EvGpfTxwfCXnkfD4RyUrVmH2ux9/e6hgv4sp6AKpdXNkvXpaTHw0rj2QYfIEG+8cu9E/JR1Fp98fwwGo/ihgNLqZjzzXiZmjx+IO64eDp3W/XOUietEXDUXJd98C5up41zq0u9+QOQ1V3lkbraIwjsAXvGjJP+WGAoOwNJU77Q51Z11VeIMrC/YhrqWjh0ns0oO4UTVKSSFxLs1HkKIfYP+b2XV6VcWfwdggQOnWT3o/1a6c54pGGNzAGzknF/8D3Ro+8+G9p+zAIwGcAcuKFpkjN0OYKKLw3Qqzvk+xtgOAIsYY3dyzj+5+DWMsWQAFe1Vtm7j9KQpAHDO9+CXTDEhhBBCSJ90qCxXshakDUC0b4Tw9XrBPFOZEvAaENchEUHcS6bSQhOVCFXlcbRUddxTWzhC6i2oDDw/1zSPkqbErTafzsSm0zuFe0tGXG33IY2usplbUbHiNVgba6WbMgXCrvt9h9an3GbDybfegaVRWv2qiYxA3G9uBwAofX37fJL0YowxDHliabdasSa/+jIU3t4wnD2L2uz9qMveh8b8k12ao2kzGlGzey9qdu9ta+ObOBgBaWMQODYNXgOdk2wUYYxBO2A4tAOGo/HIVlR9967D55R5+cEneQp0wyZBHXHphGRn2SwWNOQcQfWOnajZkwWrwXD5gy6i9PNFUEYGgidPhO/QJDBZ54sZGGPwH5kK/5Gp/fKhgv5sza5C4frcjFi3XF8mY5g9PhZpQ8Pw/jc52HPUflvt9XvOIju3AvctTsH4EeL3taT3Ufr6ImzWTJT9uKbDurmuDlVbtyFs1kwPRSblnTpN+gAOt6E+82t4JYyBTKWBMjAScp3rZ/GqFSrcMOJavJ/9H8neF4e/wR9nPE4PuRDSs7wHx5Km4qdCXesrAEbG2E4AhWjr2DoZQDqA/QDOt/Z5F20J038yxmYAKAKQirZ2vj8AuNq9YTvsZgCbAXzMGHsIwF4A9QCiAaQAGAFgAoDemzRljF0P4D4At3DOJUNtGGNRAD4H8A/O+TfOvDYhhBBCiDsZLa3IrZK2IRwZMdzuh2Z97nHJmsoH0MaOcHp8pGu0sSlQF0j/fIC2Fr3nk6bHKvPBOacbI8QtTtWexcf7vxLujYlMxsJhc5xyHc5tqPr+XbSWnRLuB8/9raSFeOl3PwgrKZlcjsTHHoFcq3VKbL2Vo61YdbGx0MXGIub6xTDVN6Bu/37UZe9H3cFDsBmNlznbBThHY14+GvPyce6//4M6JBgBaWkITB8Dv+QRkKmc09b5YnIv59zEDrnmAegSRjt8Hm61Qn/8BKp37ET1rj2w6PVdPodc54WgCeMRMnkS/JJHgMkdn/vYHx8q6K+q61uw92iZZH1EfBAGhrv3eyDIT4tnbh+LXUfK8P43OahvFFdY1+qNeOXTLExMicQ9C5MR4Ktxa5zENSLnX4Oytesks5pLVq1G6IzpXXoIxJV0CWmQab1ha+n4cJZ+31ro961t+wWTwWtwGnzHzIE2zrXV+VNjx+PHvI0o0nf8/zi/5jT2Fh/E+BjH/60ihDjNRrQl4qZ349jNADY5N5xOeQrAbLRVkc4DYARwFsCTAP55vhUv5zyXMTYTwJ8AXAPAAmAH2hKLi9DLkqac82LG2BgADwJYDOBXAOQAygHkoi1J3PX2PQ5ydqXpXQD8RQlTAOCclzDGfNtfR0lTQgghhPRauZX5sNikrc3sVX21VtfAVC2dI6XyBjQ0z9TjtHHJkKuXQa4CrB07liGy0oSDSV4AgJqWOpQ3VSHCJ1RwFkKcR9/ahNczP4BZ8PdMuHcIHhh3O2TMOTc267YvR/Nx8RQVv/HXwnfkjA5rTadP4+x//it8/YCbb4TP4ASnxNXbOasVq8rfD2EzpiNsxnTYzGboj+WiNmsfarP3obWyaw9dt1ZVo3ztOpSvXQeZRgP/1JS2WahpY6AKCHDky+1ApnJOckWu9ur2sZxzNOWfRNWOTNRk7oKpVlBFfRkyjQaBY9MRMnki/EeN7DGtK0nvs253IWyCgvF5GXHuDwZtFc8TUyKRmhCMT74/hp+yztl9bWZOKQ6frMJvrh2OGekD6MGxXk4TForgSRNRvX1Hh/WWklLUZmUjaPw4D0XWEVMooRsyHo2HxHPTAQDcBkN+Fgz5WdDEJiNs0VLIta6ZAy2TyfCr1EV4bcc/JHtf5nyLtKhUKGSOP0xDCHHcoP9byU+/svh6tCUTu9KWJxfA9YP+b2XnW7w4Cef8fQDvd/K1OwFMEWzlAHhB8Hq7/3BzzmMvsTdVsPZvAP+28/qtaKuQFe0VXmKvEW1J4D/Zi6Uz13cmZydNk9FWBnwp+9CWBSeEEEII6bVErXllTIbkUPFs0sYTl5pnOtSpsZGuU0cmgCk1UPkY0XJRbjuqytzWGrP9JuHRijxKmhKXstlseHv3x6g2SJM8arkKj0+8BzpV95NJF2o6tgP1O1cI97wGpyFw2i0d1qytrch//S1wizSZ6ztiOKIWzndKXH2Fs1uxypTKn88Xd/edaCkq+jmB2piX3+U2vrV7s1C7NwsA4D04AYHpaQhIHwNdXJxDiRFlYCTAZAC3Xf7F9jAZlEGRXTqEcw5D4VlU7diJ6h2ZXU4qAwBTKhEwZjRCJk9EQNoYyDVUXUccY7bYsH6vdC51gI/a461vvb1UeOiGUbhiVDT+/vUhlNeI21U3tZjx9rJD2HqgGA9cPxLhQTRWojeLXrRAkjQFgJJvvkXguLE9IjFuNTSipTCn0683Fh5B6efPIvLXL7sscToqYjiGhybiWGV+h/XypipsPLUDcwZPdcl1CSFdN+j/VtaefmXxZAAr0LmK081oS5h2/Sk70uc4O2kaiMv3F64BEOzk6xJCCCGEuNWh8mOStSHBg+ClErekFM0zhQzQxcVBTvNMPY7JldAMGApVyUFJ0lTbyhHYYEWtf9tb56OVeZiVMNkDUZL+4quj3+FIhfhBi3vSb8EA/yinXMdYko+q76UVEwCgCh2I0PmPgF1UNVH46WdoKS6RvF6u0yHxkYec0rK0r3J2K1bGGLwGDIDXgAGIvm4RzHo96vYdQO2+fag/cAjWlpYuna/pZAGaThbg3JdfQRUU2NbGd2wa/JJHQK5Wd+lccp0fvAanwZCf1aXjLuSVmA65V+d+vwzFJajemYnqHTuF35+XJZMhYFQqgidNQuC4dCh09O8ycZ49R8qELXCvHD8QSkXPaIWamhiCdx+fhi/X52H1tgJhVSwAHD5Zjd/9dQtumZOEaycPglzeM+InXaOLi4X/6FGoP3Cww3pjXj70ubnwG+7ZLjicc1Sseh2W+q49+GKuLkbFN68j4ubnXZL4ZYzh1tRFeOqn1yR7Xx/7EVNix8FL2b/HExDSk7QnTmcCmAHgdwCuBXDhP1w2AKvRNsN0kycqTEnP5OykaTWAwZd5zWC0DXMlhBBCCOmVyhsrUd5UJVlPDbff+UU4z1QHeMXRPNOeQhubAtXRg8K9qCrTz0nTY5V5sHGb01qjEnKhrOJD+Pb4euHevMHTMGlgulOuY9FXo2LFn8GtZsmeXOeHsCVPQabueOOvZm82yteKY0v43b1Qh9CzsZ6k9PVF6PSpCJ0+ta2Nb+5x1GbvQ132PhjLK7p0LlNNLSrWb0DF+g2QqVTwS01B4Ng0BIwZA3VQYKfO4TtmjjBpajUDViNgswIyOSDXAHJB11vfMbMveX5jZSWqd+5C9Y6daD59plMxdcAYfIcPQ8iUSQiaMJ5mixKX+XGX9PtTJmOYMz7W/cFcgkalwJ3XDMeUkVF4Z/lBnCkVz/41ma345Ptj2H6oBA8tGYm4SOfMMCbuFb1ogSRpCgAl36z2eNK05UwOjIXdG2FnLDyClsIceMWlOjmqNoMCB2LSgHTsPJfdYV3f2oTvTvyEG5Ovdcl1CSHd054I3Qhg4+lXFgcDGALAB0AjgLxB/7ey2pPxkZ7J2UnTTADXMsaSOOeSR6MZY0MBzAfwvZOvSwghhBDiFnpjI9YXbBPujYoQJ0CtRiOaz0hvmCm9Ac2ArozYIK6kjU2GXAPIlIDtojxSVIUZR9ofDdS3NqG4ocxp1X6EnFeqL8c/9n4m3BsakoBbRi52ynVsphaUL3sV1uZ6yR6TKxF23ZNQ+nVsQW2qrUPB398Tni90xnQET8xwSmzEOWRKJfxTU+CfmgL+mzvQUlzycwJVfyKv42zVy7CZTKhrPxYAdPHxCEwfg8D0NOjiB9mt5tHGpUATmwxj4RFwDpj0QHMF0Fovfa06ANCFAirftk7omthkaGNTJK8z1dahOnMXqndkojFP0MGhE3yGJCJ48kQEZWR0OgFMSHedLdPj2GnpTPtxw8MR7N8zK9ISYvzxxiNXYNXWAvxvQx7MFvHfFwVF9Xj0zW1YNC0BN84aApWSOg30Jr4jhsN7cAKaThZ0WK/btx/NZ89BN3CAhyID9PvXOXj8epclTQHgxuRrsaf4ICwXzZ3/IW8jrkyYgkCtv8uuTQjpvvYEKSVJyWU5O2n6NwCLAOxkjL0EYB2AEgBRAOYC+AMAefvrCCGEEEJ6Bc45jlScwLqCbdhfmgMumBmnU3phgJ949lrTyQKI+pypfChp2pOowgZCrvOFykcP40WTTCRzTSvzKGlKnMpoNuJvmR+gxWKU7AVo/PDohLugkDl+Q5pzGypXvw1TZaFwP/jq+6GJHtLxGJsNJ99+Fxa9tOpIEx6OuLvudDgu4jqMMXjFRMMrJhrRixbArG9E3YGDbYnQgwdhbRbPMLSn+dQpNJ86haKvlkMVGIiAtNEITE+DX2pKhza+jDGELVqKoo+eRlVWGUziojUAQGtd2w+VLxAyNhJhi5b+nIw16xtRs3s3qndkouHosS7NbT1PFxeH4MkTETwpA5qwsC4fT0h3iapMAeCqjDg3R9I1CrkM189IxITkCPx9xWFh4hcArDaOFZtOYldOKR64fiRGxFPHgd6CMYaoRQuQ92fpLdqSb75F4qMPeSAqwNrcAMPJfQ6dw5CfDatB3+kW710V6h2MOQlX4If8TR3WTVYzlh/5HveOvdUl1yWEEOIeTk2acs6zGWP3A/gHgDfbf1zICuA+zvleZ16XEEIIIcRVGlub8Oauj3C08tIVLc1mA17Z9i4ey7gb3uqOs9CE80wB6AYNpHmmPQhjMmgHjoDqzC5J0tS7xQa/JisafNrnmlbkYV7idA9ESfoizjn+mf0FivVlkj05k+HRjLvhr3VO+8PaLf+FIT9buOc/cTF8RkyRrJf9sAb1hw5LD5DJkPjYw1B49cxqKSKm9PVB6NQpCJ06BTaLBfrc46jL3ofa7H0wlpV36Vym2lpUbNiIig0b29r4piQjIK2tClUdHASbGag9wS6ZMO1wPj1QewII17egZs9+VO/YifpDOeBWa5e/Tm1UJIKnTEbwpAx4RUd3+XhCHGUwmrF1f5FkPSrEGymDe0dyMTrUB3+6byLW7z2Lf/9wDAajRfi6kqpmPP1eJuZOiMVtVw2DTivouU16nKBxY6GJjICxtOP7j+odOzHwlpugDglxe0zm2lKAd74bghC3wVxT6rKkKQAsGjYXW87sQrO54/zwLYW7MS9xOj1cSQghvZizK03BOf+QMbYTwP0AxgHwR9sM0z0A/sk5lw70IoQQQgjpgRpbm/D85jeEiQyRo5V5eG7z63hp+tIOiVP9sVzJaxUawHuwtPUg8SxtbDJUPruEe1GV5p+Tpseq8mG1WSF3QuUfIT/mb8Luov3CvV+PvA5JIfFOuU5jzhY07P5WuKdLGo+AK26UrDcXFqLws/8Ijxlw0w3wGZLolNiIZ8gUCvinJMM/JRlxv7kDhuIS1O3bj9rsfW2zuLvaxnffftTt24/T738AXVwsLM0GtFZWdimmluJS7L/n/m5VlKpDQxE8eSJCJk+CV+xAu62DCXGHLfuL0dIqTfjPy4jtVd+bMhnD3AmxGDssDP9cmYO9x+w/XLF2dyGycstx36IUjBsR4cYoSXcwuRxRC+fj1D/e77DOrVaUrP4Bg+66w+0x2UzSjhvdO0/L5V/kAG+1DguHzcEXh1d1WOec48ucb/HUlN+59PqEEEJcx+lJUwBoT4w+6IpzE0IIIYS4A+ccb+76qNMJ0/OK9WV4Y9eH+MPUh8EYA7fZ0JgnGfUOpQ+gGTDcWeESJ9HGpUChBZgc4Bfd54yqNCM3vq2irsVsxJm6IiQExbo/SNKnHKvMl9xwO2/SwLGYM3iqU65jLDqOqh/fF+6pwgch5JoHwZisw7q1tRV5f3sT3CKtLPIdNhTRixc6JTbSc3hFR8ErOgpRC66FubER9QcPtc1C3X8Q1ubmLp2r+Uxh9wPpQsJUGRCA4EkZCJk8Cd6Jg3tVMor0XZxzrBG05lWr5Jie7rlZkY4I8tPi/+4Yi8ycUvzrmyOob2oVvq6mwYiXP83CpNRI/HZhMgJ8NG6OlHRF6NQrcO6/X8FcX99hveKnjYi54ToofXzcGo9M5ZzvF5nK9V0w5gyehnUnt6Ha0LFFzYGyozhakYcRYUPsHEkIIaQnk13+JYQQQggh/c+RihOXbclrz9HKPBypaEuUthSXwGqQPjGt8gY0MUMdipE4n8I/DEr/EKgE94eiKk0dfn2sMt9NUZG+qsZQh7d2fQSboA3dQL8o3JP2K6ckgMz1FSj/+i+ATZr8lHsHIPz6p4Q3Kc9+9h+0FBVLj9F5YfCjD4HJqdK6L1P6+CBkymQMWfooxv3nU4x45SVELrgW2ijx/G53Uvj4IGz2lRjx8otI//hfGHTXnfAZkkgJU9JjHDtdg3PljZL1qaOj4d2LW9cyxjApNQrvPTkdM9JjLvnanYdLcf+fN2Nj1jnwblSOE/eQqVSIvOYqybrNaET5mnVuj0cZGAkwB29XMxmUQa7/t0olV+LG5GuFe/89vEr4/o4QQkjPR0lTQgghhBCB9QXbHDp+Q8F2AJeYZxobDbnW26FrEOdjjLW36JXu+TXb4N38S/lpd5PqhACA2WrGG7s+REOr9Ka6TqnF0kn3QK1QOXwdW6sB5ctfhc0gHSrJFCqEX/8UFL5Bkr3afftR9uNa4Tnj770HmtBQh2MjvQeTy+E3Yjji7rgNo997F6P/+S5i77wdfskj3JY8l2u1CJk2FcOefxbp//4ICfff49brE9IVP2ZKq0wBYF5GnJsjcQ0fLxUeuXE0/njPBIQFetl9XVOLGW8vO4jnPtiN8pquVasT9wmfMxtyrbQys/SHNbC2iiuKXUWu84PX4DSHzuGVmO7SeaYXmjQwHbH+0rnZp+rOYtc58egFQgghPRslTQkhhBBCLqI3NmJfaY5D58guPQx9axP0ucckezIF4DMs1aHzE9fRxqUIk6ZAW4ve805UFcBilVbuEdIZnx36GidrxDfVHxx/B8K9Qxy+BrdZUbHqDZirioT7Idc+CHVkgmTdVF+Pgnf+IT5m6hUImTLJ4dhI76aNjETU/Gsw4uUXMfbzT5H4+GMImToFCh/nPgzElEoETcxA0lNPYOznnyDxkQcRMHoUZAqXTBoixClq9UbsPiId75A0MACDovw8EJHrjEwMxd8fn4YFV8RDdolC70P5VXjgb1vw7bZTsNqo6rSnUXjrEDZ7lmTdotejctMWt8fjO2aOg8fPdlIklydjMtySuki4978jq2G2moV7hBBCei5KmhJCCCGEXKS0scLhNmKcc5TqK6A/Kk2aKr0B7cARDp2fuI5mYDKUOnFnsKiqX1r0tlpNKKgtdF9gpM/YdmbPz9XoF7tu+DyMjkx2ynVqNn2OllMHhXsBU26E99AMyTrnHAXv/B3mhgbJnjosFIPuucspsZG+Q+GtQ8jkiUh89GGM/ewTJL/6MoIyJjjl3EMefxRJTyxF0IRxkKkcr7wmxB027D0rTAzOm9g3qkwvplEr8JtrR+CvD01BbIT96r5WkxUff3cUv39nO86USv+NIZ4Vee3VYIIHUkq+XQ1utQqOcB1tXAo0sd17L6SJTYY2NsXJEV1aSvhQpIYPk6xXNddgvZ33e4QQQnouSpoSQgghhFzEaHFOG6qWuhq0VtVI1lU+gGYAzTPtqRTe/lCFDrAz17Tj0+LUopd01Zm6Inyw/0vh3qiI4bhuuHSuWHfoD2yAPusH4Z5u+CT4T7pOuFe+Zi3q9gsSrTIZEh97BAov+20YCWFyOXyHDRXOx+sOpV/fqsojfZ/VasO63YWSdV+dCpNSPT8P2JUSBwTgzUevwC1zk6CQ27/deLKoHo++uQ1frD0Ok9m9yThinzooCCFTp0jWWysqUZ25262xMMYQtmgplMHStreXPE7thbBFSz0y3/qW1IVgkF53Ze4aNJmoNTUhhPQmlDQlhBBCCLmIRqF2ynnkZ8uF614xEZBr7fR/JT2CvbmmgXortEbbz78+WkFJU9J5Ta3NeD3zX8JWbaG6IDw47g7IRCXOXdRSeATV6z8S7qkjByPkqvuFNxSbz57DmU8/Fx4Xc8P18E0a4nBspH/QRkUCMge/l2WytvMQ0otk5ZajpsEoWb9y3EAoFX1//q5CLsMNM4fgnaVTMSwu0O7rrDaOZRvz8fAbW3HstPQBQwBoaGrFsdM12H+iAsdO16Chyb2zNfujqIXzhesl33zrcBeerpJrfRD565e7VHHKW1tgqa90YVT2DfSPxhWx4yXrzSYDvj2+wQMREUIutmTZfSFLlt03acmy++a0/+z4PBQXYIw9xBjLZYy1MMY4Y+yRbpzj3+3Hxl6wFtu+9m8nhtsn0SAQQgghhJCLRPqEgTHm0M0BxhhUhYKkKQN8U0Z2PzjiFm1J0x+Fe1GVJhQM0AAA8mvOoNViglpBbSPJpdlsNryz5xNUNktvDivlSjw+8R54q3UOX8dcW4qKlX8DbNLqHblvMMKufxIypfTBEJvJhPzX3wQ3SxO6PklDEHP9YodjI/2H0s8PgelpqN2b1e1zBI5Nh9LXfqtPQnqiNZmFkjXGgDkTYt0eiyfFhPng1fsnYd2eQvz7h1y0tIpnwBdXNuGpf+zEvIxY3HbVMGjVChzKr8KPmWeQnVuOC7scyxgwdng45mXEYWRiiEeqCfs6r+hoBI5LR+3e7A7rzWfOoOFwDvxHpro1HrnWBxE3P4+Wwhzo962D4eQ+gNsucQRH9YZPEPnrlz3y/bEk+WpkFu2TPBy3Nn8z5iRcgWCd/QcJCCGusWTZfQzATAC/A3ANOhYR2pYsu+87AO8B2Lj8hn96fOg2Y+xGAG8DOAjgLQCtAPZ4Mqb+iJKmhBBCCCEX8dX4IC0yBdklh7t9jvTIVBh3H5esK70A3SD3ztkhXacdOBxKbwYwDlz00Smy0vxz0tRisyCv+hRSwqndMvmF3tiI0sYKGC2t0CjUiPQJw9qTW3GoPFf4+t+OuRmxATEOX9fa0oTyZa/CZmyS7DGlBuFLnobCO0B4bOHnX8Bw9pxkXa7VIvGxh8Hkfb9CijhXxLw5DiVNI+bOdmI0hLhecWUjDp2skqynDQ1DWGD/a20ukzHMy4jD2GHh+OfKHGTlijuwAMCaXYXYc7QcvjoVCsv0wtfYOLDnaDn2HC1HSkIwnrotHT5e9NCas0UtWihJmgJA8cpVbk+aAm0PonrFpcIrLhVWgx7mmlLYTC1gcgWqvv8HLPqO/8+1Fp9Ac24mvIdPcnuswV6BuCpxOr49vr7DutlmwVdHvsMD4293e0yE9GdLlt0XBGA5gOl2XiIDsKD9x+Yly+67fvkN/6x1T3R2XX3+Z855qUcj6ceoPS8hhBBCiMDshCscOn7WwAwYzhZL1mmeae8gU3tBE50Ilbd0L5rmmhIBzjlyyo/jLzvfx93fPYnnNr+OP23/O57b/DruWv0EVuauER53ZcIUXBEnbefW5etbLaj85m8w14o+WzOEzn8Y6rBY4bF1Bw6i7HtxZfWge++GJizM4fhI/+OXmgK/lM63VexwbEoy/FLpASPSu6zdVShcn5cR595Aephgfy2evXMsnrglDX7e9pOctXqj3YTpxXIKqvHk33ei0WByVpiknW/SEPgOk35Wacg5gqaCUx6I6BdyL19oYpLgFT8K2thkBM26Q/i6mk2fw2b2TDvnBUmz4aOSdg7ZcTYLZ+qKPBARIf1Te8J0O+wnTC82HcCOJcvu83RJeCQAUMLUsyhpSgghhBAikByWhBGh3ZvfNyJ0COKaVeBWafsor6gQmmfaS9ibaxpcb4Ha9Muf7TGaa9rvNbY24Y9b38bL297BvpLDnW7tnRg0CLePvN7h63POUbPhE7QUHhHuB06/BbohY4V75oYGnHz778K94CmTETrVsQdISP/FGMOQJ5ZCGxPdpeO0MdEY8sRSar1JehVjqwWbsqXV+uFBXhg9JNQDEfUsjDFMHhWF956YgelpjndWAICiika89lm222dt9gdRixcK14u/WeXmSC7Na8hY4cxTa2MN6nd/6/6AAHiptFg8fJ5knYPjv4d71u8fIX1Ve0ve5QCGdfHQYQBWtB/vVoyxFxhjHMC09l/z8z/af72AMfYFYyyfMdbMGGtijO1vn39KOT4no99QQgghhBABxhgey7gb0b4RXTou2jcCj2XcDf2xY8J932SqnOkttHHipCkDEFn1S7XpqbpzMJhb3BcY6VEaW5vw/OY3ulxx7Kv2xmMZd0Mhd3xiin7fWugPrBfueadMhd/4+cI9zjlOvvsPmOvrJXvq0BDE33u3w7GR/k3p44PkV1/udMWpX0oykl99GUoferiI9C7bDpag2Sid2zl3QhxkMnoA4DxfnQqP3jQaL/52AkKd0LI4p6AahwUtkYljAkaPgtcAaXK7ZvdetJSVeSAiMcYYgmfdAQjyBQ27v4W5odIDUQFXxk9BmC5Ysp5TcRyH7YxqIIQ41Ux0vsL0YtMBzHBiLJ21FcCLAM62//rFC34AwGsARgPYC+BdAP8B4I22+aefuTPQ/oCSpoQQQgghdnirdXhp+lIEe3WuQ8uI0CF4afpSeKt1aDh0QLIvVwM+w8Y4O0ziIpqoIVD5K9uypBeJvKBFr43bcKKqwI2RkZ6Cc443d32EYn3XbyAGaQMQoPVzOAbD6UOo+elT4Z4mZihC5t5rt2KvfN161GXvl27IZEh89GEodNL2coR0ldLHB8Nfeh7DX3wOgePGArKLbkPIZAgcPw7DX3wOw196nhKmpNfhnGNN5hnJulIhw8yxAzwQUc83ekgo/vH4NMyfEu/wudbYaYtMuo/JZIhauEC6YbOh9Nvv3B7PpahCB8J39JWSdW4xoXbTfzwQEaCQK3BTygLh3heHV8Fmk3YjIoQ41f0ePr7LOOdbOecvAChs//UL53+0v+QqzvkwzvmtnPOnOOf3ARgK4HMAtzDGxrk75r7M8ceaCSGEEEL6MG+1DkFeAag21Ar3GWNIj0zFlQlTkByWBMYYOOdoLJDePFN5A5qYrnaIIZ7CFEp4xQ6D8uhhmJs77kVVdpyhdbQiD6Mjuze7j/ReRypOdHum7Zn6IhypOIGU8O7PODZVF6Pim9cBLr35pvAPRdji34MplMJjDUXFKPxE/FBy9HWLhPPMCOkuxhj8R6bCf2QqzHo9WkpKYW1pgVyrhTYqEkpfX0+HSEi35Z2tw+nSBsn65JFR8NXZn+HZ32nUClw/YzC+234KjjTY3Xu0DA1NrfDzVjstNgIET5mEs//9H0zV1R3WKzZtQcxNN0Dl7++ZwAQCptyIpmM7YTM2dVhvPr4LLefmQDtguNtjmhAzGt/nDcSp2rMd1s/WF2PH2SynzLMnhEgtWXZfCIBrHTzN/CXL7gtefsM/qy//UvfgnEuGSnPObYyxtwH8GsBstFWhEiegSlNCCCGEkEswWc2SD7sAMC56JF6a/jg+nP8XPD7pHqSED/25mqu1ogJWg1FyjDYyEHKvvlNB09DUimOna7D/RAWOna5BQ1Orp0NyOm1sMlSCe/mhtRYozb8kqrqbOCO92/qCbQ4dv6Fge7ePtRoaUb7sT+CtBskeU2kRvuRpyHXiSlab2Yz819+EzWSS7HknDkbMDY7PWSXEHqWvL3yHJiFg9Cj4Dk2ihCnp9X7cJX1QDgCumhjn5kh6n+LKJocSpgBg40BJVdPlX0i6RKZQIGr+NZJ1bjaj7PsfPRCRfXIvHwRMuUG4V7PhU3Cb1c0RtT0sdGvqIuHeV0e/g8kifQ9GCHGKIXA85yVrP0+PwRgLYoy9xhjLaZ9nen7e6fm2QVGejK+voUpTQgghhJBLOF17FhabdEbV5IHjkBQibinWcNTOPNPhvb/KlHOOQ/lV+DHzDLJzy2G74E6XjAFjh4djXkYcRiaG2G0J2pto41Kg8gGaL+q+KudARLUF5yLaKkgK64vR2NoEH7W3B6IknqA3NmJfaY5D58guPQx9axN8u/h9w61mVKz8Cyz1FdJNJkPYwsegCrHfEvLsF1+i+UyhZF2m0SDxsUcgU9DHREII6YyGplbsPFQqWU+I8UfigAAPRNS7GE3S99jd0dLqnPOQjsJmzUDRshWwNHVMSpetXY+oxYug8NJ6KDIp3zGzoT+4Aeaqog7rpoozaDy8Gb6jZrk9pmGhiRgTmYz9pUc6rNcY6rDm5BYsGDrb7TER0g846wN5j3nanTHmDyAbQByALLS15K0FYAHgD+BhANRuwYmo0pQQQggh5BKO25lVmRRsfwZT/YEsyRqTA36pvbsNk77ZhGff34XnPtiNvcc6JkyBtif99xwtx3Mf7Maz7+9Co6H3P0GtCouFJlg81zHyoha9xyrz3RES6SFKGyvAuWP1MZxzlOoFic/LHFO99gMYz+UK94Nm3gavhNF2j68/dNjuPLL4e+6CNiK8S/EQQkh/9lPWOVis0hbpV2XEuj+YXkijcs5DOlo1PezjCnKtFuHz5kjWrc3NqPjpJw9EZB+TyRE06w7hXu3WL2E1Ngv3XO1XKQuFD5KuOr4O+laqkCbEBZz1P1ajk87jDHehLWH6Iud8HOf8fs75s+3zTpd5NrS+iZKmhBBCCCGXcKJaMjoCkT5h8NXYf/CwMe+kZE3lDWhj3T9Px1n0zSY89Y+dyCno3FiPnIJqPPn3nb0+ccpkcnjFj4DCS7oXVWXu8Gtq0du/GC3OaUdttEhbeV9Kw97v0Xh4s3DPZ9Qs+KZfZfdYs16P/LfeFe4FTcxAyLSpXYqFEEL6M6uNY+3uQsm6t1aJSSOpS15nRId6Q+ZgYxIZA6JCqNOHq0RcNQ8ylXQ2b+nq72EzmwVHeI5XXCq8EtMl6zaDHvU7V3ggIiDaLwIz4iZK1lvMRnyTu9YDERHS5+UBkD7N1DW29vP0FAntP68U7F3hzkD6C0qaEkIIIYTYYeM25AmSppeqMrU0N6O1ukGyrgnzg9yrd85t45zjz59no6iiaw9bFlU04rXPsh2uxvM0bWxbi96LhVebIbf+8rXtLzmCE1UF0Bt70kOpxFU0Cud0QNIoNJ1+bfPJfajd9Ln4PLHJCJ59l9222JxzFPz9PZjr6iR7quBgJNx/T59oqU0IIe6y/0QFKmulc6Vnjh3gtArKvs7PW42xwx3rcDBuRAT8vKkroauo/P0QOmO6ZN1UU4vqHTs9ENGlBc24DZBL//9ryF4DU02JByICrh9xNdRyaeJ5fcE2VDRVeSAiQvqu5Tf8swqAuK1O561efsM/O/e0uHsUtv889cJFxtgoAE+7O5j+gJKmhBBCCCF2FDeUwWBukawnhSQIXt1GnytumemTNMRpcbnbofyqTleYXiynoBqHT/bumwHauGRh0lRhA8JqfnnCvqalDs9tfh13f/ck/rrzfeSUH+/1CWNiX6RPmMNJRsYYIn3DOvXa1opCVH77JgDp95QiIBxhi5aCCW4Snlex4SfU7s0WBYHERx+CwpuqdAghpCvWZJ4Rrs+dEOveQHq5eRlxDh4f65xAiF1RC64BZNJbyMXffAtuc7Sgy7mUgRHwG3u1dMNmRc1P/3Z7PAAQoPXDNUkzJetWmxX/y1ntgYgI6fPe8/DxznZ+hulbjLFvGGN/Zox9A2AvACpZdwFKmhJCCCGE2HGi2s4800skTev27RGuB6RNcEpMnrBml/imYOePL3ROIB6iDIyENsJfuBdVKW1LxjlHdslhvLztHfxx69toavXMDCXiWr4aHyQExDp0jvTIVPiqL5+stDTVo2L5q+AmaStfmUaH8BuegVxrv2W4obgYZz76VLgXvXgh/Eb03tbhhBDiCWXVzTiQVylZH5UYgkhqFdslIxNDkJIQ3K1jUxKCkTo4xMkRkYtpwsMRnCH9LNNSVIy6ffs9ENGlBUy8DnKdv2S95dQBGAo8E+81Q2bBTy19r7araD8KagrdHxAhfdtGAOJ5Jpe3GcAmJ8biMM55KYDJAH4EMAnAAwAGArgfwFMeDK3PoqQpIYQQQogdx6ukSVN/jS/CdPZv7DTmHpesKbwA3eCRzgzNbRqaWpF1rNyhc+w9WoaGJufMf/QExhi8h4yEqItqVOWlZ7YerczDc5tfp8RpH5RVfAin6s46dI4rE6Zc9jU2iwkVX/8FFr2g2pvJELpoKVRB9mfn2cxm5L/xNmwm6feqd0I8Ym66oUsxE0IIAdbtLoSomcRVEx2rmuyPGGN46rZ0xITZf/hHJCrUG0/dlk6t5d0katEC4XrxN9+6NY7OkKm1CJz2K+FezU//Bre6fxarVqnB9SPEc+e/OPwNdachxImW3/BPDuB6AOI2YPblAri+/XiP4JxP5ZxL/mHjnOdyzq/lnIdyznWc8zGc848454Wcc8Y5v/2i19/evl54wZrwtUSKkqaEEEIIIXacEM4zTbA/M9BqhaFU2opWE+Lda+eZFlc2webgRwYbB0qqmpwTkIdoY5OhFPwRRlRbILvMb1Cxvgxv7PqQbob0IbvO7ccbuz6EjXe/Jd2I0CFIDku65Gs456j+8Z9oLckT7gfP/g284lIveY5zX36F5lOnJesyjQaJSx+BTEFz9wghpCtazVb8lCV9aCYkQIu0YY7N5+yvfLxU+PMDk7pUcTo9LQY+XtI5kcQ1vOMHwS81RbLeePwE9MdPeCCiS/NOmQp1hLQ7kLm2FA37PNPNcvqgSYj0kY5lyK06iQNlRz0QESF91/Ib/lmLturMzlacbgYwuf040s9R0pQQQgghRKC6uRY1hjrJelJIvN1jmk4VgFukSRSfRPvH9HRGk8Up52lpdc55PEUbm4K6ILlkXWXhCKm9/Nd2tDIPRyp63g0l0nXbC/fi7T0fO5QwjfaNwGMZd1+2OqZ+1zdoOrpduOebNg++Y+Zc+vicIyhZJZ6VNejuO6GNjOxcwIQQQn6WebgEjQZppdqc8bGQy6jqsbt8vFR4+d4M/PGeCRg/IhyX+61ck3kGZovVPcERAEC0nWrTkh5YbcqYDEFX3incq9uxAtbmBjdHBChkctycskC499/Dq2C10fczIc7UngCdCWAWgG8BXPwBzgZgVfv+TEqYkvPosWJCCCGEEAG780yDLzHPNCtTuO4/ZqxTYvIEjco5bxe16t79tlPhE4h9cQGYdFzaIjWqyoyKYOVlz7GhYDtSwoe6IjziJltO78L72V+Ao/tVwyNCh+CxjLvhrdZd8nXNJ/agbuuXwj3toJEImnX7JY836xtx8q13IOofGTRhPEJnTO90zIQQQn7xY6Z01rtCzjBr3AAPRNO3MMYwMjEUIxND0dDUipKqJrS0WvBj5hlk51Z0eG1NgxGb9xVh9vhYzwTbD/mlpkAXP0jSwaI2KxuGc0XwGhDjocjENNFD4D1iiuQBNN5qQO3WLxFy1X1ujyk9KhVDguORd1FHo2J9Gbae2Y0Z8ZPcHhMhfVl7q92NADYuWXZfMIAhAHwANALIW37DPwUzUEh/17vvXhFCCCGEuMiJKmlrXo1CjYH+9mcHNhw5IlmTKQHf5PFOjc2dokO9IWNwqEWvjAFRId7OC8oD9MZGHPCXYYS3DP5NHR9Qjao04cBQr8ueI7v0MPStTfBV9+7fi/5q46kd+GCfOInJGMPvxv4a/ho/rC/Yhn2lOR3aMTPGkB6ZiisTpiA5LOmyFaatZadR+d07wj1lcDTCFj4GJpNWPp/HOcep996HqUb6sLQqKBDxv7uXZsARQkg3nCyqQ/65esl6RkokAnwEw89Jt/l5q+HnrQYARATrsP94heT96NebT2Jm+gDI5dRIzx0YY4hetAB5f31DsleyajUGP/yAB6K6tMBpt6A5by+4ubXDeuOhTfAdMxvq8EFujYcxhltTF+HZTX+V7C0/+gMmDkyHRqF2a0yE9BftCVJKkpLLoqQpIYQQQojAcUGlaWLQIMgvkagwnCuTrGmCtVB4+zszNLfy81Zj7PBw7Dla3u1zjBsR8fNNr96qtLECHEBpqAr+TcYOe5GV5rZqvsskoTjnKNVXwLeXJ5D7o3Unt+KTA8uEezImw0Pj70DGgDQAQEr4UOhbm1Cqr4DRYoRGoUGkb1ink+WWxlqUr3hVcnMPAGRaH4QveRoyzaWrVCs3bUbN7j3SDcYw+JGHoPTx6VQshBBCOlq7q1C4ftXEOPcG0s9EBntj8shobDtY3GG9vMaAHYdKMHVMz6pw7MuCJoyHJjwMxvKOlb9V23dgwK9ugjo4yEORiSl8g+CfsQh12/530Q5HzYZPEHHrH93+IFli8CCMix6FvcUHO6zXGRvwQ94mXDd8nlvjIYQQ0hE9ikUIIYQQcpEmUzOKGkol65eaZ2qsqIBFMN/Ke9BAp8bmCfMyHLsROC8j1jmBeJDR0pbAKgmRtuHVmDmC6zs3g8hoMV7+RaRH+f7ERrsJU7lMjscy7v45YXqer9obSSHxGBkxHEkh8Z1OmNrMrahY8RqsjYJxOjIFwq77PZQB4Zc8R0tpKU5/+IlwL2rhfPinJHcqFkIIIR01GUzYdqBYsh4b4YuhsYEeiKh/uX7GYOH68k0nYXOkJQrpEiaXI3LBtZJ1brGg9PsfPBDR5fmNuwYKv1DJurHoOJqP7/JARMDNKQsgZ9Lb8t+d2IB6o94DERFCCDmPkqaEEEIIIRfJrz4tXL/UPNPaPduE634jxzglJk8amRiClITgbh2bkhCM1MEhTo7I/c63ySoOUwn3oypNnTwPte7rTVblrsN/Dq8U7ilkCjw+8R6MjR7plGtxbkPV9++itUzaGhwAguf+FtoBwy95DpvFgvzX34LNKE3O6+IHYcDNNzolVkII6Y82ZhfBZLFJ1udNjKOW524wMMIX40dIHxwqqmjE3mPSbi/EdUKnT4PSz0+yXr5uAyxNTR6I6NJkSjUCZ/5auFe76XPYBN09XC3CJxSz4qdI1o2WVnx97Ee3x0MIIeQXlDQlhBBCCLnIiWpp0kLOZEgIirV7TMPhg9JFGRAw7gonRuYZjDE8dVs6wgIvP7fzQjFhPnjqtvQ+cSMx0icMjDHodTI0aqVvoaMqpVXGF2OMIdI3zBXhESfjnGPF0R/wvyOrhftKuRJPTLoPYyKdV7VZt305mo/vFu75jb8WviNnXPYcRf9bhqYC6d9fMpUKiY89AplSWilNCCHk8mw2jjW7zkjWtWoFpo6O9kBE/dOSmYnC9eUb8zvMEieuJVerEXG1tIWszWhE2dr1Hojo8nRDxkMzUPrwmUVfjYbd4vd7rrZ4+FxoBQ9Ubjy1E6X67o9GIYQQ4hhKmhJCCCGEXORElXSeaVzAgJ+rDUWazxRJ1tT+Kij9etZcn+7y8VIhIyWi06/31anw5wcmwcdLXJnZ2/hqfJAWmQIwhtJQaeIpqsrUNtf0EoK1gfCiStMej3OOr458hxV2nvJXyZV4avL9GBkxzGnXbDq2A/U7Vwj3vBLGIHDaLZc9R8PRYyheuUq4F3fXHfCKjnIoRkII6c8OnaxCWXWzZH1GWgy0aoUHIuqfBscEYFSitINJQXEDDuZVeSCi/it87mzINNL3tWXf/wibqXMdWNyJMYagWXcCgpa49btXwdLg/u8fP40v5g+9UrJu4zZ8meOZRC4hhBBKmhJCCCGEdGCymlFQe1aynhRsf56ppbkJrXUtknVdbN+qPDiU3/mbCU0tZpjMnZvz2VvMTmirGi4JlSaCvYwc/o2X/nqrDDX447a3oTc2uiQ+4jjOOf5z+BusOr5OuK9RqPHMlAeRHJbktGsaS/JR9f0/hHuq0AEIXfAomEx+yXNYmpqQ/+Y7wsR94LixCLtyllNiJYSQ/mpNprTKFGhrzUvc64ZZQ4TryzfluzmS/k3p44PwK2dK1s0NDajcvNX9AXWCOiwWvqOk74m4xYSazf/xQETAVYkzEKCVtjrOKjmEE1XikQ2EEEJci5KmhBBCCCEXOF17FhabRbKeFGJ/nmnd3u2AoMjQLyXVmaF5VGWtAWdK9ZL1qaOjsWTmYMm6zcaxMeucO0Jzm+SwJIwIHYISQaUp0LkWvcerCvD0T6+hsK7Y2eERB3HO8enB5fghb6NwX6vU4P+ueBDDQqXf791l0VejYsWfwa3S7x25zg9hS56GTK295Dk45yh4718wVVdL9pQBAUh44L4+0SKbEEI8pbLOgOxcaavMlIRgxIT5eCCi/m34oCAMHyTt5HLsdA2Ona7xQET9V+S114DJpQ92lXy7GtzaMx+eDLjiRsg0Osl6c24mWs7luj0etUKFG0ZcI9z74vA31HaaEEI8gJKmhBBCCCEXEM0zBS5daVp3IFu4HjhhqjNC6hH2HhPP1blqYhxunJUEf29p6+INe8/Caus7H/QZY3gs426oA31hUEuTUFGVnWtFVmWoxR82/RV7ig44O0TSTTZuw4f7/4d1J7cK93VKLf5wxcMYcom/B7p8TVMLype9CmtzvXRTrkDYdU9C6Rd62fNUbdmKmsxdwr3ERx6E0tfXwUgJIaR/W7/nLERvZ+ZlUJWppyyZYX+2KXEfdUgwQq6YLFk3lpWjZs9eD0R0eXIvXwRMuUG4V7PhE3Cb+5O9U2MnIMZXOgYlv+Y0skoOuT0eQgjp7yhpSgghhBByAdE800ifMPhq7FcSNBdIW7YpvBXQhPed9rxZgqSpv7cagwcEQKmQYUZ6jGS/sq4Fh/Ir3RGe23irdfhD2m1oCJTOLxtYZkJkRSu0RtvPa0qZuCq11WrCG7s+xPKj38PGbcLXEPew2Wx4P/sLbDy1Q7jvrdLhuWmPIiEo1mnX5NyGytVvw1RZKNwPufp30ESL2w9eqKWsHKf+9ZFwL3LBtfAf2Xeq3QkhxBPMFis27JGObQj0VWPciHAPREQAYNSQECRES1uaHsirxMmiOg9E1H9FLZwvXC9e+W2PrZL0HT0bymDp5zRTxRk05mxxezwymQy/Sl0k3Pvy8LeweCCRSwgh/RklTQkhhBBC2tm4DXmCStNLVZnazK1oqZLOqNRFhzk1Nk9qbjHjyClp68/0YWGQy9oqLq8cP1B47HrBjcbeLmjAcCRqpOterRzXb2rAXauqcWsW8FTIPLx39csYEWo/+fX1sTV4I/NDGM1GF0ZM7LHarPh71mfYema3cN9X7Y0Xpj2KuADpQwGOqN3yXxjyxRXq/hMXw2fElMuew2axIP+Nt2AzSr93dHFxGHjLzQ7HSQgh/d2unDLUN7VK1mePj4VCTrfUPIUxhiUzxdWmKzaddHM0/ZvXgAEISB8jWW8+dQoNR456IKLLY3IFgmbeLtyr2/olbMZm9wYEYFTEcAwPlX5PlzVVYtOpnW6Ph5C+KHP+4pDM+YsnZc5fPKf95xBPx+RMjLGtjLGe+bRKL0Pv8AghhBBC2hU3lKHZ3CJZv9Q804ZDe8GlI1DhO3y4M0PzqAMnKoVtdscO/6XCIjLYG6mDgyWvyTpWjlp930oIWpoMMDWIK0gBQMaBwIJKtLz9bxT96Q08OfoOzB08ze7rs0oO4dlNf0NlkzQxTVzHYrPinT2fYufZLOG+v8YXL0x7DAP8o5x63cacLWjY/a1wT5c0HgFX3Nip8xQtW4GmfOmNYZlKhcSlj0CmtP89SgghpHPW7JJ2E5HJGGbbeViMuM+44REYEC7tBLP7SBnOlus9EFH/Fb1ooXC9ZOUqN0fSeV7xo+A1OE2ybm1uQF3m126PhzGGW+xUm6449gMMgs+ohJDLy5y/mGXOXzwrc/7ibwGUA9gBYG37z+WZ8xevat+Xzt/ppxhjLzDGOGNsqqdj8RRKmhJCCCGEtDtRLW3NC1xmnmm2uEItYMLlK8V6C9E8U5VChpGJHR/MnD0+VvI6q41jU/Y5V4XmdmZ9I4488yxaaw2den1DzhEc+7/ncMvgubg3/RbIZXLh6841lODpn17D0Yo8Z4ZL7LBYLXhr10fYXbRfuB+o9ccL0x9DtJ90vpQjjEXHUfXj+8I9VfgghFzzIBi7/Ee0hmO5KP76G+Fe7J23wSum77QGJ4QQTzlT2oDcM7WS9QkjIhDkp/VARORCMhnD9dMHC/e+pmpTt/IdNhQ+SdLOKvWHDqPp9GkPRNQ5QTNvA2TSkRsNWWtgqil1ezzxgQMxcYA0katvbcJ3J35yezyE9HaZ8xcHAdgIYAOA+ZDmwmQAFrTvb8ycvzjQrQE6368BDPV0EH0BJU0JIYQQQtqdqJK25vXX+CLM237XlkZRpZdSBu+EJKfG5ikWqw37TlRI1kcmhkKj6niTYfyIcPjqVJLXrt9zFjZBpWpvwzlH3l9fR0tRcZeOaykqRt5fXse0uAw8P/VR+KnF83EbTc14eds7WH9yW4+dAdUXmKxm/C3zX8gqOSTcD/YKxAvTH0OkT/dbbFubG2AsOg7DqYMwFh2HtbkB5voKlH/9F8AmLU2Xewcg/PqnIFMJ+j5fxNLUjJNvvg3YpLNwA9LTED5ndrfjJoQQ8ou1uwqF6/Mmxro1DmLf5JFRCA/ykqxvP1iMsmr3t1jtz6IWLRCul6xa7d5AukAZGAm/sVdJN2wW1G78t9vjAYCbkudDIUjk/pC3EbUt9e4PiJBeqj1huh3A9E4eMh3Ajt6cOOWcn+Ocn/B0HH0BJU0JIYQQQtqdEM4zTQBj4k4t3GpGS1m9ZF0bFWT3mN4m90wNmlvMkvULW/Oep1TIMSN9gGS9otaAwyerXBKfOzUczkFDzpHuHZtzBA2Hc5AUEo9XZz2FOH/xjEwbt+HjA1/hw31fwmIV9H0mDjFZTPjrzn/iQJl4xlaoLggvTn8M4Zd4UMIezjkMpw+jfMVrOPv2XSj9/FmUf/UySj9/Fmff+g2KP1wKm0HaLpApVAi//ikofIM6dZ1T//oQrVXSVs5Kf38MfvD+PvN3DyGEeFJzixlb9hdJ1qNDvZEcLx1HQDxDLpfhOkG1qY0DK7dQtak7BaanQRst7XRRvXMXjBXSBzB7ioBJ10Gu85OsGwr2w1BwwO3xhHoHY07CFZJ1k9WM5Ud/cHs8hPRG7a12lwMY1sVDhwFY4YlWvYwxb8aYiTGWedG6ljFmbG+Xe+tFe/e3r9/Z/mvJTFPG2NT217zAGBvJGPuRMVbPGDMwxrYxxjIuen0hgOfbf7ml/VguOK8XY+xpxtghxlgzY6yJMbabMXaT4Gu7MIax7THUtq/Fdvf3zJUoaUoIIYQQAqC6uRbVBmkLtqQQ+615m0/mwGqUVgT6CtpT9Vai1rwAMHaYuArP3oyv9XvOOi0mTylbs86x49e2HR+sC8RLMx5HRswYu6/deHon/rjtbTQYaSaXsxgtrXhtx3s4XH5cuB/hHYoXpy9FiK5zycsLWQ2NKPvyRZT/7yUY8rMBfnEVKAc3iWdRhVzzANSR9ucmX6hy6zZUb98h3Bv88ANQ+klv+hFCCOm6LfuLYDRZJevzMuLo4ZQeZnpaDIL8pJ0aNmWfQ3U9zYF0FyaTIWrhfOmGzYaSb79zf0CdJFN7IWDqr4R7NRs/BffAQ4yLhs2FTiltAb7lzC4UNbi/bTAhvdBMdL7C9GLTAcxwYiydwjlvApAFYCxj7MLWVBMBqNv/++K4zn+NmzpxiTQAuwBoAHwE4AcAkwBsYoxdeAPrLQDb2v/7MwAvXvADAMAY8wewE8CfAFgBfNL+2hAAXzLGXrYTwwS0zZLVXHCMqROxux0lTQkhhBBC0L15prV7MoXrAWMnOiUmT+OcY+9RadJ0yIAABPiK24hGhYgrMPYcLUNdo9HpMbqLuaEBtVnZDp2jdm82zPq2JKhaocLDE36DG5OvBYP45uvxqgI8/dOfUVgnrXQhXdNiNuLV7X/H0UrxzNgo33C8MP0xBHkFdPncVkMjSv/zLIyFXa9CDphyA7yHde7vC2NFBU6//6FwL+KaqxAwelSXr08IIUSKc441u85I1jUqOaaniTtFEM9RKuRYNFX68JHFyrFqq/j9PXGNkCsmQxUo7WxZuXEzzA0NHoioc3xSp0EVLv3MZ64phX6/Yw9Ndoe3WoeFw+ZI1jnn+O/hVW6Ph5Be6H4PH99dmwEoAEy5YG0G2hKTW3BB0pQxJgMwFcBpznlnnlC/CsD9nPMZnPPHOedL0PZ1agA8fP5FnPO3AGxt/+W/OecvnP9xwbneAjAKwJOc8zGc8wc5578DMALAegDPMMZGCmK4EsBDF8RwO+e8Rz4JQklTQgghhBCI55lqFGoM9Je2mTpPfyJXusgA3xGpzgzNY85VNKKi1iBZF7XmvZCo2tRq49ic3XuTfy0lpYCjc0Y5bztPO8YYFg2bi99PuhcahVp4SLWhFn/Y9DfsLtrv2LX7MYOpBa9sexfHq8Q3Tgf4ReGFaY8iQNv1Kk3OOSpWvQ5zddfm3AKATOcHv4nXde46Vivy33gb1hZpxYzXwAGI/fUtXb4+IYQQsaOnalBU0SRZnzomBjqt0gMRkcu5cvxA+HmrJOvr9pxFfWOrByLqn2RKJSKvvVqybjOZUPbjWg9E1DmMyRA8+07hXt32ZbA2uz/hO2fwNAR7SRPQB8qO4miF+CFAQgiQOX9xCIBrHTzN/Mz5iz3Ri/98xeiFFaUzAOwHsBJANGMssX19JIAgdK7KFAAyOef/vmjtEwAWAGM7GyBjLAjALQD2cc7/cuEe59wI4EkADMDNgsMPcc7/1dlreRIlTQkhhBBCIJ5nmhg0CHKZXPh6brWgpUQ6V1AT4ge5WpwA621EVaYAMO4ySdMJyRHw8ZLeuFq/9yxsNgcTjx5irq9xznnqpOdJi0rBKzOfQJidOZqtVhPe3PURlh35HjZJ21dyKU2mZvxx69vIrzkt3I/1j8Zz0x6Bn8a3W+dvOZPTrQpTALA1N8B4tnPHFq1YicYT0htkTKlE4tJHIVNJ/38jhBDSPT8KqkwBYF5GrHsDIZ2mUSkwf4q0UtBktuK7HdL3+MR1wmbPglznJVkvW7MWVmPP7TqjiU6C9/DJknVbqwG1275yezwquRI3JovzPp8f+hq5lSdxqOwYTlQVQG9sdHN0hPRoQ+B4zkvWfh532w2gBe1JU8aYH4DRaEuMbm5/zfmE6vnWvJvROfsuXuCcmwFUAOhKu6V0AHIA52eUdvgBYEn764YKjs3qwnU8ipKmhBBCCOn3mkzNwvkwl5pn2lKUB1OjNAHok2j/mN4mSzDPNCzQCwPCfQSv/oVKKW5fV1bdjCOnpInm3oCbnHMzgpuklSsAEOMXiVdnPonkMPufzVbmrsHrmR+gxdxzbzj1JPrWJry05S2cqhN3K4oPHIjnpj0CX7V396/hYMs2/f71l3/N8RMoWrZCuBd7+6+hGzjAoRgIIYT8oqahBXuOlEnWh8YGIi6S5kb3ZPMy4qDTKCTrP2aeQVOL2QMR9U8KLy9EzJW2lrU0NqHip40eiKjzAqffCqaUPvzaePAntJaLH6ZwpUkD0xEr6HpUWF+MF7a8gT9t/zue2/w67v7uSfx15/vIKT8O7mhnHEJ6v+5/uOvo0jc9XIBzbkLbrNBkxlgo2trvygFs4pwfB1CKX5KmMwBwdD5pWm9n3dJ+jc4Kav85HcDzgh/PtO+L/hzET+X3QJQ0JYQQQki/l199GhzSD5iXmmdan50JwSHwHzPOmaF5TJ3eiLxzdZL1ccPDwZh4BueFRC16AWD9ns6M2+h5lAHO+cykCrD/Gc5brcMzUx7E3MHT7L4mu+Qwnt30V1Q29c7ks7s0GPV4ccubKKwXt81NDBqEP1zxMLxVum5fw9rcAMNJyQO7XWLIz4bVoLe7bzEYkP/m24BNWmEcMGY0Iq6a69D1CSGEdLRhz1lYBV0x5k2M80A0pCt0WiWunjRIsm4wWvDjTnHHCeIaEVfPA1NKW1mXrv4eNovFAxF1jsI3CP4TFgp2OGp++tTtCUkZk+GW1EWXfR3nHNklh/Hytnfwx61vo6m12Q3REdJjiZ9S7jpPlXBvRlt72+loS4y2Ashs39sCYBpjTA1gMoBjnPNKN8d3vl/5m5xzdokfopsaveapDkqaEkIIIaTfE7XmlTEZEoLs3yBrOCpuq+k/aozT4vKkrNwK4frl5pmeFxPmg+GDgiTru4+UoaGp982WUgcGQd2VpjWicwQAqkDp78mF5DI57hi9BPem32K3NXRRQyme/uk1mmdkR11LA17Y8qawehwAhoYMxv9d8SC8VFqHrmOuLQUcbZfMbTDXiOMEgNP/+gitFdLPwUo/PyQ89LtOPcBACCGkcyxWG9YJHu7y81ZhYkqEByIiXXXN5EFQq6Tvn1ZvP42W1p6brOtrVAEBCJ0+VbLeWlWN6p2Z0gN6EL/x10LhKx1laDx3DM0n9rg9nriAGKjlnR/9crQyD89tfp0Sp6Q/ywPg6EwbW/t5POHCuabT0TaL1HjBXiCA+wDo0Pl5pl1lbf9ZdEMiC22/P9J+5n0IJU0JIYQQ0u+dqCqQrMUFxECjEH9A5VYLDEXSziJKXy1UAQ5m1noIUWtenVYpTITaI6o2tVht2LyvyKHYPEEZGAldmGMJKl0YgzIoslOvnT5oIp6f+ij81OIK10ZTM17e9g7Wn9xGbbguUGOowwub30CJXtz5Z0ToEDw95XfQKjUOX8tmck6bZJupRbhetX0HqrZuE+4lPPQ7qPz9nXJ9QgghbfYeK0etXvp3+5XjBkKp6ErnOuIpft5qzJ0QK1lvNJiwfk+h2+Ppz6IWXAsIHu4q+ebbHv3eVaZUI3DmbcK92k2fwWZ238OfnHO8uesjtFq7ds1ifRne2PVhj/59JsRVJq5eWQXgOwdPs3ri6pWeau20H22tdOcDGI6OidHz//10+8+dbc3bVTXtP0vmwLRXtv4XQBpj7A+MMUlffMZYPGOsV7fooKQpIYQQQvo1k9WMglppVcHQ4AS7xxjLTsGklz686D1I3JK2tzGaLDiUL61uS0sKg0Le+bePGSmR8NZKW3Ot31PY6z7Ey3V+8B+TBpVv945XeAH+aemQe3X+BEkh8Xh11lOI85fOhwUAG7fh4wNf4cN9X8JipeqJyuYaPL/5dZQ1iTsUpYYPw1OT77f7MERXyVSOJ17bziOteDVWVuLU+x8IXx9x1VwEpvWNinZCCOlJ1mRKZxbKGDBnfKz7gyHdtuCKeOH71VVbC2AyWwVHEFfQRkYiaMJ4ybrh7DnU7T/ggYg6T5c0AZoBwyTrloYqNOxxNBfTeUcqTuBoZfeK3Y5W5uFIxQknR0RIr/Geh4/vNs65DcA2ACHtS5su2DsH4BSAULRVg4qfsHXcFrRVk77KGHudMfYsY+zZC/YfALAHwEsAchljnzDGXmWMfcYYywJQAKBXz62ipCkhhBBC+rXTtedgsUkTTkkh4qSptbkBtZlrYDNL9/z6SGvew/lVMFmkSeFxnWzNe55aKce0NGnCr6SqGUdP1wiO6Nn80uYiIAFQdKOrq80C6IZd0eXjgnWBeGnG48iIsf+9tfH0Tvxx29toMNqfjdnXlTdV4YXNb6CyWfx9NToyGb+fdC9UCpXTrqkMjASYgx+nmExSfcytVpx88x1Ymw2Sl3sNiMHA22517JqEEEIkiioakVMgLSpJHxaO0EAvD0REuivIT4tZYyXFMajVt2JT9jkPRNR/RS1aIFwvWbXavYF0EWMMQbPuFL7Pq9/1DSx69xSgrS9wLB+yoWC7kyIhpNfZiO5XYW6G69redtb56+sB7LOzt59z3gAX4JwfB3AbgHIA9wP4Y/uP8/t6AFcAeBBANYDFAB4DMA1ts2AfBfCTK2JzF0qaEkIIIaRfO1Etbc0LAEOCB/3835xzGE4fRvmK13D27btQt2en8Bi/1FEuidHd9gpa88plDKOTQrt8rtnjxNW363dLq3t7Om1cCrwSkhE0FF2uOLWZgLOfL+tWha1aocLDE36DG5OvBYO4RfDxqgI8/dOfUVjX+1ofO6q0sQIvbH4D1YZa4f7YqJF4POO3UMmlVc+OkOv84DU4zaFzeCVKq4+LV66CPve45LVMoUDi0kcgVzunUpYQQsgv1uySVpkCwLyMXt1drt9aNC0BMpn0PdPXWwpgsTo66o50ls/gBPglj5Cs648eQ2Nevgci6jx1eBx8Rs6UrHOLCbWbv3D59fXGRuwrzXHoHNmlh6FvbXJSRIT0HhNXr+QArgeQ28VDcwFc3368x3DO3+WcM865H+fcetHePe17kkpOzvlUzjm7aG1r++tfsHOtWM55rGD9C875SM65tv34i89r4pz/nXOe0R6nmnM+gHM+g3P+Fue85oLXXjKGnoiSpoQQQgjp10TzTCN8QuGnaUtkWA2NKPvyRZT/7yUY8rMBboNZ8NmTyYGGnf+GtaXR1SG7lM3GkZ1bIVlPjg+GTtBq93IGRvhiaGygZD0zpxT6ZlO3YvQUxhjCFi2FOjwagUOAwCGAugsjbPUnzqHoy4+7fe1Fw+bi95PutdtettpQiz9s+ht2F+3v1jV6o+KGMryw+Q3UttQL9zNixuCRjLugkEtGrTiFbmiGQ8f7jpnd4deNefk4979lwtfG3nYrdLGxDl2PEEKIVEurRThvPSJYh5GJIYIjSE8XHqTD1NHRkvXKWgO2Hyz2QET9l71q0+JvvnVrHN0ReMWNkKmlleZNx3bAWOTa1reljRUOjzPhnKNUL/1cR0h/MHH1yloAk9H5itPNACa3H0f6OUqaEkIIIaTfsnEb8qpPSdaT2ueZWg2NKP3PszAWHvl5z2oGWgVNUJQ6oPXcUZR+/myvTpzmF9WhvqlVsj62i615LzR7vLTa1GK1Ycv+3lcVKdf6IPLXL0Mblwy1HxA4GAgbBQQNBQIS234OGwV4hYmPL/56LRqOZHX7+mlRKXhl5hMI8xbfxG21mvDmro+w7Mj3sPG+XUlxrr4EL2x5A/V22hJPHjgWD46/AwqZ3CXXt5la0LDn224fr4lNhjY25edfWwwtyH/jbcAm/XPzH5mKiKvndftahBBC7Nt2oBgGo3RUw7yMWGG1Iukdrps+GEzwx7di00nYbB4tIupX/EeNhC4uVrJeuzcLhuIS9wfUBXKdHwKm3CDcq97wCbgL32sbLdLPY907j9Ep5yGkN2pPgM4EMAvAt2ib03khG4BV7fszKWFKzqOkKSGEEEL6reKGMjSbWyTrQ0MSwDlHxarXYa4uBudtidLafKDyIGAVfIaVKwHOAXN1MSq+ed3hJ4M9Ze9RaWtewLGk6cTUSOg00kq/9XsKe+Xvk1zrg4ibn0f4zc/BK3EsZCoZVD6Axh9Q+QAylQwhU1Kg8JLeqeM2IO8vr8NUX9Xt68f4ReLVmU8iOWyI3deszF2D1zM/QIu5b94oOVNXhBe3vGm35djUuAn43djbIHdRwpTbrKj89m2YKgq7dbwyOBphi5aCXXA398yHH8NYLv3/T+Hri8EPPwgmo49uhBDibJxz/Jgpbc2rUsgwI106F5P0HjFhPshIjpSsF1c2YfeRMg9E1D8xxhC1cIF0g3OUfvud2+PpKt8xc6AMipKsm8pPoSlnq8uua6+zTNfPo3HKeQjprSauXsknrl65ceLqlQsBhAGYBGBu+89hE1evXNS+3/tuTBCXcU2fKkIIIYSQXuCEoMoUAJKC49FyJgfGwiOwmYG6U4BJXMz2s5aatirUgATAWHgELYU58IpLdUHUriWaZxob4YuwQGlrqs7SqBSYOiZGclOyqKIJuWdqMXxQULfP7SmMMXjFpcIrLhVWgx7mmlLYTC2QqbRQBkVC7uUL3eCtyH31XeCij19mvQX5f3oGw/70D8gUqm5d31utwzNTHsTnh1Zi7cktwtdklxzGs5v+iicm3Wu3MrU3KqgpxCvb3hE+8AAAs+In4zdjboSMuS7JWLv5CxhOZnfrWE1sMsIWLYVc6/PzWvXOTFRuFv85JjxwP1SBXegDTQghpNNOFNahsEz6Jm/KqGj4eHXv32jSc1w/YzAyc0ol68s35SMjJaLDw0vEdYInZeDsF1+itbKyw3rllq0YcPONPfp9DpMrEDTrDpR/9bJkr3bLf6FLGi9s4euoSJ8wMMYcesCUMYZIXzvtbwjphyauXlkNoNrTcZCejx5XJoQQQki/JZpn6qfxRZh3CPT718FmBmpOXD5hep5JD9QcB2wWQL9/vZOjdb3S6iYUVUhbC49zoMr0PFGLXqCt2rS3k3v5QhOTBK/4UdDEJEHu1TYPN2DcVETOmyI8piGvFuc+/rNDN0LkMjnuGL0E96bfareisqihFE//9Gccrcjr9nV6krzqU/jj1rftJkznDp6Gu8bc5NKEqf7ABjTsFVdGqKOToB2cDlx8fSaD15BxCL/5OUTc/HyHhGlrVTUK3vuX8Hzhc2cjaFy602InhBDSkajKFADmTYx1byDEJeKj/ZE2VJo0Ol3SgP0nKgVHEFdgcjmiFlwjWecWC0q//8EDEXWNV/woeCWMkaxbm+tRl7nSJdf01fggLTLl8i+8hPTIVPiqvZ0UESGE9B+UNCWEEEJIvyWqNE0KjofNoEdzfjbqTgEWcW7GLksLUFcANOdlwWroZLa1h8g6ViFcHzfC8aRpXKQfhgyQPkWeebgUTQaTw+fvqWLvfgjeseInvMs2HkLNluUOX2P6oAw8P/VR+Kl9hPtNpma8vO0drDu5tVe2Qz4vt/IkXt72LlrszGa6ZshM3D7qepdWjRjOHEb1ug+Fe6rwQYi46Q+IWPIUBj7yMSJ//QrCb3wWkb9+BQMf+Rjh1z0Br7jUDvFxqxX5b70Da3Oz5Hza6CjE3nGby74WQgjp7+obW5GZI52pODjGH4Njem7lG+maJTMShevLN+b36vdFvU3ojOlQ+Ejfq5av2wCL4H1QTxM483ZA8JBiw94fYK6VVjM7w+yEKxw6/soE8cObhBBCLo2SpoQQQgjpl6qba1FtqJWsJwXHw1xbClMD73SF6cVMesDUwGGucc0HaFfJErTmDfTVID7K3ynnF1Wbmiw2bNlf7JTz90SMMQx94RXIBTNdbSbg7OfL0ZTfvTavF0oKicerVz6FuIAY4b6N2/DJgWX4YN+XsFgtDl/P3Y5UnMCftr+LVotgoDCAhUPn4JbURS5NmJqqi1G58m9tg2kvIvcJRPiSpyFTtc2Nsld9fLGSVauhP3pMss4UCiQufQRytXPmWRFCCJH6KessLFZp0uyqiXEeiIa4ytC4QCTHB0vWjxfW4uipGg9E1D/JNRpEXD1Psm41GFC+/icPRNQ1qqBI+KVfJd2wWVCz8TOXXDM5LAkjQod069gAjR+Sw5KcHBEhhPQPlDQlhBBCSL9kb57p0JAE2ExGNDvYsau5ErCZulim6kGNBhOOnZHeOBo7PBwymXMSUZNHRkGrliYP1+8p7NNP+qsCApC49DHhnrEOKPzX6zBVnXP4OsFegXhp+uPIGJBm9zWbTu/ES1vfQoOx91RBHyrLxWs73oPJahbuLxlxNW5MvtalCVNrcwPKl/0JtlaDZI8pNQhf8jQUPoFdOmfjyQKc+/Ir4d7AW38F70GDuhUrIYSQy7PaONbuLpSs+3gpMWlklPsDIi61ZOZg4fryjflujqR/i5g3FzLBA2Gl3/0Am1n8Pq8nCZh0HeQ6P8m64eQ+GE4ddPr1GGN4LONuRPtGdPnYOmMDsksOOz0mQgjpDyhpSgghhJB+6US1dJ6pWqHGQP9oWFutaK1z7PytdYDNJK1I66n2H6+AzSZNXDpjnul5GrUCU0dHS9bPljci76yDv+E9XODYcQifM0O4pz9tRtGnLzulnbNaocLD4+/ETcnzwSBOIp6oPoWnf/ozCuuKHL6eq+0rycFfdv4TZjsJ05tTFuC64Ve5NGHKLWaUf/0XWOpF7asZQhc8AnV41xKc1pYW5L/xFrjVKtnzS0lG5LVXdzNaQgghnbH/eAWq6qQPt80cOxBqpXhOOOm9UgeHIHGAv2T90Mkq5J2Vdp4hrqH09UHYLOn7YXNdHSq3bPNARF0j0+gQMPVm4V7Nxn+Du6Cbi7dah5emL+1Wxem/sr9AbUu902MihJC+jpKmhBBCCOmXTlRJK00Tg+Igl8lhaXFO1aOd0Ys90l5Ba161So6UBGk7M0eIWvQCwLo9hU69Tk8Ud9fd0EZLnxTnNqD6YA3KV/zFKTdbGGNYOGwOfj/pXmgVGuFrqg21eHbTX7G7aL/D13OVvcUH8Xrmv2CxiX9Pfj1yMRYMne3SGDjnqPrxPbQWnxDuB878NXSJ6V0+75mP/w1jaZlkXeHjjcGPPAgmo49phBDiSj9mnhGuz50Q695AiFswxi4x2/Skm6Pp3yKvvQYQvM8pWbVa+DBZT+OTMg0qwcNy5upi6A+sd8k1vdU6/GHqw3j2ioeQHpUqfFhQLVdJ1hpNzXhv7+ewCUZLEEIIsY8+jRNCCCGk32kyNaOoQTpvNCk4vu0/mLSFbHdw3jveapktNuw/Ie1HPHpIKFROrraIj/ZHQoy/ZH3HoVI0tfT8tlyOkCmVSHr6aTCl9PvLYgCqdh1H9fqPndaqOC0qBa/MfAJh3iHCfZPVjDd3fYRlR77vcTdTdp3bhzd3fQSrnbjuHH0Drh4y0+Vx1O/8Gk1Htwv3fEbNgt/Ya7p8zupdu1Hx00bhXsLv7oc6KKjL5ySEENJ5pdVNOJAneN+TFIqIYJ0HIiLukD4sHLER0hnjWbnlOFPa4IGI+idNWChCJk+SrBtLS1Gbtc8DEXUNk8kRfOWdwr267cuc0jlGeF3GkBI+FL+fdC8+nP8XvDT9cTwz5QG8NP1xfLTgr3h+2qOQM+lnz5yK41iTv9klMRFCSF/VO+7kEUIIIYQ4UX71GXBIE1NJIQkAALlGXJ3XVXKt1inncbUjp6rR0iqt5hs7zHmteS80R1BtajJbse1AsUuu15N4RUdh0G/vEu41lwPVWzdAv3+d064X7ReBV2c+ieQw+y29VuauweuZH6DF3DNKo7cX7sXbez6xm8j9bdrNmDN4qsvjaMrNRN128cxRbVwKgmff1eW2wK3VNTj1j/eFe2FXzkTQhHFdjpMQQkjXrN1VKFy/amKcewMhbiWTMVw/QzzbdMUmqjZ1p6hF84Xrxd+sctrDg66kiRkK3bCJknWbsRl128TvHZ3JV+2NpJB4jIwYjqSQePiqvZEQFIvrR4jHO3yZs7pXjOUghJCegpKmhBBCCOl3RPNMZUyGwUFtN8u0UZHCtlFdIpO1nacXyBK05mUMSB8W5pLrTR4ZBa1aWsG6bndhr7hR4qiwWTMROF6cHKs/DVT++DFazuQ47Xreah2emfIg5g6eZvc12SWH8eymv6Kiqcpp1+2Ozad34R97PxN+HzAw3Jd+K2bGT3Z5HMbiPFR9965wTxkUhdBFj4PJu1aRzm02nHz7XViamiR7mshIxP3mjm7FSgghpPNazVZszDonWQ8N0GJMkmve95CeY2JqFCIF1cQ7D5egpEr67zNxDV1sLALGjJKsN+WfhP5Yrgci6rqg6beCKaQtcfUHf0JrRaH7AwKwIGk2hoZIHwyw2Cx4e88naLWYPBAVIYT0PpQ0JYQQQki/k1ctnWcaFxADjUINAFD6+SEwPc2hawSOTYfSV9oCrKfhnAvnmSYNDISft9ol1/TSKDFlVLRkvbBMj5NF9S65Zk/CGEPCA/dBFRgg2bOZgYbTHOUr/wZzrbSFdHfJZXLcMXoJ7k2/FXKZuOVyUUMpnv7pzzhakee063bFhoLteD/7P8IqcMYYHhh3O6YNynB5HOb6SpSveA3cKm0XLfPyRfgNz0CuuXT7RnNDA/S5x1F34CD0ucdhbmhAybffoSHniOS1TC7HkKWPOK3CnRBCiH07DpYIxwHMmRALuaxr3QNI7yOXMVw3XZpU4hz4mqpN3Spq4QLhesk3q9wbSDcp/ELgP2GhdIPbUPPTpx55EFQmk+HBcbfDSyntdlSiL8d/Dq90e0yEENIbUdKUEEIIIf2K2WpGQU2hZD0pOKHDryPmzXHoOhFzZzt0vLucKdWjur5Fsj5+hGta8543W9CiF2irNu0PlD4+SFz6aFtJ70Va64Gmc80oX/4qrMZmp153+qAMPD/1UfipfYT7TaZmvLztHaw7udWtN3vW5G/GR/v/J9yTMRkemfAbTI4d6/I4bMZmlC//E2yieVRyBcKvexLKAPH/G5xz1B86jON/eg1Zt9+FI08/i9wXX8aRp59F1m2/wdnPvxAeN+BXN8E7Id6ZXwYhhBA71uw6I1lTyGWYNVb8voT0PVPHxCDYX5pU2rK/CJW1Bg9E1D/5jhgO78HSBHbd/oNoLix0f0Dd4DdhPuS+wZJ149mjaM7b44GIgGBdIH6bdrNwb0PBduwvlT7ARwghpCNKmhJCCCGkXzlVew5mm3R+Z1JIx6SFX2oK/FKSu3UNv5Rk+KWmdOtYdxNVmQLA2OGuTZomRPtjUJSfZH37oRIYjNIKkL7Ib8RwRC8WPKEOQH8OMBSVonLVm+A2q1OvmxQSj1evfApxATHCfRu34ZMDy/DBvi9hsUr/X3G27078hH8fXCHck8vkeCzjbkyIGePyOLjNiopVb8BcJZ75FHL176CJSRLumfWNOPbcizj2/Euo3ZsN2C6ax8p524+L+CWPQNRC8VwvQgghzpV/rk7Y0WJSaiT8fVzTXYP0PEqFDIunJUjWrTaOb7ZKR3gQ12CMIXrxAuFeyarV7g2mm2RKNYJm/Fq4V7vxc9jMrW6OqE3GgDRMiRWPAvln1ueob2lwc0SEENK7UNKUEEIIIf2KaJ4pAAwJ7pg0ZYxhyBNLuzyXVBsTjSFPLAUTVBD2RFnHyiRrUSE6RIeKKxGdhTGGOYJq01aTFdsOlrj02j1JzE03CJ+yBwfqTwGGgoOo3fwfp1832CsQL01/HBkD7Leh3nR6J17a+hYajIKqSyf5Jnctvjj8jXBPKVPg9xPvwdjokS67/nmcc9Rs+AQtpw8J9/0nXQefEVOEe2Z9I44886yw9e6lyHU6DH74QTBH5ycTQgjpFFGVKQDMy4hzcyTE02aNGyhMlG/YexZ1eqMHIuqfAsemQxMp/axVtX0njJWVHoio63RDM6CJGSpZtzRUomHv9x6IqM2do29AmE5aBatvbcJ7WZ/Dxm2CowghhACUNCWEEEJIP3NCMM80wicU/hrp/FGljw/ibr8GTDwCUsIvJRnJr74MpY9rE47OUl3fgoJi6ZPGY4dHuOX6V4yOhlol/c1dv6fQLdfvCWQKBRKXPgKZYJ6lpQXQFwENe7+H/tAmp19brVDh4fF34qbk+WAQJ/lPVJ/C0z/9GYV14urL7uKcY/nRH/DVke+E+0q5Ek9Mvg+jI7tX7d1V+n1roN+/TrinGzYRAVNuFO5xzpH319fRUlTc5Wuqg4KgCg7q8nGEEEK6Tt9swg7BQ1mDIv2QFCudMU76NrVSjgVTpK3xzRYbvt0m/axAXIPJ5YhaeK10w2ZD6Xc/uD+gbmCMIejKOwHBe+n6Xd/Aoq9xf1AAvJRaPDj+DsiY9Nb/ofJcrDu51f1BEUJIL0FJU0IIIYT0GzZuQ54gaXrxPNMLGYuOg1+qO6pMhsDx4zD8xecw/KXne03CFACyc8Wtece5uDXveV4aJaaMjJKsnypuQIGgfV5fpY0IR/y9dwv3DBWAsR6oXvsBjEXHnX5txhgWDpuD30+6F1qFNHELANWGWjy76a/YXbTfKdfknON/R1bj62M/CvfVchWennw/UsOHOeV6l2M4uR81P/1bHEtUIkKuecBu5XjD4ZwuV5j+fN1z59BwOKdbxxJCCOmaTdnnYLJIK6vmTYztNd1BiHPNzYiFt1YpWV+7+wwaDSYPRNQ/hU69AsoAf8l6xYaNMOsb3R9QN6jDB8Fn5AzJOje3onaLeKa9OyQGD8J1w+cJ9/57eBXO1fef7j6EENIVlDQlhBBCSL9R3FCGZpNBsp4ULH3SHGhL7jQcOijcG/Crm5D82isY+9nHGPr0E/AfmdrrbrqJ5pn6eKmQNNB9FRezBS16AWBdP6o2BYCQqVcgeMok4V7DacBqtKD867/A3OCaVmVpUSl4ZeYTCPMOEe6brGa8uesjfHXkO4faeXHO8Z9DK/Ht8fXCfY1CjWeueAAjwsSzQ52ttaIQFd++AQi+JoVfCMKuexIyhcru8WVrxNWpnVW2Vvz7QAghxHlsNo61uwol614aBa4YFe3+gEiP4KVR4prJgyTrLa1WfL/jtAci6p9kKhUir7lasm5rbUXZmrUeiKh7AqfeDKb2kqw3Hd0OY3GeByJqs3DoHMkYGgAw2yx4e88nMFnNHoiKEEJ6NkqaEkIIIaTfELXmBYCkEHGlqaWuDC3l0iecmVyGyGuvhu/QJCh9pW19e4OWVgsOn6yWrKcPC4Nc7r63iIkDAhAbIf093H6wGC2tFrfF4WmMMcTf+1uoQ0MlezYLUH8asDbrUbH8NdhMLS6JIdovAq/OfBLJl0hYfpO7Fn/L/AAt5q7P+7JxGz49sBw/5ItbDWuVGjx7xUMYGiKY8eoClqY6lC9/Fdwk/VqYSovwJc9A4e1v93hzQwNqs/c5FENtVjbMetfNjCWEEAIczK9EWU2zZH1G+gBo1AoPRER6imsmD4JWLR0V8f2O0zAYKZnkLuFzroRcq5Wsl/24FtbWVg9E1HVynR8CJl8v3KvZ8Am4h2aIymVyPDj+DmiV0o4yRQ2l+O/hVR6IihBCejZKmhJCCCGk3xAlTf3UPgi3U13XcuYIWgX5DO/4OMgFMyh7kwN5lbBYpR/ex7qpNe95jDHMEVSbtrRasV0we6wvU+h0SHzsYUAmfYtu0gPNFYCp8iwqV7/jshsv3modnpnyAOYNnmb3NftKDuPZjX9BRVNVp89r4zZ8tO9/WFewVbivU3nhuamPIDFYWvHhCjZzKypW/BlWvfTBATAZwhYthSp0wCXP0VJSCtgc/HOw2drOQwghxGXWZBYK1+dOiHVrHKTn8fFSYV5GnGS9qcUsrE4mrqHQ6RA+50rJukWvR+XGzR6IqHv80uZCGRgpWW8tK0DTkW0eiKhNqC4Id42+Sbi39uQWHCw76uaICCGkZ6OkKSGEEEL6jbyqAslaUkiC3ba6jbn7YBUU1PmnpTs7NLfLErTmVchlGJUoTiC70hVjYqBSSp/yX9/PWvQCgO/QJMTcIH5KvbEIMDcDhvws1G1b5rIY5DI5bh+9BPem3wq5TPrnAgBF+jI8/dOfcbTiRId1vbERJ6oKcKjsGE5UFUBvbITNZsP7WV9g4+mdwnP5qHR4fuojiA8Ut2p2Ns5tqPruXbSWnhTuB135G3jFj7rseazGrlfbCs/T4prKYUIIIUBFrQHZx6XveVIHByMmrPfMoSeuM/+KeKgU0tuj324/hVaz1QMR9U8R11wNppBWfpd8+x24tXf8OTC5EkGzbhfu1W7+ArZWz73nmxw7FpMGjhXuvZf1HzQYqfMJIYScR31ICCGEENIvVBtqUWWolazbnWdqs6LhyDHhXsDIVKfG5m5Wqw3ZuRWS9ZTBwfDSKN0ej7dWiUmpkdi8r6jD+smiepwqrkd8tL/bY/KkmOsXo+FwDvS5xztucKDuFBAyHKjP/BqqkGh4D5/ssjimD8pAlG8Y/pb5gfBGSpOpGS9vexe3jbwOkT5hWH9qO/aX5oBz3uF1gVp/1LbUC6/hp/bBH6Y+jAH+Ua74EoTqtv4PzSd2C/d80+fBL21Op87jrGpzUTs6QgghzrF+TyEu+mcJAITVhaR/CvDR4MpxA/FD5pkO6/WNrfhp71lcPck9XTD6O3VQIEKmXoHKjR3HOLRWVqI6cxdCprjuPa8zeSWMgTZ+FFpOHeywbm2uR13m1wiafquHIgPuGn0j8qoKJJ+JG4x6/DP7Czw56T67DxMTQkh/QpWmhBBCCOkXTlR1bZ6pqaIQxmrpDB2ZWgXvBHGitbc4cbYOjQaTZH28m1vzXmjO+Fjh+vq9Z90bSA/A5HIMfvQhyHVekj2rEdCfa/vvqh/eg7FUWj3tTEOC4/HqrCcxKEDcqtbGbfj04HK8sv1d7Cs5LEmYArCbMA3Q+OGF6Y+5NWHamLMF9bu+Ee5p40cjaObtnT6XNipS2Eq5S2SytvMQQghxOrPFig2C9xGBvhqM8+B7HtLzLJyWALlMmixauaUAZotnZlH2R1ELrwUESbuSb74VvsfsqYJm3g4IurU0ZP0Ac22Z+wNq56XS4sHxdwoTowdKj2BDwXYPREUIIT0PJU0JIYQQ0i+cqJYml9QKNWL9o4WvN5zJEc4z9R0+FEwublnaW+wVtOYFgPRhnruBmBQbgAHh0jZ5W/cXw9hq8UBEnqUJDUX8vfcI9wxVgLEW4BYTKlb8GZZGaQW1MwV7BeLF6UuRMSDNaecM0gbghemPIcrXfd9zLeeOoerH94V7qtABCFv4GJiddsQiSj8/BIwZ7VBMgWPTofT1degchBBCxDIPl6KhSfqQ2JwJsZDL6XYY+UVogBemp8VI1qvrW7B1f5HgCOIKXtHRCBwrHYPSfKYQ9YcOeyCi7lEFR8Mvba50w2pBzabP3B/QBZJC4rF4mCA2AJ8fXoniBs8ldQkhpKegd4mEEEII6RfyBJWmiUGxdmc26nOyYTNL1wPGOC9x5ClZx6QfhhOi/RDs77k2oYwxzB4vnWnZ0mrBzsMlHojI80KmTELo9GnCvfozgNUEWJtqUbHiz7CZpVXRzqRWqPDw+Dtxc8oCMDjWtkspU+CFaY8iwifUSdFdnrm2DBVf/wWwSRPwcp0/wpc8A5m6a9//1tZWmOvrHYorYu5sh44nhBBi35pdhZI1uUz8foOQ66YPhqDYFF9vPgmrrfdUOfZ20YsXCtdLvvnWvYE4yH/yEsi8pA/GGfKzYTjt2QTw4mHzMDhI2qLcbDXj7T2fwGwVfAgmhJB+hJKmhBBCCOnzmk0GnGsolawnBYtb89osJuhPiNue+qemODU2dyuubERJVbNkfezwCA9E09G0MTFQKaRvT9ft6X8tes+Lu/s30ERIqzG5Fag/BXAOtJYVoOrH91zetowxhgVDZ+OJyfdBJe/+7FuzzYKK5monRnZp1pZGlC/7E2wtTZI9plAh7PqnoPAL6dI5LQYDcl98GU0nu98e2S8lGX69/O8TQgjpqU6XNOB4obQTw4TkCAT6OmcmNelbIkO8MSlVOjKgtLoZmf30AT5P8BmSCN/hwyTrDTlH0OjA+y53k2t0CJx6s3Cv5qdPwG1WN0f0C7lMjgfH3wGNQi3ZO1tfjP/lrPZAVIQQ0nNQ0pQQQgghfV5+zWlwSBNK9uaZthbnobVO+kFW4auDNtp98xddIctOa96eMNvLx0uFianS+Y55Z+twprTBAxF5nsJLi8SljwpbQpsageb2ouHmYztRv2uVW2IaE5mMxKBBDp3DXTOTuNWMipV/g7lW+tAEAIRc+xA0UYO7dE6zvhHH/vAC9Mdyux2XNiYaQ55YKpwpRQghxHFrdp0Rrs+bKK2uIuS862cmCtdXbDoJG1Wbuk3UogXC9aJlK6DPPY66Awehzz0Oc0PP/nzgkzodqjBBRWd1MfT713sgol+Ee4fgN6NvFO79kL8JOeXH3RwRIYT0HJQ0JYQQQkifd7xK+lSyjMkwODBW+HrD6cMwNUrX/VNTe32SQzTPNNhfi7jInjFXcfb4WOH6hn5cbeozOAEDbhbf1GgsAUztBZR1W/+L5rwsl8ejNzbiWFW+Q+fILj0Mfau08tOZOOeoXvshjGePCvcDpt4M76ETunTO1ppaHHnmWTQVSNt9d5ZfSjKSX30ZSh/pDF9CCCGOa24xY+uBYsl6TJgPRgwK8kBEpLeIjfAVPkhYWKZHdq74wUPifAFjRsNr4ADJel32Phx5+lnkvvgyjjz9LLJuvwvH//Rn1B867PKOK93BZHIEXXmHcK9u+zJYDYIPnG40JXYcMmLGCPf+sfczl79XJ4SQnoqSpoQQQgjp8/KqpQmOOP8YaJTi9mz1h/aBCzomBYwWf6jsLRqaWnFC0Kpu3PDwHpMMHhYXiOhQb8n6lv1FMJqk8yj7i6iF8+GXPEK6wdva9J7v8FW5+m20VhS6NJbSxgqHb0xxzlGqr3BSRGINe1aj8fAm4Z53ylT4Zyzq0vmMFRU4+syzaCmS3ogHAN2gOAx5YikCx40FZBd9zJLJEDh+HIa/+ByGv/Q8JUwJIcSFNu8rQqtJ+kbuqozYHvN+h/RcS+xUmy7flN8jE3N9EWMMUQvnX/6FNhtq92bh2PMv4dhzL8Lc6NkkpIh2wHDohmZI1m3GJtRt/8oDEf2CMYa70m5CkFeAZK/O2ID3s7+g73lCSL9ESVNCCCGE9GlmqxkFNYWS9SEh8cLX24zNaDolTor4pSY7MzS3y86tgKiz2Nge0Jr3PMaYsNq02WhB5mFxi9X+gMnlGPzIQ1D4SBPK1lZA316Iy81GVKx4DdZm17UrM1panXQeo1POI9J8Yi9qN38h3NMMGIaQefd26ca5oagYR55+FsZycaLXZ2gSRvzxRQRPzMDQZ57E2M8+RvJrr2DY888i+bVXMPazjzH06SfgP7L3V6sTQkhPxjkXtubVquWYlhbjgYhIb5M4IAAjB0tnneefq8fhk1UeiKh/8ktNFY6nsKch5wiOPP1sj0ycBs64FUyhkqzrD2yAqdKz3XS8VTo8OO4OMEjfn+4rOYxNp3d6ICpCCPEsSpoSQgghpE87XXcOZpu0QnGonXmmLedyYWqQZhY1YcFQB/Xulm5ZgrZiWrUCyfE96+uanhYDhVz6NnV9P27RCwDq4CAk/O5+4V5LNdBS0/bfloYqVKz8K7jV7JI4NAq1k84jrvR2VGvZKVSufgsQzDFWBIQjbPETYHJlp8/XdOo0jjzzB5hqpFXaAOA/MhXDX/gDFN66n9eUvr7wHZqEgNGj4Ds0CUrfntH+mhBC+rqcgmoUV0pbSk4dEwMvTef/7if9m91q040n3RxJ/8Q5x8k33wa3Clr/XEJLUTHy/vJ6j6uOVPqFwm+8oHKW21D906cej3dY6GAsGDpbuPfvgytQoqfW1ISQ/oWSpoQQQgjp005UiWcPDgkWV5o25x/4eUbkhfxHjXZmWG5nMltxIK9Ssj4mKRRKReef4nYHX50KE1MiJevHC2txtlzvgYh6jqAJ4xA2+0rhXkMhcL4I1Fh0HNVrP3TJTZhInzCHqyUZY4j0DXNSRL+w6GtQvvxVcItJsifT6BB+wzOQe3W+Na4+9ziOPvs8LHrx913g+HEY+uzTkGtckwAmhBDSNaIqUwCYlxHn5khIbzYiPghDYwMl60dOVeP4GfFDVMR5Gg7noCHnSPeOzTmChsM5To7Icf4TFkDuI31Q1Vh4BIa8LA9E1NH1I65GfOBAybrJasY7ez6Bxdp/x6QQQvofSpoSQgghpE87Xl0gWYvwDoW/Rlz5VX/ogKhADf6jRzk7NLfKKagWzvca14Na815o9njph3YA2NDPq00BIO43t0MbHSVZ59a2+abn86SNhzdBn/2j06/vq/FBWmSKQ+dIj0yFr1raatgRNlMLype/CmtTnXRTJkfY4t9DFST9fbOn7sBBHHv+JVgNBuF+yLSpSHpiKWRKqlwihJCeoKahBXuOSiuihg8KQmwEVfyTzmOMXXK2KXGtsjXrHDt+7XonReI8MpUGQTNuFe7VbPo3bIIH/txJIZPjofF3Qi3oKHOmrghfHf3eA1ERQohnUNKUEEIIIX2WjduQVy2tNLU3z9TSWAtDUbV0gzH4jRju7PDcau8x6U1EmYxhzFDnV/s5w4j4IEQG6yTrm/cVodXctVZdfY1crUbi0kfAFArJnrkJaLpg9GvNxs9gOHXQ6THMTrjCoeOvTJjipEjacJsVld++DVOFuMIoeO5voY3t/Ezimt17cPyV12AziW9ghc+bg8EP/a5Ls7YIIYS41vo9Z2ETDG+flxHr/mBIrzcmKRSDovwk6/uOV+BUcb37A+onzA0NqM3e59A5arOyYbbTJcSTdMMmQR2dJFm31FeiYe8PHoioowifUNwxaolw7/sTP+FoxQk3R0QIIZ5BSVNCCCGE9Fkl+nI0m6RVYknBduaZFh5Bq+DztW5gNBQ6aQKvt7DZOLIESdPhcUHw8VJ5IKLLY4xh9vhYyXpTixm7ckqlB/Qz3oMGYeCvbxHuNZUApsb2X3AbKle9AVNNiVOvnxyWhBGhQ7p17IjQIUgOk94wckTt5v/AcDJbuOc3YQF8R87s9LkqN2/Bib+8Dm4RtyGLvm4RBv32LjAZfZQihJCewmK1Yf2eQsm6v48aE5KlLf8JuRzGGJbMEFebrthEs01dpaWkFLDZHDuJzdZ2nh6GMYbgK+8EIB1zUZ+5EpZGz7d+nhY3AeOipR2WODj+vvczNLYK5tgQQkgfQ5/0CSGEENJn2ZtnOjREnDRtOrEPFkEnzoC0NGeG5XanSupRqzdK1sf20Na8581Ij4FCLr2psJ5a9AIAIq+5Cv6jRgr36k8Btvacn63VgIrlr8La4rybHIwxPJZxN6J9I7p0XLRvBB7LuNvhmagX0h/YgIa94pZhXkPGIXDarzp9rrIf1+Dk23+3e7Nu4G23YuCtv3Jq/IQQQhy352gZavWtkvXZ4wZCqaBbX6R7JiRHIDpUOk5g15FSFFU0Co4gjrIapZ9ZunWelhannMfZ1BHx8EmdLlnnZiNqt/zXAxF1xBjDPWm/QqDWX7JX21KPD/Z9Cc4Fs2wIIaQPoXeOhBBCCOmzTgjmmfqpfRDuHSJZ55yj/lCO8Dz+I0c6OzS3ErXmBXruPNPz/LzF1SHHTtfQjSoATCbD4IcfgNJPOqfNagIaCn+Zb2quLUPlqtfBbc5rbeyt1uGl6Us7XXE6InQIXpq+FN5q51VtG84cRvW6D4V7qvBBCL32ITB2+Y88nHMUrViJ0x98LH4BYxh0792IXrTAgWgJIYS4yprMQsmajEHYtYKQzpLJGK6fMViyzjnw9WaqNnUFuUbjnPNotU45jysETL0ZTCWNr+nIVhhLPD8z11utwwPjbgcTVMTuLT6ILWd2eyAqQghxH0qaEkIIIaTPOlElTZoOCYkXVomZa0thrJBW4jGFHD5J3WtD2lOIWvPGhPkgQjAztKeZPW6gcH3DXqo2BQBVQAASHnpAuGesBVpqfvl1y5kc1Pz0b6de31utwx+mPoxnr3gI6VGpkv+3GGMYGzUSz17xEP4w9WGnJkxN1cWoXPk3gEurQuU+gQhf8jRkqsvfeOOc4+znX+DcF1+KXyCTYfAjDyFi7hxHQyaEEOIC58r1OHJKOpN+7PBwhAT03MQJ6R2mjIpGaKCXZH3rgWKU1zR7IKK+TRsVCTg6AkEmaztPD6Xw9kfA5OuFezUbPgEXvLd1txFhQ3BN0izh3qcHl6OssdLNERFCiPsoPB0AIYQQQogrVBtqUWWQzoWxO8/0jHieqU9iAmRKpbPDc5uKWgPOlEq/sJ5eZXpeckIwIoJ0KLvoptSm7CLcOncoVEq5hyLrOQLTxiDiqnko+3GNZE9fCKi8AUV77lC/bw1UITHwHX2l067PGENK+FCkhA+FvrUJpfoKGC1GaBQaRPqGwVctbWvnKGtzA8qXvQJbq7SfNlNqEL7k/9m77/Aoq+wP4N93SnrvnQRCEkoKJaGI2Mvqrr33dXX1p64Fu2LHVSzY3aLrrriuvTfsgkgJnZAeSCAhvWeSyWTK+/sjoIR7AylTk+/neXx8uGfedw5qZOY9955zN3SBYYe9j2qzYdc/XkH9im+kcUWnQ/odtyJ8Tt6ocyYiIsf4ak2VdP2U+SnOTYTGJJ1Wg3OOScXLHwzsSGOzqfjwxwpcd062izIbm/TBwQjLnY3W9fkjvkdYXi70QWInFncSnHsKurZ8C3Nr3YB1U205DDtWITDzaNckdoALpv8BBQ3FqGyrHrBuspjw/NrX8Mjxt0On4XcxIhp7eNKUiIiIxqTSZvk804yISdL1zoJ8WMVRWAjN9exiieyUKeA5RVONRsGJc8XTpl09fVhbUCe5YnxKvuJS+E1IEtZVW/980wM3rDd//SqMuwsdkkeQdwAyIichJ3YaMiInOaRgqlrMqH//CVjaZTvcFUSdcTO8YyYe9j42iwVlzzw/aMFU4+ODqfffy4IpEZEb6+k14/uN1cJ6XIQ/sieL4xiIRuK43CSEBXkL69/m70FLh3vOzvRksaeMrrtH7O9OslMmjqNo9Qg7/gpprPWH/8Jmcv1/VzqtDjfNvRJeWnED8c623Xhvx+cuyIqIyPFYNCUiIqIxqaRJLJp667yREpoorKs2KzoLi6X3CcnJsntuziQrmoYEeCMtKdQF2YzMcbmJ0GrElsps0fsbjZcX0m69BRovLyFm7ga69h6wYLOi4YMnYW5vcF6CdqKqKpq+eBmmmhJpPOz4y+CflnvY+9j6+lC69Ck0r/pZGtf6+2PaQ/cjJNuzf/6JiMa6lZtrYDRZhPXfzU+BRvLZgWgkvPRanHm02K3GYrXh45XyjZo0csHZWQjOyhzRtQFpaQj2kM9vfqmz4DsxR1i3GtrQvuZD5yckERcUgytmyFsJf1z8NYoaOduXiMYeFk2JiIhoTCqRnDRNC0+GVtJCqK++Er0tfcK61s8H/snJjkjPKbqNZumMr9yp0R71IDE00Adzp8cK69srmrG3SZxDO175T0hC8h8vl8a66zCg/bTN2IX6dx+Ttrd1Z+2r34dhxyppLHDGCQjO+8Nh72E1GlH0yF/Rmr9BGtcHByPz0YcR5OGzjImIxjpVVfGlpDWvl16L43PFTXJEo3Hy3GQE+omb075aW4UOg6RdDY2YoihIv+NW+CYmDPtaa08PbH3i9zp3pCgKwk/4I6CIj+fb138Kc5u8Y5CzHTdxAWbHi22oVah4Yf2/YejjbF8iGltYNCUiIqIxp7uvB3va9wrr6YPMM+2p3IY+yTzT4OlToWg89+PS5pJGWG2qsO4prXkPJGvRCwDfrONp0wPF/O4khObOlsbadwG2Aw7jmJuq0fjJc1BtVidlNzqGwtVoW/W2NOabkoWIk66Cohx6M4DFYEDhAw+jY3uBNO4VEYHMx5bAPyV5tOkSEZGDFVW2oqpO/AB31Ix4BEiKW0Sj4eOtw+kLxfb/pj4rPvt5lwsyGtv0gYHIfGzJsE+cGmtqsOvvrzgoK/vzikhA0OzfiQGrBS3fL3d+QhKKouDa3EsQ6hMsxFp62vDKxregquJ3TiIiT+W5TwGJiIiIBlHWsgsqxC9ug80z7di6YUAxab/Q2Ydv8+nO1kta83rpNMhO87wZXzmTIxEV5iesf7dhD8wWzyj6OYOiKJj8l+ugDw0RYrY+oKMSOPCZRk/5RrStfMt5CY5Qb00pmj57URrTRyQg6qzboGh1h7xHX3s7Cu69H12lZdK4T2wMsh5fAt/4uFHnS0REjvflmkrp+ilHpDg5ExovTl0wEX4+4ueNz1fvQrfR7IKMxjZ9YCCmPfwApj10P8Lm5AEHb2YdZLNc4w8/ouG7H5yQoX2EHnkeNH5BwnpP6XoYK7e7ICNRkHcArp8j72iztnoTVlWtd3JGRESOw6IpERERjTmyeaYaRYO0cPEhms3Sh65S+e7w4CzPmIcjY7HasLFEnFmZkxYFH69DF5fckUaj4KQ54mnTzu4+rNvhHq2r3IU+OBhpN98ojfW2AcamgWvtaz5CV8FKJ2Q2Mub2RtS/9zhUq/gwUuMXhJjz7obWx/+Q9zA1NaHg7vvQUyU/mew3IQmZjy2Bd6TnbSggIhqP2rp6sWZ7rbCenhSK1IQQ5ydE40KArx6nSory3b2WQYv4NDqKoiAkJxtT7rkTea//C5mPP4qpDyxG5uOPIvf1fyFi4QLpdbv+8Qq6q6qcm+wIaX0DEHbUhdJY87f/dpuuMFkxU/D7tOOksX9tfhv1hiZpjIjI07BoSkRERGOObJ5pSkgifPQ+wrqpphSmdvGLqFdoEHxioh2SnzMUVbZId7zneWBr3v2Oz0uSzmJli15RSE424s44TRrr3ANYjAPXmr/4G3r3yk9gupKttxv17/4Vth5J/2ytDjHn3Al96KH/mzbW1mL7XYvRWys+XAeAgLTJmP7ow/AKDbVHykRE5ATfrN8Ni1XsKnLKEcnOT4bGldMXToKXXiusf7JqJ3r7JK1ryG70QUEImpKB0JkzEDQlA17BwUi97lr4JsQLr7X19aFk6VOw9PS4INPhC8w5Dl5R4gZRc9MedG7+1gUZyV2YdTomhIizZnstJryw9jVY3KTAS0Q0GiyaEhER0ZhitppR0VolrKdHylvz9lRsRV+XuB6Sk3PY+YjuTNaaFwDypnpuITgsyEc6j3VreRPqmrtdkJF7m3DJRfCfJM7eUm1A287+v/+6ZjWj4b2lsHS2ODHDQ1NtVjR8tAzmpmppPPL318MnMeOQ9+iuqkLB3fehr7lZGg/OnI5pDz0AfWDgqPMlIiLnsFptWLFW3DAV6OeFBdli8YTInoIDvHHyXLG41WHo40Y+F9D6+iLjztug8fYWYr21dah48WWPmLepaLQIP/FKaaxt1VuwGiVfWF1Ar9XjprlXQq/VC7Hy1ip8WPSlC7IiIrIvFk2JiIhoTNnVtgdmSRvPweaZtm/ZOKB4tF/IrNn2Ts1pVFXFeknL2vSkUIQGiadtPcmJkha9QP+JExpIo9cjbdHN0odIlh6gq2bgmrW7HfXvPQ6b2eSkDAenqipavnkNxl1bpfGQBecicPrCQ96jq7QMBffcD3N7uzQemjsbU++/Fzo/31FmS0REzrShuAHN7UZh/cQ5SdITgET2dubRqdBpxc2VH/5UAbOFJ+2czS8pCZP+78/SWMsva1H3xVdOzmhkfCdMh3/GPGHdZjSgbdW7LshILiE4Fpdlny2NfVD0FUqaKpycERGRfbFoSkRERGOKbJ4pIC+aWnu7YaiskbwaCMmabte8nGlPfRcaWsVWVJ7cmne/GelRiAwVi1zf5e+B2SKpfo9zfgnxSLlKvmu9ux4wdQxc66vfhabPXnT5jvzOjV+ic9MKacx/6hEIXXj+Ia9v316AHfc/BGu3/ARyxMIFyLjrdmi8vEadKxEROdeXv4izIxUFOHlesvOToXEpIsQXx+UmCestHb34YaO8QwY5VtQxRyP6hOOlsap/v46usnLnJjRCYcddBkVyirNz0wr0Ne5xQUZyJ6YuxMy4TGFdVVW8sO7f6OkTN7YQEXkKFk2JiIhoTClpFne2xgREIsQ3WFjv3b1DKBoBgG9cNPTB4us9xWCteWWtbT2NVqNIT5u2G0zIL5L/vse76BOOQ/i8udJY+y7g4IPZ3cVr0L76fSdkJtdTvgkt3/5HGvOOT0PkH244ZOvs1vwNKHr4Udh6e6Xx6JNOQNrNN0Kj09kjXSIicqLaJgO2lDUJ67MyohET7u+CjGi8OvuYydBIPo68/0M5rFZu5HOFlKuvhH9KirCuWiwoffJpmLvco8XtoehDohA893QxoNrQ8u1rLt/YuJ+iKPi/3EsQ7BMkxJp6WvHq5rddkBURkX2waEpERERjhk21obR5l7CeEZkqfb2hbDPMBnHdk1vzAkC+pGgaE+6HpJixMbfxhLwk6UMqzpGSUxQFk66/Fl7h4ULMZgY6KoGDn7+0rXobhpK1TsrwN6aGKjR8vAyyntm64EhEn3MnNLrBT4c2rfoZxY89AdUstugGgPgzT8ek/7sGipbtG4mIPNGXa6qk66fMT3ZqHkSxEf5YOCNBWK9v6cGqrXtdkBFpvb2Rfuet0Pr5CTFTYxPKn30Bqs39C9oh88+ENjBMWDdWFaCnbIMLMpIL9gnC9XmXSWOrd+fj56p8J2dERGQfLJoSERHRmFHb2QBDn9iOMyNCXjRt37xZuh46I8eeaTlVW2cvSve0Cet502IOeTrPk4QH+yJ3qnhqdktZI+pb5O1Yxzt9YCDSFt3U37/wIKZ2oKdRvKbp0xdgqhdbIDqKxdCG+ncfg9onnhBVvP0Qc/490AWEDHp9/dffoGzZc8AgD8OSLr4QEy6/dMz8HBARjTe9fRZ8t0FsTxkd5oeZGdEuyIjGu3OOmyxdf+/7cths7nEicLzxjY3F5Buvl8baNm7C3g8/dm5CI6Dx8kHYsZdKYy3f/QeqRb450BVyYqfhlMnHSGOvbn4LjYZmJ2dERDR6LJoSERHRmFHcJLbmBYCMSHGeqaWzBT17W8UXazQImjrF3qk5TX5Rg3R9LLTmPdCJc8UWvaoKfJvvPrN+3E3w9GlIOPtMaayzGjAfNAZXNZtQ/97jsBjaHZ6bzWxCw7uPw9opebCiaBB95iJ4RYqzw/ar+fBj7Hz5H+KR2X1SrroSieedw4IpEZEH+3nLXnQbxWLB7+YlQytrQUHkYBNigjAvM1ZYr27owroddS7IiAAgfN5cxP7h99LY7jffQseOQidnNHwB046Ed3y6sG5pb0Db6vfRW12Mnp1b0FtdDGu3ZN6ME12UfSYSg+OEdaO5Fy+s/w+sNqsLsiIiGjkWTYmIiGjMkM0zDfIOQGxAlLBurCpAX6d4j4CJE6D19XVEek4ha83r76vH1BSxNasnm5UehYhgH2H9u/zdsHCO1KASLzwfAZMlpyJsQPtOsSuutbMZDe8/4dAd7apq6z/VWiff9BB+4p/gN2nGINeq2P3mW9j9+hvym2s0SL3xesT94VR7pUtERC6gqiq+WCN2P9DrNDg+b/BNNUSOdt5xadL1d78vc5v5k+NR8uWXIDBd8u/GZkPpU8vQ1yZ25nEniqIg4sQrpbH2X95H7fLFqH97CWqXL8bu565C/XtL0bNrm0v+m/PS6nHT3Cuh1+iEWGnzTnxU/LXTcyIiGg2PKpoqihKuKMpViqJ8pChKhaIoRkVROhRFWa0oyp8URZH+fhRFma8oypeKorQqitKjKMp2RVFuVhRl0GFGiqJcrihKvqIohn3v8ZOiKPJtSkREROQWSpp3CmsZEanS02VdRRthMYr3CJ2d64jUnKK3z4KtZWKf1dkZ0dBpPepj32FptRqcMEc8bdraacKGQU7bEqDR6ZB2683Q+IgFZ4ux/8TpwUx7S9H01d8d9hCm7ae30D3I/NSg3FMQPPtkaUy12VD5ymuoefd9aVzR6ZB+2yJEH3es3XIlIiLXKK9ux84a8TTVguw4BAd4uyAjon6piSGYmS5u0NxZ04HNpZL5B+QUGr0e6bcvgi4wQIiZ29pR9vSzUK3ufQLSOy4VAVlD+Byr2tBTlo/6tx5G3f8egtXY5fjkDpIUEo9Lss+Sxt4v/AJlzbucnBER0ch52tOzcwG8AmAOgPUAngXwAYDpAF4F8K5y0FNRRVFOB7AKwEIAHwF4CYAXgGcAvC17E0VRngLwHwCx+97vvwAyAXymKMoNdv49ERERkR209LShqbtFWM+IFOeZqqqK9m3bpfcJycm2e27Osq2sCX0W8ZTlWGvNu9/xeUmQdeP7Zv1u5yfjQXxjYzDp2qulsZ4GoLddXDds/wkd6z+zey5d239E+5oPpTHfSTMRfvwV0phqtaLihZdR98WX0rjGywtT7r0LEUfMs1eqRETkQl/8Ip+xfcoRKU7OhEh03vGDnDb9rszJmdCBvCMjkXbLTdJYR8EO7Hn7XSdnNHwhc08DhjFeoreqALXLF7ukcHry5KOREzNVWLepNjy/7jX0mCU7lomI3JCnFU3LAJwGIEFV1YtVVb1bVdUrAWQAqAZwNoBft7UoihKE/qKnFcDRqqr+SVXV2wHkAFgL4BxFUS448A0URZkP4FYAOwFkqap6i6qq1wOYBaAVwFOKoiQ79rdJREREw1UqOWUKABkR4jxTc8te9DZ2C+saLz0CJotFVk+xXtKaV6tRMDND3P0+FkSF+mFmRrSwvqmkAY1tPZIraL/Io49CxMIjpbGO3TpY+8T11u+Xo6dik91yMO4pRNMXf5fGvKKSEH3mIigasTGMzWxG6ZPL0PjDj9JrtX5+mPrgfQidKW/pS0REnqXDYMLPW/cK65MSgpGeFOqCjIgGmjYxHNMmiqMwiipbsWOnZF47OU3orJlIOPdsaazm3ffRtnmLkzMaOlVV0fzNv4BhdnsxN9eg4cOnnd6qV1EUXDfncgR5i6d7G7tb8O/N7l+kJiICPKxoqqrqD6qqfqaqA6ctqapaD2D/E5ejDwidAyASwNuqqm484PW9ABbv++X/HfQ21+77+6OqqrYdcE0V+k+pegP44+h+J0RERGRvxU3iPERvrReSQxOF9Z7K7TCJHd4QNCUNGp04i8UT2GyqtC1t5qQI+PvqXZCRc5w8V2zRq6rAt+v3uCAbz6EoCiZdezW8o8SCus1kQWe1t+T5jIqGj55BX5Okh+8wmVtr0fD+E4DNIsS0/iGIOe8eaLzF2cJWkwnFjz6OlrXrpPfVBQZi+iMPIniauMudiIg80/cb9sAs6aRxyvwU6QgGIlcYdLYpT5u6XNKF5yM4c7o0VrbsOZia3LOwbazcjt6qghFd21tVAGOVvLOSI4X4BOG6vMuksZVV67Bmz0ZpjIjInXhU0fQwzPv+fuCTl/2N31dIXr8KQA+A+YqiHDgA41DXfHXQa4iIiMhNyOaZTg5PgU5yUq1zWz5sZmEZIbPzHJGaU5TtaUO7wSSs543R1rz7zZ4SjbAgcT7nt/m7YbWKD1jpNzp/f6QtugnQiF8JeltMMLZ4CetqnxH17z0Oa8/IW35ZjV2of+cx2IwGIabovBB97l3QBUcKMUt3N4oefATtW7ZK7+sVFobMvz6CgFTxdDkREXkmm03Fl2uqhHV/Hx0Wzoh3fkJEg5iRHonUhGBhfUtZE8r2tEmuIGdRtFqk3Xoz9KEhQszS1YXSJ5+GzSz5cuhinZtkj6aHc/3XdspkeGbGZeKk1KOksX9u/B+au1udnBER0fCMiaKpoig6APu3sRz4J0r6vr8L27pUVbUAqASgAzBx3338AcQDMKiqWid5q/J9f5dvHxPz2iT7C/3thImIiMhOevqM2NMutm2TzjO1WdFZVCK9T2hOlt1zcxZZa15g7M4z3U+r1eCEvCRhvaWjF5tKGl2QkWcJmpKBxPPPlcY6d1tg7hFP8Fja6tHw4VNQreIp0cNRrWY0fPAUzK210njkaTfCJ36ysG7u7MSO+x5EZ1Gx9Drv6ChkPvYI/JLEk+VEROS5Npc2oqFVbLl/XF4SfLw8szsIjU2KouC849Olsfe+52lTV/MKDUX6rbdINwt2lZZh9/L/uiCrwVm7O9BTPrpTmT1lG2Dt6bRTRsNzafZZSAiKFdZ7zEa8sP4/sNm4uZWI3NeYKJoCeBzAdABfqqp64Daa/Vu8JA34BqyHjPD1RERE5AbKWnZBhTizRTbP1FS3C72t4k5iXYAffBM9t+AiK5qmxAUhKszPBdk41wlzJkDWnW/Fuiqn5+KJEs89G0FTpwjrqtWGrrogqFbxmt7dO9DyzWvDeh9VVdH81Svo3b1DGg89+iIETJknrJtaWlBw933o3rlLep1vYgIyH1sCn5ixvUGAiGg8+uKXSun6KfNTnJwJ0eHNmRaDpJhAYX3djnrsrnNN8Yp+E5w5HRMuvlAaq/3080HHP7iCubUWUEdZWFRtMLfINyo6mpfOCzfOvRI6jbi5pbipHB+XuOYULBHRUHh80VRRlBsB3AqgBMClw71839+HOxl7SK9XVXWW7C/050pERER2UtIszjPVKBpMDhcfqPXs2oY+yTOL4KzpHjsXq7bZgOoGsV3qWG/Nu190mB9mpIuzOTcVN6C53eiCjDyLotVi8i03QusvFthNLR0w9sjbH3Zu/hodG4feNqxj3Sfo2va9NBaQdTRC5p8lrPfW16Pg7sUw1tRIr/OfNAmZf30E3uHhQ86DiIg8Q31LNzaViPPac9IiER8Z4IKMiA5No1Fw7iCzTd/7vly6Ts4Vf9YZCJ01Uxorf/4lGOtkjQedz9bXa6f7uO67UHJoAi7KOkMae2/H56hoqXJqPkREQ+XRRVNFUa4H8ByAIgDHqKp6cFP0/SdDxaEC/YIOet3hXn+4k6hERETkAsVN4jzT5JAE+OrFWZcdW/KlJ+dCZ+c6IjWnyC8UHygCY78174FOnjtBWLOpwLf5e1yQjefxiYrCpP+7VhrrKN4LqzZBGmv55l8wVhUc9v7dJevR+oO87ZlP0lREnnKtsGmhZ88ebL9rMUwN8jbLQVOnYPojD0AfFCSNExGRZ1uxtgqqZMs6T5mSOzsyOw6x4f7C+s9ba1DbLM5zJ+dSNBpMvvlGeEdGCDFrTw9Klz4Nq8nkgswG0niJ32NHdh9fu9xnpE5JOwZZ0WJHG6tqw/PrXkOv2T7FYSIie/LYoqmiKDcDeBHADvQXTGWDvEr3/V3Y5rVvDmoKAAuAXQCgqmo3gL0AAhRFERuvA/sHLHEYARERkZswW82oaK0S1mWteW1mE7rK5G3eQrI8d55pvqQ1b1iQDybFhzg/GRfJnRqDkEBvYf2b9bthtQ23qcj4FHnkEYg69hhprLWgDfCWnOZUbftmlPbvyrd2d6C3uhg9O7egt7oY1u4OmOp2ovGTZyFr1qILjUH02XdA0eoHrBsqdqLgnvthbmuT5hMycwamPngfdP7iQ0kiIvJ8fWardONTRLAP8qZGuyAjoqHRajU4+1hxPrtNBT74QeyOQ86nDwpE+u23QtGJrWO7KytR+erwRlA4gj4sDlBG+dhe0UAfHmefhEZIo2hw3ZzLEOglfmavNzTh31vec0FWRESH5pFFU0VR7gTwDICt6C+YyrefAz/s+/vJkthCAH4A1qiqeuAWokNd87uDXkNEREQuVtlWDbNVnFGaEZkqrPXWlMDULs6G8Y4Mk+429gRdPX0orGwR1vOmxUCj8cx2wyOh02pwQl6SsN7cbsSW0sE+KtLBUq7+E3xixRPKFkM3DI2hgF4sTNt6Dah980HUvb0Eu5+7CrXLF6P+7SWoXb4Yu5/9E2pfvxeqpU+4TuPjj5jz74HWb+Dsr47CQuxY/AAsXWLLaQAInz8PU+65E1pvMRciIhobftlei85u8c+Ok+clQ6v1yEdZNI4cOzsREcHiScEfNu5BUxtHR7iDwPQ0JF9xmTTW8M13aPzxJ+cmdBCtfzD8Js8e1T380nKh9XN9R5Yw3xBcmyefqPdj5Rqsq97s5IyIiA7N4z5pKopyH4DHAWwCcJyqqs2HePn7AJoBXKAoyq9/0iiK4gNgyb5f/u2ga/6+7+/3KooSesA1yQCuB2AC8O/R/B6IiIjIfmTzTAH5SdOe8i3ok3TFCpmRY+esnGdTcQNskpOU46k1734nzhFb9AL97f1oaHR+vki79RYoWq0Q6yqtAILmAhCL8dbOZhh3bgHUgzclqFAlmxqg0SL67NvhFT5wXmrb5i0oenAJrEb5A8Wo445F+m23QKPXS+NERDQ2fPGL2BlEq1EG/bOeyJ3odRqceYy4gdNiVfHRSp42dRexvz8F4UfMk8Z2/u2f6Nnj2jEfQbNk53mGLnDGCXbKZPRy47Nx/KQjpbF/bHwTLT3y7jJERK7gUUVTRVEuB/AwACuAnwHcqCjKgwf9dcX+16uq2gngagBaAD8pivKqoihPoP+E6jz0F1XfOfA9VFVdA2AZgEkAtiuK8oyiKC8B2AggDMBtqqpWOfZ3SkRERENV3CQ+eIgJiESIrziivH3zRlmHUITOHN0uXldaL2nN6+2lRVaqZ56cHY2YcH/kpEUK6xuKG9DSwV39QxU4ORVJF18ojdV/sxq+GSeN+j0ifncNfJMzB6w1/7IWxY8+DlufeLII6H+wlXrD/0kLukRENHZU1LSjdLf4AH1+VhxCg+wz54/I0U6cMwHBAV7C+tfrdqO9y/UzMwlQFAWpN1wHnzhxQpvNZELJ0qcH3cjnDL4pWfA56PPycBjLN0GVDYZ2kctyzkZcoNhevbuvBy+u/w9swuZLIiLX8KiiKfpnkAL9RdCbATwg+euKAy9QVfVjAEcBWAXgbAB/AWAGsAjABarkTw9VVW/dd596AH8GcBmAQgB/UFX1Rbv+joiIiGjEbKoNpc27hPWMCHFnt9VogKGqTryJAgRnTnNEeg5ntlixqURsPTszPQpe+vFZWDp5brKwZrOp+G6Da3eKe5r4M09HcOZ0YV21WlH77Vb4ps8f8b21QREIzD52wFrDdz+g9KllUC0W6TUJ552DlKuuhKLxtK8vREQ0XF+tqZKun3pEinSdyB35eOlw+kKx802f2YpPVu10QUYko/PzQ8adt0HjJRa4jTU1qHj5Hy4rPCqKguizboU+ImFE13du+god+Z/ZOauR89F548a5V0KrEb+nFjaW4bOS71yQFRGRyKOeOqiq+qCqqsph/jpact0vqqqeoqpqqKqqvqqqZqqq+oyqqtZDvNfrqqrmqqrqr6pqoKqqR6mq+rlDf4NEREQ0LLWdDTD0dQvrGZHiA4re3YXo6xDv4ZcYB11AgCPSc7iCnS0wmsQi03hszbtf3rQY6a7+b9btlrYxJjlFo8Hkm2+ELlD82eitq0d7saTP9RBZO5thrNr+669rP/scFS+8BNjku8uT/3g5Jlx8IRRl/MzoJSIarwxGM37aXCOsT4gJxNSUMBdkRDRypx6RAn9fcaTAF79UwtAj76xBzuefnIyJ11wljTWv+hn1K75xcka/0foGIu6yJSM+cdr63eswFK+1c1YjNzEsCRdmniaNvb3jU+xq3e3kjIiIRB5VNCUiIiI60KDzTCPFk6aGko0w94ivDZ3lua158yWteTUKMHuK2PZovNDrNDg+N0lYb2wzYmtZkwsy8lzeEeFIvf46aax143YYW0Z+785NX0NVVVS/8x4qX/23/EWKgknXXYP4M+QPVoiIaOz5YcMe9JnF/e2nHJHCzTPkcfx89Pj9AvGEtNFkweeSub3kOlHHHYuoY4+WxipffQ2GnWJ3I2fR+gYi9qIHEHPR/fBLywOUgx7nKxr4TJoBjV+Q9PqmT55Db02JEzIdmt+nH4/pUenCutVmxfPr/o1eC9tXE5FrsWhKREREHqukSWxtFeQdgNiAKGG9fcsW6T1CZs60e17OoKqqdJ5pRnIYggO8XZCR+zhxzgTp+op1Vc5NZAwInzcH0SedKI11VAEjfabRXZqPyldfxZ7/vS2NK1ot0hbdhJhB3puIiMaODoMJhbtasLG4Hh+tFD/b+XprcfTMkbWnJHK1046cBB8vsR3pp6t2SjvGkGsoioKJ1/4ZfhPEzZeqxYKSpU/CYhA7HDmLoijwS8lGzLl3YsLN/0LcZY8i5oLFiLvs0f5fX7AYcRc/BMXbT7hWtZpR/+7jMLfWuiBzkUbR4IY5V8DfS8y1tqsBy7e874KsiIh+w6IpEREReaxiyUnTjIhU4SSCpbMFPXvbhNcqOi2CMsRdrp6gsrYTze1GYX08t+bdLy4yAFmpEcJ6fmE92jp7XZCRZ0v50xXwTYgX1lUr0L4TGO6YJ1UFOitV1H2+QhpX9Hpk3H0HIhceOZJ0iYjIA6iqii2ljVjy2npc9uAK3PXSajz06nrpZ5tjZiXCz0dscUrkCYL8vXDyvGRhvavHjBVrq5yeDw1O6+2N9Dtug8bHR4iZGhpR/vyLLptveiCtXxB8EjPgN2kGfBIzoN13wtQrKgkx59wBaHTCNTZjF+refhTWbsm8GhcI8wvBNbMvlsa+27Ua+TVbnZsQEdEBWDQlIiIij9TS04ambrE/qGyeqbFqO0yd4j0CUlOg8RLnX3oC2SlToH+mJwEnz00W1qw2Fd9t2OP8ZDyc1tsbabfeAkUnPoAxGwDDMDatq7b+QmvPIJ2SNT4+mHr/vQjL9dy22UREdGid3X1Y/Pc1uP+fa7G+sB6HGznOU6bk6c48OhV6nfgI9qOfKqTtqMl1/BLikXrDIOMp1uej9pPPnJzR8PgmZyLy1P+Txixt9ah/73HYzO7R/nZu4kwcmzJfGvvHhv+i1dju3ISIiPZh0ZSIiIg8Ummz2L4N6D9perDO7fmwSr4bhubm2Tstp8kvrBPW4iP9kRAV6IJs3M/czBgE+okF8W/W74btcE9nSRAwMQUTLrtEGjPsBfq6Dn8P1Qa0VQC9rfK4LiAA0x9+ACFZmaPIlIiI3Flndx/uemk1tlc0D/maF97bhq6ePgdmReRYYUE+OD5PbPva1mXihj43FHnkEYg55WRprOr1N9BZ7D7zQWUCs45G6MLzpTHT3jI0ffo8VNXm5KzkrphxrnS0TldfN15a/zpsbpInEY0vLJoSERGRR5LNM/XWeiE5NHHAmqqq6CjYIb1HaE6OI1JzuOZ2IypqxNZKedNiXZCNe9LrtDguN1FYr2/pwfaKQY450iHF/eFUhMzIkcbadwI2C2A19xdQe9v7/24198dtVqC1FDC1y++tDwnB9EcfRmB6miNSJyIiN6CqKpYu34DqhiHstDlAdUMXHn99g1u0xSQaqbOPmQyNRhHWP/ihHBYrC0PuJuXKKxCQKnYwgs2G0iefhrnDPdrcDiZkwbkIyDpGGusuWYfW75c7OSM5H70P/jL3j9AqYomioKEEX5b94IKsiGi8Y9GUiIiIPFKJZJ7p5PAU6DTaAWvm5hoYG3uE12p9vOCfkuyo9BxqQ5G8NS/nmQ500twJ0vUV63Y7OZOxQdFoMPmmG6APDhJi1j6gqQBo3AK0FANtZf1/b9wCtJQCzYWDn0b1joxA5mOPwD9Z/u+LiIjGhq1lTcM6YXqg7RXN2FbOTU/kuaLD/KStphvbjFi5ucYFGdGhaPR6pN9xK7T+/kKsr6UVZcueg2p139bKiqIg8pRr4ZuSLY13rP8MHRu+dHJWcqnhyThv+h+ksf9t/wRVbdVOzoiIxjsWTYmIiMjj9PQZsbt9r7Aum2faU7kdfZJ5pkHTpkDRasWAB5DNMw3080LGhFAXZOO+EqICMX1SuLC+fkcd2rvcY5aPp/EKDUXqjTdIYzaz/Jq+DsDaK4/5xMUh87FH4RsXZ6cMiYjIXX25pnKU11fZJxEiFzn3uMlQxMOmeO/7clg5PsLt+ERHI+3mv0hj7Vu3ofq9D5yc0fAoWh2iz74NXlFia2gAaPnmNXSX5js5K7nTM07E1MjJwrrFZsFz616DycIW7UTkPCyaEhERkccpa9kFFeKDBdk8046t62GziPfw1HmmPb1mbCsXT2nkTo2GVsuPdgc7aW6ysGaxqvhhI+dHjVTY7FmIOfV3o76Pf0oyMh97BN6REXbIioiI3FmHwYR8yaav4Vi/ow4dBm56Is+VEBWI+VniRrG9TQasLah1QUZ0OGF5uYg/6wxprPrtd9G+dZtzExomjbcfYs5fDG1AmCSqovHjZ9C7t9zpeR1Mo9HghrlXwF/vK8T2dtbjjW3uXaAmorGFT9aIiIjI48ha8yqKgsnhKQPWVJsVncVl0nuEZGc5JDdH21LWJJ17xNa8cvMzYxHopxfWV6zbzdloo5B8+aXQeHuP+PrA9DRMX/IQvEJC7JcUERG5rZpGA0Z7kM6m9heXiDzZecfJ57e/+10ZP5u6qQmXXISgqVPEgKqibNmzMLW0OD+pYdAFhSPm/HugePkIMdXSh4b3HoO5bXSbWuwhwi8MV8++WBr7pmIVNtUWODkjIhqvWDQlIiIij1PStFNYSwlJhK9+4BdBU91OmFrEnqH64ED4xMY6LD9Hkp3S0Gk1mJEe5YJs3J+XXotjZicK63XN3SjYObK5agR0FZfAZhr5aZ/4s8+CLiDAjhkREZE76+2TtP0YAaPJPvchcpWJ8cGYPSVaWK+s7cTG4gYXZESHo2i1SLvtFuiDg4SYuaMTZU89A5vFvf/f5B2TguizbgMUsRRg7e5A/TuPwmrsckFmA81PmoWjk+dJY3/LX452Y4eTMyKi8YhFUyIiIvIoFqsF5a1VwnpGhGSeacUW9Em++4VkZ0GRDRRyc1arDRuKxIcp2ZMj4Outc0FGnuGkOROk61+v3e3kTMaOui9XjOr6xh9+tFMmRETkCXy87PM5hZ93aCw4/3ieNvU03uHhSFt0M2RDaTuLirHnzbecn9Qw+U2agYhTrpHGzC21aHhvKWxuMDv0jzPPQ7S/OL6j02TAy/nLYVPFrktERPbEoikRERF5lF1te2C2iqdHMyLFeabtmzdA9p0qNDfXEak5XMnuNnT1iF9k2Zr30JJigjA1RZzjs6aAs9FGwtzRgdYNG0d1j9b8DTB3dtopIyIicncJUQEY7XY1jQLER7JLAXm+jOQwZKWKRaGS3W3shOLGQnKykXjBedLY3g8/Rsv6DU7OaPiCco5HyBFnS2O91cVo+uxFqC4uSvrqfXDjvCuhkZyK3VpfhBXlPzk/KSIaV1g0JSIiIo8im2cKAOkHnTS1mU3oqqiSvjY4K9PeaTnFeklrXgDIncqi6eGcNDdZWLNYbfhxU7Xzk/Fwxr21gG2UD1Nstv77EBHRmKeqKtbtqMNoq6ZzpsciOGDk87SJ3MmhZpuS+0o87xyE5GRLY+XPvYDeBvdvsRx61IUImL5QGusu+gVtP/3PyRmJJoen4Nxpp0pjb277CHva9zo5IyIaT1g0JSIiIo8im2caHRCJUN/gAWu91SUwtYvtrXxiIuEVEuKo9Bwqv7BOWEtNCEZEiK8LsvEsR2THwd9XL6yvWLubbdCGydrba5/7GI12uQ8REbkvo8mCp9/cjBff24bR/nF7yvxku+RE5A6yJkcgPSlUWN9W3ozS3a0uyIiGQtFokLboJniFi11srN3dKH3iadjMYlckd6IoCiJ/fx18JkyTxtvXfITOzd84OSvRmVNOlo7gMdsseG7da+hzg1bCRDQ2sWhKREREHsOm2lDaLBZNp0SIrXkNZZtg7hbvETJzpiNSc7iaxi7sbRJ/Q3nTYl2Qjefx1mtxzKwEYX1vkwGFu1pckJHn0vr42Oc+viz2ExGNZZW1HbjlmZVYuaVm1PfKSo1A9uRIO2RF5B4URcF5g842LXdyNjQc+uBgpN9+K6ARH6sbKnai8l//cX5Sw6Ro9Yg++w7oI8TvRwDQvOIV9FRscnJWA2k0Gtww94/w1YvfPao7avHm9o/R2duFkqYKbK0rRElTBTp7u1yQKRGNNSyaEhERkceo7WpAV59YOMyIFHegtm/eBEhONITOmuWI1Bwuf5DWvJxnOnSyFr0A8PW63c5NxMP5xsdJHxINi0bTfx8iIhpzVFXF1+t247bnVmFvk2HU90uMDsRdl+dCUUY7FZXIveROjUZybJCwnl9Uj8raDhdkREMVNCUDyZdfKo3Vf7UCTatWOzmj4dP6BiDm/Huh9Q8Rg6oNDR8ug6lul9PzOlCUfziunnWRNPZV+Y+46pM7cP8PT+Ovq17E/T88jas/vRNPrv47ttcXs5sQEY0Yi6ZERETkMUqa5PNMD27bYzV2oadKUmTUKAiaOtURqTmcbJ5pZKgvUuLEBy0klxwbhIwJYhu0X7bXoquH7Z2GSh8cjLDc2aO6R1heLvRB/G+XiGisMZosWPbWZrz43lb0WeTzr729tEiMDhjS/bJSI7D0hgUI9POyZ5pEbkFRlEFnm773PU+buru40/+AsDl50ljFS39DT437z93Uh0Qh5vx7oOjFedGquRf17zwKc0ejCzL7zYIJuThygvyf88FUVcWGvduwZOXzeOSn52AwSVpPEREdBoumRERE5DFk80wDvQMQGxg9YM24ewdMneL1/smJ0Pl5XkvQDoMJJVXibKM5U2N46mKYZKdNzRYbftxY7fxkPFjsKSeP7vrfnWSnTIiIyF3sruvEomdX4qdNg7fjnRATiGduPgov3X4sHrlmHuZOj4HmoI8yGgWYlxmLR66ZhyXXzmfBlMa0+dlxiI/0F9ZXb9trl5Pa5DiKomDyjTfAJyZaiNl6e1H6xFOwmkwuyGx4vGMnIerMRYAilgms3e2of/tRWHtdW3z808wLEOEnbn49lB2Npbj/h6dZOCWiYWPRlIiIiDxGSbN40jQjYpJQODQUboTFKF4fOjvXUak51IaiBtgk3YXy2Jp32BbkxMHfRyesr1i3my2chiE4OwvBWZkjuzYrE8HZWXbOiIiIXEVVVXy7fjcWPbcKNY2DF3lOyEvCUzctRGJ0IBRFQU5aFO794xwsf/BkLL1hAR68ei6W3rAAyx88GfdckYectChuDqMxT6tRcM6xk4V1VQXe52lTt6cL8Ef6HbdB0YnfL3p278Guv//TI75j+E+ejYiT/iSNmZtr0PD+E1CtZidn9RtfvQ8CvYbWoeBANZ11WLbmFY/4d0BE7oNFUyIiIvIIrT3taOxuEdanRKYKa+1bt0rvETpjhr3Tcor8IrE1r6+3DtMnRbggG8/m46XDUTMThPXqhi4US07zkpyiKEi/41b4Jor/LA/FNzEB6XfcyofgRERjRK/Jgmfe2ozn392KPrNV+hpvLy1uuXAmbjx/Bny8xMJCcIA3pqaEY1ZGNKamhCM4QGwTSTSWHT0rEZGhYjecHzdVo7G1xwUZ0XAETJqIlKuulMYaf/gJjd997+SMRiZo1skInnu6NNa7eweavviby4qPBQ0lqGwfWWegHY2lKGgosXNGRDSWsWhKREREHqGkWWzNCwAZEQOLppaOJvTUtguv0+h1CEgTd3G7uz6zFZtLxTkyszKioNfxo9xInDwvWbr+9brdzk3Ew+kDA5H52JIhnzgNzspE5mNLoA8MdHBmRETkDLvrOrHouZX48RDteJP2teM9dnaiEzMj8iw6rQZnHy1uBLXaVHz4k9hph9xPzMknImLhkdLYrn/+C92VVc5NaITCjr0E/lPmS2OGgpVoW/W2kzPq93XFylFd/03FKjtlQkTjAZ+0ERERkUcoaRIfGHhp9UgOHfgQrqdyu3SeaWB6KjSStknubntFM0x94smNOWzNO2IpccFISwoR1ldv3QtDT5/zE/Jg+sBATHv4AUx76H6EzckDNAd9vdBoEDZ3DqY9dD+mPfwAC6ZERGPEd/n97XirGw7djvfpfe14iejQjp8zASGB4inrb9bvxrqCOmwqaUDhrhZ0GNx/RuZ4pCgKUq+7Br4JYhcWW18fSp54CpYe9z81rCgaRJ72F/gkTpHG21e/j86tzj0529nbhY2120d1jw2129Bp4oxgIhoaz3tySEREROOSbJ7p5PAU6DTaAWud2zfAJql7hebmOSo1h1pfKLbm1WgUzJoS7YJsxo6T5iajbM/WAWt9Fht+2lyD3y+Y6JqkPJSiKAjJyUZITjbMnZ0w7q2F1WiE1tcXvvFx0AcFuTpFIiKyk16TBX/7cDt+2Dh4m0RvLy2uOzsLx85OcmJmRJ7NW6/FmUdNwr8/LxqwbrbY8Oh/8n/9tUYB8qbF4JT5KchJi+TIAzei9fVFxp23Ydttd8JmGljc7q2tQ8ULL3vEmAqNzgvR59yJ2tfvgbm1Vog3f/UP6IIi4Dcx2yn51HY1jLotsKqqqO1sQFDk8OeiEtH4w5OmRERE5PZ6+ozY3bFXWD+4Na+qqugo2CG9R0hOjiNScyibTUW+pGg6LSUcgX5eLsho7DgyJx6+3uL+wa/X7XbZrJ6xQB8UhKApGQidOQNBUzJYMCUiGkN21/e34z1UwTQxOhDLblrIginRCJw8Lxn+vvpDvsamAut21OP+f67F4r+vQRe7pLgVv6RETLruGmmsZc1a1H3+pZMzGhmtXyBiLrgXGj/JZ3mbFQ0fPAlTQ5VTcum12Od0da+l1y73IaKxj0VTIiIicntlLZXSQtaUyIFFU3NzNXqbjMLrtP4+8JvgeQ/vdu5tR2un+OUuj615R83XW4ejZorts6rqOlG6p80FGREREbmv7zfswa2Hacd7XG4ilt20EEkx3DBDNBIWqwqtZuinELdXNOPOF1ezcOpmoo4+CtEnnSCNVf1nObpKy5yc0cjoQ2MQc97dUHTiZl21z4j6dx6FpbPF4Xn46MS21SO7j49d7kNEYx+LpkREROT2ZK15FUXB5PCUAWs9O7dK55kGT5/q9m2QZGSteQHOM7WXk+ZOkK5/vXa3kzMhIiJyT70mC559ezOefXuLdMY6AHjptbjp/Bm4+YKZ8JF0cSCiw1NVFUuXb0Bn9/AKoNUNXXj89Q3slOJmJl51JfxTUoR11WJByRNPw9zZ5YKshs8nPg1RZ9wMQPwube1qRf07j8Jmcuys1rjA6FF/l1cUBXFBHG9DREPDoikRERG5vZImsWiaHJIAX/3A3aLtW/KhSp7nhebOcVRqDrV+h1g0TYoJRGyEvwuyGXtSE0KQmhAsrK/auhfdRrMLMiIiInIfe+o7sei5Vfh+w2Ha8d68EMfneV5HDyJ3srWsCdsrmkd07faKZmwrb7JzRjQaGi8vpN95G7R+fkKsr7kZ5c8+D9Vmc0Fmw+efPgfhJ1whjfU17kbDh09BtVoc9v5BPoGYHZc1qnvkxmUjyJvzTIloaFg0JSIiIrdmsVpQ3lolrAvzTG1WdBaXS+8RmpPtiNQcqqG1B1V14rFZnjK1r5PmJgtrfWYrVm6pcX4yREREbuKHjXuw6LlVqG4Y/DTUsbP72/FOYDteolH7ck3lKK+vsk8iZDe+sTGYfOP10ljbps3Y++HHzk1oFILzfo+gvN9LY8Zd29D81T8detr5pNSjRnX9iakL7ZQJEY0HLJoSERGRW9vVtgdmq3jqLyNy0oBfm2orYGoTd7h6hYfAOzLSYfk5Sv4grXk5z9S+Fs6Ih4+XVlhfsbaKbc6IiGjc6e2z4Pl3tuCZtw7fjveWC9mOl8geOgymQT/7D9X6HXXoMJjslBHZS/i8uYg7TV5s3P3mW+go2OHkjEYu/LjL4Jcu7+DUte17tP/ygcPeOzM6A9Oj0kd07cTQJGRGZ9g5IyIay1g0JSIiIrdW0rxTun7wSdPu8i3okxyGCPHAU6aAvGgaEuCNtMRQF2Qzdvn56LFwRoKwXlnbifLqducnRERE5CLVDV249blV+DZ/z6CvSYgKwLKb2I6XyJ5qGg2wjXKvnk0F9jYZ7JMQ2dWEyy9FYLqk4GezofSpZ9DX1ub8pEZA0WgRdfpN8I6bLI23rXwLXQUrHfPeioJF869GQlDssK/ttZhgsTmufTARjT0smhIREZFbkxVNowMiEeo7cBZl+6Z8QPKwIXR2rqNSc5huoxkFO8WZRrlTo6HRKC7IaGw7ae4E6frX63Y7ORMiIiLX+HFTNRY9uxJ76gdvx3vMrAQsu/koTIhlO14ie+rts09Bx2hiYcgdaXQ6pN++CLrAQCFmbm9H6VPPQLXKT/a7G43eGzHn3Q1dqLz7UdPnL8NYVeCQ9w7w9sfDx9467BOntV0NeK/wC4fkRERjE4umRERE5LZsqg2lTRXCekbEwNa8tr5edO2Un4oIzpzukNwcaXNJI6yS7eacZ+oYkxNDMDEuWFhftaUGPb1ia2giIqKxYn873mX/24zewdrx6jS48bwc3HLhTPiyHS+R3fl42efnij+f7ss7MgJpi24CFHEDbOeOQux56x0XZDUyWv9gxJx/LzS+AWLQZkHD+0+gr2nwjgWjEeDtj/uOvgmLj7oRufHZUCT/PGU+KfkGFS1VDsmJiMYeFk2JiIjIbdV2NaCrr1tYP7ho2ltdjL4OscjoGx8DvWRHr7tbL2nN66XTIDvN82azegJFUXDSPPG0aW+fFau27HVBRkRERI5X3dCF24bQjvfpm4/CCXMmDPnhNBENT0JUAEbbTEajAPGRkiIWuY3QmTOQcO7Z0ljNex+gbdNmJ2c0cl7hcYg5924oWr0Qs5l6UP/2o7B0OabtsKIoyIqZgtsXXItXTn8CDx97G+5ZeAMePvY2vHrGk1g4QZy7qqoq/pa/HGYrN8QS0eGxaEpERERuq6RpkHmmkQPnmRpKNsEs1lYROnuWI9JyKIvVho0lDcJ6TlqU3Xahk+ioGQnw9tIK61+vq3J+MkRERA720752vLsP0Y736H3teJPZjpfIoYIDvJE3yo4yc6bHIjjA204ZkaMkXXAegrMypbGyZ56DqanJyRmNnE9iBiJPv1Eas3Q2o/7dv8LWZ3RoDkHeAciInISc2GnIiJyEIO8AXDHzXIT6iF2Eqjvr8H7hlw7Nh4jGBhZNiYiIyG2VNIuteQO9AxAXGD1grX3zJun1oTM9r2haVNmCbqO4A3a0D1Lo0Px99TgyO15Yr6jpQEV1u/MTIiIicgCT2YoX39uKpw/Tjvcv5+VgEdvxEjnNKfNTRnl9sn0SIYdStFqk3Xoz9KEhQszSZUDJE0/DZvac05ABU+Yj7LjLpLG++l1o/OgZqDbnzmsN8PLH1bMvksY+KfkGO1t3OzUfIvI8LJoSERGR2yqVnDTNiJg0oD2ctacL3XsahdcpWg0Cp2Q4ND9HkLXmVRQgb2q05NVkT7IWvQDw9Xp+sSYiIs9X09jfjvfrdYP/uRYf6Y+nblqIE9mOl8ipctIikZUaMaJrgwO8RnwtOZ9XSAjSb1sEaMTH8oayclS9/oYLshq54DmnIWjWydJYT8UmNH/9KlRVHKXjSLPjs6Rtem2qDS+vf51teonokFg0JSIiIrfUamxHQ3ezsJ4RMbA1r3H3Dpg6xesDJk6A1tuzWlSpqor1O8SiaVpSKEKDfFyQ0fiSnhQqbUG4cnM1jCaLCzIiIiKyj5821+CWZ1aiqk7yoWmfo2b0t+NNiRPbGhKRYymKgrsuz0VidOCwr+0w9OHLNVX2T4ocJnj6NEy4+EJprO6zL9C8Zq2TMxo5RVEQfuKV8EuVd3nq2vwNOtZ94uSsgCtmnIsQH/G7XXVnHT4oYpteIhoci6ZERETklgafZzppwK87t6+HtVd8XWheniPScqg99V1oaO0R1uewNa9TKIqCk+aKp02NJit+3rrXBRkRERGNzq/teN/cdMh2vDecm4NbL54JPx+9kzMkov0C/byw9IYFIzo1+q9Pd6BsT5sDsiJHiT/rDITmyguNFS+8DGNdnZMzGjlFo0XUmYvgFTNJGm/94Q0Yin5xak4B3v748yBtej8uZpteIhoci6ZERETklmTzTL20eqSEJA5Ya9++TXp9yIyZDsnLkWSteQHOM3Wmo2clwksnfkT+el2V85MhIiIahb1NhiG34z1pLtvxErmDQD8vLLl2Ph65Zh7mTo+B5qAfSwWAn484a9hiVbF0+QYYevqckyiNmqLRYPJNf4F3VKQQs/b0oHTpU7CaTC7IbGQ0Xj6IOf9u6ILF3w8ANH76PIx7ipya0+z4bBw5QdxMbVNteDl/Odv0EpEUi6ZERETklmTzTCeHp0Cn/e0hgbmjEUZJmzmNtxcCJqY4ND9HyJcUTWPC/ZA0gjZdNDIBvnosyIkX1sv2tGPX3g4XZERERDR8q7bU4JZnfjpkO96FM+LZjpfIDSmKgpy0KNz7xzlY/uDJWHrDAjx49VwsvWEB3njoZDxzy1Hw9RYLp41tRjz79hanz4+kkdMHBiL99luh6MR/n92VVah85TUXZDVyuoBQxFywGBoffzFotaDhvaXoa3FuB58/zjhP3qa3o5ZteolIikVTIiIicjs9ZiOqOmqE9YPnmfbs2o4+ybPAoCmToWi1jkrPIdo6e1EqaamVNy2GJz+cTNaiF+BpUyIicn99Zitefn8bnvzvJhhN8na8ep0G15+TjdsunsV2vERuLjjAG1NTwjErIxpTU8IRHOCNuIgA3HT+DOnr1xfW4+OV8jEn5J4C0yYj+Y+XS2MN336Hxh9+cm5Co+QVkYDoc+4ENGIh2NZrQP3bS2Dtdt5m1MO16d3FNr1EdBAWTYmIiMjtlDVXSndIHzzPtGPrOtgkHXVC8+Y6KjWHyS9qkK5znqnzTUkOQ6LkdO9Pm2vQa7K4ICMiIqLDq20y4LbnV+GrtVWDviYuwh9P37QQJ89L5qYsIg92RHYcfr9A3lnnP18UoaiyxckZ0WjEnvo7hB8xTxrb+bd/oHv3HidnNDq+E6Yh6g83SGOW9kbUv/sYbGbntR6eHZ+NBYO06X2JbXqJ6CAsmhIREZHbkc0zVRQFk8N/ezCgqio6dxRLrw/JznZYbo4ia83r76vH1JRwF2QzvimKgpMlp017ei1Yva3WBRkREREd2s9b9uLmZ35CZe3g7XiPzInHM7ewHS/RWHHlH6ZhcmKIsG6zqXjijY3oMHjOPMzxTlEUpN5wHXziYoWYra8PpUufhNVodEFmIxcw/UiEHi0/4WmqLUfjx89Atck7IjjClTPOQ/CgbXq/cloeROT+WDQlIiIit1PaLLaUSg5OgJ/e99dfm5v2oLe5V3idLsgfvvFxDs3P3nr7LNha1iisz86Ihk7Lj2uucMzsROh14j97tuglIiJ30me24uUPtuGJ/248ZDve687Jxu2XsB0v0Vii12lx52W58PcVf65bOnqx7H+bYbNxvqmn0Pn5IePO26Dx8hJixr21qHj57x43rzZk/lkIzDleGusp24CW7/7jtFwO3ab3a7bpJaJf8SkcERERuRWL1YLylkphPSPyoHmmO7dJ55mGZE73uHZz28qa0GexCetszes6gX5eOCJLLL6X7G5DVd3gp3iIiIicpbbZgNuf/xlfraka9DWxEf546saF+B3b8RKNSdFhfrjlAvl8082ljXjvhzInZ0Sj4Z+cjInXXC2NNa9ajfoVX8Pc0YHOomK0bd6CzqJimDucNx90uBRFQcTJV8N3Yo403rnhS3Tkf+60fHIP06bXYuUoFiJi0ZSIiIjcTGV7NfokM0UOnmfatmkdVLHOiNC8OY5KzWHWS1rz6rQKZmZEuSAb2u8kSYtegKdNiYjI9VZv24ubl63ErtrBH5YvyI7Ds7cchYnxbMdLNJbNmR6Ls45Olcb+t6IE2yuanJwRjUb08cci6thjpLFd/3gV+Zf/CQV3L0bRQ0tQcPdi5F9xFYr/uhTtW7e55UlURatD9Fm3wStaPoO35dv/oLtkndPy+eOMcwdt0/t+0ZdOy4OI3BeLpkRERORWipvEeaYAkB7xW9FUtVrQVSq28AWAkKwsh+TlKFabig1FDcL69EkR0lZb5DzTJoYjPjJAWP9xUw1MZufN3yEiItqvz2zF3z/cjqXLN8Jokp+I0Wk1+L+zs3DHpbPZjpdonLj0lCmYkhwmrNtU4Mn/bkJbpzjWhNzXxGuvht+EJDGgqv1/HchmQ+v6fBQ+8DAK738I5q4u5yQ5DBpvX8Scfw+0geGSqIrGT55Db02pU3IJ9A44TJvePU7Jg4jcF4umRERE5FZKJPNMo/0jEOYb8uuvTXUVMLWJDwq9o8LgFRbqyPTsrnxPG9oNJmGdrXldT1EUnDxPPG3abTTjl221LsiIiDxZh8GEwl0t2FTSgMJdLeiQ/L+f6FDqmrtxx4s/44tfxDEG+8WG++OpG4/EKfNT2I6XaBzRaTW449LZCPIX52G2d5nw5H83wcr5ph5D6+2N9Dtug8bHZ1jXdWwvQMHdi92ycKoLDEPsBfdC8fYTYqqlD/XvPQ5za51TcsmNz8aCpFxh3aba8DLb9BKNeyyaEhERkdtQVRWlkpOm6Qe15u0u3YQ+g3h96IyZjkrNYWSteQEgbyqLpu7gmFmJ0GnFj8xs0UtEQ6GqKraUNmLJa+tx2YMrcNdLq/HgK+tw10urcdmDK/Dov9djS2mjW7bTI/eyette3PzMT9hZM3g73iOy4/DsoqMwKSHEeYkRkduICPHFrRfPgmy/RMHOZrz1dYnzk6IR842Pg3dU5LCvM1bXoPSJp93ys4VX1AREn30boNEKMVtPJ+rfeRTWnk6n5PLHmedJ2/Tu6diLD4q+ckoOROSeWDQlIiIit1Hb1YCuvm5hfUrEwBk9bZs2AJLvgKGzZzsqNYeRFU1T4oIQFSbuwCXnCw7wxvzMWGG9qLIVe+qd84WeiDxTZ3cfFv99De7/51qsL6zHwQd8bCqwbkc97v/nWiz++xp09fS5JlFya2bLb+14e3oHb8d77VlZuJPteInGvZnpUTjv+DRp7J3vyrCpRBwLQu6pY9t2GPdUj+za7QXo2LbdzhnZh19KNiJP/T9pzNxah/r3HofN7PhuHIHeAbh61oXS2EfFK9iml2gcY9GUiIiI3EbJIPNMMyJ/K5ra+nph2FUjvkhREDR9mqNSc4jaZgOqG8TWSXlszetWTpK06AWAr9fvdnImROQpOrv7cNdLq7G9onlIr99e0Yw7X1zNwuk4c7iWzXXN3bjjhUO3440J98OTNx6JU49gO14i6nfhiRnISo2Qxp5+czOa2oxOzohGou7LFaO7/quv7ZSJ/QVmHYOQI8+Txkw1pWj67AWoqs3heeQl5OCIJHHjtU214W9s00s0bulcnQARERHRfsXNYtE00MsfcYHRv/66t7oYpnbxmKl/Uhx0fp51OjO/UL7Tm/NM3UvmpAjERvijrnngKegfNlTj8lOmwksvtpciovFLVVUsXb5BuinmUKobuvD46xuw5Nr5LH6NYaqqYmtZE774pRIbigaeQNYo/RunTpmfgp5eM55/d+ugp0sB4IisOPzlvBz4+/J0KRH9RqtRcNvFs3DTsp/Q1jVwM0ZXTx+e/O9G/PW6I6QjKMg9mDs60Lph46ju0Zq/AebOTuiDxBa07iD0yPNg6WiEYftPQqy7eC1ag99A+HGXOzyPK2eejx0NpegwDfzctrtjLz4s/grnTf+Dw3MgIvfCPx2JiIjIbZQ27RTW0iNTBzw87ircAItkc3To7FxHpuYQ+ZLWvGFBPpgUH+L8ZGhQiqLg5LniaVOD0Yw122tdkBERubOtZU1DPmF6sO0VzdhW3mTnjMhdDKdl8+OHacd7zZmZuPOy2SyYEpFUaJAPbr9kNjSSPTjFVa1448ti5ydFQ2bcWwvYRnnS0mbrv4+bUhQFkadcC9/kTGm8Y92n6Njo+Nmigd4BuHr2RdLYR0UrUNk2shbJROS5WDQlIiIit9BqbEdDt/iQOSNi0oBft2/ZLL0+ZNZMh+TlKF09fSisbBHW86bFQCN7ukEudezsJOi04r8XtuglooN9uWbwVqpDu77KPomQWxluy+bBRIf54Ym/LMDvF0zkiWQiOqTM1AhcfPIUaezDnyqwfkedkzOiobL29trnPkb3bsWsaPWIPvt26COTpPGWb15Dd9kGh+cxWJteq2rDy+tfZ5teonGGRVMiIiJyC6XN4ilTAJhywDxTa3cHuqvFEziKTovAtDSH5eYIm4obYDv4iAnYmtddhQR6Y+70WGF9x84W1DQOrwUnEY1dbZ29WL9D7CIwHOt31AmzLcmzjbRl88HmZ8Xi2UVHY3JiqJ0yI6Kx7pxjJ2NmRpQ09szbW9DQ2uPkjGgotD4+9rmPr69d7uNIGh9/xF5wL7QBkj/bVBsaP34GplpxjI+9/XHm+Qj2DhTW97fpJaLxg0VTIiIicgslkta8Xlo9UkISf/11T1UB+jrEawPTJkKj96z2dOskrXl9vLTISo1wQTY0FCdJWvQCwNfreNqUaLyxWG2obujC2oJavPNdKZ5+cxNuWvYT/vTotxC3wwyPTcWoi2vkXkbTshnon094zZmZuOuyXASwHS8RDYNGo2DRhTMRHiwW4bqNZixdvgFmi9UFmdGh+MbHAZpRPrbXaPrv4wF0QRGIOf8eKF7if6eq2YT6dx+Dub3RoTkEsU0vEe2jc3UCRERERABQ0iTuHp0cngKd9rePK53b82HtE68NzZ3jyNTszmyxYnOJ+KVvRnoUvPRaF2REQ5GVGomYcD/Utwzckf/9hmpcdsoU6HX8d0c01pjMVuxtNKC6oQvVjV39f28woK7ZAIt1tOXRwT346jpkTorA9InhmDYpHKkJIdBpuefZU422ZfPUlDD8fsFEO2VDRONNcIA37rw0F3e/vBrWgzrdlFe347XPCnHNmVkuyo5k9MHBCMudjdb1+SO+R0BqKvRBQXbMyrG8YyYi+sxbUf/uY4A6cJ6rtbsd9W8vQdzlf4XWN8BhOeQl5GB+0mys2bNx4Pvva9P72Al3DXg+QURjE3/KiYiIyOV6zEZUddQI6+kHzTPt2LZden3ojBkOyctRCna2wGgS56KwNa9702gUnDhnApZ/WTxgvaunD2sL6rBwRoKLMiOi0erpNe8riPYXRfcXSBtae6A6rjY6KFOfFRuLG7CxuAEA4O2lRcaEUEyb2F9ITZsQCm9usvEIHQbTqFs2F+5qQYfBhOAAbztlRUTjzZSUMFx+6lS89lmhEPt8dSWmTQzHgux4F2RGg4k95eRRFU0NFeVo/PEnRB1ztN1ycjS/1JmI+N2f0fzl34WYuWUvGt5/ArEX3gdF57iuC1fOPB+FDaXoMA3s+tHfpncFzpv+e4e9NxG5BxZNiYiIyOXKWyqhSp5KZ0T8Ns/U3N4AY73YrlDr5w2/CUkOzc/e8iWteTUKMHtKtAuyoeE4PjcJb64oEXbpf/hjBfx99fDx0iEhKoAPton26TCYUNNoQG+fxS1+PjoMJuxp6EJNQ9e+v/cXSFs6el2W01CY+qzYVt6MbeX9LV51WgWTE0MxbWI4pk0Mx5TkMPizbatbMFts2FPfiYqaDuysaUfBzma7tGze22Tgny1ENCpnHDUJhbtasF7yXeT5d7ZiYlww4iIdd4qPhic4OwvBWZno2F4wshvYVJQ/+wIsBgPi/uA5hb6gGSfA0t6I9jUfCrHePYVo+vwlRJ5+IxTFMR04grwDcNXsC/H0L/8UYh8VfYW8+GwkhyZKriSisYJFUyIiInI52TxTRVGQFpHy6697dm6HqVO8NnjqFCijnffiRKqqSh9UZCSH8WGoBwgN8sGc6TFYs71uwPrOvR148JV1APoL4HnTYnDK/BTkpEVCURRXpErkMqqqYmtZE774pRIbiupx4B4DZ/x8qKqK5vbeA9rp/naCtKtH0uPdA1msKoqrWlFc1Yr3fyiHRgFS4oMxbWI4pk8Mx9SUcP6Z4gRmiw276zuxs6YdFTUdqKhpR1VtJyxW2+EvHiZZhwoiouFQFAU3XzADNz2zEo2tA8dNGE0WPL58A568cSE7GbgJRVGQfsetKLh7MYzVYlemoap89d+wdBmQeOH5HvO9JPToC2HpaIKh8GchZij8GbrgSIQdczGs3R0wt9bC1tcLjZcP9GFx0PoHj/r95yTMwPzEWVhTvWnAulW14aX85Xjs+DvZppdoDONPNxEREblcSbM4zzQ5OAF+et9ff92+ZS1Uq3ht6Jy5jkzN7iprO9HcbhTW2ZrXcxyZHS8UTQ9kU4F1O+qxbkc9slIjcNfluQj083JihkSu09ndh6XLN2B7RbM0bs+fD6tNRUNL9755o4Zfi6M1jV0wmiR/YDiITqsgNiIASdGBSIgOgNWq4v0fyp32/kD/P9edNR3YWdOBT1ftAgAkRgf2F1D3FVIjQnwPcxc6FLPFiqq6306Q7qxpR1Vdl0MKpDK+3nx8Q0SjF+Dnhbsum407Xlgt/P+rsrYTr3xcgBvOzXFNciTQBwYi87ElKH3i6ZGfOAVQ/c57sBgMSLnqSo/YcKwoGkT+/npYulrRu0dsKd2+5kP0VGxGX9OegfNPFQ38Js9G0KyT4ZuSNaoi8ZWzLsCOxlJ0mgwD1ne31+Cj4hU4l216icYsfuomIiIil7JYLShvqRTW0yN/m2eqqjZ0FpZIrw/JznZYbo4gO2UK9J+8IvfX2d2HN7+W/7cos72iGXe+uBpLb1jAwimNeZ3dfbjrpdWobhBbqcsM9efDbLGitqn717a6+wuke5sMMFucU7ACAC+9FonRAUiMCkRidCASowOQEBWI2Ah/6LS/PYBUVRVle9oGLRwfSsaEUJw0dwKKKltRuKsFtc3dI853fxH5q7VVAIDoML9fT6JOmxSO2HB/jzlx4mx95v4C6YEnSPfUd8JidcGAW/Sf0I5ny0wispPJiaG46rRp+PtHYhHu63W7MTUlHMfOZvtRd6EPDMS0hx9Ax7btqPtyBVo3bARsB3z+0WgQlpeL2N+dBIvRiLKnnoFqEbsT1H3xFSyGbqTeeD00OvcvCSg6PaLPuQO1r98Dc8teId7XWCVepNrQU5aPnrJ8+CRnIvqsW6H1DRzR+wd5B+CqWRdi2ZpXhNiHRV8hl216icYs9/8/JBEREY1ple3V6LOahfUD55n2Ne5Bb7NJeI1XaBB8oqMcmp+95ReKJxTjI/2REDWyL3PkPKqqYunyDahpNBz+xQeobujC469vwJJr57NAQWPW/p+PoRZM9zvw56O3z4qaxv42ugeeGq1r6YHN5rxilb+vvv/UaFTAvuJo/1+RIb7QaA7/M6woCu66PBd3vjj0AjLQfzL0/qvmItDPC8fnTQAAtHb2onBXy69/VdVJ+tQPUUNrDxpae/DDxmoAQFiQN6ZNjPh1LmpSdOCQfn9jzf4CaUVNOyqq27GzpgO76zuF2dWuNGd6LNstE5FdnXJECnbsasHqbbVC7OUPtiE1IRhJMUEuyIxkFEVBSE42QnKyYe7shHFvLaxGI7S+vvCNj4M+6Ld/V7r770XxX5fC1ivOa29auQqW7m6k33ErtN7u/+eK1jcAMRfci9r/3A1rd8ewru2tKkDt8sWIu2zJiAuncxNnHrpN7wl3QadhO2uisYZFUyIiInIp2TxTAMg44KRpd8UW9EnqVMFZmY5KyyGa242oqBG/7OVNi3VBNjRcW8uaRnRyDOg/UbetvAk5aZ5V5CcaqtH+fFz64Ap0GJw7bzQ00Pu3omhUABKiA5EUHYiQQO9Rb3AI9PPC0hsW4PHXB29VfKDBWhWHBfngyJx4HJkTDwDo6ulD0a4W7NjVgqLKFlTUdIy4oNzaacLPW/fi5639pzcCfPW/FlCnTQzHpPhgaLXu38JvOExmKyprO7Czuv8E6c697dhT3+WwAmmgnxdSE4IR4Of16z/nkThlfrL9kiIiQn8R7i/n5WDX3g6hq4Gpz4rHl2/EspsWwoetwd2OPihoQJH0YCHZWZi+5CEUPbQEli5x81bbxk0oevARTLn3bugC/B2Zql3oQ6IRfd7dqP3P3YA6vD+vzc01aPjwacRe9MCIP9tdOfP8wdv0Fn3FNr1EYxD/5CMiIiKXks0zjfaPQJhvyK+/bt+4HpB0YAzNm+PAzOxvQ5G8NS/nmXqGL9eIbaSHd30Vi6Y0Zo3258ORBdOoUN8BJ0b72+sGIMDBLbMD/byw5Nr52FbehC9+qUR+YT0OrM1plP4ThKfMT0b25MghPcwL9PPCnOmxmDO9f7ON0WRBSVV/K98du1pQtqdtxC2LDUYz1hfW/9pG3tdbi4wJYZg2KRzTJ0ZgcmIIvPSjP03RYTChptGA3j4LfLx0SIgKcMgpyt4+C6pq950grek/Qbqnocthp5aDA7wwKSEEqQkhSE0IxqSEEESG+EJRFKiqig6DaUQbC7JSI5A9OdIBGRPReOfno8ddl+fitudWoe+gPzuqG7rw8gfbcMuFM9kpxQMFTk5F5l8fQeGDD6OvpVWIdxYVY8fiBzD1wcXwCglxfoLDZOvtGXbBdL/eqgIYq7bDL2VkY32CfAIP06Y3B8mhCSO6NxG5JxZNiYiIyGVUVUVJs3jSdMA8U6sFXWW7pNeHeNhJ03WSeaaBfl7ISA5zQTY0HB0GE/IHmUc7VOt31KHDYGKLRRpz7PHzMVoajYLYcP/+maMHFEgTIgNcekpGURTkpEUhJy0KHQYT9jYZYDRZ4OutQ3zk6IuFvt46zEiPwoz0/g0ZfWYryqvbsWNXMwp3tqC4qhW9fdYR3dtosmJLWRO2lDUBAHRaDdInhP56EjVjQij8fPRDupeqqtha1l883lAkFo/zpsXglPkpyEkbWvH4YL0mCyoHFEjbUd3QBUd12A0J8MakhGCkJoT8WiiNCPEZNPfRtGy+6/JcFiyIyGFS4oJxzVlZeOHdrULsx001mD4pAifOmeD8xGjU/JISkfn4oyh84GH01oojYrorK1Fw172Y9tADbj/ypnPTilFe//WIi6ZAf5veeYmzsFbSpvfl/NfxV7bpJRpTWDQlIiIil6ntakCXSey7e+A8U1NtOUxt4gNf39jIQ7Ylcjc9vWZsLxdPmOROjYZ2HM6Q8zQ1jYZRP3y3qcDeJgOLpjTm2OPnY6j0Ok3/rNGowF/b6SZEByAuIgB6nXu3kg0O8Hb4z7+XXvtrURPHA1arDbtqO/pPou7sb+nb1SPOER8Ki9X262xVoL9QPSk+GNMmhmP6xHBMnRgutBcGgM7uPixdPnibYpsKrNtRj3U76gdtU3wgo8mCXXs7sHNfgbSipgN7Gx1XIA0N9P61MLq/UBoePHiBdDD2atlMRGRvJ+QloXBXy68zrw/0jw+3Y3JiCFLigl2QGY2WT1QUMh9bgqIHl6C7UuwK0ltXj4K778W0B++HX1KiCzI8PGt3B3rKN47qHj1lG2Dt6YTWb+TPD/4083wUStr0VrXX4OPiFThn2qmjypGI3AeLpkREROQyJU1ia15g4DxTQ/EmmLvF14TMnOmotBxiS1kTLFaxZSJb83qG3j6LXe5jNNnnPkTuxF4/Hwfy9db9dmo0KhCJMf1/jwrz40aTYdBqNZicGIrJiaE446hU2Gwqqhu6sGNf8bNwVzNaO00jurfNpqK8uh3l1e34eGV/14jk2CBMTQnD9IkRmDYpHDqtBne9NPTTldsrmnHni6ux9IYFCPTz+rVAeuAJ0ppGw0g79B1WWJD3AS12+4uk4cG+dru/I1o2ExGNlqIo+L+zslBe3S78/7rPYsPjr2/AM7ccNeTuAuRevEJCMP3Rh1C85DF0FhUL8b6WVhTcsxhT71+MwLTJLsjw0MyttYA6stEDv1JtMLfUjqpoeqg2vR8UfonZcdls00s0RrBoSkRERC4ja80b6OWP+MDfColtmzZIrw3NzXNYXo4ga12p02p+balI7s3Hyz4fm31d2CaUyFHs9fNx2pETMXtKNJJiAhEWNPyTfHR4Go2CCbFBmBAbhFOPSIGqqqhr6UbRvpmohbtaUN/SM+L7V9V1oqquE1+uqQIAeOk16DMP70FndUMXrlv6AwL89Njb5MgCqc9v80cT+4ukYUE+jnmzAzi6ZTMR0Uj4eOtw12Wzsei5VTAd1Na9trkbz7+7FXdeOpt/Nnsonb8/pj54H0qffBptGzYJcUuXATvuexBT7rkTIdlZLshwcLa+Xjvdxzjqe7BNL9H4wKc2RERE5DLyeaapv34Zt/UZYajcK7xG0WgQNHWKw/OzF6vVhg1FDcJ69uQIFtE8REJUADQKRtX+UaMA8ZEB9kuKyE0kRAVAATCa2pZGAc47Po0FIydTFAVxEf3tjY/P659Z19xu/LUN745dLcOawXmw4RZM92s3mNBuGNkJWJmIYJ/+E6T7iqOT4oMR6oQC6eE4o2UzEdFQJcUE4fpzsrHsf5uF2C/bavHlxEqcumCiCzIje9B6eyPjrjtQ8fxLaFq5SojbentR9PCjSL9tEcLnzXFBhnIaL/v8ea3xsk/niD/NPB87GkuFMUP9bXq/xjnTTrHL+xCR6/ApHREREblEm7EDDYYmYT0j4rfWvL17imDqEB/D+6ckQOvtOQ8ZS3a3oaunT1hna17PERzgjbxpMVi3QzwxPFRzpsfy4TiNSQU7m6EoCtRRHAnkz4f7iAjxxVEzE3DUzP4Wcx0GE4oqW1C4qxWFu5qxa2+H02bYjkREiC9S980e3d9qNySQ/20REQ3FMbMSUbirBV+v2y3EXv10ByYnhSItKdQFmZE9aHQ6TL75L9AFBKDuiy+FuGqxoOSJp5B6/bWIPv44F2Qo0ofFAYpmdC16FQ304XF2yae/Te8FeGbNq0Lsg6IvkRufhQkhbNNL5MlYNCUiIiKXKGkeZJ7pAUXTzh35sEq68Xhaa971kta8AJA7lUVTT3LK/JRRFU1PmZ9sv2SI3IDNpuK/K4rx3vflo74Xfz7cV3CAN+ZlxmFeZv/Dxp5eM4qrWvtPou5sQXl1GyxW11RRo0J9fy2MTtpXKGXxnYhodK4+IxNle9pQWds5YN1iVbH0jY147pajEODn5aLsaLQUjQYpV18JXWAAqt9+V3yBzYaKF16GxdCN+DNOc36CB9H6B8Nv8mz0lOWP+B5+abmjmmd6sHmJs7A2cTPWVQ88lW21WfHy+uV49IQ72aaXyIOxaEpEREQuUdIktubVa/WYGJr066/bN2+RXhs6c5bD8nKE/MI6YS01IRgRIfZpEUTOkZMWiazUCGyvaB72tcH+XshKjXBAVkSu0W004+n/bZK2Hh+urNQIZE+OtENW5Ax+PnrMyojGrIxoAIDJbEXZ7rZ9M1GbUbK7TZiHZw9RYX4DTpBOig9mgZSIyAG89VrcdVkubn5mJYwmy4BYY2sPnn17C+79Yx7nm3owRVGQdOH50AUEoPLV16Svqfr367B0dSHpkotc/u86aNbJoyqaBs06yY7Z9PvTzPNR2FgmtOmtbK9mm14iD8eiKREREbmE7KTp5LBk6LT9H0+s3R3oqWkRXqPx0iEgdZKw7q5qGruwt6lbWJ8zPdYF2dBoKIqCuy7PxZ0vrh72jL+O7j58uaYKv+ccKBoDahq7sOS1fOxtMhz+xYeRGB2Iuy7PdfnDOBo5b70WmakRyEyNAJAOi9WGL37ZhVc/KRz1vY/LTcRRMxIwKSEEQf481URE5CxxkQG48fwcLF2+UYitL6zHxyt34syjU12QGdlT3B9OhS7AH+XPvwTYxPa3Ne9/CHOXAZOuuQqK1nUnJ31TsuCTnIneqoJhX6t4+8Incardcwr2CWKbXqIxSuPqBIiIiGj8MZp7UdVeI6xnRP72xbuncjtMncJLEJie6tIvbMOVP0hrXs4z9UyBfl5YesOCEZ0a/denO1Be3eaArIicZ2NxA259btWgBVOdVkFCVMCQ7pWVGoGlNyxAIFv8jSk6rQapCfaZd3finAmYkR7FgikRkQssyI7H7xekSGP/+aIIRZXiBlfyPFHHHI0pd98BRa+Xxhu+/galTz8Lm9ns3MQOoCgKos+6FfqI4RchVZMRbSv/54Cs+tv0zk2YKazvb9Nrsdm/8wYROR6LpkREROR0ZS27oKri/LOMiN+Kph1b18Em+V4WljfXkanZnWwGZmSoL5Jj7TdThZwr0M8LS66dj0eumYe502OgOeiAnALA30ds6GKxqli6fCMMRtc9cCAaKVVV8d73ZXj4X+vQ02uRviY00BuPXbcAL99x7KA/HxoFmJcZi0eumYcl185nwXSMSogKEP7dD5dGAeIjh1aAJyIix7jyD9MwOTFEWLfZVDzxxkZ0GEzOT4rsLiwvF9MevA9aPz9pvOWXNSh+9HFYe3udnNlvtL6BiLtsCXySM4d9bce6T9FdLp6atoc/zTofgd7i55XK9mp8Uvy1Q96TiByL7XmJiIjI6WTzTBVFQVrEbzuZO7bvkF4bMnOGw/Kytw6DCSW7W4X1OVNj2IrSwymKgpy0KOSkRaHDYMLeJgOMJgt8vXWIjwxAT68FNz/zk1BcamjtwfPvbMHdbEdKHqTXZMFz72zB6m21g74mLSkE91yRh/Dg/lnNh/r54BzKsS84wBt502KkG4eGas70WP63QkTkYnqdFndeloublv2E7oM2/rV09GLZ/zbjgavmQjPanTLkcsHTp2H6kodQ9NAjMHeILZ/at2xF4f0PY+r990AX4JpNTVrfQMRe9ACMVdvRuXEFeso3AuqBbYUVaPyDYetuF65t+uwFeP/pKeiCI+2aU7BPEP408wI8u1Zs0/t+0ZeYzTa9RB6HJ02JiIjI6WTzTCcEx8NP3/+w3dxWD2OD2PpRF+AL3/h4h+dnLxuKGiA5UIs8tuYdU4IDvDE1JRyzMqIxNSUcwQHeiI3wx43nyQv8awvq8NnPu5ycJdHINLT24I4Xfz5kwfS43EQ8dt2CXwumB5L9fND4cMp8eUvHoV+fbJ9EiIhoVKLD/HDLBfLPtZtLG/H+D+VOzogcJWDSRGQ+9ii8I+WjSLpKS1Fwz33oa3XdyBFFUeCXko2Yc+/EhJv/hbjLHkXMBYsRd9mjmHDLa0j88zPQBoYL19mMBjR89AxUq7xjymjMTzpEm958tukl8jQsmhIREZFTWWxWlLdUCusD5pnu3IY+yTzT4OlTPep0Xn6ReMLG11uH6ZOGPw+TPM8R2XH4/RHyosG/Py9E2R7ONyX3tr2iCbc8sxKVtZL/IQPQaBRcfcZ03HT+DHjpPWfWNDlHTlrkiOY/A/3zbrMn2/ckCBERjdyc6bE46+hUaezNFcUoqGh2ckbkKL7xcch87FH4Jsg3K/fs3oOCu+9Fb/3Iu0nYi9YvCD6JGfCbNAM+iRnQ+gVB6xeE6DMXAYpY9jDtLUXrT46Zbzpom942tukl8jQsmhIREZFTVbVVo88qznQ8cJ5p28a1A7vs7BM6Z54jU7OrPrMVm0sbhfVZGVHQ6/gRbLy48rRpSE0IFtb755tugKGnzwVZER2aqqr49OeduO8fa9E1yH+jgX5eePjP83DakZM8ajMLOY+iKLjr8lwkRgcO67rE6EDcxRbmRERu59JTpmBKcpiwblOBJ/+7EW2drpt3SfblHRmBzMeWICB1kjTeW9+A7XctRnfVbidnNjQ+iRkIO+Ziaaxj3SfoKd9k9/fc36ZX5v2iL7Gnfa/d35OIHINP7IiIiMipipvE1rwAkBHR/4VMVW3oLC6TviYkO9thednb9opmmPrENjxz2Jp3XNk/B8rfRyfEGtuMePbtLVBlPZyJXKTPbMVz72zBKx/vgM0m/28zOTYIy25eyJOAdFiBfl5YesOCIZ84zUqNwNIbFiDQz8vBmRER0XDptBrccelsBPmL/49u6zLhqTc3wTrIZwfyPPqgIEx75CEEZ06Xxs1tbSi45z50lpQ6ObOhCZ57GnwnydtKN372PCyd9j8dPS9xJuYkiO9ptVnxUv7rbNNL5CFYNCUiIiKnks0zjfIPR5hfCACgr2E3TC0m4TXeESHwDhd3Nrur9YViuyKNRsGsKdEuyIZcKSbcHzeeL//Cvr6wHp+s4nxTcg8tHUbc/fJqfL+hetDXHJEdhyf/ciRiwv2dmBl5skA/Lyy5dj4euWYe5k6PgeagA6QaBZiXGYtHrpmHJdfOZ8GUiMiNRYT44taLZkHWDGB7RTPe+qbE+UmRw+j8fDH1/nsRNidXGrd2d6Pw/ofQtnmLkzM7PEXRIOq0G6ENlJyONhrQ8NEyu883VRQFf5p1AQK9xM/JlW3V+LTkG7u+HxE5hrjlnYiIiMhBVFVFSfNOYf3A1rzdZZvRZxCvDcnxnFOmNpuKfEnRdPrEcD4MHqfmZ8XhD0dOxGc/iwXS/3xeiIzkUGRM8JxNATT2lFS14q//yUdbl7hpBQAUBbj0d1NwzrGT2TaVhk1RFOSkRSEnLQodBhP2NhlgNFng661DfGQAggO8XZ0iEREN0cyMKJx3XBre+U7sDvTud2WYmhyOmRlRLsiMHEHj5YWMO29HxYt/Q+MPPwpxm8mE4kcfR9otNyJiwREuyHBw++eb1r5xPw6e/2OqKUXryrcQfuyldn3PEJ8g/GnWBXh27b+E2HuFX2B2XBaSQuTzYonIPfCkKRERETlNXVcDukxiRTQj8sB5pusBSVen0Nw5jkzNrnbubUerZKZPHlvzjmt//P00TE4MEdatNhVPvLFx0NmRRI72zfrduPvlXwYtmPr56HDflXNw7nFpLJjSqAUHeGNqSjhmZURjako4C6ZERB7owpMypK3XVRV4+n+b0NxudEFW5CiKVovUv1yHuNN+L42rFgtKn3oG9V+730lKn8QpCDv6ImmsY+3H6Kmw/3zTeYmzkJeQI6xbbVa8nL+cbXqJ3ByLpkREROQ0slOmAJARuW+eqdWMrvIq8QUKBp2l4o7W7xBPmQJA3lQWTcczva5/DpS/r16INbUZ8exbnG9KzmWx2vD3D7fjhXe3wmK1SV8THxmAp29aiFz+/4uIiIj20WoU3HbxLIQEihtfOrv78MQbGwf9bEGeSdFokHzlFUi6RF6AhKpi58v/QM37H7rdd5rgeacPPt/00xfsPt9UURRcNetCaZveXW172KaXyM2xaEpEREROU9wkzjMN9PJHfGD/w/jeveUwtYu7Lv0SYqDz95z5ebJ5pkkxgYiN8JzfAzlGTLg/bhpkvml+UT0++km+sYDI3joMJtz3jzX44pfKQV8ze0o0nr5pIRKiAp2YGREREXmC0CAf3H7JLGFWNQAUV7XijS+LnZ8UOZSiKEg892xMvPZqSAfbAtj9xpuo+s9ytyqcKooGUX/4yyDzTbscMt80xCcIV846Xxp7r/AL7Gnfa9f3IyL7YdGUiIiInEZ20jQ9YtKv7R67CjfA0iNeFzJrtqNTs5uG1h5U1XUK63PYmpf2mZcZi9MXTpLGXv+yCMWVrU7OiMabnTXtuOXZldixs2XQ15x3fBoWXzlHejKaiIiICACyUiNx0ckZ0tiHP1Vg/Y46J2dEzhD7u5ORtuhmKFqtNF778aeoePFlqFb3aUOr9Q9G9JmLAEUsh+yfb2pv8xNnH7JNr5VteoncEoumRERE5BRtxg40GJqE9f2teQGgffNG6bVhs3Mdlpe95UtOmQKcZ0oDXX7qVKQnhQrrNpuKJ/67EZ3dnG9KjrFqSw3ueHE1mtrks8a8vbS487LZuPR3U6CVHR0hIiIiOsC5x6ZhZnqUNPbM21vQ0CrZFUseL3LhAky59y5ovLyk8cbvfkDpk0/DZjY7ObPB9c83vVAa659vutmu73e4Nr2fsE0vkVti0ZSIiIiconSweaYRqQAAm8kIQ5W4E1nRaRCYke7Q3OxJVjQNCfBGWqJYIKPxa/980wDJKb7mdiOeeWszbDb3aWlFns9qU/Gfzwvx5H83oc8s39UeFeaHJ/9yJBZkxzs5OyIiIvJUGo2CRRfNRHiwjxDrNpqxdPkGmC2cbzoWhc6aiWkPPwCtv5803rJ2PYoefhSWHvlmPVcInncGfCcONt/0eVg6B+/EMhJs00vkeVg0JSIiIqcokcwz1Wv1mBiaBADo3VOEvg6xSBQwKRkavWe0h+w2mlGws1lYz50aDQ1PbNFBosL8cMuFM6WxjcUN+Ogn8WeGaCQMPX14+F/r8MGPg/83lZUagWU3LURKXLATMyMiIqKxIDjAG3demivtUlFe3Y5/f17ogqzIGYKmZCDz0UegDwmRxju2F6Dw/gdh7uxybmKDUBQNok77C7QBh5hvaue2ufMTZyMvPkdYt9qs+Fv+G2zTS+RmWDQlIiIipyhuFh/WTw5Lhk6rAwC0b1sLq0m8LjQ3z9Gp2c3mkkZYJacDOc+UBpM3LQZnHCWfb7r8q2IU7rLvTmcaf/bUd+LW51Zhc0njoK857ciJePjP8xAc4O3EzIiIiGgsmZIShstPnSqNffbzLvyyrdbJGZGz+KckI/PxJfCOkrdpNpRXoODuxTA1u8d3G61/MKLOvGWQ+aYlaLPzfFNFUXDV7AsRIGnTu7NtNz4t+dau70dEo8OiKRERETmc0dyLqvYaYf3AeaYdW7dJrw2dNcthednbeklrXi+9FtlpkS7IhjzF5adORcYE+XzTJ/+7ER0GyW4CoiFYv6MOtz3/M2qbu6VxvU6Dmy+YgavPyIRWy6+GRERENDpnHDVp0A2jz72zBbXNBidnRM7iGxuLzMeXwC8pURo31tSg4O57Yax1j+K5b9JUhB4ln2/avuYj9OzcYtf3C/EJwpUzB2/TW93hHoYOYbEAALyZSURBVP9ciIhFUyIiInKC8pZKqKp4AnP/PFOLoR09e1uFuNbHC/7JyY5Ozy4sVhs2ljQI6zPSIuHjpXNBRuQpdFoNbr90NgL9xDbULR29WMb5pjRMNpuKt78txZJ/58NoskhfExbkg8evX4DjcpOcnB0RERGNVYqi4OYLZiAqTJxxaTRZsPT1jTANMludPJ93eDim//URBKRNlsZNjU0ouGsxDLsqnZyZXMj8M+A7MUcac8R80yOSZiM3PltYt9gseHn9crbpJXITLJoSERGRw5VIWvMqioK0iIkAAGPldpg6xesCp6RB0XjGx5WiyhZ0G83Ceh5b89IQRIUOPt90c0kjPvix3MkZkacymix4fPkGvLmiZNDXZEwIxTO3HIW0JPGEMxEREdFoBPh54a7LZkMn6WKxq7YDr3xc4IKsyFn0gYGY/vADCMkRi4MAYO7owI5770dHYZGTMxP1zze9UT7ftKcTjR8/Y9f5poqi4OpZg7fp/az0O7u9FxGNnGc8hSQiIiKPVtK0U1ibEBwPP70vAKB981qoksNQYXPmOjo1u1m/Q2zNqyhA7tRoF2RDnih3agzOPiZVGvsv55vSENQ1d+P251dhbUHdoK85cc4E/PW6IxAW5OPEzIiIiGg8mZwYij+dNk0a+3rdbvy4qdrJGZEzaX19MWXx3QifP08at/b0oOjBR9C6cZOTMxP1zze9WTrftLe6GG0r37br+4X4BuPKmedJY+/u+JxteoncAIumRERE5FAWmxXlLWL7nf2teVVVRUdBofTa0BkzHJqbvaiqKp1nmpYUitBAFiZo6C753RRMSZbsdFaBJ97YiPYuzjcluS2ljVj07Ersru+SxrUaBdeelYUbzs2GXqd1cnZEREQ03px6RAqOyI6Txl56fxv21EtaDdGYodHrkX7bLYg+4Xhp3NbXh5K/LkXTyp+dnJnIN2kaQo+6QBprX/Oh3eebHpGUO3ib3ny26SVyNRZNiYiIyKGq2qphsvYJ6xmRkwAAlvYG9DZ2C3F9SAB8Yjyjte2e+i40tPYI63PYmpeGSafV4I5LZyPQz0uItXb2Ytn/NnG+KQ2gqio+XlmBB19ZC4OkRTgABAd4Ycm183HqESlQFMXJGRIREdF4pCgKbjwvB7ERYitSU58Vjy/fiN5BZq/T2KBotZh0/bWIP+sMaVy1WlH2zHOo++Ir5yYmETL/TPhOlLcUtvd800O26W1lm14iV2PRlIiIiBxKNs8U+O2kaXf5FpgkB6OCp8vbObkj2SlTgPNMaWQiQnyx6CL5fNMtZU1474cyJ2dE7spktmLZW5vxr08LMVgtfWJ8MJbdfBSmT4pwbnJEREQ07vn56HH35bnQ68RH0NUNXXj5g21QVW4IHMsURUHy5ZdiwuWXyl+gqtj1z1ex5+13XfrfQv9805ugDQgVYo6Yb3q4Nr01HYOP2yAix2LRlIiIiBxKNs80yj8cYX4hAID2jWsAm3hd2Fz5/BN3lC8pmsaE+yEpOtAF2dBYMHtKNM45drI09r8VJSioaHZyRuRumtqMuOvFn/HTpppBX7NwRjyW3rAAUaF+TsyMiIiI6DcpccG45swsaezHTTX4Nn+PkzMiV0g46wxMuv7/AI28HFH91juofPU1qDbJwwEn0foHI+qMWwafb7rqHbu+3xFJuZg9SJvel/JfZ5teIhdh0ZSIiIgcRlVV6UnT3+aZ2tBZLD+JGpIl/2Ltbto6e1G6p01Yz5sWwzaYNCqXnJyBqSny+aZP/ncj2rp6XZAVuYPCXS1Y9OxKVNR0SOMaBfjj76fitotnwcdL5+TsiIiIiAY6cU4SjpmVII3948PtqKyVf6ahsSXmxOORftsiKDr559O6z79E+XMvwmZxXdtm3wnTELrwfGms/Rf7zjdVFAV/nnUh/L3EDY5s00vkOiyaEhERkcPUdTWg02QQ1vfPM+1rqEJvizjv1Cc6HPrgYIfnZw/5RQ3Sdc4zpdHS7ptvGuQvzjdt6zJh2ZubYeV803Hnq7VVWPz3X9BuMEnj/r56PHDVPJx1zGRu3CAiIiK3oCgKrjs7G4mSTjx9Fhsef30Denrls9lpbIk4Yh6m3ncPND4+0njTTytR8viTsJrkn3WdIeSIs+CbIptvqtp9vmmIbzCunCEv0rJNL5FrsGhKREREDlPSLLbmBX47aWoo3ghztxgPmZHjwKzsS9aaN8BXj6kp4S7Ihsaa8GBf3HrRLMhqX1vLm/De95xvOl6YLTa89P42vPz+Nlis8mJ5YnQglt20EDMzopycHREREdGh+XjrcNdls+HtpRVitc3dePE9zjcdL0JysjH94QegCwiQxts2bETRw4/C0tPj5Mz6KYoGUacfYr7pJ8/adb7pggmDt+l9OX852/QSORmLpkREROQwsnmmAV7+iAuKBgC0bcqXXhc2xzPmmfb2WbC1rFFYnz0lGjotP2aRfczMiMK5x6VJY299XYLtFU1Ozoicra2rF4v//gtWrK0a9DVzpsXgqRuPRFyk/OETERERkaslxQTh+nNkJ/iAn7fuxZdrqpybELlMYHoaMh97BF5h4jgSAOjcUYgdix+AucM1rZv755veLJ9vuqcIbavetdt7KYqCqwdp01vRWoXPS7+323sR0eHxaR4RERE5jHye6SRoFA1UixmG8t3iRRoFQVOnOCG70dtW1oQ+i01Yz2NrXrKzi05Mx/RJ4unl/vmmm9DWyfmmY1V5dRsWPbMSRZWtg77mwhPTcc8VefDz0TsxMyIiIqLhO2ZWIk6aO0Eae/WTHSivbnNyRuQqfklJyHx8CXxi5N+fu3fuQsHdi2Fqcs0mUd8J0w8x3/QD9Ozaarf3CvUNxh9nnCeNvbvjM9R0sk0vkbOwaEpEREQO0W7sQL1B/HKzf55p794ymNrFgqP/hDhoB5lv4m7WS1rz6rQKZqazNSbZl1arwW0Xz0JwgDjftL3LhKfe3MT5pmPQj5uqcdeLq9HcIS+K+3hpcc8VubjopAxoNJxfSkRERJ7h6jMykRIXJKxbrDY8vnwjDD19LsiKXMEnOhqZjy+BX7K8kG7cW4vtd96LnpoaJ2fWL2T+mfBNyZJEVDR+8hwsXYNvbByuIyfkYXac+F5mmwUvr2ebXiJnYdGUiIiIHOJw80w7d6yHRVIHCJ2V68i07MZqU5FfJBZNp0+KgL8vT3uR/R1qvun2ima8822p85Mih7BabfjXpzuw7H+bpafZASAm3A9P3bgQ8zLjnJwdERER0eh467W467Jc+HrrhFhjaw+efXsL55uOI16hoch89BEETsmQxvtaWlBw933oKhc7WTmaotEi8rSboPUPEWK2nk40fmy/+aaKouDq2RexTS+Ri7FoSkRERA5R0iR+odFr9UgJTQQAtG/aJL0uNDfPoXnZS/meNnQYxB3Qc9ialxxoRnoUzjtePt/07W9LpTN2ybN09fThwVfX4eOV8o0nAJCTFollNx+FCbHiCQ0iIiIiTxAXGYAbz8+RxtYX1uOTVYN/FqKxRxfgj2kP3Y/QWTOkcUtnJ3YsfgDt2wt+XTN3dKCzqBhtm7egs6jYYfNPdQEhh5hvWoi2n+0335RteolcT9zOQ0RERGQHspOmqWHJ0Gv1sJl60L1bPKWp0esQODnVGemNmqw1LwDkTWXRlBzrwhMzULSrFQU7mwesqyrw9Jub8dytRyMsyDNaXNNAu+s6seTf61Hf0jPoa844ahKuOHUqtFrufyUiIiLPtiA7HoULWvD56koh9p/Pi5CeFIYpKWEuyIxcQevtjYy770T5cy+g+edfhLittxdFDz+KhHPOQveuXWjdsAmwHdCVRaNBWO5sxJ5yMoKzs6DIWvSMkG9yJkKPPA9tq94WYu2rP4BP4lT4Tcy2y3sdOSEPa6s3YVNtwYB1s82Cv61fjkeOux0aDb8LEDkKf7qIiIjI7ozmXlS2VwvrU/bNM+2p2gGTZBNowOQUKFqto9OzC1nRNCUuCFFhYisdInvSahTcdskshAR6C7F2gwlP/XcTrFZ5S1dyX2u21+K251cNWjD10mlw60Uz8afTprNgSkRERGPGlX+YhsmJIcK61abiiTc2oMNgcn5S5DIavR5pt9yEmN+dJI2rZjOq33oHres3DCyYAoDNhtb1+Sh84GEU3v8QzF1dds0t5Iiz4JucKcsKjZ88a7f5poqi4M+zL4a/3leIlbdW4fOy7+zyPkQkx2/bREREZHflLZXSGTT755l2bF0Hm1m8LmzOXEenNmodBhNWbq5BdYP4BSyPrXnJScKCfHDbIPNNC3Y24y3ON/UYNpuKN1eU4LHXN6C3Tz4PKSLYB0tvOBJHz0p0cnZEREREjqXXaXHHpbPh76sXYs0dvVj21mbYbCo6DCYU7mrBppIGFO5qYTF1DFO0Wky85moknHfOiO/Rsb0ABXcvtmvhVNFoEXn6zYPPN/3EfvNNQ32D8ceZ50tj7xSwTS+RI7E9LxEREdldSbM4z1SBgrTwiQCAjm3bpNeFzpzl0LxGSlVVbC1rwhe/VGJDUT1sYj0YAOeZknNlp0XighPS8dY3YoH03e/KMDUlHDPTo1yQGQ1VT68Zy/63edB23wAwNSUMd12ei9BAtlwmIiKisSkm3B+3XDADS/6dL8Q2lzTi+id/QG2TYcD3MI3Sv2n1lPkpyEmLtGsrVnI9RVEw4eILoQ8MROW//j2iexira1D6xNOY9vADdvvvY/9807r/PQyoA0+69u4uRNvP7yHsqAvs8l5s00vkGvypIiIiIrsraRLnmSaFxMPPyxcWQxt69rYLcZ2/D3wTE5yQ3fB0dvdh8d/X4P5/rsX6wsELpgDw788K0dXT57zkaNw7/4R0ZE+OENZVFVj2v01o6TC6ICsaitomA257ftUhC6a/m5eMJdcewYIpERERjXlzpsfizKNTpbGaRoPwPcymAut21OP+f67F4r+v4fewMSrutN8j/szTR3x9x/YCdGzbbseM9s83PVcaa1/9Pnoq5ZvEh0tRFFw9+yK26SVyMhZNiYiIyK4sNivKWyqF9YyIffNMd25Dn6RDTtDUdLfbHdzZ3Ye7XlqN7RXNQ3p9wc4W3Pnian5hJ6fRahTcevEshErmm3YY+vAk55u6xOHax20qacCiZ1eiusEgvV6nVXD9Odm47pxs6HX8ykZERETjw2WnTMGU5LBhX7e9opnfw8YwY+3oWtHWffW1nTL5TcgRZ8NnkPmmTZ88B0tXm13eJ8w35JBtevd2Dr4Bk4hGht/AiYiIyK6q2qphsopfVqdE9u8abt+4BqpkzEfY3CMcndqwqKqKpcs3SGeXHkp1Qxcef32DdKYrkSOEBvrgtktmQSPZc1C4qwVvfl3i/KTGIVVVsaW0EUteW4/LHlyBu15ajQdfWYe7XlqNyx5cgUf/vR6bSxrw/g9leOjVdejutUjvExLojSXXHoGT5yU79zdARERE5GI6rQa3XzILWtkH28Pg97CxydzRgdYNG0d1j9b8DTB3dtopo36KRouo02+Szje1dnfYdb7pkRPyMDNOLNCabRa8nL8cNhs3yRLZE4umREREZFclzWJrXgBIj5gEVVXRUVgsjYfk5Dgwq+HbWtY05BOmB9te0Yxt5U12zohocFmpkbjwpAxp7L3vy7G5pNHJGY0vh2vjvb993AOvrMPrXxRjsGd5qYkheObmozBtYrjjkyYiIiJyQzWNBlgPNRPlEPg9bOwx7q0FRlsUtNn672NnuoBQRJ1xMwCxyN+7ewfaVr9vl/dRFAV/HqxNb0slPi/7Hp29XShpqsDWukKUNFWgs3d4m7+J6Dc6VydAREREY0tJU4WwFukfjnC/UJhba9Hb2CPEvcKC4B3hXkWCL9eILYaHd30VctKi7JQN0eGde1waCne2YKvkQdHT/9uE5xYdjYgQ8Ys2jc7+Nt7DPZV+sGNmJeD6c3PgrdfaKTMiIiIiz8PvYXQga2+vfe5jNNrlPgfrn296Htp+fkeItf/8HnwTp8A3JWvU7xPmG4IrZpyHl/JfF2JvbvsI/9324YA1RVEwOy4LJ6UehczoDLcbhUTkznjSlIiIiOxGVVWUNItF0/3zTLvLtqBPMsIvOEs2C8R1Ogwm5BeObjbI+h11whxDIkfaP980LEicb9rZ3Ycn/7uR803tbKRtvA+kUYA/nTYdt1w4kwVTIiIiGtf4PYwOpvXxsc99fB23eTRkweDzTRs/eQ4Wg33mmy5MnoOZsdMl7yKezFZVFRv2bsOSlc/jkZ+eg8HUbZcciMYDFk2JiIjIbuoMjeg0iVXRjIj+eaZtG9ZA8nkeYXPnOzq1YalpNAjtNYfLpgJ7myQVYiIHCgn0xm2XzJbONy2qbMV/V3C+qT2Npo03APh6a/HQn+fhjKMmcfc3ERERjXv8HkYH842PAzSjLGFoNP33cZBDzzdtR+PH9plvqigK/px7MfwkbXoPZUdjKe7/4WkWTomGiEVTIiIispuSJvk80ymRqVBtVnSWSOIKEJLpXidNe/ssdrmP0WSf+xANR+akCFx0sny+6fs/lGNjcYOTMxq7Rts+LmNCGNvHEREREe3D72F0MH1wMMJyZ4/qHsGZ06EPCrJTRnK6gFBEnX4TBptv2r76A7u8T6hPMEJ9god9XU1nHZateQWqOspdCUTjAIumREREZDey1rwBXv6IC4pGX0MVelvNQtw3Lgq6AH9npDdkPl72Gfvu683x8eQa5x6bhhlpkdLYsv9tRlObY2b6jCf2aB+3rbyJ7eOIiIiI9uH3MJKJPeXkUV1vqNiJ7soq+yRzCL4pWQg58lxprO3nd2GsKhj1exQ0lGBv18i+g+xoLEVBAzsPER0Oi6ZERERkNyVNYtE0PWIiNIoGXUUbYOkRrwmZOdMJmQ1PQlSAtL3pcGgUID4ywD4JEQ2T5tf5puIMoK6e/vmmFs43HRW2jyMiIiKyL3t8D1PA72FjTXB2FoKzRt6dytrdjYJ770dXaZkds5ILXXAOfCaIc0cBFY0fPzvq+aZfV6wc1fXfVKwa1fVE4wGLpkRERGQX7cYO1BuahPVf55luzJdeF5Y316F5jURwgDfypsWM6h5zpsciOMDbThkRDV9wgDfuuHQ2NJInT8VVrXjjy2IXZDV2sH0cERERkX3Z43uYj7cWrZ29dsqI3IGiKEi/41b4JiaM+B7W7m7suP8htG8f/WnPQ+mfb3oztP5iC11rdzsaP3luxPNNO3u7sLF2+6jy21C7DZ0mbtokOhQWTYmIiMguSprl80wzIifBZumDYWe1EFO0GgRlpDs6tRE5ZX7KKK9Ptk8iRKMwbWI4LhlkvumHP1Ugv2h07WXHK1VVsWtvh13uxfZxRERERL8Z7fcwo8mK255bha/WVnF+4xiiDwxE5mNLRnXi1Nbbi6KHH0Vr/gY7ZibSBYYicrD5plUFaP9lZPNNa7saRv3ftKqqqO1sGNU9iMY6Fk2JiIjILmRFU71Wj4mhSTDVlMLULrYC9U9JhMbLyxnpDVtOWiSyUiNGdG1WagSyJ8vnSRI529nHTMasjChp7Nm3NqOxTdI3m6RUVcXWskbc/vzPWG6Hk7ps401EREQ00Gi+h+3XZ7Hh5fe34Yk3NqLbaLZTZuRq+sBATHv4AUx76H6EzckDNAeVNjQahM2dg6kP3oe4M06X3kM1m1H82BNoWvWzQ3P1S8lGyIJzpLG2VSObb9prMY02rX334UlsokPhtmYiIiKyi9ImsWiaGpYMvVaPlm3rYJV8vg/NzXVCZiOjKAquOycL//f4DxjOXs7E6EDcdXkuFGWUw3iI7ESjUXDLhTNx07Kf0NIx8AtyV48ZT7yxEY9dtwB6HfdTHkpxZSve+KoYBTub7XZPtvEmIiIiGkhRFNx1eS7ufHE1qhu6RnWv1dtqUVHTjtsvmY20pFA7ZUiupCgKQnKyEZKTDXNnJ4x7a2E1GqH19YVvfBz0QUEAgJCcbOj8/bDnzbfEm9hsKFv2HKxGI2JOOtFhuYYeeS56q4vQu7vwoEj/fNP4q56CLmDo/1366OzzvcFH52OX+xCNVXwyQkRERKPWa+5FZbvYfjcjYhIAoH3LFul1YbPzHJrXaH2/oXpYBdOs1AgsvWEBAv3c8/QsjV+Hmm9aursNy78sckFWnmFnTTseenUd7njxZ7sWTAG28SYiIiKSCfTzwtIbFgz5xGlo4ODFpPqWHtz54s/4eOVOtusdY/RBQQiakoHQmTMQNCXj14Ip0F9cTTzvHKRcdaX8YlXFzpf/gb0ffeKw/Prnm94y6HzTpmHON40LjB715mxFURAXFD2qexCNdSyaEhER0aiVtVTCportdzMiJ8HW243uPeLMDI2PHv4pyU7IbmQMRjO++KXysK/TKMC8zFg8cs08LLl2Pgum5LampoTjst9NkcY+XrkT63fUOTkj91bd0IXHX9+Am59ZiY3F9p/7wzbeRERERIML9PPCkmvn45Fr5mHu9BgcvPfvwO9hrz9wEhZdNBM+XlrpvSxWFf/6dAceeW09Orv7nJA9uYu4P5yK1L9cL7by3afqP8ux+823HFZQ1wWGIvI0+XxTY1UB2n/5cMj3CvIJxOy4rFHlkxuXjSBvjgchOhS25yUiIqJRk80zVaAgLXwienbtQF+HeE1QeioUrfxLrTv44pdd6Om1COunL5yE+VmxMJos8PXWIT4ygO01yWOceXQqduxqkRYBn3l7C55bFIzoMD8XZOY+6lu68dY3pfhpUzVsQ3h2MiU5DC0dRjS2GYf8HmzjTURERHR4iqIgJy0KOWlR6DCYsLfJMOj3sGNmJSItKRRPLN+IXbWSL6AANhQ14Kanf8Rtl8zGtInhzvptkItFH38stL4+KFv2HFSL+B2/5t33YTUakXLlFVAGKa6Oht/EbIQsOBvtq98XYm0/vwufxAz4JmcO6V4npR6FDXu3jTiXE1MXjvhaovGCJ02JiIho1EqbK4S1pJB4+Hv5oX3TL7CJ30sQmjfXCZmNTK/Jgk9W7hLWvb20OPe4yZiaEo5ZGdGYmhLOgil5lP3zTSNCfIVYt9GMJ97YALNFPDU+HrR0GPHy+9tw7ePf44eNhy+YpiWF4OE/z8PSGxbg2UVHD7l9HNt4ExEREQ1fcID3Yb+HxUcG4Mkbj8SpR6QMep/mjl7c8/JqvPNtKaxD2SFHY0LEEfMx5Z47ofGSfwav++wLVLz4N6jWobfLHY7QI8+DT9I0MaDa0Pjxs7AY2od0n8zoDEyPSh9RDtOj0pEZnTGia4nGExZNiYiIaFQsNivKWqqE9f3zTDu2F0ivC501y5FpjcqKdVXo6hHbNv1uXjKLpOTxgvy9cOels6GVzDct29OO/3xR6IKsXKfDYMK/Pt2BP//1O3y1tuqwD8+SY4Ow+I95eOrGhZiRHgVFUYbVPo5tvImIiIgcx0uvxbVnZeHuy3Ph7yNvsmhTgf+uKMED/1yDts5eJ2dIrhI6ayamPrgYWl9xAykANH7/A0qffgY2s9nu761otIg642Zo/IKEmLW7HU2fDm2+qaIoWDT/aiQExQ7r/ROCYrFo/tXsdEM0BAoHYDufoiibZs6cOXPTpk2uToWIiGjUKlqqcM93S4X1m+ZdiTmhk7D1+qthOqg7kj7ID7nLl7vlB/Y+sxVX//VbtHaaBqzrtBq8eu/xCA+Wf8Ei8jQf/liBf38uL5Dec0Ue5mUO74u4pzEYzfj4pwp8+vNOGE2Hf0ARF+GPi0/OwILseGgkBecDHa59HBERERE5XkNrD558YyNK97QN+pqQAG8sumgmZqRHOTEzcqWu8goUPfQILF0GaTx01gyk33k7tN72//zes2sr6t9aAkCsyYQedSFCF5wzpPsYTN1YtuYV7GgsPexrp0elY9H8qxHg7T/cdEfK/R70EA0DT5oSERHRqMjmmQJARkQquiu2oq9LjAVNm+KWBVMA+H7DHqFgCgAnzEliwZTGlDOPnoS8qTHS2HNvb0Z9S7eTM3KOXpMF731fhqsf/RbvfFd22IJpZKgvbjwvBy/fcSwWzkg4bMEUGFr7OCIiIiJyrOgwPzx+wwKcfUzqoK9pN5jwwCtrsfzLIlis43NMxXgTODkVmX99BPrQUGm8bdMWFD20BJaeHru/t9/EHIQccbb8fVe9A+PuHUO6T4C3P+47+iYsPupG5MZnC89XFEVBXnwOFh91I+47+iZnFkyJPB5PmroAT5oSEdFY8tQv/0B+zdYBa5F+YXjpD49i9yuPoObzrcI1k2+5EVFHH+WcBIfBYrXhmse/R2PrwC9HGo2Cf959PKLD/FyUGZFjdPX04aZlP6GpzSjEJieGYOkNR0KvGxv7LPvMVqxYW4X3vi9Hu0HcGHGwkEBvnH98Gk6aOwF6ndYJGRIRERGRo2wsbsAzb21GZ7c4hmW/KclhuO2SWYgK5fe+8cBYV4/C+x+CqbFRGg9InYSpD9wHfVCgXd9XtVlR9+aD6N1TJMS0AaFIuOppaP2Dh3XPTpMBtZ0N6LX0wkfng7igaAR5B9gr5eFyzx3yREM0Np6AEBERkUuoqorSJvGkaUZkKlRVxf+zd9/hcVRXG8Df2b6r1a56l1Uty5Ys9yZXwDRD6JAEEiAEAkkoCRAwndDNRy8JARJqCr2b5t6bbMuW3CTLstW7tFpp+873h2xjeXbVtqj4/T0Pj9CdO3eObHmlnTPn3LZiz61iwiZOCHRoA7J6e6UkYQoACyYnMWFKI1KoToW7vOxvWlLR6rV973DidLnx/aZy3PjkMrzxRVGvCdNQnRLXnjcOb9y7EOfPSWfClIiIiGgEmDo2Fi/dsQDjM6K8ztlb3ozbnl2FTUU1QYyMBos2Pg7jn3wM2qREj8fNpQdRdN8DsDd7b+88EF37m/7Z8/6m5hbUf/EiRLF/Vc8GtR7Z0RmYGJ+D7OiMwUyYEg17TJoSERHRgNWaG9Bmk/bfzY7KhKO5BtYGafWaJiYcqrCwIETXPy63iI+Wl0jGBQG4/IzRgxARUXBkp0Tg2vNzPB77am0Z1u+qDnJE/uFyi1hVUIE/PL0Cr3xUiMY2a4/ztWoFfnnWGLxx75m49PTR0KgUQYqUiIiIiIIh0qjFozfl48qzxsDbjgtmiwOPv7UFr3++Gw5n7/ve0/CmjorE+CceRUh6msfjnUcqsPue+2Gt81yNOlCK0AjEXHgbPBVlWg4VonX9p369HhH1HZOmRERENGB7G0o9jmdHZ8C8bxscZukxY15egKMamI27q1HVIA14dl4CkmL8246HaKi5cF46ZuR43t/0pQ92DKv9TUVRxMbd1bj12ZV49j/bUdPYc+wqpRyXLMjEG/cuxJVnZyNEqwxSpEREREQUbHKZgF+enY3HbpqNCIP3fee/WluGv7y8FtWNHt7U0oiiNBqR++hfETo22+Nxa20tdt9zHzorK/163a79TS/xeKxrf9Ph3/WHaDhi0pSIiIgGbF+jNGkaotIh0RCHlq0bPZ4TMXN2oMPqN1EU8eGyAx6PXbEwK8jREAWfIAj40y8mIcZDG+pOqxNL3t065J+0F0UR2/fV4/YX1+CJt7fiSK20Cv5ECrmA82an4Y17F+I3P8uBUe/9phkRERERjSzjM6Pw0h2nYUp2jNc5Byvb8KfnVmP1dv8my2joUehDkPPwA163ErI3NWP3PQ/AXFbm1+uGz/s5NMljpQdEN+o/fx6ujja/Xo+IesekKREREQ2Yp/1Mx0RlQBBFtB/w8GZCEGDMHReEyPpn6946HKo2ScanjYtFWoJxECIiCj69ToW7fz0VCrm0RVRpZRv++eXQfdK5uKwJ9/xtPR56YyNKK1p7nCsTgIXTRuG1xQtx0yV5iDBoghMkEREREQ0pRr0aD/52Jn5zfg7kXvr1WmxOPPPvArz84U5Y7c4gR0jBJNdoMPb+exAxc4bH406TCUX3PwTT3n1+u2av+5t+2f/9TYnIN0yaEhER0YC0Wk2oMUv39RgblQl77SHYmqVvKHXJcZBrtcEIr89YZUr0k6xR4fiNl/1Nv1l/COsKq4IcUc9KKlrw0OsbsfjVdSgua+p1/tyJiXj1rtNx2y8mIdZDVS0RERERnVpkMgGXnJaJJTfP8dh15ZgfNh/GHS+uweFa6cO2NHLIlEpk33UHohfM93jc1dGJ4oceQevOQr9dU2GIRMwFt3o8ZikrROuGz/x2LSLqHZOmRERENCD7G6VVpkDXfqamos1wWqTHwqdMCXBU/bertBH7D7dIxieMjkJ2SsQgREQ0uH42Nx2zxsd7PPbSBzuHxL5Oh2tNeOLtLbj9hTXYvl/68MbJpo+Lw0t3LMBdv57KPYqJiIiISGJMSgRevH0B8vM8/x4MAEdq23H7C2vww+bDEEUxiNFRMAlyOUbfdjPizj3H43G3zYY9jz6Bpo2b/XZNXcYkhOV72d909f9gOTJ0u/4QjTRMmhIREdGA7G2Q7meqlCmQHj4KLdu2ejwnYsasQIfVb6wyJepOEATc+nPPlZgWmxNL3t0Gu2Nw9jetbjTj2X8X4JZnVmLj7ppe508YHYX/u3UuHvjtDLbaJiIiIqIe6bVKLL56Gm66JA9Khefb5naHCy9/uBPP/LsAnVZHkCOkYBFkMqTfeD0SL73Y43HR6cS+p59B/arVfrtm+PxfeN/f9LMXuL8pUZAwaUpEREQD4mk/08zIVMhFEeYyaQtPQSmHfnRmMELrs33lzdhV2igZz04Jx/iMqEGIiGho0GuVuPvqqVDIpW8Xyqra8OaXRUGNp6HFglc+2onfL1mBVdsr0duD/dkp4Xj89/l47KbZrBgnIiIioj4TBAHnzU7DM7fOQ2J0iNd5a3ZU4U/Pr0ZpZWvwgqOgEgQBqVf/Cim/vsrzBLcbJc+/hJpvv/PP9Xrc37QZ9V++xP1NiYKASVMiIiLqN6vDikOtFZLxMVEZsFbsg61N+ou8PiMFMoUiGOH12Qc9VJkKghDkaIiGltHJ4fjtBZ73N/12QznW7gj8/qYt7Va88flu3PjUMny/6TDc7p6zpekJRjz42xl4+pa5yMuMDnh8RERERDQypSca8fyfF+C0KUle59Q0duAvL63Fl2sPsl3vCJZ02SVIv/EGr8fLXnsDlR9/6pdr9by/6U60bvjcL9chIu+G1p1LIiIiGhZKmsvh9vCE49joTLRtXAe3XXpOxLQZQYis78qq2rBtb51kPD3BiKljYwchIqKh57zZaSg62IT1u6olx17+aAcykoxIiNb7/brmTjs+XVWKL9eWwWbvvRVwUoweV52TjfzxCZDJ+MADEREREflOq1bg9iunYMLoaPz9010efy91utx44/Mi7C5txK0/n4RQnWoQIqVAi190DuQaDUpefhVwS++FHH7v33BZLBj1qyt9fgD72P6mrRukidiW1f+FJjkb2lHjfLoGEXnHSlMiIiLqt30e9jMVICArMh2tO3Z6PCd82vQAR9U/Hy5nlSlRbwRBwC1XTER8pLQ1mcXmwlPvboXNj/ubdlod+ODH/bj+8R/x0fKSXhOmMRE6/OkXk/DKnadhzoREJkyJiIiIyO/OmDYKz/9pPlLjpW1Tj9lUVIvbnluFvYeagxgZBVPM6QuQfdedELx00Kr8+FOUvf4mRA9J1f7qeX/T57m/KVEAMWlKRERE/bavUZo0HWVMgMYtoqOiQXJMrlNDNyo5GKH1SUVdOzZ4qJxLitFj1vj4QYiIaOgK0Spxl5f9TQ9Vm/DmF77vb2pzuPD56lLc8MQyvP/dPnRYnT3OjzCo8ftL8/Da3WfgjGmjIPcQGxERERGRvyTHhuKZ2+bh3FmpXuc0tFiw+G/r8NHyA71uK0HDU+SsGRh7/z2QqTxXFNcu/Q4lL70K0eXbg6XH9zfVhkqOde1v+jL3NyUKEN5dICIion5xul040FQuGR8TnQHLoV2wm6TnGLJHD6nqzY9XlMDTljOXnzGalWpEHmQmheH6C3M9HvtuYzlWb68c0LoOpxvfbjiEG59chn9+WQxTh4fe3icI1alw3c9y8Pq9Z2JRfhqUCr6dISIiIqLgUCvl+MNlE3D31VOh03iuNnS7Rby7dC8efmMjWtqtQY6QgiF80kTk/PVByHU6j8cbVq7Cvqefhdvh8Ok6Pe9vugNtGz/3aX0i8ox3GYiIiKhfDrdWwua0ScazozLRsnU9RA8PVEbMzA9CZH1T29SBVR4SPDEROsyblDQIEREND4vyUzFnQoLHY69+vBOV9e1oM9tQXNaEgn11KC5rQptZ+loBAC63iBXbjuD3S5bjb5/sQlNbzzeUdBoFrjonG2/etxAXL8iEWin3+eshIiIiIhqIORMS8eLtC5CZHOZ1zo4DDbjt2VUoLJF2YqLhzzBuLHIf+ysUBs8tm5s3bcbex56Ey+pb4lyXORlh+Rd7vsaq/8JyZI9P6xORlCB6KrOggBIEoWDy5MmTCwoKBjsUIiKifvtm/3K8s/Njyfjff/YEah66HW0HpKWmU998Dero6GCE16u/fVyIbzeWS8b/cNmEHlstEVHXnqN/en41aho7JMe0agWsNidOfHchE4DpOXFYlJ+GiVnREEVg4+4a/Pv7vaioM/d6PbVKjp/NScclp2UiVOe5BRYRERER0WBwON14d+kefL76oNc5ggBcsTALvzxzDLeUGIE6KypR/NBfYW/yvJdt6NhsjHvgXihCQgZ8DdHtQvV7D8JWuU9yTB4agaTrnwVEEY7marjtVshUGigjEiAPMQ74mj5i+y4a1pg0HQRMmhIR0XD27PrXsblyR7exaF0EXpx/O3b88XeS9ryq8FBMe/vt4AXYg6Y2C65/fBmcru57f0QYNHjzvoVQKli9RtSbsqo23PnSGjic/dtDJzW+6yns8hoPPbxPopDLcG5+Ki4/fTTCDZoBxUlEREREFAxb9tTihf9uR3un93asOemRuPOqKYgK0wYxMgoGa10dih/8K6y1dR6Ph6SnIefhB6A0DjyJ6TQ1ovLNO+G2tEuOyXRGuDtNwImPrwoy6EZPhWHKOdCm5QV7uyQmTWlY4+MtRERE1GeiKGJfQ6lkfEx0JjpKdsAu/f0dxtxxQYisbz5ffVCSMAWAixdkMmFK1EfpiUbccNH4fp9XXmPqNWEqkwk4a0YK/nHPGfjdReOZMCUiIiKiIW/6uDi8dMdpyEmP9DqnuKwJtz67Clv21AYxMgoGTWwscp94DNpkz9v9dJQdwu57H4CtqWnA11AYohBzwS0ej7k729AtYQoAohudB7ag9r+PoOY/f4XLQ7KViDxj0pSIiIj6rNbcgDab9Jft7KgMtGxZL/k9HQAiZs0JQmS9azPbPLblNYSocM7MlOAHRDSMnT1jFIx6/7XLFQRg/qQk/P2u03HLFRMRE67z29pERERERIEWFabF4zfl4+cLs+CtqK+9045H/7kZ//yyqN9dW2hoU0dGYPwTjyIkI8PjcUtlFXbfcz+stQNPmusyp8A466J+n2ct343qd+9n4pSoj5g0JSIioj7zVGUKAGOiMmDac8DjMWNe/yvSAuHLtWWw2V2S8QvnZUCjVgxCRETDV2FJI9rMdr+sNTO368n8O381BQnRer+sSUREREQUbHK5DL86dywe/V0+wkLVXud9vvog7n5lLWqbOoIYHQWa0mBA7mMPwzBurMfjtrp67Fp8PzqPHBnwNcLn/QKCuv8PmDoaK1H36bPgVo1EvRt2SVNBEC4TBOFlQRDWCoJgEgRBFATh/V7OyRcEYakgCM2CIHQKgrBLEIQ/CYLgtQ+fIAjXCIKwRRAEsyAIbYIgrBIE4Xz/f0VERETDx77Gg5KxEJUOsQ43rE1WyTFtfBSUoaHBCK1HHRYHvllXJhkP0Shw3uy0QYiIaHhbuuGQz2tMyorGs7fNw32/mXF8v1MiIiIiouFuQlY0XrpjASZmRXudU1LRitueW4W1O6uCGBkFmkKnw7iHH0DY5EkejztaWrD73gdhLpXeW+kL65E9EG2dAzu3fDcs5bsGdC7RqWTYJU0B3A/gZgATAfT6U0UQhAsBrAEwD8BnAF4FoALwPID/eTnnGQBvA4gH8AaA9wGMB/CVIAg3+/oFEBERDVf7Gj3sZxqVgY592+Dw8JCsceKEIETVu2/WH0KH1SkZP29OOkK0ykGIiGj4ajPbsKXYt72YBAB3XDUFWaPC/RMUEREREdEQEh6qwV9vmIWrF42FTOa5X2+n1Ymn39uGVz8uhM0h7YpEw5NcrcbYe+9GZP4sj8ed7e0ouv8htBXv6ffapoLvfIrNVPC9T+cTnQqGY9L0zwCyABgA/L6niYIgGNCV9HQBWCCK4m9FUfwLuhKuGwFcJgjCL046Jx/AHQAOAsgTRfHPoij+EcAUAM0AnhEEIdWvXxEREdEw0Go1oaa9XjLetZ/pJo/nRMycHeiwemW1OfH5aulTnGqVHBfMTR+EiIiGt8p6M9w+dnUSAVQ1mP0SDxERERHRUCSTCbj8jCw8+YfZiArTep333cZy3PniGlTUcc/JkUKmVGLMnX9GzOmneTzusliw5+FH0bJ9R5/XdHW0obNkm09xdR7YClenyac1iEa6YZc0FUVxpSiKJWLfGnBfBiAawP9EUTz+iiKKohVdFauANPF609GPj4ui2HLCOeXoqlJVA/jNAMMnIiIatnZUF3kcHxOZBnNJuWRckAswjM0OcFS9+27TYbR3SvdePGdmKox67/vMEJFnVru0ansgLDb/rENERERENJSNS4vES3cswIycOK9zymtM+PMLq7F868D3u6ShRZDLkXnLHxB//iKPx912O/Y+/hQa12/s03qO5mpAdPsWlOiGo6natzWIRrhhlzTtp9OPfvRUt74GQCeAfEEQTrxj2tM53540h4iIaEQTRRG7avfi6XWv4e9b35McFyCgrfYQrM3S5EdISiLk6sFNSjqcLny2StpSWCGX4eIFGYMQEdHwp1Ep/LKOVu2fdYiIiIiIhrpQnQr3/WY6brgoFwq551vyNrsLL/xvB577TwEfMBwhBJkMaddfh6QrLvN4XHQ6sf+Z51C3fEWva7ntVr/E5LZb/LIO0Ug10u9UjDn68cDJB0RRdAqCcAhADoB0AHsFQQgBkAjALIpijYf1So5+zOrLxQVBKPByaPDLboiIiHrRbjPj+Q1voqh+v9c5IkS8se0TXGeTHgubMjWA0fXNsq0VaDZJ31icOX0UIo3e2yMRkXdJMXrIBPjUolcmAInRev8FRUREREQ0xAmCgAvmZmBcaiSefm8bapo6PM5bWVCJA0dacNevpyE90djtWJvZhsp6M6x2JzQqBZJi9OygNMQJgoCUq34JuVaLw+9IH0aH243Sl16Fy2JFgpeqVACQqTR+iUem4r0Qop6M9KTpsZ8qbV6OHxsPG+B8IiKiEandZsZDK55DpcnTM0TdJddKW98CQMSMWf4Oq1+cLjc+XlEiGZfJBFxyWuYgREQ0Mhj1akzPicOmotoBrzEjN543d4iIiIjolJSZHIYXbp+PVz8uxJodVR7nVDV04M6X1uC3F+Ti3FkpKCxpxDfrD2HrntpuDy/KBGB6ThwW5adhYlY0BEEI0ldB/ZV0yUVQ6HQ4+NrrgIedBw+98U+4OjuRdPmlHv8elREJgCDzrUWvIIMyMmHg5xOdAkZ60rQ3x159+vucfJ/mi6I4xeNFuypQJ/fzmkREREEhiiKe3/BmnxKmgOekqUylgD49zd+h9cuaHZWob+6UjC+YnIS4yJBBiIho5FiUn+ZT0nRRfqr/giEiIiIiGmZ0GiXuvGoKJoyOxj8+2w27wyWZ43C68dqnu/Df7/ehrcPzw8puEdhUVItNRbXIy4zC4mumIVSnCnT4NEBx55wFuVaLAy+8BLilyc8j//4vXJ2dSLnm15LEqTzECN3oqeg8sGXA19dlTYNcZxjw+USngpG+p+mxylCjl+OGk+b1Nr+3SlQiIqJhb3fdvh5b8nYjihhVJ33zFpqVBkEu93Nkfed2i/houbTKVBCAy04fPQgREY0sE7OikZcZNaBz8zKjMGF0tJ8jIiIiIiIaXgRBwFkzUvDcn+YhOTbU6zxvCdOT7SptxN2vrEN7Z9/m0+CInj8X2YvvgqBUejxe9dkXKHvtdYgekqqGKef4dG3DlLN9Op/oVDDSk6bH7vhK9iAVBEEBIA2AE0AZAIii2AGgCoBeEIR4D+sdu8sq2SOViIhopPi+dHWf50a2uaCzShswhE+f6c+Q+m3j7hpU1psl4/l5CT2+GSWivhEEAYuvmdbvf0/JsaFYfM00tg0jIiIiIjoqJc6A5/40D2fNSPF5rYq6djz1zlaIHtq/0tAROWMaxj1wL2Qaz/uU1n73Aw48/xLcTme3cW1aHjSp4wd0TU3qeGhT8wZ0LtGpZKQnTVcc/ejpEYx5AHQANoiiaOvjOeeeNIeIiGhEMVnbsa16V5/ne9vPVJWX66+Q+k0URXy4zPPzTVecIXmOiogGKFSnwpKb5/S54jQvMwpLbp7DdmFERERERCfRqBS45YqJuPOqKdCqfevatKu0EYUlDX6KjAIlbEIecv76IOQhnrcPalyzFvuXPAO3/af7LoIgIPaSO6CMSurXtZRRSYi95A4+vErUByM9afoxgEYAvxAEYeqxQUEQNAAeO/rp308657WjH+8TBCH8hHNSAfwRgA3AW4EKmIiIaDBVt9f164nUUR6Spu06GRoHccvQbXvrUFYt7aQ/dWws0hO9deAnooEI1anw2E35ePTGWZiZGwfZSe/BZQIwa3w8Hr1xFh67KZ8JUyIiIiKiHsyfnIQXbl+AEI3Cp3WWbij3T0AUUIbsMch97K9QGj3vM9q8ZSv2PPoEXBbL8TG5NhQJVz/W54pTTep4JFz9GORadt0i6gvfXn0HgSAIFwG46OincUc/zhIE4e2j/98oiuKdACCKokkQhBvQlTxdJQjC/wA0A7gAwJij4x+cuL4oihsEQXgOwO0AdgmC8DEAFYCfA4gAcIsoiuUB+eKIiIgGmdVp633SUTK3iMR6h2S8Ik6FOFff1/GnnqpMf76QVaZEgSAIAiZmxWBiVgzazDZUNZhhsTmhVSuQGK2HUa8e7BCJiIiIiIaNEI0SnVZn7xN7sLmoBm1mG38XHwb06WnIfeIxFD/4V9ibmiTH23btRvFDj2Lcg/dCodcD6Eqcxl/5ECzlu2Da9h06S7YB4gl7oAoy6LKmwTDlbGhT81hhStQPwy5pCmAigGtOGks/+h8AHAZw57EDoih+LgjCfAD3AbgUgAZAKbqSoi+JHsppRFG8QxCEXQBuBvA7AG4A2wH8nyiKX/v1qyEiIhpCNIq+v6GKa3RA5ZRWpR6JVWGuwvO+HIG2+2Aj9h1ukYznZUYhOzViECIiOrUY9WremCEiIiIi8kFlvRm+7kjqFoGqBjN/Nx8mdEmJGP9UV+LUWlMrOd6+fz+K7n8I4x5+EKqwrg5agiBAlzYBurQJcHWa4GiqhttugUylhTIyAXKd5+pVIurZsGvPK4riw6IoCj38l+rhnPWiKC4SRTFcFEWtKIrjRVF8XhRFVw/XeUcUxWmiKIaIohgqiuJ8JkyJiGikSwiN7fMTiMl10ipTAKiMVyHBEOvPsPrM616mrDIlIiIiIiKiYcBq963K9BiLzT/rUHBoYmIw/snHoEsZ5fF4x6Fy7L7nftgaGiXH5DoDNMnZ0GVMgiY5mwlTIh8Mu6QpERERBY5BE4qpCXl9mpvsYT/TRqMcORmTYVDr/R1ar/YdbkZhifTNw5iUcORlRgU9HiIiIiIiIqL+0qj80xxSqx6OTSZPbarwcOQ+/gj0o0d7PG6trsbue+6Dpbq627ijrQ2mPXvRsn0HTHv2wtHWFoxwiUYkvnISERFRN2dnzsfWqsIe5ygdbsQ1et7P9KzMeYEKrUc9VZly/w4iIiIiIiIaDpJi9JAJXS12ffHN+kOIiwxBhGFwts+hgVGGhiLnkYew9/EnYSoqlhy3NTRi9z0PYNzDD8DZ1oaapd+ieWsB4D5hT1OZDBHTpiJ+0TkwTuCepkT9waQpERERdZMbMwYhSh06HJ1e5yTWOyD38AZOGJOG8bHZAYzOs0PVbdi6p04ynpZgwLSxg9MqmIiIiIiIiKi/jHo1pufEYVORdG/L/lizowpbimtx+RlZuHB+BtRKuZ8ipEBT6LQY9+B92P/0s2jZViA57mhtxa477oLo8rL7oNuN5s1b0Lx5C4x54zHmrjugDA0NcNREIwPb8xIREVE3O2uLe0yYAp5b87oF4FeX3jYoTzCyypSIiIiIiIhGikX5aX5Zx2p34b1v9+L3S5Zj7Y4qiKKP5asUNHK1GtmL/4LI2fkej3tNmJ6kbddu7L7nfjja2/0ZHtGIxaQpERERHedyu/Be4ae9zhtVJ02aahOiYQwL/t6hlfXtWL+rWjKeGK3HrPEJQY+HiIiIiIiIyBcTs6KRl+m/99cNLRY8/f423P3KOhw40uK3dSmwZEolxtzxJ8SeudCndSwVldj/9LNMmhP1AZOmREREdNzKQxtQZZK2AApR6Y7/v87iRlSr9InGyMmTAxqbNx8tL4Gn3/svP2M05DJWmRIREREREdHwIggCFl8zDcmx/WupKpf3/B54b3kz7nhxDZ77TwGa2iy+hEhBIsjlyPjjTUi44Hyf1mnbtRtthbv8FBXRyMWkKREREQEALA4rPij62uOxxXP/gDcv+j88cvqduLZe43FOxMzZgQzPo7rmTqzaXikZj4nQYf7kpKDHQ0REREREROQPoToVltw8p88Vp3mZUfjX/Wfi2vPGQatW9Dh3ZUElbnxqOf77w35Y7U5/hEsBJAgCUq+7FtrERJ/Wqfn2ez9FRDRy9fzqSURERKeML/f9iDarSTI+M2kyxkRlAABCI7WwlNbg5B1PBYUMoWOyghBld5+sLIHbLS0zvey0TCjkfDaMiIiIiIiIhq9QnQqP3ZSPwpIGfLP+ELYU1+LEt8AyAZiRG49F+amYMDoagiDg0tNH4/Rpyfj3d/vw4+bD8PCWGQBgs7vwn+/34YdN5bjmvHGYNykJMnZrGrKcJhMsNTU+rdG8ZSscJhOUBoOfoiIaeZg0JSIiIjR3tuKr/T9KxuUyOa7Mu/D459bqUthapK159WnJkCmVAY3xZE1tFizbckQyHmFQ44xpo4IaCxEREREREVEgCIKAiVkxmJgVgzazDVUNZlhsTmjVCiRG62HUqyXnhIdqcPPlE3He7DS8+UURdpU2el2/sc2KZ/+zHV+vO4TrL8xFdmpEIL8cGiBLVTXgdvu2iNsNS1U1k6ZEPWDSlIiIiPBB0VewuxyS8bMz5iEuNOb456YdG+CyS88PnzY9kOF59Pnqg3A4pW8YLl6QCZVSHvR4iIiIiIiIiALJqFd7TJJ6k5ZgxGM35WNLcS3++VUxaho7vM7df6QFf3l5LeZNSsQ1541DTLjOHyGTn7isVv+sY+FetkQ9YdKUiIjoFHe4tRKrDm2UjOuUWlyas6jbWMv27R7XiJgxMyCxedNmtuHbjeWS8VCdCufMTA1qLERERERERERDlSAImJEbj8nZsfhmfRn+98N+dFi972O6ZkcVNu2uwcWnZeLS00b3uj8qBYdco/HPOlqtX9YhGqm42RcREdEp7v3CTyFCusnJJePORahaf/xzR2s9OsqrJfPkGhV0o4LbDvertWWw2aVtgi+cnw4N39ARERERERERdaNUyHDR/Ez8456FWJSfip62L7U73fjgxwO46allWL71CNzeNkaloNEmJgAyH9M5MlnXOkTkFZOmREREp7CdNXtQWLtXMh4dEolzRi+AKIroLCtE7UdP4dDzv4etVbpGSEosIPTwbsvPOiwOfL2uTDKu0yhw3uz0oMVBRERERERENNwY9Wr8/tIJeOmO0zApK7rHuc0mG1743w7c8eJqFJc1BSlC8kRpNCJi2lSf1oiYPo37mRL1gklTIiKiU5Tb7cb7hZ96PPbL8RdCbrOi+t8P4/Brj6Dy661o2AmI0i1E4WqtQPW/H4bL0h7YgI9auuGQx1ZC581Og16rDEoMRERERERERMNZSrwBf/3dLDx0/UwkRut7nFta2YbFr67DU+9uRW2T931RKbDiF53j2/nnnu2nSIhGLiZNiYiITlGryjfhSFuVZDwjIgUzorJQ8c97UP19EZr3w2OF6TEddUD190WoePPegCdOrTYnPl99UDKuVslx4byMgF6biIiIiIiIaCQRBAFTx8bilb+cht9dNL7XB5HXF1bjD0+vwLtL96DT6ghSlHSMcUIejHnjB3Zu3ngYJ+T5OSKikYdJUyIiolOQ1WnDB0Vfejz2qwmXoPaD/0Pd+hrYTX1bz24C6tZXo/q/SyCKgdvr5PvNh2HqsEvGz5mZCqNeHbDrEhEREREREY1UCrkMP5ubjtfvXYifzU2HrIcNTx1ONz5aXoIbn1qOHzYfhov7nQaNIAgYc9cd0CYn9es8bXISxtx1B4Qgbq1ENFwxaUpERHQK+nr/crRY2iTjUxMnILW9E7Ur98Jp6d+aTgtQu3IvOg8V+inK7hxOFz5dWSoZV8hluHgBq0yJiIiIiIiIfBGqU+F3F43HK3eehqljY3uc29puw8sf7sTtz6/G7tLGIEVIytBQjH/ysT5XnBrzxmP8k49BGRoa4MiIRgbFYAdAREREwdVqacMX+36QjMsEGX6VdxHq3n6pzxWmJ7ObgLpvPkL6LRN9C9KD5Vsr0GyySsYXTh+FSKPW79cjIiIiIiIiOhUlx4bioetnYvu+erz5ZREq6rxvxVNW3YZ7/74es8bH4zfn5yA+KiSIkZ6alKGhyHnkIbQV7kLN0u/QvHUb4Hb/NEEmQ8T0aYg/92wYJ+SxwpSoH5g0JSIiOsV8WPwNbE6bZPzMjLmIlWuxY/t+n9ZvLtiHlE4T5DqDT+ucyOVy4+MVJZJxmUzApadl+u06RERERERERNRlcnYMXh69AN9vPoz3v92H9k7pdjnHbNxdg6176nDB3HRcsTALIb3sj0q+EQQBYRMnIGziBDhMJliqquGyWCDXaqFNTIDS4L97MkSnEiZNiYiITiGVbTVYXrZOMq5VaHB5znnoLNsPW4tv17C1AJbDJdCPneLbQidYvaMKdc2dkvEFk5MQF8mnWImIiIiIiIgCQS6XYVF+GuZNSsIHP+7H1+vK4HR53sfU6XLj01WlWL7tCK46ZyzOmj4Kcjl3CAw0pcHAJCmRn/AVi4iI6BTyfuGnEEXpm5uLxp4NgyYUlqoqv1yn00/rAIDbLeLjFQck44IAXHb6aL9dh4iIiIiIiIg802uV+O0FuXj1L6djRk5cj3PbzHb87eNC/On51dh5oD5IERIR+Y5JUyIiolNEUd0+bK8pkoxHasNxXtbpAADRLTk8IKLLP+sAwMaiGlTUmSXj+eMTkBwb6r8LEREREREREVGPEqL1uP+6GXjsxnykxvdc3VheY8ID/9iIR/+5GVUN0vf1RERDDZOmREREpwC36MZ7Oz/1eOyXeRdCpVABAFRRCX65njom0S/riKKID5dJq0wB4PIzWGVKRERERERENBgmZEXjhdsX4I+XTYBRr+px7pY9tfjj0yvw5hdFMPewLyoR0WBj0pSIiOgUsO7wVhxqrZCMp4UlY07KtOOf6zOzAMHHiwlASIZ/EpoF++pRVtUmGZ86NhYZSWF+uQYRERERERER9Z9cJuCcWan4x+KFuPS0TCh62L/U5RbxxZqD+N2Ty/HNujK4XH5qdUVE5EdMmp6CTNZ27Gsoxc6aYuxrKIXJ2j7YIRERUQDZnXb8d/cXHo/9euIlkAk//TqgNBphzB3j0/WM47OhNPTcoqcveqoy/fnCLJ/XJyIiIiIiIiLfhWiVuPb8HPz97tORnxff49z2Tjte+2w3bnl2FQr21QUpQiKivlEMdgAUHKIoYnfdPnxXuhoF1bsgiuLxY4IgYGpCHs7OnI/xsdkQBF9LjIiIaChZWrISTZ0tkvHJ8bnIjc2WjMedey7adu8f8PUSL71iwOeeqOhgE/aWN0vG8zKjkJ0a4ZdrEBEREREREZF/xEWG4J5rpmP3wUa8+UWRx85Rx1TUtePhNzZhSnYMfntBLpJjQ4MYKRGRZ0yangLabWY8v+FNFNV7vgEuiiK2VhVia1UhcmPG4Pb8G6BXhwQ5SiIiCgSTtR2f7flOMi4IAn414RKP51hKVg34eoacsQibkDfg80/krcr0ijNYZUpEREREREQ0VI3PiMJzf5qPFVuP4L1v96Kl3eZ1bsG+euw4sBKL8lPxy7OyYQjpeX9UIqJAYnveEa7dZsZDK57zmjA9WVH9fjy44lmYbR0BjoyIiILho+JvYHFaJeNnpM1GklHaMsd8YCtql+8c0LW0SQnIvuduv3Qs2H+4GTtLGiTjY0aFI290lM/rExEREREREVHgyGUCzpyRgtcWn4HLzxgNpcJ7KsLtFvH1ukO48cll+HLNQTi53ykRDRImTUcwURTx/IY3UWmq6dd5laYaPLfhjW4tfImIaPipNtXix4NrJeNqhRpX5J4vGXfbLTjyr1dgN/X/WsbxuRj/1BNQhvqnnc6Hy0o8jl9xZhbbyBMRERERERENEzqNElcvGoe/330G5k5M7HGu2eLAG18U4eb/W4kte2p7vD/dZrahuKwJBfvqUFzWhDaz92pWIqK+YnveEWx33b4+V5ierKh+P3bX7UNe3Fg/R0VERMHy712fwy1Kn868MPsshGmNkvH6pW+j9YDZ41q6lBR0HjkCnPiGRRAQMWM64s89G8YJeX5LZh6qbsOWPbWS8bQEA6aNjfXLNYiIiIiIiIgoeGIjdLjr11Nx/pw0vPFFEUorWr3OrWow49F/bsbErGhcf0EuUuINALqKhHYeaMA36w9h655auE+4RSETgOk5cViUn4aJWdF84JqIBoRJ0xHs+9LVPp3/Q+kaJk2JiIapPfUl2FpVKBkP1xhx/pgzJOPW6oOo/GwZRJd0LX1mGvL+72k4zWZYqqrhslgg12qhTUyA0mDwe+wfLfdcZXr5GawyJSIiIiIiIhrOxqVF4tlb52HV9gq8881eNJukWwods/NAA259diXOnpWKC+am4++f7MKu0kaPc90isKmoFpuKapGXGYXF10xDqI77oxJR/zBpOkKZrO3YVr3LpzW2VhfCZDPDoNb7KSoiIgoGt+jGe4WfeDz28/EXQKNQdxsT3S6Uv/EMbK3S+YJChqw774Agk0FpMAQkSXqiyvp2rCuskownRuuRn5cQ0GsTERERERERUeDJZAJOnzoK+eMT8MnKUny6qhR2h4enuNGVDP12Qzm+21iOvu4mt6u0EXe/sg5Lbp7DxCkR9Qv3NB2hqtvrfN6TVBRFVJvq/BQREREFy8aKAhxsPiwZH2VMxILUmZLx5lWformw3uNao678BbTx8X6P0ZuPV5R4fBN0+RmjIZexypSIiIiIiIhopNCoFbjqnGy8dvcZWDA5qce5/b3VXVHXjqfe2erzPXIiOrUwaTpCWZ3+2fja6vTeHoGIiIYeu8uB/xR+7vHYryZcApms+49+p6kR5e9/6LEtry45HokXXeT/IL2ob+7EqoJKyXhMhA7ze3nzRERERERERETDU3S4FndcNQXP3DoXY1LC/bburtJGFJY0+G09Ihr5mDQdoU5uvTjwdTR+WYeIiILju5JVaOhsloxPiBuLifHjuo2Joojy15+GtcktXUgmYMxdd0OQywMVqsQnK0vgckufAL30tEwo5PyVhYiIiIiIiGgkG5MSgf+7ZS7uvGoKosK0fllz6YZyv6xDRKcG3oEcoRJCYyEIvrcxTDDE+iEaIiIKhnabGZ/t+VYyLkDAryZcIhk3bV+Fho0HPa6VdOkF0I1K9nuM3jSbrPhxyxHJeIRBjYXTRgUtDiIiIiIiIiIaPIIgYP7kJPz97tNx6WmZPq+3uagGbWb/dGUkopGPSdMRyqAJxdSEPJ/WECBgU8V29n0nIhomPtnzLTocFsn4grRZSAnr3t7Wbe1A2T9eh9spXUcTG4HkX1wZqDA9+mxVKRxOacXrRfMzoVIGr9qViIiIiIiIiAafRqXAtHFxPq/jFoGqBrMfIiKiUwGTpiPY2ZnzfTpfhIg3C/6Lv295D3an3U9RERFRINS21+P70tWScZVciZ/n/kwyfuTtF9BZ5+G1XQDG3L0YMoUiEGF6ZOqw47uN5ZLxUJ0K58xKDVocRERERERERDR0WO0envQeAIvNP+sQ0cjHpOkINj42G7kxY3xeZ1X5Rjyw4hnUdzT5ISoiIgqE/+z6Ai63SzL+szFnIkIX1m3MXFKImmXbPa4Tv2gh9BkZgQjRqy/XHoTVLo39wnnp0KqDl7wlIiIiIiIioqFDo/LPPQHeWyCivmLSdAQTBAG359+AJEO8z2sdaqnA4h+exM6aPX6IjIiI/OlAYxk2VUqToEaNARdkn9ltTHQ5cfDF5+B2SNdRRYQi9TfXBypMjzosDny97pBkXKdR4Lw56UGNhYiIiIiIiIiGjqQYPWSCb2sIABKj9X6Jh4hGPiZNRzi9OgSPnH5HnytOkw0JUCvUHo+Z7R14cs0r+KR4KdyidN85IiIKPlEU8e7OTzweuyLnfGiVmm5jVR+8DnOF5708su78C2RKpd9j7MnSDYfQYZFmcM+bnQa9NrixEBEREREREdHQYdSrMT3Hx31NBWDtziqIouifoIhoRGNd+ilArw7BAwtuw+66ffi+dDW2Ve/q9kNCEARMS5iAszLnYXxsNqraa/HMun+gur1OspYIER8UfYXS5nLcPONahKh0wfxSiIjoJJsrd+BAU5lkPNEQh9PT87uNWWsPo/Lz5R7XiVkwE8acnIDE6I3V7sQXaw5KxlVKOS6cF9wWwUREREREREQ09CzKT8OmotoBny+KwD8+242te+tw288nIcKg6f0kIjplCXzCIvgEQSiYPHny5IKCgkG5vslmRrWpDlanFRqFBgmGWBjU3VsUdDos+NuWd7GlcqfXdeL00bhz9o0YFZYY4IiJiMgTp8uJP3/3COrMDZJji+f+AZMTxh//XBRFFP3lJphKGiVzlQYNprz5L8jVnjsNBMqXaw7ijS+KJOMXzEvHDReO93AGEREREREREZ1KRFHE/a9twK5S6f2M/grVqXDz5ROQn5fgh8jICx8bKhMNLrbnPQUZ1HpkR2dgYnwOsqMzJAlTANAptbgj/3e4Ku9iCILn17lacwPuW/Y01h3eGuiQiYjIgx8OrvGYMM2NGYNJ8bndxuq++cBjwhQARt92W9ATpg6nC5+uKpWMK+QyXLIgM6ixEBEREREREdHQJAgCFl8zDcmxoT6v1d5px5PvbMWL/9uBTqt0qyAiIiZNyStBEHDh2LNw//xbEeohsQoANpcdL236F97e/iGcbleQIyQiOnWZ7R34uHipx2O/mnBJtwde7K1NOPy+531PI6fnInzq9IDE2JMV2yrQ1GaVjJ8xLRmRRm3Q4yEiIiIiIiKioSlUp8KSm+cgLzOqT/OTYvTQqORejy/begS3PbcKew81+ytEIhohmDSlXo2PzcaSM+9BRkSK1zlLS1bikZXPo8XSFsTIiIhOXZ/t+Q5me4dkfF7KDKRHjOo2VvrsY3Ba3JK5Cp0SmbffHbAYvXG53Ph4RYlkXCYTcNnpo4MeDxERERERERENbaE6FR67KR+P3jgLM3PjIDupOaJMAGaNj8ejN87C3+46HS/feRrGpkZ4Xa+2qROLX12L97/dC6dLes+EiE5N3NN0EAz2nqYDZXc58Pb2D7GsbJ3XOeEaI/6cfwOyozOCGBkR0amlvqMJf1r6MJxuZ7dxpVyJF899GFEhP70paFz9PfY/97rHdcbc/ntEzV8Y0Fg9WVlQgef+s10yftqUJNx+5ZSgx0NEREREREREw0ub2YaqBjMsNie0agUSo/Uw6rtvPeRyi/hkRQn+8/0+uNze8yCZyWG448rJSIrxvQUwcU9TGt5YaUp9ppIr8btpV+Gmab+GUqbwOKfF2oa/rnwO3x5YCSbkiYgC47+7PpckTAHgvKzTuyVMXZZOHHz9Xx7XCMtNHZSEqdst4qPl0ipTQQAuPyMr6PEQERERERER0fBj1KsxLi0SU7JjMS4tUpIwBQC5TMAVC7PwzK3zkBjtefs5ACitaMVtz63G0g2HeE+b6BTHpCn12+np+XjkjDsRpfPc3sAluvHWjg/x8ua3YXPagxwdEdHIVtpUjvVHtknGQ9V6XJR9dve5LzwJp1maXJVrZBj9l/sDFmNPNhXVoKKuXTI+a3w8kmP5RCcRERERERER+VdmchheuH0+zpud5nWO3eHC3z/ZhUf+uRkt7dYgRkdEQwmTpjQgGREpeOqse5AXO9brnHWHt+D+ZU+jtr0+iJEREY1coijivcJPPR67POc86FTa45+3bN+Mxk17PM5NufrnUIWFByTGnoiiiA+WHfB47ApWmRIRERERERFRgGhUCtx0SR4eun4mwkKlVanHbNtbh1ueWYnNRTVBjI6IhgomTWnADGo97p13My4ee47XOYfbqrD4x6dQUL07iJEREY1M26p3YW+DtLVtfGgMFmbMPf65y+FA6QsveVwjNDMG8eddFrAYe1Kwrx5lVW2S8aljY5GRFBb8gIiIiIiIiIjolDJ1bCxeufM0zMyN8zqnzWzHY29twSsf7YTFJu3gRUQjF5Om5BOZTIZf5l2Iv8y5CVqlxuOcTocFS9b+DR8WfQW32x3kCImIRgan24X3vVSZXpV3MRQy+fHPD/39edjbpK1kZEoBY+4anLa8oijiQ1aZEhEREREREdEgM+rVuPfa6bjlionQqORe532/6TBue24V9h1uDmJ0RDSYmDQlv5iWOAFPnrkYyYZ4r3M+Ll6Kp9a+CrOtI4iRERGNDMsPrkONh3bnY6MzMS1xwvHP2/fvRd2KzR7XSLr0bKhjEwMWY0+Kypqwt1z6JmN8RhTGpnneI5uIiIiIiIiIKBAEQcBZM1Lw0h2nYUyK9y2Maho7cPcr6/Cf7/fB6WJBENFIx6TpKcjV0QZrxV50HtwBa8VeuDqkrRIHIiE0Fo8vvAv5yVO8ztlZuweLf3wSh1oq/HJNIqJTQafdgg+Lv/Z47NcTLoUgCAAA0eXC/qeXAKJ0XkiSAUm/uD6QYfbowx+9VJkuHB3kSIiIiIiIiIiIusRHhWDJH+fgqnOyIZMJHue43SL++8N+3P3KWlQ3mIMcIREFk2KwA6DgEEURlkO7YCr4Fu17tsFlEeF2ATI5INcKCB03DYYp50Cblnf85vtAaJQa3Dbrt8iMTMP7hZ/CLUqfvqnvaML9y/8Pv5tyJeanzfTlyyIiOiV8vu97tNukv5Tnj5qKzMjU458ffvsN2BrbJfMEBTD6zrt9en33xYEjLdhZ0iAZHzMqHBNGRw9CREREREREREREXeRyGX5x5hhMHhODZ/9dgOpGz50SDxxpxa3PrcL1F+Ti7Jkpg3afhYgCh0nTU4Crsx21nz4D064idNQBttaTZ4hoO7QFIVu3wJCXi7hL74RcGzrg6wmCgPPHnIH08GQ8v+FNtNmkN/AdLgde3fIOSpoP4dqJl0Mh57ciEZEnjZ3N+ObACsm4QqbAleMvPP55x+FyVH/9o8c1Es6aiZC07IDF2Buve5kuzOIbDCIiIiIiIiIaErJGhePF2xfgn18V47uN5R7n2OwuvPpxIbbuqcMtV0xEWKg6uEESUUCxPe8I5+psR8U/70H190Vo3u8pYdrF1gI07weqvy9CxZv3wmWRJjr7a1xMFpacdS+yItO9zvmhdA0eWvkcmju9BEZEdIr73+4v4XA5JOPnjl6AGH0UAEB0u7H/qSfgobgf2hgNRl13W6DD9Kq8xoTNxbWS8dR4A6aNix2EiIiIiIiIiIiIPNOoFfjjZRPwwHUzEKb3nhDdsqcWtzyzElv2SO95ENHwxaTpCCaKIqr/twR162tgN/XtHLsJqFtfjer/LoEoetgUr58idGF4+LQ/4+zM+V7nlDQdwt0/PIE99Z4rkYiITlVlzUewtnyLZDxEpcPF4845/nnlR/+DpbpJMk+QAxm33gyZUhXQOHvykbcq0zNYZUpEREREREREQ9P0nDi8fOdpmD4uzuucVrMNj/5zM179uBBWmzOI0RFRoDBpOoJ1lhWiduVeOC39O89pAWpX7kXnoUK/xKGQK/DbKb/AzTOuhVKu9DinzdaOR1a9iK/3L/NLspaIaLgTRRHvF34KEdLXxMvGLYJeFQIAsNTWoOKDTz2uETM7G8bxswIaZ0+qGsxYW1glGU+MDkH+hIRBiIiIiIiIiIiIqG/CQtW4/7rpuPnyCVCr5F7nfbexHLc9twoHjrQEMToiCgQmTUewum8+7HOF6cnsJqDum4/8Gs+81Bl4/Iy/IDYkyuNxt+jGuzs/wQsb/wmrw+rXaxMRDTc7aopRVL9fMh6rjz5evS+KIvY/9SRElzSxqg6XI/X3dwc8zp58vLwEnp6Duez0LMhlrDIlIiIiIiIioqFNEAScPTMVL92+AFmjwrzOq27swF9eXov//bgfLpeH/ZOIaFhg0nSEcnW0oXm79GZ7fzQX7IOrc4BZVy9Sw5Px5FmLMSk+1+ucjRUFuHfZ06g2sR88EZ2aXG4X3i/0XD16Vd5FUMgVAICar79ExyFpJacgA9J+ezUUOkNA4+xJfXMnVhZUSMZjwrVYMCVpECIiIiIiIiIiIhqYhGg9ltw8F788awxkXh4Ed7tF/Pu7fVj86jrUNHYEOUIi8gcmTUeozsMlsPnYDcDWAlgOl/gnoBPoVSG4e+7vcXnOeRDg+QdMpakG9/y4BFsqd/r9+kREQ93KQxtQaaqRjGdFpmNG0iQAgK2xCYff+bfH8yMnJSJiznkBjbE3n64qhcstLTO95LTRUMj56wcRERERERERDS8KuQxXnp2NJTfPQXxkiNd5+w634LbnVuLHzYe5FR3RMMO7liOUpUpaeTQQnX5a52QyQYbLc8/H3XP/gBCl1uMci9OKZ9b/A//Z9TncbrY0IKJTg9VhxQdFX3s89uuJl0AQBIiiiAPPLIHb4ZLMURkEpP1xMQRh8NrfNpus+GHzYcl4eKgaZ04fNQgRERERERERERH5R3ZKBF68YwHOmpHidY7F5sJLH+7EE29vQZvZFsToiMgXTJqOUKKfcoxuu9M/C3kxOSEXT551D1KMiV7nfL73ezy+5mWYbOaAxkJENBR8uf9HtFmlrdFnJk3GmKgMAED98uUw7T0oPVkGjPrFz6CKTAh0mD36fPVBOJzSH0QXL8iESikfhIiIiIiIiIiIiPxHq1bglism4r7fTIchROV13qaiWtzyzEps21sXxOiIaKCYNB2hVFH+uWHevO5zmPesD2gbgTh9NB5beBfmpkz3Omd33T4s/uFJHGyWVi4REY0UzZ2t+HLfj5JxuUyOK/MuBADYW1pQ9vqbHs8PGxOGmHOuCmiMvTF12PHthkOS8VCdEufMSg1+QEREREREREREATIzNx6v3Hkapo6N9Tqnpd2Gv765CX//pBDWABcpEZFvmDQdofSZWfCyXWi/tBR3oOT551D55n2w1ZX7vqAXaoUKN8+4FtdN/jnkgudvy8bOZjy4/BmsKFsfsDiIiAbTB0Vfwe5ySMbPzpiHuNAYAEDpSy/CbZPOUYYA6X+4E4JcEfA4e/LV2jJY7dK2wRfMy4BWPbixERERERERERH5W7hBgwd/OwO/vzSvxw5bSzeU40/PrUZpRWvwgiOifmHSdIRSGo0w5o7xy1qd9UDF0v3Y98idqPvib3B1SttG+oMgCDhn9AI8fPrtCNcYPc5xuJ14bev7eG3r+x4TC0REw9Xh1kqsOrRRMq5TanFpziIAQMO69WjZvlt6sgAknj8b2lFjAx1mjzqtDny1rkwyrlUrcP7stEGIiIiIiIiIiIgo8ARBwKL8NLx4+3xkJnm+tw0AVQ1m3PnSGny47ABc7sB1dySigWHSdARLvPQKv60lugFzpYiy95Zj30M3onXTlxBdgWklMCYqA0vOugdjozO9zllRth4PLX8WjR3NAYmBiCjY3i/8DCKkvyxfMu4chKr1cJhMOPi3v3k815CmQfwlNwY6xF59s/4QOizSB1rOn5MGvc77/h5ERERERERERCNBUkwo/u/Wefj5wizIvHSCdLlFvPftXtzz6jrUNnUEN0Ai6hGTpiNY2MQJMOT4t+rI7QBaD9ix/4V3UPLkH9FZVujX9Y8J0xrxwII/4bysM7zOOdhyGHf/8AR21e4NSAxERMFSWLsHhbV7JOPRugicM/o0AMDBv78GV4dVMkehA1J/+3vINCEBj7MnVrsTX6w5KBlXKeW4cF7GIERERERERERERBR8CrkMvzp3LJ7641zERui8zttb3oxbn12F5VuPQBRZdUo0FDBpOoIJgoDse+6GNimhX+cpw8OgNBp6nOO0AA1bG1H80CM4/I8H4Wip9SVUjxQyOa6ZdBlum3Ud1HLPFUrt9g48vuZlfL73e/5gIaJhye124/2dn3o89su8i6CSK9G8ZSuaNmyWThCAuPljoc+ZHeAoe/fD5sNoM9sl4+fMTIFRrx6EiIiIiIiIiIiIBs/YtAi8dMcCLJw2yusci82JF/63A0+9uxWmDul9FSIKLiZNRzhlaCjGP/UEjONz+zTfOD4Xk15+AVPeeA2jrvolZOqe2ynaTUDl0mLs/svNqPvyDbhtFn+E3c3sUdPw+MK7EK+P8XhcFEX8Z9fneHb96+h0+P/6RESBtLp8Ew63VUnGMyJSkD9qCpzmDpS+/IrHc/VJciT88lYIgpd+L0HicLrw2cpSybhCLuDiBd5brRMRERERERERjWQ6jRK3/WIS7rlmGkJ72Lpow64a3PLMCmzfXx/E6IjoZAKr84JPEISCyZMnTy4oKAjaNUVRRFvhLtQs/Q7NW7YCJ/69CwIiZkxH/Llnwzghr9vNd3trG47857+o+2FZ93M8kQGhyRqM+tU1ME5bCEHwb06+027BK5vfxrbqXV7nxIfG4C+zb0KSMd6v1yYiCgSr04bblj6EFkub5NjDp92OcTGjUfLiS6hfsVpyXKEFRt/6K0TkXxyMUHv0/aZyvPKRtF372TNTcPPlE4MfEBERERERERHRENNssuLF/+3oNTH6s7npuOa8cVAr5UGKzK8G98l+Ih8xaToIBiNpeiKHyQRLVTVcFgvkWi20iQlQGnpux9tZWYnyf/4LLdt738NUpgDCxkUj9YbboB3l5z1VRTc+3/s9Ptj9FUR4/t5VK9T4w/RfY1byFL9em4jI3z4uXooPi76SjE9NnIC75tyE1p2FKH7oEY/nxs1NQPrtL0CQDe4v0C6XGzctWY7aps5u4zKZgH8sPgNxkYO71yoRERERERER0VAhiiK+WX8Ib31VDLvT7XVecmwo7rhyMjKSwoIXnH8waUrDGpOmg2Cwk6a+aCsuRtlr/0DnEWkryZPJNUDM3FwkX30blIYIv8ZRWLsHL278F8z2Dq9zzh+zEFflXQT5ICcUiIg8abW04ZalD8HmtHUblwkyPHfOA4hRGLHjjzfD3twqOTckHhj70NNQx2cEKVrvVhVU4Nn/bJeML5iShDuu5MMrREREREREREQnq6hrxzP/LkBZlbT72DEKuYCrzhmLixdkQi4bNrnIYRMokSfc05T6xZiTg4kvvoCs22+DMiy0x7kuK1DzYxF2/vF3qPnkDYhOh9/imBA3Dk+ddQ/SwpO9zvl6/zI8tvoltFpNfrsuEZG/fFj8jSRhCgALM+YgwRCHw++86zFhKtcACReeOyQSpm63iA+Xl3g8dvnpo4McDRERERERERHR8JAcG4pnbp2Hy88YDcFLmtHpEvHON3tw39/Xo7650/MkIvIrJk2p3wSZDNHz52Hqm28g5de/hEyt7HG+3SSi7N3vsPOP16J504/wV3VzTEgkHj39TixIm+V1TnH9ASz+4UkcaCzzyzWJiPyhsq0Gy8vWSca1Cg0uzzkPbUXFqP3uB4/nRuQaEXXGVYEOsU82F9egoq5dMj5rfDxGxfXc9p2IiIiIiIiI6FSmVMhw9aJxePIPcxATrvU6r7isCbc8uxIrtlV4vLfeZrahuKwJBfvqUFzWhDaz9CF9IuobtucdBMO5Pa8njvZ2HH73bdQtWw24e/l+EgBjVjTS/3g7dClZfrm+KIpYXrYO/9r+IZxup8c5cpkcv5l0Oc7MmAfhhEd3TNZ2VLfXweq0QaNQIyE0FgZNzxW0RES+emrt37C9erdk/JfjL8QFGadhx823wVbfIDmuiwWy7lyMkKxpwQizR6Io4s8vrMbBSmkbmef/PB+Zw2/PDSIiIiIiIiKiQdFhceD1z3djxbaKHufNmZCAP1w2AXqtEjsPNOCb9YewdU9tt9vyMgGYnhOHRflpmJgV3e1+eBCwPS8Na0yaDoKRljQ9xlJTi7LXXkHrzr29zhXkQNTMsUj7/Z1Qhob55fqlTeV4dv3raLK0eJ0zP3Umrp/8C+xvKsN3patRUL2r29M5giBgakIezs6cj/Gx2cH+gUJEp4Ciun14ZNWLkvFIbTheXPQwKt/5D2q+/EpyXK4GRl08FQm/vCcYYfaqYF8dHn5jk2R8SnYMHr7BewcAIiIiIiIiIiLybF1hFV79qBBmi/et7sINaoTp1ThU3fu2dHmZUVh8zTSE6lT+DLMnvKFOwxqTpoNgpCZNjzHt3YuDr7yEzsr6XufKNQISzjsdSVf9DjK5wvdrW9vxwsZ/oqh+v9c5GoUaVg/7CJ4sN2YMbs+/AXp1iM9xEREBgFt0454fnsKhVulTg3+cfg0m2yOw6+57AA8/miNzVci8+xUoDJFBiLR3d7+yFnsONUvGl9w8B+PShkaMRERERERERETDTVObBS/8dwd2lki7kA1Ecmwoltw8J1iJUyZNaVjjnqbkd4axYzHxlb9h9J//CKVR1+Ncl1VExSfLUXDd1WhY8Y3v19aE4r75t+CC7LO8zulLwhQAiur348EVz8Js6/A5LiIiAFh3eKvHhGlqWBJmJ0xEyYsve0yY6qKB+IuvHvSE6bE9Mj5ZWeIxYZqbEcmEKRERERERERGRDyKNWvz1d7Nww4W5UCp8T+FU1LXjqXe2etwPlYi6Y6XpIBjplaYncjudqPzov6j69Cu47a5e54ckRyDj5lsRmj3e52tvqtiOv215t89JUm9yY8bggQW3sVUvEfnE7rTjtm8fRlOntIX4gwtuQ+gPBaj8+FPJMZkKSDozHUnXPwVBJg9GqN2Iouh1j4yTPXrjLEzMiglecEREREREREREI9jhWhOe/XdBn1rx9iZI9214E52GNVaaUkDJFAqM+uWvMfXtfyFm/tRev+M6Kpqx6+6HsefBu2Fr7L29b09mJk/GE2fejcTQOJ/WKarfj911+3xag4hoaclKjwnTSfG5SDWrUPnp5x7PM6YJiLnwj4OSMDV12HH/axvw4Osbsbm454SpVq1AeqIxeMEREREREREREY1wKXEGPHvbPFx6WqbPay3dUO57QEQjHJOmFBTKED1G334PJv/tRRjHjep1fkthKQp+9wccfPU5OK3WAV83yRCPJ868G+Ea327k/1C6xqfziejUZrK247M930nGBUHAVTk/62rL63ZLjmujgNhzLoQ6NjUIUXZn6rBj8avrsKu0sU/zLTYnFr+6Hu2d9gBHRkRERERERER06lAq5Lh4QabPJZybi2rQZvatKyPRSMekKQWVNj4JuU8+j9xH7oE2ztDjXNElovaH9dh27TWo+uxDiK7e2/t64nA50GJtG9C5x2ytLoTJZvZpDSI6dX1cvBQWp/QBkDPSZkNYthmdh49IjsmUQPj4KITPvSIYIXYjiiKWvLsVFXXt/TqPe2QQEREREREREflfZb0Zvt5tcYtAVQPvcRP1hElTGhTGCVMx6bV/IePGK6EMVfY412VxovztD1Bww2/RtGlDv69V3V430DCPE0UR1Sbf1yGiU0+1qRY/HpRWq6sValxgnIiKDz7yeJ4xFYj92U2QKdUBjlBq54GGPleYnmxXaSMKSxr8HBERERERERER0anLanf6ZR2LzT/rEI1UTJrSoBEEAXGLLsXUt95D4vlzIVP13GDA1tSOfU8+i8I/3wpzWVmfr2N1+qflwOvb/o2lB1agubPVL+sR0anh37s+h0uUtt69cPQZqHv9XY9V9JoIIHLOHOgyJgUjRImlGw75eH65fwIhIiIiIiIiIiJoVAq/rKNV+2cdopGKSVMadDKlEqk3/AlT/vF3RE7LhNDLd6W5rAqFf/4L9j7xKGxNzb2ur1H4p0qr0lSDt3d8hJu+ugcPLH+GCVQi6tXehhJsrSqUjIdrjJh6wAZzSankmEwBhGXpELnwN8EIUaLNbMOW4lqf1uAeGURERERERERE/pMUo4fMx01NZQKQGK33T0BEIxQfK6AhQxURjez7l8Bcshtlf3sR7WUtPc5v3rwTLdtuRPx5ZyH5l7+CQqf1OC8hNBaCIPh1j739jQexv/Eg3t7xEbKjMjAzeTJmJk1GhC7Mb9cgouHNLbrx7s5PPB77RewcVD/znsdjhhQg+pxroNCHBTA67yrrzXD7+HJ5bI8Moz74rYWJiIiIiIiIiEYao16N6Tlx2FQ08AfdZ+TG814NUS9YaUpDjn70eIx/7g2Muf030ESpepwrutyo/vI7bPvtb1Hz9dce21waNKGYmpAXqHCx72jy9Pdf3YsHj1WgWloDdj0iGh42VhTgYPNhyfgoQwIiP9sA0SHdQ0IdBoRNyEboxNODEKFn3CODiIiIiIiIiGjoWZSf5uP5qf4JhGgEY9KUhiRBEBA1/3xMeu1tpFxxGpQhPfcecHXaUPbGWyi48UY0bd4iqSo9O3N+IMMFAIgQf0qgftmVQP32wEomUIlOQQ6XA//Z9YXHYz9vSUT7vv2ScUEOGNPliD7v9xB661MeQNwjg4iIiIiIiIho6JmYFY28zKgBnZuXGYUJo6P9HBHRyMOkKQ1pMqUaSVfdjEl/+xti52VB3nPhKWwNLdj3xBLs+stf0H7CXoHjY7ORGzNGMl9rdSOh3o6UahsS6u3QWt2SOalhSTgjfQ5C1X3v934sgfrWjg+ZQCU6BX1XshoNHU2S8RnaVDg/X+bxHMMoIHLBxVBFJQU6vB4lxejh4xYZ3CODiIiIiIiIiMjPBEHA4mumITk2tF/nJceGYvE10yAIvt7xIRr5BH/u80h9IwhCweTJkycXFBQMdijDTmfZLhx642W07W+GKO3EKxGZPwOp114LTWwMzLYOPLjiWVS2VWNUrQN5JZ1Iq7JDdsI/AbcAlCWqsHu0DkfilEgyJuCR0++AXh0Cl9uFPQ0l2HikAJurdqLdZu53/AIEZEdnYGbSZMxInoQIbVi/1yCioa3dZsat3zyIDoel27ggAn8pNMK2p0RyjtoIxMyMR9LvnoNM0cvTIQHkdLnxzy+K8PX6Qz6tM2t8PO69drqfoiIiIiIiIiIiomPaO+146p2t2FXa2OvcvMwoLL5mGkJ1QbvfxMwsDWtMmg4CJk19I7pdaNn4LY7859/oqLIDvXwLC3IZ4s8/D8lXXA6ztR1rH74XERVtvV6nOdmIuX99EmGRsZJjLrcLxfUHsKliOxOoRNTN2zs+wtIDKyTjl7TGI3lpoWRckAHR44Gk6x6GNnV8ECL0rL3TjiXvbkVhSe+/cPfm0RtnYWJWjB+iIiIiIiIiIiKik4miiMKSBnyz/hC2FNfCfcI9cpkAzMiNx6L8VEwYHR3sClMmTWlYY9J0EDBp6h9uawfqvnkb1V+vhLW59+9juVYDmUoFR5upz9fQJiVg/FNPQBnqveVBtwRq5Q602zv6vP4xxxKos5KnYEbSJIRrjf1eg4gGX625AX/+9q9wubuXwodbBVz7bRvcFqvkHEMqELvwNMT87OYgRSlVUdeOR/+1GTWN/X/9OlleZhQeuymfLV+IiIiIiIiIiIKgzWxDVYMZFpsTWrUCidF6GPXqwQqHN4RoWGPSdBAwaepf9sZKVP33VTRsOgBH/ws+e2XIGYvcxx/tUwLgWAJ1Y8V2bGECleiU89yGN7CpYnv3QVHE7wrU0B6olMxXhQJRk/QY9fuXIdcZghRld9v21uH/3t+GTqvT57WSY0Ox5OY5wWz5QkREREREREREQweTpjSsMWk6CJg09T9RFNFZUoDKf/8dLXtb4bL5d/1xf30Q4RMn9Osc/yVQMzEreTITqERD3IHGMty//P8k45MqgHlr66UnyIDoXCD+8lsQmrcg8AGeRBRFfLbqIN7+phjefhWIDtMiLFSNkorWXtcbhD0yiIiIiIiIiIhoaGHSlIY1Jk0HAZOmgSO6HGjZ9BWqPv4Q7UccEH0vnAIAGPOykfvo4wM+3+l2YQ8TqEQjliiKeHD5M9jfVNZtXGdx4frvzBAs0ic5DKOAqJnjEXflQ0FvZWt3uPDqx4VYsa3C65yc9Ejcc800GEJUQ3WPDCIiIiIiIiIiGlp4c4iGNSZNBwGTpoHnNLeg4ft3UffjGnTUAvD121wApr/7FpQG39tn+juBOjNpEsKYQCUaVJsqtuO5DW90HxRFXLbJhsRD0n2UlXogKleB5BufhzIiIUhRdmkxWfH421uw/3CL1zlnz0zBjRfnQamQdRsfYntkEBERERERERHR0MKkKQ1rTJoOAiZNg8daXYoj/3wWDds8tMbsp5yH70XYpCl+iOonxxKoGyoKsLVy54ATqGOjMzHThwSqydqO6vY6WJ02aBRqJITGwqAJ7fc6RKcip8uJP3/3COrMDd3GM49Ycd46acIUQldb3uhzfonwOZcFKcoupZWtePxfm9HYZvV4XCYTcP0FuTh/ThqrRomIiIiIiIiIqL94Q4mGNcVgB0AUSJqETBimnYOGbe/6vJalstzvSVOFTI68uLHIixuL66f8EsX1+7GxYnu/EqgiROxpKMGehhK8tf3DPidQRVHE7rp9+K50NQqqd+HEBygEQcDUhDycnTkf42OzmTwh6sEPB9dIEqYaqxtnFlg8zg9NBLTJSQibdWEwwjtu7c4qvPC/HbA7XB6Ph2iVWHz1VEzMiglqXERERERERERERERDAStNBwErTYOr/scvUPKK70lTQSYgfMokRJ9+OsKnTIZcHbiWlE6363gCdUvlTpj9XIHabjPj+Q1voqh+f6/r5MaMwe35N0CvDul3DEQjXYe9E7d886Dk3+g569sw5rB0H1OlDojMARKveQya5LFBidHtFvGfH/bhgx8PeJ2TFKPHA9fNQEK0PigxERERERERERHRiMTqGxrWmDQdBEyaBlf7nm3Ydc+Tfl1TplQgbHIeYhaehfBJEyFTKv26/omOJ1CPFGBLVaFPCdRZyVOQEzMaz214E5Wmmj6fn2SIxyOn38HEKdFJ3i/8FF/u+7HbWHqlDT9b0yadLABROUDE7DMRveimoMRnsTnx/H+3Y+Nu7//eJ2fH4K5fTUWINnCvY0REREREREREdEpg0pSGNSZNBwGTpsHl6mjDjj9eB1tLYNaXqZUIn5SL2LMXIWzCBAhyeWAuBP8kUAcqN2YMHlhwG1v1Eh1V39GEPy19GE638/iY2u7Gr79pRojFLZmvTwDCxoQh6cYXIdcGvqKzvrkTj/5rM8prPOyretRF8zNw7fk5kMv475qIiIiIiIiIiHzGm0w0rHFPUxrx5CFGREweg5rlvbeiHQi3zYGmTTvQtGkH5BolwiaOQ9y5P4MxbwIEmcyv11LI5JgQNw4T4sbheveVKKrbj00VwUmgFtXvx+66fciLC05LUaKh7n+7vuiWMAWAudvNHhOmCm1X0jTyrOuCkjAtLmvCk+9sQZvZ7vG4Qi7DzZdPwBnTRgU8FiIiIiIiIiIiIqLhgEnTU1Cb2YbKejOsdic0KgWSYvQw6gO3P+dQEHveFWja+ijs3guu/MJldaBpUyGaNhVCrlUifEI2Ys/9GYwTJvu9QlMhk2Ni/DhMjO+eQN1ctRMd9k6/XuuYH0rXMGlKBKC0qRzrjmztNjaq2oacMqvH+cY0QDd6EkLG5gc8th82H8bfPymE0+W5k0RYqBr3XjMdY9MiAh4LERERERERERER0XDBpOkpQhRF7DzQgG/WH8LWPbVwn3AvXSYA03PisCg/DROzokdk+1Vd+gTEnTYW1T/shdPS9/MUWiBqogG2Vgc6ayywtQHoY0drl8WBxk270bhpNxQ6BYzjsxB39iIYJs2ALAAVqCcnUDdWFGCLnxOoW6sLYbKZYVAHvlKOaKgSRRHvFX7abUzlcGPhlnaP80PiAXWYClHn3BDQ11eXy41/fVWML9eWeZ2TnmjE/b+ZgehwbcDiICIiIiIiIiIiIhqOmDQ9BZg67Fjy7lbsKm30eNwtApuKarGpqBZ5mVFYfM00hOpUQY4ysARBQMIv74ar4140bKnuU8WpygBET09A8vVPQKbWwVZdAlPhOjRt2AjzkdZ+Va06O51o2rwHTZv3QBEiR1hOBmLOPBthU+dCkPl3D9QTE6g3uK9EUd0+bKzYjk0V22Fxeq6C6ytRFFFtqoMhmklTOnUVVO/C3oaSbmOzd3YgtFPalleuAUITgfB5P4cyLDZgMZk77Xj6vW3YcaDB65zZExLwp59PgkbNH/1EREREREREREREJxNEsY9lc+Q3giAUTJ48eXJBQUHAr2XqsGPxq+tQUee5AsqT5NhQLLl5zohLnAKAy9KO2k+egWlXETrqAVuLdI46HAiJAQx5uYi79E7ItaGSOfbGSph2rEXD2jUwl9XD3vc/3m6UITIYxqUg5vQzETZ1PmQqzcAW6oOCql1Ysu7vPq9z07Rf4fT02X6IiGj4cbpduPO7R1HdXnd8LLHOjsuWt3qcHzkW0GekIvG6JRDkgUlWVta347F/bUZVg/d9ja88Oxu/ODNrRHYSICIiIiIiIiKiIYM3n2hYY9J0EAQraSqKIu5/bYPXCtOe5GVG4bGb8kfkDXZRFGEp3wXTtu9g3rMVTosItwuQyQGFVoA+ZzoMU86GNjWvT1+/09yCtm2r0bB6JUwHquAwD+zflFIvwJCViOgFp8E4ZQEU+rABrePNvoZSPLjiWb+sNT52DM7MmIepiROg8HOlLNFQY7K2o7q9DlanDbtq9+LrA8uPH1M4RVy1tAlhZmmVaUgsYEgRkHDtk9Akjg5IbNv31ePp97aiw+r0eFytkuPPv5yM2XkJAbk+ERERERERERHRCUZeQoFOKezRN4LtPNAwoIQpAOwqbURhSQMmZsX4OarBJwgCdGkToEubAFenCY6marjtFshUWigjEyDXGfq1nkIfjsgFFyFywUVw2y1o3boa9SuWwbT3MBwd0kSKNw6ziKbtlWja/h5Uoe9BnxGD6LnzYJg0D6rIxP5+mRIJobEQBAH+eFBid91+7K7bD6PGgNPT8nFGxhzEhET6vC7RUCGKInbX7cN3patRUL3L67+bWYVmjwlTuRrQJwGGqecGJGEqiiK+WFOGt74q6rZH9YmiwrR44LoZSE80+v36RERERERERERERCMNK00HQbAqTR9/azM2FdUO+PxZ4+Nx77XT/RjRqUV0u9C6bS3qf/wercUH4exwDWgdlQHQjwpD5Ox8GPJmQ52YBUGQDWit/1v3GrZWFQ7o3J4IEDAxfhzOzJiLSfG5kLP6lIaxdpsZz294E0X1+3ucF9fgwBU/tnh8fC4iG9AlRiD5xhchU+v8Gp/D6cLfPt6FZVuPeJ0zNjUC91w7DeGhgWv5TUREREREREREdBJWmtKwxkrTEarNbMOW4oEnTAFg0+4atJltMOrVforq1CLI5AifvgDh0xfA7XbDtGMTar//Fm27D8DZ6bmVpid2E9Bc1Irm4qVQG5ciJEGLiGnToR+fD23qeMiUff/7OTtzfkCSpiJE7Kgpxo6aYkRow3BG+myckT4HEbowv1+LKJDabWY8tOI5VJpqepwnd4k4c7PJ42+BuhhAbQCizrre7wnTlnYrnnx7K/aWN3uds3DaKPzhsjwoFXx4gYiIiIiIiIiIiKivWGk6CIJRaVpc1oTFr67zeZ2xqeGYmRuPnPRIZCSFQSEfWIUj/UQURbTtLEDtt1+hddd+uCyO/i8iAJowQBujQNjkSQgdNwO6zCm9thYWRRGPrnqx1wo6T5QyJRzuvscqE2SYnDAeZ2XMRV7cWMgGWB1LFCz9+feRv9OMaXs6JeMyFRA9HtCPnYa4yxf7Nb6yqjY8+q/NaGy1eDwuE4Df/CwXF85LH5H7URMRERERERER0ZDHm1I0rLHSdISy2vteydiTveUt2FveAgBQq+QYmxKBnIxI5KRHImtUONRKVjL1lyAICJs0FWGTpkJ0u9G2q7ArgbpzD1zWPiYlRcDaAlhbnGgt2Qp1+FZoIwUYc7MRkj0dIVnToQyP83jt2/NvwIMrnu1WSae1uhFuckLpFOFQCGgxKGDR/JTkTDLE4+HT/oyyliP44eDaHvd4PMYturGtqhDbqgoRExKJM9Ln4LT0fIRp+rdnLFGw7K7b16eEaUyzA1P2ShOmAGBMBeRaDaLOvt6vsa3fVY3n/7sdNrvnNt8hGgXu+vU0TM4eeftQExEREREREREREQUDK00HwXCqNO2JQi5D1qgw5KRHIjc9Ctmp4dBplAG95kgmulxo3bkTdT98i5Ydu+G29T/xLcgBTQSgjQBC0pOhz54OXdZ0qOPTu+2D2tZah6eXPg5bfQfySjqRVmWH7ISXArcAlCWqsHu0DuqYENx13n0wGmOPH2/qbMGKsvVYXrYezZbWPscnl8kxPXEizsyYi5yYLFbD0ZDibc/fEx8qcMqA0wrMiGyTJi+rk5WYEu9A5FnXwTjtPL/EJIoi/vfjAfzn+31e5yREheCB385AUkyoX65JREREREREREQ0QLzhS8Mak6aDIBhJ0zazDVc//B3cQfzrlQlAelIYctO7KlHHpUXCEKIKXgAjiNvhQMuOnahf9gNat++C29H/BKpMcTSBGglo4sIRMmYaQrKmQxWdgsp3HkTDlhrYTb2vozIA0dMTkHz9E5BruydlXG4XttcUYdnBtdhZswci+v4NFx8agzMz5mJ+6kyEqvX9/fKI/MpkbccNX979UwW1KGJUrcPjQwWedGhkeP+8cNznNCLr2qcgyHyvwrfanHjhgx1YX1jtdc7ErGjc/eup0Ov4WktERERERERERIOOSVMa1pg0HQTBSJoCwONvbcamotqAXqM3KXGhxytRczIiEWHQDGo8w5HLZkNLwXbUr1iB1h2FEJ2e23P2RKbsqj7VRAJyNdC8D3B63hbRI4UWSDhrLJJ+86jX6tB6cyOWla3DyrINaLO193ltpUyBmcmTcWbGPIyJ4l6MNDj2NZTiwRXPAgA0NjcWrWtDcl3f9/D9ap4RZUlqPDDxSowfM9fneBpaLHjsrc0oq2rzOueCeem47vwcyLnXNBERERERERERDQ28uUvDGvc0HcEW5af5lDSdPCYaNU2dqGnsGPAah2vbcbi2HUs3lAMA4qNCjlei5qRHIjZCxyRZL+RqNaLyZyEqfxacnRa0bN2GhtWr0LpzF0SXu09ruB1AR13XfxCAfhSEAuhKsNau3IuIBYUISZ/ocU6MPgpX5l2EK3LOx9bqQvxYurZP+0M63E6sPbwFaw9vQbIxAWdmzMW8lBnQqbT9C5LIBw0dTQC6EqaXLWvx2H7XG5tSQFV0V2tylyHC51j2lTfj8be3oLXd5vG4Qi7g95dOwFkzUny+FhERERERERERERF1YaXpIAhWpakoirj/tQ3YVdrY73PzMqPw2E35EAQBTW0WFJc1oaisCcVlTThS2/cqwt5EhWm7JVGTYvRMovaR02xG06bNaFyzDq27dyMYvZjjF2Yj/ZbH+zy/ur0Oyw6uw6pDG2G29z35rparMHvUVJyZOQ8ZEUwMUeCUt1Tgq/3LsP7INrjdLlyyorVfFabHVMQq8enpYXjkjL8gOzpjwPEs33oEr3xUCKeXByKMehXuuWY6ctIjB3wNIiIiIiIiIiKiAOHNfRrWmDQdBMFKmgJAe6cdd7+yDhV1fU90JseGYsnNcxDqZY+8NrMNew41o7isCcVljSiravNbvs6oVx1PoOamRyEl3gC5jK+zvbG3tqFp40Y0rl0H0559QID+XavDgUl/ewtynaF/8bkc2FyxAz8eXIN9jQf7dW5aeDLOzJiHOaOmQqNke2fynVt0Y2fNHny9f1m3auhRNXZcvLJ1wOt+dnoYHrzpRRgGsEevyy3i7a+L8flq7/8+UuMNeOC6GYiJ0A04RiIiIiIiIiIiogDizXwa1pg0HQTBTJoCXYnTp97Z2qeK07zMKCy+ZprXhKknnVYH9pZ3JVGLDjahpKIFTpd/vq9CNAqMTYvsqkbNiERmUhgUfty/r81sQ2W9GVa7ExqVAkkxehj1ar+tPxhsTU1oWr8RDWvXwXygxO/r5z74RxinnD7g8yvaqvHjwbVYU74ZnY6+b6yqVWgwN2U6zsyci5SwpAFfn05ddpcDa8o345sDy1FlkrYuP29NKzIr7QNev2l0DC545u/9Pq/D4sDT72/D9n31XufMGh+PP/9yMrRqdtUnIiIiIiIiIqIhi0lTGtaYNB0EwU6aAl2tegtLGvDN+kPYUlzbrTJUJgAzcuOxKD8VE0ZH+9we1+Zw4cDhlqPtfBuxt7wFdkff9wfsiVolR3ZKOHLSo5CbHomslHColfJ+rSGKInYe6Pqz2LpH+mcxPScOi/LTMDHL9z+LwWatq0Pjug1oXLseHYcO+WXNyLGAPiMVutFToRs9FeqEDAhC/xPZVqcNG44UYNnBtShtLu/XuVmR6ViYMQf5yVOgUvQ9wU+nJpO1Hd+Xrsb3pathspk9ztFa3bj+s0bIfPmRKAiY/u6/oDT0vRK7usGMR/+1GZX1nuMCgJ+fmYUrz8qGjFX3REREREREREQ0tPEGFg1rTJoOgsFImp6ozWxDVYMZFpsTWrUCidGBra50ON04WNWK4oNd+6LuOdSETqvTL2sr5AJGJ4cjN6Orpe/Y1AjoNEqv800ddix5N3BVt0NZxf/exZH/fuHzOnI1oIkANGGAUg8o9GHQZU6GLnMqtOl5kKm0/V6zrPkIlh1ci7VHtsLmtPX5vBClFvNTZ2Jh5lwkGeL7fV0a2apMtfhm/3KsPrwZDlfP+5Qm1Nlw+fI2n685/qnHYRib3ae5Ow/UY8m722C2eI5NpZTjT7+YhLkTE32Oi4iIiIiIiIiIKAiYNKVhjUnTQTDYSdPB5nKLOFxjQlFZ49F9UZvQZh54S8wTyQQgPdGInPQo5KRHYlxaxPGEsKnDjsWv+nd/1+GkpWAr9jzylF/XFBSA2tiVQFUbAZlaAW1K7tEq1ClQGmP6tV6nw4J1h7fix4Nrcbi1sl/njosejYUZczEjaSKUcu+JcxrZRFFEcf0BfL1/GbbXFPU6X2NzY0y5FVMP2KFv9/11aNxD9yN88qReY/x63SG8+WUR3F42hI4yanDfb2YgMznM55iIiIiIiIiIiIiChElTGtaYNB0Ep3rS9GSiKKKy3tzVzvdgE4rKGtHUZvXb+qPiQpGTFonisiYc6UfC9Ji8zCg8dlP+sG/V62hrw5ZrrgMC+E9eqT+aQA0DFFpAHTsKusxjbXwzIcj61kpZFEWUNB3CsoPrsL5iW69VgicKVetxWlo+FmbMQZw+emBfCA07TrcLG48U4Ov9y3CotaLHuYJbRHKdHTkHrcisskPmpz2YASDn4XsRNmmK1+MOpxv/+GwXvt902OucMSnhuO/a6Qg3aPwWFxERERERERERURAM75vodMpj0nQQMGnaM1EUUdfcebwKtaisCTWNHYMa06M3zsLErP5VTQ5FRfffi7bd+4NyLZkK0Bi7EqhqAyAPNUCXOQW60VOgS5sImbpvbXzN9g6sKd+MHw+uRZWptl8x5MWOxZmZczElIQ+KPiZsTdZ2VLfXweq0QaNQIyE0FgZNaL+uS8HTYe/E8rJ1+PbAKjRZWnqcazC7MK7MgnFlVoR2ugMSz4Sn7oV+rOekaZvZhiff2Yrisiav558+NRl/vGwCVP3cq5mIiIiIiIiIiGgIYNKUhjUmTQcBk6b919RmwZ6y5uMtfQ/X9r9i1Bezxsfj3munB/WagdCyYyf2PPxo8C8sdCVO1WHHqlAV0KbkHG3jOxXKsN4T0qIoYm9DKX48uAabK3fC6e77vrjhGiNOS8/HwvQ5iAqJ8Lj27rp9+K50NQqqd+HE10VBEDA1IQ9nZ87H+NjsYV9xPFLUmxux9MAKrDi0AdYe9sGVO0VkVtiQU2ZBcl3fK5YHQh0OjHvgfugypO15D1W34bG3tqC+udPjuYIAXHteDi5ekMHvMSIiIiIiIiIiGq54Y4uGNSZNBwGTpr4zddix59BPlahlla3wsjWg31y9aCzSE41IiNIjJlwLuVwW2AsGgCiKKLrvAZiK9/b7XF1aCsInT0ZLwXZ0lntvLdoXCs1PCVSVHlDFJiNk9LE2vqN7beNrsrZjVflG/HhwHerMDX2+riAImBSfizMz5mJSXA5kMhnabWY8v+FNFNX3XoGbGzMGt+ffAL06pM/XJP860FiGrw8sx+bKHfD680sUEdPsRE6ZFWPKrVA7gvNzLmIMkHbL49AkZ3cb31RUg2f/XQCr3eXxPJ1Ggb/8aiqmjo0NRphERERERERERESBwqQpDWtMmg4CJk39r9PqwL7yluOVqAeOtMLpCkz7TQCQywTEROgQHxWChMiQro/ResRHhSAmXAelYugmVB3t7di9+F5YKqv7fI42KQHjn3oCytCuNrW2xia0FBSgZdt2tBbugtvmvdKvN4IcUBuP/hcGKI0G6DImd7XxTZ8ImVrn9Vy36EZR3X78eHAttlYVwi32/e88SheBOSnTsLliB2rM9X0+L8kQj0dOv4OJ0yByu93YWl2Ir/ctw/6mMq/zNFY3ssutGFdmRXRr3yuRga7vQ00E4OgEnAPoBq4yABHZAlL//C/IdQYAXQ8pfLj8AN7/dp/X8+IjQ3D/ddMxKs7Q/4sSERERERERERENLUya0rDGpOkgYNI08GwOFw4caUFxWRM27q5BWVVb0K4tE4Do8K6EanxUCBKiQpAQ1ZVQjY3QDYm9Ch3t7di/5Bm07S7qda5xfC7G3H3n8YTpydx2O9qKitGybTtaCgpgra3zKTZlyNEqVCOgDJVDl5pzdC/UqVCGx3k9r8XShpWHNmDZwXVo7Gz2KYbe5MaMwQMLbmMb1QCzOm1YdWgjvjmwwmtFseAWMarWjpyDVqRX2SDv57MSqlBAGw1ow7sSp24n0LQXcFr6voZCC0SOBfQ5MxB32V0Aul6DXvrfDqzZWeX1vLzMKNx99TQYQlT9C5qIiIiIiIiIiGho4g1TGtaYNB0ETJoGV3FZExa/um6wwwDQtW9hVJgW8ceqU48mUxOiQhAbqYNGpQhaLG63G9uXrkXlV98isrYUMvz0WuCGgKb4TCSdfy4mL5oLmaxvlbOiKMJSVdWVQN1WANOevRBdnluS9oVM+VMFqtoIqGOToBs9FSGjp0KdmOWxja/b7cbO2mL8eHAtttcUeW/h6qP759+KvLixAVn7VNdsacV3Javw48G16LB73gPU2O7EuDIrxh6yIrSzf5lSmQrQRQHaqK5W0SdzO4GWUsBu6n0tlQEIzwRkCiDuygehS5uApjYLHvvXZpRWen9Y47zZabj+wlwohmGbbyIiIiIiIiIiIi+YNKVhjUnTQcCkaXC1mW24+uHvAr7nqT9EGjXdkqnHEqpxkSHQqv2XUDV12LHk3a3YVdoIANC6rIiwm6ByO2CXKdGsMsAi78om5WVGYfE10xCq6381nLOjA607d6FlWwFaCrbD0eZDxa/QVRWoNgKaMEAZHoKQoxWouvSJkGmk7XIbO5qxvGw9VpStR4vVv9XG0xMn4s45N/p1zVNdeUslvj6wDOuPbIPLLU22K5wiMiusGHfQiuR6R/8WFwBNeFeyVGXseoDhRDK1DroxM2CrK4ej7hBEsStp2lEP2Fqky6nDgZCYrqSpIACa1PGIv/IhHDjSgsff2oKWds8tq+UyATdekodzZ6X2L34iIiIiIiIiIqKhj0lTGtaYNB0ETJoG3+NvbcamotoBn69SyGB3Bm6P1L4ID1VLEqrHkqo6jbLP65g67Fj86jpU1LX3+Zzk2FAsuXnOgBKnx4huN8wHy7oSqNsKYC49OOC1AECu7qpA1YQBKqMM2qNtfENGT4UyIr7bXKfbhe3Vu/HjwTUorN3r03VP9OZF/weDWu+39U5FoihiZ20xvt6/HLvrPOz9KYqIbXIip8yCrMM2qB39+5ml0AK6aEAb2VW5fCJBoYJu9BTox82FNnMSZAoVXJZ2VL97PxyNlcfnuR2A0wq4XYBM3lWdeuJayqgkJFz9GNbsacXLH+6Ew8trRahOhXuumYbxmVH9+hqIiIiIiIiIiIiGCSZNaVhj0nQQMGkafDv21+PB1zcO+PxHb5yF7NQI1DZ1oqbRjJrGDlQ3dhz/2Njajw0QA8CoV3VPpkb+lFDVn5DoFEUR97+24XiFaX/kZUbhsZvy/baPp72lBS0FO9CyrQCtOwvhsgz8z1CQdVX8acKOJlLjE7oqUDOnQpOc3a2Nb625AR/u/grrjmz1uJbW6ka4yQmlU4RDIaDFoIBF47mFqkGtx+jINKSFj0J6eDLSwkchQhvGvU77wO5yYN3hLfh6/3JUmmokx7VWN7LLrRh30IKotv61eBbkXUlSXTSg0J1UVSrIoE2bAH3uHIRkTYdMrZOc77K0o+7TZ2Et393rtTSp4xF10e34z8oKfLKy1Ou8lLhQ3H/dDMRFSiuiiYiIiIiIiIiIRgjeGKVhjUnTQcCkafAFOlloc7hQ19SVRK1pOppQbehAdVMHGls6B7U1cKhOeTyhCgCrtlf2coZ3j944CxOzYvwV2nFuhwOmvfvQUtC1F6qlssqn9RS6n9r4qqNCEJI5GbrRU6BNnwS5Vo+dNcV4Ys0rP50gihhV60BeSSfSquyQnfD35RaAskQVdo/W4UicUtrX9SRGdSjSjiZQ08KTkR4+CtEhkUykHmWymfFD6Rp8X7IKbbbu1c6CW0RKjR3jyqxIr7JB3s/ibpWhq/2uJqIrkX4iTfJYhIybA/3YWZCHGHtdSxRFWMp3wbTtO3SWbAVO/FkpCNBlTYdhytkQ48bimX9vx7a9dV7Xmj4uDndcNblfFeFERERERERERETDEG+C0rDGpOkgYNJ0cLR32nH3K8FvS+twulDX3NmVUD2hQrWmsQN1LZ1wD4fNVo+aNT4e9147PeDXsdbWonlbVwK1bXcRRKdzwGsJihMSqGECdGnjUJWcjv+r2wwA0NjcWLSuDcl1ve+RWRGrxDdzjLCpPVeeehOi1B5Poh6rSo0LjYHs5MzeCFZtqsXXB1ZgdfkmOFzd/6yN7U6MK7NiXJkVekv/MqUyVVeiVBsNKNTdj6li06DPmQP9uNlQGKP7ta4oith5oAHfrD+EPXvLESUzQS04YBOVaHQbkDMuFTNz4/HJytIeX1MuP2M0fnXOWMhk/H2RiIiIiIiIiIhGPN4Eo2GNSdNBwKTp4GnvtOOpd7b2qeI0LzMKi6+Z5lPCtDdOlxv1LZ2obvipSrUroWpGbVMnXEMsoSoAeO5P85CWGAZ5kJJALqsVrYW70VLQtReqvanZp/WUekAIB97KDYdZK8Nly1sR2Y/2r01GOT5aGN7vxOnJNAo1UsOSulWkJhriID+hlfBwJ4oi9jaU4Kv9y1BQ3b3VrcIpIvOIFTllViTV956w7kYANOFd7XdVhu7Fv4rwOOjHzYE+Zw5U0ckDitvUYceSd/v2OuGNUiHDrT+fhAWTkwa8BhERERERERER0TDDpCkNa0yaDgImTQeXKIooLOmqINtSXNutda5MAGbkxmNRfiomjI4e1JaqLpcbDa2WbpWpXYlVM2oaO+F09bN3qR8p5AJiI3SIi+y+h2pcZAjiInVQKgKT+BNFEZ3lh9G8rSuB2n7gAHzpfeyUAYoB/DFWxCrx6elhvbbq7S+lXIkUY+LxJGpa+CgkG+OhlA+vtq5OtwubKrbj6/3LUNZy5KcDooi4JifGHbQg67ANamf//u4UuqNVpVGATPHTuFwfjpBxs6EfNwfqhEyf/t2aOuxY/Gr/KtJPFmFQ477fzEDWqPABr0FERERERERERDQMMWlKwxqTpoOASdOho81sQ1WDGRabE1q1AonRehj16t5PHGQut4imVktXu9+j1anVDWbUNHWgtrEDdufgJVQFAYgK03ZLpB5LrMZF6vy6r6PD1I6W7TvQUlCA1u074DR3+G3t3pSeHo/OWTNwqOUIKtqq4RID82cul8kxypDQbZ/UlLAkqBWBq4AGAJO1HdXtdbA6bdAo1EgIjYVBE9rjOZ12C5aVrcO3JSvR1NlyfFxrdSP7kBU5ZZZ+VfUCgCAHtJFdVaXKkJ/GZZoQhGTPgj5nDjSjxkHwQ4WuL3sfHzM6OQz3/WY6Io1an+MhIiIiIiIiIiIaZpg0pWGNSdNBwKQpBZLbLaLZZD1h/1Qzqhs7cKi6DbVNnYMdHsL06qPJVB3io/SIj9Qh7mhS1RCiGnCVoOhyoX3/geNVqJ2Hj/R+kg9URiD5wlldLWANkahVyVEp2nC4swmHWitxuLUSDvfA92LtiSAISAqN67ZPamp4EnRK3xJ1oihid90+fFe6GnvKdiKszQGlU4RDIaDVqERO+kScnTkf42Ozu/09NXQ0YemBlVhRth4Wp7UrRreI1Bo7xh20Iq3KBnk/f9SoDF2JUk04cGzrV0Ghgi5rGvQ5c6FLnwhB4d8K3B376/Hg6xsHfH5eZhQevH4m1MqR02KZiIiIiIiIiIioH5g0pWGNSdNBwKQpDYY2sw2/fug7DOV/8TqN4nh1asJJVaoRBg1k/dhH1dbQgOZt29FSsB1thbvgttv9H7AAyJWATAnIVEf/Xy2DyhgKRWQE2iPCURehxRGtgCNOM450NMLmCkAcR8XrY7pa+0Z0tfZNC0uGXh3S+4kA2m1mPL/+DZh2FSGvpBNpVXbITvhmcQtAWaIKu0frYMjLxe2zf4dacwO+2r8Mmyt3wH200jbM5MS4MivGHrJCb+lf9a1cBWiju9rvKo4VfMvk0KVPREjOHIRkTYNMFbgKzsff2oxNRbUDPn9mbhzu+80MP0ZEREREREREREQ0rDBpSsMak6aDgElTGiy+JoUGk0ohQ2zkT/unxh+tVI2L0iEmXAeFXOb1XLfdjraiYrRsK0DztgLY6uqDGDm6JVedWjk6QzVoM6hRHyJHpcaFZg3QoZHBqhb8vk9qdEjkCXukdlWlhmkM3ea028x4fOnTmPjtASTXOXpdsyJWiR/nR6Fd0dVqV+lwI7PChpyDViQ29H5+N0JXNakuuqu69NiXrxk1DvqcuQjJngm5ztDzGn5Q39yJ6x//0aeHCmQC8O7D5wyLFt9EREREREREREQBwKQpDWtMmg4CJk1psPjafvT3l4yHQa9GTWPXPqq1TZ2oaTSjsc3qxyj7TyYTEBOu7VaZeuxjbKQOGpXi+FxRFFH5v3dx5H9fDmLEnrkFwKqVoV0rR7tOBrNWhk5t18cOrQwdWjk6tDJYVb4lV8O1RqSFj0J6eDJSw5Lx7Y6lmPTRzn7tN9pkkGHN5FCMrrAh67ANKmf/fpYodF2JUm0kIDv616OKS4c+Zw7042ZDYYjq13p95XKLqGvqQHmN6fh/h2tMqGns8EsV9pKb52BcWqQfViIiIiIiIiIiIhp2mDSlYU3R+xQiGikmZkUjLzMKu0ob+31uXmYUzs1P87jnqM3hQl3T0SRqU1dC9djH+uZOuNyBfTjD7RZR29SJ2qZO7DzQIDkeYdAcT6LGRemQpIgNaDwDJRMBXacbuk43Ypu8z3PKcEIyVX40oXrif3KYtTLYvCRXWyxtaLHsxvbq3YAo4pIVrf1KmAJApMmNi1e19escQd7VelcXBSiPdg1WRsQjJGcu9DlzoIpM7Nd6vWkz27olRstrTDhc2w67o39fa39YbIHZx5aIiIiIiIiIiIiIAotJU6JTiCAIWHzNNNz9yjpU1LX3+bzk2FAsvmaax4QpAKiVcoyKM2BUnLSNqsvlRkOrpVsitfZ4YrUzoAmsY5pNVjSbrCgu68pEal1W3Irh+9iTwg0YOtwwdLgBeE/SOWXoVqHqKbEabnL2qSWvL1SGrqpSTTggyAB5aAT042ZDnzMXqrh0r99XfWV3uHCkrh3l1SYcrv2pgrS13eanr6DvtGr+WCUiIiIiIiIiIiIajnh3l+gUE6pTYcnNc/DUO1v7VHGalxmFxddMQ6hONaDryeUyxEWGIC4yBJNOOiaKIppN1uNtfmuaOlHb2IHqo0nVDktgknkWuQY1+mgkmKVVqX3VERqG9J+dB5nZBHtjPWyNDXA0t8BhaofbPjSqDRVuwNjhhrHDHfRry1WANrqrqlSuBmRaPUKyZ0GfMxeaUWMhCN73oPXG7RZR39LZrbVuebUJNY1mBLiYuU9kApAYrR/sMIiIiIiIiIiIiIhoAJg0JToFhepUeOymfBSWNOCb9Yewpbi2W9JJJgAzcuOxKD8VE0ZH+1wJ6I0gCIg0ahFp1CInXboPZHun/YT9U7tXqjabfKsiXGPIwy/Mywd8/pehU3F4ixwKeQQijYmIStUiaoIWUWEaROsERMrsMLitCHF0QGipg622BvbGBthbWuEwmeHssEJ0DYFMnz8JgCaiq6pUFQrIVGrosqZBnzMXuvQJEOTKPi9l6rCf0FK36+ORWhMstsBXJg/UjNx4GPXqwQ6DiIiIiIiIiIiIiAaASVOiU5QgCJiYFYOJWTFoM9tQ1WCGxeaEVq1AYrR+SCR/QnUqhI5SIWtUuOSY1eZEbfPRCtXGrr1Ua4+2AG5o6ey18rBcm4AKbQySLfX9jqtCG4PD2ngAgNMloq65E3XNnV7nqxShiAyLQXSiFpHjNIgK0yI6TItIrYAwlxm69jqgoRq2uhrYmhrhaGmFo70Dzk4b3DYRYvALRfvFpQPCowFtJCBTKaDLmAh9zhzoRk+DTKXp8VyH04XKejMOVR/dd7S2q3q02WQNeNwKuQzJsXqkxBuQFm+A0+XGe9/uG/B6i/JT/RccEREREREREREREQUVk6ZEBKNePSSSpP2hUSuQGm9Aarx0H1WH042Glk5Ud9s/tev/a5s64XC6AUHAJ3Gn4ddV3yLSburzdZtUBnwSdxrQj+pbu9N9vGLWG7UqHFHGBETHaRGVrUVkmKYrsaoTEeFshra1Bu6Gatjqa2FvaoS9tQ2O9k64bW647IDbgUFLrrrS5YgcOxb6nDkIyZ4JuTZUMkcURTS0WI631T1cY8KhGhOqGsxwB6G3bky4FilHv19S4w1IiTcgMVoPhfynNsGiKKKwpLFPbatPlpcZhQmjo/0ZMhEREREREREREREFkSCKI6w95DAgCELB5MmTJxcUFAx2KESnHLdbxMbdNXjq3a0AAI3LhotqVyPVUtvrueXaOHweNx9W+eAkmHUaBSKNXVWqUWFaRBk1iA1xIkrWAYPYBk1nI1z11bDV1cLW3ARHWzvcNhEuR1dS1WUHXA4Afk6uxl93IdIvvPr452aL46fWuie02O20Bn6v1xCNAqkJRqTEhR5NkBqREh8KnaZvrYHbO+24+5V1qKhr7/M1k2NDseTmOQPe95eIiIiIiIiIiGiECMw+b0RBwqTpIGDSlGhwtZltuPrh735q4SuKSLHUYErbfmR2VEKGn14X3RBQEpKM7casrpa8Adrf1V/0WmVXQjVMi2ijGvE6G2KVnQhDO0JcbVBamuBqroOtvh62pja0lPr2m4wIQLjhdygVko9XkTa2Wvz15XgllwlIjg1FSpwBKfGhSEswIiXOgKgwjc978LZ32vHUO1v7VHGalxmFxddMY8KUiIiIiIiIiIiISVMa5pg0HQRMmhINvsff2oxNRdLqUq3Ligi7CSq3A3aZEs0qAyxy6b6cOemRWJSfisZWCxpaLWhstaCxzYrGVgta223B+BIGzBCiQlSYFqP0DkzZ9A8omwb+c8ARKeC1iMvRIfa8d6kvosK0XS1140KRmmBE6tHWukqFrPeTB6irVW8Dvll/CFuKa7vtkSsTgBm58ViUn4oJo6N9TtISERERERERERGNELxRRsMa9zQlolPSovw0j0lTi1yDKm3vCcBfnJmFiVkxHo85nC40tVnR0GpB04lJ1Vbr0eSqBaYOu89fw0CZOuwwddhRBmBMWCTCm/q/h+cx5rAovyVMtUf3qe2292hcKPSDUMUpCAImZsVgYlYM2sw2VDWYYbE5oVUrkBitH3Z7ABMRERERERERERFRz5g0JaJT0sSsaORlRvWpBevJ8jKjMGF0tNfjSoUccZEhiIsM8TrH5nB1T6i2nZBUPTreYXH0O7b+WqWYgMsMy+Ey9f9cuQFYqcgDXP07TyYTkBitR9oJCdKUeANiwrVDsmrTqFczSUpEREREREREREQ0wjFpSkSnJEEQsPiaabj7lXWoqGvv83nJsaFYfM00n5N7aqUcCdF6JETrvc6x2JzHk6iNJ7UAPpZstdicPsWx35WA1pQYGEvr4e7HVqQyLdCaEoMDloQe50UYNEhNMCA1risxmpZgQFKMHkqF3Ke4iYiIiIiIiIiIiIj8iXuaeiEIQhKARwCcAyASQA2AzwH8VRTFFh/X5p6mRENEe6cdT72ztU8Vp3mZUVh8zTSEDkK7WG86LI6jVaqWbsnUptau9sCNbRbY7D2XguoEG27VLoWqvB32PlScqgyAPTUUL1kWoVPsqsDUqOQ/VY3GGZCa0PXREDJ0/qyIiIiIiIiIiIgooIZeGzmifmDS1ANBEDIAbAAQA+ALAPsATAdwGoD9AGaLotjkw/pMmhINIaIoorCkAd+sP4QtxbVwn/CyKBOAGbnxWJSfigmjo4dk+9ieiKIIs8XRrVr1WGL1cG07yqraAHQlTn8Tsgopljp01AM2D4+GqMOBkBjgsDYWb3UsOJ4wvevXUzE7LwEy2fD6syEiIiIiIiI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      "text/plain": [
       "<Figure size 941.125x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 567,
       "width": 934
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.FacetGrid(data = BikeData, size=8, aspect=1.5).\\\n",
    "    map(sns.pointplot, 'hour', 'count','season_label', palette='deep', ci=None).\\\n",
    "    add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f4c5809a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_month(dateString):\n",
    "    return(datetime.strptime(dateString,\"%Y-%m-%d\").month)\n",
    "\n",
    "BikeData[\"month\"] = BikeData.date.apply(get_month)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8676ab5e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:337: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:670: UserWarning: Using the pointplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n",
      "/Users/zhijiewei/opt/anaconda3/lib/python3.9/site-packages/seaborn/axisgrid.py:675: UserWarning: Using the pointplot function without specifying `hue_order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fd6bbebceb0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hDFAWAgAANN/6bRW6/bEFsY7xpbRkdyOr/hLUJTVRGSmJSk9NoPzrYLYXVumdJbv0wbLdqm0INOvaY/pkasak3jpuVIE8ia42SggA1oor6vSb2Uu1bW9Vo+f075Gh26+aoLysFBuTAW1vb1mtXv1wq95bukv+YLjNnueLe2SzJSkAHIYvinGAsjAGKAsBAACab/nnJbrnH4va7PHTkt2Hrezrknqw7LMoBNMo/zo9fyCkhWuLNG/xziZtT3aopESXpo/toRmTemlAjy68oQigzS1ZX6w/PLNCdUf4kMPpU/ro+vOGK8Hd8e5pC3yhqtanNxfu0NwF27W/1tcmz/Grb0/R6EE5bfLYABCneMETBygLY4CyEAAAoPmitbLwvOP7aXCvzC9XAKanJig9OUFOyj+0UFF5nd5ZslPvLd2lyurmvfHYtyBdMyb11gljeyiVbcsARFkoFNZTb32uF9/f3Og5CW6nbrhwpE4a38vGZEBs+QMhzV+xR3M+3KrdJTVRfewpI/L102smRvUxASDOURbGAcrCGKAsBAAAaL5o3LPQYUhP3HO6MlIToxcMOCgUCmv556Wat3inln5WonAz/rC6XQ4dO7JAMyb11vD+Waw2BNBq+2q8euCp5Udc/VyQnaI7rpmoPvnpNiYD2g/TNLX881LN+XCLVm9u3k4BjeHnTQCIwIubOMCNMgAAABAXMlITNaBnF23atb/FjzFpeD5v3KDNOJ0OTRyWp4nD8lRR1aD3l+3WO4t3qaii7qjXBoJhzV+xR/NX7FF+dopOndhLJ0/opcx0jw3JAXQ067dV6HdPLj3iauepI/P1g4vHKNnjtjEZ0L4YhqHxx+Rq/DG52ra3SrPnbtCKjaWtesyweeAeifzMCQCIJ5SFAAAAiAsbd1Zq+97qVj3GmVP7RCcMcBRZGUm66ORBmnXiQK3fVqF5i3fqkzWFCgTDR722qLxOT7zxmZ5663NNOCZXMyb11rghOWyVC+CoTNPUnA+36j9zNzS6utnhMHTt2cN03vH9WMUMHKJf9wyde3y/VpeFktTgC0YhEQAA9qEsBAAAQLtXVF6nX/5zsQKhoxctjRk5IFujBnaLYirg6BwOQyMGZGvEgGx96/wR+nDFHr29aKd2FB29+A6HTS1eX6zF64uVmZ6okyf00qkTeys/O8WG5EDnEaqrUqCyUGG/V44Ej9yZBXKmZMQ6VrPVNQT0yHMrtXBtUaPnZKZ79OMrx2tYvywbkwHxw5MQnbdKkxJ5yxUAEF/4zgUAAIB2rarWp3v+sVDVdf4WP0bP3DTdfvUEVlAgptKSE3T2cf101rF9tWXPfs1bvEsfrtjTpNUHldU+vfDeZr3w3maNHJCtGZN6a8qIfCW4nTYkBzoe0zTVsH2Nqpe/qfrNyyXzkA+jGA4lDxyv9HGnK6nvyLj43rG9sEq/mb1UReWNb3s8ckC2brtinLqmsb0x0JgeOalyGGr1PbK7d0uNXigAAGxAWQgAAIB2yxcI6d5/LVbhEd78PJqRA7J1+9UTlJacEMVkQMsZhqGBPbtqYM+u+uY5w7RgdaHmLd6pz3ZUNun6NVvKtWZLuVKT3DpxfE/NmNRbffLT2zg10HGE6mtU8sqD8u5Ya32CGVb9piWq37REnj4jlHvBrXImpdkbshneW7pLf35pjfyBUKPnXHTyQF1++jFyOtp/8QnEUkZqoiYOy9OidcUtfgzukQ0AiEeGabbiozJoEcMwlo8dO3bs8uXLYx0FAACg3QqFTd3/xNJGt1O75NRBGtYvS3M/2a4l64sP+wS4wzjwRs2ZU/to1MBucbEqBNhdUqN5i3fq/WW7m72SdlCvLpoxqbemje6uZI+7jRIC8S9UX6PCJ+9UoHxPk69xZ/dQwVX3trvC0B8I6e9z1urtRTsbPSclya0fXjZWE4fm2ZgMiG8rN5bq539f2OLrf/XtKRo9KCeKiQAg7vGCPA5QFsYAZSEAAMDR/ePVtXrto22Ws5PG99TNl4z5sgSsqvVpb1mtGnxBJSW61L1bKp/oRtwKBMNasr5Y8xbv1MpNpWrOSzZPglPTRnfXqRN7a0ifrhTlwCFM01TR079ofEXhEXj6jFD+ZXe3m/+niivq9NsnlmrrnqpGz+nfI0O3XzVBeVnc5xRoDtM0dedfP9WaLeXNvnbkgGzd+52p7eZrBQC0E3xRjANsQwoAAIB259WPtjZaFI4e2E03XjT6sDdhMlITKQfRYbhdDh07qkDHjipQaWW93l26S+8s2aXy/Q1HvdbrD+mdJQfO75mbqhmTeuvEcT35/wOQ1LB9TYuKQkny7lirhh1rlNx3VJRTNd+SDcX6w9MrVNcQaPSc0yb31rdmjuC+pkALGIah26+eoJ88ukC7S2qade3lpw+hKAQAxCVWFsYAKwsBAAAa98maQt3/xFLL1VR98tN1/43Hsc0iOp1Q2NTqTWWat3inFq8vUjDU9NdxLqehScPzNWNSb40e2E0O7lmGTqr4hftVv2lJi69PHjxJeRf+OIqJmicUCuu/b3+uF97b3Og5CW6nbrhwpE4a38vGZEDHVFPv129nL23WCsN+3TP04A+Ol8vpaMNkABB3eAESBygLY4CyEAAAwNpn2yt1518/kT8YjphlZXj0wPePV3aXpBgkA9qP/TU+fbB8t+Yt3qk9pbXNujana5JOmdhbp0zopW5d+X8JnUPYW6f6batU+spDklrxHojhUO+b/ylncnrUsjXVvhqvHnhq+RFLi4LsFN1+9QT1LciwMRnQsZmmqdWbyyzvkd2Yy2YM1qWnDWn7cAAQPygL4wBlYQxQFgIAAETaW1arH/3xY9XU+yNmyR6X7r9xmvrk2/8GLdBemaapz3ZUat7infp4VaH8gVCTrzUMaezgHM2Y1FsThubJ7WIFBDoG0zQVqCyUb89GefdslHfvJgXKdqtVJeEhCq66T56e9pYA67dV6HdPLlNltbfRc6aMyNcPLh6jlCRW3gNt5ev3yN5ZVK0/v7Qm4jynw9ADPzheA3p0sT8kALRPlIVxgLIwBigLAQAADre/xqcf/ekjFVfUR8ycDkP3XD9ZowflxCAZEB/qGgL6aNVezVu8U1t272/WtV1SE3XS+J46dVIv9chJa5uAQBsJ+xvkK9xyoBjcs1G+wk0KNzRvxW1z5F1yp5L7j2mzxz+UaZp69aOt+vf/NijcyHImh8PQtWcP1XnH9+c+aYDNTNPUb59Yqk/XFEXMeuWl6eFbpsvt4r6hACDKwrhAWRgDlIUAAABf8fqD+tlfPtGmXfst5zdfMkYnT+DeS0BTbdtbpXcW79QHK/aoriHQrGuH9cvSjEm9NHVkgTwJrjZKCLSMaZoK7iuWd+9G+fZsknfvJvlLd0pm5NbVbcWulYX13oAeeW6lZQnxhcz0RP34ygka1i+rzfMAsFZV69MNv39fVbWRO2PMOnGArjl7WAxSAUC7Q1kYBygLY4CyEAAA4IBQ2NRv/rNEi9cXW84vP32ILjl1sM2pgI7BFwhp4doivbN45xHvc2Yl2ePS9LE9NGNSb7ZRQ8yEAz75irYc3FJ0k7x7NypcXx27QDbds3BHUbV+858lKiyva/SckQOyddsV49Q1zdOmWQAc3adrCvWb2UsjjjsM6f4bp2lIn8wYpAKAdoWyMA5QFsYAZSEAAMCBFSJ/f2Wt/vfJdsv5qRN76aZvjGZbNSAKCstr9e6SXXp3yS7tq/E169p+BRmaMamXpo/todTkhDZKiM7ONE0Fq8rk23uwGNyzUf7SHVK46ffibGtJA8Yp/+KftulzvL9slx57cc0R70F60ckDdflpQ+R0cq9RoL148Onlmr98T8TxguwUPXLrCazWB9DZ8aI+DlAWxgBlIQAAgPTK/C361+vrLWdjB+form9Okos3QoGoCobCWv5ZieYt3qVlnxWrkdugWUpwOTR1VIFmTOqt4f2yKPLRKuGgX/6ibfLuPXivwb2bFKrdF9XncHhSlNh9kDzdByuxxyCF/T6Vvnh/ix/PlZGjgqvulSs9+tt++gMh/X3OWr29aGej56QkufXDS8dq4rC8qD8/gNaprffrht9/oMpqb8TsnGn99K2ZI2KQCgDaDV44xAHKwhigLAQAAJ3dx6v26ndPLrOc9SvI0G9uOFbJHrfNqYDOpaKqQe8t3a13luxUcUV9s64tyE7RqZN66+TxPdU1nW0QcXTB6oqvisE9G+Ur3i6Fg1F9Dnd2D3l6DDlQEPYYLHdWgQzjqw+dmKapoqd/Ie+OtS1+Dmd6tvIvuVMJ3XpGI7IkqbiiTvc/sVRb9lQ1ek7/Hhm6/aoJystKidrzAoiuZZ+V6BePL7Kc3ffdqRo5oJvNiQCg3aAsjAOUhTFAWQgAADqz9dsqdOdfP1UwFI6YZXdJ0gPfn6asjKQYJAM6p3DY1Nqt5Zq3eKc+XVNk+f9mYxwOQxOH5mrGpN4aOziHbREhSTJDAfmKt8u398B2ot49GxWqqYjqcxiJyfIUDPyyGEzsPkhOz9GLtFBDjQqfuFOB8sjtApvK4UlV3jfukKfnkBY/xheWbijWH55eodqGQKPnnDa5t741c4QS3M5WPx+AtvXoC6ssVwjndE3Sn247kQ/DAeisKAvjAGVhDFAWAgCAzmp3SY1+/KePLd8UTfG4dP9N09Q7Lz0GyQBIUnWdX/NX7Na8RTu1s7imWddmZXh0yoReOmViL1Y/dTLB2n3y7dkk797P5d2zSf6irTJDjZdfLeHOKlBi98HyfLFqMLuHDEfLyrNQQ41KXn6wVSsMDVeCcmbeopTBE1uWIWzqv299phfe29zoOQkuh7534SidPKFXS2MCsFm9N6CbHvhApfsaImanTe6tGy8abX8oAIg9ysI4QFkYA5SFAACgM9pX49Vtf/xYpZWR2x26nIZ+8a0pbM8EtBOmaWrz7v2at3inPlq5Rw2+ULOuHz2wm06d1EuTh+ezGqqDMUNB+Ut3HlgxuHejfHs2KVhVGtXnMNweJRYMkKfH4AP3G+w+SM7ktKg+h2maatixRtXL3lL95mWSeciKWsOh5EETlDb6ZNWsel/1G623FZThUPbp1yt97IxmPff+Gp9+/9QyrdlS3ug5+dkpuuPqCepbkNGsxwYQe2u2lOlnf/nUcnbP9ZM1bkiuzYkAIOYoC+MAZWEMUBYCAIDOxusL6o6/fKItu/dbzm+9bKxOGBe9+z8BiJ4GX1ALVu3VO0t26bMdlc26Ni3ZrRPH9dSMSb3VO59Vw/EoVFcl795N8u3dKO+eTfIVbpYZ9Ef1OVxd8+TpPujAysEeg5WQ06vFqwZbIlRfrUBFocL+BjkSkuTOKpAz+cCfVzMcUsW8f6l6+VuNXt912sXqMu0iGcbR3wfbsL1C9z+xTJXV3kbPmTIiXz+4eIxSktiuEIhXf3tljf63YHvE8cx0jx770YlKTU6IQSoAiBnKwjhAWRgDlIUAAKAzCYXCuu8/S7R0Q4nl/Kozj9FFJw+yORWAlthVXK13luzSe0t3q6a+eYXR4F5ddeqk3po2uoB7NrVTZjgkf9lu+Q6uGvTu2ajgvuKoPofhSlBifn8lHlw16OkxWM6U9r16zjRN7f/0Ze2b/3Sj56SNOVXZp1/faMlpmqZe/Wib/vO/9QqFrd+HcTgMXXv2UJ13fP8mFY8A2i+vP6gfPDhfheV1EbMTxvXQrZeNi0EqAIgZfrCJA5SFMUBZCAAAOgvTNPWXl9bozYU7LOenTe6tGy4cxZuiQJwJBENavL5Y8xbt1KrNZWrOy0pPglPTRnfXjMm9NbhXV/7/j6FQQ418ezfJu2fTgS1FCzfL9De+4q0lXBndlHjwPoOe7oOVkNtHhtMV1eewS83q91U29y+Hb1l6iORBE5Qz8xY53ImHHa/3BvTH51bpkzWFjT52ZnqifnzlBA3rlxXVzABi57Ptlbr9sY9l9fmAn14zQVNGFNgfCgBigx/44wBlYQxQFgIAgM7ixfc3a/bcDZaz8cfk6s5rJ8rpdNicCkA0lVTW690lu/Tukp0qr2pe0dQrL00zJvXWCWN7KCM18egXoMVMM6xA+Z4D9xrcc2Bb0UDF3ug+idOlxPz+B+4z2GOQPN0Hy5WWGd3niLH6zctV8vIDjW7FmthjsPK+cYecSQfusbijqFq/nb1Ee8siVxd9YUT/bP3oinHqmu5pk8wAYuc//1uvlz7YEnE8IzVBj/3oJL73AegsKAvjAGVhDFAWAgCAzmD+ij168L/WP+8M6JGhX3/vOCUlxufqEgCRQmFTKzeWat7inVqyvrjRrRatuJwOTRmRrxmTemnkgG5yOHg/obXC3jp5CzfLu2ejfHs3yrd3s8K++qg+hzMt82AxeGA70cTcvjJcHX+LWe/eTSp+7tcKN9RYzt3ZPZR/yZ36aLNXj724Wv5AqNHHuujkgbr8tCF8cAbooPyBkG55+EPtKo78ejF1ZL5uv2oCK+wBdAZ8oYsDlIUxQFkIAAA6urVby/Xzvy1UMBS5VVtO1yQ98P3jWUEBdGD7arz6YNluzVu884grqqzkZCbr1Im9dMqEXsruktRGCTsW0zQVqNh7cEvRA/cbDJTtkRTF1/sOpxLz+n21pWiPwXKlZ0fv8eOMv2Kvip+5V8GqUsu515WmhytOUFGoq+U8xePSDy8bp4nD8toyJoB2YMvu/br1jx8pbPEhmtsuH6fpY3vEIBUA2IqyMA5QFsYAZSEAAOjIdhVX68ePLlBdQyBilprk1u9umqaeuWkxSAbAbqZpasP2Ss1bvFMLVhcecYXV1zkMaeyQXM2Y1EsThubJxcqrL4X9DfIVbjm4pehG+Qo3KdxQG9XncKZ0ObBi8GA5mJDXL+JefJ1dsGafip+9V/7SHZbz+rBbj9eepK3B3MOO9+ueoTuunqC8rBQbUgJoD55++3M9M29jxPHUJLce/dGJysrgwzEAOjTKwjhAWRgDlIUAAKCjqqz26rY/fqSyfQ0RM5fToV99e4qG9++8K1GAzqy2IaCPVu7RO4t3asueqmZd2yUtUSeP76lTJ/VW926pbZSwfTJNU8F9xfLuPVgM7tkkf9kuyYxcud1ihkMJuX0OFoNDlNhjkFwZOWyN1wRhb52KX/q9vDvWWs4DpkNP1k7T6kBvSdJpk3vrWzNHKMHttDMmgBgLhsK69ZGPtG1v5Pe/8cfk6uffnMTXXAAdGV/g4gBlYQxQFgIAgI6owRfU7Y8tsHwTRJJ+dMU4HT+GbZYASFv37Nc7S3Zp/vLdqvMGm3XtsH5ZmjGpt6aOzJcnoePd9zQc8MlXuEW+vRvl3bNJ3r0bFa6vjupzOJLT5ek+SIndB8vTY5AS8wfIkcDW0C0V9Pu1/PFfq9s+68IwbEpzvJM15ryLdfKEXjanA9Be7Cyq1s0PfWi5Tf/3vzFap07qHYNUAGALysI4QFkYA5SFAACgowmFwvrVvxZr+efW92669uyhuuDEgTanAtDe+QIhfbqmUPMW79S6rRXNujbF49L0sT00Y1Jv9e/RpUnXVNX6tKe0Vl5/UJ4El3rkpCojNXZba5qmqWBV2cFi8EA56C/dIYWbvl3rURkOJXTreXBL0QPloKtrPitYomR/jU8P/HeZ1mwu08zkZTrB81mj53Y5dpa6Tr+Uf/dAJ/bi+5s1e+6GiONJiS49etuJyslMjkEqAGhz/PATBygLY4CyEAAAdCSmaerRF1Zr3uKdlvMzp/bRdy4YyZujAI5ob1mt3lm8U+8t2639Nb5mXdu/R4ZOndhb08f2UGqS+7CZaZpatalMcz/ZrqUbihU+5CWww5AmDsvTmVP7avSgbm3+dSoc9MtftO2QLUU3KlS3P6rP4fCkKrH7wIPF4GAlFgyUI5F7YbWFz7ZX6v4nl6qiynvwiKmTPOt1XvKKRq9JG3WSss/8jgwH25ACnVEobOonj36sjTv3RcxGDsjWr749VQ4HPzMD6HD4whYHKAtjgLIQAAB0JM+9u1FPvfm55Wzi0Dz99JoJcjodNqcCEK+CobCWbijRvMU7teLzksPKvaNJcDl07KgCnTa5j4b2zVRNfUD3P7FUa7aUH/XakQOydfvVE5SWnNCK9IcLVlfIu+dzefdukm/PRvmKt0vh5m27ejTu7B4H7jPYfZA8PQbLnVUgw+BrblsyTVOvfbxN/359vUIWf0DHJ2zVZSmfymlY/+FNHjBOOef/kK1fgU5qb1mtvv/gfPkDkavIv3P+CJ11XL8YpAKANkVZGAcoC2OAshAAAHQUHyzfrT88bb2CYmDPLvr1d4+VJ7Hj3VMMgD3K9zfovaW7NG/JLpVW1jfr2vysFNX7Aqqq9X95LMXwKtdZpQQjKL/pUkkoQ3XmV4VNz9w03X/jcS0qDM1QQL7i7fLt3XSgINyzSaGa5m2tejRGYrI8BQO/LAYTuw+S05MS1efAkdV7A/rj86v0yerCRs/JTE/U7acky/PJ32QGvJbnJBYMVN7FP5UzOb2togJox177eKv+MWddxPHEBKf+eOsJKshOjUEqAGgzlIVxgLIwBigLAQBAR7B6c5nu+cdCBUORP0/mZibr99+fpq5prJoA0HrhsKm1W8o1b/FOfbq2SMFQuBlXmxrsKtJxno0a7t4jxyGrvcKmoXWBHlrgHayNwXxJhkYOyNa935l61C1JgzX7DtxrcO/Bew0WbZUZCrTsN9gId1aBErsPlqf7IHl6DJE7uzvbV8bQzqJq/Wb2Eu0tq2v0nBH9s/WjK8apa7pHvsItKnruPoXrqy3PdWcWKO/Su+TuktNWkQG0U+GwqTv/+qnWbo1c+X5Mn0z95obj5GQ7UgAdB1/Q4gBlYQxQFgIAgHi3s6haP370Y9V7I7fTS0t263c3TVOPnLQYJAPQ0VXX+TV/+W69vXindhXXHPHcZMOra1M/0iB38VEfd1MgT/+una56M1G/+vYUjR70VYFjhoLyl+6Ud8+BctC3Z5OCVaWt/r0cynB7lFgwQJ4eg+XpfnDVYDJfR9uLD5bv1mMvrpbPH7lt4BcuPGmgrjh9yGFbbwcqi1T0zK8U3F9ieY0zpYvyLr1Libl9oh0ZQDtXXFGn7z/4gRp8kV9Xrj17mC44cUAMUgFAm6AsjAOUhTFAWQgAAOJZRVWDbnvkI5VXRW6t5nY5dO93pmpo36wYJAO+EqqrUqCyUGG/V44Ej9yZBXKmZMQ6FqLINE1t2rVP8xbv0kcr98j7tRIn2fDq+2lvK99V1eTHLApm6I81p6tLilvHFjQoN1ikbP9epTcUymlGd9Wgq2uePN0HHVg52GOwEnJ6sWowRqpqfdpTWiuvPyhPgks9clKVkZooSQoEQ/rHnHV6c+GORq9P8bh0y6VjNWl4vuU8WLtfxc/dJ3/xNsu5kZisvAt/rKQ+I1r9ewEQX95etEOPvrA64rjb5dDDt0xXrzy2KgbQIVAWxgHKwhigLAQAAPGq3hvQ7Y8t0PbCyC3VDEP6yZUTdOyoghgkAw6URw3b16h6+Zuq37xcMg/ZqtJwKHngeKWPO11JfUcedYtJxJd6b0ALVhdq3uKd2rhznyRTN6S906QVhV/nN51KMBpfPdYSQblUmZCvqqQeqk3rJV9GH7lSu8iT6FRyoktJiW55Ep1KSnRF/OV2Ofjz2gZM09SqTWWa+8l2Ld1QrPAhb404DGnisDxNGZGv1z/eri179jf6OP0KMnT71ROUn33ke0eGfQ0qeen3atgeWQpIkpwu5Zz7faUOPbYFvxsA8co0Td3z+CKt+DxytfqAnl30wE3TDlutDABxih9m4wBlYQxQFgIAgHgUDIX1i8cXadWmMsv5N88dppnT2S4JsRGqr1HJKw/Ku2PtUc/19Bmh3AtulTOJLR47oveW7tKbL87V99LfjVmGilCKdgS7aXuwm3YEu2lvKFNhtezNXofDOKQ8/KpQ9CS4lORxKSnh4Mxz8FiiS8mJrkbLx8QEZ6cvH6vr/Lr/iaVasyXyXmHNMWNSb33r/BFKdDdtRagZCqjsf39W7bqPGjnDUNaMa5Ux4axW5QIQXyqqGnTD7z9QXUPkCvYrTh+ii08dHINUABBVnfuHzzhBWRgDlIUAACDemKapPz63Su8u3WU5P2daP11/3vBO/wY0YiNUX6PCJ+9UoHxPk69xZ/dQwVX3UhhGmWmaUjgoMxiUGQrIDAYO/BoKHvjry38OSMGDxw7+84HZIccOuVZfzr44N3jI4371zwoF5PX6FK7bL7cRPnrgKAiaDu0KZmnHwWJwe7Cbqs1kW567JQxDX5aKX5WPja9s9CQeuYD0JLjkcMTP1/7qOr9uf2yBdpcc+X6XR5Lgcui7s0bplIm9mn2taYZV+f6Tqlr0WqPnZEyZqcwTr+B7KtCJfLB8t/7w9IqI406HoT/cPF39urOVOoC4xg81ccAV6wAAAABo/56dt7HRonDKiHx981yKQsSGaZoqeeXBZhWFkhQo36OSlx9U/mV3x+2fXTMciizgQocUdUcq4ILBg6VeI+cdeiwYOOTc4NcKwMOPKRSM9b8WOSU52/A/6f5wsrYHvioG94QyFVL83GvQNKUGX1ANvuj9t0pMOKRE/GLFY6JLni+OH7IC0nNY2eg8rJRMPvj3bbXlnmmauv+Jpa0qCvOzUnTHNRPUt6Blb9wbhkNZJ18tZ2pXVb472/KcqoVzFKrdr25nfVeGk7dtgM7ghLE99OmaQi1ad/j22aGwqYeeWaE/3Hy83K74+V4DAIg//NQJAACAI3p3yS49PW+j5Wxw76764WVj5YyjVSXoWBq2r2nS1qNWvDvWqmHHGiX3HXXE80zTPFDCHVaqfb04+2IFXNNWyn21Wu7Qx7FaOfdFARj42uMED78nI9pESA6VKFu7wjnaFsjW5oYsVYaPfG+6zsjnD8nnD2l/jS8qj+d2ORpZ5djI6sdDCsqvl5XJHteXb7Cv2lTWqq1Hj+nTVXdfN0UpSe5W/x67TDpXrtSuKn3tUSkcWdzWrp2vUN1+5c66TY6EpFY/H4D2zTAMfe/CUdqwvVLVdf7DZjuKqvXMvI266syhMUoHAOgMKAsBAADQqBUbS/XoC6ssZ/nZKbrr/ybJk8CPlIid6uVvter60lcekrtLbqNFnRkKtovVcrBf5slXKX3c6RroTvzymGma8gVCX67M8/q++vtD//Ie/LX+kL//4tx6X1Bef1AN3gPHQ2FuDfJ1gWBYgaA/4g3zlnI5DXkSXPIHQ616nIzUxKgUhV9IHTZNjuR0lbz4O5l+b8S8YdsqFT11t/Iu/pmcKWxBCHR0XdM8+t6sUfrtE0sjZi+9v1mThuVpcO/MGCQDAHQGvLMDAAAAS9sLq/Tb2Ust38hOT0nQPddPVkZqosWVgD1CdVWq37ysVY8RbqiRr6HlWxKi4/J0HyyH+/CvcYZxoHTyJLjUNQq3uzRNU8FQWPUHi0OvP/RlidhwSKHo9R885j14/ODfe/2hiFIyEGTF6dcFQ6ZqGwKtfpwl64tVVeuL6ve+5L6jVHDlr1T87H0K1e2PmPuKtmrv7J8q/9K75O6aF7XnBdA+HTuqQMeP6a6PVu497HjYlB56ZqUeufUEJbrZjhQAEH2UhQAAAIhQtq9B9/xjkeU9rRJcDt31zUkqyE6NQTLgK4HKQrbi7GgcThlOtwyX68CvTtdh/yyLY4bLfci5LpnhsKqXvdG6HIZD7qyC6PyejvQ0hiG3y6mMVGfUCqhgKCzvwQLx0FWOB/4KRax+jFwVGfqqrPQF5fO3bjVeRxI2pb1ltVH/oExiXj8VXH2fip+9V4HKooh5cF+xCmf/VHkX36nE/H5RfW4A7c93LhiptVvKte9rWzvvLavVk298puvOGx6jZACAjoyyEAAAAIepawjoF48vVGV15JZohiHddsU4DWELJLQDYYtt+9BUxsGSzSU5Dy3dLP7e6fqykNPXi7rDzj28vNMXx1xHPu/LDC63DMMRld9dsLpc9ZuWtPj65EET5ExOj0oWu7mcDqUmJyg1OSEqjxcKm/IdLA7rvV9f5Rg6ZJVjY+Xj4WWl1x+UGcc7r1p9iCYa3F3zVHDVfSp+7tfyFW2JmIfqqlT41F3KnfVjJfc78n1WAcS3tOQE3fSN0frlPxdHzF77eKsmD8/T8P7ZMUgGAOjIKAsBAADwpUAwrN/MXqKdxdbbMl533nBNGdH2q22ApnAkeGIdoWkcroPl2qEFm+uQoqw1Rd3XV+A1UtR9ee7BFXoOpwzDiPW/mTaTPu70VpWF6eNOi2Ka+OZ0GEr2uJXscSsrCrfNC4cP3PfR6r6OTVn9aFVWhm2872NSYtu9jeJMyVD+Ffeo5OUH1bB1ZcTc9HtV/Nx96nbOjUobfnyb5QAQexOG5unUib30zpJdhx03TenhZ1fqT7ed2KZfjwAAnQ/fVQAAACDpwL2z/vT8Sq3eXG45nzm9v86d1t/mVEDj3JkFkuFo9VakKcOOkyMx+auyzeH6qrA7bItLt9SEou6L1XP64jGitFoOTZfUd6Q8fUbIu2Nts6/19BmhpD4j2yAVJMnhMJSU6FJSoktdo/B4pmnKHwwfYVvVA4Xk/mqfXnh/c+uyG1L3bm27BbcjIUl5F92usjf+oto18yNPCIdU9uojCtXuV5fJ57ZpFgCx9c1zh2vlpjKV72847HhJZb3+/fp6fe9CVhkDAKKHshAAAACSpP++/bk+WL7HcnbsyAJde/YwmxMBR+ZMyVDywPGt225y8CTlzrwliqnQHhiGodwLblXhE3cqUG79dc2KO7uHci+4tUOvuuxoDMNQotupRPfR7/u4u7RGi9YVt/i5Jg3Pj/r9Cq0YTpe6nX2jXKmZ2v/py5bnVL43W6HaSmWefBUfSAA6qJQkt35w8Wjd9beFEbM3F+7Q5BH5Gjs4JwbJAAAdET9RAgAAQG8v2qnn3tlkOTumT6Z+eNlYORy8eY72J33c6a28nu0mOypnUpoKrrpXnj4jmnS+p88IFVx1r5xJaW2cDLFy5tS+rby+T3SCNIFhGMo88XJlzfimJOvvv1WLX1fpq4/IDAVsywXAXqMH5eisY62/dv3puZWqbeD/fwBAdFAWAgAAdHLLPy/Rn19abTkryE7Rnf83SQlup82pgKZxpnaVWrgKjO0mOz5nUpryL7tbeZf9XMmDJh7YtvZQhkPJgycp77KfK/+yuykKO7jRg7pp5IDsFl07ckC2Rg3sFuVER5cx4UzlXPBDyWm9MVTd+gUqfu7XCvvqbU4GwC7XnDVU+VkpEcfLq7z6x5zmb7cNAIAVwzTtuxE4DjAMY/nYsWPHLl++PNZRAABAJ7d1z37d8ecFavCFImYZqQn6/U3HKz878s0JoD0I+xq0998/VqCisNnXurN7sIqsEwrVVytQUaiwv0GOhCS5swrkTE6PdSzYqKber588ukC7S2qafE3P3DTdf+NxSktOaMNkR9awc52KX7hfZiOlYEJuX+Vd8jO5UqNxJ0gA7c36bRW6488LZPU27p3XTtSk4fn2hwKApmObojjAykIAAIBOqrSyXr94fJFlUZjgdurn35xMUYh2yzRNlb3xlxYVhWw32Xk5k9Pl6TlEyf3HyNNzCEVhJ5SWnKD7bzyuySsMRw7IjnlRKElJvYer4MpfHVhNbcFfsl2Fs3+qQGXzvyYCaP+G9cvSzOkDLGePvrhaVbU+mxMBADoaVhbGACsLAQBArNXW+/XjRlZWOAzpp9fwCWW0b1VL31DFvH9azhJy+8pfulMyw18dNBxKHjRB6eNOU1KfkTJauHUpgI7BNE2t3lymuZ9s15L1xQof8taIw5AmDc/XmVP7aNTAbu3q60WgqlTFz/yq0Q9KOJLTlXfxz+QpsC4VAMQvfyCkmx+ar90ltRGz40YV6CdXTYhBKgBokvbzwxQaRVkYA5SFAAAglgLBkO7++yKt3VpuOf/O+SN01nH9bE4FNJ137yYVPnGXFA5GzNJGnaRuZ9/AdpMAmqyq1qe9ZbVq8AWVlOhS926pykhNjHWsRoXqa1T8/K/l27vJcm64E5U760dK7j/G5mQA2tqmXfv0oz99rHA48v3cH18xXtPGdI9BKgA4KsrCOMA2pAAAAJ1IOGzqkWdXNVoUXnDCAIpCtGuh+hqVvPygZVGYkNNbWaddJ4ntJgE0XUZqoob2zdK4Ibka2jerXReFkuRMTlP+5fcoecA4y7kZ8Kn4+d+oZs18e4MBaHODenXVRScNtJz95eXV2lfttTkRAKCjoCwEAADoRJ566zN9uHKP5Wza6O66+qyhNicCms40wyp99RGFqiPLbiMxWbmzbpPD3b7f5AeAaHC4E5V70U+UNupk6xPCIZW9/iftXzhH7CgFdCwXnzpYfQsiPwRVUx/Qoy+s5v95AECLUBYCAAB0Em8u3KEX3ttsORvWL0s3XzJGDge7g6D92v/Jy2rYttJylnP2DXJnFticCABix3A4lX3Wd9XluAsbPafy/SdV8c6/ZR56D1cAcc3tcuiWS8fK5Yz8uX3JhmK9v2x3DFIBAOIdZSEAAEAnsGRDsf760mrLWY+cVP3s2olKcDttTgU0Xf321dr34bOWs4xJ5yhlyGSbEwFA7BmGoczplyr79OvV2O2AqpfOVekrD8kMBuwNB6DN9C3I0KUzhljO/j5nrcr2NdicCAAQ7ygLAQAAOrjNu/fpd08uU9hiR6IuaYm65/opSktOsD8Y0ETB6gqVznlYUuQf4sQeg5V54hW2ZwKA9iR93OnKnXWbDKfbcl732acqevZehb11NicD0FZmnThAg3p1iThe7w3qj8+vZDtSAECzUBYCAAB0YMUVdfrl44vl84ciZokJTt39zcnKzUyOQTKgacxQUCWv/EHh+uqImSM5Xbnn3yrD6YpBMgBoX1KGTFbeZT+Xw5NiOffuXKfCJ3+uYM0+m5MBaAtOp0M3XzJWCa7It3dXbSrTWwt32B8KABC3KAsBAAA6qJp6v+75xyLtr/VFzByG9JMrx2tAzy72BwOaofKD/8q353OLiaGcmTfLlZ5leyYAaK+Seg1VwZX3ypmWaTn3l+5Q4ew75K/Ya3MyAG2hZ26arjxzqOXsX6+vV3EFq4kBAE1DWQgAANAB+QMh3fuvxdpbVms5/+6sUZowNM/mVEDz1H2+SFWLX7OcdT3+YiX3HWVzIgBo/xJyeqn7Nb+RO7uH5TxYVabC2T+Td+8mm5MBaAvnTuunYf0iPzzl9Yf08LMrFba6FwEAAF9DWQgAANDBhMOmHnpmhTZsr7ScX3TyQJ0+pY+9oYBmClQWqvR/j1nOkvqNVpfjZtmcCADihys9WwVX3StPz2Ms5+GGGhU9dbfqNy+3ORmAaHM4DN18yRh5EpwRs/XbKvTax9tikAoAEG8oCwEAADqY2XM3aMHqQsvZ9DE9dOUZ1m8cAu1FOOBTyUsPyPTVR8yc6dnKOe8HMgxeygDAkTiT0pR36V1KHjTRcm4G/Sp+4beqXvWezckARFteVor+75xhlrMn39ig3SU1NicCAMQbXmEDAAB0IHMXbNPL87dYzkb0z9YPLhktwzBsTgU0T8Xbj8tfujNy4HAp94Jb5UxOtz8UAMQhhztRubNuU9qYGdYnmGGVz/2z9i14UabJVoVAPDt9Sh+NHtQt4rg/GNbDz65QKBSOQSoAQLygLAQAAOggFq0r0t/nrLWc9cxN00+vnSi3K3J7IqA9qV71nmpWv285yzrlanm6D7I5EQDEN8PhVPYZ31LX4y9p9Jx9Hz6jircflxkO2ZgMQDQZhqHvf2OMkj2uiNmmXfv10gfWHygEAECiLAQAAOgQNu3ap98/tVxhi0UBmemJuuf6yUpNctsfDGgGX8kOVbz9uOUsZeixSh9/hs2JAKBjMAxDXaddpOwzvys1so1z9fK3VPLygwoH/TanAxAt3bom6VszR1jOnpn3ubYXVtmcCAAQLygLAQAA4lxReZ1++c9F8gciVwMkJTr1829OVk7X5BgkA5ou7K1TyUu/l2nxJrU7q0DdzvwuW+gCQCuljzlFuRf+WIYrwXJev3Gxip/5lULeOpuTAYiWk8b31MSheRHHgyFTDz2zQoEg25ECACJRFgIAAMSxqlqf7vnHQlXVRhYsDoehn1w1Qf17dLE/GNAMpmmq9H+PKbivOGJmuBOVO+tHciQmxSAZAHQ8KYMmKP/yu+VISrWce3dtUOETdypYXWFzMgDRYBiGbrxolNKSI3cV2V5Yrefe2RiDVACA9o6yEAAAIE75AiHd9+8lKiy3/vT/DReO0rghuTanApqvasn/VL9xseUs+4xvKaFbL5sTAUDH5ukxRAVX3SdXerblPFC2S3tn/1T+st02JwMQDV3TPfrurFGWsxfe36xNu/bZnAgA0N5RFgIAAMShcNjUH55ers92VFrOLz51kGZM6m1zKqD5vLs/V+X7T1rO0sbMUNqIE+wNBACdREJ2DxVc/Wsl5Fh/ICNUXa7CJ+6Ud/fnNicDEA3TRnfXcaMKIo6Hw6YefnaF5S0MAACdF2UhAABAHPrX6+v16Zoiy9lJ43vq8tOG2JwIaL5QXZVKXnlQCke+WZWQ109ZM66NQSoA6Dxc6VnKv/JeeXoNs5yHvbUqevoXqtu4xOZkAKLhOxeMVJe0xIjju0tq9dRbfBAAAPAVykIAAIA489pHW/XqR1stZ6MGZuvGi0bLMAybUwHNY4ZDKp3zkEI1katjHZ4U5c66TQ5XQgySAUDn4vSkKO/SO5UyZIrl3Az6VfLS71W9Yp7NyQC0VkZqom680Ho70jkfbtH6bdybFABwAGUhAABAHPl0TaEef22d5axPfrruuHqi3C5+xEP7t+/j59WwY63lrNs5N8ndhfttAoBdHK4E5Zx/i9LHnW59ghlW+Zt/076PnpdpmvaGA9Aqk4bn66TxPSOOm6b0yLMr5fUFY5AKANDe8E4SAABAnPh8R6Ue/O9yWb1Hl5Xh0d3XTVZKktv+YEAz1W9Zof0LXrScZUyZqZRBE2xOBAAwHE5lnXadup5weaPn7Pv4OZW/+TeZFttHA2i/rp85QtkZnojjRRV1+s/cDTFIBABobygLAQAA4kBhWa1++c/F8gfDEbOkRJfuvm6ysrskxSAZ0DzBqjKVvvaI5czTa5gyT7jM5kQAgC8YhqGux16gbmffIBnWbxnVrHxHJS/9XuGAz+Z0AFoqNcmtmy4eYzmb+8l2rd5UZnMiAEB7Q1kIAADQzlXV+nTPPxappt4fMXM6DN1x9QT1LciIQTKgecxQQCUvP6hwQ23EzJnSRTnn3yLD4YxBMgDAodJGnaS8b9wuw51oOa/ftFRFT/9CoYYam5MBaKmxg3N0xpQ+lrNHnl+puoaAvYEAAO0KZSEAAEA75vUH9at/LlZRRZ3l/MaLRmvM4BybUwEtU/HuE/IVbo4cGA7lnP9DuVK72h8KAGApecA45V9+jxxJaZZz356NKnziTgWrWJEExItrzxmm3MzkiONl+xr0z0buiw4A6BwoCwEAANqpUNjUg/9dro279lnOLzttiE6Z2MvmVEDL1G74RNXL3rCcZZ5wmZJ6D7M5EQDgaDzdB6ng6l/LlWH9waRA+R7tnf1T+Ut32ZwMQEskJbp08yVjZBiRs3eW7NKSDcX2hwIAtAuUhQAAAO2QaZp6/NW1WrTO+gX7qRN76ZJTB9mcCmgZf/kelc39s+UseeB4ZUw5z+ZEAICmSsgqUMHVv1ZCbl/LeaimUoVP/EwNu9bbnAxASwzvn61zp/W3nD36/CpV10Xe+gAA0PFRFgIAALRDr360Vf9bsN1yNmZQN33vwlEyrD4SDLQzYb9XJS8/INPvjZi5MnLU7ZybZBi8LAGA9syV1lUFV/5Snj4jLOdhX72Kn/6Vaj9faHMyAC1x5ZnHqHu31Ijj+2p8+tsra2KQCAAQa7wqBwAAaGcWrN6rf75m/en8vgXpuv3qCXI5+TEO7Z9pmip/828KlO2OHDpdyp11m5xJkW9UAQDaH0disvIv/plShh5rOTdDAZW+9KCqlr1lczIAzZXoduqWS8fIYfHZw49W7tUnqwvtDwUAiCneZQIAAGhH1m+r0B+eXmE5y+6SpLuvm6xkj9vmVEDL1Kx8R7XrPrKcZc/4phLzrbfAAgC0T4bLrZyZNyt94tmNnGGq4u1/qHL+0zJN09ZsAJpncO9MzTppoOXszy+t1r6ayF0hAAAdF2UhAABAO7GntEb3/XuxAsFwxCzF49I9101WVkZSDJIBzecr2qryef+0nKUOP15pY061OREAIBoMw6GsU65R5klXNnrO/k9eUvncP8sMh2xMBqC5Lp0xWH3y0yOOV9f59ecXV1P6A0AnQlkIAADQDuyr8eqefyxSTX0gYuZyGrrjmonqbfFCHmiPQg21KnnpASkUjJi5u/VU9hnf5p6bABDHDMNQlykz1e3cmySH0/KcmtXvq+SF+xW2uGctgPbB7XLqlkvHymmxH+midcWav2JPDFIBAGKBshAAACDGvL6gfvXPxSqprLecf//iMRo1sJvNqYCWMc2wyl77o4JVpREzw+1R7gW3yZHgiUEyAEC0pY04QXnfuEOG2/rrev2W5Sr67z0K1VfbnAxAU/XrnqFLZgy2nP3t5TUq399gcyIAQCxQFgIAAMRQKBTW759ars2791vOrzhjiE4c19PeUEArVC18VfVbllvOup39PSVk97A5EQCgLSX3H6OCK34hR7L1Dgi+ws0qnP0zBfZHfogEQPtw4UkDNaBnl4jjdd6g/vT8KrYjBYBOgLIQAAAgRkzT1N/mrNWSDcWW89Mm99Y3Th5kcyqg5Rp2rlPl/KctZ+njz1Tq0GNtTgQAsENiwQB1v/rXcnXJtZwHKgtV+J875CvZYW8wAE3icjp0yyVj5HZFvlW8YmOp5i3eGYNUAAA7URYCAADEyMsfbNGbn+6wnI0bkqPvXjCS+7ohbgRr9qn0lYckMxwxSywYqKxTropBKgCAXdyZ+Sq4+tdKyOtnOQ/V7Vfhk3epYcdam5MBaIpeeem64vRjLGf/fG1do7dMAAB0DJSFAAAAMfDRyj36z9wNlrP+PTL0k6smyOnkRzXEBzMcUumchxSq2x8xcySlKveCW2U43fYHAwDYypXaRQVX/FJJfUdZzk1fvYqevVe1Gz6xORmApjhven8d0ycz4niDL6RHnl2pcJjtSAGgo+IdKAAAAJut3Vquh55ZaTnL6Zqkn39zspISXTanAlpu34fPyLtrvcXEUM55N8uV0c32TACA2HAkJinv4juUOvx46xNCQZW+8pCqls61NxiAo3I6DN186RglJjgjZmu3lut/n2yLQSoAgB0oCwEAAGy0u6RG9/17iYKhyK0aU5Lcuvu6ycpM98QgGdAydZuWav+nr1jOuhw3S8n9x9icCAAQa4bTrW7n3qSMyec2coapinn/UsX7T8o0WakEtCcF2am69qyhlrPZcz/T3rJamxMBAOxAWQgAAGCTymqv7vnHQtU1BCJmLqdDP7t2onrlpccgGdAygf0lKnv9T5azpD4j1HXaN2xOBABoLwzDoayTr1bmKVc3ek7Vwjkqe/1RmaGgjckAHM0ZU/tq1MDsiOP+QEgPPbNCIbYjBYAOh7IQAADABg2+oH75z0Uq3ddgOb/5kjEa0T/yBTnQXoWDfpW89IDC3rqImTM1Uzkzb5HhiNzCCgDQuXSZdK5yZt4sOay3WK9dO1/Fz/9GYb/1z0gA7OdwGPr+xWMsb42wcec+vTJ/SwxSAQDaEmUhAABAGwuFwvrdk8u0dU+V5fzqs4Zq+tgeNqcCWqdi3r/lL7a4b43hUO4Ft8qZkmF/KABAu5Q6bJryLvmpjATrrdYbtq1S0VN3K1Rn/bMSAPvldE3W9ecNt5z9963PtbOo2uZEAIC2RFkIAADQhkzT1F9eXqNln5VYzs+Y2kezThxgcyqgdWrWzlfNynmWs8yTr5Sn5xB7AwEA2r3kvqNUcOWv5EzpYjn3FW3V3tk/VWBfsb3BADTqlIm9NP6Y3IjjwVBYf3hmheV92AEA8YmyEAAAoA298N5mvb1op+VswtBcfXvmCBmGYXMqoOX8pbtU/ubfLWfJgycpY+I5NicCAMSLxLx+Krj6Prkz8y3nwX3FKpz9U/mKLFauA7CdYRi66RujlZrkjpht21ul59/dFINUAIC2QFkIAADQRj5YvltPvvmZ5WxAzy768RXj5XTy4xjiR9jXoJKXfy8z4IuYubrmKefsGyi/AQBH5O6ap4Kr7lNivvXOCqG6KhU+dZfqt6+2ORkAK5npHn3ngpGWs+ff3aQtu/fbGwgA0CZ4dwoAAKANrN5cpj8+t9JylpuZrJ9/c5I8iS6bUwEtZ5qmyub+WYGKwoiZ4UpQ7qwfyeFJiUEyAEC8caZkKP+Ke5TUf4zl3PR7Vfzsr1W77mObkwGwcvyY7po6MnJFcChs6qFnV8gfCMUgFQAgmigLAQAAomxnUbV+858lCobMiFlaslv3XD9ZXdM8MUgGtFz1sjdV99mnlrPs069XYm4fewMBAOKaIyFJeRfdrtSRJ1ifEA6q9NWHtX/xa7bmAhDJMAx9b9YoZaQmRMx2Fdfo6bc/j0EqAEA0URYCAABEUUVVg+55fJHqvMGImdvl0M+unaQeOWkxSAa0nHfvJlW8O9tyljbqJKWNOsnmRACAjsBwutTt7BvVZeoFjZ5T+e5sVbw7W6YZtjEZgK/LSE3UDReOtpy9Mn+LPtteaW8gAEBUURYCAABESb03oF88vkjl+xss5z+8bKyG9cuyORXQOqH6GpW8/KAUjizAE3J6K+u062KQCgDQURiGocwTL1fWjG9Ksr7vbdXi11T26h9lhgL2hgNwmCkj8nXCuB4Rx8Om9PCzK+T1R/68CACID5SFAAAAURAMhfXb2Uu1vbDacv5/5wzTcaO625wKaB3TDKv01UcUqi6PmBmJycqddZsc7sQYJAMAdDQZE85UzgU/lJzW93SuXf+xip/7tcI+6w9lAbDHt2eOUGZ65C0VCsvr9MQbn8UgEQAgGigLAQAAWsk0Tf35xdVauanMcn72cX01c3p/m1MBrbd/wUtq2LbScpZz9g1yZxbYnAgA0JGlHjNV+ZfeJSMx2XLesH2NCp/6uYK1++0NBuBLqckJ+v7Foy1nr3+8TWu2WL8mAgC0b5SFAAAArfTcu5v0zpJdlrNJw/J03XkjZBjW22oB7VX99tXa99FzlrOMSecoZchkmxMBADqDpN7DVXDlr+RM7Wo59xdvU+HsnypQWWhzMgBfGDckV6dN7m05e+TZlar3smUwAMQbykIAAIBWeG/pLv33rc8tZ4N7ddVtV4yT00FRiPgSrK5Q6ZyHJZkRs8Qeg5V54hW2ZwIAdB6JuX1UcM2v5c6yXsEe3F+ivbN/Jm/hFpuTAfjC/50zTDmZkauAS/c16F+vr49BIgBAa1AWAgAAtNCqTaX60/OrLGf5WSm665uT5Emwvu8O0F6ZoaBKXnlQ4frI+286ktOVe/6tMhq5nxQAANHizshRwVW/VmL3QZbzcH21ip66W/VbrbfLBtC2kj1u/aCR7UjfXrRTyz4rsTcQAKBVKAsBAABaYHthlX79n6UKhSNXXqUlJ+ie6ycrIzUxBsmA1qn84Cn59my0mBjKmXmzXOlZtmcCAHROzuQ05V9+j5IHjLOcmwGvip//jWrWzrc1F4ADRg7opnOm9bOc/en5Vaqt99ucCADQUpSFAAAAzVS+v0G/eHyRGnzBiFmCy6Gff3OSCrqlxiAZ0Dp1ny9S1eLXLWddj79YyX1H2ZwIANDZOdyJyr3oJ0obdbL1CeGQyl77k/YvnCPTjPwQF4C2ddWZx6ggOyXieGW1V3+bszYGiQAALUFZCAAA0Ax1DQH94vFFqqjyRswMQ7r18nEa0iczBsmA1glUFqr0f49ZzpL6j1GX42bZnAgAgAMMh1PZZ31XXY67sNFzKt9/UhXv/FumGbYxGQBPgku3XDpWVrdpn798jxauLbQ/FACg2SgLAQAAmigQDOu3s5dqR1Hkvdwk6bpzh2vqyAKbUwGtFw74VPLSAzJ99REzZ3q2cs79gQyDlw4AgNgxDEOZ0y9V9unXS7JoJSRVL52r0lcekhkM2BsO6OSG9MnU+ScMsJw99uJqVdX6bE4EAGguXvEDAAA0gWmaevSFVVq1ucxyfu7x/XTu8f1tTgVER8Xbj8tfujNy4HAp94Jb5UxOsz8UAAAW0sedrtxZt8lwui3ndZ99qqJn71XYW2dzMqBzu/z0IeqVF/kzY1WtX4+9uJptggGgnaMsBAAAaIKn396o95fttpxNHZmvb54z3OZEQHRUr3pPNavft5xlnXK1PN0H2ZwIAIAjSxkyWXmX/VwOT+R90iTJu3OdCp/8uYI1+2xOBnRebpdTt1wyVk6L/UgXri3Shyv3xiAVAKCpKAsBAACOYt7inXr2nY2Ws2P6ZOqHl42Tw+omHUA75yveroq3H7ecpQw9Vunjz7A5EQAATZPUa6gKrrxXzjTre0X7S3eocPYd8ldQUAB2GdCziy4+xfqDZn97eY0qqhpsTgQAaCrKQgAAgCNY8XmpHntxteWsIDtFP7t2ohLdTptTAa0X9tap5OUHZAb9ETN3VoG6nfldGQYlOACg/UrI6aXu1/xG7uwelvNgVZkKZ/9M3r2bbE4GdF4XnTJI/XtkRByvbQjo0RfYjhQA2ivKQgAAgEZs3bNfv31iicLhyBe0GakJuuf6KcpITYxBMqB1TNNU6f8eU3BfccTMcCcqd9aP5EhMikEyAACax5WerYKr7pWn5zGW83BDjYqeulv1m5fbnAzonFxOh265ZKxczsi3nZd9VqJ3l+yKQSoAwNFQFgIAAFgo3VevX/5zkRp8oYhZgtupu/5vkvKzre+TA7R3VUteV/3GxZaz7DO+pYRuvWxOBABAyzmT0pR36V1KHjTRcm4G/Sp+4beqXvWezcmAzql3frquOH2I5ewfr65TaWW9zYkAAEdDWQgAAPA1tQ0B/eLxRaqs9kXMHIb0oyvGaXBv6/vjAO2dd/dnqnzvSctZ2pgZShtxgr2BAACIAoc7UbmzblPamBnWJ5hhlc/9s/YteJFtEAEbzDxhgIb07hpxvMEX1CPPrbTcvQUAEDuUhQAAAIcIBEP69b+XaFdxjeX8WzNHaPLwfJtTAdERqqtSyct/kMxwxCwhr5+yZlwbg1QAAESH4XAq+4xvqevxlzR6zr4Pn1HF24/LDEfuHgEgepwOQzdfOlYJFvd3X7OlXG9+uj0GqQAAjaEsBAAAOMg0Tf3xuVVau7Xccn7+CQN01nH9bE4FRIcZDql0zkMK1VZGzByeFOXOuk0OV0IMkgEAED2GYajrtIuUfeZ3JcP6ba/q5W+p5OUHFQ76bU4HdC7du6Xq6rOs7yf677kbVFhWa3MiAEBjKAsBAAAOevLNzzR/xR7L2XGjCnTNWUNtTgREz76Pn1fDjrWWs27n3CR3l1ybEwEA0HbSx5yi3At/LKORD8LUb1ys4md+pZC3zuZkQOdy9rH9NKJ/dsRxnz+kh59dqRDbkQJAu0BZCAAAIOmthTv0wnubLWfD+mXplkvHyuEwbE4FREf9lhXav+BFy1mXqecrZdAEmxMBAND2UgZNUP7ld8uRlGo59+7aoMIn7lSwusLmZEDn4XAY+sElY5SUGLkd6Wc7KvXqh1tjkAoA8HWUhQAAoNNb9lmJ/vLyGstZ926p+tm1Ey3vtQHEg2BVmUpfe8Ry5uk1TF2nX2pzIgAA7OPpMUQFV90nV3rkyiZJCpTt0t7ZP5W/bPeXx0J1VfLu/kz1W1fKu/szheqq7IoLdEi5mcn65rnDLWdPvfWZdhVX25wIAPB1hmmy1NtuhmEsHzt27Njly5fHOgoAAJ3elt37dcefF8jrD0XMuqQm6vffn6a8rJQYJANazwwFVPjEXfIVRq6adaZ0UffrHpArtWsMkgEAYK9gdYWKn7tX/tJdlnOHJ1VdjrtQ3l3rVb95uWSGvxoaDiUPHK/0cacrqe9IGQa7TQDNZZqm7nl8kVZ8XhoxG9Czi35/0zS5nKxrAToovnHGAb4CAwCATquksl6/+Ociy6IwMcGpn183iaIQca3i3dmWRaEMh3LO/yFFIQCg03ClZyn/ynvl6TXMch721qry3f+oftPSw4tCSTLDqt+0RMXP/FJFT/9CoYYaGxIDHYthGPr+N0YrJckdMduye79efN/6lhAAAHtQFgIAgE6ptt6ve/6xUPtrfBEzhyH9+MrxGtiTIgXxq3b9AlUve9NylnnCZUrqbf1mKQAAHZXTk6K8S+9UypApLX4M7461KnziTgpDoAWyMpL07fNHWM6enbdRW/fstzcQAOBLlIUAAKDTCQRDuvffS7SntNZy/p0LRmri0DybUwHR4y/fo7K5f7GcJQ8cr4wp59mcCACA9sHhSlDO+bcofdzpLX6MQPkelbz8oLi1D9B8J4ztoSkj8iOOh8KmHn52pQLByF1fAABtj7IQAAB0KuGwqYefWan12yos5xeeNFBnTO1rcyogesJ+r0pe+r3MgDdi5srIUbdzbpJh8DIAANB5GQ6nsk67TqkjT2rxY3h3rFXDjjVRTAV0DoZh6HuzRik9JSFitqOoWs/M2xiDVAAA3iUAAACdyhNvbNBHq/Zazo4f011XnnGMzYmA6DFNU+Vv/k2B8j2RQ6dLubNukzMp1f5gAAC0M4ZhKOy13mWiqcrf/qf2L35d1aveU93ni9SwfY18RVsVqCxSqL5aZigYpbRAx9IlLVHfmzXKcvbS+5u1cWelzYkAAK5YBwAAALDL3E+266UPtljOhvfP0s2XjJHDYdicCoiempXvqHbdR5az7BnfVGJ+f5sTAQDQPoXqqlS/eVmrHiNYsVeV7/7niOcY7kQ5EpPl8KQc+DUxRQ7P4b86PdbHHZ5kGW6PDIOfT9HxHDuqQNPH9NCHKw//kFvYlB56ZoUe/uEJ8iTw1jUA2IWvuAAAoFNYvK5If3/Fequonrlp+tk1E+V2OW1OBUSPr2iryuf903KWOvx4pY051eZEAAC0X4HKQskMt/nzmAGfQgGfQrX7WvYAhuNgedhIoXhIEen0HPLPX5aTyTKcvP0XDaG6KgUqCxX2e+VI8MidWSBnSkasY8W1b18wQmu3lqmy2nfY8b1ldXryzc90/XkjYpQMADoffloAAAAd3qZd+/S7p5YrbEbOuqYl6p7rJis1OfKeGUC8CDXUquSlBySL7c7c3Xoq+4xvsyoBAIBDhP2R9/Ztl8ywwg21Cje0fMvUA6sbv14wsrqxKUzTVMP2Nape/qbqNy8/vGA2HEoeOF7p405XUt+RnfbfUWukJSfoxotG65f/XBwxe/3jbZo8PF8j+mfHIBkAdD6UhQAAoEMrrqjTr/65WP5AKGLmSXDq59dNVk5mcgySAdFhmmGVvfZHBatKI2ZGgke5s34kR4InBskAAGi/OtP3xq9WN7bwPnARqxsPX9FoubLxsK1X43N1Y6i+RiWvPCjvjrXWJ5hh1W9aovpNS+TpM0K5F9wqZ1KavSE7gAlD83TqxF56Z8muw46bpvTIsyv1x1tPULLHHaN0ANB5xN93agAAgCaqrvPrnn8s1P5aX8TM4TD0k6smaECPLvYHA6KoauGrqt+y3HLW7azvKSGru82JAABo/9yZBZLhaP1WpE6X5cr+DsWG1Y2NF42xWd0Yqq9R4ZN3KlC+5+gnS/LuWKvCJ+5UwVX3Uhi2wHXnDdeqzWUq29dw2PGSynr9+38bdMOFo2KUDAA6D8pCAADQIfkCId37r8XaW1ZnOf/erFEaf0yuzamA6GrYuU6V85+2nKWPP1OpQ4+1OREAAPHBmZKh5IHjVb9pSYsfI3nwJOVd+GOFg36FvfUK++oV9tYd+NVX99XfH+1XX30Uf2ftU/RWNzZSKh5xdePBwtHRtPuTm6apklcebHJR+IVA+R6VvPyg8i+7my1JmynZ49YPvjFGd/7t04jZWwt3aMrwfI0dkhODZADQeVAWAgCADiccNvXQ0yv02Q7rNyMuPmWQTpvc2+ZUQHQFa/ap9JWHLFdEJBYMVNYpV8UgFQAA8SN93OmtKgvTx50mSXK4EuRITZBSu7TocUwzLNPXoJCv7mDp+PVfj1Q01inkrWN1YxMYbo/F/Roji8ZAVUXjW48ehXfHWjXsWKPkvqyEa65Rg7rprGP7au4n2yNmf3x+pR790UlKTWI7UgBoK5SFAACgw/n3/9brkzWFlrMTx/XQ5acPsTkREF1mOKTSOX9QqG5/xMyRlKrcC26V4eTNFAAAjiSp70h5+oxoUTHk6TNCSX1GRiWHYThkeA7cC1AZLXuMr1Y3HlI0flEqHqFoDHvrFfLVy+wUqxu9CgW8LV/d2ETVy9+mLGyha84aqhWfl6qo4vDdYSqqvPrHnLW65dKxMUoGAB0fZSEAAOhQXvt4q+Z8uNVyNnJAtm76xhi2BULcq5z/tLy7NlhMDOWcd7NcGd1szwQAQLwxDEO5F9yqwieafm86SXJn9zjwwZx29DNlq1c3hkMK+70WqxoP/tpI0fhFKdkpVjc2Uf2mpQrVV8uZnB7rKHHHk+jSzZeO0e2PLZBpHj57f9luTRmRr8nD82MTDgA6OMpCAADQYSxcW6jHX11nOeudl6afXjNRbpfD5lRAdNVtWqqqhXMsZ12Om6Xk/mPsDQQAQBxzJqWp4Kp7VfLyg01aYejpM0K5F9wqZ1KaDensYziccnpS5Gz16sYm3qfxsG1UD2y12mFWN5phBSoKKQtbaGjfLM2cPkCvzN8SMXvshdU6pk+mMlITY5AMADo2ykIAANAhfL6zUg88tTziE6iSlJnu0d3XTVEK97hAnAvsK1bZ63+ynCX1GaGu075hcyIAAOKfMylN+ZfdrYYda1S97C3Vb152+D2BDYeSB01Q+rjTlNRnZLtaUdiefLW6sWuLrv9ydWOTisbDj4W8B1Y6Ktw+VjeG/Q2xjhDXrjh9iJZ9VqzdJYffo3J/rU9/fXmNfnLVhBglA4COi7IQAADElapan/aU1srrD8qT4FKPnFTVeQP61T8Xyx8MR5yflOjSPddPVreuSTFIC0RPOOhXycsPKuyti5g5UzOVM/MWGQ5nDJIBABD/DMNQct9RSu47SqH6agUqChX2N8iRkCR3VgGrxGxw2OrGFjBNU2bQ38QVjV8rGg/+sxmlks+RwGuP1khwO3XLpWN12x8/Vjh8+KdBF6wu1NSVezVtTPcYpQOAjomyEAAAtHumaWrVpjLN/WS7lm4o1qGvFw1JiQlOef2hiOucDkO3Xz1BfQtauJcS0I5UzPu3/MXbIgeG48B2aCn8OQcAIBqcyemUg3HIMAwZ7kQ53IktXt0YrNmnXX+8XpLFdiVNDuKQO6ug5ddDkjSwZ1dddPJAPffOpojZX15ereH9s9Q13RODZADQMXHTHgAA0K5V1/l1518/1c//vlCL1x9eFEoHXsZbFYWSdONFozR2cE7bhwTaWM3a+apZOc9ylnnylfL0HGJvIAAAgA7IldZVyYNat8Wlp+9IyuYoufiUwepn8cHPmvqA/vTCKplW96AAALQIZSEAAGi3quv8uv2xBVqzpbzZ1146Y7BOmdi7DVIB9vKX7lL5m3+3nCUPnqSMiefYnAgAAKDjSh93equu9xdukc9qNwg0m9vl0C2XjZXLGXmf0KUbSvTe0t0xSAUAHRNlIQAAaJdM09T9TyzV7pKaZl/bNS1Rl5w6qA1SAfYK+xpU8vLvZQZ8ETNX1zzlnH2DDCPyzRMAAAC0TFLfkfL0GdHi68PeWhU+eZfqt62KXqhOrE9+ui47zXoXjX+8ulZl+6Jzn0kA6OwoCwEAQLu0alNZi1YUStK+Gl+LrwXaC9M0VTb3zwpUFEbMDFeCcmf9SA5PSgySAQAAdFyGYSj3glvlzu7R4scw/V4VP/dr1ayZH71gndgFJwzQoF5dIo7Xe4P643Mr2Y4UAKKAshAAALRLb3y6vZXX74hOECBGqpe9qbrPPrWcZZ9+vRJz+9gbCAAAoJNwJqWp4Kp7W7XCUOGQyl7/k/Z98hJlVis5nQ7dfMlYJbgi38petblMby7cYX8oAOhgKAsBAEC7U1Xr05L1xa16jMXrilRVG7l1IxAPvHs3qeLd2ZaztFEnKW3USTYnAgAA6FycSWnKv+xu5V32cyUPmigZX3sb1XAoefAk5V56lzImn9fo4+yb/7TK3/q7zHCojRN3bD1z03TVWUMtZ/9+fb2KyutsTgQAHYsr1gEAAAC+bk9prcKt/PBt2JT2ltUqIzUxOqEAm4Tqq1Xy8oNSOBgxS8jprazTrotBKgAAgM7HMAwl9x2l5L6jFKqvVqCiUGF/gxwJSXJnFciZnC5JSuk3Wq70bFXM+5ekyBcyNSvmKVRTqZzzfyiHm9cnLXXOcf20cG2R1m+rOOy41x/SI8+t1K+/e6wcDu7nDQAtwcpCAADQ7nj9kSVJSzT4ovM4gF1MM6zSVx9RqDrynptGYrJyZ93GG0wAAAAx4ExOl6fnECX3HyNPzyFfFoVfyJhwpnJn3SbDlWB5ff3mZSp66m6F6qrsiNshORyGbr5kjDwJzojZ+m0Veu3jbTFIBQAdA2UhAABodzwJ0dn8ICmRTRQQX/YveEkN21ZZznLOvkHuzAJ7AwEAAKDJUoZMVv5ld8vhSbWc+wo3a+/snyqwr3W3XOjM8rJS9H/nDLOcPfHGBu0uqbE5EQB0DJSFAACg3emRk6rW7h7jMKTu3axfpAPtUf321dr30XOWs4xJ5yhlyGSbEwEAAKC5PD2HqODq++TK6GY5D+4r1t7/3CFv4Rabk3Ucp0/po9GDIv/9BoJhPfTMCoVC4RikAoD4RlkIAADanYzURE0clteqx5g0PJ/7FSJuBKsrVDrnYVnd4yaxx2BlnniF7ZkAAADQMgnZPVRw9W+UkNvXch6ur1bRUz9X/ZblNifrGAzD0Pe/MUYpnsidZDbv3q+XPqCIBYDmoiwEAADt0plTrV9YN/36PtEJArQxMxRUySsPKlxfHTFzJKcr9/xbZTjZUhcAACCeuNK6quDKXymp3yjLuRnwqfj536p61bs2J+sYunVN0vUzR1jOnpn3ubYXcm9IAGgOykIAANAujR7UTbmZyS26duSAbI0aaL3tD9DeVH7wlHx7NlpMDOXOvEWu9CzbMwEAAKD1HIlJyvvGT5U68gTrE8ywyuf+RZUfPSfTjNxhAkd20viemmSxI00wZOoPT69QIMh2pADQVJSFAACgXSoqr1NltbfZ1/XMTdPtV0+QYbTypoeADWo/X6iqxa9bzrpOv0RJfUfanAgAAADRZDhd6nb2jepy7IWNnrP/4+dVPvfPMkNBG5PFP8MwdMOFo5SWnBAx21FUrefesfpAHgDACmUhAABod0zT1J9fWt3sT4KOHJCt+288zvLFItDeBCoLVfb6Y5azpP5j1OXYC2xOBAAAgLZgGIYyT7hU2Wd8WzKs346tWf2+ip//rcL+BpvTxbeu6R59d5b1B+xeeH+zNu3aZ3MiAIhPlIUAAKDdmb9ij1ZvLo847nIa+vp6QYchTRmRr199e4ru/c5UikLEhXDAp5KXHpBp8WaQMz1bOef+QEYjbyQBAAAgPqWPnaHcC38sw2X9mqVh20oVPnm3grX77Q0W56aN7q5po7tHHA+HTT387Ar5AqEYpAKA+OKKdQAAAIBD1dT79c/X1lnOvjdrlCYOy9Peslo1+IJKSnSpe7dUZaQm2pwSaJ3ytx6Xv3Rn5MDhUu4Ft8qZnGZ/KAAAALS5lEETlH/FL1T8/G8Urq+OmPuLt6pw9h3Ku+QuJWQVxCBhfPrOBSO1dmu59tf4Dju+u6RWT735mb557vAYJQOA+MDHlQEAQLvyn/9tUFWtP+L4sH5ZOmViL2WkJmpo3yyNG5KroX2zKAoRd6pXvafaNe9bzrJOuVqe7oNsTgQAAAA7eboPUver75Ora57lPLi/VIWzfyrvHu6511TpKQm68cJRlrNXP9qq9dsqbE4EAPGFshAAALQb67dVaN7iyNVWLqeh780aKcP4+iakQHzxFW9XxduPW85Shh6r9PFn2JwIAAAAseDOLFD3q3+txPwBlvNwQ42K/nuP6jYusTlZ/Jo0PF8nT+gZcdw0pYefXaEGXzAGqQAgPlAWAgCAdiEQDOvPL622nF1w4kD1yku3OREQXWFvnUpefkBmMHLlrDurQN3O/C6FOAAAQCfiTMlQ/hW/UPKAcZZzM+hXyUu/V/Xyt2xOFr+uP2+EsjM8EceLK+r1n/+tj0EiAIgPlIUAAKBdmPPhFu0qrok4np+Vom+cwraMiG+maar0f48puK84Yma4E5U760dyJCbFIBkAAABiyZHgUe5FP1Ha6FOsTzDDKn/rH6r84CmZpmlvuDiUkuTWTRePsZy98ekOrdpUanMiAIgPlIUAACDmiivq9Ow86/txfGfWSCW6nTYnAqKrasnrqt+42HKWfca3lNCtl82JAAAA0F4YDqeyz/yOuh5/caPn7P/0FZW9/ieZoYCNyeLT2ME5OmNKH8vZI8+tUl0D/w4B4OsoCwEAQEyZpqm/vLRG/mA4Ynb8mO4aOzgnBqmA6PHu/kyV7z1pOUsbM0NpI06wNxAAAADaHcMw1HXaN9Tt7Bskw/ot29q1H6r4uV8r7Ku3OV38ufacYcrNTI44Xr6/QY+/ui4GiQCgfaMsBAAAMbVgVaFWbIzcCibF49J15w6PQSIgekJ1VSp5+Q+SGVmGJ+T1V9aMa2OQCgAAAO1V2qiTlHfxT2W4I++7J0kN29eo8Im7FKyptDlZfElKdOnmS8bI6pbg7y7dpSUbIm8PAACdGWUhAACImdqGgP7x6lrL2dVnD1PXdOsXyEA8MMMhlc55SKHayDdyHJ4U5c66VQ5XQgySAQAAoD1L7j9GBVf+Us6ULpZzf+kOFf7nDvnLdtsbLM4M75+tc6f1t5w9+vwqVdf5bU4EAO0XZSEAAIiZJ97YoH01vojjQ3p31WmTescgERA9+z56Xg07rMvwbufcJHeXXJsTAQAAIF4k5vdXwTW/ljuzwHIerC5X4RM/U8OuDTYniy9XnnmMundLjTi+r8anv728JgaJAKB9oiwEAAAxsXFnpd5auCPiuMNh6HsXjpLDYbFfDBAn6res0P5PXrScdZl6vlIGTbA5EQAAAOKNu0uuCq6+T4ndB1vOw946FT/9S9V+ttDmZPEj0e3UDy8bK6uXlx+t2qsFq/faHwoA2iHKQgAAYLtgKKxHX1gt04ycnT+9v/oWZNgfCoiSQFWpSl97xHLm6TVMXadfanMiAAAAxCtncrryL79byYMmWs7NUEClLz+oqiX/szlZ/BjUq6tmnTTQcvbnF9doX43X5kQA0P5QFgIAANu99tE27Siqjjie0zVJl5xq/alZIB6YwYBKX/6Dwg21ETNnShflnH+LDIczBskAAAAQrxzuROXOuk3p405v5AxTFe/8WxXvzpZphm3NFi8unTFYffLTI47X1Pv15xdXy7T6JCsAdCKUhQAAwFallfV6et7nlrPvXDBSnkSXzYmA6Kl4b7Z8hZsjB4ZDOef/UK7UrvaHAgAAQNwzHE5lnXadMk+8otFzqha/ptI5D8sMBmxMFh/cLqduuXSsnBb7kS5aV6wPlu+JQSoAaD8oCwEAgG1M09RfX1kjnz8UMTt2ZIEmDM2LQSogOmrXL1D1sjctZ5knXKak3sNsTgQAAICOxDAMdZl6vrqd+33JYf0hy7oNn6jomV8p5K2zOV371697hi6dYb2Tzd9fWaPy/Q02JwKA9oOyEAAA2Gbh2iIt3VAScTwp0aXrZw6PQSIgOvzle1Q29y+Ws+SB45Ux5TybEwEAAKCjShsxXfmX/ExGQpLl3LtrvQqf+JmC1eU2J2v/LjxpoAb27BJxvM4b1J+eX8V2pAA6LcpCAABgi3pvQH+fs9ZydtWZxygrw/qFLtDehf1elbz0e5kBb8TMlZGjbufcJMPgx24AAABET1LfkSq46l45G9nmPlC2W3v/c4f8pTttTta+OZ0O3XLpWLldkT+fr9hYqrcX8e8LQOfEuxYAAMAWT731uSqqIsuUAT276IypfWOQCGg90zRV/ubfFCi3uMeJ06XcWbfJmZRqfzAAAAB0eIm5fdT9mt/Ind3Dch6qqdTeJ+5Uww7rD212Vj1z03TlGcdYzv71+joVV7CFK4DOh7IQAAC0uS2792vugm0Rxx2GdMOFoyxvMg/Eg5oV81S77iPLWfaMbyoxv7/NiQAAANCZuDK6qeCq++TpaV1+mb56FT1zr2rXf2xzsvbt3OP765g+mRHHG3whPfLcSoXDbEcKoHOhLAQAAG0qFArr0RdXyeq11jnT+mtAjy62ZwKiwVe4ReXv/MtyljpiutLGnGpzIgAAAHRGzqRU5V32c6UcM8X6hHBQpXMe1v6Fc7gn30FOh6GbLx2jxARnxGzd1gr9z+LDrgDQkVEWAgCANjX3k+3auqcq4nh2hkeXnz4kBomA1gs11Kjk5QekUDBi5u7WU9mnf0uGwYpZAAAA2MPhSlDO+T9U+sSzGz2n8v0nVTHvXzLDIRuTtV8F2am69uxhlrPZczdoT2mNzYkAIHYoCwEAQJsp39+gp976zHL2rfNHKinRZXMioPVMM6yy1/6kYFVZxMxI8Ch31o/kSPDEIBkAAAA6M8NwKPvUa5V5yjWNnlO97A2VvPygwgGffcHasTOm9NGogdkRx/3BsB5+dqVCoXAMUgGA/SgLAQBAm/n7nLVq8EV+anXSsDxNGZEfg0RA61UtnKP6LcstZ93O+p4SsrrbnAgAAAD4SpdJ5yjn/B9KTusPZ9ZvXKyip3+pUD0r5xwOQ9+/eIzlB1k37tynl+dviUEqALAfZSEAAGgTS9YXa+HaoojjngSnvn3+yBgkAlqvYec6Vc5/xnKWPv5MpQ491uZEAAAAQKTUoccq/9K75EhMtpz79nyuwid+qsD+UpuTtT85XZP1rZnDLWdPv71RO4qqbU4EAPajLAQAAFHn9QX111fWWM4uP/0YdeuaZHMioPWCNftU+spDkhm5FVFiwUBlnXJVDFIBAAAA1pJ6D1fB1ffJmZZlOQ9UFKrwP3fIV7zN5mTtz8kTemnC0NyI48FQWA89s0JBtiMF0MFRFgIAgKh7et5Gle1riDjeryBD5xzXNwaJgNYxwyGVzvmDQnX7I2aOpFTlXnCrDKfb/mAAAADAESR066Xu1/xGCTm9LOehuv0qfPIu1W9bZW+wdsYwDN140WilJkX+TL9tb5Wef3dTDFIBgH0oCwEAQFRtL6zSqx9tjThuGNINF42S08mPH4g/lfOflnfXBouJoZzzbpYro5vtmQAAAICmcKVnqeDKe+XpM8Jybvq9Kn7u16pZ84HNydqXzHSPvnOB9S0znnt3k7bs3m9vIACwEe/WAQCAqAmFTT32wmqFw2bE7KypfTWoV9cYpAJap27TUlUtnGM563LcLCX3H2NvIAAAAKCZHJ4U5V/ys/9n767D4yrTNoDf70hm4q511yR195a2aEsFCkUKXRZdo8AKsKzAKoXdb7FFixeqUKRGqbtF6t7G3TOTkff7o+nS9pyUyOScmeT+XVeuLs9z5szN9wFJ5jnv+yKoz2j1C9wu5K96BcVbl0JK5e9zrcWY/m0wMilBUXe7JV76dD9qHC4dUhERNT8OC4mIiMhjVu84i2PnixX1iBAL7rq+lw6JiJrGUZyD/FX/Ue35d0pC+OjbNE5ERERERNQ4wmhG9LSfI3T49DqvKd70KQq+fRPS3TqHYkIIPDwzCWFBFkXvQm45PllzVIdURETNj8NCIiIi8oiiMhs++EZtm0bggemJCFQ5+4HIm7mdNchdvhBuW6WiZwyOQMy0X0IYjDokIyIiIiJqHCEMiJxwNyInzwcgVK8pP7AWuUv/AXeNTdtwXiI0yIJHZiWr9pZvPIkjZ4o0TkRE1Pw4LCQiIiKPePuLdFTZnIr6oF6xqtu4EHm7wrXvoibntLJhMCL21gUwBoZqH4qIiIiIyANCB9+A2JlPQJj8VPtVJ/Yi++M/wFVZqnEy7zA8MR7jB7ZV1KUEXl68Hza78ndfIiJfxmEhERERNdm+o7nYcjBTUfczG/HQjCQIof7EKpG3Kk/diPID61R7ERPuhrVdT40TERERERF5VmDPYYi/8zkY/INU+/asE8h8/3dwFOdonMw7/HR6IiJCrIp6dkEl3v/mMEor7Dh0uhD7jubi0OlClFbYdUhJROQZojUfWKsXIcS+AQMGDNi3b5/eUYiIiJrMVuPEY//8HrlFVYrevTf2xqwJ3XRIRdR4NXnnkPnebyCdNYpeQI+hiJ35JAfgRERERNRi1BRkIGfxC3CW5qn2DQEhiLv9aVgTumqcTH/7jubiD2/tVO0JAJd/sm4QwJA+cbhhRCf06x7N3xmIfsB/GXwAVxYSERFRk3y+/rjqoLBDXDCmj+2iQyKixnPbq5G77EXVQaEpPA4xNz3KX/qJiIiIqEXxi2qLhHl/gV9sJ9W+u6oM2R/9HlUnWt/Ch4E9YzFlWAfV3tVLcNwS2Jmeg9+/uQPPvLEd5VXK3ymIiLwVh4VERETUaOeyy7D8+5OqvUdn9YPJyB81yHdIKZH/9WtwFGUpesLkh9iZT8JgDdQhGRERERFR8zIFhSPh7j/Dv3Oyal867MhZ8jeUHVivcTL93X9zH0SH+TfoNaknC/DrV7ZyYEhEPoOf4BEREVGjuN0Sry5Ngcut3NJ86vCO6NUpQodURI1XtvdbVB7ZrtqLmvoALLEdtQ1ERERERKQhg8Ufcbf9DkFJ49QvkG4UfPM6ijYtRms62srfYkJwgLnBr7uQW46/vb+nVf3fioh8F4eFRERE1Cjrdp/DkbNFinpYkAX33tBLh0REjWfLPI7C9e+r9oKTJyA4eYLGiYiIiIiItCeMJkTf9BjCRs6q85qSrUuQ/9VrkC6nhsn0c/B4Pk5nlTXqtaknC5ByIt/DiYiIPI/DQiIiImqwknI7Fn11WLU3f1pfBAX4aZyIqPFcVWXIXb4QcCs/7PCL6YDIKT/RIRURERERkT6EEIgYdweirn8QEOofH1ekbkDO53+Du6Za43Ta+2b7mSa+/qxnghARNSMOC4mIiKjB3lmVjopqh6Ler3s0xvZvo0MiosaR0o28L/4NV1mBoicsAYid+QQMZosOyYiIiIiI9BUyYDJiZz0FYVJ/GLT69AFkffgcnBUl2gbTUGmFHbsP5TTpHrvSs1FaYfdQIiKi5sFhIRERETXIweN52LgvQ1E3mwx4eGYShBA6pCJqnJKtS1F9+qBqL+amR2GOSNA2EBERERGRFwnsPhjxd/0JhoAQ1X5Nzilkvf9b1BRmapxMGxl5FXA38chBtwQy8ys8E4iIqJlwWEhERET1VuNw4fVlqaq92yd1R0JUkMaJiBqv6nQKijd/rtoLHXoLAnsO0zgREREREZH3sbbphjb3/gWm8DjVvrMkD1nvPw1bxjGNkzU/W41nzmWstreO8x2JyHf51LBQCBEphPiJEGKFEOKkEKJaCFEqhNgqhJgvhPom2kKIEUKIb4QQRUKIKiFEqhDil0II4zXe614hxG4hREXte2wUQtzUfH93RERE3m/JdyeQVVCpqLeLDcKM8V11SETUOM6yQuR98S8AyseELW17ImL8XM0zERERERF5K3NEPNrc+xdY4tV/73NXlyP74z+g8tgujZM1L6ufySP38bd45j5ERM3Fp4aFAGYDeAvAUAC7APwLwDIAfQG8DeBzcdXeZ0KIaQA2AxgDYAWAVwH4AXgZwGK1NxFCvAhgEYD42vf7CEAigFVCiMc8/PdERETkEy7klmPphuOqvUdmJsNsqvMZHCKvIl1O5C5fCHdVmaJnCAhB7K2PQxj5yzwRERER0eWMgaGIv+uPCOg6ULUvnTXIXfYiSveu1jhZ82kbEwRDE0/aEADiIwM9koeIqLn42rDwOIBbALSVUs6VUv5WSnk/gJ4ALgCYCWDGpYuFECG4OOxzARgnpZwvpXwSQD8AOwDMEkLMufwNhBAjACwAcApAkpTyV1LKRwEMBFAE4EUhRMfm/dskIiLyLlJKvLYsBU6XchXWdUPao2+XKB1SETVO0YYPYc9U2yJJIHb6r2AKidQ8ExERERGRLzD4WRE7+9cI7jdJ/QLpRuGat1D0/UeQsomH/XmB0CALhvRR3361viSAFxbtxoXccs+EIiJqBj41LJRSbpBSrpJSuq+q5wB4o/Yvx13WmgUgGsBiKeXey663AXim9i8fvuptHqr98wUpZfFlrzmLi6sSLQDua9rfCRERkW/5bs8FpJ8qVNRDAv0w76Y+OiQiapyKoztQuvsr1V742Dnw75SkcSIiIiIiIt8iDEZE3fAQwsfMqfOaku0rkP/l/0G6HBomax43jOjU5HscO1eMX7y0Ecu/PwmX2/eHqETU8vjUsPBHXPrOc/lpsRNq/1Rb+74ZQBWAEUIISz1f8+1V1xAREbV4pRV2vLvqkGrv/pv7ICTQT+NERI3jKMpC/qpXVXv+XfojbOQM1R4REREREV1JCIHw0bMRfdOjgFD/iLkifTNyPvsL3PYqjdN5Vr/u0Ujq2vTddBxON9776hB+/coWrjIkIq/TIoaFQggTgHtq//LyIV+P2j8VByxJKZ0AzgAwAehce59AAG0AVEgps1Xe6kTtn93rmWuf2hcubptKRETkExZ9dRjlVTWKemKXKEwY1E6HREQN53bYkbvsRciaakXPGBKFmFt+AVHHhxxERERERKQuOHkC4m7/HYTZqtqvPpOKrA+egbO8SONkniOEwG/uHYx2scEeud8PqwxPcJUhEXmNlvKJyN8A9AXwjZRyzWX10No/S+t43aV6WCOvJyIiatHSThVg/Z7zirrJaMAjs5IgRBNPeifSSMHqt1GTd07ZMJgQO2MBjAGe+cWfiIiIiKi1CejSHwl3/wnGwDDVfk3eOWQu+i1q8i9oG8yDggP88PfHRtV7hWGvjuHo1z26zv7FVYaHucqQiLyG8PWDZoUQPwfwbwBHAYyUUhZd1jsOoBuAblLKkyqv3Q5gOIDhUsqdQogEAJkAMqWUbVWuNwOoAWCXUqo/LlO/zPsGDBgwYN++fY29BRERUbNzOF34+cKNyMirUPTmXNcDc6dyoTz5hrKD36Hg69dUe5GT5yN08A0aJyIiIiIiankcJbnI+fR5OIqyVPsGayBiZ/8G/u17a5zMc6SUSDmRj6+3ncHuQzm4fGGgQQBD+8bjhhEdkdzt4qBww94LeGtlGiptzjruCJhNBtw1tSemje0Ko4EP5FKLxH+wfYBJ7wBNIYR4FBcHhYcBTLx8UFjr0krAUKgLueq6H7v+x1YeEhERtRjLvz+pOihMiArE7InddEhE1HD2nDMoXPO2ai+w90iEDLpe40RERERERC2TOSwWCfe+gJzP/wZ75jFF322rRM4nf0L0tF8gqNdwHRI2nRAC/brHoF/3GJRW2JGZX4FquxP+FhPaRAchNMhyxfUTB7dHv+7ReGVJCvYeyVW956VVhttTs/GLOf09tt0pEVFD+Ow2pEKIXwJ4BUA6gPFSyhyVyy59V1KcMVh7zmEnAE4ApwFASlmJiysLg4QQ8Sr3u/TJqOIMRCIiopYkK78Cn61X/3b3yKxk+JmNGiciajiXrRK5y1+EdCrP3DRHJiD6hoe5lS4RERERkQcZA0IQP/c5BHQfotqXLgfyli9E6e6vNE7meaFBFvTuFImBPWPRu1OkYlB4SWSoP34/fyh+Oac/Aq11r905dp5nGRKRfnxyWCiE+DWAlwEcxMVBYV4dl26o/XOqSm8MgAAA26WU9nq+5vqrriEiImpxpJR4fVkqHE63ojduYNv/badC5M2klMhf9QqcxcrnyYTZgtiZT8Jg8dchGRERERFRy2YwWxA78wmEDFT7eBUAJArXvYfC9YsgpfL3zpZICIGJg9vj1acmYFCv2Dqv+99Zhv/hWYZEpC2fGxYKIZ4F8DcA+3Bx69GCa1y+FEABgDlCiEGX3cMK4Pnav3z9qte8Ufvn00KI8Mte0xHAowDsAN5ryt8DERGRN9t0IBMHT+Qr6kH+Zsy/ua8OiYh+nKuyFLYLR1B16gBsF46gZMvnqDq+W/XaqBsegl90e40TEhERERG1HsJgROSUnyBi/F11XlO6axXyVv4L0unQMJm+Lq0y/NUd/RHob67zukurDJdt4CpDItKGkNJ3/mMjhLgXwCIALgD/gfrZgWellIsue810XBwa2gAsBlAE4BYAPWrrt8mr/o8ghFgI4HEAGbXX+AG4HUAkgJ9JKV9p4t/HvgEDBgzYt29fU25DRETkcRVVNXj47xtQUmFX9B6b3Q9ThnXQIRWROiklqs+komzft6g6sQ+ox1PJwQMmI/r6BzVIR0REREREAFCetgn5X70GuJ2qfWv7Poid9RSM/kEaJ9NXYWn1Nc8yvKRH+3CeZUi+jud/+ABfGxb+AcBzP3LZJinluKteNxLA0wCGA7ACOAngXQD/J6V01fFe9wJ4DEBvAG4A+wH8U0rZ5A21OSwkIiJv9cqSg1iz85yi3rtTBP76yCgYDPz5jryDq6ocuSsWwnY2rd6v8YvrgoR7n4fB5NeMyYiIiIiI6GrVZ1KRs/QfkDXVqn1zdDvEz3kGppAojZPpS0qJ7/ddwJsr01FZXfcKS7PJgLlTemL6uK4w8vdy8j38h9YH+NSwsKXgsJCIiLzR4TOF+PUrWxV1o0Hg3wvGoUNciA6piJRcVeXI+vAZOAoy6v8iIZBw/z9gjevcfMGIiIiIiKhO9tyzyFn8AlwVRap9Y3AE4uc8A7+Y1rejTWFpNV5dmoI9h7nKkFokDgt9gM+dWUhERESe53S58drSFNXejPFdOSgkryGlRO6KhQ0bFF58IYq++wB8UI6IiIiISB+W2I5oM+8vMEe1Ve27youQ+cEzqG7A7iEtRWSoP569fyh+dceAep1luHTDCbhcP34MAxFRfXFYSERERFi56RTO5ZQr6nGRAbhtUncdEhGpqz6T2qCtRy9nO5uG6rOpHk5ERERERET1ZQqNRsI9L8DavrdqX9qrkP3p86hI36JxMv0JITBhUDu8+uR4DO4dW+d1Dqcb7399GE+9sgUXcpW/xxMRNQaHhURERK1cTmElPl17TLX38IxkWP1MGiciqlvZvtVNfP0aDyUhIiIiIqLGMPoHIe6OZxHYa7j6BW4n8r74F0p2rGyVO4PUd5Xh8fMlXGVIRB7DYSEREVErJqXEG8tTUeNwKXqj+7XBgJ4xOqQiUueqLEXVib1NukfV8T1wVZV5KBERERERETWGweSHmFsfR8iQm+q8pmjDhyhc+w6kW/n7akvXmFWG53P4ew4RNR6HhURERK3YttQs7Duap6gHWk34ybS+OiQiqpujKAuQTXxiVrrhKMzyTCAiIiIiImo0IQyIuu4+REyaV+c1ZXu/Re7yhXA77NoF8yINW2W4iasMiajROCwkIiJqpSqrHXhzhfrZb/fc2BsRIVaNExFdm7vG5qH7VHvkPkRERERE1HRhQ29GzK2PA0b1IzCqju1C9id/hKuqdZ7Pd2mV4WtPTcCQ3nF1Xud0cZUhETUeh4VERESt1IffHkFxufLpzB7twzF1WEftAxH9CIOfZwbYBj9/j9yHiIiIiIg8I6j3SMTf8XsYrIGqfXvGMWR98Ds4SpQ747QWESFWPHP/kHqvMlzy3XGuMiSieuOwkIiIqBU6fr4Y32w/o6gbDAKPzk6GwSB0SEV0beaIBEA08cdXYYA5MsEzgYiIiIiIyGP8O/RBwj3PwxgSpdp3FGYha9FvYc85rXEy79GQVYYffHMET/6HqwyJqH44LCQiImplXC43Xl2SAimVvWljuqBTQqj2oYjqwRgYioBug5p0j4Dug2EMCPFQIiIiIiIi8iS/6PZoc+9f4BfTXrXvqixB1ofPourUAY2TeZdLqwwfv3MAgq6xyvDEBa4yJKL64bCQiIiolVm19TROZ5Uq6tHh/rhzcg8dEhHVX8jAqU18/RQPJSEiIiIiouZgColEwt3Pw9oxUbUva2zI+fyvKE/ZoHEy7yKEwPiB7fAqVxkSkQdwWEhERNSK5BVX4aPVR1V7D81IgtWifqA8kbewdugDYW7c2YXWjonw75jk4URERERERORpBmsg4uc8jaA+o9UvcLuQ/9WrKN66FFJt25xWhKsMicgTOCwkIiJqRd5ckQZ7jUtRH54Yf80nEYm8RcXB9ZAOW4NfZ45qi9gZCyAEz+MkIiIiIvIFwmhG9LSfI3T49DqvKd70KQq+/S+kW/l7bmty+SrDoX3qt8rwHFcZEtFlOCwkIiJqJXakZWPXoRxF3d9iwoO3qm/vQuRNXFXlKNr0aYNfZ+2YiIR7nofRP7gZUhERERERUXMRwoDICXcjcspPAKg/+Fd+YB1yl/4D7pqGP1TY0kSEWPH0fUOwoB6rDH/JVYZEdBkOC4mIiFqBKpsD/12Rqtq76/qeiAz11zgRUcMVb14Md3WFom4MCgfEVT/WCgMCegxF3J2/R/ydz3FQSERERETkw0IHXY/YmU9CmPxU+1Un9iL74z/AVVmqcTLvI4TAuAasMnyCqwyJCIBo7Xs660EIsW/AgAED9u3bp3cUIiJqJd76Ig1fbj6tqHdtG4oXfzEWRgO3ZiTvZs89i8x3ngTklU+9CpMf2j74bxj8rHAUZsFdUw2Dnz/MkQkwBoTolJaIiIiIiJqDLeMocj7/q+pDhABgCo9D/B3PwhzOYzYAQEqJTfsz8N8VaaiodtR5nclowJ1TemDGuK4wGrm+iDyOHzr5AP6bT0RE1MKdzCjBV1uUg0KDAB6d3Y+DQvJ6UkoUrn1HMSgEgNBh02AOi4ExIATWdj0R0KU/rO16clBIRERERNQCWdv2RMI9L8AUGqPadxbnIHPRb2HLPKFxMu90aZXha1xlSEQ/gsNCIiKiFszllnh1aQrcKhsJ3DSqM7q2DdM8E1FDVR7ZDtv5w4q6MSQKYSNu1SERERERERHpxS+qLRLm/QV+sZ1U++6qMmR//BwqT+zVOJn3Cq/nWYYneZYhUavFYSEREVEL9s22Mzh5oURRjwy1Yu7UntoHImogd40NhevfV+1FTroXBrNF40RERERERKQ3U1A4Eu7+M/w791PtS4cduUv+jrID67QN5sUatcowm6sMiVoLDguJiIhaqMLSanz47RHV3oO3JiLAWvfThETeomT7CrjKCxV1a4c+COw5XIdERERERETkDQwWf8Td9lsEJY1Xv0C6UfDNGyjatBhSqmy300r9b5Xh3IEIDviRVYYvb8Ln67nKkKg14LCQiIiohXpzZRqq7U5FfUjvOAzrG69DIqKGcRTnoHTnF8qGMCBq8nwIwfM2iYiIiIhaM2E0IfqmRxE2alad15RsXYL8r16DdCl/P26thBAYN6AtXn3yx1cZfvjtETzxf5u5ypCoheOwkIiIqAXafTgH21OzFXWrnxEPzkjkkIV8QuH69yFdDkU9ZOAU+MV00CERERERERF5GyEEIsbegajrHwSE+sfdFakbkPP53+CuqdY4nXer9yrDjFKuMiRq4TgsJCIiamFsdifeWJ6q2rtzSk/EhAdonIio4apOH0TV8d2KusE/GOFjbtchERERERERebOQAZMRO+spCJOfar/69AFkffh7OCuKNU7m3bjKkIgADguJiIhanE/XHkN+sfJpyU4JIbhldGcdEhE1jHQ5Ubj2XdVexLg7YfQP1jgRERERERH5gsDugxF/159gCAhR7dfknEbWot+hpjBT42Te79IqwyfqtcpwIz5bf4yrDIlaEA4LiYiIWpAzWaVYufmUoi4E8OisZBiN/NZP3q9077dwqPzy7hfbCcH9JuqQiIiIiIiIfIW1TTe0ufcvMIWrr5JzluYh6/3fwZZxTONk3k8IgbG1qwyH9b3WKkOJj749ylWGRC0IPzEkIiJqIdxuiVeXpsDtlore9cM7okeHCB1SETWMs6IExVs+V+1FTZkPYTBqnIiIiIiIiHyNOSIebe79CyzxXVX77uoKZH/8B1Qe26VxMt8QHmLF7+Y1bJWhk6sMiXwah4VEREQtxJqdZ3HsnPLshfBgC+65obcOiYgarnjjx5D2KkU9sM8oWNv10iERERERERH5ImNgKOLv+iMCug5U7UtnDXKXvYjSvas1TuYbGrPK8CxXGRL5LA4LiYiIWoDiMhve//qwau+B6YkI9K/7SUAib2HLOonylA2KujBbEDnhHh0SERERERGRLzP4WRE7+9cI7jdJ/QLpRuGat1C44UNIyZVxauq7yvBURil+xVWGRD6Lw0IiIqIW4O0v0lFpcyrqA3rGYFRygg6JiBpGSjcK176j2gsbOROmkEiNExERERERUUsgDEZE3fAQwsfMqfOa0h0rkf/lfyBdDg2T+Y7/rTJ8agKGJ8bXeR1XGRL5Lg4LiYiIfNz+o3nYfDBTUfczG/HwjCQIIXRIRdQwFWmbYc88rqibwmIROvRmHRIREREREVFLIYRA+OjZiL7pUUCofyRekb4ZOYtfgNtWqXE63xEebMVv7x1c/1WG67jKkMhXcFhIRETkw+wOF15fnqLam3Ndd8RFBmqciKjh3PYqFG34ULUXed19MJj8NE5EREREREQtUXDyBMTd/jsIs1W1X302DVkfPgtneZHGyXxHg1YZruYqQyJfwWEhERGRD/ts3THkFFYp6u3jgnHruK46JCJquOKtS+GqLFHU/Tv3Q0C3QdoHIiIiIiKiFiugS38k3P1nGAPDVPs1eeeQuei3qMm/oG0wH3NpleGTdw1EcEDdD3hylSGRb+CwkIiIyEedyynDio0nVXuPzkqGychv8+T9agozUbr7a2XDYETkdfdxG10iIiIiIvI4S3xnJMz7C8yRCap9V1kBsj54GtXnD2mczLcIITCmf1u8+tT4eq8yPJNVqmFCIqovfopIRETkg9xuideWpsDpkorelGEd0LtTpA6piBpGSonCte8BbqeiFzr4RvhFtdUhFRERERERtQbmsFgk3PMXWNr0UO27bZXI/uRPqDiyXeNkvqchqwwf/9cmLOYqQyKvw2EhERGRD1q/5zwOn1GeoRAWZMG9N/bWIRFRw1Wd3Ifq0wcUdWNgGMJHz9YhERERERERtSbGgGDEz30OAd2HqF/gciJv+Uso3f2VtsF8UENWGX7MVYZEXofDQiIiIh9TUm7He6vUt0KZf0ufaz7FR+QtpNOBwnXvqfYixs+FwRKgcSIiIiIiImqNDGYLYmc+gZCBU+u4QqJw3XsoXPcepPxhNZyrshS2C0dQdeoAbBeOwFXJwRfwwyrDp+4axFWGRD7EpHcAIiIiaph3V6WjotqhqPfrFo2xA7htI/mG0t2r4CzOUdQtCd0QlDRO+0BERERERNRqCYMRkVN+AlNIFIq+/0j1mtLdX8FZXoSgxHEoP7gOVSf2AZcNDyEMCOg2CCEDp8K/U1KrPn9dCIHR/dugb9dIvL4sFTvSslWvu7TKcEdaNn45pz86JYRqnJSILhFSKs86ouYlhNg3YMCAAfv27dM7ChER+ZiUE/l45g3leQlmkwGvPDEeCdFBOqQiahhnWSEuvPFzSIdN0UuY9zdY23TTIRURERERERFQnr4Z+ateVT1bvb6sHRMRO2MBjP7BHkzmm6SU2HowC68vT0V5VU2d15mMArdf1wOzJnSDycgNEVuY1js59yH8t46IiMhH1DhceG1pimrvtkndOSgkn1H0/Ueqg8KgpAkcFBIRERERka6C+45B/JynIfz8G30P29k0ZH3wDFzV5R5M5psurTKs71mGC/7NswyJ9MBhIRERkY9YuuEEsgoqFfU20UGYOb6rDomIGs524Sgq0jcr6sISgIjxc3VIREREREREdCX/TklIuOd5GIMiGn0PR0EGcpcvBHf2u6i+ZxmezizFr17ehE/X8ixDIi1xWEhEROQDMvLKseS7E6q9R2cnw2wyapyIqOGk24WCNW+r9sJHz4YpKEzbQERERERERHWwxHZEm3l/gSkkutH3sJ1NQ/XZVA+m8m2XVhm+9tQEjEiqe5Whyy3xyZqjWPAvrjIk0gqHhURERF5OSonXlqaqPlE3cXA7JHaJ0iEVUcOVH/wONblnFHVzZBuEDrpeh0RERERERER1M4VGwxzdrkn3KNu3xkNpWo6wYAt+c089VhlmcZUhkVY4LCQiIvJy3++7gLRTBYp6cIAf7rupjw6JiBrOVV2Boo2fqPYiJ98PYTRrnIiIiIiIiOjaXJWlqD59sEn3qDq2G86yQs8EakG4ypDIu5j0DkBERER1K6uswTtfHlLt3X9zH4QGWTRORNQ4xZs/g7u6XFEP6D4YAZ37aR+IiIiIiIjoRziKsgDZ1BVtEudfeRDm8DiYo9rCL6odzNHt4BfVFubINjCYW/fv9WHBFvz23iHYcjATbyxPRVlljep1l1YZ3j6pO2ZP6g6TkeugiDyJw0IiIiIvtuirQ6o/KPftEomJg5u2FQqRVmryzqFs32plw2hC5KR5muchIiIiIiKqD3eNzTM3khKOomw4irJRdXzPZQ0BU3gs/KLawS+6be0wsT3MUa1viDi6XxskdonC68tTsD01W/Ual1vik7XHsDM9B7+8oz86JYRqnJKo5eKwkIiIyEulnyrAut3nFXWTUeCRmckQQuiQiqhhpJQoWPuu6tO4YUNvgTk8TodUREREREREP87gZ23md5BwFufAWZyDqhNXDRHDYi6uPoxud3GYGHVxmNj8mfTTmFWGsyZ2h9nEVYZETcVhIRERkRdyON14bVmKam/mhG5oFxuscSKixqk8uhO2c+mKujE4AmEjZ+iQiIiIiIiIqH7MEQmAMHhgK9KGknCW5MJZkguc3HdFxxQaA7/odrWrENvCHN0eflFtYPDz1zhj87m0yvCN5anYlpqles2lVYY70rPxyzkD0LkNVxkSNQWHhURERF5o+cYTuJBboajHRwXitonddUhE1HBuhx1F6xep9iIn3tOifpklIiIiIqKWxxgYioBug1B1fLfeUf7HWZoHZ2meyhAx+n9nIv4wTGwHg8U3f+8KC7bgN/cOxtaUTLy+rO5VhmeyyvD4v7jKkKipOCwkIiLyMlkFFfh83XHV3iMzk+BnNmqciKhxSnd8AWdZgaJubdcLgb1H6ZCIiIiIiIioYUIGTm3SsDB87B0QRhNqCjLgyL+AmoIMSIeHzkK8jLM0H87SfFSfOnBF3RgSdeWZiNHt4RfZBgZroMczNIdRyW3QtzNXGRI1Nw4LiYiIvIiUEq8vS0WNU7nFybgBbdGve4wOqYgazlGah5IdK5QNYUDk5Pk8c5OIiIiIiHyCf6ckWDsmwnY2rcGvtXZMRNjImVf8/iOlG66yQtTUDg5r8i/AUVA7RKyp9mR0AICrrADVZQWoPn3VEDE4snaA2O6yYWI7GL1wiNjQVYa3TeqO2VxlSNQgQkqpd4ZWRwixb8CAAQP27dv34xcTEVGrsml/Bl78WPn9IdDfjNd/PQHhwS33IHNqWXKXvYjKozsU9eABkxF9/YM6JCIiIiIiImocV3U5sj54Bo6CjHq/xhzVFgn3PA+jf3C9rpdSwlV+aYh4AY78DNRcGiLaqxobvcGMQRFXnInoF90e5qi2MPoHaZbhWkor7Hh9eSq2paivMrykU0IIVxl6Dz4t7AM4LNQBh4VERKSmoqoGD/9jA0rK7YreY7OTMWVYR+1DETVC9dk0ZH/8B0XdYA1Cu4f/A2NAiPahiIiIiIiImsBVXY7c5QvrtcLQ2jERsTMW1HtQeC0Xh4hFFweItSsRLw4TL8Ct5RAxMKx2iHjZmYjR7Tzy99gYP7bKEACMBsFVht6Bw0IfwGGhDjgsJCIiNa8uTcHqHWcV9V4dI/C3R0fBYODPVuT9pNuFjLcXwJF/QdGLnPIThA66XodURERERERETSelRPXZVJTtXY2qE3sBedkRIsKAgO6DETJwCvw7JjX70QtSSrgqiv83OLx8S1O3rbJZ3/tyxsCw/w0O/aLawhx9cVtTLR4S5SpDn8EPtHwAh4U64LCQiIiudvRsEZ78zxZF3WgQ+Pfj49AhniuxyDeU7vkGhWvfUdT9YtqjzfwXIQxGHVIRERERERF5lquqDI7CLLhrqmHw84c5MsErdlGRUsJVWaIYINYUXIC7ukKzHIaAkNoB4qXViG0vDhEDPT+w25qSiTeWp6K04tqrDGdP7I7bJnGVoQ44LPQBJr0DEBERtXZOlxuvLDmo2rt1XFcOCslnuCpLUbx5sWovcvJ8DgqJiIiIiKjFMAaEeMVw8GpCCJiCwmEKCod/p6T/1S8OEUsvDg7za7c0rf3f7upyj+dwV5XBdu4QbOcOXVE3BIRcPAsx6oetTM21Q8TGrsYcldwGiV2i8MbyVGytY5Whyy2xeN0x7DqUzVWGRCq4slAHXFlIRESXW7bhBBZ9fVhRj40IwCtPjofVj8/2kG/I/+YNlB9Yp6gH9hqB2BkLdEhEREREREREP8ZVWVo7OMz43ypER0EGXJWlmmUw+AddtgqxdkvTqHYwBoU1aIi4LSULry9P4SpD78KVhT6Anz4SERHpKLeoCp+sPabae2hGEgeF5DPs2adRfmC9oi5MfoiceI8OiYiIiIiIiKg+jIGh8A8MhX+HvlfUXVVlV56JWJABR/4FuCpLPJ7BXV0B24UjsF04ckXdYA1SPxMxKFx1iDgyOQF9u0TWa5XhzvRs/HJOf3RpG+bxvx8iX8OVhTrgykIiIgIubgHyp3d2Ye+RXEVvVHICfn3PYB1SETWclBJZHzwNe4Zy8B0+Zg7CR8/WIRURERERERE1B1dV+f9WH/5wJmIGXBXFmmUwWAMvDhFrVyJe+t/G4Ij/DRH1WGXoqiyFoygL7hobDH5WmCMSmuWcRh/DlYU+gMsViIiIdLI9NVt1UBhgNeGB6Yk6JCJqnIpDW1QHhabQGIQOu0WHRERERERERNRcjAHB8G/fG/7te19Rd1WXw1GQiZr88xdXIdYOE10VRR7P4LZVwp5xTPG7qLAE/O9MxD7RbfHybXH4dFc51h0qh9rMyhOrDKWUqD6TirJ936LqxD5Aui8LZEBAt0EIGTgV/p2SGn0uI1Fz48pCHXBlIRERVVY78Mg/vkNRmV3Re2hGEm4c2UmHVEQN57ZX48IbP1N9gjR25lMI7DlUh1RERERERETkLVy2yourD/MzalckXvzfrvJCzTK4TVZk1gQj0xGCHFdY7Vcoit2BuDRENBoEZk3shtsn9aj3KkNXVTlyVyyE7Wzaj15r7ZiI2BkLYPQPbsrfii/ihNQHcGUhERGRDj769ojqoLB7+zBMHd5R+0BEjVSyfZnqoNC/UxICegzRIRERERERERF5E6M1EMa2PWFt2/OKuttWiZrCiysRL65CvDhMdJUVeDyDwWlDO4MN7Sz5V9Rt0oRcV+j/hodpGy/gSNpx3DdnNLq2i7jmPV1V5cj68Bk4CjLqlcF2Ng1ZHzyDhHueb40DQ/JyHBYSERFp7Pj5Yny9/YyibjAIPDqrH4wGPnBFvsFRlIWSXauUDWFA5HX3c3sVIiIiIiIiqpPBGghrm+6wtul+Rd1tr7piG9NL5yM6S/PruFPjWYUTHUyF6GC6bJVjDWB//xOkBsYipnNXWKPbwRzdDn5RbWEKi4EQBkgpkbtiYb0HhZc4CjKQu3wh4u98jr8zk1fhsJCIiEhDLpcbry5Jgdou4LeM7ozObVr9odfkQwrXLQJcTkU9ZPAN8Itup30gIqIfUWYrR1Z5LmxOO6wmCxKCYxFi5VPdRERERN7EYAmoY4hYjZrCTDiuOhPRWZrn8QwW4YSlKhNV6ZmouqwuTH4wR7WFwRpUr61H1djOpqH6bCoCOiV7JiyRB3BYSEREpKFVW8/gdFapoh4V5o87p/RUeQWRd6o6uQ9VJ5XnLxsCQhA++jYdEhERqZNSIi33KFaf3IR9WamQlz2xI4TAoIQkTOk6FomxPfl0NxEREZEXM1j8YU3oCmtC1yvq7hrbxcFhQe2ZiPkXUFOQAWdJHgCVp7WbQDprUJNzusn3Kdu3hsNC8iocFhIREWkkv7gaH68+otp7eEYS/C38tky+QbocF1cVqogYNxdGa6C2gYiI6lBur8DL299Get4x1b6UEnsyU7AnMwV9Y3rg8REPIMjC/4YRERER+RKDnxWWhK6wqA0RC7NQU3D+si1NM+AszoWnh4gNVXV8D1xVZTAGhOiag+gSfipJRESkkf+uSIWtxqWoD0+Mx5A+cTokImqc0j3fwFGUpaj7xXVBcPJ4HRIRESmV2yvw3IaXkFGWXa/r0/OO4fcbFuJPExZwYEhERETUAhj8rLDEd4YlvvMVdbfDDkdh5sWtTC87E7GmKAdCqyGidMNRmMVhIXkNDguJiIg0sDM9G7sO5Sjq/hYjfjo9UYdERI3jLC9G8ZbPVXtRU+6HMBg1TkREpCSlxMvb3673oPCSjLJsvLT9LTw77hfckpSIiIiohTKYLbDEdYYlTjlELM44h3VrdqA44wzijSWINZYi2lAOg/D8ENFdU+3xexI1FoeFREREzazK5sB/l6eq9u6a2gtRYf4aJyJqvKKNH0HW2BT1oMSxsLbluZtE5B3Sco/WufXoj0nPO4a03KNIiuvl4VRERERE5M0MZgsiO3XHnIe6Y3tqFl5floqSUjtMcCHGWIZYYwnijSXoYspFV3Ne09/Pj58HkffgsJCIiKiZfbLmGApKlcOVLm1DceOoziqvIPJOtszjqEjdqKgLPysixt+lfSAiojqsObmpSa9feWQNYoOiYDH6wWKywGL0g8Fg8FA68jZltnJklefC5rTDarIgITgWIdZgvWMRERGRjkYkJaBP50i8uSINmw9mIssVjixXOA4ACBQ2PB+2pGmrDYUB5sgEj+UlaioOC4mIiJrRqYwSrNpySlE3CODRWckwGrjFGfkGKd0oXPO2ai981GyYgiM0TkREpK7MVo69Weor+usrPe8Yfvb176+omY1mWC8ND01+sBot8DP5wWryg8V4sWYx+cFaO1y0XFa31r7GYrRcvP7ya0wWmA0mbnuqMSkl0nKPYvXJTdiXlQopf/iwTwiBQQlJmNJ1LBJje/L/N0RERK1UaJAFT949CCOTEy6uMqywAwAqpRXpjrZI8rvQ6HsHdBvE8wrJq3BYSERE1ExcbolXlqbArfKg2Y2jOqNbu3DtQxE1UnnK97BnKwff5oh4hA6+UYdERETqsspzrxj8eIrD5YDD5UB5TaXH7y2EgPV/A0cLrEY/lUGk5Yph5aVVj5cPH61X9S4NNbkq8krl9gq8vP3tOreqlVJiT2YK9mSmoG9MDzw+4gEEWQI1TklERETe4upVhgCw1dajScPC/LhhiPNUQCIP4LCQiIiomXy7/QxOXihR1CNCrLhrKs92I9/hslWi6PuPVHuR190HYTJrnIiIqG42p13vCA0mpUS104Zqp3Lbck8wG0xXrYg0X7YC8of6pdWR9V0RaTX6wWw0+9TKu3J7BZ7b8BIyyrLrdX163jH8fsNC/GnCAg4MiYiIWrGrVxkeq4jHcUccuptzGnyv44447D9pReLoZghK1EgcFhIRETWDwtJqfPDNEdXeg7cmIsDK4Qr5jpItn8NdVaaoB3QdiICuA3VIRERUN6vJoncEr+NwO+GocaKimVZF/m+V46UVkZevgLzWikjFUFI5vDQajB7LKqXEy9vfrveg8JKMsmy8tP0tPDvuFz41GCUiIiLPG5GUgPaxwXj4HxvwXsVY/Dx4NeJNpfV+fbYzFO9VjIXtUA5KK+wIDeLPruQdOCwkIiJqBm+tTEe13amoD+4di+GJ8TokImqcmvwLKN37rbJhMCHyunma5yEi+jFFVSV6R2hVpJSwOe2wOe2o/8dk9WcymK5cEXnZtqxXrIi8fNB42arJy1dEnivJqHPr0R+TnncMablHkRTXy8N/h0RERORrSitrAABV0oL/K5+K+4I21WuF4XFHHN6rGIsqeXFAmJlfwWEheQ0OC4mIiDxs75FcbEvNUtQtfkY8dGsSn0gnnyGlROG6dwG3S9ELHXoTzBEJOqQiIlJnc9rx4cFlWHdqS5Pv1SuqK2b0uR52Zw1sTjvszhrYXZf+vKzmtMPmuvhnjbPmf//bXvu/a5w1kPD8+YmtidPthLPGiUpU6R0Fa09u5rCQiIiIYKv54eHwKmnBq+XXobspG6Otx9DXnAGD+OHnP7cUSHO0w1Zbdxx3xgP44TMhtYfMifTCYSEREZEH2exOvL4sRbV35+SeiIkI0DgRUeNVHd+N6jOpiroxKBzhI2fpkIiISN3xgtN4Zdci5FTke+R+M/vc4JGhkJQSNS7HxQGiq+aH4WPtUNFWO3C81LO7Lqs5a2CrHVDWXDGg/KHudPMDJi3tyUpBmb0CIZYgvaMQERGRjqx+V49VBI47E3C8IgGBwoYYYxkswgG7NCPPFYJKaVW9j7+F4xnyHvynkYiIyIMWrzuGvOJqRb1jfAhuGdNZh0REjeN22FG4bpFqL2LC3TBY/LUNRESkwulyYunhr7HiyBpI6ZkVfH1jeiAxtqdH7iWEqN0y088j97uay+36YdB4afhYO0j8YUXkDwPJq1dE1lwxoLxypaSdqyIVpJTIKstFSDSHhURERK1Z25ggGATgVvlRqVJaccapPhy8nEEAbfgzBXkRDguJiIg85Gx2GVZuOqWoCwE8OjsZJqNBh1REjVO6axWcpXmKuqVNDwT1HaNDIiKiK2WUZuM/O9/DmZILHrtn25B4PD7iAZ/ZMtxoMCLA4I8As+cf4JBSwuF2KlY5Xj2UrGtFZI3TUedKSbvTDoeProq0OW16RyAiIiKdhQZZMKRPHHam//g5hXUZ2jee5xWSV+GwkIiIyAPcbolXlxyES+WxsqnDO6JnhwgdUhE1jrOsACXblql0BKKmzPeZD9GJqGVySze+Of49Pk1dec2BU2xgFO4fcDtWHVuP9LxjP3rfvjE98PiIBxBkCfRkXJ8lhICf0Qw/oxnBzfA5ltvt/mE71svPenTaa7ddvfaKyMtfc8U9aldauqXb86EBWE0/vlKAiIiIWr4bRnRq0rDwhhEdPReGyAM4LCQiIvKANbvO4ei5YkU9PNiCe27orUMiosYr/O4DSGeNoh7cbyIs8V10SEREdFF+ZSFe2/0BDuUdv+Z1kzqPwj39ZsJqtqJffB+k5R7FmpObsDcr9YrtSoUQGJyQjMldxyAxticfhtCQwWCAv8EKf7Pnh29SSjjdzitWMxZWFeP5Tf/XpPsKIZAQEuuhlEREROTL+nWPRlLXKKSeLGjwa5O6RiG5W3QzpCJqPA4LiYiImqi4zIb3vz6s2ntgWiKC/M0aJyJqvOpzh1B5eJuibrAEIGLcnTokIiK6OPzZdHYn3jvwOaoddW8DGWoNwcOD78KAhMT/1YQQSIrrhaS4XiizVyCrLBc2pw1WkxUJIbEIsfCsmJZGCAGz0Qyz0YwgXFwp2iYkDoPbJGNPZkqj7zs4IZn/vBARERGAiz9v/Obewfj1K1txIbe83q9rFxuM39w7mA+pkdfhsJCIiKiJ3v4yHZXVDkV9QI8YjOqXoEMiosaRbhcK176j2gsfOwfGwFCNExERAWW2cry59xPszjx4zeuGtR2Anwy645rDnBBLEEKiOexpraZ0HdukYeHkrjyzl4iIiH4QHOCHvz82Cn97f0+9VhgmdY3Cb+4djOAAPw3SETUMh4VERERNsP9YHjYfyFTU/UwGPDwziU+KkU8p278ONXnnFHVzVFuEDJiiQyIiau32Zqbiv3s+Qqm97qe1A8z+uH/A7RjdYQi/79I1Jcb2RN+YHvU6w/JqfWN6IDG2ZzOkIiIiIl8WHOCH5x8agZQT+fh62xnsPpQD9w+73sMggKF943HDiI5I7hbNn1fJa3FYSERE1Eh2hwtvLEtV7c2Z3ANxkYEaJyJqPFdVOYo3farai5x8P4SRPzYSkXaqHTa8f2AJNpzZfs3r+sb0wCND70FUQIRGyciXCSHw+IgH8PsNC5FRll3v1/mbrHh8xAP8cI+IiIhUCSHQr3sM+nWPQWmFHZn5Fai2O+FvMaFNdBBCgyx6RyT6UfzUh4iIqJE+X38c2YWVinq72GBMH9tVh0REjVe8eTHctgpFPaDHUAR0StYhERG1VkfyT+DVXe8jr7KwzmvMRjPmJk3H1G7jYBAGDdORrwuyBOJPExbgpe1v1XuFYbXThrMlGegb26OZ0xEREZGvCw2ycDhIPonDQiIioka4kFuO5d+fUO09OisZZhM/uCTfYc89i7L9axV1YfJD5KR52gciolbJ4XLgs/SvsOroOkjIOq/rHN4ejw2bh7Yh8Rqmo5YkyBKIZ8f9Amm5R7Hm5CbszUqFlHX/MwcA7+7/DP+Y8jRMBqNGKYmIiIiItMNhIRERUQO53RKvLk2B06X8UGny0A7o0zlSh1REjSOlROHadwDpVvRCh02DOSxGh1RE1NqcK8nAf3YuwvlS5TnAlxiEATN6T8WM3jdwYENNJoRAUlwvJMX1Qpm9AlllubA5bTAbzHhr3yfIKs+94vqMsmysPrERN/WYqFNiIiIiIqLmw2EhERFRA3235zwOnVZujRYa5Id5N/XWIRFR41Ue2Q7b+cOKujEkCmEjbtUhERG1Jm63G18eW4fP0lfB5XbVeV18cAx+NvQ+dI3sqF04ajVCLEEIiQ76318/MOhO/PH7lxXXLUn/CiPbD0K4f6iW8YiIiIiImh33SCMiImqA0go73vvqkGpv/i19ERzgp3EiosZz19hQuP591V7kpHthMPOcBSJqPrkV+fjD9y/hk9SV1xwUTu06Dv+Y/DQHhaSZPjHdMaL9IEW92mnDRynLdUhERERERNS8uLKQiIioAd5ddQjlVQ5FPblbFMYNaKtDIqLGK9m+Aq5y5SpZa4c+COw5XIdERNQaSCmx4fQ2vH9wKWxOe53XRfiH4eEhdyM5jqv2SXv3JM/Evqw02K/6Z3TLud2Y1GUUekV30ykZEREREZHncWUhERFRPaWezMeGvRcUdZPRgIdnJkMIoUMqosZxFOegdOcXyoYwIGryfP7zTETNoqS6FH/f+jr+u/fjaw4KR7YfhBenPsNBIekmIiAMs3rfoNp7d99n11wNS0RERETka7iykIiIqB4cThdeW5qi2rttUne0ueycGyJfULj+fUiXcpVsyMAp8IvpoEMiImrpdmUcwJt7PkZ5TWWd1wT6BeCBgXeobgFJpLUbu0/A92e2I6s894r6udJMrDu1BVO7jdMnGBERERGRh3FlIRERUT0s/e4EMvOVH262iQ7CrAlddUhE1HhVpw+i6vhuRd3gH4zwMbfrkIiIWrKqmmq8smsRFm5785qDwuS43lg45VkOCslrmIwm3D9A/fvi4rQvUWor0zgREREREVHz4LCQiIjoR2TmV+Dz706o9h6ZlQSzyahxIqLGky4nCte+q9qLGHcnjP7BGiciopYsPfcoFqz5Mzaf3VXnNRajH34ycA5+N+YxRASEaReOqB6S4nphaNv+inqVoxofp67UPhARERERUTPgNqRERETXIKXEa0tT4HS5Fb0Jg9ohqWu0DqmIGq9077dwFGYq6n6xnRDcb6IOiYioJapx1uCTtC/wzfEN17yuW0RHPDbsPsQHx2iUjKjh7u03Cwey01Fz1fbdG8/swKTOo9A9qrNOyYiIiIiIPIMrC4mIiK7h+30ZSD1ZoKgHB5hx/819dEhE1HjOihIUb/lctRc1ZT6EgatkiajpThedx2/W/e2ag0KjMOD2vjfjTxOf4KCQvF5UYARm9L5etffO/sVwu5UPlRERERER+RKuLCQiIqpDWWUN3vkyXbV33019EBpk0TgRUdMUb/wY0l6lqAf1GQ1ru146JCKilsTldmHlkTVYeuhruGTdw5M2IXH42dB56BzRQcN0RE1zc49J2HhmB3Iq8q+onym+gPWnt2Jy1zE6JSMiIiIiajquLCQiIqrDoq8OoayyRlHv0zkSk4a01yERUePZMk+gPEW5ykeYrYiYcLcOiYioJckuz8PvNyzEZ+mrrjkovLH7RPz9ut9yUEg+x2w0474Bt6n2Fqd9iXJ7hcaJiIiIiIg8h8NCIiIiFYdOF2Ld7vOKusko8OisZAghdEhF1DhSulG49h3VXtjImTCFRGqciIhaCikl1pzYhKfWvIAThWfqvC4yIBy/H/dL3Nt/FvxMfhomJPKc/vF9MSghSVGvqKnEp6lf6JCIiIiIiMgzuA0pERHRVRxON15dmqLamzm+G9rFBmuciKhpKtI2wZ51QlE3hcchdOhNOiQiopagqLoEr+/+ECk5h6953ZiOQ3F//9sR4OevUTKi5jOv/2yk5ByGw+28ov7d6W2Y2GUUunDVLBERERH5IK4sJCIiusqKjSdxIbdcUY+PDMTsSd11SETUeG57FYo2fKTai5w0Dwau8CGiRth+fi8WrP7zNQeFwX6BWDDyp3hs6DwOCqnFiAmKwrReUxR1CYl39y2G+xrb8BIREREReSuuLCQiIrpMdkElPlt3TLX38MwkWMxGjRMRNU3x1iVwVZYo6v6d+yGg2yDtAxGRT6uwV+Kd/Yux7fzea143ICERDw2aizD/UI2SEWlnes/J2Hx2J/IqC6+onyg6i41ndmBC55E6JSMiIiIiahyuLCQiIqolpcQby1NR41Q+ET62f1v07xGjQyqixqspzETp7m+UDYMRkdfdx7M3iahBUnIOY8GaP19zUGg1WfDgoLn49aiHOSikFsvP5Id5/Wer9j5OXYmKmkqNExERERERNQ2HhURERLW2HMzE/mN5inqgvxnzp/XRIRFR40kpUbj2PeCqM5UAIHTwjfCLaqtDKiLyRXZnDd7ZtxgvbPoPiqtL67yuR1QX/HPK05jYZRQfRqAWb2BCEvrHK38+LLdX4LO0VTokIiIiIiJqPA4LiYiIAFRUO/DWF+mqvXtv7I3wYKvGiYiapurkPlSfPqCoGwPDED5afTUEEdHVThSewVNrX8Cak5vqvMZoMOLOpOn44/jHERsUrWE6Iv0IIXBf/9tgMihPd1l7ajPOFl/QIRURERERUeNwWEhERATgg28Oo6Tcrqj37BCOKUM76JCIqPGk04HCde+p9iLGz4XBEqBxIiLyNU63C5+lrcKz372I7HLlqvtL2oe2wd+u+w2m95oCg4G/XlLrEhccg1t6TlLUpZR4Z99iSCl1SEVERERE1HDKR+CIiIhamaPnirB6x1lF3WgQeHR2PxgM3EqNfEvp7lVwFuco6paEbghKGqd9ICLyKRll2Xhl5yKcLj5f5zUCAjf3vA63970JZqNZw3RE3mV6r6nYdHYXCquKr6gfKzyNzWd3YWynYTolIyIiIiKqPz76SURErZrT5carS1Kg9uD39LFd0DE+RPtQRE3gLCtE8dZlqr3IyfMhBH/8IyJ1bunGN8c34Ndr/3rNQWFMYCT+MOFXuCv5Vg4KqdWzmiy4t98s1d5HqStQVVOtcSIiIiIioobjykIiImrVvtx8CmezyxT1mIgAzJncQ4dERE1T9P1HkA6boh6UNAHWNt10SEREvqCgqgiv7/4AabnHrnndhE4jcG//2fA38yxfokuGtu2PxNieSMs9ekW91FaGzw99hXn9eVYwEREREXk3PlpOREStVl5RFT5Zq/6h6MMzkmD14zM15FtsF46iIn2zoi4sAYgYP1eHRETk7aSU2Hx2F55Y/fw1B4WhlmA8NephPDTkbg4Kia4ihMD9A26H0WBU9Faf2IjzJZk6pCIiIiIiqj8OC4mIqFWSUuL15amw17gUvZHJCRjUK1aHVESNJ90uFKx5W7UXPno2TEFh2gYiIq9XZq/AS9vfwiu7FqHKUfdWiUPa9MPCqc9iUJskDdMR+ZY2IXG4sftERd0t3Xh3/2eQanveExERERF5CS6ZICKiVml7Wjb2HslV1AOsJjwwra8OiYiapvzgd6jJPaOomyPbIHTQ9TokIiJvtj8rDW/s+QglNuVW3Jf4m6y4b8BtGNtxGIQQGqYj8k0ze1+PLed2obi69Ir64fwT2HZ+L0Z1GKxTMiIiIiKia+PKQiIianWqbA68uSJNtXf39b0QGeqvcSKipnFVV6Bo4yeqvcjJ90MYzRonIiJvZXPY8Oaej/G3La9dc1DYJ6Y7Xpz6DMZ1Gs5BIVE9+ZutuKffTNXehynLUK1ypjARERERkTfgsJCIiFqdj1YfRVGZ8sOabu3CcP2ITjokImqa4s2fwV1drqgHdB+MgM79tA9ERF7paP4pPLnmBaw/vbXOa8wGE+7pNwvPjvsFogMjNUxH1DKMaDcIfWK6K+rF1aVYdvgbHRIREREREf04DguJiKhVOXGhGF9tPa2oGwTw6KxkGA1cPUG+pSbvHMr2rVbUhdGMyEnztA9ERF7H6XLik9SVeO77hcitLKjzuk5h7fC3yb/FTT0mwiD4qyJRYwghcF//21T/Hfr62HfIKMvWIRURERER0bXxN0AiImo1XC43Xl2aAimVvZtHd0GXtmGaZyJqCiklCta+C0i3ohc67BaYw+N0SEVE3uR8SSZ+u/7vWHlkDaTaN0BcHG7M6D0VL0x6Cu1CEzROSNTytA9rg+u7jVfUXdKN9/Z/Vue/i0REREREejHpHYCIiEgrX207g1MZpYp6VJg/5k7tqUMioqapPLoTtnPpiroxOAJhI2bokIiIvIXb7cZXx7/D4rQv4XQ767wuLigajw2dh+5RnTVMR9Tyze5zI7ae34PSq84GTcs9hl0ZBzCs3QCdkhERERERKXFlIRERtQoFJdX4ePUR1d6DtybC38LnZ8i3uB12FK1fpNqLnHgvDH5WbQMRkdfIqyjAHzf+Cx+lLL/moHBylzH4x5SnOSgkagYBfv64O1n9wZ33Dy6FzWnXOBERERERUd04LCQiolbhzZVpqLa7FPVhfeMwrG+8DomImqZkx0o4y5Rnj1nb9UJg75E6JCIivUkpseH0djyx5nkcyT9R53Xh1lD8bsxj+MmgO2A1WTRMSNS6jO4wBD2juijqhVXFWHFYed4wEREREZFeOCwkIqIWb1d6NnakZSvq/hYjfjo9SYdERE3jKM1D6Y6VyoYwIHLyfAghNM9ERPoqtZXhn9v+izf2fHjNFUvD2w3Ei1OfQb/4PhqmI2qdhBC4f8Ac1e/Lq46tR3Z5ng6piIiIiIiUOCwkIqIWrdruxBsr0lR7d07phehwf40TETVd0foPIJ01inpw/0mwxHXSIRER6WlPZgoWrP4z9mam1HlNoNkfPx92H345fD6CLUEapiNq3TqGt8WULmMVdafbiff2fwYppQ6piIiIiIiuxAOaiIioRftkzVEUlFQr6p3bhOLmURyqkO+pPpuGyqM7FHWDNQgRY+/QIRER6aXKUY1F+5dg41nlfxMulxTbCw8PuRuRAeEaJSOiy92eeDO2X9iLMnvFFfWDOYexNysVg9sk65SMiIiIiOgiriwkIqIW63RmKb7cclpRFwJ4dFYyjEZ+GyTfIt0uFKx9R7UXPnYOjAEhGiciIr0czjuOJ1c/f81BoZ/RjPsH3I7fjX2Mg0IiHQX6BeDOpFtVe4sOLEGNym4BRERERERa4spCIiJqkVxuiVeXHoTbrdza6cYRndC9PT80Jd9Ttm8NHPkXFHW/mPYIGTBZh0REpLUalwOL077E18e+g0Td2xd2ieiAnw2dh4SQOA3TEVFdxnUahu9ObcGJorNX1PMrC7Hy6Brc1vdmfYIRUb2V2cqRVZ4Lm9MOq8mChOBYhFiD9Y5FRETkERwWEhFRi7R6+xkcP1+iqEeEWHHX9b20D0TURK7KUhRvXqzai5w8H8Jg1DgREWntTPEFvLLzPVwoy67zGoMwYGbv63Fr7+th4n8XiLyGQRhw/8A5+N26vysG/V8cWYuxHYchNihap3REVBcpJdJyj2L1yU3Yl5V6xTmjQggMSkjClK5jkRjbE0IIHZMSERE1DYeFRETU4hSWVuODb4+o9n46PRGB/maNExE1XdGmT+G2VSrqgb1GwL9DXx0SEZFWXG4Xvji6FksOfQ2X21XndW2C4/DYsHnoEtFBw3REVF9dIjpgYpdRWH9qyxV1h9uJRQeW4NejH9EpGRGpKbdX4OXtbyM975hqX0qJPZkp2JOZgr4xPfD4iAcQZAnUOCUREZFn8LAmIiJqcd7+Ih1VNqeiPqhXLEYkxeuQiKhp7NmnUX5gvaIuTH6InHiPDomISCs55Xl4bsNLWJz25TUHhdd3G4+/T/4tB4VEXu6OxFsQ5KccJuzLSsP+rDQdEhGRmnJ7BZ7b8FKdg8Krpecdw+83LESFXflwHxERkS/gsJCIiFqUvUdysTUlS1H3Mxvx0Iwkbg1DPkdKiYK1bwMqZ5OFjZgBUyi3LCNqiaSUWHdyC55c+xccLzxd53WR/uF4ZuzPcd+A2+Bn8tMwIRE1RrAlCHckTlPtvXdgCWpcDo0TEdHVpJR4efvbyLjGtt9qMsqy8dL2t67YqpSIiMhXcFhIREQthq3GideXp6r27pzcA7ERARonImq6ikNbYM9QPtFsCo1B6LBbdEhERM2tuLoUf9vyKt7a9wnsTnud143uMAQvTn0GSXE8i5fIl0zsPBKdw9sr6rkV+Vh1dJ0OiYjocmm5R+u9ovBq6XnHkJZ71MOJiIiImh+HhURE1GJ8tu448oqqFPWO8SGYNraLDomImsZtr0bRdx+o9iInzYPBbNE4ERE1tx0X9mHB6j/jQPahOq8J8gvE4yMewM+G3YdAPz4IQ+RrDAYD5g+co9pbcWQ18isLNU5ERJdbc3JTk16/9uRmDyUhIiLSDoeFRETUIpzLLsOKjScVdSGAR2clw2TktzzyPSXbl8FVUayo+3dKQkCPITokIqLmUllThf/b+R5e3v42KmrqPu+of3wfLJz6LIa1G6BhOiLytG6RnTC+0whFvcblwPsHl+qQiIgAoMxWjr1Z6rvV1NeerBSU2Ss8lIiIiEgbJr0DEBERNZXbLfHq0hS43MqzIaYM64ieHSN0SEXUNI6iLJTsWqVsCAMir7uf528StSCpOUfw+u4PUVitfDjgEovRD/f0m4VJXUbx33+iFmJu0nTszjiASkf1FfXdGQeRknMYyXG9dUpG1Hpllec2+cxBKSWyynIREh3koVRERETNj8ssiIjI563bfQ5HzhYp6mHBFtx7A89xIt9UuG4R4HIq6iGDb4BfdDvtAxGRx9mdNXh3/2d4ftP/XXNQ2D2yM/455Wlc13U0B4VELUiINRi3J6qfP/zu/s/gVPk5gIial+0aZwU37D42j9yHiIhIKxwWEhGRTysut+G9rw6r9n5yS18EBfhpnIio6apO7kPVyX2KuiEgBOGjb9MhERF52snCs/jN2r9i9YmNdV5jNBhxR+I0/HHC44gLjtEuHBFp5rouo9EhrK2inl2eh6+Of6dDIqLWzWryzJngVpPVI/chIiLSCoeFRETk09798hAqqx2Kev/u0RjTv40OiYiaRrocKFz3nmovYvxcGK2BGiciIk9yul1Ykv4Vnvnun8gsz6nzunYh8fjrpF/j1t5TYTQYNUxIRFoyGoyYP2COam/Z4W9RWFX3qmMi8ryE4Ngmr+IXQiAhJNZDiYiIiLTBYSEREfmsA8fysHF/hqLuZzLg4ZnJ3KqNfFLp7q/hKMpW1C3xXRCcPEGHRETkKVllOXj2u39iyaGv4ZZu1WsEBG7qMQl/nfxbdAznlsNErUHP6C4Y02Goom532vHhwWU6JCJqvUKswRiUkNSkewxOSEaIhecVEhGRb+GwkIiIfFKNw4XXl6eq9m67rjvio7j6inyPs7wYxVuXqPYiJ8+HEPzRjcgXuaUbq09sxFNr/4JTRefqvC46IALPjf8l7uk3E35Gs4YJiUhvdyXfCn+zctvC7Rf2IT33mA6JiFqv7pGdm/T6yV3HeCgJERGRdviJExER+aTPvzuO7IJKRb1dbBBmjOumQyKipiv6/iPIGpuiHpQ4Fta2PXRIRERNVVhVjBc2/Qfv7v8MNS7lttmXjOs0HP+c+gx6x3TXMB0ReYsw/1Dc1ucm1d67+z+D0+3SOBFR65RfWYgvj65t9Ov7xvRAYmxPDyYiIiLSBoeFRETkcy7klmPZhhOqvUdn9YPZxG9v5HtsmcdRkbZRURd+VkSMv0vzPETUNFJKbD23G0+s/jPSco/WeV2IJQhPjHwQjwy5BwFmfw0TEpG3mdJtHNqFxCvqGWXZWH3iex0SEbUuNc4aLNz2JsprlA+l1kdUQAQeH/EAj8MgIiKfxE9TiYjIp0gp8dqyFDhdUtG7bkh79OkcqUMqoqaR0o3CNW+r9sJHzYYpOELjRETUFOX2Cvxrxzv4v53vodJRXed1gxKSsHDqsxjStp924YjIa5kMRtw/cI5qb0n61yiuLtU4EVHrIaXE2/sW43Tx+UbfI8DsjwA/PvhDRES+icNCIiLyKd/tuYD0U4WKekigH+bd1EeHRERNV57yPezZpxR1c0Q8QgffqEMiImqsg9mH8MTq57Hjwr46r7GaLHh48N14ctRDCLWGaJiOiLxdn5juGNF+kKJe7bTho5TlOiQiah3WndqMjWd3qPbGdRyOwW2Sf3TF4PnSTGw/v7c54hERETU7k94BiIiIrqW0wo6MvArYapxwuSTeWZWuet38W/ogJNBP43RETeeyVaLo+49Ue5HX3QdhMmuciIgaw+a048ODy7Du1JZrXtcruhseHXIPYoKiNEpGRL7mnuSZ2J+VBpvTfkV9y7ndmNRlFHpF83xuIk86VnAK7x1Yotob3CYZDw25CwZhQJm9AlllubA5bcguz8N7Bz5XXP9p2pcY2rY/zEb+DE9ERL6Fw0IiIvI6UkocPJ6Pr7edwZ7DOXArdxy9QlLXKIwf2E6bcEQeVrLlc7iryhT1gK4DEdB1oA6JiKihjhecxiu7FiGnIr/Oa0wGE+Yk3oKbuk+EwcANXoiobhEBYZjV5wZ8lLJC0Xt332f42+Tfwmgw6pCMqOUpri7FS9vegsvtUvQSgmPx6NB7YRAXv2+HWIIQEh0EAOgX3wcHcw7hQPahK16TX1mIdae24IbuE5o/PBERkQdxWEi6cJSWojozCy6bDUarFf5tEmAODdU7FhF5gbLKGvz9gz1IPVlQr+tNRoGHZybxEHnySTX5F1C691tlw2BC5HXzNM9DRA3jdDmx9PDXWHFkDaSs+8mWDmFt8bOh89A+rI2G6YjIl93QbQK+P70DmeU5V9TPlWZi7cnNuL77eJ2SEbUcTpcTL21/C8U25XmgVpMFT4x6EAHmus8gvDNpOg5mH4bElT8DLDv0DcZ1HM7zC4mIyKdwWEiakVKiNCUV2d98i6I9+wC3+4emwYCIwYMQf8NUhCbzQ3+i1qqssga/eXUrLuSW1/s1AVYzQoMszZiKqHlIKVG47l1A5Snm0KE3wRyRoEMqIqqvC6VZeGXnIpwpuVDnNUIITOs5GbP73MjtyIioQUxGE+4bcBue3/R/it5n6aswvP1AhPHMU6Im+eDgMhwrUJ4bDgCPDZ2HtiHx13x9h7C2GN1xCDaf3XVFvbymEl8eW4s5idM8lpWIiKi5cf8b0oSjrByHfv9HHHruTyjatefKQSEAuN0o2rUbh577Ew79/o9wlNd/UEBELYOUEn//YE+DBoXAxQHj397fc80VHUTeqOr4blSfSVXUjUHhCB85S4dERFQfbunGV8fW4zdr/3rNQWFsYBT+OH4B7kyazkEhETVKUlwvDGs7QFGvclTjk9SV2gciakE2ndmJ1Sc3qvam95qCIW371es+c/reArNBuRbjq2PfobhauWKRiIjIW3FYSM3OUVaOtN89g9LUtHpdX5qahrTfPsOBIVErc/B4fr23Hr1a6skCpJyo+5woIm/jdthRuG6Rai9iwt0wWLhlEZE3yq8sxJ83/hsfHFwGh9tZ53WTOo/CP6c8jZ7RXTRMR0Qt0T39ZsJi9FPUN57ZgeMFp3VIROT7Thedx5v7PlHtJcf1wpy+t9T7XlGBEZjSbZyiXuNyYEn6V42NSEREpDkOC6lZSSlx7J8LUX0ho0Gvq76QgWP/WMiVQkStyDfbzzTx9Wc9E4RIA6W7VsFZmqeoW9r0QFDfMTokIqJrkVJi45kdeGLN8ziUd7zO60KtIfjN6Efw08FzYTVbNUxIRC1VVGAEbu09VbX3zv7FcF+9aw8RXVOZvQILt/0XDpdD0YsOjMTPh90Pg6FhH5fO6DVV9WzDDWe2I7MsR+UVRERE3ofDQmpWpSmp9V5RqHhtahpKU5TbsxFRy1NaYcfuQ037JWpXejZKK+weSkTUfJxlBSjZtkylIxA1ZT7P7SXyMmW2cizc9iZe2/0Bqh22Oq8b2rY/Fk59FgMSEjVMR0Stwc09JiEuKFpRP1N8AetPb9UhEZFvcrvd+PeOd5BfVaTomY1mPDnyQQRbghp83yBLIKb3mqJ8P+nGp6lfNCorERGR1jgspGaV/c3qpr3+2zUeSkJE3iwjrwLuJi4kdksgM7/CM4GImlHhdx9AOmsU9eB+E2GJ55aFRN5kb2YqFqz+M3ZnHqzzmgCzPx4bOg+Pj3gAIY34gJGI6MeYjWbcN+A21d6naV+gzM6fgYnq49O0L5CWe1S19+CguegY3q7R976h23hE+Icp6rszD+JYwalG35eIiEgrHBZSs3GUlqJoz94m3aNo9x44yso8lIiIvJWtpu5znxqi2u6Z+xA1l+pzh1B5eJuibrAEIGLcnTokIiI11Q4b3tj9If6x9XWU2us+R7tvTA+8OPUZjOk4lKuCiahZ9Y/vi0FtkhX1ypoqrlwiqoedF/bji6NrVXvXdxuPMR2HNun+fiY/3Nb3ZtXexykreMwOERF5PQ4LqdlUZ2YBTT0/we2+eB8iatGsfiaP3Mff4pn7EDUH6XahcO07qr3wsXNgDAzVOBERqTmSfwJPrnkeG85sr/Mas9GMef1n45lxP0dUQISG6YioNZvXbxbMRrOivuH0NpwsPKt9ICIfkVGajdd2f6Da6xXdFXf3m+mR9xnXcRjahcQr6kcLTmFfFo/ZISIi78ZhITUbl63uM10adJ/qao/ch4i8V9uYIBiauCDDIIA20dz+jbxX2f51qMk7p6ibo9shZIDyjBMi0pbD5cBHKSvwhw0vI6+ysM7rOoe3x98n/xY3dJ8Ag+CvU0SknZigKEzvOVlRl5B4d/9ncMsmPqxL1AJV1VTjn9vegM2pPN8+3D8Uvxr+E5gMRo+8l8FgwB1J01V7n6R+AZfb5ZH3ISIiag787ZaajdFq9cx9/P09ch8i8l6hQRYM6RPXpHsM7RuP0CCLhxIReZarqhzFmz5V7UVddz+EkatiifR0riQDv133d3x5dC0k1LcJMwgDZvW5Ac9PegptVVYNEBFpYVrPyYgJjFTUTxadxcYzO3RIROS93NKNV3YtQnZ5nqJnNBixYMRPEebv2d09BiYkold0V0U9oywbm87u9Oh7EREReRKHhdRs/NskAIYm/iNmMFy8DxG1eDeM6NTE13f0TBCiZlC86VO4bRWKemDPYfDvlKRDIqKWr8xWjqP5J3Ew+xCO5p9EmU159qDb7cbKI2vwm3V/w/nSzDrvFR8cgz9PfAK39b3ZY6sPiIgaw8/kh3n9Z6v2Pk5diQp7pcaJiLzX8sOrsbeO7T/v7387ukd19vh7CiEwN+lW1d7n6V/B7qzx+HsSERF5Ah9jp2ZjDg1FxOBBKNq1u9H3iBgyGOaQEA+mIiJvldwtCsEBZpRXORr82qSuUUjuFt0MqYiazp5zBmUH1inqwuSHiIn36pCIqOWSUiIt9yhWn9yEfVmpkPKHVYJCCAxKSMKUrmORGNsTeZUFeGXX+zhWcOqa95zadRzmJt8Ki8mvueMTEdXLwIQk9I/viwPZ6VfUy+0VWJz+JX4y8A6dkhF5j/1Z6ViS/pVqb3ynEZjUZVSzvXf3qM4Y0rYfdmccvKJeVF2Cb098j+m9eAQBERF5Hw4LqVnF3zC1ScPC+Ov5AxRRa7EtNbtRg8J2scH4zb2DIUQTDz0kagZSShSufQdQOUModNg0mMNidEhF1DKV2yvw8va3kZ53TLUvpcSezBTsyUxBQnAsCquKYXfV/XR/uH8oHhlyD5LjejdXZCKiRhFC4L7+s5GWexROt/OK3rpTWzCx8yh0Cm+nUzoi/eWU5+E/O99V3Vq8S0QHzB84p9l/f7wzcRr2ZqYqzhJdeWQNJnYeiWBLULO+PxERUUNxG1JqVqHJSQhNSmzca5MSEZrMrdmIWoPKagfeWpnW4NcldY3C3x8bheAArvYg71R5ZDtsF44o6saQKISNUN+eiIgartxegec2vFTnoPBqWeW51xwUjmw/CAunPstBIRF5rbjgGNzSc5KiLqXEu/sWKwYURK2FzWnHi9veRKWjWtELsQRhwcifws9obvYcCSFxmNB5pKJe5ajGisOrm/39iYiIGorDQmpWQgj0eGoB/Nu1bdDr/Nu1RY+nFnClEFEr8eG3R1BcblfUg/zNuPq/AgYBDE+Mx58fHI7nHxrBQSF5LXeNDYXr31ftRU66FwazReNERC2TlBIvb38bGWXZTb5XoF8Afjl8Pn4xfD6C/AI9kI6IqPnc2ut6RAVEKOrHCk9j89ldOiQi0peUEm/s+Uj1HGKDMOCXw3+i+u9Mc5nd50ZYjMrfV1ef3IT8ykLNchAREdUHtyGlZmcODkbiX5/HsX8sRGnqj68cCk1KRI+nFsAcHKxBOiLS2/Hzxfhm+xlF3WAQ+MsjIxERYkVmfgWq7U74W0xoEx2E0CAOWcj7lWxfAVe58kMAa4c+COw5XIdERC1TWu7Req8ovJbkuN54ePDdiAgIa3ooIiINWEx+uKffTLy0/S1F7+OUFRjSph8C/Px1SEakj6+Pb8D283tVe3cl34q+sT00zRPuH4obe0zE8sPfXlF3up34LG0VHhs2T9M8RERE18JhIWnCHByMPn96DqUpqcj+ZjWK9uwF3Jdti2IwIGLIYMRfPwWhyUlcUUjUSrhcbry6JAVSeZQEpo3pgk4JoQDA4SD5HEdxDkp3fqFsCAOiJs/n9zkiD1pzclOTXm8QBtw/4DZc12UM/90kIp8ztG1/JMX2Qmrulduel9rL8Xn6KswbcJtOyYi0lZ57DB+lLFftjWg/CDd2n6hxootu6Xkd1p3agnJ7xRX1Led246Yek9AxvGE7cRERETUXDgtJM0IIhPVLRli/ZDjKylCdmQVXdTWM/v7wb5MAc0iI3hGJSGOrtp7G6axSRT063B93Ttb2qU8iTypc/z6ky6GohwycAr+YDjokImqZymzl2JuV2qR7uKUbw9oN5KCQiHySEAL3DbgNT6x5Hi6364re6pObMKHzSLQPa6NTOiJtFFQV4V873lY9q7NdaAIeGnyXbt/nA8z+mNn7eiw6sOSKuoTEJ6kr8LuxP9MlFxER0dV4ZiHpwhwSgpBePRE+oD9CevXkoJCoFcorrsJHq4+q9h6akQSrhc+zkG+qOn0QVcd3K+oG/2CEj7ldh0RELVdWeS6k2vL0ht6nLNcDaYiI9NEmJE511ZRbuvHO/s888t9JIm9V43Jg4bY3UXbVyj0ACDT748mRD8Jq0nenmuu6jEZMYKSifjDnMNJz1X8nJiIi0hqHhUREpIs3V6TBXuNS1IcnxmNI7zgdEhE1nXQ5Ubj2XdVexLg7YfTnebxEnmRz2j10H5tH7kNEpJdZva9HuH+oon4k/wS2nd+jQyIibby7/zOcKjqnqAsI/GzY/YgLjtEh1ZXMRjPmJE5T7X2cslJ1RSQREZHWOCwkIiLN7UjLxq5DOYq6v8WEB29N1CERkWeU7v0WjsJMRd0vthOC++lzTgpRS+aplQJWk9Uj9yEi0ovVbMU9/Waq9j48uBzVDj4UQS3P+lNbsOH0NtXe7L43YkBCX40T1W1E+4HoFN5OUT9VfA47LxzQIREREdGVOCwkIiJNVdkceHOF+vlSd13fE5Gh/honIvIMZ0UJird8rtqLmjIfwmDUOBFRy5cQHNvkM4iEEEgIifVQIiIi/YxoNwh9Yror6sW2Uiw99LUOiYiaz/GC03hn/2eqvYEJiZjR+3qNE12bQRgwN+lW1d6naV/A6XJqnIiIiOhKHBYSEZGmPl5zFAWlyiebu7YNxY0jO+uQiMgzijd+DGmvUtSD+oyGtV0vHRIRtXwh1mB0DGvbpHsMTkhGiCXIQ4mIiPQjhMD9A26HQSg/6vnm+AZklGbrkIrI80psZXhp+1twuZXHWsQHxeBnQ+9T/fdAb0lxvZAUq/y9ILciH+tPb9UhERER0Q+87zsnERG1WCczSvDVltOKukEAj87qB6OhaatDiPRiyzyB8pQNirowWxEx4W4dEhG1fFJKfJ6+CmeKLzTpPpO7jvFQIiIi/bULTcD13cYr6i7pxnsHPoOUUodURJ7jdLvw8va3UFRdouhZTBY8MepBBPh57241c5PVVxcuPfQ1twsmIiJdcVhIRESacLklXl2aArfK5xM3jeqMru3CNM9E5AlSulG49h3VXtjImTCFRGqciKjlc7gc+M+uRVh66Jsm3advTA8kxvb0UCoiIu8wu++NCLWGKOppucewM2O/DomIPOejg8twJP+kau+RIXejXWiCxokaplN4O4xqP1hRL7NXYNWx9TokIiIiuojDQiIi0sQ3287g5IUSRT0y1Iq5U/lBLfmuirRNsGedUNRN4XEIHXqTDomIWrZyewWe3/R/2Hpud5Pu0zYkHo+PeKDJZx4SEXmbALM/7k6eodr74MAy2Jx2jRMRecbms7vwzYnvVXu39JyM4e0GapyoceYk3gKjynnmq46tR0l1qQ6JiIiIOCwkIiINFJZW48Nvj6j2fjo9EQFWs8aJiDzDba9C0YaPVHuRk+bBYPLTOBFRy5ZTnodn1v+zzhUFAvUb/PWN6YE/TViAIEugJ+MREXmN0R2GoGdUF0W9sLoYyw9/q0MioqY5W3wBb+79WLWXGNsTdyTeonGixosJisKULspt0O1OO5YebtquCURERI3FYSERETW7t1amo9ruVNSH9I7D8MR4HRIReUbx1iVwVZYo6v6d+yOg2yDtAxG1YEfzT+Lp9f9AdkWeaj/EEoQ/TViAZ8b+HIPbJCtWDAohMKRNPzwz9ud4dtwvOCgkohZNCIH7B8xRXT296th6ZJXn6pCKqHEq7JV4cdt/UeNyKHrRARH4xfD5qiv1vNmMPjfA32RV1L87tRXZ5eo/6xARETUnk94BiIioZdtzOAfbUrMUdYufEQ/emsjt38hn1RRkoHT318qGwYjIyffxn20iD9p6bg9e2/0BnG7lgycA0CY4Dr8Z8whig6IBAElxvVBmr0BWWS5sThusJisSQmIRYgnSMjYRka46hrfFlC5jsfrkxivqLrcL7+3/HL8b8xh/XiGv53a78e+d7yKvslDRMxvNWDDyQZ/8/h5iCcK0XpOxOO3LK+ou6canaV/g8REP6JSMiIhaK64sJCKiZmOzO/HG8lTV3p2TeyImIkDjRESeIaVE4br3ALdL0QsdciP8ItvokIqo5ZFSYtmhb/B/O9+tc1DYJ6Y7/jzpif8NCi8JsQShZ3QX9Ivvg57RXXzyg0Qioqa6PfFm1f/+peQcxp7MFB0SETXMZ+mrkJJzWLX3wMA70DmivcaJPOeG7hMQbg1V1Hde2I+ThWe1D0RERK0ah4VERNRsFq87hrziakW9U0IIbhnTWYdERJ5RdWIvqk8fVNSNgWEIHzVb+0BELZDT5cRruz/AZ+mr6rxmXMfheHrMzxDkxy1FiYjUBPoFYG7Sraq99w8sgd1Zo3EiovrbnXEQK46sVu1N6ToW4zoN1ziRZ1lNFszue6Nq76OU5ZBSapyIiIhaMw4LiYioWZzNLsPKTacUdSGAR2clw2TktyDyTdLpQOH6Raq9iPFzYbBwxSxRU1XUVOKFzf/BprM767xmTuIteHjI3TAZebICEdG1jO00DN0iOirq+VVF+OLoGu0DEdVDZlkOXt31vmqvR1QX3NtvlsaJmsf4TiOQEByrqB/OP4ED2Yd0SERERK0VP6klIiKPc7slXllyEC638knIqcM7okeHCB1SEXlG6e5VcBbnKOqWhG4IShqnfSCiFia3Ih/Prn8Rh/KOq/ZNBhN+Pux+zOh9Pc/aIiKqB4MwYP7AORBQ/jfziyNrkVORr0MqorpVOarx4tb/otppU/TCrCF4fMQDLeZhIaPBiDuTpqv2PkldCbfbrW0gIiJqtTgsJCIij1uz6xyOnStW1MODLbjnht46JCLyDGdZIYq3LlPtRU6eDyH4oxVRUxwvOI2n1/8DmeXKgTwABPsF4vfjfoFRHQZrnIyIyLd1juiAiV1GKeoOtxPvH1iiQyIidW7pxmu7PlD9WcAoDHh8xE8R7q8858+XDW6TjO6RymM6zpdmYvO5XTokIiKi1oifaBERkUcVl9nw/td1HEA/LRFB/maNExF5TtH3H0E6lE84ByVNgLVNNx0SEbUc28/vwx+/fxll9grVfnxQDF6Y9BR6RnfVOBkRUctwR+Itqme87stKw/6sNB0SESl9cWQtdmceVO3N638bekZ30TaQBoQQuCtZ/WzRz9JXocbl0DgRERG1Rh4dFgoh2gshQn7kmmAhRHtPvi8REXmPt79MR2W18peZAT1iMKpfgg6JiDzDduEoKtI3K+rCEoCI8XN1SETUMkgpsfLIGvxrx9twuJ2q1/SK7obnJz2JuOAYjdMREbUcwZYg3Jk0TbX33v7POZAg3R3MPozFaV+q9sZ2HIbJXcdonEg7PaO7YlBCkqJeWFWM1Sc2ah+IiIhaHU+vLDwD4Bc/cs3Pa68jIqIWZv+xPGw+kKmo+5kMeHhmEs+WIp8l3S4UrHlbtRc+ejZMQWHaBiJqIZxuF/675yN8krqyzmtGdxiCZ8b+DMGWIO2CERG1UBM6jUTncOXz27mVBVh1dJ0OiYguyq3Ix793vgMJ5bn3ncLb4YGBd7T43yfvTJqu+ve44shqVNRU6pCIiIhaE08PC0XtFxERtTJ2hwtvLEtV7c2Z3ANxkcotj4h8RfnB71CTq3zWyRzZBqGDrtchEZHvq6ypwl83/wcbzmyv85pZfW7EY0PnwWzkFtZERJ5gMBgwf+Ac1d6KI6uRX1mocSIiwO6swYvb3kRlTZWiF+wXiCdGPgg/k58OybTVNjQe4zsOV9Qra6qw8shaHRIREVFrYtLhPWMB8HEYIqIWZsn648guVP7nvV1sMKaP5flS5Ltc1RUo2viJai9y8v0QHGIQNVheZSH+tvlVZJRlq/aNBiMeHnw3xnQcqnEyIqKWr1tkJ0zoNELxsEaNy4H3DyzFE6Me1CkZtUZSSvx378c4V5Kh6Akh8Ivh8xEdGKlDMn3M7nsTtpzfA8dV2wJ/e3wDpnYbi6iACJ2SERG1PDcv+CIaQA8AQQAqABxbtXBavr6p9NPkYaEQ4p6rSv1UagBgBNAewN0AeHI2EVELciG3HMu+P6Hae3RWMswmTy9kJ9JO8ebP4K4uV9QDug9GQOd+2gci8nEnC8/i71tfR6mtTLUf6BeAJ0c+iN4x3TVORkTUetyZNB27Mg6g0lF9RX135kEczD6MfvG9dUpGrc23J77H1nO7VXtzk6YjKa6Xxon0FRkQjhu7T8DKI2uuqDvcTnye/hUeGaL2kSsREdXXzQu+EAAmAXgUwM24cvdN980LvvgSwGsA1q9aOE25N7aGhBCzAIwF0A9AMoBgAB9LKe9qjvfzxKe3iwC8V/slAUy77K8v/3oHwHMAzAD+6IH3JSIiLyClxKtLU+B0Kb9/Th7aAX06t56nQKnlqck7h7J9qxV1YTQjctI87QMR+bhdGQfwh+9fqnNQGBsUjRcmPslBIRFRMwuxBuP2xFtUe+8d+EyxqomoORzOO4EPDi5T7Q1rNwA397hO40TeYVrPyQjyUx7jsensTpwvydQhERFRy3Dzgi8iAawHsBYX51hXz8cMAKbX9tffvOALvZdzPwPgMVwcFjb7NwBPDAvvA3A/gPm4eF7hF7V/ffXXPQBuBNBWSsmNtomIWojv9pzHodPKs01Cg/ww7yY+kUy+S0qJgrXvAtKt6IUOuwXm8DgdUhH5Jiklvjy6Di9tews1dXwA3SOyM16Y9BQSQvjvFhGRFq7rMhodwtoq6tnlefj6+AYdElFrUlRVgpe3vwW3ys/abUPi8cjguyGE0CGZ/gL9AjCj91RFXUqJT9K+0CEREZHvqx0UbgYwoZ4vmQBgi84Dw18B6A4gBMDDzf1mTR4WSinfr/1aBGATgJWX1S7/+khK+a2UsqSp70lERN6htMKOd1cdUu3df3NfBAe0/EPoqeWqPLoTtnPpiroxOAJhI2bokIjIN7ncLry171N8lLIcEuq7uIxoNxDPjv8lQixBGqcjImq9jAYj5g+Yo9pbdugbFFYVa5yIWguHy4GF2/6LUrtyq39/sxVPjHoQVrNVh2TeY0rXsYhWOZ9wf1YaDuepHwFCRETqarce/RxAQ1c19AawpPb1mpNSfi+lPCGl1GQ7VI8eIiWlHC+l/MCT9yQiIu/17qpDKK9SrhBJ6hqF8QOVTykT+Qq3w46i9YtUe5ET74XBr3V/eEFUX1WOavx9y2tYf2pLndfM6D0VPx9+P/yMZg2TERERAPSM7oIxHYcq6nZXTZ3bQxI11XsHluBE0VnV3s+G3oeE4FhtA3khs9Fc51bBH6eugEafGxMRtRSTUP8VhVebAGCiB7N4LY8OC4mIqPVIO1mADXsvKOomowGPzEputVvGUMtQsmMlnGUFirq1XS8E9h6pQyIi31NQVYTff7cQB3MOq/aNwoCHB9+NOYnTYBD8tYSISC93Jd0Kf5VVXDsu7EN67lEdElFLtuH0tjofIprV5wYMapOkcSLvNarDYNWtgk8UnsHuzIPaByIi8l2P6Px6n+Dx38qFEGOFEF8JIfKEEA4hhEvly+np9yUiIu04nC68uvSgau+2id3QJprbyJHvcpTkoXTHSmVDGBA5eT4H4UT1cLroHJ5e9w+cL1U/gz3A7I+nx/4M4zuP0DgZERFdLcw/FLf1uUm19+7+z+F0uzRORC3VycKzeHvfYtVe//i+mNXnRo0TeTeDMGBu0nTV3iepK/nvJhFRPdy84ItoAOpLtetv2s0LvojyRB5v5tFhoRDiRgDrAdwAoArATlw8NPLqr7r3ISIiIq+3dMNJZOZXKuptogMxa2I3HRIReU7Rd+9DOmsU9ZD+18ES10mHRES+ZW9mCp7b8BKKbaWq/ejASDw/6Un0je2pcTIiIqrL1G7j0C40QVHPKMvGt8e/1yERtTSltjIs3PYmnG7l+oHYoGj8bNg87jSgIjmuN/rG9FDUs8vz8P3p7TokIiLyOT3Q9DmYofY+LZqnvwv/AYADwFQpZUcp5ejacwwVXx5+XyIi0khWfgWWfHdctffIrGSYTUaNExF5TvWZVFQe3amoG6xBCB97hw6JiHyHlBLfHN+Af279L+wu5cAdALpFdMQLk55C25B4jdMREdG1GA1GzB9wu2pvyaGvUFyt/gAIUX243C78a8c7KKwuVvQsRj88OfJBBPkF6pDM+wkhMDf5VtXekkNfwea0a5yIiMjneGr7s2AP3cdreXpY2BfAZ1LKtR6+LxEReQEpJV5blgKH063oTRjUDkldo3VIReQZ0uVEwbp3VXvhY++AMaDF/1xI1Ggutwvv7f8ciw4sgYRUvWZY2wF4bvyvEGYN0TgdERHVR++Y7hjZfpCibnPa8WHKch0SUUvxccoKHMpTf+D0oSF3oX1YG40T+ZYuER0wot1ARb3EVoavj32nQyIiIp9S4aH7lHvoPl7L08PCCgBFHr4nERF5iY37M5ByokBRDw4w4/6b++iQiMhzyvavgSP/gqLuF9MeIQOu0yERkW+wOWz459Y3sPrkxjqvmdZzMn45Yj78TH7aBSMioga7O3kmrCaLor713G4czjuhQyLydVvP7cFXx9UHWjf1mISR7QdrnMg3zUm8BUaVbVq/PLoOZbYW//k1EVFTHAOgXPXQMO7a+7Ronh4WfgdguIfvSUREXqC8qgbvfJmu2rvvpj4IDVJ+qEDkK1yVpSje/JlqL3LyfAgDt9clUlNUVYLfb1iI/dnq3x8MwoCfDpqLucm38hwiIiIfEBEQhll9blDtvbv/M7jcLo0TkS87V5KBN/Z8qNrrE9Mdc5OmaxvIh8UFx+C6LmMU9WqnDcsOf6tDIiIi37Bq4bR8AF828TZfrFo4Tbl6ooXx9G/svwbQRQjxjBBCePjeRESko/e/PozSCuUZVH06R2LSkPY6JCLynKJNn8Jtq1TUA3uNgH+HvjokIvJ+Z4sv4Hfr/46zJRmqfX+zFb8b8xgmdRmlcTIiImqKG7pNQJvgOEX9fGkm1pzcpEMi8kUVNZV4cet/UeNyKHqRAeH41fCfwMgH8hpkZp/rVVf+rj21GbkV+TokIiLyGa/p/PpGEUJMF0IsEkIsAvCb2vLwSzUhxIuefD9PDwufA3AIwB8BnBJCLBdCvKvy9Y6H35eIiJrRodOFWLPznKJuMgo8MjMJfD6EfJk9+zTKD6xX1IXJD5ET79EhEZH325+Vhmc3LERRdYlqPyogAn+e8ASS4nppG4yIiJrMZDThvgG3qfY+S1+FEluZxonI17ilG//Z+R5yK5WLMMwGE54Y+SBCrDwPvKFCrSG4pafyeASX24XFaU1dNENE1KKtB7Chka/dgIs7auqhH4B7a7+m1NY6X1ab5ck38/SwcB6AcQAEgI4AptfW1L6IiMgHOJxuvLYsRbV367iuaB8XonEiIs+RUqJg7dsApKIXNmIGTKHR2oci8nKrT2zE37e+DrvTrtrvEt4BL0x6Cu3D2micjIiIPCUprheGtR2gqFc7bPgkZaX2gcinLEn/GgeyD6n25g+8A10iOmicqOW4qftEhFqVv4NvO78Xp4uUD/gSERGwauE0CWA2gMMNfOlhALNrX685KeUfpJTiGl8dPfl+nh4WdqrnV2cPvy8RETWTlZtO4nyO8sD0uMgA3H5dDx0SEXlOxaEtsGcoz6g2hcYgdNgtOiQi8l5utxvvH1iKd/d/BinVf1ca3CYZz034FcL9QzVOR0REnnZPv5mwGP0U9Y1nd+B4wWkdEpEv2JuZgmWHv1HtXddlNCZ0HqFxopbFarZidh3nin6culLbMEREPmTVwmlFAEaj/isMNwAYXfu6VsGjw0Ip5bn6fnnyfYmIqHnkFFZi8brjqr2HZybDYuYZE+S73PZqFH33gWovctI8GMzK80CIWiub044Xt7+Jr4/XvfvKTT0mYcGIn6qepUNERL4nKjACt/aeqtp7Z99iuN1ujRORt8sqy8F/di1S7XWL7IR5/WdrG6iFmtB5FOKDYhT1tNyjSMlp6KIZIqLWo3bwNwnAdQBWArj6hxk3gBW1/UmtaVAIACa9AxARkXeSUuL15amocbgUvTH92mBAD+UvJ0S+pGT7MrgqihV1/05JCOgxRIdERN6puLoUf9/yGk4Xn1ftCyEwf8DtmNx1rMbJiIioud3cYxI2ntmBnIr8K+pnSi5g/ekt/G8//U+1w4YXt72JaodN0Qu1hmDBiJ/CbDTrkKzlMRmMuCNpGl7a/pai93HKCiTG9oRBeHozOSKilqF2S9H1ANbfvOCLKAA9AAQDKAdwbNXCacoDd1sJjw4LhRDt63utlFL90wYiIvIKW1OysP9onqIeaDXhJ9P66pCIyHMcRVko2bVK2RAGRF53P4QQ2oci8kLnSzLx1y2vorBKOVgHAKvJgl+N+An6x/P7AhFRS2Q2mnHfgNvw182vKnqfpn2JYe0GIsQSpEMy8iZSSry++0NklGUrekZhwOMjfoKIgDDtg7VgQ9v2R9eIjjhZdPaK+tmSDGw7txejO/LhRyKiH1M7GGy1w8Grefoxk7MAztTji5vbExF5scpqB95amabau/fG3ggPsWqciMizCtctAlxORT1k8A3wi26nfSAiL3Qw+zCe/e7FOgeFEf5h+NOEJzgoJCJq4frH98WgNsmKemVNFT5N/UKHRORtvjy6Djsz9qv27uk3C72iu2mcqOUTQuCu5FtVe4vTv4TD5dA4ERER+TpPb0P6AQCpUg8D0A9ABwAbAfDMQiIiL/bBN4dRXG5X1Ht0CMeUYR21D0TkQVUn96Hq5D5F3RAQgvDRt+mQiMj7rDu5Be/sXwy3VD+PqlNYO/x69CNcJUBE1ErM6zcLKTmHFQOIDae3YWLnkega2VGfYKS71Jwj+CRtpWpvdIchmNptnKZ5WpPeMd3RP74vDmSnX1HPryzE2pObcWOPiTolIyIiX+TRlYVSynlSyvtUvm4F0AXAHwH0AvB7T74vERF5zvHzxfh2x1lF3WAQeHRWMgwGbs9Ivku6HChc955qL2L8XBitgRonIvIubunGRynL8da+T+ocFA5ISMQfJzzOQSERUSsSExSF6T0nK+oS8poPl1DLlldZiH/teAdSKtcNdAxri58Omsvt/ZvZ3KTpEFD+33j54W9RVVOtQyIiIvJVmp12K6V0Syn/iItblf5Nq/clIqL6c7nceHVJClR+18P0MV3QKSFU+1BEHlS6+2s4ipRnqVjiuyA4eYIOiYi8h91Zg5e3v40vj66r85rru43HUyMfgtXM7aiJiFqbaT0nIyYwUlE/VXQO35/erkMi0lONswYLt/4XFTWVil6QXyCeGPkgLCY/HZK1Lu3D2mBMx6GKenlNJb44ulaHRERE5Ks0GxZeZjsA5eNoRESku1VbT+N0VqmiHhPujzsm99AhEZHnOMuLUbx1iWovcvJ8CKHHj0VE3qHEVoY/fv8ydmUcUO0LITCv/2zcN+A2GAz8d4WIqDXyM/lhXn/1Lds/SV2JCrtyaEQtk5QSb+77BGdKLih6AgK/GH4/YoKidEjWOt3e92aYDcqTpr4+/h2Kqku0D0RERD5Jj9/0IwBwjy8iIi+TV1yFj1YfVe09OCMJVounj7kl0lbR9x9B1tgU9aDEcbC25TCcWq+M0mw8ve7vOFl0VrVvMfrhyZEP4YbuXH1LRNTaDUxIRP/4vop6eU0lFqd/qUMi0sOak5uw+ewu1d6cxFuQHNdb40StW1RghOrZkDUuB5akf619ICIi8kmaDguFEJMA3A4g/ceuvcY9Zgkh/iOE2CKEKBNCSCHER3Vc27G2X9fX4mu8z71CiN1CiAohRKkQYqMQ4qbG5iYi8nZvrkiDvcalqI9IiseQ3nE6JCLyHFvGMVSkbVTUhZ8VEePv0jwPkbdIyz2KZ777J/KrilT74dZQ/HHCAgxqk6RxMiIi8kZCCNzXfzZMKquY1p3agjPFypVm1LIczT+J9w+o79YxpG0/TO81ReNEBAC39pqKQLO/or7hzDZkluXokIiIiHyNR5eJCCE2XON92gFoX/vXf2rC2zwDIBlABYAMAD3r8ZoUACtV6qpDSyHEiwAW1N7/LQB+AOYAWCWE+JmU8pWGxyYi8l470rKx65DyFwh/iwk/nZ6oQyIiz5HSjYI176j2wkfNhik4XONERN5hw+nteGvvx3BJt2q/Q2gb/HrMI4gKiNA4GRERebO44Bjc0nMSlh9efUVdSol39i3GnyYugIHbu7dIRdUleGn7W6o/O7QJjsOjQ+6FEEKHZBRkCcT0XlPxceqKK+pSSnySuhJPjnpIp2REROQrPL2n3Lg66hJAMYA1AF6UUtY1VKyPX+HiEO8kgLEAvq/Haw5KKf9Qn5sLIUbg4qDwFIDBUsri2vo/AewD8KIQ4isp5dmGRyci8j5VNgf+uyJVtXfX9T0RGap8OpHIl5SnbEBNzilF3RyRgNAhN+qQiEhfbunG4rQvsfLImjqv6R/fB78c/hP4m60aJiMiIl9xa6/rsfnsbhRctTL9eOFpbD67C+M6DdcpGTUXp8uJl7e9hRJbmaLnb7LiyVEP8ucGnV3fbRxWn9iIwuriK+p7MlNwrOAUekR10SkZERH5Ao8+6iWlNNTxZZRSRkkpb2jioBBSyu+llCeklNJTua9y6VGbFy4NCmvf9yyAVwFYANzXTO9NRKS5j9ccRWGp8hy3rm1DcePIzjokIvIcl60SRd9/rNqLvG4ehNGscSIifdU4a/DvHe9ec1A4ucsYPDXqYX7gR0REdbKY/HBv/1mqvY9TVqCypkrjRNTcFh1cgmOFp1V7jw69FwkhPLpCb34mP9zWV/0EpY9SVqD5PkolIvJNp1+YGX36hZmjTr8wc2rtn9F6Z9KTp1cWeqsEIcSDACIBFALYIaVUX0YDTKj9c7VK71sAz9Ze85zHUxIRaexkRgm+2qL8hc8ggEdn94PRwC1kyLeVbPkc7irl088BXQcioOtAHRIR6afMVo5/bH0Dx+v4oE9A4O5+M3Bj94ncQoyIiH7UkDb9kBTbC6m5R66ol9rLsST9K8wbcJtOycjTNp7ZgbUnN6v2ZvSeiiFt+2kbiOo0tuMwfHVsPS6UZV9RP1ZwCvuyUjGoTbJOyYiIvMPpF2YKAJMAPArgZly5oM59+oWZXwJ4DcD6zk8v0/UpCyFEJIBbAdwIIBFAGwA1ANIAvAfgPSnrOFekEZp1E3khRIgQop0QIqQ536cergPwBoAXav9MEUJ8L4Rof/lFQohAXPw/eIWUMlt5G5yo/bN7fd5UCLFP7Qv1O2eRiKhZudwSry5NgVvl295Nozqja9swzTMReVJN/gWU7v1W2TCYEHndPM3zEOkpsywHT6//R52DQj+jGQtG/hQ39ZjEQSEREdWLEAL3D7gNRoNR0Vt9chPOl2TqkIo87XTROby19xPVXr+43ritz80aJ6JrMRgMuDP5VtXex6kr4XK7NE5EROQ9Tr8wMxLAegBrAUyDcj5mADC9tr/+9AszIzQNqDQbwFsAhgLYBeBfAJYB6AvgbQCfCw/+Au/xYaEQwiiE+I0Q4iQunlN4FkCxEOJkbV3L1YxVAP4MYCCA8NqvS+ccjgPwXe2A8JLQ2j9L67jfpXqYp4MSEWntm21ncPJCiaIeGWrF3Kl8poF8m5QSheveBVR+GQ4dehPMEQk6pCLSx6G843hm/T+QW1mg2g+1huAP4x/nqgAiImqwhJA43NR9oqLulm68s38xtz30cWW2cry47U043E5FLzYwCj8fdj8MhmZdh0CNMCC+L3pFd1PUM8tysOnsTh0SERHpr3ZQuBk/7Cz5YyYA2KLzwPA4gFsAtJVSzpVS/lZKeT8uLka7AGAmgBmeejOPfkcXQvgBWIeLK/g64mLg3bV/dqytr6+9rtlJKfOklL+XUu6XUpbUfm0GMBkXJ7FdAfykMbeu5/sPVPsCcLQR70lE5DGFpdX48Nsjqr0Hb01EgJXnuJFvqzq+G9VnlDuOG4PCET5S/XwdopZo05mdeH7T/6HSUa3abxcSj79MegpdIztqG4yIiFqMmb2vR4R/mKJ+JP8ktp3fo30g8giX24V/7XgHBVVFit7FHQkeRJAlUOWVpDchBOYmTVftI08vfAAA3KxJREFUfZa+CnZnjbaBiIh0Vrv16OcAejfwpb0BLKl9veaklBuklKuu3mpUSpmDiztoAhcXxXmEpx//eRwXw30NoJeUsqOUcriUsiOAHgBWARhde51upJROXFymCQBjLmtdWjkYCnU/tvKQiMgnvLUyHdV25dOhQ3rHYVjfeB0SEXmO22FH4bpFqr2ICXfDYPHXNhCRDqSU+Dx9FV7d/X6d200lxfbCnyc+iejASI3TERFRS2I1W3FPv5mqvQ8PLkdVHQ+skHf7NO0LpOcdU+09NPgudAxvq3EiaojuUZ0xtG1/Rb24uhTfnvheh0RERLqahPqvKLzaBADKbRT056j9U/kBbyN5elh4J4B0ANOllCcub0gpT+HikshDAOZ6+H0bI7/2z/89BiWlrASQCSBICKH2afmlNfzHmzkbEVGz2XM4B9tSsxR1i58RD96ayLOqyOeV7loFZ2meom5p0wNBfceovIKoZXG4HPjPzvew9NA3dV4zsfMo/GbMowjw4/CciIiabni7gegT011RL7aVXvP7EXmn7ef34cuj61R7N3SfgFEdhmiciBrjjsRbYBDKj35XHlmDcnuFDomIiHTziM6v96jao/7uqf3L1Z66r6eHhV0BfHv1sshLauvfAuji4fdtjGG1f56+qr6h9s+pKq+5/qpriIh8is3uxBvLlVszAsDcKT0RExGgcSIiz3KWFaBk2zKVjkDUlPkchlOLV2avwJ83/htbr7Ht29ykW/HTQXfCZDBqmIyIiFoyIQTuH3A7jCqDiW+Pb0BGabYOqagxzpdk4vU9H6r2ekd3w13JHjsaiZpZQkgcJnYeqahXOaqx/LDHPlsmIvJqp1+YGY2L5/41xbTTL8yM8kQeD/kbgL4AvpFSrvHUTT09LKwBEPQj1wTihyWSzUoIMVTtfEQhxAQAv6r9y4+ual/a6/VpIUT4Za/pCOBRAHYA73k+LRFR81u87hjyipXbAHVKCMEtozvrkIjIswq/+wBS5QyO4H4TYYn3hmeViJpPdnkenln/DxwtOKXaNxvNeHzEA5jWazIH50RE5HHtQhNwfbfxirpLuvHu/s8gpdQhFTVEZc3/s3ff4VGVaf/Av2dKeu8JLbQQAiQQekd6lw6CCujqWnZ133XXsrqr68/dtbvr2htFUelF6UV6DyEJSUgInfRGepuZ5/cH7K5wTkwgk3NmMt/PdXnl9b6fOfPldY3J3Oc8TyXePvQpakw1sp6fqw9+N+hXvNnIzszqNgnOetlHo9iesQ95FYUaJCIiUl0XNH0Oprt5Hc1JkvQUgGcAnAXwgDWvbe1hYSKAWZIkBSo1JUkKADALQMLdvoEkSdMkSVoqSdJSAM/fLA/8T02SpLd/tvwNAJmSJK2WJOm9m3/tBrAbgDOAPwshDv/8+jf//l3cePox8eZrPgRwEoAfgD8IIS7dbX4iIq1czCrB+n3yD5AlCXhyVgz0emv/J4FIXVWXk1GRckhW1zm7wW/EfA0SEaknNf8cXtz1JnLK8xX7Xs4eeHnE7zCgTazKyYiIyJHM6j4JPi5esvqZvDQcuXpKg0TUWBZhwb+PLVX8WcKgM+CZwY8q/rMl2+br6o3JXUbL6iaLCSuTNmmQiIhIdQ093NZYnla6zl2TJOlJAP8CkALgHiFEkTWvb+1Phj8AEAjguCRJD0uS1EGSJFdJktpLkrQYwLGb/Q+a8B49ASy8+de4m7UOP6vN+tnar2++Z18Aj+DG3rKdAawCMEwI8ZrSGwghngGwCEAOgEdxY//XZABThBBNyU5EpAmLReDDNQmwWOR3804YGI4u7fw0SEVkPcJiRuGOLxV7vsPnQe/urXIiIvUcvHwc/2/v+yivrVDst/IMwd9HP4eIAD5BTkREzcvN6FrvNpVfn16L6rpqlRNRY61N3oJTWUmKvYdi56Kzf3uVE5G1TIkcDU9n+WflBy+fwKXiqxokIiJSlbUOaS2z0nXuiiRJv8ONudoZ3BgU5lj7Paw6LBRCrMKN/VLbAfgMwDnc+IeRAeALAO0BvHVz3d2+xytCCOkX/gr/2dovhRCThRDhQggPIYSzEKKtEGKuEOJAA++zTAjRVwjhLoTwFEIMF0L8eLe5iYi0tP3YZaRdLpbVfT2d8eDEKA0SEVlX6amdqM27LKsbA9vAK3acwiuI7J8QAmuSt+D9o0tgspgU13QLisD/G/0HBHnY0vEKRETUkg1t1w+RAfLt3wurirEuleek2aK4rCSsTt6s2BvVYQhGdxyiciKyJjejK2ZFTZTVBQRWJG5QPxARkbrSAFiaeA3LzetoQpKk5wC8B+A0bgwK85rjfay+55wQ4k8ABgH4CkA8gAs3v34FYLAQ4vlfeDkREVlZcWk1lm1OUew9cm8PuLsaVU5EZF3myjIU7/tOsRcw5iFIeoPKiYian8lswofHl2HVmR/qXTMifCBeHPZbeDi5q5iMiIgcnSRJeCh2nuL5uD+k7UJWWa4Gqag+2WV5+PfRJYq9Tn7heCh2jsqJqDmM6TgUwe7ym8cSclKQlHtWg0REROro8OLafABN3Xd5Y4cX1xZYI8+dkiTpz7jxgF4cgFFCiGbL0SwHVAkhjgohHhFC9BFCdL759REhxJHmeD8iIqrfF5vOoKKqTlaPjQzCkJ5hGiQisq7ifd/BUi3fVcI9cgBc20drkIioeZXXVOBv+/+N/ZeO1btmXo+peLzfAzBwWE5ERBoI922NcZ2Gy+pmixlLTq2CEPLjEUh91XXVePvQp6isq5L1vJw98MzgR2HU8+bSlsCgN2Be9FTF3oqE9bCIpj50Q0Rk0z7S+PV3RZKkhQBeBWAGcADAU5IkvXLbX4us9X5WHRZKkjRbkqQ9kiQpfvosSVIrSZJ2S5KkvIE9ERFZ1am0POyPz5TVnQw6PD4jWvFuXyJbZ64oQfXVVFSej0dZwh6Uxu+QrZEMTvAbtVCDdETNK6c8Hy/tfgvJeemKfaPOgKcHPoQZURP4PZ6IiDQ1t/sUeCmck5aQk4ITmQkaJKKfE0Lg4xPf4GpJlqynk3T4/aBH4O/mq0Eyai4D2/RGB9+2svqF4is4evWUBomIiFSzC8Ceu3ztHgC7rZjlTvznwGA9gN8BeFnhr0XWejNrP1n4KwA+Qgj5TxoAhBCZALxuriMiomZUU2fGJ2sTFXvzxnZBiD+3pSP7IYRA5YUE5Kx+HZf/9StkLX8JOd+/hvwfPwQU7kz3HjgNRp8gDZISNZ+0gvN4cdeb9W7f5unkjj+P+B0Gt+2rcjIiIiI5dyc3LIierthbFr8aNaZalRPRz/2YthtHrsYp9h6ImYGooAiVE1Fz00k6LIhR/nfyu8SNMJmVz8AmIrJ3HV5cKwDMBqB8TlP9UgDMvvl61QkhXhFCSA38NcJa72ftYWEPACcbWHMSAPcEIyJqZqt2pSO7sEJWbxPsiWnDO2mQiOjumCvLkP3tX5Hz3auoTD8BNLBFjt7THz4Dp6kTjkglh6+cxKs//RNlNfItdwEg1DMIfxv9LCIDO6qcjIiIqH7D2w9AZ//2snp+ZRE2pG7XIBEBwJncs/gmcZ1ib0jbvpgYMVLlRKSWHsGRiAnpKqvnVhRg14WDGiQiIlJHhxfXFgEYisY/YbgHwNCbr3MI1h4W+gHIa2BNIQD5ibpERGQ1V3PLsO6nc4q9J2fFwGholiNriazOXFmGrK9fQvWlpDt4lYDgnerUQgghsD5lG/555EvUWZTv9u4a2BmvjfojQjz5NC0REdkWnaTDw7FzIUG+NfamszuQU56vQSrHVlBRhPeOfKl4bmQ771Z4tO8CbmXewtX3xO+a5M2K51cSEbUUNwd/owGMAbABwO13o1sArL/ZH+1Ig0IAMFj5egUAOjewpjOA61Z+XyIiusliEfhwTQJMZvkvf2P7t0O3Dv4apCK6c0II5K5/B3UF1+7odeayIuSueweh81/mBx1k10wWMz4/+S1+uni43jVD2/XDY33vh1FvVDEZERFR43Xwa4fRHYdg5/kDt9TrLCYsjV+N54c+oVEyx1NrrsPbhz5V3KnA3eiKZ4b8Gi4GZw2SkZrCfdtgSLt+OHj5+C310ppy/Ji2C3O6T9EoGRFR87u5peguALsu/G1mAIAuADwBlAFI6/Di2gIt82nJ2sPCQwCmSpIUKYQ4e3tTkqSuAO4F8IOV35eIiG7afeIKki8UyureHk5YNDlKg0REd6fqYuIdPlH4P9WXklB1KRFu7WOsnIpIHRW1lXj38GdIyk2rd83sbpMwq9skDsWJiMjmzesxFUeunkJ57a3HJJzKSkJcVhJ6h/XQKJnjEELgi7jvcKH4iqwnQcJTAx9CiEegBslIC/N6TMXRq6dgum3nih/SdmNsx2HwcfXWKBkRkXpuDgYddjh4O2vvQ/c2bgwgD0qS9JQkSRGSJLnf/Po0gAMA9DfXERGRlZWU12DJj8mKvYendoenm5PKiYjuXmnctia+nufgkH3KqyjEn3e/Xe+gUK/T4zf9F2F298kcFBIRkV3wdPbA/Oh7FXtLT61CrblO5USOZ+f5A9h78Yhib073yegV2l3lRKSlIHd/jO00TFavMdVgTfIWDRIREZHWrDosFEKcAPAEAC8A7wFIBVB68+u7N+uPCyGOWfN9iYjohq9+SEZZpfwX7ZjOARgR21qDRER3x1xRgspzJ5t0jcr0EzBXllopEZE6Mgov4cWdb+BaabZi38PJHX8e/jSGhfdXORkREVHTjGw/GB1928nquRUF2HR2pwaJHEd6wQUsiV+l2OvTKgbTo8arnIhswYyoCXA1usjquy4cRFZZrgaJiIhIS9Z+shBCiM8BxAD4CEAcgPM3v34IIEYI8YW135OIiICkjALsOXlVVjfodXh8ZgyfPiG7UleUBYjbz5m+Q8KCusIs6wQiUsHRq6fw8k/voqSmTLEf7BGI10b/EVFBDR0RTkREZHt0Oh0e6j1Xsbc+dRvyKuRHKVDTXa8qwTuHPoPZYpb1Qj2D8Jt+C6GTrP7xINkBL2cP3Bs5Vla3CAu+T9ykQSIiItJSs/w0IIRIFUL8VgjRTwgRcfPrU0KI1OZ4PyIiR1dnMuPDNacVe3NGR6BVoIe6gYjukhACVZeSULjnG6tcz1JbZZXrEDUnIQQ2nd2B9w5/gbp6tmHrEtARfxv9LMI8g1VOR0REZD2d/dtjZPtBsnqduQ7L49dokKhlM5lNePfw5yiuLpH1XAzO+OOQx+Dm5KpBMrIVkyJGwddFfj7h0WuncK7wogaJiIhIK7x1iIioBVizJwOZ+RWyeqtAD8wa2UmDRER3xlJdgZITW3Dt06eRveIV1Fw7a5Xr6vjhB9k4k8WMz09+i28S1kNAKK4Z1LYP/jziaXg588YPIiKyf/Ojp8HdKP8Z7XjmaZzOTtEgUcu1PGEtzhacV+w92X8hWnuFqpyIbI2zwQmzu09W7H2TsB5CKP98SkRELQ+HhUREdi4zvxyrd6cr9p6YFQ2jQa9yIqLGq827jPytn+Ly+4+icMeXqCvMtN7FJR2M/mHWux6RlVXWVeGNAx9i14WD9a6ZETUBTw1YDCe9UcVkREREzcfLxRNze0xV7C05tbLep+zpzuy/dAzbzu1V7E3rOg79W/dSNxDZrHvaD0QrzxBZPTX/HOKzz2iQiIiItMBhIRGRHRNC4KM1Cagzyc92G9mnDaI7BWqQiuiXCXMdylMOIWv5S7j2+e9RdmoHRF211d/HLaIv9G5eVr8ukTUUVBThL7vfQUKO8i79ekmHJ/o9iHk9pvIcISIianHGdhyGcJ/Wsnp2eR42p+/RIFHLcrH4Kj49uUKxFx3cFfO6Kw9ryTHpdXrMj5mm2FuRuAEWSxPPkiciIrvATx6IiOzY3lPXkJhRIKt7uhnx0JRuGiQiqp+ptBBF+77DlX8/hrz176L6avMeZezVe1yzXp/obl0ouow/7XoDV0qUn6R1M7rixeG/xYj2A1VORkREpA6dToeHYucp9tYmb0FBZZHKiVqOsppyvH3oU8UnNAPd/fH0wIeg0/HjQLpVn7BodPHvIKtfLcnC/svHNEhERERq408HRER2qqyyFl9uUt4SZPHkbvD2cFY5EZGcEAJVl5KQu/YtXPngMVw/uAbmiuuNeq1z60gYA9rc1fu6hPeAa3j0Xb2WqDmdyEzAy3vexfXqUsV+oLs/Xhv9R3QPjlQ5GRERkboiAztiWHh/Wb3GXIuvT6/TIJH9s1gs+NeRr5BfUSjrGfVG/GHwr+HJM5BJgSRJWBAzQ7G3MukH1JpqVU5ERERqM2gdgIiI7s6yzSkoKZf/wN6tgz9G92urQSKi/7HUVKIscS9KT21HXcG1Rr9OMrrAo/swePUeB+fgcJirypC1/KU7uoYxoDWCZzwDSZLuJjpRsxBCYEv6Hiw/vRYCQnFNZ//2eHbIY/B24fa5RETkGO6Pno4TmQmoum1L+iNX4zA6dwh68OaZO/L9mU1IzFXevePXfRagve/d3YhHjiEysCP6tIrBycyEW+qFVcXYlrEXUyPHapSMiKh5zFn5eCCALgA8AJQDSFs19+N8bVNph8NCIiI7lHyhENuPXpbVDXoJT8yM5pCENFObdwUlcVtRnrT/js4hNPqHwav3eHj2GAGdi/t/63pXT4Q9+Bpy172D6ktJDV7HJbwHgmc8A72r513lJ2oOZosZS+NXY3vGvnrXDGgTi9/0Wwgng5OKyYiIiLTl4+qNOd0mY9npNbLeV6dW4q2xL8Kg50dXjXH06ilsSN2u2BvfeYTiU5xEt5sffS/ishIhxK03t61P2YaRHQbDw8m9nlcSEdmHOSsflwCMBvAkgCm4dfdNy5yVj28C8BGAXavmfqx8p6+KJEl6A0AfABEAAgBUAbgMYAOAD4QQ8u0E7va9bv/mT81PkqS42NjY2Li4OK2jEJEdqjNZ8Lv39uJKTpmsN2d0BB6Y0FWDVOTIhNmEirRjKI3bhuorKY1/oaSDW0RfePceD5fwHr845L6xnWkiSk9uQ+W5k4CwyK7j1XscXMM5LCfbUlVXjX8e+RLx2crbRgPAtK7jMK/HVOgknhBARESOx2wx49kdf8fVkixZ74GYmZgSOVqDVPblWkk2/rTrDVSbamS9yICO+Ms9/weDTq9BMrJHn5z4BnsuHJLVp0aOwf31bFVKRNQAm/igZs7Kx/0BrAIwshHL9wCYvWrux5oepCxJUi2AUwBSAOQBcAcwADcGiFkABgghrlrjvXh7FhGRndmwL0NxUBjq7445oyM0SESOylRaiNL4nSiL39nocwgBQO/uA8+eo+EVOwYGr4BGvUaSJLi1j4Fb+xiYK0tRV5gFS20VdE6uMPqHQe/GbRvJ9hRWFuP1Ax/h8nXlbXR1kg6/6n0fRncconIyIiIi26HX6fFw7Fy88tN7st7q5B8xuF0f+Ln6qB/MTlTWVuGtQ58oDgp9Xbzx+0GPcFBId2ROt8k4ePk4as11t9S3pv+E8Z1HIMDNT6NkRER37+agcD+AqEa+ZCSAA3NWPj5U44GhlxBCtnWXJEl/A/AnAC8AeMIab8Tbl4mI7EhOYQW+35Gm2HtsZjScjfwlkJrXjSf8kpC79m1c+eAxXD+4utGDQpc2XRE07Xdo+9tP4DfivkYPCm+nd/OCS5tIuHXsBZc2kRwUkk26WHwVf9r1Rr2DQlejC/407DccFBIREQGICorA4LZ9ZPVqUw2+Ob1Og0T2wSIs+OD4MmSX5cl6ep0ezwx+FD6u3hokI3vm5+aDiRHyh27qLCasSvpRg0RERE1zc+vRVWj8oPA/ogCsvvl6TSgNCm9adfNrZ2u9F58sJCKyE0IIfLwuEbUmi6w3rFcrxHYJ0iAVOQpLTSXKkvahNG4b6gqUhx9KJKMzPLoPg1fv8XAODm++gEQ2JC4rCf888iVqFO7wB4AANz88P/QJtPVppXIyIiIi2/VAz5mIy0qSPSF38MoJjO44FFFBVvssrMVYn7INJzMTFHuLe81BREAHlRNRSzEtchx2nT+I8tqKW+r7Lh3F5C6j+HMsEdmb0Wjc1qNKRgIYBWCX9eJYxZSbXxOtdUEOC4mI7MTBhCycOiu/Y9TdxYBfTe2uQSJyBLX5V1B6chvKzuyDqK3vZiY5o38YvHqPh0ePEdC7uDdjQiLbsu3cXiyJX4X6zgXv6NsOzw19nHf5ExER3cbP1Qezuk3ENwnrZb2vTq3EG2NfgJ7baf5XfPYZrDqj/JTXiPYDMabjUJUTUUvi5uSKGVETsPz0mlvqAgLfJm7A88Oe1CgZEdFdaeo2nU9A42GhJEl/AOABwBs3ziscghuDwtet9R4cFhIR2YHyqjp8viFJsbdwUhR8vVxUTkQtmTCbUJF2DKVx21F9JbnxL5R0cOvcB159xsM1PBqSZBPnVxOpwmKxYPnpNdhy7qd61/Rr1RO/HbAYzgYnFZMRERHZj4mdR+KnC0eQWZZzS/1KSSa2Z+xT3BrREeWU5+P9I19BQH5zUkffdvhV7/v4szg12bhOw7A1fQ/yK289qutU9hmk5KUjKihCo2RERI03Z+XjgQCmNvEy985Z+XjAqrkfF1gj0136A4Dgn/39NgCLhBD51noDnllIRGQHvt6SguIy+XZ2Xdr5YtyAcPUDUYtkKitC0f6VuPLBY8hb/26jB4V6d2/4DJ6Jtr/5GCGzn4Nb+xh+OEEOpdpUg7cPffqLg8LJXUbj94Me4aCQiIjoFxj0BiyOnaPYW3nmB1yvLlU5ke2pNtXg7YOfoqKuStbzdPbAM4MfhZPeqEEyammMeiPm9lD+fH1Fwvp6d9IgIrIxXdD0OZju5nU0I4QIEUJIAEIAzADQAUC8JEmx1noPPllIRGTj0q8UY+uRS7K6TifhyVkx0Ok4lKG7J4RA9ZUUlMZtRUXaccBibvRrnVtHwrv3eLhHDoBk4AcS5JiKqq7jjQMf4WLxVcW+JEl4OHYuxnYarnIyIiIi+xQd0hUDWsfi6LVTt9Sr6qqxImE9nuy/UKNk2hNC4NMT3+BKSaasJ0kS/m/gwwhw99MgGbVUQ9r1xQ9pu3D5+q3n1p8ruoRj1+IxoI3VPqMmImouHla6jqeVrtMkQohcAOslSToFIB3AcgBWOZ+Kw0IiIhtmNlvwwerTULphb9qwjmgfxjOv6O5YaqpQlrQPpae2oS5fecihRDI6w6PbUHj1Hg/nkPbNmJDI9l2+fg2vH/gIhZXFin0XgzP+b9Cv0CuU58oSERHdiQd7zUR89hnUmGtvqe+7dBSjOw5Bl4COGiXT1pb0PTh05aRi7/7oGegeHKlyImrpdJIOC6Kn4+/7/y3rfZe4EX1axcDAs0SJyLaVW+k6ZVa6jlUIIS5LkpQCoKckSQFCiCZvkcphIRGRDdt04AIuZsm32gnydcV9YzV9+p3sVG3+VZTGbUNZ0j6IWvnWRfUx+oXBq/c4eETfA72LezMmJLIPp7OT8d7hL1Blqlbs+7v64rmhTyDct7XKyYiIiOxfgJsfZkRNwHdJG2W9r+JW4h9jnodO51gn6yTnpePrhHWKvUFtemNyl1EqJyJHERPSFT2CuyApN+2WenZ5HvZcOISxnYZplIyIqFHSAFjQtK1ILTevY2vCbn5t/DZhv8CxfrIiIrIjecWVWLH9rGLvsRnRcHHm/R7UOMJsQnnqEWR98xdc++x3KI3b1rhBoaSDW0RfhNz3F7R+7F/w7jeZg0IiADsy9uP1Ax/VOyhs79MGfxvzLAeFRERETTC5yyiEegTJ6hevX8XO8wc0SKSdgsoivHf4c1iERdZr4x2Gx/o9wDPDqdlIkoQF0dMVe6uTN6O6TvlnYiIiW7Bq7sf5ADY18TIbV839uMlP7t0pSZIiJUkKUajrJEn6G4AgAIeFEMrbHd0hftJMRGSDhBD4dF0SamrlN4YMig5F3yjZfyeIZExlxSiL34nS+J0wlxc1+nU6Ny949RwNr9ixMHgHNmNCIvtiERZ8k7AeP6btqndN77AeeHrAQ3AxuqiYjIiIqOUx6o1YHDsHf9//gaz3fdJGDGwTCy8Xmzg+qFnVmuvwzqHPUFoj30XNzeiKPw7+NVwMzhokI0fSwa8dBrXtg8O3bYNbUl2KH9P3YFa3iRolIyJqlI8ATGvi67UwHsBbkiTtB3AeQCGAYADDAXQAkAPgEWu9GYeFREQ26OiZbBxPyZHVXZ0NeHRaDw0Skb0QQqD6SgpK47ahIu0YYGn8TgTOrbvAq/d4eEQOhGQwNmNKIvtTY6rFv48twfFrp+tdM6HzPVjYc5bDbYtGRETUXHqGdkOfVjE4mZlwS72irgrfJm3EY33v1yiZer46tRLniy4r9p4asBghnvKnL4maw7weU3HsWjzMt/2OuensDozpOATeLl4aJSMiatAuAHsAjLyL1+4BsNu6cRptF4DPAAwGEAPAB0AFgHQAXwN4XwjR+KcDGsBhIRGRjamsrsOn65MUew9M6Ap/b1eVE5E9sNRUofzMPpTEbUdd/pVGv04yOMGj+zB49R4H55AOzZiQyH5dryrBGwc/rveDOkmSsLDnLEyMuJvfO4iIiOiXLOo1Gwk5Kagz191S/+nCYYzuMASd/MO1CaaCXecPYs+FQ4q92d0mITaMN5KSekI8AjGm41BsO7f3lnq1qQZrU7biodi52gQjImrAqrkfizkrH58N4ACAqDt4aQqA2avmfiyaJ9kvE0KcAfCkWu/H256JiGzMiu1nUVgi3/O/UxsfTBzcXoNEZMtq86+iYNvnuPz+IyjY9nmjB4VGv1D4j1mMtk99jsBJj3NQSFSPqyVZeHHXm/UOCp0Nznh2yOMcFBIRETWTIHd/TO86TlYXEPgy7nvFc/xagnOFF/HVqZWKvdiwHpjJbR9JAzOjJihue7vz/AHklOdrkIiIqHFWzf24CMBQ3HhSsDH2ABh683UOgcNCIiIbknHtOn48cEFW10nAk7NioNfx0HoChNmE8rNHkPXNy7j22e9QGrcNoraq4RdKOrh17ouQ+/6M1o+9D+9+k6F39Wj+wER2KjEnFS/tfgv5lcq/G/i6euPVkc+gN+/qJyIialZTu4xBkLu/rH6++DL2XDisQaLmdb26FO8c+gwmi0nWC/UIwm/7L4JO4kd6pD5vFy9MjRwrq5stZnyftEmDREREjXdz8DcawBgAGwDcfseRBcD6m/3RjjQoBLgNKRGRzTBbBD5ckwCLwoPtk4d2QKfWPqpnIttiKitG2emdKD21E+byxv+8onPzglfP0fCMHQOjN880IWqMPRcO4fOT38Jcz9MK7Xxa4/mhT8DfzVflZERERI7HyeCERb3m4M2DH8t63yVuwIDWveDh7K5BMuszWcx47/AXKKq6Lus5G5zxzOBH4e7kpn4wopsmR4zE9ox9KKkuvaV++MpJTOkyGh392mmUjIioYTe3FN0FYNeclY8HAOgCwBNAGYC0VXM/LtAyn5Y4LCQishFbDl1ExtXrsnqAtwsWjItUPxDZBCEEqq+moDRuOyrOHgVuO0z+lzi36gKv3uPg0XUQJIOxGVMStRwWYcH3SZuwIXV7vWt6hXbD7wb+Cq5GFxWTERERObY+raIRG9odp7LP3FIvq63A90mb8Ks+92mUzLq+SViH1Pxzir3H+z6Atj6tVE5EdCsXowtmd5uEL+K+k/VWJKzHn0c8DUnirkhEZPtuDgYddjh4Ow4LiYhsQGFJFb7emqrYe3R6D7i5cNDjaCy1VShP2o/SU9tQm9e4cwgBQDI4waPbUHj1Hg/nUJ5DSHQnak21+OD4Mhy9eqreNWM7DsPi2DnQ6/QqJiMiIiIAWNRrNhJzz8q259x5/gBGdhiMDn5tNUpmHQcvH8eWdOWjlKZGjsGgtr1VTkSkbGSHwdicvhvZZXm31M/kpSEhJxU9Q6M0SkZERHeLw0IiIhvw2YYkVNXIz6Po3y0EA7qHapCItFJbcA2lcdtQlri3cecQ3mTwDYFX7/HwjL6H5xAS3YWS6lK8efATnCu8qNiXIOGBnjMxKWIk75QmIiLSSIhnEKZGjsG6lK231AUEvjq1Eq+OesZuz/K7VHwNn5z4RrHXI7gL7utxr8qJiOpn0OlxX4978e7hz2W9FYnrER0Sabf/LhIROSoOC4mINHYiJQeHE7NldRcnPR6d3oMfSjsAYTGjIv04SuO2o/pSUuNfKOng1qk3vHqPg2uHGEj8ZYzorlwrzcbr+z9EXkWhYt9Jb8RTAx5Cv9Y91Q1GREREMtO7jsf+S8dQUHnrGd7phRew/9IxjGg/UKNkd6+8pgJvH/oEteY6WS/AzQ9PD/wVdzUgm9O/dS909gvHuaJLt9QvX7+Gg5dPYFh4f22CERHRXeGwkIhIQ9U1JnyyLlGxN39cJIJ8eXB9S2YqL0ZZ/C6Uxu+Auayo4RfcpHPzglfPUfDsNRZGn6BmTEjU8p3JTcM7hz5FRZ3yk7w+Ll54bugT6OjXTuVkREREpMTZ4ISFvWbhnUOfyXrfJKxD31YxcHeyn9+jLBYL/nX0K8Wblow6A/4w+FF4OXPnELI9kiRhQcx0vPLTe7LeyqRNGNgmFkY9j1QhIrIXHBYSEWnoux1pyCuWf0DdPswLU4fyvLmWSAiB6qupKI3bhoqzRwGLudGvdW4VAa/e4+HedSB0BqdmTEnkGPZePIJPT3wDs7Ao9tt4h+H5oU8g0N1f5WRERET0S/q16omYkK5IyLn13PfSmnKsOvMjFsfO0SjZnVuV/AMSclIUe4/0mY8OvGGJbFhUUARiQ7vjVPaZW+r5lUXYnrEfk7uM0igZERHdKQ4LiYg0cjGrBBv2n5fVJQl4clYM9HpuKdmSWGqrUH7mAErjtqI270qjXycZnODRbQi8ek+AcygHyETWIITAqjM/Ym3KlnrXRAd3xe8HPQI3J1cVkxEREVFjSJKExb3m4Jntr8F828132zL2YmSHQWjn01qjdI13/NpprEvZptgb22mYXW6pSo5nfvQ0xGcnQ0DcUl+XshUj2w/iz9NERHaCw0IiIg1YLAIfrkmAxSJkvQkDw9GlnZ8Gqag51BZcQ2ncdpQl7YWoqWz06wy+IfDqPQ6e0fdA7+rZfAGJHEytuQ6fHP8aB6+cqHfNqA5D8HDveTDwbCAiIiKbFeYVgskRo7Dx7I5b6kIIfHVqJV655/c2ff57ZmkOPjy2TLHXxb8DFvWcrXIiorvT1qcVhocPwN5LR26pl9dWYMPZ7ZgfPU2bYEREdEc4LCQi0sD2Y5eRdrlYVvf1dMaDE6M0SETWJCxmVKafRGncVlRdSrqDV0pw6xQLrz4T4NohBpLEp0uJrKm0phxvH/wEZwvkT3X/x/0x0zGlyxib/nCRiIiIbpgZNQEHLh9HUdX1W+qp+Rk4ePkEhob30yZYAyrrqvD2wU9RZaqW9XxcvPB/gx+BQc+P7Mh+zOkxGYeunECdxXRLfUv6HozvNAJ+bj7aBCMiokbjTx5ERCorLq3Gsh+TFXuPTOsBd1ceAG6vTOXXUXZ6F0pP7YC5rLDRr9O5esKz5yh4xY6D0SeoGRMSOa6ssly8vv9D5JTnK/aNeiN+238RBrSJVTkZERER3S0Xowse7DkT/zzypaz3dcJa9G7VA25G29oCUQiBj44tR2ZZjqynl3T4/aBH4Ofqo34woiYIcPPDhIh7sOnszlvqteY6rEr+EY/1vV+jZERE1FgcFhIRqeyLTWdQUW2S1WMjgzAkJkyDRNQUQgjUXDuLkrhtqEg9Cljk/2zr4xzWGV69x8M9ahB0BqdmTEnU8pVWlyGrLBfVphq4GJwR5hkML5cbW/im5p/DWwc/RXltheJrvZ098ezQx9HZv72akYmIiMgKBrbpjZ3nDyA5L/2W+vXqUqxJ3oIHe87UKJmyDanbcTzztGJvYa/ZiAzspG4gIiuZ1nUcdp8/iIq6qlvqP108jMldRqG1V6hGyYiIlB26d2YggC4APACUA0gbvHGt8h3GDoDDQiIiFZ1Ky8P++ExZ3cmgw+MzorntnR2x1Faj/Mx+lMZtQ23e5Ua/TjI4wT1qCLz7jIdzaMdmTEjU8gkhkJR7Ftsy9iEuKxFC/O8cWEmS0CcsGmGewdicvgemegb5rbxC8MLQJxHkEaBWbCIiIrIiSZLwUOxcPLv9bzALyy29rel7MLL9ILT2to0hRUJOCr5P2qTYGxbeH+M6DVc5EZH1eDi5Y3rUeHyTsP6WuhAC3yZuxLNDHtMoGRHR/xy6d6YEYDSAJwFMAfDzM4Ash+6duQnARwB2Dd64VihcQlOSJD0AYPnNv31ECPGFta7NYSERkUpq6sz4eG2CYm/e2C4I8XdXORHdjdrCTJTGbUNZ4l6ImspGv87gEwyv3uPhGX0P9G6ezZiQyDGU1ZTjvcNf4ExemmJfCIETmcrfc/+je1AX/H7wI/Bw4vdfIiIie9bGOwwTOt+DH9N331I3Cwu+PPU9/jLid5rfmJlXXoB/HvkSAvLPHdv7tMGjvedrnpGoqcZ3vgdbz+1FYWXxLfWTmQk4m38ekYG8YZaItHPo3pn+AFYBGFnPEh2AaTf/2nPo3pmzB29cW6ROuoZJktQGwL9x4ylID2tfX9fwEiIisoZVu9KRUygfLrUN8cT0EdxqxpYJixkVZ48h+9u/4tonT6H0xJZGDgoluHXqjZC5L6LNEx/AZ8BUDgqJrKCsphwv73m33kFhY4xoPxB/GvYbDgqJiIhaiFndJ8HHxUtWT85Lx5GrpzRI9D81plq8fehTVNTKf4fwdHLHM0N+DSceS0AtgJPeiLndpyj2ViSsu2UnECIiNd0cFO5H/YPC240EcODQvTP9mi9V40k37ihaAqAQwCfN8R4cFhIRqeBqbhnW/XROsffkrBgY9Px2bItM5ddRfHANrnz4BHLXvomqi4mNep3O1RPeA6ehzZMfImTun+DWKRaSxH/GRNYghMB7h7/AtdLsu77GvB5T8XjfB2DQc5MNIiKilsLN6Ir7Y2Yo9pafXoPqumqVE90ghMBnJ1fg0vVrsp4kSXh64MMIcvfXIBlR8xjWrj/aeIfJ6mmFF3Ayq3G/UxMRWdPNrUdXAYi6w5dGAVh98/Vaewo3BpiLAVQ0xxvwk0siomZmsQh8uCYBJrP8Drqx/dshqj1/MbQlQghUXz2L3A3v4cq/f43ifd/BXFrQqNc6h3VG4JTfoO1Tn8F/5AMw+gQ3c1oix5OUe7ZJTxRO7zoeM6ImcJsvIiKiFmhou37oGijftaWo6jrWpW7TIBGw7dxeHLh8XLE3v8c0RId0VTkRUfPS6XRYED1NsfdtwgaYLWZ1AxER3TijsLFPFN5uJIBRVsxyxyRJ6grgdQD/EkLsb6734e3URETNbPeJK0i+UCire3s4YdHkO72hhZqLpbYa5ckHUHpyG2rzLjX6dZLBCe5Rg+Hdezycw7idLFFz256xr0mvzyzNsVISIiIisjWSJOGh2Ll4dsffZdsd/pC2CyPCByDMK0S1PKn557D89BrF3oDWsZgaOUa1LERq6hXaHVGBnZGSf+sOS5llOdh78QhGdRyiUTIiclBPWOH1u6wR5E5JkmQA8DWAKwD+1JzvxScLiYiaUUl5DZb8mKzYe3hqd3i68VwKrdUWZqFgx1e48v4jKNjySaMHhQafYPiNehBtf/sZgqb8hoNCIhWUVpc1eeuiE1kJKK0pt1IiIiIisjXtfFpjXKfhsrrZYsaS+FWqnZlWVHkd7x76HGZhkfVae4Xi8X4PcKcDarEkScKCmOmKvVXJP6LGVKtyIiJyVIfunRkIYGoTL3PvoXtnBlgjz134C4BeABYJIaqa8434ZCERUTP66odklFXWyeoxnQMwIra1BokIAITFjMpzJ1Eatx1VFxPu4JUS3DrFwqv3OLh27MVzCIlUllWW2+QP+IQQyCrNhVegh5VSERERka2Z230KDl85KbtBKCEnFScyE9Cvdc9mff86cx3eOfwZSmrKZD1Xowv+MOTXcDW6NGsGIq119m+PAa1jcfTaqVvqxVUl2JK+B9OjxmuUjIgcTBc0/aE53c3rNO6cIiuRJKkfbjxN+I4Q4khzvx+HhUREzSQxIx97Tl6V1Y0GHR6fGcO7SDVgrihB6eldKD21o9HnEAKAztUDnjGj4BU7FkZf9bYtIqJbVZtqrHSdaqtch4iIiGyTu5MbFkRPx8cnvpb1lsavRkxIFJwNzbfLy5L41ThXeFGx99v+ixDmybPNyTHMi56K45mnYbntCdsNZ7djVMch8HLmDXxE1Oys9Y3G00rXaZSfbT+aDuDParwnh4VERM2gzmTGR2uUn1ibPSoCrfhEi2qEEKjJTEPpyW0oTz0CWEyNfq1zaCd49RkP966DoDM6N2NKImoMF4N1/j10MfBOfiIiopZuePsB2HXhoGxoV1BZhPWp2zCvR1N3JFO258Ih7Dp/QLE3M2oi+rSKaZb3JbJFYZ7BGN1hCHac339LvaquGutTtmFhr1kaJSMiB2Ktc0jk2wU0Lw8AETf/7+p6Hjr5XJKkzwH8Swjxu6a+IYeFRETNYM2eDGTmV8jqrQI9MGskz7a7E+aKEtQVZcFSWw2dkwuMfmHQu3s3+DpLbTXKkw+gNG47anOV7+pVIumNcO82GF69J8CF5xAS2ZQwz2BIktSkrUglSUKYF+/mJyIiaul0kg4Px87DCztfh8CtPztsOrsTI8IHIMQzyKrvmVF4CV/Efa/Y6xXaHbO7T7Lq+xHZg1ndJmLf5WOouW2XkO0Z+zAh4h4EuftrlIyIHEQaAAuathWp5eZ11FQD4Mt6erG4cY7hQdzIZZUtSjksJCKyssz8cqzala7Ye3JWDIwGvcqJ7I8QAlUXE1EatxWV5+KAn29ZIung1rkPvHqPh2v7aNl2rrWFWSg9tR3lCXtgqals9HsafILgFTsOnjEjoXfzstYfhYisyMvFE33ConEi807OGr1V37AYbndERETkIDr4tcXojkOw87Yn/UwWE5bGr8bzw5602nuVVJfinUOfwaSwk0mwRyB+O2ARdDzznByQj6s3pnQZhTXJW26pmywmrEzahN8OWKxRMiJyBIM3rs0/dO/MTQCmNeEyGwdvXKvqeYVCiCoAv1LqSZL0Cm4MC5cJIb6w1ntyWEhEZEVCCHy0JgEms0XWG9mnDXp0CtAglX0xV5Yhd/07qL6UpLxAWFCZfhyV6cfhEt4DwTOegc7ZDZXn4lAatw1VF+9kiCDBtWNPePeeANeOPSHpOMglsnXjOg1v0rBwbKdhVkxDREREtu6+Hvfi6NVTKKu9deeXU9lnEJeVhN5hPZr8HmaLGf888iUKq4plPWe9E/4w+FF4OLk3+X2I7NWULmOwI2M/Smtu3Q3w4OUTmNJlNMJ922iUjIgcxEdo2rDwIyvlsGm8pYmIyIr2nrqGxAz5jSaebkY8NKWbBonsi7myDFlfv1T/oPA21ZeScPWTp3Dlg8eRu+aNRg8Kda4e8B4wFW2e+ACh816CW+feHBQS2YkewZEI87y7bUS7B3VBj+BIKyciIiIiW+bh7I77oqcp9paeWoVac12T32NF4gYk5ynvLvNYv/vRzqd1k9+DyJ65Gl0wq5t8G14BgRWJG9QPRESOZheAPXf52j0Adlsxi83isJCIyErKKmvx5aYzir3Fk7vB28NZ5UT2RQiB3PXvoK7g2h29zlJZCnNZYaPWOoV0RODkJ9H2t5/Bf9RCGH1D7iYqEWmosq5KdkdyY7T2CsXvBz0i27qYiIiIWr6R7Qeho287WT23ogCbzu5o0rUPXTmBH9N2KfYmR4zC4LZ9m3R9opZidIchCPYIlNUTclKQlHtWg0RE5CgGb1wrAMwGkHKHL00BMPvm622GEOIVIYRkzS1IAQ4LiYisZumPKSgpr5XVu3Xwx+h+bTVIZF+qLiY2+onCOyHpjfDoMQJhi15H64ffhGfMSOiMHNwS2avVyZtRfts2Yg3pHtQFr458Bh7O3P6LiIjIEel0Ojzce55ib33qduRVNO7mw9tduZ6JT45/o9jrFhSBBTHT7+q6RC2RQW/AfT2mKvZWJKyHRciPcyEispbBG9cWARiKxj9huAfA0JuvcwgcFhIRWUHyhULsOHZZVjfoJTw5K4ZPsjRCadw2q17P4B0Ev5EPoO1TnyFo6m/h0qqzVa9PROq7VpqN7ef2yuoS5N9jJUlCv1Y98dLwp/DnEU9zUEhEROTgOvmHY2T7QbJ6nbkOy+JX3/H1ymsr8NahT1Fjlt8w6u/qi98NfBh6HnVAdIsBbWLRwVd+M/WF4is4cjVOg0RE5EhuDv5GAxgDYAOA2+9SsABYf7M/2pEGhQBg0DoAEZG9qzNZ8NFa5bPyZtzTGW2CPVVOZH/MFSWoPHfSKtdy7dgLXr3Hw61jL55DSNSCCCGwLH41zAp3HE+NHIMpkWOQVZqLalM1XAwuCPMKhpezhwZJiYiIyFbNj56GY9fiUVFXdUv9RGYCTmcno2do486ZtwgL/n10KXLL82U9g86AZwY/Cm8XL6tkJmpJdJIO98dMx6t7/yXrfZ+4Cf1b9YJBz4+riaj53NxSdBeAXYfunRkAoAsATwBlANIGb1xboGU+LfG7LxFRE23Yl4ErOWWyeqi/O+aMjtAgkf2pK8oCrLDlSND038MjarAVEhGRrYnLSkRCTqqs7uvijRlRE+BqdIFXIIeDREREVD8vF0/M63Evvjz1vay35NQqvD3+JRj1xgavsyZ5M+Kzlc+r/1XveejkH97UqEQtVvfgSPQMicLpnFuPDsutKMDO8wcwIeIejZIRkaO5ORh02OHg7bgNKRFRE+QUVuD7HWmKvcdnRsPZyCfbGsNSW22V6+ic3axyHSKyLbXmOiyLX6PYmx89Da5GF5UTERERkb0a03Eown1ay+rZ5Xn4MW13g68/mZmANclbFHujOw7FyA68eZGoIfOjpyseJbAmZQsqb3vyl4iI1MFhIRHRXRJC4ON1iag1yZ+IG9arFXp1CdIglX3SOVnng36dk6tVrkNEtmVz2m7kVshv9uvs3x5Dw/tpkIiIiIjslU6nw8O95yn21qVsRUFF/ccTZZXl4t/Hlir2Ovu3x+Jes60RkajFC/dtjaHt5D/Hl9WU44ezuzRIREREHBYSEd2lgwlZOHU2T1Z3dzHgV1O7a5DIfhn9wgCFuwrviKSD0T/MKnmIyHYUVV7HutRtir3FveZAJ/HHWSIiIrozXQI6Ynj4AFm9xlyL5QlrFV9TVVeNtw9+iqo6+a4o3s6eeGbQo43awpSIbpjTYwoMOvkJWT+m7UJxVYkGiYiIHBs/XSEiugvlVXX4fEOSYm/h5G7w9eKWeI0lhEB58gEAoknXcYvoC72bl3VCEZHNWJG4HjWmGll9RPuBPA+IiIiI7tqCmOmKW5kfvXoKR6+cwtn8DJzOTsbZ/AyUVJXi4+Nf41pptmy9XtLh/wY9Aj83HxVSE7UcQe7+GN9puKxeY67FmuTNGiQiInJs8ts3iIioQV9vSUFxmfzD68h2vhjXv50GieyTMNehYNsXKDvd9G1GvHqPs0IiIrIl6QUXcODycVnd1eCC+T3u1SARERERtRQ+Ll6Y230KlsavlvXePfJ5o6/zQM+ZiArqbM1oRA5jetR47Ll4WHZO4e4LhzApYiTCvEI0SkZE5Hj4ZCER0R1Ku1yErUcuyeo6nYQnZsVAp2vidpoOwlxZiuxvX7XKoNAlvAdcw6OtkIqIbIVFWPDVqZWKvZndJsLH1VvlRERERNTSjOs0HG287/4ogyHt+mFC53usmIjIsXg6e2BaV/mNvxZhwXdJmzRIRETkuDgsJCK6A2azBR+uSYBQ2DFz+vCOaB/GD68bozb/CjKXPIfqKylNvpYxoDWCZzwDSeKQlqgl2XvxCC4UX5HVQz2DMJEfyhEREZEV6HV63HeXuxW08QrDr/ss4O8hRE00ofM98HP1kdWPXYtHesEF9QMRETkoDguJiO7ApgMXcDGrVFYP8nXFvDFdNEhkfyrPxSFz6Z9gup6n2JecXWEMDm/UtVzCeyDswdegd/W0YkIi0lplbRW+S9yo2FvUazYMeu6kT0RERE0nhMCW9D139VpXozOc9EYrJyJyPM4GJ8zpPlmxtyJxPYTS3dpERGR1/KSFiKiR8oorsWL7WcXeYzOi4eLMb6m/RAiBkmM/oGj3cgDKP+wbfEMQMucFGP1boepSIkpPbkPluZOAsPxvkaSDW0RfePUeB9fwaN7JS9QCrUnejJKaMlk9NrQ7eoV21yARERERtURJuWdxJi/trl6bXngRSblnER3S1cqpiBzP8PAB+CFtFzJLc26pp+Zn4FT2GfQO66FRMiIix8FPtomIGkEIgU/XJaGm1izrDY4OQ98oHrr9S4SpDvlbP0N5Yv137bqE90DwjGf++5SgW/sYuLWPgbmyFHWFWbDUVkHn5Aqjfxj0bl5qRScilWWW5mDruZ9kdb1Oj4W9ZmuQiIiIiFqq7Rn7mvT6HRn7OSwksgK9To8F0dPw5sFPZL1vE9ajV0g36HTcII+IqDlxWEhE1AhHz2TjeEqOrO7qbMAj0/iUyy8xV5Qgd+1bqL6aWu8ar9hx8B/7ECSFrQX1bl4cDhI5CCEElsWvhvnnTxPfNCliJEI9gzRIRURERC1RaXUZTmYlNukaJ7ISUFpTDi9nDyulInJcvcOi0SWgI9IKzt9Sv1qajX2XjuKeDoM0SkZE5Bh4SwYRUQMqq+vw6fokxd4DE7rC39tV5UT2ozbvMjKXPFf/oFDSwX/crxAw4VHFQSEROZZT2WdwOidFVvd28cKMqAkaJCIiIqKWKqsst8lnoQkhkFWaa6VERI5NkiTcHzNdsbfqzI+oNdWqnIiIyLFwWEhE1IAV28+isKRaVu/UxgcTB7fXIJF9qEg/gcxlf4KpJF+xr3NxR8i8l+DdhwMAIgLqzHVYGr9asbcgehrcjLwxg4iIiKyn2lRjpevIf1ckorvTJaAj+raKkdULq4qx9dxe9QMRETkQDguJiH5BxrXr+PHABVldJwFPzoqBXidpkMq2CSFw/cgG5K5+A6JW+Rdno18Ywha9DrcO8l8CiMgxbU7fg9xy+c0FnfzCMSy8vwaJiIiIqCVzMThb6TouVrkOEd0wP3oaJEn+WcuG1G0or6nQIBERkWPgsJCIqB5mi8CHaxJgUdiZZvLQDujU2kf1TLZOmOqQ/+MHKNrzNQDlLX1c20cjbNE/4OQfpm44IrJZxVUlWJeyVbG3OHYOdBJ/ZCUiIiLrCvMMVhxI3AlJkhDmFWylREQEAK28QjCy/WBZvaKuCutTt2mQiIjIMfCTFyKiemw5dBEZV6/L6gHeLlgwLlL9QDbOXFGCrBUvozxxb71rvPpMQMi8l6B39VAvGBHZvBWJ6xW3AhsePgCd/bndMxEREVmfl4sn+oRFN+kafcNi4OXM322IrG1290lw0htl9W3n9qKgokiDRERELR+HhURECgpLqvD11lTF3qPTo+HmIv+h1ZHV5F5C5lfPouZamvICSYeA8Y8gYNyvIOn06oYjIpt2rvAi9l86Jqu7GJwxP3qa+oGIiIjIYYzrNLxJrx/baZiVkhDRz/m5+mBSxChZvc5iwsozP2iQiIio5eOwkIhIwWcbklBVY5LV+3cLwcAeoRoksl0VaceRtexFmEoLFPs6Fw+Ezv8LvHqPVzkZEdk6i7Dgq1MrFXszoybC19Vb5URERETkSHoER6J7UJe7em33oC7oEcwdZ4iay72RY+Hp5C6r7790DFeuZ2qQiIioZeOwkIjoNidScnA4MVtWd3HS49HpPTRIZJuEECg+tA65a96EqKtWXGP0D0Orxf+Aazj//0ZEcvsuHsX5osuyeohHICZG3KNBIiIiInIkkiTh94MeQWuvO7shtLVXKH4/6JEmn3lIRPVzc3LFjKgJsrqAwIrEDeoHIiJq4TgsJCL6meoaEz5Zl6jYWzA+EkG+bionsk0WUy3yN72P4r0rAAjFNa4dYhC26HUY/cLUDUdEdqGyrgrfJm1U7C3qNRtGhTNKiIiIiKzNw9kdr458ptFPGHYP6oJXRz4DD2f5E09EZF1jOw1DoLu/rB6ffQbJeekaJCIiark4LCQi+pnvdqQhr7hKVu8Q5o0pQzpokMj2mMqLkf3Nyyg/s7/eNV59JyJk7ovQu/AXaCJStjZ5C0qqS2X1XqHdEBvGp5GJiIhIPR7O7vjziKfx0vCn0LdVjOyJQUmS0K9VT7w0/Cn8ecTTHBQSqcSoN2Je96mKvRUJ6yGE8s3LRER05wxaByAishUXs0qwYf95WV2SgCdnx0Cv5/0VNTkXkbP6dZjrOZ8QOj0Cxv0KXrFj1Q1GRHYlqywXW879JKvrJR0W9pylQSIiIiJydJIkITqkK6JDuqK0phxZpbmoNlXDxeCCMK9geDl7aB2RyCENbtcHP6TtxKXr126pZxRdwrFr8RjQJlajZERELQs/+SYiAmCxCHy4JgEWi/yutAkDwxHR1leDVLal4uxRZC1/sd5Boc7VA6H3/ZmDQiJq0LL4NTBbzLL6hIiRCPMK0SARERER0f94OXsgMrAjeoZ2Q2RgRw4KiTSkk3RYEDNdsfdd4kaYFH6vICKiO8dhIRERgO1HLyHtcrGs7uvpjAcnRmmQyHYIIVB8cA1y174FUVejuMYY0BqtFr0O13BuHUhEv+xUVhLis8/I6t7OnpgVNVGDREREREREZMtiQqLQIzhSVs8uz8OeCwc1SERE1PJwWEhEDq+4tBrLNqco9h6Z1gPurkaVE9kOS10N8jf+C8X7vqt3jWvHXmi18O8w+oWqmIyI7JHJbMKy+DWKvfnR0+Dm5KpyIiIiIiIisgcLoqcp1lcnb0F1XbW6YYiIWiAOC4nI4X2x6Qwqqk2yemxkEIbEhGmQyDaYyoqR/c3LKE8+UO8a736TETLnBehc3FVMRkT2asu5Pcguz5PVO/q1w/D2AzRIRERERERE9qCDXzsMbttHVi+pLsWP6bs1SERE1LJwWEhEDu1UWh72x2fK6k5GPR6fEQ1JkjRIpb2a7AvIXPIcarLOKS/Q6REw8XH4j1kMSadXNxwR2aXrVSVYm7xVsbe41xzoJP5YSkRERERE9ZvXYyr0Cp9BbDq7EyXVpRokIiJqOfipDBE5rJo6Mz5em6DYmzcmAiH+jvm0XPnZI8ha/iLMZYWKfZ2rJ0LnvwyvXqNVTkZE9uzbxI2oMsm3BxrWrj8iAjpokIiIiIiIiOxJsEcgxnYcJqtXm2rqvTGRiIgah8NCInJYq3alI6ewUlZvG+KJ6SM6aZBIW0IIFB9Yhby1b0OYahXXGANao9Xi1+HarpvK6YjInmUUXsLeS0dkdWeDM+bHTFM/EBERERER2aWZURPganCR1Xee34+cMvmRB0RE1DgcFhKRQ7qSU4p1PylvsfnkrBgY9I717dFSV4O8De+heP/Kete4doxFq0X/gNE3RMVkRGTvLMKCJaeUv7fMjJoAP1cfdQMREREREZHd8nLxxNTIMbK6WVjwfdImDRIREbUMjvVpOBERAItF4KO1iTCZhaw3bkA7RLX31yCVdkxlRcj++s+oSDlU7xrv/lMRMud56JzdVExGRC3B/kvHcK7okqwe7BGISREj1Q9ERERERER2bVKXUfBx8ZLVD1+NQ0bhJfUDERG1ABwWEpHD2X3iCpIvyM/j8/ZwwsJJURok0k5NVgYyv3oONdnnlRfoDAiY9AT8Ry+EpHCIOBHRL6mqq8a3iRsUewt7zoJRb1Q3EBERERER2T0XgzNmd5us2FuRuB5CyG8OJyKiX8ZhIRE5lJLyGiz5MVmx9/DU7vB0c1I5kXbKUw4h6+s/w1xepNjXuXkhdMHL8Oo5SuVkRNRSrE3ZiuvVpbJ6TEgUeof10CARERERERG1BPd0GIRQzyBZPTkvHQk5KRokIiKybxwWEpFD+eqHZJRV1snqMZ0DMCK2tQaJ1CeEBUX7VyJv/bsQplrFNcbAtmi1+HW4tnWsJy2JyHqyy/KwOX23rK6XdFjUazYkSdIgFRERERERtQQGnR7zo6cp9lYkrIdFWNQNRERk5zgsJCKHkZiRjz0nr8rqRoMOT8yMcYgPri11Nchb/y6uH1hV7xq3zn3QauHfYfQJVjEZEbU0y06vgdliltXHd74HrbxCNEhEREREREQtSb9WPdHZv72sfrkkEwcvn9AgERGR/eKwkIgcQp3JjI/WJCj2Zo+KQFigh8qJ1GcqLUTW8j+jIvVIvWu8B05D8KxnoXN2VTEZEbU08dlncCorSVb3cvbArG4TNUhEREREREQtjSRJWBA9XbH3fdIm1JrlO0sREZEyDguJyCGs2ZOBzPwKWb1VoAdmjeykQSJ1VWdlIHPJc6jNOa+8QG9A4JTfwH/kA5B0enXDEVGLYjKbsDR+tWJvfvQ0uDu5qZyIiIiIiIhaqqigzohVOA+9oLIIOzL2aZCIiMg+cVhIRC1eZn45Vu1KV+w9OSsGRkPLHo6VJx9E9td/hrm8WLGvc/NC2IK/wjP6HpWTEVFLtPXcXmSX5cnqHXzbYkT7gRokIiIiIiKilmx+j3sVj5ZZl7INFbWVGiQiIrI/HBYSUYsmhMBHaxJgMssPth7Zpw16dArQIJU6hLCgaO93yNvwHoSpVnGNU1A7tHroDbi0iVQ5HRG1RNerS7EmZbNib3HsHOgk/uhJRERERETW1danFYaHD5DVy2srsPHsDg0SERHZH35iQ0Qt2t5T15CYUSCre7oZ8dCUbhokUoelthp5697B9UNr6l3jFtEXYQv/BqN3kIrJiKgl+y5xI6rqqmX1Ie36oUtARw0SERERERGRI5jTfTKMeqOsvjl9D4oqr6sfiIjIznBYSEQtVlllLb7cdEax99CUbvD2cFY5kTpMpQXIWv4SKs4erXeNz6DpCJ71LHROriomI6KW7HzRZey9eERWdzY44/7o6RokIiIiIiIiRxHg5ocJneXHq9SZ67DqzA8aJCIisi8cFhJRi7X0xxSUlMu33+zWwR+j+rbVIFHzq85MR+ZXz6E296LyAr0BgVN/C7977ofE7QCJyEoswoIlp1ZBQMh607uOg5+bj/qhiIiIiIjIoUzrOhbuTm6y+k+XjuBaSbYGiYiI7Ac/KSaiFin5QiF2HLssqxv0Ep6cFaN48LW9Kz9zANlf/wXmiuuKfb27N8LufxWePUaomouIWr6Dl08gvfCCrB7sHoDJXUZrkIiIiIiIiByNh5M7pncdL6sLIfBt4gb1AxER2REOC4moxakzWfDR2gTF3sx7OqNNsKfKiZqXEBYU/bQCeRv/CWGuU1zjFBSOVovfgEvrLiqnI6KWrqquGisS1iv2Huw1C04K54YQERERERE1h/GdR8DfzVdWP5mViLP5GRokIiKyDxwWElGLs2FfBq7klMnqof7umD06QoNEzcdSW4XctW/j+uF19a5x69IfYQtfg8E7UMVkROQo1qduQ3F1iaweHdwVfcKiNUhERERERESOyklvxNzuUxR73ySshxDyoxOIiIjDQiJqYXIKK/D9jjTF3uMzo+Fs1KucqPmYSvKRtewlVKYdq3eNz+CZCJ75B+icXFVMRkSOIqcsDz+m7ZbVdZIOi3rNbpFbPhMRERERkW0b1q4/2nq3ktXTCy/gRKbyTlRERI6Ow0IiajGEEPh4bSJqTRZZb3iv1ujVJUiDVM2j+loaMpc8h9q8S4p9SW9E0L2/g9+I+ZAkfqsnouax/PRamCwmWX18p+Fo7R2qQSIiIiIiInJ0Op0O86OnKfa+S9wIs8WsbiAiIjvAT5CJqMU4eDoLp9LyZHV3VyMevrebBomaR1nSXmR98xeYK+Tb/gGA3t0HoQ+8Co/uQ9UNRkQO5XR2Ck5mJcrqns4emN19sgaJiIiIiIiIbugV2g3dguRH0WSW5eCni0c0SEREZNs4LCSiFqG8qg6fb0xS7C2cFAVfTxeVE1mfEBYU7vka+Zv+DZjlT/IAgFNwe7R66A24tGpZZzMSkW0xWcxYFr9asXdfj3vh7uSmciIiIiIiIqL/kSQJC6KnK/ZWn/kR1aYalRMREdk2DguJqEX4eksKisvkP+hFtvPFuP7tNEhkXZaaKuSufhMlRzbUu8Y9cgDCHnwNBq8A9YIRkUPadm4vMstyZPX2Pm0wsv0gDRIRERERERHdqpN/OAa0iZXVi6tLsCV9jwaJiIhsF4eFRGT30i4XYeuRS7K6Xifhydk9odNJ6oeyorqSPGQt/xMqz52od43PkFkImvEMdE72/wQlEdm2kupSrE7+UbG3OHYOdDr+eElERERERLbhvh73Qi/Jf0fZeHYHSmvKNUhERGSb+GkOEdk1s9mCD9ckQAh5b9rwjggP9VI/lBVVXz2LzK+eQ23eFcW+ZHBC0LT/g9/w+yAp/PBLRGRt3yVtQlVdtaw+uG0fRAZ20iARERERERGRslDPIIzqOERWr6qrxrqUrRokIiKyTfxkmYjs2qYDF3Axq1RWD/J1xbwxXTRIZD1liT8ha8XLsFTK/3wAoPfwRej9r8Kjm/yHXiKi5nCh6DJ+unBYVnfWO+H+mBkaJCIiIiIiIvpls7pNgrPBWVbfnrEPeeUFGiQiIrI9HBYSkd3KK6rEiu1nFXuPz4yBi7NB5UTWISxmFO5ejvwfPgDMJsU1TiEd0WrxG3Bp1VnldETkqIQQWHJqFQTkj3JPjxoPfzdfDVIRERERERH9Mh8XL0zpMlpWN1vM+P7MDxokIiKyPRwWEpFdEkLg0/VJqKk1y3qDo8PQp2uwBqmazlJThdzVb6Dk6MZ617h3HYiwB/8fDF7+KiYjIkd38PIJpBVekNWD3P0xWeEXbyIiIiIiIlsxpctoeDt7yuoHLx/HxeKrGiQiIrItHBYSkV06eiYbx1NyZHVXZwMemdZdg0RNV3c9F5nL/oTKjLh61/gOnYug6c9AZ5Rvn0FE1Fyq66rxTeI6xd6DPWfBSW9UOREREREREVHjuRpdMLPbRMXet4nrVU5DRGR7OCwkIrtTWV2HT9cnKfYenNgV/t6uKidquqorKchc8jzq8q8o9iWDE4JmPAPfYXMgSZLK6YjI0a1P3Y7iqhJZvUdwF/RtFaNBIiIiIiIiojszuuNQhHgEyuoJOalIzEnVIBERke3gsJCI7M6KbWdRWFItq3dq44MJg9prkKhpSk/vRvaKv8JSWarY13v4IeyB/weProNUTkZEBOSW5+PHtF2yuk7SYVEv3sBARERERET2waDTY16PexV7KxLXwyIsKiciIrIdHBYSkV3JuHYdPx6Un5mlk4AnZ8VAr7OfD62FxYzCXUtRsPkjwGJSXOMc2gmtHnoDzmGdVE5HRHTD8tNrUafwPWpsp2Fo4x2mQSIiIiIiIqK7M7BNLDr6tZPVLxZfxeEr9R8LQ0TU0nFYSER2w2wR+HBNAixC3ps8tAM6tfZRPdPdstRUImfV6yg59kO9a9yjBiP0gVdh8PRTMRkR0f8k5qTiRGaCrO7p5I453SdrkIiIiIiIiOjuSZKEBdHTFXvfJ22Eyax8MzcRUUvHYSER2Y0thy4i4+p1WT3A2wULxkWqH+gu1RXnIHPpC6g6f6reNb7D5iFo2v9BZ3RWMRkR0f+YLGYsiV+l2JvX4154OLmrnIiIiIiIiKjpugd3Qa/QbrJ6XkUhdpzfr0EiIiLtcVhIRHahsKQKX29VPmz60enRcHMxqpzo7lRdTkbmkudRV3BNsS8ZnRE08w/wHTqb54ARkaZ2ZOxDZmmOrB7u0xqjOgzWIBEREREREZF1zI+eBgnyz13WpmxFZV2VBomIiLTFYSER2YXPNiShqka+FUT/biEY2CNUg0R3rjR+J7K//SssVWWKfb2nH8IeeA0ekQNVTkZEdKvS6jKsOvOjYm9x7BzodPwRkoiIiIiI7Fc7n9YYGt5PVi+rKcemszs1SEREpC1+0kNENu94Sg4OJ2bL6i5Oejw6vYcGie6MsJhRsHMJCrZ8AljMimucwzqj1eI34RzaQeV0RERy3ydtUrybdlCb3uga2FmDRERERERERNY1t/sUGHQGWX1z2m4UV5VokIiISDscFhKRTauuMeGTdYmKvQXjIxHk66Zyojtjqa5Azsp/oPS48hM6AODRbShC7/8rDJ6+KiYjIlJ2sfgqdl84JKs76Y24v+cMDRIRERERERFZX6C7P8Z3HiGr15hrsTp5s/qBiIg0xGEhEdm073akIb9Y/nRLhzBvTBli20/h1RVlI3PpC6i6EF/vGt8R8xF479PQGZ1VTEZEpEwIga9OrYSAkPWmdR2PADc/DVIRERERERE1j+ldx8HN6Cqr77lwCFkKZ7gTEbVUHBYSkc26mFWCDfvPy+qSBDw5OwZ6ve1+C6u6lITMpc+jrjBTsS8ZnRE881n4Dp4JSZIfqE1EpIVDV04irUD+fTfQ3R9Tu4zWIBEREREREVHz8XT2wLSu42R1i7Dg26SNGiQiItKGfFNmIiKNlJTX4FpeOaprTXAy6vHVpjOwWORPt0wc1B4RbW13y87SUztQsP2Les8n1HsFIGT283AOaa9yMiKi+lWbavBNwjrF3gMxM+BkcFI5ERERERERUfOb2PkebDu3F0VV12+pH792GukFFxARYNs7WxERWQOHhUSkKSEETqfnY/OhiziRkgOF2eAt/Lyc8cCEruqEu0PCYkbhzqUoPbml3jXOrSIQPOtZGDxsd9hJRI5pQ+p22S/HANAtKAL9W/dSPxAREREREZEKnAxOmNN9Cj458bWstyJxPV655/fcFYqIWjwOC4lIM6UVtXhj+QkkZhQ0+jW/urcH3F2NzZjq7pirK5C3/h1UXUiod41H92EImPQ4dHw6h4hsTF55AX44u1NWlyQJi3vN4S/GRERERETUog0P748f03bhWmn2LfXU/AzEZSWhT6tojZIREanDdg/8IqIWrbSiFs9/ePCOBoUuTnrEdA5oxlR3p64oC1lLn/+FQaEEv3sWIHDqUxwUEpFNWp6wFnUWk6w+ruNwtPVppUEiIiIiIiIi9eh1esyPnqbY+zZxAywWi7qBiIhUxmEhEalOCIE3lp/A1dyyO3pdda0Zbyw/CSEa2KtURVUXE5G55AXUFWYp9iWjC4JnPQufQTP4ZA4R2aSk3LM4fu20rO7p5I453SerH4iIiIiIiEgDvcN6IDKgo6x+rTQbey8d1SAREZF6OCwkItWdTs+/oycKfy4xowAJ5/KtnOjulJzchuzv/h8s1eWKfYNXAMIW/g3uXfqpnIyIqHHMFjOWnlql2JvbYwo8nN1VTkRERERERKQNSZJwf8wMxd6qMz+g1lSrciIiIvVwWEhEqtty+GITX3/JOkHukjCbULDtcxRu/xwQyttQOLfugrDFb8A5OFzdcEREd2BHxn5cve1MDgBo590KozsM1SARERERERGRdiICOqBfq56yelHVdWw595P6gYiIVMJhIRGpqqS8BseTc5p0jWNnslFSXmOlRHfGXFWOnO9fQ2nctnrXePQYgbAFf4XBw0e9YEREd6i0phyrzvyg2FscOwc6HX9MJCIiIiIixzM/+l7oJPnvQxtSt6O8pkKDREREzY+fAhGRqq7llcPSxCMHLQLIzFfe+rM51RZmImvp86i6lFTPCgl+Ix9A4JTfQDIYVc1GRHSnViZtQkVdlaw+oE0sooIiNEhERERERESkvTCvEIxsP0hWr6yrwrrU+m8eJyKyZxwWEpGqqmtNVrlOVY11rtNYlRcSkLX0BdQVybfrAwDJyQXBs5+Dz8BpkCRJ1WxERHfqUvFV7LpwUFZ30hvxQD1ndBARERERETmK2d0nw1nvJKtvO7cX+RWFGiQiImpeHBYSkWosFoHUi0VWuZars8Eq12mIEAIlJ7Yg5/vXYKlW3mrC4B2EVgv/DveIvqpkIiJqCiEElsSvghDyx7zvjRyLQHd/DVIRERERERHZDl9Xb0zqMlJWN1lMWFnPcQ5ERPaMw0IianZCCMSdzcXv3tuLlbvSm3w9nQS0CvSwQrJfJswmFGz7DIU7vgSERXGNS5uuaLX4dTgFtWv2PERE1nDkahxS8zNk9QA3P0yNHKtBIiIiIiIiItszNXIsPJ3cZfUDl47j8vVrGiQiImo+HBYSUbNKv1KMFz8+jFc+P4qLWaVWuWb/7qHw9nC2yrXqY64sQ/Z3/w9lp3bUu8YjeiRC578Mvbt3s2YhIrKWGlMtvk5Yp9h7oOcMOBvk2+wQERERERE5IjejK2Z2myirCwh8m7hB/UBERM1InX38iMjhXMsrw9dbU3E4UfmMv6aYOCjc6tf8udqCa8hZ9Q+YinPqWSHBb9SD8O4/hecTEpFd2Xh2Owori2X1qMDOGNA6VoNEREREREREtmtMx6HYkr4HebedUxifnYwzuWnoHtxFo2RERNbFYSERWVVhSRW+25GGncevwGKRn4fVVNGdAhDTOdDq1/2PyvPxyFv/Liw1lYp9yckVwdP/D26dejdbBiKi5pBfUYiNZ3fK6pIkYXHsHN78QEREREREdBuj3oh5Pabi/aNLZL3lp9dica/ZqDHXwsXgjDDPYHi5eGqQkoio6TgsJCKrKK+qw7qfzmHj/guorTM3uL5XRCCyCiqQW6Q8lFPSJtgTzy/s2ywfaAshUHpiMwp3Lav3fEKDTxBC5rwAp8C2Vn9/IqLm9vXpdagz18nqYzoORTuf1hokIiIiIiIisn2D2vbBD2d34eL1q7fUL12/ipd/eve/fy9JEvqERWNcp+HoERzJGzKJyK5wWEhETVJbZ8bmQxexenc6yirlH0LfLrKdLxZN7oZuHfxRVlmL15edQGJGQYOvi+4UgOcX9oWnm/XP0xLmOhRs+wJlp3fVu8albRSCZ/4Rejcvq78/EVFzO5ObhqPXTsnq7k5umNt9igaJiIiIiIiI7INO0mFBzHS8tu/9X1wnhMCJzAScyExA96Au+P2gR+Dh7K5SSiKipuGwkIjuitki8NPJq1ix/SwKrlc1uL51kAcenBiFAd1D/ntnlaebE157bBASzuVj86GLOJ6cg5/vXKqTgP7dQzFxUDhiOgc2yx1Z5soy5K59C9VXkutd4xkzCgETHoGkN1r9/YmImpvZYsaS+FWKvbndp8DT2UPlRERERERERPalvW8bOOudUGOubdT6M3lp+Mued/DqyGc4MCQiu8BhIRHdESEETqTkYtmWFFzJKWtwvb+3C+aPi8SoPm2g1+tkfUmS0DMiCD0jglBSXoPM/HJU1Zjg6mxAq0APeHs4N8cfAwBQm38VOav+AdP1XOUFkg7+oxfCq+8kbh1BRHZr5/kDuFqSJau39W6FMR2HapCIiIiIiIjIfggh8N7hLxo9KPyPa6XZePfw5/jziKf5uRIR2TwOC4mo0VIvFmHp5mSkXCxqcK27qxGzR3bG5KEd4GzUN+r63h7OzToc/LnKjFPI3fAeRI3ymYmSsxuCp/0f3DrFqpKHiKg5lNWUY+WZHxR7i3rNhl7XuO/PREREREREjiop9yzO5KXd1WvP5KUhKfcsokO6WjkVEZF1cVhIRA26klOK5VtScSw5p8G1TgYdpgztgFkjO8OjGc4XbCohBEqO/4ii3csBYVFcY/AJRsjcP8EpoLXK6YiIrGvlmR9QUSu/KWJA61h0D+6iQSIiIiIiIiL7sj1jX5NevyNjP4eFRGTzOCwkonrlF1fh2+1nsefklVvOElSik4BRfdti/rhIBPi4qhPwDglzHQq2fo6yhN31rnFp1w3BM/4IvZunismIiKzv8vVr2Hn+gKxu1BvxQM8ZGiQiIiIiIiKyL6XVZTiZldika5zISkBpTTm8eF48EdkwDguJSKasshZrdp/DDwcvoM6k/PTdzw3oHoIHJ0ahTbDtDtjMFSXIXfsWqq+m1rvGs9cYBIx7GJLeqGIyIiLrE0JgyalVEEJ+p8e9kWMQ6O6vQSoiIiIiIiL7klWWq/h71Z0QQiCrNBdegRwWEpHt4rCQiP6rutaEHw9exJo951BRVdfg+m4d/LFwYhS6tvdTId3dq827gpxV/4CpJE95gaSD/5hF8OozkQdOE1GLcPTaKaTkn5PV/d18cW/kOA0SERERERER2Z9qU42VrlNtlesQETUXDguJCGazBbtOXMG329NQVNrwDy/tQjyxcFIU+nQNtvnhWuW5OORueBeiVvnPpXN2Q9CMZ+DWoae6wYiImkmNqRZfn16n2HsgZgacDbZ3niwREREREZEtcjE4W+k6Lla5DhFRc+GwkMiBCSFw9Ew2lm1ORWZ+eYPrA31dcf/4SAyPbQO9zraHhEIIlBzbhKLdXwNQ3i7C4BuCkDkvwCmgtbrhiIia0aazO1BQWSSrdw3sjIFtemuQiIiIiIiIyD6Fed64Ub6pW5GGeAZaKRERUfPgsJDIQSWdL8CyzSlIu1zc4FpPNyPmjI7AxEHt4WTUq5CuaYSpDvlbP0N54p5617iE90DwjGegd7XdcxaJiO5UQUURNp7dIatLkoTFvWbb/NPgREREREREtsTLxRN9wqJxIjOhSdd57/Dn+G3/xQhwt+2jfIjIcXFYSORgLmaVYPmWVJxMzW1wrZNRj2nDO2LGiE5wdzWqkK7pzBUlyF37Fqqvpta7xjN2LALGPgxJz2+BRNSyfJ2wDrVm+ZmzozsMQbhvGw0SERERERER2bdxnYY3eViYmp+BP25/DY/0WYBBbbnjCxHZHn5STuQgcosqsWJbKvaeuoaGdk7Q6SSM698O88Z2gZ+X/eypXpt3GTmr/gFTSb7yAkkH/7EPwbvPBHWDERGpIDkvHUeuxsnq7kZXzO0xVYNERERERERE9q9HcCS6B3XBmby0Jl2noq4K/zzyBU7nJOOhXnPgYrSfz9yIqOXjsJCohSspr8Gq3enYcugSTGZLg+sHx4ThgQld0SrQQ4V01lORfgJ5G/8JUVut2Ne5uCNo+jNw6xCjcjIiouZntpix9NQqxd6c7lPg5Wxf39OJiIiIiIhshSRJ+P2gR/CXPe/gWml2k6+39+IRpOWfx1MDH0JHv3ZWSEhE1HQcFhK1UNU1Jmzcfx5rf8pAVY2pwfXRnQKwcFIUItr6qpDOeoQQKDm6EUV7vgGg/Mik0S8MwXNegJN/mLrhiIhUsvvCQVwuyZTV23iFYmynYRokIiIiIiIiajk8nN3x6shn8O7hzxv1hGEX/44w6PRIzk9X7GeX5+GlXW9ibo+pmBo5BjpJZ+3IRER3hMNCohbGZLZgx7HL+G5HGq6X1TS4vkOYNxZOikKvLoGQJEmFhNYjTHXI3/IJypP21rvGtX00gqY/A70rn6ohopapvKYC3yf9oNhbFDsHep1e5UREREREREQtj4ezO/484mkk5Z7F9ox9OJmVCPGzs34kSULfsBiM7TQMPYIjISCwJX0PViRugNlill3PLCz4NnEDEnNS8Zv+i+Dn5qPin4aI6FaSaOjwMrI6SZLiYmNjY+Pi5OcKEd0ti0XgUGIWvt6aiuyCigbXB/u54f4JXTGsZyvodPY1JAQAU/l15K55EzWZ9d/N5dV7PPzHLIak530RRNRyfRW3Etsy9srq/Vr3xB8G/1r9QERERERERA6gtKYcWaW5qDZVw8XggjCvYMUjIC4WX8W/jnyJrLLceq/l4eSOx/rej36tezZjYiLN2N+Hzw6Iw0INcFhI1paQno+lW1KQcfV6g2u9PZwwd3QXjB8YDqPBPrc4qMm9hNxV/4CptEB5gaRDwLiH4dV7vLrBiIhUduV6Jp7d8XdYxK1n0hp1Brw34WUEeQRolIyIiIiIiIj+o9pUg+Xxa7DrwsFfXDe6wxA82GsWXAzOKiUjUgWHhXaAj9sQ2bHz165j2eYUxKfnN7jWxUmP6SM6YdrwjnBzMaqQrnlUpB1D3sb3IeqqFfs6Fw8Ez/wDXMN7qJyMiEhdQggsiV8lGxQCwJTIMRwUEhERERER2QgXgzMe7bsAPUO74ZMT36C8VnlXsF0XDiI1PwNPDXwI7X3bqJySiBwZh4VEdii7oALfbE3F/tOZDa416CWMHxCOOWMi4OvpokK6u2euKEFdURYstdXQObnA6BcGvbs3gBsfil8/vB7Fe1fU+3qjfxhC5rwAo1+YWpGJiDRz7Fo8kvPSZXV/V19M6zpOg0RERERERET0S/q17omOfu3wwbGlir/PAUBmWQ7+tOsNLIiehokRI6GT7HNnMCKyLxwWEtmR4rJqrNqZjq1HLsFsaXgL4WG9WuH+8V0RGuCuQrq7I4RA1cVElMZtReW5OODnT8hIOrh17gPPnqNRnnIQFWf213sd1w4xCJr+DPQutvtnJSKyllpTLb4+vVaxtyBmOresISIiIiIislH+br748/CnsSltJ1YmbYJZYbcYs8WM5afXIiEnBU/0WwhfV28NkhKRI+GZhRrgmYV0pyqr67B+73ls2JeB6lpzg+t7RQRi4aQodGzt0/zhmsBcWYbc9e+g+lJSk67j1Xci/EcvgqTTWykZEZFtW5O8BavO/CCrRwZ0xF9HPgNJ4nEAREREREREti6j8BLeP/oVcsrrP2LI09kDT/R7EL3DeOQO2S1+SGEH+GQhkQ2rM5mx9cglrNqVjpLy2gbXd2rjg0UToxATEahCuqYxV5Yh6+uXUFdw7e4votMjYNyv4BU71nrBiIhsXEFlETakbpPVJUhYHDuXg0IiIiIiIiI70ck/HG+O/RO+il+FvRePKK4pqynHGwc+wrhOw/FAzAw4GZxUTklEjoDDQiIbZLEI7D+diW+2piK3qLLB9aEB7nhwYlcMjg6ziw+JhRDIXf9OkwaFOlcPBM/4A1zDeVcVETmWbxLWo9ZcJ6uP6jAY7X3baJCIiIiIiIiI7paL0QVP9HsQPUO64bOTK1BZV6W4bnvGPqTkpePpgQ+jrU8rlVMSUUvHYSGRDRFC4FRaHpZvTsWFrJIG1/t4OmP+2C4Y078dDHr7Oey46mJik7Ye1XsFIGzBKzD6hVoxFRGR7UvJO4fDV07K6m5GV8zrMVWDRERERERERGQNg9r2Rmf/cPz76BKcLTivuOZqaTZe2Pk6FsRMx4TO99jFQwNEZB84LCSyEelXirFscwoSMwoaXOvqbMDMkZ1w79COcHG2v3+NS+Pk2+fdCaegdhwUEpHDsVgsWBK/SrE3p/tkeLl4qpyIiIiIiIiIrCnQ3R+v3PN7rE/dhtXJm2ERFtmaOosJS+NXIyEnFU/0ewDeLl4aJCWilsb+pgxELUxmfjm+3pKKQ4lZDa416HWYNLg9Zo/qDG8PZxXSWZ+5ogSV5+RPxdyJqvPxMFeWQu/GH4aIyHHsvnAIl6/Lt29u7RWKsZ2Ga5CIiIiIiIiIrE2n02Fmt4noERyJ949+hbyKQsV18dln8Idtr+HJ/gvRM7SbyimJqKXhsJBII0Wl1fhuRxp2HLsMi0X84lpJAu7p3QYLxkUiyM9NpYTNo64oC1C4K+qOCAvqCrM4LCQih1FeW4HvkzYq9hb1mg2DTq9yIiIiIiIiImpOEQEd8Oa4F/FV3Ersv3xMcU1JTRn+vv8DTIwYifnR0+CkN6qckohaCg4LiVRWUVWHtT+dw8b9F1BbZ25wfZ+uwXhwYle0D/NWIV3zs9RWW+k6yoc9ExG1RKvPbEZZbYWs3rdVDKJDumqQiIiIiIiIiJqbm9EVvxmwCDEhUfgi7jtUmZQ/V9uSvgfJuWl4euDDaO3No3uI6M5xWEikkto6M7YcvohVu9JRVlnX4Pou7XyxaFIUuncMUCGdenROLla6jqtVrkNEZOuuXM/E9ox9srpRZ8CDPWdqkIiIiIiIiIjUNDS8H7oEdMD7R5cgvfCC4prLJZl4buc/sLDnTIzpOAySJKmckojsGYeFRM3MbBHYG3cVK7afRX5xw0/DtQ7ywIMTozCge0iL/I+60S8MkHRN24pU0sHoH2a9UERENkoIgWWnVyseaj+5y2gEewRqkIqIiIiIiIjUFuQRgL+O/D3WpmzB2pStEEJ+rFGduQ5fxH2P09kpeKzfA/By9tAgKRHZIw4LiZqJEAInUnOxfHMKLueUNbje39sF942NxOi+baDX61RIqA29uzdcO/RC1fm4u76GW0RfnldIRA7hRGYCknLTZHVfV29M7zpOg0RERERERESkFb1OjzndpyA6uCveP7oEBZVFiutOZiXij9tew5P9F/LoCiJqFA4LiZpB6sUiLN2cjJSLyv/B/jl3VyNmjeyMyUPaw8Wp5f8raampgqkkt0nX8OrND8iJqOWrNddh+ek1ir37o2fAxWidbZ2JiIiIiIjIvkQGdsJb417E5ye/xeGryjfkF1eX4LV972Nq5BjM6z4VBn3L/9yRiO4ev0MQWdGVnFIs35KKY8k5Da41GnSYMqQDZo3qDE83JxXSac9SU4Xs719DXcG1u76GS3gPuIZHWzEVEZFt+jFtF/IqCmX1Lv4dMKRdXw0SERERERERka1wd3LD0wMfRs/Qbvjy1ErUmGoU1206uxNJuWfx9ICHEOYVonJKIrIXHBYSWUF+cRW+23EWu09cgUW+XfgtdBIwqm9b3Dc2EoG+ruoEtAGW2irkrPwbaq6dvetrGANaI3jGMy3yLEciop8rrCzG+pRtsroECYtj5/L7IBEREREREUGSJIxoPxCRAR3xr6Nf4XzRZcV1F4uv4rkd/8CiXrMxssNg/k5JRDIcFhI1QVllLdbsPocfD15ArcnS4Pr+3ULw4MSuaBviWOftWWqrkPP931B9NfWur+ES3gPBM56B3tXTismIiGzTNwnrUGOuldXv6TAIHfzaapCIiIiIiIiIbFWIZxD+36g/YtWZH7AxdQcE5E8z1Jhr8enJFTidk4Jf91kAD2d3DZISka3isJDoLtTUmfHDgQtYs+ccKqrqGlwf1d4PiyZ1Q9f2fiqksy2W2mrkrPxHvYNC59Zd4D1wGsoTfkLluZOA+NnQVdLBLaIvvHqPg2t4NO96IiKHcDY/A4eunJTV3YyuuK/HVA0SERERERERka0z6PSYHz0NMSFR+PfRJSiquq647ti1eGQUXsJvBixCt6AIdUMSkc2ShGhgz0SyOkmS4mJjY2Pj4pQPnyXbZTZbsOvEVXy34ywKS6obXN8uxBMPTopC367BDjnostRWI2fV31F9OVmx79yqC0Lvewk6ZzcAgLmyFHWFWbDUVkHn5Aqjfxj0bo71FCYROTaLxYIXdr6Oi9evynoP9pyFyV1GaZCKiIiIiIiI7El5TQU+OfkNjl87Xe8aCRKmdR2H2d0nw6DTqxeOHJHjfTBuh/hkIVEjCCFw9Ew2lm9JxbW88gbXB/i44v7xkRjRuw30Osf8Xmipq0HOqn/8wqAw4pZBIQDo3bw4HCQih7bn4mHFQWErzxCM7zxC/UBERERERERkdzyc3fHMoEex58IhLI1frXjMhYDA+tRtSMo9i6cGLEaIZ5AGSYnIVnBYSNSAM+cLsHRzCtIuFze41tPNiDmjIzBxUHs4GR33jpz/DQrPKPadwzojdN6tg0IiIkdXUVuJ75I2KvYWxc7mnZ5ERERERETUaJIkYVTHIega2An/OvKV4o2pAJBRdAnP7vg7Hoqdi+HhAxxydzQi4rCQqF4Xs0qwfEsqTqbmNrjWyajHvcM6YOY9neHualQhne2y1NUgd/XrqL6UpNh3Du2EkPv+DJ0LD1EmIvq51cmbUVYjf3q9T1g0YkKiNEhERERERERE9i7MKwSvjf4jvk/ahB/SdimuqTbV4KPjy3E6JwWP9L4P7k68wZ/I0XBYSHSbvKJKrNh+Fj/FXUVDR3rqdBLG9m+HeWMi4O/tqk5AG3ZjUPgGqi4mKvadQzsiZP5foOegkIjoFtdKsrHt3F5Z3aAz4MFes9QPRERERERERC2GUW/EAz1nIiYkCh8eW4bi6hLFdYevnMS5ggv47YDFiAzspHJKItISh4VEN5WU12D17nPYfOgiTGZLg+sHR4fh/gmRaB3kqUI622cx1SJ3zZuoupig2HcK6YiQ+zgoJCK6nRACS+NXwyLk/+2Z3GUUQjwCNUhFRERERERELU10SFe8Ne5FfHzia8RlKe8Kll9ZhJd/ehczoyZgZtRE6HkkBpFD4LCQHF51jQkb95/Hur0ZqKw2Nbg+ulMAFk6KQkRbXxXS2QeLqRa5q99E1YXTin2nkA4Inf8X6F091A1GRGQHTmYlIjE3VVb3dfHG9K7jNUhERERERERELZWXiyeeHfI4dp7fj2Wn16LOXCdbI4TAmuQtSMw5i6cGLEaQR4AGSYlITRwWksMymS3YeewyvtuRhuKymgbXtw/zwqJJ3dCrSyAP+v0ZYaq78UThhXjFvlNwew4KiYjqUWuuw/L4NYq9BTHT4Wp0UTkRERERERERtXSSJGFsp+HoGtgZ7x/5CpdLMhXXpRdewB93/A2P9L4PQ9r1UzklEamJw0JyOEIIHEzIwjdbU5FVUNHg+mA/N9w/PhLDerWGTsch4c8JUx1y176FqvP1DAqDwhE6/2XoXblVKxGRks1pu5FbUSCrR/h3wFD+IkZERERERETNqI13GP425jl8m7AeW879pLimqq4a7x9dgvjsZDzcex7cjK4qpyQiNXBYSA4l4Vw+lm5OQcbV6w2u9fZwwtzRXTB+YDiMBl3zh7Mz/xkUVmbEKfadgtohdMHL0LtxUEhEpKSo8jrWpW6T1SVIWBw7h0+xExERERERUbNz0huxKHYOYkKj8NGx5SipKVNcd+DycaQVnMdTAx5CREAHlVMSUXPjsJAcwvlr17Fscwri0/MbXOvipMf0EZ0wbXhHuLkYVUhnf4S5Drnr3vmFQWFbhC54BXo3L5WTERHZj28S16PGJN8Ge0T7gejo106DREREREREROSoeoV2x1vjX8LHx5cjPjtZcU1eRSH+sucdzO42CdO7jodOxwcsiFoKDgupRcsuqMA321KxP1553+2f0+skTBgYjjljIuDryTOi6vPfQeG5E4p9Y2BbhM7noJCI6JekFZzHwcvHZXVXowvui75Xg0RERERERETk6HxcvPD80Cex7dxefJOwDnUWk2yNRViw8swPSMxNxW/7L0aAu58GSYnI2jgspBbpelkNVu5Mw9Yjl2C2iAbXD+vVCveP74rQAHcV0tkvYTYhd927qEyvb1DYBmELXoHe3VvlZERE9sMiLFhyapVib1bUJPi48GYLIiIiIiIi0oYkSZgQcQ+igjrjX0e+wrXSbMV1qfkZ+OP21/BInwUY1La3yimJyNo4LKQWpbK6Dhv2nceGfRmoqjE3uL5XRCAenBSFTq19mj+cnRNmE3LXv4vKdPmTMABgDGiNsAV/5aCQiKgBey8ewYXiK7J6mGcwJnQeoX4gIiIiIiIiotu082mN18c8j68T1mF7xj7FNRV1VfjnkS9wOicZD/WaAxcjd2sjslccFlKLUGeyYNuRS1i5Kw0l5bUNru/U2huLJnVDTESgCunsnzCbkLfhPVSmHVPsGwNaI5SDQiKiBlXWVuG7xI2KvUW9ZsOg549mREREREREZBucDE54uPc8xIRE4eMTX6Osplxx3d6LR5CWfx5PDXwIHf3aqZySiKyBn0iRXbNYBPafzsQ3W1ORW1TZ4PrQAHc8MKErBkeHQaeTVEho/4TFjLyN/0TF2aOKfaN/K4QueAUGDx91gxER2aE1yZtRUlMmq8eG9UDP0G4aJCIiIiIiIiL6ZX1aReNtv5fw4bFlSMxNVVyTXZ6Hl3a9ibk9pmJq5BjoJJ3KKYmoKTgsJLskhEB8Wj6WbU7BhaySBtf7eDrjvrFdMLZ/Oxj0/A9VYwmLGXkb/omK1COKfaN/GEIX/BUGD1+VkxER2Z9rpdnYeu4nWV2v02Nhz1kaJCIiIiIiIiJqHF9Xb/xp+G+wJX0PViRugNkiPwLKLCz4NnEDEnNS8Zv+i+Dn5qN+UCK6KxwWkt1Jv1KMZZtTkJhR0OBaV2cDZt7TCVOHdYSrM//nfiduPFH4L1SkHlbsG/3CELrgVRg8OSgkImqIEALL4tfALCyy3qSIUQj1DNIgFREREREREVHj6SQdJncZjW5BXfCvI18iqyxXcd2ZvDT8YftreKzv/ejXuqe6IYnornB6QnYjM78cX29JxaHErAbXGvQ6TBwcjjmjIuDt4axCupZFWMzI2/Q+KlIOKfaNfqEIvf+vHBQSETVSXFYSEnJSZHUfFy/MjJqgQSIiIiIiIiKiu9Petw1eH/sClsevwa4LBxXXlNdW4O1Dn2J0hyF4sNcsuBj4GS2RLeOwkDRRUl6Da3nlqK41wcXJgNZBHvUO9YpKq/HdjjTsOHYZFov4xetKEjAitjUWjO+KYD+35oje4gmLGfk/fICKZOX/0Bt8Q25sPerpp3IyIiL7VGeuw7LTaxR7C6Knw9XoonIiIiIiIiIioqZxMTjj0b4L0DO0Gz458Q3KaysU1+26cBCp+Rl4auBDaO/bRuWURNRYHBaSaoQQOJ2ej82HLuJESg5+PvfTSUC/biGYOKg9ekYEQpIkVFTVYe1P57DpwAXU1Mr3wL5dn67BeHBiV7QP827GP0XLJixm5P/4IcrP7FfsG3xDEHb/qzB4+aucjIjIfm1O34Pc8nxZvbNfOIaG99MgEREREREREZF19GvdEx392uGDY0uRnJeuuCazLAd/2vUGFkRPw8SIkdBJOpVTElFDJCF++UktWyNJ0iwAwwH0BBADwBPACiHE/b/wmkEAXgIwAIALgAwAXwH4txBCcQolSdJCAE8CiAJgBhAP4G0hxI9W+DPExcbGxsbFxTX1UnajtKIWbyw/0ahzBrt38EdMRCA27T+Pssq6Btd3aeeLRZOi0L1jgDWiOqwbg8KPUJ60V7Fv8AlG2AOvwuDF/z8TETVWUdV1/G7LK6g21ch6fx/9HDr5h6sfioiIiIiIiMjKLBYLNqXtxMqkTTALS73rYkK64ol+C+Hrygc+HIikdQBqmD0OC0/jxpCwHMA1AJH4hWGhJEn3AlgLoBrASgBFAKYA6AJgjRBitsJr3gbwzM3rrwHgBGAeAD8AvxVCfNDEP4NDDQtLK2rx/IcHcTW3zKrXbRXogYWTumJA91BIEr/fNIWwmJG/+WOUJ/6k2Df4BN14otA7UOVkRET27YOjS7H/8jFZfUT4QDzR/0ENEhERERERERE1n4zCS3j/6FfIUdhh5z88nT3wRL8H0Tush4rJSEP88N4O2OOw8B7cGOJl4MYThj+hnmGhJEleN9d5AxgshDh5s+4CYA+AgQDuE0J8/7PXDAJwCMB5AH2FEMU36+EA4gC4A4gUQlxqwp/BYYaFQgi89MnhRj1R2Fh+Xi6YPy4So/u2gV7PR9abSggL8n/8GOWJexT7Bu8ghD7wVxi9g1RORkRk39ILLuCl3W/J6q4GF/xr4ivw4V2URERERERE1AJV11Xjq/hV2HvxyC+uG9dpOB6ImQEng5NKyUgjHBbaAbubtAghfhJCnBONm3LOAhAI4Pv/DApvXqMaN7YlBYDHb3vNYze//u0/g8Kbr7kE4EMAzgAW32V8h3M6Pd9qg0J3FwMWTorCpy+MwrgB7TgotAIhLCjY/MkvDAoDEXo/B4VERHfKIixYEr9KsTez2wQOComIiIiIiKjFcjG64Il+D+J3A38FN6Nrveu2Z+zDCztfx5XrmSqmIyIlLX3aMvLm120Kvf0AKgEMkiTJuZGv2XrbGmrAlsMXm3wNo0GHGSM64fMXx2DWyM5wcTJYIRkJYUHBlk9RlrBbsW/wCrgxKPThoJCI6E7tu3gU54suy+qhnkGY2Jk/RhAREREREVHLN6htb7w17kVEBnSsd83V0my8sPN1bEnfA3vbBZGoJWnpU5cuN7+m394QQpgkSboIoBuADgBSJUlyB9AKQLkQIlvheudufo1ozJtLklTfPqORjXm9vSspr8Hx5JwmX+ftp4aiQyufpgei/xLCgoKtn6Hs9C7Fvv6/g8JglZMREdm/yroqfJu0UbG3sOdsGPQt/ccvIiIiIiIiohsC3f3xyj2/x/rUbVidvBkWYZGtqbOYsDR+NRJyUvFEvwfg7eKlQVIix9bSnyz8zx5fJfX0/1P3ucv19Auu5ZXDYoWbQaprzU2/CP2XEBYUbPscZfE7Fft6T3+E3f9XGH1DVE5GRNQyrE3egpLqUlm9V2h3xIZ11yARERERERERkXZ0Oh1mdpuIV0c+gyB3/3rXxWefwR+2vYbT2ckqpiMioOUPCxvyn4M173Sk1aj1QojeSn8BOHuH72eXqmtNVrlOVY11rkOAEAKF275A2akdin29px/CHniVg0IioruUVZqDLenyc2D1Oj0W9pqlQSIiIiIiIiIi2xAR0AFvjnsRQ9v1q3dNSU0Z/r7/AyyNX41ac52K6YgcW0sfFv7nSUDvevpet61raH1DTx7Sz1jrbEFXZ27XZg1CCBRu/wKlp7Yr9vUefgi7n4NCIqKmWHZ6DcwKW6pM7HwPwjy5tTMRERERERE5NjejK347YDF+238xXA0u9a7bkr4HL+58A9dKlE4LIyJra+nDwrSbX2VnDEqSZADQHoAJwAUAEEJUAMgE4CFJUqjC9Trf/Co7A5HkWgd5QCc1vO6X6CSgVaCHdQI5MCEECnd8hdK4bYp9vYcvwh74K4x+Sv+zJyKixjiVlYR4ha1SvF28MLPbRA0SEREREREREdmmoeH98Oa4P6Gzf/t611wuycRzO/+BHRn7IIQVzrsionq19GHhf/YBG6/QGwbADcBhIURNI18z4bY19Au8PZzRr1vTnlLr3z0U3h7OVkrkmIQQKNy5BKUntyj29R6+CL3/rzD6hamcjIio5TCZTVgWv0axtyB6GtyMrionIiIiIiIiIrJtwR6BeHXkM5gZNRGSpPzUSZ25Dl/EfY+3Dn6C0ppylRMSOY6WPixcA6AAwDxJkvr8pyhJkguA127+7ce3veaTm19flCTJ92evCQfwJIAaAEuaK3BLM3FQ/XeGNO714dYJ4qCEECjctRSlJzYr9vXuPgi9/69w8m+lcjIiopZly7k9yC7Pk9U7+YVjWHh/DRIRERERERER2T69To+5PabglXv+DwFufvWuO5mViD9uew2JOakqpiNyHHY3LJQkaZokSUslSVoK4Pmb5YH/qUmS9PZ/1gohSgE8AkAPYK8kSV9IkvQmgNMABuLGMHHlz68vhDgM4F0AHQEkSpL0niRJHwI4CcAPwB+EEJea88/YkvSMCER0p4C7em10pwDEdA60ciLHIYRA0e5lKD3+o2Kfg0IiIusorirBmmTlp7cXx86BTrK7H7eIiIiIiIiIVNU1sDPeGvciBrXpXe+a4uoSvLbvfXyTsA4ms0nFdEQtn2Rve/1KkvQKgJd/YcllIUT4ba8ZDOBF3BgQugDIAPAVgPeFEOZ63mchgN8AiAJgAXAKwFtCCOXJyx2QJCkuNjY2Ni4urqmXsgtllbV47oODuJpb1ujXtAn2xBu/GQJPN6dmTNZy3RgULkfJsU2Kfb27N0LvfxVOAa1VTkZE1PJ8eGwZ9l06KqsPC++P3/RfpH4gIiIiIiIiIjslhMC+S0fx5amVqDHV1LuuvW8bPD3gIYR5Ne0YLFKF8h6zZFPsbljYEjjasBC4MTB8fdkJJGYUNLg2ulMAnl/Yl4PCuySEQNGer1FydKNiX+fmhbD7X4VTYBuVkxERtTznCi/ixV1vyuouBmf8a+Jf4evqrUEqIiIiIiIiIvuWU5aHfx39CueLLte7xlnvhEW9ZmNkh8H1nnlINoH/cOwAh4UacMRhIXBjiJVwLh+bD13E8eQcWH72Pz2dBPTvHoqJg8IR0zmQ39zvkhACRT99g5IjGxT7OjcvhC34K5yC2qobjIioBbIIC17a9RYyii7Jeguip+PermPVD0VERERERETUQpgsZqw68wM2pu6AQP1zjP6te+HXfRbAw9ldxXR0B/hhvx0waB2AHIckSegZEYSeEUEoKa9BZn45qmpMcHU2oFWgB7w9nLWOaNeEECje+20Dg8JXOCgkIrKS/ZeOKQ4KQzwCMTHiHvUDEREREREREbUgBp0e86OnISYkCv8+ugRFVdcV1x27Fo+Mwkv4zYBF6BYUoW5IohZCp3UAckzeHs6Iau+P3pHBiGrvz0FhEwkhULzvO1w/vE6xr3P1ROj8l+EU1E7lZERELVNVXTW+Tdyg2FvYazaMeqO6gYiIiIiIiIhaqG5BEXh73Evo17pnvWsKq4rx6k//xHeJG2GymNULR9RCcFhIZOduDAq/x/VDaxX7OldPhC54Bc7B4eoGIyJqwdambMX16lJZvWdIFGJDu2uQiIiIiIiIiKjl8nB2xzODHsWv+yyAs95JcY2AwPrUbfjL7reRU5anckIi+8ZhIZGdKz6wCtcPrVHs6Vw9EDr/ZQ4KiYisKKssF5vTd8vqekmHhb1m89xdIiIiIiIiomYgSRJGdRyCN8a+gPY+bepdl1F0Cc/u+Dv2XjwCIeo/65CI/ofDQiI7Vrx/Fa4fWKXY07ncHBSGtFc5FRFRy7Y8fg3MCluaTOh8D1p5hWiQiIiIiIiIiMhxhHmF4LXRf8SULqPrXVNtqsFHx5fjX0e/QkVtpYrpiOwTh4VEdqr4wGoUH1ip2NO5uN8cFHZQORURUcsWn30Gp7LPyOrezp6Y1W2SBomIiIiIiIiIHI9Rb8QDPWfipeFPwdfFu951h6+cxLPb/4az+RkqpiOyPxwWEtmh4oNrULz/e8XefweFoRwUEhFZk8lswtL41Yq9+6Knwc3JVeVERERERERERI4tOqQr3hr3InqH9ah3TX5lEV7+6V2sOvOD4k5BRMRhIZHdKT60FsX7vlPs6ZzdEHrfX+Ac2lHlVERELd/Wc3uRrXBAekffdhjRfoAGiYiIiIiIiIjIy8UTzw55HL/qPQ9GvVFxjRACa5K34OU97yKvvEDlhES2j8NCIjty/fA6FO/9VrEnObshZP7LcA7rpHIqIqKW73pVCdYkb1bsLY6dA53EH6mIiIiIiIiItCJJEsZ2Go7XxzyPdt6t6l2XXngBf9zxNxy8fFzFdES2j59sEdmJ60c2oOinFYo9ydkNoff9GS4cFBIRNYtvkzaiylQtqw9t1w8RAdz2mYiIiIiIiMgWtPEOw9/GPIeJne+pd01VXTXeP7oE/z66BJV1VSqmI7JdHBYS2YHrRzeiaM/Xij3JyfXGoLBVhMqpiIgcQ0bhJey9eERWdzY4Y0HMdA0SEREREREREVF9nPRGLIqdgxeGPQlvZ8961x24fBzPbv8b0gsuqJiOyDZxWEhk464f24Si3csVe5KTCweFRETNyCIsWBK/SrE3M2oC/Fx91A1ERERERERERI3SK7Q73hr/EnqFdqt3TV5FIf6y5x2sTd4Ci8WiYjoi28JhIZENu37sBxTtWqbY+++gsHUXlVMRETmOg5dP4FzhRVk92CMQkyJGapCIiIiIiIiIiBrLx8ULzw99Eot6zYZBZ/j/7d13eFRl3sbx+0kPCaEJoRfpSOhFkC4CuvaKu/aVXSv4gl2KAnaxoK6uZdW1rH1d3VVApAoqRar0XgIJPXXS5nn/mGEX4QwCmZyZZL6f6+Kazfk9c3LHPYRk7jnnOK7xWq8+WvmVHpn1nPbm7nc5IRAeKAuBMHVowb+1f/rbjjMTm6A6Q8cooX4rd0MBQATJL/Lo/WX/dJxd3+EyxUbHupwIAAAAAACcLGOMzmsxQI+fc5/qp9QJuG71ng26Z+pEzd+22MV0QHigLATC0KGFX2vft285zkxsgmoPfUgJDSgKAaAsfb7qGx3wHDpme/vardW5brsQJAIAAAAAAKeqUdX6euKc+zWoWZ+Aa3KL8vX8D2/oLwv+Lk+Rx8V0QGhRFgJh5tCib7Rv2puOMxMbr9pDH1RiwzYupwKAyLI7O1P/WTfjmO3RJkrXd7xCxpgQpAIAAAAAAKURFxOnmztfrXt73aLKcUkB183a/IPum/a4Nu7f6mI6IHQoC4EwcmjRFO2b+objzMTGq/ZVDymxYeAb8gIAguOdpZ+q2Ft8zPYhzfsf95IlAAAAAAAg/HWp115PDxmttNTAV2/blZOp0dOf0herp8prvS6mA9xHWQiEiazFU7Vv6uuOMxMTp9pXPajERhSFAFDWlu5apcXpK47ZnhKfrMvPOC8EiQAAAAAAQLBVT6yqh/reqWvbX6boqGjHNSXWqw+Wf6GJsyZrf95BdwMCLqIsBMJA1s/TtHfKa46z/xWFbV1OBQCRp9hboneWfOI4uzrtIiXFVXI5EQAAAAAAKCtRJkoXtBqoxwbep7qVUwOuW5m5VndPnagFO5a6Fw5wEWUhEGJZS77V3m/+6jgzMXGqfeUDSmyc5nIqAIhMU9bP0s7s3cdsb1Ktgfo36RmCRAAAAAAAoKw1qdZATwx6QANP7xVwTU5hrp6Z91e9tvB9eYoLXEwHlL2YUAcAIlnW0una+/WrjjMTE6fUK+9XYpN2LqcCgMh00JOlT375t+Psxo5XKSqK91gBAAAAAFBRJcTE609d/6AOdc7QqwvfU05hruO66Zu+1+o9GzS8x01qUq3Br2ZZnmylZ2fIU1yghJh41a2cqpSEym7EB0qFshAIkayl32nvfwIUhdGxSr3iPlVq0t7lVAAQuT5c/i/lF3mO2d6rYVe1qtk0BIkAAAAAAIDbutXvoKbVG+mln97WL5nrHNfszN6tB6c/qT+0u1jnNu+vXzLXacqG2VqcvlzW2v+uM8aoS912Gtysr9JSW8kY49aXAZwUc+SBC3cYYxZ36tSp0+LFi0MdBSGSvWyG9vz7L5KO/fv336KwaUf3gwFAhNq0f6se+PZJ2aO+L8fHxOuFcx9W9UpVQxMMAAAAAACEhNfr1Zdrv9VHK75UifUGXJccV0k5hXm/ub+2tVpqZM9hSo5PCmbM8oCGtBzgelqAy7KXzwxYFCo6hqIQAFxmrdVbP398TFEoSZe0HkxRCAAAAABABIqKitLFrQdrwtn3qHZyzYDrTqQolKSVmWs1dsYk5RQ4X94UCCXKQsBF2Stmac9XLytQUVj78nspCgHAZd9vXai1+zYdsz016TSd33JgCBIBAAAAAIBw0axGYz016EH1a9Kj1PvakbVLz85/XVzxEeGGshBwSfaK2drz5UtyLAqjYlT7sntVqVln13MBQCTzFHn03vLPHWfXdrhMcdGxLicCAAAAAADhJiE2Qbd1u0539bhZlWITS7WvlZlrtSJjTZCSAcFBWQi4IGflXO35KnBRmHrZ3arUnKIQANz2+eopOpB/6Jjtaamt1LVe+xAkAgAAAAAA4apnw856evBDSo4r3X0Hp22YE6REQHBQFgJlLOeX75X55WTJ6Sa4/qIwqUVX94MBQITbnbNH/1773THbo0yUbux4pYzh/tsAAAAAAODX4qPjlFNYuvsOLkxfpqyCnCAlAkqPshAoQzmr5inzXy8EKAqjlXrpKIpCAAiRvy/9TMXe4mO2D2nWV/Wr1AlBIgAAAAAAEO7SszNKvQ9rrdKzSr8fIFgoC4EykrN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      "text/plain": [
       "<Figure size 906.375x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 567,
       "width": 901
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.FacetGrid(data = BikeData, size=8, aspect=1.5).\\\n",
    "    map(sns.pointplot, 'month', 'count','weather', palette='deep', ci=None).\\\n",
    "    add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4535eab",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "- Under the situations when temperature is between 20-40 degree while humidity is between 0-60.\n",
    "- In summer and autumn, more people will rent bikes. \n",
    "- In spring, there the fewest people to rent the bike.\n",
    "- More people will rent bikes on summer and cloudy days.\n",
    "- From January to May, the number of renting bikes increases and decreases after October."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}