EDA.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a624ff32",
   "metadata": {},
   "outputs": [],
   "source": [
    "# sns.pairplot hue - целевая переменная\n",
    "# plt.figure(figsize=(15, 5), dpi=300) размер и количество точек на дюйм dots per inch фигуру, потом на нее наносим графики\n",
    "# sns.heatmap(df.corr(), cmap=\"vlag\" цветовая гамма, annot=True хотим посмотреть значения, fmt=\"0.2f\" сколько знаков после  запятой)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ece0d28e",
   "metadata": {},
   "outputs": [],
   "source": [
    "Домашнее задание 3 (10 баллов)\n",
    "О задании\n",
    "В этом домашнем задании вы получите опыт подготовки данных и EDA (Exploratory Data Analysis), приблизившись к реальной работе с данными с помощью уже знакомых вам инструментов: numpy, pandas, matplotlib и seaborn.\n",
    "\n",
    "Вы будет работать с задачей кредитного скоринга (оценка надёжности клиента). Предоставляются данные о 1000 клиентов, про которых известно около 20 признаков и положительная или отрицательная оценка в качестве кредитуемого. Эти данные нужно будет подготовить, исследовать (в том числе с помощью средств визуализации) и даже попробовать предложить какую-нибудь формулу для условной оценки надёжности клиентов исходя из предоставленных данных. Описание данных: https://www.rdocumentation.org/packages/evtree/versions/1.0-8/topics/GermanCredit\n",
    "\n",
    "Каждый построенный график необходимо красиво оформить - для этого требуется как минимум указать его название, а также отметить, что изображено по каждой из осей. Также по каждому графику ожидается небольшой комментарий с выводами.\n",
    "\n",
    "Функции, которые могут пригодиться при оформлении графиков: .show(), .title(), .xlabel(), .ylabel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4b78f4b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7635d357",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 1 (0.0 балла)\n",
    "Прочитайте средствами pandas файл с данными по ссылке https://raw.githubusercontent.com/hse-ds/iad-intro-ds/master/2022/homeworks/hw03-EDA/german_credit.csv. Выведите базовое представление таблицы (первые 5 и последние 5 строк, размер)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "067f2f9f",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>status</th>\n",
       "      <th>duration</th>\n",
       "      <th>credit_history</th>\n",
       "      <th>purpose</th>\n",
       "      <th>amount</th>\n",
       "      <th>savings</th>\n",
       "      <th>employment_duration</th>\n",
       "      <th>installment_rate</th>\n",
       "      <th>personal_status_sex</th>\n",
       "      <th>other_debtors</th>\n",
       "      <th>...</th>\n",
       "      <th>property</th>\n",
       "      <th>age</th>\n",
       "      <th>other_installment_plans</th>\n",
       "      <th>housing</th>\n",
       "      <th>number_credits</th>\n",
       "      <th>job</th>\n",
       "      <th>people_liable</th>\n",
       "      <th>telephone</th>\n",
       "      <th>foreign_worker</th>\n",
       "      <th>credit_risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>no checking account</td>\n",
       "      <td>18</td>\n",
       "      <td>all credits at this bank paid back duly</td>\n",
       "      <td>car (used)</td>\n",
       "      <td>1049</td>\n",
       "      <td>unknown/no savings account</td>\n",
       "      <td>&lt; 1 yr</td>\n",
       "      <td>&lt; 20</td>\n",
       "      <td>female : non-single or male : single</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>car or other</td>\n",
       "      <td>21</td>\n",
       "      <td>none</td>\n",
       "      <td>for free</td>\n",
       "      <td>1</td>\n",
       "      <td>skilled employee/official</td>\n",
       "      <td>0 to 2</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>no checking account</td>\n",
       "      <td>9</td>\n",
       "      <td>all credits at this bank paid back duly</td>\n",
       "      <td>others</td>\n",
       "      <td>2799</td>\n",
       "      <td>unknown/no savings account</td>\n",
       "      <td>1 &lt;= ... &lt; 4 yrs</td>\n",
       "      <td>25 &lt;= ... &lt; 35</td>\n",
       "      <td>male : married/widowed</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown / no property</td>\n",
       "      <td>36</td>\n",
       "      <td>none</td>\n",
       "      <td>for free</td>\n",
       "      <td>2-3</td>\n",
       "      <td>skilled employee/official</td>\n",
       "      <td>3 or more</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>... &lt; 0 DM</td>\n",
       "      <td>12</td>\n",
       "      <td>no credits taken/all credits paid back duly</td>\n",
       "      <td>retraining</td>\n",
       "      <td>841</td>\n",
       "      <td>... &lt;  100 DM</td>\n",
       "      <td>4 &lt;= ... &lt; 7 yrs</td>\n",
       "      <td>25 &lt;= ... &lt; 35</td>\n",
       "      <td>female : non-single or male : single</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown / no property</td>\n",
       "      <td>23</td>\n",
       "      <td>none</td>\n",
       "      <td>for free</td>\n",
       "      <td>1</td>\n",
       "      <td>unskilled - resident</td>\n",
       "      <td>0 to 2</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>no checking account</td>\n",
       "      <td>12</td>\n",
       "      <td>all credits at this bank paid back duly</td>\n",
       "      <td>others</td>\n",
       "      <td>2122</td>\n",
       "      <td>unknown/no savings account</td>\n",
       "      <td>1 &lt;= ... &lt; 4 yrs</td>\n",
       "      <td>20 &lt;= ... &lt; 25</td>\n",
       "      <td>male : married/widowed</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown / no property</td>\n",
       "      <td>39</td>\n",
       "      <td>none</td>\n",
       "      <td>for free</td>\n",
       "      <td>2-3</td>\n",
       "      <td>unskilled - resident</td>\n",
       "      <td>3 or more</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>no checking account</td>\n",
       "      <td>12</td>\n",
       "      <td>all credits at this bank paid back duly</td>\n",
       "      <td>others</td>\n",
       "      <td>2171</td>\n",
       "      <td>unknown/no savings account</td>\n",
       "      <td>1 &lt;= ... &lt; 4 yrs</td>\n",
       "      <td>&lt; 20</td>\n",
       "      <td>male : married/widowed</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>car or other</td>\n",
       "      <td>38</td>\n",
       "      <td>bank</td>\n",
       "      <td>rent</td>\n",
       "      <td>2-3</td>\n",
       "      <td>unskilled - resident</td>\n",
       "      <td>0 to 2</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>5 rows × 21 columns</p>\n",
       "</div>"
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      "text/plain": [
       "                status  duration                               credit_history  \\\n",
       "0  no checking account        18      all credits at this bank paid back duly   \n",
       "1  no checking account         9      all credits at this bank paid back duly   \n",
       "2           ... < 0 DM        12  no credits taken/all credits paid back duly   \n",
       "3  no checking account        12      all credits at this bank paid back duly   \n",
       "4  no checking account        12      all credits at this bank paid back duly   \n",
       "\n",
       "      purpose  amount                     savings employment_duration  \\\n",
       "0  car (used)    1049  unknown/no savings account              < 1 yr   \n",
       "1      others    2799  unknown/no savings account    1 <= ... < 4 yrs   \n",
       "2  retraining     841               ... <  100 DM    4 <= ... < 7 yrs   \n",
       "3      others    2122  unknown/no savings account    1 <= ... < 4 yrs   \n",
       "4      others    2171  unknown/no savings account    1 <= ... < 4 yrs   \n",
       "\n",
       "  installment_rate                   personal_status_sex other_debtors  ...  \\\n",
       "0             < 20  female : non-single or male : single          none  ...   \n",
       "1   25 <= ... < 35                male : married/widowed          none  ...   \n",
       "2   25 <= ... < 35  female : non-single or male : single          none  ...   \n",
       "3   20 <= ... < 25                male : married/widowed          none  ...   \n",
       "4             < 20                male : married/widowed          none  ...   \n",
       "\n",
       "                property age  other_installment_plans   housing  \\\n",
       "0           car or other  21                     none  for free   \n",
       "1  unknown / no property  36                     none  for free   \n",
       "2  unknown / no property  23                     none  for free   \n",
       "3  unknown / no property  39                     none  for free   \n",
       "4           car or other  38                     bank      rent   \n",
       "\n",
       "  number_credits                        job people_liable telephone  \\\n",
       "0              1  skilled employee/official        0 to 2        no   \n",
       "1            2-3  skilled employee/official     3 or more        no   \n",
       "2              1       unskilled - resident        0 to 2        no   \n",
       "3            2-3       unskilled - resident     3 or more        no   \n",
       "4            2-3       unskilled - resident        0 to 2        no   \n",
       "\n",
       "  foreign_worker credit_risk  \n",
       "0             no        good  \n",
       "1             no        good  \n",
       "2             no        good  \n",
       "3            yes        good  \n",
       "4            yes        good  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/hse-ds/iad-intro-ds/master/2022/homeworks/hw03-EDA/german_credit.csv\",\n",
    "    sep=\",\",\n",
    ")\n",
    "data.head() # Первые пять строк"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e173a9bc",
   "metadata": {},
   "outputs": [
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       "      <th>duration</th>\n",
       "      <th>credit_history</th>\n",
       "      <th>purpose</th>\n",
       "      <th>amount</th>\n",
       "      <th>savings</th>\n",
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       "      <th>...</th>\n",
       "      <th>property</th>\n",
       "      <th>age</th>\n",
       "      <th>other_installment_plans</th>\n",
       "      <th>housing</th>\n",
       "      <th>number_credits</th>\n",
       "      <th>job</th>\n",
       "      <th>people_liable</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>no checking account</td>\n",
       "      <td>24</td>\n",
       "      <td>no credits taken/all credits paid back duly</td>\n",
       "      <td>furniture/equipment</td>\n",
       "      <td>1987</td>\n",
       "      <td>unknown/no savings account</td>\n",
       "      <td>1 &lt;= ... &lt; 4 yrs</td>\n",
       "      <td>25 &lt;= ... &lt; 35</td>\n",
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       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown / no property</td>\n",
       "      <td>21</td>\n",
       "      <td>none</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>bad</td>\n",
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       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>no checking account</td>\n",
       "      <td>24</td>\n",
       "      <td>no credits taken/all credits paid back duly</td>\n",
       "      <td>others</td>\n",
       "      <td>2303</td>\n",
       "      <td>unknown/no savings account</td>\n",
       "      <td>&gt;= 7 yrs</td>\n",
       "      <td>&lt; 20</td>\n",
       "      <td>male : married/widowed</td>\n",
       "      <td>co-applicant</td>\n",
       "      <td>...</td>\n",
       "      <td>unknown / no property</td>\n",
       "      <td>45</td>\n",
       "      <td>none</td>\n",
       "      <td>rent</td>\n",
       "      <td>1</td>\n",
       "      <td>skilled employee/official</td>\n",
       "      <td>0 to 2</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>bad</td>\n",
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       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>... &gt;= 200 DM / salary for at least 1 year</td>\n",
       "      <td>21</td>\n",
       "      <td>all credits at this bank paid back duly</td>\n",
       "      <td>others</td>\n",
       "      <td>12680</td>\n",
       "      <td>... &gt;= 1000 DM</td>\n",
       "      <td>&gt;= 7 yrs</td>\n",
       "      <td>&lt; 20</td>\n",
       "      <td>male : married/widowed</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>real estate</td>\n",
       "      <td>30</td>\n",
       "      <td>none</td>\n",
       "      <td>own</td>\n",
       "      <td>1</td>\n",
       "      <td>manager/self-empl./highly qualif. employee</td>\n",
       "      <td>0 to 2</td>\n",
       "      <td>yes (under customer name)</td>\n",
       "      <td>no</td>\n",
       "      <td>bad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>... &lt; 0 DM</td>\n",
       "      <td>12</td>\n",
       "      <td>no credits taken/all credits paid back duly</td>\n",
       "      <td>furniture/equipment</td>\n",
       "      <td>6468</td>\n",
       "      <td>... &gt;= 1000 DM</td>\n",
       "      <td>unemployed</td>\n",
       "      <td>25 &lt;= ... &lt; 35</td>\n",
       "      <td>male : married/widowed</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>real estate</td>\n",
       "      <td>52</td>\n",
       "      <td>none</td>\n",
       "      <td>rent</td>\n",
       "      <td>1</td>\n",
       "      <td>manager/self-empl./highly qualif. employee</td>\n",
       "      <td>0 to 2</td>\n",
       "      <td>yes (under customer name)</td>\n",
       "      <td>no</td>\n",
       "      <td>bad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>no checking account</td>\n",
       "      <td>30</td>\n",
       "      <td>no credits taken/all credits paid back duly</td>\n",
       "      <td>car (used)</td>\n",
       "      <td>6350</td>\n",
       "      <td>... &gt;= 1000 DM</td>\n",
       "      <td>&gt;= 7 yrs</td>\n",
       "      <td>&lt; 20</td>\n",
       "      <td>male : married/widowed</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>car or other</td>\n",
       "      <td>31</td>\n",
       "      <td>none</td>\n",
       "      <td>rent</td>\n",
       "      <td>1</td>\n",
       "      <td>skilled employee/official</td>\n",
       "      <td>0 to 2</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>bad</td>\n",
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       "                                         status  duration  \\\n",
       "995                         no checking account        24   \n",
       "996                         no checking account        24   \n",
       "997  ... >= 200 DM / salary for at least 1 year        21   \n",
       "998                                  ... < 0 DM        12   \n",
       "999                         no checking account        30   \n",
       "\n",
       "                                  credit_history              purpose  amount  \\\n",
       "995  no credits taken/all credits paid back duly  furniture/equipment    1987   \n",
       "996  no credits taken/all credits paid back duly               others    2303   \n",
       "997      all credits at this bank paid back duly               others   12680   \n",
       "998  no credits taken/all credits paid back duly  furniture/equipment    6468   \n",
       "999  no credits taken/all credits paid back duly           car (used)    6350   \n",
       "\n",
       "                        savings employment_duration installment_rate  \\\n",
       "995  unknown/no savings account    1 <= ... < 4 yrs   25 <= ... < 35   \n",
       "996  unknown/no savings account            >= 7 yrs             < 20   \n",
       "997              ... >= 1000 DM            >= 7 yrs             < 20   \n",
       "998              ... >= 1000 DM          unemployed   25 <= ... < 35   \n",
       "999              ... >= 1000 DM            >= 7 yrs             < 20   \n",
       "\n",
       "        personal_status_sex other_debtors  ...               property age  \\\n",
       "995  male : married/widowed          none  ...  unknown / no property  21   \n",
       "996  male : married/widowed  co-applicant  ...  unknown / no property  45   \n",
       "997  male : married/widowed          none  ...            real estate  30   \n",
       "998  male : married/widowed          none  ...            real estate  52   \n",
       "999  male : married/widowed          none  ...           car or other  31   \n",
       "\n",
       "     other_installment_plans   housing number_credits  \\\n",
       "995                     none  for free              1   \n",
       "996                     none      rent              1   \n",
       "997                     none       own              1   \n",
       "998                     none      rent              1   \n",
       "999                     none      rent              1   \n",
       "\n",
       "                                            job people_liable  \\\n",
       "995                        unskilled - resident     3 or more   \n",
       "996                   skilled employee/official        0 to 2   \n",
       "997  manager/self-empl./highly qualif. employee        0 to 2   \n",
       "998  manager/self-empl./highly qualif. employee        0 to 2   \n",
       "999                   skilled employee/official        0 to 2   \n",
       "\n",
       "                     telephone foreign_worker credit_risk  \n",
       "995                         no             no         bad  \n",
       "996                         no             no         bad  \n",
       "997  yes (under customer name)             no         bad  \n",
       "998  yes (under customer name)             no         bad  \n",
       "999                         no             no         bad  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail() # Последние пять строк"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "f8417ee8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Размер датафрейма (1000, 21)\n"
     ]
    }
   ],
   "source": [
    "print('Размер датафрейма', data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "dbfdfb1b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (1332898801.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  Input \u001b[1;32mIn [70]\u001b[1;36m\u001b[0m\n\u001b[1;33m    Задание 2 (0.5 балла)\u001b[0m\n\u001b[1;37m            ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "Задание 2 (0.5 балла)\n",
    "Определите, есть ли пропуски в данных. Разделите признаки на количественные, бинарные, порядковые и категориальные."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "83a09e1c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Пропущенных значений нет\n"
     ]
    }
   ],
   "source": [
    "if data.isnull().values.any() == False:\n",
    "    print('Пропущенных значений нет')\n",
    "else:\n",
    "    print('Есть пропущенные значения')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "id": "8a1ad06f",
   "metadata": {},
   "outputs": [],
   "source": [
    "quantitative = data[['duration', 'amount', 'age']]\n",
    "categorical = data[['status', 'credit_history', 'purpose', 'savings', 'property',\n",
    "                    'housing', 'job', 'purpose', 'personal_status_sex', 'other_debtors',\n",
    "                    'other_installment_plans']]\n",
    "ordinal = data[['employment_duration', 'people_liable', 'installment_rate', 'present_residence', \n",
    "                'number_credits']]\n",
    "binary = data[['telephone', 'foreign_worker', 'credit_risk']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9f680188",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 3 (0.5 балла)\n",
    "Выведите среднюю сумму кредита (колонка amount) в каждой категории (колонка purpose), воспользовавшись методом groupby."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "afeefac5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "purpose\n",
       "business               8209.333333\n",
       "car (new)              5370.223301\n",
       "car (used)             3066.983425\n",
       "domestic appliances    2728.090909\n",
       "furniture/equipment    2487.685714\n",
       "others                 3062.948718\n",
       "radio/television       1498.000000\n",
       "repairs                3180.400000\n",
       "retraining             4158.041237\n",
       "vacation               1205.888889\n",
       "Name: amount, dtype: float64"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('purpose')['amount'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ea803ed6",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 4 (0.5 балла)\n",
    "Какой процент клиентов моложе 30 лет (колонка age) снимает жилье (колонка housing)? А какой процент клиентов старше 40 лет снимает жилье?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "7f119ea6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Доля клиентов моложе 30 лет, снимающих жилье равна 66.667 % , а старше 40 лет, снимающих жилье, равна 68.015 %\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1       633\n",
       "2-3     333\n",
       "4-5      28\n",
       ">= 6      6\n",
       "Name: number_credits, dtype: int64"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percantage1 = ((data.age < 30) & (data.housing == 'rent')).sum()/((data.age < 30).sum())*100\n",
    "percantage2 = ((data.age > 40) & (data.housing == 'rent')).sum()/((data.age > 40).sum())*100\n",
    "print('Доля клиентов моложе 30 лет, снимающих жилье равна', round(percantage1, 3), \"% , а старше 40 лет, снимающих жилье, равна\", round(percantage2, 3), '%')\n",
    "data.number_credits.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d1b30ed2",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 5 (0.5 балла)\n",
    "У скольких иностранцев (foreign_worker) число кредитов (number_credits) больше 3?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "3a4723aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Число иностранцев с более, чем 3 кредита равно 1\n"
     ]
    }
   ],
   "source": [
    "number_frn_many_credits = ((data.foreign_worker == 'yes') & ((data.number_credits == '>= 6') | (data.number_credits == '4-5'))).sum()\n",
    "print('Число иностранцев с более, чем 3 кредита равно', number_frn_many_credits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "822c9e32",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 6 (1 балл)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "16bf5d47",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "975a113e",
   "metadata": {},
   "outputs": [],
   "source": [
    "Используя numpy и matplotlib, начнём с тренировки: постройте график функций Sin и Cos от -Пи до Пи из 100 точек c легендой и сеткой. Используйте для линий разные цвета, одна из них пусть будет пунктирной. Результат в этом и следующих заданиях на построение графиков должен получиться примерно как на картинке. Содержание подписей не должно обязательно совпадать, однако осмысленные подписи должны присутствовать на графиках."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "f4b559e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Yc5c64H+Bw7KMPwn8CVhI0n32vcBBQBlJiDDTu0m6S0IS7voN8G+S0OhBwDm07sr6kxDCSzHGzM6QeRVCOA04tSfXaGPdEuD3ZA+vvr2Hw6uQfP0zDSO5n1wQY6zv4fXz7SqS++F2i0kCdc8Bq0lChnuRdGbdPePaacC3gYtzXOtYko7B6Z7sZL3EGDenuhY/TssA9Y9CCLNijM92MEW28NxtMcYfdaGW2hDCcyTPH9sd19l5drQQwoHAjgy7Z8oW7n8mxrh2h1eSEkLYiyRQnS2U/QrJc/d8kteOUSRvkpCtQ+tZQFkI4Z0xxtjBsl8heb3LtBi4G3gBeIMkJD2ApOvqFJL77xG0DmG3KdUxec+M4U4//lI+AswgeQ7Y7vwQwoOpgGt7dVwIvD9j+LUsY7l6gpaPuQNCCEM62UlZkiRJkiRJkqSdlgFWSZIkSZIkSZIk7So+wpsdUZcCH44x3pXlvP8OIUwjCWsekXHs6hDCXTHGzO6L2TSRBICuB+6OMa7q6IIQQhXwDZJA3vagXRlwHbBfDmsSQngrcF7G8FbggzHGmzLO/SHwJeBqWgeLSBt7BTg1xjgv4/qvkHS9OydtuAj4WQhh/54KU4YQ+gOd6pSXp3VLSDqvnplxaEeFV4kxLgohPAkcnHHo3cDeIYSrSDoJ1vV0LXkwmuT+B7AJ+Bzwf9k6MoYQvkrSXfLLGYc+GkL4VoxxaQ7rZesyPKcT9TaLMT4XQvgk8Ou04XKS7pcHxxg3ZbsuhHARcFHG8GvAB7pSR8qztLxt+4YQ+scYt3Vjzh4TQgjAz+hcx918OyjL2KwdXkVKCKEMuInWYdS1wCUxxhvauG4ocA2t71OnAp+inefJVJfWz2cMbyV5/bkuxtiUQ83HkgQ/x7Z3bko+H3+bQwhnk3zP0kPk/y+E8HhbIfIQwt7A/2QM1wHnxhg3dKUWksdfi2VInp/v7eJ8kiRJkiRJkiTtVIoKXYAkSZIkSZIkSZK0g2wPry4Djm0jvApAKqB6Akk3vMw5fpbjeu+KMb4txnhjLuHV1LqrY4yfonUnuH1DCCfluO73M6cFzsoMr6bWa4oxfov2O1i+BBydGV5NXb8OeA9we8ahPYEP51hvV3yVlt0415MEvXpMO+HVh4BTdkR4Nc1lbYzvR9IddnUI4bYQwudCCMeEEHLukriD9SMJe60Fjokx/ipbeBUgxlgfY/wK8KuMQ8Xk3jkxM/S7Isa4pjMFZ9T0v7TuXDwVyNoBMoSwD0n31XTdDc9B0q02XQlwYDfm62kfoOWbA9STdPzckaZlGetqN9B8+BxwQMbYWuD4tsKrkDwHxxjfT/ImBJm+E0JoL1h6Iq0Dsx+PMf6mo/Bqau3aGOM9McbzgVM6Op/Wjz+A53O4rq31nwc+kTFcDtwcQqjMPD/1PHgzSSfZdJ+PMXbne5/5+IPsYV1JkiRJkiRJknZJBlglSZIkSZIkSZK0q3lvjPHVjk6KMdYAZwOZAbcTQgj75nB9lwNpMcbrgFsyhj/Y0XUhhENo3an1hhjj3ztY76cknVQzbQTOiDGubOfaRuBjQGaA8z87qrcrQghTgC9kDF9K0sGzR3QQXn17jHFLT62dTSp8/cN2TqkE3gV8j6TGjSGEuSGE60IIHwwhTN0BZXbG+9vqmJjFl4GajLG35Xht5u1+Pcfr2vMx4IWMsfNCCB9NH+jB8Bxkvx297XsMQAhhGPDtjOEfAh0+J+exhmJgVJZDK3ZUDelCCKVkfxOBi2KMOXUojTFeCmQ+z5fROuCZblLG/jbgxlzWy7L+1hxOy3afXNSV9dLW/Q1Jh/J0e9A66A7Jm0/snTF2W4zxx92pgT70+JMkSZIkSZIkqRAMsEqSJEmSJEmSJGlXcmuM8YFcT051Z7w8y6GPZhnLt8zOjkfncM1/ZBn7QY7rfSrL2E9T3WjbFWNcDmR2eJ2eS9C3C35MEsza7mng5z2wDtAcXv09vSS8muZzwJVAh50SSX4vvDdwIUmw6+UQwoshhK+GEEb2YI25eDDG+JdcT44xrgUyuycfGEJo93ffIYR+tA4tLs113Xbq2QqcA2TeD34YQpietv8/wF4Z59yah/AcwJIsYxPzMG9PuBqoSttfAvzXDq5hMEnn3kzrd3Ad250FjM4YuyvGeEcn57kYyOxg/OFUQDabzC6lG2KMDZ1cszMmZuyvjTFuy8O8HwfmZoy9O4Twse07IYQPkDz/pXuVpBtwt6TerCLzDRwmdndeSZIkSZIkSZJ2FgZYJUmSJEmSJEmStCvJ1pWtI9fTuuPjKXmopSOvZOyPDiFM6OCamRn7i2OMs3NZLMZYl2U421hb/pxl7NhOXN+hEMJZwMlpQxH4eIwxlxBnV9bbHl49K+NQocOrxBibYoxfB44BHujCFHsCVwELQgiXhxDK81lfJ3TlMTkrY78CGNvBNWNp/fvxvHTcjDG+QBKiS1cG3BxCGBRC+E/ggozjr5K/LsXLs4yNz9PceRNCOBj4UMbwZ2OMmeG/nta/jfEud83uprdmGftZZyeJMS4A/pExPBw4qI1LMruLj0x1uO4p4zL28/X4aytE/oMQwkGpN1L4ScaxOuDc7nRKz5D5GOx1jz9JkiRJkiRJkgqlpNAFSJIkSZIkSZIkSTvIZuDezl4UY9wYQrgPeEfa8KQQQnWMcVWu84QQyki6qB4A7AtUA4NIwnfZugH2yzI2AVjUzvx7Zww/lWt9efBklrG2glOdFkIYSOtusr+OMT6erzUy1uu14dV0McZHgONT4cD/IKk3MyjWnoHAZcDbQwjvijF2uytpJz3YhWsWZBkbDCxu55pBWcby9j2MMV4fQjiWlqHUycCfgCMyTs93eG5rlrHM7poFleqQ+zNahojviTHeXIhy2hiPO7SKNx2Vsb8F+HsX5/oj8PYs82d7nswcC8DvU88D7T2WuirzMZjPx9+LIYSPAr9NGy4j+Xo00Dq0/LkYYz5fHzMfg73q8SdJkiRJkiRJUiEZYJUkSZIkSZIkSdKu4tkYY2MXr32algFWgBnkEDJKdbT7MnA2SciuO4a0c2xPoDRj7OVurpezGOPKEMI6YGja8H55XOLrtOxqtwb4Sh7nb5YKr95E6/Dq9uBhrwivposxPkkSIv50CGEySWfWw4DpwP603XVyu0OA+0MIh8YY1/dkrWlqYoxLunBdtuBnR4+tAVnGtnVh7fZ8EjiUlvf7E7Kc99k8h+ey3Y6BeZw/Hz5Mch/brg64uEC1tPV9H7Iji4DmYP7UjOHZ3XiteiLLWNY3EogxPhNCmE3yHLHdDGBeCOGPJOHPf8YY8/U4yXwM5vXxF2O8IYQwE/hg2vDkLKfeEmPM7MjaXZm3pbc9/iRJkiRJkiRJKpiijk+RJEmSJEmSJEmSdgrdCXO+lGVsREcXhRC+ATxP0pWxu+FVOphjeJaxN/KwZmdkrpetpk4LIewJfDZj+CsxxjX5mD/D9vDq2VmO9QOu7oE18yrGuCDGeG2M8WMxxsNJugHOAD4DPEzbnSb3AP53B5UJsLaL19VnGcsMb2fK1uW4qyHBrFJBv3NIuj235ZYY40/zuS5Jh8lMvebNrEMIVcBVGcPfizHOK0Q9JAHopizjQ3ZwHZA8R2Z2hH2xG/O9ROvbVtXO+R8HajPGyoELgTuB9SGEf4UQvhdCOCeEMLIbtWU+BvP6+Ev5JDCnneMLaNklOV8yH4O95vEnSZIkSZIkSVKhGWCVJEmSJEmSJEnSriJb18buXDukvQtCCD8FrgDKurFupvZCeoOyjO3oTqGZ6+UjtAvwE1re9seBX+dp7ky/IXt4dbsPhBDaO97rxBgbY4xPxxh/GGM8FtgH+Esbp58ZQjikjWP5li2I2lOydXssz/ciMcaXgY+2cbinwnPZuutu7YF1uuo7wLC0/ddpHWjdYWKMDcCKLIe6E87sqqFZxtZ3dbIYYxOwMWN4WLZzU+c/BpwKrG7jlH7AUcDnSDqyrgghvBBC+K8QwrROlpf5GOyJx18NSYg82/2/lqSDdubXJx8yH4O96fEnSZIkSZIkSVJBGWCVJEmSJEmSJEnSrqI7Yc5s11a2dXII4T9IOttlWkvS4fIDwDHARJIAU/8YY0jfgN07WWNFlrGaTs7RXZkBpWw1dUoI4TzgxLShJuDjMca2uoh219EZ+/8GlmeM/SKEMK6H1u9xMcYXY4ynA5e3cUpPhCwLLdtjOFvwMx/2b2P8FWBTD6yX7Xbs6PB6ViGEI4D3ZwxfEmMsdMAvW0fug3d4FdlfR7r7vcu8vs3XKoAY473ANOBbtB1kTbcX8HXgxRDCLSGEXF+rMuvqqcff5DbmXgMs7KE1M9frFY8/SZIkSZIkSZJ6AwOskiRJkiRJkiRJ2lUMzPO1WYNoIYRS4LtZDn0bGBdj/GCM8Tcxxn/FGF+PMa5PdY3L1Nlwzw7pMNmBzPWy1ZSzEEIl8P2M4Z/HGJ/uzryd8G/gZOB9QHpgdhhwfQihT/++NcZ4BXB3lkMnZhnr61ZmGWuzM2VXhRDeDnyhjcMnk3SyzLdstyPb7d2hQgjFwE+BkDZ8V4zx9gKVlO6pLGOH7vAqsr+OdOe1Ktv1HYamY4xrY4xfBUaT3E+/B8wC6tq5LABnAc+EEN6WQ12Z98meePyNA35Ly/vcdmOA60II2Y51V+ZtKfjjT5IkSZIkSZKk3qJP/0JVkiRJkiRJkiRJ6oTBeb52fRvnziQJAaX7cYzxKzHGzgQ6Oxvu2ZhlrLtBqM7K7Li6oZvzXU4SOtpuJXBpN+fM1b+Bk2OMm2OM9wA/zDh+PPD5HVRLT/pRlrHJqfDhTiPGuJbWQb68dtFNheeuJ3t4brtvpbqS5lO22/F6ntfoio8D09P2a4BPFaiWTA9kGZseQhi6g+tYl2VsSFcnS4XqB2UMr831+hhjQ4zxHzHGL8QYD0vNdQzwFZKvWUOWywYBt4YQpnYwfeZ9cnQ+3wQghFAC/AEY3s5pp5LnEHlq3REZw73h8SdJkiRJkiRJUq9ggFWSJEmSJEmSJEm7io7CNe2ZlmWsrQ5rb83YbwKu6sKakzp5frYg1MgurNsdmetlqyknIYR9aR12+2KMcX1X5+yER4BTYoyb08a+Ajybcd6VIYSDdkA9PWlWlrFA+yGwvuq1jP28BVjbCc/9I2O/BPh9CCGf3SfHZhnLvK07VAhhJPDNjOFvxxgXFKKeLO4DtmSM9QMu2sF1rKZld2eAvbox3zRa/x3I6q5OFmOsTXUL/3aM8XhgFPAlWr+Bw0Baf78zvZqxX0p+X6OuBo7MGHuU1sH1fIfIx9D6a17Qx58kSZIkSZIkSb2JAVZJkiRJkiRJkiTtKg7sRlfJGVnGnmrj3PEZ+/NijG90Yc3OBmxeIgnLpssWvO0RIYQRQGb3whe7MeVPScJ+2/2bpLtlT3uEpPNqi9BTjLEWOB9I76JbCvwuhDBgB9TVU9rqkput02JfNydjf/cQQmme5v4WrcNz9wFvB36RMT4BuC6E0F6n1s7YM8tYZth6R/tvWnaufhX4ToFqaSXGWAPclOXQR/PZFTSHOrYCL2cMd+e16pAsY229VnVajHFNjPG7wOG0DoaeGkIoa+fyzMcf5Ok1KoTwDlp3xF4BvAv4cMZ4vkPkvfHxJ0mSJEmSJElSr2GAVZIkSZIkSZIkSbuKCuDEzl4UQhgEnJAx/GqMcVUbl1Rl7K/twpqlwBmduSbVLXR+xnC24G1PybbW012ZKIRwAXBs2lAj8PEYY2anwp5wUWZ4dbsY4wvAFzOGpwE/6PGqek62Doj1dKN7bi/2RMZ+KdnDZ50SQjgV+FzG8ArgvTHGJuDTwDMZx7Nd01UHZOyvjDEuytPcnRZCOAa4IGP4k6nQaG/yI1p3P50KfHYH1/FIxn4FcHIX5zonh/m7Lcb4MvC/GcMDgMntXJb5+APYr7u1hBDGk7y5QXogvAk4P8b4Rozx9/RsiDzz8QfZb6skSZIkSZIkSbskA6ySJEmSJEmSJEnalXyoC9dcAPTPGPtbO+dvydjPDLTm4nxgdBeuywwqjQ8hHJjLhSGEflmGs4215Ywc6smljsEk3RvT/TjGmK17X0+ob+9gjPEnwF8zhj8cQjijxyrqWZnhbEgC2jsiLLyjPZZlLFv4LGchhAnAdbQMzzWSCs9Bc7fPc2ndsfJbIYTOdlrOZv+M/cfzMGeXhBBKgJ9lDP85xnhXIeppT4zxOeDGLIeuDCF0O1iZLoRwQghhehuH/5Fl7KNdWGN3WgdfV9PFNxLIwUtZxgZnGdtuLrA5Y6y7j79S4A9AZjfVy2OM96ftf5qeC5Fn3oYNtO6qK0mSJEmSJEnSLssAqyRJkiRJkiRJknYlZ4cQju34tEQIYShweZZDmd3c0i3P2J8aQpjYiTVHAt/L9fwM2cJYn87x2h9lGftECGFaRxeGEEaRhG7TLYgxPprj2um+ScuuoCuAy7owT0/6ALAyY+zXIYSuhI47JYRwUKrDZT7m6gd8PsuhO/Mxfy/0JLAmY6zLX8t2wnNXZITniDG+Anw447wS4PchhMzrO1PD7sC4jOFsgcgd5VPAvmn7W8n9OagQPgdkdtMuA/4eQsgMBndaSHwB+Dtthzv/BCzLGDs1hPD2Ti73Y5L7VLpfxBjbDeV3Q7bnu7Y6kxNjbATuyxju7nPZt4HMEPi9wFUZa7cVIr86hHB4N2vIvA33pDovS5IkSZIkSZIkDLBKkiRJkiRJkiRp13NjLoHSEEIZcDOtO6jen+rc15aHs4x9J5fCUkG2O7Osmat/Aosyxi4IIby1g3U/AXwky6FBwJ9DCCPaubYI+ClQkXHo2g6rbW0P4OMZY5+LMW7swlw9Jsa4Enh/xvBw4PoQQshyST5NBR4KIfwz1dWxS+ulwpfX0jJsuN3vu1Ffr5UKld2dMXx8N6b8NpAZfmsVnktb//e0Dr9PAK7rxv0mW/2F6nY6mNaB/6tijK8XoJacpB7L7yPpmptuDMnj7Myuzh1CmAH8C/guUNpODfXAT7Icui6EsHeOa/0X8I6M4Rpad8NNv+YzHb02tHPtIOCijOENtH79yZR535waQhjTxRreCXw2Y3g58N5sAdI2QuSlwB+6GiIPIUwieQyn63XdhiVJkiRJkiRJKiQDrJIkSZIkSZIkSdpV1KQ+jgMeDiG8ra0TQwhTSTrFnZhljsyAZaa/07rL27khhF+HEAa2s+ZJwGPAwamhToc2U6Gdr2QMFwF/CiGcm2XNohDCV8gentpuT+Bfqa9J5vVDSLq+Zoa8lgL/rxOlbzcGKE7bfyDG+LsuzNPjYox3kQR3072F1oGqnnI8yX10QQjhm50IuhWFEE4GngDek+WUa2OMT+axzt7mzxn7e4QQMgNoHepseC7Np4FnMsZOJekE2hVvydh/Lsb4Whfn6q4hQGXa/jy63k16h4kx/o3keT1mHBoM3BpC+HcI4W2p0He7QgilIYR3hBDuJHmMHZljGd+n9f2iCngghHBeO+sNCSH8Gvh6lsNfijFmdnZNNxO4O4TwfAjhqyGEPXMpNISwD0lQe7eMQ3+IMdZ1cPkdQObjI/M+nEsNu9H6TRIagfNToeSseiBEnll7A/DXLswjSZIkSZIkSdJOq6TQBUiSJEmSJEmSJEk7yC+Ac0hCkuOAv4cQniIJ1CwE6oCxwAkkoZRsYaWvxhhfam+RGOO6EMIPgG9kHPpP4IwQws3A08A6ksDXJJIA235p5zYClwC/yf3mNa//uxDCRUB6Z72BJF3mPkcS4FsIjAL+Azgodc5zGTWkj+0BPBdC+D/gEaAsdd25JJ1HM30qxpgZ4u2seuAT3Zyjp30eOA7YJ23s6hDCvTHGZ3dQDbsDXwO+FkJYCzwOzAZWAmtIQtcVJN/vfUnu36PbmOtFktu0M/sLSafIwWljZwE/yHWCrobnAGKMNakw+VO0DHteHUL4V4zxsU7UUUbrrpvX53r9DnBxDoHGXiHG+MsQQg3wK6BfxuEjSd6YYHMI4X6SoOlqYBVJYHEQyePwQOBoWt63cl2/LoRwPjCLlt2sq4GbQgiXkTx3zyd5g4SRwGHAO2l5P9rur8CPc1x+H5KuwVeFEBaSPH88C7wBrOfN2zgFOAY4CsgMe64BLutooRjj8hDCfbR8fTqTTtxvU0HiPwBDMw5dHmN8IIcpPk3ytTswbWx7iLyzgeuzMvb/0dFzgCRJkiRJkiRJuxoDrJIkSZIkSZIkSdpVrAfOAO4nCXQCzEhtubg6xphryO1Kku52MzPGhwMf7eDaSNIN8IEc18rmPcBDQGZXzkNTW6ZtwAW07gB4G0mI9XySUNdH6bj+y2KMt3Wy3mx+GGN8IQ/z9JhUGHF76KwsNdyPJHA2I8a4bQeXNAw4JbV11mzgbTHGNfktqXdJfc9uIQmUb5dzgDUVnvsjXQ/PEWN8JYTwYeCmtOFSkpD59Bjj2lzmIQkBDkrbbyTpiNwb3BxjvKfQRXRGjPH6EMILwA3AtCynVACnpbbOaAT+l9bPr5nrvxhCOJ4kfDoi4/CewJdzXO82kk7AmR1lczExtb2rE9dsAM6MMa7I8fzraRlgfVsIoSLGuDnH679LEkBNdw9wdS4X5ytEHkIYStIJO11vCpBLkiRJkiRJktQrFBW6AEmSJEmSJEmSJGlHiTE+AZwILO3EZVuBz8QYL+3EOvXA6cCdnauQ9cC5McZfdvK6zPXXACcBT+Rweh1wXjsdQz8I3JfDPI3AN2KM/5Vble1aAuRjnh4XY5wDfDVjeC/g+z205CPA/wNez9N8m4AvAIfFGFflac7e7n8y9o8MIUzM8drv0joEnnN4brsY4+9JukKnmwBcG0LI7G7ZlvMz9v8SY1zemTp6yGbgs4UuoitijE8C+5N0Iu7u17IW+D2wb4zxIzHG9TmufwRwbxfW20LSBfWcGGNNDufnGjhtz7+AI2OMD3XimltIOthuV07rTqZZhRDOIOmgmm458B8xxqZcC4gxvgJ8OGN4e4h8WI7TnEPLTu0rSLrkSpIkSZIkSZKkNAZYJUmSJEmSJEmStEuJMT4O7EMSOGsvsLcRuI4kfPTDLqyzAXgn8F5gTgenrwT+G5gWY7yls2u1sf5S4EjgUtoOKj0MHB1j/Es782wj6eh5BZCtO2ck6fZ6dIzxm90q+k2f7UQ3vt7gB8DdGWMfCyF0tlNjh2KMi2KMn44xTgSmA58D/gS80YlpNgP/AN4PjIsxfi8Vut4lxBifIrnPbheAD3V0Xb7Cc2k+TeuunKeRfE87qmU4cGbG8DVdqKEn/FeMcUmhi+iqGGNdjPH7JJ1IzyXpuLu63YvetI7kueBjwOgY43tijC91cv1XY4xvJXkTgjtIgqnteZXkOWhKjPG/cr0vxhg/SnIbP0ESKs31jR22pc5/Z4zxmM52yk6Fa3+WMZwZJm0lFTL/TcZwI/CeGOPKztSQqqO7IfLMmn8aY6zrbB2SJEmSJEmSJO3sQoyx0DVIkiRJkiRJkiRJeRdCyPxF2BUxxsszzikiCQHuB4wkCbK9ASwC/hVjrM1jPRNIOuuNBAYBNcAyYC4wJ/bgL+5CCCXAscAUYBhJUOmpzOBRR1+zEEI5cDwwGehP0in18Rjjqz1Vu3KXCjXuAUwChgCVQAlJYHUjSQB5LvBqT97f+oIQwjuB29OGVgAT+kqQN4TwGVoGVp+IMWZ2hlUehRAmA1NJQo6DSDqHbiEJra4FXgDm5/uxFULoBxwGjAeqgYEkj+VVwPMxxnl5XGs0yevERJLXioFAE0mn5tUkzx8vxRgburnOCJIu0uVpw/vHGJ/rzrw7SghhOvB02tA2kuePXIPOkiRJkiRJkiTtMgywSpIkSZIkSZIkaaeUS4BVLfk1064i1WHxSeCgtOELY4y/LVBJOQshFAOvALunDZ8aY/xrgUqSOi2E8ANadjT+vxjjfxaonE4JIVwPXJA29L0Y4xcKVY8kSZIkSZIkSb1ZUaELkCRJkiRJkiRJkiRpR0p1yfxaxvCXU8HW3u48WoZXHzG8qj7oapLu0NtdEEIYV6hichVC2A14T9rQRuDbBSpHkiRJkiRJkqRezwCrJEmSJEmSJEmSJGmXE2P8G/BQ2tDewOkFKicnqYDtlzKGv1KIWqTuiDGuAq5JGyoFPl+gcjrjC0BJ2v73Y4xrClWMJEmSJEmSJEm9nQFWSZIkSZIkSZIkSdKu6lNAY9r+lSGE4kIVk4Pzgf3S9v8YY3yorZOlXu47wKK0/Y+mOpz2SiGE3YEPpQ29Dvx3gcqRJEmSJEmSJKlPMMAqSZIkSZIkSZIkSdolxRifBX6WNrQP8P4CldOuEEI/4JtpQ1uAzxWoHKnbYoxbgc+kDZUBVxWonFxcCfRL2/90jHFboYqRJEmSJEmSJKkvKCl0AZIkSZIkSZIkSZIkFdDXgTVASO331jeCnghcn7Y/O8a4pEC1SHkRY7wthPBpYGhqqCmEUB5jrClgWa2EEMqBl4ErUkPrYox/LlxFkiRJkiRJkiT1DSHGWOgaJEmSJEmSJEmSpLwLIWT+IuyKGOPlhailr/BrJkmSJEmSJEmSJEnKl976zrGSJEmSJEmSJEmSJEmSJEmSJEmSJEnqowywSpIkSZIkSZIkSZIkSZIkSZIkSZIkKa9CjLHQNUiSJEmSJEmSJEmSJEmSJEmSJEmSJGknYgdWSZIkSZIkSZIkSZIkSZIkSZIkSZIk5ZUBVkmSJEmSJEmSJEmSJEmSJEmSJEmSJOWVAVZJkiRJkiRJkiRJkiRJkiRJkiRJkiTllQFWSZIkSZIkSZIkSZIkSZIkSZIkSZIk5ZUBVkmSJEmSJEmSJEmSJEmSJEmSJEmSJOWVAVZJkiRJkiRJkiRJkiRJkiRJkiRJkiTllQFWSZIkSZIkSZIkSZIkSZIkSZIkSZIk5ZUBVkmSJEmSJEmSJEmSJEmSJEmSJEmSJOWVAVZJkiRJkiRJkiRJkiRJkiRJkiRJkiTllQFWSZIkSZIkSZIkSZIkSZIkSZIkSZIk5ZUBVkmSJEmSJEmSJEmSJEmSJEmSJEmSJOWVAVZJkiRJkiRJkiRJkiRJkiRJkiRJkiTlVUmhC5DUPSGEwcDMtKHFQF2BypEkSZIkSZIkSZIkSZIkSZIkSZIk9R79gPFp+w/GGDfsiIUNsEp930zg9kIXIUmSJEmSJEmSJEmSJEmSJEmSJEnq9U4H/rIjFiraEYtIkiRJkiRJkiRJkiRJkiRJkiRJkiRp12GAVZIkSZIkSZIkSZIkSZIkSZIkSZIkSXlVUugCJHXb4vSdP//5z0yZMqVQtUhK2bx5M7NmzWreP/TQQ6moqChgRZIkqaf4ui9J0q7D131JknYNvuZLkrTr8HVfkqRdh6/7kiTtGnzNl7KbP38+Z5xxRvrQ4jZOzTsDrFLfV5e+M2XKFPbZZ59C1SIpZePGjaxYsaJ5f6+99mLQoEEFrEiSJPUUX/clSdp1+LovSdKuwdd8SZJ2Hb7uS5K06/B1X5KkXYOv+VLO6jo+JT+KdtRCkiRJkiRJkiRJkiRJkiRJkiRJkiRJ2jUYYJUkSZIkSZIkSZIkSZIkSZIkSZIkSVJeGWCVJEmSJEmSJEmSJEmSJEmSJEmSJElSXhlglSRJkiRJkiRJkiRJkiRJkiRJkiRJUl4ZYJUkSZIkSZIkSZIkSZIkSZIkSZIkSVJeGWCVJEmSJEmSJEmSJEmSJEmSJEmSJElSXhlglSRJkiRJkiRJkiRJkiRJkiRJkiRJUl4ZYJUkSZIkSZIkSZIkSZIkSZIkSZIkSVJeGWCVJEmSJEmSJEmSJEmSJEmSJEmSJElSXhlglSRJkiRJkiRJkiRJkiRJkiRJkiRJUl4ZYJUkSZIkSZIkSZIkSZIkSZIkSZIkSVJeGWCVJEmSJEmSJEmSJEmSJEmSJEmSJElSXhlglSRJkiRJkiRJkiRJkiRJkiRJkiRJUl4ZYJUkSZIkSZIkSZIkSZIkSZIkSZIkSVJelRS6AEmSJEmSJEmSJEmSJEmSJEmSJEnqy2KMNDU1EWMsdCm7rMbGRkIILfYbGhoKWJHUthACRUVFLe6zOyMDrJIkSZIkSZIkSZIkSZIkSZIkSZLUCTFGampq2LRpE5s2baKurq7QJe3yGhsbqa6ubt5funQpxcXFBaxI6li/fv2orKyksrKS8vLynS7QaoBVkiRJkiRJkiRJkiRJkiRJkiRJknK0detWli1bRn19faFLkdTH1dXVsWbNGtasWUNpaSljxoxhwIABhS4rb4oKXYAkSZIkSZIkSZIkSZIkSZIkSZIk9QVbt25l0aJFhld7oaKiouZOlpWVlRQVGZ1T31JfX8+iRYvYunVroUvJGx+FkiRJkiRJkiRJkiRJkiRJkiRJktSB7eHVGGOhS5G0k4ox7lQh1pJCFyBJkiRJkiRJkiRJkiRJkiRJkiRJvVmMkWXLlrUKr5aWljJo0CAqKiooLS0lhFCgCtXY2MjmzZub9ysqKiguLi5gRVLbYozU19ezefNmNm7c2KKr8/bnm8mTJ/f55xQDrJIkSZIkSZIkSZIkSZIkSZIkSZLUjpqamhYBM4DKykrGjh3b5wNmO4sQQovAaklJiQFW9WqlpaUMGDCA6upqli5dyqZNm5qP1dfXU1tbS3l5eQEr7L6iQhcgSZIkSZIkSZIkSZIkSZIkSZIkSb1ZerAMkuCZ4VVJ+RBCYOzYsZSWlrYY37hxY4Eqyh8DrJIkSZIkSZIkSZIkSZIkSZIkSZLUjswA66BBgwyvSsqbEAKDBg1qMZb5vNMXGWCVJEmSJEmSJEmSJEmSJEmSJEmSpDbEGKmrq2sxVlFRUaBqJO2sMp9X6urqiDEWqJr8MMAqSZIkSZIkSZIkSZIkSZIkSZIkSW1oampqNVZaWlqASiTtzEpKSlqNZXv+6UsMsEqSJEmSJEmSJEmSJEmSJEmSJElSG7J1QAwhFKASSTuzoqLWcU87sEqSJEmSJEmSJEmSJEmSJEmSJEmSJElpDLBKkiRJkiRJkiRJkiRJkiRJkiRJkiQprwywSpIkSZIkSZIkSZIkSZIkSZIkSZIkKa8MsEqSJEmSJEmSJEmSJEmSJEmSJEmSJCmvDLBKkiRJkiRJkiRJkiRJkiRJkiRJkiQpr0oKXYCUqxDCQcAewNjU0FJgXoxxdp7XGQIcmVqnClidWuuRGOP6fK4lSZIkSZIkSZIkSZIkSZIkSZIkSdLOyACrCCFMAg4BDk59PAioTDvl9RjjxAKURgihFPgc8EFgchvnzAd+DVwTY6zvxlrTgW8Abwf6ZTmlNoTwN+CKGOMzXV1HkiRJkiRJkiRJkiRJkiRJkiRJkqSdnQHWXVQI4TjgKySh1WEFLaYNIYQ9gN+TBGrbMwX4NnBOCOG8GOP8Lqz1ZeC/gNJ2TisDzgDeHkL4eozxu51dR5IkSZIkSZIkSZIkSZIkSZIkSZKkXYEB1l3XgcBJhS6iLSGEUcA9wG4Zh+YDc4EA7EPLrqwzgLtDCIfHGFd2Yq2vAldlDG8DngCWA2NIOtOWp471A74TQogxxv/OdR1JkiRJkiRJkiRJkiRJkiRJkiRJu6YtW7bw9NNPM3/+fNavX8+WLVsoLy+nsrKScePGMXHiRKZOnUppaXv9+d500UUXcd111zXvv/baa0ycOLGHqu+eBx98kOOOOw6AyspK5s+fz4gRIwpSy8KFC9lzzz2pra2lqKiIWbNmMWPGjILUsiswwKpMtcASWgZDd6gQQhHwZ1qGV5cDF8UY784492TgN8Co1NDuwJ9CCEfHGGMOa50KXJkx/Evg0hjj6rTzqoGrgQ+mnfedEMJzMca/53TDJEmSJEmSJEmSJEmSJEmSJEmSJO0ympqa+MMf/sCvfvUrHnzwQZqamto9v6ysjP33359jjz2Wt73tbRx77LGUlZXtoGp7Rn19PR//+Meb97/85S8XLLwKMHHiRC6++GK+//3v09TUxMc//nEeffRRioqKClbTzsyv6q6tHngG+DXwEZIOppW0DGkWwnuBw9L21wJHZoZXAVLh0SOBdWnDRwLv7miREEIx8D2Sbq7b/SDG+JH08GpqnVUxxg8BP0yfAvh+ah5JkiRJkiRJkiRJkiRJkiRJkiRJAuDFF1/kiCOO4Pzzz+f+++/vMLwKUFtbyxNPPMH3v/99TjrpJP72t7/tgEp71o9//GNeeOEFAEaNGsVnPvOZAlcEl156KYMGDQJg1qxZXHvttYUtaCdmgHXXdR0wKMY4Pcb4oRjjL2OMT8cY6wtZVCoMekXG8GdjjAvbuibG+Brw2YzhK1OdXNtzITAtbf9l4CsdXPPl1Hnb7U0SuJUkSZIkSZIkSZIkSZIkSZIkSZIknnnmGY4++mhmzZrVYryoqIhp06Zx6qmncv7553P22WdzwgknMGbMmAJV2rM2bNjA1Vdf3bz/uc99jv79+xewosTQoUP5xCc+0bx/+eWXU1NTU8CKdl4GWHdRMcZ1Mcbe+Kg6Gtg9bX8pcEMO1/02de52k0k6sbbnwoz9H8QYa9u7IHX8/3UwjyRJkiRJkiRJkiRJkiRJkiRJkqRd0JYtWzjttNNYu3Zt89igQYO46qqrWLp0KS+99BJ33HEHN954IzfffDP33XcfS5cuZfny5Vx33XWcccYZlJWVFfAW5M/3vvc91qxZA8CQIUP46Ec/WuCK3vTZz36W8vJyABYvXszPfvazAle0czLAqt7mXRn718cYGzu6KHVOZtD1zLbODyEMB45JG6oDfpdjjTcC6Z1qZ4YQhuV4rSRJkiRJkiRJkiRJkiRJkiRJkqSd1He/+12WLFnSvD9ixAgee+wxvvrVrzJq1Kg2rxs1ahQXXnghf/rTn1i8eDFXXnklVVVVbZ5/7bXXEmNs3iZOnJjPm9Ftmzdv5ic/+Unz/vve9z4qKioKWFFLVVVVnHvuuc3711xzDfX19e1coa4wwKre5uSM/Qc6cW3muae0c+5bgeK0/adijJtyWSTGuBF4Om2oJDWfJEmSJEmSJEmSJEmSJEmSJEmSpF3Y737XssfeNddcw1577dWpOaqrq7n00ks5+uij81naDvXrX/+a9evXN+/3pu6r26XXtHTpUm666aYCVrNzMsCqXiOEUAZMyRh+rBNTPJKxv0cIoV8b5+6bsf9oJ9bJttY+nbxekiRJkiRJkiRJkiRJkiRJkiRJ0k5k+fLlzJ8/v3m/tLSUs88+u4AVFc7Pf/7z5s9nzJjBnnvuWcBqsjviiCOYNGlS8/7//M//FLCanVNJoQuQ0kyjZVfUlalupzmJMW4MIawGtvfGLgamAs9nOX3vjP35Wc5pz4IO5pMkSZIkSZIkSZIkSZIkSZIkSZK0C1m2bFmL/aqqKsrKygpUTefMmTOHuXPnsnTpUkIIjBgxgiOOOIIpUzL7FXbs0Ucf5eWXX27eP+ecc/JZal6dc845fOc73wHgscce4+WXX2batGkFrmrnYQdW9SaZz2aLujBH5jV79NBaua4jSZIkSZIkSZIkSZIkSZIkSZIkaRfQ0NDQYn/Dhg00Njb2yFoXXXQRIYTmbeHChW2e+8ADD7Q49/LLL28+dt1117HffvtxwAEHcP755/OFL3yBz3/+81x44YXsscceHHjggfz973/vVG033XRTi/3TTjutw2sWL15MdXV1izr/7//+L+c1b7/99hbXVlZW8uKLL3Z43Tvf+c4W+7/73e9yXlMdswOrepMhGfsruzBH5jWDe2itXNeRJEmSJEmSJEmS1FVNjdBQAw21qY9pn9dn7Lf6mHk87fMZ74cpJ3a4/O6r7qXifz4Dpf2hpAxKyqG0PPm4fb/Vx3aOp89TMRKqfJ9cSZIkqbeIMVLfGKltaKS2oSnZ6hupqW9qNdb8eUPa8fo3x5LzmqhpHm95fV3q85rmuRopCoGykiLKSouTjyVFlJUUU16afCwrfXMsOa+I8ubxtGuar2//2vTjxUWh0F9+SZIkaacxYsSIFvtbt27l3nvv5W1ve1uBKmrbli1buOiii7jlllvaPe/ZZ5/llFNO4Tvf+Q5f/OIXc5r7rrvuav585MiR7L333h1eM378eG688UZOOeUUmpqaALj44ouZMWMGBxxwQLvXLliwgPe9730txn71q1+x1157dbjuIYccwsCBA9myZQsAd955J1dccUWH1yk3BljVm1Rk7G/rwhyZ11T20Fq5rtMpIYQRQHUnL5ucvrN582Y2btyYj3IkdcP2f7i0tS9JknYevu5LkrTr8HVfkqQ8iDH5GDr+4+j+f3ofpa/9s0fK2Db6MOpHHJL1WPprfEnjVoq2renaby47UD/1VLad+j8dnhc2LKb8oSuJA6ppGlhNHDiSOHD75yOIA6qgyF/9S5LUFf5fX9r5NTRF1m2tZ/XmumTbUpf2eTK+Zkvy+ba6RmJBq43UNjRBTUPHp+ZZSVGgoqyY4QP7UV3Rj6qKfgwfWEp1RT+GV/Sjavv4wFIqy0sIOfyfTuptfN2XJHVXY2NjcxfNoqKi5jH/bdS7ZHY67anOp+2ZMGECo0aNYsWKFc1jH/nIR7jzzjtzClN2Rowt/xeTfj/NlDne0NDAe97zHu644w4AiouLOeiggxg/fjzFxcUsWLCA2bNnt1jjS1/6EnvvvTennHJKu3W98sorLFiwoHn/qKOOyvl7ceKJJ/L1r3+9OUC6bds2zjrrLGbNmsXgwdn7D24/Z8OGDc1jF198Meecc05O6xYVFXH44Ydz3333ATB79myWL1/eKoy8IzQ2NjZ/zbeHeDdt2kRxcXG35t28eXO3a+sqf4ul3iQzVFrThTkyf3WcOWe+1sp1nc76OHBZdyaYNWtWixc5Sb3DrFmzCl2CJEnaQXzdlyRp1+HrviRJbwqxgbL6jZQ3rKesfgPl9espa0h9rN9AecOG5vEH9vwvNpeP7XDOQ9euY3QP1bvg5bksWHd/h+cVN9X1UAWwfPU6Zt/fcQ1Vm17gqPl3tXk8EqgrqaCmZAi1pYOpKR1MbcmQ5GPpkBbjDUX9cwoPS5K0q/L/+lLfECPUNsHGOthYD5vqAhtSHzfWJ+Ob6pPPN9cn/2ZW+xqaIuu3NbB+WwMLVm9t99ySEBnUDypLYVDp9s+Tj4NSY5Wpz0uKdtANkLrA131JUmeFEKiuTvqVVVYmPdA2b96cU6isoSnyxsbaHq1PiZGDyigpevP/AFu3tv/v255y9tln85Of/KR5//XXX2fGjBmcfvrpnHnmmRx99NFUVHQ/ilRfX99if8uWLWzatCnrudu2tYxC/fznP2fNmjUUFxfzyU9+kk9+8pMMGzasxTmvvPIKH/vYx3jqqaeaxy655BKOOuqodsPbDzzwQIv9vfbaq826srnkkkv497//zb333gsk3VUvvPBCbrjhhqznX3zxxTz77LPN+4cccgjf+MY3OrXmXnvt1RxgjTFy//338/a3vz3n6/OlsbGxRXAV4OGHH24VVu6sRYsWdbu2rjLAqt6sK4+srj4aO3tdYd9oTZIkSZIkSZIkSeppMVLauJWyhvWU12+grH59WhB1w5vjDRsoa8j9DwDK6zfkFGBtCqXdqb5dRU31HZ8EFMXczuuKxtAvp/PK6je0ezwQKWvYlHwPaha3e25D6Edt6eAk0FoyhE39x/LS6LNyrlmSJEnqSY0xCZwmwdSQCqLCxu3B1LSxuiZDqYXSEANra2FtLdBBOHhASUxCrf1iKvCafD6oFCr7weDSZHxAie+1I0mSdm5vbKzlHT9/quMT1W1//egMxg4pL3QZfPrTn+a2225j2bJlzWN1dXXcfPPN3HzzzRQXF7PnnnsyY8YMpk+fzsEHH8zee+/d3N13R9geXr3hhhs4+eSTs56zxx57cNttt3HkkUeydOlSAF599VUeeughZs6c2ebczzzzTIv9vffeu1O1hRD45S9/ycyZM1m8OPndx1//+ld+9KMf8alPfarFuddffz033nhj8/7w4cP5zW9+Q2lp537PtM8++7TYf/rppwsSYN0ZGWBVb5LZi7h/F+bIvKat/sabgaHdWCvXdSRJkiRJkiRJkqQ+paipjuNfupT+dWsp7oEAZ1n9+pzOayzquQBrrrerOMega1c05Xj7yhvW523NklhHSd0qBtatAmBd/drcAqyxiZEbn2VT+Ri29quGYBslSZIkdU1ThHW18Ma2wBvbko8rtwVW1tgtdWe0tSGwtQFWbGv/+1ocIkP6wcj+kRH9YVT/yIj+kZH9oaLn/msoSZIk9Zjhw4fz+9//nvPOO69FiHW7xsZG5s6dy9y5c7n++usBGDJkCDNnzuTcc8/lrW99a6cDmF1xySWXtBle3W7QoEFccsklfPGLX2we6yjAOn/+/Bb748eP73RtQ4cO5brrruOUU06htjbpYPzNb36TGTNmcNRRRwEwZ84cvvSlLzVfU1RUxK9+9SvGju34jVQzZda4YMGCTs+h7AywqjcxwAo/A27u5DWTgdu37xx66KHstddeeSpHUldt2bKFWbNmNe8feuihDBw4sIAVSZKknuLrviRJuw5f9yVJfVpsImxaTqwYBUXFHZ4+YP5XKartmfDmvhOrmTrj+A7PK7/nH7D23z1Sw8Rxoxl9bPYa0l/ze7ID67iJU6g+puOvQ9lDj8DSnqmhYvRkjj++4xrC+tep/L+LAIjFZTQN3Z2mYVNoGjqZxuFTmj+ntCu/4pUkqXD8v77Uc2obmnh97TZeW72VV9ds5bU1yecL126jtqGp0OWpl2mMgTW1sKY28ML6lseG9i9h4vABTKoawO7D+7N71QB2Hz6AMYPLKLJtqzrB131JUnc1NjY2d6Dc3iWzoqKCkpKOo1kVDR3/XF750b9/fyA27w8YMIDi4sJ8/Y888kieeuopvva1r3HdddfR0NDQ7vnr16/n9ttv5/bbb2fKlCl8+9vf5owzzmj3msyQ68CBA6msrMx6bvK1abn/5S9/uc3z05111lktAqwvvPBCu9ctWbKkxf7UqVNzWifTscceyzXXXMMnPvEJABoaGvjgBz/Ik08+SXl5ORdddBE1NTXN53/jG9/gne98Z6fX2V5juiVLlnSp5u5qaGhofo7Zvv6ee+7Z7fvxiy++2O3ausoAq3qTDRn71V2YY0TG/vp21kqPxnd2rVzX6ZQY40pgZWeuCRk/gKmoqGDQoEH5KEdSHg0cONDHpiRJuwhf9yVJ2nX4ui9J6pUaamHNAlg9781t1cuwZj7Ub4VPzYYhkzqeZ8Se8Fqnfm2Vs/L6DZTn8ho6IJc/CghJaLKkDErK07ay7B9Lk+Nlux9DWQ41LKw6gRGHncOA0iJoqEm+vlk/1nRwPO1j/TZoqqdswKCcaqBufQ5fh64pHTKW0lxqWLG8+dPQWEvx6pcoXv1S6/MGT4DqqVCVtlVPgwHDwT8slyT1Af5fX+q8dVvqWLBqM/NXbk77uIXF67YSY8fX9zWlxYGykmLKSoqSrTTb58WUlRa9+XlJEeXbj5UWtbq+vKSIfiVFxAi1DY3UNjRRW99EbUMjNamPtQ1NqfE3P69p/rwxdf6b5zYfq2+ipqGxT38v1m1rYN2SjcxesrHFeFlJEZOqK5hcPZApIyqYXF3BlBEV7F41kPJSAyLqmK/7kqTOamhoaBUgKy4uzilUVpTDG0sqP4qLi4DGtP3cvkc9ZdSoUfz617/mG9/4BjfeeCO33HILzzzzDE1N7b+xz/z58zn77LP55Cc/yQ9/+MPmQGOmzExRe7c3c/yII46gujq3ONWkSZMYMGAAW7duBWDVqlXtfl1Xrmz5O6aqqqoufx8+/vGP89hjj/Hb3/4WgBUrVvDe976XyspKXnvttebzTjnlFL7xjW+0+prkqqqqqsV+R7exp8QYm2/D9vUrKytzCsu3p6Kiotu1dZUBVvUmr2Ts79aFOTKvyZwzfXzfbqyV6zqSJEmSJEmSJElS/m1bB6tfScKp6WHVdQshtvNHD6vmwbAcAqxVU+G1h/JWbgub38jtvEM+BHu9s3UQNT2wWlTSo8HIDQN2p2HP4yHff9Da1EjOf0E+aSYUl8LmlcnXbvvH2NjxtR2pGJnbeavn5XbehkXJNv/eluP9h7YOtVbtAUN2y6kjsCRJkgqrqSmydP22FgHVBanA6potdYUuL2dFAaoqyqiuLGNEZfIx+byc6soyBpWXUl6aPYC6PXhaXNT33pglxkhDU2wOwNZkBGFr6xvZVt/Iuq11rNpUy8qNtazaXMuqTcm2clMtG7bVF/pmtFLb0MSLyzfy4vKWwdYQYPzQAS2CrZNHVDCluoKhA/sVqFpJkiTt6iZMmMBXvvIVvvKVr7BhwwYeffRRnnrqKWbPns3jjz/eqmPpdj/+8Y8ZNGgQV155Zd5r2nvvvTt1/pAhQ5oDrBs2ZPYwbGn7eZB0ie1uEPTnP/85zzzzDM899xwADz74YIvju+22GzfccEOXw6uQdOtNt2XLli7PpZYMsKo3eZnkbQ62PyuNCCFUxhg35XJxCGEQkB53b6TtYOmLwLvS9qd0stbM3+oXro+yJEmSJEmSJEmSdk5NTbBxaUY31dTHLV3sjrp6Hkw7uePzqqZ2bX6AotIkGFkxAipHJR8rRr65Dc/xV3NVU5JtZ9SZ0OaB5ydbuqYm2LY2CbJuWpEWbn3jzZDr9vHadv6IJOcA68u515vNtnWw+PFkS1dcBtNOgXOv6978kiRJyoua+kYWrtmShFRXbmH+qs0sWLmZV1dvpqa+/e5AhVRRVsKIyjKqKjPCqRVljBhUTnUqtDpsYL8+GUDtrhACpcWB0uIiKsq69mfDtQ2NrN5cx8qNNUmwdXPLoOvKTbWsTgVe6xoLe1+JERat3cqitVu5/+VVLY4NG9iPKdUVTB4xsEWwdeyQ/hTtgvcNSZIkFcbgwYM5+eSTOfnkN39fM3/+fP7whz/w4x//mDfeaPlGoN/61rc4//zzOx047cjQoUM7dX5paWnz5/X17b/JTUNDQ/Pn3e0cCkm49NZbb+Xggw9m48aWb2JTVlbGLbfcwrBhw7q1RmadHd1G5c4Aq3qNGGNtCGEBkP7b8COAu3Oc4siM/VdijLVtnPt8xv4ROa6x3VEdzCdJkiRJkiRJkiR1zT8uhdf/nYRV6/P87s65BhGr9mg9Vj4keyC1YiRUpn3ef2iPdkUVUFQEA6uSbeQ+7Z9bv61l59b0wOuo/XNbb3Vb7xvcTY21dmCVJEkqkNqGRuYu28jTr69j9uL1PL90A4vXbqUpFrqyRHFRoKqiX3N31CSMWtby84pyqir7MaCffwrb08pKihk7pD9jh/Rv97wYIxu21bfo3vpm4LWmRWfXdVt3/B+Dr91Sx6wta5m1cG2L8fLSIiZXV3Dg+CFMnzCUgyYMYfeqgd3q3iRJkpRu9OByHv7i8YUuY5cwoqKUbVv7XufMKVOmcOmll3LJJZfwn//5n/zxj39sPtbU1MQPfvADfvWrX+V1zaKiorzOl65///5s3rwZgJqamrzMuccee3DxxRdz9dVXtxi/7LLLOPjgg7s9/7Zt21rsDxw4sNtzKuH/2tXb/J2WAdbjyD3AelzG/t/aOfceWnZ7nZFrt9cQQiVwUNpQQ2o+SZIkSZIkSZIkqfsWz4Jls3tm7lyDiGOmw7nXw6Cxb3ZTLSnrmZrUs0r7w9CJydZV9VvzVU1rVdNyO2/xE/C3L8C4Q2DcoTDu4OQ2+QflkiRJHYoxsmxDTRJWXbSe2YvXMXfpxoJ3yhw9uJwpIyqaO2FOGDaAEakOqkMH9LMjZh8UQmDIgH4MGdCPPUZWtntubUMjazbXsWpTLSs21vDa6lT331Wbmb9yM5tqGtq9Pp9q6puYu2wjc5dt5MbHFwEwZEAp01OB1ukThnDA+CEMKi/tYCZJkqTsSoqLGD9sQKHL2CU0NjYWuoRuqaio4MYbb2TBggU89dRTzeN3351rtKp3GDRoUHOANcbI1q1bGTCge4+Bl156iR/96Eetxm+66SY+/elP079/+2+405EtW1oGnwcNGtSt+fQmA6zqbf4EfCpt/4IQwtdjjO2+goQQioH/yDJXVjHG1SGEfwEzU0P9gPOBX+RQ43uB9J9CPBRjXNvWyZIkSZIkSZIkSdrFNTXB2gVJB9OK6o7PH38oLJnVM7Wsngcxdhz66z8U9j69Z2pQ3/ORh6BuC6yZn3QGXj0v6ea7+pVkrLGu63Nn6/abzeLHkmD3stkw65fJ2MDqVKD14CTUOmY6lFV0vRZJkqSdxLa6Rp5buoHZi9bx9KIktLpyU21BaiktDkwcPpDJ1RVJWHVE8vmk6goqyvwT1l1ZWUkxY4b0Z8yQ/hyQcSzGyKrNtalA6xYWpIKtC1ZuZtmG/HRv6sj6rfXc//Iq7n95FZD8N3qPERUclAq0Tp8wlCnVFQatJUmSlHclJSVccsklXHjhhc1jixYtYtu2bd0Oae4o48ePZ9myZc37y5cvZ/LkyV2eb8uWLZx99tnNodh0zz33HB/72Me49tpruzw/0KJeSG6D8sP//au3eRh4Ddg9tT+OJJh6XQfX/QcwNm1/AfDvDq65njcDrACfCSFcG2Ns8yd1IYQy4NMZwx3VJkmSJEmSJEmSpF1JzQZY8mRqm5V8rFkPJ38HDv9ox9ePO7j7NRSVwLBJUDU1Y9vDjpXqmn4DYfQByZauqRHWLUzCrKtfToVbX4FVLyf3+45U59qBNUuoe8sqePmuZAMIRTBiHxh/SCrYeggMn+J9XpIk7dRijCxau5XZi9Y3h1VfXL6Rhqa4Q+uoLCthcqqbatJVdSBTRlQwftgASouLdmgt6vtCCIyoLGdEZTlHTq5qcWxLbQOvrtrC/FWbWLDyza6tC9dsob6x5+73McK8NzYz743N/P6JxUByvz9wwpCkU+tuQ5k+fghDBvTrsRokSZK06zjwwANbja1bt67PBFgnTZrE448/3ry/ZMmSbgVYP/KRjzB37tzm/SOPPJL58+ezcuVKAK677jqOOuooPvShD3V5jaVLl7bY33333ds4U51lgFU9KoSQ+dOA42OMD7R1foyxMYRwGUm4dLtrQggPxhgXtrHGROAHGcNfizE2dVDedcAXge2/EZ0GXA18rp1rvpV2PsALwI0drCNJkiRJkiRJkqSdVVNjEtRb8sSbYdVVLwNZ/mh2yRNALgHWQ3Nfv19lEkqtmgrV20Oq02DoRCjxj2a1AxQVw/DJyTbt5DfHY4Qtq98MtTZ3bn0FNixKzglFMCzHP1hZ8mTH58QmeOO5ZHvy/5Kx/kNh7MFJZ+NxB8PYGVA+uHO3UZIkqRfZUtvAs0vWM3vRemanAqtrttTtsPVHDy5vEVLd/nl1ZRnBNw7RDjCwrIT9xg1mv3Et/11f39jE4rVbWbDqzVDr/JVJ19ZNtQ09Usum2gYefmU1D7+yunlsUvVApo9PurQeNGEoU0dWUGKIW5IkSZ1UXFzcamzw4L7zs+0DDjiAm266qXn/pZdeYubMme1c0baf/exn3Hjjm9GtUaNGceuttzJ37lxOOukkmpqS+NinPvUpDj74YKZPn96ldV588cUW+9lCxOoaA6y7sBDCOLLfB0Zl7JekQqLZbI4xrm7jWFfdCHwCOCy1Pwx4JIRwUYzx7vQTQwhvA64FhqYNPwL8oaNFUmHZzwN/Abb/5OyzIYQK4KsxxjVp61SRhFvTo/gR+FyMsbETt02SJEmSJEmSJEl92da1qbDq9u0pqNuU27VLsnSQzGbwWKgcA5uWvTlWOfrNoGrVtOTz6mnJuH8krt4oBKioTraJR7c8VrcF1syH9YuhtLzjuTYsbfl46Ixt62D+PcmWFAbVeyZh1nGHJMHWqmlQ5B+US5Kk3qepKfLami08/fo6Zi9OQqsvr9hITzdXLSkKTKwa2NxFdXtIdVJ1BRVl/tmpeqfS4iImVSf307fuPbJ5PMbIqk21zF+VhFnTA67LN9TkvY5XV23h1VVbuPXpJQAM6FfMAeOGMH3CEKZPSIKtVRVleV9XkiRJO5cXXnihxf7gwYMZOHBggarpvEMOOaTF/rPPPtuleZ588kk++9nPNu8XFxfzhz/8gVGjRjFq1CiuuOIKvv71rwNQU1PD2WefzVNPPcWQIUM6vdacOXNa7B96aCfecFbt8icJu7Z/AbvlcN5Y4LU2jl0HXJSvggBijE0hhHcBjwETUsOjgX+EEF4B5pIETvcBpmRcvhA4M8aY04/oYox3hhC+BlyVNvxh4IIQwuPAitTahwKZfba/HGP8e843TJIkSZIkSZIkSX1LYwOsnJsKqj4Ji2fB2gVdn2/9Itj0BlSO7PjcYz8PxaUwYh+ommLHSO1c+g2E0QckWy5yDX/nJMKqF5Nt9m+ToTN/Dfufk8c1JEmSumZjTT3PLEqCqk8vWsczi9ezYVt9j665PVx30G5D2G/sEPYYWcGEYQMotWOkdhIhBEYMKmfEoHKOnFzV4tjm2gZeXbWZl1ds4pnF63m6B0LiW+saefTVNTz6anNPFSYMG8BBaYHWvUYP8jEnSZK0E9m0aRNvvPEGU6ZkRp5y98tf/rLF/gknnNDdsnaoww8/nLKyMmprawGYNavzP+dfu3YtZ599dvMcAN/61rc49thjm/cvvfRSHnnkEf72t78B8Oqrr/K+972PP//5z4ROvgFseo1DhgyxA2seGWBVrxRjXB5CeCvweyC9d/MeqS2bp4F3xxjf6ORaV4cQInAFUJoa7g8c18Yl9cDXY4zf7cw6kiRJkiRJkiRJ6gPWvQ7P3QyvPgBLn4L6rfmdf8kTsNepHZ93yH/md12pLxt/GLzzx8njZ/ETsOolII9/UT7u4PzNJUmS1Albaht4dMEaHpy3isdeXcP8VZvJrXVD102qHshBqdDcQROGMnVkJcVFnfujXmlnUVFWwv7jhrD/uCGcc/B4IHlczlmygacXrWP2ovXMXrSONVvq8rruorVbWbR2K39+ZhkAZSVFHDBuCEdNqWLmtGr2HzuYIh+XkiRJfdaaNWvYc889Of/88/nSl77EPvvs06nrL7/8cu65554WY+eff34+S+xxAwYMYObMmdx9990AzJ49m/Xr1+fcGTXGyAUXXMDrr7/ePHb66afzhS98ocV5IQRuuOEGpk+fzqJFiwD4y1/+wne/+12+9KUv5VzvsmXLmDdvXvP+2972NoqLi3O+Xu0zwKpeK8Y4L4RwGPA54EPApDZOXQD8Gvh+jLFLbzcXY/xWCOHvwGXAKUC/LKfVAX8DLo8xPtOVdSRJkiRJkiRJktTLrZ4H//xmz8wdimH96x2fJ6mlQWPgoAuTDaBmAyx9OtUdObVtW9e1uQdWw9CJuZ37wu3JuSP3gyK7I0mSpM6LMTLvjc088PJKHpy3iicWrqW+secSq5XlJRw4PunyeNCEIRw4fghDBmT70zhJ2w0sK+GIycM5YvJwIHncLl67jdmL1/H06+uYvXg9LyzbSEMe27TWNjQxa+FaZi1cyw/uncewgf04Zo8qZk6t5pg9qqmuLMvbWpIkSdoxGhsb+e1vf8tvf/tbDj74YC644AJOPPFE9t5776ydQRsbG3nggQe4+uqr+ec//9ni2MyZMzn77LN3VOl58653vas5wNrU1MQ///lPzjzzzJyuveqqq7jrrrua9ydPnsx1112X9dxhw4Zx8803c8wxx1BXl7z5zKWXXsrhhx/OzJkzc1rv3nvvbbF/xhln5HSdcmOAdRcWY5y4A9bo1ltApQKp3wa+HUKYAUwFxqQOLwPmxRif6l6VzWvNBs4IIQwFjgTGAsOBNcBS4JEYYxd/6ylJkiRJkiRJkqQ+YbejoLgMGmu7P9fAahh3KIw/BMYdAmOmQ7+B3Z9X2tWVD4bJxycbQIywZgEsmfVmoPWNuRCbOp5r3CGQ5Y+FWmmsh9svhtqNMHAETDkRprwFJh0PA4d37/ZIkqSd2oZt9fx7/moefHkVD85bxYqNNT2yTggwdUQlB+02hOnjkw6rk6sr7OIodVMIgQnDBzBh+ABOP3AsADX1jTy3dAOzF63j6dfX8/SidazclIefI6Ss3VLH7c8s4/ZUh9Z9xw5i5tRqZk4dwUEThlBS7BvqSJIk9SVPPvkkTz75JACDBw9mr732oqqqiiFDhrBt2zZWrFjBc889x8aNG1tdu/fee/P73/9+R5ecF+9+97v59Kc/TW1t8m/lW2+9NacA63333cdll13WvF9eXs4tt9zC4MGD27zm0EMP5ZprruHiiy8GkkDweeedx+zZsxk1alSHa95yyy3Nnw8ePNgAa54ZYFWfkQqq5iWs2sE664C/9vQ6kiRJkiRJkiRJ2kE2rYDXHoL9zuk4qNZvAEw8Chb8s/3zMhWVwKj9YfyhSSBu3CEwZEJuwThJ3RMCVE1JtgPPT8ZqN8Oy2alQ65OweBZsXd362nEH57bGkieS8CrAlpXw7E3JRoCxM5Iw65S3wNiDoKg4LzdLkiT1TU1NkeeXbWgOrM5evJ7GPHZq3G7ogFKmTxjK9PFDOGi3oew/bjCV5aV5X0dSa+WlxRwycRiHTBwGJF1al2+o4elF65i9aD2zF63j+aUbqWvM4U11cvD80o08v3QjP71/AZXlJRw9JenOeuzUasYM6Z+XNSRJkpQ/AwYMYMKECSxatKjVsQ0bNvDYY4/lNM973/tefvjDH1JVVZXvEneIoUOHcsYZZ/CHP/wBgDvvvJOamhrKy8vbvGbp0qWcf/75NDW9+W/pn/70pxx44IEdrveJT3yCf//739x0000ArFixgvPOO4/77ruP4uK2f26/YcOG5k6xAO95z3varVGdZ4BVkiRJkiRJkiRJ0s6loQ4WPw7z74X598EbzyXjI/eFkXt3fP2Ut3QcYK0c82Zn1XGHwuj9odQ/GpV6jbIK2P2YZIOkS+u6hUmYdXun1hXPJY/fXMy/t40DEZY+mWwPfhvKh8DkE1KB1hOhsuN3dpckSX3fms21PPzKah6ct4qH5q1izZa6vM5fXBTYc1Ql0ycM4aAJQ5k+YSgThw8g+IY5Uq8QQmDMkP6MGdKfU/cfA0BtQyMvLNvI7EXrm4OtS9dv6/Zam2oa+NvzK/jb8ysAmDqyork76yG7D6WsxDfUkSRJKrQRI0bw+uuvM3v2bO68804efvhhHn/88awdVjNVVVVx9tln84EPfIBDDjlkB1Tbsz7zmc80B1g3btzIH//4Ry688MKs5zY0NPDud7+blStXNo+9//3v5wMf+EDO6/3yl7/kmWee4cUXXwTgwQcf5Ktf/Srf+c532rzmt7/9bXOX2BACl1xySc7rKTcGWCVJkiRJkiRJkiT1fetehwX3JYHVVx+Euk2tz5l/b+4B1n989c394jIYc+CbnVXHHQKDx+atdEk7QAgwbPdk2/+cZKx+W9I9ORev3JPbeTXrYe5tyQYwar83u7OOPwyK7YomSdLOoKGxiWcWr+fBeUmX1eeWbiDmsclqVUU/pk8YmgqrDmH/cYMZ0M8/95T6krKS4qRL8oShfIDdAVi5sYanF61n9uJ1zH59PXOWrqemvntdWue9sZl5b2zmVw+/Rv/SYo6YPJzjplUzc2o1uw0fmI+bIkmSpC6aPn0606dPB6CpqYmFCxfyyiuvsGjRIjZu3MjWrVsZMGAAgwYNYtSoUey///7stttunVrj2muv5dprr83p3OOOO47Yjf+8Lly4sNPXHHbYYRxzzDE8/PDDAPz85z9vM8BaUlLCv/71ry7XB1BRUcELL7zQqWt+8YtfNH9+6qmnsueee3arBrXmTzQkSZIkSZIkSZIk9T312+D1fyeB1fn3wup5HV8z/1446lMdn1c1FfY9C0YfALsdnQTQSvp1v2ZJvUuuXZM3vQEr5nRtjRXPJdu/fgD9KmHSzDe7sw6Z0LU5JUlSQazYUMNDqcDqw6+sYmNNQ97mrqoo49ipVRy7RzUzdhvKuKH97a4q7YRGDCrn5H1HcfK+owCob2zi5RWbeOzVNTz0ymoee3UNdQ1dD7Ruq2/kny+t5J8vJR2rJg4fkHRnnVbN4ZOGG4SXJEkqoKKiIiZNmsSkSZMKXcoOd8UVV3DCCScA8Oijj/L4449z2GGHFbiqxN13383zzz8PJN1XL7vssgJXtHPyfyKSJEmSJEmSJEmSer8YYc2CJIQ6/15Y+C9o2Na5ORY9CrWboayi/fNCgLP/r+u1Stq5bFsLux8Lrz8KTfVdn6duE7x0Z7IBVE1LwqwHnAej989PrZIkKW9qGxp5auG65i6rL63YlLe5i4sCM3YbmgTLplaz9+hBFBUZWJV2NaXFRew7djD7jh3MB4+ZxLa6Rh5/bU3z886rq7Z0a/6Fa7ay8NHXue7R1+lXXMShuw9rDrTuMaLCoLwkSZJ2iOOPP56TTjqJu+++G4CrrrqKv/zlLwWuKnHllVc2f37OOecwY8aMAlaz8zLAKkmSJEmSJEmSJKl3qt0Erz38Zmh1/evdm6+xLgm+Tjs5P/VJ2jWM2Aved0cSgF/4MLxyD8y/B9Yv6t68q19OtpF7G2CVJKmXWLx2Kw/MW8WDL6/kkQVr2FrXmLe5xwwuZ+a0JLB65JQqBpWX5m1uSTuH/v2KOW7aCI6bNgKARWu28uArq3jw5VU8smB1t56T6hqb+Nf81fxr/mquuutFn5MkSZK0Q33ve9/joIMOoqGhgTvuuIMnn3ySgw8+uKA13XfffTz88MMAlJeXc/XVVxe0np2ZAVZJkiRJkiRJkiRJvceW1TD3T/DC7bDose51O8xUNQ0aa/M3n6RdS1kFTDsl2Vp1hX4YGmq6Nu/kE/NbpyRJylmMkTlLNnDHs8v450sreXV197odputXXMRhk4Y1d1mdYrdDSZ00YfgALhi+Gxccvht1DU08+frapDvry93vCr1sQw03zVrMTbMWJ12hJwzlpH1Gcur+Yxg1uDxPt0CSJElK7LfffnzqU5/immuuAeDzn/88DzzwQMHqaWpq4vOf/3zz/pe//GUmT55csHp2dgZYJUmSJEmSJEmSJPUeix+Huz7f8Xm56FcJk2bClLfAlBNhyIT8zCtJIUDVlGQ7/KNQvw1ef+TNQOvqebnNM3I/GDQ6t3PXL4bB45K1JUlSl8UYeXH5Ju6cs4w75yxn0dqteZt74vABzJxazXHTRnDYpGEM6OefaErKj34lRRw5uYojJ1fxlVP2YsWGGh6at4oH563i4VdWsbGmoctzNzZFZi1cy6yFa7nqrhc5ZOIwTtt/NKfsN5qqirI83gpJkiTtyq644goGDRpEjBGAlStXMmLEiILUsmTJEk4//XROP/10iouL+eIXv1iQOnYV/nREkiRJkiRJkiRJUu8x5S1QNhhqN3Tt+lH7pQKrb4Fxh0JJv/zWJ0nZlPZPgvJTTgS+BetehwX3wfz74NUHoG5z9uum5Nh9taEOfn4U9B8G+54J+5wJI/cxzCpJUifMX7mZO55dxp1zlrFgVX46rfYvLebIycOZOa2aY/eoZmLVwLzMK0kdGTW4nHMPGc+5h4ynobGJZ5es58GXk0DrnKUbSGUCOi1GmPXaWma9tpbL/jKXIydXcdoBo3nbPqMYMsCfsUiSJKnrKioquOyyywpdBgATJkzg8ssvL3QZuwwDrJIkSZIkSZIkSZJ6j5Iy2PMd8Ozvcju//1CYfEISWJ18AlSO6tn6JCkXQ3eDgz+QbA11sGQWvHJPEmh947k3z5vyltzme/V+qNmQbA9/P9mqpsG+ZyWB1qo9euZ2SJLUxy1as5U7Up1WX1y+MS9zTh1Zwcyp1cycOoJDdh9KWUlxXuaVpK4qKS5ixm7DmLHbMD570jTWbK7l4VdW8+C8VTw0bxVrttR1ad6mCP+av5p/zV/N1/78PMfsUc1pB4zmLXuNpLK8NM+3QpIkSdLOygCrJEmSJEmSJEmSpJ5TXwPz74Hnb4XjL80tZLXvWe0EWAOMnZGEvvZ4K4yZDkX+wbikXqykH0w8OtneegVsXA4L/gmvPQjjD8ttjudvbT22+mV44OpkG7Vf8ty5z7tg6MS8li9JUl+zfMM2/jpnOXc8u4xnl2zo9nyVZSUcvUcVM6dWc+zUasYM6Z+HKiWp5wyvKOOM6WM5Y/pYmpoic5dt5MF5K3ng5VU8vWgdTV3ozlrfGPnnSyv550sr6VdSxAnTRnDqAaM5cc+R9O/nz2UkSZIktc0AqyRJkiRJkiRJkqT8aqhLugU+fxu89Feo25SMV+8Fx32p4+snzYT+w2Db2mR/4IgksDrlxKTL6oBhPVe7JPW0QaNh+nuTLRf125Ln0vaseC7Z7r0cxh6cdGXd510waEy3y5UkqS9YtamWvz2fhFafWLiu2/PtO3YQM6dWc9y0ERw4fgilxUV5qFKSdryiosB+4waz37jBXHzCHmzYWs+/F6zmwZdX8eC8VazYWNPpOesamvj73BX8fe4KBvQr5sS9RnLa/qOZOa3artSSJEmSWjHAKkmSJEmSJEmSJKn7Ghtg4cMw9zZ44S9Qs771Oc/fCjO/CCG0P1dxKRz+MWhqgD3fASP3gyL/YFzSLuqVe6Buc+7nL30y2f5xKUw4Igmz7n0GVFT3WImSJBXCui11/H3uCu6cs4xHF6zpUkfB7YqLAkdPqeId+4/m+GkjqK4sy1+hktSLDB5Qytv3G83b9xtNjJF5b2zm7rkruHPOcl5+Y1On59ta18gdzy7jjmeXUVlWwkn7jOLUA0Zz9JQqw/+SJEmSAAOskiRJkiRJkiRJkrqqqQkWP5YEU1+4Hbasav/81S/Dyhdg5D4dzz3zi/mpUZL6utXzIBRDbOzkhREWPZJsf/si7H4s7HsW7HmqnawlSX3Wxpp67pn7BnfOWcbDr6ymoRup1RDg8N2Hc9oBYzh531EMG9gvj5VKUu8XQmDaqEqmjarkkyfuwbw3NnHns8u4Y85yXlu9pdPzbapt4Nanl3Dr00sYOqCUk/cdzWn7j+awScMpLurgzcwkSZIk7bQMsEqSJEmSJEmSJEnKXYyw9OkktDr3T7BpWeeuf/7W3AKskqTEsZ+HGRfBi3+B52+Dhf8COhnWiU3w6gPJdudnYfIJSWfWaW+H8kH5r1mSpDzaWtfAfS+u5I5nl/HAvFXUNTR1a76DdxvKqfsn3QdHDCrPU5WS1PdNHVnJZ0+axmfeOpW5yzZyx5xl3Pnscpau39bpudZtreemWYu4adYiqivLePu+ozjtgDEcNGEoRYZZJUmSpF2KAVZJkiRJkiRJkiRJ7YsRVjwHc29LwlPrX+/6XM/fBid8PWl3JEnKzcAqOPgDybZxedL1+vlbYcmszs/VVA+v/CPZSgfAZ1+E/kPyXrIkSd1RU9/Ig/NWccezy7jvxZVsq+9sJ/KW9h83mFP3H8079h/D2CH981SlJO2cQgjsO3Yw+44dzJdP3pPZi9dzx7PL+Ouc5azcVNvp+VZtquW6R1/nukdfZ/Tgck7dfzSnHTCG/cYOJvjzIUmSJGmnZ4BVkiRJkiRJkiRJUnarXk4Cp8/fCmte6d5c5UNg73fCPmfmpTRJ2mUNGg2HfzTZ1i9KumE/fxssf6bzc405yPCqJKnXqGto4t/zV3PHnGXcM/cNNtU2dGu+PUdVctoBY3jHfqOZWDUwT1VK0q4lhMBBE4Zy0IShfO0de/PEwrXcOWcZdz23grVb6jo93/INNfzq4df41cOvMWHYAE47YDSn7j+GPUdVGmaVJEmSdlIGWCVJkiRJkiRJkiS19Pgv4Onr4Y3nuzdPv0rY8x2w71kw6Tgo6ZeX8iRJKUMmwFGXJNuaBUmQde5tsPKF3K7f9109W58kSTl4fukGfjdrEXc9t5z1W+u7NdekqoGcesAYTtt/NHuMrMxThZIkgOKiwOGThnP4pOFcfto+PPrqGu54dhl/f34FG2s6/6YDi9Zu5af3L+Cn9y9gyogKzjxoLOfMGE91ZVkPVC9JkiSpUAywSpIkSZIkSZIkSWrptYe6Hl4t6Q/TToF9z4Qpb4XS8vzWJknKbvhkmPmFZFv54psdtNcuyH5+KIa9Ts9t7k1vQEmZ3VolSXmzpbaBvzy7jN89vojnlm7o1lzjhvbntAPGcOr+o9l79CA7+EnSDlBSXMQxe1RzzB7VXHnGfjz8yirunLOcu+euYEtdY6fnm79yM9/9+8tcc/c8TtpnJOcfuhtHTh5OUZHP6ZIkSVJfZ4BVkiRJkiRJkiRJUksz3g8v3Zn7+cX9YI+TYJ93wdSToayi52qTJHVsxF5wwqVw/Fdh+bNJV9bn/wQbFr15zu7HQkV1bvM9+G145qako/bB74exM8BwkCSpC7Z3W7199tIuBZy2GzmojFP3H8NpB4zhgHGDDa1KUgH1KynixL1GcuJeI6mpb+T+l1Zy55zl3PfSG9TUN3VqroamyF3PreCu51aw2/ABnHfIBM45eBxVFXZllSRJkvoqA6ySJEmSJEmSJEmSWpp8Agye0DLolKmoBCYdn4SZ9nw7lA/ecfVJknITAow5MNnecgUseTLpyjr3T8nzdy5qN8Ocm6FhGzxzQ7KN3BdmXAT7n+vzvySpQ1tqG7jj2WX8btYi5izperfVqop+nLLvaE47YAwH7zbUrnyS1AuVlxZzyn6jOWW/0WypbeDeF9/gjmeX89C8VdQ1di7M+vqarXzn7y9xzT0vc9I+ozj/0AkcMcmurJIkSVJfY4BVkiRJkiRJkiRJ2hVsXQuv3p9bYKmoCGZcCP+8suV4KIKJRydz7PVOGDCsZ2qVJOVfCDD+kGR721XQlGPXu+dvhbpNLcfeeB7u+jzc8w3Y90yY8QEYe5BdWSVJLcxdtoHfPb6I259Zxubahi7NMbh/KafsO4pT9x/D4ZOGUVJclOcqJUk9ZWBZCacfOJbTDxzLhm313D13BXfOWc6/5q+msSnmPE99Y+Svc5bz1znLmTh8AOcdOoGzZ9iVVZIkSeorDLBKkiRJkiRJkiRJO6sYYdFj8NS18MKfoaEGRu0PVXt0fO30C+CBb0NTA0w4AvY5E/Y+HSpH9nTVkqSeVlScbLl46jdtH6vfCrNvSLZR+yVdWfc7F8oH5aVMSVLfs7Vue7fVxTy7eH2X5qgoK+GkvUdy6gGjOXpKNf1KDK1KUl83uH8p5xw8nnMOHs/aLXX87fnl3Pnsch57bQ0x9ywrC9ds5dt/e4nv3/0yb9tnFOcflnRlDb6ZjiRJktRrGWCVJEmSJEmSJEmSdjbb1sGzf0hCR6teannsqWuTznsdqRwFZ/4Kxh8Kg8f1SJmSpF5u2TOwbHZu5654Dv76Obj7G7DfWUmYdYxdWSVpV/HCso3cNGsRf569lE1d7LZ61JThnHfIBN6690jKS3N8owVJUp8zbGA/3nvYbrz3sN1YubGG22Yv5aZZi3h9zdac56hvjNw5Zzl3zlnO7lUDec+h4zl7xniGDezXg5VLkiRJ6goDrJIkSZIkSZIkSdLOIEZYPCsJrc79U9JtNZtnboQTvg6l5R3Pue+Z+a1RktS3bFoOFaNg84rcr6nfAk9fn2yj9oeD3w/7nQNllT1XpySpILbVNXLHnGX87vFFPNPFbqvDB/bj7IPHcd4hE9i9amB+C5Qk9XojBpXz0ZmT+fAxk3hkwRpumrWIf8xdQUNT7m1ZX1u9havveonv/WMeb9t3FOcfOoHDJw2zK6skSZLUSxhglSRJkiRJkiRJkvqybethzh+SzqorX8jh/HXw4l9g/3N7ujJJUl837RSY8haY93d48jew4J9A7n9Izoo5cOdn4B9fg/3OTsKsY6b3WLmSpB3jpRUb+d3ji/jT7KVsqulat9UjJg3n/MMmcNI+IykrsduqJO3qiooCR+9RxdF7VLFqUy03P7WY389azKK1uXdlrWts4o5nl3HHs8uYVDWQ9xw6gbNmjLMrqyRJklRgBlglSZIkSZIkSZKkviZGWPJEEiaa+ydo2Na565+61gCrJCk3xaWw12nJtm5h0ll19g2w+Y3c56jfAk9fl2yjD4AZ708CrXZllaQ+Y1tdI3fOWcbvZi1i9qL1XZpj2MB+nD1jHOcdMp5J1RX5LVCStNOorizj48dN4aPHTubfC1bzu8cXcc8Lb3SqK+urq7dw1V0v8t//eJlT9hvFew6dwF7D/bN5SZIkqRD8l7gkSZIkSZIkSZLUV2xbD3P+mOq2Ordrc1SOgd2PhaYmKCrKZ3WSpJ3d/2fvvsOjKtM+jn9PGoHQq/ReBAQEBKQJVlR0VewVe6+r7rq6+u66urZ17dgFO4pd7I1eFGlSFOm9l1BSZ94/4iJBmJkAmZDk+7muXG+eM/dzzg9elySTc5+7SiM44k7ocxv8/Ene16O53xTsHMunwsc3wJd3wg3ToWzlfZ9TkrTP/LwindcnLOTdvZi22q1JVc7u2pBjnLYqSSqAhISAXs1r0Kt5DValZ/D2D0t48/tFLF4X+4PcsnJDfDBlGR9MWUbjamVpXz6gS40wacmFGFySJElSPjawSpIkSZIkSZIkSfuzcBiW/ACTXoKf3i34tFWAIAGaHQWdL8z7v4n+mlCStBcSk6H1n/I+1s3/fSrrllWxn6PeITavStJ+KiM7l4+nLeeNiYuYtHD9Hp2jSrnkvGmrXRrQ1GmrkqS9VLNCKlf3bcaVhzVl9K+/TWWdtZLcAkxlnb92G/PXJvLxojDtq4Wp2HQjfdpUIAiCQkwuSZIkyd9MS5IkSZIkSZIkSfujjI2/T1td+dOenaNCHeh4Hhx8HlSuv0/jSZIEQNXGcORd+aeyzvs2+r5OAws7mSSpgH5Zmc7rExbx7o9L2LSH01a7Nq7K2V0bcEybA0hNdtqqJGnfSkgI6N2iBr1b1GDVpgzenrSENyYuYsn62B/4lhMOmLQm4MJXp9Gs5jzO6tKAAR3rUrlcSiEmlyRJkkovG1glSZIkSZIkSZKk/dGIB2DcE3uwMYDmR0GnC6H50U5blSTFR1IKtDkp72PdPJg0BKa8BltW/7G2fC1oeWy8E0qSdiEUCvPlrJW8MGo+Exes26NzVC6XzICO9TirSwOa1XTaqiQpPmpW/H0q68g5q3lj4iK+mrWqQFNZf121mbs/nsn9n83mxPZ1uKx3E1rUqlCIqSVJkqTSx99WS5IkSZIkSZIkSfujjucXrIG1Qu28Sasdz4PKDQovlyRJ0VRtAkf9A/reDj8Phx9egvkjfn/94PMgMTm2c436D5SpCB3OgZRyhZNXkkqhjOxc3pu8lOdGzWPe6i17dI4ujfKmrfZr67RVSVLRSUgI6NOyJn1a1mTlpgze+n4xb36/mKUbYp/KmpUTYtikJQybtITDW9Xkst5N6Nq4KkEQFGJySZIkqXSwgVWSJEmSJEmSJEnaH9VoCQ17wMIxEYoCaHYkdL4Qmh/jtFVJ0v4lKQXanJz3sXYu/DgEpryR95CGWGxdByMfguyt8O290OVS6HIZpFUv3NySVIJt3JrNqxMW8tKYBazZnFng/ZXK5k1bPbtrfZrVdEKdJGn/UqtiKtce0Zyr+jZj5JzVvD5hEd/MLthU1m9mr+Kb2atoX78yl/duwjFtDiAxwUZWSZK0782dO5cZM2awePFi0tPTCYVCVK5cmcqVK9OyZUsOOuggUlJSijpmkRgyZAgDBw4EoGHDhvz888+UKVOmSLKMHTuWHj16AJCWlsbs2bOpV69ekWQprvwNtiRJkiRJkiRJkrS/6jRw1w2s5Q/Im7R68HlQpWHcY0mSVGDVmsJR/4TD74z9gQvfP5/XvAqwbR2MuB/GPJo3jfXQq/POKUmKyZL1W3lx9ALe/H4RW7NyC7z/kEZVOLtrA45tW9tpq5Kk/V5iQkDfljXp27ImKzZm8NYPi3l9wkJWbIr94Q1TF2/gqtd+pGG1clzSqwmndarn10BJkrTXJkyYwPPPP8+HH37IqlWrItampKTQpUsXzjrrLM444wyqVasWp5RFa8OGDdx6663b1/fee2+RNa8CdO/enQEDBvDOO++wZcsWbrzxRt5+++0iy1McJRR1AEmSJEmSJEmSJKnU2LYeRv0nbwpdLA48EcpW+W3x27TVM16FG3+Cw++weVWSVPzE2ryavQ0mPPPH4zkZ8MML8ERneOt8WDJp3+aTpBJmxrKNXP/mZA578DteHDO/QM2rFVOTuLBHI764sTdvX9Gdkw+2cUeSVPwcUCmV645ozqdXHcJlrXJpWyVEQOwTWReu3crf3/+J7vd9w6NfzWHdlqxCTCtJkkqqmTNnctRRR9GtWzeef/75qM2rAFlZWYwePZqrr76aunXrcuONN7JmzZo4pC1ad9555/a/nw4dOnDWWWcVcSL497//TWJi3nsiw4YN45tvviniRMWLE1glSZIkSZIkSZKkwrZhMYwfBD8OgazNeesTHom+LzkVDr0mb/pcx/OhSqPCTipJ0v5h6huwNcLNWOEQzPwg76NhD+hxPTQ7ChJ8lrskhcNhRv+6hmdHzmPUnILf2Nq5YRXO6tKA49s5bVWSVHIkJgS0qRKmTZUwGzJhZVoT3p+2imUbM2Lav25LFv/96hcGjfiV0zvX55KeTWhQrVwhp5YkSSXB888/z7XXXktGxh+/76hQoQIHHnggNWrUoFKlSqxZs4YVK1YwZ84ctm3btr0uMzOTRx55hE8//ZTZs2fHM35czZs3j6effnr7+vbbbycIgiJMlKd58+acfvrpvPHGGwD89a9/ZeLEiUWcqviwgVWSJEmSJEmSJEkqLCt+grGPwU/vQCjn9+NTXoe+f4PyNaOfo/fNhZdPkqT9UTgME56NvX7hmLyPGq2g+7Vw0GmQVKbw8knSfionN8Tw6ct5ZsQ8Zi7fVKC9iQkBxx9Um8t6N6Ft3UqFlFCSpP1D5TJwcq+G3NSvDZ/NWMEzI+YxfenGmPZmZId4edxCXh2/kGMPqs3lvZvQrl7lwg0sSZKKrfvuu4/bbrst37GEhATOOeccLrroInr06EFycvIf9m3bto2vv/6aYcOG8dprr5GTk/d7xl01wZYkd911F9nZ2QC0aNGCU045pYgT/e5vf/vb9gbW77//nnfffXe/yrc/87GTkiRJkiRJkiRJ0r4UDsO87+CVk+HpHjBtaP7mVYDcTJhYgMYcSZJKkyCA896F7tdBmYqx71s9Gz64Gh5tD6MfgYzYbkCXpOJuS2YOL46ez2EPfsf1b04pUPNq2eREBnZvxHc39+Gxsw62eVWSVKokJSbQv10dPrymB69f2pU+LWvEvDcUhuHTlnPiE2M469nxfPvzKsLhcCGmlSRJxc2HH37I3/72t3zHWrVqxeTJk3n55Zfp06fPLptXAcqWLUv//v0ZPHgwM2fO5PTTT49H5CK1YMGC7Q2iAFdeeSUJCftP62Pbtm3p3bv39vV9991XhGmKFyewSpIkSZIkSZIkSftCbg7MfB/GPAorpkWvn/gc9LgBypQv7GSSJBU/FevA0XfnTSKfNBjGD4L05bHtTV8OX90FIx+CzgOh65VQqW5hppWkIrE6PZMhYxfwyviFbNyWXaC91cuncMGhjTi3W0OqpKUUUkJJkoqHIAjo3rQ63ZtWZ/aKTTw7ch4fTllGTii2htRx89Yybt5aWtaqwGW9m3BC+zqkJO0/zRaSJCn+5s2bxwUXXJDvAReHHHIIn376KdWqVSvQuZo3b87QoUPp168fDzzwwL6Out945JFHyM3NBSA1NZULLrigiBP90RVXXMHIkSOBvCmsI0eOzNfUql2zgVWSJEmSJEmSJEnaG1lb4MdXYPyTsGFR7PsyNsDkV6HbFYUWTZKkYi+1EvS4Pq8J9adhMOYxWD0rtr1Z6TD28bzm14NOh+7XQq3WhZtXkuJg7urNPD9qHu/8uJSsnFCB9jaunsalvZpwSse6pCYnFlJCSZKKr1YHVOTh0ztw89EteWnMfN6YuJjNmTkx7f15ZTp/fnsqD37+Mxf1bMRZXRpQIXXXU9UkSVLJ9pe//IUNGzZsX1euXJl33323wM2rO7rwwgtLbLNkRkYGgwcP3r4+/vjjqVKlStEF2o2TTjqJtLQ0tmzZAsCgQYNK7P9P9iUbWCVJkiRJkiRJkqQ9sXk1THwmb5JqxoaC7S1XDbpcDgedVijRJEkqcZJSoMPZ0P4smPNl3sTzhaNj2xvKgamv5300OwoOvx3qHFy4eSWpEExauI5nRszjy1krCcc2EG67gxtU5vLeTTmqdS0SE4LCCShJUglSp3JZbj++Ndcc3pzXJyzipTHzWZWeGdPeFZsyuPeT2Tz+9a+c3a0BF/VoTK2KqYWcWJIk7S/mzJnDu+++m+/Yww8/TL169fb63E2bNo25Nj09nTFjxrB06VJWr15NmTJlqFmzJgceeCAHH3wwQbDn7w+Ew2FmzZrF9OnTWblyJenp6SQmJpKWlkbt2rVp0qQJbdu2JSUlJabzvffee2zcuHH7+rTT9s/foZYtW5b+/fszdOhQAN5//302btxIpUqVijjZ/s0GVkmSJEmSJEmSJKkg1s7Nm+Y25XXIje2mte2qNIbu10D7syGlXOHkkySpJAsCaHF03sfSSXkTWWd9COEYJxD++iV0uaxwM0rSPhQKhflq1kqeHTmPHxauL/D+Iw+sxeWHNaFzwyp7dWOqJEmlVaWyyVzZpykX9WzEB1OW8ezIefy6anNMe9Mzc3hmxDxeHD2fkzrU5bLeTWheq0IhJ5YkSUXtkUceIRT6/f3KWrVqce6558bt+mPHjuWf//wn33zzDdnZ2busqVmzJueddx633XZbgabCbtq0iQceeIAhQ4awZMmSiLUpKSl06dKFk08+mRtvvDHi+xJvvPHG9s8TExM59thjo2b58ccf6dGjBxkZGQAkJCTw+eefc+SRR8b0Z3n00Ue54YYbtq/r1KnDjz/+SK1atSLuO/HEE7c3sGZkZPDuu+9y4YUXxnTN0soGVkmSJEmSJEmSJCkWi7+HMY/A7OFAAccd1e0EPa6HVv0hIbEw0kmSVPrU7QSnD4F182DckzD5NcjZFnlPzdbQ/Kj45JOkvZCRncv7k5fy7Kh5zFu9pUB7UxITOPngulzauzHNatokI0nSvlAmKZHTO9fn1I71+PbnVTwzYh4TF6yLaW92bpi3Jy3h7UlLOLxVTS7v3YQujav6cAlJkkqozz77LN/6wgsvJDk5udCvm52dzRVXXMGLL74YtXbVqlX85z//4fnnn+eVV17hhBNOiLpn2rRpHHvssSxbtiymPFlZWYwePZrRo0dz3XXXkZS06zbGzMxMvv766+3rTp06UbFixajn79ixI48//jiXXnopAKFQiLPPPpsff/wx6rTbcePGccstt2xfJyUlMXTo0KjNqwB9+/bNt/74449tYI3CBlZJkiRJkiRJkiQpkp8/hTGPwqJxBd/boh90vw4ads+bGCdJkva9qk3g+P9An9tg4nMw8VnYtpsbybtf69dkSfu1jVuzeXXCQl4as4A1mzMLtLdCahLndmvIhd0bUbNiaiEllCSpdEtICDjiwFoccWAtJi9az7Mj5/HZjBWEY3ze3TezV/HN7FW0r1+Zy3s34Zg2B5CY4M8oklTqrF9YeOeuWBcSY2gX27gUQjmFk6F8LUiO4efS9JWQk7H316vScO/PsY8sWbKEefPm5Tt2+OGHF/p1s7OzOf744/nyyy/zHU9KSuKQQw6hfv36bNu2jZkzZzJ37tztr2/cuJGTTz6ZF198kfPPP3+351+3bh1HH300K1euzHf8gAMOoG3btlSrVo3ExETS09NZvHgxs2fP3j4ZNZqRI0eydevW7etevXrFtA/gkksuYezYsbz00ksArF69mtNPP50RI0bstmn4fzU7Tqe9//776dmzZ0zXrF27Ns2aNePXX38F4MsvvyQ3N5fERB9ivDs2sEqSJEmSJEmSJEmRTHyuYM2rCcnQ7oy8BpmarQovlyRJyi+tOvS9LW/q+ZTXYNwTsH7B769XqANtT43tXOGwja6S4mrphm28MGo+b36/iK1ZuQXaW6dSKhf1bMyZXRpQvoy3BEqSFC8HN6jCoHM7MX/NFp4fNY+3Jy0hKycU096pizdw1Ws/0rBaOS7p1YTTOtUjNdmmB0kqNR5tV3jnvn5abA2dL/aDjYsKJ8MFH0PjGJoQh10EC0fv/fX+b+Pen2MfGTNmTL51EAR07ty50K97++2352teDYKAK6+8kv/7v/+jRo0af8h45ZVXMn36dAByc3O5/PLL6dChA+3a7fq/zQcffDBf82qHDh144okn6NGjxy7rc3JyGDduHB9++OH25tLdGT9+fL51hw4dItbv7Mknn2Ty5MlMmTIF+H266iOPPPKH2lAoxFlnncWSJUu2HxswYAA33XRTga7ZoUOH7Q2s6enpzJgxY7d/d4KEog4gSZIkSZIkSZIk7dd6XBdbXZmKeQ0zN0yDk560eVWSpKKSUg66XArX/ginDYY6B+cd73YlJKXEdo6v7oL3roB18wstpiQBLNuwjdvenc5hD3zLi2PmF6h5tdUBFfjvGe0ZcWtfLunVxOZVSZKKSOPqadxz8kGM/evhXHd4MyqX2/W0r11ZuHYrf3//J3re/y0vjp5PRnbBHmQhSZL2L0uXLs23rlWrFlWqVCnUa06dOpWHHnoo37FHH32UJ5988g/NqwA9evRg7NixdOvWbfuxjIwMLrnkkt1e44MPPtj+edWqVfn6669327wKeZNfe/XqxYMPPsiSJUtIStr9exY//PBDvvVBBx2029pdKVu2LMOGDaNy5crbjz366KO8/fbbf6i98847+frrr7evW7RowYsvvlig6wF/aFadOHFigc9RmviOlSRJkiRJkiRJkhRJ48PggHawYtquX69QBw69CjpeAKkV45tNkiTtXkIitDkZWp8EC0ZD7fax7du2Ab5/AbI2w/S34eBzofctUKleYaaVVMqs2pTBU9/N5fUJi8jKjW1S2//0aFaNy3s3pVfz6gROi5Ykab9RvXwZbjq6JVf0acpb3y/m+dHzWbJ+W0x712zO5J8fz+TZkfO45vBmnN65PilJzqqSJKm4WbduXb71jk2VheXhhx8mHA5vXw8YMIBrr7024p7y5cszdOhQWrduzZYtWwD4/vvvGTlyJL179/5D/cKFC7d/3rdvX6pWrRpzvtTU1Iiv//zzz/nWDRvGMEF4J02bNmXIkCGcdNJJ2/8uLr74Ytq1a0fLli0BGD58OPfee+/2PeXKlWPYsGFUrFjw3+/unPGXX34p8DlKE7+rlSRJkiRJkiRJkiIJgrzJqjur2RpOehqunwrdr7V5VZKk/VUQQONesX+tnvRSXvMqQCgHJg2Gxw6GT26F9BWFFlNS6bBuSxb//mQWvR/8lsFjF8TcvJoQwAnt6/DxtT157ZJu9G5Rw+ZVSZL2U+VSkhjYozHf3dyHx886mLZ1Y3/fcMWmDO54/ycO/893vP3DYnIK+KALSZJUtNauXZtvXdgNrJmZmQwdOjTfsR2bNCNp0KABV155Zb5jgwcPjrpv1apVMeeLxaJFi7Z/npaWtsd/ZyeeeCK33nrr9nV6ejoDBgxg69atLFiwgPPOOy9fo+/TTz9d4Gmv/1OvXv6HHS5YsGCPzlNa2MAqSZIkSZIkSZKk0icchlkfQcam2OpbnwSVGuR93qgXnDMMrhwLHc6CpJRCiylJkuIsJxPGP/3H47lZMPEZeLQDfHEHbFkT92iSireN27L5zxc/0+v+b3hm5DwysmNrRimbnMjA7o0YcUvf3xpgKhVyUkmStK8kJSZwQvs6fHRNT16/pCuHtagR894l67dxy7BpHP3fkXwwZSmhUDj6JkmSVOp8//33ZGZmbl8fcsghtGjRIub9559/fr716NGjd1nXqlWr7Z+PGTOGt956q4BJd23Tpk1s2/b7xPoqVars1fnuuece+vTps309Y8YMLrnkEk499VTWr1+//fgVV1zBeeedt8fX2Tnnvm7qLWmSijqAJEmSJEmSJEmSFDfhMMz5Ar69B5ZPhb53wGG3RN+XmAT9/wvlqkLdjoWfU5IkFY1pb8HmCFNWc7bB2Mfhh5eg6xXQ/Roou3c3VUkq2TZn5vDS6Pk8O2oe6Rk5Me+rlpbCwO6NOLdbQ6qk+dAcSZKKsyAI6N6sOt2bVWfW8k08N3IeH05dRk4MTanz1mzh+jen8OS3v3LTUS04ps0BTmGXJGk/VrVq1XzrjRs3Fur1fvjhh3zr7t27F2h/27ZtqVixIps25T30d86cOWzcuJFKlfI/QOvss8/mxx9/BCAUCnHGGWcwePBgzj33XPr16/eHP3estm7dmm9dtmzZPTrP/yQmJvLmm2/SsWNHli1bBsAbb7yRr6Zz58488sgje3WdcuXK5Vtv2bJlr85X0tnAKkmSJEmSJEmSpJIvHIZ53+U1ri75/vfjYx+HLpfE1njS/MhCiydJkvYTP38SW13WZhj1EEx8Lq+JtesVkFqxcLNJKla2ZeXy8rgFPD1iLuu3Zse8r16VslzZpykDOtYjNTmxEBNKkqSicGDtijx8RgduPqYlL4yez2sTFsY0mf2XlZu54tUfaVu3Ijcd1YK+LWvayCpJxdn10wrv3BXrxlZ30WcQiv1BSwVSvlZsdae+CDkZhZOhiFSrVi3fesOGDYV6vZ0nfxZk+irkPWijRYsW+RphV61a9YcG1muuuYZhw4Yxfvz47cc+/fRTPv30U4IgoE2bNhx66KH06NGDww47jEaNGsV0/Zyc/P8NJiXtfatjrVq1eOutt+jTp88fzl+1alWGDRtGmTJl9uoaO+fMzo79vZ/SyAZWSZIkSZIkSZIklWwLx8I398DC0X98LXMjjHsSDr8j/rkkSdL+5/RXYPpb8N19sGFh9PrMjXkPyBj/FPS4AbpcCilphR5T0v4rIzuXNyYu4slv57Jmc2bM+w6omMq1RzTjtE71SUlKKMSEkiRpf1Cncln+3r81l/duwlPfzeX1CYvIyo3eyPrT0k1cNPgHDm5QmT8f1ZIezarZyCpJxVGVhkWdACrF2OhamCrE2OhajNSpUyffesWKFWzYsIHKlSsXyvXWr1+fb71z42ksdt6zbt26P9SUKVOGr776iptuuokXXniB3Nzc7a+Fw2F++uknfvrpJ5577jkA2rVrx8CBA7n88sv/MK10RztPXN22bVuB8+9Kjx49OP3003n99dfzHX/iiSdo2HDv//e3c860NN8TjsR3uiRJkiRJkiRJklQyLZ0Er5wCLx276+bV/xk/CLasjV8uSZK0/0pMgg5nwzU/QP//xj6xYtt6+OoueLRD3vcW2SVrcoSk6LJzQ7w+YRF9H/qOf3w0M+bm1erly3DXCa357pY+nNO1oc2rkiSVMjUrpvJ/J7bhu1v6cFaXBiQlxNaMOnnRBs59YQJnPjueifP/2GQiSZKKRo8ePfKtw+Ew33//faFdLxwO51vviwdb7O4caWlpPPPMM8yZM4d//OMfHHLIIbudmDpt2jRuuukmmjdvzrfffrvba1WoUCHf9bZs2bJ34X8zYsQIhg4d+ofjgwcPJhSK/tCQaHbOWbFixb0+Z0nmu12SJEmSJEmSJEkqWVZMhzfOgucOh7lfR6/P2gxjHin0WJIkqRhJSoHOF8G1P0K/+yGtZmz7tqyCz/4Kjx0M378AOVmFm1NSkcvJDTFs0hIO/893/O296SzfGFsDe5Vyydx2bCtG3tqHC3s0JjU5sZCTSpKk/VmdymX59ykH8c2f+zCgYz1i7GNlwvx1nP7MOM57YQJTFm8o1IySJCm6+vXr07hx43zHIjVw7q2qVavmW2/cuLHA59h5T5UqVSLWN27cmDvvvJOJEyeyYcMGvv32W/71r39x9NFHU6ZMmXy1y5Yt47jjjmPChAm7PFdKSgo1a/7+3uuaNWvIzs4u8J9hRytWrODMM8/MNyX2f7744gv++c9/7tX5Ie/PtaP69evv9TlLMhtYJUmSJEmSJEmSVDKs/hneugCe7gk/fxL7vlb9of2ZhZdLkiQVX8mp0O0KuH4qHPVPKFs1+h6A9GUw/CZ4ohNMfhVycwo3p6S4C4XCfDh1GUf/dyQ3vz2Vxeu2xbSvQmoSNx3VgpG39uXyw5pSLmXXk0okSVLp1KBaOf5zenu+uPEwTmhfJ+Z9o+as4aQnx3DJkO+ZsazgjSuSJGnf6devX771Sy+9tNdNmbuzY/MnwC+//FKg/eFwmDlz5uQ7VqNGjZj3p6Wl0adPH26//XY+//xz1q5dy7PPPkvt2rW312RkZPDnP/95t+do0qRJvjw7N4cWRG5uLmeccQYrVqzYfuyYY46hbNmy29d33303n3/++R5fA2Dp0qX51js3LSs/G1glSZIkSZIkSZJUvK2dC+9eBk91g5nvx76v+dFw2Xdw5mtQq01hpZMkSSVBSjnocT3cMA363gFlKsW2b8Mi+OBqeLJL3sM2JBV74XCYz35awbGPjuK6NyYzb82WmPalpSRyTd9mjL71cK47ojkVUpMLOakkSSrOmtUsz+NnHcxnN/TimDa1Yt731axVHP/YaK5+7UfmrEwvxISSJGl3brjhBhISfm/ZW7FiBa+99lqhXKtz58751mPHji3Q/hkzZuSbwNq8eXMqV668x3nS0tK49NJLGTt2LGlpaflyrVq1apd72rdvn289e/bsPb7+bbfdxsiRI7ev27Rpw7vvvstTTz21/VgoFOKcc85h8eLFe3ydWbNm5Vt36NBhj89VGtjAKkmSJEmSJEmSpOJpwyL48Fp44hCYNhTCodj2Ne4NF30B57wNdQ4u3IySJKlkKVMBDrsFbpgKvW+BlPKx7cvaApUbFG42SYUqHA7z7exVnPjEGK54dRI/x9gQUiYpgct6N2HkrX25+ZiWVCpn46okSYpdqwMq8sx5nfnwmh70aRn7NLTh05dz9CMjuXHoFBbE+MANSZK0b7Ro0YKTTz4537GbbrppryaL/s/cuXPzrTt37kyZMmW2rydOnPiHiaqRvPLKK/nWPXv23LuAv2nUqBGHH3749nU4HGbBggW7rD3kkEPyradOnbpH1/zggw946KGHtq8rVKjAO++8Q7ly5Rg4cCAXX3zx9tfWrl3LaaedtseTcadNm5Zv3aVLlz06T2lhA6skSZIkSZIkSZKKl03LYfjN8FhH+PFlCOfGtq9+N7jgo7yPBl0LN6MkSSrZylaBw++A66dB9+sgqWzk+t43Q3KUGkn7rbG/rmHAoLFcOPh7pi/dGH0DkJKYwMDujRh1a1/+dtyBVCtfJvomSZKk3WhXrzKDL+zCO1ceSvem1WLaEw7De5OXcsTDI/jLsGksWb+1kFNKkqT/ue+++6hYseL29fr16xkwYADr16/f43O+9NJL9O/fP9+x1NRUTj/99HzH7rjjjpjOt2TJknyTSQEuuOCCPc63s6SkpHzrHRttd3TYYYflW0+cOLHA15o3bx4DBw4kHA5vP/b888/TsmXL7esnnngi36TUCRMm8Oc//7nA18rOzmby5Mnb123btqVatdi+PyutbGCVJEmSJEmSJElS8bB5NXx+OzzWAb5/DkIxPhG3zsFwzjtw0Wd501clSZL2lbRqcPTdcP1U6HoFJKb8saZSA+h4fvyzSdpr3y9Yx5nPjuPs5yfw46INMe1JSgg4q0sDvr2lD/93YhtqVkwt3JCSJKlU6dSwKq9f2o3XL+1K54ZVYtqTGwoz9IfF9H3oO/7+/k+s3JRRyCklSVKzZs146aWX8h0bP348vXr14qeffirQuX799VfOOOMMLrroIrZt2/aH12+88UaCINi+fuuttxg0aFDEc27ZsoUzzjiDzZs3bz/WqVOnPzSTAixatIghQ4aQmZkZc+bly5fz1VdfbV+npKTQpEmTXdY2bdqUFi1abF9/9913+RpRo8nIyODUU09lw4YN249df/31f2jsTU1NZdiwYVSqVGn7sccff5yhQ4fGfC2A77//ni1bfp9wf/zxxxdof2lkA6skSZIkSZIkSZKKhzmfw7gnICfGG6xqtYUzX4dLv4XmR8IOv7iVJEnapyrUgmPvh+smQ6cLIWGH6QKH3QJJTl6UipOpizdw/osTOe3pcYyfty6mPQkBnNKxLl//+TD+fcpB1K3s1GVJklR4ujetzttXHMrgCw+hXb1K0TcA2blhXhm/kN4PfMvdH89kzebYm1AkSVLBnXLKKdx99935js2YMYP27dszcOBARo4cSXb2rh/Yu23bNoYPH87AgQM58MADeeutt3Z7nYMPPpibbrop37Grr76a6667jrVr1/6hfty4cfTs2ZOxY8duP1amTBmef/75XZ5/3bp1DBw4kAYNGnDNNdfw9ddf77KRFiAcDvPll1/Sp08f0tPTtx8/5ZRTqFChwm7/DCeffPL2z9euXZtvwmk011xzTb76bt268eCDD+6ytmnTpgwePDjfsUsuuYTZs2fHfL0dG3MBTjrppJj3llZJ0UskSZIkSZIkSZKk/UC7M2HUw7BubuS66i2gz23Q+iRI8HmukiQpjirVgxMegR7Xw4gHYMn30P6s2PbmZsNH18MhF0PdToUaU9Ku/bxyM8+89wtfzVpZoH3929XmhiNb0Kxm+UJKJkmS9EdBENCnZU0Oa1GDL2eu5OEvf2H2ivSo+zJzQrwwej5vTFzEwO6NuKx3EyqXS4lDYkmSSp877riD6tWrc8MNN2yfYBoKhRgyZAhDhgyhQoUKtG7dmho1alCxYkXWrl3LihUr+OWXX3bZJFquXLldXufee+9l8uTJfPPNN0BeI+njjz/OoEGD6Nq1K/Xq1SMjI4MZM2bw66+/5tubkJDAU089RYcOHSL+WVatWsWTTz7Jk08+SWJiIq1ataJBgwZUrlwZgNWrVzN16lRWr16db1/NmjV5+OGHI577/PPP5/7779++fuedd+jYsWPEPQCDBw/mhRde2L6uXr06b7/9NsnJybvdc9JJJ3HzzTfz0EMPAbB582YGDBjAxIkTSUtLi3rNYcOGbf+8ZcuWdOvWLeqe0s4GVkmSJEmSJEmSJBUPiUl5janvXrLr16s0ynv9oNMgITGu0SRJkvKp2hhOHgTZGZC4+5ul8pn8Kkx5Le+j5XFwxF1Qs1Xh5pQEwOptMHxxApPHxT7dA+Co1rW46agWHFi7YiElkyRJii4IAo5ucwBHHliLT35azn+//IW5q7dE3bc1K5envpvLK+MWckmvJlzauzHlUmwvkCRpX7viiivo2bMn1157Ld99912+19LT05kwYULUc5QtW5brrruOv/71r7t8PSUlhU8//ZRLL72Ul19+efvxnJwcxowZs9vzVqxYkSFDhhR4imhubi4zZsxgxowZEetat27NBx98QO3ataPWde3adfvfxdtvv80999wTcc+0adO46qqrtq8TEhJ4/fXXqVevXtT8//73v5kwYQKjRo0CYObMmVx++eW8+uqrEff9/PPPTJ8+ffv6wgsvjHotgY+cliRJkiRJkiRJUvHR9hSocWD+YxXrwQmPwTU/QPszbV6VJEn7j+TU2OqyM2Dkg7+vf/4EBnWH4TfDlrWFk00SmzJyeH9BAv+emsjktbHfSndYixp8cHUPnju/s82rkiRpv5GQENC/XR2+uPEwHj69PQ2q7npC287SM3P471e/cPhDI3j3xyWEQuFCTipJUunTtm1bvv32W8aMGcNFF11E9erVo+4pU6YMffr04ZlnnmHZsmXcd99926ed7kpKSgpDhgxh1KhRHHXUURGnkNaoUYMbb7yRuXPnRm1ebdOmDZ9++inXXnstbdq0ISEh+nsoHTt25Mknn2Tq1Kk0a9Ysaj3AjTfeuP3zOXPmMHLkyN3Wbtq0iVNPPTXflNq77rqLo446KqZrJSUlMXToUGrVqrX92GuvvcagQYMi7nvuuee2f56Wlsall14a0/VKOx+RIkmSJEmSJEmSpKKXvQ2Sy0avS0iEvrfBW+dD+VrQ62bodAEklSn8jJIkSYXlxyGwaWn+Y+Fc+P45mPYWHHYrdLkMklKKJp9UwuTkhnjj+8U8/Pls1m+LvXH10CbV+PPRLejcqGohppMkSdo7iQkBp3Ssxwnt6/DOpCU89vUclm3MiLpvxaYMbnprKoPHLuDO/q39nkeSpELQvXt3unfvTjgc5tdff2XGjBksWbKE9PR0QqEQlStXpmrVqrRs2ZKDDjooYhPq7vTs2ZMvvviC9PR0Ro0axdKlS1mzZg1lypShRo0aHHjggXTq1IkgCGI6X3JyMv369aNfv35AXvPojBkzmD9/PitXrmTLli0kJydTsWJFGjVqRIcOHaJOXN2VU089lcaNGzN//nwAnn76aXr37r3L2ooVK/LLL78U+Bo7ql27NitWrIi5PjMzk8GDB29fX3TRRVSt6vdLsbCBVZIkSZIkSZIkSUVn0zL4+p+wfCpcPgoSY/j1VasT4MQnoO0ASIltioAkSdJ+K2srjHxo969nboQvbocfXoCj/wUtj4MYby6T9EcjflnNPcNn8svKzTHv6dSwCn8+qgXdm0WfjiJJkrS/SE5M4MwuDTi5Y13enLiYJ779ldXpmVH3TVuykVOfHsfx7Wrz136tqB/jJFdJkhS7IAho3rw5zZs3L7RrVKhQgeOOO26fn7dixYoceuihHHroofv0vImJidxxxx1cfPHFAAwbNoz777+f+vXr79Pr7KkhQ4awdu1aAMqWLctf/vKXIk5UfMT++DhJkiRJkiRJkiRpX8naCt/dD493gqlvwKqZMOml2PYmJEDH82xelSRJJcOsD2HLquh16+bBm2fDkBNgxfTCzyWVML+uSufClyZywYsTY25ePahuJV668BCGXXGozauSJKnYKpOUyAXdGzHylr7cftyBVE1LiWnf8GnLOeLhEdz/2WzSM7ILOaUkSRJccMEFtG7dGoDs7GwefPDBIk6UJycnh/vvv3/7+tprr6Vu3bpFmKh4sYFVkiRJkiRJkiRJ8RMKwdSh8ERn+O5eyN76+2vf3gvbNhRZNEmSpCLR7gw45x2o3SG2+gWj4Ole8OG1kL6yUKNJJcH6LVnc9cFPHPPIKL79eXVMe1odUIFnzuvEh9f0oG/LmgROPZYkSSVA2ZRELu3dhJG39uWWY1pSMTUp6p6snBCDvptL34dG8ObEReSGwnFIKkmSSqvExEQeeuih7evnnnuOJUuWFGGiPEOGDGHevHkA1KhRg9tuu62IExUvNrBKkiRJkiRJkiQpPhZNgBeOhPcug01L//j6tnUwcv94iq4kSVLcBAE0PxIu+w5OfREqNYhhUxh+fBke7wij/gPZGYWdUip2snJCvDB6Poc9+C1Dxi2MqdmiRvkUHjy1HZ9c14tj2hxg46okSSqRypdJ4uq+zRh16+Fc3LMxSQnRv+dZszmTv747nf6Pj2bsr2vikFKSJJVWxx57LKeccgoAGRkZ3H777UWaZ8uWLdx5553b1w8++CCVK1cuukDFUPTHpkiSJEmSJEmSJEl7Y8Mi+PIumPFu9NoJz0Dni6Ba08LPJUmStD8JAmg7AFoeB+OfglEPQ9bmyHuyNsPX/4RJg+HIf0Cbk/POI5Vi4XCYr2et4p5PZjF/zZaY9iQHYQ6vE+YfZ3XmgOpVCjmhJEnS/qFSuWT+3r8153ZryL2fzOLLmSuj7pm1fBNnPz+Bo1rX4m/HHUjj6mlxSCpJkkqbxx57jIMOOgiAhIQEMjIySE1NLZIsc+fO5dJLLwWgfPnyXHDBBUWSozizgVWSJEmSJEmSJEmFIzM9r/Fi3JOQmxnbniqNYNuGwkwlSZK0f0suC73+DB3OhW/uhsmvAlEmR25YBMMuzHsYSL97oW6nuESV9jezlm/iX8NnMubXtTHv6VQ9xAkNQlQpA+VSEgsxnSRJ0v6pcfU0nju/M2N/XcM/P57J7BXpUfd8OXMl3/28ivMPbcR1hzenUrnkOCSVJEmlRd26dfm///u/oo4BQLt27WjXrl1RxyjWEoo6gCRJkiRJkiRJkkqYUC78+DI81hFGPxxb82rZKnDsA3DVOKhnw4UkSRIVasGfnoDLR0KjXrHtWTwenjsc3r0MNi4t3HzSfmR1eia3vTuN4x8bFXPz6sENKvPqBe05v3le86okSVJp171ZdYZf14v7TjmI6uVTotZn54Z5YfR8+jz0LS+PW0BObigOKSVJklTc2MAqSZIkSZIkSZKkfWf+SHj2MPjwWtiyKnp9QhJ0uwqu/RG6Xg6JPqlfkiQpn9rt4IKP4IzXoErj2PZMGwqPd4KfPyvcbFIRy8jOZdB3c+n70He8MXExoSjDigHqVErlsbMO5t0ru9OubsXCDylJklSMJCYEnNmlAd/e3Icr+zQlJSl6u8H6rdnc+cEM+j06iu9+juE9YUmSJJUqSUUdQJIkSZIkSZIkSSXA2rnw5Z0w++PY97Q4Fo6+G6o3L7xckiRJJUEQwIH9oflRMPFZGPEgZG6MvCcxGeo62V4lUzgc5tOfVvDvT2exeN22mPaUS0nkqj5NuaRXE1KTEws5oSRJUvFWITWZv/RrxdldGnDfp7MZPn151D2/rtrMwJe+57AWNbjj+ANpXqtCHJJKkiRpf2cDqyRJkiRJkiRJkvbctg0w8kGY8AyEsmPbU7MNHHMPNO1bqNEkSZJKnKQy0P1aaH8WfPdv+OElCOfuurb3zVC+RnzzSXEwfclG7v54JhMXrIupPgjg1I71uOWYltSsmFrI6SRJkkqW+lXL8eQ5HRm4YB13fzyTaUuiPEgHGPHLakb/uoZzujbghiNbUDUtJQ5JJUmStL+ygVWSJEmSJEmSJEkFl5sDk17Ka5zYuja2PeWqw+F3QMfzIcGJR5IkSXssrToc/x845FL44nb49av8r1dpBF2vKJJoUmFZuSmDBz77mXd+XBLznq6Nq/L3/q1pW7dSISaTJEkq+Q5pVJX3r+rBe5OX8sDns1m5KTNifW4ozMvjFvLe5KVcf0Rzzj+0ESlJCXFKK0mSpP2JDaySJEmSJEmSJEkquInPwue3xVabmALdroRef4ZUbxyXJEnaZ2q2gnPfgTlfwue3w5qf844fdXfetFapBNiWlcuzI+fx9Ii5bMvezcThnTSoWo6/HdeKY9ocQBAEhZxQkiSpdEhICBjQqR7HHnQAz4yYxzMj55KRHYq4Jz0jh38Nn8Wr4xfyt+MO5KjWtfz+TJIkqZSxgVWSJEmSJEmSJEkF1+kCGPsYpC+PXNf6T3DkP6Bq4/jkkiRJKo2aHwVN+sCkwTB/BBx4Qmz7wmGYPRxaHgsJiYWZUCqwUCjMh1OXcf9ns1m+MSOmPRXKJHHtEc24oHsjyiT537QkSVJhKJeSxI1HteDMLvV54LOfeW/y0qh7FqzdymWvTOLQJtX4e//WtK5TMQ5JJUmStD9IKOoAkiRJkiRJkiRJKoZS0uCIO3f/eu32MPATOP1lm1clSZLiITEZulwKZ7wKsU40mvURDD0HnjkM5o0o3HxSAUxauJ6TB43lhqFTYmpeTQjgnK4N+PaWPlzWu6nNq5IkSXFQu1JZ/ntGB96/ugedGlaJac+4eWs5/vFR/PWdaaxKj+0hJZIkSSrenMAqSZIkSZIkSZKkPdPuTJjwDCyf8vux8gfAkXflvZbgs1QlSZL2WzmZ8OXf8z5fOR1ePhFaHg9H3w3VmhZtNpVaS9Zv5f7Pfuajqcti3tOreXXuOL41LQ+oUIjJJEmStDsd6ldm2BWHMnz6cv79yWyWbtgWsT4chje/X8xHU5dxVd9mXNyzManJPoBEkiSppLKBVZIkSZIkSZIkSXsmIQH6/RteOhaSUqH7ddDjeihTvqiTSZIkKZoJz8D6BfmP/Twc5nwBXS6DPn+B1EpFEk2lz5bMHAZ9N5fnRs0jMycU054mNdL4+/Gt6dOyBkGsU4clSZJUKIIgoH+7Ohx5YC1eGD2fp779lS1ZuRH3bMnK5cHPf+b1CYu47bhWHH9Qbb+vk7Rf29W/UeFwuAiSSCrJdvXvSnH/HsnHXkuSJEmSJEmSJOl3GxbDiAfzHoMfi4bd4dgH4Jof4PDbbV6VJEkqDrasgZEP7vq1UDaMfxKeOASmD4v9+0JpD305cyVHPTyCJ779Nabm1crlkvm/E1rz+Q296duqZrG/gU+SJKkkSU1O5Oq+zfj2lj6ceUh9YvlWbemGbVzz+mTOf3EiC9ZsKfyQkrSHEhL+2IKVmxu5WV+SCmpX/67s6t+f4qR4p5ckSZIkSZIkSdK+kZsNYx6DJ7vAt/+Cme/Hvrfr5VC5fqFFkyRJ0j723b8hc1Pkms0r4Z2L4dVTYO3c+ORSqbJ0wzYuffkHLn35B5ZtzIhan5QQcFGPxnx3cx8G9mhMcqK3vkmSJO2valZI5b4B7fj42p4c2qRaTHtGzVnD0Y+M5LGv55CZY0OYpP1PEAQkJibmO7Zt27YiSiOppNq6dWu+dWJiYrF/gJvv4kmSJEmSJEmSJJV2iyfCs33gy79D9m+/EPv0r5ARpalBkiRJxVP3a6H1SbHVzv0GnjoURjwIOZmFGkulQ3ZuiOdGzuOoh0fw5cyVMe058sCafH5jb+48oTWVy6UUckJJkiTtK23qVOL1S7vy7HmdaFStXNT6rJwQD3/5C8c+Ooqxc9fEIaEkFUxaWlq+dXp6ehElkVRSbd68Od+6fPnyRZRk37GBVZIkSZIkSZIkqbTath4+uh5eOApW/pT/tc0r4Jt/FU0uSZIkFa4qjeD0IXDhZ1Dn4Oj1uZnw7b9gUA+YP7LQ46nk+nHRek54fDT3fDKLrVnRp2q1OqACr17clecvOISmNYr/zXqSJEmlURAEHN3mAL648TDuOP5AKqQmRd0zb/UWzn5uAjcNncKazT5IR9L+o0KFCvnWW7duJSsrq4jSSCppsrKy/jCB1QZWSZIkSZIkSZIkFT/hMEwdCo93hkmDd1/3/XOw9Me4xZIkSVKcNTwULvkGTnoaKtSOXr92Dgw5Ad67AjavLvx8KjE2bs3mb+9NZ8CgscxeEX06TbW0FO49+SCGX9eLns2rxyGhJEmSCltKUgKX9GrCiFv6cl63hiQmBFH3vDt5KUf8ZwRvTFxEKBSOQ0pJimznCazhcJjFixeTk5NTRIkklRQ5OTksXryYcDj/9zw7/7tTHEV/fIkkSZIkSZIkSZJKjjVzYPhNsU3OCofghxegbsfCzyVJkqSikZAAHc6C1ifCiAdg3BMQinLT5dQ34OdP4ah/wMHn551D2oVwOMwHU5bxr+EzWbM5+kSahADOP7QRNx3dgoqpyXFIKEmSpHirmpbC3Se15dxuDbn9ven8sHB9xPqN27K57d3pDJu0hHtObkurAyrGKakk/VFiYiIVKlQgPf33hzNlZWUxd+5cKlasSMWKFUlOTibB90qKTG5uLrm5udvXOTk5f2gIlPYXoVCI7OxsNm3axKZNmwiFQvler1ChAomJiUWUbt+xgVWSJEmSJEmSJKk0yM6A0Q/D6P9CbvQbx0mpAEfcCYdcXPjZJEmSVPRS0vIaUtudDh/fBIvHR67P2AAfXQ9TXof+/4VabeISU8XHvNWb+fsHPzHm17Ux1R9UtxL3nNyWdvUqF24wSZIk7RdaHlCBty4/lLcnLebfn85mw9bsiPWTFq7n+MdGc0nPxlx/ZHPKpdgKIalo1K5dm6ysLDIzM7cfC4VCbNiwgQ0bNhRdMAF5D9PasQkwISGBIIg+9Vva35QpU4batWsXdYx9wpZ+SZIkSZIkSZKkkm7uNzDoUBhxf2zNq21OgWu+h66XQULxf6KrJEmSCqBWG7jwUzjhMUitHL1+8QR4pjd8eSdkbSn0eNr/ZWTn8shXv9DvkVExNa+WL5PEP05sw/tX97B5VZIkqZRJSAg445AGfH3TYQzoWC9qfW4ozDMj53HUwyP5aubKOCSUpD9KTEykfv36JCXZSC+pcCQnJ1O/fv0SMX0VbGCVJEmSJEmSJEkqudJXwrCL4ZWTYd286PVVGsE578BpL0HFkvE0V0mSJO2BhATodAFcOwnanx29PpQDYx6FQT0gO6Pw82m/NXrOGo59dBSPfDWHrNxQ1PrjD6rN138+jAu6NyIxwWkokiRJpVW18mX4z+nteePSbjStkRa1fumGbVzy8g9c/soPLNuwLQ4JJSm/5ORkGjRoQFpa9H+zFF+hUIj09PTtHztOY5WKg7S0NOrXr09ycnJRR9lnbPeXJEmSJEmSJEkqaUIhmPQifPVPyNwYvT4hGXpcD71vhuSyhZ9PkiRJxUNadTh5EHQ4Gz6+EdbOiVzf+kRITo1PNu1XVqdncs/wmbw/ZVlM9fWrluWff2pL35Y1CzmZJEmSipNDm1bj0+t78+zIuTz+za9k5kRuOvp8xkpGzVnDTUe1YGD3RiQlOt9LUvyUKVOGBg0akJ2dzcaNG9m4cSPZ2dmEw+GijiapGAmCgOTkZCpVqkSlSpVKVOPq/9jAKkmSJEmSJEmSVJIsn5bXXLD0h9jqG/aA/v+FGi0LN5ckSZKKr8a94MoxMOYxGPkg5Gb+saZSAzjsL/HPpiIVCoV54/tF3P/pbDZl5EStT04MuKx3E67p25yyKYlxSChJkqTiJiUpgWsOb84J7evw9w9mMPKX1RHrt2bl8q/hs3jnx6Xce3JbDm5QJU5JJSlPcnIy1atXp3r16oTDYcLhsFM/i1B6ejqjRo3avm7VqhUVKlQowkTS7iUkJBAEAUEQFHWUQmUDqyRJkiRJkiRJUkmQmQ7f/hsmDIJwDL8UL1sVjrkH2p8FJfwXYpIkSdoHksrAYbdA21Pgk5th7jf5Xz/uQUhJK5psKhIzl23i9venM3nRhpjquzSqyj0nt6V5LW8alSRJUnQNq6Ux5MJDGD59Of/4aCar03fxIJ0dzFq+iVMGjeWcrg245ZhWVCpb8qaXSdr//a8RLSHBidBFJTExMd8U3MTERJKSbJ+TipL/C5QkSZIkSZIkSSruQrnw/JGwenZs9QefC0fdDeWqFm4uSZIklTzVmsK578KMd+Gz22DzSmjVH1r2K+pkipMtmTk88tUvvDhmAbmhcNT6KuWS+dtxB3Jqp3olfpqEJEmS9q0gCOjfrg69W9TgP5//zMvjFxKO8C1oOAyvjl/EZz+t5O/9D+TE9nX8HlSSJKmI2dIvSZIkSZIkSZJU3CUkQscLotfVaAUXfgp/etLmVUmSJO25IIC2A+DqidD1Sjj2/tj3bl1HxDvOtV/7YsYKjnp4BM+Nmh9T8+rpnevx9Z/7cFrn+jYOSJIkaY9VTE3mH39qy/tX9aBNnYpR69dszuT6N6dw/osTmb9mSxwSSpIkaXdsYJUkSZIkSZIkSSoJulwGBxy069eSysIRd8Hlo6Bh9/jmkiRJUslVtjIcex9UqhdbfSgXXj0FXjkZ1s4t1Gjat5as38olQ37gslcmsWxjRtT65jXLM/SybjxwanuqpqXEIaEkSZJKg/b1K/PB1T24s39r0lISo9aPmrOGYx4ZyaNfzSEzJzcOCSVJkrQzG1glSZIkSZIkSZJKgsQk6P8osNNUo+ZHw9XjoddNkOSN45IkSSpCP7wIyybDvG/hqUPhu/shJ7OoUymC7NwQz46cy1EPj+SrWSuj1qcmJ3Brv5YMv64XXZtUi0NCSZIklTZJiQlc1LMxX/+5D8e2PSBqfVZOiP9+9QvHPjKKsb+uiUNCSZIk7cgGVkmSJEmSJEmSpJKiXic45OK8zyvUhtNfhrPfgiqNijSWJEmSxKbl8PU/f1/nZsJ398Kg7jBvRNHl0m5NWrieEx4fzb2fzGZbdvRpVX1a1uDLGw/jqj7NSEnytjRJkiQVrgMqpTLo3E68OLAz9aqUjVo/b80Wzn5+AjcOncKazT5IR5IkKV6SijqA9i9BEDQGOgB1gPLAcmAhMDYcDmcXYTRJkiRJkiRJkkqncBjSV0DF2rHVH/53KFMRet4IqRULN5skSZIUq8//Bpmb/nh87a/w8onQ7gw4+h4oXyP+2ZTPxq3Z3PfZbN6YuCim+loVy3DXCW04tu0BBEFQyOkkSZKk/A5vVYtDm1TnsW/m8NzIeeSEwhHr35u8lK9nreSvxx7ImYfUJyHB72ElSZIKk4+6EwBBEJwaBMFYYB7wLvAEcB8wBPgOWBEEwVNBEFQv5BwLgiAI76OPwVGu1Wcvz7+gMP8uJEmSJEmSJElizRwYcgK8eAxkbY1tT9nKcORdNq9KkiRp//HrVzDj3cg104bCE51h0mAIheISS/mFw2Hem7yEw//zXUzNqwkBXNijEV/ddBjHHVTb5lVJkiQVmbIpifylXys+ub4XhzSqErV+U0YOf3tvOqc+PZZZy3fxoB1JkiTtMzawlnJBEJQPguAN4G3g0AilVYErgZ+CIDgmLuH23raiDiBJkiRJkiRJ0h7JyYRv74VB3WHBKNiwEEY9VNSpJEmSpD1TsR7U7xa9LmMDfHR93gNcVs0q9Fj63YI1Wzjn+QncOHQqa7dkRa1vV68SH1zdk7tOaEOF1OQ4JJQkSZKia1GrAkMvO5QHBrSjcrno36f+uGgD/R8fzb2fzGJbVm4cEkqSJJU+NrCWYkEQJAJDgTN3emk18AV5Ta0/AuEdXqsFfBAEQc+4hNw77xR1AEmSJEmSJEmSCmzZZHi2D4y4H3J3uHF8zGOwanaRxZIkSZL2WM1WcOGncOLjUDb6NCSWTIRnesOo/0BuTuHnK8VCoTAvjp5Pv0dHMnbu2qj15csk8Y8T2/DeVT04qF6lOCSUJEmSCiYhIeD0Q+rz9U2HcWqnelHrc0Nhnh05j+MeG8UPC9bFIaEkSVLpklTUAVSk7gOO22GdDdwEPBsOh7ffERMEQWvgeX6f0FoGeD8IgoPC4fDyfZypJ3v23+U1wJ93WC8Avi7gOR4FHilAvb8hkSRJkiRJkiTtOzmZMOIBGP1fCO/iSe+hbBh+EwwcDkEQ/3ySJEnS3khIgI7nQ8vj4Iu/w9TXI9fnZsHX/4RZH8FJg6DmgfHJWYosWLOFW4ZN5fsF62OqP75dbe7s35paFVMLOZkkSZK096qVL8NDp7Xn1E71uOP9n/h11eaI9fPXbOG0Z8ZxUY/G3Hx0S8qmJMYpqSRJUslmA2spFQRBE+D6nQ6fFg6HP9i5NhwOzwyC4AjyGkL/18RaDbgLuGJf5gqHw0v2ZF8QBMfvdOjFcDgc3mXx7m0Ih8ML9uT6kiRJkiRJkiTtlWVT4P0rYdXMyHULx8CU1+Hgc+ISS5IkSdrn0qrDyYOgw9l5D2hZ80vk+mWT86ax9vkrdL8eEr3daW+FQmEGj13AA5/PJiM7FLW+QdVy/PNPbejTsmYc0kmSJEn7Vrcm1fjkul48O3Iuj3/zK5k5u/8eOByGF0bP55vZq3jotHZ0alg1jkklSZJKpoSiDqAicxeQvMN68K6aV/8nHA5vAwYCWTscvvi3RtgiFQRBD6DVDodCwOCiSSNJkiRJkiRJUgHkZME3/4LnDo/evArQsCfU61z4uSRJkqTC1rgXXDEGDr8DkqJM9PzfNNYXjoJVs+OTr4RasGYLZz47nn9+PDNq82pyYsA1fZvxxY29bV6VJElSsZaSlMA1hzfnixt707tFjaj189ds4dSnx/Gvj2eSkZ0bh4SSJEkllw2spVAQBGWBU3c6fH+0feFw+Bfg/R0OJQFn77tke+yindZfhMPhxUWSRJIkSZIkSZKkWC2bAs/2gZEPQjjKDTBlq8JJg2Dgx1CjZTzSSZIkSYUvKQV63wJXjYOmR0SvX/YjPNMLRj0MuTmFn68ECYXCvDRmPv0eHcnEBeui1ndpXJVPr+/Fzce0JDU5MQ4JJUmSpMLXsFoaQy48hCfOPpgaFcpErA2H4fnR8znu0VFMWhj9e2hJkiTtmg2spdMxQLkd1uPC4XCsj6d8aaf1Kfsm0p4JgqA8cPpOh58viiySJEmSJEmSJMUkJwu+uee3qaszote3Pgmu+R46nA1BUOjxJEmSpLir2gTOfSfvoS1lKkWuzc2Cr/8BLx7tNNYYLVy7hTOfG88/Poo+dbVcSiJ3n9SWNy/tRrOaFeKUUJIkSYqfIAjo364OX914GKd0rBu1ft5v01jvGe40VkmSpD1hA2vp1G+n9XcF2DsK2PERlgcHQVBrrxPtuTOA8jusVwMfFlEWSZIkSZIkSZIiWz4VnusLIx+IPnW1XDU4bTCcPgTSqsclniRJklRkgiDvoS1Xj4fmR0evXzoJXjoWsrYUfrZiKhQKM3jMfPo9MoqJ86NPjDq0STU+v6E353VrSEKCD8+RJElSyVapXDIPn96BFy7oTM0YprE+N2o+xz02ikkL18cpoSRJUslgA2vp1Han9bhYN4bD4S3A9J0Ot9nrRHvuop3Wr4TD4ewiSSJJkiRJkiRJ0u7kZMG39+ZNXV35U/T61n+CqyZAm5MLP5skSZK0P6lYB85+C/70VPRprIffDilp8clVzCxau5WznhvP/300k21RpkSVS0nk7j+14bVLulK/ark4JZQkSZL2D0ccWIsvY53GunoLpz09lns/meU0VkmSpBjZwFo6HbjT+tcC7p+707r1XmTZY0EQtAK673T4hb04Zd8gCN4NgmBeEASbgyDYFgTB0iAIJgVB8EQQBAOCIEjei/NLkiRJkiRJkkqj5dPyGldH3A+hnMi1ZavCqS/B6S9D+RrxySdJkiTtb4IADj4HrhoHzY7adU2jXtBp5+eeKxQKM2TsAo55ZCQTYpi62q1JVT67vjfnHdrIqauSJEkqtf43jfX586NPYw2F4dmR8zjusVH8uMhprJIkSdEkFXUAxVcQBFWBqjsdXlTA0+xc33zPE+2Vi3dajw+HwzP34ny9d3Gszm8fHYGrgSVBENwHPBUOh8N7cS1JkiRJkiRJUkmXkwWj/gOjHoreuApw4Ilw/MM2rkqSJEn/U6kunPM2THkNPrsNMjflHU9Ogz89AQk+u39Hi9Zu5dZ3pjJ+XvTG1bLJidx2XCvO7drQxlVJkiTpN0e2rkXnRlX450czeXfy0oi181Zv4dRBY7m0VxNuPKoFqcmJcUopSZJUvPgubulTeaf11nA4vKWA51i107rSnsfZM0EQJAHn7XT4+Thcuh7wBPBREASV43A9SZIkSZIkSVJx9caZMOK+GKeuvujUVUmSJGlXggAOPheuGg/Njsw7dvQ/oUqjIo21PwmFwrw8bgH9Hh0ZU/Nq18ZV+fyG3pzv1FVJkiTpDyqXS+HhMzrw3PmdqRHDNNZnRs7j+MdGMdlprJIkSbvkBNbSp/xO6217cI6d91TYwyx7oz9Qa4f1FmDoHp5rE/AVMAKYQV6D7jagCtACOAo4A0jdYc/xwPtBEBwdDoez9vC6fxAEQU2goHcnNd1xsXnzZjZt2rSvIknaQ1u2bIm4liRJJYdf9yVJKj38uq+CSmp9BuXmfh2xJrvZsWQccQ/htBqQnh6nZJKkSPyaL0n7qaACnPAiSfO+IqfJERDrvRGhHEgoubdILdmQwV0f/8L3izZGrU1NTuDGvo05o1NtEoIc7y/Br/uSJJUmft1XQXWtV5Z3LzmY+7+cx8c/7Tz/Kb+5q7cwYNBYLuhaj6t6N6RMknPGJKmo+DVf2rXNmzcX2bWDcDhcZBdX/AVB0B0Ys8OhpeFwuF4Bz3Ep8OwOh74Ih8PH7It8BcjwEXlNrP/zYjgcvriA52gFdAPeDIfDGVFqDwBeBI7d6aX/hsPhmwpy3SjX+T/grr05x2OPPUaDBg32TSBJkiRJkiRJ0l7pNP8p6m0Y/4fjWYlpTKt/AUsrd82bKCVJkiRpn0vMzaT3L//Hoqq9mFuzHwQl5ybyUBjGrAz4cGECWaHoP1M0rRDm7Ga5VE+NWipJkiRpJ9PXBbw1L4FN2dG/965VNsw5TXNpWBQjoiRJknZj0aJFXHfddTseahsOh2fE49ol511Z7ak96WAu0q7nIAhqA/12OvxCQc8TDodnh8PhwdGaV3+rXUHe1NW3d3rp6iAIGhf02pIkSZIkSZKk0mF6/fPISKqY79iySp345sD7WFqlm82rkiRJUiFqvWwoFTOW0nbZm/Sa8y/KZywv6kj7xNoMeGpmAsPmJ0ZtXk1JCDOgUS7XtLF5VZIkSdpTB1UN89f2uXSqHopau3JbwH9/SuTDhQlkRy+XJEkq8WxgLX12nvdbdg/OsfOeeM8QvgBI2mE9KxwOjy3si4bzxhUPBHb8bUYKUKDJr5IkSZIkSZKk0iMrqQLT6g/M+zwxjR8aXsn3ja8jM7lS0QaTJEmSSrhq6bNosuar7euqW36lz+w7aLryUwgXz7vIQ2EYvSLgvqmJzNkU/bavphXC/KV9Lr1rh0nw2TmSJEnSXklLhvObh7ikZS4VkiPPgwoT8PWyBB6alsjC9DgFlCRJ2k8lRS9RCVMSGlgv2mld4OmreyocDm8NguAx4N87HO4H3LGPLvEUf5zyGk1T4IP/Lbp06cKBBx64j+JI2lNbtmxh4sSJ29ddunQhLS2tCBNJkqTC4td9SZJKD7/ua8/1JePHqmS3PIEWaTVpUdRxJEkR+TVfkkqArC2Uf+WPt3IkhrNpu+wNWjGHjGP+Q6hKkyIIt2eWbsjgruG/MHHhxqi1qUkJXN+3EWd1rkNCYOdqJH7dlySp9PDrvvaVvsD5W7O578u5fDJjdcTaFdsCHpmRxIXd6nFlr4akJDl/TJIKm1/zpV2bNWtWkV3bBtbSZ+d3scsFQZAWDoe3FOAcNXdab9i7SLELgqAX0HyHQ9nAK/G6/m8+I38D60H76sThcHgVsKoge4KdftFQvnx5KlasuK8iSdpH0tLS/N+mJEmlhF/3JUkqPfy6X4qtnAFf3AEnPwvla8S2p8+NpBZuKklSIfFrviQVQ5/cDRsX7fblpGU/UP6VY+Dwv0O3KyEhMY7hCiYUCvPaxEX8+5NZbM3KjVrfpVFVHji1HY2qe2PmnvDrviRJpYdf97U3KlaEp86rxuczVnD7ez+xZnPmbmtDYXhh3BJGzt3AQ6e1p339yvELKknya770m/LlyxfZtX2ERykTDofXAut3OtyggKdpuNN6zp4nKrCLd1p/9FvTZzwt2GmdEgRBpThnkCRJkiRJkiTFW242jHgQnjkM5n4Dn/y5qBNJkiRJ2pUDDoKUCpFrcjLgi9vhpeNgza/xyVVAi9dt5dwXJvD393+K2ryampzAXSe05s3Lutm8KkmSJMXJMW0O4Msbe/OnDnWi1s5ZtZlTBo3lgc9mk5kT/eE0kiRJJYUNrKXTzjN/mxVwf5Mo5ysUQRBUAE7b6fAL8bj2Trbt4ljZuKeQJEmSJEmSJMXPyhnw/BHw7b8glJ13bOYH8NO7RZtLkiRJ0h91PB+uGgdN+kavXTwenu4B456E0P5xE3k4HObV8Qvp98hIxs5dG7X+kEZV+Oz63lzYozEJCUEcEkqSJEn6nyppKTx65sE8c14nqpdPiVibGwrz1Hdz6f/YaKYu3hCfgJIkSUXMBtbS6aed1ofGujEIgjSgXZTzFZYzgXI7rJcCn8fp2juqvotj0X9bIEmSJEmSJEkqfnJzYORvU1eXT/3j65/cDJtXxz+XJEmSpMgq14fz3oMTHo1tGuvnf8ubxrp2bnzy7caS9XlTV+94/ye2xDB19c7+rRl62aFOXZUkSZKKWN401sM4sX3s01gf/NxprJIkqeSzgbV0+myndZ8C7O0FJO2wnhwOh1fudaLYXLzT+qVwOFwU37F33Wm9OhwOZxdBDkmSJEmSJElSYVo5M2/q6jc7TF3d2da18Mmf45tLkiRJUmyCADoN/G0aa5/o9YvHw6AeMO4pCIUKO10+4XCY1yYs5Jj/jmTMr7FNXf30+t5c1NOpq5IkSdL+okpaCo+ddTBPn9sxpmmsT347lxMfH8O0JRviE1CSJKkI2MBaOn0ObNthfWgQBK1i3Dtwp/V7+yRRFEEQtCZ/42gYeCke196Fs3daf1cUISRJkiRJkiRJhSQUgrFPwLOHwfIp0etzsyE7o9BjSZIkSdpDlevDee9D/0cgpXzk2pxt8PltMOQE2LgkHulYlZ7BwJe+5/b3Ypu6+vf+rXnzskNp7NRVSZIkab/Ur21tvrjxME6IYRrrzyvTOfmpsTz29RxyQ+E4pJMkSYovG1hLoXA4vBUYttPhv0TbFwRBC+DkHQ7lAK/vw2iR7Dx99dtwODwvTtfeLgiCPsApOx3+IN45JEmSJEmSJEmFZNNyePUU+OJ2yM2KXJtaGU5+Fs58HZJT4xJPkiRJ0h4KAuh8YezTWBeOhkHd4ad3CzXW17NWcuwjoxjxy+qotZ0b5k1dvbhnYxKduipJkiTt16qmpfD4b9NYq6VFn8b68Je/cOaz41i8bmucEkqSJMWHDayl1/8B2TusBwZBcOLuioMgSCVv4umO3z2/EA6H50a6SBAE4Z0++hQ0aBAEycB5Ox1+oaDn2emcRwdB0L6Ae7oC7wA7/gbgZ2Do3mSRJEmSJEmSJO0nZg/Pu0F93rfRa1scC1dPgPZn5N0IL0mSJKl4qNzgt2ms/40+jTVjIwy7EN6/CjLT92mMjOxc7vzgJy4e8gNrt0R+eE6ZpATuOP5Ahl7u1FVJkiSpuOnXtjZf3nQY/dvVjlr7/YL1HPfoKD6YsjQOySRJkuLDBtZS6rfppY/udHhYEATXBEGQ7xEvQRAcCHwNdN/h8FrgH4WbcrsTgRo7rNcDe/t4y+7A5CAIPguCYGAQBDV3VxgEQf0gCB4ERgFVd3gpG7gqHA7n7GUWSZIkSZIkSVJRytoKH90Ab54N29ZFrk2tBCc/A2e9ARUOiEs8SZIkSftYEEDni+DKsdD4sOj1U16Dp3vBkkn75PKzlm/ihMdH8/K4hVFrOzWswqfX9+KSXk2cuipJkiQVU1XTUnji7I4MOif6NNb0zByuf3MKNw6dQnpGdsRaSZKk4iCpqAOoSP0VaAMc+9s6GXgc+HsQBD8C6UAToCP5p45mASeHw+Hlccp50U7r18LhcMY+OG8AHPPbB0EQLCVvouoGYBtQCWjx28fOcoGLwuHwN/sghyRJkiRJkiSpqCyfCsMuhrVzote26Af9H4GK0Z+SLkmSJKkYqNIQzv8AfngRvrwTsjbvvnb9fEjfu1tlQqEwL41dwP2fziYrNxSxtkxSArcc05ILezS2cVWSJEkqIY49qDZdGlflzg9nMHxa5J8v3pu8lB8WruORMw6mU8MqcUooSZK079nAWoqFw+HcIAhOB54HztjhpZpAv91sWwVcEA6HRxV2PoAgCOryW4PpDl4opMvV/e0jmnnA+eFweEwh5ZAkSZIkSZIkFbZQCMY9AV//E0JRnmCenAbHPQAdzsmb1CRJkiSp5AgCOORiaHYEvHs5LB6/67pOA+HA/nt8mVXpGdz89jRG/rI6au1BdSvxyJkdaFqj/B5fT5IkSdL+qVr5Mjx5dkeObbuMv707nU0ZObutXbxuG6c/M47rDm/O1X2bkpSYEMekkiRJ+4bfwZRy4XB4czgcPhM4DdjNO/AArAMGAW3D4fBncQmXZyCQuMP6x3A4PGUfnPdD4ClgOnnTVKPJAcYCFwCtbV6VJEmSJEmSpGJs03J49WT48u/Rm1frdIQrRsHB59q8KkmSJJVkVRrBwOHQ528QJOZ/rVpzOObePT7117NW0u+RUVGbV4MArjisKe9c2d3mVUmSJKmE69+uDp/e0JsujatGrMsNhfnvV79w5rPjWbxua5zSSZIk7TtOYBUA4XB4GDAsCILGQEegDpAGrAAWAmPC4XDWHpx3r+7mCYfD9wD37M05dnPeH4EfAYIgSAVaAw2B2kAFIBnYDKwH5gM/hMNhv+OXJEmSJEmSpOJu1sfw4TWwbX2UwgB6/Rn6/BUSk+MSTZIkSVIRS0yCPn+Bpn3hnUtgw0JISIYBz0NKWoFPl5Gdyz3DZ/HK+IVRaw+omMrDZ7Sne9Pqe5JckiRJUjFUt3JZ3ri0G0+PmMt/v/yFnFB4t7U/LFzPcY+O4l8nt+VPHerGMaUkSdLesYFV+YTD4fnkNWyWGuFwOIO8ZtYfizqLJEmSJEmSJKkQrZ0Lb50H4VDkuor14JRnoVGP+OSSJEmStH+p3wWuGA2f3AK1WkOdDgU+xcxlm7j+zcnMWbU5am2/Ngfw71MOokpayh6ElSRJklScJSYEXN23GT2aVeeGNyezYO3uZy6lZ+Zw/ZtT+O7n1fzzT22okOoDOCVJ0v4voagDSJIkSZIkSZIkxUW1ptDzpsg1bU6GK0fbvCpJkiSVdqkV4ZRnoPt1se/JTCeUk8Pzo+Zx0pNjojavlk1O5P4BBzHo3I42r0qSJEmlXIf6lRl+XS9O61Qvau17k5dy3GOjmLRwXRySSZIk7R0bWCVJkiRJkiRJUunR569Qt9MfjyenwZ+eglNfgrJV4p9LkiRJ0v4pCGKrC4fJfOsSfnmwDy8OH0VWbihi+UF1KzH8up6ccUgDglivIUmSJKlESyuTxIOntefJsztSMTUpYu3idds4/ZnxPPLVL+RE+flDkiSpKNnAKkmSJEmSJEmSSo/EZDjlOUgp//uxOh3hilFw8Dmx35wuSZIkSTuY/fFjlJn7Ga0yp/Npmb9yfML4XdYFAVxxWFPeubI7TWqU32WNJEmSpNLt+Ha1+eyG3nRtXDViXW4ozCNfzeHMZ8ezeN3WOKWTJEkqGBtYJUmSJEmSJElS6VKtKRz7ABBAr5vh4i/yjkmSJElSAW3LyuXRN4fT8Id/bT9WKdjKkymP8VDy06SxbfvxAyqm8tolXfnrsa1ISfK2LUmSJEm7V6dyWV6/tBu3HNOSpITID9/8YeF6jnt0FB9MWRqndJIkSbGLPFdekiRJkiRJkiSpJOpwNtTtCDUPLOokkiRJkoqpmcs28ec3JvLgxr9RNiHrD6+fmjiSzsHP3JB9NbXb9OTfpxxE5XIpRZBUkiRJUnGUmBBwdd9m9GxWnevfnMyCtbufspqemcP1b07hu59X848/taFianIck0qSJO2ej/KTJEmSJEmSJEnF37Ip8P7VEMqNrT4IbF6VJEmStEdCoTDPj5rHSU+O4fj1L9M2YcFuaxslrOTd1H/wVP1vqJyaGL+QkiRJkkqM9vUrM/y6XpzeuV7U2vcmL+W4R0cxaeG6OCSTJEmKzgZWSZIkSZIkSZJUfIVCMOZReP5ImPIqjHq4qBNJkiRJKsFWbcrggpcm8q/hs8jKDfFGzuFMDLWMuCchnEvw7b9gcH/YsDhOSSVJkiSVJGllknjg1PY8eXZHKqYmRaxdsn4bpz09jv9++Qs5uaE4JZQkSdo1G1glSZIkSZIkSVLxtGkZvHISfHknhLLzjn33b1jyQ5HGkiRJklQyfTVzJf0eHcWoOWu2H1tKDc7KuoP/ZJ9KTjjKrViLxsKgHvDTO4WcVJIkSVJJdXy72nx2Q2+6Nq4asS4Uhke/nsMZz45n8bqtcUonSZL0RzawSpIkSZIkSZKk4mfWxzCoO8wfkf94OBfeuRgy04smlyRJkqQSZ1tWLne8P51LXv6BdVuy/vB6Lok8nnsKp2XdxVJqRT5Z5kYYdhG8d6U/t0iSJEnaI3Uql+X1S7txyzEtSUoIItZOWrie4x4dxfuTl8YpnSRJUn42sEqSJEmSJEmSpOIjawt8dD0MPQe2rd91zfoF8MmtcY0lSZIkqWSauWwTJzwxmlfHL4pae0CbXqRdPw7anxX9xFNfh6d7wpIf9kFKSZIkSaVNYkLA1X2b8c6V3WlUrVzE2vTMHG4YOoUb3pzMpozsOCWUJEnKYwOrJEmSJEmSJEkqHpZNgWcOg0mDo9fmZECuN2FIkiRJ2jOhUJjnR83jpCfH8OuqzRFryyYncv+Ag3jqnI5UrlINTn4aBrwAZSpFvsj6BfDC0TDiQQjl7rvwkiRJkkqN9vUrM/y6XpzeuV7U2venLOO4R0fxw4J1cUgmSZKUxwZWSZIkSZIkSZK0fwuFYPQj8PyRsHZO5NqU8nDS03Dqi5CYHJd4kiRJkkqWVZsyuOClifxr+CyyckMRa9vVq8Tw63pyxiENCILg9xcOOhWuHA0NDo18sXAufPsvGHw8bIg+5VWSJEmSdpZWJokHTm3Pk2d3pGJqUsTaJeu3cfoz4/jvl7+QE+XnHUmSpH3BBlZJkiRJkiRJkrT/2rQMXvkTfHUXhKJMVK3bGa4YBR3Ogh1vHJckSZKkGH05cyX9Hh3FqDlrItYFAVzZpynDruhOkxrld11UuQEMHA5974AgMfKFF42DQT1h+rA9TC5JkiSptDu+XW0+u6E33ZpUjVgXCsOjX8/h9GfGsXjd1jilkyRJpZUNrJIkSZIkSZIkaf806yMY1B3mj4xcFyRA71vgos+gapP4ZJMkSZJUomzLyuWO96dz6cs/sG5LVsTaAyqm8vol3fhLv1akJEW5/SohEQ67BS76HKo0ilybuRHeuRjeuwIy0wv2B5AkSZIkoE7lsrx2STdu7deSpITID/v8cdEGjn10FO9NXhKndJIkqTSygVWSJEmSJEmSJO1fcjJh+M0w9FzYtj5ybaX6eRONDr8DEpPjk0+SJElSifLrqs2c9OQYXh2/KGrtcQcdwGc39OLQptUKdpH6h8Dlo6D92dFrp74BE54p2PklSZIk6TeJCQFX9WnGO1d2p3H1tIi1mzNzuHHoVP781lS2ZeXGKaEkSSpNbGCVJEmSJEmSJEn7j/UL4IWj4fvnote2HQBXjIaG3Qs9liRJkqSS6YMpSznxidH8vDLyxNNyKYk8MKAdT57dkcrlUvbsYqkV4eRBcOqLUKbS7uvqd4Ue1+/ZNSRJkiTpN+3rV+bja3tyeud6UWvf+XEJJz05hl9XbY5DMkmSVJrYwCpJkiRJkiRJkvYPs4fD071h+ZTIdSnl4aSnYcALULZyPJJJkiRJKmEysnP523vTuf7NKWyNMmWoXb1KDL+uF6cfUp8gCPb+4m0HwJWjocEuHsZTtmpeg2ti8t5fR5IkSVKpl1YmiQdObc9T53SkUtnIP2f8vDKdE58YzQdTlsYpnSRJKg1sYJUkSZIkSZIkSUUrNxs+vx3ePBsyN0aurdsZrhgFHc6CfXHjuCRJkqRSZ+HaLZzy1Fhen7AoYl0QwFV9mvLOld1pXD1t34ao3AAGfgx974Ag8ffjpzwHlaJPR5IkSZKkgjjuoNp8en0vujWpGrFua1Yu1785hdvfm05GduSH/UiSJMXCBlZJkiRJkiRJklR0tq2Hl46DcU9ErgsSoPetcNFnULVJfLJJkiRJKnE++2k5/R8bzczlmyLW1a6UyuuXdOPWfq1ITiykW6wSEuGwW+DiL6BKI+h1MzQ/snCuJUmSJKnUq1O5LK9d0o1b+7UkKSHyQ0Jfm7CIAYPGsnDtljilkyRJJVVSUQeQJEmSJEmSJEmlWJlKUKZC5JrytWDAC9C4V3wySZIkSSpxsnJC/PvTWbw0ZkHU2iNa1eSh09pTJS2l8IMB1OsMV4yGpLLxuZ4kSZKkUisxIeCqPs04tEk1rnl9Mks3bNtt7Yxlm+j/2GgePK0d/drWjmNKSZJUkjiBVZIkSZIkSZIkFZ2EBDjlWahQZ9evN+6ddyO3zauSJEmS9tCS9Vs57ZlxUZtXExMC/npsK547v3P8mlf/p0wFSCzALIIpb8CaXwsvjyRJkqQS7eAGVRh+XU+OaFUzYl16Zg5XvPoj//hoBlk5oTilkyRJJYkNrJIkSZIkSZIkqWilVYfTXoIgcYeDAfS+Fc57H8pHvnlCkiRJknbn61krOf6x0UxdvCFiXa2KZXjzsm5ccVhTEhKC+ITbUwvHwQdXw7N94Kd3izqNJEmSpGKqcrkUnju/M389thWJUX4OemnMAk57ZhxL1m+NUzpJklRS2MAqSZIkSZIkSZKKXoNucOT/5X1erhqcOwwOvx0SEiNukyRJkqRdyckNcd+ns7l4yA9s3JYdsbZX8+oMv64XhzSqGqd0e2HLGhh2IYRzISs97/NPboGczKJOJkmSJKkYSkgIuOKwprxxaTdqVSwTsXbq4g0c/9hovp61Mk7pJElSSWADqyRJkiRJkiRJ2j90vxZ63wKXj4JmRxZ1GkmSJEnF1IqNGZz93ASeHjE3Yl0QwE1HtWDwhV2oXj7yjdr7hVAI3r0U0pfnPz7xWXjxGFi/oEhiSZIkSSr+ujSuyvDretGzWfWIdRu3ZXPxkB+479PZ5OSG4pROkiQVZzawSpIkSZIkSZKkwpOdEXttEMDhd0CluoWXR5IkSVKJNmrOao5/bBQTF6yLWFe9fAqvXtyV645oTmJCEKd0e2nUf2DuN7t+bdlkeKY3zB4e30ySJEmSSozq5csw5KIu3HhkC4IoPyY9PWIuZz83gRUbC/B7IEmSVCrZwCpJkiRJkiRJkgrHwnHweEeY82VRJ5EkSZJUwuWGwjz85S+c/+JE1m7JiljbtXFVPrmuFz2iTBbar4RCsGRi5JqMjfDm2fD57ZCbHZ9ckiRJkkqUxISA649szqsXd6V6+ZSItRMXrOP4x0Yxas7qOKWTJEnFkQ2skiRJkiRJkiRp3wqFYMyjMPh42LQU3r0UNi4p6lSSJEmSSqjV6Zmc/+IEHvt6DuFw5Nqr+zbltUu6UrNianzC7SsJCXDWUDj8Dgii3PI17gl46Th/DpMkSZK0x3o0q87w63rRpXHViHVrt2Rx/osTefjLX8gNRfmBTJIklUo2sEqSJEmSJEmSpH1n67q8iT9f3gnh3Lxj29bD2wMhJ/IUJEmSJEkqqPHz1nLcY6MY8+vaiHWVyyXz0oWHcMsxrUhKLKa3TCUkQO9b4PwPIK1m5NolE+HpXjDnq/hkkyRJklTi1KqYyuuXdOWqPk0j1oXD8NjXczj/xQmsTs+MUzpJklRcFNN3YyVJkiRJkiRJ0n5nySR45jD45dNdvPY9fP2P+GeSJEmSVCKFQmGe/PZXzn5ufNQbpDs2qMwn1/Wib8soTZ/FRePecMVoaNQrct22dfDaAPj6bsjNiU82SZIkSSVKUmICt/ZrxUsDD6FyueSItWN+zXvA0Ph5kR8wJEmSShcbWCVJkiRJkiRJ0t4Jh2HCM/DiMbBx0e7rxj0Bvzr9R5IkSdLeWb8li4uGfM+Dn/9MKBy59tJejRl6+aHUqVw2PuHipUKtvEmsvW8Bgsi1ox6CV06C9BXxSCZJkiSpBOrbqibDr+vFwQ0qR6xbnZ7J2c+N58lvfyUU7Qc2SZJUKtjAKkmSJEmSJEmS9lzGRnj7Avj0VghlR67tNBAa9ohLLEmSJEkl06SF6zn+sVF89/PqiHUVUpN45rxO3H58a5ITS+gtUgmJcPgdcO4wKFctcu2CUfB0L5g3Ij7ZJEmSJJU4dSuXZehlh3JJz8YR60JhePDzn7loyPes35IVp3SSJGl/VULfnZUkSZIkSZIkSYVu+TR4tg/M/CByXXIanPIcnPAoJJewqUeSJEmS4iIcDvP8qHmc8cw4lm3MiFh7UN1KDL+2F8e0OSBO6YpYsyPh8lFQv1vkui2r8iaxjngAQqG4RJMkSZJUsqQkJXBH/9Y8fW4nKqQmRaz97ufVHP/YKCYtXB+ndJIkaX9kA6skSZIkSZIkSSqYcBgmDYbnj4R18yLX1jgQLvsW2p0el2iSJEmSSp6N27K5/JVJ/Gv4LHJC4Yi15x/akGFXHkqDauXilG4/UakuDPwYul8XuS4cgm/vgdcGwJY18ckmSZIkqcTp1/YAhl/bi7Z1K0asW7YxgzOeGcfzo+YRDkf+eU6SJJVMNrBKkiRJkiRJkqTYZW6G9y6Hj66H3MzIte3Pgku/hhot45NNkiRJUokzfclG+j8+ii9mroxYl5aSyONnHcw//9SWMkmJcUq3n0lMhqPvhjPfgNRKkWvnfgNP94KF4+KTTZIkSVKJ06BaOYZd0Z3zujWMWJcTCvOv4bO4/JVJbNyWHad0kiRpf2EDqyRJkiRJkiRJis2qWfDc4TBtaOS6pFQ48Qk4aRCkpMUnmyRJkqQSJRwO88q4BQwYNJbF67ZFrG11QAU+urYnJ7SvE6d0+7lWx8Hlo6BOx8h16cvg/Ssg1xvIJUmSJO2Z1ORE7j6pLY+ddTBpKZEfJvTFzJX0f3wU05dsjFM6SZK0P7CBVZIkSZIkSZIkRTfljbzm1TU/R66r2hQu+Ro6ngdBEJ9skiRJkkqUzZk5XPvGZP7+wQyyckMRa8/oXJ/3r+5Bkxrl45SumKjSEC76DLpcvvuahCQ45fm8ya2SJEmStBdObF+HD6/tSasDKkSsW7xuGwMGjeWV8QsJh8NxSidJkoqSDaySJEmSJEmSJGn3srfBB9fkTeXJ3hq5ts0pcNl3cEDbuESTJEmSVPLMWr6JEx8fzcfTlkesK5ucyH9Oa8/9p7YjNTnylJ9SK6kMHPcAnDYYUnZxE/lRd0P9Q+IeS5IkSVLJ1LRGed67qgdndK4fsS4rN8Tf3/+J696cwubMnDilkyRJRcUGVkmSJEmSJEmStGtrfoXnj4TJr0SuS0yB4x6CU1+E1IrxySZJkiSpRAmHw7z1/WJOenIM89ZsiVjbrGZ5PrimBwM61YtTumKuzclw+QioddDvxw48AbpdWXSZJEmSJJVIZVMSuf/Udjx0WntSkyO3q3w0dRknPj6a2Ss2xSmdJEkqCjawSpIkSZIkSZKkP/r5U3j2MFj5U+S6yg3h4i+gy6UQBPHJJkmSJKlEycjO5ZZh07j1nWlk5oQi1p7UoQ4fXN2DFrV2MVFUu1etKVzyJXQaCFUaw5+e9Gc4SZIkSYXm1E71+ODqnjStkRaxbt6aLfzpiTG8M2lJnJJJkqR4SyrqAJIkSZIkSZIkaT9UtgrkZEauadU/76bnspXjEkmSJElSybNswzYuf2US05dujFiXkpTAP05sw5mH1Cew8XLPJJeFEx6FbeshtVJRp5EkSZJUwrU8oAIfXtOTv703nQ+mLNttXWZOiD+/PZXpSzdy+/EHkpzonDZJkkoSv7JLkiRJkiRJkqQ/atANjr1/168lJMEx98IZr9q8KkmSJGmPjZu7lhMeHx21ebVRtXK8d1V3zurSwObVfaFsldhrt6yFud8UXhZJkiRJJVpamSQeOaMD9558EClJkdtXBo9dwDnPT2DN5igPWJUkScWKDaySJEmSJEmSJGnXOl8EB5+X/1jFunDhp3Do1eCN45IkSZL2QDgc5sXR8zn3hQms3ZIVsfa4gw7gw2t70qaOE0PjLjcHhg2EV06BkQ9BOFzUiSRJkiQVQ0EQcHbXBrx7ZXcaVisXsXbi/HWc8Phopi7eEJ9wkiSp0NnAKkmSJEmSJEmSdi0I4Pj/QN3OeetmR8Hlo6B+l6LNJUmSJKnYysjO5c9vTeWfH88kN7T7hsjkxID/O6E1T57dkYqpyXFMqO2+ugvmjwTC8M3d8NZ5kJle1KkkSZIkFVNt61bio2t7cmzbAyLWLd+YwWnPjOPtHxbHKZkkSSpMNrBKkiRJkiRJkqTdSyoDZ7wCR/0Tzn4L0qoVdSJJkiRJxdSS9VsZMGgs705eGrHugIqpvHX5oQzs0ZggCOKUTvlMexvGPZH/2KyP4PkjYe3coskkSZIkqdirmJrMU+d05I7jDyQxYfc/72XlhLhl2DTu/OAnsnJCcUwoSZL2NRtYJUmSJEmSJElSZBXrQI/rIcFfK0iSJEnaM2N/XcMJj49mxrJNEeu6NKrKR9f25OAGVeKUTH+wfCp8eO2uX1s9G57tC798Ht9MkiRJkkqMIAi4pFcTXrm4C1XTUiLWvjxuIec8P57V6ZlxSidJkvY17zSRJEmSJEmSJKm0WfETvHMJ5GQVdRJJkiRJJVw4HOb5UfM478WJrN+aHbH2gkMb8tqlXalRoUyc0mmX5o+EnG27fz1zI7x+Box4AEJOQpIkSZK0Z7o3rc6H1/Sgbd2KEeu+X7CeEx4fzeRF6+OUTJIk7Us2sEqSJEmSJEmSVJpMHwYvHAXT34bP/lLUaSRJkiSVYNuycrlh6BT+NXwWuaHwbutSkhJ48NR2/ONPbUlO9HamItf9WjhtMCSnRSgKw7f3wFvnQUbkqbqSJEmStDv1qpRj2BXdOeXguhHrVmzK4IxnxjP0+0VxSiZJkvYV3/GVJEmSJEmSJKk0yM2BL+6Ady6G7K15x354ESYNKdpckiRJkkqkxeu2MmDQWD6YsixiXe1KqQy74lBO61w/TskUkzYnwyVfQZXGketmfwzPHwFr5sQnlyRJkqQSJzU5kf+c3p67TmhNYkKw27qs3BB/eWc6t783naycUBwTSpKkvWEDqyRJkiRJkiRJJd3WdfDaABj7+B9f++RmWPx9/DNJkiRJKrFGz1nDCU+MZubyyJM5uzauykfX9qRdvcrxCaaCqdUaLvsWmh0ZuW7NL/Dc4TD7k/jkkiRJklTiBEHAhT0a89olXamWlhKx9rUJizjrufGs2pQRp3SSJGlv2MAqSZIkSZIkSVJJtnwaPHsYzPtu16/nZsFb50H6yrjGkiRJklTyhMNhnh05l/NfnMCGrdkRay/s0YhXL+lK9fJl4pROe6RsFTj7Lej158h1mZvgzbPgu/sg5CQkSZIkSXumW5Nqvz3oqFLEukkL19P/8dFMWrg+TskkSdKesoFVkiRJkiRJkqSSatrb8MLRsGFR5Lr6XSElLT6ZJEmSJJVIW7NyuO7NKdz7yWxC4d3XlUlK4OHT23PXCW1ITvTWpWIhIRGOuBNOfxmSo/zs+N2/4c2zIWNjfLJJkiRJKnHqVC7LW5cfyqmd6kWsW5WeyZnPjuONiVF+DyZJkoqU7wJLkiRJkiRJklTS5ObAZ3+Ddy+BnG27rwsS4Mh/wGmDoUz5uMWTJEmSVLIsWruVU54ay0dTl0Wsq1u5LMOu6M4pHSPfhKz9VOs/waVfQ9Wmket++RSeOwJW/xKfXJIkSZJKnNTkRB48tR3//FMbkhKC3dZl54a57d3p3PbudDJzcuOYUJIkxcoGVkmSJEmSJEmSSpIta+CVk2D8k5HrUivDOcOg5w0Q7P4X/5IkSZIUychfVnPCE6OZvSI9Yt2hTarx4TU9OKhepTglU6GoeSBc+g00PyZy3do58NzhMOvj+OSSJEmSVOIEQcD5hzbi9Uu7Ub18SsTaNyYu4sxnx7NyU0ac0kmSpFjZwCpJkiRJkiRJUkmxbAo82wcWjIpcV7MNXPYtNDsiHqkkSZIklUDhcJhB381l4EsT2bgtO2LtxT0b88rFXahWvkyc0qlQla0MZ70JvW+NXJeVDkPPgW/ugVAoLtEkSZIklTxdGlflo2t70r5+5Yh1kxdtoP/jo/lhwbr4BJMkSTGxgVWSJEmSJEmSpJJg6pvw4jGwcXHkujanwCVfQtUm8cklSZIkqcTZkpnDNa9P5v7PZhMK774uNTmBR87owN/7tyYp0duUSpSEBDj8djjjVUgpH7l25APwxpmQvS0+2SRJkiSVOLUrlWXoZd04vXO9iHWr0zM567nxvDp+IeFwhB9YJUlS3PjOsCRJkiRJkiRJxVluNnz6V3jvcsjJ2H1dkABH3Q2nvggpafHLJ0mSJKlEWbh2CwMGjWX49OUR6+pWLsuwK7pz0sF145RMReLAE+DSb6Bas8h1KeUgKTU+mSRJkiSVSKnJidw/oB13n9SWpIRgt3XZuWHueP8nbnt3Opk5uXFMKEmSdsUGVkmSJEmSJEmSiqvNq+Hlk2DCoMh1ZavAue9Cj+sg2P0v9CX9P3v3HWZFfb9v/J5tlKVXBQQEUUAQFKn23kVQqoiAAtbkmx6TmF5MYmI0KiIixYKgqNi7RqUXu4AUEVB6X2DZNr8/lvyCK3Poc9iz9+u6NnE+88yZB65Ljpwz7xlJkiQl8s781Vz27/eZt3JLwtwpx9Tk+VtPpVX9qjE1U1LVPq54iPXYi3a/v87x0PU+/z4qSZIk6YAFQcA1nRoxbkgnalUqlzD7xMxl9Bo+jZWbEtwAVpIkHXIOsEqSJEmSJEmSVBp9PQcePAO+ej9x7ojWMOQdaHpWLLUkSZIkpZ4wDLnv7YUMHD2TzbkFCbNDTm/CmIEdqJGdFVM7HRbKV4Xej8OZt+1m/VHIyk5OL0mSJEkpqX3jGrxw66mc2LBawtyHyzZy6b/fZ8aX6+MpJkmSvsMBVkmSJEmSJEmSSpsPHoOHL4TNXyfOtboKBr0G1RvHUkuSJElS6snZUcBNj83h76/OJwyjc+Uz07inz4n84uIWZKR7SVKZlJYGZ/4ceo+DrMpAAFc+DDWaJLuZJEmSpBR0RNXyPDGkE306HJUwtzZnB31HTGPs1CWEif5iK0mSDomMZBeQJEmSJEmSJEn74OMnYdJNiTNBGpz3B+h8MwRBPL0kSZIkpZwv125lyNhZLFidkzB3VI0KDO93Mi3rVYmpmQ5rzS+GwW/B0qnQ7Nxkt5EkSZKUwsplpPOX7ifQun41fvPcp+QX7n5AtaAo5NeTPuOT5Zv4wxWtKJ+ZHnNTSZLKLgdYJUmSJEmSJEkqTVpcCke2hRUf7n5/hRrQYzQ0OSPGUpIkSZJSzdvzVvO9Jz5gS25BwtxpzWpxT+8TqZ6dFVMzlQq1jy3+kSRJkqQY9O3YkOOOqMyNj85m9ZYdkbknZy/ni1VbGNavHfWqVYixoSRJZVdasgtIkiRJkiRJkqR9kFkBej8GFWt9d98RJ8DQ/zi8KkmSJGm/FRWF3PvWAgaNmbnH4dWhZzRh9MAODq/qwH06Ed74LRQVJruJJEmSpFKqXaPqvHDrqbRrVD1h7qPlm7j83veZvnhdTM0kSSrbHGCVJEmSJEmSJKm0qdqg+CmrQfr/1k7oBde9BtUaJq2WJEmSpNItZ0cBNz42mztf+4IwjM5VyEzn3r4ncttFLUhPC+IrqNS08lOYdAu8fxc81gO2rU92I0mSJEmlVJ0q5Rk3uBNXd0z8fdnanDyufmg6oyd/SZjoL8CSJOmAOcAqSZIkSZIkSVJpdPRpcMGfiodYL7wDug0vfjqrJEmSJO2HxWtyuOK+ybz62aqEuYY1KvLMzV249IR6MTVTStu2HsZfDfnbircXvQkPnlk81CpJkiRJ+yErI40/dWvNHd1bk5UePTJTUBTy2+c/50dPfkRufmGMDSVJKlscYJUkSZIkSZIkqbTqeAPcOBk63QiBTz2SJEmStH/eW7CGrvdNZuHqnIS504+tzXO3nELzI6rE1EwpragQJl4PG5Z8e33jVzDyfJj7QlJqSZIkSUoNvTs0ZPzQTtStUi5h7uk5X9PrwWms3pwbUzNJksoWB1glSZIkSZIkSTqcFOzY+2wQQJ0Wh66LJEmSpJQ3duoSBoyayZbcgoS5m85syqgB7alWMSumZkp5b/2x+Imru5O/Fcb3g/fvgjCMt5ckSZKklHFiw+o8f+uptG9cPWHuo2Ub6XrfZD79elNMzSRJKjscYJUkSZIkSZIk6XCx4HW45yRYPTfZTSRJkiSluPzCIm5/9lN+PekzCouiBwQrZqVz/9Un8dMLm5OeFsTYUCmvURcoXzVBIIQ3fgvP3rhvN3uSJEmSpF3UqVyex67vxDWdGiXMrdiUS48HpvLKpytiaiZJUtngAKskSZIkSZIkSckWhjBtGDzeEzYvh8d7wdZ1yW4lSZIkKUVt2pbPgFEzeGTaVwlzjWpW5JmbTuHi1kfG1ExlSrPzYPDbULtF4txH42DMZZCzJp5ekiRJklJOVkYaf7iiFX+78gSy0qPHaLbnF3LDo3O4960FhGH0zZ4kSdLec4BVkiRJkiRJkqRkKsyHF/4PXvk5hEXFaxu/gvH9oCAvqdUkSZIkpZ7Fa3Lodv9kJi9MfNOcM4+rzXM3n8pxR1SOqZnKpJpN4fo3oGXXxLll02HE2bDy03h6SZIkSUpJPdsfxYQbOnNElfIJc3e+9gU/GP8hufmFMTWTJCl1OcAqSZIkSZIkSVKybFsPj3SD2aO/u2/pFHjhB8VPZ5UkSZKkg2DywrVccd9kFq/dmjA3+LSjGXlte6pWzIypmcq0cpWgxxg44+eJc5uWwsMXwPyX4+klSZIkKSW1Paoaz91yCm2OqpYw9+yH39BnxDRWb8mNp5gkSSnKAVZJkiRJkiRJkpJhzRfw0Dmw5L3ozIePwtzn4uskSZIkKWU9Ou0r+j88g825BZGZzPSAv17Zml9e0pL0tCDGdirzggDOug2uehgyEjwJKS8HxvWByXd7wydJkiRJ+61OlfKMH9KJy9rUS5j7YOlGrrh3Mp99symmZpIkpR4HWCVJkiRJkiRJitvCN+Ghc2H94sS5U74PzS+Np5MkSZKklFRQWMRvJn3Kr579lMKi6IG/6hUzeeS6jvRq3zDGdlIJra6EgS9BpSMShEJ4/dcw6WYo2BFbNUmSJEmppXxmOvf0bssPzzs2Ye6bTblcNWwqr362MqZmkiSlFgdYJUmSJEmSJEmK0/QH4bEesCPBnZrTMqHr/XDe7yEtPb5ukiRJklLKpu35DBw9kzFTv0qYa1anEpNuPpVOTWrG1ExKoH47GPwWHNkmce7Dx2BsV9i6Np5ekiRJklJOEAR875xm3Nf3JMpnRo/XbM8v5IZHZ3P/OwsJw+ibQ0mSpO9ygFWSJEmSJEmSpDgU5sMLP4SXfwJhYXSuYk249nk48er4ukmSJElKOUvWbqXb/ZN5b0Hi4b4zjq3NxJu60LBmxZiaSXuhan0Y+DK0uDxxbulUGHEWrPo8nl6SJEmSUtIlJxzJhKGdqVulXGQmDOFvr8znRxM+YkdBgu/6JEnStzjAKkmSJEmSJEnSobZ9Azx6JcwamThXp2XxU2YadY6nlyRJkqSUNGXRWrreN5nFa7YmzA065WhGXnsyVcpnxtRM2gdZ2dBjDJz+k8S5jUth5Pnwxavx9JIkSZKUkk5oUI1JN5/KCQ2qJsw9/cHX9B0xnbU5O2JqJklS6eYAqyRJkiRJkiRJh9LahfDQufDlfxLnml0Ag16F6o1jqSVJkiQpNT0+fSn9R85g0/b8yExGWsCfu7Xm15e1JCPdy4d0GEtLg7N/Bd0fgvToJyGRtwUe7wXTHoivmyRJkqSUc0TV8owf0plLWh+ZMDf7qw10vXcyc1dsjqmZJEmll59AS5IkSZIkSZJ0qCx+Bx46G9YtTJzrfAv0GQflq8RSS5IkSVLqKSgs4nfPf8YvnvmEgqIwMletYiZjr+tA344NY2wnHaATesDAlyC7ToJQCNm1YqskSZIkKTVVyErn331O5PvnNEuY+3rjdq4cNoXXP18VUzNJkkonB1glSZIkSZIkSToUZj4Ej3SH3E3RmbRMuPxeuOBPkJYeXzdJkiRJKWVzbj7XjZnFqMlLEuaa1s7m2ZtOoUtTh/xUCjU4GQa/BXVb737/6T+F1lfF20mSJElSSkpLC/jBecfy7z4nUi4jeuxmW14hQx6ZxQP/WUQYRt9MSpKksswBVkmSJEmSJEmSDqbCAnjpJ/DijyAsjM5VqAH9J8FJ18TXTZIkSVLK+WrdVrrfP4X/fLEmYe60ZrV4+qZTaFwrO6Zm0iFQ7SgY9Ao0v/Tb6y27wpm3JaeTJEmSpJR1WZt6TBjamTqVy0VmwhDueHkeP3nqY3YUJPhuUJKkMsoBVkmSJEmSJEmSDpbtG+HxHjDjwcS52s2LnxrT+JRYakmSJElKTdMWr6PrfZNZuDonYW5Al8aMGtCeqhUyY2omHULlKkHPR+DUHxZvH9kWrngA0rwUTpIkSdLB1+aoaky65RRa1a+SMPfU7OX0e2g663J2xNRMkqTSwU/tJEmSJEmSJEk6GPK3w8jzYNFbiXPHnAfXvQY1jo6nlyRJkqSUNH7mUvo9NJ2N2/IjM+lpAX+8ohW/vfx4MtK9TEgpJC0Nzv0NXDkS+oyDrIrJbiRJkiQphR1ZtQIThnbmolZHJMzNXLKBrvdNZv7KLTE1kyTp8Ocn05IkSZIkSZIkHQyZFaDVlYkznW6CvuOhfNV4OkmSJElKOYVFIX984XN+NvETCorCyFzVCpmMHdSBfp0axdhOilnrq6BKvWS3kCRJklQGVMzK4L6+J3Hr2cckzC3fsJ3u90/mrXmrYmomSdLhzQFWSZIkSZIkSZIOljN+Bsd3/+56WgZcdjdc+BdIS4+/lyRJkqSUsCU3n+vHzOSh979MmGtSK5tnburCKcfUiqmZVAqEIbz/L9i2PtlNJEmSJJVSaWkBPzr/OO7u3ZasjOhxnK15hVw3ZhYj3l1MGEbffEqSpLLAAVZJkiRJkiRJkg6WIIAr7od6J/1vrUJ1uOZZaDcgWa0kSZIkpYBl67dx5bApvD1/TcLcqcfU4pmbTqFJ7UoxNZNKiff+AW/8BkacDWu+SHYbSZIkSaVY17b1GT+kE7UqlYvMhCH86aW5/Gzix+QVFMXYTpKkw4sDrJIkSZIkSZIkHUyZFaD341C5HtQ6Fq5/E44+LdmtJEmSJJViM75cT9f7JvPFqpyEuWs6NWLUwPZUrZgZUzOplPj8OXjrD8X/vOFLeOhcWPhmcjtJkiRJKtVObFid5245hRZHVkmYmzBrOf1GTmf91ryYmkmSdHhxgFWSJEmSJEmSpIOtypFwzTNw3etQs2my20iSJEkqxSbMWsbVD01LeKFrelrA77sezx+uaEVmupcDSd+y4iN4Zui313Zsgsd6kPnB6OLHIkmSJEnSfqhXrQJP3dCZ81vWTZgrvjHV+yxYtSWmZpIkHT78xFqSJEmSJEmSpEOhTnOoUC3ZLSRJkiSVUoVFIX9+aS4/fepj8gujB+yqlM9g9MD29O/cOL5yUmmxZSWM6wP52767Lyykwtu3c8LyMQRhQfzdJEmSJKWE7HIZPNCvHTeflfimtsvWb6f7/VN4e/7qmJpJknR4cIBVkiRJkiRJkqS9kPnJEzRb+Xyya0iSJEkqA3J2FDBk7CwefHdxwtzRtbJ55uZTOK1Z7ZiaSaVMYR6Ur5owcvTat+i88E4yC3JiKiVJkiQp1aSlBfzkgubc1asNWenRYzpbdhRw3eiZPPTeYsIw+mZVkiSlEgdYJUmSJEmSJElKpKgQXvkFFV7/CS1XPEm9DTOS3UiSJElSClu2fhtX3j+FN+clfiJLl6Y1eeamLjStXSmmZlIpVK0hDHoVml2QMFY753NO/+J3pK1fFFMxSZIkSamo24kNGDekE7UqZUVmikL444tz+cUzn5BXUBRjO0mSksMBVkmSJEmSJEmSouRuhnG9Ydp9/3/pxK8epOq2L5NYSpIkSVKqmrVkPVfcN5n5q7YkzPXt2JAxgzpQrWL0BbGSdipfBfqMgy63JoxV2rGK7HFdYdFbMRWTJEmSlIraNarOszefQvMjKifMjZuxjGtGTmfD1ryYmkmSlBwOsEqSJEmSJEmStDsblsDI82DBa99azgjz6Lj4XwQ5K5PTS5IkSVJKenrOcvqOmM66BBeupgXw28ta8qcrWpGZ7mU/0l5LS4fz/wiX3wtpmZGxYMcmePQqmDEixnKSJEmSUk2D6hWZeGMXzm1RN2Fu+pfrueL+ySxcnfhGVpIklWZ+ki1JkiRJkiRJUknLZ8ND58KaebvdXSF/AxUnXQcF3hFZkiRJ0oEJw5C7Xv+CH074iLzCoshc5XIZjBrYgQGnHE0QBDE2lFLISddA/0lQoUZ0JiyEl34Mr/4SiqL/nZQkSZKkRLLLZfDgNe244YymCXNfrdtG9/unMG3xupiaSZIULwdYJUmSJEmSJEna1dwXYPQlsHVNZKSINPKO7wEZWTEWkyRJkpRq8gqK+NGTH3H3mwsS5hrVrMgzN3fhjGNrx9RMSmGNT4HBb0Ht5olzU++FJ6+F/O3x9JIkSZKUctLSAn5+UXPu7NGGrPTo8Z3NuQVcM3I6z37wdYztJEmKhwOskiRJkiRJkiT917RhML4fFERfnJqXXpFpTX9MftsB8fWSJEmSlHI2bc9nwKgZPD0n8cWpHY+uwbM3ncIxdSrH1EwqA2ocDde9Tn7jsxLn5j4HYy6DrWvj6SVJkiQpJV3VrgGPD+5Izezom+PmF4b83/gP+febCwjDMMZ2kiQdWg6wSpIkSZIkSZJUVAgv/xxe+TkQ/YVwTrm6vHfsb1hTpVV83SRJkiSlnOUbtnHVsClMWbQuYa5Ph6N45LqOVE9wgauk/VS+CtuvGMXC2hckzi2fCQ+dA2sXxtNLkiRJUko6uXENnr35FI6rm/gGVf94/Qt+NvFj8guLYmomSdKh5QCrJEmSJEmSJKlsy9sGE/rD9GEJYwUNOvHusb8hp/yRMRWTJEmSlIo+Wb6JbvdPYcHqnMhMEMCvLmnBn7u1JivDy3ukQyYtnc8aXM2HRw2kKNGldBuWwMhz4aupsVWTJEmSlHqOqlGRiTd14azjaifMTZi1nEGjZ7IlNz+mZpIkHTp+wq1vCYLg6CAIugVBcHMQBD8LgqB/EARnBEGQmexucQmCoFoQBBcHQTA4CILbdv7/xUEQVEt2N0mSJEmSJEkHWc5qGHMpzHshce6EXmzr/ij5GZXi6SVJkiQpJb05dxU9h09lzZYdkZnymWkMu7od15/WhCAIYmwnlV1f1TqLaU1/SJiV4O/92zfA2K7w6cT4ikmSJElKOZXKZTCi/8lc3bFhwtx7C9bS44GpfLNxe0zNJEk6NBxgFQBBEFwVBMEUYDHwNHAvcAcwBngHWBkEwf1BENSKocs7QRCEB/AzYD/Pe2IQBM8Aq4AXgQeBP+/8/xcp/j14JgiCtgfplypJkiRJkiQpmdZ8AQ+dC1/PTpw7/afQbThklIunlyRJkqSU9MjUJQweO4vt+YWRmZrZWYwb3IkLWx0RYzNJAGuqnMDWXhOhcr3oUOEOeOU22BH9BGVJkiRJ2pOM9DT+eEUrbruoecLcvJVb6Hb/ZD77ZlNMzSRJOvgcYC3jgiCoFATBOOBJoHOCaA3gRuDTIAguiKVcjIIg+DkwHbgCyIqIldu5f3oQBD+Np5kkSZIkSZKkQ2LJZBh5Hmz8KjqTlgFd74Ozfwk+9UiSJEnSfioqCvnzS3O5fdJnFIXRuSa1s3nmplM4sWH1+MpJ+pai2i3h+jegbqvdBzIrQp8noFyCJ7VKkiRJ0l4IgoChZzTlvr4nkZURPdqzavMOej4wlbfnr46xnSRJB48DrGVYEATpwHigd4lda4DXKB5qnQPs+vVJXWBSEASnxlIyBkEQ/AL4C5C5y/J24F2Kf3/eA3J32ZcF/DUIgp/EVlKSJEmSJEnSwfPxk/DIFZC7MTpTrgpc/RSc2C+uVpIkSZJSUG5+ITc/PocH312cMNfh6Bo8fWMXGtasGFMzSZGq1oeBL0PTc0rsCODKkVD/pKTUkiRJkpSaLjnhSB6/viPVK2ZGZrbmFXL9mFk8Pn1pjM0kSTo4HGAt2+4ALt5lOx+4FWgQhuEFYRj2DMOwHdAKmLpLrhzwbBAER8bU8+h9/Hlqb184CIJLgT+WWH4QaBiG4RlhGPYOw/B0oCHwUIncX4MguHDffzmSJEmSJEmSkiIM4d074enroTAvOlelPgx6BZqeFV83SZIkSSlnXc4O+o6YxsufrkyYu7xNPR65rgPVKmbF1EzSHpWvAn3Hw0n9/7d20V+h+cXRx0iSJEnSfjq5cQ2evukUGie4sVVhUcgvnvmEv74yj6KiMDInSdLhJiPZBZQcQRA0Ab5fYrlHGIaTSmbDMPw8CIJzgDeBzjuXawK/AW44pEWLz7/kULzuzifQ3gkEuyzfFYbhD3fTYQ0wOAiCHOD//vsSwD+CIHg9DMPCQ9FRkiRJkiRJ0kFSmA8v/AA+eCRx7ojW0PdJqBLX/fskSZIkpaLFa3IYOHomX63bljB381lN+dF5x5GWFiTMSUqC9Ey47B6o3hi2roOOQ5PdSJIkSVIKO7pWNk/fdArXj5nJnKUbI3PD3lnE8g3b+ftVJ1A+Mz2+gpIk7SefwFp2/QbY9Rnzo3c3vPpfYRhuBwYAuz6W4Lqdg7ClVX/guF225wO37eGYn+/M/VdL4OqD3EuSJEmSJEnSwbb2C/jkycSZY86DgS87vCpJkiTpgMxasp7uw6YkHF5NTwu4o3trfnJBc4dXpcNZEMBpP4IL/pTsJpIkSZLKgBrZWTw+uBOXtE78feXzH33DNSOns2FrXsKcJEmHAwdYy6AgCCoAV5VY/uuejgvD8Avg2V2WMoC+B69Z7PqX2L4rDMMdiQ7Yuf/uPbyOJEmSJEmSpMNN3eOh+4NAxIXh7QZCnyegXOVYa0mSJElKLc9/9A19H5rOxm35kZnsrHQeHtCe3h0axthM0gEJ9mHQvMALyCVJkiTtv/KZ6fy7z4kMPT3xs8ZmLtnAlcOm8NW6rTE1kyRp/zjAWjZdAFTcZXtqGIbz9vLYUSW2ux+cSvEKgqAmcNouS3nA43t5+GPArt80nREEQY2D1U2SJEmSJEnSIdKyK5z/x++un/s7uPQuSM+Iv5MkSZKklBCGIcPeWcSt4z4gr6AoMndElfI8eUMXzji2doztJMUmfzuMvgTe+hOEYbLbSJIkSSql0tICbru4BX/oejxpCe6ns3jtVrrdP4U5SzfEV06SpH3kAGvZdGGJ7Xf24dj3gIJdtk8MgqDuATeK33lA+i7bs8Mw3LI3B4ZhuBmYs8tSxs7XkyRJkiRJknS463wzdBhS/M/p5eCqh+HU/9u3J6lIkiRJ0i4KCov41bOf8tdXEt87vPkRlXnm5i60rFclpmaSYlVUBE8PgeUz4N2/wTNDfRqrJEmSpANyTefGjOh/MhUy0yMz67fm0efBabzy6YoYm0mStPccYC2bWpXYnrq3B4Zhg0L0DgABAABJREFUuBX4pMTy8QfcKH77/Xuw05QS26Xx90CSJEmSJEkqe4IALrwD2vSF/pOg1ZXJbiRJkiSpFMvZUcD1Y2fx2PSlCXOnNavFkzd05siqFWJqJil2b/wa5j73v+2Px8Oj3WG7T0KSJEmStP/OaVGXCUM7U7tyucjMjoIibnxsDg+9t5gwDGNsJ0nSnjnAWja1KLG9cB+PX1Riu+UBdNmjIAjuDoJgRhAEq4MgyAuCYH0QBAuCIHg+CIKfBkFw7H68bMnOh/XvgSRJkiRJkqSDKC0dug2DRp2T3USSJElSKbZqcy69hk/lnflrEuZ6tz+Khwe0p3L5zJiaSYrdjBEw5d/fXV/yHoy8ADZ8FX8nSZIkSSmjdYOqPHNTF46tWykyE4bwxxfn8tvnPqOwyCFWSdLhwwHWMiYIghpAjRLLiW8D+l0l8832v9Fe+R7QHqgNZALVgWOAS4G/AnODIHg6CIKm+/Cax5TYPtx/DyRJkiRJkiQlUrCj+EeSJEmSYjBv5WauuG8yn32zOWHuJxccx1+6tyYz3Ut0pJS1cRm8clv0/rXz4aFz4es58XWSJEmSlHIaVK/Ikzd0oUvTmglzY6Z+xdBHZrEtryCmZpIkJean42VPtRLb28Iw3LqPr7G6xHbV/a9zUKQB3YA5QRBcuZfHVCuxXfLXtCeH2++BJEmSJEmSVHZtWw9jr4Bnb4SiomS3kSRJkpTi3l+wlh7DprJiU25kJis9jbt7t+Xms44hCIIY20mKXbWjoOcYyKgQndm6GkZfAvNeiq+XJEmSpJRTtUImowd24MqTGiTMvTF3Nb0fnMbqLdGfXUiSFJeMZBdQ7Eo+M377frxGyWMq72eXPfkEeBn4EFgIbATKAXWAzkAvoPUu+SrA+CAILg/DcE+f9h7o78Mh+T0IgqAOxU+a3RffevJsTk4OmzcnvsOrpENv69atCbclSVLq8H1fkqTkCjZ+RcVnriV9wyIAdlQ8gh2n/vyQnMv3fUmSygbf8yUl8uxHK/n9ywspKAojM1XKZ/Cvq1pycsPKfn8vHeYO2vt+vdNI6zmBis8OJG3b2t1n8rcRPtGX3LN+R/6JA/fvPJIkab/5931JqeTXFzSmTnYaw95bGpn5ePkmrrj3fe7reTxNa2fH2E5KLt/zpd3LyclJ2rmDMIz+QF2pJwiCLsDkXZa+DsMw8e03vvsag4EHd1l6LQzDCw5Gv52vPwSYHIbhZ3uRvRoYxrcHSHOA5mEYfp3guDwgc5elZmEYLtyHjs2AL3ZZygvDsNzeHp/gdX8L/OZAXuOee+6hYcOGB1pFkiRJkiRJOuxV37qIjov/SbmCLd9a//CogXxV66wktZIkSZKUisIQXl6WxqtfpyXM1SwXMrRFIXUTPIhRUuqquGMNnRbdSeUdKxLmFta+gM/q94Eg8Z8pkiRJkpTIjNUB4xanURQGkZkK6SHXHVdEs6rODklSWbZ06VK+973v7brUam9m9w4GPwHT/vxXyCH9L5cwDB/c238BwjB8DDgH2LbLciX2fQh0X39N/tebJEmSJEmSlERHbpxFlwV/+c7wKsAJy8ZQZ9NHSWglSZIkKRUVFMGjC/c8vNqoUsj/tXJ4VSrLtpWrzXvH/pq1lZonzB2z5lXaf/lv0ot2xNRMkiRJUirqUCfkxhZFVEiPHm/YXhgwbG4aM9dED7lKknQoOcBa9pR83u/+fG1S8pjkPUMYCMNwJvCrEsvXBkGQ6Dn3B/r7cFj9HkiSJEmSJEllSZPVr9D+y3+TEebtdn8aRbT++lGCsDDmZpIkSZJSzbYCGDY3jVlrE19i07p6Ebe0LKRKVkzFJB228jOymdr0Jyyr3iVhrt6m2XRZcAdZ+ZtjaiZJkiQpFR1bNeT7rQqpnhU9xFoYBjy6MJ1XlweEPspLkhSzjGQXUOxSboB1p/uB3wJVdm5nAWcBL0Tkc4Dqu2wfLgOs9wNP7uMxTYFJ/93o0KEDLVq0OEh1JO2vrVu3MmPGjP+/3aFDB7KzE83VS5Kk0sr3fUmSYlRUSLn//J5yXz+eMFZY81jCbmM4s0qDg3p63/clSSobfM+X9F9fb8zl5vGfsnjz9oS5q9vX48fnNCE9zSeZSKXNIX3fD89jx5Q7KTf9nshIjW2LuGDZ39jWbSxFNZoenPNKkqTd8u/7klLdeWfkccuEz5i7Mnq04aVl6WRVr8vtFx1DZrrPw1Nq8j1f2r25c+cm7dwOsJY9m0psVwyCIDsMw6378Bp1SmxvPLBKBy4Mwx1BELwNdN1l+QSiB1g3AUftsl17H095SH4PwjBcDazel2OC4NtfgFWqVIkqVapEpCUlS3Z2tv9uSpJURvi+L0nSIZK3FSYOhfkvJc41Po30Xo9SuUK1Q17J931JksoG3/Olsunj5RsZNPZj1ubsiMwEAdx+SUsGnXp0jM0kHUoH/X3/oj9A3WPhhf+DooLdRtI2LaXSE1dAn3HQKPFTWyVJ0sHj3/clpZoqVeCpG0/h1nEf8Na86JGEZz9exdpthdzf7ySqlM+MsaGUHL7nS8UqVaqUtHN7y4QyJgzDdcCGEssN9/FlGpXYXrD/jQ6qJSW2Ew2lluxc8te0J4fr74EkSZIkSZKUenJWw+hL9zy82qYP9HsaYhhelSRJkpS6Xv98Fb2GT0s4vFo+M40H+rVzeFXSnp10DfSdAFmVozO5G2FsV/jkqdhqSZIkSUo92eUyePCadlzTKfF4xPsL19Jj2FS+3rg9pmaSpLLMAdayqeQzf4/Zx+Ob7OH1kqXkfz1VSJBN1d8DSZIkSZIkKbWsmQ8PnQPfzEmcO+PncMUwyMiKp5ckSZKklDR68pcMeWQW2/MLIzO1KmXxxJDOXHD8ETE2k1SqHXMOXPcqVKkfnSnMg4nXwXv/hDCMr5skSZKklJKRnsbvux7PLy9ukTA3f9UWut03mU+/3hRTM0lSWeUAa9n0aYntznt7YBAE2cAJe3i9ZKlVYnttgux+/x7sdMoeXk+SJEmSJEnSgVryPow8DzYujc6kZRQPrp51GwRBfN0kSZIkpZSiopA/vvA5v33+84RzY01qZ/PMTafQ9qhqsXWTlCLqHg/XvwFHtE6ce/N38Pz3obAgnl6SJEmSUk4QBAw+vQn3X30SWRnRY0Ort+yg5/CpvD1/dYztJElljQOsZdMrJbbP3IdjTwMydtn+IAzDVQfc6ODoWGL7mwTZ14Fdb5faLgiCyntzkp25k3ZZKtj5epIkSZIkSZIOls+ehUe6QW6CO/6WqwL9JkLbvrHVkiRJkpR6dhQU8v3xH/LQ+18mzHU8ugZP39iFo2pUjKmZpJRTpR4MfBmOOTdx7psPoGB7PJ0kSZIkpayLWx/JuMEdqZGdFZnZllfI9WNm8dTs5TE2kySVJQ6wlk2vArt+wtk5CILme3nsgBLbzxyURgcoCILWQMnbE74TlQ/DcC3w/i5LWcDeXuV2NZC5y/a7YRiu38tjJUmSJEmSJO3JjBHw5AAozIvOVGkAg16FJmfG1UqSJElSCtqSm8+g0TN5/qNE98iGrm3rMfa6DlSrGH3BpyTtlXKVoc94aDdg9/urNYKrnyrOSZIkSdIBateo+IZcjWtG35CrsCjkx09+xP3vLCQMwxjbSZLKAgdYy6AwDLcBT5VY/tmejguC4Fig2y5LBcDjB7HafgmCIB24q8TywjAMP9/DoWNLbP8gCIJyezhXOeD/SiyP2WNJSZIkSZIkSXsWhvDm7+GlHwMJvhg9sg1c/wbUbRlbNUmSJEmpZ/WWXHoNn8bkhesS5m49+xj+1ast5TLSY2omKeWlZ8Cl/4Jzf/vt9Yo14ZpnoHLdZLSSJEmSlKIa18rm6ZtO4eRG1RPm/vbKfH73/OcUFTnEKkk6eBxgLbt+C+Tvsj0gCILLo8JBEJQHRlH8pNL/GhmG4aJEJwmCICzxc+Ye8rfuPNdeCYIgCxgBnFNi1+/24vAxwPxdto8D/ryHY/6yM/dfnwOP7cW5JEmSJEmSJCVSmA+TboH3/pE41+x8GPASVDkynl6SJEmSUtLiNTlcOWwKn6/YHJlJTwv465Wt+dH5xxEEQYztJJUJQQCn/gCuHAnpWZCZDVc/CTWbJruZJEmSpBRUIzuLR6/vyCWtE3/POnrKEm594gN2FBTG1EySlOocYC2jwjBcDNxdYvmpIAhu2TkU+v8FQdACeBPossvyOvZuSHRf3QN8GQTB34Mg6BgEQcbuQkEQZARB0BWYDgwssfsN9mKoNAzDQqDkoxx+GATB8CAIapY4X60gCB4EfrDrSwA/2vk6kiRJkiRJkvZX3lZ4oi98+Gji3EnXQu9xUK5SPL0kSZIkpaSPlm3kqgemsmz99shMxax0Hh7Qnl7tG8bYTFKZ1Poq6D8Jeo2F+u2S3UaSJElSCiufmc6/+5zI4NOOTph78eMVXPvwDDbn5ifMSZK0N3Y7HKgy4+fA8cBFO7czgX8DtwdBMAfYAjQBTgJ2vZVoHtAtDMMVh6jXERQPlv4Y2BEEwWfACmDTzo51gHbA7q5SmwV0D8Nwr55ZH4bhC0EQ/Ar40y7LQ4BrgiCYDqwEjgQ6ABVKHP7zMAxf2etflSRJkiRJkqTd274RVn6aOHPmbXDGz4qfTiJJkiRJ++md+au58dE5bM+Pvld1zewsRg1szwkNqsVXTFLZ1qjLnjOSJEmSdBCkpQX88pKW1Klcnj+9NDcyN23xenoNn8aYge2pU6V8jA0lSanGAdYyLAzDwiAIegIPAb122VUHuDDisNXAtWEYvneo++1UjuIB2j0JKR6+/VkYhrn7coIwDP8cBEFI8RNlM3cuVwDOjDgkH7g9DMO/7ct5JEmSJEmSJEWoWh/6TYSHL4Qdm769L0iDS/4JJw9MTjdJkiRJKWPi7OX8bOLHFBRF3xO7YY2KjB3Ugca1smNsJkn7aPtGqFAt2S0kSZIklWKDT29CnSrl+PGTH5FfuPvPSuau2Ey3+6cw9roONK29u+ePSZK0Z2nJLqDkCsMwJwzD3kAPYFqC6HpgGNDqED919CfAS8C6vcyvAe4DWoZh+P19HV79rzAM/wJ0BCZR/ITZ3cnbub9DGIZ/3Z/zSJIkSZIkSYpQtyX0GQfp5f63llEeej7i8KokSZKkAxKGIQ/8ZxE/evKjhMOrrepXYeKNXRxelXR42/Q1DDsF3vwDhNF/pkmSJEnSnnRtW5+HB7QnOys9MvP1xu1cNWwKHyzdEGMzSVIq8QmsAiAMw6eAp4IgOJriJ57WA7KBlcBXwOQwDKMGOxO9brCP+TuBOwGCIGgAHAc0AGpS/FTUQmADsBb4MAzDRfvaKcG5PwCuCIKgOtAFqL/zvOuAr4EpYRj6X12SJEmSJEnSodL4FLhqJEzoD+UqQ5/x0KhzsltJkiRJKsWKikL+8OLnjJq8JGHu1GNq8cA17ahUzktpJB3Gtm+AR6+EzcvhvTshZyVcejek+2eXJEmSpP1zWrPajB/amQGjZrA2Z/cjIxu25dN3xHTuv/okzmpeJ+aGkqTSzk+u9C1hGH4JfJnsHgBhGC4HlifhvBuAF+M+ryRJkiRJkiSgxWXQ9X6o1xbqtEh2G0mSJEml2I6CQn404SNe+HhFwtzlbepxZ482ZGWkxdRMkvZD/nYY1xfWzP3f2gePwta1cNUoyKqYvG6SJEmSSrVW9asy8cYu9H94Bl+t27bbzPb8Qq4fO4s7uremx8lHxdxQklSa+cm7JEmSJEmSJOnw0raPw6uSJEmSDsiW3HwGjpq5x+HV6089mn/1auvwqqTDW1EhTLwelk757r4vXoGxl8O29fH3kiRJkpQyGtXMZuKNXWhdv2pkprAo5CdPfcx9by8kDMMY20mSSjM/fZckSZIkSZIkHVphCLmbk91CkiRJUhmxenMuvYZPY8qidQlzv7y4Bb+6tCVpaUFMzSRpPy2bDvNfit6/fCaMPB82Lo2vkyRJkqSUU6tSOZ4Y0onTmtVKmPv7q/P53fOfU1jkEKskac8cYJUkSZIkSZIkHTqF+TDpFhhzGezISXYbSZIkSSlu8Zocug+bwucrom+ik5EW8K9ebRl8epMYm0nSAWjUBXo+AhnlozPrFhQPsa76LL5ekiRJklJOdrkMRl7bniva1kuYGz1lCd8b9wE7CgpjaiZJKq0cYJUkSZIkSZIkHRp5W+GJvvDho7DiQ5hwDRTkJbuVJEmSpBT14bKNXPXAVJZv2B6Zyc5K5+EB7bnixPoxNpOkg6DFpXDNs1C+anRmywp4+CJY8n5stSRJkiSlnqyMNP7Zsy1D93Dzrxc/WcG1D89gc25+TM0kSaWRA6ySJEmSJEmSpINv6zoYczkseO1/a4vegkk3Q1FR8npJkiRJSklvz19NnwensX5r9E1zamZn8cSQzpx+bO0Ym0nSQdSoMwx6FaokGMLfsQke6Q6fT4qvlyRJkqSUk5YWcNvFLfjVJS0S5qYtXk/PB6ayanNuTM0kSaWNA6ySJEmSJEmSpINrw1fw8AXw9azv7vtkArzx6/g7SZIkSUpZE2cvZ/CYWWzPL4zMNKpZkYk3dqF1gwRPLpSk0qBOC7juNajdPDpTuAMmXAszRsTXS5IkSVJKuv60Jtzduy2Z6UFkZt7KLXS/fwqL1uTE2EySVFo4wCpJkiRJkiRJOnhWfgIjz4d1C6IzM0bA+sXxdZIkSZKUksIwZNg7i/jRkx9RUBRG5lrVr8JTN3Shca3sGNtJ0iFUtQEMegUadk4QCuGlH8Obf4Aw+s9ISZIkSdqTrm3rM2pAB7Kz0iMzX2/czlXDpvDB0g0xNpMklQYOsEqSJEmSJEmSDo4v34NRF0POyuhM+WrQfxLUaBJbLUmSJEmpp6go5PcvfM5fX5mXMHdas1o8MaQztSuXi6mZJMWkQnW45hlofmni3Ht3wnO3QGFBPL0kSZIkpaRTm9Vi/NDO1KoU/RnLhm359B0xnbfmrYqxmSTpcOcAqyRJkiRJkiTpwH32DDzaHXZsjs5UqQ+DXoWGneLrJUmSJCnl7Cgo5NYnPmDU5CUJc13b1mPkte2pVC4jnmKSFLfMCtBzLLQbmDj3waMw/mrI2xZPL0mSJEkpqVX9qjx9Yxca16wYmdmeX8jgsbOZMGtZjM0kSYczB1glSZIkSZIkSQdm+oPw5EAozIvO1G4B170OdZrH10uSJElSytmSm8/AUTN58eMVCXODTzuau3q2JSvDS2Mkpbi0dLj0LjjzF4lzX7wCYy+Hbevj6SVJkiQpJTWsWZGnbuzCCQ2qRmYKi0J++tTH3Pf2QsIwjLGdJOlw5Kf0kiRJkiRJkqT9E4bw5u/h5Z8ACb54bNgZBr0MVevHVk2SJElS6lm9OZeew6cxZdG6hLlfXtyCX17SkrS0IKZmkpRkQQBn/gwu/RcECS4JXD4TRp4PG5fGVk2SJElS6qlVqRzjBnfi9GNrJ8z9/dX5/Pa5zygscohVksoyB1glSZIkSZIkSfuuMB8m3Qzv/SNxrvmlcM0zUKF6PL0kSZIkpaTFa3LoPmwKc1dsjsxkpgfc3bstg09vEmMzSTqMnDwQej0KGeWjM+sWwEPnwcpP4+slSZIkKeVkl8tg5LUn0/3ExDcxHjP1K24dN4fc/MKYmkmSDjcOsEqSJEmSJEmS9k3eVniiL3z4WOJcu4HQcyxkVoinlyRJkqSU9MHSDVz1wFSWb9gemcnOSufhAe3p2jbxRZOSlPKaXwL9J0H5atGZnJUwZ0xslSRJkiSlpsz0NO7s0YahZyS+mdhLn6xkwKgZbM7Nj6mZJOlw4gCrJEmSJEmSJGnvbV0HYy6HBa8lzp31S7j0LkhLj6eXJEmSpJT09vzV9B0xnfVb8yIztSpl8cSQzpzWrHaMzSTpMNawEwx6BapEDPU3Ox8u+HO8nSRJkiSlpLS0gNsuasHtl7ZMmJu2eD09H5jKqs25MTWTJB0uHGCVJEmSJEmSJO2dDV/Bw+fD17OiM0EaXHY3nPFTCIL4ukmSJElKOU/NXs71Y2axPb8wMtOoZkUm3tiF1g2qxthMkkqBOi3gutehdotvr9dvBz1GQ3pmUmpJkiRJSk3XnXo09/Q5kcz06O+I563cQvf7p7BoTU6MzSRJyeYAqyRJkiRJkiRpz1Z+AiPPg3ULozMZ5aHXY9BuQGy1JEmSJKWeMAy5/52F/PjJjygsCiNzretXZeKNXWhUMzvGdpJUilStD4Nehoadi7drHgN9n4Qs/9yUJEmSdPBd3qYeowd2oFK5jMjM1xu3c9WwKcxZuiHGZpKkZHKAVZIkSZIkSZKU2JfvwqiLIWdVdKZ8Neg/CZpfHFstSZIkSamnqCjkd89/zt9emZ8wd1qzWowb0olalcrF1EySSqkK1eGaZ4pvONbvaciumexGkiRJklLYKcfU4ok9fGazYVs+fUdM4615Cb5/liSlDAdYJUmSJEmSJEnRwhAm3wM7NkdnqjSAQa9Cw07x9ZIkSZKUcnYUFHLrEx8wesqShLkr2tZj5LXtEz7NQ5K0i8wKcNndUL1RsptIkiRJKgNa1a/K0zd2oXHNipGZ3PwiBo+dzYRZy2JsJklKBgdYJUmSJEmSJEnRggCuGgl1W+9+f+0WcN1rUKd5vL0kSZIkpZQtufkMHDWTFz9ekTA35PQm/LNnW7IyvORFkg6pMEx2A0mSJEmlWMOaFXnqxi60aVA1MlNYFPLTpz7mvrcXEvp3EElKWX6aL0mSJEmSJElKrHxV6PcUVG347fWGXWDQy1C1fnJ6SZIkSUoJ63J20HfEdKYsWpcw96tLWvCLi1uQlhbE1EySyqil02HE2bD5m2Q3kSRJklSK1apUjscHd+KMY2snzP391fn8+aW5DrFKUopygFWSJEmSJEmStGeVj4BrnoYKNYq3m1+6c7t6cntJkiRJKtW+2bidnsOn8snXmyIzmekBd/duy/WnNYmxmSSVUas+g8d7wDdz4OELYN2iZDeSJEmSVIpll8vgoWtPpvtJiW+KPOK9L/nZxI8pKCyKqZkkKS4OsEqSJEmSJEmS9k6tZnD1k9DxRug5FjIrJLuRJEmSpFJs0Zocrho2hUVrtkZmsrPSGTWgA13bJr7IUZJ0EKz/Eh7pBrk7byqwcSk8fCGs/CS5vSRJkiSVapnpafyjRxtuOKNpwtyEWcu5+fE55OYXxtRMkhQHB1glSZIkSZIkSXuvwclw0R2Qlp7sJpIkSZJKsU+/3kSPB6byzabcyEytSlmMH9qZU5vVirGZJJVRW1bCI1dAzqpvr29dDaMugaXTklJLkiRJUmoIgoCfX9ScX1/aMmHu1c9WMWj0THJ2FMTUTJJ0qDnAKkmSJEmSJEmSJEmSpNhMW7yO3g9OY/3WvMhMg+oVeOqGLrSqXzXGZpJUhr38U9iwZPf7dmyCsVfAF6/F2UiSJElSChp06tHc3bstGWlBZGbKonVcPSLxZ0eSpNLDAVZJkiRJkiRJKsty1sBjPWD9l8luIkmSJKkMeP3zVfR/eEbCp2gcW7cSE2/sQuNa2TE2k6Qy7pK7oN6J0fsLtsMTfeCTp+LrJEmSJCkldW1bnxH9T6ZcRvRI00fLN9Fz+FRWbNoeYzNJ0qHgAKskSZIkSZIklVUbl8KoC2HBa/DIFbBlZbIbSZIkSUphE2cv54ZHZ5NXUBSZObFhNSYM7UzdKuVjbCZJIrsmXPs8ND4tOlNUABOvhxkj4uslSZIkKSWd1bwOj17fkcrlMyIzC1fncNWwqSxekxNjM0nSweYAqyRJkiRJkiSVRWvmw8MXwrqFxdsblsAj3WH7hqTWkiRJkpSaHn7/S3705EcUFoWRmdOa1eLR6zpSrWJWjM0kSf9fucpw9VPQ/NIEoRBe+jH85+8QRv+ZLkmSJEl70r5xDZ4Y0olalaI/C/p643Z6PDCVT7/eFGMzSdLB5ACrJEmSJEmSJJU1X88uHl7d/PW311d/Bo/3grytyeklSZIkKeWEYcg/X5vP71/4PGHuktZH8tC1J5NdLvqpG5KkGGSWhx5joO3ViXNv/xFe/QUURT9VW5IkSZL25Ph6VXnyhi7Ur1YhMrNuax59HpzG9MXrYmwmSTpYHGCVJEmSJEmSpLJk8X9gzOWwff3u9y+bXnzxoSRJkiQdoKKikN889xn3vLUwYa5Ph6O4p8+JlMtIj6mZJCmh9Ay4/F7ofEvi3LT7YdJNUFgQTy9JkiRJKenoWtlMvLELzepUisxs2VFA/4dn8ObcVTE2kyQdDA6wSpIkSZIkSVJZMfcFeOwqyMuJztQ5Hs68Lb5OkiRJklJSfmER/zf+Q8ZO/Sph7sYzm/Lnbq1JTwtiaiZJ2itpaXD+H+Hs2xPnPhoHE66B/Nx4ekmSJElKSUdULc+EoZ1pc1S1yMyOgiKGPDKbZz5YHl8xSdIBc4BVkiRJkiRJksqCDx4tvpiwMC8606ADDHwRKh8RXy9JkiRJKWd7XiFDxs7iuY++SZi77aLm/OzC5gSBw6uSdFgKAjj9x3DJP4EEf1bPf6n4pmm5m2OrJkmSJCn1VM/O4vHrO3LKMTUjM4VFIT8Y/xGjJn8ZYzNJ0oFwgFWSJEmSJEmSUt2Ue2HSzRAWRWeOORf6PwsVqsdWS5IkSVLq2bQ9n/4PT+ft+WsiM2kB3NG9NUPPaBpjM0nSfmt/HVw1EtIyojNL3oMxl8HWtfH1kiRJkpRysstl8PCA9lx4fOKbLv/u+c+56/UvCMMwpmaSpP3lAKskSZIkSZIkpaowhDd/D6/9MnHu+O7QexxkZcfTS5IkSVJKWrNlB70fnMbMJRsiM1npadzX9yR6d2gYYzNJ0gFrdSX0GQ8ZFaIzKz6Ehy+EjctiqyVJkiQp9ZTLSOe+q0+i18lHJczd/eYCfvf85xQVOcQqSYczB1glSZIkSZIkKRUVFcILP4D3/pE4d/IguPIhyMiKp5ckSZKklLRs/TZ6PDCFuSs2R2YqZqXz8ID2XNT6yBibSZIOmmbnQv9noXzV6My6BfDwBbDmi9hqSZIkSUo96WkBd1zZmqFnNEmYGz1lCT+c8CH5hUUxNZMk7SsHWCVJkiRJkiQp1RTkwcTrYfaoxLnTfgyX/BPS0uPpJUmSJCklfbFqC1c9MIUl67ZFZqpVzOSx6ztyarNaMTaTJB10DTvBgJegUt3ozOavYdSFkLM6vl6SJEmSUk4QBNx2UQt+dmHzhLlnP/yGoY/MJje/MKZmkqR94QCrJEmSJEmSJKWSvK3wRB/47OnEufP/BOfcDkEQTy9JkiRJKemDpRvoOXwqqzbviMzUrVKOCUM7c2LD6jE2kyQdMke0gkGvQLVG0ZmTroVKdeLrJEmSJCll3XhmU/7SvXXCr7bfmrea/iNnsDk3P75ikqS94gCrJEmSJEmSJKWK7RvgkW6w8I3oTJAGXe+HLrfE10uSJElSSnp/wVqufmg6G7dFXxjYuGZFnrqhC8fWrRxjM0nSIVejCQx6Feq0/O6+dgPhnF/H30mSJElSyurToSH39jmJzPToKdYZS9bTe/g01myJvtGaJCl+DrBKkiRJkiRJUirYshJGXQLLpkdn0rOg5yNw4tXx9ZIkSZKUkl7+ZAWDRs9kW15hZKbFkVV48oYuHFWjYozNJEmxqXIkDHgRGrT/39rx3eCSf5Dw0UiSJEmStB8uOeFIRl7bngqZ6ZGZz1dspufwqSzfsC3GZpKkRBxglSRJkiRJkqTSbv2X8PAFsPqz6ExWJbj6KWhxaXy9JEmSJKWkJ2Ys5ebH55BXWBSZad+4Ok8M6UTtyuVibCZJil3FGtB/EjQ9G5qeA90ehLToi8klSZIk6UCcfmxtHhvckaoVMiMzX67dylXDprJg1ZYYm0mSojjAKkmSJEmSJEml2cZl8PCFsGFJdKZCDbj2OWhyRmy1JEmSJKWmB/6ziJ8//QlFYXTmrONqM3ZQ4gsJJUkpJCsb+jwBvR6BjKxkt5EkSZKU4k5qWJ0JQztTJ8GN01ZuzqXH8Kl8uGxjfMUkSbvlAKskSZIkSZIklWZV6kGjzgn214dBr0D9dvF1kiRJkpRywjDkjpfnccfL8xLmuratx4P9T6ZClk/fk6QyJaNc8SCrJEmSJMXguCMqM/HGLjSqWTEys3FbPn1HTGPywrUxNpMkleQAqyRJkiRJkiSVZmnp0O1BaHr2d/fVPAYGvQq1j4u/lyRJkqSUUVgU8otnPuGB/yxKmOvfuRF39WxLZrqXo0iS9mDRW1CYn+wWkiRJkkqxo2pU5MkbOtP8iMqRmW15hQwcNZNXPl0ZYzNJ0q78xkCSJEmSJEmSSruMLOj1KDRo/7+1I06Aga9AtaOS10uSJElSqbejoJBbx81h3IxlCXPfO6cZv7v8eNLSgpiaSZJKrU+egke6w7g+kLct2W0kSZIklWJ1Kpdn/JDOnNyoemQmr7CImx6bzYSZiT/fkiQdGg6wSpIkSZIkSVIqyMqGvhOgTktodAoMeAEq1U52K0mSJEml2NYdBVw/ZhYvfZL4CRW/vrQlPzzvWILA4VVJ0h4seAOeGQqEsPB1eKQbbN+Y7FaSJEmSSrGqFTN55LqOnHlc9PfjRSH8dOLHPPjuohibSZLAAVZJkiRJkiRJSh0Va0D/SdBvIpSvmuw2kiRJkkqxjdvyuPqh6by3YG1kJj0t4B892jDo1KNjbCZJKrWWTofx/aCo4H9ry6bB6Etgy6rk9ZIkSZJU6lXISufBa07msjb1Eub+/NI8/vbKPMIwjKmZJMkBVkmSJEmSJElKJZXqQGaFZLeQJEmSVIqt2pxLz+FT+XDZxshMVkYaD/Rrx5XtGsRXTJJUeq38FB7vAQXbv7tv1afw8AWwYUnstSRJkiSljqyMNP7Vqy39OjVMmLv/nUX88tlPKSxyiFWS4uAAqyRJkiRJkiQdzgoLYOUnyW4hSZIkqYxYsnYrVw6bwherciIzlcplMGZgB85rWTfGZpKkUq1wBwQJLlfc8CWMvABWfR5fJ0mSJEkpJz0t4A9dW3Hr2cckzD0+fSnfe+ID8gqKYmomSWWXA6ySJEmSJEmSdLjKz4Unr4WR58PS6cluI0mSJCnFff7NZq56YCrLN+zm6Xg71cjOYtzgTnRuWjPGZpKkUq9+Oxj4ClSuF53JWQmjLoJlM+PrJUmSJCnlBEHAj84/jl9d0iJh7sWPV3DdmJlsyyuIqZkklU0OsEqSJEmSJEnS4WhHDjzeE+a9APnb4PEesPLTZLeSJEmSlKJmf7WBXg9OZW3OjshMvarlefKGzrRuUDXGZpKklFGnOQx6BWo0ic7kboSxl8Pid+JqJUmSJClFXX9aE+7s0Yb0tCAy896CtfR7aDqbtufH2EySyhYHWCVJkiRJkiTpcLN9IzzaHb78z//WcjcVr61fnLRakiRJklLTlIVruWbkdLbkRj9tomntbJ66sQtNa1eKsZkkKeVUbwSDXoUjWkdn8rfBYz1h/svx9ZIkSZKUkq5q14BhV59EVkb0+NScpRvpO2Ia6xLc2E2StP8cYJUkSZIkSZKkw8nWtTDmMlg2/bv7clbB2Ctg84rYa0mSJElKTW/OXcWA0TPZllcYmWldvyoThnamXrUKMTaTJKWsSnVgwIvQsEt0pnAHjO8Hn06Mr5ckSZKklHT+8UcwemB7srPSIzOffbOZXg9OY+Wm3BibSVLZ4ACrJEmSJEmSJB0uNq+AURfDyo+jM9s3wKbl8XWSJEmSlLJe+Pgbhj4ym7yCoshMpyY1eHxwR2pWKhdjM0lSyitfFfpNhGYXRGeKCuCp62DOI/H1kiRJkpSSujStxbghnaheMTMys3B1Dj2HT2XZ+m0xNpOk1OcAqyRJkiRJkiQdDjZ8BaMuhLXzozPZtWHAC3BU+/h6SZIkSUpJE2Yt43vjPqCgKIzMnNuiLqMHdqBy+egL+yRJ2m9ZFaH3Y9C6Z4JQCM/dAtMeiK2WJEmSpNR0QoNqPHlDF46sWj4ys3T9Nno8MJWFq3NibCZJqc0BVkmSJEmSJElKtrUL4OELYcOS6EyV+jDwZTiyTWy1JEmSJKWm0ZO/5KdPfUyC2VW6tq3HsH4nUT4zPb5ikqSyJz0Tug2HdgMT5175Gbx7ZzydJEmSJKWsY+pUYsLQzjSqWTEys3JzLr2GT+XzbzbH2EySUpcDrJIkSZIkSZKUTCs/hVEXwZZvojPVGxcPr9ZqFlstSZIkSanpvrcX8tvnP0+Y6dOhIf/s2ZbMdC8rkSTFIC0NLr0LOt+SOPfWH+CN30KY4A4MkiRJkrQHR9WoyIShnWlWp1JkZt3WPHo/OJU5SzfE2EySUpPfNEiSJEmSJElSsiyfBaMvhq1rojO1m8PAV6B6o/h6SZIkSUo5YRjyt1fm8fdX5yfMXX/q0fy5WyvS04KYmkmSBAQBnP9HOPO2xLn374KXfwpFRfH0kiRJkpSS6lYpz/ihnWlVv0pkZnNuAf0ems7URetibCZJqccBVkmSJEmSJElKhi/fg7FdIXdTdOaIE2DAS1DlyPh6SZIkSUo5RUUhv3v+c+5/Z1HC3PfPacYvL2lBEDi8KklKgiCAM39ePMiayIwH4blboLAgnl6SJEmSUlKN7CweH9yJdo2qR2a25RUyYNQM3p63OsZmkpRaHGCVJEmSJEmSpLgteB0euwrycqIzR3WEa5+H7Jrx9ZIkSZKUcgqLQn468WNGT1mSMPeLi5vzg/OOdXhVkpR8XW6FS/8FJHhP+vBxWDYtrkaSJEmSUlSV8pk8cl0HTjkm+nv5HQVFDHlkFi99siLGZpKUOhxglSRJkiRJkqQ4fT4JxvWBgtzozNFnwDXPQIVqsdWSJEmSlHryCor43hMf8NTs5ZGZIIA/XtGKIac3jbGZJEl7cPJA6P4gBOm733/pXdD41Hg7SZIkSUpJFbMyGHlte85tUTcyk18YcsvjcxJ+ziZJ2j0HWCVJkiRJkiQpLh+OgycHQFF+dObYi6DvBMjKjq2WJEmSpNSTm1/IDY/O5sWPo58MkZ4W8M+ebejXqVGMzSRJ2ksn9ISeYyA969vr5/+xeMBVkiRJkg6S8pnpDOt3Epe1qReZKQrhx09+xCNTl8RXTJJSgAOskiRJkiRJkhSHmQ/BszdAWBSdOb479HoEMsvH10uSJElSytm6o4CBo2by1rzVkZnM9ID7+p5EtxMbxNhMkqR91OIy6PMEZFQo3j7zNuhya3I7SZIkSUpJmelp/KtXW3q3Pyph7vZJnzHsnUUxtZKk0i8j2QUkSZIkSZIkKeVNvhte/3XizInXwGV3Q1p6PJ0kSZIkpaRN2/IZMHoGHyzdGJkpn5nG8GtO5oxja8dXTJKk/XXMOXDN07DobTjjZ8luI0mSJCmFpacF/KV7aypmZfDw5C8jc399ZR5bdxTwo/OPJQiCGBtKUunjAKskSZIkSZIkHUpfvrvn4dWON8IFf4a0tHg6SZIkSUpJ63J2cM3IGXy+YnNkplK5DEZeezIdm9SMsZkkSQeoUZfiH0mSJEk6xIIg4PZLW1CpXDr3vLUwMnfv2wvZmlfAry9t6RCrJCXg1VCSJEmSJEmSdCg1Pg063xK9//SfwIV/cXhVkiRJ0gFZuSmXnsOnJhxerVohk8eu7+jwqiRJkiRJkpRAEAT88Pzj+PlFzRPmRk1ews8nfkJhURhTM0kqfbwiSpIkSZIkSZIOpSCA8/8I7QZ8d9+5v4Wzf1WckSRJkqT9tGz9NnoMn8KiNVsjM7UqlWP80E60OapafMUkSUqWyffAmvnJbiFJkiSplLvhjKb8oevxCTPjZy3j+098QH5hUUytJKl0cYBVkiRJkiRJkg61IIBL/gmte/5v7eI74dQfJK+TJEmSpJSwcHUOPR6YyrL12yMz9aqWZ8LQTjQ/okqMzSRJSpL374LXb4dRF8GKj5LdRpIkSVIpd03nxtzZow1pCe5L/cLHK7jx0dnk5hfGV0ySSgkHWCVJkiRJkiQpDmnpcMUwaNm1+P87DE52I0mSJEml3GffbKLX8Kms3JwbmWlUsyITbuhMk9qVYmwmSVKSzBgBb/y2+J+3rYPRl8GyGUmtJEmSJKn0u6pdA+7texKZ6dFTrG/MXc11Y2aydUdBjM0k6fDnAKskSZIkSZIkxSU9A3qMgbZ9k91EkiRJUik3Z+kG+jw4jXVb8yIzx9atxJNDO9OgesUYm0mSlCQfPg4v/fjbazs2wdgrYPF/klJJkiRJUuq4uPWRPNj/ZMplRI9iTV64jv4Pz2DT9vwYm0nS4c0BVkmSJEmSJEmKUxB9R1ZJkiRJ2htTFq6l30PT2Zwb/TSH1vWr8sSQztSpUj7GZpIkJcmit2HSzbvfl78VHusB81+Jt5MkSZKklHPWcXUYPbAD2VnpkZnZX22g74hprMvZEWMzSTp8OcAqSZIkSZIkSQdi6zqY92KyW0iSJEkqI96at4oBo2eyLa8wMtO+cXUeG9yRGtlZMTaTJCmJjuoITc6M3l+4A8ZfDZ8+HVslSZIkSampc9OaPHp9R6qUz4jMfPbNZno9OI1Vm3NjbCZJhycHWCVJkiRJkiRpf21eAaMvhvH94LNnk91GkiRJUop78eMVDBk7m7yCosjMac1qMWZQB6qUz4yxmSRJSZZVEfo8Ac0vjc4UFcDE6+CDR+PrJUmSJCklndiwOuOHdqZWpegbyC1cnUOPB6aybP22GJtJ0uHHAVZJkiRJkiRJ2h8bl8Koi2DNPAiLYOL18MVryW4lSZIkKUVNmLWMW8fNoaAojMyc17IuD117MhWzop/+IElSysooBz3GQOue0ZmwCCbdDNOHx9dLkiRJUkpqcWQVxg/tzJFVy0dmlq7fRo8HprJoTU6MzSTp8OIAqyRJkiRJkiTtq7UL4eELYcOX/1sryocJ18CX7yWvlyRJkqSUNGbKEn761MckmF2la9t63H/1SZTLSI+vmCRJh5v0DOg2HNoNSJx7+afw3j9iqSRJkiQpdTWtXYkJQzvTsEbFyMzKzbn0Gj6VuSs2x9hMkg4fDrBKkiRJkiRJ0r5Y+SmMuhA2f/3dfQW5MK43fD07/l6SJEmSUtL97yzkN899ljDTp8NR/LNnWzLTvQxEkiTS0uDSf0HnWxLn3vw9vPE7CBPcIUKSJEmS9uCoGhV58obONKtTKTKzNiePXsOn8sHSDTE2k6TDg99cSJIkSZIkSdLeWj4bRl8CW9dEZ6rUh8r14uskSZIkKSWFYcjfX53H316ZnzB3/alH8+durUlPC2JqJklSKRAEcP4f4czbEufe/ye8/DMoKoqnlyRJkqSUVLdKecYP7Uyr+lUiM5tzC+j30HSmLloXYzNJSj4HWCVJkiRJkiRpbyx5H8ZeDrkbozNHnAADX4IqR8ZWS5IkSVLqKSoK+d3zn3Pf24sS5r5/TjN+eUkLgsDhVUmSviMI4MyfFw+yJjJjODx3CxQVxtNLkiRJUkqqkZ3F44M70a5R9cjM1rxCBoyawdvzV8fYTJKSywFWSZIkSZIkSdqTBW/Ao1dCXk50pkEHuPZ5yK4VXy9JkiRJKaewKORnEz9m9JQlCXO/uLg5PzjvWIdXJUnaky63wqV3AQneMz98DCZeBwV5sdWSJEmSlHqqlM/kkes6cMoxNSMzOwqKGDJ2Fi9/siLGZpKUPA6wSpIkSZIkSVIin0+Ccb2hIDc6c/TpcM0zUKFabLUkSZIkpZ68giK+98QHPDl7eWQmCOCPV7RiyOlNY2wmSVIpd/Ig6DYcgvTozGfPwPh+kL89vl6SJEmSUk7FrAxGXtuec1vUiczkF4bc/PgcnkrwOaAkpQoHWCVJkiRJkiQpykfj4ckBUJQfnTn2Iuj7JJSrFFstSZIkSaknN7+QGx+dzYsfRz95IS2Af/RoQ79OjWJsJklSimjTC3qOgbTM6MyCV+GxHrAjJ75ekiRJklJO+cx0hvVrx2Vt6kVmikL48ZMf8cjUJfEVk6QkcIBVkiRJkiRJknZn9hh4ZiiERdGZ47tDr0cgs3x8vSRJkiSlnO15hQweO4s3562OzGSmB9x/9Ul0P6lBjM0kSUoxLS6Dvk9ARoXozJL34NErIXdzfL0kSZIkpZzM9DT+1astvU4+KmHu9kmf8dB7i2NqJUnxc4BVkiRJkiRJkkqaMQKe/x4QRmdO7AdXPgTpCZ7YIEmSJEl7sHVHAQNGzeC9BWsjM+Uy0hjR/2QubHVkjM0kSUpRx5wL/SZCVuXozIoPYfXc2CpJkiRJSk3paQF3XNmagac0Tpj744tzue/thfGUkqSYOcAqSZIkSZIkSbuaci+89OPEmY43wGX/hrT0eDpJkiRJSkmbc/Pp//AMpn+5PjJTqVwGYwd14Mzj6sTYTJKkFNf4FLh2EpSv9t196VnQ6zFo2DH2WpIkSZJSTxAE/PrSltx69jEJc39/dT7/fP0LwjDBjbYlqRRygFWSJEmSJEmS/uvdO+G1XybOnPZjuPAOSPPjVUmSJEn7b+O2PPo9NJ3ZX22IzFStkMlj13ekY5OaMTaTJKmMqN8OBr4E2bvcJCItA3qMgWbnJq+XJEmSpJQTBAE/Ov84fn5R84S5e95cwF9fme8Qq6SU4hVWkiRJkiRJkhSG8Naf4K0/JM6dfTucczsEQTy9JEmSJKWkdTk76DtiOh8v3xSZqZmdxRNDOtHmqGrxFZMkqaypezwMfBkq14MgHa4cCc0vTnYrSZIkSSnqhjOa8vuuxyfMPPCfRfz+hc8dYpWUMjKSXUCSJEmSJEmSkioM4Y3fwOS7E+fO/xN0uSWeTpIkSZJS1uotufR7aDpfrMqJzNSpXI7HB3fkmDqVY2wmSVIZVeuY4iexrvwYWnZNdhtJkiRJKa5/58Zkpqfxi2c+IWpGddTkJeQVFPGHrq1IS/MG25JKNwdYJUmSJEmSJJVty2fueXj14juhw+B4+kiSJElKWSs35dJ3xDQWr90amTmyankeH9yJo2tlx9hMkqQyrsbRxT+SJEmSFIM+HRqSlZ7GT576iKKIIdbHpi8lr6CIO648gXSHWCWVYmnJLiBJkiRJkiRJSXVUh+IB1d0K4LJ7HF6VJEmSdMCWb9hGz+FTEw6vNqhegQlDOzu8KkmSJEmSJKW4K9s14O7eJyYcTn1y9nJ+OOFDCgqLYmwmSQeXA6ySJEmSJEmS1GEwXPDnb68FadDtAWh3bXI6SZIkSUoZX63bSq/h01i6fltkpnHNikwY2pmjalSMsZkkSdpnRUXwyi9g9dxkN5EkSZJUyl3Wph739T2JzPToIdZJH37DreM+IK/AIVZJpZMDrJIkSZIkSZIE0PlmOOc3xf8cpMOVI6FN7+R2kiRJklTqLVqTQ8/hU/l64/bIzDF1KjFhaGfqVasQYzNJkrTPiorghe/DtPtg9CWw8pNkN5IkSZJUyl3Y6giGX9OOrIzoEa+XP13JTY/NZkdBYYzNJOngcIBVkiRJkiRJkv7rtB/CWb+CnmOhVfdkt5EkSZJUys1fuYVew6exavOOyEzzIyrzxJBO1KlSPsZmkiRpn4UhvPxTmDO2eHvbOhh9KXw9J7m9JEmSJJV6Zzevy8hrT6Z8ZvSY1xtzVzN47Gxy8x1ilVS6OMAqSZIkSZIkSbs64yfQ4tJkt5AkSZJUyn369SZ6PziVtTnRw6ut6ldh3OBO1KpULsZmkiRpn4UhvPYrmDni2+u5G2FsV1g2Iym1JEmSJKWO05rVZvTADlTMSo/MvPvFGgaOmsm2vIIYm0nSgXGAVZIkSZIkSZIkSZIk6SD6aNlG+o6YxoZt+ZGZtkdV47HrO1E9OyvGZpIkab988ChMvXf3+3ZshrFXwJL3Y60kSZIkKfV0alKTR67rQOVyGZGZqYvXce3DM9iSG/3ZoyQdThxglSRJkiRJkpTaduTAR+OT3UKSJElSGTFryXqufmg6m3Ojn4LQoXENHr2+I1UrZMbYTJIk7bfWV0HTc6L352+FR6+CRW/H10mSJElSSmrXqAaPDU782eHMJRvoN3IGmxLcQE+SDhcOsEqSJEmSJElKXbmb4NHu8MwQmHxPsttIkiRJSnFTF62j/8MzyNkRPbzapWlNRg9qT6UET1GQJEmHmcwK0PtxOPai6EzBdni8F3zxWny9JEmSJKWkExpU4/HBHamRnRWZ+WjZRvo+NI0NW/NibCZJ+84BVkmSJEmSJEmpafsGGHsFLJtevP367TB9eFIrSZIkSUpd7y1Yw8DRM9iWVxiZOePY2jw8oD0VsxxelSSp1MksDz3HQovLozOFO+CJvjD3hfh6SZIkSUpJx9eryhNDOlGrUrnIzGffbKbPiGms2bIjxmaStG8cYJUkSZIkSZKUeraugzGXwTdzvr3+8k9h1qjkdJIkSZKUst6at4rrxswiN78oMnNui7o82L8d5TPTY2wmSZIOqowsuGoUtO4RnSnKhwn94dOJ8fWSJEmSlJKOrVuZCUM7cUSV8pGZeSu30PvBqazanBtjM0nae97SU98SBMHRQFugHlAJWAF8BUwJwzA/CX0qAC2A5kDtnZ1ygPXAp8AnYRgWxN1LkiRJkiRJh7Gc1TDmclgzd/f7X/gBZFWCExJcZCZJkiRJe+mVT1dy67g55BeGkZlLWh/Jv3q3JTPd+4xLklTqpWdAt+GQngUfPrb7TFgIE6+Hwnxo0zvefpIkSZJSSpPalZgwtDN9Rkzj643bd5tZtGYrPYdP5fHBnahfrULMDSUpMQdYBUAQBFcBPwQ6R0TWB0EwHvh1GIZrD3GXk4ArgLOBDkBmgvjWnb3uDsPw4308z5nA2/vXEoCvwjBsfADHS5IkSZIk6WDb/E3x8Oq6BdGZKvWg/knxdZIkSZKUsp7/6Bv+b/yHFBZFD69e0bYed/ZoQ4bDq5IkpY60dLj83uIh1tmjdp8Ji+CZG6BgB7S7Nt5+kiRJklJKw5oVGT+0E1c/NJ2v1m3bbearddvoNXwq4wZ34qgaFWNuKEnR/HakjAuCoFIQBOOAJ4keXgWoAdwIfBoEwQWHqEv5IAgWAbOB24FTSDy8CpANDALmBEFwRxAEe8pLkiRJkiQpVW1cCqMuSjy8Wq0hDHwJajaNr5ckSZKklDRx9nK+/8QHCYdXe57cgH/0bOvwqiRJqSgtDS69CzremCAUwvPfgxkjYqslSZIkKTU1qF6R8UM606R2dmRm+Ybt9Bw+lcVrcmJsJkmJ+Q1JGRYEQTowHuhdYtca4DWKh1rnALt+21YXmBQEwamHoFIG0GQ36yEwb2enx4HngMUlMunAz4AngiDwycKSJEmSJEllzfrFMOpi2LAkOlOjCQx4Cao3jquVJEmSpBQ1bsZSfvzURySYXaVfp4bc0f0E0tOC+IpJkqR4BQFc+Bc45fuJcy/9GKbcG08nSZIkSSnriKrlGT+kM8fVrRyZWbEpl14PTmPBqi0xNpOkaA6wlm13ABfvsp0P3Ao0CMPwgjAMe4Zh2A5oBUzdJVcOeDYIgiMPYbdC4GWKh2vrhGHYYmenq8Mw7BqGYVPgZODdEsd1B367n+e8Gzh6H34OxRCvJEmSJEmS9tXaBTDqEti0LDpT69ji4dVqR8XXS5IkSVJKGjNlCbc9/QlhguHVQacczR+6tiLN4VVJklJfEMC5v4MzfpY499ov4d2/x9NJkiRJUsqqXbkc44Z0ouWRVSIza7bsoNeD0/j8m80xNpOk3XOAtYwKgqAJUPK2bz3CMLw3DMO8XRfDMPwcOIdvD7HWBH5zCKrtAO4DGodheHEYhuPDMFy7u2AYhrOBs4FxJXb9JAiCRvtx7o1hGC7Zh5/l+3EOSZIkSZIkHUyr5xY/eXXLN9GZOi1hwItQ5VDej02SJElSWTDi3cX85rnPEmZuPLMpt1/agiBweFWSpDIjCOCsX8DZtyfOvfXH4p9Ed8KQJEmSpD2okZ3FuMGdaNOgamRm/dY8+oyYxsfLN8ZXTJJ2wwHWsus3QOYu26PDMJwUFQ7DcDswANh1uPW6nYOwB0sucEwYhrfs7XBoGIaFwHXAro/XyAJ6HsRekiRJkiRJOhyt+BhGXwJbV0dnjjgBrn0BKtWJr5ckSZKklHTvWwv400tzE2b+79xm/PSC4xxelSSprDr9x3D+nxJn3v07vP5rh1glSZIkHZCqFTN59PqOnNyoemRm0/Z8rh4xndlfbYixmSR9mwOsZVAQBBWAq0os/3VPx4Vh+AXw7C5LGUDfg9UrDMOC/Xmq6c7h2lElls86OK0kSZIkSZJ0WPp6Noy5DLati87UbwfXPgfZNePrJUmSJCnlhGHIP16bz52vfZEw99MLj+P/zj3W4VVJksq6LrfAxXcmznw0DnIS3JhPkiRJkvZC5fKZjBnUgU5NakRmtuwooP/I6UxfnOD6Ckk6hBxgLZsuACrusj01DMN5e3lsyUHR7gen0gH7oMR2vaS0kCRJkiRJ0qG3dDqMvQJyN0ZnjuoE1zwLFaLvNCpJkiRJexKGIXe8PI9/v7UwYe72S1ty05nHxNRKkiQd9joMhsvuAXZzY4sKNaD/c1C5buy1JEmSJKWe7HIZjBrQgdOa1YrMbM0r5NpRM3h/wdoYm0lSMQdYy6YLS2y/sw/HvgcU7LJ9YhAEh8MnaQUltrOS0kKSJEmSJEmH1pL34ZFusGNzdKbxadBvIpSvEl8vSZIkSSknDEN+9/znDH93ccLcH65oxXWnHh1TK0mSVGq0uxa6PQDBLpdplq8K/Z+Fui2TVkuSJElS6qmQlc6I/idzTvM6kZnc/CIGjZnJ2/NWx9hMkhxgLataldieurcHhmG4FfikxPLxB9zowJW8le2KpLSQJEmSJEnSobPoLXj0KsjfGp1peg5c/SSUqxRfL0mSJEkpp6go5BfPfMroKUsiM0EAf7vyBK7p1Ci+YpIkqXRp0xuuHAlBOmRVhn7PwJFtkt1KkiRJUgoqn5nOsH7tuPD4IyIzeQVFDHlkFq99tjLGZpLKOgdYy6YWJbYX7uPxi0psHw63g7uqxPaM/XiNs4IgeDoIgsVBEOQEQbA9CIKvgyCYHQTBvUEQXBkEQebBKCtJkiRJkqR99MWr8HhvKNgenTn2Iuj9OGRWiK+XJEmSpJRTWBTyk6c+ZtyMpZGZtAD+2bMNPdsfFWMzSZJUKrXqDj3HQr+noEG7ZLeRJEmSlMKyMtK4t++JXNamXmQmvzDkpsfm8MLH38TYTFJZlpHsAopXEAQ1gBollqO/ddu9kvlm+9/owAVB0B44pcTyM/vxUqfvZq3ezp+TgJuB5UEQ3AHcH4ZhuB/nkCRJkiRJ0r7avgEmXg+FO6IzLS4vfpJBRlZ8vSRJkiSlnPzCIn444SOe/yj64q2MtIC7e5/IJSccGWMzSZJUqrW4NNkNJEmSJJURGelp/KtXW7LS05g4Z/luMwVFId8b9wH5hUV0O7FBzA0llTUOsJY91UpsbwvDcOs+vsbqEttV97/Ogdn5RNThJZbfC8Nwf57AujcaAPcCFwVB0C8Mw40H88WDIKgD1N7Hw5ruupGTk8PmzZsPXilJ+2Xr1q0JtyVJUurwfV+S4pBO+iX3UXHSdQSFed/Zm9/8CrZfcBdsywVy46+nMsP3fUmSygbf88uu/MIifvrsPN6cvy4yk5EW8I/uLTitcbbfy0pSCvB9X5KkssP3fUlSWXP7BY2hqICJH67c7f6iEH44/iM2bdlG97ZHxFvuEPI9X9q9nJycpJ078CGSZUsQBCcAH+2ytC4Mw1r7+BrfA+7eZenpMAyvPBj99lUQBP8Cvr/LUj7QIQzDD/fi2DOBt4HNwBvAf4DPKB7Q3Q5UB44FzgN6AeVLvMR/gPPDMPzuVZP7KQiC3wK/OZDXuOeee2jYsOHBKSRJkiRJknQYqbvpAzosvoc0Cv//2tIap/FBw+sgSEtiM0mSJEmlXUERjPoijU83RP/dIiMIue64IlpW9zoLSZJ06KQV5XHcykl8ccTlFKaVS3YdSZIkSaVYGMLTS9J4d2Xiayp6NinklLp+7imlsqVLl/K9731v16VWYRh+Fse5vaqr7KlUYnt/HkmxfQ+vGYsgCAbx7eFVgN/uzfDqTiuBgUDdMAyvDMPwnjAM3wzD8JMwDBeGYTgzDMPHwjAcABwNvFzi+DOAOw7glyBJkiRJkqR9sKrqicw6+iaKdn6s+WXNsxxelSRJknTA8otg5PzEw6uZaSFDWji8KkmSDq20ojw6Lv4Xx656no6L/kl64Y5kV5IkSZJUigUBdG9cxNlHFiXMTVicznsrg5haSSprvLJL+/PtWtK/kQuC4ELggRLLLwB/2dvXCMNwXhiGo8Mw3OMQbxiGK4FLgCdL7Lo5CIKj9/ackiRJkiRJOjArqrVnTqMhLKp9AR8fNcDhVUmSJEkH5L/Dq59vjP67Rbm0kBtaFHJc1aR/VS5JklJYWlEeHRbfQ50tnwJQO2cunRbdSUZhyedNSJIkSdLeCwK4vFER59dPPMT61Jfp/GeFQ6ySDr6MZBdQ7HJKbFfYj9coeUzJ1zykgiA4BZgIZO6y/D7QKwzDQ/aNYRiGYRAEA4BTgSN3LmcB1wG/OkinuZ/vDsnuSVNg0n83OnToQIsWLQ5SHUn7a+vWrcyYMeP/b3fo0IHs7OwkNpIkSYeK7/uSlAxn7fK/Unx835ckqWzwPb/syM0v5PtPfc7cjRsjM5XLpXN/71a0qV8lvmKSpNj4vq/DRsEOKjw/lMwtH39rudbW+Vyw9iG2dRsD5SonqZwkpQbf9yVJZd3ZwIPvL+Xed7+KzDy9JJ2mxzThmg714yt2kPmeL+3e3Llzk3ZuB1jLnlI9wBoEQTvgRaDiLsszgEvCMNx2qM8fhuG2IAju4dtPer2QgzTAGobhamD1vhwTBN++w0WlSpWoUsUvT6XDTXZ2tv9uSpJURvi+L0lS2eH7viRJZYPv+alpe14hN4yfydQvN0ZmqlbI5JHrOnBCg2qx9ZIkJZfv+0qaSbfAl2/udlfGNzOpMula6DcRyleNuZgkpS7f9yVJZdGPL25F5ewK/OXleZGZv7+xmIzMLIae0TTGZoeO7/lSsUqVKiXt3GlJO7OSZVOJ7YpBEOzrrQTqlNjeuP919l4QBCcArwG7fgr3AXBBGIab4+iw0ysltlvHeG5JkiRJkqTU9OW7UFSU7BaSJEmSyoCtOwoYOHoGUxati8xUq5jJY9d3dHhVkiTFo8v3oFLd6P3LZ8LYK2D7xrgaSZIkSUpRQ89oyq8uaZEw85eX53Hf2wtjaiQp1TnAWsaEYbgO2FBiueE+vkyjEtsL9r/R3gmCoCXwBlBjl+VPgfPDMNx4qM9fwpIS21lBEHhrO0mSJEmSpP017QEYcxm8+EMIw2S3kSRJkpTCcnYUMHDUTKYtXh+ZqV4xk8ev70Sr+n4NLEmSYlL7WBjwIlQ+MjrzzRwY2xW2Rf93jCRJkiTtjetPa8JvLmuZMPP3V+fz7zcP+biQpDLAAdayaW6J7WP28fgme3i9gyoIguOAN4HauyzPA84Nw3DtoTx3hO27WasQewtJkiRJkqRUMPU+eOVnxf88exS89BOHWCVJkiQdElty8xnw8AxmLIke+qiZncW4IZ1oWa9KjM0kSZKAWs2Kh1ir1I/OrPjQIVZJkiRJB8XAU47m912PT5j5x+tfcNfrXxB6HYekA+AAa9n0aYntznt7YBAE2cAJe3i9gyYIgmOAt4AjdlleAJwdhuGqQ3XePai1m7V1sbeQJEmSJEkq7SbfDa/+4ttrM0fAK7c5xCpJkiTpoNqcm0//h2cw66sNkZlalcrxxJBOND/C4VVJkpQkNZsWD7FWPSo6s/JjGHMZbE3Gsx8kSZIkpZL+nRvzp26tEmbufnMB/3SIVdIBcIC1bHqlxPaZ+3DsaUDGLtsfHKpB0iAIjqZ4eLXeLsuLKR5eXXEozrmXOpbYXhOGYX5SmkiSJEmSJJVW7/0DXv/17vdNHwav/SrePpIkSZJS1qbt+Vzz0HQ+WLoxMlOncvHwarO6leMrJkmStDs1jt45xNowOrPq0+Ih1pw18fWSJEmSlJKu7tiIv17ZmiCIzvz7rYX87dX5DrFK2i8OsJZNrwLbd9nuHARB8708dkCJ7WcOSqMSgiBoSPHw6q63kvuK4uHV5YfinPugb4ntd5JRQpIkSZIkqdT6z9/gzd8nzlRLcHGWJEmSJO2ljdvy6PfQdD5avikyU7dK8fDqMXUqxdhMkiQpgeqNYOCLUK1RdGb15zDmUthySJ4/IUmSJKkM6dW+IX+78oSEQ6zD3lnEHS/Pc4hV0j5zgLUMCsNwG/BUieWf7em4IAiOBbrtslQAPH4Qq/33PPWAN4HGuyx/TfHw6lcH+3z7IgiCM4HuJZYnxd9EkiRJkiSpFApDePsv8PafEucuvhM6Do2nkyRJkqSUtWFrHn1HTOeTr6OHV4+sWp7xQzrTpLbDq5Ik6TBTrSEMfAmqHx2dWTNv5xDryvh6SZIkSUpJPU4+in/0aENagiHW4e8u5o8vznWIVdI+cYC17PotkL/L9oAgCC6PCgdBUB4YBWTtsjwyDMNFiU4SBEFY4ufMPeTrUDy8eswuyyuAs8IwXJzo2H0RBMH5QRC02cdjOgITgV3fjucD4w9WL0mSJEmSpJQVhsWDq/+5I3Hu0rugw+B4OkmSJElKWetydtBnxDQ+X7E5MlO/WgXGD+lM41rZMTaTJEnaB1UbFA+x1mganVn7BYy+BDZ/E18vSZIkSSmp+0kNuKtX24RDrCPf/5LfPf+5Q6yS9poDrGXUzmHQu0ssPxUEwS1BEOw6pEoQBC0oHirtssvyOuB3B7NTEATVgNeB5rssbwWuA/KDIGi8Lz97OF0X4IMgCF4JgmDAzsHZqF5HBUHwd+A9oMYuu/KBm8IwLNiPX64kSZIkSVLZEYbw5u/g3b8nCAVw+b/h5EGx1ZIkSZKUmtbm7KDviOnMW7klMtOgegWeGNKJhjUrxthMkiRpP1SpVzzEWuvY6My6hTDqYti0PL5ekiRJklJS17b1ubv3iaQnmGIdPWUJt0/6lKIih1gl7VlGsgsoqX4OHA9ctHM7E/g3cHsQBHOALUAT4CS+/dTRPKBbGIYrDnKftsAJJdaygZf28/US3PPh/++/YOcPQRB8TfETVTcC24GqwLE7f0oqBAaFYfjWfnaTJEmSJEkqG8IQXr8dpvw7QSiArvfBiVfHVkuSJElSalq9JZerR0xnweqcyMxRNSowbnAnGlR3eFWSJJUSlY+Aa1+AsZfDmnm7z2z4sniIdcALUK1hvP0kSZIkpZTL2tQjIy3g1nEfUBAxpProtKUUFsGfrmhFWqJHtkoq83wCaxkWhmEh0BMYX2JXHeBCoAfQjm8Pgq4GuoZh+F4sJeNVHzgb6A5cDVzK7odXFwNnhGH4aIzdJEmSJEmSSp8whFd/kXh4NUiDbsMdXpUkSZJ0wFZtzqX3g9MSDq82qlmR8UM6O7wqSZJKn8p1i4dY67SMzmz8CkZdAhuWxFZLkiRJUmq6qPWR3Hf1SWSmRw+njpuxlNue/sQnsUpKyAHWMi4Mw5wwDHtTPKw6LUF0PTAMaBWG4SuxlDu0ngPuBz6h+Gmqe1IATAGuBVqGYTj5EHaTJEmSJEkq/cIQXv4ZTLs/OhOkQbcHoU2v+HpJkiRJSkkrNxUPry5eszUyc3StbMYP6Uy9ahVibCZJknQQVaoN1z4PdVtFZzYthRd+EF8nSZIkSSnrguOPYNjV7RIOsY6ftYyfTvyYQodYJUXISHYBHR7CMHwKeCoIgqOBk4B6QDawEvgKmByGYd5+vO5ePwc8DMN3+PbTXg+ZMAznAHMAgiAoD7QEGgFHApWBTCAH2AB8CcwKw3BbHN0kSZIkSZJKvaIieOnHMGtkdCZIhytHQKsr4+slSZIkKSV9s3E7fUZM46t10V/pNq2dzbjBnahTpXyMzSRJkg6B7FrFQ6xjL4eVn3x3f42m0DXBjQUlSZIkaR+c27Iuw69pxw2PzCGvsGi3madmL6ewKOTOHm1IT4tlLEhSKeIAq74lDMMvKR7YLDPCMMyleJh1TrK7SJIkSZIklXpFRfDiD2D26OhMWgZc9TC07BpbLUmSJEmpafmGbfQZMY1l67dHZprVqcRjgztSp7LDq5IkKUVUrAH9n4NHusGKD/+3Xv1oGPACVDkyadUkSZIkpZ6zm9flwf7tGPLIbPIKdj/E+swHX1NYFPLPnm3ISE+LuaGkw5l/IkiSJEmSJEk6OIqK4Plb9zC8mgk9xji8KkmSJOmALVu/jV7DEw+vHle3MuOGdHJ4VZIkpZ6KNaD/s1DvpOLtao12Dq/WS2otSZIkSanpzOPqMPLakymXET2K9txH3/D98R+SH/GkVkllkwOs/4+9+w6TqrD3P/459K4CYu9i7wXQNBNLihp7xa6Q3BTT702/SX6pNze56YkdC2CNPb2YGBWw94oVOyoovZ3fHwsRV2YW2GVmd/b1eh4e7znnOzPf7GPuhN157wEAAAAAWm/RwuTqjyd3XlR5pmuP5KgLk60PqN1eAABAQ3rqlZk5+swJeXZa5Xh1q7X7Z9yo4Rncr2cNNwMAqKHeazRFrNse0hSvrrZ+vTcCAAAa2LuGrpnzTto9vbpXztGuv+f5nD7+ThEr8G8CVgAAAACg9f7wpeTucZWvd+2ZHDU22fKDtdsJAABoSE9ObTle3WadARk/akQGiVcBgEbXa7XkiDHJ6hvWexMAAKAT2HPzwRlz8rD07t614szv73shHx97R+YtELECAlYAAAAAoC3scnzTb/tflq49k2PGJVvsV9udAACAhvP4yzNy1Jm35PnpcyrObL/eahk3anjW6NujhpsBAAAAAHQOIzYdlPNPGZY+PSpHrH964MV8bOztmbtgYQ03A9ojASsAAAAA0Hprb5+ccHXTb/tfWrdeybEXJ5vvU5+9AACAhvHYSzNy1JkT8uLrcyvO7Lj+arnotOFZvY94FQBgmWa8lLxwb723AAAAOrhhmwzMBacMS7+e3SrO/OXBl/LRC2/PnPkiVujMBKwAAAAAQNtYZ8fk+KuSnosj1m69k2MvTTZ7X13XAgAAOr5HXnwjR585IS+/UTle3XnD1XPhacOzWu/uNdwMAKADmfFycv6ByZgDkufurPc2AABAB7fbxgNzwanD0r9KxPr3h1/OR0Ss0KkJWAEAAACAtrPeLsnxVyb910mOuzzZ9D313ggAAOjgHnrh9Rxz5oRMnVE5Xt11ozVywSnDMqCXeBUAYJlmvpJc8OHk5YeSOdOS8w9Kptxe760AAIAObpcN18hFpw3PgF6VI9Z/PPJyRl1wW2bPE7FCZyRgBQAAAADa1vq7JqfflWz8znpvAgAAdHAPPNcUr74yc17FmWEbD8z5pwxLf/EqAMCyzXo1ueCg5KUH3jw3d3py4cHJM7fWbS0AAKAx7LjB6hl72ois1rvy92hvfHRqTj3/1syat6CGmwHtgYAVAAAAAGh73XvVewMAAKCDu+/Z6Tn27Al5bdb8ijMjNh2YMafsnn49K/92fwCATm32tKZ49cV7335t7uvJhYckT0+s+VoAAEBj2X791TL2tOFZvU/liPXmya/k5PNuzcy5IlboTASsAAAAAEDL5s9u+gMAAFAD90yZlmPPmpBpVeLVPTcblPNOGpY+PcSrAAAVde+dDFiv8vV5byQXHZo8dXPtdgIAABrSduutlnGnjcjAvj0qzkx84tWcfN6tmSFihU5DwAoAAAAAVDdvVjL+mKY/8+fUexsAAKDB3fXMtIw8e2Jen1P5A0zvGjo455y4e3r36FrDzQAAOqBuPZMjL0i2OqDyzLwZyUWHJU/cWLu9AACAhrTNugMyftSIDKoSsU568tWceO6kvDGn8i8wBBqHgBUAAAAAqGzezGT8Ucnjf2/6c8nIZMHcem8FAAA0qNufei3Hnz0xb1SJV9+zxZo564TdxKsAAMurW4/kiDHJ1h+uPDN/VjL2iOTxG2q1FQAA0KC2XLt/Lh49IoP79aw4c/tTr+X4cybldRErNDwBKwAAAACwbPNmJuOOSp7455vnHvtLcsnxIlYAAKDN3f7U4t+6P7dyvPq+rYbkjON3Ta/u4lUAgBXStXty+LnJtodUnlkwu+l7wpP/Xru9AACAhjR0raaIdUj/yhHrXc9My/FnT8z02SJWaGQCVgAAAADg7ebNTMYemTx549uvPfrH5LKTkwXzar8XAADQkG578tWccM6kzKgSr+6z9ZD8+rhdxKsAACura/fk0LOT7Q6vPLNgTjL+6GTy32q3FwAA0JA2H9IvF48ekbUGVI5Y754yPSecI2KFRiZgBQAAAADeat7MZOwRyVP/qjzzzMTk9Sm12wkAAGhYtz3ZdOfVmfMWVpzZb5u18quRu6ZnN/EqAECrdO2WHHpmssPRlWcWzEnGHyNiBQAAWm3TNfvlktF7ZJ3VelWcuXvK9BwvYoWGJWAFAAAAAN40d8biePWmyjN9hyQnXZ8M3LR2ewEAAA3p1uWIVz+43dr55chd0qObjzgAALSJLl2Tg3+V7DSy8sySiPWxv9ZuLwAAoCFtPLhvLhm9R9ZbvXfFmXuWRKyzRKzQaPx0BwAAAABosjzxar+1muLVIVvVbi8AAKAhLU+8uv8O6+Rnx+yc7l19vAEAoE116Zp8+BfJzsdXnhGxAgAAbWTDQX1y8egRWX+N6hHrcSJWaDh+wgMAAAAAvBmvPn1z5Zl+azfFq2tuUbu9AACAhrQkXp1VJV49YId18tOjdhKvAgCsKl26JAf+LNnlhMozC+cujlj/Uru9AACAhrTBwJYj1nufFbFCo/FTHgAAAADo7ObOSMYevhzx6nXJ4KG12wsAAGhIk55oOV49cMd185Ojdko38SoAwKrVpUtywE+TXU6sPLNwbjL+WBErAADQauuv0RSxbjBQxAqdhZ/0AAAAAEBnNveNxfHqLZVn+q/TdOdV8SoAANBKEx9/JSedVz1e/fCO6+b/jtxRvAoAUCtduiQH/GT5ItZHRawAAEDrNEWse7QYsY48Z0KmzZpXw82AVcFPewAAAACgs5r7RnLRcsSrJ16XDN68dnsBAAANaeLjr+TkMbe2GK/+WLwKAFB7SyLWXU+qPLNwbnLxsclTVb6nDAAAsBzWW713ixHrfc++nuPOmShihQ7OT3wAAAAAoDNaEq8+M6HyzL/vvCpeBQAAWmd54tWDdhKvAgDUVZcuyf7/l+x6cuWZ9XZJ1t6+djsBAAANa0nEuuHAPhVn7nv29Yw8W8QKHZmf+gAAAABAZzP3jeSiw1qIV9dtilcHbVa7vQAAgIY04fFXctJ5LcerPzpCvAoAUHdduiT7/3jZEeuGeyQjL0969qv9XgAAQENqilhHVI1Y739OxAodmZ/8AAAAAEBnMuf1xfHqxMoz/ddNTrpOvAoAALTahMdfycnn3ZrZ8yvHqwfvtG5+fORO4lUAgPZiScS62ylvnttgRDLyMvEqAADQ5tYVsUJD89MfAAAAAOgsxKsAAEAN3TJ5+eLVHx25U7p2KWq4GQAALerSJfnQj5oi1g1GJMddnvTsX++tAACABrUkYt1oUPWI9dizJua1mSJW6EgErAAAAADQGSyJV6dMqjwzYD3xKgAA0CZumfxKThlTPV49ZOf1xKsAAO3Zkoj1+CvFqwAAwCq3PBHrA8833YlVxAodh4AVAAAAADqDeTOSmS9Xvj5gveTEa8WrAABAq90y+ZWcPGZS1Xj10J3Xy/8esaN4FQCgvevSJelR+cPjAAAAbWmd1ZYvYj1WxAodhoAVAAAAADqDAes23V11jY2Xcc2dVwEAgLZx8+SpOXnMpMyZv6jizKE7r5cfilcBABrTgrn13gAAAOjglkSsG1eJWB9cHLG+KmKFdk/ACgAAAACdxWrrJydd/9aIdcD6TfHqwE3rthYAANAYbn5sak4Zc2v1eHUX8SoAQMOa+mjy892Sh/9Q700AAIAOrili3aPliPWsCSJWaOcErAAAAADQmSwdsQ5YPznpWvEqAADQajc/NjWnnF89Xj1sl/Xzw8PFqwAADWnqo8mY/ZPpTyeXHJc8/Pt6bwQAAHRwa6/Wq8WI9aEX3hCxQjsnYAUAAACAzma19ZMTr3PnVQAAoE3ctJzx6v8cvoN4FQCgEU19NBlzQDLjxabjRfOTS45PHvpdffcCAAA6vCUR6yaD+1acEbFC+yZgBQAAAIDOaPUNkoGb1HsLAACgg7vpsak5tYV49fBdxasAAA1r6mOL49UX3np+0fzk0hNErAAAQKutvVqvjB81Yrki1tdmza/hZsDyELACAAAAAAAAACvspsem5pQx1ePVI3ZdPz84TLwKANCw7r307fHqEv+OWK+v7U4AAEDDaboTa8sR62lj78kMDSu0KwJWAAAAAGgEs6clV30smflKvTcBAAA6gX892hSvzl0gXgUA6NT2+lIy/KOVry+an1x6oogVAABotbUGNEWsm1aJWB99eVZ+8UBXESu0IwJWAAAAAOjoZk9LLjwkuWtscsGHRawAAMAq9a9Hp+bU85cvXu0iXgUAaGxFkXzg+8sRsboTKwAA0HprDeiV8S1ErM/PKvKL+0Ws0F4IWAEAAACgI1sSrz53R9Pxi/clFxyUzHq1rmsBAACN6cZHX24xXj1yN/EqAECn8u+I9T8qzyxa0BSxPnhd7fYCAAAa0vLcifX52U0R6ysz59VwM2BZBKwAAAAA0FHNnpZcePCb8eoSL96bnP9hESsAANCm/vnIyznt/NuqxqtH7bZBvn+oeBUAoNMpiuQD30tGfKzyzKIFyWUnJg9eW7u9AACAhjRkScS6ZvWI9bSx92bqjLk13AxoTsAKAAAAAB3R7NcWx6t3Lvv6i/cm13yypisBAACN65+PvJxRF7Qcr37v0O3FqwAAnVVRJO//7nJErCeJWAEAgFYbMqBXLh41IptViVgnT52VY8+aIGKFOhKwAgAAAEBHM/u15IKDK8erSbL6hk0fFAIAAGilfz7yck5rIV49enfxKgAAWSpi/XjlmSUR6wPX1GwtAACgMQ0Z0CvjW4hYH3lxhogV6kjACgAAAAAdyZJ49fm7Ks+svmFy0vXJGhvVaisAAKBB/WNxvDqvSrx6zLAN8t1DxKsAACxWFMn7v5Ps8YnKM4sWJJefnDxwde32AgAAGtKQAb0yfnTLEesxZ07Iy2+IWKHWBKwAAAAA0FEsV7y6UVO8uvqGtdoKAABoUP945OWMWo549TsHi1cBAGimKJL9vr0cEespIlYAAKDVhvRvilg3GdS74syjLzXdiVXECrUlYAUAAACAjmDWq8kFBy1HvHqdeBUAAGi1Gx5+aTni1Q3FqwAAVLa8Eetl7sQKAAC03pD+vXLOyB2yVu+y4oyIFWpPwAoAAAAA7d2/49W7K8+48yoAANBGbnj4pYy+8Paq8eqxwzfMdw7eTrwKAEB1SyLWPT9ZeaZc2BSx3n9VzdYCAAAa0+B+PfKJbRa2GLEec9aEvPTGnBpuBp2XgBUAAAAA2rMl8eoL91SeWWPjxfHqBjVbCwAAaEzLG69++yDxKgAAy6kokn3/X8sR6+WniFgBAIBWG9AjLUasj700I8eeNVHECjUgYAUAAACA9mp549UTrxOvAgAArbY88epI8SoAACvj3xHr6ZVnyoXJo3+q3U4AAEDDWhKxbja4T8WZx16akWPOdCdWWNUErAAAAADQHs16NbnwYHdeBQAAauIfj7zcYrx63IgN8//EqwAArKyiSPb9VvKOTy37+vZHJh/+eW13AgAAGtaAHsnZx26foUP6VZyZ/PLMHHvWxLz8xtwabgadi4AVAAAAANqb2a81xavP3115Zkm8utr6tdoKAABoUP945OWMuuC2FuPVb31YvAoAQCsVRbLPN98esW5/RHLIb5IuXeuzFwAA0JAG9euR8aNHVI1YH3tpRo49a4KIFVYRASsAAAAAtCezpyUXHNxCvLqJeBUAAGgT/1zOeNWdVwEAaDP/jlg/3XS8/RHJIWeIVwEAgFVicL+eGT96RLZYq3LE+uhLMzLy7AmZOkPECm1NwAoAAAAA7cXsaYvvvHpX5Zk1NklOuk68CgAAtNq/Hp263PFqUYhXAQBoQ0WR7PON5PBzk4PdeRUAAFi1BvfrmXGjqkesj7w4IyPPmphXRKzQpgSsAAAAANBe/PWbyXN3Vr6+xsbiVQAAoE3869GpOfX8WzNXvAoAQL0URbLdYUnXbvXeBAAA6ASWJ2J9+MU3cqyIFdqUgBUAAAAA2ot9vpmsP2zZ19bYODnpevEqAADQajc91nK8OnL4hvnWh8WrAAAAAAA0jiUR69Ah1SPWkWdPzKsz59VwM2hcAlYAAAAAaC96DUiOuyLZYPhbz6++UXKiO68CAACtd/NyxKvHDGu682qXLuJVAADakSdvSh7+Q723AAAAOrglEevmVSLWh154I8eeNUHECm1AwAoAAAAA7UnziHX1DZOTrktW36C+ewEAAB3ezZOn5pTzb82c+dXi1Q3ynYPFqwAAtDNP/isZe3hyyXEiVgAAoNXW7N8z40YNz2Zr9q0489ALTXdifU3ECq0iYAUAAACA9qZn/6aIdfsjkpOub4pYAQAAWuGWya/klDHV49Wjd98g3zl4e/EqAADtyxM3JmOPSObPShbNTy49PnnkT/XeCgAA6OCG9O+V8aNHVI1YH3z+dRErtJKAFQAAAADao579k8POFq8CAACtNuHxluPVo3bbIN89RLwKAEA788Q/34xXl1g4L7lkZPLon+u3FwAA0BCG9O+V8aNGZNMqEesDz7+e486ZmGmzRKywMgSsAAAAAAAAANCgJj7+Sk4+79bMnr+w4swRu66f7x0qXgUAoJ2Z+mgy9shkwey3X1s4L7l4ZPLoX2q/FwAA0FCGDOiVi0eNyKaDK0es9z/XdCdWESusOAErAAAAANTK3BnJa0/WewsAAKCTmPTEqzl5TPV49fBd188PDttBvAoAQPszaPNklxMqX184N7n42OQxESsAANA6Qwb0yvjRI7JJCxHrcedMzPRZ82u4GXR8AlYAAAAAqIW5M5KxhyfnfiB5ZXK9twEAABrcrU++mpPOm5RZ8yrHq4ftIl4FAKAdK4rkgz9Idh9VeWbh3GT8scljf63dXgAAQENaa0CvjB9VPWK971kRK6woASsAAAAArGpzZyRjj0ieviV54/lkzP7J1MfqvRUAANCgbnvy1Zx0bvV49dCd18v/HL5DuopXAQBoz4oi+dAPk91Pqzyz5E6sk/9Wu70AAICGtPZqTRHrxoP6VJy599npOf7ciZk+W8QKy0PACgAAAACr0ryZybgjk6dvfvOciBUAAFhFbn/q1Zx47qTMbCFe/eERO4pXAQDoGIoi+dD/JrudWnlmwZxk/DHJ5L/Xbi8AAKAhrb1ar4wfPSIbVYlY75kyPSecI2KF5SFgBQAAAIBVZd7MZOyRyVM3vf3ajBcWR6yP1n4vAACgId3+1Gs58dxbq8arB++0rngVAICO598R6ymVZxbMScYfnTx+Q83WAgAAGtM6q/XO+FEjsuHAyhHr3VOm54RzJ+X1OSJWqEbACgAAAACrwrxZybijkqf+VXmmKJLCt+gAAIDWa4pXJ2XG3AUVZw7aad386MidxKsAAHRMXbokH/pRsutJlWcWzEnGHZ08/o+arQUAADSmdVfvnYtHtxCxPjMtx58jYoVqfDoOAAAAANravFnJuCOTJ2+sPNNv7eTE65JBm9VuLwAAoCHd8XTL8eqHd1w3P3LnVQAAOrouXZL9/y/Z5cTKMwtmN/2CSRErAADQSuuu3jvjR4/IBgN7V5y5+5lpOeGcSXlDxArLJGAFAAAAgLY0b1Yy/qiW49WTrksGb167vQAAgIZ059Ov5cRzqserB+64bn585I7p1tVHBAAAaABduiQH/CTZ5YTKM0si1ieqfK8eAABgOay3eu+MHzUi669ROWK965lpOeFcESssi59OAQAAAEBbmT87GX908sQ/K8/0W2txvDq0dnsBAAAN6a4lv9W9Srx6wA7r5P/EqwAANJouXZIDfprsfHzlmQWzk3FHJk/+q3Z7AQAADWn9Nfrk4tHVI9Y7n56WE0Ws8DZ+QgUAAAAAbeHf8eo/Ks/0Wys5UbwKAAC03t3PTMvx50ysGq/uv/06+clRO4lXAQBoTF26JAf+LNn5uMoz82clY48QsQIAAK22/hp9Mn7UiKy3euWI9Y6np+Wk827NjCrfu4fOxk+pAAAAAKC15s9Oxh+TPH5D5Zm+Q5ITr03W3KJmawEAAI3pninTctw5E/PGnMofgPnQ9mvnJ0eLVwEAaHBduiQH/jzZaWTlmX9HrDfVbi8AAKAhbTCw6U6s1SLW2596LSedO0nECov5SRUAAAAAtMb8OcnFxyaP/73yTN81F8erW9ZuLwAAoCHdO2V6jju7erz6we3Wzk+P3jndxasAAHQGXbokH/55suOxlWeWRKyvPVW7vQAAgIa0PBHrbU+9lpPPE7FCImAFAAAAgJW3JF6d/LfKM33XTE68LhmyVe32AgAAGtJ9z07PyLMn5PUq8eoHtl07PztGvAoAQCfTpWty0C+SHY+pPLPHx5PVN6zdTgAAQMPaYGCfjB81Iuuu1qvizK1PvpZTzrs1M0WsdHJ+YgUAAAAAK2P+nOSSkcnkv1ae6TO46c6r4lUAAKCVmuLViVXj1fdvu1Z+fqx4FQCATqpL1+SgXyY7HP32a+/5YvK+ryRFUfu9AACAhrThoD4ZP3pE1qkSsU568tWcPEbESufmp1YAAAAAsKIWzE0uPT557C+VZ/4dr25du70AAICGtCRenT57fsWZ/bZZKz8/ZhfxKgAAnVuXrsnBv0p2OOrNc3t9KXnvl+q3EwAA0LA2GtQ3F7cUsT7RFLHOmidipXPykysAAAAAWBEL5iaXHJc8+qfKM30GNcWra21Tu70AAICGdP9z03PcOdXj1X23WSu/OHaX9OjmIwAAANAUsf462f7IZK8vJ3t9sd4bAQAADWyjQX0zftSIrD2gesR6ioiVTspPrwAAAABgeS2Ym1xyfPV4tfdA8SoAANAmHnju9Yw8e2Kmzaocr+6z9ZD8UrwKAABv1aVrcsgZyV7/Ve9NAACATmDjwX0zfvSIrDWgZ8WZCY+/mlPH3JbZ8xbWcDOoPz/BAgAAAIDlVXRNevStfP3f8eq2tdsJAABoSE3x6oSq8ereWw3JL0eKVwEAYJm6+N/JAABA7WwyuG8uHr1H1Yj1lsdfySljbhWx0qn42zkAAAAALK+u3ZJDz0q2O+zt13oPTE68Jll7u9rvBQAANJQHn2+KV1+rEq++b6sh+dVxu6Rnt6413AwAABrY7Gn13gAAAOjgNhncN+NHjciQ/tUj1lPPF7HSeQhYAQAAAGBFdO2WHHJmst3hb57rvUZywtXJ2tvXby8AAKAhPPTC6xl59sSq8ep7t1wzvxavAgBA27n74uRnOyVTbq/3JgAAQAe36Zr9Mn509Yj15smvZNQFt2XOfBErjU/ACgAAAAArqmu35JAzku2PSHqt3hSvrrNDvbcCAAA6uIdfeCMjz5qYV2fOqziz15Zr5tfH7SpeBQCAtnLXuOTKjyazX0suPCR5VsQKAAC0zmaLI9Y1q0Ss/3psak47X8RK4xOwAgAAAMDK6NotOfg3yai/JevsWO9tAACADu6RF9/IsWdNyCtV4tX3bLFmfnPcrunVXbwKAABt4s6xyVUfS1I2Hc+dnlxwSPLsHXVdCwAA6Pg2W7Nfxo8akcH9qkes7sRKoxOwAgAAAMDK6totGbRZvbcAAAA6uMdeajleffcWa+aM48WrAADQZu68KLn64/l3vLrE3OnJhQcnz91Vh6UAAIBGsvmQfrl49PCqEeuNj07Nt657oIZbQW0JWAEAAAAAAACgTh57aUaOPnNips6oHK++a+jgnCleBQCAtlOWyaN/ytvi1SXmTE8uOCh5/u6argUAADSezYf0z/hRwzO4X49lXt9kcN+c/r6hNd4KakfACgAAAABLLFyQXP2J5Klb6r0JAADQCUx+eUaOOWtCps6YW3HmXUMH56wTdhOvAgBAWyqK5LBzkq0OqDwzZ1pTxPrCvTVbCwAAaExD1+qf8aNGZFDft0asmw7um/GjRmTt1XrVaTNY9QSsAAAAAJA0xatXfiS588LkosOSp26u90YAAEADe2LqzBxz5oS8/EblePWdm4tXAQBglenaPTn8vGTL/SvPzH4tOf/DyQv31W4vAACgIQ1dq3/Gj34zYt10cN+MHy1epfEJWAEAAABg0cLkqv9I7ru86Xj+zOSiw5Mn/1XfvQAAgIb05OJ49aUq8eqemw0SrwIAwKrWrUdyxJhkiw9Wnpn9anLBh5MXH6jZWgAAQGPaYq3+GTdqRIZtPDAXjx6RtQaIV2l8AlYAAAAAOrdFC5OrPpbce+lbz8+fmYw9InnixvrsBQAANKSnXpmZY86akBden1NxZsSmA3P2ibuldw/xKgAArHLdeiRHnp8MfX/lmVmvJOcfmLz0YO32AgAAGtKWa/fPJR8ZkSHiVToJASsAAAAAndeihcnVn0juuXjZ1+fPSi4/OZk3q7Z7AQAADenpV2blmDMn5PnplePVYZsMzLkn7Z4+PbrVcDMAAOjkuvVMjrowGbpf5ZlZUxdHrA/Vbi8AAKAhFUVR7xWgZgSsAAAAAHROixYl15ye3D2u8kz3vsmRFyY9+tRuLwAAoCE98+qsHHPWhDxXLV7deGDOE68CAEB9dOvZ9DOBzfepPDPz5aaI9eVHarcXAAAAdGACVgAAAAA6n0WLkus+ldx1UeWZ7n2T4y5PNtqjdnsBAAANacprs3L0mRPy7LTZFWd222iNnHvy7unbU7wKAAB1071XctTYZLP3VZ6Z+VJy/gHJ1EdrtxcAAAB0UAJWAAAAADqXRYuS6z6d3HFB5ZnufZKRlyYb7VmztQAAgMb07LTZOeas6vHqrhutkTGnDEs/8SoAANRf917J0eOSTfeqPDPjxWTMAcnUx2q2FgAAAHREAlYAAAAAOo+yTH73ueSO8yvPdOudHHtJsvE7a7cXAADQkJ6bNjvHnDkhz7xaOV7decPVM+bk3cWrAADQnnTvnRw9Ptnk3ZVnZrzQdCfWVybXbi8AAADoYASsAAAAAHQOZZn87vPJbedWnunWqylerfaBFAAAgOXwwvQ5OeasCXn61VkVZ3bcYPWcf8qw9O/VvYabAQAAy6VHn+SYS5KN31V55o3nm+7E+urjtdsLAAAAOhABKwAAAACNryyT3/9ncuvZlWe69UqOuTjZ9D212wsAAGhIS+LVp16pEq+uv1ouOGVYBohXAQCg/erRp+kXX270zsozbzyXjDkwefWJ2u0FAAAAHYSAFQAAAIDGVpbJH76YTDqz8kzXnsnR45LN3lu7vQAAgIb00utzcuxZE/LE1JkVZ7Zfb7VccOrwrNZbvAoAAO1ej75NEeuGe1aeef3Z5Nnba7cTAAAAdBACVgAAAAAaV1kmf/xyMvE3lWe69kyOGZdsvnft9gIAABrSS2/MydFnTcjjVeLV7dYbkIvEqwAA0LH07JeMvCzZcI9lXCySg3+dbH94zdcCAACA9k7ACgAAAEBjKsvkT19NJvyq8kzXHsnRY5PN96ndXgAAQEN6+Y25OebMCXn85crx6jbrLI5X+4hXAQCgw1kSsW4w/M1zRZfkkDOSnY6p314AAADQjglYAQAAAGg8ZZn8+evJLb+oPNOle3LURcnQfWu3FwAA0JCmzpibY8+akMlV4tWt1xmQsacNz+p9etRwMwAAoE317J+MvDxZf/fF8eqZyY5H1XsrAAAAaLe61XsB2peiKDZJslOSdZP0S/J8kqeS3FyW5fw6rpaiKHZJMjTJeotPPZvkkbIs72zj11k9yZ6LX2dwkqmLX+vmsiynteVrAQAAAKtAWSZ/+UZy888qz3Tpnhx1YbLF+2u2FgAA0JheWRyvPvrSjIozW63dP2NPG541+opXAQCgw+s1IDnuiuSZSX5JJgAAALRAwEqSpCiKw5N8NskeFUZeLYrikiRfL8tyag336p7kc0lOS7JZhZnHkpyd5MetiWyLotg5ydeTfCjJsn5yPLcoit8n+WZZlnet7OsAAAAAq9jkvyY3/aTy9S7dkyMvSLb8YM1WAgAAGtOrM+dl5NkT88iLlePVLddqilcHilcBAKBx9FpNvAoAAADLoUu9F6C+iqLoVxTF+CSXpXK8miQDk/xHkvuKoqjJrUmKohiaZEKS76VCvLrY5km+n+SWoig2X8nX+mKSiUkOzrLj1STpufj6xKIo/nNlXgcAAACogc32Tt752WVf69ItOWJMstWHaroSAADQeF6bOS/HnjUhD73wRsWZoUP6Zeyo4RnUr2cNNwMAAAAAAID2oW4Ba1EU29XrtWlSFEXXJJckObrZpZeT/ClNUesdScqlrq2V5OqiKN65indbO8mfk+zS7NJjSa5Ock2Syc2u7ZrkT0VRDFnB1/pymiLZ7kudnp3kn2n6+tyYZM5S13ok+UFRFF9YkdcBAAAAaqQokr2/nry72V/di67J4eclWx9Qn70AAICG8driO69Wi1c3H9Iv40aNyGDxKgAAMOms5I0X6r0FAAAA1Fw978B6a1EUXyiKoqjjDp3d95MsfbuR+Uk+mWT9sizfX5blkWVZ7ppkuyS3LDXXM8lVRVGssyqWKoqiS5Krkmy01Onnk7y/LMuhZVkeXJblQWVZbp7kg0mW/q7OJkmuXN5/r4qiOCDJt5udPjPJhmVZvqcsy6PLsnx3kg2TnN1s7gdFUXxguf+DAQAAALVTFMl7v5K8578WH3dNDj832ebD9d0LAADo8KbNmpfjzpmYB55/veLMZmv2zbhRw7Nmf/EqAAB0amWZ/P27ye8+n5x/YPLGi/XeCAAAAGqqngFrzzQFlP8simLTOu7RKS3+mn+q2ekjyrL8RVmW85Y+WZblA0n2zlsj1kFJ/nsVrTcyyfCljl9NsmdZln9qPliW5R+S7JnktaVO75nkqJZeZPEdaP83ydKx6/+VZfmRsiynNnudl8uyHJXkJ0s/RZIfLX4eAAAAoL0piuS9X24KWQ87O9n24HpvBAAAdHDTZ83P8edMyv3PVY5XNx3cN+NHjciQ/r1quBkAANDulGXy9+8k//hB0/HUR5ILPpzMeKm+ewEAAEAN1TNgXeIdSe4uiuKj9V6kk/nvJN2XOh5TluXVlYbLspyd5KQkS8etp7Z1fLw4Bv1ms9OfLcvyySq7PZHks81Of3vxnVyrOSHJlksdP5zkSy085ouL55bYJk3BLQAAANBevec/k+0OrfcWAABABzd99vwcf+7E3Pvs9Iozmwzum/GjR2TIAPEqAAB0amWZ/PVbyT9/+NbzLz+UnP/hZMbL9dkLAAAAaqw9BKxlkr5JflkUxR+Koliv3gs1uqIoeic5vNnpH7T0uLIsH0ly1VKnuiU5tu02S5K8M8kmSx0/m+Si5XjchYtnl9gsTXdireaEZsf/V5bl3GoPWHz9py08DwAAAAAAANBAXp8zPyecMzH3TKkcr248qE/GjxqRtcSrAADAxN8k//rxsq+9/GBywUHJzKm13QkAAADqoJ4B675JnklSpCliLZLsl+Teoijc0XLVen+SPksd31KW5UPL+djzmh239e1LDml2fEFZlgtbetDimeaha8XdiqIYlORdS52al2Tccu44Nsn8pY7fUxTFwOV8LAAAANAWXn6k3hsAAACdxIy5C3LCOZNyd5V4daNBfTJ+9IisvZp4FQAASLL9EcmaW1e+/tL9iyPWV2q3EwAAANRB3QLWsiz/mmT7JGPyZsRaJlk9yQVFUVxeFMXgeu3X4D7Q7PiGFXjsjUkWLHW8c1EUa7V6oze1Zrfmsx+sMrtvkq5LHd9eluUby/MiZVm+nuSOpU51W/x8AAAAQC3c/IvkV8OTey6t9yYAAECDm7Mw+Y+L78tdz0yrOLPhwKY7r66zWu/aLQYAALRvfQcnJ16brLlV5ZkX70suPCiZ9Wrt9gIAAIAaq+cdWFOW5RtlWZ6S5MAkL+Std2M9JMl9RVF8uI4rNqrtmh3fsrwPLMtyZpJ7m53ettUbJSmKomeSzZudnrACT3Fzs+OhRVH0qDC70l+DCq/VJl8DAAAAoAW3/Cr501eSclFy5UeSuy+u90YAAECDmrMw+c2DXXP3s5V/D+76a/TO+NEjsu7q4lUAAKCZfms2RayDt6w888K9TXdiFbECAADQoOoasC5RluX1aQoAL86bEWuSDElyZVEU5xVFMaBe+zWgrZsdP7aCj5/c7HibVuyytC3z1ruivrT4bqfLZfHs1KVOdU2yRYXx5ju3l68BdChPvzIrz7w6q95rAAAAncXEM5I/funN43JRcuVHk7vG1W8nAACgIc1dmJzxYNc88UZRcWa91Xtn/KgRWU+8CgAAVNJvSFPEOmho5ZkX7kkuPCSZ/Vrt9gIAAIAaaRcBa5KUZTmtLMtjkxyRpghx6buxnpDk3qIo3lfHFRtCURQDkwxsdvrpFXya5vNVvrOyQprffXVF91rWYyrt1trXWlVfA+gwnnplZo4+85YcfeaETHlNxAoAAKxik85Kfv+fy7hQJld9LLlzbM1XAgAAGtOseQtzxoNd83gL8erFo0dkg4F9argZAADQIfVfKznpumRQ848tLuX5uxZHrNNqtRUAAADURLsJWJcoy/KKNN2N9cq89W6sGyT5U1EUPy2Kole99msAqzc7nlWW5cwVfI6Xmh2vtvLrvMXqLbzO8lje3Vr7WqvqawAdwpNTZ+boMyfkuelz8uy02Tn6zAl5dtrseq8FAAA0qlvPSX73+SoDZbJwXs3WAQAAGteseQvyyUvvz+Qq8eq6q/XK+FHiVQAAYAX0X7vpTqwDN60889ydyUWHJnOm124vAAAAWMW61XuBZSnLcmqSw4qiGJnkZ0nWSFPI2iXJJ5IcVBTF4yv31OXebbdph9Sv2fHKFGfNH9N/JXdprpa7tfa1VsnXoCiKIUnWXMGHbbb0wYwZM/L666+3xTqwTE+9Ojunjr0nL73x5ofDp7w2O0f+5uacd9wOWXtAzzpu137MnDmz6jEA0Di878Oq1f2ei9L7L1+qOjN77+9m/haHJf4+DKxi3vcBoLHNnr8wn7j0/tz6dOUPiw/p3yNnHbtdVu++wM/kAKAB+Ls+UFv9Uhx2cfpeekS6TH9q2SPP3p4FYw7KrMPGJj3b6qOZQOJ9HwA6C+/5sGwzZsyo22u3y4B1ibIsxxZF8fckZyX5YJoi1iLJhmm6I+uKWPpurp1Z83Bzzko8R/N4s/lzrqxa7tba11pVX4OPJfnv1jzBpEmT8sILL7TROvBWU+ckP7uva6bPf/tvHX922pwce9bEfHLbhVldw/o2kyZNqvcKAECNeN+HtrPR1L9np2fOqzpz9/on5MlX10/+/vcabQXwJu/7ANA45i1Mznq4Sx6Z3qXizGrdy4zebFYeu2tCHqvhbgBA7fi7PlALvdb/dN45+3vpO++lZV7v9sKdWTDmw7llsy9kQdfeNd4OOg/v+wDQOXjPhyZPP/103V678k/f2omyLJ9L8oUkU5ecihC1La3M17JWX/9a7raij/PvIJ1S326pGqdOnVvk5w90zbS5tdsJAABoTBu+8o8W49V71j8+T665T402AgAAGtW8hcnZLcSrA7qX+cS2C7Omz44DAACtNKfHoNw09IuZ2WPNijMDZz6WEZP/N90WNr/XBgAAAHQs7T5gLYric0luSzJo6dMr8Ycmze/3uzI/Ym3+mLa6h3Atd2vta62qrwG0a727JR/demE27Fu54Z46p8gvH+ia6fNquBgAANBQNnzln9np6XOrzty73sg8sea+NdoIAABoVPMXJec83CUPL0e8OkS8CgAAtJHZPQbnpqFfyswegyvODJr5aEZM/lG6LpxTw80AAACgbXWr9wKVFEWxSZIxSd6ZpgC1XPzPhUl+muTeui3XsQlY3zy/Ritea1V9DX6V5LIVfMxmSa5ecjBs2LBsvfXWbbQOLNu73rUgo8fdmwdeWPa/+i/NKXLuE/1zznE7ZM1+PWq8Xfswc+bMTJo06d/Hw4YNS9++feu4EQCwqnjfh7bV/f7L0uvOc1Kk8i/OmfOer2ejXUdloxruBZB43weARjN3waJ8+vIH8tD01yrO9O9e5oyjt8m2G1T+UDkA0HH5uz5Qb4tGjMiiS49IlzeeXeb1QTMfyQdeOTuzDrkg6eH/P0FreN8HgM7Bez4s24MPPli3126XAWtRFB9J8sMkffPWePXRJCeWZTmhjut1dNObHfcpiqJvWZYzV+A5hjQ7nta6lf6t+W5rrsRzLO9u05Ns0IrXWiVfg7IsX0ry0oo8pijeeoPhfv36ZcCAAW2xDlQ0YEAyfvSeGXnOhNz37OvLnHny1dkZPf6+jB89IkP696rxhu1P3759/XcTADoJ7/vQCndfkvzxc0mVeDX7fTu99vxk/C0DaA+87wNAxzV3wcJ86sLbc9PjlePVft3LfGKbhdl2g8He8wGgk/B3faDmBmybnHx9MuaA5PUpyxzp9uykDPjj6cnIFb03BlCN930A6By850OTfv361e21u9TtlZehKIp1i6L4fZruQtn8q/LLJDuJV1unLMtXkjT/KeyGK/g0zW9w8ujKb1T1eVbmRirLu1trX2tVfQ2gw1itT/dcdOrwbLNO5f8xN/nlmRl51sS8/MbcGm4GAAB0SPdcmlz10VSNV/f9VrLnJ2u2EgAA0JjmLliYj110R/7+8MsVZ/p1a4pX1+5Tw8UAAIDOaeAmyUnXJgPWW/b17n2SPU+v7U4AAADQRtpNwFoUxcgk9ybZL2+96+ozSfYry/KTZVnOruOKjaT5PX83X8HHb9rC862sh5MsXOp4SFEU/Zf3wUVRDEgyeKlTC1M5LG2vXwPoUFbv0yNjTxueratErI++NCMjz56QqTNErAAAQAX3Xp5c+ZGkXFR5Zu//Tt7xqdrtBAAANKR5Cxbl42PvzF8feqnizBq9u+Xj2y7MOuJVAACgVgZumpx4bdJ/3bee7943GXl5ssm76rMXAAAAtFLdA9aiKAYVRXF5kguSrLH49JJ49YIk25dl+dd67deg7mt2vMfyPrAoir5Jdmjh+VZKWZZzk0xudnq5d0uyZ7PjRxc/57Ks9NdgsXe08HzQaazRtyli3Wrtyr35Iy/OyMizJuYVESsAANDcfVckvx1VPV5939eSd322djsBAAANad6CRfn4uDvylwdfrDizRp/uOWvkDllXvAoAANTaoM2Sk65L+q3ddNy9b3Lc5cnGzT+uCAAAAB1HXQPWoigOSnJ/kkPy1ruuvpzkkLIsTyrL8vU6rtio/tDseK8VeOy7knRb6vjOsiwr/4R3xbVmt+azv68y++e89W6vuy7v3V4Xz+2y1KkFi58POq2BiyPWLdeq/F+jh198IyPPnphXZ86r4WYAAEC7dv+VyRUtxKvv/Ury7s/XbicAAKAhzV+4KJ8cf0f+/EDlH22u3qd7xp42IlsM6VvDzQAAAJayJGIdtHly3BXJRs3v6wEAAAAdS90C1qIoxiT5bZIhi08tiVevTLJdWZZX12m1zuCPSWYvdbxHURRbLedjT2p2fGWbbFT5+Y4viqJrSw9aPHNcC8/1b2VZTk3yr6VO9Uhy7HLuODJJ96WO/1mW5avL+VhoWIP69czYUcMzdEi/ijMPvdAUsb4mYgUAAB64Orn81KRcWHlmry8l7/nP2u0EAAA0pPkLF+X08Xfmj/dXjldX6909Y08bnm3WHVDDzQAAAJZh8NDkYxOTjfao9yYAAADQavW8A+sJi/+5JFydnuSEsiwPWxwXsoqUZTkryeXNTv9XS48rimKLNN0td4kFSca14WpJcmOSJ5Y6Xj9vD1OX5bgk6y11PDnJTS085oJmx58piqJntQcsvv7pZqfPX479oFMY3K9nxo0akc2rRKwPPv96jjtnYqbNErECAECnNveN6ndefc9/JXt9sXb7AAAADWnBwkX59MV35ff3vVBxZkCvbhl72vBsu+5qNdwMAACgiq7d6r0BAAAAtIl6BqxLFEn+nGT7siwvqvcyncg3ksxf6vikoig+XGm4KIpeSc5L051KlzinLMvJ1V6kKIqy2Z+9qs2XZbkwyX83O/3joig2rvIaGyf5v2anv1qW1T4Fm6QpPH14qeMtk3y3hcd8b/HcEg8kGdvCY6BTWbN/z4wbNTybrdm34sz9zzVFrNNnza84AwAANLidj0sO+mWavjXUzLs+33T3VQAAgFZYsHBRPn3JXbn+3ucrzjTFqyOy3XriVQAAoINatDBZ4GYCAAAAtE/1DlhnJ/l4WZbvL8vy2Trv0qmUZfl4kp82O315URSfKIpi6Ug1RVFsneSvSfZc6vQrSb65itYbm2TiUscDk9xcFMV+zQeLonh/kluSrLHU6ZuTXNLSiyyOZT+fprsAL/HZoijOKIpiULPXGVwUxZlJPrP0UyT53OLnAZYypH+vjB81IpsOrhyx3vfs4oh1togVAAA6rZ1HJgf/Om+JWN/52eR9X02KZYStAAAAy2nBwkX57KV357p7Kser/Xt1y4WnDs/264tXAQCADmrhguTKjySXniBiBQAAoF2qZ8B6c5Idy7L8dR136Oy+mOT3Sx13T/LzJM8URfH7oiguLYritiT3563x6rwkh5RlWfmnva2w+M6phyR5eqnT6yT5Y1EUjxRFcWVRFFcVRfFokj8kWXupuSeTHFqW5dJRarXXui7JV5udHp2mr8Hfi6IYXxTFDYt3GdVs7otlWf5hef9zQWczZECvjB89IptUiVjvfXZ6TjhnYl6fI2IFAIBOa6djkkPOSIouyTs+nez9dfEqAADQKgsXlfn8ZXfnmrufqzjTv2e3XHDKsOy4weq1WwwAAKAtLVyQXDk6ufey5JHfJ5edJGIFAACg3alnwPrusiwn1/H1O73Fdw49Mm+/W+mQJB9IckSSXfOW26DkpSQHlWV54yre7fkk+ya5s9mloUkOTnJQks2bXbsjyb5lWb64gq/13SRfTrJ0Qdc7yV5Jjk7ynsXHS8xPU7z6PyvyOtAZrTWg6U6sGw/qU3Hm7inTc8I5k0SsAADQme14VDL6hmSfb4hXAQCAVlm4qMwXLrs7V91VOV7t17Nbzj91WHbecI0abgYAANCGFi5Ifntact8Vb557+Prk8pOThT6HBQAAQPtRt4B18V02qbOyLGeUZXl0mmLVCVVGX03y6yTb1equo2VZPpJkeJIvJXm8yujkxTMjyrJ8bCVf63uLX+vqNN1hdlnmLb4+rCzLH6zM60BntPZqTXdi3ahKxHrXM9Ny4rmT8oaIFQAAOq91dhSvAgAArbJwUZn/vPye/PbOZyvO9O3RNeefsnt2Ea8CAAAd1cL5yRWnJPdf+fZrD12XXH6KiBUAAIB2o1u9F6B9KMvy8iSXF0WxSZJdkqybpG+SF5I8leSmsiwrhZ3VnrdVnzwty3J+ku8n+X5RFLsm2WLxbknyXJJHyrK8vTWvsdRr3Znk4KIo1kiyZ5L1kgxK8kqSZ5PcXJbla23xWtDZrLNa74wfNSJHnXlLnnl19jJn7nx6Wk4679acf8qw9Ovp7QkAAAAAAFh+ixaV+eIV9+SKO6ZUnOnTo2vOP2VYdt1oYA03AwAAaGOvPZU8/o/K1x+8Jrni1OSwc5Ku3Wu3FwAAACyDQoi3KMvyiSRP1HuPZVkcqrZJrNrC67yW5PpV/TrQ2ay7elPEevSZEzLltWVHrLc/9VpOPm9Sxpw8LH1FrAAA0LFN/lvy3J3Juz5X700AAIAGt2hRmS/99t5cdnv1eHXMycOy28biVQAAoIMbvHlywlXJBQclc6Yve+aBq5OiS3Lo2UlXn8MCAACgfrrUewEAOo/11+iT8aNGZL3Ve1ecufXJ13Lyebdm5twFNdwMAABoU4/fkIw/Jvnrt5K/f6/e2wAAAA1s0aIyX7nq3lxy2zMVZ3p375rzTto9wzYRrwIAAA1i3Z2T469Meq5Weeb+K5MrRycLfQ4LAACA+hGwAlBTGwzsk4tHV49YJz35ak4Zc2tmzfPNUwAA6HAe/0cy7uhkwZym4398P/nbd5KyrO9eAABAwynLMl+7+r6Mn1Q5Xu3VvUvOPWn3DN90UA03AwAAqIH1dl0csQ6oPHPfFclVH00WLazdXgAAALAUASsANbfBwKY7sa6zWq+KMxOfeDWnjrkts+f55ikAAHQYT9yYjDsqWTD7ref/+T/J374tYgUAANpMWZb5+tX3Z+zEpyvO9OzWJeeeuHv22Ey8CgAANKj1F0esPfpXnrn3suSq/xCxAgAAUBcCVgDqYsNBTXdiXXtA5Yj1lsdfyann3ypiBQCAjuDJm5JxR749Xl3ixv9NHrqutjsBAAANqSzLfOOa+3PhhKcqzvTs1iXnnLh79tx8cA03AwAAqIP1d0uO/23So1/lmXsuSa7+uIgVAACAmhOwAlA3Gw3qm/GjR2StAT0rztw8+ZWMuuC2zJnvm6cAANBuPXVzMvaIZP6syjM7H59suX/tdgIAABpSWZb55rUP5PxbKserPbp1ydkn7pZ3DhWvAgAAncQGw5Ljrki69608c/f45JpPJosW1W4vAAAAOj0BKwB1tcngvhk/akSG9K8csf7rsakiVgAAaK+enrA4Xp1ZeWan45IDf5Z08a0oAABg5ZVlmf933YMZc/OTFWd6dOuSs07YLe8aumbtFgMAAGgPNhyRHHd59Yj1rrHJtSJWAAAAasenBgGou03X7Jfxo0dkzSoR642PTs1HLrxdxAoAAO3JM5OSiw5L5s2oPLPjscmHfy5eBQAAWqUsy3zn+gdz7k1PVJzp0bVLzjh+17xnC/EqAADQSW20ZzLysqR7n8ozd16UXPcpESsAAAA14ZODALQLm63ZL+NHDc/gfpUj1n888nL+46LbM3eBiBUAAOrumVuTCw+tHq/ucHRy0C/EqwAAQKuUZZnv//6hnP2vluPV9245pIabAQAAtEMbvyM59tKkW+/KM3dckFz/GRErAAAAq5xPDwLQbmw+pP/iiLVHxZm/P/xy/uOiO0SsAABQT1NuTy46NJn3RuWZ7Y9MDv5V0qVr7fYCAAAaTlmW+cEfHs4Z/3y84kz3rkV+fdwuee9W4lUAAIAkySbvSo69pHrEevuY5HefT8qyZmsBAADQ+QhYAWhXhq7VP+NGjcigvpUj1r899FI+PvaOzFvgNwACAEDNPXtHcuEhydzXK89sd3hyyG/EqwAAQKuUZZkf/vHh/OYfkyvOdO9a5Fcjd83eW69Vw80AAAA6gE3fkxx7cdKtV+WZ285JfvcFESsAAACrjIAVgHZni7X6Z+yo4RlYJWL9y4Mv5ePjRKwAAFBTz92VXHhwMnd65ZltD00OOUO8CgAAtEpZlvnxnx/Jr26oHK9261LkF8fukn23Ea8CAAAs06Z7JceMT7r2rDzz4DXJjBdrthIAAACdi4AVgHZpq7UHZOxpw7NGn+4VZ/78wIv55Pg7Mn+hiBUAAFa55+9OLjgomVMlXt3m4OTQs5Ku3Wq2FgAA0Jh+8pdH8/O/PVbxetcuRX5x7M55/7Zr13ArAACADmiz9yXHjFt2xNpv7eSk65P+/m4FAADAqiFgBaDd2nqdAbnotOFZvUrE+sf7X8zp4+8UsQIAwKr0/D2L49VplWe2/nBy2NniVQAAoNV+8pdH8tO/PlrxetcuRX5+zM75wHbr1HArAACADmzzfZKjxyVde7x5rv86TfHq4KH12wsAAICGJ2AFoF3bdt3VctGpw7Na78oR6+/veyGfuljECgAAq8QL9zbFq7Nfqzyz1QHJ4ecmXSv/73YAAIDl8fO/Ppqf/KV6vPqzo3fOh7YXrwIAAKyQofskR41tilgHrLc4Xt283lsBAADQ4ASsALR72623WsaeNjwDelW+k9Pv7n0hn774riwQsQIAQNt54d7k/A8ns1+tPLPl/snh54lXAQCAVvvF3x7Nj/78SMXrXYrkJ0ftlP13EK8CAACslC32S44en5x0XTJos3pvAwAAQCcgYAWgQ9huvdVy0WnD079KxHr9vc/nU5eIWAEAoE0smJuMP6Z6vLrFB5MjxiTdetRsLQAAoDH98u+P5X//VD1e/b+jdsqBO65bw60AAAAa0NB9koGb1nsLAAAAOgkBKwAdxg7rr56LTh2e/j2rRKz3PJ/PXHq3iBUAAFqrW8/k4F8l3Xov+/oWH0iOPF+8CgAAtNqvbngsP/zjwxWvdymSHx+5Uw7aab0abgUAAAAAAAC0loAVgA5lxw1WzwWnDqsasV5793P5rIgVAABab5N3JyMvS7r3eev5ofslR17QFLkCAAC0wq9vmJz/+UPleLUokh8evmMO3lm8CgAAUHNz30huH5OUZb03AQAAoIMSsALQ4ey84Ro5/9Rh6VclYr3m7ufyuctErAAA0GqbvOutEevm+yZHXiheBQAAWu03/5icH/zhoYrXl8Srh+26fg23AgAAIEky5/XkosOSaz+V/O3bIlYAAABWioAVgA5plw3XyPmnVI9Yr77ruXz+sruzcJFvngIAQKts/M5k5OXJ1h9Ojroo6d6r3hsBAAAd3Jn/nJzv/756vPo/h+2Qw8WrAAAAtbckXn1mYtPxjf+b/P27IlYAAABWmIAVgA5r143WyPmn7J6+PbpWnLlKxAoAAG1j43ckR10oXgUAAFrtrH8+nu/+rnq8+oPDdsgRu21Qw60AAABI8ma8OmXSW8//83+SG75Xn50AAADosASsAHRou240MOefMqxqxHrlnc/mCyJWAAAAAACou7NvfDzf+d2DVWd+cOgOOVK8CgAAUHuLFiXjjnx7vLrEP36Q3PD92u4EAABAhyZgBaDD223jgRlzyrD0qRKx/vbOZ/OFy0WsAADwFtOnJIsW1nsLAACgkzj7xsfz7etbiFcP2z5H7i5eBQAAqIsuXZJho5Ki8uewcsP3kht+ULudAAAA6NAErAA0hN03broTa9WI9Y5n819X3CNiBQCAJHn5keSs9yVXflTECgAArHLn/OuJFuPV7x+6fY7afcMabQQAAMAybXdYcuiZSVHlI8Y3fDf5x//UbicAAAA6LAErAA1j940HZszJ1SPWy2+fki9ecU8WiVgBAOjMpj6anH9AMuPF5N5Lkys/kixcUO+tAACABnXeTU/k/133QNWZ7x6yfY4eJl4FAABoF7Y/PDn0rOoR69+/k/zjh7XbCQAAgA5JwApAQxm2ycCcd9Lu6d29csR62e1T8sXfilgBAOikpj6WjFkcry5x72UiVgAAYJUYc9MT+ea11ePV7xyyXY4dLl4FAABoV7Y/PDmkhTux/v3byT//t3Y7AQAA0OEIWAFoOMM3HZTzTq4esV5625R86bf3ilgBAOhcXpm8+M6rL7z92n2XJ1eOFrECAABt5oJbnsw3WohXv33wdhk5fKMabQQAAMAK2eGI5JAzqkesf/t/yY0/qt1OAAAAdCgCVgAa0ohNB+Xck3ZPr+6V3+ouue2ZfPlKESsAAJ3EK5Ob7rz6xvOVZ2a8lCycV7udAACAhnXhLU/m61ffX3Xm/x20bY4bIV4FAABo13Y4Mjn4N0mKyjN//VZy449rthIAAAAdh4AVgIa1x2YtR6wX3/pMvnKViBUAgAb373j1ucozG70zOfaSpEef2u0FAAA0pAsnPJWvtRCvfuugbXP8HhvXZiEAAABaZ8ejkkNaili/mfzrJ7XaCAAAgA5CwApAQ9tzs8E598Td07Nb5be88ZOeyVevvk/ECgBAY3r18eT8A1uIV9+RjLw06dG3dnsBAAAN6aIJT+VrV91XdeabH942J4hXAQAAOpYdj04O/lWqRqx/+e/kpp/WbCUAAADaPwErAA1vz80H59yTqkes4yY+na+JWAEAaDSvPpGMOTB5/dnKMxvumRwrXgUAAFpv3MSn89UW4tVvHLhNTtxz49osBAAAQNva6djkoF+masT6568nN/2sZisBAADQvglYAegU3rH54JzTwp1Yx058Ol+/5r6UpYgVAIAG8OoTyZgDktenVJ7ZcI9k5GVJz3612wsAAGhI4yY+nS9feW/Vmf8+cJuc9I5NarQRAAAAq8TOI5ODfpHqEevXkpt/UbOVAAAAaL8ErAB0Gu8cOjhnn7hbelSJWC+a8HS+fvX9IlYAADq2155Mzj+wery6wQjxKgAA0CYuntRyvPq1A7bJyeJVAACAxrDzccmHf1595k9fSW75ZW32AQAAoN0SsALQqbxr6Jo5+4TqEeuFE57KN64RsQIA0EG99lQy5sBk+jOVZzYYnhx3edKzf+32AgAAGtIltz6dL/62erz61f23zqnvFK8CAAA0lF2Obzli/eOXk7svrs0+AAAAtEsCVgA6nXdvsWbOaiFiPf+Wp/LNax8QsQIA0LFMezoZc0Ay/enKM+sPS0aKVwEAgNa79NZnlitePe1dm9ZoIwAAAGpqlxOSA39W+fpa2yeb71u7fQAAAGh3BKwAdErv2WLNnHn8runRtfJb4ZibnxSxAgDQcUx7Ohmzfwvx6u7JcVckvQbUbi8AAKAhXXbbM/mv396Tat9C/8qHxKsAAAANb9cTkwN+8vbza2+fnHhN0ndQzVcCAACg/RCwAtBp7bXlkJxxQssR67euE7ECANDOTXum6c6r06rEq+vtJl4FAADaxOW3T8l/XlE9Xv3SB7fKqHeLVwEAADqF3U5ODvi/N4/X3iE54Zqkz8D67QQAAEC7IGAFoFN775ZDckYLd2I976Yn8+3rHxSxAgDQPk2fkpx/QDLtqcoz6+2aHP/bpNdqtdsLAABoSFfcPiVfuPzuqvHqFz+4VT7yns1qtxQAAAD1t9spyf4/TtbZMTnhavEqAAAASQSsAJD3bjUkvz5ul3TvWlScOedfT+Q7IlYAANqb6VOSMfsnrz1ZeWbdXZLjxKsAAEDr/faOKfl8C/Hqf35gy3xUvAoAANA57X5qctpfxasAAAD8m4AVAJLsvfVa+c1xu1aNWM/+1xP57u9ErAAAtCPzZiXzZ1e+vu7OyfFXJr1Xr9lKAABAY7ryzin53GXV49UvvH/LfGyvzWu3FAAAAO1P1+713gAAAIB2RMAKAIvtvfVa+fXI6hHrWTc+ke///iERKwAA7cOaWyQnXZ/0W/vt19bZSbwKAAC0iavufDafu7TlePXj7xWvAgAAsAKq/aJWAAAAGoKAFQCWss82a+WXx+5SNWI945+P5/t/ELECANBODB6anHTdWyPWdXZKTrgq6b1GvbYCAAAaxNV3PZvPXnpXFlX5lvjn9t1CvAoAAMCKmT4l+fWeyW3n1XsTAAAAViEBKwA0s9+2a+eXx+6Sbl2qRKz/eDw/+MPDIlYAANqHwUOb7sTaf51knR3FqwAAQJu4+q5n85lLqsern913i3xy76G1WwoAAICOb9ozyZj9k1cfT677tIgVAACggQlYAWAZ9tt27fyihYj1N/+YnB/+UcQKAEA7MXjz5OTfJcdfJV4FAABa7dq7n2sxXv3MPlvkdPEqAAAAK2La003x6mtPvnnuuk8nt59fr40AAABYhQSsAFDBB7ZbO784dueqEeuvbpic//2TiBUAgHZi4KZJn4H13gIAAOjgrrvnuXy6hXj1U3sPzaf2Ea8CAACwApbEq9Oeevu1a09P7rig9jsBAACwSglYAaCKD2y3Tn5+zM7pWiVi/eXfJ+dHf3pExAoAAAAAQId3/T3P51MX35WFVerV0/cems/su0UNtwIAAKAhTP5bU8RayTWnJ3dcWLt9AAAAWOUErADQgg9u33LE+ou/P+ZOrAAAtL03Xkiu/Ggy9416bwIAAHQC1979XE6/+M6q8eon37d5PuPOqwAAAKyMXU9K9v1/VQbK5JpPuBMrAABAA+lW7wUAoCP40PbrpCxT9YM7v/z75CTJ5/fbsparAQDQqF5/Pjn/gOSVx5JXH0+OuyLp2b/eWwEAAA3q2rufy6cvqX7n1U+8d/N8dt8tUhSVf+EjAAAAVPWO05OUyZ+/Xnnmmk82/XOXE2qyEgAAAKuOO7ACwHLaf4d18tOjd6p6J9Zf/n1yfvhHd2IFAKCVlo5Xk+SZiclFh7sTKwAAsEosT7z68fduls/tJ14FAACgDbzjU8k+36w+c80nk9vPr80+AAAArDICVgBYAQfssG5+ctROqdKw5lc3TM7PbngyGlYAAFZK83h1iWcmiFgBAIA2d83dz+VTF99ZNV79j702y+f321K8CgAAQNt556eTvf+7+sy1pye3j6nFNgAAAKwiAlYAWEEH7rhufnr0zlUj1nNumZLrnu4iYgUAYMW8/nwyZv+3x6tLPDMh+eOXa7sTAADQsK65+7l8+uI7U6Vdzcf22iz/+X7xKgAAAKvAuz6b7PON6jPXfkrECgAA0IF1q/cCANARHbjjukmST19yV8XfSv+X57qkTHLghotquBkAAB3W688lYw5IXp1ceWbIti3/JmoAAIDlcPVdz+Yzl9xVNV79+HvdeRUAAIBV7J2fafrnX75ReebaTyVlmex2ck1WAgAAoO0IWAFgJR2447opiuRTF1eOWP/6XNPNzt/rVqwAAFSzvPHqidckfQfXbi8AAKAhLU+8+on3bp7P7beFeBUAAIBV752fSVIkf6nyi1yv+3SSMtntlBotBQAAQFvoUu8FAKAjO2CHdfPTo3dK1y6VP8Dz1+e65Cd/fzKliBUAgGV5/blkzP7V49W1tktOvFa8CgAAtNpVd4pXAQAAaIfe+elk329Vn7nuM8lt59ZkHQAAANqGgBUAWumAHdbNz47euWrEet6EKfn+7x8SsQIA8FbTn10crz5eeWat7ZITrkn6DqrdXgAAQEO66s5n89lLq8ern3yfeBUAAIA6ecenkn3/X/WZ6z6T3HpObfYBAACg1QSsANAG9t9hnRYj1jP++Xi+J2IFAGCJ5YpXtxevAgAAbeLKO6e0GK+e/r7N89l9xasAAADU0TtObzlivf6zya1n12YfAAAAWkXACgBtZP8d1snPj6kesZ4pYgUAIHkzXn3ticoza22fnCheBQAAWu/KO6fkc5feXT1e3XtoPiNeBQAAoD14x+nJft+uPnP950SsAAAAHYCAFQDa0Ie2Xye/OGbndK3y+Z4z//l4vvu7B0WsAACd1fQpLceray+OV/sMrN1eAABAQ2q68+pyxKv7DBWvAgAA0H7s+clkv+9Un3n0z8miRbXZBwAAgJUiYAWANvbB7dfJ/xyydboUlT8NdNaNT+Q714tYAQA6nelTkjEHtByvniBeBQAAWu+3dzTFq9W+Ff2pvYfms+68CgAAQHu05yeS93932deGvj858oKki49CAwAAtGf+1gYAq8C+Ww3OSUMXVY1Yz/6XiBUAoFNZrjuv7iBeBQAA2sQVt0/J5y5rOV79zL5b1G4pAAAAWFF7fPztEevQ9ydHXZh061mfnQAAAFhuAlYAWEV2HFQuV8T6bRErAEDjm/bM4nj1ycoza++QnHC1eBUAAGi1K26fks9fLl4FAACgQSwdsQ7dT7wKAADQgXSr9wIA0Mh2HFTmpCzKBY91y4JFy/6k0Dn/eiJlmXztgK1TFEWNNwQAYJWb9kxy/gHiVQAAoCYuv31KvtBCvPrpfYbm0/uIVwEAAOhA9vh4svpGydB9xasAAAAdiDuwAsAqtuOgMj88ZKt061I5Tj33pify/65zJ1YAgIb0hy9Wj1fX2VG8CgAAtInLbnumxXj1M/tsIV4FAACgY9r6APEqAABAByNgBYAa2HvLwfnlyF1ajFi/dd0DIlYAgEZz4M+StbZb9rV1dkyOv0q8CgAAtNpltz2T/7zinhbj1U/tM7R2SwEAAAAAAACdmoAVAGrk/duu3WLEet5NT4pYAQAaTd9ByQnXvD1idedVAACgjVy6HPHqZ/cVrwIAANCJPHtHcuvZ9d4CAACg0xOwAkANvX/btfOrkbuke9fqEes3rxWxAgA0lCUR65Btm47X2akpXu29Rl3XAgAAOr5Lb30m/9VCvPq5fbfI6XuLVwEAAOgknr0jueDg5PrPJRN+Xe9tAAAAOjUBKwDU2H7brp1fHls9Yh1zs4gVAKDh9B2UnHhNsuMxyQlXiVcBAIBWu/TWZ/Jfv205Xv2keBUAAIDO4tk7kgsPTuZObzr+wxdFrAAAAHUkYAWAOthv27Xzq5G7ilgBADqbvoOTQ34jXgUAAFpteeLVz+8nXgUAAKATee7Opnh1zvS3nv/DF5NbflWXlQAAADo7ASsA1Mm+26yVX4tYAQAAAABYQZfc+nT+84rq8eoX3r9lPvE+8SoAAACdxKxXkwsOfnu8usQfvyRiBQAAqAMBKwDU0T7LGbF+45r7RawAAO3Va08l06fUewsAAKCTuHjS0/mvK+6tOvOF92+Zj7938xptBAAAAO1An4HJ+75afeaPX0pu+WVt9gEAACCJgBUA6m6fbdbKb46rHrGef8tT+W8RKwBA+/PaU8mYA5r+TH+23tsAAAAN7uJJT+eLvxWvAgAAwDING5V86H+rz/zxy8nNv6jNPgAAAAhYAaA92Hvrpoi1R9fKb80XiFgBANqX155MxuyfTH86ee2Jxf+3iBUAAFg1xi9HvPqfHxCvAgAA0MktT8T6p6+IWAEAAGpEwAoA7cTeW6+V3xy/S4sR69evFrECANTdq08svuvqM2+eE7ECAACryLiJT+dLLcSr//WBrfKxvcSrAAAAkGGjkv1/VH3mT19Jbv55bfYBAADoxASsANCOvG+rliPWCyc8la9dfZ+IFQCgXl59Ijn/wLfGq0u89kRy/gHJ68/Vfi8AAKAhjZv4dL58Zcvx6n/stVmNNgIAAIAOYPfTliNi/Wpy089qsw8AAEAnJWAFgHbmfVutlTOO37VqxHrRhKfztavvy6JFIlYAgJpa1p1Xm+u9RtKjb+12AgAAGtbYiU+1GK9+8YPiVQAAAFim3U9L9v9x9Zk/f03ECgAAsAoJWAGgHXrvVkNErAAA7c2rjzfFq69PqTyz3m7J8VcmvVar3V4AAEBDumjCU/nKlfdVnfnSB7fKR98jXgUAAICKdj81OeD/qs/8+WvJTT+tzT4AAACdjIAVANqp9241JGecUD1iHTtRxAoAUBOvPp6MObB6vLr+7snxvxWvAgAArXbRhKfy1atajlc/Il4FAACAlu12ynJErF8XsQIAAKwCAlYAaMfeu+XiiLVb9Yj1K1eJWAEAVplXJrd859X1d0+OE68CAACtd+EtT7YYr375Q+JVAAAAWCG7nZIc8JPqM3/+evKvFkJXAAAAVoiAFQDaufduOSRnHl89Yh0/6el88bf3iFgBANra1MeSMfsnrz9beebf8eqA2u0FAAA0pDE3PZGvXX1/1ZmvfGjrjH63eBUAAABW2G4ntxyx/uUbyT9/WIttAAAAOgUBKwB0AHstR8R66W1T8oXL78lCESsAQNt4+ZFkzIeSN56vPLP+MPEqAADQJs6+8fF849oHqs585UNbZ9S7N63RRgAAANCAdjs5OfCn1Wf+9u3khu/XZh8AAIAGJ2AFgA5iry2H5KwTdqsasV5xx5R8/rK7RawAAK310kNNd16d8WLlmQ2GJ8ddIV4FAABa7cx/Ts63r3+w6sxX9xevAgAAQJvY9aSWI9Ybvpc89pearAMAANDIBKwA0IG8Z4s1c/YJu6VnlYj1yjufzWcuuSsLFi6q4WYAAA3kxQea4tWZL1We2WB4MvJy8SoAANBqv7rhsXz3dw9Vnfnq/lvntHeJVwEAAKDN7HpScuDPkhTLvj7i48lme9dyIwAAgIYkYAWADubdW6yZc07cvWrEes3dz+VTF9+V+SJWAIAV88K9yfkHJLOmVp7ZcE93XgUAANrEz//6aP7nDw9XnfnvA7cRrwIAAMCqsOuJyUG/yNsi1uEfTd7/naSoELcCAACw3ASsANABvXPo4Jx30u7p1b3yW/n19z6fT467M/MWiFgBAJbL83cn5x+YzHql8sxG70xGXpb07F+7vQAAgIb0k788kh/9+ZGqM986aNuc/I5NarQRAAAAdEI7H5cc/Ov8O2Ld/bTkA98XrwIAALQRASsAdFB7bj44Y04elj49ulac+cP9L+Tj4+4QsQIAtOTZO5ri1dmvVZ7Z5N3JyEuTnv1qtxcAANBwyrLMj//0cH7yl0erzn3nkO1ywh4b12YpAAAA6Mx2OiY59MymePWDPxSvAgAAtCEBKwB0YCM2HZQxJw9L3yoR658feDEfG3t75i5YWMPNAAA6kJcfTi44OJkzvfLMpu9Njrkk6dG3ZmsBAACNpyzL/PCPD+dnf3us4kxRJN8/dPuMHL5RDTcDAACATm6HI5P9f5R08dFqAACAtuRvWQDQwQ3bZGAuOHVY+vXsVnHmLw++lI9eeHvmzBexAgC8zRqbJBvtWfn65vskx4xPevSp3U4AAEDDKcsy3//9Q/nVDZMrzhRF8oPDdsjRwzas4WYAAAAAAAAAq4aAFQAawK4bNUWs/atErH9/+OWMFrECALxdtx7JkecnQ/d7+7Wh+yVHjU269679XgAAQMMoyzLfvv7BnPHPxyvOdCmSHx2xY47cbYMabgYAAACslCm3J4sW1XsLAACAdk/ACgANYpcN18hFpw3PgF6VI9Z/PvJyTjv/tsyeJ2IFAHiLbj2TIy9sutvqElt8MDnqoqR7r/rtBQAAdHhlWeab1z6Qc/71RMWZLkXyf0ftlEN3Wb+GmwEAAAAr5YGrk3P2Ta75RLLI57AAAACqEbACQAPZcYPVM/a0EVmtd/eKM/96bGpOGXNrZs1bUMPNAAA6gO69moLVTd+bbHVAcuQFTWErAADASlq0qMzXr74/Y25+suJM1y5Ffnr0zjlop/VqtxgAAACwch68Lrn8lKRcmNw1NrnqYyJWAACAKgSsANBgtl9/tYwbNTxr9Kkcsd7y+Cs5+bxbM3OuiBUA4C26906OGZ8cMSbp1qPe2wAAAB3YokVlvnr1fblwwlMVZ7p1KfLzY3bOgTuuW8PNAAAAgJXy8O+Ty05KFi31mat7Lk6u/Eiy0OewAAAAlkXACgANaNt1V8u4USMysG/l6GLiE6/mpPMmZYaIFQDgrbr3TrpW/mUgAAAALVm0qMyXr7w34yY+XXGmW5civzh2l3xo+3VquBkAAACwUh75U3LpCcmi+W+/du9lyW9HiVgBAACWQcAKAA1q63UGZPyoERlUJWK99cnXcsI5E/PGnGV8YxUAoJHMm1nvDQAAgE5i4aIy/3nFPbn41mcqznTvWuTXx+2aD2y3dg03AwAAAFZatx5J0bXy9ft/m1xxSrLQ57AAAACWJmAFgAa25dr9c/HoERncr2fFmTuenpbjz5mU6bN98xQAaFCP/DH56Y7Js7fXexMAAKDBLVxU5guX3Z3Lb59ScaZH1y75zXG7Zt9t1qrhZgAAAECrbLpXMvLSpHufyjMPXJ1cdlKyYF6ttgIAAGj3BKwA0OCGrtUUsQ7pXzliveuZaTn+nImZPkvECgA0mId+l1w8Mpn5cnLhIclzd9Z7IwAAoEEtWLgon730rvz2zmcrzvTo1iVnnLBr9t5avAoAAAAdzibvTkZennTvW3nmoeuSy05MFsyt3V4AAADtmIAVADqBzYf0y8WjR2StAZUj1numTM/IcyZk2iy/ARAAaBAPXptcenyyaPEv6ZgzPbng4OT5e+q6FgAA0HjmL1yUT11yV66+67mKMz27dcnZJ+yW9245pIabAQAAAG1q43ckx/826dGv8szDv0suOT6ZP6d2ewEAALRTAlb+rSiKrYuiOLwoik8VRfGFoihGFkWxR1EUdfv3pCiK/kVRDC+K4oSiKD5TFMVXiqL4ZFEUxxZFsU1RFEW9dgPoaDZds18uGb1H1lmtV8WZ+559PceeNTGvzhSxAgAd3P1XJZeemCxa8Nbzc6YlFxyUvHBfPbYCAAAa0PyFi3L6+Dtz/T3PV5zp1b1Lzj1p97x7izVruBkAAACwSmw4Ijn+yqRH/8ozj/4xuWSkiBUAAOj0BKydXNFkdFEUdyd5IMllSX6S5H+SXJTk5iTPFEXxvaIo+tZgny5FUbyrKIofFkVxW5JpSSYkOT/Jj5N8O8nPkoxNcn+SqUVR/F9RFJuuxGudVBRF2Yo/N7TZf3CAGtl4cN9cMnqPrLd674ozDzz/eo49a0JemTG3hpsBALSh+65ILj8lKRcu+/rsV5tmAAAAWmnegkX5xLg78vv7Xqg407t715x30rC8Y/PBNdwMAAAAWKU2GJaccFXSc7XKM4/9Jbn4mGT+7JqtBQAA0N4IWDuxoijWSvKnJGck2aHK6LpJvpjk7qIodluF+2yUZEqSfyb5fJJd0/K/owOTfDrJ/UVRfHZV7QbQSDYc1CcXjx6R9deoHLE+9MIbOeasCXn5DRErANDB3HNZcsVplePVJBn+0WTvr9duJwAAoCHNXbAwHxt7e/54/4sVZ/r06JoxJ++ePTYbVMPNAAAAgJpYf7emiLVXlYh18t+ScUcl82bVbC0AAID2RMDaSS2+m+rvkuzT7NKUxed/m6Y7nC5tsyR/Kopiy1W0Vv8k6yzj/MIk9yT5Q5JxSa5P8lyzmV5JflQUxU9X0W4ADWWDgX1yyUf2yIYD+1SceeTFGTnmrAl56Y05NdwMAKAV7hqfXDk6KRdVnhnx8eQD30+KonZ7AQAADWfO/IX56IW35y8PvlRxpm+PrrnglGEZvql4FQAAABrWerskJ1yT9F6j8swT/0jGHZnMm1m7vQAAANoJAWvnNSbJLksdv5Hk2CQblWW5f1mWh5VluV2SEUkeXmpujSTXF0VR+bZ9bWNukkuTfDjJwLIsdyzL8oNlWY4sy/KAsizXS7J3knubPe70oihOW8nX/EKSTVbgz9Er+ToA7cJ6q/fOxaNHZONBlSPWx16akaPPnJAXXxexAgDt3J0XJVf9R/V4dc/Tk/d/R7wKAAC0ypz5C/ORC2/P3x9+ueJM/57dcsGpw7PbxgNruBkAAABQF+vulJx4bdK7yvcBnrwxuejwZO6Mmq0FAADQHghYO6GiKN6Z5PClTs1L8r6yLMeX5Vs/6VuW5cQk70gyeanTmyX51Cpa740k306yblmWR5VleW1Zlq8va7Asy78lGZ7kH80ufb8oin4r8dpTy7J8cgX+vLASrwHQrqy7eu9cPHqPbDq4b8WZx1+emaPPnJDnp8+u4WYAACvg9vOTqz+RpKw8887PJPt+S7wKAAC0ypz5CzPqgtvyj0eqxKu9uuXC04Zn142q3HkFAAAAaCxrb5+cdF3SZ3DlmadvTi46LJn7Ru32AgAAqDMBa+f0nWbH3y3L8rZKw2VZvpKk+V1N/6soigFtvNdTSTYuy/JrZVm+ujwPKMtydpJjkiz9K6kGJflgG+8G0LDWXq1XLh49IputWTlifWLqzBx1xoQ8O03ECgC0M7edm1x7eqrGq+/+QrL3f4tXAQCAVpk9b2FOGXNrbnx0asWZAb26Zexpw7PTBqvXbjEAAACgfVhr26aIte+alWeemZBceGgyZ3rt9gIAAKgjAWsnUxTFRknevdSp2Ul+1tLjyrK8IcmkpU6tnuTDbblbWZZvLG+42uxxzyf5bbPT722brQA6hyEDemX86BEZOqTyDayffnVWjjrjljzz6qwabgYAUMWks5LrPlN9Zq8vJe/7qngVAABolZlzF+TkMZNy8+RXKs6s3qd7xo0akR3WX712iwEAAADty5Ctk5OuT/qtVXlmyqSmO7EuXFC7vQAAAOpEwNr5HNLs+KqyLF9bzsee1+z40DbYp63c2ex43bpsAdCBDenfFLFuuVb/ijNTXpudo8+cIGIFAOpvwq+T332++sx7v5rs9cXa7AMAADSsGXMX5OTzbs2Exyv/HtY1+nTPuNNGZLv1VqvhZgAAAEC7tOaWiyPWtSvP7DQy6dqtdjsBAADUiYC18/lAs+MbVuCxzWf3K4qivfw71PzXUPWoyxYAHdzgfj0zfvSIbL3OgIozz06bnaPOuCVPvTKzhpsBACzl5l8kf2ghTN3768l7vlCbfQAAgIb1xpz5OfHcSZn0ZOV4dVDfHhk/ekS2Wbfy91UBAACATmbw0OTk3yX9l3E/lg/9b7LbybXfCQAAoA7aS3xI7WzX7PiW5X1gWZYPJVn6p/N9k2zcBju1hc2bHT9fly0AGsDAvj0y7rTh2bbKh62emz4nR50xIU9MFbECADV200+TP32l+sy+30re9bna7AMAADSs1+fMzwnnTsrtT71WcWZwv6Z4dau1xasAAABAM4M2S06+Phmw/pvnPvg/ybBR9dsJAACgxgSsnUhRFAOSrNfs9OQVfJrHmx1vs/IbtY3Fd4E9pNnpSSvxVIcVRXF9URRPFUUxqyiKmUVRPF0UxS1FUfyoKIoPFEVRtMHKAO3eGn17ZOxpw7P9eqtVnHnh9Tk56oxbMvnlGTXcDADo1G78UfLnr1efef93k3d8qjb7AAAADWv67Pk5/uyJufPpaRVn1uzfMxePHpEt1upfu8UAAACAjmXgpk0R62obNv0sc/hH6r0RAABATQlYO5fmdymdWpblrBV8jqebHQ9txT5t5bAkGy51vDDJtSvxPAck+dDi5+qdpE+SDZKMSPLZJL9P8mBRFEe1aluADmL1Pj1y0WnDs+MGq1eceemNuTnqjAl59MU3arcYANA5/eOHyV+/VX3mAz9I9vh4bfYBAAAa1rRZ83Lc2RNz95TpFWfWGtAUr24+RLwKAAAAtGCNjZOP3exnmQAAQKckYO1cVm92/NJKPEfzx1S+NV8NFEWxWpIfNzs9tizL51bRS26Z5OKiKM4tiqLnKnoNgHZjtd7dc+Gpw7LzhqtXnJk6Y26OPnNCHnz+9dotBgB0PvNnVr/+of9NRny0NrsAAAAN65UZc3PMWRNz77OV49V1VuuVS0bvkc3W7FfDzQAAAIAOradfggUAAHRO3eq9ADXV/Kfos1fiOZo/pm5/oy6KokgyJsn6S52enuRLK/hUU5P8IcnNSR5YfDwvycAk2yd5f5JDknRd6jEnJ+lVFMXIsizLldl/WYqiGJJkzRV82GZLH8yYMSOvvy4ig3qbOXNm1eOO5pdHbJ2PXXJ/7pqy7P//8srMeTn6zFtyxtHbZZt1fLMVgM6l0d73263dP5Oes15PzzvOedul2ft8L/O3OirxdyEAVjHv+wCNbeqMeRk17t5Mnjqr4szaA3rm7GO3y8AeC/08poF5zweAzsP7PgDt1pzpSa+63mOm4XjfB4DOwXs+LNuMGTPq9tpFG7Z3tHNFURybZOxSp24qy/KdK/gc30ny5aVOnVmW5UfaYr8VVRTFt5J8rdnpkWVZjlvOx++ZZJ0kV5dluaCF2aFp+trt3uzSp8qy/Nlyrrw8O30jyX+35jl+9rOfZcMNN2ybhQCWMmdhcuaDXTP5jaLiTO+uZT669cJsrGEFAFaFsswOU87PJlP/1nSYIndtcHKeHrxXffcCAAA6vGlzk18+0DUvzan8/c+BPct8YpuFGdSrhosBAAAAnc4WL1ydjabekJuGfjGzeq5V73UAAIAG8PTTT+f0009f+tR2ZVneX4vX7lKLF6FJURS/KIqirMGfbyznSitTL7eL4rkoilPz9nj1V8sbryZJWZY3l2V5RUvx6uLZR5O8K8lNzS59vSiKAcv7mgAdWa+uyUe2XpjNByyqODN7YZFfPdA1k914AABYFYoi96x/Qp4a+K6meHXDU8WrAABAq70yJ/nZ/dXj1UE9y3xyW/EqAAAAsGpt/uL12fr5K9Jn/it556PfTb85z9d7JQAAgFYRsHYuze/123slnqP5Y2p+/+CiKA5Lckaz05clOX0Z422mLMu5SY5MMnup04MWnwPoFHp2TT6y1aJssVrliHXuoiK/ebBrHp5e+cNeAAArreiSuzY8Nf8a+uU8Pejd9d4GAADo4F6enfz8/q55ZW7l72cO7tUUrw7sWcPFAAAAgE5n05f+lG2fu+Tfx73nv5Z3PPrd9J89pY5bAQAAtE63ei9ATXX4gLUoiv2TjEvSdanT1yYZWZblwlX9+mVZPlcUxQVJPrLU6Q8kObuNXuJXaYpxV8RmSa5ecjBs2LBsvfXWbbQOsLJmzpyZSZMm/ft42LBh6du3bx03alt77bUon73igdw4+bVlXp+3qMjZD3fL/x2+Td612cAabwcAtdXo7/vt1971XgCATsj7PkBjeWLqrHxn3L15bd68ijObDuqds0bukDX79ajhZtSb93wA6Dy87wPQXnS/56L0vvOit53vtWB69nrqfzPrsHFZNGTbOmzWOLzvA0Dn4D0flu3BBx+s22sLWGvr6iS1+DVI/6pwfnqz4zVX4rmHNDuethLPsVKKotgnyeVJlv6EwB+THFGW5fxa7ZHkD3lrwLpDWz1xWZYvJXlpRR5TFG/9jeD9+vXLgAED2moloI307du34f67efbJw/PJcXfmTw+8uMzr8xaW+czlD+YXx+6c/bZdu8bbAUD9NOL7fk2UZVK4gzsAHYv3fYCO6+EX3sip4+7N1BmV49Wt1u6fi04bnsH93Hq1s/OeDwCdh/d9AOpi4YLkoSsrXu4y+9X0u/zo5PjfJuvtWsPFGpv3fQDoHLznQ5N+/frV7bUFrDVUluWfk/y5jis82ux4zaIo+pRlOWsFnmOjFp5zlSiK4j1pCoB7LXX670kOKctybi12WMqTzY5XJgQG6PB6duuaX47cJZ++5K5cf8/zy5yZt3BRPjb2jvz06J2z/w7r1HhDAKDDmD8nufyUZLtDk+0Pr/c2AABAg7vv2ek5/pyJeW1W5d+Put16A3LhKcOzRl93XgUAAABWsa7dmuLUsUcmT9+87Jk505ILDk5GXp5sOLyW2wEAALRKl3ovQO2UZfl6kueand5sBZ9mk2bHq/z+wUVRvCPJdUn6LHX6X0kOLMty9qp+/WVo/pq967ADQLvQvWuX/PSonXLozutVnFmwqMwnx9+RK++sxU3IAYAOZ96s5OJjkoevT347OnngmnpvBAAANLC7npmWY8+aUDVe3WmD1TP2tBHiVQAAAKB2evZPjrs82eTdlWfmvp5ceEjy5L9qtxcAAEArCVg7n/uaHe+xvA8simKrJIOWOjUryRNtsVSV1xye5PdJlr5P8YQkHyrLcuaqfO0qBjc7nlqXLQDaiW5du+SHR+yYo3ffoOLMojL57KV359Jbn6nhZgBAuzd3RjLuyGTy35qOy4VNd2J9+A/13QsAAGhItz35ao47e2Jen7Og4sywjQfmotOGZ7Xe3Wu4GQAAAECSHn2TYy9NNt+n8sz8mclFh7/5M1YAAIB2TsDa+TT/FPBeK/DY5rN/LMtyUau2qaIoil2T/DFJ/6VO35bkA2VZvrGqXnc5DG923PyutgCdTtcuRb57yPY5YY+NKs6UZfKfV9yTCyc8VcPNAIB2a8705KJDkydvfOv5RfOTS49PHvtrffYCAAAa0s2Tp+aEcydlxtzK8eqemw3KmP/P3n2HWVHf7R9/zzZ67yodERGxgFSNPSoWFFBRqYqKYDQmMcmTnpjEJOZJsYJ0BFFQwd5jpQqKDUSUIgjS68LWM78/8PcEkTMUYc7u2ffruvbS+c59zrnZBM/unPnMXHsKlctlxdhMkiRJkiRpN9kVoPfD0PKC5JminfBwb/j0xfh6SZIkSdJBcoC17Jm6x/alQRBU38/HDtjHcx0yQRCcALwEVNtteT7w/TAMtxyu191PV+2x/XoqSkhSSZOREfD7S45j0KlNI3O/nvYRI99aElMrSZJUIu3cBOMvhRWz976/uACevBkK82KtJUmSJCk9vfHpOgaOeYcdBcVJM6e3rMPoAadQMcfhVUmSJEmSlGJZ5eCK8dC6e/JMcT48cg0sfDq+XpIkSZJ0EBxgLWPCMFwG7H57mwrArft6XBAEp/PNO49uBp46lN12e63WwMtAzd2WPwTOCcNw0+F4zf0VBEF/oP0ey0+moosklURBEPDLC49l6JnNI3N/fHYh97/+WUytJElSiZK7AcZdDKveTZ6pWBuumQzZ5ePrJUmSJCktvbpwDdePm0t+USJp5pxj6/Fgv3aUz86MsZkkSZIkSVKErBzoORqOvzx5JlEIk/vDR4/H10uSJEmSDpADrGXTL/bcDoJgz6HM/xMEQU1g1B7Lf93XnVCDIGgSBEG4x1eTfTzmaOBVoM5uywvZNby6IeqxByIIgh5BEDQ7wMdcBAzfY/nVMAynH6pekpQOgiDg9vNa8aNzW0bm/vbCIv758qeEYRhTM0mSlHLb18LYC+GrD5NnKteDAc9C/ePj6yVJkiQpLT3/4WpufGgeBcXJh1cvPL4BD/Q5mXJZDq9KkiRJkqQSJjMLLhsOJ/ZJngmL4fFBMH9SfL0kSZIk6QA4wFoGhWH4NvDYbks5wKtBEPQOguAb/58IgqAjMAPY/VZ6nwN3H+peQRA0Ytfwav3dltcA1wIVvx6I3d+vo/bxcpcAi4IgeCwIgiuCIKgW0atVEAQj2XXH2XK77drKfty9VpLKqlvOPpqfX9AqMvPvVxfztxcXOcQqSVJZsHUVjOkG6xYmz1Q9EgY+D3Wjf4aQJEmSpH15cv6X3DzpPYoSyY89XnriEfy794lkZ/qRqSRJkiRJKqEyMuGSe6D9tckzYQKm3QTzxsZWS5IkSZL2V1aqCyhlBrBrKPWkr7erApOAvwVB8D5QALQE2uzxuE3AhWEY7jgMnc4CGu6xVg+YeRDPtRxoso9MFtDz6y+CIFgKfAZsYdefvwZwHNBoL4/dCVwWhuHHB9FNksqMwac3p1xWBr9/ekHSzAOvf05+YYJfX3QsQRDE2E6SJMVm8xcw7mLYtCx5pnoj6P801GgSVytJkiRJaWrK3BX89PEPiLpu3hXtj+LOHm3JzPCYpCRJkiRJKuEyMuDCf0BmOZj9QJJQCE/fCkUF0PGGWOtJkiRJUhQHWMuoMAxzgyDoBkwAzt5tV0O+PUT6/30OXBWG4aLD3S9Fmn79tS/vAX3CMEw+jSVJ+j8DuzYlJyuDX079KGlm9PSlFBQX84dL2pDhCWOSJKWXjUtg3CWwZUXyTM1m0O8pqJ7s11FJkiRJ2j8Pz/6CX0z9MDLTp1Mjj0VKkiRJkqTSJQjg/DshqxxM/1fy3PO3Q3E+dPlBbNUkSZIkKUpGqgsodcIw/Ao4FxgMRH2Svxr4K3BCGIbvxNEtBuOA0cCnQMT1t/9PPvAy0AM4xeFVSTow13RszF292hJ1g9UJs77g5098QHFif/6zLEmSSoX1i2HMhdHDq7VbwoDnHF6VJEmS9J2Nmb50n8Or13Ztyh3dHV6VJEmSJEmlUBDAOb+D038enXvpVzD937FUkiRJkqR98Q6sZVwYhiEwHBgeBEFroA1wBJADrAKWALPCMEwcxHMvA/b70/8wDMcCYw/0dQ5GGIavAa8BBEFQGWgNNAbqA5XY9XdjK7AJWAy8G4ZhQRzdJCldXd6+ITlZGfxo8vtJh1Qnz11JQVGCv19+AlmZXmdDkqRSbe3CXXdezV2bPFO3NfR7EirXja+XJEmSpLQ0/I3PufP5TyIzN53RnJ+edwxB1JX2JEmSJEmSSrIggDP/B7Jy4NU/7D2TVR6OODneXpIkSZKUhAOs+j9f31W0zN1ZNAzD7cCcr78kSYdR9xOPJCczgx9Meo+iJEOs0+avoqA4wb97n0S2Q6ySJJVOqz+Ahy6FHRuSZ+q3hb7ToFKtuFpJkiRJSlN3v7qYf7z8aWTmh+ccza1nH+3wqiRJkiRJSg+n/XjXoOqLv/jmemYO9H4Ymp6Wml6SJEmStAenQiRJUqwuOL4Bw/q0IydiOPW5D7/ipgnvkl9UHGMzSZJ0SHw5D8ZdHD28emQ76P+Uw6uSJEmSvpMwDPn7i4v2Obz60/OP4YfntHR4VZIkSZIkpZfOQ6Hb3/+7nZEFVzwELc5OXSdJkiRJ2oMDrJIkKXbntK7HiP7tKZeV/EeRVxau4Ybx88grdIhVkqRS44vZMP5SyNucPNOw0647r1aoEVMpSZIkSekoDEP+/NxC7n3ts8jcry9qzZAzWsTUSpIkSZIkKWYdrodL7oGMbOg1Go45P9WNJEmSJOkbHGCVJEkpcXrLOowZeAoVsjOTZt74dB3Xjn2HHQVFMTaTJEkHZdnb8NBlkL81eabJadDncShfNb5ekiRJktJOIhHy26c+ZsRbSyNzd1zahutObRpTK0mSJEmSpBQ5uR/c8h607p7qJpIkSZL0LQ6wSpKklOnSvDbjr+tA5XJZSTMzPt9A/9Fz2JZXGGMzSZJ0wDavgMLc5Pubnw3XTIFylePrJEmSJCntJBIhv5j6IeNnLk+aCQL4W8+29O3UOMZmkiRJkiRJKVS9YaobSJIkSdJeOcAqSZJS6pQmNZkwqCNVyycfYn1n2Sb6jprDlp0OsUqSVGKdeBVc9M+972t5AfR+GLIrxNtJkiRJUlopKk7wkynv88g7K5JmMgL45xUncsUpnrQpSZIkSZK0V8VFUFSQ6haSJEmSyggHWCVJUsqd2LA6D1/fiRoVs5Nm5q/YzDUjZ7Ep14OnkiSVWO2vhfP/+s21Yy+BK8ZDdvnUdJIkSZKUFgqLE/zw0fk88d6XSTNZGQH3XHUyl550ZIzNJEmSJEmSSpFEMUwbDI/2gcK8VLeRJEmSVAY4wCpJkkqENkdWY9INnahdOSdp5qMvt3LViFms354fYzNJknRAOg2Gc/+w69+Pvxx6jYGs5O/vkiRJkrQv+UXFDJ34Ls98sDppJiczgwf6tOPCtg1ibCZJkiRJklSKJBLw9C3w4RRY/CI8chUU7Eh1K0mSJElpzgFWSZJUYrSqX5VHbuhM3SrlkmY++WobVw6fyZqtXgFQkqQSq+ut0HsSXDYcMrNS3UaSJElSKZZXWMzgh+bx0oI1STPlsjJ4sF87zm1dL8ZmkiRJkiRJpUgYwnM/gfcm/Hft8//Aw1dA/vbU9ZIkSZKU9hxglSRJJUqLupWZfGNnjqhWPmnm83W5XDl8Jqs274yxmSRJOiCtukFGZqpbSJIkSSrFdhYUM2jcXF5btC5ppkJ2JqMHnMIZx9SNsZkkSZIkSVIpEobwwv/A3FHf3rfsLZjQA/K2xN9LkiRJUpngAKskSSpxmtSuxKM3dqZhzQpJM8s27OCK4TNZsXFHjM0kSZIkSZIkxWF7fhH9x8zh7c/WJ81Uyslk3LUd6NqidozNJEmSJEmSSpmtX8L7k5LvXzEbxl8KOzbGVkmSJElS2eEAqyRJKpEa1qzI5Bs707R2paSZlZt2csXwmSxdnxtjM0mSyqjpd8Prf011C0mSJEllwNa8QvqNms2cpclPmqxSPouHBnWkQ9OaMTaTJEmSJEkqhaodBQOegYq1kmdWvQvjL4Hc5BcTkyRJkqSD4QCrJEkqsRpUq8CjN3Ti6LqVk2ZWb8nj8mEz+eSrrTE2kySpDAlDeP0v8PKv4fU/w9v/THUjSZIkSWlsY24BV4+YxbtfbE6aqV4xm4cHdeLkRjXiKyZJkiRJklSa1T8eBjwHleslz3z1IYzpBltXx9dLkiRJUtpzgFWSJJVodauW55EbOnFsg6pJM+u359P7wVl8sHJzfMUkSSoLwhBe+hW8fud/1175Hcx6IGWVJEmSJKWvNVvzuHL4TD76MvnF6mpVymHS9Z04/qhqMTaTJEmSJElKA3Vb7RpirXJE8sz6RTDmfNi0PL5ekiRJktKaA6ySJKnEq1W5HJOu70jbiJPSNu8o5OoRs5mzdGOMzSRJSmOJBDxzG8y899v7Xvg5vDMq/k6SJEmS0tbKTTu4YvhMFq/dnjRTt0o5Hr0x+mJ3kiRJkiRJilC7BQx8Dqo1Sp7ZtAxGnw/rF8dWS5IkSVL6coBVkiSVCtUr5jBhUEdOblQ9aWZ7fhH9Rs/mzU/XxVdMkqR0VFwEU2+EeWOSZ577Caz7NL5OkiRJktLWknXbuXzYTJZv2JE006BaeR69sTMt6laJsZkkSZIkSVIaqtl01xBrzWbJM9tWwZgL4KsP4+slSZIkKS05wCpJkkqNquWzGX9dRzo1q5k0k1eYYNC4ubz48VcxNpMkKY0U5cOU/vDh5IhQABf/G+q0jK2WJEmSpPS0cPVWrhg+k9Vb8pJmGtaswOQbO9O0dqUYm0mSJEmSJKWx6g1hwHNQp1XyTO46GHshrJwbXy9JkiRJaccBVkmSVKpULpfF2IEdOPOYOkkzBcUJhkx8l2nvfRljM0mS0kDBDpjUGz55JnkmIwt6jYKT+8XXS5IkSVJamr9iM70fnMX67QVJM83rVGLKjV1oWLNijM0kSZIkSZLKgKoNdg2x1m+bPJO3BcZ3h6VvxddLkiRJUlpxgFWSJJU65bMzGd63Pd2Or580U5wIuW3yfB6e/UWMzSRJKsXytsKEnvD5f5JnMsvBlROgTc/4ekmSJElKS7OWbOCaEbPYsrMwaaZ1g6pMvrEz9auVj7GZJEmSJElSGVKpFvR/Ghp2TJ4p2A4Te8GnL8XXS5IkSVLacIBVkiSVSjlZGdzd+yR6nnxU0kwYwi+mfsiIN5fE2EySpFJox0YYfwl8MSN5JrsSXDMZjrkgvl6SJEmS0tLri9bSf/QccguKk2ZOblSdSTd0olblcjE2kyRJkiRJKoMqVIe+U6Hp6ckzRXnwyNXw8bS4WkmSJElKEw6wSpKkUisrM4O7erWlX+fGkbk/PbeQf73yKWEYxtRMkqRSZNsaGHshrHoveaZctV0fWDY7I7ZakiRJktLT8x+u5vrxc8kvSiTNdGlei4eu60i1CtkxNpMkSZIkSSrDcirB1ZOhZcQFjROF8NhAmP9wfL0kSZIklXoOsEqSpFItIyPg95ccx01nNI/M/euVxfz5uYUOsUqStLvNK2DM+bB2QfJMxVrQ/ylo1DG+XpIkSZLS0uPzVjL04XcpLE5+jO7sVnUZPeAUKpXLirGZJEmSJEmSyC4PVz4EbXomz4QJmHYTzJ8UXy9JkiRJpZoDrJIkqdQLgoCfnd+K2887JjI34q2l/HLaRyQSDrFKksSGz2HMBbBxSfJM5fow4Dk44sTYakmSJElKTw/NWs6Pp7xP1KG5C9s2YFjfdpTPzoyvmCRJkiRJkv4rMxt6jICT+ibPVDkCGneOr5MkSZKkUs0BVkmSlDaGntmC31zUOjLz8Owv+NHk+RQVJ2JqJUlSCbRmAYw+H7asSJ6p3giufQHqtoqvlyRJkqS0NPyNz/n1tI8iM1e0P4q7e59EdqYfX0qSJEmSJKVURiZccg90vOnb+yrWhn5PQo0msdeSJEmSVDr5CbAkSUor157alL/1bEsQJM9Mm7+KIRPfJb+oOL5ikiSVFF++C2O7Qe7a5JlaR8PAF6Bm0/h6SZIkSUo7YRjyj5cWcefzn0TmBnRpwl96tCUzI+KgniRJkiRJkuITBHD+nfC92/+7Vr4a9J0KdVqmrpckSZKkUscBVkmSlHauOKUhd/c+iayIE95eWrCGQePmsrPAIVZJUhmyfAaMuwR2bkqeqXc8DHweqh0ZXy9JkiRJaScMQ/747ELu/s9nkbmhZzbntxe3JsPhVUmSJEmSpJIlCOCsX8E5v4ecynDN49CgbapbSZIkSSplHGCVJElp6eITjmBYn3bkZCX/ceetxevpP3oO2/IKY2wmSVKKfP4feKgHFGxLnjmyPQx4GirXia+XJEmSpLRTnAj5nyc+ZNTbSyNzPz3/GG4/rxVB4PCqJEmSJElSiXXqD+HmudDwlFQ3kSRJklQKOcAqSZLS1jmt6zFmwClUyM5MmpmzbCPXjJzNptyCGJtJkpQCOVUgiDgM0OQ06DcNKtSIrZIkSZKk9FNYnOC2R+fzyDsrInO/v+Q4hpzRIqZWkiRJkiRJ+k6qNkh1A0mSJEmllAOskiQprXVtUZsJgzpQpXxW0swHK7fQ+8FZrN2WF2MzSZJi1vAUuGoSZJb79r6jvw/XTIFyVeLvJUmSJClt5BUWM2Tiuzz1/qqkmYwA7urVlv5dmsRXTJIkSZIkSfHZsRHyt6e6hSRJkqQSwgFWSZKU9to1rsmk6ztRs1JO0syiNdu4YthMvty8M8ZmkiTFrNnpcOVDkLHbhR1ad4crJ0J2hdT1kiRJklTq7SgoYtC4uby8YE3STFZGwD1Xnczl7RvG2EySJEmSJEmxydsKE3rChB6wc3Oq20iSJEkqARxglSRJZUKbI6vx6A2dqFtlL3ed+9qyDTu4YthMlq7PjbGZJEkxa3ke9BgBQQaccDX0HA1ZyS/yIEmSJEn7sjWvkH6j5vD2Z+uTZnKyMniwXzsubNsgxmaSJEmSJEmKTcEOmNQbVr0LK2bDuIshN/nxIkmSJEllgwOskiSpzDi6XhUeG9yFo2okv8Pcl5t3cvmwmSz6aluMzSRJilmbHnDti9D9PsjM2ndekiRJkpLYmFvA1SNmMXf5pqSZijmZjB14Cme1qhdjM0mSJEmSJMWmKB8e7QPLp/937asPYEw32Lo6db0kSZIkpZwDrJIkqUxpVKsiUwZ3plmdSkkz67fnc+WDM/lg5eb4ikmSFLeGHSDDwwKSJEmSDt7arXlcOXwmH325NWmmavksJgzqSJfmtWNsJkmSJEmSpNgUF8Fj18Lnr3573/pFMOZ82LQ8/l6SJEmSSgTPVJUkSWVOg2oVmHxjZ45tUDVpZvOOQq4eMZs5SzfG2EySpO8gkYCiglS3kCRJklRGrNy0g8uHz2Tx2u1JM7Uq5TDphk6c3KhGjM0kSZIkSZIUq+1fwar3ku/ftAxGnw/rF8dWSZIkSVLJ4QCrJEkqk2pXLscj13fixIbVk2a25xfRb/Rs3vx0XXzFJEk6GMVFMG0wPH7trn+XJEmSpMNoybrtXD5sJss37EiaqV+1PI/e2JnjjqgWYzNJkiRJkiTFrtpRMPB5qNEkeWbbKhhzAXz1YWy1JEmSJJUMDrBKkqQyq1rFbCYM6kinZjWTZvIKEwwaN5cXP/4qxmaSJB2AonyY0h8+eBQWPg1PDt11N1ZJkiRJOgwWrt7KFcNnsXpLXtJMw5oVmDK4My3qVo6xmSRJkiRJklKmRmMY+ALUaZU8k7sOxl4IK+fG10uSJElSyjnAKkmSyrTK5bIYO7ADZxxTJ2mmoDjBkInvMu29L2NsJknSfijYAZN6wyfP/Hftg0fguR9DGKaulyRJkqS0NH/FZno/OIv12/OTZprXqcSUG7vQsGbFGJtJkiRJkiQp5ao2gAHPQf22yTN5W2B8d1j6Vny9JEmSJKWUA6ySJKnMK5+dyYN929Pt+PpJM8WJkNsmz+fh2V/E2EySpAh5W2FCT/j8P9/eN3c0vPwbh1glSZIkHTKzlmzgmhGz2LKzMGmmdYOqTL6xM/WrlY+xmSRJkiRJkkqMSrWg/9PQsGPyTMF2mNgLFr8cXy9JkiRJKeMAqyRJEpCTlcHdvU+i58lHJc2EIfxi6oeMfGtJjM0kSdqLHRth/CXwxYzkmXdGwubl8XWSJEmSlLZeX7SW/qPnkFtQnDRzcqPqTLqhE7Uql4uxmSRJkiRJkkqcCtWh71RoenryTFEeTLoKFjwZWy1JkiRJqeEAqyRJ0teyMjO4q1db+nVuHJn747ML+dcrnxJ6VztJUipsWwNjL4RV7yXPlKsGfadBjSZxtZIkSZKUpp7/cDXXj59LflEiaaZL81o8dF1HqlXIjrGZJEmSJEmSSqycSnD1ZGh5QfJMohCmDID5D8dWS5IkSVL8HGCVJEnaTUZGwO8vOY7BpzePzP3rlcX8+bmFDrFKkuK1eQWMOR/WLkieqVgLBjwNjTrG10uSJElSWnri3ZUMffhdCouTHwM7u1VdRg84hUrlsmJsJkmSJEmSpBIvuzxc+RC06Zk8EyZg2k0wZ0R8vSRJkiTFygFWSZKkPQRBwM8vaMXt5x0TmRvx1lJ+Oe0jEgmHWCVJMdjwOYy5ADYuSZ6pXB8GPAcNToivlyRJkqS09NCs5fxo8vtEHfq6sG0DhvVtR/nszPiKSZIkSZIkqfTIzIYeI+CkvtG5534Cb/8rlkqSJEmS4uUAqyRJUhJDz2zBby5qHZl5ePYX3DZ5PoXFiZhaSZLKpK8+gtHnw5YVyTPVG8G1L0DdVvH1kiRJkpSWHnj9c3497aPIzBXtj+Lu3ieRnenHjZIkSZIkSYqQkQmX3AMdb4rOvfJbePUPEHozAUmSJCmd+ImyJElShGtPbcrferYlCJJnnpy/ihsfmsfOguL4ikmSyo4vZsGYbpC7Nnmm1tEw8AWo2TS+XpIkSZLSThiG3PncQv76wieRuQFdmvCXHm3JzIg4aCZJkiRJkiT9f0EA598J37s9OvfW/8Izt0HC87AkSZKkdOEAqyRJ0j5ccUpD7u59ElkRJ+T955O19Bs9my07C2NsJklKe4tfgfGXQv6W5Jl6x8PA56HakbHVkiRJkpR+ihMhP3/8Q4a/uSQyN/TM5vz24tZkOLwqSZIkSZKkAxEEcNav4JzfRefmjYEZd8dSSZIkSdLh5wCrJEnSfrj4hCMY1qcdOVnJf3x6Z9kmej84i3Xb8mNsJklKWx8+BpOuhKKdyTNHtocBT0PlOvH1kiRJkpR28ouKGTrxXR6duyIy99Pzj+H281oRBA6vSpIkSZIk6SCdeht0+3vy/Ue2h1Ouj6+PJEmSpMPKAVZJkqT9dE7reowZcAoVczKTZhau3srlw2awYuOOGJtJktLOO6Pg8UGQKEqeaXIa9JsGFWrEVkuSJElS+tmeX8S1Y9/hhY+/isz9/pLjGHJGi5haSZIkSZIkKa11uB4ufQCCPU5lr9MKrpkC5SqnppckSZKkQ84BVkmSpAPQtUVtJg7qSLUK2UkzyzbsoNewGSxesy3GZpKktBCG8OZd8OyPgDB57phucM1jUK5KbNUkSZIkpZ9NuQVcM3I20z/bkDSTmRHwzytPoH+XJvEVkyRJkiRJUvo78Wq44iHIzNm1Xb0R9J0KFWumtpckSZKkQ8oBVkmSpAN0UqMaTBncmXpVyyXNrNmaz+XDZzJ/xeb4ikmSSrdEAl78Jfznj9G5E77+EC+7fDy9JEmSJKWlr7bkccXwmbwfcfyqXFYGw/u047KTjoqvmCRJkiRJksqOYy/adcfVms2g7zSoekSqG0mSJEk6xBxglSRJOggt61XhscFdaFyrYtLM5h2FXD1iFm8vXh9jM0lSqfXGX2HWfdGZTkOg+32QmRVPJ0mSJElpaen6XHo+MIPFa7cnzVQpl8X4aztwTut6MTaTJEmSJElSmdPsDBj6DtRqnuomkiRJkg4DB1glSZIOUsOaFZkyuDPHNqiaNLOjoJhrx77DCx+tjrGZJKlUatcfqjVKvv/MX8F5f4YMf5WXJEmSdPA+XrWFy4fN4MvNO5NmalXKYdINnejYrFaMzSRJkiRJklRmeRFnSZIkKW151qskSdJ3ULdKeR65oRPtG9dImikoTjBk4rs8+s4XMTaTJJU6VY+AftOgUp09dgTQ7e9w+u0QBKloJkmSJClNzFm6kd7DZ7F+e0HSzJHVKzBlcGfaHFktxmaSJEmSJEnSflqzAD57NdUtJEmSJO0nB1glSZK+o2oVsnnouo6cccyeA0f/lQjhZ49/yPA3Po+xmSSp1KnVHPo8AeW+vrt3Rhb0HAkdrk9tL0mSJEml3n8+WUPfUbPZll+UNNO8TiUeu6kzzepUjrGZJEmSJEmStJ82LoWHLoOHr4SPnkh1G0mSJEn7wQFWSZKkQ6BCTiYP9m3PJSccEZm78/lP+OsLnxCGYUzNJEmlToO2cPVkqFATek+C43ulupEkSZKkUu7J+V9yw/h55BclkmbaHlWNKYO70KBahRibSZIkSZIkSftp21fw0KWw/StIFMJj18LcMaluJUmSJGkfslJdQJIkKV3kZGXwrytP3HVH1lnLk+YeeP1zNu8o5I+XtiEzI4ixoSSp1GjcGX74AZSrkuomkiRJkkq58TOX8dunPibqempdmtfiwX7tqVzOjw4lSZIkSZJUAu3cBA/1gE3LdlsM4Zkfws6NcOqPIPA8LEmSJKkk8g6skiRJh1BGRsAfuh/HLWe1iMxNmvMFt0x6j/yi4piaSZJKHYdXJUmSJH0HYRjy71cW85sno4dXzzuuHqMHnOLwqiRJkiRJkkqmwp3w8JWw9uO973/1D/DSr4g8CCZJkiQpZRxglSRJOsSCIOBH3z+GX1/UOjL37IerGTRuLrn5RTE1kySl1BezYNuaVLeQJEmSVAYkEiG/f3oB/3zl08jc5e2O4r6rT6Z8dmZMzSRJkiRJkqQDlFkOGpwYnZl5Lzx1MxR7HpYkSZJU0jjAKkmSdJhcd2pT/vfyE8jMCJJm3lq8nj6jZrN5R0GMzSRJsVv0PIzvDhN6wM7NqW4jSZIkKY0VFif4yZT3GTtjWWTu+tOa8rdebcnK9ONCSZIkSZIklWAZGXDBX+GMX0Tn3psAU/pDYV48vSRJkiTtFz+RliRJOox6tjuKYX3akZOV/Meu977YzJXDZ7FmqwdPJSktvf8oPHINFOXBmo/g4SuhYEeqW0mSJElKQ3mFxdw0YR5PvPdlZO72847hF92OJQiSX3hNkiRJkiRJKjGCAM74GVxwV3Tuk2fg4cshf1s8vSRJkiTtkwOskiRJh9m5resxbmAHKpfLSppZtGYbvYbNYPmG3BibSZIOu1nDYOoNEBb/d23FLJjcD4q8+7YkSZKkQ2dbXiH9R8/hlYVrk2aCAP50WRuGntnC4VVJkiRJkiSVPh1vgB4jIMhMnln6Joy7BHI3xNdLkiRJUlIOsEqSJMWgc/NaTLq+EzUr5STNrNi4k17DZrJw9dYYm0mSDoswhNf+DC/8bO/7P3sZpg2GRPHe90uSJEnSAVi/PZ+rRsxi9tKNSTPZmQF39z6Jazo2jrGZJEmSJEmSdIi1vQJ6PwxZ5ZNnVr0LYy6ALV/G10uSJEnSXjnAKkmSFJPjj6rG5Bs7c0S15AdP123L54rhM5m7LPnJhpKkEi5MwPM/hTf+Gp3LqRRPH0mSJElp7cvNO7li2Ew++jL5RdEqZGcysv8pXHzCETE2kyRJkiRJkg6TY86HPk9AuarJM+sXwejzYP1n8fWSJEmS9C0OsEqSJMWoRd3KTLmpC83qJB9a2pZXRJ9Rs3l90doYm0mSDoUgLKL88z+EOQ9GB7v+EC6+GzIy46glSZIkKU19tnY7vR6YwZL1uUkzVctnMWFQB05vWSfGZpIkSZIkSdJh1qQrDHgGKkUc99qyYtcQ6+r34+slSZIk6RscYJUkSYrZkdUrMOXGzhx/ZLWkmbzCBIPGzeWp91fF2EyS9F1kJvLpsOTf5HwyNTp47h/g3N9DEMRTTJIkSVJa+mDlZq4YPpPVW/KSZupUKcejN3amXeOaMTaTJEmSJEmSYtLgBLj2RajWKHlmx3oYexGZK2fF10uSJEnS/3GAVZIkKQVqVS7Hw9d3pFOz5CcPFiVCbn3kPSbMWh5jM0nSwcgqyqXzZ3dRf2vEVVuDjF13Xe16a3zFJEmSJKWlGZ+v56oHZ7ExtyBpplHNijw+uAvHNqgaYzNJkiRJkiQpZrWaw7UvQO1jkmfyt1Lx8T7U2/JefL0kSZIkAQ6wSpIkpUyV8tmMHdiBc46tlzQThvCraR9x738WE4ZhjO0kSfsryF1H18/upFbup8lDmTlw+Vho1z+2XpIkSZLS04sff8WAMe+QW1CcNHNMvSo8NrgzjWpVjLGZJEmSJEmSlCLVjoSBz8MRJyeNBMX5dFjyb47aOCPGYpIkSZIcYJUkSUqh8tmZDOtzMj1PPioy9/eXPuWPzy4kkXCIVZJKlE3LqfhoD6rv/CJ5JrsSXD0ZWnePr5ckSZKktDRl7gpumjCPgqJE0szJjaoz+cbO1K1aPsZmkiRJkiRJUopVqgX9n4KmpyeNZJCg3fJhNF33UozFJEmSpLLNAVZJkqQUy8rM4K5ebbm2a9PI3Ki3l/LTxz+gqDj5CYqSpBit/QRGn0fm5mXJMxVq7PqArPmZsdWSJEmSlJ5GvrWE2x/7gKjrm32vZR0mDOpItYrZ8RWTJEmSJEmSSopyVeCaKXDsxZGxqjtXQuiNBCRJkqQ4OMAqSZJUAmRkBPz6omP5yfdbRuYem7eSIRPfJa+wOKZmkqS9WjkPxpwP21Ynz1RpAAOfh6Pax9dLkiRJUtoJw5C/v7iIPz67MDJ3UdsGjOzXnoo5WTE1kyRJkiRJkkqgrHLQayyc1Gevu7+s3oH3Gw6AIIi1liRJklRWOcAqSZJUQgRBwM1nHc0dl7aJPD760oI1DBzzDtvzi+IrJ0n6r89fg3EXw85NyTM1m8G1L0LdY+PrJUmSJCntJBIhv37yI+597bPI3NUdG/Hv3ieRk+VHf5IkSZIkSRKZWXDJvdDlB99YXlulDe82vhECj6NJkiRJcfGnb0mSpBKmb6fG/OvKE8nKSD7FOnPJBq4eMYsN2/NjbCZJYsFT8PAVUJibNFJcp/Wu4dUajWMsJkmSJCndFBQluPXR+UyY9UVkbuiZzfnTpW3IjDiWJEmSJEmSJJU5QQDn3gFn/xaAogYnM6fpLSQyslNcTJIkSSpbHGCVJEkqgbqfeCQj+rWnfHbyH9c+WLmFy4fPZNXmnTE2k6Qy7N3xMKU/FBckjWyo1JLcyydD5boxFpMkSZKUbnYUFHHDQ3N5+v1VkblfdjuW289rRRA4vCpJkiRJkiR9SxDAaT+CnqPYcelYijPLp7qRJEmSVOY4wCpJklRCndmqLg9d15Eq5bOSZpasy6XnAzP4dM22GJtJUhkUhvDpixAmkka+qnoCM1vcDuWrxVhMkiRJUrrZmFvA1SNm8/qidUkzGQH8rVdbrv9esxibSZIkSZIkSaXU8b2gQo1Ut5AkSZLKJAdYJUmSSrBTmtTk0Rs6U7tyuaSZ1Vvy6PXADN5ZtjHGZpJUxgQB9BwJDTvtdfeKGp2Z0+xWijOS//dakiRJkvZlxcYd9Bo2g/krNifN5GRmcP817biifcP4ikmSJEmSJEllSf72VDeQJEmS0oYDrJIkSSVc6yOq8tjgzhxVo0LSzNa8IvqMnM2LH38VYzNJKmOyK8BVk6BOq28sF5zQn3cb30gYJL9jtiRJkiTty8LVW+n5wAyWrMtNmqmUk8mYgadwfpv6MTaTJEmSJEmSypCFz8DdJ8LKualuIkmSJKUFB1glSZJKgSa1K/HY4C60rFc5aSa/KMFNE+YxcfbyGJtJUhlTsSb0eRyqHLFr+3s/Je+sOyDw12tJkiRJB2/m5xu4YthM1m7LT5qpUTGbh6/vRNcWtWNsJkmSJEmSJJUhy2fC49dB7joYdzF8+mKqG0mSJEmlnmfYSpIklRL1q5Vn8o2dOblR9aSZRAi/nPoR/3z5U8IwjK+cJJUl1Y6Cvk9At7/DWb+EIEh1I0mSJEml2HMfrqb/6Dlsyy9Kmjni6+NCJzSsHl8xSZIkSZIkqSxZuxAmXQlFebu2C3fApKvgvQmp7SVJkiSVcg6wSpIklSLVK+YwcVAnzm5VNzL371cX84upH1FUnIipmSSVMXWPhQ7Xp7qFJEmSpFJu3IxlDH34XQoijuG0rFeZx4d04eh6VWJsJkmSJEmSJJUhW1bChJ6Qt+Wb62ExPDkU3vpf8GYCkiRJ0kFxgFWSJKmUqZCTyfC+7biyfcPI3KQ5X3DTxHfJKyyOqZkklXIFO1LdQJIkSVIZEYYhd734Cb996uPI8946NKnJlBu70KBahfjKSZIkSZIkSWXN9H/D1i+T73/1D/D8TyHheViSJEnSgXKAVZIkqRTKyszgLz2P5wdntYjMvbxgDX1GzmbzjoKYmklSKbXoBfh3W1j1XqqbSJIkSUpzhcUJfvrYB9z32ueRufOOq8f46zpQrWJ2TM0kSZIkSZKkMuq8P0Pb3tGZOQ/CY9dCYV48nSRJkqQ04QCrJElSKRUEAT/+/jHc0f04giB5bu7yTVw+bCarNu+Mr5wklSbvPgSPXA2562BCL9gQfRK5JEmSJB2sHQVF3DB+LlPmrYzMXdOxEfdf047y2ZkxNZMkSZIkSZLKsMxsuPQB6HprdG7BNJjYC/K2xFJLkiRJSgcOsEqSJJVyfTs34YFrTiYnK/mPdovXbqfH/TP4dM22GJtJUgkXhvDmXfDUzRAW71rbsR4m9IDta1PbTZIkSVLa2ZhbwNUjZvPaonWRuR+d25I/XtqGzIyIK5ZJkiRJkiRJOrQyMuDcP8B5d0bnlr0FY7rB1tXx9JIkSZJKOQdYJUmS0sD5bRrw0LUdqFI+K2nmq6159HpgBu8s2xhjM0kqoRLF8Nzt8J8/fnvfpmW7rpia79C/JEmSpENjxcYd9Bo2g/krNifNZATwlx7Hc8vZRxMEDq9KkiRJkiRJKdF5CPQcBRnZyTNrPoJR34f1i+PrJUmSJJVSDrBKkiSliY7NajFlcGfqVS2XNLM1r4g+I2fz4sdfxdhMkkqYwjyYMgDeGZE8s/p9mDcutkqSJEmS0teCVVvp+cAMlqzLTZopl5XB8L7t6d2hUYzNJEmSJEmSJO3V8b2gz2OQUyV5ZssXu4ZYV86Nr5ckSZJUCjnAKkmSlEZa1a/KE0O60rxOpaSZ/KIEN02Yx8TZy2NsJkklxM7NMKEHLHwqOnfqbdB5aCyVJEmSJKWvmZ9v4MrhM1m7LT9pplqFbB6+viPntq4XYzNJkiRJkiRJkZqdAQOfhUp1k2d2boSxF8GnL8ZWS5IkSSptHGCVJElKM0dWr8Bjg7twcqPqSTOJEH459SP++fKnhGEYXzlJSqWtq2BMN1g+PSIUwPl/hXN+B0EQVzNJkiRJaejZD1bTf/QctuUXJc0cUa08j9/UmXaNa8bYTJIkSZIkSdJ+aXACXPcS1GyWPFO0EyZdBe9NiK+XJEmSVIo4wCpJkpSGalTKYeKgTpxzbMQVAIF/v7qYX0z9iKLiREzNJClF1i2CUd+HtR8nz2TmQK9R0GlwfL0kSZIkpaVxM5Zx86R3KYg45nJMvSo8PqQLLepWibGZJEmSJEmSpANSsylc+xIccXLyTFgMTw6FN/8O3kxAkiRJ+gYHWCVJktJUhZxMhvVpx5XtG0bmJs35gpsmvkteYXFMzSQpZivmwOjzYMuK5JmcKnDNY9CmZ3y9JEmSJKWdMAy568VP+O1TH0eep9ahSU0m39iZBtUqxFdOkiRJkiRJ0sGpXAf6Pw3Nz47O/ecOeP6nkPA8LEmSJOn/c4BVkiQpjWVlZvCXnsdzy1ktInMvL1jDNSNns3lHQUzNJCkmi16AcZfAzk3JM5XrwcDnoNnp8fWSJEmSlHYKixPc/tgH3Pfa55G5846rx/jrOlCtYnZMzSRJkiRJkiR9Z+Uqw9WPQtve0bk5D8JjA6EwL55ekiRJUgnnAKskSVKaC4KAH33/GO64tA1BkDw3b/kmLh82k1Wbd8ZXTpIOp3fHwyNXQ1HEf9dqNofrXoIGbePrJUmSJCnt7Cgo4obxc3ls3srI3DUdG3H/Ne0on50ZUzNJkiRJkiRJh0xmNlw2DLreGp1b8BSsmBVPJ0mSJKmEc4BVkiSpjOjbqTEPXHMyOVnJfwRcvHY7Pe6fwaKvtsXYTJIOsTCEN+6Cp34AYXHy3BEn7xperdEktmqSJEmS0s/G3AKuGjGb1xati8z9+NyW/PHSNmRmRFxhTJIkSZIkSVLJFgRw7h/gvDuTZ7rdBc3OiK2SJEmSVJI5wCpJklSGnN+mAQ9d24Eq5bOSZr7amsflw2YwZ+nGGJtJ0iGSKIZnfwyv/TE61+JcGPAMVKodTy9JkiRJaWnFxh30emAG76/YnDSTEcBfehzPD84+miBweFWSJEmSJElKC52HQM9RkJH9zfXTfgIdrk9NJ0mSJKkEcoBVkiSpjOnYrBZTBnemftXySTNb84roM2o2L3z0VYzNJOk7KsyDKf1h7qjo3AlXw1WTIKdSPL0kSZIkpaUFq7bS44EZLFmfmzRTLiuD4X3b07tDoxibSZIkSZIkSYrF8b2gz2OQU2XX9kl94KxfpbaTJEmSVMI4wCpJklQGtapflceHdKFF3cpJMwVFCYZMnMeEWctjbCZJB2nnZpjQAxY+HZ079Ta49H7IzI7OSZIkSVKEGZ+v58rhM1m3LT9ppnrFbB6+viPntq4XYzNJkiRJkiRJsWp2Bgx8dtfw6kX/hiBIdSNJkiSpRHGAVZIkqYw6snoFHhvcmZMbVU+aSYTwq2kf8Y+XPyUMw/jKSdKBWvAkLJ8eEQjg/L/COb/zwyJJkiRJ38kzH6xiwOh32JZflDRzRLXyPDa4M+0a14yxmSRJkiRJkqSUaHACdL8PMrNS3USSJEkqcRxglSRJKsOqV8xh4qBOnHNs9J1A7n51Mb+Y+iFFxYmYmknSATq5H3S8ae/7MnOg12joNDjeTpIkSZLSztjpS/nBpPcoiDhGcky9KjwxpCst6laJsZkkSZIkSZKkUiMMd31JkiRJZYADrJIkSWVchZxMhvU5md6nNIzMTZqzgsET3mVnQXFMzSTpAAQBnPdnOO6yb67nVIFrHoM2PVLTS5IkSVJaCMOQv73wCb97ekHkeWUdmtZk8uDO1K9WPr5ykiRJkiRJkkqXV34Hz90OCc/DkiRJUvrLSnUBlRxBEBwLHAccCeQAq4AlwOwwDMvM7daCIKgPnMKu70N1YA2wEpgehuGOFFaTJOmwycrM4M4ex1O3annufnVx0twrC9fQZ9RsRvVvT/WKOTE2lKT9kJEBlw2H3PWw7C2oXG/X8GqDtqluJkmSJKkUKyxO8PPHP+Txd1dG5s4/rj7/6n0i5bMzY2omSZIkSZIkqdSZ9QBM/9euf89dC5c9CNleEE+SJEnpywHWMi4IggC4HhgKJDure1UQBOOBP4ZhmBtDp2VA4+/wFGeGYfj6QbzuWcD/AGcCezu7ZHsQBNOA34RhuPQ79JMkqUQKgoAfnduSulXK8esnP0p6N5F5yzfRa9hMxl3bgSOrV4i3pCTtS1Y56D0RnvoBnPsHqNEk1Y0kSZIklWI7CooYMvFdXl+0LjLXp1Mjfn9JGzIzgpiaSZIkSZIkSSp1PnwMXvj5f7cXPAm5G3ad51ChespqSZIkSYdTRqoLKHWCIKgHvAQMJ/nwKsARwM+B94MgaB9HtzgFQZAVBMG/gFeAc9j78CpAZaAPu74PfWOqJ0lS7Pp0aswD15xMTlbyHxU/W7udnvfPYNFX22JsJkn7qXw1uGK8w6uSJEmSvpONuQVcNWL2PodXf/L9ltzR3eFVSZIkSZIkSRGWvA5TB397ffnbMKYbbF0deyVJkiQpDg6wllFBEFQCnmPXwObuVn69/gTw8R77mgMvBUFwzOFvGKv7gFuB3c8s2QL8B5gMzAKKd9tXBRgXBMEVsTWUJClm57dpwITrOlK1fFbSzFdb87h82AxmL9kQYzNJZVYiQdJbQ0uSJEnSIbZi4w56PTCD91dsTprJCOCvPY/n5rOOJggcXpUkSZIkSZKURP52eOxaSBTuff/aj2HUubBuUby9JEmSpBg4wFp2jQVO3m17G3A10DgMwwvDMOwZhmEboBOw+29DNYBngyCoEFPPL4GmB/g1a3+fPAiCocANuy2FwB3AUWEYnh2G4ZVhGHZm1/DuU7s/lF1DrFF3rpUkqVTr0LQmUwZ3oX7V8kkzW/OK6DtqDk/O/zLGZpLKnIJceOQqmPVAqptIkiRJKgPmr9jMZfdPZ8n63KSZ8tkZPNi3PVee0ijGZpIkSZIkSZJKpXKVodcYyKmSPLNlxa4h1qVvxddLkiRJioEDrGVQEASnAr12WyoAzgrDcFIYhonds2EYzga6Ap/vttycXXcsjUNRGIbLDvArb3+eOAiCasAf9lj+YRiGvwnDcPvui2EYLgcuAx7fbbk88Lfv8oeTJKmkO6Z+FR4f0oUWdSsnzRQUJ7j1kfnc99pnhN4dUdKhtu0rGNMNPn0BXvwFLHhq34+RJEmSpIP04sdf0fvBmazfXpA0U71iNhMHdeKc1vVibCZJkiRJkiSpVGt2Ogx8DipHHFfM2wIPXQbvPxpfL0mSJOkwc4C1bPrTHtt/DsNwbrJwGIYbgEF7LP8sCIKqh7xZvH4E1Nxt+7UwDO9OFv56uHcwsGG35fOCIPjeYeonSVKJcGT1Cjw2uDPtGteIzN314iL+54kPKSxOROYkab+tXQgjz4HV879eCOGJ62Fl0l9fJEmSJOmgjX57KYMnzCOvMPmxjf09TiJJkiRJkiRJ39KgLVz3EtRsnjyTKISpN8Abd4E3E5AkSVIacIC1jAmCoDGw+8DlTiDp0Ob/F4bh68Cc3ZaqA5ccym4p0HeP7b/u6wFhGK4HRu2x3O+QNZIkqYSqXjGHiYM6cs6x0XcWeeSdFVw3bi7b8gpjaiYpbS15A0adB1tWfHO9KA8evhI2LklNL0mSJElppzgR8runPuYPzyyIPB/smHpVePymLrSoWyW+cpIkSZIkSZLSS40mu4ZYjzg5OvfaH+Gpm6HY87AkSZJUujnAWvZctsf2tDAMN+3nY8fssd3jEPRJiSAITgSa7ra0CnhpPx++5/fhkiAIMg9FL0mSSrLy2ZkM63MyV3dsFJl789N1XD5sJqu37IypmaS0M38STOgJ+Vv2vn/Henj8eq80KkmSJOk721lQzE0T5jF2xrLIXOdmtZg8uDP1q5WPp5gkSZIkSZKk9FWpNvR/GlqeH517bwJMvBzykpw/IUmSJJUCDrCWPXv+pvP6ATx2z+z3gyAorf8f2vP78EYY7t/Z72EYfgJ8tdtSHaD9oSomSVJJlpWZwZ8ubcPPL2gVmfvkq21cdt8MFqzaGlMzSWkhDOH1v8C0wZCIuIJo9UZw6f0QBPF1kyRJkpR21m3Lp/eDM3lpwZrIXI+TjmTctR2oViE7pmaSJEmSJEmS0l65ynDlRGh/XXRuyWsw+gLYsjKeXpIkSdIhVlqHD3Xw2uyxPXN/H/j14ObG3ZYqAU0OQadUOOjvQ5L8cd+hiyRJpUoQBAw+vTn3Xn0SOVnJf5z8amselw+bwRufrouxnaRSq6gApg2B1++Mzh1xElz3CtQ5Jp5ekiRJktLSZ2u30+OB6by/MvrOBbecfTT/e8UJkcdAJEmSJEmSJOmgZGbBhf8L594RnVv7MYw4G1a/H08vSZIk6RDy0/YyJAiCqsCReyx/foBPs2SP7dYH32i/VA2CYFgQBPODIFgfBEHB1/9cFATBlCAIbgmCYM8/0/7Ys/dnB/j4Pb9vh/v7IElSiXNR2yOYOKgj1Ssmv/tIbkEx1459h0fmfBFjM0mlzs7NMLEnvP9wdO6YbjDgWahSL5ZakiRJktLTrCUb6HH/dFZs3Jk0k5URcFevtvzo3JYEQRBjO0mSJEmSJEllShBA11vg8rGQWS55bvtXMKYbLH45tmqSJEnSoeAAa9nSYo/t9WEY7jjA59hz+uTo79Bnf9QAbgROAGoB2V//syXQC/g3sCQIgjFBENQ9gOfd83txoFM1cX8fJEkqkU5pUpOpQ7rSuFbFpJniRMjPn/iQu178hEQijLGdpFJh8xcw+nxY+mZ0rsONcOUEyKkUTy9JkiRJaenJ+V/Sb9QctuYVJc1UKZfFuGs7cHn7hjE2kyRJkiRJklSmHXcZ9H8aKtRMninYDg9fCXNHx9dLkiRJ+o6yUl1Asaq+x/bag3iOPR9T7eCqHFI5wADgvCAIeodhGHnmexAEGUCVPZYP9HtxWL4PXw/h1jnAhzXffWP79u1s3br1UNSR9B3k5uZGbkvppFYOjOtzPLc+toD3v9yWNHffa5+zZM1W7rioJTlZXkdFEmSs+ZCK0waQkZv8x/GQgPwzfkPByYNge8l8P/V9X5KkssP3fan0CsOQETNWcO8byyNz9auW474rjuPoujkea5fKMN/zJUkqO3zflySp7CgV7/vVjyXoPY2KU/uRuXnZ3jNhMTxzG/lrFpN/6s8g8DwsSZJ2Vyre86UU2L59e8peOwhD74JVVgRBcAnw5G5L88IwbH+Az/EP4Lbdlv4RhuGPD0W/3V5jGdAQmAu8CLwPLAW2AhWBI4AuQF+gyR4PzwW+F4bhuxHPXxXYssdylTAM9/tv4l6+l++GYdhufx8f8by/A377XZ7j7rvvplGjRt+1iiRJB6ygGCZ8lsH7G6MPijavEnLdMcVUyo6pmKQSqd6W92i/7H6yEvlJM8VBNvOaDGZ19VNibCZJkiQp3RQnYPLSDGatjT5mcVSlkBtaFVMtJ6ZikiRJkiRJkrQXOUXb6LDkX9TKXZw0k5dVnddb3UF+dkm4F5EkSZJKui+++IJbbrll96U2YRh+HMdre8mVsqXyHtt5B/EcO/fxnIfCv4HmYRh2DMPwN2EYPh6G4bthGH4WhuEHYRi+EIbhb4AWwI+Awt0eWwl4KgiCihHPv7fOB/q9iOP7IElSqZKTCQNaJjirQSIy9/m2gH99lMn6g/lJRFJaaLLuVTou+Vfk8Gp+VhWmH/0Lh1clSZIkfSd5RfDgJ/seXm1dPcEtxzm8KkmSJEmSJCn1CrKqMKPFz/iyeoe97i/KKMes5j9yeFWSJEmlggOsMQqC4N4gCMIYvn63n5UO5va7h/2WvWEY/jMMw2X7kSsOw/CfQC9g90mZI4EfHujLHua8JEllQkYA3Zsk6NW0mCDi7XJtXsA/P8xk2bYYy0lKvTBB6y8nccLKcZH/jdherj5vtvwNmyo1j7GcJEmSpHSzOR/+9XEmn2yJ/jisa70Eg1olKJcZUzFJkiRJkiRJ2odERg5zmwxhcd1u31gPCXinyc1sqdgkNcUkSZKkA5SV6gKK1fY9tiscxHPs+Zg9nzN2YRg+FQTBvcDu9zG+CfhzkofsrXOFJOvJHK7vw/3AlAN8THPgyf+/0aFDB4499thDVEfSwcrNzWXOnDn/t92hQwcqVaqUwkZSvM4ETl+8gdunfUJe4d7vyLq9KOCBT3K4s/sxnH1M7XgLSopf4U4qvHAb2Wufj4wVHdmBxCUj6VihRkzFvjvf9yVJKjt835dKj0/WbOdPj37M2h0FkbnbzmrKgI5HEgRBTM0klQa+50uSVHb4vi9JUtlRet/3z2bn++Mp/59fE4QJ8s7+E8ed0JfjUl1LkqQSqvS+50uH18KFC1P22g6wli1pOcD6tb8APwD+/xkmRwVB0CYMw4/2ki2xA6xhGK4F1h7IY/Y8qaZy5cpUrVr1UNSRdAhVqlTJv5sqcy5uV5Um9Wpy7bh3WLctf6+ZvKIEP3piIb+6sDXXndo05oaSYpO7Hib3gZVzonNtepLV/X6qZpePp9dh4vu+JEllh+/7Usn0+qK1DJ34AbkFxUkzOVkZ/POKE7mwbYMYm0kqrXzPlySp7PB9X5KksqNUve+fdjPUOxq+nEeF04Ye1AngkiSVVaXqPV86jCpXrpyy13aANV5PAitjeJ23k6xv2WO7zkE8d909tjcfxHMccmEYrg6C4APghN2W2+wj4T8AAMbaSURBVALfGmANwzARBMF2YPe/eXWAdQfwkiXy+yBJUklz/FHVmDqkCwPHvMPitXu/3kMYwh3PLGDFxh38+qLWZGZ4xxMp7WxZAWv2dm2Z3Zz6Izjr15CREU8nSZIkSWnp4dlf8OsnP6I4ESbN1KiYzYh+7WnfpGaMzSRJkiRJkiTpO2h53q4vSZIkqZRxgDVGYRi+DLycwgqL99iuEwRBxTAMdxzAczTex3Om0jK+OcAaNaC7GDhpt+3GwIIDeK2S/H2QJKlEOapGRR67qQuDH5rHzCUbkubGzljGyk07ufuqE6mY44+pUlo54iToOQoeuRrY4yTyIBMu+ge0G5CKZpIkSZLSRCIRctdLi3jg9c8jc01qVWTMwA40rV0ppmaSJEmSJEmSlAI7N0G5qpCRmeomkiRJKuO8tU0ZEobhVmDVHsvND/Bpmu6xvfDgGx1yO/fYrhCR3bN3iwN8rWb7eD5JkrSbahWyGXdtB3qcfGRk7pWFa7jqwVms25YfUzNJsWnVDS746zfXcirD1ZMdXpUkSZL0neQVFnPro/P3Obx6cqPqPDGkq8OrkiRJkiRJktJbwQ6Y0BMeuQYKclPdRpIkSWWcA6xlz0d7bHfe3wcGQdAKqLXb0g5g6aEodYjU3mN7fUT2oL8PX+uyj+eTJEl7yMnK4H8vP4Fbzz46Mvf+yi1cdv90Plu7LaZmkmLT8UboNGTXv1c5Aq59AY4+J7WdJEmSJJVqm3IL6DtqNk+/v+f1O7/pwuMb8PD1nahZKSemZpIkSZIkSZKUAolieOJ6+HIefPo8jOkG29akupUkSZLKMAdYy54X9tg+4wAeu2f2xTAME9+pzSESBEEm0G6P5aizVfb8PnwvCIJgP1+rFVB/t6X1wNz9eawkSWVdEATcdm5L/n75CWRlJH/rXblpJz3un8HMzzfE2E5SLL7/R+h6Kwx6Beofn+o2kiRJkkqx5Rty6fnADN5Ztikyd+P3mnHPVSdRPjszpmaSJEmSJEmSlCIv/hI+eea/26vnw8hzYO3ClFWSJElS2eYAa9kzdY/tS4MgqL6fjx2wj+dKpQuAGrttFwFvJwuHYfgesGy3pSOB7+/naw3YY/upMAyL9/OxkiQJ6NXuKMZd24Eq5bKSZrbmFdFv9GymvrcyxmaSDruMTDj3D1DtyFQ3kSRJklSKvfvFJnrcP4Ml63OTZjICuKP7cfxPt2PJiLiQliRJkiRJkiSlhVkPwOwHvr2+5QsYdR4sfTP+TpIkSSrzHGAtY8IwXAa8tdtSBeDWfT0uCILTgY67LW0GnjqU3Q5WEASVgL/ssfx6GIZb9/HQh/bY/tl+vFYtYNAey+P39ThJkvRtXVvU5rGbunBk9QpJM4XFIbc9+j73vLqYMAxjbCfpgGxbA4U7U91CkiRJUhnxwkeruerBWWzILUiaqZiTycj+7enbuUl8xSRJkiRJkiQpVXZugjf+mnx//hZ4qAfMnxRfJ0mSJAkHWMuqX+y5HQRB+2ThIAhqAqP2WP5rGIZbol4kCIImQRCEe3w1icjXDoKgbxAEmfv6A+z2mCrAFOC4PXb9fj8e/r/Axt22zwyC4AcRr5UBDANq7bb8YhiGb+xnXUmStIdj6ldh6pAutDmyamTuf1/+lJ89/gGFxYmYmknab2sWwIizYOqNkPDvqCRJkqTDJwxDRr61hJsmvkt+UfLfP+pUKcejN3TmrFb1YmwnSZIkSZIkSSlUoQYMfAGqNUqeSRTCtMHw+l/BmwlIkiQpJg6wlkFhGL4NPLbbUg7wahAEvb8e0vw/QRB0BGYAzXdb/hy4+zBUq8yuu5l+GgTB74IgaLtnn916lQ+CoB8wH7hgj92jv/4zRvp6APc3eyz/OwiC3wdBUHmP12sETAV67bacD/x0X68jSZKi1a1a/uuTSutG5ibPXcm1Y99ha15hTM0k7dOS12H0ebB1JSx4El7Z88drSZIkSTo0ihMhv396AX98dmHkeVUt61Vm2tCuHH9UtfjKSZIkSZIkSVJJULcVDHoFGpwYnXv9z/DkUCgqiKWWJEmSyjYHWMuuAcB7u21XBSYBy4IgeDoIgseDIPgQmAUcs1tuE3BhGIY7DmO3ZsBvgfeBrUEQzAqC4KkgCCZ83WsGsBkY93V2d88CN+7vC4VheB8wYrelgF1DrSuCIHg5CIJHgiCYzq6h3Ut2fyjQPwzDDw7wzyZJkvaiUrksHuzbjj6dIq4ACLy1eD1XDJvJqs07Y2omKan3JsKEnpC/9b9rM+6BOSOSP0aSJEmSDsKOgiJufGgeY2csi8x1aV6LKYO7cGT1CvEUkyRJkiRJkqSSpko9GPgctNzz/kB7mD8RJvaCvC3x9JIkSVKZ5QBrGRWGYS7QDXh1j10NgYuAHkCbPfZ9DpwXhuGiw9/w/1QCOgIXA9d83aszUG6PXCHwK6B7GIZFB/gaQ9h1R9ndr9leHTgHuBLoAmTttm87MDAMw0cP8HUkSVKErMwM7ujehl90axWZ++SrbVx2/3Q+XuXBUyklwhBe+zM8OQQSe/nR+/mfwqIX4u8lSZIkKS2t3ZZH7wdn8crCNZG5Xu2OYuzADlSrkB1TM0mSJEmSJEkqoXIqQe+JcMr10bmlb8Co82Dzinh6SZIkqUxygLUMC8PwK+BcYDDwYUR0NfBX4IQwDN85jJXWsevup68C2/bzMSuAvwAtwjD8UxiGxQf6omEYFoVheCu7BlZfBRJJornABKBtGIbjDvR1JEnSvgVBwA3fa859V59MTlbyH1XXbM3nimEzeW3R2hjbSaKoAKYOhjf+mjwTJmDWfbsGXSVJkiTpO/hs7TYuu28GH6yMvojVbee05K5ebSOPJUiSJEmSJElSmZKRCd3ugu//CQiS59YthJFnw6r5cTWTJElSGZO174jSWRiGITAcGB4EQWt23XX1CCAHWAUsAWaFYZhsqDPquZcR+RvPt/K5wB3AHUEQBEBT4GjgSKAGUAEoADYBa4G5YRh+eaC9Il7/P8B/giBoAHT4+nWrff1aK4DpX3eUJEmH2YVtG1C/WjkGjZvLph2Fe83kFhQzaNxcfnfJcfTt1DjmhlIZtGMjTO4Hy96Kzh1zIfQcCcF+/yogSZIkSd8y47P1DJ4wj615RUkz2ZkBf+nRlp7tjoqxmSRJkiRJkiSVEkEAXW6G6g3hiRugKG/vue1rYEw36DUKjrkg3o6SJElKew6w6v+EYbgAWJDqHvB/g7VLvv6K+7VXA0/G/bqSJOmb2jWuyRNDujJwzByWbdix10xxIuTX0z7iszXb+PVFrcnK9E4r0mGx7lOYdCVs3MeP5x1vgvP+tOsqnpIkSZJ0kCbMWs5vn/qY4kSYNFOlfBbD+7SjS4vaMTaTJEmSJEmSpFKodXeo0gAm9YYdG/aeKcyFSVfBub+HLrd44XJJkiQdMp7hL0mSpBKrae1KPDGkK+0a14jMjZu5nIFj32HLzr3frVXSd/DZqzDynH0MrwZw/l/ggr84vCpJkiTpoBUVJ/jtkx/xq2kfRQ6vHlm9Ao/f1MXhVUmSJEmSJEnaXw07wKBXoGbziFAIL/8GnhwKRfmxVZMkSVJ6c4BVkiRJJVrNSjlMHNSRC49vEJl7a/F6Lrt/OsvW58bUTCoDZj8IEy+H/C3JM1kV4MoJ0Omm+HpJkiRJSjtbdhYycOw7jJu5PDJ3/JHVmDq0Cy3rVYmpmSRJkiRJkiSliZrNdg2xNuwUnZs/EcZ3h9z18fSSJElSWnOAVZIkSSVe+exM7rnqJG78XrPI3JJ1uXS/bzozPvfgqfSdFBfCMz+C52+HsDh5rmJtGPAMHHtRfN0kSZIkpZ1l63O57P7pvLU4+vf5s1vV5ZEbOlG3SvmYmkmSJEmSJElSmqlYE/o9Ccf1iM59MRNGnAlbVsbTS5IkSWnLAVZJkiSVChkZAf/T7Vj+fNnxZGUESXNbdhbSb9QcHp79RYztpDSycxNM6AlzR0Xn6hwL178KR7WPp5ckSZKktDTj8/V0v286S9blRuau7dqU4X3bUalcVkzNJEmSJEmSJClNZZeHnqPgtJ9E52q3hMr14+kkSZKktOUAqyRJkkqVqzs2Yvx1HahWITtppigR8oupH/L7pz+mqDgRYzuplFv/GYw8B5a+EZ07+vtw3UtQo0kstSRJkiSlp4dnf0G/UXPYsrMwaSYrI+DPlx3Pby5uTVamH2tJkiRJkiRJ0iGRkQFn/xp6jITMct/eX/sY6DUaMr2ooCRJkr4bP+mXJElSqdOleW2mDe1KszqVInNjpi/junFz2ZqX/ERYSV9b8jqMPAs2fBad63wzXPUIlK8aSy1JkiRJ6aeoOMHvn/6YX0z9kKJEmDRXvWI246/rwNUdG8XYTpIkSZIkSZLKkLaXw4BnoVLd/65VqAlXPwLlq6WulyRJktKGA6ySJEkqlZrWrsTUIV057ejakbk3Pl1Hj/tnsHxDbkzNpFLonZHwUA/I25I8k5EFl9wD5/0JMjLj6yZJkiQprWzNK+S6cXMZM31ZZK55nUpMG9KVLs2jf++XJEmSJEmSJH1HDU+B6/8D9Y6HjGy4cgLUbJbqVpIkSUoTDrBKkiSp1KpWIZsxA06hf+fGkbnP1m6n+33TmbVkQ0zNpFJk3lh49scQFifPVKgJ/Z6Ek/vFVkuSJElS+lm+IZce98/gjU/XReZOO7o2TwzpSpPalWJqJkmSJEmSJEllXPWGcO0LcM1kaNI11W0kSZKURhxglSRJUqmWlZnB77u34Y5L25CZESTNbd5RSJ+Rs3n0nS9ibCeVAsf1gDrHJt9fp9Wuq2w2OTW+TpIkSZLSzqwlG7j0vul8tnZ7ZG5AlyaMGXAK1Spkx9RMkiRJkiRJkgRAucrQ/KxUt5AkSVKacYBVkiRJaaFvp8aMG9iBquWzkmaKEiE/e/xD7nhmAcWJMMZ2UglWvipc/QhUrPXtfS3OgetegppN4+8lSZIkKW08+s4X9Bk5m007CpNmMjMC/nhpG353yXFkZfrxlSRJkiRJkiSVeJ+9ArMegNDzsCRJkpScZwBIkiQpbZx6dG2mDe1Ks9qVInOj3l7KoHHvsC0v+YmzUplSowlcOREydrvDUachcNWjUL5aympJkiRJKt2KEyF/fGYBP3v8Q4oiLiRVtXwW46/tQJ9OjWNsJ0mSJEmSJEk6aOsWwZRr4YWfwzM/hGLPw5IkSdLeOcAqSZKktNKsTmWmDulK1xZ7uZvkbl5btI6eD8zgiw07YmomlXCNO8PF/4aMLLjoX3D+nZCZ/I7GkiRJkhRlW14hg8a9w8i3l0bmmtWuxLShXenaonZMzSRJkiRJkiRJ38mOjfDwlZC/Zdf2vLHw0GW71iVJkqQ9OMAqSZKktFOtYjZjB3ag7z7u3PLpmu1cev905iz14KkEwEnXwM1zof3AVDeRJEmSVIqt2LiDng/M4LVF6yJzXVvUYuqQrjSrUzmmZpIkSZIkSZKk76SoACb3g017XLxw2Vsw8mxY92lqekmSJKnEcoBVkiRJaSk7M4M7Lm3DH7ofR2ZGkDS3MbeAa0bOYvLcFTG2k2IUhgeWr9n08PSQJEmSVCbMWbqR7vdN59M12yNzfTs1ZuzADlSrmB1TM0mSJEmSJEnSd/b87buGVfdm4xIYeQ589mq8nSRJklSiOcAqSZKktNavcxPGDjyFKuWzkmYKi0N++tgH/Pm5hRQnDnDYTyrJNi6BUefC2oWpbiJJkiSpDJgydwXXjJzFxtyCpJnMjIA/dD+OOy5tQ3amH1NJkiRJkiRJUqlyVAfIiLgwYf4WmHg5zH7wwC+6LkmSpLTkmQGSJElKe6cdXYepQ7rSpFbFyNyDby7hhvFz2Z5fFFMz6TBa9jaMOAtWvgMPXwm5G1LdSJIkSVKaKk6E3PncQm5/7AMKi5OfkFSlfBZjB55Cv85N4isnSZIkSZIkSTp0TroG+j8NFWslz4TFu+7U+uyPobgwvm6SJEkqkRxglSRJUpnQom5lpg3tSudmEQdPgVc/WUvP+2ewYuOOmJpJh8G742F8d9i5adf25uUwuS8UJb8LkiRJkiQdjO35Rdz40FyGv7kkMtekVkWmDunKaUfXiamZJEmSJEmSJOmwaNwZrv8P1G0dnZs7Cib0hB0b4+klSZKkEskBVkmSJJUZ1SvmMP66DlzVoVFkbtGabVx633TmLvPgqUqZRDG8+Et46geQ2ONOwsunw7O3QZj8bkiSJEmSdCBWbNxBrwdm8MrCtZG5zs1qMW1oV1rUrRxTM0mSJEmSJEnSYVWjCVz7Ihx9XnRu6Rsw8hxY/1kstSRJklTyOMAqSZKkMiU7M4M/X9aG317cmowgeW5DbgFXj5jNY/NWxldO+i7ytsKk3jDz3uSZ9ybAu+Pi6yRJkiQpbc1dtpFL75vOJ19ti8xd1aER46/rQPWKOTE1kyRJkiRJkiTFonxVuGoSdL45Orfxcxh5Fnz+Wjy9JEmSVKI4wCpJkqQyJwgCBnZtyugBp1ClXFbSXEFxgp9MeZ+/PP8JiYR3rVQJtnEpjPo+LH4pOtfsDGjdPZZKkiRJktLX4/NWcvWI2WzILUiayQjgtxe35s+XtSE704+jJEmSJEmSJCktZWTCeX+CS+6FjOzkubwtMKEnzBkRXzdJkiSVCJ4xIEmSpDLrjGPqMnVoFxrVrBiZG/bG59w4YR65+UUxNZMOwPIZMPJsWLcwOnfKILjmMahQI55ekiRJktJOIhHyl+c/4cdT3qegOJE0V6VcFqMHnMLArk0JgiDGhpIkSZIkSZKklDi5L/R7EirUTJ4Ji+G5n8CzP4Fiz8OSJEkqKxxglSRJUpnWom4VnhzalY5NIw6eAi8vWEPPB2bw5eadMTWT9sN7E2DcJbBjQ/JMkAnd/g4X/i9kRlzpUpIkSZIi5OYXceOEeQx74/PIXKOaFZk6tAtnHFM3pmaSJEmSJEmSpBKhSVe4/j9Qp1V07p0RMLEX7NwUTy9JkiSllAOskiRJKvNqVMrhoes60vuUhpG5T77aRvd732becg+eKsUSxfDSr+DJoZAoTJ4rVw36PAYdro+vmyRJkqS08+XmnfQaNpOXF6yJzHVsWpMnh3alRd0qMTWTJEmSJEmSJJUoNZvCdS9Bi3Ojc0teg5HnwoboiyZKkiSp9HOAVZIkSQJysjK4s8fx/Pqi1mQEyXPrtxdw1YOzmPreyvjKSbvL3waPXA0z7onO1WwGg16B5mfF00uSJElSWpq3fBPd732bhau3RuZ6n9KQh67rSI1KOTE1kyRJkiRJkiSVSOWrwdWPQqeh0bkNi2HEWbDkjXh6SZIkKSUcYJUkSZK+FgQB153alFH9T6FyuaykuYLiBLc9+j53vfgJiUQYY0OVeZuWw6jvw6cvROeanAaDXoU6LePpJUmSJCktTXvvS64aMYv12wuSZjIC+NWFx3Jnj+PJyfJjJ0mSJEmSJEkSkJEJ5/8ZLv43ZCQ/D4u8zZC7LrZakiRJip9nEkiSJEl7OLNVXZ4Y0oWGNStE5u577XNueGgeW/MKY2qmMm3pWzDiTFi7IDrXbiD0nQoVa8bTS5IkSVLaKSpOcOdzC/nho/MpKEokzVUul8Wo/qcw6LRmBEEQY0NJkiRJkiRJUqnQbgD0nQYVaux9//d+Csf3irORJEmSYuYAqyRJkrQXLetV4cmhp9KhSfQQ4CsL13DpfdP5bO32mJqpzAlDmPUAjO8OOzYkzwUZcMHf4KJ/QmZ2fP0kSZIkpZVNuQUMGPMOw99cEplrWLMCTwzpwpmt6sbUTJIkSZIkSZJUKjU9DQa9CrVbfnO9dXc4439S00mSJEmxcYBVkiRJSqJmpRwmDOrI5e2OiswtWZfLpfdN56WPv4qpmcqMwp0w9UZ44ecQFifPlasKV0+BjjeCdz2SJEmSdJAWrNrKxfe+zdufrY/MdWhSk2lDutKyXpWYmkmSJEmSJEmSSrVazeG6l6H52bu2G5wAlw6DDMcZJEmS0p0/8UmSJEkRcrIy+Fuvtvyy27GRc4Hb84u44aF5/OPlT0kkwvgKKn0VF8HYC+GDR6NzNZrAoFfg6HNiqSVJkiQpPT05/0t6PDCdlZt2RuYub3cUDw3qQK3K5WJqJkmSJEmSJElKCxWqw9WT4Xu3Q+9JkFMx1Y0kSZIUAwdYJUmSpH0IgoDrv9eMkf3aUyknMzJ796uLuX78XLbsLIypndJWZhYcf3l0pvGpcP1rUOeYeDpJkiRJSjtFxQn+9OwCbn1kPnmFiaS5IIBfdGvF33q1pVxW9O/GkiRJkiRJkiTtVWYWnPUrqHZkqptIkiQpJg6wSpIkSfvp7GPrMW1oV5rWrhSZe/WTtVx633QWr9kWUzOlrY6Doe2Ve9/X4UboNw0q1oy1kiRJkqT0sTG3gH6j5zDiraWRuarlsxgz4BRu+F5zgiCIqZ0kSZIkSZIkqcxLFMPLv4Gtq1PdRJIkSQfJAVZJkiTpABxdrwrThnbl7FZ1I3NL1+dy6X3TeeEjD57qOwgCuOhfUL/tf9cyy8GlD0C3v0FmdsqqSZIkSSrdPvpyCxff8zYzPt8QmTumXhWe/sGpnHFM9O/BkiRJkiRJkiQdcv/5I0z/Nzx4OnwxO9VtJEmSdBAcYJUkSZIOULUK2Yzo155bzj46MpdbUMzgCe/y9xcXUZwIY2qntJNTEXpPhAo1oepRcO0LcOLVqW4lSZIkqRSb9t6X9HxgBl9u3hmZu7BtA54Y0oXGtSrF1EySJEmSJEmSpK99PA3e/seuf9++BsZeCHNHp7SSJEmSDlxWqgtIkiRJpVFGRsCPzm3JcUdU5ceT32d7flHS7L2vfcbHq7bwr94nUa2Cd8zUQajeCK55bNc/K9dJdRtJkiRJpVRRcYI/P/cJo6cvjcxlBPDT81tx4/eaEQRBTO0kSZIkSZIkSfra2oUwbcg31xKF8MxtsGo+dLsLssqlpJokSZIOjHdglSRJkr6D846rz7ShXWhWJ/puNK8tWkf3e99m0VfbYmqmEi8MIVG8//mj2jm8KkmSJOmgbdieT59Rs/c5vFqtQjZjB3Zg8OnNHV6VJEmSJEmSJMVv5yZ45GoozN37/nfHwZhusHVVvL0kSZJ0UBxglSRJkr6jFnWrMG1oV845tl5kbtmGHVx2/3Se+3B1TM1UYhXkwmMD4cVfprqJJEmSpDLgw5VbuPiet5m1ZGNkrlX9Kjx986l8r6UXz5EkSZIkSZIkpUhRPlSoGZ35ci4MPx2Wz4ynkyRJkg6aA6ySJEnSIVC1fDYP9m3Hbee0jMztKChmyMR3+esLn1CcCGNqpxJl41IYeS58PBVmPwDvP5LqRpIkSZLS2OPzVtJz2AxWbcmLzF18whE8MaQLjWpVjKmZJEmSJEmSJEl7UaU+DHwOTuobnctdC+MugjkjIPQ8LEmSpJLKAVZJkiTpEMnICLj1nKMZ2a89VcplRWYfeP1zBo59h807CmJqpxLhs1fgwTNg7cf/XXv6Vlg1P1WNJEmSJKWpwuIEv3vqY3485X0KihJJcxkB/LLbsdzd+0Qq5kT/LitJkiRJkiRJUiyyysEl98BF/4SM7OS5RBE89xN48mYojL6QoyRJklLDAVZJkiTpEDundT2m3dyV5nUqRebe/HQdl9w7nU++2hpTM6VMGMLb/4SJl0Pe5m/uK8qDR/tA7vqUVJMkSZKUftZvz+eakbMZO2NZZK5GxWzGX9uR67/XjCAI4iknSZIkSZIkSdL+CAJofy0MeBYq14vOzp8AYy6ALV/G002SJEn7zQFWSZIk6TBoXqcy04Z25futow+efrFxB5fdN4NnPlgVUzPFLn87TOkPr/wOwiR3PdqyAqYNibWWJEmSpPT0/orNXHzP28xZujEy17pBVZ66+VROPbp2TM0kSZIkSZIkSToIjTrCDW/AUR2ic6vehQdPh2XT4+klSZKk/eIAqyRJknSYVCmfzbA+7fjxuS2JupHNzsJibn74Pe58fiHFiTC+gjr8NnwOI8+BBU9G56o1grN+GU8nSZIkSWlrytwVXD58Jqu35EXmup94BI/f1IWGNSvG1EySJEmSJEmSpO+gagMY8Ay0Gxidy10H4y+B2Q9C6HlYkiRJJYEDrJIkSdJhlJER8IOzj2ZU//ZUKZ8VmR3+xhIGjJnDptyCmNrpsFr8Mow4E9YtjM41PR1ueB0anBBLLUmSJEnpp6AowW+e/IjbH/uAgqJE0lxmRsCvLjyWf115IhVyMmNsKEmSJEmSJEnSd5RVDi7+F1z8b8jITp5LFMHzt8O0IVC4M7Z6kiRJ2jsHWCVJkqQYnNWqHk/dfCpH160cmXtr8Xouue9tFqzaGlMzHXJhCG/+HSZeDnlborNdboE+T0ClWvF0kyRJkpR21m3L55qRsxg/c3lkrmalHB66tgODTmtGEAQxtZMkSZIkSZIk6RBrNwAGPgeV60fn3n8YRp8PW1bGUkuSJEl75wCrJEmSFJOmtSsxdWhXLmgTffB0xcad9HhgOk+9vyqmZjpk8rfB5L7wnzuAMHkuqwL0HAXfvwMyo+/MK0mSJEnJvPfFJi6+523eWbYpMtfmyKo8dXNXurSoHVMzSZIkSZIkSZIOo4Yd4MY3oGGn6Nzq+TD8dFj6Viy1JEmS9G0OsEqSJEkxqlwui/uvOZnbzzuGqBve5BUmuGXSe/z5uYUUFSfiK6iDt+FzGHkOLHw6Ole9MQx6GY7vFU8vSZIkSWnp0Xe+4Mrhs/hqa15krsdJR/LY4C4cVaNiTM0kSZIkSZIkSYpBlfrQ/2lof110bsd6GN8dFj0fTy9JkiR9gwOskiRJUsyCIGDomS0YM+AUqpaPvvvmg28uof+YOWzMLYipnQ7Kpy/Cg2fCuk+ic83Pghteh/rHx1JLkiRJUvopKErwy6kf8rPHP6Qg4oJHmRkBv724Nf97xQmUz86MsaEkSZIkSZIkSTHJyoGL/gGX3AOZOclzNZtB467x9ZIkSdL/cYBVkiRJSpEzjqnL0z84lWPqVYnMTf9sAxff8zYffbklpmbab4kEvPE3ePhKyN/H/z6n3gbXPAYVa8bTTZIkSVLaWbs1j6tGzGLi7C8ic7Uq5TBxUEcGdm1KEAQxtZMkSZIkSZIkKUVO7gcDX4AqR3x7X04V6P0wlK8afy9JkiQ5wCpJkiSlUuNalXhiSBcuPL5BZO7LzTvpNWwGT87/MqZm2qe8rTC5L7z2JyBMnsuuCJePhXN+Bxne9UiSJEnSwZm3fBMX3fM285Zvisy1PaoaT//gVDo1qxVTM0mSJEmSJEmSSoCj2sGNb0CjLt9c7/Eg1GmZmk6SJElygFWSJElKtUrlsrj36pP4+QWtyIi4MU5eYYJbH5nPHc8soKg4EV9Bfdv6xTDybPjkmehcjaYw6BU47rJ4ekmSJElKS5PmfEHvB2eydlt+ZK7nyUcx+cbOHFG9QkzNJEmSJEmSJEkqQSrXhf5PQYcbd22f/nNo1S21nSRJksq4rFQXkCRJkgRBEDD49Oa0blCVH0x6jy07C5NmR729lAWrtnLv1SdRq3K5GFsKgDCEp26B9Z9G51qcAz1HQoUa8fSSJEmSlHbyi4r53VMLmDTni8hcVkbAby5uTd9OjQmCiCsjSZIkSZIkSZKU7jKzodvfoOV50OzMVLeRJEkq87wDqyRJklSCfK9lHZ6++VRa1a8SmZu5ZAOX3DudD1ZujqeY/isI4NL7oXz15JnTfgxXT3Z4VZIkSdJB+2pLHlc9OGufw6u1K+fw8PWd6Ne5icOrkiRJkiRJkiT9fy3OhowDGJco3Hn4ukiSJJVhDrBKkiRJJUyjWhV5YkgXLj7hiMjcl5t30uuBmYyfuYwwDGNqJwBqNoVeoyHY41eq7EpwxXg4+zeQkZmabpIkSZJKvTc/XUe3u9/i3S82R+ZOaFidp39wKh2a1oynmCRJkiRJkiRJ6ejLefCv42HhM6luIkmSlHYcYJUkSZJKoIo5Wdzd+0R+2e1YMiJuoFNQnOA3T37MzZPeY1teYXwFtesqjWf/9r/bNZvD9a9C6+6p6yRJkiSpVCtOhPzjpUX0HzOHjbkFkdkr2h/Fozd0okG1CjG1kyRJkiRJkiQpDe3cBFMGQO46ePQaePGXUOx5WJIkSYdKVqoLSJIkSdq7IAi4/nvNOLZBVW6e9C6bdyQ/MPrsB6tZsGor9119Mq2PqBpjyzKu662wej4U7IAeD0KF6qluJEmSJKmUWrstj1snzWfmkg2RuayMgN9echx9OjYiCCKueCRJkiRJkiRJkqKFIUwbApu/+O/azHthxWzoNQaqN0xdN0mSpDThHVglSZKkEu7Uo2vz9M2n0rpB9GDq0vW5XHb/dB595wvCMIypXRkXBHDpA3DVIw6vSpIkSTpoMz/fwIV3v73P4dXalcsx6YZO9O3U2OFVSZIkSZIkSZK+q5n3wqLnvr2+8h0Yfhp8+lL8nSRJktKMA6ySJElSKdCwZkUev6kLl510ZGQuvyjBzx7/kB9PeZ8dBUUxtUszK+fC8hn7n8+uABn+aiVJkiTpwCUSIfe99hnXjJzFum35kdmTG1XnmR+cyilNasbUTpIkSZIkSZKkNPbVh/Dyb5Pv37kJHr4cXvk9FHseliRJ0sHyLGtJkiSplKiQk8k/rjiBO3scT05W9I/yT7z7Jd3vnc5na7fF1C4NhCHMGgajz4fJ/WHbmlQ3kiRJkpTGNuYWMHDsO9z14iISYXT2hu8149EbO1O/Wvl4ykmSJEmSJEmSlO7qtobv3Q4E0bm3/wHjL4Gtq2OpJUmSlG4cYJUkSZJKkSAIuKpDI6YO6UKTWhUjs4vXbufie6Yz9b2VMbUrxfK2wOR+8MLPIFEIuWvh8esgUZzqZpIkSZLS0LzlG7nw7rd449N1kbmq5bN4sG87ftHtWLIz/UhHkiRJkiRJkqRDJiMTzvwf6PsEVKwdnV0+HYafBktej6WaJElSOvFsB0mSJKkUOu6Iajz1g1Ppdnz9yNzOwmJue/R9/ueJD8grdBhzr1a/D8NPh4VPfXN92Vvw+p2p6SRJkiQpLYVhyIg3l3Dl8Fms3pIXmW17VDWeveU0vn9c9O99kiRJkiRJkiTpO2h+Fgx+Cxp1js7lroPxl8Lrf/Wi+JIkSQfAAVZJkiSplKpaPpv7rj6Z313cmuzMIDI7ac4KLrt/BkvX58bUrhQIQ5g7GkaeC5uW7j3z5l2w+JV4e0mSJElKS1t2FHLDQ/P403MLKUqEkdn+nRszZXBnGtasGFM7SZIkSZIkSZLKsKpHQP9noOsP9xEM4fU/w4SesH1dHM0kSZJKPQdYJUmSpFIsCAIGdG3KlMFdOLJ6hcjswtVbufiet3n2g9UxtSvB8rfDE9fDM7dBcX509vP/xNNJkiRJUtr6YOVmLrznLV5esCYyV7lcFvdefRK/796GclmZMbWTJEmSJEmSJElkZsG5v4erHoXy1aOzS16D4afB8hmxVJMkSSrNHGCVJEmS0sCJDavz7C2ncs6xdSNz2/OLGPrwu/zuqY/JLyqOqV0Js2YBjDgTPpwSncuqAN3vg/P/HE8vSZIkSWknDEPGz1xGrwdmsnLTzshsq/pVeOrmrlzU9oiY2kmSJEmSJEmSpG855nwY/BYc2S46t201jL0I3v4nJBLxdJMkSSqFHGCVJEmS0kT1ijmM6NeeX3RrRWZGEJkdO2MZVwybyYqNO2JqV0LMfxhGnAXrP43O1Toarn8VTuoTTy9JkiRJaWdbXiE3T3qP3zz5MQXF0Seu9D6lIdOGdqVZncoxtZMkSZIkSZIkSUlVbwQDX4BOQ6JzYTG88juYdCXs2BhLNUmSpNLGAVZJkiQpjQRBwA3fa86jN3SiftXykdn3V27hwrvf4uUFa2Jql0IFO+DJoTDtJiiKvusRbXrCDa9BvePi6SZJkiQp7SxYtZVL7p3Osx+sjsxVyM7kfy8/gb/0bEv57MyY2kmSJEmSJEmSpH3KyoHz74QrxkO5qtHZxS/BsNNgxTvxdJMkSSpFHGCVJEmS0lD7JjV59pZTOe3o2pG5rXlFXD9+Lnc+t5DCfdwRqNRavxhGngPvTYjOZebAhf+AnqOgXJV4ukmSJElKK2EY8sicL7js/uksXZ8bmW1RtzJP3tyVnu2OiqmdJEmSJEmSJEk6YK27w41vQP220bmtK2HM+TBvXDy9JEmSSgkHWCVJkqQ0VatyOcYN7MCPz21JRhCdHf7mEq56cBart+zj7qSlzYePwYNnwNqPo3PVG8N1L8Mp10Gwj2+WJEmSJO3FjoIifjz5fX7+xIfkF0VfIOiyk47kyaFdaVnPi+dIkiRJkiRJklTi1Wy269yidgOjc2ECajWPp5MkSVIp4QCrJEmSlMYyMgJ+cPbRTLiuI7Url4vMzl2+iQvvfps3P10XU7vDqDAPnvkRPH4dFGyPzra6CG58E444MZZqkiRJktLP4jXb6H7vdJ5478vIXE5WBn/pcTz/uOIEKpXLiqmdJEmSJEmSJEn6zrLLw8X/gh4jILvS3jNn/QqanBprLUmSpJLOAVZJkiSpDOjSojbP3XoqnZrVjMxtzC2g/5g5/OOlRRQnwpjaHWIbl8Lo78PcUdG5jCw47064cgJUqB5LNUmSJEnpZ+p7K7nk3uksXht98ZwmtSoydUgXendoRBAEMbWTJEmSJEmSJEmHVNsr4IbXoc6x31xvcS50vS0llSRJkkoyB1glSZKkMqJulfJMuK4jPzirRWQuDOHu/3xGn5Gz+X/s3Xd8lfX5//HXfTIhYUPYYe8lMlWWe+GuWm3ds9Zqd792/TqsnXbYVutoXVXrruLAhQxFQEDZe4VNmCGE7Pv3x0FFiskJ5JwQ8no+HveDnPtcn8/9plUSjvd1X1t2FyYoXTVZNA7uHw0b51Rc17AdXDMejrsFvHFckiRJ0iEoLCnjjhfm8q2n57C3pKzC2rP7tWbcN0bQp02jBKWTJEmSJEmSJElx06I73PAODLg8+rphO7jwAYjYniFJknSg5JoOIEmSJClxkpMifOe0Hgzq0IRvPf0xOwpKvrD2g5XbOPue97jnywM5rkuzBKY8RHkb4LnroKyo4rpup8EF90P9iqfRSpIkSdIXWbV1D7c8MZtFG/MqrEtJCvjx2b258rgOTl2VJEmSJEmSJOlokpoBF9wHHU+A5t29F0mSJOkL+IgPSZIkqQ4a0yOLV28byaAOTSqsy91dxFcemsbf311OeXmYoHSHqGEbOOOuL34/iMDJ/w8ue9oPjCVJkiQdslfnbuScv75XafNq28b1eO7m47nq+I42r0qSJEmSJEmSdLQa+FVoPzT2+pK98csiSZJ0BLKBVZIkSaqj2jSux39uHM6NozpXWFcewu/fWMI1j3zI9j3FCUp3iAZfB30v+t/zma3gqnEw8tsQ8a9BkiRJkqquqLSM//fSfL7+5Gzyi0orrD2lVxav3TaSAe0bJyacJEmSJEmSJEk68pWVwuMXwn+/DsUFNZ1GkiQpIbxzW5IkSarDUpIi/PCsXjxwxSAapidXWDtpaS5n3zOFWWu2JyjdIQgCOOcv0KzrZ+c6jYabp0DHETWXS5IkSVKttnZ7ARf/4wMe/WBNhXVJkYAfndWLB68cTKP6KQlKJ0mSJEmSJEmSaoV374ScqfDxv+GhU2DrsppOJEmSFHc2sEqSJEnitD6tePW2kfRv16jCuo27Crn0/mk8OHklYRgmKF0VpTWAix+FlAwY/X9wxYuQmVXTqSRJkiTVUm8t3MzZ90xh7rpdFda1apjO0zcO54ZRnQmCIEHpJEmSJEmSJElSrbD0DXjvT5+93rIAHhgD856rsUiSJEmJYAOrJEmSJADaN63Pszcfx1XHdaiwrrQ85FevLeLGx2exq6AkQemqqFVfuP1jOPEOiCTVdBpJkiRJtVBxaTl3vbaIGx6bSV5haYW1o7q34NXbRjC4Y9MEpZMkSZIkSZIkSbXGzhx44cb/PV+cD89fB698G0oKE59LkiQpAWxglSRJkvSptOQkfn5eX/52+UAy05IrrH1r4WbO+Mtkpq3cFv9gpcUw6fewd2fsa5y6KkmSJOkQrdq6hy/9YyoPTF5ZYV0kgO+e1p1Hrh5Cs8y0BKWTJEmSJEmSJEm1RhjCCzdB4c4vrpn5T3jwJNi8MGGxJEmSEsUGVkmSJEn/Y2z/Nrx86wn0bNWgwrqNuwq57MFp/G78YkrKyuMTJncpPHQyvHsnvPqd6Ie6kiRJkhQHYRjyzIdrOfueKcxdt6vC2uaZafz7+mHcelI3IpEgQQklSZIkSZIkSVKtEgRw6i+gYbuK67YsgAfGwPQHvD9KkiQdVWxglSRJknRQnVtk8t+vn8CXh7SvsC4M4d6JK7jovqms2rqn+gKEIcz8F9w/CjbNjZ6b/xzMfab6riFJkiRJ++wsKOaWJ2bz/efnUlBcVmHt8M5Nee32ERzfpXmC0kmSJEmSJEmSpFqr/RC4eQp0O63iurIieP178OQlkL8lMdkkSZLizAZWSZIkSV8oPSWJ31zUn7svHkC9lKQKa+eu28XZ90zhmQ/XEh7uUwALtsPTX4VXvgWlez//3qvfge2rDm9/SZIkSdrPByu2ceZfpvD6/E0V1gUBfOOkrjxx/XCyGqQnKJ0kSZIkSZIkSar16jeFy56Gk/8fBJW0cSx7E+47Hpa+mZhskiRJcWQDqyRJkqRKXTSoHS/fegLdsjIrrCsoLuP7z8/l60/OZldByaFdbMW70Q9gF79y8PeLd8MLN0JZ6aHtL0mSJEn7FJeW89vxi7n8oWls3FVYYW3TjFQevnoI3zmtB0mRIEEJJUmSJEmSJEnSUSMSgZHfhqtegcxWFdfuyYUnL4bXvg8lFf83DEmSpCOZDaySJEmSYtKtZQNevnUEXxmWXWnta/M2ccZfJvPBim2xX6C0GN78MTx+PuzeWHHt9pXRQ5IkSZIO0crcfL70j6ncN3EFYVhx7chuzRl/+0jG9MhKTDhJkiRJkiRJknT06ngCfG0q9Di78toZ98ODJ8LmhfHPJUmSFAc2sEqSJEmKWb3UJH51QT8euGIQTeqnVFi7cVchlz80jd+OX0xJWXnFG+cuhYdOhql/rTxE11Phlg+gRfcqJJckSZKkqDAMefrDHM6+5z3mrttVYW1qUoQfn92LR68ZSlbD9AQllCRJkiRJkiRJR72MZvDlJ2DsnyC5XsW1WxbCA2Ng+v1U+lROSZKkI4wNrJIkSZKq7LQ+rXjjm6MY2a15hXVhCPdNXMFF901l1dY9By+Y+TDcPwo2za34oklpcMZv4SvPQqZTjyRJkiRV3c6CYm55YjY/eH4ee0vKKqztmpXJi18/nutHdiYSCRKUUJIkSZIkSZIk1RlBAIOvhZsmQat+FdeWFcHr34cnLob8LYnJJ0mSVA1sYJUkSZJ0SLIapvPoNUP58dm9SE2q+K8Wc9ft4ux7pvDMh2sJP3kKYMF2ePqr8Mo3oXRvxRdr0QtufBeG3xz94FaSJEmSqmjqiq2c8ecpvD5/U6W1Xx2ezbhbR9CnTaMEJJMkSZIkSZIkSXVaix5w/Ttw/Dcqr13+Ftx3PCx9M/65JEmSqoENrJIkSZIOWSQScP3Izrz49ePpmpVZYW1BcRnff34uX39yNvkL932QuviVyi8y9MZo82rLPtWUWpIkSVJdUlxazm9eX8xXHprOprzCCmubZqTy4JWDufP8ftRLTUpQQkmSJEmSJEmSVOclp8Fpd8IV/4XMVhXX7smFJy+BLYsTEk2SJOlw2MAqSZIk6bD1adOIcbeO4KvDsyusS6GUAYvuJvOZL8HujRVvmtECLn8Wzvo9pNSrxrSSJEmS6oqVuflcdN9U/jFpBWFYce3Ibs0Zf/tITu3dMjHhJEmSJEmSJEmSDtTlRPjaVOhxdsV1Q2+ErJ6JySRJknQYkms6gCRJkqSjQ73UJO48vx+ju2fxg+fnsn1P8efe7xKs5y8pf6dvZHXlm3U9Fc6/FzKz4hNWkiRJ0lEtDEOembmWn728kL0lZRXWpiZF+P4ZPbj2hE5EIkGCEkqSJEmSJEmSJH2BjGbw5Sdg1iMw/g4o3fv597N6w6m/qJFokiRJVWUDqyRJkqRqdWrvlgxoN5LvPDuHKcu2AiGXJU3gp8mPUy8ornhxUlr0w9VhN0HgjeOSJEmSqm5nQTF3vDCP1+dvqrS2a1Ymf/nyMfRp0ygBySRJkiRJkiRJkmIUBDD4GuhwAjx/HWyaGz2flAYX/RNS0ms2nyRJUoxsYJUkSZJU7bIapvPoNUP513srafP2LZwVmVbpmp0NutHoK48QtOqbgISSJEmSjkZTV2zl20/PYVNeYaW1VwzvwA/P6kW91KQEJJMkSZIkSZIkSToELbrD9W/DhDth6j1w2i+hZe+aTiVJkhQzG1glSZIkxUUkEnD9qC5syTsBZlbcwPpw6en8JvcyTnq7iF9fWEzj+qkJSilJkiTpaFBcWs4f31rK/ZNXEIYV1zbNSOV3F/XnlN4tExNOkiRJkiRJkiTpcCSnRRtX+14IrY+p6TSSJElVEqnpAJIkSZKOblln/YiydsMP+l5u2JCri7/Hz0uvoohUXp+/iTP+PIWpK7YmOKUkSZKk2mplbj4X3TeVf0yqvHl1ZLfmjL99pM2rkiRJkiRJkiSp9mkzEIIgttowhNd/AJsXxDeTJElSJWxglSRJkhRfkSSSvvQgpDX83Ol3ywZwZtFvmVg+8HPnN+UV8pWHpvOb1xdTXFqeyKSSJEmSapEwDPnPjBzOvuc95q3fVWFtalKEn4ztzaPXDCWrYXqCEkqSJEmSJEmSJNWQ6ffD9H/AAyfCtH9Q6VNAJUmS4sQGVkmSJEnx1zgbxv4JgDApjcca38I1Jd9nK40OWh6G8I9JK7jovqmszM1PZFJJkiRJtcDOgmK+9u/Z/N8L89hbUlZhbbesTP779RO4bkQnIpEYn0ouSZIkSZIkSZJUW21eAG/9NPp1WRGM/wE8cTHkb6nZXJIkqU6ygVWSJElSYvT7Eoz+P4Ib3+Wrt93Fj8/uTWpSxX8lmbd+F2ff8x5Pf5hD6FMAJUmSJAFTl2/ljD9PYfyCTZXWXjG8Ay/fOoLebRomIJkkSZIkSZIkSVINK9kLz10XbVzd3/K34N7jYOkbNZNLkiTVWTawSpIkSTp0OdOgrCT2+hPvgJZ9iEQCrh/ZmRe/fjxdszIrXLK3pIwfPD+PW56Yzc6C4sMMLEmSJKm2Ki4t59evL+Ir/5zOprzCCmubZqTy0JWD+eX5famXmpSghJIkSZIkSZIkSTXsrZ9C7qKDv1ewFZ68BF77XrTRVZIkKQFsYNWngiDoFQTBl4IguD0Igu8FQfCVIAiOC4LAf04kSZL0eaVF8MaP4F+nw6TfHvI2fdo0YtytI7hieIdKa1+fv4kz/jyFqSu2HvL1JEmSJNVOK3Lzuei+qdw/aSVhWHHtyG7NGX/7SE7p3TIx4SRJkiRJkiRJko4EZaWQt6HyuhkPwIMnweYF8c8kSZLqPBsT67gg6sYgCOYAC4FngT8DvwP+DUwF1gZB8OsgCDISkCesxuNnlVzr6sPcf2K8//eQJEk6IuUuhYdOhg/+Fn095W5YM/WQt6uXmsQvz+/LQ1cOpmlGaoW1m/IK+cpD0/nN64spLi0/5GtKkiRJqh3CMOQ/M3IYe897zFu/q8La1KQIPxnbm0evGUpWw/QEJZQkSZIkSZIkSTpCJCXDpf+GsX+G5HoV125ZCA+cCNP+QaVPD5UkSToMNrDWYUEQtATeBO4H+ldQ2gb4P2BOEASDE5Gtmuyt6QCSJElHlTCEDx+C+0fBpnn7nS+HF26EvTsPa/tTerdk/O0jGdmteaUx/jFpBRfdN5XlW/IP65qSJEmSjlzb8ov42r9n838vzGNvSVmFtd2yMvnv10/guhGdiESCBCWUJEmSJEmSJEk6wgQBDL4GbpoMrSpqEQDKimD8D+CJiyFvY2LySZKkOscG1jpq3zTV14BTDnhr3b7zLwALDnivC/BmEAQ94p+wWrxQ0wEkSZKOGjtz4LHz4NXvQOlBnhOyay288q3DfhpfVsN0Hr1mKD8Z25vUpIr/ujJv/S7OumcK909aQVm5TwGUJEmSjiavz9vIaX+azPgFmyqtvWJ4B8Z9YwS92zRMQDJJkiRJkiRJkqRaoEV3uP5tOP62ymuXvwX3DoM5/3EaqyRJqnbJNR1ANeYR4Nj9Xu8GbgKeDsOw/JOTQRAMAx4FPmlabQK8GgRBvzAM4zHhtNMhrvsNcOl+ryeFYbisint8D3iuCvWFVdxfkiSp9glDmPUwvPkTKK5k2umCF+C4W6HdoMO6ZCQScN2IThzXuRm3/+cjllUwZbW4tJxfv76Y8Qs28fsvDaBrVuZhXVuSJElSzdq+p5ifvjSfV+ZW/pTvphmp/O6i/pzSu2UCkkmSJEmSJEmSJNUyyWlw2i+h68nw4s2wu4L//lK4C168CRa+BGP/BA1aJS6nJEk6qtnAWgcFQTAC+NJ+p4qBk8IwnHlgbRiG04MgOAGYTnQCK/t+vZ1o02i1CsNwdVXXBEGQDpx+wOl/HsLltx7K9SVJko5aO3Pg5W/AyomV12a0gPPvO+zm1f31btOQl28dwV2vLeLxaWsqrP0oZydn3TOF757WnetGdCYpElRbDkmSJEmJMX7+Rn783/lszS+utHZkt+bcffEAshqmJyCZJEmSJEmSJElSLdZ5DHxtavResMWvVFy75DVYMxXO/B30vwQC78OSJEmHJ1LTAVQjfnXA67sO1rz6iTAMtwHXH3D6B0EQNKz2ZIfmIqDxfq93UbVJqpIkSdpfGMLMh+He42NrXu12GnztA+h2arVHqZeaxC/P78tDVw6maUZqhbXFpeXc9dpiLv7HVFbkVjItVpIkSdIRY/ueYr7x1Efc/O/ZlTavpiZF+MnY3jx6zVCbVyVJkiRJkiRJkmJVvylc+m8Y+2dIrldxbeFOePFG+M/lsHtzItJJkqSjmA2sdUwQBB2AUfud2gvcU9m6MAwnAjP2O9UYOLc6sx2Gaw94/VQYhntrJIkkSVJtt3MtPH4BvPJNKN5dcW1yevRJe5c/A5kt4hrrlN4tGf/NkYzuXvl1Zufs5Ky/TOHBySspKw/jmkuSJEnS4Rk/fxOn/WkS4+ZsqLS2W1Ym//36CVw3ohORiE/7liRJkiRJkiRJqpIggMHXwE2TofWAyuuXvAZ/Hwpzn4kORZAkSToENrDWPRcc8Pq/YRjuiHHtwwe8vrAa8hyWIAg6AScecPqfNZFFkiSpVgtDmPUI3HscrHy38vr2w+Dm92DYTdEPNhMgq0E6j1wzhF9f2I/MtOQKa4tKy/nVa4u45P4PWOk0VkmSJOmIs2NPMbc99RE3/3tWpVNXIwF8bUwXxn1jBL3bNExQQkmSJEmSJEmSpKNUi+5w/Ttw4o8gklJxbeFOeOEGWDczIdEkSdLRxwbWuueMA15PrMLaA2tPC4Kgpv8ZuhbYv2NibhiG/nQsSZJUFTvXwr8vhHG3xzZ19bRfwTWvQ/Nuicm3nyAIuGxoNm98axQjuzWvtH7Wmh2c+ZcpPDTFaaySJEnSkWL8/E2c+qdJvBzD1NWuWZm8cMsJ/OCMnqSnJCUgnSRJkiRJkiRJUh2QlAKjvw83ToRW/Suu7X8ptB+SkFiSJOnoU9PNh0q8vge8/iDWhWEYLga273cqA+hYDZkOyb7m2asOOP1QTWSRJEmqlcIQZj0anbq6YkLl9e2GRqeuHn8rRGr2xvG2jevx2LVDueuCfmSkVpylqLScO19dxKVOY5UkSZJq1I49xdz+n6pNXX3lGyM4pn3jxASUJEmSJEmSJEmqa1r1hRsmfPE01syWcMZvEp9LkiQdNWxgrUOCIGgItD3g9IoqbrPygNe9Dz3RYTsNaL/f6yLgicPY76IgCF4NgmBNEAQFQRDsCYIgJwiCD4IguDsIgjOCIAgq30aSJKkW2LUO/n0RjLstxqmrd8K142tk6uoXCYKAy4dFp7GO6Fr5NNaZTmOVJEmSasybCzZx6p8m89LHTl2VJEmSJEmSJEk6onxuGmu/z793zl+gftMaiSVJko4ONrDWLV0PeL01DMOCKu6Rc8DrmuxguO6A1y+GYbj9oJWxGQucBWQD9YD6RBtkhwPfBl4HFgVBcOlhXEOSJKnm7d0B950AK96pvPbTqavfqPGpq1+kXZP6PH5d1aexrtq6J0EJJUmSpLrrk6mrNz4+i635RRXWRgK4ebRTVyVJkiRJkiRJkmpEq75ww7sw5ocQSYb+X4YeZ9Z0KkmSVMvZwFq3ND7g9ZZD2OPANY0OLcrhCYKgGXDuAacfSsClewD/CYLgX0EQpCXgepIkSdWvXhM49oqKa5LS4NRfHnFTV7/IoUxjPePPk53GKkmSJMVRVaaudmmRwfNfO57/O9Opq5IkSZIkSZIkSTUmKQXG/CA6jfWMX8e+rqQQQu/DkiRJ/yu5pgMooTIPeL33EPY4cE2DQ8xyuK4AUvd7vRqYcIh7bQXGA1OBhfteFwNNgX7A6cAFwP53TV0DpAdB8JUwrL6ftIMgyAJaVHFZl/1f5Ofnk5eXV12RJB2iPXv2VPhakmrcoG+Qseg1knas+J+3SlsfS+Hpd1PetCvk164/vxomwd8v7slzH23i7gmrKCgu+8LaT6axvjpnPb8c253spvUSmFRHE7/vS5JUd/h9Pza79pbwmzdX8OqC3EprIwFcNawdt4zqQFpyxM82JUlHBL/nS5JUd/h9X5KkusPv+1IV1e8ApUAs/+0mDKn38g0QRCg8+VeEGVW9HV6Sqo/f86WDy8/Pr7FrB9XYe6cjXBAElwNP7Hfq/TAMR1Rxj18BP9zv1ANhGN5UHfmqmGMu0ebST/w0DMNfVnGP44HWwEthGJZWUtuN6P92Qw546/YwDO+pynUruc7PgP93OHvcc889ZGdnV08gSZJ0VGuyZzkjl/6SgOjfCcqCFBa1vogVWWdAEKnhdIdvWyH8Z2WEpbsq/72kRELGZpczqlVIJEhAOEmSJOkoNW97wDMrI+SVVP6Ddct6IZd3KaNjTT0mUZIkSZIkSZIkSYet7fapDF7zDwCKkjKZ2/5KNjQeBoE3YkmSdKTIycnhtttu2/9U3zAMFyTi2rX/rvRaJAiCvwVBECbg+FmMkQ6le7nGO56DIBjC55tXy4FHqrpPGIZTwzB8vrLm1X21y4CRwPsHvPXTIAgaVvXakiRJR4IdGV1ZnnUmANvrd2Fiz1+youVZR0XzKkCzdLilVzkXdyojLVLxj7El5QEvrk7irwuSyN2boICSJEnSUWRPCTy+LMJDS5IqbV4NCDmpTTnf62/zqiRJkiRJkiRJUm2WVrKT/use/+x1WT5DVt/LkNV/I7UkhumtkiTpqJdc0wGUUAfO+q13CHscuKYm5gdfd8DrN8IwXBvvi4ZhWBQEwSXAcj7736EZcAnwULyvL0mSFA+LW1/InrQs1jQbc9Q0ru4vCGBEq5Bejct4akWEZXkV/x5X7g747dwkp7FKkiRJVTB/e8DTMU5dzUoP+UpXG1clSZIkSZIkSZJqvTBkwNpHSC3b8z9vtdn5Ic12L2Ju+6vY0GRYDYSTJElHChtY65Za38AaBEE94MsHnP5noq4fhuGGIAgeA27a7/QZVF8D673As1Vc0wV46ZMXQ4cOpVevXtUUR9Kh2rNnDzNmzPj09dChQ8nIyKjBRJLqhDAkZeGzJC99jb3n/RMiSTEuPJ3OcQ12ZLgwDHl29kb+OGEVe0vKv7Duk2msa8oa8ouzu5Pd9FB+bFZd4vd9SZLqDr/vf17e3hJ+89ZKXlmypdLaSABXDmvHLSOzSU+J9e8qkiTVDL/nS5JUd/h9X5KkusPv+1L1S170IvU/nv2F70ensf6dkpTVFJ58J2H95glMJ6mu8nu+dHCLFi2qsWvbwJpYLwHrEnCd977g/K4DXrc4hL2zDni98xD2OBxfAhrt9zoXeDnBGcbz+QbW/tW1cRiGW4DK7/baTxB8fqpBZmYmDRs2rK5IkqpJRkaG/25Kiq+8DfDK7bDsTQBSFj4Bx99aw6GOPDec2IgzBmTz/efm8sHKbRXWzl6bx5f+OZsfnNGTq47rSMRxrIqR3/clSao76vL3/XcWbeaOF+axZXdRpbWdm2fw+4sHMKhDkwQkkySp+tXl7/mSJNU1ft+XJKnu8Pu+VA2yB0LLvrB5foVlKcteJWX9NDjrD9D3wgSFk6Qov+dLUZmZmTV2bRtYEygMw7eAt2owwrIDXrcIgqB+GIYFVdijQyV7xtt1B7x+PAzDkgRnWH3A60NpBJYkSaoeYQgfPwnj74Ci/Z5XMuGX0P10aN6t5rIdodo3rc8T1w/jielr+PXriykoLvvC2sKScn4+biGvz9/E77/Unw7NfAqXJEmS6rZdBSX8/JUFvDB7faW1QQA3jOzMt0/t7tRVSZIkSZIkSZKko03r/nDDuzD59zDlbgi/+D4sCrbBc9fAwv/CWXdDprfgS5JUV0RqOoASJwzDPGDDAae7VHGbTge8Ttj84CAIugCjDjj9z0Rdfz97D3hdrwYySJIkRaeuPnkpvHTL55tXAUoL4b+3QHkFHwrWYZFIwBXHdeSNb45ieOemldbPWLWdM/48hUfeX0V5eZiAhJIkSdKRZ8LizZz250kxNa92bp7Bczcfzw/P6mXzqiRJkiRJkiRJ0tEqORVO+hHcMAGy+lRev/AluHcYLHgx/tkkSdIRwQbWumf+Aa+Pi3VhEAQ9gWb7nSoAVlVHqBhdCwT7vf4gDMOFCbz+J5of8HprDWSQJEl12SdTV/8+HJa98cV162bAtHsTl6sWat+0Pk9eP5xfnteH+qkV31S/t6SMn41byGUPTmPNtj0JSihJkiTVvF0FJXznmTlc+8hMNucVVVgbnbraidduH8mgDk0SlFCSJEmSJEmSJEk1qs0xcONEGPV9CCp5uGnBNnj2anjmKtjjrfiSJB3tbGCte8Yf8HpMFdYeWPtGGIblh5UmRkEQJAFXHXC6JqavAgw74PWBU20lSZLiJ29jdOrqf7/2v1NXD5SUyuef/6GD+WQa6/jbY5vGOt1prJIkSapD3l28hdP+PInnZ6+rtDY6dfU4fnR2b6euSpIkSZIkSZIk1TWfTmN9B7J6V16/8L/w96FOY5Uk6ShnA2vdc+BPd+cHQdA4xrVXV7JXPJ0BtN3v9R7g6QRef3+XHfB6Yk2EkCRJdUx5GUx/IPqBXUVTVz/RZiDcNBmOvzX+2Y4S2c2i01h/cV4f6lVys/0n01i/9I+pLNqYl6CEkiRJUuJsySvk1idnc80jH8Y0dfX6EZ9MXa38oTCSJEmSJEmSJEk6irUZuG8a6/din8b61GWwc20i0kmSpASzgbWOCcNwNTBlv1P1gNsrWxcEwWg+P3l0J/BydWarxLUHvH46DMP8BF4fgCAIrgIGH3D6pUTnkCRJdcyGj+Ghk+H170FRJc2SSalw8k/hurchq1dC4h1NIpGAK4/ryBvfHMWwTpXfeD87Zydj//oev35tEQXFpQlIKEmSJMVXWXnIYx+s5uS7J/HK3I2V1ndqnsGzNx3Hj8c6dVWSJEmSJEmSJEn7JKfBST+OfRrrkteiwx3evwfKSuKfT5IkJYwNrHXTDw98HQTBgU2ZnwqCoCnwzwNO/zYMw10VXSQIgo5BEIQHHB2rGjYIghbAOQecPjBPVfe8MAiCzlVcMxa4/4DT74Rh+P7hZJEkSfpChXnw+v/BgyfCho8qr299DNw4CUZ+B5KS4x7vaJbdrD5P3TCcn59b+TTWsvKQ+yev5NQ/TubthZsTlFCSJEmqfvPX7+LCe9/npy8tYHdRxQ9oCQK4bkQnXrttJIM7OnVVkiRJkiRJkiRJB/HJNNaR3618GmtJAbz1E3jiSwmJJkmSEsMG1jooDMP3gOf2O5UKvBMEwZeDIPjcPxNBEAwDpgJd9ju9Argn7kE/cyWQst/rRWEYTj3MPc8FlgRB8FwQBJcEQdDoiwqDIOgZBMFDRCfOpu33Vh4xTK+VJEmqsjCEhS9Fnyg3/T4Iyyuuj6TAST+B69+BljE8rU4xiUQCrjq+I+O/OZKhMUxjXb9zL9c/NpMbH5vJhp17E5BQkiRJqh75RaX8YtxCzv3be8xZV+FzC4Ho1NVnbjqOn4ztTb1Up65KkiRJkiRJkiSpAslpcPJP4Pq3oUWvyusHXBb/TJIkKWEcy1R3XU20KXXgvtcNgaeA3wVBMAcoBroDfQ9YtwM4OwzDggTlBLj2gNeHNX11P8nARfsOgiBYBSwHdhH9/TcB+gDZB1m7F7ggDMMF1ZRFkiQpasdqeO17sOzN2OpbHwPn32fjahx1aJbBf24YzmMfrOa345ewt6Sswvo3F27mveVb+fap3bn6+I4kJ/ncIEmSJB2ZwjBk/PxN/HzcQjblFVZaHwRw7Qmd+O5pPWxclSRJkiRJkiRJUtW0PRZumgSTfgvv/RnCg9yH1XEk9L804dEkSVL82MBaR4VhuCcIgrOAfwMn7/dW+33HwawALgvDcEm8830iCILhwP7dGCXA43G6XKd9R2U+Ar4ahuHCOOWQJEl1UVkJTP0rTPodlMYwvTOlPoz+ARz3dUhKqbxehyUSCbj6hE6c1LMlP35pPpOX5lZYX1Bcxp2vLuL52eu564K+DMxukqCkkiRJUmzWbi/g/728gAmLt8RU36NlA+66sC+DOjSNczJJkiRJkiRJkiQdtZLT4OSfQq9zYNw3YePHn72XlApj/xR9qqokSTpqOAqoDgvDcBNwKnAzMK+C0o3Ab4EBYRh+mIhs+7nugNfjwjCM7Y6qij0K/AtYCoQx1BcBbwEXAkNsXpUkSdXu2avhnZ/H1rza/Qz4+nQY8U2bVxMsu1l9Hr1mCH+7fCAtGqRVWr9oYx4X3jeVH704j117SxKQUJIkSapYSVk5901cwal/mhRT82q9lCTuOLMnr9w2wuZVSZIkSZIkSZIkVY82A+GGCXDm7yC1QfTciG9B8241m0uSJFU7J7DWcWEYhsD9wP1BEPQG+gJtgFRgA7ASmBaGYfkh7L0aOKzHn4RheANww+Hs8QX7vgu8CxAEQSbRKa8dgFZABtF/N/KAHcAyYHYYhsXVnUOSJOlTQ66Dxa9UXNOwLZz5W+g51qfM1aAgCBjbvw2jurfg7jeW8Ni0NYQVPBIlDOGJ6Tm8sWAzPxnbi3MHtCHw/z9JkiTVgA9Xb+dHL85j6eb8mOpP7pnFz8/rQ7sm9eOcTJIkSZIkSZIkSXVOJAmG3QS9zoX3/gQjvh372j3bIKNZ/LJJkqRqYwOrPrVvqmidmywahmE+MGPfIUmSVDO6nAR9vwTzn/vf94IIDPsanHgHpDVIfDYdVMP0FH5+Xl8uPLYdP3xxHgs25FVYvzW/iNv/8zHPzlzHL8/vS6fmGQlKKkmSpLpux55ifvP6Yp6euTam+taN0vl/5/Th9D4tffiKJEmSJEmSJEmS4qthazjrd7HX790B9w6DzmPg9LsgMytu0SRJ0uGL1HQASZIkSfucfhekNfr8ubaD4MaJcMZdNq8eoQa0b8xLXz+Bn47tTUZqUqX17y3fyul/nsxf3l5GUWlZAhJKkiSprgrDkOdmrePkP06KqXk1EsB1Izrx1rdHc0bfVjavSpIkSZIkSZIk6cjz9s9hTy7Mexb+Ohg+/CeUl9d0KkmS9AVsYJUkSZKOFA1awik/jX6d1gjOvhuuewtaD6jZXKpUclKEa0d04p3vjOHMvq0qrS8uLedPby/lzD9PYeryrQlIKEmSpLpm+ZbdfPmBaXz32Tls31Ncaf2A9o15+dYR/GRsbzLTkhOQUJIkSZIkSZIkSaqitTNg1sOfvS7aBa9+G/55KmyaV3O5JEnSF/IuFEmSJCnedq2DRu1iqx10LezeDEOujza0qlZp1Sid+746iAmLN/PTlxawbsfeCutXbt3D5Q9N54KBbfnR2b1onpmWoKSSJEk6WhWWlPG3Ccu5f/IKSsrCSusbpCfz/TN6cvnQbJIiTlyVJEmSJEmSJEnSEaqsFF751sHfWz8T7h8Nw78GY+6AtMzEZpMkSV/ICaySJElSvORthGevhr8NgZ1rY1sTicBJP7J5tZY7qWdL3vrWaL42pgvJMTQBvPjRek76w0SenJ5DeXnlTQaSJEnSwUxamstpf5rM395dHlPz6rkD2vDOd0ZzxfAONq9KkiRJkiRJkiTpyDb9Ptg8/4vfD8vgg7/B34fColcSl0uSJFXIBlZJkiSpupWXwfQHoh+ELXgRSgrg9R/UdColWL3UJH5wRk9eu30kQzo2qbQ+r7CUH744jy/9YyqLNuYlIKEkSZKOFlvyCrn1ydlc9a8Z5GwvqLS+Y7P6PH7dUO65bCBZDdITkFCSJEmSJEmSJEk6TG0HQfMeldflrYenvwJPXQY7c+KfS5IkVcgGVkmSJKk6bfgYHjoZXv8eFO3XhLjkVVj8ao3FUs3p3rIBT994HL+7qD+N66dUWj87Zydj//oed722iILi0gQklCRJUm1VVh7y6NTVnHz3JF6Zu7HS+tSkCLed3I3x3xzFyG4tEpBQkiRJkiRJkiRJqiYdjoeb34OTfwrJMTykdclr8Pdh8P49UFYS/3ySJOmgbGCVJEmSqkNhXnTK6oMnwoaPDl7z2vehKD+xuXREiEQCLhnSnne+PZovDWpXaX1ZecgDk1dy6h8n89bCzQlIKEmSpNpm/vpdXHDv+/y/lxewu6jyB58c17kZr90+km+f2p30lKQEJJQkSZIkSZIkSZKqWXIqjPwO3DINup5aeX1JAbz1E7h/NKydEf98kiTpf9jAKkmSJB2OMIQF/4W/D4Xp/4Cw/Itr89bBxF8nLJqOPM0y0/jDxQP4z43D6dIio9L69Tv3csNjM7nxsZls2Lk3AQklSZJ0pNtdWMLPxy3g3L+9x9x1uyqtb5aRyh8vGcCTNwyja1ZmAhJKkiRJkiRJkiRJcda0E3zlWbj4UWjQuvL6LQvgn6fCuNth747455MkSZ+ygVWSJEk6VDtWw5OXwLNXwe6Nlddn9YFe58Y9lo58wzs34/XbR/Hd07qTllz5X8veXLiZU/44iYemrKS0rIImaUmSJB21wjDktXkbOeWPk3j4/dWUh5WvuWxoe975zmguPLYdQRDEP6QkSZIkSZIkSZKUKEEAfc6Hr8+AYTdDEEN7zKxH4K+DYc7T0eEVkiQp7mxglSRJkqqqtBim/BH+PhyWvVl5fUp9OPUXcNMkyB4W/3yqFVKTI9x6Ujfe/NYoRnVvUWl9QXEZd766iHP+9j6zc3wKoCRJUl2ydnsB1z7yIbc8MZvNeUWV1vds1YDnv3Ycv76wP43rpyYgoSRJkiRJkiRJklRD0hvCmb+FGyZA62Mqry/YCi/eCI+dC1uXxT2eJEl1nQ2skiRJUlWsfh/uHwXv/BxK91Ze3/1M+Pp0OOF2SEqJfz7VOh2aZfDoNUP42+UDadEgrdL6RRvzuOi+qfzoxXnsLChOQEJJkiTVlKLSMu6duJxT/zSJd5fkVlpfLyWJO87sybhvjGBQh6YJSChJkiRJkiRJkiQdIdoMjDaxnvl7SG1Qef2qyXDf8fDuXVBeHv98kiTVUck1HUCSJEmqFbavgrd+Cotejq2+YVs483fQ82wIgvhmU60XBAFj+7dhVPcW3P3GEh6btoYw/OL6MIQnpufwytyNfPOUbnx1eAdSknw+kSRJ0tEiDEPeWLCJu15bTM72gpjWnNIri5+d24d2TerHOZ0kSZIkSZIkSZJ0hIokwbAbodc58MYdsODFiuvLimHTPIh475UkSfFiA6skSZJUkcI8mPIHmHZf9MOqygRJMPxrMOYOSMuMfz4dVRqmp/Dz8/py0aB2/PDFecxfn1dh/a69Jfx83EIen7aGH53Vi5N6ZhHYMC1JklSrzV+/i1++spDpq7bHVN+6UTo/O7cPp/Vu6c+CkiRJkiRJkiRJEkDD1nDxI3DMV+HVb8PONQeviyTDqb9MaDRJkuoaG1glSZKkgykvg9mPwYQ7oWBrbGvaDoKxf4bW/eMaTUe//u0a899bTuDxaWu4+82l5BeVVli/MncP1z06k5HdmvPjs3vTo1WDBCWVJElSddmSV8jv31jCc7PXEYaV1ydFAq45viPfPLU7mWl+1C9JkiRJkiRJkiT9j26nwC3TokMs3r8Hyks+//7QG6F515rJJklSHeFdLZIkSdKBSovgoZNh07zY6tMawSk/hUHXQCQpvtlUZyQnRbjmhE6c2bc1Px+3gNfnb6p0zZRlWznzL5P58tBsvn1qd5pnpiUgqSRJkg5HYUkZD01Zyb0TV1BQXBbTmgHtG3PXBX3p06ZRnNNJkiRJkiRJkiRJtVxqfTj5p9Dvkug01jXvR8/XawKjv1+z2SRJqgNsYJUkSZIOlJwGbQbG1sDa72I47VfQoGX8c6lOatUonfu+OogJizfz05cWsG7H3grry0N4cnoO4z7ewK0ndeXqEzqSlmxjtSRJ0pEmDENenrOB341fwvqdFf+M94kG6cl8/4yeXD40m6RIEOeEkiRJkiRJkiRJ0lEkqydc/Sp8/CS8+WMYc0e0iTUWhXmQmgmRSHwzSpJ0FLKBVZIkSTqYE38M81+A4vyDv9+qH5z+a+g0MrG5VGed1LMlx3VuzoNTVnLfxBXsLal4OtfuolJ+/fpinpiewx1n9uSMvq0IApscJEmSjgSzc3bwy1cW8lHOzpjqIwFcOiSbb5/anRYN0uIbTpIkSZIkSZIkSTpaBQEM/Ar0OBPSGsS+7pVvwdalcMavoeOI+OWTJOkoZAOrJEmSdDANWsLI78A7P//8+cyWcNJP4JjLIeJUSyVWvdQkbju5G5cOac/v31jCc7PWVbomZ3sBX3tiNkM7NeWnY3vTt22jBCSVJEnSwWzYuZffjl/MSx9viHnNCV2b8eOze9OrdcM4JpMkSZIkSZIkSZLqkPpNY69dOwPmPxf9+pGzodc5cOovoGnn+GSTJOko4/xySZIk6YsMvwUaZ0e/TkqLNrR+YxYce4XNq6pRLRum84eLBzDu1hEM7Rjbh6kzVm3nnL+9x3efncPmvMI4J5QkSdL+9hSVcvebSzjxDxNjbl7t3DyDh64czL+vG2bzqiRJkiRJkiRJklQTysth/B2fP7doHPx9GLz5YyjcVTO5JEmqRZzAKkmSpLpl80KIJEOL7pXXpqRHn5S2aByc8rPPmlmlI0S/do14+qbhjJ+/ibteX8Ta7XsrrA9DeG7WOl6bt5GbR3fhhpGdqZdqM7YkSVK8lJeHPD97Hb9/YwlbdhfFtKZhejK3n9KdK4Z3IDXZZ1BKkiRJkiRJkiRJNWb+c7B+5v+eLyuGqX+Fj5+CE38Ix14FSbbnSJJ0MH6HlCRJUt2wZyu8+yuY9Qh0HAFXvgxBUPm6PhdED+kIFQQBZ/ZrzYk9s3hk6mr+NmE5+UWlFa4pKC7jj28t5T8zcvjBmT05d0Abglj+fZAkSVLMpq/cxi9fXcj89Xkx1SdFAq4Y3oHbT+5Gk4zUOKeTJEmSJEmSJEmSVKHiAnj7ZxXXFGyFV78NMx6E038FXU9OSDRJkmoTH98uSZKko1tpEbz/F7hnIMz8F4TlsGoyLHm9ppNJ1So9JYmbR3fh3e+O4bKh2URi6EfdsKuQ2//zMRfcO5XZOTviH1KSJKkOyNlWwNf+PYtLH5gWc/PqiT1a8MY3R/Kzc/vYvCpJkiRJkiRJkiQdCYr3QNtBsdXmLoJ/XwhPXAK5S+ObS5KkWsYGVkmSJB2dwhAWvgx/Hwpv/RSKDrhx/M0fQWlxzWST4qhFgzR+fWE/Xrt9JCO6No9pzcdrd3LhvVO57amPWL9zb5wTSpIkHZ3yCkv49WuLOOWPk3h9/qaY1nTLyuTRa4fy8DVD6ZrVIM4JJUmSJEmSJEmSJMUsswVc+jhc/Sq06h/bmmVvwH3HwWvfh4Lt8c0nSVItYQOrJEmSjj4bPoZHxsIzV8CO1Qev2b4SPnwwkamkhOrZqiGPXzeUf141mM7NM2Ja8/KcDZz0h4nc/eYS9hSVxjmhJEnS0aG0rJwnpq/hxN9P5P7JKykuK690TdOMVH55fl9ev30ko7u3SEBKSZIkSZIkSZIkSYek4wi4cRKcdy9ktqy8vrwUZtwP9wyEafdBWUn8M0qSdASzgVWSJElHj92b4L9fhwfGwJr3Kq+f9FvYuyPusaSaEgQBJ/dqyfhvjuKnY3vTqF5KpWuKSsv564TlnPiHiTwzcy3l5WECkkqSJNVOH6zawdn3vMePXpzPtj3FldanJAXcOKoz7353DFcM70Bykh/RS5IkSZIkSZIkSUe8SAQGfgW+MRtGfQ+S0ytfU7gTxv8f3DsclrwOofdhSZLqJu+OkSRJUu1Xshcm/x7uORY+/jcQwwc9jbPhnHsgvXG800k1LjU5wrUjOjHxu2O4+viOJEWCStds2V3E95+by7l/f4/pK7clIKUkSVLtsXkvPLA4wk1PzWfJ5t0xrTm9T0ve+tZofnhWr5geLCJJkiRJkiRJkiTpCJOWCSf9GG6dCX2/FNuabcvhqS/DY+fBpvnxzSdJ0hHIBlZJkiTVXmEI856Dvw2BCXdCyZ7K16Q2gFN+Bl//EPqcD0HljXzS0aJJRio/O7cPb3xzFCf1zIppzfz1eVz6wDRufnwWa7bF8O+YJEnSUWzX3hJeWBXhN3OSWLAjto/Xe7duyFM3DOf+KwbTsXlGnBNKkiRJkiRJkiRJirvG7eFL/4Tr3oa2g2Nbs2oS3D8Sxt0O+bnxzSdJ0hEkuaYDSJIkSYdk7Yfwxh2w7sPY6oMIDLwi+vSzzNga96SjVdesTP519RAmL83lzlcXsnRzfqVrxi/YxITFW7jmhI58/aSuNEx3apgkSao7SsrK+fe0NfzpraXkFcbWuNqiQRrfO60HFw1qR1LEB+dIkiRJkiRJkiRJR532Q+D6t6ODON7+GeStq7g+LIdZj0DhLrj4kQQElCSp5tnAKkmSpNpl51p45xcw75nY13QaDaffBa36xi+XVAuN6t6C17qM5D8fruWPby1l+57iCuuLy8q5f/JKnpu1jm+d2p0vD2lPclJsDRySJEm1URiGvLtkC3e+uoiVubFNo09NjnDDyE58bUxXMtP8CF6SJEmSJEmSJEk6qgUB9L8Yep4NH/wd3vsTlFTw3xYjyXDijxKXT5KkGubdM5IkSaoddm+CKXdHnz5WVnGT3aeadoHT7oQeZ0Y/JJL0P5KTInx1eAfOGdCGv7+7nIffX0VJWVjhmm17ivnxf+fz0JSVfPOU7pwzoI1TxSRJ0lFn6oqt3P3mUmat2RHzmnMGtOEHZ/SgXZP6cUwmSZIkSZIkSZIk6YiTWh9Gfw8GfhUm/BI+fhI4yH1YQ66H5t0SHk+SpJpiA6skSZKOfBN/C+/9EUoLY6tPbwSj/y/6QU9yanyzSUeJRvVS+OFZvbh8aDa/fn0RbyzYXOma1dsK+ObTH/P3d5fzrVO7c0afVkRsZJUkSbXczNXbufvNpXywclvMawa0b8xPx/ZiUIemcUwmSZIkSZIkSZIk6YjXsDWcfy8MvRHe+CGsef+z99Ibw+gf1Fg0SZJqgg2skiRJOvKF5bE1rwZJMOQ6GHMH1PfGcelQdGyewf1XDOaDFdu489WFLNiQV+maZVvyueWJ2fRu3ZBvn9qdk3tlETj1WJIk1TJz1+3k7jeXMmlpbsxrWjZI5Y6zenPugDY+yEOSJEmSJEmSJEnSZ9ocA1e/Cotehjd/AjvXVO3exuI9kJoR14iSJCWCDaySJEk68h13C0z/BxTu/OKabqfBaXdCix4JiyUdzY7r0oyXbx3B87PX8fs3lpC7u6jSNQs35nH9YzMZ0L4x3zm1OyO7NbeRVZIkHfEWbczjT28t5c2FlU+g/0RqJOTkNuX87LLBtGzWJI7pJEmSJEmSJEmSJNVaQQC9z4PuZ8BHj8OxV8W2Lgzh3xdFG1hP/BG0PTa+OSVJiiMbWCVJknTkS28EJ9wG7/zif99r0RNO/xV0PSXxuaSjXFIk4JLB7TmrX2v+MXEFD05ZSVFpeaXr5qzdyZX/msHQjk35zmndGda5WQLSSpIkVc3yLfn8+e2lvDJ3Y5XWDW1Rztnty2mcBvVSkuKUTpIkSZIkSZIkSdJRIzkNhlwfe/2KdyDng+jXy9+GnmOj01tb9Y1PPkmS4sgGVkmSJNUOQ2+CD+6Fgq3R1w3bwqjvwsArIckfa6V4ykxL5run9+DLQ9vzl7eX8fzsdZSHla+bsXo7lz4wjRFdm/Pt07pzbLbTySRJUs1bs20Pf3lnGf/9aH1MP9N8YlT3FnzthLZsWTwzfuEkSZIkSZIkSZIk1W1hCBN+9flzi1+JHn0uiDaytuhRM9kkSToE3ukvSZKkmlFaDB89Dk06xDY9NS0TRnwL3v8LjPwODLoaUtLjHlPSZ9o1qc/vLx7A18Z04S/vLOPlORsIY2j6eG/5Vt5bvpWTembx7VO707dto/iHlSRJOsD6nXv524RlPDtzHaVV6Fwd1qkp3z29B0M6NiUvL48ti+MYUpIkSZIkSZIkSVLdtuR12DD74O8teBEWvgT9LoExP4CmnRObTZKkQ2ADqyRJkhKrrBTm/gcm/RZ25kBWb+h8EkQila8dcj0MvhZS68c/p6Qv1LlFJn/58kBuGdOVP7+9lNfnb4pp3YTFW5iweAtn9GnFt07tTo9WDeKcVJIkCbbkFfL3d5fz1Iy1FJeVx7zu2OzGfOe0HhzfpRlBEMQxoSRJkiRJkiRJkiQB5eXw7l0V14Tl0Xsw5z0LA78Ko74HjdsnJp8kSYfABlZJkiQlRnkZzH8BJv4atq/47PyWhbDwReh7UeV7OHFVOqL0aNWA+746iPnrd/HHt5YyYfGWmNaNX7CJNxZu4pz+bfjmKd3o3CIzzkklSVJdtC2/iPsnr+TRqaspKo29cbVv24Z859QejOnRwsZVSZIkSZIkSZIkSYmzdzuk1IutNiyD2Y/CnKdg0NUw8jvQoFVc40mSdChsYJUkSVJ8hSEsGhd9KljuooPXvPtr6HUeJPnjqVQb9W3biH9dPYTZOTv445tLeW/51krXhCG8PGcDr8zdwIXHtuP2k7vRvqnTlSVJ0uHbVVDCg1NW8q/3V1FQXBbzuh4tG/CtU7tzep+WNq5KkiRJkiRJkiRJSryM5nDdm7D8bZjwS9g4p/I1ZcUw4wGY/RgMuR5GfCu6jyRJRwg7BCRJkhQfYQjL3oQJd8KmuRXXblsG856FYy5LTDZJcXFsdhP+ff0wpq3cxh/fXMqM1dsrXVMewnOz1vHfj9Zz6ZD23HpSV1o3ivEpgpIkSfvZXVjCw++v5sEpK9ldWBrzus7NM/jmqd0Z2681kYiNq5IkSZIkSZIkSZJqUBBAt1Oh6ymw+FV491ewZWHl60oL4YO/wcyHYfjNcNytUL9p/PNKklQJG1glSZJUvcIQVk6MNq6unxn7uvf+BAO+HP3wRVKtNrxzM56+aThTlm3l7reWMmftzkrXlJaHPDE9h2dnreMrw7L52pguZDVIj39YSZJU6xUUl/LYB2v4x6QV7CwoiXld+6b1uP3k7px/TBuSkyJxTChJkiRJkiRJkiRJVRQE0Gss9DgLFrwAE38THRZSmZI9MOVumPFgtIl1+NcgvWH880qS9AVsYJUkSVL1WTMVJvwK1rwX+5pIMgy8AkZ91+ZV6SgSBAGjurdgZLfmvLNoC3e/tZRFG/MqXVdcWs7D76/mqRk5XHV8R24e1YUmGakJSCxJkmqbwpIynpyew70TV7A1vyjmda0bpXPrSV25eFB7UpNtXJUkSZIkSZIkSZJ0BItEoN+XoPf5MO+ZaCPrzjWVryvKg4l3wfT74ITbYeiNkJoR97iSJB3IBlZJkiQdvnWz4N07YcWE2NcEERhwGYz6HjTtFL9skmpUEASc0rslJ/XMYvyCTfzxraUs35Jf6brCknLun7SSJ6blcO0JHbluZGca1UtJQGJJknSkKy4t55mZa/nbhOVsyiuMeV3zzDS+fmIXLhuaTXpKUhwTSpIkSZIkSZIkSVI1S0qGYy6HfhfDR/+Gyb+HvPWVr9u7A97+WXQi6zdmQUq9uEeVJGl/NrBKkiTp0G2cC+/eBUtfr8KiAPpeCGPugObd4hZN0pElEgk4q19rTu/TinFzNvDnt5eyeltBpevyi0q5Z8JyHpm6mhtHdebqEzqRmeZfZSVJqotKy8p58aP1/OWdZazbsTfmdU3qp3Dz6C5ceVxH6qXauCpJkiRJkiRJkiSpFktKgcHXRAeIzH4UJv8B9mypfF33021elSTVCO/6lSRJUtVtWQwT74KFL1VtXc+xcOIPoWWf+OSSdMRLigScP7AtY/u35oXZ0QaU9Tsrb0DJKyzlD28u5V/vr+Zro7vw1eEdbECRJKmOKC8PGTd3A395exkrt+6JeV2D9GRuHNmZa0b4AAxJkiRJkiRJkiRJR5mUdBh2Ewy8Aj58CN77E+zdfvDapDQY+d3E5pMkaR/v2pEkSVLs9myF174HC14EwtjXdTst2rjaZmDcokmqXZKTIlwypD3nDWzDMx+u5W/vLmdzXlGl67bvKeZXry3igSkrufaETlw+LJtG9VISkFiSJCVacWk5L328ngcmr2TZlvyY12WkJnHtiE5cP6Izjer7c4IkSZIkSZIkSZKko1hqfTjhtuhU1un/gKl/hcJdn68Zch00alsz+SRJdZ4NrJIkSYpdWgNYM5WYm1c7jYaTfgzth8Y1lqTaKy05iSuO68jFg9vz72lruG/iCrbtKa50Xe7uIn47fjF/f3c5lw1tz7UjOtG6Ub0EJJYkSfGWV1jCU9NzePj91WzKK4x5XXpKhKuO68hNo7vQNCM1jgklSZIkSZIkSZIk6QiT1gBGfQ+G3AAf/B2m3QvF+ZBSH0Z8K7Y9ykqhKA/qN41vVklSnWIDqyRJkmKXnAbDb4a3f1ZxXfvhcNKPoNOohMSSVPulpyRx/cjOXDY0m0c/WM39k1aya29Jpevyi0p5cMoqHn5/Nece04YbR3WmZ6uGCUgsSZKq26ZdhTz8/iqenJ7D7qLSmNelJkW4fFg2t4zpQlbD9DgmlCRJkiRJkiRJkqQjXL3G0fs3h90MU/8SbWDNzIpt7cL/wsu3wbFXwnG3QOPseCaVJNURNrBKkiSpagZdA5PvhuLd//tem4HRiatdToYgSHw2SbVeRloyt4zpyleHd+Bf763in1NWxdTAUloe8sLs9bwwez2ju7fgptGdOa5zMwL/LJIk6Yi3dPNuHpi8kpc+Xk9JWRjzuuRIwMWD2/ONk7rSprGT2CVJkiRJkiRJkiTpUxnN4NRfxF4fhvD+X6BkD0y/D2Y8AH0ugBNug9YD4pdTknTUs4FVkiRJUaXFkJxaeV29xjDoKvjgb5+da9kXTvwh9DjLxlVJ1aJhegrfPKU7Vx/fkQcmr+Th91ezt6QsprWTluYyaWku/do24sZRnTmzbyuSkyJxTixJkqoiDEOmr9rO/ZNW8O6S3CqtjQRwwcB23H5yN7Kb1Y9TQkmSJEmSJEmSJEmqQ1ZOhE1zP3sdlsH856JH5zFw/G3Q5STvEZUkVZkNrJIkSXVd7hKYeg+sfg++/mFsTazDvwbT/wFNO8OYO6D3+RCxOUxS9WtcP5Xvn9GTa0d04h8TV/D4tDUUlZbHtHbe+l1846mPaN+0HteP6MzFg9tRP9W/BkuSVJPKykPGz9/EA5NXMGfdriqtDQI4u19rvnlKd7pmZcYpoSRJkiRJkiRJkiTVQVPv+eL3Vk6MHi37RSey9rkAklISlUySVMt5564kSVJdFIaQ8wG8fw8sff2z8/Ofg2Mur3x9o3Zww4TohxE2rkpKgOaZafx4bG++NqYLj32whsc+WM2OgpKY1q7dvpf/9/IC/vz2Uq44riNXHdeBZplpcU4sSZL2t7e4jOdmreWh91axZltBldamJUf40qB2XD+yM52aZ8QpoSRJkiRJkiRJkiTVURvnwooJlddtngcv3ADv/AKG3wLHXglpPnxYklQxG1glSZLqkvIyWPxq9ElZ6z783/en/hUGXBYdbVSZ1gOqP58kVaJZZhrfOrU7N4/uwrOz1vLQlFXkbI+tCWZHQQn3vLOM+yet4OLB7bh+RGc62gQjSVJcbd9TzGMfrOaxD9awfU9xldY2rp/ClcM7cOXxHWnuwyckSZIkSZIkSZIkKT52rYOMFrAnN8b6tfDGHTDpNzDkehh6EzRoGd+MkqRaywZWSZKkuqBkL8x5Cqb+Dbav+OK6LQth+dvQ7dTEZZOkQ1AvNYkrj+vI5UOzGb9gEw9MXsncdbtiWltUWs6/p+XwxPQczuzbihtHdeGY9o3jG1iSpDpmzbY9PDRlFc/OWkthSXmV1rZrUo8bRnbm4sHtqJ/qR9iSJEmSJEmSJEmSFFc9z4IuJ8Hc/0QHoWxbHtu6wl0w5e59w1O+DMffBs27xTerJKnW8e4fSZKko1nBdvjwIZh+PxRsjW3N+3+xgVVSrZGcFGFs/zac3a8101Zu54HJK3h3SWxPAgxDeG3eJl6bt4mhnZpy06jOnNgji0gkhinUkiTpoOas3ckDk1fy+vyNlIdVW9uvbSNuHNWZM/u2IjkpEp+AkiRJkiRJkiRJkqT/lZIOg66GgVfCktdg6j2wdnpsa8uKYfZjMPtx6HEWnHAbZA+Pa1xJUu1hA6skSdLRaMdq+OBe+OhxKCmo4to10cbX+k3jEk2S4iEIAo7r0ozjujRjyabdPDB5JS/PWU9JWWydMzNWbWfGqu10y8rkhlGdOe+YNqQlJ8U5tSRJR4cwDJm4JJf7J69g2srtVV4/unsLbhrVmeO6NCMIfJCEJEmSJEmSJEmSJNWYSAR6jY0eOdPg/XtgyasxLg6jtUtehfbDohNZe5wV3VOSVGfZwCpJknQ02fBx9KlXC16EsLxqa1v1hxNuh97nQ5I/JkqqvXq0asDdlwzgu6d35+H3V/Pk9Bzyi0pjWrtsSz7ff24ud7+5hGtO6MTlw7JpmJ4S58SSJNVOxaXlvDxnAw9OXsmSzburtDY5EnDugDbcMKozvVo3jFNCSZIkSZIkSZIkSdIhyx4ePXKXwgd/hTn/iU5bjcXa6fD0V6DdULjuTfBhxpJUZ9mZIEmSVNuFIax4J/qUq1WTqr6+y0nRxtVOo/2AQNJRpXWjevzwrF7celJXnpyew8Pvr2JzXlFMazfnFfGb1xfztwnLuXxYNtec0JHWjerFObEkSbXD7sISnpqRw7/eW82mvMIqrc1ITeKyodlcO6ITbRr7vVWSJEmSJEmSJEmSjngtusO5f4UTfwwz7ocPH4LCXbGt7TzGe1MlqY6zgVWSJKm2KiuB+S9EJ65unl+1tUES9L0ITrgNWvWLTz5JOkI0TE/h5tFduPaETrz08XoemLySZVvyY1qbX1TKA5NX8q/3VnHeMW25cVRnerRqEOfEkiQdmTbnFfKv91fx5LQcdsc43fwTLRqkce2+6eaN6jndXJIkSZIkSZIkSZJqnQYt4eSfwohvwezHYdq9sGvtF9cnp8PQGxOXT5J0RLKBVZIkqTbavACeuATy1lVtXUoGDLoahn8NGrePSzRJOlKlJke4eHB7Ljq2HROXbuH+SSuZvmp7TGtLy0Oen72O52evY0yPFtw4qjPHdW5G4NMBJUl1wJJNu3lwykpe+ng9JWVhldZ2zcrkxpGdOW9gG9KSk+KUUJIkSZIkSZIkSZKUMGkN4LhbYOgNsOBFeP8e2Dzvf+sGXAaZLRKfT5J0RLGBVZIkqTZq2hlKC2Ovz8iC4TfD4GuhXpP45ZKkWiASCTipZ0tO6tmSj9fu5IHJKxg/fxPlMfbjTFySy8QluXRpkcFlQ7M5vXuj+AaWJKkGFJaU8dq8jTw1I4cPV++o8vqhHZty46jOnNQzi0jEBz5IkiRJkiRJkiRJ0lEnKQX6XwL9LoaV78L7f4GVE/e9GcDx34htn707YNE46HsRpGbEK60kqYbYwCpJklQbpdSDYTfDu3dWXNesW/QDgP6XQkp6YrJJUi1yTPvG3PuVQazeuoeH3lvJszPXUVRaHtPaFbl7uPPVRfxufED/JhGOb1lO5wZxDixJUpwt37KbJ6ev5fnZ69i1t6RKa4MATu/dihtHd+bYbB+cI0mSJEmSJEmSJEl1QhBAl5Oix8Y5MPWvUF4KzbrEtn7Of2D8/8EbP4o2xA66Glr1i2tkSVLi2MAqSZJUWw25Dt77I5QU/O977YfDCbdB9zMhEkl8NkmqZTo2z+DO8/vxrVO689gHa3jsg9XsKIitaae4LGTm1ggzt0ZoVS9kQ+Z6Lj8+ncb1U+OcWpKk6lFYUsb4+Zt4cnoOM1Zvr/L61OQIXxrUjhtGdqZTc5+GK0mSJEmSJEmSJEl1VusBcNFDUB7bEAHCEGY9Ev26KA8+fCh6tB0Mg6+BPhc4lVWSajkbWCVJko4URbth3nPRv4CfcHvl9fWbwrFXwvR/7DsRQM+z4fjbIHtYXKNK0tGqWWYa3zq1OzeP7sKzs9by0JRV5Gw/yIMCvsCmvQG/e3slf5m4mrP7tebyYdkM6tCEIAjimFqSpEOzfEs+T83I4fnZ69gZ44Mb9te4fgpXDu/Alcd3pHlmWhwSSpIkSZIkSZIkSZJqpViHr+RMg9zF/3t+/czoMf4O6H9ptJm1ZZ/qzShJSggbWCVJkmraho9h1sPR5tXifEjNhMHXQlqDytcOvwVmPw79L4bjboXm3eIeV5LqgnqpSVx5XEcuH5rN+AWbeGDySuau2xXz+qLScl74aD0vfLSe7i0zuWxoNhcObEej+ilxTC1JUuWKSqPTVp+YnsOMVVWftgrQrkk9rh/RiUuGtKd+qh8xS5IkSZIkSZIkSZIO0SfTV79IUR58+GD0aDcEBn0ylbV+QuJJkg6fdxdJkiTVhKJ8mP8czHwYNn78+feK86PNrIOvqXyfJh3gu0tia3aVJFVZclKEsf3bcHa/1kxbuZ1/vreKCYs3Ux7GvsfSzfn8fNxCfvP6Ys7u35qvDMvm2GynskqSEmtFbj5PTY9OW91xCNNWAY7NbszVJ3TirL6tSE6K8Wm5kiRJkiRJkiRJkiQdTMF2WPBi7PXrPowe4++AAZdGm1lb9o5fPklStbCBVZIkKZE2zok2rc57Ntqo+kVmPRJbAyvYvCpJCRAEAcd1acZxXZqxcddenv5wLU9/uJaNuwpj3qOotJwXZq/nhdnr6dGyAZcNbc8Fx7ajUT2nskqS4uOTaatPzchh2spDm7baID2ZCwe25bJh2fRs1bCaE0qSJEmSJEmSJEmS6qywHIbeAB8/AXt3xL6uaBfMeCB6tB8Gg66OTmVNqRe3qJKkQ2cDqyRJUrwV5cP852HWw7Dho9jWbPw4WttmYFyjSZKqrnWjenzzlO5846RuTFyyhUffX8mU5dsIiX2i6pLNu/nZuIX8ZvxixvZvw2VDszk2u7FTWSVJ1WJlbj7/+XAtz81ax/Y9xYe0x8Dsxlw2NJtz+rehXmpSNSeUJEmSJEmSJEmSJNV5Gc3h9F/BST+BRS9Hh7+seb9qe6ydHj3G/x8MuCzazJrVKx5pJUmHyAZWSZKkeNk4N9q0OvdZKN5d9fWzHrGBVZKOYEmRgJN7tWRI23q8MP5dpm2J8MGWgF3FsTehFpaU89ysdTw3ax09WzXg8mHZnHdMW6eySpKqrKi0jDcXbObJ6Tl8sHLbIe3RIC2ZC45ty5eHZNO7jdNWJUmSJEmSJEmSJEkJkJIO/S+JHrlLYNajMOfJqk1lLdwF0/8RPdoPh8HXQO/znMoqSUcAG1glSZKqU/GefdNWH4H1sw5tj/rNYeBX4NirqjWaJCl+mqTBme3LOa0dJLfvz3/nbeXdJVsIw9j3WLxpNz99aQF3vbaIc/q34fJh2RzT3qmskqSKrd66h6dm5PDsYUxbPaZ9Yy4fms3YAa2pn+pHxpIkSZIkSZIkSZKkGtKiB5xxF5z8U1j4UvR+3JypVdtj7bToUb85dDslLjElSbHzbiRJkqTqsGkezHwY5j5zaNNWATqNhkFXQ8+xkJxarfEkSYmRFMCYbs04d1An1u/cy9MfruXpD3PYnFcU8x6FJeU8O2sdz+6byvqVYdmcN7AtDdOdyipJiiouLefNhZt4cnoOU1cc2rTVzLRkzh/YhsuGZtOnTaNqTihJkiRJkiRJkiRJ0mFISYcBl0aPLYujjaxznoLCnbGtb5wNXU6KZ0JJUoxsYJUkSTocHz8JH/4T1s88tPX1m8ExX4k2rjbrUq3RJEk1q23jenz71O7cdlJXJizewpMzcpi0NLfKU1l/8tIC7nptMecMaM3lwzowoF0jp7JKUh21eusenvowh+dmrmPbIU5bHdCuEZcPy2Zs/zZkpPnxsCRJkiRJkiRJkiTpCJfVE878DZzy/6JTWWc+HJ2wWpFjr4JIJDH5JEkV8g4lSZKkwzH/+UNrXu04EgZfs2/aalr155IkHTGSkyKc1qcVp/VpxbodBfumsq5ly+7Yp7LuLSnjmZnreGbmOnq3bshlQ9tzVr/WNMv0e4gkHe0Kikt5e9EWnvlwLe8t33pIe2SmJXPeMdFpq33bOm1VkiRJkiRJkiRJklQLpdSDAV+OHlsW7TeVddfn6yLJMPCK2PbcmQP1mkBag2qPK0mKsoFVkiTpcAy6Bpa/HVtt/WZwzOVw7NXQvGtcY0mSjkztmtTnO6f14PaTu/HO4i08OT2HycuqNpV14cY8fvLSAn42biHHd2nGOQPacHqfVjSqlxK/4JKkhCosKWPS0lzGzdnAO4u2sLek7JD26d+uEZcNzebcAU5blSRJkiRJkiRJkiQdRbJ6wZm/hZP3TWWd9TCsnR59r8dZ0KBlbPuMvyN6H3C306DvhdDtdEitH7/cklQHedeSJEnS4eh+BjRoDbs3fnFNx5Ew6GrodY7TViVJQHQq6+l9WnF6n1as3b5vKuvMteRWYSprWXnIlGVbmbJsKz96cR6ju7fgnAFtOLlXSzJtUpKkWqekrJz3lm9l3JwNvLVgM7uLSg9pn4zUJM4b2JbLnbYqSZIkSZIkSZIkSTrapdaHYy6LHpsXRqey9jontrWFu2DZW1BWBItejh4pGdDjTOh7EXQ92ft+JakaeEerJEnS/ravggUvQM40uPwZCIKK65OSYeAVMPl3nz9fr2l02uqgq6F5t7jFlSTVfu2b1ue7p/fg9lO68c6izTw5Yy1TqjiVtaQs5O1FW3h70RbSkiOc3CuLsf3bcFLPLNJTkuIXXpJ0WMrKQ6at3MYrczfw+vxN7CwoOeS9+rZtyOVDO3DuMW18kIEkSZIkSZIkSZIkqe5p2RvO+l3ldZ9Y/Fq0eXV/JXtg/nPRI60R9BoLfS6EzqMhKaV680pSHeGdTJIkSbvWw4IXYf7zsGH2Z+fXfQjth1a+/tgrYPLvgRA6jPhs2mpKerwSS5KOQilJEc7o25oz+rZm7fYCnpqRwzMz17E1P/aprABFpeW8Nm8Tr83bREZqEqf0bsk5/dswsntz0pJtZpWkmlZeHjIrZwfj5mzgtXmbqvzn/P7qpyZx3jFtuHxoB/q1c9qqJEmSJEmSJEmSJEkxW/BCxe8X7YKPn4ge9ZpC7/Og74XQ4QSIeB+WJMXKBlZJklQ35W+BhS9Fm1ZzPjh4zfwXYmtgbZwNY/8U/Qtpi+7Vm1OSVCe1b1qf75/Rk2+d2p23F27myRk5TFm2tcr77Cku46WPN/DSxxtomJ7M6X1acc6ANhzfpRnJSZE4JJckHUwYhsxdt4txczbw6ryNbNxVeFj79WnTkMuHZXPugDY0SPcJr5IkSZIkSZIkSZIkVUnBdlgxIfb6vdth1sPRI7Ml9D4f+l4E7YZAxPuwJKkiNrBKkqS6o2A7LHo52pi6egqE5RXXL3gRTv9VbE9JGnxN9WSUJGk/KUkRzuzXmjP7tSZnWwHPzFzLuLkbWLOtoMp75RWW8uysdTw7ax1NM1I5s2+0mXVIx6YkRYI4pJekui0MQxZv2s24ORt4Ze5GcrZX/c/u/X3yZ/clg9vTv10jgsA/uyVJkiRJkiRJkiRJOiTblkP95pC/qepr8zfDjPujR8N20PeCaDNr62PA/5YvSf/DBlZJknR0K9wFi1+LTlpd+S6Ul8a+Nn8TrJkKnUbGL58kSTHKblaf757eg++c1p156/dN8Zu7kQ2HMMVv+55inpiewxPTc8hqkMbZ/Vsztn8bjs1ubEOUJB2m5VvyeWXuBsbN2cCK3D2HtVfD9GTO2PfAgeM6Oz1bkiRJkiRJkiRJkqRq0X4ofHth9D7h+c/DwpeiU1arKm8dTP1r9GjSKdrI2vdCyOptM6sk7WMDqyRJOvoU74Elr0cnqC57C8qKDn2vBS/YwCpJOqIEQUD/do3p364xd5zZi9k5O3hl7kZembuRrflV/563ZXcRD7+/moffX03bxvUY27815wxoQ582DW1mlaQYrd1ewLi5Gxg3ZyOLNuYd1l4ZqUmc1qcVY/u3ZmS3FqQm27QqSZIkSZIkSZIkSVK1iyRF7xHuNBLO+j2smgTzX4RF46BoV9X327EKpvwhelzyGPQ+r/ozS1ItZAOrJEk6OpQUwvK3YP4LsHQ8lBQc3n5tBkKfC6HPBdWTT5KkOIhEAgZ3bMrgjk35ydjeTF+1jXFzNjJ+/kZ2FJRUeb/1O/dy/+SV3D95JZ2aZ3zazNq9ZYM4pJek2m3jrr28Oncj4+ZuZM7anYe1V3pKhJN7tmRs/9ac2DOL9JSk6gkpSZIkSZIkSZIkSZIql5QCXU+JHmP/CCsmRCezLn4NSvZUca9U6DwmLjElqTaygVWSJNVuJYXwyjdh0StQvPvw9srqA333Na0261It8SRJSpSkSMDxXZpzfJfm/OK8Pry/fCvj5mzkzQWb2F1UWuX9Vm3dw18nLOevE5bTvWUm5/Rvw9gBbejUPCMO6SWpdsjdXcTr8zcybs4GPly947D2Sk2KMKp7C84Z0JpTerUkI82PaiVJkiRJkiRJkiRJqnHJadDjzOhRXADL3ow2sy57E0oLK1/f7TRIbxT/nJJUS3hXlCRJqt1S0mHDx4fevNqsK/S9KDptNatntUaTJKmmpCRFGNMjizE9sigs6cvkpbm8Mncjby/aTEFxWZX3W7o5n7vfWsrdby2lb9uGnNWvNWO6Z9GrdQOCIIjD70CSjhxrtxcwcWku4+dv5IMV2ygPD32vpEjAiK7NGdu/Naf1aUWjeinVF1SSJEmSJEmSJEmSJFWv1PrQ5/zoUbQblrwO81+A5W9DecnB1/S5ILa9d2+ChS9Fp746eEfSUcwGVkmSVPv1vQjevTP2+sbZ0YbVvhdBq35g440k6SiWnpLEaX1acVqfVuwtLmPC4i2Mm7OBCUu2UFxaXuX95q/PY/76PH43fglZDdIY3b0Fo3u0YETX5jSunxqH34EkJVZhSRnTVm5j0tJcJi3NZWXunsPaLwhgeKdmjB3QmjP7tqZphn9WSpIkSZIkSZIkSZJU66Q1gP6XRI+9O2DRK7DgBVg5CcJ9QwVS6kcnt8ZiwYsw/v+iXzfpFG1k7XoKdBwBaZnx+T1IUg2wgVWSJB159u6AlROjf4nrfnrl9X0vrLyBtUHrfU2rF0LbQTatSpLqpHqpSZzdvzVn92/N7sIS3l60mXFzNjJlWS4lZVUfKbhldxHPzlrHs7PWEQngmPaNGd09i9E9WtCvbSOSIn6/lXTkC8OQFbl7Pm1Ynb5yG0WH0OB/oEEdmnBO/9ac1a81WQ3TqyGpJEmSJEmSJEmSJEk6ItRrAsdeET32bI1OUp3/AjRoBakZse0x//nPvt6xCj58MHokpUL2cZ81tGb18r5nSbWaDaySJKnmlZfDxo9h+Tuw/C1Y9yGE5ZB9fGwNrM26QOsBsHHO58/Xbw59zo82rmYfB5FIPNJLklQrNUhP4YKB7bhgYDt2FhTzxoJNvDJ3I+8v30p51XtZKQ9hds5OZufs5E9vL6VJ/RRGdmvBmB4tGNmtBS0apFX/b0KSDlF+USlTl29l4tJcJi3JZf3OvdWyb7+2jThnQGvO7t+Gto3rVcuekiRJkiRJkiRJkiTpCJbRHIZcFz3Ky2Jbs2NN9H7pgykrhlWTosdbP4EGbaDrydFm1s5joF7j6kouSQlhA6skSaoZ+bmwYgIsfxtWvAMF2/63Zu10KNwF6Y0q36/PhdEG1vTG0Osc6HsRdBwJSf64I0lSZRrXT+XSIdlcOiSbrflFvD5/E+PmbODD1dsJD6GZFWBHQQkvz9nAy3M2ANC3bUNGd2/B6O5ZDMxuTEqSD5aQlDhhGLJo4+59U1a3MHP1DkoPpVv/IHq2asDY/q0Z278NHZvH+BRVSZIkSZIkSZIkSZJ09IkkxVa34MXY99y9AT56PHoESdB+6GcNra0GOOBH0hHPjg5JkpQYZaWwfiYseyvatLrx48rXhGWwchL0Prfy2v6XQlYv6HwiJKcedlxJkuqq5plpXDG8A1cM78CmXYW8Om8j4+Zs4OO1Ow9r3/nr85i/Po+/v7uCBmnJnNC1OaN7tGB09xa0cUqhpDjYWVDMe8u3MnFJLpOX5rJld1G17d25eQZjB7ThnP6t6dayQbXtK0mSJEmSJEmSJEmS6oD5zx/aurAMcj6IHhPuhPrNP2tm7XJSdBqsJB1hbGCVJEnxs2t9dLrq8rdhxUQo2lX1PZa/HVsDa8PW0UOSJFWbVo3SuW5EJ64b0Ym12wt4dd5GJi45/MmFu4tKGb9gE+MXbAKgW1Ymo7u3YEyPLAZ3bEJ6SoxPIpSk/ZSVh8xbv4tJS6JTVj9eu5NqGrIKQJ820UnSZ/VrTZ82DQmCoPo2lyRJkiRJkiRJkiRJdUN5GfQ4C5JSYP1s4DBubijYCnOfjh4E0OYY6HYajLkDvK9B0hHCBlZJklR9SosgZxosfwuWvwNbFh7+nsvfgTD0L1GSJNWw9k3rc/PoLtw8ugu7C0uYumIbk5bmMmlJLut37j2svZdtyWfZlnweem8V9VKSOK5LM0Z3j05n7dg8o5p+B5KORrm7i5i8NJdJS3OZsiyXHQUl1bZ34/opjOoW/bNoZPfmZDVIr7a9JUmSJEmSJEmSJElSHRVJghPviB57tsKKd/cNC3oH9uQexsYhbPgICODEH1ZXWkk6bDawSpKkwzfvueixajKU7Km+fRu2g64nQ8leSK1ffftKkqTD0iA9hdP7tOL0Pq0Iw5AVuXuizaxLc5m2chvFpeWHvPfekjImLN7ChMVbAOjQrP6+6awtGN65GfVT/ShDqstKysr5KGcnk5ZuYeKSXBZsyKu2vSMBDGjf+NOJ0P3aNiIp4oN0JEmSJEmSJEmSJElSnGQ0h/4XR4/yctg0N9rMuvwdWDsdwrKq79nt1OrPKUmHwbs+JUnS4cuZBktfP/x9klKhwwnQ9ZTo0aKHk1clSTrCBUFA16xMumZlct2ITuwtLmP6qm1MXJLL5KW5rNx6eA+3WLOtgMc+WMNjH6whNSnC0E5NOb5rM47NbkL/do1saJWOciVl5SzeuJvZOTv4YMU23l++ld1FpdW2f4sGaZ9OfB7RtTlNMlKrbW9JkiRJkiRJkiRJkqSYRSLQ5pjoMeq7ULgLVk7a19D6NuStj22frqfEVrfiXdiyCNoPhVb9IDntUJNLUoW8y1OSJH2x8vLoX4Yq0/UU+PDBQ7tG0877GlZPhY4nQGrGoe0jSZKOCPVSkxjTI4sxPbIAyNlWwKRluUxaksvUFVspKD6EpwLuU1xWznvLt/Le8q0AJEUCerZqwMDsxhyb3YSB2U3o2Kw+gQ/AkGqtzXmFfJSzg49ydjI7Zwdz1+2i6DCmOh8oORIwqEMTxvTIYnT3FvRq3cA/MyRJkiRJkiRJkiRJ0pEnvRH0Pjd6hCHkLv6smXXNVCgrPsiaxtDm2Nj2n/UwLHwp+nVSGrQeAO2GQPsh0V8btau234qkus0GVkmSFBWGsGMVrJsJa2fAug8hrQFc/UrlazuOiE5PPdhfhA6UUh86jYo2rXY5CZp1OfzskiTpiJXdrD5XNOvAFcM7UFRaxqw1O5i0JJdJS3NZvGn3Ye1dVh6yYEMeCzbk8e9pOQA0qZ/CwOwmDGzfmGM7RKe0NkhPqY7fiqRqVlRaxoINeZ82q36cs5P1O/dW+3XaNq7H6B7RKavHd2nmnwmSJEmSJEmSJEmSJKl2CQLI6hU9jv8GFO+B1e991tC6fWW0rsuJkBRDq1hZKayYuN/rIlg3I3pM23euQRtoN3hfU+vQaINrSr3q/p1JqgNsYJUkqa4qyocNs/c1q86MNqwWbP18TXI6lBZDcmrFe6VlQvZxsGrSwd9v0Qu6ngzdTo3WJadVz+9BkiTVKmnJSRzfpTnHd2nOHWf1YtOuQiYvjTazTlmWS15h6WFfY0dBCRMWb2HC4i1A9LPbHi2jU1oHtm/CsR0a07l5JpGIExelRArDkA27otNVZ6/ZyUdrd7BgfR7FZdU3XfUTqckRhnduxuju0abVLi0ynLIqSZIkSZIkSZIkSZKOHqkZ0P306AGwbQWsmADNusa2fv1MKNpVcc3uDbDo5egBEEmGVv2g3dDPJrU27hC9QUuSKmADq2qFIAgiwDCgM9AGKAbWAwvCMFxUzddqBQwB2gKNgc3AOuD9MAwLqvNakpQw5eWwfcVnk1XXzYQtCyCs5Gbx0kLYPB/aHlv5Nbqe8lkDa1pD6Dwmeq7rydCo3WH/FiRJ0tGnVaN0LhnSnkuGtKe0rJw563YyaUkuE5fmMnddJR+QxigMYfGm3SzetJunZqwFoGF6Msfsm9L6SWNro/pOZJSqU2FJGfPW72L2mh2fTljdsrsobtfr3DyDUd1bMLpHC4Z3aka91KS4XUuSJEmSJEmSJEmSJOmI0qxL9IjVsreqfo3yUtjwUfSYcX/0XEaLaDPrJ0ebgdHBSJK0HxtY67AgOnqiB9FmzSHAYGAgkL5f2aQwDMckPl1UEASZwI+BK4g2rh6sZi7wd+DBMAzDw7jWScAdwInAwe5yzA+C4L/AT8MwXHWo15GkhCjctW+q6r7Jqus+hMKdh7bXug9ja2DteXb0ul1PgXaDIckmEEmSFLvkpAiDOjRlUIemfPu0HmzNL+K9ZVuZtDSXyUtz2banuNqulVdYyuR9+36iS4sMjs1uwsDsJgzMbkz3lg1IckqrFJMwDFm7fS+zc3ZEJ6zm7GTRxjxKyw/5Y5pK1U+NTnQe3aMFo7u1ILtZ/bhdS5IkSZIkSZIkSZIk6aiy/O3q2WdPLix5LXoABBFofQxc/zZEfPi4pCgbWOugIAi+BHwdGAQ0qOE4XygIgqHAU0SnrlakP3A/8KUgCL4ahuGWKl4nGfgDcBtQ0d3JmcBXgfOCIPh6GIaPV+U6khRXWxbD2umfNavmLgGq6WbxdR/CsJsqr2vWBU7+SfVcU5Ik1XnNM9M4f2Bbzh/YlvLykAUb8pi0dAsfro42yOUVllbr9Vbk7mFF7h6enbUOgIzUJAa0b7yvqbUxx7RvTLPMtGq9plRb7SkqZc66nXyUs5OPcqITVquzyfxg0pIj9G/XiGM7NGF0txYM6tiEtGT/Q4ckSZIkSZIkSZIkSVKVhCF0OxXSGsD6WVBSUI17l0cPm1cl7ccG1rppBDCmpkNUJAiC3sAbQOMD3poPLAHqE21cbbvfe6cCrwZBMDoMw6p8B/07cOMB53YBs4CtQDbRCbWffAdtADwaBEFRGIbPVOE6khQ/z18Hm+fHZ+91H8ZnX0mSpBhFIgH92jWiX7tGAJSXh6zcumfftMdoA93SzbupzmGPe4rLmLpiG1NXbPv0XMdm9RmY3YQ+bRrSNSuTLi0yadu4HhEnteooFYYhuflFrNiyh+W5+SzamMdHOTtZsimvWv99O5jspvU5NrsxA7ObcGx2E3q2bkBKUiS+F5UkSZIkSZIkSZIkSTraBQGc9OPo12WlsGUhrJsB62ZG7xvftvzw9m83JLa6HWtg2ZvQvBs07wENWkWzSTrq2MCq/e0BcoGONRkiCIIM4FU+37y6GLg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      "text/plain": [
       "<Figure size 4500x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5), dpi=300)\n",
    "plt.title(\"График Sin(x) и Cos(x)\")\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "x = np.arange(-np.pi, np.pi, 2*np.pi/100)\n",
    "y = np.sin(x)\n",
    "plt.plot(x, y, label = \"Sin(x)\")\n",
    "z = np.cos(x)\n",
    "plt.plot(x, z, label = \"Cos(x)\", linestyle = \"dashed\")\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6241675d",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 7 (1 балл)\n",
    "Рассмотрим сравнительное количество положительных и отрицательных кейсов в зависимости от размера текущего счёта. Постройте зеркальные горизонтальные гистограммы."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "id": "47e52ba9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 4500x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                                       status credit_risk  count\n",
      "0                                  ... < 0 DM        good    164\n",
      "2  ... >= 200 DM / salary for at least 1 year        good    348\n",
      "4                            0<= ... < 200 DM        good     49\n",
      "6                         no checking account        good    139\n"
     ]
    }
   ],
   "source": [
    "graph, (plot1, plot2) = plt.subplots(1, 2, figsize=(15, 5), dpi=300) # Создали пространство и добавили в него два графика (в одной строке два графика - столбца)\n",
    "graph.suptitle('Status of checking account')\n",
    "x = ['... < 0 DM', '... >= 200 DM / salary for at least 1 year', '0<= ... < 200 DM', 'no checking account'] # Нанесли на ось уникальные значения столбика статусов\n",
    "a = data.groupby(\"status\", as_index =False)[\"credit_risk\"].value_counts()\n",
    "y1 = a[a['credit_risk']=='good']['count']\n",
    "plot1.barh(x, y1, color = 'green')\n",
    "plot1.invert_xaxis()\n",
    "plot1.set_title('Good risk')\n",
    "y2 = a[a['credit_risk']=='bad']['count']\n",
    "plot2.barh(x, y2, color = 'red')\n",
    "plot2.yaxis.tick_right()\n",
    "plot2.set_title('Bad risk')\n",
    "plot2.set_xlim([0, 350])\n",
    "plt.show()\n",
    "print('')\n",
    "print(a[a['credit_risk']=='good'])\n",
    "print('В целом значения по уровню риска для людей соответствующего статуса совпадают, за исключением случая, когда у человека >= 200 DM/salary for at least 1 year - для категории этих лиц людей с хорошим риском гораздо больше, чем с плохим, потому что они зарабатывают больше и в состоянии платить за свои кредиты, предположительно, потому что кредиты не составляют большую часть их расходов и риски, что состоятельные люди не заплатят, меньше')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62d98cb5",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 8 (0.5 балла)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "id": "338ff37a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c6009f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "Теперь постройте гистограмму для сравнения количества положительных и отрицательных кейсов в зависимости от размера сберегательного счёта с помощью seaborn. Какой способ вам больше нравится с точки зрения трудоёмкости написания кода? А с точки зрения восприятия результата?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "id": "e069b80f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Мы видим, что  у людей с неизвестным балансом сберегательного счета или не имеющих сберегательный счет больше людей, способных платить кредит до погашения, однако, так же много людей с повышенным риском неоплаты задолженности. Количество людей, имеющих сбережения и способных платить чуть больше тех, кто не сможет расплатиться. Для людей со сбережениями >= 1000 DM число людей, способных заплатить в пять-шесть раз превосходит не способных платить с таким объемом сбережений.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "sns.countplot(x='savings', hue='credit_risk', data=data, palette = \"rocket\")\n",
    "plt.title('Гистограмма зависимости количества положительных и отрицательных кейсов от размера сберегательного счета')\n",
    "print('Мы видим, что  у людей с неизвестным балансом сберегательного счета или не имеющих сберегательный счет больше людей, способных платить кредит до погашения, однако, так же много людей с повышенным риском неоплаты задолженности. Количество людей, имеющих сбережения и способных платить чуть больше тех, кто не сможет расплатиться. Для людей со сбережениями >= 1000 DM число людей, способных заплатить в пять-шесть раз превосходит не способных платить с таким объемом сбережений.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9196c008",
   "metadata": {},
   "outputs": [],
   "source": [
    "Задание 9 (1 балл)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "69ecad40",
   "metadata": {},
   "outputs": [],
   "source": [
    "seaborn легко позволяет добавить ещё больше информации на один график. Для каждого размера сберегательного счёта мы можем оценить не только количество положительных и отрицательных кейсов, но и их распределение по возрасту, например. Постройте подходящую для этого визуализацию."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "id": "cfda315f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "sns.violinplot(x='savings', y='age', hue='credit_risk', data=data, palette='autumn')\n",
    "plt.title('Распределение положительных и отрицательных кейсов в зависимости от возраста и размера сберегательного счета');"
   ]
  }
 ],
 "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}