{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 데이터 전처리 기초"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이 절에서는 데이터를 본격적으로 분석하기 이전에 다음과 같은 패키지를 사용하여 기초적인 전처리(preprocessing)를 하는 방법을 설명한다. \n",
    "\n",
    "* missingno 패키지: 결측 데이터 검색\n",
    "* sklearn.impute 패키지: 결측 데이터 대체\n",
    "* patsy 패키지: 데이터 선택, 변환, 추가, 스케일링\n",
    "* sklearn.preprocessing 패키지: 스케일링, 변환\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### missingno 패키지"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "현실에서 데이터를 수집하다보면 데이터의 일부를 얻지 못하거나 누락되는 결측(missing) 데이터가 생긴다. missingno 패키지는 pandas 데이터프레임에서 결측 데이터를 찾는 기능을 제공한다. 이 패키지를 사용하려면 데이터프레임에 결측 데이터가 `NaN`(not a number) 값으로 저장되어 있어야 한다. \n",
    "\n",
    "주의할 점은 `NaN`값은 부동소수점 실수 자료형에만 있는 값이므로 정수 자료를 데이터프레임에 넣을 때는 `Int64Dtype` 자료형을 명시해주어야 하고 시간 자료형을 넣을 때도 `parse_dates` 인수로 날짜시간형 파싱을 해주어야 `datetime64[ns]` 자료형이 되어 결측 데이터가 `NaT`(not a time) 값으로 표시된다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>x5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-06</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2019-01-08</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-09</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    x1   x2   x3         x4 x5\n",
       "0    1  0.1  1.0 2019-01-01  A\n",
       "1    2  NaN  NaN 2019-01-02  B\n",
       "2    3  NaN  3.0 2019-01-03  C\n",
       "3  NaN  0.4  4.0 2019-01-04  A\n",
       "4    5  0.5  5.0 2019-01-05  B\n",
       "5  NaN  NaN  NaN 2019-01-06  C\n",
       "6    7  0.7  7.0        NaT  A\n",
       "7    8  0.8  8.0 2019-01-08  B\n",
       "8    9  0.9  NaN 2019-01-09  C"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from io import StringIO\n",
    "\n",
    "csv_data = StringIO(\"\"\"\n",
    "x1,x2,x3,x4,x5\n",
    "1,0.1,\"1\",2019-01-01,A\n",
    "2,,,2019-01-02,B\n",
    "3,,\"3\",2019-01-03,C\n",
    ",0.4,\"4\",2019-01-04,A\n",
    "5,0.5,\"5\",2019-01-05,B\n",
    ",,,2019-01-06,C\n",
    "7,0.7,\"7\",,A\n",
    "8,0.8,\"8\",2019-01-08,B\n",
    "9,0.9,,2019-01-09,C\n",
    "\"\"\")\n",
    "\n",
    "df = pd.read_csv(csv_data, dtype={\"x1\": pd.Int64Dtype()}, parse_dates=[3])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "판다스 데이터프레임 자체도 `isnull()` 또는 `isna()` 메서드로 사용하면 결측 데이터의 위치를 알아내는 것이 가능하다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>x5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      x1     x2     x3     x4     x5\n",
       "0  False  False  False  False  False\n",
       "1  False   True   True  False  False\n",
       "2  False   True  False  False  False\n",
       "3   True  False  False  False  False\n",
       "4  False  False  False  False  False\n",
       "5   True   True   True  False  False\n",
       "6  False  False  False   True  False\n",
       "7  False  False  False  False  False\n",
       "8  False  False   True  False  False"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "하지만 데이터가 많은 경우에는 일일히 확인할 수 없으므로 기껏해야 `sum()` 메서드를 결합하여 결측 데이터의 갯수를 유추하는 것만 가능하다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "x1    2\n",
       "x2    3\n",
       "x3    3\n",
       "x4    1\n",
       "x5    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "하지만 missingno 패키지를 사용하면 대규모의 데이터에서도 결측 데이터에 대한 시각화를 쉽게 할 수 있다. `matrix()` 함수는 결측 데이터를 시각화하는 명령이다. 결측된 데이터는 흰색으로, 그렇지 않은 데이터는 검은색으로 나타난다. 가장 오른쪽에 있는 것은 스파크라인(spark line)이라고 부르고, 각 행의 데이터 완성도를 표현한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 7500x3000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import missingno as msno\n",
    "\n",
    "msno.matrix(df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "만약 각 열에 결측 데이터가 얼마나 존재하는지 시각화 하고 싶다면, `bar()` 함수를 사용한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 7200x3000 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "대규모 데이터에서 missingno 패키지가 어떻게 쓰일 수 있는지 살펴보기 위해 타이나닉 생존자 데이터를 예로 들어본다. 타이타닉 생존자 데이터는 seaborn 패키지에서 제공하는 예제 데이터다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>male</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.00</td>\n",
       "      <td>S</td>\n",
       "      <td>Second</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>B</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23.45</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.75</td>\n",
       "      <td>Q</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     survived  pclass     sex   age  sibsp  parch   fare embarked   class  \\\n",
       "886         0       2    male  27.0      0      0  13.00        S  Second   \n",
       "887         1       1  female  19.0      0      0  30.00        S   First   \n",
       "888         0       3  female   NaN      1      2  23.45        S   Third   \n",
       "889         1       1    male  26.0      0      0  30.00        C   First   \n",
       "890         0       3    male  32.0      0      0   7.75        Q   Third   \n",
       "\n",
       "       who  adult_male deck  embark_town alive  alone  \n",
       "886    man        True  NaN  Southampton    no   True  \n",
       "887  woman       False    B  Southampton   yes   True  \n",
       "888  woman       False  NaN  Southampton    no  False  \n",
       "889    man        True    C    Cherbourg   yes   True  \n",
       "890    man        True  NaN   Queenstown    no   True  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic = sns.load_dataset(\"titanic\")\n",
    "titanic.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "각 열이 의미하는 바는 다음과 같다.\n",
    "\n",
    "* survived : 생존 여부\n",
    "* pclass : 승객의 클래스\n",
    "* sex : 성별. male, female로 표기\n",
    "* sibsp : 형제 혹은 자매의 수\n",
    "* parch : 부모 혹은 자녀의 수\n",
    "* fare : 탑승 요금\n",
    "* embarked : 출발지의 고유 이니셜\n",
    "* class : 선실의 클래스\n",
    "* who : male, female을 man, woman으로 표기\n",
    "* adult_male : 성인 남성 인지 아닌지 여부\n",
    "* deck : 선실 고유 번호의 가장 앞자리 알파벳(A ~ G)\n",
    "* embark_town : 출발지\n",
    "* alive : 생존 여부 데이터를 yes 혹은 no로 표기\n",
    "* alone : 가족이 없는 경우 True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "missingno를 이용하여 타이타닉 데이터를 살펴보면 age, deck, embarkd, embark_town 열 등에 결측 데이터가 있는 것을 볼 수 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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H80fEnsCpwCeBx9d+DVAWPLw8M4+o5QZbYamSJEl6EKmh/qN1/2Lgsoh4ypqeY9UxYLfuP6R1fnX3/RD4OWWc29gB2Lre2+98rXHKeHaAMt4eAe7sc5uSJEmSJEmSZlmn23WRekmSJEmSJEmSJEmSJEmSJEmS+mFSqP+ZwBsogf1NaP8IJdT/q5Sgj/8AtgQ2Bx4LPKteH2QilGScEngHcA1wWmZeVtvotAPzJEmSJEnShqeG+49HxM7A9cBCShj/MBNzEl8FDs3MP7TnLybV02mFqz4TeC0TixUup8xPdCnzFkuBe4ALgF8DtwL3AlsAOwOPA/ZrVd+0N0gJ9X9RbeeBIFhJkiQ9eEXEecDL6+HVwNuA/1zZc6xJz9P+DtgK+Exm3jSFdr4AvIQyLh2jjFGvBA7OzCW9+CwrabMZbx8EnMeKz/L2zMyv96NdSZIkSZIkSesHg/0lSZIkSZIkSZIkSZIkSZIkSeqDSSEkZwOvoYSKLAfmA3cAZwLXrCzgIyKGKaF3+wMvBZ7ZurwcmFf3DfeXJEmSJEkraIWNPg24gVWH+x+SmYunGO6/LXA08J5WkbFaVxOi2jZer1Hb7ADLKPMiAKPABZn5ylq/of6SJElzQEScTAnyX0oZIw5Rwv1PAG5pP8ea9DztRODtlDHjtcA7M/OWVbTRjHdfCHyKsmh243bgvcAnVjbG7ZWIOInymZpFvRN4dmb+rl9tSpIkSZIkSZp9A2suIkmSJEmSJEmSJEmSJEmSJEmSpqOG3jUhJB9kItS/Ca/7BfAi4B+bUP+I6ETEYEQ07/qPZ+YPgA8DewDvB26u1+bVugD2Ao6LiAMAMrMbEZ0+f0RJkiRJkrQeqyGnA5l5M7AbcD9lPmGEErA/DjwXuDAiFmXmWEQMrqSebmv/Z5n5XuAI4DZKUOsgJdR/sNY5RpkDGa/ttI9HmAj1/z5lXsRQf0mSpLnna8CdwALKOLAL7A2cAjy5eY5Vx4DN87STKaH+UHKx9gf2WdkYFcp4t+7+O/BzythztG4fDhwEbNfzT7aireu2WezqbuCePrcpSZIkSZIkaZZ1ut3umktJkiRJkiRJkiRJkiRJkiRJkqRpi4hjgJOBTYDllPC6nwO7ZeZtU6xjoAkniYi9gEOA19fLSymhKADXAKdl5mW1bKcdvidJkiRJkjY8zbxCRDwNuAFYSJmjGKYErA4AVwGHZubiiBhswlXXUO/OwIuBo4BtWpeaewcoIa4DlIDV4VaZjwNfzMwral1TalOSJEkPDhGxkBKs/2FgCybGnx3gauAE4PuZOVLLnwy8rd6+BNiIsijUTpn5w9W006kLXu8B/FttY4SJsefZwJvqIlYDrcUAevEZdwauBTamjHfHgGMz8+xetyVJkiRJkiRp/TIw2x2QJEmSJEmSJEmSJEmSJEmSJGkuiognUEL4F1GC8uYDvwVekpm3RcTgVOqp4XsDdf8a4B1MhJssoIT7A+wFHBcRB9Sy3Yjo9OrzSJIkSZKkB59mXiEzbwZ2B+4H5lECTzuU8P19gQsjYlENPV3lnEUz15CZ3wHeC/wFcDoloBXKHMhgrbu9/Q3wGeDAzHxDK9R/wFB/SZKkuSUz7we+ALwFuJMy/lxOGSvuDXwQ2AEgIk7ij0P9FwM7Z+YPm2dkq2ineRb2LcqYtFlQaqQWeR3wj7XseK+em0XERsCLWp9rqH62/2za6kU7kiRJkiRJktZPnW63O9t9kCRJkiRJkiRJkiRJkiRJkiRpzomINwBn1sNxYBnwzsw8PSI6mblWL/RHxNHAJ+rhUkrIP8A1wGmZeVktt9ZtSZIkSZKkdaf5Lt8K0e/W84M1eH/a3/VrgP54ROwCXAcspISQDlNCSAeAq4BDM3Nx09YU6xxgIqR1c+CpwCbA3cC9QALfBO7KzJFV1SdJkqS5JSIWAgcCpwJbMDH+7ABXArcDr6zF26H+z8nM701lTNpq6xnAicBzav0jtS2AEzPzXT34PM14/KnAxcD2rcv/kJl/t7ZtSJIkSZIkSVr/GewvSZIkSZIkSZIkSZIkSZIkSVKPRcRjgBuAP6GElMwDfgW8MDP/o4ftHAF8th4uA+bXfcP9JUmSJEmaAyJiM2CMEnI6kpl3toL/pxx0Wuvqebj/ND/LQGaO96o+SZIkrf9WEu6/jPLcrNMqdj9lbDqjUP9WW4cBJwOPpIxvR5kI9z8TeE9m3l3LTuvZWWssvSlwPfAkyjh9ELgRODYzb/SZnCRJkiRJkjT3GewvSZIkSZIkSZIkSZIkSZIkSVKPRcSuwJeARZRQvA7wT5n5th7V/0AoSET8JXBGvdQsIgCG+0uSJEmS9KDRCgodAIaAVwFPB55HCSPdFLiT8n3/FuDjmfmHtWinb+H+k+cgnJOQJEnasNVw/4OBD1HC/ZtA/C4wXvcXA7tm5vdnsIBV+7nZm4ETKePcyeH+FwH/Alybmctm0M5WwJXATpQx9FDdvj8zT5xqPZIkSZIkSZIe3AZmuwOSJEmSJEmSJEmSJEmSJEmSJM1BLwYeRgn0b4LrfgolQG9tK58UhncWcErdnweM1P29gOMi4oDmnojorG3bkiRJkiSpt2qg6HhEbAwcBlwKfAw4GtgaeCglNPQRwOHAScA3I+IVEbHddNpqFg/IzJuA3YH7mZhP6FCCVfcFLoyIRZk5FhGD02yju7pjSZIkbXCWAucBr6GMP5vnVZ36Nwock5nfr+fHp1N5fQY2UPfPAN5T2+xQQv2bZ2eHUBYXODkiNp8c6t/U0dp26naLiNibsshWE+o/UP8uakL9e/EMUJIkSZIkSdL6z4lASZIkSZIkSZIkSZIkSZIkSZJ6b7PWfhdYBvygddwzmTkKXARcW08NAU0QieH+kiRJkiStx2qo/1hEbAZ8FPjfwPPq5ZH613zXH6HMK4wAj6eEkp4SEX/Rqm+N3/tb4f7fAfagD+H+kiRJEkBEDGVmt4bo7wksZMXcqw5lvPvKiHhaHadO+1laM8at+x8C3gncQRk/t8P9dwTeDNwUEf8QEbtHxIKmjvYWWBAR+1AW2D4H+LNaz0Dt85cz86j6OQdb90mSJEmSJEmawzrdrovbS5IkSZIkSZIkSZIkSZIkSZLUCzXkrgNcBuxHCd1rgu/2y8yv9rHtY4FTKeF7UIJKmravAU7LzMtq2c5MQlEkSZIkSVLv1JDT0YjYkrJo3271UpcypzC0ilvHapkhYDnwPeDtmXltrXdK3/traOp4ROwCXEcJWV1OCT7tUgJLrwIOzczFzSIEM/u0kiRJ2tC0x48RcTLwtnppOWVhKZhYyKoDXA2cANwy0+dYzRi37h8FvAl4KuWZWdPWKGXMO17b/TbwM+BHwF3A1sC2wKOAXVvVN8/gBoAvZuaBtZ2huhC3JEmSJEmSpA2Awf6SJEmSJEmSJEmSJEmSJEmSJPVYRFwIHEwJ+GjC+A7NzC+1A0V61NYDYX0R8W/Ac2ub1PYN95ckSZIkaT3ThJxGxFbAtcCOlIDRgfp3J/Ab4Nx6fgx4IfAYYPt6DBPf+38BHJOZV9b6DfeXJEnSrFlNqP8SYCPgfmAZsCkT489+hPvvCRwCHE1ZTGCsttPUPVj3Oyupqjm/FFhQz/0OuCgz31DrN9RfkiRJkiRJ2sAMzHYHJEmSJEmSJEmSJEmSJEmSJEmag+6t2079mwc8u57raZh+ZnYjognx+wjwe0qgP5QwkiZsby/guIg4oHXfykJKJEmSJElSH7VC/bcEvkYJ9V/GRKj/9cCbgD0y86TM/FBmngocBBwAXEn5zj9AmWcYB7YBzomI/WHq3/trqP9AZt4E7EEJWJ0HjFDmNMaBfYELI2JR7ffgKiuUJEmSgFao/0n8caj/YmBP4EjgLibGn11gb+AU4MkzfY5Vx7idun8t8B5KuP//APcxkbs1SFlEqzvpr1m4u7nWhPp/FfhfrVD/QUP9JUmSJEmSpA2Pwf6SJEmSJEmSJEmSJEmSJEmSJPVIK2Dk/9btKCUED+CxUIL1et1uE44C3EwJJBlkInSkCSUBw/0lSZIkSZpVNUR/LCI2A74APJES6j9M+f3/pcDLgEsy8+4mRL/etzgzv5+ZzwdOB+6hzDsMUBb22xL4dETsB4b7S5IkaXZFxAnACZTnVe1Q/+dk5o3A14G3AHfS+3D/bmv/zsy8jLKYwJuAK4Dl9fIQZTzdhPh3Wn/DlOduPwWOB16fmR+pn22w9XxOkiRJkiRJ0gak0+32/PcAkiRJkiRJkiRJkiRJkiRJkiRt0CLimcA3KKEfY5RwfYAXZuZX+tTmQA3i+wfgnZTwEZhYWGApsKDuXwOcnplf6kdfJEmSJEnSH4uITg3bfwhwJnAkJbx0kBImemFmvnwNdTwQIBoRfw+8FtiKMg/QrfXcDhyVmf/WbncK/WvmFnYBrgMWUgJPh1t1XwUcmpmLDTOVJEnSqkTEEPBG4H3ApvV0E+r/vWYsGRELgQOBU4EtKItezaM837qasjDALWu7cPbkMXFdDGtHYD8ggEVMjHvvBX5IGVf/C3BbZv54VXVJkiRJkiRJ2rAY7C9JkiRJkiRJkiRJkiRJkiRJUo9FxMbA54HnAeP19ADwCeCdmXl3H9s+urYD8BPgCuDN9bgd7n8V8OrM/HW/+iJJkiRJklYUEcPAscDxwCMo8wYDwJeAA2vw/2oD8yNiKDNH6/6/AK9sXW4C+O+ghPtfWctNN9z/acANrDrc/2WZ+Yem/PT+C5IkSdoQRMSjgbcAxwBDwFPbof6tcusk3L+2NbntIcqYd2vKmPd+YGlm/mol9xroL0mSJEmSJImB2e6AJEmSJEmSJEmSJEmSJEmSJElzTWbeB3yTEjjSvLvfAQ4CngAlOKRPzX8PGKWE7f0pcAnwonptASWQBOA+Q/0lSZIkSVo3IqKZH9ieMj/wCCaC8q8GXltD/QdWF+pfjdc6nwIcTplzaHSAMWBL4JyI2B+g1t2ZXNFkNdR/IDNvBnajzCPMA0Zq3ePAvsD5EbGRof6SJElalcz8KXAycCTwhJWF+tdy9wOXUhYBuBOYTxl/doG9gVOAJ09lPDuFPo1BCemvp8Yz857M/FFmfj8zb21C/SNioN2mof6SJEmSJEmSwGB/SZIkSZIkSZIkSZIkSZIkSZJ6qhXwcTLwdSbC/UeAzYGzI2LLzBxrhfr10i8poXsj9XjPzLycEvQHsBC4GHj5pP5KkiRJkqQ+aQXg/yXwzLrfAX4InJiZd04qt1I1dH88Ip4BfAMYBpbUupq/QXoX7r87K4b7j9ZizwEeO5XPLkmSpA1XZv4yMy/JzB+tbhGrlYT7N+PPnof71/a6dbvK8XdmjhvmL0mSJEmSJGkyg/0lSZIkSZIkSZIkSZIkSZIkSeqhVkjeKHAecDslVG+IEkCyA3B6RDy0BuX1LFi/1rWIEuA3WE//Se3XBcBLgQ8Dh2XmSER0DCSRJEmSJGndiIh9gNfWw+WUwPyLgBuneH8T6r8L8BXK4n33AxvVItcBd9T9XoX7fwfYjbJ4wLz6B3BcZn5vKv2WJEmSYM2LWK3rcH9JkiRJkiRJmgmD/SVJ0pwTEZvNdh8kSZIkSZIkSZIkSZIkSRu2zOzWwPxLge/W06OUcH+AvYC3RsRDphqoN9V2gc0ogX7NbwbGoYT+Z+almXl8Zo4Z6i9JkiRJ0rrR+t7/BGABJZx0HvBr4OzMvGcqddSw/Z0oiwFsCiylhPsDvCMz9wI+Ctxdzw1Q5gXWNtz/ZmAP4L566ejM/NSkzyZJkiSttVWE+y/HcH9JkiRJkiRJ6wmD/SVJ0pwSES8GvhURh852XyRJkiRJkiRJkiRJkiRJc0dEDEw3IKQG7t0OHAvcBQxTgvugBOodAbwuIhb2Ity/df/GlNC+pfX4jrpd4TcEhvpLkiRJkrRu1O/9mwF/Tfl+PkQJJ31HZv4yIlb7u/9mcb6I2BH4JLBtvX9BLfIPmXlybeu9tcxoq4pehPt/B9gF2CczP137NeD8giRJknptJeH+8ynP2GYc7u9CAJIkSZIkSZJ6pdPt+pxckiTNDRFxEHBx69Rhmfn52eqPJEmSJEmSJEmSJEmSJOnBqwnMW921iBjMzLE11DOYmWMRsTdwCbCIErw3rxb5AXAm8OnMXFID8cbXot/zgU8DL6OE9g3g+3SSJEmSJM26iHgYcD3wxHrqu8ChmfnfU7x/e+AMYP96arBuT87Md9Qy8zJzed3/JPBqoJm76FDmCe4AjsrMK2u5Vc6BTGp/hTmLqd4nSZIkzVRELAQOBE4FtgCWUZ6xdYCrgROAW6YzLo2InYF7gB+vzTM5SZIkSZIkSRuugdnugCRJUi9ExBOYCPVfXLfnR8Rhs9QlSZIkSZIkSZIkSZIkSdKDSER0Jp3aLCK2joiXRcSbIuJdEfGXEXEw8KQ13PuAVvD/tcDxwH2UwJGRev7PgDcDfxURD8nM8YiY9rv+rXseX+tsAkx+B0wpIFCSJEmSJPXVCCXM/956/LVphPpvCRwHPIcS6N+E+n8CeE8t08nM5RExCJCZrwG+Uss2cxfjwJbAORGxfy3XXd3cRmNy6Kmh/pIkSeq3zLwfuBR4C3AnMJ+ygHYX2Bs4BXjyVMazABHxOOBzwAXAXlO9T5IkSZIkSZLaDPaXJElzxSjw1bq/CFha98813F+SJEmSJEmSJEmSJEmStDoRMdCE0UXEo+p7Z1cANwPnAx8B/h44A7gQuCEivgmcEhG7tIPsVhXKX8Pv/rXWswQYpgSPAATwRuB/RcRmNdx/cGX1rKb/TbjeWygLD3Qovxm4LjO/M9W6JEmSJElS79XQ/XuBtwOXAT8AvtFcW8O9w8DzgIMov51rfAn4UGYuh4mg/cwci4ihWuZ44L8ocwSd+jfjcH9JkiRpXVtFuP8I0wz3r9d3B7YAnlzv26p/PZckSZIkSZI0VxnsL0mS5oTMTOBMJsL9F2C4vyRJkiRJkiRJkiRJkiRpDSJisAnFj4jXAB8FzgV2Bh7ORDDIcmBZvW0j4C8oASLfiIgPR8RLoAT4rybc/y7gc5SgkCXAPCbC/bcDXg+cFxEPYUrSxwAAIABJREFUz8yxVh9XG0TS6v+HgaNal24Dzp5KHZIkSZIkqX9qcP5AZv4WOA54P/W3cO0FA9tai/5tU+95FCWUH+AW4CzgR6tob7Tu/gz4PHB/617D/SVJkvSgspJw/3msPNz/j57RtcbVjwNOADarx08GHtPfnkuSJEmSJEmaizrd7kqf80uSJD1oRESneXkxIl5AeUlxn3p5KSXkH+CIzDx/FrooSZIkSZIkSZIkSZIkSVoP1VD/sbp/EvBa4GH1cvP+2TjQDgEZb50bpQSHjAO3A5/KzL+dQruPBA4H3gNsTAn3n0cJH+kAPwfeAXw7M29t3TcMjNXFA4Yzc6SGkWwJvA94XS3a1HcecGxm3j2d/4skSZIkSeqPGu4/vqrj1vn2b+YuB54PjFHmIDrAScD7WgH+q2tzB+DrlPmDMSbmObp1/3bg1Zl5xeS2JUmSpPVJRCwEDgROBbagLMo9jzJGvhb4e+DGzLxv0nPAhwHXUML8m+d8H8/MN6z7TyFJkiRJkiTpwc5gf0mSNCcY7i9JkiRJkiRJkiRJkiRJmo5JYR4fp4T6dylhHoOtoj8H7gFGgEcAGwGbtK43IfqNS4ATgVsyc3RVYXgRsSkTwSOb1HqGazvzgMXAfwKfAa7KzJ+tpI4tgFdQwv32rqfvBxYCCTw/M386xX+JJEmSJElaz0TEXwMfZGKhwWHgG8C+mbl0TSH8zfWIeDdlUcAuK857jNQ6/wC8MjMv69NHkSRJknqihvu/BDiNPw73/y5wBXAW8FvK4lZPAE4BnkQZ/w4BPwWOz8wvruv+S5IkSZIkSXrwM9hfkiTNGYb7S5IkSZIkSZIkSZIkSZKmIiIGMnO87n8UeD0l2G45MB+4G/gy8EXg+sy8KyKGgM2BRcBRwFOB/VvVNkF4ANdTAkKuzsxlqwn3Hwb2pYT3P6ye7gKjrboA/hu4DfgfSuD/fOBPKQEkWwEDtdyyeu1OYLfM/H/T/d9IkiRJkqT1Q0Q8FDiXsqBflxJU+mvgJZl5U3vRwinUdRBwca3nd8BNwH71cjOfAPDSzLy0d59CkiRJ6r2ImA+8EDiTEt7fDveH8qzs1nptU8pzuOWUZ2pDwKmZ+dZ13G1JkiRJkiRJc4TB/pIkaU4x3F+SJEmSJEmSJEmSJEmSNFUR8bfA+ymhdsso75j9CngN8O3M/H3zXloN9h9rvaO2MfAq4K3ANpQg/uWU0BAoAXn/DFycmUvW0I8dgFOBnYEtan/G699w3Q6s4vbltUwTVPI/wAsy84dT/kdIkiRJkqT1TkQcRgn2h4k5h/OA4zLzrmnW9TDgP4BHUuYY3gxsDJxYiywBNgKuBg7OzD+s9QeQJEmS+igiBikLaH8SeAQTz8zGKOH9jea5G8Ag8MXMPLDW8cBi4JIkSZIkSZI0VQb7S5KkOcdwf0mSJEmSJEmSJEmSJEnSmkTE8yhh+n8KjFDC8X4J7JmZP1nNfQ+8o1aP9wJeARwKLKx1DdfL36OE+386M5evor6BzByPiK2AI4GDgGdRQkY6tb7BWrwJ+O8Ao3W/Ob4d+A4l3O+/p/XPkCRJkiRJ642IaL7vfxo4nBXnGl6QmVfMoM5h4IfA9rXus4B3AO8CTqjF7gBem5mXrUX3JUmSpHUqIp4MfBHYtnV6nPL8bJzynK157nZpZr603jeYmWPruLuSJEmSJEmS5oCB2e6AJElSr2VmNyI6df/LwGnA1+rlBZRwf4BzI+KwWeiiJEmSJEmSJEmSJEmSJGmWNO+XAc8FHkcJ8ZhHCcY/JDN/EhGDq7q/CfWvIXtk5jXAPwH/CCyhBO2NA2PAk4Bjga1XU994XSzgdsr7bnsC7waurkWGmQjvH6rnOvX8YN2/Dvg74GhD/SVJkiRJenDLzHFgEbBrPTVImWu4BfhWa25jSiJiiDK30MwxAGyfmX8APgh8ALgNeH0T6j/dNiRJkqTZUJ+x3UJZNPsy4Detyx0mFs/+FfDPrVD/IUP9JUmSJEmSJM1Up9vtznYfJEmS+qI+hG1+QPkC4Dhgn3p5KSXkH+CIzDx/FrooSZIkSZIkSZIkSZIkSZoFEfF04JuUQI9xYBnwLuCMGp431Xo6QKeG8z8b+DKwCSXUv0MJy/tsZh411fpa771tAfwZsAtlEYKtKQsRLAEWA/cClwMJfBboNvdKkiRJkqT+i4iBZh6h/Z2+R3XvTFn0byETC/v9W2Y+by3qTGB7SsD/ZZn54ta1P8nMX9X9nn4WSZIkqZ8iYjAzxyJiU+AFwEHAzpQ8iWXARcC1mXl5u/ysdViSJEmSJEnSg57B/pIkaU4z3F+SJEmSJEmSJEmSJEmS1GgC9yLiXcAHgOXAfOCXwIsz89+nWV8TFLI98H8o4fvLKQF5HeDjmfmGdttTqHOl4XkRMQg8nBLsvwSYn5n3rOk+SZIkSZLUG1P5bt98P1/b7+n1t3CXURYk7NS/CzPz5dOpu9WfXYDrgHmUhQLOy8wjV1V+pv2WJEmSZsPksXpEbENZiJvM/PWqykmSJEmSJEnSTAzNdgckSZL6qf0SZGZ+OSKaS/tQQv2bcP9zIwLD/SVJkiRJkiRJkiRJkiRp7moFdTyfEog3XI/PXYtQ/0cD36CE+t9PeSetA5zdCvUfzMyxKfZxhfC8JmCktvXbpp6IGFvdfZIkSZIkqTda383H6/ETgT8BAngoMAJ8D7gV+Akw2oNw/3spiwcOAV3KXEOjU8+tUav9ABZSw02BO+pnWaGPzi9IkiTpwag1Vm+yJX6xunKSJEmSJEmStDY63a7P1iVJ0tzXfsEwIl4AHEcJ94eJcH+AIwz3lyRJkiRJkiRJkiRJkqS5KyI2BW4CtgUGgEHgTZn5sSaobwp1TCXU//Xtsn36OJIkSZIkqY9acwAbA7sBLwcOADZdSfEx4FLg65l5RquOaQf8R8RuwHX1sAn2/yWwa2b+bJp1bQucC+wKjFJ+T/eCzPz6dOqRJEmSJEmSJEmSJEnlRwiSJElzXmZ2I6JT978MnAZ8rV5eQHkZEeDciDhsFrooSZIkSZIkSZIkSZIkSVo3HkkJ9R+mvFN/P/BdAEP9JUmSJElSIyKG6hzA5sAngDOBV1BC/ccp8wFj9W8pZfHAg4HTIuLzEbF/RMyvv22b7u/6f1D/mrmKceAhwNNr3wan0P9O3d0JCMoCAUPAvcBvptkfSZIkSZIkSZIkSZKEwf6SJGkD07wAWcP9PwRcXS8tAJbXfcP9JUmSJEmSJEmSJEmSJGnuGqQE2UEJ4u+0jlfLUH9JkiRJkjYM9Xv9aERsBVwBvAzYrl5eTvmd/kLKPMMgZW5gDBipZQ4B/h44JiI2zszxaYb73wXcVttpwv0fChwbEZ06P7HKcP/a/26dwzgR2IIydwFwWmb+eBp9kSRJkiRJkiRJkiRJlcH+kiRpg5GZ3foC5IKI2JLyo8pzgatqkXlMvDhpuL8kSZIkSZIkSZIkSZIkzU3zKEH+I0wE4y0CiIjOqm4y1F+SJEmSpA1DRAzUOYAtgK8BO1PC/Jt5hHHgN8DlwJXA9cAoZb5hGFhWyz0VeAvw9oh4yFTD/Wv7XeBDwB2UhQOgLBzwbMpv4lhduH+9thlwCfD42j+AGykLFax2HkSSJEmSJEmSJEmSJK1cp9vtznYfJEmSeq6+vDjeOn4S8ETgpcCWwOOA31EWOhoCHlOLdigvWc6rx0dk5vnrqt+SJEmSJEmSJEmSJEmSpP6KiG2Bm4FNmQjGe3Nm/vNq7jHUX5IkSZKkDUhELAIuAPanBPUPU36Ldj3wOeDyzPxtq/w+wLOA44FNKAsKDtfLvwDOAU7KzHsn//ZtNX3YBjgLeB4lmL9ZFGAAuAg4fGVzELXvOwJnU35Tt5wyB9IF3puZ/3vq/wlJkiRJkiRJkiRJktRmsL8kSZpz2j+KjIhnAnsA76b8eHLham4dp7zU2KW8OGm4vyRJkiRJkiRJkiRJkiTNMRGxJfBfwJaUULwh4KzMfOPKQvnXRah/RHQy05f7JUmSJElaD0TEICWg/x2UkP4O5XdnXwDeANydmeMRMZyZI5PufQpwPrAD5XdqnXrpF8CngZOnGe6/J3AlZZGA5XXbrf35FvAx4NvAT4DNgJ2AgyiLAWxb7xmgzH9ckJmH13qn1L4kSZIkSZIkSZIkSVqRwf6SJGlOmRTq/9fA4cDT6uVlwHwmXmBsXoocqcdj9Vz7vOH+kiRJkiRJkiRJkiRJkjRHNAH6EXEhJeRunBJsdzuwc2b+YlL5voT6t/qxUWYume79kiRJkiSp99rf14HLgT2YCOe/KDNftob7B2rg/2OAs4DnMPH7NJh5uP/hwOfq4XLKXEYXGATurf37ObARJcy/0fxebgC4PDNfVOtzDkKSJEmSJEmSJEmSpBkamO0OSJIk9cqkUP/TgZOYCPWHEuoP5UeVtwE/Bn4J3FHPNy8pNi8lDlFedAQ4NyIO61/vJUmSJEmSJEmSJEmSJEn9lpnduvtflPfFhoARYAvgJRHRiYgO9C/Uf1I/jo2IM+q5sYgYXOsPKUmSJEmSZqT1ff11lFB/KHMANwAPzAGs5v7xGtZ/K/Aa4EpgaavINsCrgL+JiIc05VdVXzNHkZnnAW+sp+cxsdjAOGWeYmNgB+CRtUzzm7jBWuacVqj/kKH+kiRJkiRJkiRJkiTNnMH+kiRpTpgU6v8J4K8oLx6O1CK/B/4VOAp4amY+BngS8KfAjsArgQ8Ad1KC/Tv1PsP9JUmSJEmSJEmSJEmSJGk9NSmIf9Pm3OrK192Lgf+hvC82RHm3/kBgMDO7ETG/X6H+rb48Gfgb4PUR8UEo4f7TrUeSJEmSJPVGa97gKZRA/GXAEuBzwB9gzd/dW+H+PwOOBa7ij8P9j2IK4f6thQbIzLOAw2p/Bupft26b38N1gFFK+D/A/wM+mJmvrp9vKDNHp/CvkCRJ0hzRXphqdc/QJEmSJEmSJElTZ7C/JEl60KsvOjah/mcAR1NeSlwGDAO/orzs+MbM/Oz/Z+9OwyyryruN36eqeqAZlBnECTR5VCQvahwRAqIiGkGUaBBFReM8RARRk6g4JCqTEEVRnI2KIQpo4owD4KyABs2DMSigoMwydncN74e1NrX7UFVdwzk1dN+/66rrnLOHtdfpD9W79rPWf2XmpfXUscxcnZk3ZeYnM/MY4NHAm4GfMH6vtKy2BYb7S5IkSZIkSZIkSZIkSdKi0ISP1CD+pwBnRsTKduhdt9a+y+rPICXwbgzYB3hLPW51RNyHPoT6t8L67k0Znwbwioh440zakSRJkiRJvVWfMewAPI4yt2wFJUj/P6d63jBBOz0L9+9q93Rgf+BTwBWU5xoD9bXDeNg/wInAyzPzDXDHMwxD/SVJkjYi7TpWRLwKiAXuUl9M515akiRJkiRJknrJh5KSJGnJy8xRgIg4GngZZfDhGsokysuBvTPzC5n5h3pcM5lzbbudiOhk5iXA8ZQBjmfUtjqUQZjN4EnD/SVJkiRJkiRJkiRJkiRpEaiBe/sBnwMeAWzXjBGbTB0rdjPweuB6Srj+CGW82GERcWBE7AR8h96H+ndqWN9WwNuBVcBQ7cO1M2lLkiRJkiT1xXLKHPzmb/4fZ+aVETE0k0Z6He7fmhN3bm1vX+BdwCeAbwBfAT4PvBDYKzNfk5nn1HMHZvoMQ5IkSUtbV6j/v1AWftqjfp6ylraU1O/Z5E3sFhGbL3SfJEmSJEmSJG34OmNjYwvdB0mSpDmLiH2BdwO7AsOUiY6/B/bJzF/NZAJlnTg5Vt+/DjgMuF/dfTtlgibAoZn56R5+DUmSJEmSJEmSJEmSJEnaoETE5pl5Ux/bfwzw9frxOuARmfm/0zx3O+AE4Bl102B9vRC4F7AlPQz1b113OXAE8Ka6aQi4CnhuZn5jNm1KkiRJkqTeiIhHUBb761CeFdzxPGCW7Q3U0P57AicDj2d8fhrAFcDHgHdm5s3N8TO8xorMXD2bcyVJkrRhi4h3AkfVj3+XmR9ayP70UtfiBacAz6R81zMy8/oF7ZwkSZIkSZKkDdrAQndAkiRpLlqrwT+eEuoPZZLjDcCraqj/wEwmUGbmWEQM1vfvAI4Fvl93r6SE+wP8W0QcMtfvIEmSJEmSJEmSJEmSJEkbooh4GvCjiHhaRKzqcdudiNgCeHvdtJoydmza4XWZ+Ufgk5Tw/sHaBsDulFD/NYyH+p/Wi1D/6iHAgcAKYHm99n8a6i9JkiRJ0qJwFXA9MFY/3wTlecBsGquh/gOZeRnwSuCrjM9PA7g78Bzg6IjYrDl+hpdZ27pWZ30HS5IkaXGIiKMjYp+IWLn+o2fV/gsoQfdj9We7un3J3zN2hfofD7wY2AI4EvibXtcmJUmSJEmSJKnNYH9JkrSk1RD+RwBH1E1r6usP6g+ZOe2Jmq12R5oBkJn5EeBdwLfr7pWMT+A03F+SJEmSJEmSJEmSJEmSukTEQcC/A38OvAd4ci9DSTKzCSDZqW5aBmxODSSZQTtfBt5QP64AhhkP7ltGCfU/NTNfCLMP9W/Go0XEpsCrgYfXXR3ge8A/1f1LPkhFkiRJkqTFbKK/vbu2raU8Hxiqn7evr7Oel9/vcP/2/Ln6zESSJEmLXEScBPwL8BngoD6F+9+Xsij2MKUmtW3dvqTrUROE+r+67roZ+DPgRZSFtSVJkiRJkiSpLwz2lyRJS1ZrcOJ+lMLqWmB53XZ6Zl4xl/brAMhOfX8mcCpwUd29gvFFBAz3lyRJkiRJkiRJkiRJkqQqInYH/qN+vJkSgHcy8JSI2KSHl7qdEjwyUl87lHD/6fazGR/2HuCEunmotte4HPh06/OMw/FqcF8TsHc8cHBr95XAJ4Hra18M35MkSZIkqY/af3tHxDYRsS2wS0Qsj4gVmfk74FuUAFSoiwpm5to5Xrev4f6SJElaOiLiFOAVlLyCbYF30/s6GsDOlHypde4r2wtDLTVThPrfBmwGXAs8NzNvWqAuSpIkSZIkSdoIWMyXJElLVqtgvG99HaKsFv9H4FwYn3g5h2uMtSZvfgb4EGUC5Vi9nuH+kiRJkiRJkiRJkiRJkrSu31AC8AA2ZTyU5CTgwF6EkkTEILCsfhxkPIx/2iF7XSH6/wp8or5vwv07wD2At0TEYfWc0XrtaWvGukXEu4EXtvo5AnwD+PfMHJ5Jm5IkSZIkafqagPyIGIyIzSLilRHxIeAHwI+A84FvAx+OiF2B/6PMwx8FHhAR94uITg/mqhnuL0mStJGLiCHg3vVjh/7U0Zr71uu6dk17gezFaD2h/psANwB/lZk/X6AuSpIkSZIkSdpIWMiXJElLWkTcFbgn45Myh4AbgUvhThMvZ6WG+w/U9+8BzqIUyQ33lyRJkiRJkiRJkiRJkqQumXkD8FrgHMpYq2X0IZQkM28Frqwfm7FiW8+yrd8C7wb+vW4aZHxs2F7A6yPitfXYkTu3sK5WYGAnIraKiA9QAvugBPYtA34G/FNmXjObPkuSJEmSpPWr4Z+jEbEFcBTwBcozgOcAO1Pmpm0DPBw4hBLwf3/gVspzje2Ah2TmWI/mqhnuL0mStBGriz2/gVJHW0Yf6mit+9bL62sT9L8DrBP8v2RMM9T/0Zn5iwXqoiRJkiRJkqSNiEV8SZK0ZNWC8faUwZODrV2DwLK6Wn1P1AGQzTVeCHy3Xqc96RQM95ckSZIkSZIkSZIkSZIkgJ9QwvK+SR/C/Vvh+lfX12a82LZzaPMC4Djg9LppOeNjwwJ4R0ScHhG7RcTm7XMjYqAdglLHnG0OPAX4MPCCuus2YCUlSOWQuqCAJEmSJEnqg4gYysyRiNiW8vf+0cBf1d3DQPN8oXldA2wFHAisam0/MiJ26VW/usL9X4Hh/pIkSRubnwFH0qc6WktT5+q0X3uxYNV8MtRfkiRJkiRJ0mJjAV+SJC1ZtWB8e/0ZrpvHgLWZubquVt/L643UAZPDwPuB6+v1wHB/SZIkSZIkSZIkSZIkSbpDHd91IX0KJYmIwfr2tvq6tr52Jjh82jLzR8A/Ax+tm5pw/1HKeLG/AT4DfCIiHt2E+mXmaBOCEhF/ERGPAT4HnAwcUNtaTQkXuQ54QmZeMpe+SpIkSZKkydXwz+GI2A44B9gP2Izy9/0Y5W/+7ucIy+vraH1t5uLfHXhkbbcn8/Nb4f6XA6/EcH9JkqSNRmaOAhfRvzpac994bX1dS7nHHZr4jMXLUH9JkiRJkiRJi5HFe0mStNTdWH+aSZojwBYRsRNARMxpkma3WiQH+DZwFeV+apRSLF/O+ORQw/0lSZIkSZIkSZIkSZIkbdT6He5fXVZfR+rrXWFuIXuZ+XPgH4F31U1NqN8IJfjv/pSw/q8C50XE1yPiyxHxjYj4GnAucDawL7BjPXcUWAFcAeyZmb+cbf8kSZIkSdLUamD+SERsA3wd2JWy4F6n/vy6bn8B8HTgecC7gQtqE8so88Q6lOcBWwP/EBE71ID9QXqgFe5/GZOH+x8GvKEJ9+/FdSVJkrTw+llHa903/o5S2xqi5CJsHxGr5t77+WGovyRJkiRJkqTFymB/SZK0ZNWJlx3glvrarBK/I7AH3FHQ7vV1O5l5OfD2es0m3H+MUixfXQ813F+SJEmSJEmSJEmSJEnSRq1foSRNiAdwfX1dUV+3q/vnFHSXmb/PzNcBL6eMUYMyPq0J9x8GVgI7APsAj6+vewOb131NACCUUL5zgX0N9ZckSZIkqb9qYP4WwGnAAynzvZZR5oF9mRKW/zeZ+dHMPCMzP5WZRwCHUML+m+ObhQCGgfsBH4uIZXXRgPkK978H8BzK85PORG1IkiRpaZqHRbJvr202GVPNPe6iZ6i/JEmSJEmSpMXMYH9JkrRkZeZoZl4PnF03NYMkAZ4UEStr+H+vrztWB0H+H6Uo3i5mQ5kg2gyeNNxfkiRJkiRJkiRJkiRJ0katz6EkN9bXJsh/xWQHzkZmngI8HTijXmuoXqsd8k99HaOMJRuhfMfB+vpL4P3AoZn5q172T5IkSZIk3VkN3T8c2JPyd3wT6v9Z4KDM/H5m3tgE5UfEEEBmXpKZH6Ys3ndxPXeA8b/3Hwd8cB7D/dfWQ3YErqnPWCRJkrQB6XMd7UrgZsrCVc297fIedLuvDPWXJEmSJEmStNgZ7C9JkjYEl7TeN/c3jwO2bwY19vqCmTmWmd8HvlM3jdV+/Ff9vJJ1w/3/ptd9kCRJkiRJkiRJkiRJkqSloo+hJJfW1ybobksYD+Sbi2bsWWZ+CXgNcAhwASUsBMaD+5tFBcZYN9B/DfDvwAuBYzLzirn2SZIkSZIkTcsQ8ETKc4IOZc7Z2Zn5t5m5ugn0b4LyM3O4OTEiOnXe2LOB8ynPHAZqO2PAwcDxfQ73fwXwDcozBoDDM/MrvbiOJEmSFp8+1tFuoNzPDlHuae8KbNajbveFof6SJEmSJEmSlgKD/SVJ0obgI8D3GR8gOQzsAJwcEZtl5uhUJ89Ga8DlH+prB1gFfJEyaBJKuP9t9f2jet0HSZIkSZIkSZIkSZIkSVpK+hRKsrq+Lq+vW9bXOY8ba489y8zfZeaXgb2BZ1D6eh5wPXAL5buMAL+hhP8fDTwtM5+Rmedn5k1z7Y8kSZIkSZq25wCPre87wA+BV0FZyK8J9J9IZo7VcP8LgZexbrg/lDlkzwaO62O4/+XAS4ETgIMz86NN33txHUmSJC0+va6jNYtZUUL9m/vVQXpQQ+sXQ/0lSZIkSZIkLRUW7yVJ0pJWC8ojwJcogf4jjBeWHwQc1KuBkV2awZsX1NcRyr3V2cA7ga/X7ZsAZwBH9aEPkiRJkiRJkiRJkiRJkrSk9DKUpI4fa4L9m7Hxy+p1eh5KUoP1bsrMczLz1cD+wO7AQ4BHAQ+ljFt7bGYem5lfas7rdV8kSZIkSdKdtcJLd62vq+vP2cBVML1nBq1w//+mLAjQhPt3KPPK7gIcRv/D/f8hMz9Xv9tAP553SJIkafHowyLZ1wJXUrIQRikLZW/R4273hKH+kiRJkiRJkpaSztjY2PqPkiRJWuQi4l7AecBOlEGSy+qubwKvqoMo+3Hd1wLvoCwqMATslZnnRcRfAy8FbgUOycy1dTCnN1+SJEmSJEmSJEmSJEmSNno1aG934DhgH0oo3lpKoMjVlNC8szLztvW0swtwASXQYwj4eW13MDOH+9X3VsDfncaEOVZMkiRJkqT50/47vC6utxK4CLhPPeQPwCMy87ezbTsidqOEqO5Bmbc2RglZvRH4OHBknT92RxipJEmSNFu9qqPVtr4HPLy2MUrJQ/hen7o+K4b6S5IkSZIkSVpqBha6A5IkSXMVEQN1YOVLgNspgyPX1t37AEdFxLLm2B5fflV97dTXzQEy84vA4Zl5sKH+kiRJkiRJkiRJkiRJkrSuOp7qQuBI4JuUMVjLgDXAtpSwvAMjYpP1NLUGGKGE+gNsQQk16dt4rWYs2GRjwhwrJkmSJEnS/KgBoE2o/1BmjmbmrZRnA838sm9n5m9nM6+stbDfzynhqefXdjuUZw93AQ4DjouIZZk5EhGDPfhqkiRJ2oj1oo4WEU3trFl4arT+9GVh7Nky1F+SJEmSJEnSUmSwvyRJWvIyc7S+PR94H2VwZDvc/9nAic2xvRgc2SwUAOxQX4cpxeErW/26qh5rqL8kSZIkSZIkSZIkSZIkdZlrKEkdCzZGGbsFJZhkNDNXNwEgkiRJkiRpw9QVAPovwLER8RcRsZIyh74JMv0trDMHbUYM95ckSdJC6EG4f5NvcHl9HQUGgU371eeZMtRfkiRJkiRJ0lJlsL8kSVpwETHQet9pvZ/RAMbMvB44HfgOpbDcDvd/aUQcV48baV9nNjJzbS1y71k3raivqyc41lB/SZIkSZIkSZIkSZIkSZrAXEJJatDHdcDVddMgsFlEbBkRQ7Du+DRJkiRJkrThaAWAHgscTQndfy3wUEqo/zo6gIuvAAAgAElEQVTzx+YStm+4vyRJkhZCD+poANfU1yFK1tTdoOQ6LGQdzVB/SZIkSZIkSUuZkxQkSdKCacL1M3O0ft6qvMQ96/stZ9pmZv4QOAX4v7ppiPFw/yMi4sR6XC/C9p8E7FTbHwO+D/y2B+1KkiRJkiRJkiRJkiRJ0kZjLqEkwCjjY8QAVgEPBjabzrUN2ZMkSZIkaemKiBcArwGG66ZnAodSQkCb+WObwDrBprNiuL8kSZIWwmzraK3Q/j/V1xHKffNA024r56HTOq/v97CG+kuSJEmSJEla6jpjY73ItJUkSZqeiBhoFXgHgEcBBwB7APekBOXfDtwC3AycDVwOfBy4OTNvrQMg73QT094eEYcDxwF3pQyMHKYUqAFOBV6fmTd0nzeN/g/WQZXLgU8DB9X2O8AJmXnkTP9NJEmSJEmSJEmSJEmSJGlD1h431rV9nbFbNTRkd8rYr30oY7PWAsuBqymheWdl5m1Nu5SxW18E9qOMExsCrgOuB64A/gj8hBJacinwa2BNZl42RX+HMnO4CTGZ7vgySZIkSZI0vyJiX+DzlAX+RoAmhHSM8Tlfn8/Mg2cyh2w91+zUkP/dKCGqe1DmrTXXu5EyF+7IzFzbDi2VJEmSJjJRLa0XdbTMHK2LYX0AWA2sAK4EzqTkOfyMUju7AbgEGJ0qx6FdO5us/jeN72qovyRJkiRJkqQlz2B/SZI0b7qKrH8N7A+8pHVIM3hyuL52Wvt+AZwLnJaZP2m12V2Qbi8c8DLgXZQCLpTCdBPu/x+UgZM/zMw1My0cR8TJwMtbm34GPCUzf9OrQZ6SJEmSJEmSJEmSJEmStNR1jRt7JrAN8Evg600AyFxCSeo5HwGeQxmD1oT9T2SEEvC/FvgfSmDJpcBFlIUALqivt7Xbb/rV9NMxYpIkSZIkLR4R8UTKPLFdKM8ERhl/NtAE7T8yM/+nh9c03F+SJEk90dwrRsSmwP0p95L/28M62jOBTzJ+nzxRHW0M+BVwE5CUkP/rgAspQfs3ZOYVk93Xtu6Pp7zvNdRfkiRJkiRJ0obCYH9JkjQvuoqsbwSeDdyn7r6dUiwerT9DdXs74H+gblsL/CPwX5l5cW1vnVD+CcL9jwG2rO20w/2/D3we+EBm3tg6v7vA3e77ckqhuwn1H65tvhd4c2beOtt/I0mSJEmSJEmSJEmSJEnakHSNvXoXcDiwFfBN4MTM/OIk500nlOTMzLy9Ht8E+zeBJM1YtGXAmrptiBLs34xPG6GMT2u7qW7/I/BzSsj/j4DfU4JELgYGMvO62f6bSJIkSZKk3uhahG9v4FjK84RBxp8RjFCeK7wBeDcw2qvF+gz3lyRJ0lxFxFBmDkfE1pS8gr0pi1O/E/jyRPeus6ijPRk4i/EFstsLYa2p53VqOwOsa3U9/mrgCuBWyoLZv6s/F1EWzL68u4/dfTfUX5IkSZIkSdKGxGB/SZLUd11F1lOAF1MKu3DnFd3bwfvtbUOUwvAKStH4S8CnM/PT3deon9vh/s+hDL68D6WY3L7GrZTi9quByzLzt5N8h5XAYygTS59aN98OrAR+CBycmVdM599DkiRJkiRJkiRJkiRJkjZ0XWO4TqOMvRpmPFj/TOAlmfmHSc6fTijJFzLzloh4J3AUJVhkgPEAvW7N9Yfr/k5Xn9ZSxqhNZAS4jLIwwR6GikiSJEmStPC6wv0fDZwAPIh1w/07wI+BJ2Tmdb0M2G+F+z8QOBnD/SVJkjRNzb1hRGwHfA3YrbX7fOCIzPzRJOdOp452VmbeVhei+gnl/nj5JN1ZS7mHbtpZxvhi2kNMXnu7lVKb+xVwKXAzcGpmnjvRd63vDfWXJEmSJEmStOQZ7C9Jkvqqa3LmB4Hns25h+GZKkfYM4H+BC4F7A3cD9qIMZtyl1eRqysTJMeAPwAmZeVxtf6pw/4OBvwceSikkN6vHN5MybwCuBD4D/Bq4AFgF7FD7cljtx461+SbU/ypgn8zMuf5bSZIkSZIkSZIkSZIkSdKGphW6P0YZt7UCuA44CXhvZl43xbnrCyX5+8z8dES8jBKeN1KvcSwloOQBlDFgfwlsCmxPGQPW9GMiTT+bEL61lDFmA/XnrMw8aBb/FJIkSZIkqQ+6wv33BI5nPNy/mWs2CHw6Mw+txy1kuP8dc94kSZK0cWrdQ24NfAP4C0qOwiClLvU/wAsz87yp2mD94f6fA+4FXFzb7gA/oOQ7rAJ2Bnaq52zWdYmReg6M185G63UG67UGan+bDAiA52fmRybps6H+kiRJkiRJkjYIBvtLkqS+6RoU2Z6cuZrxUPzXAd/PzEsmaWNz4AhKyP8+dXMTyg+lIPzPmfmmevxU4f57AE8DXkQp8jYTLkfqa1v7Gs0gyqb43LxeBeybmb+c0T+MJEmSJEmSJEmSJEmSJG0EIuIg4H3AtoyH6f+OMo7rwsxcM402pgoluRb4O+A+lDD/ZmzXizLzgxO0tT1wD2BL4MHAXYF7AvevfduFyQP/AT6ZmYfVtgzhkyRJkiRpkZhGuH+HEjp6QmYeWY/r2d/20wz3/whwVK8WFJAkSdLSFhGrgA8Az6TkLyyjLjINvAn4VWbetp42pqqjXQO8BvgZcC7jwf2nZ+Yh9fwtKLkLm1MWF9gG2BUI4C7A/Si5EAOse38LJeR/oPUKcFhmfnKSvh4OnFY/3lz7Y6i/JEmSJEmSpCXJYH9JktR3EfEc4ATKJMhmcuYVwAGZeWHruHUGQ0bEUGYOR8QAZeLly4BX1t3DlAJvU+R9d2YeUc+7YyBm9+eI2JKySMAHga0YLxaP1deh1vsBSmF5uL42q9DfCvwceM5kCxJIkiRJkiRJkiRJkiRJ0sYuIt4BHEUZjzVIGTe2V2b+ZobtTBVKciXwA+CvGR9T9prMPLGeOwB0pgrNi4hNa5t/RgkRuRvwEMoYswdRAgC/l5mvbto01F+SJEmSpMVlPeH+zVyx64D3ZOab63HzEe6/hvIM49fA4zPz0l5cT5IkSUtT677xwcDplIWnxyj3q3eE7s+kPaauo70F+Afg7vWUb2bmvtOsod2NEvq/MyXk/y7A/wO2p2RH7EK53x0EXtyE+k90nx0R9wP+Fdi3brqOUjc01F+SJEmSJEnSkmOwvyRJ6quI2AZ4P/BUyuTGQeAq4HGZeXF3CP8E53eH9L8eeHv92ATwdyiF6rdl5hun2a97A88C9gce2do1Un+WUQL9RykLETSDNy8CvkIZwHnFdK4lSZIkSZIkSZIkSZIkSRubOkbrR8DWddPVwP6Z+dOIGJwqJGSS9qYKJWnGdzVj1N6Zma+fKpyvFZrSDv2bKGRkOTDS9NdQf0mSJEmSFq/1hPuPUeahXQOcMg/h/idR5q2trLtfkJkf7sV1JEmStPRFxNuB1zN+n3pWZh5U983oHnWSOtoaSk7C7cAQ4wtk/wz4S4DMHJ6grSFKbWxsoiyIeq0BYAvGFwtYnpk/marv9bz/B7yXcp/8QEP9JUmSJEmSJC1VBvtLkqS+ioiDgc+2Nt0IHJ6Zn59JQbl9bES8EXhT3dVM7hwCjsvM1063rVpUHgReBtwXOAjYDNh0gtO+DfwUeDdwbWbeOp1+S5IkSZIkSZIkSZIkSdLGKCIeAHyHEurRAd4K/DM1CGSWbU4UStKE+ncYD/Y/NTNfMttgvnodamDJYCvU/07hJZIkSZIkaXFZROH+uwEnAI8CXpmZH+runyRJkjY+ETFAuS89G3hS3fxz4JDM/MVsFsiu7U5URxuh5DDA+L3wxZm520zbnmqh7ImOm6Kte1PqhZfPpA+SJEmSJEmStJgY7C9JkvqiFn43BT4P7EtZyX0l8HXg+TMttDYF6Ii4J3A+sBMwTBlQ2QFOy8wXNteezuDG7uMi4m6USaS7Aqvq5suB64DMzNUz6bMkSZIkSZIkSZIkSZIkbawi4gDgzNamfTLz2z1od7Jw/3Y43/sy82VzvZYkSZIkSVqaFlG4/z2BLTPzou5+SZIkaeNUg/1XARcCu9TNnwJenJk3z7Ht9dXRAC4F7peZw3O5liRJkiRJkiRtzAz2lyRJfRMR2wE/Au7R2vy8zPzYDNtpQv13poT67wDcRlkooAN8MDNf1D62J19g4r44eFKSJEmSJEmSJEmSJEmSqhoQQg2ru2P8VkTsA3yFMsbrp8AjejX2aopQkg4wAHwJODgzb+vF9SRJkiRJ0tK2EOH+E/TBeWmSJEkbocnuMSPiZ8ADgbXAAZn5lR5db7I62gDlHvhG4CGZ+X+9uJ4kSZIkSZIkbYwGFroDkiRpw9NM1AT+ihLqP1x/rgJ+0HXM+tpqh/qfxzyG+k/URwdPSpIkSZIkSZIkSZIkSVLRFeq/J/C6iNi+7r4OWEMJy1vby7FXta0LgSOBbzIe6N9c4y+BJ0bEql5dU5IkSZIkLT2tZxfnAq8BLgBGKM8SxoBtgJdGxJvrcaMR0Zf5985LkyRJ2vjU/IPR+v7REbF1fb8p5Z4USrD/Db265hR1tFHKPfAgsFtEbNKra0qSJEmSJEnSxsZgf0mS1HOtQYbNBM1BYAi4Fvh11zGTmiDUf0fmKdR/un2UJEmSJEmSJEmSJEmSpI1VZo7VUP8nAN8G3gy8JyJ2An4D3FgPvRXKOK9eXpuJQ0nWANsC7wMONJREkiRJkqSNV31usWjC/SVJkrTxiIiBJv8gIk4Avgq8NyLunpm3AD+vh97CeC2tM2FjMzRFHW0Y2Az4AHCQdTRJkiRJkiRJmh0HFUiSpH7aor6O1tem8Lzee5CFDvWXJEmSJEmSJEmSJEmSJK1fRDwY+K/6cRTYHziufj6zvt4/IrZnfCxZT0wSSrKMEu6/DfBuDPeXJEmSJGmjZri/JEmSFkJmjsIdof5/T8lJeCJwbETcFTi3HrotsF09Z6yH15+ojjbE+CLZJ2IdTZIkSZIkSZJmxQEFkiSpn7aqrx3KQMcbM3NtU4SejKH+kiRJkiRJkiRJkiRJkrRkbApcUt8vA1YBTwFOpQT531q3bdEO0uuV9YT7bwuchKEkkiRJkiRt1Az3lyRJ0kKIiJ2AvevHYWAz4EDgFOCPlBrbCLBzPb6n95/W0SRJkiRJkiSpPxxMIEmS+un6+joGDAI7R8S9pjrBUH9JkiRJkiRJkiRJkiRJWlJ+DLwH+EVr2wpKSMlDgeXAlsDLI6JTA0R6ylASSZIkSZK0Pob7S5IkaQH8EfgAcDEwVLetBPYH/g7YmpLD8IyIWJaZo73ugHU0SZIkSZIkSeo9BxJIkqR+uoQyoLFTP98V2Gqygw31l6T16x4Q3gwqlyRJkiRJkiRJkiRJmm81qP824MPcOdx/O2BXxkNK/h8l4P9O4x96YQahJCt7fW1JkiRJkrQ0GO4vSZKk+ZSZa4FPAO9l3TraXYAHUxbIHgHuS1kwe6HraIb7S5IkSZIkSdI0OIhAkiTNyXoCpW+gFHU7wDCwGXBoRAxNEExtqL8kTUMdEL5J/X3ZDCr3bztJkiRJkiRJkiRJkjTvmjC8zLwV+Dh3DiXZhBKIB7AXcFg9b7Rf/WH9oSRPNZREkiRJkqSNl+H+kiRJmi+1jnYLE9fRtgY2BwaBewEHwh33nlNlOMzKDML9V/X62pIkSZIkSZK0oXEAgSRJmraI6DRF4IjYHu4o4E7mW8CPKUXdwbrtQZk53C4o9zvUPyIGI+LJEXHvmZwnSYtBe/BNRGwVEXsBPwBOj4gjoH+T3SVJkiRJkiRJkiRJktanK9z/Y6wbSjJACcMbrp9fVcc+9LU/TB1KciKwRz/7IEmSJEmSFjfD/SVJkjQf1lNH6wCjlHtQgNdERBPuP1WGw5z6w/rraE/qx7UlSZIkSZIkaUPi4AFJkjQtrYGKYxGxH/DViPjr9Rw/ClxaNw1TBjTuExGvbLU11M9Q/+qpwFnA6yLiPrM4X5IWRB2sM1bfPwz4J+CzwAOB3YFnRsQBC9hFSZIkSZIkSZIkSZKk6YT7N+PWdwQOiogd+t0f7hxKMgCspoSS7N3P60uSJEmSpMXPcH9JkiTNh2nU0ZpcBoC/jYhd+t0fJg73vwXYHnhXRNy1n32QJEmSJEmSpKXOgQOSJGnaatF4f+BLwG7UyY2TDUasIfwnUYq4yxgvKO8XEX8WEQOZOdyvUP+IGKxvH1xfXwgcGRFbzqQdSVoI9XdkE+p/APCvwIuA7Si/T4cov99iwTopSZIkSZIkSZIkSZJUTSOUZBhYDjwfeMJ89IcSSvIa4BzKWIsVwMcz8x/7fX1JkiRJkrT4zSDc/yUR8dZ63OgkzUmSJEkTmkYdbbS+Phk4MCKW97s/jIf7n0O599207n5bZt7Qz+tLkiRJkiRJ0lJnsL8kSZqWWix+GPCfrc3Pj4j7TzQYsQmjBn4NnF/fN8ftDxycmaN1xfh+hPp3MnMkInYEntXa9SKgr6vUS9Jc1VD/0fr+2cDHgYdSJpdD+Vvup8BxmXnswvRSkiRJkiRJkiRJkiRpXesJJRkC1gCbAcdHxJ5Qxkn0sz/Az4CjgK8Cn8nM5/b7upIkSZIkaemYZrj/XYEXR8SzJm1IkiRJmsI06mhrgVXAPwF7Q8lM6Gd/KOH+rwO+VTc/LzM/1O9rS5IkSZIkSdJS1xkbG1v/UZIkSUBEHAL8G6UoPAYsBz4KvCIzb5nivGdTissAqxkPpj6Csor73ehhqH/rupsCJwPPq9cdoCwycGhmXjmbNiWp3+qgnLH6/vnAB+uu9u/Pk4EzMvO8etzARIusSJIkSZIkSZIkSZIkLYRm/EMdw3UY8DLgAXV3MwbiWuCxmXnRXMaJzaBPyzJzbX3vWAtJkiRJkrSOrvkcewLHAw8CRoFl9bD9MvNrC9RFSZIkbQBadbRVwHNYt462hpLhcC3whMz8yTzV0bYCIjO/1+5jP68pSZIkSZIkSUvZwEJ3QJIkLSlfAs6jDERsBiM+BLgrlMmO7YObVdgz8xPA++vmFZSJmQAn0L9Q/w7wGOCRddPy2udvGuovabHqGgT+XMZD/W9jPNT/FcCbDPWXJEmSJEmSJEmSJEn91Iz/mo0aRtLJzFuAjwHvBX5RdzdjyLYGvhYRf56ZIxExOOdOT92nJtS/41gLSZIkSZLUrXmeUd+fCxwBXMT4PLrDDfWXJEnSXLXqaLdy5zracsbraF+axzrada1Q/wFD/SVJkiRJkiRpagb7S5KkmbgF+GZ9PwyMAbsBRwJ0T3bsKtj+G/C9+n4FMFp/YDzU/7S5hvq3JpPuALwIuF/93AG+kplv7TpOkhaNVqj/wYwviHIrsEl9/8zMfG9m3tg6x4nmkiRJkiRJkiRJkiSp5yYK7IiIaY8/X08oSRPuvw1w3nyFkjT96vc1JEmSJEnS0tQV7n8e8CrgE5T5HB+FmT0fkSRJ0oatuXecaXbBDOpo50bEfeerjlb75rxlSZIkSZIkSVqPztiY8xIkSdL0RcTWwA+BnYG1wBDwS+BZmXnhFOd1gFcARwM71s1jlMD9MeCrmbl/PXYoM4dn0bc7FgOIiNOAw1u7fw28OjO/WIvc3gRJWpQi4qHAqcDulIE3K+qup2Xm5xesY5IkSZIkSZIkSZIkaYPUPZ4qIrYAtgB2BTYBBoCLgSsy85bWcQPTCfZo2o+IVcBzgJcBD6i7m7ERVwN7ZuYl7XFgkiRJkiRJC6H9vCQiNm2eiUz3eYgkSZI2bBFxl/r2LsAVQKdd35punkGrjrYpcBiT19EenZm/so4mSZIkSZIkSYuDwf6SJGnamkJvRLwYOI4yabNZPf7lmXnKJOc1BeUB4ATgJZQFARpNG08FzmoNepxVAH9EnAy8vH4cAW4HPgy8MTNvnGl7kjQf6u/IQeAY4FXASsZ/Pz4rMz9Vj3NxEkmSJEmSJElaBFo1sA5lYqYBHpIkSVpy2mF0EbEV8FjgBcADgR1ah14HXAucDPwoM384w+tMJ9z/GmAPQ0kkSZIkSZIkSZK0GHQv7BQRzwZ2B/YDllHyFi4FrgJOAS7NzMvqsYb7S5IkaUnoygfDuRGSJEnS+hnsL0mSZiwiHgScCdyD8WLwlcDjMvMXk5wzkJmjETEIfAR4FtDciKypbQC8Ejg9M69unzdFXzqthQBWUhYceGnd3fTtO8Chmfm7WX5lSZoXEXEf4Dxg+9bmYzLzmAXqkiRJkiRJkiSpy/rqV9M9RpIkSVpo7dCPiHga8BTg0NYha4AhyjivEWA5ZUzWlcA7MvMDM7ye4f6SJEmSJEmSJElaEppaVa1tPYlSRzsAGAUG6mFjQKe+vwn4MfCBzDx9htcy3F+SJEmLknMjJEmSpIkZ7C9JkmYlIl4NHF8/jgC3AUdn5vsmKwS3itdDwMeBv23tXkOZ+Akl+P+szDy7dW6zMMAdq3q22tsE+HPgtcAh9ZTbKCvc/x/whMz83x59dUnquYhoBu2cSFngZA2wDLgAeH5mXrRQfZMkSZIkSZKkpaxXExjbi03Xz1sADwQeRVmsdQXwK+C3wFeB0cxc032eJEmStFh0hfq/GTgcuHvdfTvlHneMEkoyUl+HKeMZGicBJ2Tm5TO47nTC/Q0lkSRJkiRJkiRJ0oJp5RhsBRwL7A3sXHcPU8L8B5m8jvYvwImZec0Mrmm4vyRJkvpqgnkROwCbAY8HtgJ2AG4GLgV+A5wDLMvMW1v3q86RkCRJkjDYX5IkzVDrAdvOlHD+PSgF50HgIuBhmbl2sgdwrSL2IHAa8AxgZd3dDve/DPgCcCpwWWb+aYK2VgHbAEcDjwAeVHfdXtu8BtgrM/+nB19dkvouIv4T2J8yMb4DnJSZr17YXkmSJEmSJEnS0hIR2wN7ZObn6uc5TWBs170i4r7Aw4F/BHaiDGLvdhEl3P9TLtwqSZKkxagr1P/dwCspYxWaIP/GCLCW8fFdzXiGJjgEyhiykzLzgtreeiduTjPc/xrKfb2hJJIkSZIk9VlEDGXm8EL3Q5IkSVoMmvvjiNgG+Cwl1L+xlhLg39TNGk2tbYTxgP8PURbJ/mVt1zqaJEmSFkzXmLH7AHsBRwHbUUL9J3Ix8L/AScBPMvOm7rYkSZKkjZXB/pIkadYi4jjgCMoK8mOUIvNrM/O49ZzXDvd/B/B04B51dxPu3xSzLwP+CHwNuKr+bE8J9H80sGv93GiK4VcBj83MX8z9m0pSf0VEB9gF+C6wLeV34QhwQGZ+Y7YFjakG+bgCsiRJkiRJkqQNUUTcEzifErp/XGa+tm6f7XPWgcwcre+fBLwa+EtgC0pdaoh1a2UjddsoZSLlkcCXMvM3tQ2fzUqSJGlBdU3QPA04nHI/u5YybutPwA+BM4BfAlcDDwT2A55MmcgJ64b7fx44PjO/W9s1lESSJEmSpCWiHeofEa8Avgj8tqmRTXHenf5WtxYmSZKkpa6Vg7AdcA6lfjUMDFKyD64Drgf+k1JX25kyVm3vVjPtOtoZwImZ+b3avnU0SZIkzbuuMWMvAp4GPLbuHmV8HsREcyOaYz4HfC0zPziPXZckSZIWLYP9JUnSjLWKwZtSQqh3ozx8GwDOBp6emWvWEyjdFLUHgJcAfwvsUXevrW0NUB70DbROHe36DCUAexmlGD4K/DfwjMzMuX9bSZofNWzqp6y7ivETMvOrs2hrogHyy4GxzFzbtd2B85IkSZIkSZI2CBFxd8pz1m0YX0z6nZn5+rp/RhMYu0L9DwFOpCzO2mE81H+E8UmbTdsdyoD25XXbZ4DPZuYXals+l5UkSdKC6LrHPRl4OWV81mpgJXAV8Frg/My8dILzDwQOAg6rm9qhJGdSFtfqR7j/ozPzEkNJJEmSJEnqra4wp08DzwC+D7wG+MFk4f5d5+0LXJWZF9fP1sIkSZK0JLXyD7YFvkFZ/Ho1JcdgADgP+Ajwpcy8quvcFwIHAvvXTe062lnAsX2oo10N7GkdTZIkSVPpep57LPBCYPO6u7m3HKPMg2hrFrha03XMqcCbgGsyc9RnwpIkSdpYGewvSdIiNtFDq8XyIKsG8gMcRXnQNkgpSgM8LzM/Np02modzwKOAZ1Me/DWah3tj9WewbutQit8j9X3z+QrgW8AbM/M3c/h6kjTvIuJewI+BrSmLlEBZpOQ/1ve7f5L/LwaB+1AGAd0feBDl9+bllME6ZwCXZObve/5lJEmSJEmSJGme1drVq4DjKXWlZrHoDvCuzHxdPW5aExjbz10j4gXAB+qutYzXxKCEjAKs6nqFdQe5/wI4KTNP625fkiRJmg9d97hvA97AuqH+VwAHZOaF3ed0LQiwC/A84B/qYYb7S5IkSZK0xEXE54CnUOZtDVHC/V8N/Kg73L8rBOpESo3uq5RnAl+f1473UfcziPbzEUmSJG14WrkHWwFnU7IP2qH+ZwIvoYSXjrSOH8rM4drGbsCzKPkLALdT6nDQ3zraHpn5K+tokiRJ6tb1PPeDwPMpY8ZGKM+Cm7D+i4GbgT8B9wC2ArZrNbWWcl88WD9/HXgf8OXMvM35EZIkSdoYGewvSdIi1VrRvQmtX5mZt7T3LWwPi4jYFfgOsCXjBeCvAIdn5pXTOH+dh3IR8VzgBcBulJU9m4d/w4yH+zdhLO3QlG8CHwX+KzOvnev3kqT5VH/XbwecQwnhXwMspyxW8vTMvGaqc7t+jz4M2J0ySOcewN1Zd2Xk5v21wB8pA4TOyczbe/utJEmSJEmSJGl+RcRDgLcBe1NqViPMIty/K/D0MEoNCuA2YJP6/j+Ac4FP1es0A9dfAjyY8QmUzfPeMeAqyuTME7uvI0mSJM2XiDgc+BdgG8qEy+XA74A9M/M30wwR2RF4BnBC3TTC+KRNQ0kkSZIkSVpCImJ74AJgB0rw6DLK3/l3CvfvCoF6F3BkbeZmynyIV2Xmb+f3G/Re1/c8BvhWZn7TcH9JkqQNU6tWtTnwfuAQSh1tkDL+7PTMPGR959f3O1KyEo6pu62jSZIkaUG0n2dGxCnAi9eSS5gAACAASURBVCnzGtZQ7iOvBc4Avgh8o8mdqffFKyjjwx5OWbyq0cyPALgIOBX4ZGbe7PNTSZIkbWwM9pckaRFqrdC+AngnEJTAkXMy8131mAUP+mgVgl8BnNTadRNwQGZ+ezYP3CLivsB9gaOB7YH7TXDYSP05E/gRcKIP9iQtdRHxYeC5rU2/B94K/FstYgwBI/V3b/N/xSpgFWVV5F0phREog+mHKSskj1D+H+lQiiyNgbrvrcDHM/M3/fpukiRJkiRJkjQfImIP4PXAvswh3L8e8xTgk5RnsO1Q/5cBn8vMP0xwTgd4CHAo8Kq6uXku2wFuBd6RmW9rjl/omp8kSZI2HhHxSEqo/16Mh4hcCTw5M386zfvkwcwciYi7UQL+dqLc685HKMkfgb0y8xJDSSRJkiRJ6p1aFzsJuAclmGmQScL96/HtUP9bgE2BK4CHZObV89j1nusK9T8OOKLu2qfOlbO+J0mStAGKiOXA31Pu/7aljPkaAM7KzIPqMevNTWjVvE4F/q62M0r/62hXA4823F+SJEndIuL1wNsp96argZWUPJvnAj/IzJtaxw4CtO8nI+JQSqbNI+q57XD/XwGfAP41M2/0+akkSZI2Jgb7S5K0SNXi738Bj+nadWRmnrAAXZpURDwI+BglUHot5cHb+cAT2w/uptHOOg/mImJTysO8vYEtKYNDoQSn/JTygPDi1gr2PtiTtCS1BtUcRFmNeEvKpPcB4L+BE4GzM/Pa1jkPpCyC8nzgz4E/azXZDKRv2oBSYOnU902QVfM7exg4Fjh5oiAqSZIkSZIkSVrs2nWiGu7/BkqdbVbh/hHxMOB9wIMYn/wI8PTMPGOS6w50BZq8GHgdcPd6/dHW61sy8y3dbUiSJEn90BqXcAzwT61d1wLPzswvTzM0ZCgzh+vYtm9RJms2gf6j9WeoHt6vUJJrgIdn5qXT/f6SJEmSJGlqEbECeAJwMhOH+x+VmefXY9uh/rdSFsm+gRJ8f9FSrn11hfofT1nUYJjx5x2PzMwfLFT/JEmS1HvNmK+I2A04DXgo4/NxvwYcmpnXTDPUv1kg+xHAt4Flddd8hftfCzwqM381k38DSZIkbbgi4jGURV0fwHjGzO+AvTPz1+s5tz1XYnfgqZTFsDZj3XD/y4FPAv+cmbf043tIkiRJi5HB/pIkLVIRsR+lKDtEKfwOUx5mnQEcMpNV0iOiA1CLtTsAw5l5TXv/XAdMRsQ7gaMYLyz/AXhuZn59OoXqifo8kz4t5UGfkjZsM/kdGBGbAV8A/opSxBiihDxdA1xFWTRlO2AL4MGUBQAaI4xPkO+0tl9Wt/+pHr8psFVrf1MsWQu8PDM/OJvf25IkSZIkSZK00LoGjj+KEu6/L3cO9z82M4+ux60T7l/raptRwk5fXs9tnrkenpkfnUY/7njGWhd0/QfgLyjPb5vQ0zFKuP8x3X2XJEmS+iEi9qKE8TduBY4Hjs/MP03j/CaIZDnwDWAPypiDDuOhJAC3Ayvr+16GkozU620CvDIz37O+PkuSJEmSpOmrf/Pvz+Th/s8HDgdeU0+5jfJ3+p+APTPz51MtrL3YTRLqD+PfczWwe2bmAnVRkiRJfRQR7wVe0tr035Q5t9+Z5vnNAgGPBL5OuYds7iWbhQL6VUcDuAnYHDgX2C8zb59OvyVJkrRhat07/jPwutauPwJPzczvTud5btccjbsDewOnUOZcjFLudQcpmThPzMwLe/9tJEmSpMVpYKE7IEmSJrUjJSik0fy/fdscQv2fBHwXOC8iDo2IaO3rTNXOFO03/ToO/j979xkmWVG2cfzfM7OBnDNKMDwKCCgSJIsKSkZUBMkoGUElZyTIAgKSRJKAiCAI+CLBSBKQJFHxESTnHJZldye9H54qzplmQvdMT9z7d11zTU/3OadP74fa6qqn7uIeYlK5GVgY2DZdv+5w6O4mnkvvVdPxIiIjQSrEmdnMFjWziT0dl4p2JgPfBP5HhO23EZMYcwPLALsAmxFBVHMRkxzT0iWaiYXybwH/Bg4ANgc+n35WB1ZJP79Ix0AR6j8O+JmZLadQfxERERERERERERmNynNeacHjcUTg6DRiDDUXju+XNq0mBZM2Q5ei88WJea6JFKH+h9YS6p+u2VG6j6uJYP9bibHYZiKQtAIcbmZHVN+7iIiIiEgjmVmTmc0E7Jyeej/9fhC4qh+h/tfy4VD/24jNsSD60bmWYVNg37TxVk393nyMu08BLgLOAP5F9KVnAn6tUH8RERERERGRxnP36cANwPeBZ4m1Bu3pZxUinDSH+k9hxgr1fxNYQaH+IiIiImOTmW1ErN+FqPF6B7gCuK/G83Oo/4rA9UQfMveZIWrYYPDm0SBC/QHOVai/iIiIiKS+4/IUY7ptRF/0VODudEyf47mlUP9md38OeIAYM4ZiAyuAPynUX0RERERmNAr2FxERGbnuAV4kFiTmnSnz83VJA23rEYsqFwc+CVwAnGNmP0yTvBWIQbQ6r53Dn98BbkmP84TyN8xs03rvt4b3EhEZscqFM2Y2j5mtSUxqXAtslxbLf0gq2mlx99eIQP4niUL4DuK7WyuxKL49PdeWnm9Jl7gROB1YC/iyu5/o7le7+2vu/gbwnru/6O6PA/sAJwIPp3Nb0vUnAltVfw4RERERERERERGR0WIg4f7p3AnA0cD8xJgsRIDJNQO4jz8CxxJzaQr3FxEREZEhlWquxhMBfFAEiJzr7g/2dX4KImk3s3HApcBXKGoWxgE3u/tawPHAEem0CTQulORXwFlEKMlv3X2bfF99f3oRERERERGRGYOZLZo25BuQXsL9O4EF0mFTgZmJtWRrzgCh/m8Rmxf8e5huUUREREQGSWnO6jNEXVkrMf/1HHCBu79XyzXS+uDPAr8D5iD6kjOnQw5193WBQ9LfjZxHuxj4BZA3oNrR3S+p+mwiIiIiMoMp1VWtStR4TSNyZd4F/ububXVerznVjy0O/JHo805L124CznH37aveW0RERERkzFPnV0REZOR6ATgHeJkI93gXOMXdz4DaJ1PT5OzKRFElFMHQ44A1gJOA64A9zGyOchFlPRO27j6NCJR+hZhQbieKN79Q77VEREarVAyTdxteCTgcuBJYClgO2A1Yvqfz3b0tXeMhYDXgD8BT6eVxRLvaTHyXexl4CNgb+Kq7r+/ue7v7I+7+Ur6f0rXzfVVSm30ZcH16uZ1ig4BVc4DVgP4xRERERERERERERIZJf8P90+njgcXSMXnc9Ib+BHVU3cdNwE9QuL+IiIiIDI8tgCWJ4D2AK9z9Qui9riuF+neYWQtRG7Yp0Y+F6C/fBmyc/u4kgkNOTH9PoNgsayChJO8B5wMbu/u3y/dV0ycXERERERERGePM7BfAncD2Zjb3QK+Xwv3/Qqx/eJqYP6tQrEmfCLwHrO3uD5lZyxgP9V9dof4iIiIiY1Oaj1oQ2IOY+xpHzKft5+7P9zWfldcUm9lSwAXAokSNWt5o+xh3Py49vgA4Jj1u1DzaFGIebQ/gy+X5P60RFhEREZlxleqqNiHWLYxLf1/u7nfXc61SqP8SwO3AQsT4aR43Ptfddy0dq5ouEREREZlhVDo7NQ4rIiIyUpnZ7MD8wBLAG+5+X3q+uZ6CRzObF7gmXWeh9HQ7EUiSB96mAv8DDgUedvcn6rzXPAj3QyIcpYUo2GwHVsn3LiIyVpUXjZvZxsBhwNJE0XqeeGgCjnX3w/q4Vm5TZwIWB74GfAT4KPAfYhOVa4HX3f3t0nk5IKrXL3qlYqE5gLuBT1AEWT0PrOHuz9bx8UVERERERESkAepZSKMAOxGRvlVtxroqcDDwJYpNqpuIYvIT3f2AdNwmwNWly9zu7mtUX28A9/FF4CBgLWKerp0olu8EfuzuRw3kvUREREREumNm2wIXEv3OCnCwux/fxzm5tqCZ6EvvDcxF1Bc0A/8ANnH3V1OAX1s671PAfsAO6VJtFJtmXQOclDbg6le/V31lERERERERkYKZnQbsmf58BjgWuNLd3xzANcth91cRQaP5u3gOGH0Y2Bx4Jm0EMOoo1F9EREREAMxsaWKdbQ4mvRf4BvB8LXNSKeD0DGA9Yh4tz4ud4O4HpmPyvNuSwL7ArumYVoqsh7rn0bo7RvXFIiIiIgIx/kn0bZcm1k00AQe5+6Ra66+qQv3/ThHqP5Ei1H+X8rGD9HFEREREREYkBfuLiIiMMvVOplaFQ69H7KS5HTEx3ETs+j6BYuL3beAh4BfAFe7eWr5ODe/3BeAqYAFis4CJwNnEJPP7WlQpImNRVaj/tsBpwOwUbS3EhMef3P3QGq9Z60RIf4OkmtP9XQlsRrF4/21iQxav95oiIiIiIiIiMnBm1gLMAqwOzAwsTIzd/gd4Hbg3j9uKiEjf6gj3P8nd9zezzYDfAdOJxZrnArsBDGTBo8L9RURERGQ4mdlswJnA1sDTwIru/loN51WAbwOHAp+mqIN4GNjG3R/qITBkDeAEYOV0TifR54UGhPuLiIiIiIiICJjZfsAk4rt3KzH/9SwR7n9Ff8L9q8LuJxGb95HeA2JerZMYH7ibCMO/a7QFhyrUX0RGijQGi8ZIRUSGT2qLLyLm0QCOcPejazx3fmIebTtgttJLvwD2cve26rkwM1sBOALYkOhbt9PATbJFRERERADM7CPAv4BZKeq3NnD3P9V4vkL9RURERET60NT3ISIiIjKS1FvomAbImtz9fXe/xt13IBZbXkgR6g8x4dsKzAGsAVwCXGxmO+fr1Ph+dxJB/hADcRChJLOmneTV/xCRMSUVxuRQ/52I9nV2oo3Nbd5pwA9yqH8K1e9VKeCpkn93d15/i3LcvT2d+1zVS23EZIqIiIiIiIiIDLL8vT89ntvMVgauAG4GrgUuA04hgvCuBG4H/mxm55rZ581s7nSuxl1FRHqQ5qfyQvg7gOOAvxJjuHkD1E5gXzP7CTBn1SX+4u4dAw0jqbqPm4CfALcQ83PNxALNCnC4mR1RfY6IiIiIyEC4+7vAYcAFwAPAtN76mqXXlgK2JUL9IeogngSOBv6drt1ZfZ6730ZsmAXRz60QfV6ATYn+96r5fPV7RUREREREROqT1ha8DrxIfF9vIdYCfAQ4BPimmc1V7zVLYfcnUIT6v0+xNqKS3qcdWAk4GVhpNNUtKNRfREaKcqi/ma1nZscN9z2JiMyI0lzXIUS2wtvATdB3ba6ZTQA2Jua+yqH+1wA/dfe20vXL73cfcBVRvwaaRxMRERGRwdGcfiDGdzspNnDtlUL9RURERERqM2oKJURERKT/SoHTudDnt8AewJrAH4AniEGzPBiXJ4K3AM4ys7+mwqCFy9epVpqgvgy4Nz1uJxZ2Hlm+FxGRsSCF+ucA/u2Bc9NL71NsnLIncJi7356Oa6pnUiJf3907GzmZYWZNZjYe+ER6KrfPbwFtKvYRERERERERGVxpjCCPK6wJTAKuAzYBlkuHdRBjrB0Uc7urATsBlwMXmNmKGncVEeldHeH+PwAOT6eNS78bNi6rcH8RERERGU7u/jTR5/2+u79bHSKSlWshgO8B66XHncC7wKXAX3MYSdV7lPu8JxGhJDnYv4kPh5J8ofo8EZGRTu2ViIiIiIwEaW3B9cB5wAvEXFMO3a873L+8zsHMJgH7ppemEGH37wA/Ap4CxhPf8duBlYFTGCXh/gr1F5GRJof6AzdQ1IyJiMgQc/dniT7wXsB96blua3PTJlsAixPrhxelWJ97H/AL4H89nJvn0S4ELqaYQ+tuHk3h/iIiIiIyEJ3AVGA60V9tAeaD3useFOovIiIiIlK7EV8kISIiIn0zs0oeMDOzuXs6rmox5nR3vwfYFvgWseDyrfTaBCLIpDP9fBG4APiNmX2FIqy6y27zpQnq/1EE+3ekn5XNbJl8v/37pCIiI0spfO/rwNnp6Vy4DrClu5/l7u+WzhkRQXvpPtqBedNTuT3/u7u/0NMCfhEREREREREZuLQgPm/I+m3gQmAbYG4i3LmTGFfNC3by7/xcB7AEsDFwq5kdnMdf0zU1BisiUqWGcP9OIoRkUYo5MoCZB/E+FO4vIiIiIkMqBfo/28cxuRZiR+D76empRD/1UeBid3+zt/NLgSaXEcF/eQFn3lgLIpRk/7Thofq9IjKildun1F590cwOM7NlR0N4qYiIiIiMTe7+EvBz4FzgRQYQ7l+qYTgV2C89/T4xV/YOsJq7/4wIO32WURjur1B/EekPMxuXfjd87LIq1B+gRWOkIiLDx91fcfdL3P39nvq1aYPsPO91CrAs0SfuIObTriU2yO52fW7VPNpJgBN9eIg64byxdg73X610nv6PEBEREZF6vAm8B4yj6HN+DD6UQfYBhfqLiIiIiNRnxBZIiIiISG1KwR+dZrY+8KiZ7dVbwH/p+Iq7v+Xu/3T3rYEdgBPSIRMoAqLaiYG2NYA/AmeY2dbpOrlwM28sUHH3NuAwIuB/HNHn+CzwlfzeDfsHEBEZZma2InAoUZg+jSLkaXN3v3zYbqw2OwKfJ9r6XPDzT+i6cYuIiIiIiIiINE4aQ83jqjsRm64uDrQQIdJ5oX0O9K+U/s7P5cDpVmIs90jgODPbArSAR0SkJ32E++cNVMptLcA80NgxU4X7i4iIiMhIZ2afAXZPf04nFmcCHODuj/V1fmnR5q3A68S4R4Xoe79bOnQTItx/ozRmoroyERlx0katedOTVczsaGI84ShgErDIcN6fiIiIiMzYUrj/OelnQOH+ZvZJYMv053tE2P07wJru/q/0/HXERoCjKtxfof4i0h9mti5wpJktkebsG9q+mdnHiM1ZsgUpxmJFRGQY5Trfbp7PY8UHAl+lCPVvAe4AJrl7W291XqV5tJeAJ9PjDopch2xT4EAz+7Lm0URERESkHqk/2k6Mf+bHEOO3E0qbTZXPGfRQf62HEBEREZGxZsQVR4iIiEh93L0zFQV9ldjFfT7gRGA7M5ujr3OhCCJx92vd/UBgTaKg8ymKYH6IneIhNgC4yMwuNbN1zGyO0kYBnWbWArxNBFJNJxZkQuwMv2xjPrmIyPAysyYzGw9sDBgR8jQhvby1u1+djhuREwtmNi/R3kMU+4wDHgMugp4Lj0RERERERESk/8oLa8xsO4qFmVMpgqTfAq4HzgT2APYkNmQ9A3gBmEwsxM/f51uJBUEbAKea2T6gAGgRkZ7UEO6fN0/JbeiWZjZXo8dMFe4vIiIiIiNRKZhqBeDT6fE4oo88yd1vqbVPmhZwvkKMc0CMZbwM3E4s+szWB/YFPjvA2xcRabjUluWNWncBjieCUSHqY9cjxm9FRERERIaNu79IY8L9XwLOBp4HZiHqF9Zw94dy0JO7TwNuYBSF+yvUX0T6w8w2A24EDgJ+bmZLuntHg9u3RYj1wLkeoZ0YixURkREoz5GZ2SLAl9PTFWIu7Xlgb3eflvqfvbbnqZ74XaI2uC1dZyoxj/ZO6dANgEOJ+TQRERERkZqkPLL3iI1ay33TtYHFqkP5ByvUv9SHniXfV8olExEREREZE0ZMYYSIiIj0n5l9jlgAWQHeI4oiTwB26ivcHz4c3uzufwd+BKwF/Br4T3ppIsXO8QDfBs4HLjOzz6bXcfc2d28jBvfaiaDrNmB2YMV0zx/auVNEZDRJbedCwI5EMXdeuH6Uu19aOm7EFFRWLa7fCvhOepw3ZDnR3d9RGy0iIiIiIiIyOEqh/psQi+EBppDGVokF7tu4+4buvpe7n+3uZ7n7ge7+faKAciPgNiLgH4pw/wqwAHCimR2W308B0CIiH1ZjuH8l/f4IsBp0CTkdjPvoK9z/8OpzREREREQaLQVTzQnsR9RCtKaX3iMWbdZcB1FawPlE6elXgZ+na00rPb8GEWIlIjJiVIV/HgscC6xZOqSTaMseHobbExERERHpohHh/u7+DnAecDpwJ/BFd3+4OqjJ3afTe7j/ycCKIyHcX6H+ItIfZrY28Lv0Zyuxzvb0RoX7l+b85yDW3rYSa3ZnJjZWERGREag0R7ZO+oHobwP8megbl+fIarnWW0S/vYnYTPZW4G6KOTqIcemvmNmEgdy/iIiIiMyQHiP6my1Ef3NW4LtmltexDVqoP3Tp9+5vZlel59oU7i8iIiIiY8WwF0WIiIhIQywEPE0sEpqFGEhrBiZRY7h/N6a4+7PA9sAORKDJu0SRZXN6j07go8B6wM3AKWa2Ub6Au99NBJBADPDNAvzQzGarZ5BORGSkMbOmFH6/F9EG5zbxfuD3w3lvvSmFB24BnJqezsWffyfa8poKh0RERERERESkf8xsWWBfYlHmVGJBJsQ47EHufkM6rin9rpRCnx9391uJMdn9gD+mc3O4fwcxfnuUmR2fzlEAtIhIN2oI988bXS8EfC8d19HojVHrCPc/wsyOyuc08h5ERERERKBLmJQB8xF90XFEf/RGd7+uzuvlOvUc7F8BViBCTfYEbqcI9z/R3a/t/92LiDRWVfjnWcBBwFwUIU1vARcA67v7ccNzlyIiIiIiXTUo3P9Z4DRgXXd/sKegpj7C/VcBTmGYw/0V6i8i/ZHGSZcl6rpaiXWxE4gA54aE+5fm/F8h1qONJ+oUctC/iIiMQGld8azAVumpVqINB/hN2iirXo8CjxP/H8wOPEPUqt1ErFsGeB242d2ndXsFEREREZGeXUrk4EDUgUFsYDgPgJlNHKxQ/8zMjFgzt6mZ/Qoi3L//H0lEREREZORQsL+IiMjY8CfgfODJ9Pd4Bhjun0JEmty93d3vdvdDgQ2BY4iCoQnEAFyFWGA5G7ATcI2ZnWZmX0rBJlcB/yUmlFuBTwO7DGdhpojIQLl7R5pwsPRUXsh+m7s/MHx31jcz2xb4TfrzfeLe3wROc/fHh+3GRERERERERMa4UhD02sDyxJjpxPTc5u5+UVr4DsT4Q/rdWQ5wToWQU4nQqD2Bs9NL44gQ6lzcuL+ZHZavoXB/EZkR9dX29RHun0P1O4GNzOycdFz7MIT7t6Wfg83sq418bxERERGRrDT+sA4wL1FnnhdjPgBdxjfq0ZJ+t6bfi7v7Y0SY3pnERocHpOurpkxEhl1V+Of5wK7E+MB0ok17GdgNODp9j1f7JSIyAOU2tKcxXbWzIiK1a1C4/1R3fy897jGoaSSH+yvUX0T6K42TXgBcToT7V4hxgYaG+ydT0+/cD+4sPRYRkREm1fWOA5ZJTzUTdbt3Abf287ItwKwU7f/a7v400W+/EXgY2MXdr+nvfYuIDCWtWRARGXGmEblfEGPEncCKwJEQY8Fm9nEGIdS/NG7yUWITqzbgO2Z2ds9niYiIiIiMLipqExERGeVS+H4rcAJwHo0N9+/I75H+vs3djwE+D5wO3JsOnZB+txMDc3sSBaAXA+8A96Tn8yLNtYiBPk3MiMioZGbNZrYgsGp6qpUowPm//Ho/r1vJv6sWKvX3euVrLGhm+wIXpqemEAXpAHu4+5/78x4iIiIiIiIiUpsUBD0PsVh8FopFOLu5+9X1XCf97nD3/7n77qSCSmIMtoki3P8wM9s7Hd9ZfS0RkbGoau6pxcyWNLNVeni9r3D/FooC9u+a2QnpuKEK97+ZItx/HPAYcEcj31dERERERpfegqIaGJI3f/rdQYwztJLqxOpZoJlrz4AF0+98f7On1x8GDnf3SfBBHVwHIiLDKLVFOfzzZ8AOxLjANKJW9nlgI3e/3N1fyuep/RIR6b8UiFoxs9mAZc1sGTNbycxWM7PFzWxminUIQP/rakVEZhSNCPev471GXLi/Qv1FZCDS2MBkYC/gCmAygxfu/wLwGjHu0EHUlM0zkPsXEZEPrdOtlJ9rgKWAhYn5swox//W8u0/r5/U6iX56noMbD+Du9wG7AJu6+1WgTAYRGR2q1yyo7RIRGT5mVnH3qcDhwKvEeoS8NmJHM9vVzBYCbqHxof6VNG4yF5F7NjvFOrpnBv7pRERERERGBgX7i4iIjHK5+CcVQp5Mg8P983vkx2mw7TngAGATYkOBR4lBu/x+AIsBWwJ/IgqK2tMxABsAu6ZrK0xKREadNOnQTBRkdhLfrZqIsHyIYsqalTZQ6Sz9/mDRUfUkR62T2KUNWjYkwqhOSC9NAWZOj3dw99/Wc10RERERERERqU9pAecWxNhpHke9BLhyoNd19x8D+xHjsPm9OomQkwPNbOv+voeIyGiSCsDz5tJLE23jHcAdZrYtdD831Ue4/ziKea59zWxSOm4owv2PB24litifBNZw93cUWiUiIiIy4yn1EzvMrMnMFjaz5czsM2b2KTMbT1Vd+AACpRZOvwdUQ1Dqt1r63UHUK3g+xt2npGMrCsUWkZGgVG+1PxHgl0P9JxIhpWu7+73Dd4ciIqNbdZ1q6s9uC1wP3A7cn37+AdxGbDD1T+AyM9vZzJaH+jacEhGZUQ1DuP+NjIBwf4X6i8hAldbrTgb2AX7L4IX7v0+Mm+bx3QlEjYKIiNShm3Y4jz980KaWasoGGvS/ULp+C0VuwjvpmjW34aX3/wwxN5f/Lm8o+7K7P5mPVyaDiAynbsZ2lzCzVczsGDM7zcwuMLOLzexkM9vUzFapOl51ryIiQyytTWgigvTPA6YSfeROov95KJEZ1tBQ/9J7jwd2AD5BrKOrAG8ADw7wo4mIiIiIjBiVzk6N24qIiIx0pYWZnWY2k7u/380xTakIaDzwI+C7wBLp5ekURZEHAOe7+9sNvL/PEYWWRxEh/hMpdugcRxQXNaW/W9NzFwK7D2AHehGRYZU2SnmEmKTIhT97ufuZNZz7oSIaM5tABPutTxTjrEIUfr4NPA5cDfzb3Z9Pxzd1t6g9Xztdb2bgx+ma+f+EqUQ7DbCju1/Y0z2JiIiIiIiISGOZ2QXA9hRFkDu7+3kDvGZTKWzqh8BJ6aU8FttJhFPv5+4qfhSRMauqPVyXCOlY/RlucwAAIABJREFUDZi1dNj67n5jL9cobwywKnAw8CVi8XzePKUCnOjuB6Tj+lWs3sdnKd/HysAXgIvc/U0za3H3tka+n4iIiIg0TiPn3qvrAtLC9/WB9YAFgQWI7/1TidC8F4ELgP+UxwDquadUp3Y58A2KMJIKsJu7/6Lez5fCAe8EPpmemgos7+7/rfUaIiJDzczWBk4FlqUYZ32e2HDvqcEYCxARmRFUBS0vT4ShHkEE4c1EseYgj3+2EOOy5cCn54C7gBOBx9KYqepfRUR6YWYLATunn4UoNrRuIcYTjgWucPc3G/BeE4CvAqcRmwdMJ9rxZmLTlh8A99S7uZ+ZzZoCtvs6TqH+ItIwpfW6sxLjBN8i6g9y3dc04G/EWrInelrn1dv1iXVfTrTPHUS7uYa739fYTyMiMjZVjwmkOqvFgHWJebRZgXeB14EHgJuBp939rQG85+bAFcTYcQvxf8Ll7r5lP6/3XWIzrjwWfZC7T6r3/xURkcFU9X17OWAN4EDiu3Z3Gwa2Ev3mPxLjuafV8r1eREQGT6o7Ow9YiiKHLCv3bc9z953TOQOqjTCzFYlNX1elGE/5pbvv1N9rioiIiIiMNAr2FxERGeGqQv3XJcJDTnD317s5dkjD/btZPGrARsC3gc+VDs0DeO3EIFszMfmyz0DeX0RkOJnZ7MD9RDub29jfAnu7+8u9nFddLLQasAyx0/Ai6SfLi5SyvwNXuvtpfdzbosCRwHLAChSTHOUFTtu5+6/S8SryERERERERERlEZjaOWHBzD/Cp9PQjwMruPnWggSNVYdaHE+MCUCz0aSM2/zsO6FS4iYiMNVXt4BbEJicLUoyH5vbweHc/uI9rjcRw/7yhq4IDRUREREaoFEz6Tn8CnHq4Xnlh/JeJULwflg7JfVyI7/0tpcfPA5cC5wLPuXtbPX1JMzuG6Ae3Ef3fJuAn7n5InZ+hiahfOzndXwtR8/Dteq4jIjJUSt+/jwf2L730CrCxu9+t7+YiIv1T1b/dhVhvsFZ6uZUYy+0kxmDHEfWzHUQfsrP0ONfVPgncApzs7o8o3F9EpHejOdzfzNYADiU2dbnN3af1cJxC/UWk4QY73D+9x53AiumazcCG7n59Iz+HiMhIYGZzpQ36GrKWNff/zGwikWmwDbAl0U439XDaFOAm4EbgLPggv6HmezKzlYhNrfP8XCex7veL9Y5NmNnixJrkzxN99PeJDV4e7O08EZGhVPV9ew+iT7xGejnPmVWIsdtmijrbclv8X2Kc4C/u/t+huG8RkbGgp35qqsmqe22YmW0NXJz+LIf553GOs91993Rsv2ojSmMpE4FfAluUXr4b+Ia7P6eMGxEREREZK3oajBYREZERJE0Kr0dMFO9HMdFRfVxHGriaDvyU2CnzyfTyeIpiyEnATmY2xwDvqxzqX3F3JxZirgH8hJjchmIRKen9f5VD/fPGBSIio0lq894B/i89lb9bbQR8perY6u9ds5jZPGZ2sJldQiws+hmwErBAOqaVYjOUTqL9BlgNONXMTjOzlh6uDzGBshYR6t9KFAlBTIo/A3yzFOpf0YSHiIiIiIiISOOZ2UQz+wiAu7cCcwOLE9/3K8BUoKkRQSN5bDg9/jExTgsxNjudGCs4lFjw06lxWREZS6pC/XcgAkwXIcZDs7uBQ/sK9YcP5uXyxtt3EJui/JVYkN+crtsJ7Gdmk9Jx7WbW3MMl+6X8f0N+rOBAERERkZHJzL5OBNPdYGafLX9P7+f1ygvjDyC+5+dQ/1aK4L3cZ8x90RwgshhwEHAJsL+ZzVpnn/WR9Lv8Hjub2Yo13n/+7PMBmwAzE2MUTaVri4iMOGlM4LMUbW4HEfR0LHBvOkbfzUVE6lTVvz2RWMuQQ/2nU/QVmykCRJrT83lOq4XoC0O0z0sA2wE3mdnXhuBjiIiMau7+InBO+nmRaGcrxFjCR4BDgG+a2VwNeK9pxPq37xObBown1ka0A6sApwAr1jJ2kta9bU6s0fg5sGoPxynUX0QGRWm97mRgHyJ8eTLFeq8JwDrA6Wa2ZD/HhifTNfh0lsbcvYjIyJFqrH5vZssPdB4tXS+H+s8JHE30FXcBZqfo50KMIeRNrVqJOav1gdOBa4DtzWymdE8t1GZKeo9x6bpNwJrAl+u4/zzesSIxxpHDsJ8H3qj1OiIig63q+/YpwAkUWTc5u6ZCtIV5bLcl/Z1rG1qBTxLzbaeYWZccBhER6Vnqpzab2dxm9om0MRRAU3mtQV9rxEprIy4hasog+rO5rwzwOnDzQO63Kqz/VLqG+r8CXJZ+d8ksExEREREZzRTsLyIiMsKlhULrAjeUnj7EzBbp4fghDfcv32fp8fvufgixu/3uwGNEgVELcIm7bwcfDMgNKLBKRGQ4lNquO9PvFiLUaSbg52b2LTNbtHyOmS1vZpsBVxAL+o8BtiK+l3VSBPl3EJMgzaW/xxPFRHlh6J5E8RA9FDI9S7Tzr6VrjSMKeq4EtnX336V7GnBwoIiIiIiIiIh8mJktSCxSv9HMfpaefpv4fj+NGAt4xN2nNOq7edUYwSSKDQnzuPB44CdmNr/GA0RkrChvXGpm3wPOp9g8JW88fTKwn7sfl47rM8x0pIT7i4iIiMjIZ2abE3Px44FPAFcMJJSkamH86cBPgGXSyzn0tINi40AoQklyXzWHlawKHEwEpcxbRxj1/cCjpffpAGYDtjazhfu4/0pp4eXRQA5ZrQB3EfVsfS4oFREZaqU2e02inmta+v0ycIsWlYuI9E9V//Yc4EdE3zL3WfOY6jVEXeyWxOZQGwN7AVcDno7JGwB0UvSB5wF+D3zfzBYY7M8jIjKaDUO4/w30HO5/KrBST2MnpTm3ZYHN0uOPAUeY2bjqYxXqLyKDabDC/UsB0lPT7/JGViIiY4aZnQHsB6wOXDXQcH8za0l1WvMBVxHjB59JL7cR7WgLxTxXlp/L82UbEXNZvzSz2d29jRq4+yPpfbN83m5mtkQN99+catOWBH5MjG3kf4uz3f3ZWu5DRGSwVX3fPhfYG5hI0e7lsdrbiQ3+biTGAp4g5tnyxq3NRF93DuCrwLVmttPQfRIRkdGh3D82swlm9lUz+wXwEPBfYr7sETO7h6gF+4qZfQy6Zn51J/U/8/V/SqyvgOgj55ybeYBjzGy/dE57vfVdpXUdpwI7p6fzRi83AZemPDQRERERkTGj0tmpzAYREZGRzsx+DBxKDFaNIxYKbePufylPiFSd05QmtscTBfDfJXZthyLEqR04ADjf3d9u4P12CYo2s6WAxYFPu3tenNmkhU4iMhaY2fnADunPaURB5lTgP8C/gbmIierl0+OsnSLEv+w5iqLMZmKieu7S662lc45z90N7uK8FiYLRPYjdkfcF7nb3Z9LrCvUXERERERERGQRmNiewC/FdfB7gJeAU4CzgYWKsFODX7r7NYHxHT8WTGwHHA58iiiArwPPAd9z91p7GlkVERoty+2lm2wMXpJemADOnx7sDF7v7lOpz+vEeORT1S8Q4cDuxMKkCnOjuB6Tj1L6KiIiIzCDMbF4iaHQ1Yi6/Qix4fBLY3N0fqKdGqmphfK5F6CT6ni2lQ9uIOoBWYN50zEyl1zvoGlrSBDwO7AT8w91b6YOZnQfsSBFu0gy8Qmwm+Bt3fykdl2vUquvFTiXC+0jXmJzO/SnQpnoFERmpzOw6YlOS3H6e5O77D+9diYiMTuW+sJmdTQR4dBJrGSYAbwCXAX9w9xt7uc7CwNpEPezHgfmIvnBL+p3XRUwCLnD3JwbpI4mIjAlmthDRJu8MLES0oZ1Eu/oscCxwhbu/2YD3Gk/0r08jNg+YTowxNBMbAO5PrHGYlsdFSr/nJcKeli5d8gB3P7F0/fL/NScBP0wvKdRfRBquNBY6K7FBybeAWSnqsqYBfwP2cvcn+hobLl3vDKK2Ia/53dXdzxnszyMiMhTMbDfgzPTnVGKdbb/m0dL1cl9xfqLNXYqihqt6Pi2P8Wa5vS7PfWWPErW1D9R4HwcDx1Rd6w1ibOIid3+lj/PnJPq6yxHzfi3AbcD33P2/WvsrIsOt6vt27q+Wx3ZfI2p2/+ruf646d1FgUWA3YAWirc5tfa5jgBgTOE0BzyIiH6oZ2wxYn6jzyso5YbkfOxV4DPiFu59Vulaffcm0SdYRRPtevj7Au8B5wP6le+rxmuXaMWIN3fFEzVm+x4nE5gSbuvtTvd2XiIiIiMhopGB/ERGRUSANul1EDFblXYn/7O7r9XHesIX7p/fvdmBOof4iMhaU2tglgNOJyREowv27055+xpeeezX9/JLYKfkmohinQrTVBmxOhPTPmZ7PxTpvEhu9XN/DPc5LhAW6u7/brw8qIiIiIiIiInUxs48DNwAfo/gO/zixOOn7FGO0dwFfdPep3V2nAfcxHvg5EQLYSowrNwG/d/fNBuM9RUSGQ5pHu4zYELUc6v8td7+yAddXuL+IiIiIdMvMmonAuF0pvu/nsYC6Qkmq+p05FL+8MP4d4G7gCuA+4H/p1HnS61sAywKbUgSV5LDTNqK//CxwIHB9T3VipVqIhYE/AMvTdaOAl4kF+pe5+8NV584EfAbYC/hOejov0LwN+La7v9jbv4OIyHAzs1uBLxDf9ZuAQ939uP5+1+/rPNXTishYVdW/PZ4IaeokamwnEptR7wjc4+5v5XOASikwqsXd20rX/AjR3zwR+HTp7crrIk4GznL3pwf3E4qIjG4jKNz/gfT89Tn81MxaiADAq4hxiTzWciuwm7s/2s0Gg6cAe6fPMBWF+ovIIGl0uH+65jFEHUK+xmHufuxgfg4RkaGQvudvAxxJrHGFfs6jpevlNri8AdQ0Yg6sidgU+zViLi0/biY2CPwy0e9dtnTJtvR6nkd7ipj3+2tPa3FzPzT1cf8GrErXebSXiP7tFe7+v242r5qFWC98QbqX3DduJ9r/E7t5WxGRYWNm+xGbllSP7W5NjO1OScdVgGZ3byu1lbMRbfCJQHntQjmH4TjgdHd/eUg+kIjICFQV6n8EEei/aHp5KkU2TQdFHUPuw2bnEblkd6Q2uJZw/4WJOrI901N5vi2PT/yRWAd3p7u/3se1Zgc2ALYENkxP581Xnwe+5O7/7e0aIiIiIiKjlYL9RURERgEzawL+CqxFEfY8BdjF3S/r69zhDPcXERnrUhu9BnAQsG56upMi0ClPXOTinLyA/g9EqN85wFvu/lLpmhWgxd1bS899h5i8XpCigKkDONrdj6rhPhUkJSIiIiIiIjIEzGxx4KfAOsAcpZduAD5KLCbqBO4HVnX36YNwD3lceBHgDmJxfB4XeJ3YUODRRr+viMhQM7OViU1MlqfrYp9vuPtVDXwfhfuLiIiISBelxegTKGqyFk8vDySUZC9iXKGZYmH8i8A+wF3u/kz5HigFn6bnvkGE5W1NLOCsDiV5EfgxcGVviy5TiN4OwOHAInQNJXkPeI4IJnmMWEQ6O7Ad8CkibBWKUP/ngXXc/bG+Pr+IyHBKdbb/BJaiqPHa191PruMaleqF8qm9XpZi8f044CHg1Z4CokRExgoz+y5wPDAXxaZVzxD9wydqvEZ1ePNswCnA+kRNLXRdF3E0cKq7v9OozyEiMhYNQ7j/usDpwGJ0Dfd/Jb3fb9L7fxxYD1iydFwrcER3QadmtgwR3moU84UK9ReRQdOocP/SdfYm+re5DTvc3Y8Zqs8jIjKY0jza/sD2DGCT7NK46xzA5UTfshzqfwtwPvCX8jrd0vkTgZmJuawNgdXTudWbZL8AHAFc7e5v9HAvuf3ekPh/YEm6zqO9CdxJhKDe5u6T0+bYnwU2If7fyH3ipnTOJe6+bfmz9viPKiIyRMxsdaImYHmivRxHP8OZU1D1jsSaBkrXAzgJOFAbYYvIjKgq1P90YA9ifIH0u6mHUzvTTxtF8P/NRHbNb1N/tZbNBucm8sb2S0+1pvfMayOeJ2rETgKeBh4k9X1T/3xlYq5uX+ATwPzpOnmM43VgTa1fExEREZGxrKdOu4iIiIwQaRCuAzgKeJmYoG0GZiOCpHtVGmybTiz6PI+Y7IYYnMtFjpOAndKktoiI1Ci10bcRkyRnEQvYc0F7E9HGNhFt+P3EjsVfcfeNgR+5+3/Sa3kRJ+7emUP908YBuPuvgbxItIUiLGrbtINxX/epACkRERERERGRIeDuTxGhdzcCk0svfY1YgJ59Dth8kO6hI40pvAD8Oj3dSYxTzE8U2IuIjFpmVjGzmYl29FNEG5dD/XfKof55zHWgciBfenwHcByxKfc0om3tSPewn5lNSse1m1lzI95fRGS4lNvRRrWpIiJjReojNrn7NKIm63zgqfRyDgBZAvidmS1f+q7eIzNbFvhmOr+VCMV/Dviyu1+RQ/2rags60nO5tuBK4AfABhS1ZhWKELyFgCOBb/VWJ+bubcDvgcuA1ygWbbYDsxBheWcC/wf8Bbgq3XsO9W8v3f+6CvUXkZEutaOdwJT0VK61+mJazF7L+ZQCl2Y1szXM7BjgdmIc4Vqibb2KCJq6w8x2NrPPla6jfreIjBlmZkQfcW5iDHUCMXf1lRRwWtP4aVWof3PaFGUPoj/6n/RSeV3EYcDX0/FaOyki0gN3f5EIejqH2AiwmRhDaCOC9g4BvmlmczXgvaYDNwDfI9a05c1YOoD5gBWIcKifArsR4ag5RKoZuCqH+lf3md39EWJN3L3E/zXvolB/ERlEpfW6k4kNWX9L1IhVKGoX1gFON7Mlexkbzv3cvJlrDtubHdSXFZHRrzSPdgJwAQOYR0vzci3A7sAqFEH8TRRzVL9295dyfzFfLwXlT3X3N9z9lHSNnYm2exxd59EWBo4BtuypH1wKR72DmEd7hWIerY3Y3HB94DrgTjO7F7gP+DsReLoYxeYGLcB1pVD/ZoX6i8gIsibFmoNxwKvANu7+31r7qnkM2N2PIsYZ8oYALUT9LUTbuFqjblpEZLSoCvU/lyLUv5Vi48AniYyZg4CtiLmxP6XXm4hx1tyerk0E9O+es8r6aq9TH7kc7D+O6BvnTWAXBlYGLiU2DriT6AffbWb/AG4l+sSrAfOkc/Kc4NMo1F9EREREZgCVzk6N6YqIiIwGZrYIcBFR1JN3pgRY391vrOH8vAP8eOBHwHcpdrefTlEUeQBwvru/3eCPICIyIqXCnG6/GPX2Wi/XW50oZP8isUj9CeBN4A/Ay6lws67rl9rwCcQiz1UpJjVeA5Z29zfquU8RERERERERGVxmtjRwKBGkNyvxPb6SfvKGfce5+2H9GYOo4z6+Clyf/mwlCi3Pcfdd85jDYLyviMhgyW1mCj39CzBv6eUTgMNTOMigvXd6vCpwMPAlYt4ut+0V4MRU5N6l6F5EZKxRf1JE5EPz+fsCOwGLp5dzKMeTwObu/kBvbaeZ7QmcVnrqBWKB4xO1tLmlvnL+/WngJ8DqFGGq7cTYwItE6NQ17t7ayzUXBQ4kglEXpAiXyhsIdhJ94I70Uw4BvA/YVqH+IjKamNnRRLBIB/E9/xWiDb+9amH9B5uslM6dkwhl2gpYCVirdOn8f0IeP8ht5hSivuwEd78kX1vhTSIyFpjZHsDppafeBLZz9z8MZEyh1AcfB2xLBPJ9Nr2c10W0En3pu9Suioj0zswWIoJNdyY2BMyhTS3As8CxwBXu/maD3m8FIgjqE+m9mon+cp5ny33nzvTcde6+UTq3y7xb+f8TM9uJ2BR8P3f/VyPuVUSkN6V+6azAqcC3iBqxPGY6DfgbsFdvY7xmtgGxGWAei7jY3bcfoo8hIjKoGjGPVpr3mhe4mggNzW3tb9392zXeS6VqPHc5Ihh1WYoa3450Ty8ReQtXuPvUXq65CFE/9g1iw6qOdG+5P53vM//O4xakY3/t7tula7WkjbdFRIadmS1DBDfPSoy1AhwP/KS3drGHa01w92lm9hHgIWAO4v+AXFvwS3ffqWE3LyIyClSNa55M1HB1EmMJE4n+6FHAHe7+cDfnbw2sC2ydnpqazgN4DDgXOMXd22udkzOzrYgNBD5OrI1opWuNQ65zyJsF5LHdPJ6c2/XJxCasO7v74zX+k4iIiIiIjFoK9hcRERlFzGx9IhgaYvK2BTgP+CEwtYbFmwr3FxEpKRX1tBAL15ciJixaiAWT75UD8/tYYF/rhMaAAk7M7GpgE4rdljuAz7n7f/p7TREREREREREZHL2E++cF6K3AKu5+/yC9fwWYjdgoMAeaNAEPAiv1FtwnIjKSpcWelxFjpdOJ8d1/Anu4+92D/N4K9xeRMaebBewLEYvONwBmJ/qUE4F/Aw485O7P9nS+iMiMpqomK4eS5JqscijJN9z9/h5CSRYDbgU+kp56A/iOu/+xP/3J0j0tStSWbUGE85XD/Z8BdnT3v3X3HqWaioWAbwM7Akvz4dC9HHKSF296+izHufvT9dy3iMhwSwvgLybatDairvYJIhz6hR7OWYtY3P59YiOVRSjaxGnpGuUAJyg2RWkuXWpPdz+rwR9JRGRYmNkngVuABSjCRC4B9nX3Vxpw/dzfbSGCqH8AfCy9nNdF3At8y92fGuj7iYiMZI3YgHUYwv3nBX4HrEKMUUCxNmJC+ns68Bt33yGd023QaVUI1mzu/m4j7lFEpBZV4f6nEOOwdYX7m9lqwG0UY8mXuftWQ/k5REQGU6M2yTazg4FjSk/9GdjE3afWO5dWuqfFgf2IDa4XoOs82nNEGOmN3dVElObRFgW+B2xJjBOXN3et0HWD7Nz3fZzYfHv/dC2F+ovIiFBq275OzJeNSz/TgK+5+811Xq85hUp/nBgvXohi7qwCnOvuu5SPbdynEREZ+cxsb2LjlPHEeOgEoh+6sbs/UDou9ysrua00s4WJtRRnpsPKm0g9DpxDDeH+VeOrXyD6xjsCc5UOy33cau10rRn7F5GLdoa7P1/HP4WIiIiIyKilYH8REZFRJC3+PI/YMTMPar0MrOruT9ayWF7h/iIyo6sKXZqFaAMPAD4JrFg69E3gBWI34lvc/cF0Tk0Tw40OMClNXh8HHEixUH46sJS7P9Go9xIRERERERGRxjGzpYhw/w3pGu7fRhS6nw0cWt5ccBDu4UZgXWLRaDvwPyLYXwvaRWRUKS0aWgy4Dvg0xWYpJ7j7gUN5H+mxwv1FZFQrt09mZsDaxML1OYB5ejjtGeAB4CLgrp4CTkVEZiT9Dfcv9XFXBa4nAk/HA5cC+7j7awO4p3ztBYhgvu8SGweUQ0n+B6zh7i/11mc1s5nSuUcAqwKLdXPYq8DNwKnAv9z9nf7eu4jIcDKz64Cv0TXc/0ngaKLdfBuYCdiMCJHenKL+tpUi4GRC9bUpgv3y4w6KwFSIDVcubPRnEhEZKqV+7hbEuocJFG3c5u5+dQPfK/d3xwOHAHsR4xkQbe2bwCHufnYjQq9FREaiqvHdFYHn3P3Ffl5rQYpw/4UZpHD/0rqIWYh1HOsQYw1lNxJrOCalc3oNOtXmsyIynAYa7m9mHyWC78YRYwvXATv1tCGWmTUBpPdUP1dERoWqcP8fUccm2SnEdCKxMdS6xJjqS8B33f1P/e0LVm1wvTuwLR+eR3sKWN/d/9PHJtlzAisQ636/VPVWeR1w/n/hTOB6d78hXUM1ZSIy4pjZJcBWFJk2dW8+Vfr+vwTwdyLU/32iTVeov4jM8MxsdeBk4PMUdQYvAGu7++O19nPNbB3g/4CZKfrWUF+4f3ltxExE9s6x6ffHS4fmPm3+/yF7i6h7Oxlwd3+vhn8CEREREZExQcH+IiIio4yZ7USETJcXDP0a+J67T63xGgr3F5EZUtWEworEosodgPnSITlYL+9mnN0P/N7dfzyEt9uFmTUT9/c7YFOKcKgXiKKfV1WMLiIiIiIiIjL4qsYXai2U7C7cH+K7/VPAnu5+faMXW5YWDf0K+A5RRAkxnvA5d3+1Ue8lIjKUzOz7RFgoRJv6FLCmu78wVAvXFe4vImNBVejTrsTcWV5k3kHXxTedFCFOeeH5a8SC+YOA2939raG7exGRkac/oSRAJS2ePAn4IcUCyC3c/YoG3FMeG5gX2JuoE1uArqEkfwU2dff3ahnrMLNlgaXSZ5uHWJz5b+C/7v7IQO9ZRKTRSm1hbqe7HTsoBYysCfwMWI6utbq5Le+k2Lg1m55eq1AE978JPAz8E3idaC87gS8AiwOrUfSzO9L5TwPbuPvfG/cvICIy9MzsWmADos9ZITYIXM3dpzX4fcp98MuATYjwk2ZiTOMeYiOr6Y18XxGRkaBqfPcUYBfgCuA4d/d+XjOH++9CBO4Ndrh/CzAnsB6xpqOD6BPfnNeyaX5NREaDgYT7m9lixPjqTOly7wI3AC8D7xBr2l4DXiE2HMTdW7u5hzz+oXZTREak/m6Snc5dCriXCIMGuBPYsAH90vI82m7ArkQ/uDyP9k/gi+7+bi11aWa2DbA08FWijuzddL3LgYfd/S/V/yYD+QwiIoPBzG4gvqvnGrHT3H2fWtsthfqLiPTNzI4CDis99QqxSfbttbaNpf7s6sBvgEXoZ7h/N9ecGfgo8E2iTuwL6brzAlOI2uGXiTHpf7n7LTV/eBERERGRMUTB/iIiIqNEVThILnTPi+gfArZ090frmAxRuL+IzFCqCnk2A44kdgeeiWj3xtE1bCkvwBxfusy1wA7u/sbQ3XlXZnYXsCJFceel7r71cN2PiIiIiIiIyIwoFSg2ufvkOsZkq8P9c5FlM3A38OV0vRZ3b2vQfeaCypOBfSjGlF8ClhnOMQ4Rkf4otWtnALsTAU3jiLmyNdz93eG4n/S4t3D/E9z9wHScFiGJyIhQFfr0UyKsaZb0cq4ZKAf758c5yCk/35SOPxu4yt1vTdesaRMsEZGxpj/h/un4C4Ft0zHPEf3b5xvRnpb60QsRYxPbUIRKdRIL6E8igv8+FAgUDZMaAAAgAElEQVRVuk5di0YHcs8iIgNV3RaZ2drAxsBZ7v54b+OwZjYT0VbuS9SX5U2vIMZzoQiNLj8HMJnYMOUu4LfAK+4+uer649L1TiI2Xekk+tktRN/6eHc/UqFOIjJapZDme4gQu6b08wd333iQ3i/3qecnQqI+Ttd5uN3d/ezBeG8RkZHAzE4g+q4Qm0n9H3Csuz/Wz+stRIwX78zghvvXsrmgxhhEZNToT7g/0Veejwjvn5+iBqKsLR33FlHz1Qo8CDyTfu4nAvWeqWXzVrWtIjKc+hHun4OhvwZcTbSp44Fd3P28RoyhlubRFgAOJMaG56bruO2ZwH7uPrWX63SZR0vjwN1uxiIiMlKZWTOxAd+9wGJEH3YC8B13/00tNQMK9RcR6ZuZLUvUFEygqN06Eji13vVkpf7sKkS4/2I0KNy/6rn5073Ol+73JaC5XA+hGgcRERERmRE19X2IiIiIjARpEC0v/rmA2LUyWxbYLh1X0wBXmvhucvfpwE+B84jJbohJ7elEIfskYCczm2Pgn0JEZHhUhfpvDfwS+AwxCQxR9FghJic60uMmoj1sIwpw2oGNgMvN7NNmVhnSDwGY2fZEqH9Hui+Af6bX9P1OREREREREZBCUxwDMbHYzWwG4EfizmX0yjbU293yF4O7/Bo4B/kCEO+Vz2oGVgCvTcW21XK9GlRQkuFz6Owf2PQdMHo7xDRGRgUjzZXMCa6enKsR46VXu/u5Qj5Om+6mkx3cAxxHhfdOIdr6DaHf3N7MT03FahCQiw64q1P884AfAzBTzT3lBz/3AbcBNwK1EP3Za6fWm9Pd4YA/gFDP7HnRtI0VEZiSlmqxpRE3W+RQ1WS1EW7sEcKWZfbY0rvDp0jGTgVfT9QYcsJTbZHd/ETiR2BgLIgCqidjYZQPgU9Bz/UGtfVmFQonIcEvtcN6IbxUzO44IztsHuMnMFuxtMby7v0+E8p9ABFPnoL0Wou3M4VHN6ecJIphkO2A9d9/M3Y939yeIYL3qtrXd3dvd/QfEBlmVdJ32dN1tzWx2LXgXkVHsk8AyRLuZ+4Z3wuDUupb64K8QffDJFHXAEHW3IiJjkpmtTwSidhBjtXMCmwKHmdkn+3PNNH5wTvp5keirVogxjY8AhwDfNLO5BnLv3Y0fVI8pa4xBRIZbT3NdaTOrLkr90snE3NvlFH3TTiKsbx3gdDNb0t070vjEa6TxYKLN7STa3PJGg03AHMBSRB3YtsQmrucA/wD+BTxkZrcBV5jZgWa2u5l9xcw+ZmaLle5TbauIDJtusg36mkfLc1NLE2OneR1wnkcb8BhqaR7t5XRPf08vtVPU+a4LrAc9/99QqsHIr3+wBtjMKlr/KyKjQWrL3qcY182bTs1Uer1HCvUXEeldqa+4LMUmgBXgaeDP9Yb6Q5f+7D+ALdO1ct8aYkPsnYEfpLa3o6++aaneopJ/u/sr7v4q8Ki7P5nqKqZUnacaBxERERGZ4WjgV0REZBQpTUzcCTxPsUgeYCszW6nO6yncX0TGvDRJkEP9dwIuBmYn2rg88fEAcDqwPvAFInjkp8BUoq3NAUztwJeAc4GVhrKYxszmJQo4SfcyDniMaLs1ySEiIiIiIiIyCNK4Qi5I/BxwIHAdsDqwMnCtmS1QR7Bdd+H+eTHmumZ2WTquvbsFoPVK4wXTicX7EOMcFeAhd5+uhZoiMkq1EQveIYrOm4A3YHjGSWsI928n2uIfmdkmQ31/IiLVUo1AXlB+JrAj0SedTrSrrwM/J+bN1nT3tdz9S+6+DrAasDHwFyLQCaJNzrUFywMnmdm+oHB/EZlx1Rnuv2Jql8vjAO9TBDY16p7yIs6niJqIyUR9WGs65PPADvn+G/neIiJDKS9ET493JcL5D0wvTwYWAX5nZhN7u467v0XUmW1E1JXlMKdO4jv/K0T7fgBRb7aRu//K3XNwdXO6Tkf5d35c2tz1R8BdFAHU04F5gPn7+U8gIjISTCDayw6KOt13YPD6mqXr3k6EiDRRBJbsYGafH4z3FREZAf5ItH15M6p2Yq3ExsChZvaJ/lx0qML9u3lf1TCIyIhRtXHgwmb2TTP7MYC7t5W+23+g3nD/dNo4inHaSvppp8gByWPHuc/bTrTHeX4vP/9RYi7v60TdwhnADcSmhf8ws7+a2fVmdriZLTCAfxoRkQGpd5Ps9Pz00u8pwCMNvqc8j/YccBDwMsVGrwCfAL5VPra3a6Xf7aXHnZp/E5FRpJMi2D+bua+TFOovIlKT3I/8GlG3NT79fYG7P9jfiw5GuH++bvl3N4/VxxURERGRGZ6C/UVEREaZNJD2ErHQaCpF4ftCwIrpmJr/j1e4v4iMZVXhe9sQgfwQxTt5kuMoYGd339vd/5+98w6TtCre9j0zG8gZCSqghBKQnyBKUJAsWUCUnDMqIEoWBUTJooBkBETJKgaiAQQRJelHUCyCIjlHWZadnZnvjzqH92zvhO6Z7gnLc1/XXt39hvOe3j9qqis8daO73+vuZ7v7wYRgyVXAa0ShZHf69yng+8AnWynuX1PgszWwQ3o/DngdONnd3+itGFQIIYQQQsz4ZF/UzNpLv1T+oRBCNIea5syNCfGm/QlBpSyYvySwcyPr9iLuP44ozuwGtjKzy9J1U5sh7g/sCKyQ1s9NRg9AY7FkIYQYDSS7tRCwMJEfy3btjeL8sNOHuP/vCaG/cUQ82oFbRmJ/QghRUoicHg7sSyVMOhF4hmhGPyLlzd5O12Yb94C73wxsBnwJuDotWwpDzw6cZGbHpHsk7i+EeE/SgCjJFWa2BJVgdFf61/TGx2ST21Mj6JcI212KRu1kZqs1+7lCCDFclCIgZnYcEYct7dpE4C3gKnefPNB6aTjqC+5+ALAesBSwNBEXXt7d93T3k939RVJsori3XzGSJGzSTtQB358OdxN2eXbABvzCQggxepmDSvy5rThWWxfbdNz9QeCU9DEL8HUBCw7H84UQYjgp/N+1iLhC7ncoxf2/OdbE/YUQYjRQMzhwM+BkQqT/yKK2q9ff/r2I+19F3+L+S7n7JGKAIIQNnwKck+77HfAk8CqVqHUHVb3ZBML+55hyzvvla7uBuYAFgDWADYCF3P35ofz/CCHEUKnJo51C/+L+BjxRnJtAijM0eU85j/YQUXfbybS1ENua2Xb52mY/XwghRgOpH20CocMA4WdCDLmmr94GifoLIUTvmFlbmZsqhPBnIn7DTyV0Y/6crh90L0SrxP2FEEIIIYQQ/SOnWgghhBhjFMneB4GbqERLOoBvmNlijU60bEDc/wRgDzOba+jfRAghWk8hvrclUdQIkQjOk+F3cfdj3P3edF0WRs3iJH8EjiRE/F9i2mLHVYBTgU+0KmFR7H9bQjwQwib3AHcAt6brlMAWQgghhHgPkf3P/Ps/vU4sLumuuV6N6UII0SApXpqbM3cALiFiATOnS9qBx4Az3P2kRtcvxP2vIxo3O4jf+93ANmZ2fbpuap+L9L//tvQ6G/CZdLiHiPc+BVye1m+6SKAQQrSSZLd6qMSgcmx2/MjsqKIXcf/jqYT8HwdW06BWIcRowczWJBp3IJp2ZgKeBtZy91vc/c3y+rIpPfnKb7v7b4ghV8enU+OpfFoIwajja+8XQoj3Eg2I+98IfJKwox3Ah4HFWrWn9PZOKn81+9VzAMuA4spCiLFHjaj/WcBhwNxUTeqvAecDm7r7aQ2sm3/rd7r7o+7+uLs/QxLcK84PyudN991VHFIdmBBiRuB1wv6WtbUzQWtjBIUPex/hW+dYcgfwhVY9VwghRookmDcu1RWsTYg/SdxfCCGGSE2M4WAiF7ZNOj2ZqO06qr81asT9v0rf4v4/MLNFgH+lW9uI4YEnufs27r4h8HFgeWB9YFdgP6L/9wbg7nT9ZOJvQFtae0LNljoJ//wn7r5v+m6KAQshRpQabYP+xP2vA1YGXqYabrJYC/fUBvwV+DHhW3cQ/nUPqR5XAqhCiBkVd+9y99eBv6VDud71o0UMYhqGS9Rf/qsQYqxR1hKY2XpmdoiZzZRO5yHZ4wg/97507ZB6vCTuL4QQQgghxPAjh1oIIYQYo7j7c0Qyuo1KfH8e4AtpYmdDf+frFPcfRxQibd6cbyGEEK3HzD4NHE0I771DJcD3BXe/pLy2EEbtKY79G7gIOAZ4nkogqpuYMP99Wijub2Y7AZemj28TNvlV4DR3f6QVzxRCCCGEEKOb9Bt+LjPbzsxON7NbgIfN7J9mdhdwvZntZmbrlfepyEYIIeojFTFmUf/dCVH/uYkGx1wQfg6wv7sfkK5rWKS5H3H/qcAGZnaLmS1pZg2LVRexje2A3dL7diK2cL67v6C/C0KIMcwrhBhfG1Xdy/th5AeW9CLu/w2iqX5Fd385NTZJoE8IMRpYC/hoej+eECXdzt0fGchPLG2tu092928AXyYa2dsJ+/xOuuRQM1ut2ZsXQoixRI24f2+iJN3AIsAnCBvaTdQ1tFQQL9UbXJs+dhDxiHHAvmY2q4ayCCHGEjWCexcA+xCx1lz3+nw6dqy7/zFdV5f4R1/2sLc6s0YpfOvZ0mt72ncn8Nxg1xVCiFHAJML+Zn8XYB0zm62Vg0+zTXb33wH3E3Y1P+995TVCCDGj4O5TC2G9tZC4vxBCDImaGMMpwLHAR4pLxhG/2wfs52pA3P8cYMV0WwcwH7BQkbN7xd2fdPc73P3H7n6mu+/l7hsTAtMfA/4P2BQ4ADiJGOp6DyEOCPAmcJG775y+W7t8YyHEaKAXbYO+xP33Aual8nMXhtb0R7h7T7LdN6RD+RltwNZm9sGRrlETQohGSfozjQjjP5teewi7uwywVV6rWLclov75GWY23swWhWnrc4UQYqyQbNf6wE3ACcAZZjYHYV+h6lFra1YOTeL+QgghhBBCDC9ypoUQQogWUiY4zGxCM9cFcPcLgJ+nw+MJsectgHHFVPi6GUDcfxzRfD8OWGHo30IIISpalUg1s8WAvYEliaKdienU7u7+izrX6HD3p4hC9IfT4bzfpor7l/eb2cJmdjBwcTo0iWoowZfc/bdDeZYQQgghhBibmNmyZrYvcC8hNP0VYA1CyHRJQvxpfeI3/U1mdi1wgJnNpwJyIYQYmFS82JPe7wqcn07lYXsABwJHuvsf0nXtgxVpdvd/ML24P0TB5BrAz4AdzWyhvL/+9l7zeVui8RNgMhHPeBS4Pj1bfxeEEKOC3mzbALHWCVRiUPl1+XRfy0Sh6qVG3P/vwFnu/mqKNU8d4HYhhGg5ZvYx4OD0cSohdnoa8BdozE80s5x7uwJ4K73vovKdz3f324e6ZyGEGOsMIErSTiU42pP+zQ7sMZhhf/VQ+OAXEeJOFM+fE5ilFc8VQohWUMZnzew0YtBpD1HvOhF4GtjE3a9y9+fzfaNBvM7MxqW3C1ANfc0irK+P1L6EEGIoJF/zKcAJu5Z9z6WAOVo9+LSIET+dXnOcY/EkAqVeSiHEDEeD4v5LDfIZEvcXQszw1Ij6nwN8jbCnnYTNex34CfA5d7+snjXrEPefAKxGDOTOQwp7gM7+hgoWMd4pwBPu/h93v87dz3D3w9x9HXdfCVgOWBZY2913T/e2q25MCDGaqBmS3Zu4P8BcxS0dwC5mNksr7Zm7X0PU8ELk8qYQQ1qXg9b1RAshRLMp6ll7zGxdM9u4jtsuB15k2nqGVYp12lol6p+fkd7uD5xpZqvVHBdCiFFPsperUQ2M6gZ2B44gBgZ2kWob3H1SM3NoEvcXQgghhBBi+JAjLYQQQrSImgTHhsDvzOwkM/tUzXUN/z2umSZ8I9EgP5UI2q0KfD1fN4i1axtJzwf+TfgNE4FL3P2ARtcVQojeMLOZ4F271jTBpWKtTwKbEIWO2d4e6u4X1btOkQA5Hli9l8uaJu6fC4nMbFPgOODEdGoSVeP8ru5+VbpOxT9CCCGEEO8hzOxzwJmEn/ghIhbQQzQN5Yb4bqJoPPuxG6Xr/2pmW5jZgsO9byGEGEsUov5fJBrSYdphe9u5+2nu/kpxz5Aag3oR98+NSF1EA9B3SAXptTHfMjZQ7H0hM/sacGmx/5mIvxFHufu9Q9mvEEI0k5qBKh8ys48VxeG9xozd/TngbzWHP2lm87daFKpeSnud34+WvQkh3rsUOawViGbLKYTv+Q5wa6PDR5K9fsfMlgAeJMShplAJOp1XNmc251sIIcTYZQBRknYi1ttGVdvwkfy+2Y2Thb/aCTyZ3vcQsYPFgJWa+TwhhGglRb3VIcRA7CzqPxNh49Z093tHY51VEmCdDdiMaf8GXOvuj47czoQQYvC4e4+7TwL+QcQdsujzfMC+wxgjeDW9Zt93PGFnR93fAyGEaAYNiPsfKXF/IYSYnhpR/x8R4nZZaH888DywH1F7dVO6rq647QDi/hAi0XNSif23pc/9rZnrEHp6qSdrz363u7/k7g+5+/3pXJtE/YUQo5EB8mjZPkL8tu8C5iH6KZqeR6tZM9fbdhNxjg5Sj7HEpYUQY4mk4/BZ4LfAFWa23AC3vEIMtmoj6goAvpL0DwDaWyXqnzGz9xN++UbAfmb26UbXEEKIUUDpq76TXg8BdqDwbc3sg9Bc/RiJ+wshhBBCCDE8yIkWQgghWkgKcq1PCDKtTgju32pm3zKzNdI1gyqEKRK+VwAPEwVC+dhqZjZXrzfWt3Yp7n8qkQB/GLjS3XeB1iS6hRDvLcxsUeBSMzsSQtSoWQ07aa25CXH8uajs4+VEAWQ9+yuLMk8BvpZOTaYqnszJkkGL++fkipnNbGbzmNmZwOnATumSd6hE/Xdz9x/n+1T8I4QYSUZj07sQQszImNkuwGXAZ4gmnm4iFtCWXscR/mk7MdgqC/Rln/HDxPC+b6mYUQgh+sfMVgG+TdjSyVS/y7d09yta8cx+xP27gQWBzYHbzOwsM9vbzN5nZnMUYthzmdncSbzqXOCUdH+5/13d/ZfpevnzQogRJ+Wish3bEvgZMdD64iQ80tWPvXo8vbYTTUMLAdvkdVu6caYXqDazNtlWIcRop6hN2IyIJWRbdpW739HIWjmPlpozb6VqzsyxivPdfZ/y2mZ8ByGEGOvUIe5f1pGtQapTaIXQUqo5mELEInIcOfu0M/d+lxBCjE7MbC1gaypR0ZmAp4E13P2x5JOOujqrFEvYHFiYiG9kO3z3iG1KCCGGSBGfvTW9TqWKQaxCi4ZXZYoYRM6PdRD+7hPu/o5iFEKIGZkGxP2/YWZLDvIZEvcXQsxwpJht7h87E9iVanDgRCLGsJm7/9Tdn8r3NRK37UfcP5PXmpBe5x/s93H37r783tEYHxFCiEwDebQOQtR/n3xfK/aS3l4NvMm0gwIHbaOFEGIkSJo3GxL1uRAxgrWg7zituz8JnJw+TqAS99/VzJZtpah/sacPUtncLwK7mNmE3u8SQojRibvfBmxKxBhmJnq8IPqD24jesQWAldL1Tf3dLnF/IYQQQgghWo8caCGEEKJFpODWZ4Ab0qHJVIXpRwMXJRGmD5rZLNB4gXoKir0FfBN4lUrsaSNg/SHuvxT3Pxn4vLtvm/fZikS3EOK9g5ktAtwBbAF81cxOgOaI+xcCSl8GFqeaXPw4cLW7/7eONcqizO9QifrnxPKrhG18nih2H7S4f/p7sQBwJnALsC+wSDrdRRSB9gC7uPvFxf5UTCmEGBEKkbp5aj4LIYRoEWa2J3Ah0Xie/dt2wi+9lhjKtysRb/ghcA8Rh5hAVeDTSdju3YBzzewLxfqy5UIIwbsxhdmJYsXFiN/6M6XTO7j7Na18fi/i/llopIeqGH5v4GyiCP52M7vOzH6WPt8FnABskq7tSfufnPb/E9CwQCHE6CDZou70fjdiKOsKwPuA7YHzeouDFr7rr4HXiRjqeMI/XhuqHFeL957jxyeZ2Ybu3iPbKoQYQyxIJeAM8BTUX69QI+rf9OZMIYSY0alDlKSHqnny82b2yRbtI/8teJWw3/nZALO34plCCNFsijjBukRcASJO8ALwBXd/fDT6pIXvPScxqHBOqiHetwGnpeuUwxNCjDmKHoPrgFeoamwB1iFETFsiuldDHlbVTfi7r4NsqxBixqdOcf/NgCMl7i+EENPVLhxJ9HRlUf+ZgCeJwYF3DfVZA4j75/hs9pNnTXuSFogQ4j1FnXm0HGfY1sw2atVeUp/zFMI2l3m0JYvzQggx6jGz2YAD0sfJRGxgDzObNdndvmKmdxD9CT1UGnXrAOumOoaW1I2lPc1B/B2Yi7DFAG8m7RshhBhTuPt1wHpUsYYpVIOjco3YlqmfrRXPl7i/EEIIIYQQLUTOsxBCCNEkygRsMel3IeDp9H4iUQyZBfgWJabB/wo4zsw+XBao1xPkKhIZ/wQeTO/fTq/7JeHsQZMTMe4+1d3/mfbVNgyF9EKIGRgzWxj4K2Ejs7joHs0S9y8ElFZOh7KY6Y3u/su0hz4bc8rhJWZ2BHBEOjWZaPR5BVjJ3Q8HTgFeYoji/sT/wVLAcmmNLNbXTSRGtnL3S2r3J4QQw00WADWzTYHHzGw5idYJIURrMbPtgHPTx0lEfAHCF93e3T/n7ge5+4/d/dvuvj9R6LMycAXgTCvuPwFYhhBK3Qmq4pxh+1JCCDEKKcTuFyKElCZS5VIPd/fL8nWt3Ec/4v7jiDhBd/r8YeCjwIbE4MRlqIYR5IL1ScBfiLjCu/uXDy+EGA1kW2RmOwIXEHbubaoi9UmEyH+v9xF5sTeYtqh8MzM7JF3XshhqsffDgIOA68xs+1Y9TwghmoWZdZjZQoQf2UbktnqAm9MlA/qJEvUXQojmUIcoSfaLlwe2MLNZm72HIsYxmUqUJDOx5hohhBiVpBzXisTvcwgf923gRODudM2o8klrar+OB7LwVBvwHHAZ0KlYrhBiLJNs3X+J2G8X4eNme7yrma3Vymeb2aLAp9KhHD++M73KxxVCzPCMEnH/I4BtzGzOIX4dIYRoKUX+fwtgVyJf1knkvp4G1nT3fzdLvLkXcf8rqcT926jydTuY2WIDCK0KIcQMSQN5tLmAz6V+5VbQTQyRfa7m+KT0qvitEGJMkHzPJ9PH8YS/+1HgwHS+V3uW+hquJ+xue7pvduBo4He0qG7MzMYD2wEfSc8cB7xFxDeEEGLMkXzb24E1CM2xCUStVg8RVwX4DNET1pIBUjXi/tsAj9O7uP/Xs7h/s/cghBBCCCHEjIqE/YUQQogmUCYWkgDJiWa2pbtfCaxCJI3vT5dPpJoI30M0YO4P3GlmB5rZKlAJjtRTeOPujwNnp48zp9elqKa+D/pvfm0iRo1CQogmsDiwYHqfbUpTxf3NbG1gY8LWthE2+Jh0rr0vW1YOLzGzLwGHplN5+vGrwAbu/lg6finwQ+A1qmL3wYj7Pwb8EngqfZ5ADAy4GtjJ3X9euz8hhBhuClH/DQmbNQewSD43opsTQogZFDNbAzgufZwMzJLe70aITN+Urusws7bCHv/P3R8A9iYKanIh5TiqgVRzAReb2T6g3/tCCAFgZuOAbwHzUxVJ/pHwf4HhsZe9iPu3p720URVtlgIoeUBgRzo+gWhiOhrY192vBYn6CyFGH2a2GiFgB9HwmHNcXwVOcvfapsh8X3s6dzJhr8ui8h3NbM2Wbbraw8qE8F62wT8xs/Vb/VwhhBgKqaahkyo2kIWWZk/n+/UVJeovhBDNZQBRkg7CZncQYtWfhaHVgPXy/Gz35yZiCTn+MBn4V801Qggx6ijyYium1ymE3XwF+ONorbEqatO+T+TyoBrWegdwjbt3ywYLIcYyhQ2+lbBx7VSDpJYihlct2Nu9Q6GosZ2H8HG7SEOrgL/W7E0IIWZoehH3v4PhFfdfBDiSyl8XQohRi5nNDmwCfCgdmkAIOW/l7v9pdt6rRtz/QKYV9x+XXtcAzjazxbP4XrOeL4QQY4GaPNopTC/uPzW97gasD83No6U95Bjt+OK5AM/kPTbzeUII0QoKP/I44FHit3v2OVc1s5lqrsv3tQO4+7eBX1P1pHUCcxJxhTwQq9l1Y0sTwv5zp2e2A7/OWgtCCDHWKHzbu4A1qcT9cx/CVGBh4CwzmyXV6TZdG7QQ978T2Jbexf33IGywEEIIIYQQok4k7C+EEEIMkRpR/+8RAvsHAFeb2c7u/rS77wnsSBQlvkgE2XLioocoWJ8XOAG40sy+ZWYfSEWUPf2JWxdJkl8Bv0jvu4D5gKPNbIKSw0KI0YS7/wn4cvqYpwlDc8X936ISJAF4AHgjrdunTczFNma2FSEeNRuRiJhIiPdv7u735H0l8aifAlekZ44j7Hrd4v4p+TEFOAe4AXgZ+C+wDyHW+qfiOjVsCiFGjOSXrkGIi2YfdN18bsQ2JoQQMyhmNgewDSGS10UUOwJs6+4Xl0WO7t7l7j3ZHidfus3d33T3P7n7JsDFhP1up2qghCj42XN4vpUQQoxekh2dCiyWDo0n7OWf3N1HYD99iftngf+3gN8TIiQvEcMIHwQuJGIaK7n799z9flBcQQgxuijivhsR+axOqiFW27j76e7+RF/3FzHeu4En0/ts45YGtjOzpZq76wozmwXYCliNqnHzLSL/J4QQo523CcHmHqrawfkHukmi/kII0RoGEPcfTzXI6gozWzVf34xnF+vkvwNT07PGEXEGIYQY1RTxzvUJm5lFSH7p7n9v5rOGKp5X3m9ms5vZOUSdMYRfPYEYqnKIu784lGcJIcRowt1vIOpoIWx1JxGP2AfYxswmNPl5PUmI6kAiZtFFxEDuBu5v5rOEEGIsMILi/rkubSGqmjchhBjNrA3smt63EbVaxwJ3wbvDs5vKAOL+PUQf21rAGRL3F0K8Vyls5RSmz6ONo8qjnW1mqzUzjwbv5tI+RPi13VR+7kvFeSGEGNUU+bSXgJvT+ywkvSGwQ811+b7Sph4L3EMl7p+vHZeOXVzUjR7KkiMAACAASURBVI0fjP+cn2Vm44FDifpc0vr3AkeX1wkhxFij8G3vZHpx/w4iXvsp4FQzm7nZvm2xj77E/XMfxBLUUVMshBBCCCGEqFCwQgghhBgCKWiWRf3PI4poZiYa4QG+Z2YfBXD3B939OGBT4AhCaGQCkUzIwtbjgQ8SiYXLgePNbO4yeVFbgFOI9r0N3JoO9xAJ4qXT84bcWCSEEM3E3c8mGnOgNeL+jwCnFZ/PS3ZyQMzsU8BewOLp0DjgTWBvd/9TSlSUIqr/JkT5c0Nod/E6oLh/Sn6UxZhbAMu5+y/c/cnyunr2L4QQLWaT9Jpt6rwjtREhhJhRKX6/Lw58kYgVZJ/4MHe/sp51iqFV7enzbkRBe16/HZiU3m86hKFaQggxw2BmywKrEL/pe4h4wM/TuSELNxUF53XlaPsR9yft8VXg0+7+ASIW/Al33yMJYr9c2nbFFYQQo4kU952DaAiaQCWOv727X9XAOncSIiFQiZ62A7sAO5lZ04rKa/4O7E7EcjOTiAGwDzXreUII0QqSHzqRyH2V4kqLpPO9xgYk6i+EEK1lAHH/CUTj5HjgWjNbsVmNm2md2YmhVZku4I/ItxVCjBHMbBwwZ/qYY6CvFOcGs+Z0fnGRd2srX+tdLwtNm9maxDDuvdLpt4ma45eAz6c6NCGEGHFKf9PM2oscVyP2L69xFnBtel8OrzqJqIloCsXelgdWKJ7XBvzZ3V9q1rOEEGIsUYj7d9J6cf9zgaepxPx3dffrh/gVhBCipaS6gpz/zz3BDwB/aHXOqx9x/zYizjEBifsLId7j1JlHmwDc0Mw8Wn42sAwRw20n6izeIcU50nkhhBgTuPubwIVELCDbT4BtzWyRPu7Jdu5BQkfhMaqetNxv8TZwo5nNku7prF1nIJJuQ37W6YTQdOYl4GpCm0e2VwgxpqlD3L+N0Jo5zMwmDqO4/xNEbTHApe5+arOfKYQQQgghxIyMhP2FEEKIIZAD/2Z2PLAHkXyYQhQhPgt8G3gxXdOW7rnL3X8ArAycTDS+QwTboEqCfBr4OvBXM9vHzJZL90/TIFSz9hnAn6ga8ecBNijvE0KI0YK7nwfsmz42Vdzf3V8hksTfA/4KPFXPfWb2PmAbIhHSlv69DRwP3JTWns6euvv9QE5QjGdakb16xP1zEmaSu9/h7v/T1HghxGii8D1z8WO2UZ82s4VUIC6EEM0jFcZ0AIcQvvEUwr+8C/jNIJYs/cqlivddwCzA/cB2Et0TQgigar5pS69dwOvQeHy1twGtOZ7cSEF5P+L+sxExjIvSdS+kfZdDXWTbhRCjmaWABajyYqe6++VQnzhUET/9HnBZep/jzOMIf3pnM1uwuGdQ8YtUuJ7zc9tTDZXtJGzy3cRw2ecHs74QQgyV3nJKfdi8npRD+1v6nK/Z3Mxm6c1/lKi/EEIMDwOIkkwk/Ny5gV+Z2Urp+mbk59YkBrx0EbVmHcB97j6lv5uEEGIU0UHVYJ7t4mzptS7ftFasOvu0ZraCmW1qZtua2eZJ5HSedM10dbw1a757PPnTcwPHEPVlW6RTWdT/NWBNd/9XPfsVQojhoCaXNbHIcWX7N2B9a7HGs8AlwD/S5zKOe6GZ7Wpm2XYPKo6bh6ikj/sBy6b3bcA9RM/GkAd5CyFEoz0Nda7Z8p6BYRT3v4Do4fg3sJe7/xiG5zsKIcQQmAP4cHqfB5NcOFy/0+sQ958IrI3E/YUQ72H6yKM9nk5PJOrPZgV+0Uxx/zT8ZYf0cTJRv/s68NxQ1xZCiOEm1cHeRYqVUuXXVgSWTNf0pYHwDvBz4FLgGSr9hR4i13Um8FUzW6x4Xt12uIg7fx/YOx3ONQu3AT9298m93SuEEGONfsT9c0/F/MCOwEHDKO6/NZFPO9/ddwTFdIUQQgghhGgEOc9CCCHEEDGz9QgBpSzqP5EQkN4YOCOLeJTCTynI9hxwJLApcBRwH1EQORGYmtbrJBIhJxGNmXub2fvzeoVAU09RIHou8DJRYAmwu5lt3qKvL4QQQ8Ldz6V14v6PAKcQReH/6e/aIrGwQdpPO1Wh+jXAz9z9jT7uzU2dvwS+mw7nicjQgLh/f5+FEGIkKXzZh9NrLtyZExivIVJCCNF0JgCLp/fjCd/yZnd/qJFFUkPm1PT+OiIGMZWIN4wnYhGrpcFS45q1eSGEGMN0p39T0utswEfNrK3RhsgUs51gZvOZ2U5mdpSZXWNmPzWz881sazNbtbynn5hBrbh/W7HXnczs4nTdO0m4RDEFIcRYYFHCJx1HFKLfmk/UE2eoGZZyHiFAAtOKQh1HNAstk9cdTJF50TS0FfCTdHhy2v+LwPHu/vdG1xVCiGZQ+n9mtrSZLZnF7GptXi9x3g7Cp1wQWCat8e49rRL1z761mXWUwn1CCDEW6S9e0KjvOYC4/wQirrswcKuZrVtTi1Z33CLXXpjZzMDOwPupahzuIw2ykjiUEGKM0EnV4J5ZFKpG9L5uLOpvczx1LjNb3cxONLM7CaGQXxEiJb8gBmTdbGaHZrHTvmINRSxhRTPbCfgLcDCwfLHvmYFXiFzdPxv/6kII0Rxq7ZiZrWZmh5nZzWZ2N3C/mV1vZseb2QZmNluDQ6x7CHt6OZXwXY7jjid6H76c4g+DiuMWQ1lOA7ZNh7uJ4Sm/Iuxtw4O8hRCixMxOAY7JeacmrVnGd5c1s3matXYtNeL+awN3Ena4h+aJ+z8D/ABY3d0vgHeFA1XDIIQYdRQxg52BDxC2sAt4BLih5pqWUoe4/wRiMEsp7i+NECHEmKGoEWivPVYvdYj7dwIfJGK4q5U+aKPPKva5PPCp9D4Pfzkr9S0LIcSYooiN/omIl2ZtnDmA481srr5+v6ff9q8DPwSuAJ4nfNV2wv7OCxwCHG5ma6Tn5XhHr35rUbfQbmYLm9mFwAHp9GTCB/4ncHDW6xFCiBmFPsT988AqgMWA3Rlecf9NinrgdsV0hRBCCCGEqB8l7YQQQoihsyrRCNRNJeq/hrv/v75uKMRGOt39dXc/lpiYuRvwBBFsy8mMLmAWIvB2NnCJmX0rFVTmhEZb0SR/O1H03pHW6QLWMrNxKtgRQoxGWizu/7y7Pwj9F+CkZMbHgLMI+zmZsMHPAZe6+6P93Fs2gd4KvET8Teih+s1VivuvLNFUIcRYJNm6fxGCdV1E0c08wCeL80IIIZrD6sAn0vsuwse8AuoXg6oR9b8W2JAQ9e8i/O77iCbK/5XXCiHEe5z/Aq8Scd42QhR6BXfv6U8EqhfBk+XTsNXrgJuBi4nhrpsB2xEFlpcCt5nZGWa2PlTFmb09oxdx/xwjqRX3bzh+IoQQraa0S8X7HCNtA+5z998M4RF3ELb2X+lzKe7/dUKAZHOYplmo3zhGL7Z9V5JPDkwimjW7ga+4+2/rWVMIIZpNKaZvZkcSw6qvAvbubeBTYad+R+TCphK5rIWA7eFdn7StVaL+6Rm5UfQo4BQzW6zxby+EECNDLz7fLGY2j5mtYmZrpNcPw8CN6r0xgLj/eKpGzuuS2Ory6b5+xatrnpFt9snA59P7LsLPvQF4Oa9Z776FEGIkKARC/5IO5VzX5y2G800nDl3aymRz5zSzTySR1muJ2q+DiTqICVQip1OAWYHlgOOBC8zsgLyH3my9mS0MHEbY8qXSGtm2jgccifoLIRrEzDYzsyPMbIEmrVcKSm9gZt8nBpscRwiJrAAsDmwAHErESG8zs02z35vu7W+QSlsSkT6ViFu8lk6VcdzvAN82sy2gvjhueS71SZwO7JcOvUPEPO4BLkz+tRBCDJo0OORrwBHA/s0Q96+J7/6AyHcd3Mp4aSHuPwX4AvB3wg7Xivt/cwji/m+5+7Pw7t8AxReEEKOSwj59IL22EfVY/02DSoY1RlqHuP9EQtz/dDNbIuf0hmt/QggxRCam19nzgWI4at22rCaPdgpwAdPn0WYH/mBmu5nZIvlZDfRgdKTnvI/oBV6I8JUhhr8O6/AXIYRoNu5+AzEMtY2wnV3EYJTVYdp63+KeLPz8EnAicAnwNFW/RScRU9gZuMLM9jWzedO9OdY7Lr22peNdZjYboa9zAbBLelyuT3sG2NLds50XQogZitEk7p9eXwANahVCCCGEEGIwtPX0qC5CCCGEGAwpaTAXIYSXC3heAjZ19zvrbV6vnVSZGuM3AbYhRKAzbwMzF5//SoiU3OTu/61ZczPg51SC0q8TDUD/qP8bCiHE8GJmexMDTCCadSak968AF7j7Yem6hsRB6nz2fMSk+K2okh4Ah7j7KemaugrLzew3wMbpYzfR/D5bet8O3AUcDdzm7pOa+DWEEGJYMLM/Ap8hCsTbgGPd/agR3ZQQQsxgmNmWRFMOhA/5AiEs/Wyd99eK+m9EJeo/EYn6CyHEdKQCx9kI4aaPUcUHuoAt3P3a4rr21PDelgrVs7jz7sAyRIF5NyH0lOMBU5l2mCtUotYPEkIm380NRH0VQiaBgCOJGHKON5DW/Ym775yua3r8RAghBkP2N81sbmCOnNMys3UIYeku4FZ3X3cwvmlhiycA+wN7E0JTUMWZu4lc2QVEU+eb7j65XAPoSPuszdt9EtgcODwdmkQM5AbYyd1/Wu6jkb0LIcRQqBF9OgfYqzj9CHCcu/+4j3vfD9wNLEg0Vo4nmi13cfc/tFLUv9jDYmnthQlhv9Pc/clG1xFCiOGkxvZ+GFgN2BNYFJifsKcQwvj/An4PXO3u/yrWqLfuoD01ZE4khlXtDnwonS5jFrcB17j7DwvfO9/bDrTlIYDF3scRQwOy6OlkwsbfBXzB3Z8a3P+QEEKMDGa2AXB9+pht5OPAPnkYX3FtjiOsCSwNfBmYF1iAqgZiMlXdWrbZ7VRip9neP0vU8B5ZCJq8a+PNbHZCqHqPdE87Vd7vDuAgd//30P8HhBDvFSyGl/4ifTwf+M5Qfkvb9AMDd6aKrb5DZe960r8s0DSeEOf/I3Cmu/+hjmdlH3VmYsDUNsA86XQZx30FuBA4B3je3d8u1siCT6WtnRVYiYgLb5UO556Lx4HPuvujdf2HCCFEH5jZCcAhTNtjcC5wRjOGNJnZScBB6eOLJDtY2yfWTAq/eFVCjG9xpq09eAP4NfG35uFW7UMIIUaSJFg6J9GjuwSVX3q4u584UrW1he88GyEovTVRI1bGLW4F9lQsVwgx2qjJUU0kfv8vDqxBxBNmB/5JxEivAh7Jw1TS/Y3m0SYQvnRvebSpwM+An7v7z4t7p6tx6CW2Ow+R51ue+PvQQdjgb7v7txv5PxFCiNFEYT8/DlwKWHH6cnfffoD7czxhXmBfYEdgSaocWraXAH8G7id0I14HXnD3d1JM9+PAR4i47pJUg1+yT/4SsKaGYwshxgL99X81cr+ZrUzk3rK4f45FPw78CDgl2dEhPU8IIYQQQgjRfCTsL4QQQgwBM1sAeIgQ8OgATieadN7u98a+13s3+ZsS14cSoqnrF5dlAagOIonxPHAEcHcuzk9T5M8D1iMSGBOBy4G93P2twexNCCGGg+EW9y8SHSsShTqLUhU7Xkc0rdeV4CjW2g84jShufxF4jBjUUjZ6Pgh8xd1vG+p3EEKI4SIVr3cTTUM7UyWGr3L3bSQcKoQQzcPMDgJOoipsvI8oXGSgYnWJ+gshxNAws90I4WeoxEn+QQz/u6Hm2g8RzUC7AMsRAwEo7m0nYgxdVCL+U9P7WhGoFwmB1CPT2n02KEncXwgxViiERRcgmuHnBjZz91vNbDnCN4UQIt1ysOL4Nc2a+xN2eZl0OtvyzL3Ao4TA/6u9CeiZ2YKEqN9ehFjrCulUFjwF2DULZkvUXwgx3NTUFZxJNEr2EDHbmYghJPsBP3X3zpp7s808AvgW4ZtmkdJTgePd/ZVWifoXQwPWAa4G5kqnNEBWCDGqqRE9PQDYFFi7uKSTiOXm4X45DjCJ+A1/i7vfl+6vq8FyAHH/7Ofm+obfEUNbLgbecPcXellvLmAD4IvAFulw9nGfAdaWWJ8QYqxiZj8Cdk0fs419FjgRcEKAenYiproI8HkqW5pfy+b43sg2t6xpex441d1P7mNfHwQuovqb8RfgCuDK3my1EEL0hZltBFxbc/hcYrBfw+L+Nf7tD4CvEDaujeljqpmphM+b815dhPDzIe7+ozqemf3bmYBjCCH+RdPp2mc+QAwuPB14zd3vr1nLiMEAhxACUFmAKtvyl4HPuPtDA+1LCCEGwswOJAbkwbS5oiGL+5vZZ4EbCR92Slr7JaJO9+xWivun589GxBy+TiUa3cO04v7HuvsjrdyHEEKMFClm6sTg1lyvu2c9/m2L99WXuH/eI0TtxW9Gao9CCFFLUQswJ7AbsCGwbj+3vAy8BXwNuNPdn07rNGNIdo7h9hDxjMuBa4Df96exYGYLEbXA3wOWTeu0E3GQdwWvJaYqhBjrpOHUFxC1A2V+bGt3v3qAe7O4/xzAZsQQ7ZUIm9ud/pWx3rcIH/a/RPx5NmBhKt82x51J5/8NbKrYrhBiNFJvzWyjtbUS9xdCCCGEEGJsI2F/IYQQYgikovAH0sdxRJLguias+24QLU0s3hD4KpFUnpsoXs8F8eOIBMfvgevc/Yx0317AOcWyDwKfc/fHFaQTQoxmhlvcP631U2A7wp5mUb2DicbLhn40mdkahE3uIASidids+BZpbdK5o9z92GbsXwghhhMz24poNM+iJM8Cy7j76yO6MSGEmIEws2OAbxL+aQ/wd3dfqY77JOovhBBDxMwWJRrwP1tzqodo7nkFmJkQfF4B+ABVMXkXlbhTR3Hva4Tv3EaIos5XnCtjH08A33X38+vYp8T9hRBjAjN7H/BnYPF06GVCsOkeQmR/ceAGd99kiM/JBe3jgR0IMb/V0ulOwgaPK255gyh4vzu97yFs9LzAyun6Bajsetkgv7O7/yQ9V6L+QogRIw2b/j5hp7Ko/1PAl4C73f35fu5dG/gl4Utmn7Qb2JKwjXfTfFH/srHzFsKfzs1HJ7j7EY2sJ4QQw0WN6On3iMb08VT2dyLTivnnxvMp6dwUoobg7FxX1iRx/7L+IPMykbu7M+3jFcLGLwYsT8Qk5kzXZvHU54B1hyJEKIQQI42ZbUEMrsrDV7uJWCmEHc6/3Uvh/ilUcdu2dOwNwhe+l7CPTxN2czng/4A1intzXPdu4EB3v6NmCFe24UsChxI2+kTgzdoBXEIIMRBmtgNwSfpYikqfR+SW6hb3r/FvLyDE9rLQXR54AnAb4e+2AysCswCzUtUxQOWLHkbU2/Zbg1Dj3+5B1O2umk7ne8s47qT0rDupbHUPYe8nUolQtxWvjwMbS/hJCNEszKyNGEhyZDrUbHH/G4n6hNIODqe4/0eAXxCDUnJMQ+L+Qoj3BGY2HzFQajbCl2wHdnX3H4/oxphO3P9UQtx/9nT6SnffduR2J4QQ01KI+s9HxC8+TWWzphA2dnzxvtRHmEz4oxe7++/Tes3Io2Xftoz9PgX8FvgbMbT16bSvpYgc2jbE8MD3EfGR9rTG9bm2TTW5QoixTlG/tQxR2zsnYZPbiBjHgQPVxRZrTACWAY4GPkcVo+2kih13E/Y+n8s5vKnpWM7VvU7UFe/r7o8291sLIcTQqLWLZrYs4TfOCywIvEjYsccIba/OsiagHv9W4v5CCCGEEEKMXSTsL4QQQtRBKsSkNgFhZksD/yCSFf8FPtbftPZGn1kT2FucaA76FrA0VfCtLAoFuB64EvgVcBZR8J4THWe4+wHN2J8QQrSS4RT3T8JSvwOWTYfaCUH+T7j7G4NY7/+IZMnsROJ5G+A3wFXAxumyG4FtJYIthBiLmNk6hN2EKLJ5HVixkQZRIYQQ/WNmXwbOoBIPfQFYub9GTYn6CyFE80jiKN8ElkyHstBdX+RiyRyHfY0QQL0E+DfwByK+0ZXW2gRYCdgn3V/GPm4kBKNfrGOfEvcXQox6zOyrRJN5J2EHZyKK1zcAdgb2J+K+qwy1GacoaO8AVgH2AnYsLukibGRuDCrFnjJl01A71SDYTuAZ4GB3/1l6nkT9hRAjhpnNDVxGCD51Ev7kk8B67v5wnWvkwYJQ+bTdRMx3bpoo6l88czwxeODY9LwOooF+e3e/YTBrCiFEKymbIM3sXGBPwofMYiOZJwih0w7Chmayfe0iasxOdvdLa9euZw+pKf4gphUlyffnYVTjelmiZArVUILJwD8JG+wD7UMIIUY7ZrY/cDDw/nSo9HHzb/0cCyjt5avArcDtwDXAM+7+Ti/rf5AQJTkjHSrjuie6++G93JNt+EzuPnlo31AI8V7GzGYHDiQEkmB6Uenj6qndqvFvTwe+QtjFPDDwReAHwG3u/ufivoWImOueRGw3U+7ju8AP3P3levaQ4rgrEQL/uxaXdBJ2uptKXLUc2NJdHMsDttoJe34nsJ+7PzbQ/4UQQjRC6ik7miqeOmRx/5pBKyMt7r8zcFFxKOe/2pC4vxBiBsXM2ok468OEvcu/83d090tHQ71Vjbj/D4CtgOuyqL9E/IQQo4FC1P99wM2EwHOu0YJp67Jq67TKPNo9RFzhyrRuM8T983DCDqq+jJKsBzFrP4+4yt23Sc9SD4YQoi5Gu5+WfOEO4BSijqubqk52dXe/axBrHkPk0fIQ7jwsIFO+z0Nmc6z3PiJHd767P9vos4UQohXU2nIzWwn4PLA+sDjRw1XLFOBZ4O+Etswd7v5Eun/AvgOJ+wshhBBCCDE2aR/4EiGEEOK9TSnqb2YbmNlpZrZISli8CvyPVNDeLFH//Lya5z/m7r8kJtV/Ffh5ujQXg+ZGoo2AHwK3EcnkLiKp0Q1slIKFQggxqnH3c4F908cJRBIDYB5gDzM7IV3XlZp7hsJy6V87VRH63939DTMbqOm9N9qYtsjnw+7+NrADcA5wPknUvwl7F0KIkeBuQngkF87MB6wFle8qhBBiyLyWXrOP2kE/BeMS9RdCiOZQxGJ/Svx+z83x44nYRBbu60zvO9P5HD+4HfgpsCGwhrsf7u7nu/u/3f0pd3/W3V9y94uBrwF7p/smFGttAGxRz36TMMB3gGuJOHUpaLKjmf04XdeV4tlCCDESnAFcQdjSmQihk/mBmwgf92UiproAvNswNChSIXubu3e5+5/TgJNDiUGu71A1aWbRp1zI3kPVyAmVGFRP2vfLxFDtnSTqL4QYRXycaBBqI/zJZ4F13P3hgWxpcf484Pr0fiLh87YTgtRTaLKof+L/gC8STU1ZeO/XEvUXQoxGks+XRU+PpxL1f4ewYS8TondfIOq5PgGsSoj8XZeWyYLSHURdwjFmtiO8678O6P/m69x9CvA9okHzP+l0eX+uPyh93alEzKGzuKYNeBA4C9hCov5CiLFOtqXufjpwEnBHOpWb28s4bkd6fQz4PbA9sIG7f97dT3X3/5DEVHO8uFj/SXc/kxgeAOGH55zbzma2RO3e8t+RLOqvmgohxGBx9zeJ/oBvpUM51gqRbzoiDSDpkxr/9gimF/V/CtiMGEZVivqPTzmua9x9IyLmem8v+/gG8I00BKC/71LGcf/i7rsTw7BvZdpBVNnXzQJQpZ/bmc7n2MJdwInAbhL1F0K0gpQTOpoYWArT2+H9zGyZBtfsyr0K7r4B8Duq2oOpRG3ubsC+ZrbokL7AwNxBCFv3pH9TqAT35iCE+b5pZku2eB9CCDGc9BDDS16miuECrFmcH1GK2PD/gP2ATSTqL4QYTSRb1GVm8xJ1rMsQcYa29O8JQpB0H2Kw326ENsIDaYmJhO/bAXwS+I6Z7QSDyqO9Q+95tDzsNdeLZc2FHiLGm3N5U6h6mAHuB74jUX8hRKMUoswTzGxLM9vNzDYc6X2VuHu3u3cCvyVs8HjCfo8HvpQGS9VF1klw96OAvYghK88TcZNsx7M9zkO4x6fjTxFDDb9IiFRL1F8IMSpIdbI5p7aamX0X+BNwCDHAZEK6NNdldVHFERYFNgcuA35uZt9LA7xz/UGfNQOFb3snEZ/Iov5ZT2wxYpDVQWY2sV6fWQghhBBCCNFa2np6RjyvKIQQQowJzGwDqqb2XwCHuPu/zewWYA2iUf6jwOutKoqpbZI3s12JAsn1gFmoxEi6iILOLLZaTrHfLQlHCSHEqMfM9gbOTh+nUCU5XgEucPfD0nWDFhFJxT4XM21D0FHufmx/9/Wz3krEcJWcXD42JaQxs/EA7t7ZBOETIYQYEcxsInALsAqVv3m4u584ohsTQogZCDNbC7iRqqi9gxAiObxWPFSi/kII0VzKpscUM9gU2LKPy18mBPUvBP4J/BKiAb9Y793Bsflz8X48cAxwWLq8k4glXOnu29YbO0gCAUcCmxACqTk+3U4hwiqEEMNNtnmpGP0cYNt0KheZ5yadDqK58/Ot8FfNbBVgZUJwanamHZqV91Dm1zKvEEJ/RwH3u/sz5fdq9j6FEKIeiubPw4HvEj7kZGBvd7+ikfxT8lW3JwSosyBTWVsAcLq7fzVdP6i4QrHniURObuvi9N3ANu7+HwmQCCFGK2a2NXAqsCBRVzAReIawof/P3V+vuT7bvSOArwLzUomGQIiJHOPuPymvr2Mf7woAAAcRjZofSqfLGrHngYeIwdzZrncSfvftwN+B04AX3H1S4/8jQgjROnqJpzZkI9P7jwFrE0JRC1IJ/L9GxB8eJmK6XUkoe7o1BnjWEsCPiZqJbGf/B6yahrEKIUTLSEJ5+wLfTocmE+LSAOcCx7n7kwOssQVRf/Bhwk+cADxN1BU83s9978YczGwdYCdgx172cRpwUj0iTDV5s4WJ+MQhwBJUsYr+uI0Q9T8BeDOJUQkhRMtI/urRREwVprfDZzTqE9bUft1E9IflOOw44CXCfz3b3f87pC/Q/z4upcrlPUjkyT5TXPIG4U8f7e6PtmofQggx3JjZ34DlqX7j/9rdNx/ZXU1LbcxCOTUhvOXu1gAAIABJREFUxGjCzGYlhknvSOTR8hC+G4jf6/e5+xvF9W2E2OmXgK9R9UtA2OKh5tEmEqLStXm0/JypwItAb4MJ3wHeSt/nt+5+e1pbfcBCiLooamYnEr+hV6fSRXhXa2A0YWanE0NgM48A67r7k4PJ06XPOb67DWFvlyPyda8SdvZh4DdEvcV9TfsyQgjRBGryYQcC2wErptN5CEqOIZR6XnlgVQ/Rk1Be9xcixvsbd39hIPta+LYrE4Oysrh/rn14nBhodYq7v6M4gRBCCCGEECOLhP2FEEKIOjCzFYB708epRGL514Tg0uFEwvkZ4OPu/sIw7KcsYl8AWJpIcC9CNCLlP/C5abM7/RvPEMSqhRBiJGi1uH8hfDKVsJntwKHufnIjSYwiQbIHcB5VcmQXd7+kpoFUwk9CiDFJYetOIJoos/Do9cBmQI+Sv0IIMXTMbBZC2G5pqgKea939c+l8LvZsmah/8YyPAC+6+8vN/I5CCDGaqfkNPyfRrP5pYFkibvAUIZJ3HfCYu79Uc3/dv/uT8MkvCEH+nrT+o8CyjYiP9CLunwUE7gXWc/fX6l1LCCFaQS/i/jnf1kPksB4H9nT3PzYrftpLs9D7gU8QQ7OXIprzoRL6f5OIQT8A3An8HrjD3d8e6l6EEKJZFL/XLwR2SYcfAjZrREypjC0QYoBfofJJoYpHfMbd/zxUUf/0/mygHDr1AnAicJa7v9Po2kIIMRykoXw/IkT8u4kGzKeAtdz9seK6sparfL8dIUqyPFUzJ7ROlKSLqGHblfCxlyAGCzxLCFo/7O6TB/e/IYQQI09/9rI2npBiuzMBcxMiIZPd/cW+rm9wH98HDqCKa3QAW7n7zwaznhBCNIKZzUOI++d+gFJU+jzgu32J+6c47RmEKH/+7f8c8Dl3v2egOtya3/lLp31k0achi/unz7MStntD4ANEnm42wtd9BZhECKD8P+Bv7v7qQM8QQohmMqOJ+2fbb2b7Efa7mxD2v4LolVs6XdpD9EccSwhGaZiKEGJMY2btRB/ENcAGVH0RXUSt1R+HcS9lTFlifEKIMUGRs9oSOIUQ68+aBlcDO+U6gOLaaeIOZrY7MSR7aYYnjwZR+3s68BiwKjA/kUN7k6gVe87dH6pds8H/HiHEe5gUNziDGGDSScRgx6XT67r7zYNYj8HmtPpZN9vM9Yi48gcJO9xBaDfs1cRnzZ3WfRuYVPtdpLkghBgt1Ij6n0rY8qxtk3sfMv8jfMweYBYipgCVTzyVarhUO1HP9UfS4FSJ+wshhBBCCDHjIGF/IYQQog7MbDHgHmAepi26vBi4nUiuzAzs4e4XDkfyoJci9vmAVYjGzC2KS/PEz3bgMnffoZX7EkKIVmBmexGiTzCtuP+rwPlDEfc3s0OI4Sg9VAJ6P3T3/QcjUmJmVwBbFYc+5+7XNrKGEEK0mr781SLR268/a2Y7Eb5w5l/AJ939rebvVggh3lukZqF24FLgi0zr/+7g7pel68bnBslmi/oXe/kk8AfgB4TI3nND+nJCCDEMDGZIXx/npvOJU2F8R61NHWoBpJndDnyKiEt0EQKByzQqtFeI+28IzEk0G63u7v8Y7N6EEKKZJNGos4Ht0qEuwvdtS5/PcfcvpWubmmvrReR/ZmDh9PF9RNPQ00Qe8LVSzH+wQ2WFEKIVFDHci4Cd0+GT3f3QIaw1ATifEGnKtjeLk3YTNQiXF8JSDdtoM/sBsH/6OIWoYbga2N/dX2h070IIMVyY2brAb4tDLwAbuvvf+/MTawRPNyXEQz5N2NZWipJkcdb/AFu4+/19rKHGeCHEiNNLDezSwApEzmtWIsb5PHAD8Ii7/6Wve3tbt5f1ez3e4J7HuftUM9sbOLM41Q7s6O6XDmZdIYRolMGK+5vZZoRwaeZ14Mvuflm99rFGdPQDaR+H97KPusX9e1u7ODYT4eeO66s2Tf6tEGK4SbUDRwHfSodq7fAZjebpa8T9bwDWZ1px/5cJcf+zmi3un565HnBT+vgYsDbwWUJodRmqfN4X3P0XzX6+EEKMFEW/Wo7NdgEHufsZw1ErUAxYmcXdJ5XHWvlcIYRoFmZ2KbAtVY7qV+6+RTrXb+9aer85MSR7VVqfR8v8B9jY3f/VzzqKNQghBo2Z/QrYlMqmZf2CTd39xgbWeVfU38zWIDRkfgY82qz+LjMbn9bclBhEMA54iMh7/X2w9rBm77U5O/m7QohRR42o//mEH5l7vMYRda+TgYuAR4Cb07FxhN7YykQ8dXngw2nZfH8H4St3Af8Etnf3B+sduC1xfyGEEEIIIUY3EvYXQgghBqAIdH0UuA2Yi5gGPHO65AHgA8DcwJnuvt8I7LE2mbEDsDqwZ3HZT9x953RewTghxJijVeL+ZrY98BMqEZE24Dp33zSdrzvpbGbrEELXCxGJlvuBNdz9f/XuRwghWk3RrL4asCgwCfgb8EIpWpeubQd6imbMfO8qRNI5J5NfAdZy94eG87sIIcSMjJltDPwmfZxKFPn8hhDBe6KwzU0X9S8ahQ4FjgfeIoZhnSbfVggxFkgNOfMBaxLx3IUJO/o08CDwfNlEX0+8tC+h/6E07uQhLWZ2E7Ae0SDaDrwIGPD6IARTPwocCKwEbOvuDw52f0II0Qr6EPeHiDEA7OnuP0rXNr1BciBxv/S+rsGHQgjRamoaHD9CDB55Lh0/H9iNyEcd4u7fG+QA7BwDmEgMGfw8VcN9bgDqJgZIXZ8FogcYkpXXbAPmB45Le4VK4OpBYjj2443sVwghhovCJ/wh8CXCJrYBxwAnAd0D+Yo1PuZGwCEMj7h/jif/hxDbG3SzvRBCtIqapvgs5n8w4X9mH7Q9Xd5DCE9fCZwFuLtPGck62CTsf3b6OJUQOlnP3e8Yif0IId6bNCLun2rA5gB+DqyVrp1IDN07uLchAA3sY35C9Lkp4v51PlP+rRBixBlBcf8fAWc3W9zfzD5DiEPluMKm7n6dmR1A9KYtA+zm7hc387lCCDHSpMEm1xNx22wDnwI+5e5PtdL3LOoX5gd+SsQ89k/nGq79FUKI4cbM1iaGQ+W6r/uAbdzd6xUpTe83BA5lePJoWVj1P8DW7n5Pipsg3QUhxFBJ9mQCcAsh8Px2+twGvEnUSv2pgfWyv7gB4bNC9PH+GTjX3a8vrh1M3Vi2l0sT9vwDxelD3f3kRtYTQoixSo1vehawD+GTTiHyaS8BZwC/d/e/1Nw7jf01sxWJXNzXgDkJbbI8OKWHqmfss+5+30A+rsT9hRBCCCGEGP1I2F8IIYSog6LxfFngT4QYVFl0mZuIJgMbuvutI7nP9L6dEK76AvCKux+ZjysIJ4QYq7RC3N/MlgHuIWx6tudTCPG7axrY2zhC9PTrxTq/Igp8ptS7jhBCtJKimGdD4Lri1JNEUc99wF+A/xJDrbrc/Z1e1hkP/ANYoji8tbtf3bLNCyHEewwzex8xgGpdooB8HCGw/3V3Py9d0wpR/1Js6hZgjeL0p2uLj4QQolFqGtGHHKussVvzAUsRInsfIMTxa+kmmt1vAq4FbnD3N4eyh8FiZrkB6a/AJ6iaQ/9GNCh1Dub/J/0/THX315q4XSGEaBp9iPv3EDbQgf3d/XcjtD0hhBg11MRzLwf+Bezg7o+a2b7AmYQN3d/dzx6sf13UQ8wEXEKI+2cR1ZyP6yGGvV7t7ucVe+ugF3FrM5sV2ALYCtgkHX6baFJ6GljH3R9udK9CCDGcpHzY3cD/pUOdhP26vYE1hkPcfwJwENOKkmT7/RQR1x20UKsQQjSbmjrXLxM1rjkf1Un4om3pcxcwvrj9TiKu+0N3f30wIiVDobC93wa+QcSbO4ja4ZXd/YHh2osQQkDD4v4LE4JPixZLbO7uv27CPoZd3F8IIUYDwyzu30P4xi8BF9Ikcf8i1vtxom64g6hB293dL0rfcR1girvflu5RX5oQYobCzK4BNksfOwl7eyHwNXd/o8XPnhk4mRgwC3CVu2/TymcKIUSzMLNdCHuZ81JnAwe5+9t13j9SebRcq/skMdDq/nr2K4QQ9WJmmxFDVtuLw6e6+0GDWGs9ou8BYBIwS3H6XOAWd79qsHtNz5ibiOPuQBXbeB7Y2N3/NpS1hRBitFPjk34bOJLwRd8h7OHTwNbA39x9cu09xTq1Av+fALYEdgYWpBL3n0rEHV4D1nT3+yXuL4QQQgghxNimfeBLhBBCCJGa2DtSQeXqRIBsJiLZDNFElKe0b2hms/S+Uuv3WXzscfebiQIiifoLIWYIkoDpPunjBCo7PDewp5mdkK7rSkIi/ZIKzV8CclNlN1XR+yZmtkgD29uVEPWH+K31AnC0u09JzxFCiBGlaL5Zn0rUf3J6XRj4GLATUUh5PXA/cIeZHW1mu5vZkmY2q5lNdPdO4Jl0b2d6fX96juJNQghRYGYrmtkBZrbEwFdXuPsLwG+JmMM4wvedFfiumX3azH5Fk0X903NzIdKRhIhKd3rGPwkfVwghBo2ZfRA4zsw2BUiFhYP2H1O8M9utzwDfJYbsrUMI/EPYsNzknkWh/j975xlmWVW07bvTzJBzUIKgQoGIIgICgmTJSckZlCRBUSQqCiJ+gogoGVRAQLKvgogCgiBgBEUECiSK5GHIMKG7vx+11uzdhw4ndp+Zee7rmuvss8Na68yP6tq1qp5aiEg8Pwe4xczWNrN5S+O2/D0++ee9RHxjXgpBa4C73H1yvbFcd39Jov5CiHYmNVQ5ELgsnSrHcj9AxHpXHPWFCSFEm1HRpHVuYDXgMjNbimgGBWFD50z31+s/5nyId4DdCXH/7E/m/bgOYH3gHDO7DjjazJYGFkzr7DSz8SkOsgNRUPoDClH/yYSo/8vAxhL1F0LMICwKLEDEE3qBO2oR9YfptrwjHd8AnEyIqfZSiFYvDXzDzHZP91UVL8n3ufsU4FSiQPPxdHlc+nwEaKnwlBBC1EKFqP93gO9QiPpPIXK2uog4bieFqH/OEfsEIRx9upnNV22OWLNItnceQuyvg4jr9hM+e02CrUII0Qzc/WUi1+vr6dQEinyw/YBjzSwL+X+SEPXPeQTXZ1H/RvfG3P1FIg7wnUHW8UXgCDN7TyNzCCFEO5LyFY4HTkinKu3wIWa2Qo1jTjOz7nS8KRFr7Sb8z2nAgsA+wIElG98M1iTEAbN/PXtaQ7+73yxRfyHEzEgpDnsD8AYRt835W2sD641C3GEdithIL7CDme3X4jmFEKIhUn5AJ7BeOpU1Fi6sVtQfxnQfLY+9BLBStesVQoga+BWwDXAzYX8Oy6L+tdROpCZQXyDquiDqxvoo9s32B35sZteY2WqpEWzN8V53nwRclL5OIOzwXESsgNHcixNCiNGmVJO2MxF3zbVnE4CngU+5+11Z1L/8TMU4OQ8i+7d/I/bNtgMeJXIfctxhClFHdp2ZLZd81yFtd8m3/TOwLoWo/+R0y1Jp7UckDQjFb4UQQgghhBhFJLQmhBBCVMkQ4v5lUekOIpC2F7AcjO0mRQ4EVnT8VPBNCDFDMMLGQ9PE/VOi+QvAz9Op3OW4g+h+vJuZLVRaV+dg60sbNeemr1PTv+uA/+Z5hluHEEKMBinhcV3gN+lU7hafRZmycHM/sTm8NPAx4DjgfOBu4F7gUjP7PEWRZ7a1q5vZhEqfU0L/QohZkZLfuB5hd08DvlJtoWYpgedU4BfpdPZ9FwBuAbakyaL+pflXBzZOX6cRfvJfSf6tEELUQ2qe9xfgcKLIZieoX9y/XCxuZjsCPyHe5Reg8FX7iP3Q7LN2U/i7EAnnqwDXAseZ2WppTf2t9mNLsYL9gQ9SJH9OBu6A0WkwIIQQY8Ug4v7dhB3sBjYHPldrcywhhJjZMLNxhNA+hI2cRvivlwNvEntRAKumwvm68xNK+RCTiX24HwGeLo9L82cfdnPgRKK5wF/M7DbgT4S//yfgEqKwc570TB8Ru3iCiF08UO86hRBilJmHyEPoJmILr0FdRfCjIUoyGfgeA0VJ7iLstYT9hRBtQYWo/znAkURT63LuQR+xD3YrIWA6ifBFx1EUpS8A7ARcYmYLjqa4f7LnWwCLUTSS7QDuVX6uEGKsqELc/2gzW5iwn1DUEj4K02sMGs5xlbi/EGJWZZTE/W+iEJpuqrh/6W/Aoukz+7W5Fq2z4n75vUKImYaSTbsWeIyITeR6imUIP7YmG14NpRzjhYh9uRXSnF3AQ8SemxBCtC3u3pds6LzpVA/hP75ca6x2DPbRHqXIKT4f+F0t6xVCiGpI2gXXA5u5+77ufjpM3yur+r06NUv5MnAosf+fm2OX981mA7YldBJ+bGarluO91dZEuPstRL4YhP2dHTjUzObJ+3tCCDGzYmbvJWzpe4n383HAc8Am7v54LT5u2Qa7+2vufhewFlH7203EX3uI+MMSwDlmtuRIe3VViPsvDewN7KpaNCGEEEIIIUYXCasJIYQQNTCMuP9UYoNiGrAw8BMzmz/d3xZ/byUqLYRoJ8qbAWY2l5mtbmb7mtmKMLLNapa4f2kdPwOuT8c9FIWXJwBfMrOV03h95fWZ2QfN7Ajg0vTs2+n554GLU8GUEEK0E48BVwI3EL4sFAk9HcSmcAeFQNMUwiYCzE0Ijn4GOA9YP92XbekqwA/NbGszW8PMeuDdRTzt4h8LIUQrSYkySwMXE4WUEMLNB5vZh6p4viwofSZwfzoeRySpdzFQGK+Zov5zEmIonyzN+QRwtLtPUWKPEKIeUhHibcAihB37GPDlJMhfs7h/uYmpmX2OSER/P/FOnsX8O0qfg/3rTdenEUImBwBnmNlnSmtqqc1LyZ/rpq85OfNRQrBKMV0hxEzPIOL+PUQsYjbg88AeZrbEGC1PCCHGHHefQsRi7yBsZG5QvRohnr94unUlYK5GiyhzfkOa91vEPtkN6XJP+uylaJY1D1FY9CkiPvxhImbRwUCR0zcJYdZPu/uDjaxRCCFGmckMFA15MX12D3770IySKMkU4FRClOR84GjgDsUXhBDtQIWo/7mEwGk/EQfoBiYC3yd8xo3S56bApoSI3mvEnlhfeq4nXbtqNMT9S/Z4bmBHYP607k7gj8Ap6T7towkhxoQqxP2PAbKofm7ed3v63rRcLon7CyFmVUZB3H9jWijub2bLALumrz3A6yRRaQn5CyHamZHip9XEV1NsdSJwMFFfkcX1+om8rhNTo6ymUCHmehKwVTruAF4g8uAebdZ8QgjRCsysI8VjZ0+n+oFngKfqyVsY5X20i4gm2RcAJ7v7c7WuVwghamC6TUz1DzXZyPTM4+5+FqFtcyxFLtf40hx9hJ3cGrjdzE4xsy2heK+vcg/rduDVdDyFqCU+UPXAQohZgHWA7dJxJ5Gf8FV3fyD5knXn5qY4wPPABkRuQW4qmPMbVgYOMLO5RhprGHH/NwmffClgAeWKCSGEEEIIMbp09PfLBxdCCCFqJRcZpcTKO4iu8lOIxJ1eIlnyYuAQd389bZroj64QQjB9IzkL469MFDseRCTyXAMc7+73DzNEeaz9gHPS1ymE6CjAJOB8dz8q3dc13IZJ2pDeBfgm8IGK8fqBPwO/Tv+mAnMSG9yrEcLWEKL+s6XjHd39qmp+gxBCjBYlH7Yzbd4uQgg/LUOINy8ArE7Y48rk82xDczOrntK1LO5fmdzzL6LRyR3AfcDT6RN3n1q+sVERaiGEaEfMbBOKhMmcJANwLvAjd3+gynFmB75KFA0tQNF8Jdvdh9z9Q+neuuxphY9+EPCj0uVXgCPc/YKR/GohhBgKM1uDsIlzEYnj3YQ9uwc41d0vT/d1jlQUXmGz9gJ+ki69QxTHQ/Eu/yrw73RumXR9PcKGlpMhc0wXIh5wsLtfUP8vrnr9XyLEqjKTgP3d/WrZXCFEu5LtWCrO7C83Qql3Lywlop9NxGihiM2+QQjj/dTdn2589UIIMeORGqiuTwjwrZ1O9xP7UlOIPatu4CuEcF7DDaJKMeQOYEmi2cpXiYKlbmKvLPv0lXHh7Fvnhlv3A9cBZ7r7M42sSwghWkXZn02Cefl9fEmioPI9hE27yN33bnSuUlxgM+AIYp8uN3OFEBM53t1/lu4bMV5Svk8xBSFEu1G2Y2b2feBLhM2bTMRsnwH2Av6cmgAONsbyROOSVSlsZj9hn/8AbO/uL7XCBlas/2yimXfmOeBEIn+tX3nCQoixxszmJ5qpfiudKu+fvUw0Jsnv7Du5+5UtWsdChL0/epB1nE4I5z3birmFEGIsSTGGbwDHpVNl+3cekTP278GeHWbM6flgZvZbYCMi1wEiFvsS4Suf6+5P1LreFA/ZEziNIt78GLCu9ueEEO1GZY2umY0jcguWJ/Jr3yLqHJ4B/jNIzcKQNb4pb+FI4DCiNizvh3UA1wKHA0828u5fEWM4HTgkXZpKxDuuBg519xfqnUMIIVpFxX5a3pO6ENiDiNX+B1ihkdqwUdpHG0cIVT/l7m/Uu1YhhBhNKhpoLwBsRvitSxE6N7kmYgpRu9ZL7MNdRMQMHnT3t6us1biSELfOeWG/BbZ29ynSzBFCzIyY2RLAjURsIdcA3w7s7e6PN2mOrO8wP6G5sDwD4w4PAnu5+1+ryXko+barpbVmjZ1L3X33ZqxZCCGEEEIIUT0S9hdCCDHLMkgiT1Wbt6X7c+Dsw0TgbB4Kcf8OQsT0LEKY6i1tVAghxLuSEDcHjiK6CGdB/DeIop2T3P3tKsccStz/ZeCCGsT9uwlh//2ABdPpqQwUr55IJNdPI+x+3pieRiEAuJe7X5zGlO0XQrQdpQ3bd/m/ZvYewu6tDBiwNCEWNSewRMVQvby7M3y2s92l65nXiUTNl4hN7mcJMZTna0maF0KIGQkz25cQ8oeBvmVV4v6l4sn5gTOJ5MjOdDkL570ErOHujzZhvbsRjQoh7Hs/8Evg6GaML4SYtTGzzxNCo7NTvEdncf/vufsV6b5qi2y2BS4nbOtbaVwIof/b3P0SM+vJvmbJpq5PJEEeAbyXouAnz5l92MPdvSy631TMbBfgkvR1KmHf/49optKU5E8hhGgmZZHnZE9nAya4+6TK2Gs97/WpSP4cYOd0KifGS9xfCDHLk/awNiTE8Mri/mVR/avdfYd0f8Px1UHyKTYjBKP2AOZLp3MMuJ93N4R9gSjsPBl4wt3fbGQ9QgjRCgazl4PYv+uAzYm4wa/dfetG7WyLRUm0xyaEaCsqbN5RhAh+B4WwyNPAhu7+8DBj5JjE0sAZRPPWCYyiuH9ax2nAF9PXnKP2S2A/d3+x2fMJIUS9DCLun2Ot2W5C2M7PuftPW7gOifsLIWYpsgC/mXUCJxDNWmFgfUOrxP0nEvkTZ7i7p/uGjRGUauKWAG4Cli1dPsLdv1fLGoUQotVU1KPNBawD7AasCLyPgTlpLwFPAX8FrgfucPfXKscZZI6PEn70JmmcXCfRQdjKE4C/u/s7tdYiV8yTGx9C4SffC3y21iYtQgjRKipzxYa459vEe38/4ZN+HHimkfjsaIj717s2IYQwsw8AE939lSaO+a7GKUPdV5HL8AHgQ8DXgQ9TxF5z06hce/Yg4WseR+Rw9Q0xXo4TfAL4OdE0IHOou5/R8I8VQogaaYXdHWSOlYHfEPoyOSd3P3e/oMnzlOOxfyDs7DTCXncCv3D3z9YwXvbXPwFcA/zO3fcpX2vm+oUQQgghhBBDI2F/IYQQsyQVGxwrA0+7+wt1jDOYuH9OfocQLj0DOC8l7Kh4Uggxy1KRRLkLUZgzP8UGRx+x6XCuux9Y49gNifuXNi7GAd8FdgQWTZenpTV2ldaYNzL6KIQInyM2p69JY8rmCyFmCFIRUX/yjQcTMJmdsH1rAosBaxAJ8LkBABT2kdL3cvOTcRX35OPngVeAvwF/JpIr7wQ63H1Sc3+pEEK0jhGSJ3cCLiPsYi9FQ6hqxf2zr7oocCkhVpJt9VTCxk4E9gJ+nxtkVVGcWZmEWRb1z4VC/yGK+e8Ybo1CCDEcFfGAfYAf0qC4v5l9DDgbWI2BIiAHAFfmpM1yYRFEPLg0xmJEc7/NiGKi7MP2UQiSfs3dT0r3N+0938x2By5KX98mGh4+B+zm7r9vxhxCCNEMBvEZFyH8zo8CHyNiqI8DrxLNSh5w97uHer6K+STuL4QQQ2BmPcAGDBT37yVisDnu2vQiykrfPImpbgusDiwHLEn40e8Q9vop4CrgX+5+ZzPXIoQQzWAQu/YRosh9A2AuYAFC7Olx4EJCxOnLhK19Dfh4k5qstkyURAgh2hEz244Q9V+Wohn2M8B67v5IFTHhHOudm9h324Qi56zp4v4VdnpuomHVfulyjuk6sLm7P1bvPEII0SoGEfcv78vlvIWz3P3gslh0C9YhcX8hxEzLCPliswOHAielU9kOQ+vE/V8FbgC+7+5/Lz03nBDr/MDNwEqlNd5FCFc9oHoIIUS7UH7PN7MdiWasu5Vu6aWo9eqiaE6d+T/gTnc/tYq5NgD+H5ET0clAcf+/A78Afuzuz2c7OcLfhFx/3EnEn08E9k2Xc4zhv8BGwzU+FEKI0WKQfLHFiVoyA+YGHgMmufvdZrYe0WBqoXT7uu5+ezPXoH00IUS7YGafAa4Gfgqc6e73NGHMsubNp4D3A7cN1+xpEDs9AdiDiBOUBaHLmjcALwA/AW4s2+pBcijmJ+ocNqeI5/4O2FuxXCHEaNIKuzvEPD8gYrm9hK85CVjH3R9qdny0FCPYGriAiBNkcf8pRE3ZtTWMl/MoFnH358vnmrVmIYQQQgghxMhI2F8IIcQsSSlpZmOic+YTREHP34d/ctCxRhL3v58Qq7pE4v5CiFmVQUT8cofisgj/b4Bfuvt56b5aRZ+aJe7fA3wR2I4QCIRC3K+ToqgpF5m+DNwN/NDdb6pn7UII0W6Uk8xJov+D3PM+osBoI8JOdgDPEnZyLmDeikemEvYzi02HEdmRAAAgAElEQVR1UdjSMk8QAlC/JYT/r3D3/zbnlwkhROtITaIWBdYlkmpWJGID/wEOIRLZc5FPveL+7wWuIBLTcwOV7Pu+Anwf+M1IxZkVRU4LA3sSDa4A3iIEt6cAu9SSDCSEEENRg7j/qe5+eeUzpXFyLPYrwDeJwsYsYvpZd/9FLetJiewfJAomt+LdjVMAjnT3U4ZaU42/fUGiqPT76XK2uQA7uvtVtYwthBCtpKJAcnng04Sg6RIVt2a/dCrhQ54KXJgLi2q1nRL3F0KIoRlG3L+f8KsfAA5w9z+2aP7KQs45iCbeOe47EZji7lNL92jPTAjRNlTERTcmmqh+ibBjnYM8cj2xV7UXYWvfIOIPtzajCFKiJEKIWQUzW4KIiX6WIo7wPLCtu/+pGttWIWJ6DyE8WvYzmybuX4pDzwZ8giji3yZdzoJ7LwGfcveHah1fCCFGi0HE/XOeVrbF/wJWdfcprXx/l7i/EGJmYxABvdWAZYCtgfcQNWWzAX8DNk7foahBgOaI+99I7N+Vxf0nE+LQX3H360rPVcZ2Z0tr/hmR4zaFiEdMAb6ZcySEEKIdqIjrngjsTeTqdlDkE0yjqE/Ixx3peByFD/wrQrT/Pnd/qyJGWz7eAvg28CGKmofuNMYbwKPAYcCT7v54ea0AKa5QHm8OonH2zsCm6fZyjGEdd3+wif9tQghRF6XY6ASiMfbuwBbAUhSNViHe7a8hmkJ9E1gwXT/O3U9stPFqWov20YQQbUNJXDpzIXC6u/+zwXErNW8mA+cTegX/qeL5rrLvmeo0tiIaZGc/GOJ9f3z6zHm+1+fas8qGVSnWcQdF3e9UYGt3v1G5YEKI0aBVdneIua4Atid0EjqB+939I82ep2LO9xD7d3sStjo3FPyOux/bwLiy0UIIIYQQQowBEvYXQggxy2JmmwPXlU49Cuzg7vfWMdZI4v73AWcgcX8hxCxIRRLN54lEdCiSECEE9K7IyekNFFbuD5ydvjYi7t8FrALsABxAbIaMq7h9ElFk+jXgnpJQlWy8EGKmppzwQxT17EKR7P4j4CvAkkTy+fuAzYgkzbkrhsoJ7n3pXz7uStfzmNOFVIUQoh0xs0WJ4p3jCJHTpSlsGBRJPdlHzMVCtYr7Z/v7XuBiooFAFpvKvu87wD+JZKXLgDcHS04vJV3uRwgCbp8ulX303dz9svL9I/5nCCHEMDRR3H8h4C+Er5nZx90vbHB9PwL2p7DP5bjCAfU0IqyIiWxECFftly6XRf33cveLax1fCCFaRYXN3pwQ9F+FaOQ3hSjWKRfGl5v4AdxINKS6uFzsU8P8EvcXQoghGEbcP4uK/IQo7nmqhWsY0q6rUF4I0a5UiD99nWi8t0y6PJlClGkqEXfNBeovEftcOc77O2DTZr27S5RECNEOmNkqxDv3Y+4+pQXj7wn8tHTqVeBL7n5Rlc93u/s0MxsP/B5Yg7DXXRR7Zf00IO4/iDjrfMCxhO/90XQ676O9Aqw10t6eEEK0A0OI+5dztL7h7t8a4vFmrmM4cf8fEPuD/2v1OoQQolEqmkB9HNgD2A6Yt3RbOW+sknLOWDPF/bPP21ma+wLgj8BVQJ+7T07PrE7k9e5K5LlNSc91EzVve6T7lLsghBhzKuK65xB5V+UYQOYd4E2iIfUbRG5DJsd8s428jxAHPM/dX6jIj6iM1x5D5EqM492+9JvAE8CVRDOXP6V7prr75OSLf4ywtQekz/nSmnIOxMtE40DFGIQQY07J150POIFokP0hCv+27Dfmcw8BCxH2N9vYVd19ajP8Se2jCSHagaQfc1/6+iYwRzq+CPhBE8T9NwOuL516JY19ZjXi/mmMsr1ckGjO8i3g/UQTwmwXcw0vROPXOwmNhNez7aaw9WcQTbVys6y/Alu4+4t1/lQhhKiKVtvd0jzdRPzgXkITIcdub3L3jc2sx92nNmOuIeZfH7iJIl+th/i9n3T3+4Z7VgghhBBCCNFeSNhfCCHELImZzQv8FliVSITpIDYUHiMKepol7l9OOpe4vxBilqNiM3gPQmAUBorXfY4QeOqtfKbOORsV968s1FwTWARYP431Svp3G/Avd3+j3rUKIcSMSkkQen/gLGLDugd4EFjD3V8r3bsAUbS0PrAisDKRHDRbeiYndE6rmGZAkZAQQrQjZrYhsA+wCWHrcuHOlPTZSSF8CgOLiXqpsVCzFHtYhBDE3pCi0Ccn8GTuBB4GfgVMBF4EFiD88E8TxaXrUhRzln3nvbOYiuIXQohm0oi4f+nzEOB0Crt3FvBVd3+7zjWVC0BPAL5AFBnBQNs4veFJFWNmf7knrfF4YHNguXRLOW48vSmBbK4Qoh2osNU7EzZ3AcJvzMU9nRWP5Xf7ctPrB4mGVKfkZqq1NHOVuL8QQgxNSdz/GGCtdDr7x28BRxF7Yu+MzQqFEKK9qHj3P5to7Jffv8tNp8v0En5vvp592ZeBQ9z9yiauT6IkQogxw8y2Ba4h4rInAb/Ogp9NGn8F4FaiSUouer8Q+FY17/WlvbFxRM7vOkTctoPwf18iiu3H06C4f5rvo8Qe2hHAsqVL2d+eCKxbq/iqEEI0mySwRNqPmh+YNNQe0zDi/h3A7cCx7n7nKKx5OHH/04EjW9FgRgghmkWF0Ok3iLytD6XLvenfOIrmgH0Mvr9Wc87YIGspi/tfC2zDQMHVcaXbHyIEoV4G5gRWK6213Mj7enffqvxba1mTEEI0m4rchXOBfQlbN5WwYa8C/wCuAO4HHiXyaWcDtiJETHdloH3sSccTiSauR7j7/4YR9/8UEU/ekrCh2Zcu2/LMi8BrhG3tI4QHl6Ro0D2NIhbdQTQF2NzdH2z4P0sIIRqk5OsuBPwf8AkK/7XSv4R31y30U9jGo939u01cm/bRhBBjipktT9Q8bJBOle1iQyLTZjYB+CWwEZEj20XY0leJ/bS6xP3T9wWJJlX7E3UM2X/NcdnsJz8AXAtc5e7/Kj2/M3Bp+tpL+Lt7uvtNihsIIVpJK+3uIHPNATwCLEoR173G3bcfDZ/SzE4Dvpi+Tkv/9nL3K1VfJoQQQgghxIyDhP2FEELMkpjZeOAA4FBgaSLAlrsFN0PcfwVC3H9eBiad/4sQ9/+ZxP2FELMSZrYlcAlRSPk2kSgJYW+vacF8DYn7p2tVbbYo0UcI0a6Mhq+ZOsLfXDr1MrCSuz9dEjMdYCfNbE6iYcpyhLD00kSBUz/F3weAS9199/SMbK0Qou0ws12Bk4GFieTJXIxZLsiEEB6du+LxvtJnreL+Wdh6fuCrwLYUwiK5SUq5YGhKWt/LaR1dpet9hP3NxUKvAwe4+8/TXIpbCCGaTp3i/uXCnAuBPQgbNhXY3d2vbnBNZYG/owj7Ol9aS25i9RjR+OSOKsd8LyGSsjGRFJ+T33OxJkTC5cXpfvm8Qogxp8Lefg44P10qF2O+QTSRcsJGvh9Yg3jXh4Hi/s8SceGjJe4vhBDNpSTufzSwdjqd98TeAPZ19yvGaHlCCNE2VCH+9A4RF72RyGWYDHyKKNhchEIkGgoBkysJcf8Xm/U+X+GLbwocyeCiJN/KTVmFEKJRzGw7wqZl/kqI+9/YqLh/KZd2dyKHq4t4p38N2Mbdb6thjB7gF8BmFM0Begih//2BU4EteLe4/+1EbtqL1cQkzGxJ4ExgPSJmXRa+hoiFbOvuD1X3vyCEEK2hQtR/CyJvYXt3//dQ/ukg4v7lvNqfA19398dGYe0LEQIlx6RTbxKCpwAbuvvvW70GIYSohyykn+zYNcTeWH5nz/5iL5HH8CRRMwHF/llmqJyxH7r7A/WsKR1fAOxCUbuWfdnsG2dyvkIWtyat/yp337FyXCGEGCsq4qXfJvbD+on47QQiF+Fg4B53f3KYcbYAtiOE/udloLj/O0T97/7u/sQw4v7LAJsCxwHzl4bPcYZOBhf6z4KAUymaqHQAk4C/AQdVK9IqhBCtpBSHXRi4jaj1qoyNvk7Y3n6idmIewsb1U9g70v23AIe6+4PNqkWoU9xfdRBCiKZhZtsAB9Eacf+tgROAFQmbmmMGNYv7l8asFPnflcgv2690W7n+bArhH38duNvd/5aeu5Co28hc5+5b17IWIYSoh1ba3Yp5ZiOE/d+TTnUAV7v7Do2OPcK8WX9hB+BiihqzLuBKd9+plfMLIYQQQgghmouE/YUQQsyypC7D+xAC/0shcX8hhGgJZvYRwu6txcBNk5aI+pfmbVjcf4TxZb+FEG3DWImAmtmyRDH8AhSJQ9u6+42DJABlIep3rTUlvC8CfJYoaHrT3b9Yfm6UfpIQQlSFme0LnJu+lkVOnyYantwK3A+8RRTsrAK8lyigXDQd5yT2sq9aq7j/nMAmhBjVRqVbplEkqmfh/t7SuXycxarfAu4DTnT3G9Ic8neFEDVTre2oQdz/e1mMNIk3TSAKG5dJQ93u7us2ae3lNX2LKAjNzVpyYftlwDfc/b9VjPcZQhB7PooCzW7CBj8PHObuV1XOLYQQY0VFAeSewE/TpXKj1h8Bv3H3GyueXZ0Qvft2OlX2kV9JY31V4v5CCNFchhD3z3byNWCX/J4vhBCzIhU+7gnA1xgo/vQ8IWx6l7v/o/TcnERM9wCgXKiZ4xYAx7n7ien+0RL37wX+C3zJ3a9rdD4hxKyNmS0B3EsI0r1FvPt3EPHXb9MEcf80z21Ew5TMdPs5wnN5L6yHiCvswkCBkduBjd19spm9n8hN24SiEXe94v6nEYLTkymaZT8P3EXENlouei2EENViZpsA+b3/10TjlCHt3CDi/uUmrecT+QIj7oE1ShLFPhQ4tnT65+6+a6vnFkKIeqgQOv0DYMReWBfhcz4MPEjULbxKCEFNIPbKVgI+COwKLA4sSLzfd1LkbUHkof2oDnH/6T6umR1NCFd/Il2elubpqHisPO8LhFDUoWkMifoLIdoKM9seOI0Q2MvNWp8GNi3n2VaK8kM0wkrfFyNiE6cQubuT0zjZPv4d2HGkd/5UK/x9YHnCpufmLln8OpPP91PUKud84b8B1wIXuvtzNf+HCCFEkynFYecnmmCvQtjJHsJu/YUQ6r8UeI6wbfMD2wKfBjaksHvlfbRT3f2r5TmasNZqxP2fJJoXXtrofEIIAe+yPVsSe0jrp8tNEZk2szmAzYl8hg/TJHH/NPYAG2xmGxB5EJ8gfNpyA8D8W/4B3EQ0G9iE2DdcNq3pHeBzub5DCCGazWjY3dJcXUS91/1E86psE+8l8nGntDpWmvIh/gR8jMKvblqdnBBCCCGEEGJ0kLC/EEKIWZJS98oFgM8hcX8hhGg6ZtZJbCAcSRTgzFG6/AV3Pyfd1zIb2GpxfyGEaBfMbDxRaPkRQmS/h/Bt/w285u7Plu5tqmiomd0JrFE69TV3P6mK57JPPuTfAQmcCiHaETPbG/hx+loWOf02cJO73z7Ms4sQyY/HEbZzwXSpXDBfrbh/tqOdaQ3fBLZP43cSyUS58CiLl/RTJHhmngN+AlydxasUpxBCVEsjvlyd4v5LAk5hM68GdgJoUuFPeU1nEuIm5eT4ScCh7n5plSJQFwJ7UMSGJwG3AWe4+63pHtlcIcSYU5EEvwPwM4oGULOn2/YFLnf3N9N9PUB/OWHdzDYCrgLmpkhuB4n7CyHEdCpsbs4rqNsnHEHc/1VgJ3f/bROWLoQQMyxJ/OlUYDEib2A8If60jbvfU7qvA+iq8HGPIXzh96VT5byDg9z97HTfaIj7Z/Gng939rEbnEkLM2qTc2W8Q8cu5KUTomibub2aLEkXoSxJx34eAnd3938PZzdIeWBfx3n8AYXtzM+s7gS3d/RUzG5/E/ZcGriGEU/NvqVrcvyI2fA0hTAVwN9Hw9Sp3f6He/wshhGg2ZrY8kRcGsQ/1KpGX+4sR9u8qxf3L9Q3nAd8eJXH/RYBDgGOIuPMu6bxyxYQQbUVJ6HRBQtB0RQYKnf4GOBF4wN1fHWacxYCPEuKja1PkdJXjDM0Q918L2Ab4MkUj7hxPKO/dAVwJXO/ul1SOI4QQ7YCZzQ6cScQu8jv+c8AW7n5Prb6jmX2cyGdYiqIxYG52cjPwWXd/fYhn89+DeYCVgd2AjYlGAZmyoHX5GCLWcifwXWBSM5opCiFEs0iC0j8E9ib8027C5v4SOAx4rlIHoWQXv5ueyzURZf/2EHc/s3x/E9Y6nLh/nvtmIg49sdH5hBACRk3cf3ZgS0KLoani/oPMtSDROOtEQkh68XQp/5YsLH0r4cduRTQ5zJyRGwQKIUQrGC1x/9wYkGjmuhZF/HQisJK7/6++X1D1/F1pvkuBz1LEcScBq7v7I62cXwghhBBCCNE8JOwvhBBilkfi/kII0TpSEvqfiAL5vJl7FnD0UAmPLViDxP2FEDMtZjY3sB6wDyHqvxgDk8BfI0TurgUedvczykLQjSRGlvzdXwBbU9jY89z9gFr927wJXtpwl38shGg7zOwzhHjHOAaK+u8NXJoFnyoKJge1Z2a2H5F0s1E6VVkwP6K4/yBjrgusAnwlrXG+YW6/jxBQOQ54MhcKyf4KIaqlIllyd2A5otDxj+7+q8p7hhijWnH/U9398iTy8SiRrDge+Ho1TaVq/F1lG34dsHlaR29a05PAqu7+UpVj/BrYFHgcOJ74/3ksXZPNFUK0FWa2AdH0aQkG+qc7uPvVIzyb4w3rESL+S1IkmEOI+/8EOELi/kIIMb1Z6zzu/oKZ9bj71NK1WmOrEvcXQohByEL9hDDe3hQFmM8A67j7o8PEb8vv9vsABxNi0VDY2H5gH3e/KN3XKnH/o4hGsd3Az91910bnEEIIADNbkRB33h2YgyaL+5vZwsDlhLBSD5G3sH01vm5qbH0IcDiRB5FjDH8DPuPuT5fEo/LnskTR/SLUJ+7f7e7TkpDVyYS9Px54s9z0RQgh2gEzm49oPrJs6fT57r5/uj4jiPt3Aau5+93pu0T9hRBtRWnvax5CXGkzBgqdXgnsUqvtMrNjiZzbVdKpHGeA+sX9B9j9lEO2ZppnHuLvxfOEKNSfiYYEv8n1HLLBQoh2xMw2JuxV5g2imdUldeyljXP3KWa2JhE7gKKBYAdwmrt/ZYQxBtjK1GxrGeDTwIeI2uH3EDGM/wGvEz77HcC9ahgohGg3SnHVLYHTKfQVOoEr3X2nkZ5NxwcABwErpMtl/3Yfd7+w8pkG110p7v9VYPXSnHu5+8WNziOEEGVmNnH/NF8n4ctuTPyenE8xmfg9HcBLRFyhh4ENA1dz9781Yx1CCDEYoyXun8a/DNiJgXVjB7n72aMRNzWzw4lGgBC292VgFXd/opXzCiGEEEIIIZqHhP2FEEIIJO4vhBCtwMy6CUG+Ayg2cp8CDhht8RCJ+wshZkbMbFdgC2DH0ukpRKJMeQO5o3T9duA64Cp3f6oR/7NUtJRtbBZffRhYw90n1TOuEEK0K2a2GiEkuhIDE853dvcrahinLAj1YUJQ6rB0uS5x/0EKhpYmCoS2JsT9FyeS7N8hBLKfAm4EJrr7VMUjhBCNYGYnE+JKZXZz98uqfL5acf9TgJsJYf950uPfdPcTmm3HSnHdlQgR6pXSOqYR/vapRNPCIcWcSmOMI0Sofz1cMwAhhBhrUtH5/yOakUDROHAPd7+kyjF6kn/5EeCPhChgFtADifsLIWYxBnlfX41o1LoB8b6+MOHfvkjEAZ5y90fSvbUKknQDGyJxfyGEGICZfQq4rXTqJaJx1W0j+aMVMYudgC9TiO5NJWIEbxDFnD+rfKbBdVeKkuwPvOjun2/mPEIIkXJbDwZ2ozXi/usTIvlLEjlj11Zjw5J437cIu9uf1vMQcKC7/2GQ+3M8dhPgaiLG3EvEJGoR99eemRCi7UkNrGYHvg/sy8D8he3d/ZoqxmgLcf/SeuTfCiHakrTffwSREzFnOt0J/MLdP5vuqcqGVeSMrUfkjO2WLpftcF3i/kPMOZ6om1iciIm8BbxT9oXlAwsh6iG9f8/t7le2YOxOQjD0fGAPCn/3n8R+l9c4Xm7ktwzwe6KB4DQKUf9yg6xqYhZD3mNmcwP9uXHKINdlc4UQbYeZXUz4pTkOeyOwnbu/NdxeWsU+2q7AocCq6XKu332TiOleUvlMg2su76NtAXwFWAf4vLv/pPIeIYRoBjOTuP8gOW2bEAL/uwELlG7to6hN7iP23sYBW7n79Y2sQQghRqLVdrekkXAgcCYDcyWucPedhx2gQUrzHwOcSOGPvwqsXmv8QwghhBBCCDF2dI58ixBCCDHz4+4TgR8TYiBPEH8ju4lg3vuBq8zsY3WM25s2rv9NFM+/QiRbvpNuWZEoitrdzCakoFvHEMMJIcSMRh+wQjrO3dlvGgvREHc/lyhCymuZko7nBz5vZv8v3ddrZl2DDCGEEG2FmX0b+B6FqH/2L3OCeWfpeCqRNNMHfAo4Afidma3RSJJi6dnn0md3mmP2NLcQQswUmFlHKtLcFlgunc5F8V+uRdQfpvucHen4fkJw75vpcjlmsB9wSBJUGWnMckJlh7s/7u53ufuR7r4fsLW7b0Ik2Z/g7he6+3MS9RdCNIqZrQUclL5Oo7BhO5jZ7NXEOpOwc2c6/glR3PMW4V9OI3zalYGjgL2At4mERYjYbdMpFSI5UaSUE9GzyPWqjODzJnvf6e5T3P0id39JMQchRDtSsk2bAOsSti7buy/WIOrf5e5T09cdCXGTHKPI/uq8wD7AyclG1hSPTcXvBwA/T6fGE0X8cwJfJWK981c7nhBCtJJkF3MR+1pmdhJwJyGYtyHwcWAJwvZuD/wfcLmZ7QcD4q9VkZpO3QJ8B7gjnc52cp409sYN/iwhhJhhKPmZ2fZNJuIMlwJ/hQHv/4NSEbO4nBBO/Vu63JPGmxM408x2r3ymEco5ZO5+A7C/RP2FEK0g5baeAVxCiCxl+9ZPiOofC2ySBEGrpmTDfk+IKv2YEOBjKBuW7aeZLUDEgnMzlQ7gGaLh6l+G+B3Zpv+JaCqYRf3z8zlf4iozW2iomERlDq/yeYUQ7Yi797v7m4QA/xTi/X8KYbu3NbN5RrJf7v4ycDbw9XSqMlfhWDNbohXrH2I98m+FEG1F6d1+YWAzYG6Kfa+7ibyGAXHgkajIGbsV+Brwo3S5bIf3J3LGPtTob3D3yWl/7WF3fzH9/RgQe1bemBCiVsxsG+AGYu/p8GaPn+xqF5BreXNM4qI6RP27kqj/0kQD2MWI3LPBRP2rsumV95TjC+7+WlnUvzL2IJsrhGg3zGwNYLv0tQN4GDg+ifp3DLeXVrGPdilwGsU+2jgizjwHcJaZ7Vb5TCNU7KNdTzTnXq0k6t8pmyuEaDYVtuc64HSicRQM1C3YE/iSmX20jjneAq4jGm/fT8QhOgmbOg+xf3aQmX2w/l9S+LSl33Mj0dhwDeAy4N/p1k6K+uQO4ndeLlF/IcRo0Gq7W/IX7yBq2HqIPAOAHc1su0EfbB55L2+O9Nmf5n+ZEPcXQgghhBBCzCBI2F8IIYRISNxfCCGazjaE3YPYNH4F+CkMSHYfNSTuL4SYWTCz8wgR6IUphPEmpM83CaH9Z4mNZIjN5C6K4vtxwLLATWZ2uJktUxq7Hj/07jTf1DT+4oQYlRBCzPCURO+XIgRIJ1Ak6FwLXF7PuOVE8ST4fAJwWDpVl7j/YGOXmJauTavyfiGEqJZ5gdkIO9NF+JoA/e7+VrU2pkpx/48CW1EkLUI0lWqZLXP3t4GzCH+3m+JvwKeAnat4vq/i+7CCgUIIMdrkAkwzWxw4HJirdPlcQtSvmnG6so0zs1OJuAWEeCrEnlu2ga0U9z8OWKnasYQQolVU2MUvE0LQRxE+cx9F46heIqaaC9o/BpxjZmeVi4yqjdumBisS9xdCCAa8g6+ZPscTdvdXScSu2nGGE/fPcYvREPd/Dqb78BI9FUI0lVaI+1fYsD8A33L3R0d4Jtu3LxBNAyHyEKYBNwO/TjHb4cZ4Bfg1kReWBf1hoLj/lSOJ+w92LIQQ7UTyC/9ONBDsI/boOoAtAUt2eFiftN3E/YUQop0o+aYHAqun46lErPVK4Pl0X005ABW+5lPAMYRYH4Qdzntr+wOH1pIzNshcfaXj3sHOCyFErZjZ1kTubOZkM/tKC6b6EPABIqY7LX3el9ZQVew179clUf8/Au8hRP0nMLiof115XSOIXitXTAjR7ryX2EPLNQZ/Bx6E6mKjNeyjndXifbR73f1voL00IURrmZnE/dNcZVvf6+7/IWISOwFnkuIfxG/rBH7m7rvA2OhECCFmPVptd5MtewT4JbHflvMK+oBNzew9Df+IISj5rLlGroPIMX4NmNiqeYUQQgghhBDNR0ESIYQQooTE/YUQoqksTiFM0kMI8j0JY5cQnsT9D0hfBxP3/266r1d2WAjRjiRR/88TBfRTCH/1FeB3hCjeBkRh/arAp9O5y4AXKQo4u4jin9mJ4s7DzWwVGLjJXQMvpX89FB3iVdQphJgpSHaxCzgSWIgo0My27pYsptSkuU4nRP5gYKFmzeL+g4wt0REhRKt4nvBLs+h9ft//T61+ZZXi/msTotN5no3riddWS4rpPg2cTPy+LEzdRxSPCiHEDE3yd8cRAtDvIXzQfqLA8gp3nzTSGFmcPx1/h6Jh1dtE4edrRBPCLt4t7n9Kg+L+l6VTOfflCeCeascRQohWUCHq/13gJCJmC+HX5kLHrvQvx2z7KPatDgCON7MNc9NBifsLIcTwmFlHtpUVNnNhCj/0Jne/tdaxx1rcf7jvQgjRLFol7l86fquaZ8xsKwqB6XfSOl4CTqt2X87dfwtckb52VPzrBdYBfmFmC6eYRHc14wohRDtRsrF3Ak8R9noysY/2HTObt5o8XYn7CyHE4KQ4wyLAJunUVCK2+zpwtbtPG/LhGkjNB08CTkunxlPEiRvOGRNCiGaS4p3lPI/3WuUAACAASURBVK3sN57SAnH/9xC1DjmP4CXgbqiuHm20RP2FEGJGYoh9q7UpYqdTgbPc/bVa8n/baR9tqHNCCNFMZjZx/9KcfSlP7U13/7e7HwLsDBwHPAZc4O57wvS8YTVREUKMCq20u+7e5+6Tgdso8nr70vHOwFrQmmYmZtZpZvMAa6RTOeb8sLtPVQMVIYQQQgghZhzkvAshhBAVjLG4/0HAnlncv9HfIoQQY0HaROgANiRsaLZnt7v7M2MtmO/u5zG0uP/nzOzYdJ/ssBCirTCzEylE/ScTBTzPEpvN+7j7he7+d3d/Jv37k7tfmJ75JHAV8L80XC7+GU8k8hxpZutBbeL+yb/tA+5Lp6amz7XTdRXACyFmBjqB5dJxd/r+F3c/G94lElUXpeSik4FT0unxFHZVhZpCiLYj2a7HgPMJ/7Q7/fsjcFw9TaNGEPfvI3zhfsIW9xG2csm0nqbve5aKNh9In51EAVMnsKWZzdXsOYUQYgyYi8LfzU37fu3ut430YLk4x8yOIxpiQex9zQa8DHyQaET4NJHsnn3ceYG9aUzc/0Dg52ndDqzi7q/UMo4QQjSTClH/84CvEjYq275pwBvAlcAFwOVEQVAulB9H0ehvK0I8dftkJyXuL4QQQ1CKr/ab2VrAjmb2vtTEanEK8aeJ5ftrYSxFSYQQYrRohbh/tSTh1LmB7SgE+Ceky19y939WY79Ldjf7wX2EH/wkAwWq1gRuNbNFmyXKKoQQY0GK4/6SIq7QBywLrA7V7Z9J3F8IId5NqiNYmkLAOtvT6939f83MjXX3twlh/4vTqXEoZ0wI0Yak3ICriLgBDPQbmy3un2MAU4n46xzAHNXkAkjUXwgh3k2p9gszW97MFkiX5k2fncCrwLNJ1LmmulrtowkhZjVmYnH/fijiyu5+m7ufCKzu7vvlaxL1F0KMNq2yu6UxzweuTqe7iXjEBOBcM1uhFb5rsqVzAe9Lp3rS569L14UQQgghhBAzAAp0CyGEEIMwhuL+HwG+QAicCCHEDEnqTNwPzJdO5cTJV9L1MRfMH0TcfzKxwTI/sLyZ9Qz1rBBCjAVm9llgD6JgPm8I/xdY392vc/dn0n0dpWfy8RR3/w+wD3A8cHs6nzere4CtiSLMT0P1trqUyP6X9Jnt5wpm1qMCeCHETMKawBrpONvH58xsfBbWa3SCijHOJ8T3oEhkBxVqCiHaDHfvT3HU7wE7AN8gfM5Pu/vbKQ5as40cRty/cl+zn/Bpv2lm87cyadHdbwFuTV+znz3bIGsSQogZkR2Bj1M0TrkDOAmGF31KRZy54POLwNHp0mQibjEJ2MjdX3L3B4HdgNeI2EEWrW6GuP/uxN+KT7r7y2bWrcJ7IUS1NLMRSIWo/9kUTVpzDPZFotByQ3ffyd33c/dd3H19YGfgsnT/eIr8gXWALwE7SNxfCCGGJ9nITYh9sPOBg4nCx8cp4rrPNDiHREmEEDM9YyXun2LJywDbELlmucnrdcCdpXtGGifHiW8hhKi6Cf/6u8AviNhHF+EXLw+c04pGBUIIMRqU/MzvAX+naGCyGCHqlP3REWMJEvcXQoiCkn1dKX1OocgN+C9As3Nj3f1pwge/J51SzpgQoi1JcYPvAz9Lp1ol7j9b+uwkmle9BUwbKRdAov5CCPFuck5WOj4N+BPwZTObD3g63dYHPO3uj9VbG6F9NCHErMbMKu6f5u2r+P4SDMwbFkKI0aYVdrciJ/dy4LF0nPXF5iVybT/YbN815Sl8EVg4zdVH+Of3N2sOIYQQQgghxOigILcQQggxBGMg7v8mUYi0IvCBZvwGIYQYK9JGwjigl6JIvitda5pISiMkcf/909fxRCHqI8AXk9iJEEKMOWbWkWzqZsDi6fQ44DngM+7u5Y3gcgJlPs6bxe7+JnAhIbh6dWmsPsLPXQfYz8wWrmOp/ysdTyWauyxVxzhCCNGOzE74teXkw7vcfTKFr9s0UjOW36Sx+wg/ulyoeZCZLdvseYUQol7c/cnUbOpb7n6hu7/TaOHjCOL+2fZ2EvZ5KWDbVhX3JJ+8g0KEmjTvAsCirZhTCCFGmbkphKf7CZG7aSmWMGgBTirO6U/HuwFfIWKsU9PnJGALd7/XzLrTWLcD26chxlMkz9ct7p+LhNz9jJKov5oMCiGGxcyWM7NPQrF334Qxy4XwpxD7T/2EDzmeiJ9uC3zP3f+S7uvKjabd/QqiQcqX03NlEZTVCX9Y4v5CCDEEyTauDtyQTs1BFGnuSMR3s93szfc3MJdESYQQMz2jLe6fYrBdwIGEDZ1K7I91AH9w9/8N9/wg43Wmdb+d1jwPsALwNaKBa2f6Tb3APWnPTwghZjhK8duJhGgpFHHeHUr+aFX+r8T9hRBiOtluLpU+uynyxp6F4ZtjN8AtwPXpuI9CqA8k7i+EaANK4nn/AH5Aa8X9s93N+WHjSLUUQ9lgifoLIcTg5PiBmX2PEA6di/AvD6bQMugAZkt5DHX7utpHE0LMaszM4v5DrKXpNXRCCFELrRL3T4c3Ajen4z4ip6CPyDU408yWbobvWnp+aWDNdNxD2Pab3f2eQR8UQgghhBBCtC0KcAshhBDDMIri/q8SRaUdwKXu/sPm/AIhhBgzOojNj1xkCSmxvJ2SH939fKIoFOA/wBruPtHMusdwWUIIMZ20IfxJQuAOwqa+ARzr7n/PAnZVjNOX7p3m7n8AzicS6PvSv17CZj/n7i/UsdS7gP+m9fUACwKr1TGOEEK0I+8lbGQ/hW87VysmKgnz/QD4c5oXBor7HwAcYGaLI4QQbUoz3v1rEPefB9iBKPZpSUPB5Jc/XDqV/y5MGfwJIYSYofgvIXY3Pn3+yt37h4s3lET9NyDiq4tRJLC/Buzp7nfnWATQn45vAnZOw4yj8HHrEvevLBKSqL8QYiTM7NvAlcAdZnYGTN+7r0oof4gxp8dozeww4BAKX3ECYWfXc/fcJJA8r7tPLRUZPQ38CNiXQtw/2zWJ+wshxMh8mBBpykKmCwKHEb5q9htXM7PxjRZYSpRECDErMJri/un9vgNYPp3KeVsPEfm71OKzpyaAE4FXKP4GzOPuDxLCVb8nYsunuvsJtY4vhBDtRIpLvEP4pC8S7/y9hP1bz8x6arShEvcXQszylPafynkP+Vz2f5vqP+am2u7+TeBOBs8Zk7i/EGJMKe/Pu/u9tFbc/0Ei96CXiEnMC6yf5n5XLoNE/YUQYnjMbCVg9/R1KrAAsD/woXSuk7CdC1dTozYc2kcTQsxqzGri/kIIMda0wu6mvNy3gKMJ3zXHZXMceF3gQjNbthHfNcUksr99JLBGOu4A/k34zspfEEIIIYQQYgZDwW0hhBAzJJVBqFaINWUqxP2fpBD3n0rzxP3XAh4Dfuruu8OALptCCDGjkjcVcvLmkmbW0W4bCe5+LiGavZq7v2xm3RKAEkK0A2bWlfzcndKpnOz+OHA3vFvAbgQ607jvAy4kEtWzoH8XcK67H5zuqdVW9xL+cQexWd1HCKUIIcTMyiJQsx0ekZRYlBN0riLsay9hX3MiO8CXgL0UOxBCzOxUIe7flz43Ak5J9/U20z6WbH0/RYwDwj5L2F8IMcPj7pcSSeivAtcDT1VjR1NB/O7AJwh/tZOw0ccBN6ex+/NnyZ7+ihAGhPBxcxy5LnF/IYSoFjP7KWHvcmH6F8ws+5B1v9+Xmp1sQRQC5cYl44FngE3d/T9D2bSKuTuT3/t5wvfspBCParW4/6er/MlCCNGWuPsFRKHmCxRFlfNSCDcBLAT05YbYDc4nURIhxEzPaIr7Ax8DVqKI+XYArxN5CPX67GV/ep40zv3AdsDW7n4UTC/Sb+qenxBCjBalHIP/Av+PyC/rIuzoXsA6tdo4ifsLIWZ1Su/ufaXPHN/9MEReQjPnzPY8ff0+MJGw5R1I3F8I0aa0WNz/1TRWjrX2E41buypjrBL1F0KIkXH3fwA/JZoC9qTT7yX5t4StnQYsDI3rG2gfTQgxqyFxfyGEGF2abXeTL9rl7pOArYEnGJgf0QOsDVxvZiuVm2HV2GC7Nz3zg7Q2iJyGt4AbCf2IptcsCyGEEEIIIVqLAttCCCFmOMpBLTNb0cwWTMk33a2asyTu/2PgOeJvaBfNFfdfzd0/B9MLhRrqai+EEGOJu78DPMxA0buVgcXacSPB3e9291eSTZaovxCiLUgbtP2EQB6E0BLAz9z9oVrGqkhYv4siYb2bImH9wHRvdx0FnS8SglD5uU5gYzMb324NXYQQog7+TYiVdFDYuYWgrkYoI1IqGrotzZfFTvPx1HT9BGDnVq1DCCFaQY7h1lJ8M4K4fweRxNgP7Gtmh1c+04Q1d6Z1fzjNl+O2LwBvyQYLIWZkSvb1TGB/4GJ3nzbcHlXJ7m0F7EKRdzIVuAi4NsWHB8Xd3ybE/R+niB9L3F8I0VLM7CKiCKaPQgDpBaDfzOZvwvjzANsDH0mnetL4O7v7A9mmjTBGt7tPS6Ko+1I0TemisJOtFPe/wsw2TmuRjyuEmKHIPqO7HwOcCjyYLuWYbvY5PwYcmO5tOG9BoiRCiFmBlNv6I0Kkbyhx/02bIO4/Po1d9kX/5e5v1WM3zezDwNIUIlXdZtZhZh3u/koq7leurhBipqAUc7iTotHV2+ncUWa2aB1jStxfCDHLUvIP76bI2cqxhaWTqHQrc8buIQStcz6ExP2FEG1LEvc/Dbg4naoU9z+81jFTHOBZ4A/pVG4AuBWwXIV4XstF/c3sMDNbqdbnhBCiXSjtZR0FfA94pHS5XAM2P+Fr0oyYqfbRhBCzGkOITN+SLg8mMl2zjylxfyGEKGi23S3pfz1LiPs/ycD8iF7gg8AdZnaQmS2b1wFD592WayHMbE4zO5PIA4aiYfc/gNPd/c0a/guEEEIIIYQQbYKC2kIIIWZIUoBtE+Be4C9mtngqcm+1uP/5wLXAa8Tf0bx53Ki4f0dKgCcdq1BICDEz8AiF6EgvMBuwIgzcgGgltSbN15OkKYQQLeYDhK85lUK86Z+54LyaAepIWK+3wclTFAVEEMlA6gwvhJgZeJOwbeV4+mZm9olW2bjkLz9M0SwrJ1pCJATlwqfzzGxN2VohxIxASah0EeD/zGwLM5u9mmcHEfc/hELcv5OikP5QM9u38plGSLHaXkJsGoq/B/e6+yTZYCHEjEyFfb3S3W+EYRPLO9Ie3ZqEYGo3IQgN8BBwubs/XcW8NxPFRTl+XG6cksX9T5a4vxCiGZjZ8cDuhJ2ZShTsPAp8Fjgp79M3yIZpjszrwPGEoN6IRe8Vov63EAL+Uwg/FMJWZnvbCnH/t4h47s/NbBH5uEKIGY3kM2a/9nSiUPPf6XKOG2Q+mYVNmyHCJ1ESIcSsgLs/AJzB0OL+x9C4uP/chN3MYn35XE2U7OtChD+di/UfGczPVa6uEGJmwt3/QojxQ+TrAiyX/tWctytxfyGE4FkirpCbRXUC6wPrtTKG6u5PAhdUnO5g4L7cfsDBZrZiq9YhhBDV4u7/AH7A4OL+J9cq7u/ufel9/U/pVA+xxzcn0dhkbpi+v9ZqUf9PEbkRl+a6YTXIFkLMaFTsZZ1CNGS5P13upMjZ6gdWM7OPtGhu7aMJIWZ6BhGZ/iFDi0x/0cw+WsccEvcXQohEs+1uSf/rX8BngCco8iM603hzEA2zzjSzL5jZnHktUOQslNbVa2azmdlngEuAA9N0OYbxDLBPNTUYQgghhBBCiPZEAW0hhBAzHCmwtjlwA/G3bCmio+VirRT3T8G354FTiIYCEElBXemzEXH//sGOhRBiRqSUpPgPokByGpEUOS+xITwqAvop8TJvgMzZ6vmEEKJFLEFs8vYQvu9E4M/u3l+N31iHqH89CevThU2JhM530udiwJK1jieEEO1GSsT5ZelUL2GTNzazzlYkjrt7r7u/CfyXQrzk78CF6XgCkQg0G3CUmS3e7DUIIUQzyQ2kkqj/H4AtiEL0rc1sQjVjVBT4/JSB4v5Z7GkxooBz18pnGmR3YFUKMViA+9JvU7GmEGKGZjABu6FiDmmPbglir6yTiAFk0b4z3P2OwZ4rUxKP+gnh72Ybnu11HxFL/jxweim2IXF/IUTNmNnqRHENxPv8eOBxQnjpTnd/pQlzLAWclL5OTvPcAPy2GpHQkq88DvgNsCbxzp+bqD5A2MrxNF/c//Z0Oov93ZByIoQQYoajIm5wHiFAXRb3zzZ5e2DbdF/V9rOGuWsRJVFMQQgxw1CluP8mDYj751yFckziA2Y2rhbx/WRfZyPixxMIOwxwV7qu/FwhxExJaT/s50SOGIRtfS9wNNSXt1uluP/76ly2EEK0Ne5+L3Bt6VTOFdg+i0q3kEfTZ96P+0f6Pp7CDu9LCPUt2OK1CCHEiDRT3L8UN70GuCcd5/f7tYEPpjmntapGopSfsDKxP7c8cJmZLanYghBiRqRiL+sc4Eze3SS7A/g4aR8N1CRbCCHqoUaR6S9J3F8IIRqj2XY3v/en+PAmwCMUzV/HEXHi8cAGRA7Fr83sbDNb18yWA2ZPvux8ZrZmqm+7BTgL2CqNk+uCXwQ+7e4PN/J/IIQQQgghhBhbFMwWQggxw5ESII9MX6cQyTHvA+5spbh/Dua5+5PAYURy0Tii8LObBsX9hRBiZqGUpHgr8DSxUdFP2Mt1zWzLVq8h2evedHwmcLSZrdDqeYUQogVkkdMs5AQwWzXJkaMh6g8DBADvBV4nNpM7CeGqR+oZUwgh2pAH0mdOWu8C9gAWbkXieGm810qnVySKRX+Vvo9Ln6sCK6XnJHYqhGhLkl86H9GkZFlCkH9hoqBzmyS0VM04Q4n7dxHiJB3ACoSIyBcqn6kHM5sXWDeN3U/Y36eBS9P4KtYUQswSlHzNTwLLpOMct7jI3c9P9w0bsyjFHx4FnqMQWf0rkfiev88F7A9ckkSrW94sVggxU7I24R9C7FdNBD7n7k83+g5dsndLA/MThZHjCZ/xYnd/rIoxcgy3B7ia8DunEr5nD3Cru3+YEKFutrj/zcB3gTvSfJe6+25pXcopFELMkFTEDc5loLh/N0Wh5plmtk26b7TF/c8ysz3y3I3OK4QQo0kV4v7HUr+4/z+JBoDZT+8FlgTWg5oFpFYm3gP60tqeB7yONQkhREsws45s18xsrmr3yYajlL/1NHBnOu4j7OlaZrZXA2OPJO5/TDN+gxBCtCn3lY6zr7opUcPWylytW4h9tF4iR+FCoo4Nwg6/Qeyp7UfkBgshxJjTLHH/Utz0WYrGJtMI/3Z5onk1ZrYw4fs2W9S/I+3fLUDsxY1PcxuRryuEEDMkI+yjdVHso33DzLZP9432PtoZZrZnfqbReYUQYqyQuL8QQowurbC7KS/3YaJ24jcUdb45T2Ja+r42UfPwW0Jn4V/Aw+nzj0Rsd3UizzjHPMale9ZJeRhCCCGEEEKIGRgV4QkhhJgReRu4jAhSjUv/JhNFPKMh7t+ZEo2OJgJtOREzbx5L3F8IMcuTbOUk4BcUov6dwELAlmY2R7qv4cSewciJnGa2H3AgIfR3jJmt1or5hBCi2QxiH/NmbQ8wO4XI/1DPj4qof2m+TmJTelI6dZG77/X/2TvPMEmrog3fEzaRliggGEgeSSYEFSQoGSSI5Bz2IwoSBAUDICBKkiA5S44KLCBKBhEwEQQtUBAWBFky7LK7M7Pz/ahzeM/09sx0z3T39Mw+93XN1d1vOOe886O6uk7VU708ixBCDEdOwguEUgwg/f4/M4QwOiab19Le5bEG8OShLrzBwPXA2/FzF7Aw3siqXWKnQogmZ1Vgzvh+HC5YuhBwGrDZIMT9D2BWcf8AHBVCOCrdA5X7piXXbY8nthPnmAKcY2avSvBUCDE7kfmaE4AFKUShXsfjwKnAvV9x0hg/nkKRMN+K29ij8P2/JO7fgoujbFCzBxFCzBaEEFpDCOOBneKhVJTzHPBk3iB6oGT2bl9gAYrf8qeY2e2VrDHGcNuBC4Bv4PGGJOp/P7BRnOtG3P7WUty/Exf3PwDY08x2ytalAnkhxLClH1GSlGMGcHEIYcN4XaNESabjsZFjQwifGux8QggxFNRR3H86HmMAjze04X528om7+4rHpnNx3v3wpoQp3nCXmT1e5XqEEKIuZKIi3dEffQC4NITwzZLrqhaKjvGOmcAxuA88Co8zjAPWLF1DNfQi7j8lvv+/fHwhhBgJZLbyJOAvFHXYncDiuODo2BjjrUfewLQ4Z3t8XRP3w4+N5+eKrweb2ZN1mF8IIQZErcT9o2/bgccZXsR92y48j2DdEMJE4K/AItS4RiL66uPw2uFPUsSUH8NF+YQQYthSxT7aZSGEjeN1jRT3nxM4I4Sw/mDnE0KIoUbi/kII0VhqbXej/9pmZq8D2wE/Bx6Kp9vjXweeK9GF298xeFPYJfGaX/BYRmc834I3dL0R2MjM/jmYZxZCCCGEEEI0BxKbEEIIMeyISTlX4cnhz+KBq0aK+6ci9keBN+L7dKwND7xJ3F8IMVuT2crbKARI0mbHBGCreF1NEnvKEUJYAdgM3wyZC98w2bgecwkhRK3JRKGmxtfRuM85BpijL2GlRov6x/XOjA1dbgeuM7Pd4vitlQj6CSFEMxMTyGcAN+CF6S347/9uYHVg32hPa2bvzKwjzrtMPDQKmAdoN7PL8eL+tIZO4PPApnG9aqgihGhWHsLFnl7DbWlKYhysuP9FlBf3XwD4cQjhuhDCqiGEOXPxp3L2MhdTiZ+3wQuXoChYegb3e+nLLxdCiJFICOHrwJdwW9uN291ngFuhRzyjTzL7+Up87cK/Dx7DRaf+HcduAx7Bxa2FEKJiop1JBYrgv6sBnjKzN8rfVT2xecDi8WMSIr09nuv193kS2osifccBW1A0NGkH/gBsbmbTMyG/K3EBkSTu3xGPD0bcv8PMHjezC+K6JOovhBgR9CNKkmzoeOCSEMIG8bp6ipL8iWKfD+BOM3tmsHMJIUStqNb+1UPcP+YbnBE/JhEngP1DCPvGaz60sWXuT37sScC22al/AWdCIf4vhBBDTfQ9N8Djqp8BtgRuCCGcHUL4VrxmoAKkbVHM6Wzgfdw2A+wSQvgwb3eA607i/j+Mh1JD7yvN7LcDGVMIIZqVLLdgGnA58DaFOF4XsCpwXAhhVPRTa5avFWPCnRT5w1A03T4K+Ek8dpCZnRrvUb6YEKJpqIW4f+bb/g//rf8OHn+YGf82Aj5K/WokVgXWju9H4/ZfcV0hxIiggn20Gbjtu6hB+2hJ3L8Ft7dzUcSHhRBiWNOLyPTd8bTE/YUQosbU2u6mxq5m9i5wMrATcALwPB4nHkWxF9eC295UZzEzzjeKooHrffg+2z5m9tygH1gIIYQQQgjRFCg5WQghxLAjFrm/A1wMnMUQiPsDmNkfgevix1RMn8T9ZlCI+3+uHvMLIcRwwMzuBH4RP+abHeeGEDaK19Rc3D8mtG8HbIjbZvCEzedrOY8QQjSANyk2cJPgx+ZQvuh8KET941jJ1h5pZtuk9UkESggxEojNS7qAa4AXcHvaEV8XxMVB1qmVT5uNsygwf5yrG3iXItHncOBlPKmnHbfzX47rVUMVIUTTEWO6b+FizVdSf3H/mRTJkN8CzgPOCyGsCIyL93xoL7NxkqD/wlEs6qp4yVQK4b+jzexvA/tPCCHEsGdFXKwpNZnqAi6LsYiK9+MynzcVYbYBH8MT12/BBUmeAO4Ctjaz9yW+J4QYAO343hT0LJzJXwdFzFtIRT9jgSfM7L54rtff59ne2J7A1hRCeG3AX4GdzeztGGPtivdMxwVQTovPk8RTYRDi/iXrUjxXCDFi6EeUJNnQhYBLGyBKchpu3wGuMrPdQaJ7QojmIPmP8f1SIYR9QgiXhhCW6uu+eoj7A48CD8cxkuAIwC9CCHvFeWemdacmWPH9PCGEs4D94j0z8LjFfcDT+b1CCDGURJ9zQ+C2eGg6RfO+vYBzYtPq5WJDwaoak2S5YPcCb+GxhiSiulsI4aODXP+b+L7bj+Ohq81sx2rXKYQQw4GYMzYTuBlvdA3uo6bm1JsAO8Zc3JrVQ0Rb3oH7s/le2pi4pqOAYGanZfcoX0wI0VTUSNw/+bZ34L/vO/H9v9zephqJswdbI5HseAhhPmB/IIn7tQD3AEfm1wkhxHCmn3200TR2H+0U4C8UOg17mNldg51HCCGahTIi06cxNOL++4YQlhn4kwghxPCg1nY3NXY1sw4ze97Mvg9sBmyP54NNwn3ZVjxu0UZRL5ds8dXAocB6wMVmNrlWzyuEEEIIIYQYepQ0J4QQYtiRgmixo+XFwNn0Lu7/0XqI+6eCIOB+ii6Z/8FFRlrxQNt0XNz/+hDC5+N9StwRQgwLsoTElszm5favGiYCT8b3qYhzFHBWCGFNqE1iT8n9E3CxU/Biz2m4GN+9g5lDCCGGgCeBxykKgQC+ALMWnddL1D/7ThhVeiyRioLM7PV0XkXxQohmptqC8mjX/gXsjccB8iSeVYB9gc/UYm1ZoeXWwEdx37kVFwd8Np57DU/6IVvH5iGE+VUsL4RoRrKY7mTgePw3ej3F/VMy+kw8LrAc3gDwD8DlIYSDQghfDSEsEEJYEJgzhLBoCGHpEMIRQCpUAo8pzBHf72FmN4NivUKI5qPGMd3SsdMYq8XXXLTkXwBm1lnm1rJkPu/0+PoBsalh3P+7GtgI2MzM3olxDMUZhBAVE+1WK94kD1wACWDVEMJitbApWeHPD4CT4+Fbsvn7Yw28sOcTFMKlzwCHm9nzcewe6zSzV4Ff4zHjbtyfTs9WE3F/IYRoJvqKdVYSB+1HlKSdxomSXAkcgccVdkjrl+ieEGKoyX9vhxC2Ak4AzgR2An6ZBKV7o9bi/nG863A/N9nimXHcs0MIx4UQVkjrjvkR44Ed4xr2jvd8gO/lGXBsbMglhBBNHdYMSAAAIABJREFUQQhhAeD8+HE6bq+SbwowL960+kbgxBDCinl8oNJ8gGhTj4ofx8bXLwHLVDNOL2O/jgtErWxm26fxFMMVQjQz2T7aQHLGngcOxG11njO2NLAHsHEdYrKLAwtkn6cBM7K49LNpfTWaTwghakYWF30MjxtcGU+NpcgRqEjcP47zLN4k4OV4qIuiqTfAP8xsvzj32AGK+ufx2p8Dm2anX8B9+Gnxe0FxXSFEUzFQn7CJ9tGuxmPTNwC7mdnFIF9XCNFc9GWTKsxdaAZx/11wcf+Fqx1bCCEaTbPZ3RQLyHzYv5vZdcA6wErAbsAPgWvxnIfTgZ8CGwOfNbPtzexkM+soN74QQgghhBBieNPS3a39QyGEEMOTlAgTQpgHD3Ltiyebd+NBtDF44sxqZvbfEEJ7NaIiFa5hAby4fj7gJWBb4DvAVniS0HRc9OlZ4AtmNqWW8wshRK0pJ/Tcl/2sNCkxhHA08CMKcZG0YfIEcLCZ3VPNeP3MtT1wefw4A99c+ROwv5k9OpixhRCikcRN49HA9fjmbQdesA6wqZlNzK6ti6h/yXqOBP5sZrem9SkxXQgxHKikgLyaa0IIe+GJ620U/ia4SPWPzezfNVjzkngh0NfwwsyxuJDKQeCiqSGEXYGLcEGT1njdcmb2n8HOL4QQ9SKL6S6EC9ptB3wEj+mmRoCT8RjrTWb2QYXjfmjHQwi740mQc+A2EtwnTuMnPgDewv3s94CF4/l5s2uSje0Edjezy/PnqO7phRCiPtQrplvunhDCw3hjq9x3/pyZ/b3aNce3F+Pie124rf5MFJzKr5UglBBiwIQQfgYclh16E9jWzO6sdf5ACOH/gIfN7Mk+rkmxhbF4M6mdstOvAccCF/eXVxBC+B7eMKs7+0u29WHcH742ziXfVQgx7Ci1XTE3bD7c3k1NjaZL7unVbyyJG+wFfBtYPp7uxMVJJgO7mNlvy61hEM8yy7rk4wohmoE8nhCbne4GLBVPp/2vq5Ngcz9jLY/b1h2BOfGYazv+W//PuIDIb81seh9jfGh3QwjnARNwu59iHu3x9Sm8+fU/cKHTVYDFgLlL1v4asJaZ/bO/9QshRCMJIcwJXAF8g6LRXwu+bzUOt2PtFDm2U4BjgAfM7I8VzpHiuZ/A8w7WptgnexhYt5Y1DfJvhRDNSJnYwigz6wghzBGF7qoZK8V1dwPOY9acsTvxeO19tYrJhhA2AiZmh24GtpC9FUIMR0IIywF74g2qoWdNxGFmdlKF42yBC+S1ZmOkRtiXmdkuNVjracD+8WNn/LsMb8z95mDHF0KIWtDb7/ByfmgWI+jVR22WfbQQwrxm9nZfzyiEEENFCGEUXpuwGB7HnQ78N/cRK7GNJfthm+A1E1+Pp/NYw6XAqWb2+ADWOgewCd6AewU837cD197pBFY3s0eqHVcIIRrJcLK71aB8XiGEEEIIIUYmEvYXQgjRdFQTiBpKcf8QQnsc/yngY3gS0BHAWXiS0HoUm9ZXmtmOtZhXCCFqTZnE9bmBVYHVgU/jiTjvAe/iRY9X4xsff87uKSsSXZJccwPwTYqCyyQw8gqwZxKKLremKp5lG1xQFYpCp7eBHc3stmrHE0KIZiCEsDFwI558nhITTwG+h/ugbbHgqJ6i/qsBD+Cb35ub2R2DeyohhGgsMTFxCdzPHQ/Mjzfqe9nMfp/FFyoR+F8cOBzYCy8QypN4rgB+DjzVXxJ8L2OndUzAmwekcafiyZN/y65ZH7idIgYyCljbzO5Tko8QopkZInH/luzSFLOdSRGbSCR72oHb4CnA08BxZnZzvv5qn1sIIWpJPWO6/cx7N7Bm/NiJ28uVzMwG2DDgwbhugNdxMb4XVZgphBgsmc+5GXAJMBfub7YDj+P5A1P7soVlbG3N/MAQwqF4/ACKuMKNwIFm9lIf9+U+7++AdeJzQU//tlTcX0XvQoimp9RWhRC+AqwLrA8siDfka8Wb9E3Cf6//BviXmT2T3VfWXg+lKIkQQjQbJaL+p+DCeq30bCb9PnC0mZ1Z4Zi1EPfP13U5sD3u786k8OfTGnM6KXzhFsCAb0rUXwjRrIQQDgBOjR878TyvE4Atgc9ml07D879mAs8B1wAnA++bWWclMd7YvOXYOMZMPG58gJldIX9XCDESKRPX3RBYDlgLrysYCzwGvIjHjqeY2ZQKc8bmAw4Bvs+sOWO/A04D7hisuH+sjzsF2B3/LmgFvm1mFwxkPCGEqCdl7O58eFxgA7ymYWE8RjAObzi1FD1zxKAfcf8SEb4dcKF94rgpHtCKN0TZB3gt1lb0aYtLxp0L98n3jqen43XDjwBbm9mkCv4dQghRV8rY3JWBj+K5XAvj8dN38N/+D+DaBy+mmGwTi/srPiGEaCpKbOJo3I/dGlgNz12YI176LB5juBR43MwmVxhfaKS4/xHAiriuQxtwnZltU+14QghRT0aC3c3magO6U95ufC9fVwghhBBCiBGOhP2FEEI0BWU2lL8ILAD8xcxer+TeTNx/P2BpGiDuH+f/M/B5vCDoAjPbM4QwL3AlnoR0uZntXO45hRBiqCnZiPgU8GU82fzjFJscMGtR5AzgOjzx8SYzm9bHHG1m1hUbovwW3+hIxUStFOJ6B8exno/39bmRUrJJMw4vDD03np6arX9bM7u29HmFEGKoiMmT81OBrxuvXw64BRekTpvEHcDXzewP8Zol8cTLmor6ZzZ8b7wwNHW238jM7qlmLCGEGApCCIsAnwGOBBbHG/OVci8ukH+Vmb1Uic8YQlgJOBQvrC8t1LwFF8+7r9Ji+pKx1wJuxW1uKq4/O87XkfnviwJ/whPyU5Llt8zs15XOJYQQtSL9Rq/U5g2xuH8u8t8dP3eXHAd4HjgH+L2ZPZavu5K1CCFEvWhETLfMnMnO/x5Plk92tQX4rpmdMoDn2B24IFvnjWa2ZbXjCCFEf2SNpztxv28Uvl+1hZlNK+fDhhBaAKLPuhL+e/yJWgjkhxDWwe3xeAqBvrfxZn1/q+D+tLf2I+DHFEX0KTaQ+BPuz/4qxnjlywohmpYSIeeNgPVwkelEB4XIU/6+G2/gejXwK+ClKNhUNj4hcX8hhJjF5p4HTKBnXPZtvJH19WZ2X7yuIltYI3H/FDseg++P7UoRv80F/MFjCsRzrXiDw0eBvc3suX7/GUII0WBKYru/ATbNTp+Cx3mPwnNsvxyPl/7evx+4Czg7zzvrq0FhbNi6FoU9vd7Mti53nxBCDGeyfNdxwBrALrgAVGljqMSTeJPUn6X6hQrm+DQu7r8bs+aMPQCcBdwwwJyxtP4vAjfQM89tLTO7v9KxhBCiEZTEWxfGhaX3x2sePlrmltL8rDzWe6iZndzHXLl/uxMutgdFbRq43/xn4CI8J+KVLM6QfOqZ6XP2nbEysC/+nQFeizEO+A+wvpk929//Qggh6k0Zu7UDbrfmpry/Oz3+3Q7cbWbnZzaxbN6D9tGEEKJs7sImwF7ZJfneV4rd/hf4B/AdM3u6wnkaJe6/KV6rsQJwmZntEs8NOgdOCCFqwUiyu0IIIYQQQojZFwn7CyGEGHJKNntXBNYHfo4X3RyLJ0n2WsgT70sbyuPxBMl9aZC4fwjhb/jmdDsuvLdZ1j1zGzO7qvQ5hRCiGSixvxvhGxBfxhN6UoJkF4VAE/FzK0XCz1v4xschwNNm9l4vc6XkoYWAa/GEzZRAOZMiGfMW4PfAmUBrOaGRMp/XB76BN3aBnqL+u5jZZeXuE0KIRhN93Q1wX7cLOAb3dWdUcO+PgKPjx7RJ/AywOp4g+RSwCLUV9U8+9gK4CNQnKcT2tjOza6oZTwghGk0UyN8J2AxvqJISyjtxe9YeL23F7efzwJ5m9lAV438PF5lqoWcSz8O4YOrJeUwjFwaMn/PkoxZgXeBG3J9N4n7/Br5tZneUzL8Q8Bje1CUVPG1uZjdXsn4hhBgsJYmNrcCSuI/7EF6o/t9K7q9Q3P83lQpQVyju/1/gn8Df8CKneeLfK8DjwBPxGd4s97xCCDFUNDKmW27eEMLRuJB0B54Y3wpcYma7x+sqFfobD5wG7Jyt+1i8IReyt0KIWpDtTS0G3Ax8nmJvqg0XK51gZtPL/D5Pov4b4jkAHcAGZnbPQP3C6DO3ASfg+QzJjoILj55XzdghhE8AfwXmi891H7AMPcWengYuxAuNZFuFEE1JiQ0+AvcRPxVPT6fIJUj+bdqr6qCIx4LvZd0OnGBmUyVKIoQQs1Jicy/Ec23zHNtX8VjD/Wb2v3hdVTawluL+8f0PcYGq5Sm+C8oV7z+C77Fd0V9sWgghhpIUdwB2B07GBUPbgReBzYG/47/td8OFS+bDfeKUPwBu+54HDgee6E1oNIvr7gGchNvllCexp5ldUNunE0KIoSOLB8+H59quDSwbT3fhfm/KG0uNofL8gT2B35tZRwVzrQwcRNE0IM8ZexJv7HpijD1XVEeW2ex58VjvihT5YGeZ2bf7G0MIIRpJSYxhFzxPd/N4OuV+tVHkK+Tx3bxxVcoRg+rE/bcDLqawv50UeRGTgUl4DOIZM3uqzFgLAgvjPvUXKWLSye9+A1jDzP7R3/9CCCHqTRlfdx3g0/F0srnt9MyHSPY17atNBG4DLjWzD9QkWwghZqXEx/0hXo+2TDw9Hfc9u3G7mmxo7uu+A+wDTDSz9yuYrxHi/nMCKwFfNLNT4jFp3gghmoKRaHeFEEIIIYQQsycS9hdCCDGklATadga2xcVOc3Y0sysrGKuh4v4xsf6TeAL9uHj4fnxTfGa+oaENDiFEs1GSZLMTLnI3D76RkYofU7JNIiX05Ek+eWfjs4EbU+Jib4L8UbDvSjxhPonq5cmY4EKofwSuB94ys3+GEMbi9nxuXLx6OWALYC1gsXhfXry0m5ldWm4tQgjRaGLC+jZU6etmxTqfAC7BG6OA28+ZwIN4kuRC1FDUP5t/LHAUcBiFeMozuLC/NqWFEE1LCGEr4ERc9H4U7kem5PRUFDQT92fbs+NT8KScG83s7V7GzpN4NsZt5FeZVdy/A3gU+AEwycye72O9qwGr4TZ3LG7TU6zhQDM7vXQNeEziEYqmBaOBdczs7r7+N0IIUQtKbOHyeMO97+C/12cC3zWzUysdp8Hi/q1x/AeB083shnjdnMDUkljGgH1pIYSoNUMR0y2zhk2Am+LHNA7AFmb2m0rGiNccAOTfE5OAr0h4TwhRD0IIbbjA0nEUzUtb8Hjnr4ADzGxGvG4mfCjqvwFe2J7oAr5kZn8dxFqWwH/LL0ghaPIXYCczsyqfaV7gAYqC/RuA1/E49LzZ5XcBu5rZywNdtxBC1IuSvLEz8WJL8N/tUBRigtvobnqKPkHPmOw03M7ubGaT+phXoiRCiNmOEtt3Om77unG/eCzwErCZmf2tBnPVQtw//45YGRfZ2w8Yj8dDkk3+Ld7E9VTg/cHkBAshRCMJIcwD3IM3IkzCzUea2THZNWvhuWIH4vaPeG1qcvUu3rD6AjO7LLuvx/5WCGFRPD7waYrciZtwcf/X6/SIQgjRMFJtWBRpvgqvLUjxg+l4LVmytYl8b20UMBU4FLiuN9tYkifxFdw/3ZZZxf3fAe4Evp0aZpXe38vnxYBbgM9l63sOOMTMbq7y3yKEEHWj5Df78cAe+N4XzJqzMAO3v6PoSdonS+8HIu6/Gd5QewkKm54E/lKd2mt4zHgy3hB7cdy3XgP4KF6flq+pHc+lWM/Mnu7nXyGEEHUn83UXwnMCvkxhZ5OvW0rKk+2K75ONfQ3PMdjbzN7oY07towkhZjtKfNyT8dqFFEdo6fXGwi4mmzwF+CFwrZm9UsG8DRWZluaNEKJZmF3srhBCCCGEEGL2QML+QgghhoySQNtRwJ648FOiA98wPsTMflHhmEkIah4Kcf9l6Cnu/yIu7v/yQIWZsnm+gG9kj8KDf7cA39SGhhCimSnZcJgAnBdPJbubEtdnxONT8YTJMRSdjXOxqCSG+h5efHm8md1ZOlf+OQqRXgNsmS2tgyIxszW+zojjPhPn/wAvzlwCFzpNIiv5Rk0XLup/ebk1CCFEo6mFrxuFmg7GN5jnjIeTIGkLLlQyhhqK+sf7vwacRM8i0lPM7LsDHVMIIepNCGE34ExchCQXGwVPSO/Cfco2iqZQUCT0TAWOAa7sTfypxKf+Bp6wvg49CzXT3G/GvyuA/+Fi/6PjtV8ElgU2BxagZ2IRwNFmdnScp0cCZSziTyL+M4G3gRUrSUISQojBUFK0sz5wELAqMBc9G+6tYmZ/rmC8Rov7J/vcDTwBnJiabYUQRplZh2IJQohmYyhjuiXrGAdcC2xMTzv9Al6seX+Z9ZbGiLfFG7+C+7HT8KZcPwFatMcmhKgHIYQFcL91L/z3d7KL7wGXAQdHcf/kD24I3Bpvn4r7keBCp7cMYP4Uyz0S+DE9hU2PN7MfDPC5rgG2ih/Px+PHR+Hi/vPHOU8xs0MHMr4QQtSTkryxC/E8r1ykdArwMp5X8Aqe7zUG37NaGvgaLhbVhsdUR1M0cH0ebxJwr5nNoAxViJLsama3x+sULxBCDHtCCN8DjmfWnNo1zeyFWtm6EMJyuG3difLi/j8Fbu9H3L90b2yeuN5F8HjCDDN7YbBrFUKIRpPsWwhhHdzfnS+e+gD4upk9UnL9svjv/c9R1EUk3zdxFfA7M7u05N42M+uK4iTXUuQidAGbmtnt8nOFEMOZzM59BPgd8BkKseiUWzsFb7D6Lt789RPAQtkwKVfrA+BnwK968zNL9sA+h8cz9qNnzliKP/8bOA24z8ye7OMZPgGsjO+VpSYsbfHvF2Z2SFX/FCGEqCMlcd3zcVH/boochKl4nu6NeHz1Cdx3/Rhug1cGVqPYe0u/+7sohKcPM7OT+lhDbotXpxDhm5dZcyL6IzW+SvkUjwM7mtkzFdwrhBB1pcTXvQevOch93Q7cx30Cb0oyDo+djsf3vJJfWtrs6l/A7sDDvTVKlbi/EGJ2osTHvQjYlZ75se/jjfeuA17Ffd6l8JytZShqJ/L4wsnARWb2nwrmLxWZPgBYO54uFZk+zcweG/jTCiHE0CO7K4QQQgghhBhpSNhfCCHEkFASaDsL2JueSebv4IXyV5nZrb0OVH7sRon7jwZ+CUygEE45wsx+Vu1YQggxFIQQdsDFSsA3LMbF938EHsQ3OybjNq4TWBRYH1gFF25KBT4z4187bmtfAvY3s5vjPKXCTfl3wJG4iOln4+lOPLG9hVkLj0pJCZepsH86nlj0IzP7Tbm5hRCi0dTC183827HADcCGFDYwpwU408z2j/cNtonVeOBi3E4n7gc2NrMpsrFCiGYkhLAHLmQHPQXyJ+IJ7RfH44vgotFHAF8AFiu5Zxqe0HNhbwk9ZYqDdsLjEG0UTau6mdWnfR8Xv87XB0XDqtS0qqyof5akfyDefKUT94f/BXwJeFv2WQhRL0rs0Xa4EPMiFA36wJuY3GNm21cxbqPF/VNhUTcuIvULM7u60vUKIcRQMVQx3ZI1HAr8HC+Eh6Lx4N/xBoZ3ZdfmseDxwPZ4E658/Y8DE8zsL9X/R4QQonJCCB/HhZG2wH+Xp6L1d4HLgUPN7IPYwO/meFsu6v8dMztjkGv4NbAZhcDJO8BaZvZUqWhphePdBGwSP75gZkuEED4FHIgXGk1Mok+K5wohmomS2OpJeHPrmXhe11i8KPMHwCNm9nQvY3wVF4E6hp4iUEkAahLwfVw0+u1expC4vxBitiI2sDoZFwtNOa8vAV8zs38PNMegj/kqEff/baXx3n7mkn0WQgw7QgiL401cN8DzB0bh8dPDgWlR/D81ARiPC/jtjwuXpLyxPE48BXgIbyr4bzN7PduD+xhwbjbXGOCvwCZm9koDHlcIIWpOlkO1EHAvbieTPW0FHsUbqFxrZi/He8bijQKPANYAlovD5TljpwAXVJgztiSwSxyvDY9tJEHpUbhtngJcgOd2PUoRAwm4yPWuwBJxXR24v9wO3GhmW8Z5qo4fCyFErSmJp56H19Tm9bqvAscCD5rZE72MMRYX49sXWB1YgSJ3NtWGQXXi/kvj9RWHAB+n2APM69NSLUfKcZuZnWvBm8XeBRxrZi9W838RQoh6kMUDFgTuxu1l7us+BPwGuL7Ubw0hzIXnJawF7BzvSb5kqjt4Ad+f+72Zvd/XGuJ7ifsLIUYkJbbuTGAf3GZ2UPi4xwD3mtk/Su4dH6/fDK/lglnjC+dX0qRaItNCiNkF2V0hhBBCCCHESETC/kIIIRpOH90zU/LN//CkxrtSIky1SYhViPuvbmaTqhk/2xBfAbgEFwBMyTzbmtm1la5TCCGGihDC2rhIycL0LOw5HLjJzP6ZXdujaDOE0AZ8HjgSF+RfHLeD3RSJjdPw4vZr4z19ift/DfgGcFC2xFTImSdOJropBFLT+deAa4ErzezhcnMKIUSjqaWvmxUgzYsL9S2HJ0ImsegW4Bngq7Eoc7SZzRjAmssl3CcmAT/Evz+QjRVCNBslIqe58N7BuI/7fHZt+m0/By7otyvw9Xh6oIWaH8OL4E+l8K+76Nm0Kgn3jYqvSUw1xSo68CLOM83srDjuLCIqMeH+fuBzFD7xj8zsuMr+W0IIUT0lvuJuwIXxVBKAAvcVf21mvy69p4Lxh0Lcvw2301cAewzEhxZCiEbRBDHd3Pe9BW8UkOZI8YlpwPfwZPonQwhpjTvg4ig7xs/JX58JbJW+N4QQot6EEJbBm+Sth/8Oz8X9z6EofoeesYX9zezMOMZABPhbgXmBx4CPxsOtwMvAsr0Vylcw7vV4XKMbjyesYGYdIYT5gUWSGLZEn4QQzUoIYQLeNHAeihjpJGCzvCCy5Ld9D5sWQlgxjrEyMB89xf1fAY4Hrjaz13tZg8T9hRCzBSGEFjw2ul92eDKwpZk9UGtR/2zeSsT9bzez6bWeWwghhgMhhK2BvPn088A6ZvZ8ltdQGqvdDlgHr5FI5M1cJwEPA2eY2YPZfXsDZ8WPXcBbwD5mdkO9vgeEEKJeZDZyAeAW4Mv0FDq9Gc8teMXMZoQQ2s2sM3sdh+eKfRtvkg1V5IyVrGU8sBHerGXOeDjtw7XQsxbiTbyp4RRgfoo9tnQP8fqJZrZpHF82Wggx5JTkCxyH5yl047ZzLO6DbpIL+peL62avc+J28ERgSwpbmWwx9CPuX2aNH8f3AVfEm6ckplPEIlJOb3t2/jZ8n/APZvZWpfMJIUS9CSHMDVyM5wSkBlKtwE3AgcDLJT7uKDPryO5vB76IN/pbiiJXK+2jvQz8BM/HndzLGiTuL4QYsZTYuJ8Dh9LTx30J2NzM/prdk2p80+sYYBU8b3ajeFkShK42viCRaSHEiEZ2VwghhBBCCDFSkbC/EEKIhtJH98wZFIG2bczsjzWYqxJx/0nARmb21ADWfzGwS3b6LjNbd7DrFkKIehNCWAz4BbA5boPTpkKP5iRlCuKTXU2JlB8B1sSFUr9EIeIERZL5dmZ2TX5/H+NvAGwKbAIsVmbpuch/ev8MLlTyI+A5M3un3FxCCNFo6uHrZhvPnwWuA5ampxjpO8CdwNFm9vfBiDWFEE4D9o8fO+NzXAZ838zeGMiYQghRT0IIm+JJMuPxJJyx8dT2ZnZ1dl2ecJP82iRy+mO84RQUItVVifvHz5/DE3lWBT6VXdpN4ccmof/cx52GC6rcYWb35Gssma89jn8Mngzfhn/XbG1mE/v9ZwkhxAAosZ97AOfHU7mw9GHAVWb2cryu6uLyEnH/HwDbUj9x/3G4Hz0ZONDMrqpmrUII0UiaKKabYhOL4bGJL/cyxst4g+3x8VheNJ8nuu9sZpeXm0sIIWpNZhOXBU7DG46MphBXyoX8p1AIMA1K1D+bfwngWTwOkOb8J/AZoCUvsK9grFZgIbwJ7FLx8F/N7ItlrpV9FUI0JSGExXGxpI1wn7INF+Jf18yersR+ZX7ux4BDcH/54xSx2Da86fb+ZnZ9f+PE9xL3F0KMSEII6wO3x4/duP/7E+D0eovqVyDufxzwW4n7CyFmJ0r23lJNQvKLr8XjtN0l93y49xZCGI2LixyB5yUshNvXVoo47UzgZ8CDmbjeNcBW2bB3mtl6pWsSQohmpqRW7CJc6LQDt3+twDV4zlhZm5bvn+ENsX8MbBZPpzhAVSJQcdzP4Y2rvoDnOXTF9aQxu+NfyhkD94lTfRu4n36Dme0Sx2w3s85K5hdCiEYQQtgJOAG3cx34XttLwBpm9p+B+JQhhO8CW+Pi09AzB7gicf8sVjwGr7HYGm/gsgrF90PiA1w08HLgcTO7sJr1CiFEvYlNWgH2Ao4GFsT9yFbgRjPbsr/7S/LFlgK+i/u8i9CzOeDLeE3Chb3l+0rcXwgx0gkh7AMcD8xN4eNOwn3cF3qzaZm9bcHzvw7H/VAYYHxhoCLTsrtCiOGE7K4QQgghhBBipCFhfyGEEENCCOFI4Eh6ds+cBHzdzP5dw3kqEff/L7Ar8IiZvZff18e4v8DFoxKvAIeb2a8UgBNCNCtZMs46eML6fNnpbczsuoGMCXwUOAsXQU1J5p34RsVUvMDolnh9f/a1FU82+gaeKL8cLkjSim+mvIvb7wdxUf9bgUlmNqPatQshRL1ohK8bbfm5wBK4zW2NfzOAx4F9SrrS92p/Szae58aT7feKp6fjPvOfgK3M7MVarF8IIWpJCGFlXJDvy/RMmNm6L7GmkjFGAYvjSUFb4za8iyoTejKfew5gLjwWsTywIV4cNG+8NDVmeQ232w/jRZlPlo5VZo4lcUHtr1EIAd5gZluVXiuEELUmhLAdcEX8mAuffijMHK8bcIy0geL+F+Cx4R/gxU7vDWS9QghRT5o5phtCWAk4Gy+u78L90i7cTucNrLrpKVQC8CawX28NBIQQol5kvuZywBnAV3G7lWxQC0WzP/AGUKfHewfUCo/lAAAgAElEQVQs6h/vXxx4Gre1o+JcT5vZCgN8hmWAR/DipjbgNuCbwMxqG2wJIcRQEELYBsib7L0N7G5mv6nG5pbsc50IHIj7oskWtgPHmNmR/YwjcX8hxIgkFrXPCVyICzkncbyngB3M7IkGraMScf87Ko33CiHESCKEsCPe9Go0bhdfAPYws/sqEC/5BC4g/X1g5eySvDn3JDzX9jhgE1zoZHEKUcAP4x9CCDFcCCGMBQ7D8wbGx8OteA7BFvGafuMLIYR2PMb6a7wZbLmcsfPN7IV+xkl7eovhItL74ILSuZB0EvpP+2hpnsS9wEQzOyWtTaL+QohmIuZynY03VEm5q5OBb5rZQ3kjqgrHyxtXbQrsiTeChUGI+2ef5wAWBT4R/7rwWO8TwDtmNim7VrFeIUTTEUK4Fa9BSDb3Hjxf7PVK99Ky+MGieC7uEcD88XSqd3sJ+JyZvdnHOBL3F0KMSEIIX8eb9K1CYc/+C2xkZk9U4uNmtvazwN14nCJv9FdPkelTzezxKh5ZCCGGFNldIYQQQgghxEhEwv5CCCEaTgxk/QIXIc27Z65uZi8OtiC+zHyViPu/DvwST4LMBVBbgVYz64wifwsCPwH2iJckodPfAHuZ2eRarVsIIepBTGK/Gxc9TfzAzI6P5wcjvHcFsB2zCjW9iBcZ3VXBGKWJlO3APHGccbjgE2b2fl/3CSHEUNEoXzfax3VxHzbN1UZRBDQFOAi428yey+5LxUMfdqaPr3Pg3w17A1vGy1OB5wvAemb27GDXLYQQtSaEsABwFP47fWx2ak8zuyBe019zqQ+LIEMIlwE7UCTADyihp8wcS+I2+tN4MehLeJHQG2Zm2XW9ifm3mVlXCKENuBjYMTttwAQz+4MS4IUQ9SSE8DU8EXFxehZPbmlmN9Z4rlzc/wg83lBrcf9vAK/iYqpTa7l+IYSoJc0a043CgCvgwthJ6CQJYicRkiRMkmz3+8A/gaPM7LbBrl8IIQZC5muuCPwcWAe3fS0llx5sZqdGe9cy2LhuzFd4FliIwua+C3zNzB6vxh7G74bTgP+jiF18x8zOGMwahRCiEUS7Oh8uLPolihjDTXjj6lerHK895nUtDDwGLEzRWLUFONfM9qlwrEpESV7DGxDcVs06hRBiKIk28g/AktnhhvuPFYj7/xS43cymN3JdQgjRDIQQbgfWp4iznmZmB1Vx/yjgEGDNOA54fDbFO1rw74IncHH/JOzfAtwA7FaalyuEEM1IlgO7Or5H9RkKe/ZbvHnVWxUKQKV8rNVwkdS0v1Uq7n8ynjPWp7h/mfF3AVbEc3LnohBQzXkDeBlvxHW7mf0rX1s18wkhRL0padaaGo+cABxnZh8McMw8Jrs6XsuwXTyd6nahQnH/OE7aC1SdmRBi2BJCmACcFz924RoI+5jZb6ocpxUg+tD74jVo4LHZUfH9zmZ2eSVjVSvuL4QQzU4I4VRcwDkxGdjWzO6pJJcry1doBx7AcyBS3my55oG1Fpn+FS4y/VglzyuEEEON7K4QQgghhBBiJCJhfyGEEA0jFma2AWcBEyiSJ18FNozF6nVJPiwR998dT/L5VFxDElz9IK7lDOBe4Im4WT0W79C5O/B1iuBbEjr9F7BBLpgqhBDNSgghAL8DFsE3Jf4G7Gpmfx/EmLkQ6jnAnvgGSDeFwPRDwL5m9mSFY/YQnu7jOok+CSGagqHwdaO48+rAuXjjqlT0nsTyuoD7gDuBS4C3SwVPQwiL4eIpPwY+G8eBQkTlTbwpwT9qtW4hhKgFmb/4VeDXwALZ6Z8AP6mkICe3zSGEU4AD46ku3I63UiTfDDihp9Ln6W+cEMLpeBI8uL3vAC4AfmRm71YylxBCDIQQwqLA8cD28VAqaN/GzK6r05x1F/cXQojhQLPHdGN84gxgLbyRVW+8iDdDvMfMnoj3Kr4rhGg4sXC9JQo27Y3HdHO6caGQM4AfmlnHYGO70VbOATyC28pU1A6wt5md19u9JeMkH3l5POa7Em6/O4BNzez3A12jEEI0khDCIsBfgEWzwzuY2VW93NLbOEmAbwngwTjeNFzsqQU438z2itd+6AP3M2YloiSv440O769mvUII0Wgy/3Ef4EwK0b23gPXN7LFG/zaXuL8QQvSkRFT6KlxwP7GJmd1a6Rjx/YLADrjgyCJ4rcN0POehBf8OGI/HgZPQCcA3zeym2jyVEELUnxDCxcAu2aG/AXua2V8qvD/lnq0K3IXHElKNWLKPSVC62pyxHvHkEMLiuLD/Gri4fweeb/wa3nTlXTP7X3a99s+EEE1HCGF+imatKae2E1jXzO4b5Nh5juwqwGHAFvH0gMT9+xhfNlYI0dRkMd0zgH3wmoZReOz0G2b2WrVjxfc74zkGUNSLgYuoXlt6fR9jVrKP9gawk8T9hRDNTghhA+C27ND7wHHA6ZU0rspiu6Px2MJquK/cSpEXBgOPL1QqMv1L4LtmNqO/MYUQYiiR3RVCCCGEEEKMVCTsL4QQoqGEENbARfMT7wHfNrPL6p0YUyLuvw2wLy5emgtBJd4CXsY3kMcBH8eT2xMp6DYZWNPM/lmvdQshRC0JIeyHC5EkwelfmNkhNRg3Lwy6Ahfb64rztANT8I2Pk8zsvcHOJ4QQzchQ+bqx8P1qYAWKgqIOevq3BryNJ3O+iQuitgFfAxYC5smu7YrnXgbWk6i/EKJZCSHMjTcw+RxFIvhE4IhKRE5LfNgTgeQXpyLNPOFmQOL+taRE1D8l1D8MbG1mLzVyLUKI2YesmP1rwHV4kXniO2Z2RryuLv5uleL+N1WSzCmEEMONZo7plozxebwB4Xr4ntqYON6fgSeBa8zs1exeFcwLIRpObNBK9DE3Bm6Jp1JMNNmlFuBd4ArgIDObUYvGrSGEI4Ej48cUy3gB/23/p37uzQvkL8NF+hK3mNlmg1mbEEI0gux3/g7AZfh+Viu+J7WymU2u1E/sRdT/AzxuWirqX5UN70OUJI9HHGBmv6z44YUQYggJIZwAfJcin+DPZrbKEK6nP3H/44A7Km3mKoQQI4EQwkeAC4GNccGRduB84FBgagXCej386BDCSsBXcfu/WHZpHgOZGT+PBr5nZifW7IGEEKKOlIiSduH1X8cD51QoAJXyIL4E/B4X3Z+KN2cF+AewbHw/IBGoOE+Kg/QZ66j0OiGEGEpCCJ8EHsJzAVJ84Toz26ZG4+fieesBhwNrxtN5XcSAxP2FEGI4EfNln8RzZbvwuOkEM7ukin203K7uBFwaT03BY7JQpah/NnZf4v6pDuN+YHMze7uSMYUQotHEBqnXAmtR2K47gIMrqaUtEZe+FRd+noHb7FF4rderwObxlgHVpPUjMp1iFpeY2e79P7UQQgwdsrtCCCGEEEKIkUzrUC9ACCHE7EEIoS2+3Ta+poKbJ4E/gBfP13MNWaJjKsA/GvgjHqhrxze4O+Ll8+DCqGsCq+BJRx14Ens3HsAzJOovhBh+fCS+Tsc3JG6BHnZ6QMSNkLb4fgfgZrz4pxUvbJ8T2ANvqDLo+YQQopkYal/XzJ7GO8tPxJMswTeiO3AbDLAM8CVgP+BHwF7ABGAp3PdNvi64X/wosLZE/YUQzUgIIcW11waWxP3aVrzA8oYKRf1bMwHSY5hV1P8NYAu8cQp4HGAGLgp1MDAhFirVhSQ0GEJoCSF8JIRwAYWofxKnehnYVaL+Qoh6EovZx+Hio/NTxE+vi3/purr4u1lMdzLwU+Aq4DWKmG4H3qjqNGCzuFYhhBhpNG1MN47RGt//zcxOB7YEvgKsjO+jTTCz08zs1cyXr/u+oBBClFIi6r8hhaj/FNz+gQuRtOCx0nlw8fyTQwijc7s5CB7BRabSPAALA3uGED5VutacrDD+NHqK+r+IC/+VvU8IIZqJzAdcNL624zb4tfjbvyI/sZ6i/nENMzM/91y80dZTFMWgV0nUXwgxHAghtIYQxuBNsqHIH3gqnh9V9sY6E3Mcfok3eZmC29ZO3A//IvADYIM8jiCEEM1A3L9Pe/kfi5/b4ufBxmtfA07EbeEY3E/eBlg67Zf1c38SGUnxj7+Y2Wl4HcR5wGPx0iTq34H7t6Nx/1ai/kKIpiezhavgMdbpuF0z3JZVIurfEn/3rwTciIv6f0Ah6v8jvI7s1/HzGAaYM5Zsc3+xjkqvE0KIoSCzvevg9bWdFHtck0uuGTC5z2tmv8NzxN7B7X0bRc7aCSGE7w52PiGEaHLmxPO3UnO+VjxvttJ9tLqJ+sc1lO6j/RL4O26zUw7v+RL1F0I0OXMDS8f3yXZdVKW49CjgGry2rQO316OAe8xsVbwG7OZ424Bq0kr85Fvwmom74+kxwKVJXFp5Y0KIJkd2VwghhBBCCDFiUbKzEEKIhpAVSK4SX0fH1+vM7LkGriMlPE7Fu3DuDdyAJxSloF0K4CUR/y6KDfAW4G3gTuAbEvUXQjQzIYSFQwjrhhC2yQ4vE19H47buRehhpwdM3BBpjx93BB6Ic7TitvWjwOkhhDlqMZ8QQjQLQ+3rhhDazew9vJjzeFzABNy3TQ2skhjVzPiX3ndSJLy3AP8GLgG2MrNn6r12IYQYCEnIDtgIF9kbhfuct5rZpdB3YkwU9U9ieN/DxUHAG7OMA94E1jCz23AR6UEl9FRLTDbqjuLUG+DifLuXWeN6stVCiAYxP7AYhd8IcK+ZvdqIySXuL4SYnRiOMd3MP0/MMLMOM5sGvBefq6WXa4UQoqFkov63xkNTKQrXjwd+TyFsl8T9d6JG4v5m9lu8yKc1ztGFxxm2BA4MIXw2vz4JrYYQ2uJ3xDnA/vH09Pj6EA1oMCuEELUgE2heLL4mMabX4/n2WW6adYy6ivonSkRJzsNFSf4EXBEbY+XPI4QQTUn2OzxvqALwajzfMctNDaIPcf9OXNz/+3hsWgghmoIyDQOfAn4LfC+EMH/udw5EyCPuhd2P28Zu3B7OB/w8hDC+0t/8+XXRH34FOAiP/56Ni6N2U8SbL5d/K4QYLkQbvCSwG27DxuC5VN+PDab7tL9JsDSEsAIubrooHmdNOQbHmNlxZvY6cCQwMR5vSM6YEEI0I5l/OV98bcVzyCA2DqzlXJnffR5e85t8VIn7CyFmJ5YGFqDQN5iM13r1S71F/RNlxP3PAZIo6x5mdkUav9qxhRCiQewBLE7RFPt8M7sOKqpHS3m3ZwObUdTutuM5uJvGyyfjDQTviJ9rITI9Ea+ZuBmP7e6WrUt5Y0KIZkZ2VwghhBBCCDFiUdKdEEKIhhFCGI8nPubFQP+K5wa0OdtbAnkar69xo6jIk2a2FR6c+0M8NQoP4qWC/SRy2go8DBwL7GxmFW2ECyHEUBBCWATYFbgSOCeEsGs8lRetTwem1zJBxsw6Y0LP+7gAyjO4/WzDN1pWAHaOa1RijhBixDCUvm60va1m9gFwIl609DN8E3oGboNT06pESqhvp/B1JwIH4EVOkwayZiGEaBQhhI8D6+D2rAuYBJwUz7X1lhgTfdUk6r8ncGg8lZJ03gI2NLOUWP4UcBwuugee0NNBjQs18++KmGy0EHBC/Ns4nkrzTgJWz9YohBD15ivAUhTNUJ8DLoba/LYPIbT0N84AxP3HDnZdQgjRaEZKTDcX70/vlbguhGgGok+5ET1F/eeI779jZj8AvouLRNdc3D+75xDgzxTi/p3A+DjHBSGErYC5s/sWAg4ELgf2jIc/wEWrngV+aGZvVLseIYQYIpI/Oa7k86hKbm6UqH+ijCjJdma2Uxy/1dS4SggxfCi1s10w9LlbvYj7J9v6fBRUFUKIpsDMuktiC3MB6+LCz38IIXwzhLBUunYg48e39+M+bhturwOwCvSILVQ6ZleM/X5gZk+b2X54/OF0PC5yuZml2K/8WyHEcOHTeFxhCh6/vQN4shJB0mjHlwZ+ASyLx2bHxNM/N7Mjs8ufwvO27o+f65IzJoQQw4gkBp3b2pprVERbnfze7wCPUuyppRwxkLi/EGJkMxO3t23xL+2D9UmjRP0TJftoZ+F5DWuaWcovltipEKKZSTljXbjdfSid6K8eLfqrPwa+ReEftwN/BLYwsykhhPbYYPsp4JRs/AHFF0pEpm8BJii2K4QYZsjuCiGEEEIIIUYsEvYXQgjRSOYFPoIX33Tjwa//VTNAGRHTJMY3bwhh+RDCx6O43xzxfHd+fZnx2uJ1xwHbAlvjnTKfAt7AxaH+hxcOfQ/YADjDzF6tZt1CCDEEfAs4AlgAT7w5KISwPvAPCvHTDqCj1gky2Xh/BG6K88zEN0jagbVLrhNCiJHAkPq6cXO6xcy6zOzfZnYE3nl+X+Ax4AWKpPYkzvc27u+eDOxqZpua2e1m9vZg/hFCCNEgXgPexG1aO/AKLkBKX2JNme3cHNgfmA8v0hwNvANsaWZ/ymxxN/BX4FRcdA/c1ndSw0LNbF0rhRD2Bv4E7Acsn13WBjwBrCtRfyFEgxkdXztxWwT03UilN8qJ+CchlJLrZtnDrFLc/5shhDlKxxBCiCZHMV0hhKgT0Q8dhzdEBY+NJn9xfzM7Az4UFj2AOoj7Z/GKV4Az8MawrfGvE7f9KwHXAA+GEO7DYxFP4g1d1473d+DCVa8Dm5nZc9WsQwghhpLMFiah5vb4+pF4vrO3exst6p+teWYWL34ujv9hA1khhGhmos86F0VDlWS75omv7bPc1GAycf8rgPfxePSvzGw7GPrmA0IIkRNCWBmYGD9OyU8BFwEXhhB2LLmn2vjBDcB1uI/bBnwCbwj7oVB/leOlXIQktDfRzA4GlpMAiRBimPIY8BweT20B7jSzdyvZw4pNtg8DvhwPJX/4THyPjpKcsYfxWO7f43U1zxkTQohmJ/M/UyOUVIsAPfNba0bm904DfgNMp4hpSNxfCDG7kGxtN54z1meT7EaL+idKxP3vMrMH4viKNQghmpLMv70YMNzPfQK4ur97M5HnnYBtgPEUjVgeB/Ywszeije2M98wE7gXOB16MQ7UzgPhCicj06+l5ZG+FEM2M7K4QQgghhBBidqClu1t110IIIepPDFYtiCc0zh8PtwHHA0f2VZiZ7i8j7vQZ4DPAlsASwLJ4YU8rXtz+N+BK4Gkze7e3os3SseNa24BFiIk/ZvZG9U8thBBDQwihHTiPWMwTmQncAkwFtsMTetqAr5vZvbVKximzlmWAB/BC/A6KJKLtzazfDRchhBgONJuvW5oAGUKYExep+iJeBD8Hvnn9ODDFzF7MrlXypBCi6Ul2M4TwFeAC3EZOMLOLKvFrQwifB44GNsaLjMBt7P5mdmkv94wBvgP8ELejLbhP3Y4XD50CXGBm/xngM80JfBs4Mo47Jx6TGB3nmgzcBxw20DmEEGKghBB2Ay6kiCW8DCxrZu9XeP8s8ddox9fG/egVcJv3NPCamT2YXTuLf5rdvxBeXL8dHnfoxpMtR+GC/xPMbCJCCDEMUExXCCEaQ/RBr8cLfMBjAWfGc214bkB3CGF54HTgqxTNXFuAd4HLgEPMbMZAhaNDCPMCu+GxgCVwm98dX0fF17zZ1Yx4PMUx/g5sZWZW7dxCCDGUZL/pD8ObrXTitm0KbnOfglkbSg2VqL8QQowEoqjSA8BXKPzMu81snSFdWAnRB98KmM/MvhOPKX9BCNFURH/0DGANvHHKTNwfTftTiStxoelLqhw/+b1fiGN8Kju9o5ldOYjl9zanbK0QYtgRQlgDOAeYF1jNzJ7vb98shDAHsAfwfTyukLgBj/e+2Mt944BjgYNwe99GDXPGhBBiuBBC2AbfI0sCeq3A9Wa2dZ3nzWPCKa6R54iB59WeVM91CCFEIwkhfBEXIx1FYXMPMLNf9lJ/NiSi/kIIMZyJ9cBr4r/r/wLsDXT3FyuNNvpnwNezw/8GDgEm9lH3MDde/7YVii8IIWZDZHeFEEIIIYQQI5nW/i8RQgghBo+ZdZvZZLwAM20kg4uLzg0fFsp/SOrSnu4PIcwRQlgwhHBICOFS4FG8S+amuPhTexxrHmA1vAj+cuDcEMJiMdG9xxxp7JJDLWbWaWYvmdnkXNQ/6wYqhBBNSxSQ/ilwN77RAG53N8bt5QwKO/zZeE89BKBazexZXPw0JU2m9SwTr5FdFUIMe5rN1y0R9W8xsynRr73dzG4ys6vM7Goz+0dpMZIKNYUQw4HMd30U2Au4CXiu5FxZYpHmVsBGFGJ404BTgVt7uafFzKbjBaFP4HY+iap24uJRBwMTQgifHOBjzYn7yC3xffKfW4A/4QlI31aykBBiiJgeX1tx+zQPsBb0/bs+809TwdDisbnKuSGEO4Hf4z7tD4Cf4AKrd4cQJoYQ9gkhLGBmM0t96eg/t0Qf/KfAVbiQf2rYOhUXo94j97uFEKKZUUxXCCEag5ndBWwDvIgXvidR/1Yz68p8zaeAA3ChkA7c1+zGfeGdgJNDCKN7y0GoYB1v48X0x+MNWFvjHO0UItdJlKSLIkYwGbgd2Eyi/kKI4Ujmw96PxxuSCNQ8uBBfd6NF/ZN/qxiCEGIE0w28E9+nxtULhRDmgeb5nR998J9J1F8I0cyY2fN4E9at8dyBdyj2p7rwOC7A9sCZIYQ7QgirxmbV/drczJd9Fo8XEMfsBtYOIYyttd2WrRVCDFMeBHbGm638F3rfN8vit8sCe+JxhXTtH4Ez+xD1bzGzD/B8hqfx+O1MapszJoQQw4UXcDuYN7T6Vgjhq/WaMMYGnsfzy8BtMLgPPooip+2EEMIh9VqHEEIMAf8C3qDIEwBYEso2x26IqH+zxJGFEKJWxNyEe/E8shNj3ljZWGlJLsEe9BSXfgu4CLiv3P0xF63VzN7Dc9FexP3qlCtRGl/4xKAfTgghmhDZXSGEEEIIIcRIpqW7W810hRBC1J+4adsKnIwHv2YAo+Pps8zs29m1PYosQwjLA4sDB8XX5fBEnFa8iL4ND6K1UBS4z8SDa4lngfXM7IWBFHEKIcRwJISwFHAesDqFTUz2MgmR3gtsAbxbrwKdEMJKwO+A+fDNjnY8uX01M3unr3uFEGI4IF9XCCGGlhDC+P78ypSEHkLYDLiBQpy6FfdVv2dmT/Zxf2sUl14RuAtYkMI+Jx93Gv5dcIGZvTCA5/g0sC/wf8AYPNHoFuAo4JXYXEAIIRpOCOFjwH3AJ7PDV5vZ9vF8spEtWRJk3mxqPWAlXAB1UWB8Ns5M3J6mJMlu3Da/jQuW7Gxmk8r5udl8CwGH40IqC8fTTwNr5k1bhRBiOKCYrhBCNIY8llBOMDTzNZcHTge+ihfNJ5v8LnAZcIiZzRhoXDaEMA5YCm/usg5eMJRIcyXuwYVLbjWz16qdSwghmokQwtLAX4G5KPbV7gW2BSZnAiR1FfWP920JPGRm/x2omIkQQjQrmV97DN5gtYNCgG87M7umgWv50O/uT7Rf9lgIMRwIISwMrAfsCKybnUr+bYrnTgL+DJxiZn/I7i9rCzPbvSwuOD1PPNUNrGNm99TjeYQQYjjSW45C6fn4/k5cACrFDt4HjgVO7SuekMUmNgauBOam95yxC83sP6VzCyHESCCEMAdwG7BadngmcISZnVzPGoYQws7AJRSNWZ4FPhXfT6PYXzvMzE6qxxqEEKJRRBHTMXi9wpcpYrqT8bqxx7Nr6ybqn+UFLwJ0mNkb8nGFELM7IYR9gV/Gj8kPvQf4PzN7rp97U3zhcLxGrDX+5bnB04BTgIvSeLK9QojZGdldIYQQQgghxHBBwv5CCCEaSghhGeARYF5gOr7BDHAu3hXzaWAOfKP5G8CKwFZ48uM4CpHTGfTsNl+ODjxJsiu+PgesZWYv9VcYJIQQI4UyQlBpoyEllL+O28an67nREEK4GtiaQpD6f8AqZvbfeswnhBBDgXxdIYQYWvrzZ2Ph+z3ARyiSeT4AdjGz6ysZH7fxlwCbUCTKpzlb4rin4Qk9zw7gGT4N7IXb9z+a2Q3VjiGEELUmhDAfcDNemJn7uaeZ2UFlrh8FLA9sAP/P3p2HS3aV9QL+ndNDOhMQxjAncHHJHJBBEJRBEFBREa4RUDCC3CuKzBcBRZQhgILMKCJjpBGRQZRBRBDRAIIig/kQEkADgZB0JJBO0sO5f6y9qcpJd6eH06fO8L7Pc56q2rVr16r88WX1t7/1rdwvvan/kcPbC5ksbh9zFKNxDjudt/hqeoP+PW5itai5/2+lbx5wQZIfqKrzW2sbq2rnIf0HAFhmcroAy2dfcXS5mvtPfd8Dktw2PXd85PA9m5O8NT3/+ydJdls0BKwVrbU/SXJKJvPd85Pcp6r+pbW2IUmWoan/g9PzvX+W3oBKc39gTRqakP7V8HLMz/55kl9JcuHhjntTi+avVFXfPpzfBTALrbUnJLl7+n2xZJJTTSb3wnalNwf5UFW9Z+qzl5t/TjXPOzXJ4zLJEfx9kodW1dcP248BWINaa89O8pvpsXhXekx9d5IHDrndK8wFtNba8Jkb5/L37pJeM/bS9JqxOiw/BGDGWmsvTPLYTOa7G5J8Lckdq+rspV7DMHWv7gZJPprkWuk5jVenb9Ay1q1NN7C+c1WdvlRjAJiV1tpjkvzh8HIh/R7Zo6rqtOE+2vdqB5a6qf+icbwlPeY/wX00YD1rrd0xyWlJbpTJeood6esc9nv+2Vq7W5IPTh26NH2OOz+8vjjJK5K8vqo+c+gjB1idxF0AAGA1mb/iUwBg6QxN7Z6ZfhP5iPQEWtKb1r0vSQ1/n03yqiSPTm+4tzk9yTYWPW5Ov8H8tfQFR1vTF1m+Mcm/pS+i35RJkdCO9ITdK1trx2l0CqwXVfWl9EWYH0lfmLkhkwVDO5NcPcnzWmvHHI6imnHBfZLxRsa4mP46SU5a6u8DmCVzXYDZ2lcjvtbaUUkekeSq6XFzy/D2i8am/kPj/n1ev6q2pTfUSybN/M7KZI69JclvJHlMa+22B/EbzkjylKp64m3FK2gAACAASURBVNjU/4rGBXC4DbHvt5NclMvOc3+jtfbW1trTWms/2lp7eGvtBembAHwiyXPSm59uTo+Tl6TPecdNrObTcxNzw9+GTOa3GR5vkOSvWmvXHho/XSYmDos356rq3CTPSPKQJLfW1B9YzeR0AZbPvuLo1Fzzc0kek95UeszjLiS5UvrGUn/QWts8zFc37O16ezPVvPovq+rp6Rtq3aKqvj99bvv/quqPDmXTAIAV6tPD41x6fL1qkpe21q5SVbsOZ1P/qXh9p/TFmvdJ8uzW2jU0IwHWqM8l+Y/0/MKYY71HkhsN894Dnsfur2FOvau1drUkH2ut/VVr7TqH6/sAltN436qq/iC9HuGhSb6QXts1NnxeSG8SsiHJk5K8rrX2ytbaia21o4Y4fJm1fVO1Xx9IbyiyebhOS3LL4bsPW+wGWAvGGN1au2WSH516a3OSryT59akNW68wFzA06z9teDmf5ML0uojd6TF6S5JfT/Kk1totluyHAKwAU/VaL0rPMYx1XzvS6wheMNQv7F7Ketep+Hzh8LhxeLxyJhu2JpMG1u/Q1B9YQz6bHv92p9eLHZXkd1trVxvui43z3SVv6j81l/6xJA9Mcq/hu6/jPhqw3kzlbu+a5LrD8yPScwG/XVWnH8gcuKo+lJ73HXPHX0zy8anXW5L8WpLHttauu5fLAKxZ4i4AALAaaewPwCy8PslrM9kVc2wEdWz6QsyrJDkmvbhnVyZNS8aGT/+Q5DXpxZV3qaqfqqoHV9VDq+ph6TeJ75nk88PndmVSuPMDSe6eXCahB7Cm7aER1Hz6jYZxYc/Nk9znMMXFcYHRJ4bHhUwWiB51GL4PYNbMdQFWkKlC9KOS/Fh6zBznwR9Lj7lprc1fUaH5sEHAXJJPJrkgPQbvSt905fPpc93d6QU9j0zyoNbakQc65qq6ZNFrBfDASvBPSZ6f3jxkep77s0l+L8l7kvxpkickuXd6rL14OGchPRcxlz7/3Zrk99MX/Nwjyf3SG6KemuTcTDZO2ZgeZ2+R5Bljc5PFA5tquLqtqv6mqr49LL7X1B9YteR0AVaG5Wjuv4dm1BdX1bjZ1UWLx3MwvwNgJZlaXPnK9Pti85nkAG6a5PHDedfO4WnqPzaYvl56biLpG3HfN30TLYA1p6q+nJ5jmM+k8d7Vk7xm3FDlcG00Pcypt6TH9xsn+fH0ptbXPxzfB7CcxrzB8PycqvqzJD+Z5LFJ/jV9njuX3kT60uFjV0/yqCR/mb6B6wlTjfyn58upqg8kefnwci69aeqTh/dsAAiwD1O51Lsluf3wfCH9vttbknx9zBFc0bWm7sedPTzuTs/dfiS9EdR4bEt6vvjOaniBtWQqpp6fnrNNejwd1zDcKcnPtdY2HaZ7WRel1+yOblBVn0nfaOANw7F3JnlIYh0FsDZU1QeTvD+T+2g7kpyY5HemNlN5WJa4qf/w3eP5t0nPR1w1fTPDnzuEnwSwKg3x9hrpm/kdkR6PF9JzBB8dztmvODuV+/1menzdneTMJG9K8qVM1qRtTvIzSY5fsh8CsEqIuwAAwGrk5iQAy66qLkjyrCR/nF5Yc0T64sz5TJqbbkxv4LQhybYkX07y1CQPqqq7JfnVqvr4sOAorbX51tpYDLStqj6Z3hDqrOFaYxOn49MTapkuggdY6/bSCGqMgyck+aX0IpscaMORK/je8cbIWPQ+FhIlQzOow7UwFGAWzHUBVpap+ehjk9wsfQ48xshPJvnKcN4Vxs2qWhiu96UkX0uP4/NJPpge+7+YSZHP5vTi+R17vhrA6jJsOvKK9ALG6U2sFjL5N//O4fXYmGTL8PhfST6cnpe407Bx1ZOr6h1V9dGqem9VnVZVT03yg0k+lR5fx02wkuSH0puV7DGPsLgwUzMTYC2Q0wVYGZajuf+i79u1p+cAa8VU89NdSd6W5H8y2cTqSknu31p7Unr+dkmb+k99/1FJnpPkWukbEy4k+WyS8w7x5wGsOIs2VPlCejwdN1S5WZInjZuqHsZ/7/9g+gYqG9NzGz+antcAWPXGfOpUg///rKrXp8e+ZyT52+HUzcPj2IDk1kkeneTjrbXHtNZut+h6Y63Ynyf5TCbNqO/aWnvE4f5dAKtda22utXadJI8cDu3IZD76rqq6dH8bQE3VlX0sPY8xn+S4JH+R5Cnp8+zRRUm+qoYXWIuq6rtJXpDk3PS1EOMahhsmeViSkw7TV+9Mr0fbMfxtHsbzyfQ59wOr6meqavtwT08MBla1qQ1KXpXkq5nkdJOeZ71fa+2Xk7x2OLZkTf2nxnDnJL81vBzj6pkHcy2A1WoqHt89vbZgzC3MJXlPVf3j3j67F2M92b9OvT4pfbOqp6evVRvv1f3pMN8FWDfEXQAAYLXS2B+Amaiqc5I8LX2H9n9Pb4g33lweF2++N8nLktw7yQ9V1alV9bbhErsWXW93Ve0cnw+LN7+avgv8d9KLhXYNf3dsrR09ldQDWBf20AhqQyYNme6bXtCYQ204shdjU7/dmdwE2TZ830EVCAGsVOa6ACvS908935jeoOmFQ1zd7yYlw7kLSS4cDs0nuXdVvTXJc9ML1ufTF+c/aozfAGtBVX0rvXjxeelN9Y7IpJnphuH5XPriyW8leUuSX0uf896zqt4wXeg4xt+pxw1VdVaSByQ5J5MFoAtJbj4cl0cA1hU5XYCVYbmb+wOsdVObqL4tfZHkfPoGgklyq/SNVI9Pb7q/ZE39h8/Op+cq7jAc2jxc/31V9c2D+0UAK9fUv+HPSm9EmkxyDEck+dkkD2mtHbGUzf3HmoXW2lXS88Rjc7/5JJWe6wBYM6ZzpsN8dUf6vPahSR6bHvsuSp9/js39L01y9SSnJjmttfbE1trVWmvzU7UGn0ny8Uwai2xKco/F99kAuKwhLh+Vnl9IJve63lVV/3SQl51Pb5i6Oz2e/3BVvSPJ76dvGPj1JKdU1XsPeuAAK1xVnZlew/Dd9LnpWL9wlyT/r7V2vcPwtddNcv3h+zYl2dxa2zSM5ytV9ZfJoTWwBlhJpjYo+bcknxqej/H2Ruk1vK8eXh+Opv7XSs9nbE6/Vzef5Iz03AbAujEVj384PSaOGwYuJPlAcpkm1PtjrHE4YnjcmeSqSa43xO9nJXlXkudW1RMP4voAq5q4CwAArFb+IQHAzFTVd6rqr5PcI71452eT/EySu6YvnvzxqnpMVX26qr6+6LO7L3fBy74/LpT/QpJPT721Icn/SnKNK7oGwFq0h0ZQ04WUj26tPXs4b0kajrTWNg5PbzY87k6/iZL0wiGANclcF2DlaK2dmOR+w8uxQP1/kmwbFtQfSNH6fPqC+ek4e3SSVNXr0pv7PTbJ/66q/9HED1hrhgZ3z0xy5yR/nOSjSb6RvuHJvyZ5Y5JHJPmBJA+tqldU1ZeGjVTmF11rYdHjrqlNrJ6W3sxkQyaFmNdehp8IsOLI6QKsDJr7Ayy9qvpaeh7hwvRFlOPmUuPCzHFTwVcdalP/qYan106fX3/f8Ho+yXur6gWLzgNYU6rq2+kL089Lzy2MMff7kjwyyb1ba5uWorn/EKvHe2nPz7Bp6+C8JH+R5JOX+yDAGjHkBOaGDa3OraqXJPm5JI9L8l+ZbC61OT0eb0lyk/SY+eYkT2mtbR6vlX7f7KxM8rQnD382YQXYt7umb6CyM5MNUs4+hOstpN8rG/MSRyZJVb0myS8nuU9VvT2RXwDWvPcneWn6XHa6fuEBSZ7bWrvSEn/fMcP3jLmGbUl2L74PZ24MrDVVdV6SpyS5IJMcQpLcYHi8JJOm/g9eiqb+g7sl+en0+t0tw7EXV9UZh3BNgNXshEzWM2xIzw38a3LF64CnTcXmcb48l57zverw/huT/J+qelrSm0tbIwysUydE3AUAAFYRjf0BmLmqOr+q/quq3l5V76yq06vqX8ck2cEWNFbVruHG9eeHQ/PpN6ovTk/eAaxLe2kENRb2/GZr7anDeYfccKSqdg5P7zo8bky/ifIvwx/AmmauC7AiHJk+D92ZSU78P6tqWy7boP8KDYvmr5JeIDTaPLWo/j1JXjo29T+YBlMAK93QhOTTSX61qu6a5PuTnFhVd6iqh1XVa6vqvzJspjLOefenwHEqbn42fX47N/V3S41RgfVKThdgZdDcH2DpVdW/JXl8kovSm5LsymXzAe+rql9NkjG2Huh3LNrg9feS3Gfq7f9M8uLhvENtdAKwolXVf6ZvqPLd9Jg7Nt67XZInJ3lAa23LMO89qHUmw2L3XcPzFw/fl6nv+kiSlw0bDQCsWYtrw6rq36vq1UnukD4n/ehw6ubh8ZLh8UfTN2L559baA1trNxk23j5tOGeMp49srZ1w2H8IwOp2reFxQ4b6hSRfS3quYH8vMlXne5skV86kRvfC8Zyq+mRVfWY8X34BWMuqanuSlyT5m0zqF8Z56kOSvLi1drWl+K6hNveU9Pg75obfP6ylUJ8LrHlV9YX0jVnHnO7OqbePGB4fWlVbW2vzBzsXHefHrbWbJnlmkuOn3n5tkjcN79vAClhXWmtHJblh+lq0sT5sZ5K5A42JrbVx49ZbDo9zSb6V5MvjOVX1jeHcOc2lgfVI3AUAAFYjjf0BWPEOtqBxKik3FgYtpDcf2Z5+Extg3dpDI6jpwp5ntdZ+bzhv16EW3LTW7pjkTpm6cZLk7EO5JsBaYa4LsCyOTY+R04t4FpIDi8NTDUyukV4IPy6s/3xVXToWtI/XtGgIWAfGePfdJNvGOeoYL8eixoOc856R5KuZLK7PoucA646cLsDKoLk/wGHxlvRGUJekN8ebzq0eNTQ0PXbIwx5w3fNUg+mXJnn4cHhXku8keXeS04fz5B6A9eB9SV6Q5OJctvHeDyV5apL/21q7UlXtPph57JgXbq29KMmvD4fH7/pMkieMi+MB1oPpOeaw4dQ3kjw7yU8meU76Zte702sQLk3PLexIbx79qiRvaq3dJ8n70+vCNg2Xu3WSmw7XtTYQYM/G+2U7M1lHPW64st91XVOx/HpT10uS/04uH4flF4D1oKrOSfKkJJ9Kn89O5xgeluSlrbUTp+rJDrT53hhbj09y++H5mKc48xCGDrAavTvJqel51o3pcXdh+KskZ7fWjjzYRqRDvmJXa+0aSbYm+b5M5ryfSfL2qtqRmOsC69Z07JtLckySqx5oTKyqna21a6bndpOeq9iRHtcXnyveAuuZuAsAAKwqivcAWMvG3TOvMzzuSi/g2Z7kUjvDA+vdHhpBbcyk6OZprbU/GM474BsRi2Ls/ZKcmH7jZFOSc5M8p6p2iMUAB81cF2D/jXPcI6aOndBau3JrbeOePrAnU8Xuv5TkqumNVJPkrOF9jfyBdWU6X1BVC1MbmxzU4qBFrpy+kcrYHHUhyVliLbDeyekCrAya+wMsrar6TpIXJXlDejPT6eb+d03y20keOTT3369G09Pz1tbapqGp/6OHQ+MGAp9I8sKq+p8l+zEAK1xVXZzk5Ulenx5zpxvv3TK9Kd/rW2vXm87Httbm9pYTGONya21Da+36rbVXJ/mN4e3tSbakbxj4oKo66zD8LIBVYYyrVXVpVV1QVU9PckqSxyW5MH2N39zwuDO9LuH2Sf4myQPSaxMW0ufKxyU5ddyMZbl/C8Aqcd7wOJ9Js6abJJM57P5qrd00PWYnvQZtW5KPJUtWIwGw6gz1C7+U3lR6cXP/k5O8OMk9W2tHDPfW9qunRWttfiq2Pj09R5z0eP53VfXmpfoNAKtBVV2S5JVJ/jSTe1y703MILckLk5zSWjt6iLcHNNedaur/3vQc8Y70mLs9yVuq6t1L9mMAVpmquijJl9Lj7u5M6hiumxzYpqvD+rVHpq8HHjd5fcewaRYAEXcBAIDVSWN/ANasobnIcekF7Um/WZ0kf15V59sxE2CvjaAuHd5+XGvt9a21W7XWNiX7f7NjjLGttYck+a3h8M7h72+TfGX6PAAOjLkuwP4ZGox8K8l30gt5xvh47STXqKqdB9KYtLV28yR3Ga6zI8k3k3xwSQcNsI5NxeRjh8dxA6u5JF+cyaAAVhg5XYCVQXN/gKVVVecmeUaS09KbkkzPc2+R5PFJXttau87iRtOLn7fWNgxx+ojW2i2TvDaTpv7b0xvwfSnJo6rq7MP7ywBWnqo6L8kzk7wpPeZON947PslPJTm9tfbE1tpdh88sTOUO5hddb1dr7cpJHpXeXOqXh7e2JzkyvaHqvavqC4f1hwGsImMsrap/qaqXJrlzkhck+Wz6vbExh3Dx8PjYJLfJpPH/pUlunOS+yzhsgNVm3Mhvev56z9ba1Yc57H7VjA3n3SXJ1TKZN/9bkgtsiA2sd1X1H0l+LskXcvnm/j+R5NQkjx43pJrK4e41fo5N/VtrL0ryiOHwQpJzk2y9os8DrEVVdX6SZyX5s0w2yR7vo90mPW/w3Nba1fZ2H21Px1prW1prt09fD3Gb4Zpj7uEtVfWc4Tx9iYD17Oz0uDjGwo3ptbrHTM9x92Yqhl43yT2nrjGX5IzDMF6A1U7cBQAAVhUJdADWrGH3zIdnsnvm6DMzGRDACrWHRlCbM4mbv5DkZUkeORZSjp9bXJAzxN3p16ckeePwcnv6DY9vJXlNVX3zMPwUgHXDXBdg/wxNRr6S5OOZNIbemeTKSX6rtXbU2Ihvb9dY9N4DktxhuM7mJP+d5D8O1/gB1pupZtG/mOSa6fF2V5Jzknw4sTATIJHTBVgpNPcHWFpVdU6Sp6U3hb44l53nXic9P3t6a+3/ttbuOHxmYerz4/P51to1kzw3yZ8kefBw/OL0BtPnJvnJqrKJILBuTcXcP0qPj5vSY+64ufV10htFfbC19prW2m+21m7TWrthkmu21o5prd20tXZya+13k3wivSH1uDD+0kya+v/I0OgPgMGivO2YW/jdJD+S5FVJPje8vSU9B7w7PUbvTr93tinJUem1DwDs2fvSN0yZy6Rm7IQkj2+tHbkfNWNjLrcleWKSY9Pjb5K8qaq+bUNsgKSqPpvkZ5Ocnh5rp5v73zY9//Cu1totkhwzfGbcPHBu0eOWId/wp0l+Y7jGJelx/BNJ/mr68wDryVRO9/XpsXH6PtqNk/xako+01u7eWrvB8Jkx3m6Y2mRwPHab9I21tya5+XCt+fR6sbdX1SnjZ6fzGADrxVTO4B3p97t2p8fJ3UlumuRhQz3YXvMLrbX5qRj620nuNjyfT/LhqvqjwzV+gNVG3AUAAFaruYUF9y4BWFvGRFtr7XrpN6jvnl7IPpfkPVX14zMdIMAK1Vq7cZI/TnLX9AKcHZkUn5+X5AtJnpzky1V19j6uc6ck903y9OHQ9vSFmkny81X1lqUfPcD6YK4LcGCGAvSF9EKcZ6TPcTemx80vDsf+oqp2DIvl95owb609LMlrpw6dn+ThVfXuRUU/AByC1trNkrwiPT8xLvb8xyT3qqpLZjk2gJVGThdgZRhzCq21myd5SZK7pMfjMXf77SRvSPLEqrpUHgFg31prV0vfMOUJ6c1KL02Pq2Oe4JL0RZtvSvKNJB9LclF6E+qrpi/KvOPwejTOlc9Jck8NpgG61tpVkpyS5JlJjk5vFj0ujk/6xtmji9P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      "text/plain": [
       "<Figure size 7500x3000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.matrix(titanic)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 7200x3000 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(titanic)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "결측된 데이터를 처리하는 방법은 두 가지다.\n",
    "\n",
    "* 결측된 데이터가 너무 많은 경우 해당 데이터 열 전체를 삭제할 수 있다.\n",
    "* 결측된 데이터가 일부인 경우 가장 그럴듯한 값으로 대체할 수 있다. 이를 **결측 데이터 대체(imputation)**라고 한다.\n",
    "\n",
    "판다스의 `dropna()` 메서드를 사용하면 결측 데이터가 존재하는 행이나 열을 지울 수 있다. 다음 코드는 위에서 예로 든 df 데이터프레임에서 결측 데이터가 존재하는 모든 행을 지운다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>x5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2019-01-08</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   x1   x2   x3         x4 x5\n",
       "0   1  0.1  1.0 2019-01-01  A\n",
       "4   5  0.5  5.0 2019-01-05  B\n",
       "7   8  0.8  8.0 2019-01-08  B"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`axis` 인수를 1로 설정하면 결측 데이터가 있는 열을 제거한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  x5\n",
       "0  A\n",
       "1  B\n",
       "2  C\n",
       "3  A\n",
       "4  B\n",
       "5  C\n",
       "6  A\n",
       "7  B\n",
       "8  C"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`thresh` 인수를 사용하면 특정 갯수 이상의 비결측 데이터가 있는 행 또는 열만 남긴다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x4</th>\n",
       "      <th>x5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-06</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>NaT</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>2019-01-08</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>2019-01-09</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    x1         x4 x5\n",
       "0    1 2019-01-01  A\n",
       "1    2 2019-01-02  B\n",
       "2    3 2019-01-03  C\n",
       "3  NaN 2019-01-04  A\n",
       "4    5 2019-01-05  B\n",
       "5  NaN 2019-01-06  C\n",
       "6    7        NaT  A\n",
       "7    8 2019-01-08  B\n",
       "8    9 2019-01-09  C"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(thresh=7, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "타이타닉 데이터에서 deck 데이터는 결측된 데이터가 너무 많기 때문에 이 방법으로 데이터를 삭제한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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h9gcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgCH2BwAAAAAAAAAAAAAAAAAAAAAAAAAAAACAIfYHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAh9gcAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgBE9ygxiBTE4wQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 7500x3000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 데이터가 절반 이상이 없는 열을 삭제\n",
    "titanic = titanic.dropna(thresh=int(len(titanic) * 0.5), axis=1)\n",
    "msno.matrix(titanic)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "결측 데이터를 대체할 때는 해당 열의 비결측 데이터의 평균값 혹은 중앙값 등을 대체값으로 사용하여 결측된 데이터를 채운다. scikit-learn 패키지의 `SimpleImputer` 클래스를 사용하면 쉽게 결측 데이터를 대체할 수 있다. 사용법은 다음과 같다.\n",
    "\n",
    "1. `SimpleImputer` 클래스 객체를 생성한다. 이 대 `strategy` 인수를 `\"mean\"`으로 하면 평균값 `\"median\"`으로 하면 중앙값, `\"most_frequent\"`로 하면 최빈값을 대체값으로 사용한다.\n",
    "2. `fit_transform` 메서드를 사용하여 대체값이 채워신 데이터프레임을 생성한다. \n",
    "\n",
    "`strategy` 인수를 선택하는 방법은 다음과 같다.\n",
    "\n",
    "1. 데이터가 실수 연속값인 경우에는 평균 또는 중앙값을 사용할 수 있다. 값의 분포가 대칭적이면 평균이 좋고 값의 분포가 심하게 비대칭인 경우에는 중앙값이 적당하다.\n",
    "2. 데이터가 범주값이거나 정수값인 경우에는 최빈값을 사용할 수 있다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>x5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4</td>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>5</td>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-01-06</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>0.7</td>\n",
       "      <td>7</td>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>8</td>\n",
       "      <td>2019-01-08</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1</td>\n",
       "      <td>2019-01-09</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  x1   x2 x3         x4 x5\n",
       "0  1  0.1  1 2019-01-01  A\n",
       "1  2  0.1  1 2019-01-02  B\n",
       "2  3  0.1  3 2019-01-03  C\n",
       "3  1  0.4  4 2019-01-04  A\n",
       "4  5  0.5  5 2019-01-05  B\n",
       "5  1  0.1  1 2019-01-06  C\n",
       "6  7  0.7  7 2019-01-01  A\n",
       "7  8  0.8  8 2019-01-08  B\n",
       "8  9  0.9  1 2019-01-09  C"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.impute import SimpleImputer\n",
    "\n",
    "imputer = SimpleImputer(strategy=\"most_frequent\")\n",
    "df = pd.DataFrame(imputer.fit_transform(df), columns=df.columns)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이번에는 타이타닉 데이터에서 embark_town 데이터부터 대체해보자. 이 값은 범주값이므로 `strategy=\"most_frequent\"`로 하여 최빈값을 대체값으로 사용한다. 대체하기 전의 embark_town 데이터 분포를 살펴보면 Southhamton 값이 가장 많다. 대체 후에는 이 값으로 결측 데이터가 대체될 것이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(titanic.embark_town)\n",
    "plt.title(\"embark_town 데이터의 분포\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`SimpleImputer` 클래스로 대체를 한 결과는 다음과 같다. `embarked` 데이터도 사실상 같은 데이터이므로 같이 대체한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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EayJixyb4uQmgbofzR8Q+wBnAJ4HH13n1UBaHvDIzj67telsB0pK0wauh/kN1+1Lgioh4ytrq2/V6163bD2ntH++8HwI/p1zTGzsD29VzZzpjaoRy7e6h3FsGgbtneExJkiRJkiRJmjWdbtfFqCVJkiRJkiRJkiRJkiRJkiRJkjR1Y0L9zwHeQAnsb0L7Bymh/l+lBPr8B7ANsDXwWOBZ9Xgvo+FDI5QQN4DrgDMz84o6RqcdAidJkiRJkqQ1q+H+IxGxG3AjsJASxt/PaP3mq8ARmfmHdq1nTD+dVuD0M4HXMrqw4wClltOl1HhWAPcBFwO/Bm4H7gcWA7sBjwMObHXfjNdLCfV/UR3nwXBsSdrYRMSFwMvrx2uBtwH/ubr69pg6+98B2wKfycxbJjDOF4CXUK7Bw5Tr8dXAYZm5bDq+y2rGbO4thwIXsmqNf5/M/PpMjCtJkiRJkiRJs81gf0mSJEmSJEmSJEmSJEmSJEmSJE3ZmLCh84DXUMKDBoD5wF3AOcB1qwvyiYh+SpDbQcBLgWe2Dg8A8+q24f6SJEmSJElT1ApgfhpwE2sO9z88M5dOMNx/B+A44D2tJsO1ryZYum2kHqOO2QFWUmpIAEPAxZn5ytq/of6SNloRcRolyH8F5XrYRwn3Pxm4rV3fHlNnPwV4O+X6eD3wzsy8bQ1jNNf2FwKfoiym27gTeC/widVdz6dLRJxK+U7NYr8JPDszfzdTY0qSJEmSJEnSbOpZexNJkiRJkiRJkiRJkiRJkiRJkiTpj9UgtyZs6IOMhvo3gWy/AF4E/GMT6h8RnYjojYjmdy0jmfkD4MPA3sD7gVvrsXm1L4B9gRMj4mCAzOxGRGeGv6IkSZIkSdImoQY/92TmrcCewHJK7WWQErA/AjwXWBIRizJzOCJ6V9NPt7X9s8x8L3A0cAclvLqXEurfW/scptSLRuo47c+DjIb6f59SQzLUX9Km4mvA3cACyjWvC+wHnA48ualv1+tdU2c/jRLqDyUb6iBg/9Vdj6Fc2+vmvwM/p1xnh+r7w4FDgR2n/Zutarv63izsci9w3wyPKUmSJEmSJEmzptPtdtfeSpIkSZIkSZIkSZIkSZIkSZIkSVqDiDgeOA3YAhigBLL9HNgzM++YYB89TQhRROwLHA68vh5eQQk/ArgOODMzr6htO+1AOUmSJEmSJK1ZU4OJiKcBNwELKfWcfkrodA9wDXBEZi6NiN4mcHot/e4GvBg4Fti+dag5t4cSbN1DCZ3ub7X5OPDFzLyq9jWhMSVpQxYRCynB+h8GFjN6re0A1wInA9/PzMHa/jTgbfX0ZcBmlAVQds3MH44zTqcuhLs38G91jEFGr7PnAW+qC7b0tBYDmI7vuBtwPbA55do+DJyQmedN91iSJEmSJEmStKHome0JSJIkSZIkSZIkSZIkSZIkSZIkaeMVEU+ghPAvooS/zQd+C7wkM++IiN6J9FMD5Xrq9nXAOxgNMVpACfcH2Bc4MSIOrm27EdGZru8jSZIkSZK0KWtqMJl5K7AXsByYRwmB7lDC9w8AlkTEohoEvcb6TlOXyczvAO8F/gI4ixJaDaVe1Fv7br//BvgMcEhmvqEV6t9jqL+kTUFmLge+ALwFuJtyrR2gXBf3Az4I7AwQEafyx6H+S4HdMvOHTe18DeM0NfJvUa6/zeIpg7XJ64B/rG1HpqueHhGbAS9qfa+++t3+sxlrOsaRJEmSJEmSpA1Np9vtzvYcJEmSJEmSJEmSJEmSJEmSJEmStJGKiDcA59SPI8BK4J2ZeVZEdDJznX68EhHHAZ+oH1dQQv4BrgPOzMwrart1HkuSJEmSJGlD1NQ9WiH63bq/twbvT7ouUgP0RyJid+AGYCElmLmfEszcA1wDHJGZS5uxJthnD6PB1VsDTwW2AO4F7gcS+CZwT2YOrqk/SdoURMRC4BDgDGAxo9faDnA1cCfwytq8Her/nMz83kSuv62xngGcAjyn9j9YxwI4JTPfNQ3fp7n3PBW4FNipdfgfMvPv1nUMSZIkSZIkSdqQGewvSZIkSZIkSZIkSZIkSZIkSZKkKYmIxwA3AX9CCSOaB/wKeGFm/sc0jnM08Nn6cSUwv24b7i9JkiRJkuaUiNgKGKYEPw9m5t2t4P8Jhz/XvqY93H+S36UnM0emqz9J2lCtJtx/JaWe3mk1W065Dk8p1L811pHAacAjKdfyIUbD/c8B3pOZ99a2k6qpt+4bWwI3Ak+i3JN6gZuBEzLzZmv1kiRJkiRJkjZlBvtLkiRJkiRJkiRJkiRJkiRJkiRpSiJiD+BLwCJK0FsH+KfMfNs09f9g+E9E/CVwdj3ULCIAhvtLkiRJkqRNUCs8uQfoA14FPB14HiWgeUvgbkpt5Dbg45n5h3UYZ8bC/cfWa6zfSJqLarj/YcCHKOH+TSB+Fxip20uBPTLz+1NYrKVdT38zcArlmj423P8S4F+A6zNz5RTG2Ra4GtiVcr/oq+/vz8xTJtqPJEmSJEmSJG2semZ7ApIkSZIkSZIkSZIkSZIkSZIkSdpovRh4GCXQvwlj+ymUULh17XxMwNu5wOl1ex4wWLf3BU6MiIObcyKis65jS5IkSZIkzZYasjwSEZsDRwKXAx8DjgO2Ax5KCVJ+BHAUcCrwzYh4RUTsOJmxmsUDMvMWYC9gOaO1lw4lbPoAYElELMrM4YjoneQY3fE+S9IcsQK4EHgN5Vrb1LE79TUEHJ+Z36/7RybTea2N99Tts4H31DE7lFD/pqZ+OGVxgdMiYuuxof5NH633Tn1fHBH7URaUaUL9e+rrkibUfzr+NyBJkiRJkiRJGzKLoJIkSZIkSZIkSZIkSZIkSZIkSZqqrVrbXWAl8IPW52mTmUPAJcD1dVcf0AQOGe4vSZIkSZI2CTXUfzgitgI+Cvxv4Hn18GB9NXWRQUoNZhB4PCWo+fSI+ItWf2utkbTC/b8D7M0MhPtL0lwWEX2Z2a0h+vsAC1k1+6lDuba/MiKeVq/Jk66xN9fzuv0h4J3AXZR7RTvcfxfgzcAtEfEPEbFXRCxo+mi/AwsiYn/KwrvnA39W++mpc/5yZh5bv2dv6zxJkiRJkiRJ2iR1ul0XsZYkSZIkSZIkSZIkSZIkSZIkSdLE1eC2DnAFcCAlSK4JczswM786g2OfAJxBCZSDEkjUjH0dcGZmXlHbdqYSfiRJkiRJkjQbavDzUERsQ1ngcM96qEupv/St4dTh2qYPGAC+B7w9M6+v/U6oRlKDpEciYnfgBkrw9AAlDLpLCXG+BjgiM5c2ixBM7dtK0tzQvlZGxGnA2+qhAcoiKjC6aEsHuBY4GbhtqvXt5npet48F3gQ8lVJLb8YaolzfR+q43wZ+BvwIuAfYDtgBeBSwR6v7pjbfA3wxMw+p4/TVBXolSZIkSZIkaZNmsL8kSZIkSZIkSZIkSZIkSZIkSZKmJCKWAIdRgnyagLkjMvNL7eCgaRrrwQC6iPg34Ll1TOr4hvtLkiRJkqSNVhP8HBHbAtcDu1BCl3vq627gN8AFdf8w8ELgMcBO9TOM1kh+ARyfmVfX/g33l6T1bJxQ/2XAZsByYCWwJaPX2pkI998HOBw4jrKYwHAdp+m7t253VtNVs38FsKDu+x1wSWa+ofZvqL8kSZIkSZKkOaNnticgSZIkSZIkSZIkSZIkSZIkSZKkjdb99b1TX/OAZ9d90xqmn5ndiGiC6T4C/J4S6A8ldKgJkNsXODEiDm6dt7owIkmSJEmSpA1CK9R/G+BrlFD/lYyG+t8IvAnYOzNPzcwPZeYZwKHAwcDVlPpID6UmMwJsD5wfEQfBxGskNdS/JzNvAfamhE7PAwYp9Z8R4ABgSUQsqvPuXWOHkjSHtUL9T+WPQ/2XAvsAxwD3MHqt7QL7AacDT55qfbtezzt1+3rgPZRw//8BHmA0e6qXsmBMd8yrWdC3OdaE+n8V+F+tUP9eQ/0lSZIkSZIkzSUG+0uSJEmSJEmSJEmSJEmSJEmSJGlSWkFC/7e+D1GC3QAeCyUsbrrHbUKQgFspwUO9jIYLNeFDYLi/JEmSJEnaSNQQ/eGI2Ar4AvBESqh/PyUX5HLgZcBlmXlvE6Jfz1uamd/PzOcDZwH3UWo0PZRFELcBPh0RB4Lh/pI0GyLiZOBkSh27Her/nMy8Gfg68BbgbqY/3L/b2r47M6+gLCbwJuAqYKAe7qPcO5oQ/07r1U+px/8UOAl4fWZ+pH633lbdXpIkSZIkSZLmhE63O+3PSEuSJEmSJEmSJEmSJEmSJEmSJGkOiIhnAt+ghPsMU8L1AV6YmV+ZoTF7arjcPwDvpIQMwejCAiuABXX7OuCszPzSTMxFkiRJkiRpXUREp4btPwQ4BziGEujcSwlYXpKZL19LHw+GKkfE3wOvBbal1Ey6tZ87gWMz89/a405gfk0dZnfgBmAhJQS6v9X3NcARmbnUgGdJWlVE9AFvBN4HbFl3N6H+32uumxGxEDgEOANYTFngZR6l7n0tZWGA29Z1Qd2x1/+68MsuwIFAAIsYvcbfD/yQcg/5F+COzPzxmvqSJEmSJEmSpLnCYH9JkiRJkiRJkiRJkiRJkiRJkiRNSURsDnweeB4wUnf3AJ8A3pmZ987g2MfVcQB+AlwFvLl+bof7XwO8OjN/PVNzkSRJkiRJmqqI6AdOAE4CHkGpsfQAXwIOqcH/4wbmR0RfZg7V7X8BXtk63ATw30UJ97+6tptsuP/TgJtYc7j/yzLzD037yf0VJGnTFRGPBt4CHA/0AU9th/q32q2XcP861tix+yjX9+0o1/flwIrM/NVqzjXQX5IkSZIkSdKc1jPbE5AkSZIkSZIkSZIkSZIkSZIkSdLGKTMfAL5JCRZqfqfSAQ4FngAlIGiGhv8eMEQJkPtT4DLgRfXYAkrwEMADhvpLkiRJkqQNTUQ0tZSdKLWURzAalH8t8Noa6t8zXqh/NVL7fApwFKU+0+gAw8A2wPkRcRBA7bsztqOxaqh/T2beCuxJqbnMAwZr3yPAAcBFEbGZof6StKrM/ClwGnAM8ITVhfrXdsuByymLANwNzKdca7vAfsDpwJMncu2ewJyGoYT0110jmXlfZv4oM7+fmbc3of4R0dMe01B/SZIkSZIkSXOdwf6SJEmSJEmSJEmSJEmSJEmSJEmatFaQz2nA1xkN9x8EtgbOi4htMnO4FVQ3nX5JCZIbrJ/3ycwrKeF1AAuBS4GXj5mvJEmSJEnSrGsF4P8l8My63QF+CJySmXePabdaNXR/JCKeAXwD6AeW1b6aVy/TF+6/F6uG+w/VZs8BHjuR7y5Jc01m/jIzL8vMH423YMtqwv2ba+20h/vX8br1fY33mswcMcxfkiRJkiRJkkYZ7C9JkiRJkiRJkiRJkiRJkiRJkqRJawW/DQEXAndSguL6KEFDOwNnRcRDa/jbtAXr174WUULpeuvuP6nzuhh4KfBh4MjMHIyIjsFDkiRJkiRpQxMR+wOvrR8HKIH5lwA3T/D8JtR/d+ArlIUOlwOb1SY3AHfV7ekK9/8OsCdl8YB59QVwYmZ+byLzlqS5bG0LtqzvcH9JkiRJkiRJ0uQY7C9Jkua8iNhqtucgSZIkSZIkSZIkSZIkSZK0McrMbg3Mvxz4bt09RAn3B9gXeGtEPGSiIXETHRfYihJS1/w+ZgRK6H9mXp6ZJ2XmsKH+kiRJkiRpQ9OqkTwBWEAJbJ4H/Bo4LzPvm0gfNWx/V8piAFsCKyjh/gDvyMx9gY8C99Z9PZQayrqG+98K7A08UA8dl5mfGvPdJElTtIZw/wEM95ckSZIkSZKkWWewvyRJmtMi4sXAtyLiiNmeiyRJkiRJkiRJkiRJkiRJ0myLiJ7JBgHVELk7gROAe4B+ShgdlJC4o4HXRcTC6Qj3b52/OSWIbkX9fFd9X+X3Mob6S5IkSZKkDU2tkWwF/DWlltFHCWx+R2b+MiLGzQNpFjKMiF2ATwI71PMX1Cb/kJmn1bHeW9sMtbqYjnD/7wC7A/tn5qfrvHqsxUjS9FhNuP98Su19yuH+LgQgSZIkSZIkSeuu0+36/zBJkjQ3RcShwKWtXUdm5udnaz6SJEmSJEmSJEmSJEmSJEnrWxMCN96xiOjNzOG19NObmcMRsR9wGbCIEiY3rzb5AXAO8OnMXFZD3kbWYd7zgU8DL6ME0fXgs6CSJEmSJGkjEhEPA24Enlh3fRc4IjP/e4Ln7wScDRxUd/XW99My8x21zbzMHKjbnwReDTR1ng6lpnIXcGxmXl3brbFeNGb8Veo7Ez1PkjQ5EbEQOAQ4A1gMrKTU3jvAtcDJwG2TuQZHxG7AfcCP16VWL0mSJEmSJElz0bgrdEuSJG2qIuIJjIb6L63vF0XEkbM0JUmSJEmSJEmSJEmSJEmSpBkXEZ0xu7aKiO0i4mUR8aaIeFdE/GVEHAY8aS3nPqgV/H89cBLwACVYaLDu/zPgzcBfRcRDMnMkIib9u5bWOY+vfTZBRb8DJhR6J0mSJEmStIEYpIT5318/f20Sof7bACcCz6EE+jeh/p8A3lPbdDJzICJ6ATLzNcBXatumzjMCbAOcHxEH1Xbd8epAjbFB0Ib6S9LMyMzlwOXAW4C7gfmUhXW7wH7A6cCTJ3LtBoiIxwGfAy4G9p3oeZIkSZIkSZKkwmB/SZI0Vw0BX63bi4AVdfsCw/0lSZIkSZIkSZIkSZIkSdKmKCJ6moC1iHhUfWbyKuBW4CLgI8DfA2cDS4CbIuKbwOkRsXs7nG1Nofw10O1faz/LgH5KwBBAAG8E/ldEbFXD/XtX1884828C495CWXigQ/l9zA2Z+Z2J9iVJkiRJkjSbauj+/cDbgSuAHwDfaI6t5dx+4HnAoZTfyDa+BHwoMwdgNGg/M4cjoq+2OQn4L0o9pVNfUw73lyStH2sI9x9kkuH+9fhewGLgyfW8bWdu5pIkSZIkSZK06THYX5IkzUmZmcA5jIb7L8Bwf0mSJEmSJEmSJEmSJEmStImKiN4mFD8iXgN8FLgA2A14OKMBQAPAynraZsBfUIKCvhERH46Il0AJ8B8n3P8e4HOUQKBlwDxGw/13BF4PXBgRl7fBrwAAIABJREFUD8/M4dYcxw0cas3/w8CxrUN3AOdNpA9JkiRJkqQNQQ3O78nM3wInAu+n/ua1vbhiW2uBxO3rOY+ihPID3AacC/xoDeMN1c2fAZ8HlrfONdxfkjYCqwn3n8fqw/3/qHbfuoc8DjgZ2Kp+fjLwmJmduSRJkiRJkiRtWjrd7mr/nydJkrTJiohO81BTRLyA8vDS/vXwCkrIP8DRmXnRLExRkiRJkiRJkiRJkiRJkiRp2tRQ/+G6fSrwWuBh9XDz7OQI0A77GWntG6IEBI0AdwKfysy/ncC4jwSOAt4DbE4J959HCRnqAD8H3gF8OzNvb53XDwzXxQP6M3Owhg5tA7wPeF1t2vR3IXBCZt47mb+LJEmSJEnSbKvh/iNr+tza3/5t7JXA84FhSr2mA5wKvK8V4D/emDsDX6fUWoYZrQl16/adwKsz86qxY0uSZl9ELAQOAc4AFlMW651HuR9cD/w9cHNmPjDm/wMPA66jhPk39f+PZ+Yb1v+3kCRJkiRJkqSNl8H+kiRpTjLcX5IkSZIkSZIkSZIkSZIkzQVjQns+Tgn171JCe3pbTX8O3AcMAo8ANgO2aB1vQvQblwGnALdl5tCaAt4iYktGA4a2qP3013HmAUuB/wQ+A1yTmT9bTR+LgVdQAuv2q7uXAwuBBJ6fmT+d4J9EkiRJkiRpoxURfw18kNFFGfuBbwAHZOaKtYXwN8cj4t2UBRS7rFojGqx9/gF4ZWZeMUNfRZK0Dmq4/0uAM/njcP/vAlcB5wK/pSzk8gTgdOBJlGt9H/BT4KTM/OL6nr8kSZIkSZIkbcwM9pckSXOW4f6SJEmSJEmSJEmSJEmSJGlTFhE9mTlStz8KvJ4S1jYAzAfuBb4MfBG4MTPviYg+YGtgEXAs8FTgoFa3TbgbwI2UIKBrM3PlOOH+/cABlPD+h9XdXWCo1RfAfwN3AP9DCfyfD/wpJWhoW6CntltZj90N7JmZ/2+yfxtJkiRJkqSNTUQ8FLiAsvhhlxLe/GvgJZl5S3uBxwn0dShwae3nd8AtwIH1cFN7AXhpZl4+fd9CkjRdImI+8ELgHEp4fzvcH0oN/fZ6bEtKfX6AUmvvA87IzLeu52lLkiRJkiRJ0kbPYH9JkjSnGe4vSZIkSZIkSZIkSZIkSZI2dRHxt8D7KUFtKynPR/4KeA3w7cz8ffNMZQ32H249X7k58CrgrcD2lCD+AUo4EJTQt38GLs3MZWuZx87AGcBuwOI6n5H66q/vPWs4faC2aQKJ/gd4QWb+cMJ/CEmSJEmSpI1YRBxJCfaH0frMhcCJmXnPJPt6GPAfwCMp9Zg3A5sDp9Qmy4DNgGuBwzLzD+v8BSRJ0y4ieikL634SeASjtfRhSnh/o6nHA/QCX8zMQ2ofDy4SLEmSJEmSJElaO4P9JUnSnGe4vyRJkiRJkiRJkiRJkiRJ2lRFxPMoYfp/CgxSAt9+CeyTmT8Z57wHn6+sn/cFXgEcASysffXXw9+jhPt/OjMH1tBfT2aORMS2wDHAocCzKGFCndpfb23eBPx3gKG63Xy+E/gOJbDuvyf1x5AkSZIkSdoIRURTG/k0cBSr1mVekJlXTaHPfuCHwE6173OBdwDvAk6uze4CXpuZV6zD9CVJ60FEPBn4IrBDa/cIpa4+Qqm/N/X4yzPzpfW83swcXs/TlSRJkiRJkqSNWs9sT0CSJGm2ZWY3Ijp1+8vAmcDX6uEFlHB/gAsi4shZmKIkSZIkSZIkSZIkSZIkSdKkNM9GAs8FHkcJ65lHCcY/PDN/EhG9azq/CfWvwXFk5nXAPwH/CCyjhMeNAMPAk4ATgO3G6W+kLhZwJ+VZzX2AdwPX1ib9jIb399V9nbq/t27fAPwdcJyh/pIkSZIkaa7IzBFgEbBH3dVLqcvcBnyrVQeakIjoo9RhmnoMwE6Z+Qfgg8AHgDuA1zeh/pMdQ5K0/tTa+22UxXSvAH7TOtxhdFHdXwH/3Ar17zPUX5IkSZIkSZImr9Ptdmd7DpIkSRuE+g/r5kdoLwBOBPavh1dQQv4Bjs7Mi2ZhipIkSZIkSZIkSZIkSZIkSRMWEU8HvkkJ7hkBVgLvAs6ugXAT7acDdGo4/7OBLwNbUEL9O5QAuM9m5rET7a/1zOZi4M+A3SmLEGxHWYhgGbAUuB+4Ekjgs0C3OVeSJEmSJGlDEhE9Tc2lXf+Ypr53oyyQuJDRRRD/LTOftw59JrATJeD/isx8cevYn2Tmr+r2tH4XSdL0i4jezByOiC2BFwCHArtRMhJWApcA12fmle32szZhSZIkSZIkSdqIGewvSZLUYri/JEmSJEmSJEmSJEmSJEna2DUhchHxLuADwAAwH/gl8OLM/PdJ9tcEAu0E/B9K+P4AJfStA3w8M9/QHnsCfa42EC4ieoGHU4L9lwHzM/O+tZ0nSZIkSZK0vk2kDtLUMta1plF/83oFZfHGTn0tycyXT6bv1nx2B24A5lEWCrgwM49ZU/upzluStP6MvS9FxPaUBXrJzF+vqZ0kSZIkSZIkaXL6ZnsCkiRJG5L2w1GZ+eWIaA7tTwn1b8L9L4gIDPeXJEmSJEmSJEmSJEmSJEkbmlYgz/MpIW/99fMF6xDq/2jgG5RQ/+WU5yk7wHmtUP/ezBye4BxXCYRrgoTqWL9t+omI4fHOkyRJkiRJWt9adYyR+vmJwJ8AATwUGAS+B9wO/AQYmoZw//spCy32AV1KXabRqfvWqjV+AAupgc/AXfW7rDJHazGStPFo3ZeavIRfjNdOkiRJkiRJkjQ1nW7X/6FJkiSN1X7wKCJeAJxICfeH0XB/gKMN95ckSZIkSZIkSZIkSZIkSRuaiNgSuAXYAegBeoE3ZebHmvC5CfQxkVD/17fbztDXkSRJkiRJ2iC06iWbA3sCLwcOBrZcTfNh4HLg65l5dquPSQf8R8SewA31YxPs/0tgj8z82ST72gG4ANgDGKL8bvYFmfn1yfQjSZIkSZIkSZIkzUU9sz0BSZKkDVFmdiOiU7e/DJwJfK0eXkB5SAnggog4chamKEmSJEmSJEmSJEmSJEmSNJ5HUkL9+ym/H1kOfBfAUH9JkiRJkqTJi4i+Wi/ZGvgEcA7wCkqo/wildjJcXysoCy0eBpwZEZ+PiIMiYn79Detk8z5+UF9NXWcEeAjw9Dq33gnMv1M3dwWCskBAH3A/8JtJzkeSJEmSJEmSJEmakwz2lyRJGkfzYFQN9/8QcG09tAAYqNuG+0uSJEmSJEmSJEmSJEmSpA1NLyWcDUoQf6f1eVyG+kuSJEmSJK2q1kCGImJb4CrgZcCO9fAAJb9jIaUm00upowwDg7XN4cDfA8dHxOaZOTLJcP97gDvqOE24/0OBEyKiU2s5awz3r/Pv1nrPKcBiSp0H4MzM/PEk5iJJkiRJkiRJkiTNWQb7S5IkrUFmduuDUQsiYhvKD9MuAK6pTeYx+kCV4f6SJEmSJEmSJEmSJEmSJGlDMo8S5D/IaNjbIoCI6KzpJEP9JUmSJEmSVhURPbVeshj4GrAbJcy/qbmMAL8BrgSuBm4Ehii1mX5gZW33VOAtwNsj4iETDfev43eBDwF3URYOgLJwwLMpv31lvHD/emwr4DLg8XV+ADdTFioYt2YkSZIkSZIkSZIkqeh0u93ZnoMkSdKsqw81jbQ+Pwl4IvBSYBvgccDvKAsj9QGPqU07lIev5tXPR2fmRetr3pIkSZIkSZIkSZIkSZIkSasTETsAtwJbMhr29ubM/OdxzjHUX5IkSZIkaTUiYhFwMXAQJai/n/Kb0xuBzwFXZuZvW+33B54FnARsQVl8sb8e/gVwPnBqZt4/9jeu48xhe+Bc4HmUYP5mUYAe4BLgqNXVa+rcdwHOo/x2doBSL+oC783M/z3xv4QkSZIkSZIkSZI0txnsL0mS5rz2D8si4pnA3sC7KT9AWzjOqSOUh526lAeqDPeXJEmSJEmSJEmSJEmSJEkbhIjYBvgvYBtK0FsfcG5mvnF1ofzrI9Q/IjqZ6Q9ZJEmSJEnSRiUieikB/e+ghPR3KL8v/QLwBuDezByJiP7MHBxz7lOAi4CdKb9H7dRDvwA+DZw2yXD/fYCrKYsEDNT3bp3Pt4CPAd8GfgJsBewKHEpZDGCHek4PpVZ0cWYeVfud0PiSJEmSJEmSJEnSXGewvyRJmtPGhPr/NXAU8LR6eCUwn9EHm5qHpQbr5+G6r73fcH9JkiRJkiRJkiRJkiRJkjSrmgD9iFhCCW4boYS13Qnslpm/GNN+RkL9W/PYLDOXTfZ8SZIkSZKk2dSubQBXAnszGs5/SWa+bC3n99TA/8cA5wLPYfR3qDD1cP+jgM/VjwOUuk8X6AXur/P7ObAZJcy/0fwutge4MjNfVPuzXiNJkiRJkiRJkiRNUM9sT0CSJGm2jAn1Pws4ldFQfyih/lB+mHYH8GPgl8BddX/z8FLzsFIf5QEogAsi4siZm70kSZIkSZIkSZIkSZIkSdLqZWa3bv4X5VnHPmAQWAy8JCI6EdGBmQv1HzOPEyLi7LpvOCJ61/lLSpIkSZIkzbBWbeN1lFB/KPWSm4AH6yXjnD9Sw/pvB14DXA2saDXZHngV8DcR8ZCm/Zr6a+o5mXkh8Ma6ex6jiw2MUGo6mwM7A4+sbZrfvvbWNue3Qv37DPWXJEmSJEmSJEmSJs5gf0mSNCeNCfX/BPBXlAeSBmuT3wP/ChwLPDUzHwM8CfhTYBfglcAHgLspwf6dep7h/pIkSZIkSZIkSZIkSZIkaVqNCeLfstk3Xvu6eSnwP5RnHfsovyM5BOjNzG5EzJ+pUP/WXJ4M/A3w+oj4IJRw/8n2I0mSJEmStL61aixPoQTirwSWAZ8D/gBrr3O0wv1/BpwAXMMfh/sfywTC/VsLDZCZ5wJH1vn01Fe3vje/e+0AQ5Twf4D/B3wwM19dv19fZg5N4E8hSRu19iIs49XWJUmSJEmSJEmaCIP9JUnSnFMfgGpC/c8GjqM8rLQS6Ad+RXkI6o2Z+dnM/Gk9tZuZKzPzvsz8XGa+7/+zd99htlX1/cffZ2Zu4VKUDmIDTb4qkh9qrAgBURGNIEo0iKKiscQWEcQSuyYqTYhiUOxGJSEK2BsWIBZUQIPmizEooKB0qffeKb8/1trMvoeZuVPOuVPu+/U88+xzdll7n/vHmblrfddnAY8G3gL8hPG/rZbVtsBwf0mSJEmSJEmSJEmSJEmSNAdNyFAN4n8KcEZErGwHuXVrHbus/gxSQtzGgH2At9XzVkfEfehDqH8rgO7elNpKgJdHxJtm0o4kSZIkSdJ8qf0xOwCPo8whXUEJ0v/SVH0zE7TTs3D/rnZPA/YHPg1cQekDGqjbDuNh/wAnAC/LzNfDHf09hvpLWvLa/dsR8Uog5vmR+mI6vzckSZIkSZIkSb1hh6wkSdroZOYoQEQcDbyUUpS0hjIR7XJg78z8Qmb+oZ7XTIhb224nIjqZeQlwHKXw6fTaVodSnNUUVRnuL0mSJEmSJEmSJEmSJEmSZq2GyO0HfA54BLBdU984mVrneDPwOuB6Srj+CKXW8bCIODAidgK+R+9D/Ts1gG4r4J3AKmCoPsO1M2lLkiRJkiRpni2nZHM0/SM/zswrI2JoJo30Oty/Nff1nNrevsB7gE8C3wK+BnweeCGwV2a+OjPPrtcOzLS/R5IWo65Q/3+mLHKyR30/ZR/7YlI/Z5OhsFtEbD7fzyRJkiRJkiRJS1lnbGzai4BLkiQtGRGxL/BeYFdgmDJZ7PfAPpn5q5lMQquTz8bq69cChwH3q4dvp0xyAzg0Mz/Tw48hSZIkSZIkSZIkSZIkSZIWgIjYPDNv6mP7jwG+Wd9eBzwiM/93mtduBxwPPKPuGqzbC4F7AVvSw1D/1n2XA0cAb667hoCrgOdm5rdm06YkSZIkSdKGFhGPoCyM2KH0q9zRdzLL9gZqaP89gZOAxzM+DxXgCuDjwLsz8+bm/BneY0Vmrp7NtZK0FEXEu4Gj6tu/y8wPz+fz9FLX4gUnA8+kfNbTM/P6eX04SZIkSZIkSVqiJl2dW5IkaSmKiE59+XhKqD+UiWI3AK+sof4DM5mElpljETFYX78LOAb4QT28khLuD/BvEXHIXD+DJEmSJEmSJEmSJEmSJElaOCLiacD5EfG0iFjV47Y7EbEF8M66azWl7nHagWyZ+UfgU5Tw/sHaBsDulFD/NYyH+p/ai1D/6iHAgcAKYHm995cM9ZckSZIkSYvMVcD1wFh9fxOUvpPZNFZD/Qcy8zLgFcDXGZ+HCnB34DnA0RGxWXP+DG+ztnWvzvpOlqT5FBFHR8Q+EbFy/WfPqv0XUILux+rPdnX/ov9+7Ar1Pw54MbAFcCTwN70es5AkSZIkSZIkFQb7S5KkjUoN4X8EcETdtaZuf1h/yMxpT3ZrtTvSFEZl5keB9wDfrYdXMj4JznB/SZIkSZIkSZIkSZIkSZKWiIg4CPgP4M+B9wFP7mX4UGY2QUM71V3LgM2pwUMzaOerwOvr2xXAMONhdMsoof6nZOYLYfah/k0tZURsCrwKeHg91AG+D7yxHl/0gUmSJEmSJGlpmKifomvfWkpfylB9v33dzjqvo9/h/u15srV/SZIWpIg4Efhn4LPAQX0K978vZbHcYUpf9bZ1/6Lup54g1P9V9dDNwJ8BL6IsuCtJkiRJkiRJ6jGD/SVJ0kajVbS0H2UQei2wvO47LTOvmEv7tTCqU1+fAZwCXFQPr2B8EQHD/SVJkiRJkiRJkiRJkiRJWuQiYnfgP+vbmymhbicBT4mITXp4q9spAUMjdduhhPtP9zmb2sb3AcfX3UO1vcblwGda72cc+FbD6JrQuOOAg1uHrwQ+BVxfn8VAOUmSJEmStCC0+ykiYpuI2BbYJSKWR8SKzPwd8B1KKDTUBRgzc+0c79vXcH9JWugi4mTg5ZQ5+NsC76X3/esAO1Myltb5Dm0vgrLYTBHqfxuwGXAt8NzMvGmeHlGSJEmSJEmSljQH7SRJ0kajNbi+b90OAcPAH4FzYHzy2hzuMdaaAPdZ4MOUSWhj9X6G+0uSJEmSJEmSJEmSJEmStDT8hhLqBrAp4+FDJwIH9iJ8KCIGgWX17SDjYfzTDo7rCtH/F+CT9XUT7t8B7gG8LSIOq9eM1ntPW1OnGRHvBV7Yes4R4FvAf2Tm8EzalCRJkiRJ6ocmID8iBiNis4h4RUR8GPghcD5wHvBd4CMRsSvwf5R8jlHgARFxv4jo9GBOquH+kjZKETEE3Lu+7dCf/vXmO/q6rkPTXjh3IVpPqP8mwA3AX2Xmz+fpESVJkiRJkiRpyXPATpIkbVQi4q7APRmf2DYE3AhcCneavDYrNdx/oL5+H3AmpaDAcH9JkiRJkiRJkiRJkiRJkpaIzLwBeA1wNqVOcBl9CB/KzFuBK+vbps5x61m29VvgvcB/1F2DjNc17gW8LiJeU88duXML62qF4HUiYquI+CAlhA5KCN0y4GfAGzPzmtk8syRJkiRJUi/VQOTRiNgCOAr4AqW/5DnAzpQ5qNsADwcOoQT83x+4ldIHtB3wkMwc69GcVMP9JW106iKwr6f0ry+jD/3rre/oy+u2CfrfAdYJ/l80phnq/+jM/MU8PaIkSZIkSZIkbRQcrJMkSRuNOri+PaWoarB1aBBYFhFDvbpXLYxq7vFC4L/qfdoT98Bwf0mSJEmSJEmSJEmSJEmSFrOfUALgvk0fwv1b4fpX121T67jtHNq8ADgWOK3uWs54XWMA74qI0yJit4jYvH1tRAy0w45qveTmwFOAjwAvqIduA1ZSApMOqQsKSJIkSZIkzauIGMrMkYjYltI3cjTwV/XwMND0xTTbNcBWwIHAqtb+IyNil149V1e4/8sx3F/SxuFnwJH0qX+9pen/7rS3vVicZUMy1F+SJEmSJEmSFg4H6iRJ0kajDq7fXn+G6+4xYG1mrs7M4Ukvnt39Rmoh1TDwr8D19X5guL8kSZIkSZIkSZIkSZIkSYterU28kD6FD0XEYH15W92urdvOBKdPW2aeD/wT8LG6qwn3H6XUOv4N8FngkxHx6CaoLjNHm7CjiPiLiHgM8DngJOCA2tZqSojQdcATMvOSuTyrJEmSJElSL9RA5OGI2A44G9gP2IzSFzJG6R/p7nNZXrejddtkdNwdeGRttye5Ha1w/8uBV2C4v6QlLjNHgYvoX/968x15bd2upXyfD018xcJlqL8kSZIkSZIkLSwO0kmSpI3NjfWnmeg2AmwRETsBRMScJrp1qwUFAN8FrqL8/TVKKSxYzvgEO8P9JUmSJEmSJEmSJEmSJElahPod7l9dVrcjdXtXmFtwXGb+HPhH4D11VxNUN0IJs7s/Jaz/68C5EfHNiPhqRHwrIr4BnAOcBewL7FivHQVWAFcAe2bmL2f7fJIkSZIkSb1SA/NHImIb4JvArpTFCTv159d1/wuApwPPA94LXFCbWEaZD9qh9J1sDbwhInaoAfuD9EAr3P8yJg/3Pwx4fRPu34v7StJ86Wf/eus78neUPu8hylz/7SNi1dyffsMw1F+SJEmSJEmSFh6D/SVJ0kajTl7rALfU7ShlAH5HYA+4Y/C/1/ftZOblwDvrPZtw/zFKYcHqeqrh/pIkSZIkSZIkSZIkSZIkLUL9Ch9qwnqA6+t2Rd1uV4/PKbwtM3+fma8FXkapr4RSW9mE+w8DK4EdgH2Ax9ft3sDm9VgTagclaO4cYF9D/SVJkiRJ0kJRA/O3AE4FHkiZ17mMMt/zq5Sw/L/JzI9l5umZ+enMPAI4hBL235zfLAQwDNwP+HhELKuLBmyocP97AM+h9DV1JmpDkhaTDbB47u21zSZnqfk+X/AM9ZckSZIkSZKkhclgf0mStNHIzNHMvB44q+5qiqcAnhQRK2v4f6/vO1aLo/6PUkDQHviHMsmuKaoy3F+SJEmSJEmSJEmSJEmSpEWoz+FDN9ZtE+S/YrITZyMzTwaeDpxe7zVU79UO+aduxyh1kCOUzzhYt78E/hU4NDN/1cvnkyRJkiRJmosaun84sCelz6MJ9f934KDM/EFm3tgE5UfEEEBmXpKZH6EsdHhxvXaA8b6RxwEf2oDh/mvrKTsC19T+KEla9Prcv34lcDNlkZbme3x5Dx67rwz1lyRJkiRJkqSFy2B/SZK0Mbqk9br5e+hxwPZNsVOvb5iZY5n5A+B7dddYfY4v1/crWTfc/296/QySJEmSJEmSJEmSJEmSJKm/+hg+dGndNuFtW8J4yNxcNHWTmfkV4NXAIcAFlFAgGA/ubxYVGGPdQP81wH8ALwTemplXzPWZJEmSJEmSemwIeCKlT6VDmVt6Vmb+bWaubgL9m6D8zBxuLoyITp0f+mzgPEr/zEBtZww4GDiuz+H+Lwe+RemPATg8M7/Wi/tI0kLRx/71Gyjf3UOU7++7Apv16LH7wlB/SZIkSZIkSVrYDPaXJEkbo48CP2C8cGoY2AE4KSI2y8zRqS6ejVYh1h/qtgOsAr5IKaaCEu5/W339qF4/gyRJkiRJkiRJkiRJkiRJ6r8+hQ+trtvldbtl3c655rFdN5mZv8vMrwJ7A8+gPOu5wPXALZTPMgL8hhL+fzTwtMx8Rmael5k3zfV5JEmSJEmS+uA5wGPr6w7wI+CVUBY9bAL9J5KZYzXc/0Lgpawb7g9lruizgWP7GO5/OfD3wPHAwZn5sebZe3EfSVooet2/3izcQgn1b76bB+lB33q/GOovSZIkSZIkSQufg3SSJGmjUgffR4CvUAL9RxgfhH8QcFCvCqa6NEVdF9TtCOVvsbOAdwPfrPs3AU4HjurDM0iSJEmSJEmSJEmSJEmSpA2gl+FDtfaxCfZv5oEsq/fpefhQDYu7KTPPzsxXAfsDuwMPAR4FPJRSc/nYzDwmM7/SXNfrZ5EkSZIkSZqLVqDzrnW7uv6cBVwF0+tfaYX7/zdlQYAm3L9DmT96F+Aw+h/u/4bM/Fz9bAP96BuSpPnWh8VzrwWupMzvH6UsoLtFjx+7Jwz1lyRJkiRJkqTFoTM2NunC4ZIkSUtWRNwLOBfYiVI8tawe+jbwylpc1Y/7vgZ4F2VRgSFgr8w8NyL+Gvh74FbgkMxcW4u8/GNNkiRJkiRJkiRJkiRJkqRFqobH7Q4cC+xDCXpbSwkOupoSBHdmZt62nnZ2AS6gBPcMAT+v7Q5m5nC/nr0VWnenekbrHCVJkiRJ0kLU7rOoCxGuBC4C7lNP+QPwiMz87WzbjojdKMHSe1Dmp45RgqdvBD4BHFnnid4R0CxJmple9a/Xtr4PPLy2MUqZ4//9Pj36rBjqL0mSJEmSJEmLx8B8P4AkSdKGFhEDteDqJcDtlKKptfXwPsBREbGsObfHt19Vt5263RwgM78IHJ6ZBxvqL0mSJEmSJEmSJEmSJEnS0lBrAS8EjgS+TakfXAasAbalBMAdGBGbrKepNcAIJdQfYAtKeFHfag2bOsbJ6hmtc5QkSZIkSQtNDUVuQv2HMnM0M2+l9KM080i/m5m/nc380dYiiD+nBEqfV9vtUPpp7gIcBhwbEcsycyQiBnvw0SRpo9OL/vWIaPrUm0VWRutPXxbMnS1D/SVJkiRJkiRpcTHYX5IkbXQyc7S+PA/4AKVoqh3u/2zghObcXhRNNQsFADvU7TBlIP3K1nNdVc811F+SJEmSJEmSJEmSJEmSpCViruFDtY5xjFJ3CCWAaDQzVzdBP5IkSZIkSRu7rlDkfwaOiYi/iIiVlGyNJtz5t7DOXNMZMdxfkjacHoT7N3P2L6/bUWAQ2LRfzzxThvpLkiRJkiRJ0uJjsL8kSVp0ImKg9brTej2jwqbMvB44DfgeZRC+He7/9xFxbD1vpH2f2cjMtbUgYM+6a0Xdrp7gXEP9JUmSJEmSJEmSJEmSJElaQuYSPlQDfa4Drq67BoHNImLLiBiCdWsrJUmSJEmSNkatUORjgKMpofuvAR5KCfVfZ57oXMITdMdoAAAgAElEQVT2DfeXpA2nB/3rANfU7RAlb+luULIK5rN/3VB/SZIkSZIkSVqcLNyWJEmLRhOun5mj9f1WZRP3rK+3nGmbmfkj4GTg/+quIcbD/Y+IiBPqeb0I238SsFNtfwz4AfDbHrQrSZIkSZIkSZIkSZIkSZIWuLmEDwGjjNc3AqwCHgxsNp17GxwnSZIkSZI2BhHxAuDVwHDd9UzgUEowcjNPdBNYJ+x5Vgz3l6QNZ7b9663Q/j/V7Qjld8RA024ru6DTuq7v39eG+kuSJEmSJEnS4tUZG+tFRq0kSVJ/RMRAazB8AHgUcACwB3BPSlD+7cAtwM3AWcDlwCeAmzPz1loYdac/etr7I+Jw4FjgrpSCqWHKYD7AKcDrMvOG7uum8fyDtdhqOfAZ4KDafgc4PjOPnOm/iSRJkiRJkiRJkiRJkiRJWnjaNY9d+9epO6zhQLtT6hb3odQVrgWWA1dTguDOzMzbmnYpdYdfBPaj1DgOAdcB1wNXAH8EfkIJJ7oU+DWwJjMvm+J5hzJzuAkrmm5tpCRJkiRJ0kIVEfsCn6cshjgCNMHMY4zP7fx8Zh48k7mi67lnp4b870YJlt6DMj+1ud+NlDmvR2bm2naQsyRp3ER97L3oX8/M0brwyweB1cAK4ErgDEpGwc8ofeo3AJcAo1NlE7T71CcbF5jGZzXUX5IkSZIkSZIWMYP9JUnSgtU1IP3XwP7AS1qnNEVVw3XbaR37BXAOcGpm/qTVZvfgfXvhgJcC76EMdkMZxG/C/f+TUlD1o8xcM9NB9og4CXhZa9fPgKdk5m96VfwlSZIkSZIkSZIkSZIkSZLmR1fN4zOBbYBfAt9sgn7mEj5Ur/ko8BxK/WQT9j+REUrA/1rgfyjBRJcCF1EWArigbm9rt988V/Oc1jdKkiRJkqTFKCKeSJkPugul/2SU8X6UJmj/kZn5Pz28p+H+kjQHzfdiRGwK3J/yvfm/PexffybwKcZ/J0zUvz4G/Aq4CUhKyP91wIWUoP0bMvOKyb7DW78LpvyON9RfkiRJkiRJkhY/g/0lSdKC1DUg/Sbg2cB96uHbKQPro/VnqO5vB/wP1H1rgX8EvpyZF9f21gnlnyDc/63AlrWddrj/D4DPAx/MzBtb13cXA7SffTmlKKAJ9R+ubb4feEtm3jrbfyNJkiRJkiRJkiRJkiRJkjT/uuoG3wMcDmwFfBs4ITO/OMl10wkfOiMzb6/nN8H+TfBQU0e5DFhT9w1Rgv2b2soRSm1l2011/x+Bn1NC/s8Hfk8JDLoYGMjM62b7byJJkiRJkrShdS1YuDdwDKXvZZDx/pQRSh/M64H3AqO9WtjQcH9Jmp2IGMrM4YjYmjIHf2/KorXvBr460ff0LPrXnwycyfjCue1FX9bU6zq1nQHWtbqefzVwBXArZSHd39WfiygL6V7e/Yzdz26ovyRJkiRJkiQtDQb7S5KkBadrQPpk4MWUQXAYHyBvtIP32/uGKIPoKygD7F8BPpOZn+m+R33fDvd/DqUo6z6Ugff2PW6lFAK8CrgsM387yWdYCTyGMjnvqXX37cBK4EfAwZl5xXT+PSRJkiRJkiRJkiRJkiRJ0sLUVX94KqVucJjxYP0zgJdk5h8muX464UNfyMxbIuLdwFGUAKEBxkPhujX3H67HO13PtJZSXzmREeAyysIEexgeJEmSJEmSFpOucP9HA8cDD2LdcP8O8GPgCZl5XS8D9lvh/g8ETsJwf0maUvM9GBHbAd8AdmsdPg84IjPPn+Ta6fSvn5mZt9VFV35C+V2wfJLHWUv5fdG0s4zxRXaHmLxP/lZKn/2vgEuBm4FTMvOciT5rfW2ovyRJkiRJkiQtYgb7S5KkBaVrgtuHgOez7iD6zZQB7dOB/wUuBO4N3A3Yi1LktEurydWUyWdjwB+A4zPz2Nr+VOH+BwP/ADyUMui+pt6/mdh2A3Al8Fng18AFwCpgh/osh9Xn2LE234T6XwXsk5k5138rSZIkSZIkSZIkSZIkSZK0MLRC98coNYcrgOuAE4H3Z+Z1U1y7vvChf8jMz0TESymBcCP1HsdQgogeQKlf/EtgU2B7Sv1i8xwTaZ6zCZZbS6mPHKg/Z2bmQbP4p5AkSZIkSZpXXeH+ewLHMR7u38wpHQQ+k5mH1vPmM9z/jrmtkrQxaX1fbg18C/gLSjbAIKW/+n+AF2bmuVO1wfrD/T8H3Au4uLbdAX5IySxYBewM7FSv2azrFiP1GhjvUx+t9xms9xqoz9vkGgA8PzM/OskzG+ovSZIkSZIkSYucwf6SJGnB6CqWak9wW814KP5rgR9k5iWTtLE5cAQl5H+fursJ5YcyeP5Pmfnmev5U4f57AE8DXkQZEG8mrY3UbVv7Hk1xVTNQ32yvAvbNzF/O6B9GkiRJkiRJkiRJkiRJkiQtWBFxEPABYFvGw/R/R6lBvDAz10yjjanCh64F/g64DyXMv6lLfFFmfmiCtrYH7gFsCTwYuCtwT+D+9dl2YfLAf4BPZeZhtS2D5SRJkiRJ0qIzjXD/DiWI+fjMPLKe17N+kGmG+38UOKpXCwpI0mIUEauADwLPpGQKLKMuPgu8GfhVZt62njam6l+/Bng18DPgHMaD+0/LzEPq9VtQsgQ2pywusA2wKxDAXYD7UbIOBlj3uxxKyP9AawtwWGZ+apJnPRw4tb69uT6Pof6SJEmSJEmStMgY7C9JkhaciHgOcDxlIlkzwe0K4IDMvLB13jpFUhExlJnDETFAmbz2UuAV9fAwZTC8GRB/b2YeUa+7o0Cr+31EbElZJOBDwFaMD6yP1e1Q6/UAZRB+uG4H6/ZW4OfAcyZbkECSJEmSJEmSJEmSJEmSJC1OEfEu4ChKLeEgpeZxr8z8zQzbmSp86Ergh8BfM14P+erMPKFeOwB0pgqCi4hNa5t/RgkLuhvwEEp95IMooXbfz8xXNW0a6i9JkiRJkhar9YT7N3NCrwPel5lvqedtiHD/NZT+nl8Dj8/MS3txP0laTFrfkQ8GTqMsSDtG+W6+I3R/Ju0xdf/624A3AHevl3w7M/edZt/63Sih/ztTQv7vAvw/YHtKHsIulO/2QeDFTaj/RL9TIuJ+wL8A+9Zd11HGEwz1lyRJkiRJkqRFxGB/SZK0oETENsC/Ak+lTBAbBK4CHpeZF3eH8E9wfXdI/+uAd9a3TQB/hzKo/47MfNM0n+vewLOA/YFHtg6N1J9llED/UcpCBE1R10XA1yiFXVdM516SJEmSJEmSJEmSJEmSJGlxqPWF5wNb111XA/tn5k8jYnCqMKBJ2psqfKipTWzqK9+dma+bKnCuFY7UDrKbKExoOTDSPK+h/pIkSZIkaSlYT7j/GGW+6TXAyRsg3P9EyvzUlfXwCzLzI724jyQtVhHxTuB1jH8nn5mZB9VjM/o+nqR/fQ1l7v/twBDjC+f+DPhLgMwcnqCtIUqf+dhE+Qb1XgPAFowvFrA8M38y1bPX6/4f8H7K74QHGuovSZIkSZIkSYuPwf6SJGlBiYiDgX9v7boRODwzPz+Twff2uRHxJuDN9VAzQW4IODYzXzPdtuoA/CDwUuC+wEHAZsCmE1z2XeCnwHuBazPz1uk8tyRJkiRJkiRJkiRJkiRJWjwi4gHA9yjhPR3g7cA/UQN/ZtnmROFDTah/h/Fg/1My8yWzDZur96EGEw22Qv3vFFIkSZIkSZK0WC2gcP/dgOOBRwGvyMwPdz+fJG0sImKA8h18FvCkuvvnwCGZ+YvZLJxb252of32Eki0A49/7F2fmbjNte6oFdCc6b4q27k0ZR7h8Js8gSZIkSZIkSVoYDPaXJEkLQh0k3xT4PLAvZdX7lcA3gefPdFC6GayPiHsC5wE7AcOUQqsOcGpmvrC593SKnrrPi4i7USbi7QqsqrsvB64DMjNXz+SZJUmSJEmSJEmSJEmSJEnS4hIRBwBntHbtk5nf7UG7k4X7twPnPpCZL53rvSRJkiRJkpa6BRTuf09gy8y8qPu5JGljUoP9VwEXArvU3Z8GXpyZN8+x7fX1rwNcCtwvM4fnci9JkiRJkiRJ0sbJYH9JkrRgRMR2wPnAPVq7n5eZH59hO02o/86UUP8dgNsoCwV0gA9l5ova5/bkA0z8LBZVSZIkSZIkSZIkSZIkSZK0yNUgIGoA2x21hxGxD/A1Sn3iT4FH9KpucIrwoQ4wAHwFODgzb+vF/SRJkiRJkjYW8xHuP8EzOP9U0kZjsu/TiPgZ8EBgLXBAZn6tR/ebrH99gPJ9fyPwkMz8v17cT5IkSZIkSZK0cRmY7weQJElqJrsBf0UJ9R+uP1cBP+w6Z31ttUP9z2UDhvpP9IwWVUmSJEmSJEmSJEmSJEmStLh1hfrvCbw2Iravh68D1lAC4Nb2sm6wtnUhcCTwbcYD/Zt7/CXwxIhY1at7SpIkSZIkLWWtfp5zgFcDFwAjlH6XMWAb4O8j4i31vNGI6Esuh/NPJW0s6pz+0fr60RGxdX29KeX7F0qw/w29uucU/eujlO/7QWC3iNikV/eUJEmSJEmSJG08DPaXJEnzrlV81ExyGwSGgGuBX3edM6kJQv13ZAOF+k/3GSVJkiRJkiRJkiRJkiRJ0uKSmWM11P8JwHeBtwDvi4idgN8AN9ZTb4VSo9jLezNx+NAaYFvgA8CBhg9JkiRJkiStX+3jWTDh/pK01EXEQDOnPyKOB74OvD8i7p6ZtwA/r6fewngfe2fCxmZoiv71YWAz4IPAQfavS5IkSZIkSZJmysFDSZK0kGxRt6N12wzSr/dvlvkO9ZckSZIkSZIkSZIkSZIkSUtXRDwY+HJ9OwrsDxxb359Rt/ePiO0Zr4PsiUnCh5ZRwv23Ad6L4f6SJEmSJEnTYri/JG04mTkKd4T6/wNl7v8TgWMi4q7AOfXUbYHt6jVjPbz/RP3rQ4wvnnsC9q9LkiRJkiRJkmbIgUNJkrSQbFW3HUoB1I2ZubYZsJ+Mof6SJEmSJEmSJEmSJEmSJKnPNgUuqa+XAauApwCnUIL8b637tmiHw/XKesL9twVOxPAhSZIkSZKkaTHcX5I2nIjYCdi7vh0GNgMOBE4G/kjpex8Bdq7n9/S71v51SZIkSZIkSVKvOWgoSZIWkuvrdgwYBHaOiHtNdYGh/pIkSZIkSZIkSZIkSZIkaQP4MfA+4BetfSsoYUQPBZYDWwIvi4hODQrqKcOHJEmSJEmSesdwf0naYP4IfBC4GBiq+1YC+wN/B2xNyRZ4RkQsy8zRXj+A/euSJEmSJEmSpF5ywFCSJC0kl1AKnTr1/V2BrSY72VB/SVoYuotRm4JWSZIkSZIkSZIkSZIkaSmoQf23AR/hzuH+2wG7Mh5G9P8oAf93qqvphRmED63s9b0lSZIkSZKWGsP9Jan/MnMt8Eng/azbv34X4MGUhXNHgPtSFtKd7/51w/0lSZIkSZIkSVNysFCSJG1Q6wl7voEyAN4BhoHNgEMjYmiC0GhD/SVpgajFqJvU7+SmoNX/b0qSJEmSJEmSJEmSJGlJaALeMvNW4BPcOXxoE0rIG8BewGH1utF+PQ/rDx96quFDkiRJkiRJ62e4vyT1V+1fv4WJ+9e3BjYHBoF7AQfCHd+zU+USzMoMwv1X9frekiRJkiRJkqSlw4FCSZLUNxHRaQbMI2J7uGOwezLfAX5MGQAfrPselJnD7cH3fof6R8RgRDw5Iu49k+skaWPRLoaKiK0iYi/gh8BpEXEE9G9SsiRJkiRJkiRJkiRJkjQfusL9P8664UMDlIC34fr+lbWmpq/Pw9ThQycAe/TzGSRJkiRJkpYKw/0lqX/W07/eAUYp37cAr46IJtx/qlyCOT0P6+9ff1I/7i1JkiRJkiRJWhocJJQkSX3RKmAai4j9gK9HxF+v5/xR4NK6a5hS6LRPRLyi1dZQP0P9q6cCZwKvjYj7zOJ6SVqyavHUWH39MOCNwL8DDwR2B54ZEQfM4yNKkiRJkiRJkiRJkiRJfTGNcP9mjsaOwEERsUO/n4c7hw8NAKsp4UN79/P+kiRJkiRJS4nh/pLUP9PoX2+yBgD+NiJ26ffzMHG4/y3A9sB7IuKu/XwGSZIkSZIkSdLi5QChJEnqmzrAvj/wFWA36gSxyYqUagj/iZQB72WMD77vFxF/FhEDmTncr1D/iBisLx9cty8EjoyILWfSjiQtVfV7uAn1PwD4F+BFwHaU7+whyndozNtDSpIkSZIkSZIkSZIkSX00jfChYWA58HzgCRvieSjhQ68GzqbU8KwAPpGZ/9jv+0uSJEmSJC0lMwj3f0lEvL2eNzpJc5Kklmn0r4/W7ZOBAyNieb+fh/Fw/7Mp3/Ob1sPvyMwb+nl/SZIkSZIkSdLiZbC/JEnqizqw/jDgS63dz4+I+09UpNQERQO/Bs6rr5vz9gcOzszRiNiF/oT6dzJzJCJ2BJ7VOvQiYJeZtCVJS1EN9R+tr58NfAJ4KGUSMJT/X/4UODYzj5mfp5QkSZIkSZIkSZIkSZL6bz3hQ0PAGmAz4LiI2BNK/U0/nwf4GXAU8HXgs5n53H7fV5IkSZIkaSmaZrj/XYEXR8SzJm1IknQn0+hfXwusAt4I7A0lB6Cfz0MJ938t8J26+3mZ+eF+31uSJEmSJEmStHh1xsbG1n+WJEnSLETEIcC/UQbQx4DlwMeAl2fmLVNc92zKQDzAasZDo4+grHh/N3oY6t+676bAScDz6n0HKIsMHJqZV86mTUlaCmqR1Fh9/XzgQ/VQ+zv6JOD0zDy3njcw0UIukiRJkiRJkiRJkiRJ0lLR1NXU+sPDgJcCD6iHm9qaa4HHZuZFc6lxnMEzLcvMtfW1NTySJEmSJEmz1DWnak/gOOBBwCiwrJ62X2Z+Y54eUZIWrVb/+irgOazbv76GkktwLfCEzPzJBupf3wqIzPx++xn7eU9JkiRJkiRJ0uI0MN8PIEmSlrSvAOdSCpSaIqWHAHeFMmGsfXKzYn1mfhL417p7BWVyG8Dx9C/UvwM8Bnhk3bW8PvO3DfWXtDHrKkB9LuOh/rcxHur/cuDNhvpLkiRJkiRJkiRJkiRpsWlqF2ejhg51MvMW4OPA+4Ff1MNN/ePWwDci4s8zcyQiBuf80FM/UxPq37GGR5IkSZIkafaavp/6+hzgCOAixufLHm6ovyTNTqt//Vbu3L++nPH+9a9swP7161qh/gOG+kuSJEmSJEmSJmOwvyRJ6qdbgG/X18PAGLAbcCRA94SxrsHtfwO+X1+vAEbrD4yH+p8611D/1oS8HYAXAfer7zvA1zLz7V3nSdJGpRXqfzDji67cCmxSXz8zM9+fmTe2rnFCsCRJkiRJkiRJkiRJkhaFiYJ5ImLacy3WEz7UhPtvA5y7ocKHmufq9z0kSZIkSZKWuq5w/3OBVwKfpMyp+hjMrC9Jkpai5ntypvPxZ9C/fk5E3HdD9a/XZ3OerCRJkiRJkiRpUp2xMWu1JUlS/0TE1sCPgJ2BtcAQ8EvgWZl54RTXdYCXA0cDO9bdY5TA/THg65m5fz13KDOHZ/FsdywGEBGnAoe3Dv8aeFVmfrEWBPhHk6SNVkQ8FDgF2J1SCLWiHnpaZn5+3h5MkiRJkiRJkiRJkiRJmqbuWsCI2ALYAtgV2AQYAC4GrsjMW1rnDUwnwKdpPyJWAc8BXgo8oB5uam6uBvbMzEvaNYySJEmSJEla2Np9SxGxadN/NN2+I0laiiLiLvXlXYArgE6733u6c/Rb/eubAocxef/6ozPzV/avS5IkSZIkSZLmm8H+kiSpb5pB8Yh4MXAsZeJbpx5+WWaePMl1zeD7AHA88BLKggCNpo2nAme2iqFmFcAfEScBL6tvR4DbgY8Ab8rMG2faniQtFfV7eBB4K/BKYCXj38HPysxP1/NcAEWSJEmSJEmSpC6tcc8OZeKyYQ6SJEnSPGkHrEXEVsBjgRcADwR2aJ16HXAtcBJwfmb+aIb3mU64/zXAHoYPSZIkSZIkSZIWg+5FTCLi2cDuwH7AMkqGwKXAVcDJwKWZeVk913B/SZIkaQPqyu7CGnZJkiSpPwz2lyRJfRcRDwLOAO7B+MD5lcDjMvMXk1wzkJmjETEIfBR4FtD84bKmtgHwCuC0zLy6fd0Uz9JpLQSwkrLgwN/Xw82zfQ84NDN/N8uPLElLRkTcBzgX2L61+62Z+dZ5eiRJkiRJkiRJkha09Y1ZTvccSZIkSb3RDveJiKcBTwEObZ2yBhii1CiOAMsp9YRXAu/KzA/O8H6G+0uSJEmSJEmSloSmD7v2eT+J0r9+ADAKDNTTxoBOfX0T8GPgg5l52gzvZbi/JEmS1EfWsEuSJEm9Y7C/JEnaICLiVcBx9e0IcBtwdGZ+YLJB89ZA/xDwCeBvW4fXUCbPQQn+PzMzz2pd2ywMcMfKoa32NgH+HHgNcEi95DZgE+D/gCdk5v/26KNL0qIUEU0R1QmURVTWAMuAC4DnZ+ZF8/VskiRJkiRJkiT1Sq8m+LYXGK/vtwAeCDyKsnjuCuBXwG+BrwOjmbmm+zpJkiRJvdUV6v8W4HDg7vXw7ZS/1cco4UMjdTtMqZNpnAgcn5mXz+C+0wn3N3xIkiRJkiRJkrRgtebmbwUcA+wN7FwPD1PC/AeZvH/9n4ETMvOaGdzTcH9JkiRpGiaoX98B2Ax4PLAVsANwM3Ap8BvgbGBZZt7a+rvbWnZJkiRplgz2lyRJfdXqxNuZEs6/B2VwfhC4CHhYZq6drJOvNeA/CJwKPANYWQ+3w/0vA74AnAJclpl/mqCtVcA2wNHAI4AH1UO31zavAfbKzP/pwUeXpCUhIr4E7E+ZwNwBTszMV83vU0mSJEmSJEmSNHsRsT2wR2Z+rr6f0wTf9lhnRNwXeDjwj8BOlMkR3S6ihPt/2oV0JUmSpP7pCvV/L/AKSg1ME+TfGAHWMl6b2NTJNAFBUOofT8zMC2p7653YPM1w/2so/z8xfEiSJEmSJC0YETGUmcPz/RySpPnT/C6IiG2Af6eE+jfWUgL8m/70RtMHP8J4wP+HKYvn/rK2a/+6JEmSNEddNTH3AfYCjgK2o4T6T+Ri4H+BE4GfZOZN3W1JkiRJmj6D/SVJ0gYTEccCRwDDlEH5ZcBrMvPY9VzXDvd/F/B04B71cBPu3wz8Xwb8EfgGcFX92Z4S6P9oYNf6vtEUDlwFPDYzfzH3TypJi19EdIBdgP8CtqV8344AB2Tmt2Y7MDNV0ZUrOUuSJEmSJEmS+i0i7gmcRwndPzYzX1P3z7bfeyAzR+vrJwGvAv4S2IIyFjnEuuOjI3XfKGWi8ZHAVzLzN7UN+8olSZKkHuiawHwqcDjl7/K1lJrDPwE/Ak4HfglcDTwQ2A94MmWiM6wb7v954LjM/K/aruFDkiRJkiRpyWmH+kfEy4EvAr9txkWnuO5O/RqOf0rS4tSa278dcDalX3sYGKTM578OuB74EqW/fWdKLc7erWba/eunAydk5vdr+/avS5IkSbPUVRPzIuBpwGPr4VHG69UnqmFvzvkc8I3M/NAGfHRJkiRpSTHYX5Ik9V1r4HxTSkD0bpQOvgHgLODpmblmPWHPTQHAAPAS4G+BPerhtbWtAUpn4kDr0tGu91DCqZdRCgdGgf8GnpGZOfdPK0lLRw03+inrrsb8hMz8+izamqg4dzkwlplru/ZbtCtJkiRJkiRJ6rmIuDul33sbxhcQf3dmvq4en9EE365Q/0OAEyiL5XYYD/UfYXxSc9N2hzJRYnnd91ng3zPzC7Ut+8klSZKkOej6W/0k4GWU2sLVwErgKuA1wHmZeekE1x8IHAQcVne1w4fOoCwS1o9w/0dn5iWGD0mSJEmSpPnSFQz3GeAZwA+AVwM/nCzcv+u6fYGrMvPi+t7xT0laRFpz+rcFvkVZFHc1ZW7+AHAu8FHgK5l5Vde1LwQOBPavu9r962cCx/Shf/1qYE/71yVJkrQx6OqDOQZ4IbB5Pdz8jTxGqVdvaxbqWtN1zinAm4FrMnPUfhxJkiRp+gz2lyRpCZmoY2yhdJbVQH6AoyideYOUAXyA52Xmx6fTRtMBCDwKeDalc7HRdCCO1Z/Buq9DKRQYqa+b91cA3wHelJm/mcPHk6QlKSLuBfwY2JqyEAqUhVD+c32/Xyb5nTQI3IdSlHV/4EGU7+bLKcVTpwOXZObve/5hJEmSJEmSJEkbtTpe+UrgOMpYYrNAeAd4T2a+tp43rQm+7X7wiHgB8MF6aC3j46BQwjkBVnVtYd3JE78ATszMU7vblyRJkjR9XX+rvwN4PeuG+l8BHJCZF3Zf07UgwC7A84A31NMM95ckSZIkSRuNiPgc8BTK/MwhSrj/q4Dzu8P9uwLlTqCMy36d0n/yzQ364H3U3V/T7kuSpKWiNZd/K+Asynz+dqj/GcBLKKGfI63zhzJzuLaxG/AsSqYAwO2U/nnob//6Hpn5K/vXJUmStFR19cF8CHg+pSZmhNJ/04T1XwzcDPwJuAewFbBdq6m1lL/vB+v7bwIfAL6ambdZxy5JkiRNj8H+kiQtEU3HWw29HwBWZuYt7WPz+4RFROwKfA/YkvHB8q8Bh2fmldO4fp2Ov4h4LvACYDfK6qFNB+Mw4+H+TTBHO0Dj28DHgC9n5rVz/VyStNTU3yfbAWdTQvjXAMspC6I8PTOvmeraru/qhwG7U4qm7gHcnXVXeG5eXwv8kVKwdXZm3t7bTyVJkiRJkiRJ2phFxEOAdwB7U8YpR5hFuH9XUOhhlHFHgNuATerr/wTOAT5d79NMiHgJ8GDGJxg3/e9jwFWUycsndN9HkiRJ0sxExOHAPwPbUCYkLwd+B+yZmb+ZZljQjsAzgOPrrhHGJzUbPiRJkiRJkpakiNgeuADYgRLGvIzSJ3KncP+uQLn3AEfWZm6mzEl6ZWb+dsN+gt7r+pxvBb6Tmd823F/SUtLqw94c+FfgEEr/+iClvua0zDxkfdfX1ztS5v+/tR62f12SJEmagzjQDUwAACAASURBVHYfREScDLyYUn++hvL38LXA6cAXgW81eS317/sVlPqXh1MW4Wo0dewAFwGnAJ/KzJvt85AkSZLWz2B/SZKWgNZq9iuAdwNBCZ84OzPfU8+Z99CH1qD5y4ETW4duAg7IzO/OplMvIu4L3Bc4GtgeuN8Ep43UnzOA84ET7DyUpPWLiI8Az23t+j3wduDf6mDMEDBSv9+b30ergFWU1Z13pQzwQCnkHaas9DxC+V3VoQwWNQbqsbcDn8jM3/Trs0mSJEmSJEmSNj4RsQfwOmBf5hDuX895CvApSp94O9T/pcDnMvMPE1zTAR4CHAq8su5u+sk7wK3AuzLzHc358z3OK0mSJC02EfFISqj/XoyHBV0JPDkzfzrNv/cHM3MkIu5GCa3bifI3+4YIH/ojsFdmXmL4kCRJkiRJmg91LPRE4B6UkLdBJgn3r+e3Q/1vATYFrgAekplXb8BH77muUP9jgSPqoX3qnFjHdCUtGRGxHPgHynfdtpSalgHgzMw8qJ6z3iyAVl/4KcDf1XZG6X//+tXAow33lyRJ0lIVEa8D3kn5G3s1sJKSA/Nc4IeZeVPr3EGA9t/FEXEoJQvmEfXadrj/r4BPAv+SmTfa5yFJkiRNzWB/SZKWiDpQ/mXgMV2HjszM4+fhkSYVEQ8CPk4Je15L6dw7D3hiu3NwGu2s0/kXEZtSOgz3BrakFI1BCdH4KaUT8uLmGjsPJWlyrSKngyirKm9JmZw8APw3cAJwVmZe27rmgZSFVp4P/DnwZ60mmyLepg0oA0Wd+roJTmp+LwwDxwAnTRR8JEmSJEmSJEnSTLTHBmu4/+spY6uzCvePiIcBHwAexPjkYICnZ+bpk9x3oCvc4sXAa4G71/uPtrZvy8y3dbchSZIkaXKtepe3Am9sHboWeHZmfnWa4UBDmTlc6zK/Q5nM3AT6j9afoXp6v8KHrgEenpmXTvfzS5IkSZIk9UpErACeAJzExOH+R2XmefXcdqj/rZSF0W+gBN9ftJjHO7tC/Y+jLGowzHjf0CMz84fz9XyS1CtNTUtE7AacCjyU8fmf3wAOzcxrphnq3yyc+wjgu8CyemhDhftfCzwqM381k38DSZIkaaGLiMdQFmJ8AOPZLL8D9s7MX6/n2nZN++7AUymLem3GuuH+lwOfAv4pM2/px+eQJEmSlgqD/SVJWiIiYj/KAPYQZZB8mNJhdjpwyExWlI+IDkAd2N4BGM7Ma9rH51pIFRHvBo5ifBD+D8BzM/Ob0xnUn+iZZ/JMi7kYTJLmaibfsxGxGfAF4K8ogzFDlFCha4CrKAuzbAdsATyYsgBAY4Txicyd1v7L6v4/1fM3BbZqHW8GfdYCL8vMD83md4MkSZIkSZIkSW1dExIeRQn335c7h/sfk5lH1/PWCfevY6mbUUJCX1avbfrAD8/Mj03jOe7o864L7L4B+AtKf3oTFjpGCfd/a/ezS5IkSZpcROxFCeNv3AocBxyXmX+axvVN4NBy4FvAHpRalg7j4UMAtwMr6+tehg+N1PttArwiM9+3vmeWJEmSJEnqh9o/sj+Th/s/HzgceHW95DZKn8afgD0z8+dTLaa+0E0S6g/jn3M1sHtm5jw9oiT1XES8H3hJa9d/U+Z4fm+a1zcLBDwS+Cbl+7L53mwWCuhX/zrATcDmwDnAfpl5+3SeW5IkSVrIWn8D/xPw2tahPwJPzcz/mk4fTFct/d2BvYGTKbXxo5S/2QcpWTJPzMwLe/9pJEmSpKVjYL4fQJIk9cyOlNCIRvN7/rY5hPo/Cfgv4NyIODQionWsM1U7U7TfPNexwPmUAfj/z959hklWVWsc/3eYQI6SuYCBJYgEZchZBQVJF5WclRwMDDmI5AEBSZIFREBBwIsEA5IEBEGi4pIchpwHJnW6H9bentNFh6ru6unp7vf3PPN0d9U5u07Nh1On1ln73U3AIsBOafyag5u7uklfeq2qthcRGSlSY9SsZraYmY3tbrvURPUR8G3gWSJsv5W4GTMvsBywJ7AlEXw0D3GzZloaoomY0Pw+8C/gEGArYOX0by1gtfTvgrQNFKH+o4CfmdkKCvUXERERERERERERkf4q3+dME4JPJII6pxE17TwhYXxaqJwU6NkEnSYzLEnc2xxLEep/ZDWh/mnM9tJx3EAE+99N1MabiCDPBuBoMzum8thFREREROSTzKzRzGYB9kgPTUk/HwOu70Oo/018MtT/HmKRL4jvA7lHZgvgoLSAWFXX73kbd58MXA6cA/yT+E4wC/ArhfqLiIiIiIiIyGBy9+nArcABwMvEfJ+29G81IrA5h/pPZmSF+r8HfFmh/iIynJjZpsR8UYgelg+Ba4GHq9w/h/qPA24hzpf58wGiRwcGrr4OEeoPcJFC/UVERERkuEjXwCtS1GFaiWvqM4EH0za91mBKof5N7v4K8ChR54FiIS6APyrUX0RERESkdwr2FxERGT7+DrxGTOrKq1/mx2uSinkbERPTlgSWBi4FLjSzH6Yb4g0Qhboax87BzB8Cd6Xf8833b5nZFrUebxWvJSIyopUbmcxsPjNbh7g5cxOwc5rU/AmpiarZ3d8mAvmfJ5pw24nvky3E5OW29Fhrerw5DXEbcDawLvBVdz/V3W9w97fd/V3gY3d/zd2fAb4PnAo8kfZtTuOPBbarfB8iIiIiIiIiIiIiIn3Rn3D/tO8Y4DhgAaJGDhFmcWM/juMPwAnE/VOF+4uIiIiI9EHqFxxNhMpBERR0kbs/1tv+KXCozcxGAVcBX6PohRkF3Onu6wInA8ek3cZQv/ChXwLnEeFDv3H3HfNx9f7uRUREREREREQ6M7PF0uKF/dJDuH8HsGDabCowKzFndJ0REOr/PrF4wb8G6RBFROqqVMv+ItE300LUxV8BLnX3j6sZI81HXQn4LTAXcd6cNW1ypLtvCByR/q5nff0K4AIgL7aym7tfWfHeRERERESGpFLfyBpED8s0Io9lEvAXd2+tcbym1B+zJPAH4tp9Whq7EbjQ3XepeG0REREREemCLphFRESGj1eBC4E3iKCHScAZ7n4OVH/jOd3IXpVotoIitHkUsDZwGnAzsK+ZzVVurqrl5ra7TyPCnt8kbr63EU1dq9c6loiIdC81J+VVk1cBjgauA5YFVgD2Blbsbn93b01jPA6sCfweeCE9PYo4dzcR3y/fAB4HDgS+7u4bu/uB7v6ku7+ej6c0dj6uhvS5cA1wS3q6jWKBgDVyYFK//jNEREREREREREREROh7uH/afTSwRNom17Fv7UtoQ8Vx3AGchML9RURERET6Y2vg00SYHMC17n4Z9NyTmEL9282smehr3IK4Hoe47r8H2Cz93UEEBJ2a/h5DsehXf8KHPgYuATZz923Kx1XVOxcRERERERERSczsAuB+YBczm7e/46Vw/z8Tc5BeJO6ZNlBkVYwFPgbWc/fHzax5mIf6r6VQfxEZTlKdeiFgX6ImPoqos49394m91bnzHFYzWxa4FFiM6MHJC/Ae7+4npt8vBY5Pv9ervj6ZqK/vC3y1fF9Ac1JFREREZKgr9Y1sTvSXj0p//9rdH6xlrFKo/1LAvcDCRM0j13oucve9StuqZ0VEREREpAcNHR2qQYuIiAwXZjYnsACwFPCuuz+cHm+qpRHKzOYHbkzjLJwebiPCKXJxbyrwLHAk8IS7P1fjseZC3w+JoIxmopGrDVgtH7uIiPRdeXKvmW0GHAV8gWiYzTdQGoET3P2oXsbK5+1ZgCWBbwCLA/8D/JtYqOUm4B13/6C0Xw4k6vHLZ6l5ay7gQeBzFMFJE4G13f3lGt6+iIiIiIiIiMgMVcskMIWyiYjMHCoWx10DOBz4CsXC5I3EJIVT3f2QtN3mwA2lYe5197Urx+vHcawPHAasS9ybbSMmYXQAP3H3Y/vzWiIiIiIiw5mZ7QRcRlw/NwCHu/vJveyTe1aaiO8EBwLzEH0rTcDfgM3d/a0UStea9vs8MB7YNQ3VSrH4143AaWkhsT5dv+uaX0RERERERET6wszOAvZLf74EnABc5+7v9WPMctj99UT4cq5b5NDlJ4CtgJfSQgBDjkL9RWQkM7MvEPM6c6DnQ8C3gInV1KpTMOg5wEZEfT3Xyye4+6Fpm1yP/zRwELBX2qaFIr+g5vp6V9uoR1NEREREhpPU0/IQkRfTmP4d5u6nVNtfUhHq/1eKUP+xFKH+e5a3HaC3IyIiIiIybCjYX0REZJir9cZzRXDzRsRqnTsTN9EbgWlEkEW+Sf4B8DhwAXCtu7eUx6ni9VYHrgcWJBYLGAucT9yQn6KJaSIifVMR6r8TcBYwJ8X5HOLGzR/d/cgqx6z2hk5fg4ua0vFdB2xJMcn6A2LRF691TBERERERERGRGcnMmoHZgLWAWYFFiFr6v4F3gIdyHV1ERGYONYT7n+buB5vZlsBvgenEZOaLgL0B+jMhWOH+IiIiIiL9Z2ZzAOcCOwAvAuPc/e0q9msAtgGOBJah6K95AtjR3R/vJhhobWACsGrap4O4doc6hPuLiIiIiIiIiNTCzMYDpxB1ihbinufLRLj/tX0J968Iuz+FWOiQ9BoQ91I7iFrKg0QY/gNDLUxZof4iMtKlOvnlRH0d4Bh3P67KfRcg6us7A3OUnroA2N/dWytr5Gb2ZeAY4JvE50gbdVw8V0RERERkODGzxYF/ArNT9Kds4u5/rHJ/hfqLiIiIiAyAxt43ERERkaGs1gaoVIRrdPcp7n6ju+9KTFi7jCLUH+LmeAswF7A2cCVwhZntkcep8vXuJ4L8IYp9EAEVs7t7h5npekVEpEapUSmH+u9OnMPnJM7j+bx6FvCDHOqfQvV7VAoUasg/u9qvr01S7t6W9n2l4qlW4qaQiIiIiIiIiMhMI9dI0u/zmtmqwLXAncBNwDXAGUS423XAvcCfzOwiM1vZzOZN+6oOLiIyiNI9yYb0+33AicDtRE09L0jbARxkZicBc1cM8Wd3b+9vMEXFcdwBnATcRdyTbSImMDcAR5vZMZX7iIiIiIgIuPsk4CjgUuBRYFpP18yl55YFdiJC/SH6a54HjgP+lcbuqNzP3e8hFv6CuF5vIK7dAbYgvkeskffX9buIiIiIiIiIDJQ0v+cd4DWittFMzMdZHDgC+LaZzVPrmKWw+wkUof5TKOYnNaTXaQNWAU4HVhlK/TAK9RcR+W8N/AgiL+AD4A7ovb/RzMYAmxE18XKo/43AT929tTR++fUeBq4n+nNA9XURERERkZ40pX8QNZkOikUXe6RQfxERERGRgTNkboiKiIjIjFMKg86Tz34D7AusA/weeI4ozOWCX75pvjVwnpndbmYbmdki5XEqlW7mXwM8lH5vIybH/bh8LCIiUp0U6p8D+HcBLkpPTaFYnGU/4Ch3vzdt11jLzZU8vrt31POmjJk1mtlo4HPpofwZ8D7QquYrEREREREREZlZpHpKrsGsA5wC3AxsDqyQNmsnat7tFPfm1wR2B34NXGpm41QHFxEZfDWE+/8AODrtNir9rFudXOH+IiIiIiL95+4vEtfuB7j7pMqwoKzcYwN8D9go/d4BTAKuAm7PoUMVr1G+dj+NCB/Kwf6NfDJ8aPXK/UREpPsecxERERERqV2a33MLcDHwKnF/MYfu1xzuX55rZGanAAelpyYTYfcfAj8CXgBGE/WQNmBV4AyGSLi/Qv1FRAru/jJxvt8feDg91mV/Y1pQBmBJYr7qYhTzQR8GLgCe7WbfXF+/DLiCorbeVX1d4f4iIiIiItHLMhWYTlx3NwOfgp7vuSrUX0RERERkYM30N0NFRESk/sysIRflzGze7rarmNA23d3/DuwEfIeYtPZ+em4MEWrRkf6tD1wKXG1mX6MIki6H+Zdv5j9LEezfnv6tambL5ePt2zsVERl5SoFy/wucnx7OTbMA27r7ee4+qbTPTBEel46jDZg/PZQ/M/7q7q92N9FaRERERERERGRGShOX8wK52wCXATsC8xLByx1EnTtPNss/82PtwFLAZsDdZnZ4roenMVUTFxEZBFWE+3cQgRSLUdwXBZh1AI9D4f4iIiIiIn2QAv1f7mWb3GOzG3BAengqcb39FHCFu7/X0/6l4KJriDC7PME5LxAGET50cFocUtfvIjLilc+B6Zy4vpkdZWbLD4XQTxERERGRmZm7vw78HLgIeI1+hPuXemPOBManh6cQ90c/BNZ0958RAdAvMwTD/RXqLyLySe7+prtf6e5TujuHp4Vzcz38DGB54vzfTtTZbyIWzu1yPmhFff00wInPK4hey7zgbg73X7O0n+rrIiIiIjISvQd8DIyiuHb+DHwiH+y/FOovIiIiIjLwZtoboSIiIjIwSiEQHWa2MfCUme3fU8B/afsGd3/f3f/h7jsAuwIT0iZjKAKJ2ohi3trAH4BzzGyHNE5u6MoLCzS4eytwFBHwP4q4RlkJ+Fp+7br9B4iIjABmNg44kmiKnUYRKrSVu/960A6sOrsBKxOfJ7kB6x/QeXEYEREREREREZHBkGrauc69O7EI7pJAMxHwnCdE50D/htLf+bEcBt1C1NZ/DJxoZluDJp+JiAymXsL98yIt5fM5wHxQ3xq2wv1FRERERGYMM/sisE/6czoxeRngEHd/urf9S5Oa7wbeIWpEDcR3iEmlTTcnwv03TfUl9USKyIiUFs7NC6usZmbHEbWXY4FTgEUH8/hERERERIaDFO5/YfrXr3B/M1sa2Db9+TERdv8hsI67/zM9fjOxaOKQCvdXqL+ISO9yr2QXj+f6zqHA1ylC/ZuB+4BT3L21pz6WUn39deD59Hs7RVZBtgVwqJl9VfV1ERERERmJ0nV1G1GzyL9D1FzGlBbNKu8z4KH+6lsXEREREVGwv4iIyIjj7h0p1OHrxIr3nwJOBXY2s7l62xeKUAp3v8ndDwXWIRq9XqAI5geYmn7uClxuZleZ2QZmNldpoYAOM2sGPiACkKYTk9oADjKz5evzzkVEhj8zazSz0cBmgBGhQmPS0zu4+w1pu5nyBomZzU98pkA0X40CngYuh+4bwUREREREREREZoTypDAz2xm4KD01lSLk+X3gFuBcYF9gP2KB3HOAV4GPiAnTufbRQkxm2wQ408y+DwpnFhEZTFWE++cFWvJ5elszm6feNWyF+4uIiIiIDJxSmNyXgWXS76OIa/1T3P2uaq+t0wTnN4maEETd5w3gXmJSdLYxcBCwUj8PX0RkSErny7xw7p7AyUSgKET/+EZEPV1ERERERPrJ3V+jPuH+rwPnAxOB2Yi+mLXd/fEcGufu04BbGULh/gr1FxHpu1w7N7NFga+mhxuIGvtE4EB3n5bOtT2G8KeezElEf2VrGmcqUV//sLTpJsCRRJ1dRERERGRESVlhHxOLK5avsdcDlqgM5R+oUP/Sd4HZ8nGlzDARERERkRFrprkBKiIiIjOOmX2JmETWAHxMNEtNAHbvLdwfPhms7O5/BX4ErAv8Cvh3emos0YCVt98GuAS4xsxWSs/j7q3u3koUENuIEOpWYE5gXDrmT6wOKiIinaXz88LAbkQjaZ5gfKy7X1XarseGqBmpYhL0dsD26fe86Mup7v6hPgdEREREREREZLCVQv03JyYtA0wm1bqJicg7uvs33X1/dz/f3c9z90Pd/QCiaXZT4B4i4B+KcP8GYEHgVDM7Kr+ewplFRAZHleH+Denn4sCa0CkcdCCOo7dw/6Mr9xERERERka65e7uZzQ2MJ3psWtJTHxOTmqvurylNcH6u9PBbwM/TWNNKj68NLNr3IxcRGZoqQjNPAE4A1ilt0kGcL58YhMMTERERERmW6hHu7+4fAhcDZwP3A+u7+xOVoW/uPp2ew/1PB8bNDOH+CvUXEemfUu18g/QP4rMF4E/E50C5dl7NWO8Tn1GNxAKQdwMPUtTuIWpJXzOzMf05fhERERGRIexp4rq5mbhunh34rpnlOU0DFuoPna7fDzaz69NjrQr3FxEREZGRbNBvfoqIiMigWBh4kZgEMRtRrGsCTqHKcP8uTHb3l4FdgF2JcItJRPNVU3qNDuB/gI2AO4EzzGzTPIC7P0iEUUAUEWcDfmhmc9RSCBQRGYnMrDGF3+9PnOfzefcR4HeDeWw9KQXibQ2cmR5uIRaF+SvxeVFVI5eIiIiIiIiIyEAzs+WBg4gFaqcCs6andgUOc/db03aN6WdDKZD5GXe/m6iRjwf+kPbN4f7tRD39WDM7Oe2jcGYRkUFSRbh/Xtx8YeB7abv2ei9UW0O4/zFmdmzep57HICIiIiIynJRqLQZ8irimHkVcV9/m7jfXOF6ek5GD/RuALxPhRfsB91KE+5/q7jf1/ehFRIaeitDM84DDgHkoAt/eBy4FNnb3EwfnKEVEREREhqc6hfu/DJwFbOjuj3UX+tZLuP9qwBkMcri/Qv1FRPovzWOdHdguPdRCnPMBrk6LwtTqKeAZYj7snMBLRC/OHcQ8WYB3gDvdfVqXI4iIiIiIDH9XEfkxEH0uAOsC8wGY2diBCvXPzMyI+VNbmNkvIcL9+/6WRERERESGNgX7i4iIjEx/BC4Bnk9/j6af4f4pUKLR3dvc/UF3PxL4JnA88CYRctSQ/k0D5gB2B240s7PM7Csp5OJ64D/EzfcWYBlgz8Fs2BIRGQrcvT3dOLH0UJ5wfI+7Pzp4R9Y7M9sJuDr9OYU49veAs9z9mUE7MBERERERERGRpBTSvB6wIlHDHpse28rdL08TlIGo1aSfHeVw5dT8OpUIKdoPOD89NYoIiM4NrQeb2VF5DIX7i4gMjN7Or72E++dQ/Q5gUzO7MG3XNgjh/q3p3+Fm9vV6vraIiIiIyHBTqtVsAMxPzKnIk5UfhU61oFo0p58t6eeS7v40ERB3LrEo5CFpfPVDisiIUBGaeQmwF1FLmU6cN98A9gaOSzUPnSNFRGZy5fN0dzV2nctFRGYudQr3n+ruH6ffuw19m5nD/RXqLyJSH6k3chSwXHqoieh9fAC4u4/DNgOzE59PAOu5+4vEZ9RtwBPAnu5+Y1+PW0RkOFJ/uYjIiDONyOSCqOt0AOOAH0PUb8zsswxAqH+plvM/xGJcrcD2ZnZ+93uJiIiIiAx/apAREREZYVL4fgswAbiY+ob7t+fXSH/f4+7HAysDZwMPpU3HpJ9tRPFvP6Ix7ArgQ+Dv6fE80W1dopiom0siIt0wsyYzWwhYIz3UQjRE/V9+vo/jNuSfFRMx+jpeeYyFzOwg4LL00GSiGRZgX3f/U19eQ0RERERERESk3lJI83zEpN7ZKCaQ7e3uN9QyTvrZ7u7Puvs+pCZaoibeSBHuf5SZHZi276gcS0RE+qbifmOzmX3azFbr5vnewv2bKSZGfNfMJqTtZlS4/50U4f6jgKeB++r5uiIiIiIig6GncLc6Br8tkH62EzWZFlKPYy0TmHPfJLBQ+pmPb870/BPA0e5+Cvy3h7MdEZFhLp3vcmjmz4BdiRrKNKKXfCKwqbv/2t1fz/vpHCkiMnNz9/bUVz4HsLyZLWdmq5jZmma2pJnNSjEXCOh737mIiNRPPcL9a3itmS7cX6H+IjISVcwLbSg/VgfLAosQdfUGoi4+0d2n9XG8DuIzKdfmRwO4+8PAnsAW7n49KGdARKSssr9c50gRkeHLzBrcfSpwNPAW0Teee9h3M7O9zGxh4C7qH+rfkO4NzENkks1JMafqpf6/OxERERGRoUvB/iIiIiNMKpQ1pgap06lzuH9+jfx7Kui9AhwCbE4sKPAUURjMrwewBLAt8EciFKktbQOwCbBXGlvhRSIiXUg3T5qICW8dxPe9RiIsH2ISctVKi7R0lH7+d1JF5c2aam/2lxaB+SYRfjQhPTUZmDX9vqu7/6aWcUVEREREREREBkppIvHWRC0717WvBK7r77ju/hNgPFEXz6/VQQReHGpmO/T1NUREpLM0sSAvKP4F4vx7H3Cfme0EXd+P7CXcfxTFvc2DzOyUtN2MCPc/GbibmBzxPLC2u3+okCQRERERGapK17vtZtZoZouY2Qpm9kUz+7yZjaZiDkQ/QuAWST/71ZtSuv629LOd6IPxvI27T07bNiiwWkRGilKv4MHA/hSh/mOJcM/13P2hwTtCERHpTWUfd7ou3wm4BbgXeCT9+xtwD7FQ1j+Aa8xsDzNbEWpbOEtERAbOIIT738ZMEO6vUH8RGSm6OKfm6/lR+YFSz0x/g/4XTuM3U2QBfJjGHNXdTpVKr/9Fomaf/y4vAvmGuz+ft1fOgIiMBF3UZJYys9XM7HgzO8vMLjWzK8zsdDPbwsxWq9he/YMiIsNM6iFvJIL0LwamEtf6HcR19JFEnlddQ/1Lrz2aWMj9c8ScqgbgXeCxfr41EREREZEhraGjQzVrERGR4aY0ua3DzGZx9yldbNOYJr+NBn4EfBdYKj09naJZ6hDgEnf/oI7H9yWiAetYIsR/LMUqoKOIiW2N6e+W9NhlwD7uPq1exyEiMtykxVieJG625Eas/d393Cr2/URTk5mNIcLqNiaao1YDPgI+AJ4BbgD+5e4T0/aNXU0+zmOn8WYFfpLGzJ87U4nPAoDd3P2y7o5JRERERERERGSwmNmlwC4Uja97uPvF/RyzsRRu9EPgtPRUro13EMHR491dDa8iIv1Qcc7dkAhsWBOYvbTZxu5+Ww9jlBcGWAM4HPgKsehuXqClATjV3Q9J2/VpEkQv76V8HKsCqwOXu/t7Ztbs7q31fD0RERERkUr17Omo7DdJwRMbAxsBCwELEjWSqUQQ3GvApcC/y/WSWo4p9Vj+GvgWRehQA7C3u19Q6/tLgXf3A0unh6YCK7r7f6odQ0RkODKz9YAzgeUp6t4TicUJXxiIuomIiNRHRQjyisAGwDFEcOcsFPN+cj26maiTl4PjXgEeAE4Fnk41bPWHi4gMMjNbGNgj/VuYYhHzZqL2cgJwrbu/V4fXGgN8KmAOrAAAIABJREFUHTiLWDxgOvFZ0UQsDPMD4O+1LoRoZrO7+0dVbKdQfxEZ9iqvsVMfyRLAhkR9fXZgEvAO8ChwJ/Ciu7/fj9fcCriWqPc0E/X1X7v7tn0c77vEwjO5fnSYu5/S3XxVEZHhrOIadgVgbeBQ4vq1q0W4Wojr+T8QdZizqrlWFhGRoSv11VwMLEuREZaVr9Evdvc90j79ui9rZuOIhRrXoJhT9Qt3372vY4qIiIiIDAcK9hcRERlmKkL9NySCJCa4+ztdbDtDw/27mIBnwKbANsCXSpvmImEbUchrIm4gfb8/ry8iMtyZ2ZzAI8S5PJ/HfwMc6O5v9LBfZfPWmsByxIrJi6Z/WZ6Ekf0VuM7dz+rl2BYDfgysAHyZ4mZNeQLHzu7+y7S9mq5EREREREREZKZgZqOIyWJ/Bz6fHn4SWNXdp/Y3fKIiaPpoooYCxSS1VmKhxBOBDgVdiIjUruJcuzWxkMpCFPXpfM492d0P72WsmTHcPy+wqzA8ERERERlQKdDzQ3d/rh69HRXBFF8lgt5+WNokX6tD1EiaS79PBK4CLgJecffWWq6Jzex44nq+lbiObwROcvcjanwPjUTv5enp+JqJXpptahlHRGQ4KdUqTgYOLj31JrCZuz+oOoaIyMyr4jp9T2LOz7rp6Raitt5B1MRHEf3l7cS1cEfp99x3/jxwF3C6uz+pcH8RkcE3lMP9zWxt4Ehi4Zh73H1aN9sp1F9EZjpmNk9a8Koucyfzuc7MxhLz9HcEtiXC/Bu72W0ycAdwG3Ae/DeToOpjMrNViMVuc92+g5hnun6t1/pmtiQxB3Zl4vNoCrEo5GM97SciMhxVXMPuC3yHCPaHOEdC9Ca2E9fTuV+xfM7/D3Ht/WctQi4iMvPo7no79ZzUPE/IzHYArkh/lsP8c47L+e6+T9q2T/dlS7lkY4FfAFuXnn4Q+Ja7v6JsGBEREREZyborxIuIiMgQlm6gb0TcVB9PcbOmcrv2VBybDvyUWI3z+fT0aIomqVOA3c1srn4eVznUv8HdnZjMtjZwEtEIAMVEPNLr/zKH+ueFC0REpLN0Xv0Q+L/0UP6+tynwtYptK78LzmZm85nZ4WZ2JTFx4mfAKsCCaZsWigVXOojPCIA1gTPN7Cwza+5mfIgbQesSof4tRNMWRPPAS8C3S6H+DbpxIyIiIiIiIiKDyczGmtniAO7eAswLLEnURhqAqUBjPUIncq0+/f4Tom4OUSufTtRVjiQmq3WoTi4iUpuKUP9dieDPRYn6dPYgcGRvof7w33uxebH1+4iFV24HphH3NtuJOvp4MzslbddmZk3dDNkn5c+f/LvC8ERERERkIJnZ/xJha7ea2UrlmkYfxysHUxxC1ERyqH8LRZhcvvbN19Q5KGgJ4DDgSuBgM5u9xmvvJ9PP8mvsYWbjqjz+/N4/BWwOzErUcxpLY4uIjEipfrISxXm9nQiNOwF4KG2jOoaIyEyo4jr9VGI+UQ71n05xzdtEERTUlB7P9zGbiWt6iM+ApYCdgTvM7Bsz4G2IiEgv3P014ML07zXiXN5A1F0WB44Avm1m89ThtaYR81wPIBYNGE3MT2oDVgPOAMZVU2dK81u3IuZJ/RxYo5vtFOovIjOd1EPyOzNbsb/19TReDvWfGziOOC/uCcxJcU6HuCbPC7i0ELXsjYGzgRuBXcxslnRMzVRncnqNUWncRmAd4Ks1HH/+/jCO+M6QQ6onAu9WO46IyHBRcQ17BjCBIicm5740EOfcXJNpTn/ne6stwNJELf4MM+uULyAiIoMnXW83mdm8Zva5tMAVQGO5J7y3+UKlHvYriZ4ZiOvyfM0P8A5wZ3+OtyKs/0w6h/q/CVyTfqJsGBEREREZyRTsLyIiMsykiRAbAreWHj7CzBbtZvsZGu5fPs7S71Pc/QhgR2Af4GngI+JG0pXuvjP8t+jXr4AkEZHhqnR+vD/9bCZChGYBfm5m3zGzxcr7mNmKZrYlcC0x8fp4YDviu2IHRZB/O3Ezp6n092iiuStPrtuPaOaim8ayl4nPkrfTWKOIBqvrgJ3c/bfpmPodhiciIiIiIiIi0h9mthAxmfg2M/tZevgDohYyjaibPOnuk+tVx6iop5xCsXhjrtOPBk4yswVUOxERqV55IVkz+x5wCcUCLXmx8dOB8e5+Ytqu1xDQmSXcX0RERERkRjGzrYgej9HA54Br+xM+VBFMcTZwErBcejqHhbZTLLIIRfhQvubOoURrAIcTgUjz1xAU/QjwVOl12oE5gB3MbJFejr+hNDH5OCCHkzYADxC9mL1OuBYRGY5KnwvrEL2I09LPN4C7FOwgIjLzqrhOvxD4EXGNnK+9c437RqJvfFtikavNgP2BGwBP2+QFADooruXnA34HHGBmCw70+xERkZ4NQrj/rXQf7n8msEp3dabSfdblgS3T758BjjGzUZXbKtRfRGY2ZnYOMB5YC7i+v+H+Ztac+lA+BVxPXI9/MT3dSlyDN1PUv7P8WK6jb0rUuH9hZnO6eytVcPcn0+tmeb+9zWypKo6/KfXefBr4CfFdIf9fnO/uL1dzHCIiw0XFNexFwIHAWIrza66x3EssmnUbcX39HFGDzwsuNhHh/nMBXwduMrPdZ9w7ERER6HS/FDMbY2ZfN7MLgMeB/xB19CfN7O9Er8vXzOwz0DmPqyvpOjqP/1OiDx7iWj/nw8wHHG9m49M+bbX2r5T6788E9kgP54Vk7gCuSlllIiIiIiIjWkNHh+b8i4iIDDdm9hPgSKIgNoqYCLGju/+5fFOnYp/G1AQwmmi+/S6xwj0UoUFtwCHAJe7+QR2Pt1OIs5ktCywJLOPueYJboyZyiIhUx8wuAXZNf04DxhAhRf8G/gXMQ9zQXzH9nrVRhPiXvZL2h7ipPxcwb+n5ltI+J7r7kd0c10LA94F9iVWeDwIedPeX0vMK9RcRERERERGRQWVmcwN7EnWL+YDXgTOA84AniNo1wK/cfceBqGekhtlNgZOBzxONrw3ARGB7d7+7u1q/iIgUyudoM9sFuDQ9NRmYNf2+D3CFu0+u3KcPr5HDRL9C1OXbiAl1DcCp7n5I2k7ncBEREREZUsxsfiKgc02iR6SBmBD8PLCVuz9aS39fRTBF7nHpIK6hm0ubthL9JS3A/GmbWUrPt9M5nKgReAbYHfibu7dUcSwXA7tRhBg1AW8SCy9e7e6vp+1yf2Vlr+OZRCAdaYyP0r4/BVrVByMiI5mZ3UwsfJLP0ae5+8GDe1QiItKd8jW9mZ1PBPV0EPOJxgDvAtcAv3f323oYZxFgPaJf/LPAp4hr+ub0M89NOgW41N2fG6C3JCIiVTKzhYnz/h7AwsR5uoM4d78MnABc6+7v1eG1RhPfE84iFg+YTtRjmojFEg8m5hlNyzWk0s/5ieC4L5SGPMTdTy2NX/48Ow34YXpKof4iMmjMbG/g3PTnVGJeZ5/q62m8fF5cAPgLsCxFj0plnT3XZbLci1iuiWdPEf2Jj1Z5HIcDx1eM9S5xrX+5u7/Zy/5zE+f1FYj7Ac3APcD33P0/mmsqIiNFxTXsOURPY7km8zbR+3i7u/+pYt/FgMWAvYEvE58J+TMl30eFuM4+SwHMIiIDr6InZktgY6KPJStneOXr8anA08AF7n5eaaxer4nTYl/HEJ8f5fEBJgEXAweXjqnbMcu9McR8qpOJnpp8jGOJxQm2cPcXejouEREREZGRQsH+IiIiw1Aq7F1OFMTyysp/cveNetlv0ML90+t3WfxTqL+ISHVK5/GlgLOJmzxQhPt3pS39G1167K307xfEis93EM1RDcTngQFbESH9c6fHc/PUe8RiMrd0c4zzEwF47u6T+vRGRUREREREREQGiJl9FrgV+AxFveMZYmLdARQ18weA9d19alfj1OE4RgM/J4LtWog6fyPwO3ffciBeU0RkuEr3Tq8hFqgth/p/x92vq8P4CvcXERERkWHNzJqIELS9KGojuW5SU/hQxfVzDsUvB1N8CDwIXAs8DDybdp0vPb81sDywBUUgUQ4JbSWu+18GDgVu6a7HsdRjswjwe2BFOi8U8AYRkHGNuz9Rse8swBeB/YHt08N5AvM9wDbu/lpP/w8iIiOBmd0NrE7URRqBI939xL7WRXrbT/3mIiJ9V3GdfjIR9tZB9KCPJRYg3w34u7u/n/cBGkrBc83u3loac3HiuvlUYJnSy5XnJp0OnOfuLw7sOxQRkd7MROH+j6bHb8mB0GbWTISVXk/UcHJd6m5gb3d/qovFGM8ADkzvYSoK9ReRQZKum3cEfkzMqYQ+1tfTeLm2XV7sZBpRG28kFst9m6ix59+biAW3vkqc45cvDdmans/19ReI+wG3dzf3M59z0/n8L8AadK6vv06cy69192e7WKhlNmJ+6qXpWPLnQBtwVHnBFhGRkcTMxhOLo1TWZHYgajKT03YNQJO7t5bOyXMQ5/pTgXKfeTlf4ETgbHd/Y4a8IRGREagi1P8YItB/sfT0VIpMl3aKe6j5Wjy7mMgMuy+d46sJ91+E6JPZLz2U6/B5Ya8/EHOi7nf3d3oZa05gE2Bb4Jvp4bxg4kTgK+7+n57GEBEREREZSRTsLyIiMgyZWSNwO7AuRRDzZGBPd7+mt30HM9xfRET6L30OrA0cBmyYHu6gCBDKN2Bys1Se6Px7IqjuQuB9d3+9NGYD0OzuLaXHtidu8i9E0VDWDhzn7sdWcZwKLhIRERERERGRmYqZLQn8FNgAmKv01K3A/xAT4TqAR4A13H36ABxDrtMvCtxHTGLONZR3iAUFnqr364qIDEdmtiqxUMqKdJ6k9i13v76Or6NwfxEREREZlkphEGMo+gmXTE/3J3xof6IG00QRTPEa8H3gAXd/qXwMlAJD02PfIgLgdiAmOFeGD70G/AS4rqdJySkYblfgaGBROocPfQy8QgQQPU1Msp4T2Bn4PBFSCkWo/0RgA3d/urf3LyIy3KU+9H8Ay1L0Jx7k7qfXMEZDZVhF+kxYniIAYxTwOPBWd2FzIiJSPTP7LnAyMA/F4lsvEde5z1U5RmWw8hzAGcDGRM85dJ6bdBxwprt/WK/3ISIifTMI4f4bAmcDS9A53P/N9HpXp9f/LLAR8OnSdi3AMV2FP5vZckSgtVHcI1aov4gMmlRfPxjYhX4snluqlcwF/Jo4j5ZD/e8CLgH+XJ4XWtp/LDArUeP+JrBW2rdy8dxXgWOAG9z93W6OJfc4fhM4kzhHl+vr7wH3E+Gh97j7R2nR3JWAzYHvUJz/G9M+V7r7TuX32u1/qojIMGNmaxH3JFckzsuj6GN4cgqS3o3oP6c0HsBpwKFaJFdEpP4qQv3PBvYl6hqkn43d7NqR/rVSBP/fSWS+/CZdd/fai2Nm8xJZYOPTQy3pNXMP+0SiB+Y04EXgMdI1fPqesSpRwz8I+BywQBon11beAdbRXCYRERERkc4U7C8iIjLMlFasX49oXlqw9PTP3X3fKsZQuL+IyBCXwv2XAn5ANFvNwidv9kwkGl4vAp5299srJ8N11QRVvvFjZgcBE9JTbUSD7PPASppgISIiIiIiIiJDkZl9ATgS2ASYvfRUbkjNiyZu7+5XD9Ax5MUZTwAOpZjIx0C+rojIcJFC3mYBfgzsR5y/G9LTu7v7L/J29ZoIrHB/EZGBURniqQAHEZEZr9RPOIaYwLs7/Qj3N7PlgXOI0KDcj/gKsFF5AnAVPStzAqsAv6Tok2wnrr9HAW8Q4f5X9dTjaGYLEBObdwbmT2N0ED0w2VSKvpvRpcdzr8wnjl9EZKRK9e0m4F5gZYrQoJuBnbsLhCvvX7GYyxxEmNFGxKK8SwPzUiwYMJEI6TwbeMjd/5H20/cHEZEamJkRAXJfo7jOfZVYdPzpvtSzS/Ob8neJ7YlFsqDz3KTvuftl1S4UJiIiA2cGh/s3AesDFxDzn6an12mguLdb1pIebybqPTukcbqqIe0C7EN8J5kErK5QfxEZDANQX28m6tmHECH9OajzemAv4J2KuaH59SsX4DJgNaKeknskK+vrxxPn227P+Sk89IdEDsECdA73z/5J9F7OSnwfyP2XraXjv9ndN01jqpdGREYcMzucOO9mbwFbu/udNSysXg6U3oHohV+aOO/mBRwB1nX3e+r6BkRERriKc/BFxHV/B1HLGA1MAV4HbiDO8S8CaxIB+huWhspzlgAeAX5BZIW11fB58COgvBBiK0X/S0M6phbg3xT97W3EIlztdO57zwsSvAhsrJ4YEREREZFPUrC/iIjIMGVmiwKXExMYyoW7jd39tir2V7i/iMgg6WlCWV8mm5nZWsDiRMPrWOA54D3g98Ab7v5RreNXNJXdDqxB3JhpB94GvtDbBDwRERERERERkZlVF+H+7RQTh3OT6onuftRAhgOZ2deBW9KfOfzoQnffS8EWIiJdK01OXh74MxHMmU0Ajnb36QP52ul3hfuLiMwAui4WEZkx6hk+ZGb7EYGh2avAOu7+XDXn9dI1f/65DHASsVBADnrO4UOvAd8HbnT3lh7GXIxYXPF/gYXSGFAE/OegoRxK1EQRPPQwsJO7P93TcYuIjDRmdhxwBEUA/5vE58S9FeEWDQAV4XJzA0sA2xGLuKxbGjp/7uRaSz4vTyZ6Iye4+5V5bIX7i4hUx8z2JUI9s/eIBVl+35/6S+m7xChgJyJkeaX0dJ6b1EJ8J3hA524RkcE3I8P90+t9GbiKCLPLi8vksOdcf2mmCJPrNvy5YlHI3YGtgPHu/s96HKuISF/Uo75eqofPT4SBrklRt/6Nu29T5bFUBvyvAJwLLE/RJ5mD+V8nMgSudfepPYy5KNEf8y3gUxSL5+bPjnyc+Wf+HkDa9lfuvnMaq9ndW6t5LyIiw4WZLQfcR5yH8/3Mk4GTejr/djPWGHefZmaLA48Dc1EEOjcAv3D33et28CIiUlmLOJ3oUekgsr7GEtfVxwL3ufsTXey/AxHuv0N6aGraD+Bp4CLgjBrD/bcDDgM+S/Swt9D5/mq+x9qYdsn1mFwDyp8bHwEPAXu4+zNV/peIiIiIiIwoCvYXEREZxsxsYyK0GeJGdzNwMfBDYGoVE+AU7i8iMoOVmqyaiQnGyxI3XpqJSWcflwPze5kIXe2NmX6FXZjZDcDmFKtGtwNfcvd/93VMEREREREREZHB1kO4f54o3AKs5u6PDNDrNwBzEIsq5nCLRuAxYJWewuhEREa6NBn6GqJ2PZ2ot/8D2NfdHxzg11a4v4hIH3QRIrEwEfywCTAncW08FvgX4MDj7v5yd/uLiEj9VfQT5vCh3E9YDh/6lrs/0k340BLA3cDi6aF3ge3d/Q99uS4uHdNiRF/k1kTgXDnc/yVgN3f/S1evUerVWRjYBtgN+AKfDJLLYUZ5crOn93Kiu79Yy3GLiIwEKYTiCuK82Ur0nT9HBDe/2s0+6xIBEwcQi7UsSnHenZbGKIfBQbHwSlNpqP3c/bw6vyURkWHLzJYG7gIWpAgNuhI4yN3frMP4+bq9mQiJ/gHwmfR0npv0EPAdd3+hv68nIjLS1WNB3EEI958f+C2wGlHPgWJ+0pj093TganffNe3TZfhzRaDeHO4+qR7HKCLSH/VaPNfMDgeOLz30J2Bzd59aa429dExLAuOJhW8XpHN9/RUixPO2ru7HlurriwHfA7YlajvlBRkb6Lxwbj7PP0MsyntwGkuh/iIyopTOof9L1NJHpX/TgG+4+501jteUQp8/S9R5FqaoqzcAF7n7nuVt6/duRETEzA4kFmYZTdQwxhDX05u5+6Ol7fL1cUNpIfRFiJ73c9Nm5cWwngEupIpw/4qayOrENf5uwDylzfK1eqU2OvfE/JPILDvH3SfW8F8hIiIiIjKiKNhfRERkGEsT6C4mVuXMhbM3gDXc/flqJjUr3F9EZOBVhPzMRpxnDwGWBsaVNn0PeJVYVfkud38s7VPVDfR6h1mUbvKfCBxKMaF5OrCsuz9Xr9cSERERERERERkMZrYsEe7/TTqH+7cSkyfOB44sL8Q4AMdwG7AhMUG6DXiWCPbXxGMRkQqlyW5LADcDy1AsyDLB3Q+dkceRfle4v4hIL8rnQDMzYD0iPGIuYL5udnsJeBS4HHigu2BQERGpr76G+5eu1dcAbiGCQkcDVwHfd/e3+3FMeewFibC57xILB5TDh54F1nb313u69jazWdK+xwBrAEt0sdlbwJ3AmcA/3f3Dvh67iMhwZ2Y3A9+gc7j/88BxxLn5A2AWYEsi4Hkriv70FooQozGVY1ME/Off2ymCRiEWdbms3u9JRGQ4KV2vb03MPRpDcR7dyt1vqONr5ev20cARwP5E7QfifP4ecIS7n1+PQGoRkZGqot4+DnjF3V/r41gLUYT7L8IAhfuX5ibNRsyl2oCoy5TdRsyjOiXt02P4sxYDFpGZUUW4/4+oYfHcFP45llgEZUOiDvI68F13/2Nfz3sVC9/uA+zEJ+vrLwAbu/u/e1k8d27gy8Q8069UvFSed5rrOecCt7j7rWkM9cyIyIhlZlcC21HkwVzj7tvVOEa+pl4K+CsR6j+F+OxQqL+IyAAzs7WA04GVKe5xvgqs5+7PVHu9bmYbAP8HzErxHQFqC/cv97DPQmTWnJB+fra0ab42z58/2ftEX8/pgLv7x1X8F4iIiIiIjFgK9hcRERnmzGx3IgC6PCHiV8D33H1qlWMo3F9EZIBU3BgZR0xM2xX4VNokh8XlVZmzR4DfuftPZuDhdmJmTcTx/RbYgiKM6FWiCestNcKKiIiIiIiIyMykohZTbXNsV+H+EHWQF4D93P2WegdMlCa8/RLYnmichai9fMnd36rXa4mIDDdmdgARsglx3n4BWMfdX51RgUAK9xcRqU5FyNBexP3SHPTQTueJYx0UoUE5/OFtIrTiMOBed39/xh29iMjI1JfwIaAhTS4+DfghxQThrd392jocU66jzA8cSPQ4Lkjn8KHbgS3c/eNq6kJmtjywbHpv8xGTl/8F/Mfdn+zvMYuIDEWl823+LOiyzlIKEVoH+BmwAp172fPnRQfFQrrZ9PRcA0Vw/3vAE8A/gHeIc3IHsDqwJLAmxfeF9rT/i8CO7v7X+v0PiIgMT2Z2E7AJce3cQCymuKa7T6vz65S/S1wDbE6EHDUR9Z+/EwtyTa/n64qIjBQV9fYzgD2Ba4ET3d37OGYO99+TCAcd6HD/ZmBuYCNiXlU7cW1/Z56zqnuqIjKU9XXx3LTvssBDREgzwP3AN+twDi7X1/cG9iLO+eX6+j+A9d19UjV9N2a2I/AF4OtEn8ykNN6vgSfc/c+V/yf9eQ8iIkOZmd1KXP/mPpiz3P371Z4fFeovIjL4zOxY4KjSQ28Si+feW+25t3RdvhZwNbAofQz372LMWYH/Ab5N9MGsnsadH5hM9F++QdSR/unud1X95kVERERERjgF+4uIiAxTFUERuck2T3Z+HNjW3Z+q4YaOwv1FROqsorFqS+DHxCrHsxDn1lF0DvfJk9hGl4a5CdjV3d+dcUfemZk9AIyjmHR9lbvvMFjHIyIiIiIiIiLSk9SU2ujuH9VQI68M98+NtU3Ag8BX03jN7t5ap+PMTbSnA9+nqPG/Diw3mPUgEZGZVenceQ6wDxEINIq4P7q2u08ajONJv/cU7j/B3Q9N22nynIiMGBUhQz8lwoFmS0/nXpRysH/+PQcH5ccb0/bnA9e7+91pzKoW8xIRkdr1Jdw/bX8ZsFPa5hXiOn1iPc7Zpe8DCxN1nB2JOk4Oep4CnEaE2bX0ME5Nk6r7c8wiIkNB5fnOzNYDNgPOc/dneqqLm9ksxPn4IKI3Mi/eBVFfhyLQufwYwEfEoiwPAL8B3nT3jyrGH5XGO41Y2KWD+L7QTHxHONndf6yAOBGR7qUA5b8ToZuN6d/v3X2zAXq9/N1gASJs7rN0vve6j7ufPxCvLSIyUpjZBOIaHGJRrP8DTnD3p/s43sJE/X4PBjbcv5qFGFWPEZEhrw/h/jmw+RvADcQ5eDSwp7tfXI+6R6m+viBwKFHPmZfOtZZzgfHuPrWHcTrV11Pthp5q8iIiI5WZNRGLWj0ELAFMI/oKt3f3q6u5Z6lQfxGRwWdmyxP3M8dQ9Kb8GDiz1rlFpevy1Yhw/yWoU7h/xWMLpGP9VDre14Gm8r1Y3V8VEREREalOY++biIiIyFCUCnV5csOlxMqY2fLAzmm7qopoqUmg0d2nAz8FLiYaAyAaAKYTTbSnALub2Vz9fxciIsNXRaj/DsAvgC8SN8shgoYaiJss7en3RuKc20o0RLUBmwK/NrNlzKxhhr4JwMx2IUL929NxAfwjPafvnCIiIiIiIiIyqMr1EjOb08y+DNwG/MnMlk6176buRwju/i/geOD3RJhQ3qcNWAW4Lm3XWs14VWpI4XgrpL9zCN0rwEeDUQsSEZnZpXukcwPrpYcaiPr19e4+aUbXrdPxNKTf7wNOJALpphGfJe3Euf1gMzs1bafJcyIyIlSE+l8M/ACYleKeY56M9ghwD3AHcDdxPT6t9Hxj+ns0sC9whpl9Dzqfh0VEpL5K/YTTiH7CSyj6CZuJ8/lSwHVmtlKpBrNMaZuPgLfSeP0OZMvnfXd/DTiVWOALIjC6kVg8ZhPg89B9X0u11+QKkRORkSCd6/OihauZ2YnAX4jFaO8ws4V6CqRw9ylEKP8EIjQ6B0Y3E+fnHETXlP49R4QP7Qxs5O5buvvJ7v4cMDkfU+kl2ty9zd1/QCz01ZDGaUvj7mRmcyp0QkSkR0sDyxHn5nyNez8MTC946bvEm8R3iY8o+uQh+tJFRKSPzGxjIiS6naidzw1sARxlZkv3ZcxUa7kw/XuNuOZuIOo/iwNHAN82s3n6c+xd1Voqa/yqx4jIcNDFfP3e6uu5Zv0Fot6R553m+nq/6x6l+vob6Zj+mp5qo+iV3BDYCD55fi6N01bx/H/nnJq7XsrBAAAgAElEQVRZg+abiogU0jlzCkU9ZlT6OUvp+W4p1F9EZHCVrnmXJ86709LPF4E/1RrqD52uy/8GbJvGyt8RIBbK3QP4QTq3t/d2jV2619uQf7r7m+7+FvCUuz+f7ulOrthP91dFRERERKqgoreIiMgwVrq5cj8wkWIyM8B2ZrZKjeMp3F9EpA7SzY4c6r87cAUwJ3EezTdwHgXOBjYGVidCKH4KTCXO5znwpw34CnARsMqMbG4ys/mBDdKf7UTTwNPE54Nu1oiIiIiIiIjIoEo1mNyE+iXgUOBmYC1gVeAmM1uwhrC2rsL9O4gm2Q3N7Jq0XZuZNXc7UJVSbWU6MckaoibUADzu7tM1WVlEpFutwJj0ezNx/nwXBqduXUW4fxtxvv+RmW0+o49PRGQwpN6THOpwLrAbcW09nTh3vwP8nLhXuo67r+vuX3H3DYA1gc2APxMBQhDn/dyzsiJwmpkdBAr3FxEZSDWG+49L5/5yzWQK0W9Sz2PKk5xfIHptPiJ6G1vSJisDu+bjr+dri4gMNzkMIv2+FxHOf2h6+iNgUeC3Zja2p3Hc/X2iR3JToicyB8N1EPWRN4nPkEOIXslN3f2X7p5DpZvSOO3ln/n30mK7PwIeoAiHng7MByzQx/8CEZGRYgxxTm6n6GP/EAbumrk07r1EWFAjRTDRrma28kC8rojICPEH4vyaF9VqI+YrbQYcaWaf68ugMyrcv4vXVW+MiAxLtS6emx6fXvo5GXiyzseU6+uvAIcBb1AszgjwOeA75W17Giv9bCv93qG6vIjIJ3RQBPtns/a2k0L9RURmCvl6+BtEX8ro9Pel7v5YXwcdiHD/PG75Zxe/61pdRERERKQPFOwvIiIyzKVi3evERIqpFE23CwPj0jZVXxMo3F9EpH8qAuV2JAL5IZqp8s2aY4E93P1Ad7/N3R9295+7+3givOI3wPtEkH57+rcGcAYwbiDD/SsarrYGdki/NwMfAKe6+4elyXIiIiIiIkNOvqY2s8by9bWuc0VEho5Ux841mE2IsKADiACfHJj/OWDnWsbtIty/mWjIbQe+Y2ZXpe1a6xHuD+wIrJTGzxPknoDaavsiIiNFOjcuDCxC3BPN584PS8/PcN2E+/+ZCK9rJu4POHDHYByfiMiMVgoHPQzYmyLQcwzwKhEIcXi6VzolbZvPo0+4+1+AzYF9gGvTsOXQ5jmACWZ2bNpH4f4iIgOkhvCha8zssxRhzm3pX90nBqfzfmOaKL0P8fkwiuJzYiczW6verysiMpyUg37M7ESiLl4+d44BPgZ+4+5TexsvLVb7prsfCHwNWBpYhqjTr+ju33P3U939LVIdp7Rvj4FDKbyokeiTfzw93E6c++cArNc3LCIyss1JEczcUHqssm+87tz9SeC09GcODG0DFpoRry8iMtyUruPXJ2owec5ROdz/qKEW7i8iMlxV1NdPo+dwfwNeKj03mnTdXudjyvX1p4jexRY634fd1sy2y9vW+/VFREaSND9pNJEvAHHdDrEALt31oSvUX0RkcJhZQ7lmXQrCH0v0P7YSeSv3pu373LM+UOH+IiIiIiJSf7oQFxERGeZKN8afBP5AEWDRBBxhZkvWumpmDeH+JwPfNbO5+/9ORESGh1Kg3FbA+enhKcCs6fdd3P1Yd384bZcDRXNQxZ3AkUSI/9tEo22e6LwacDqw8kDdeCkd/7ZEIB7Eeb8DuA+4K22nG/0iIiIiMuTk6+hcK0k/x5Q2aa/YXhOIRURmQql+nYNCdwCuIOoms6RNGoFngbPdfUKt45fC/W8mwv2biNpIO7CNmd2StmvtdpCej78h/ZwdWCc93EHU318Brk7j1z34TkRkqEvnxg6K8KFcKx81OEdU6CLc/ySKIP8XgLW0cK6IjCRmth4x6QxiwtlYYCKwvrvf4e6TytuXgyHSNf8Ud7+JWKzrpPTUKIprc4iAopMq9xcRkfqqIdz/NmAcca5uAj4NLDlQx5R+fYDiujt/P5gTWBZU5xcR6UpFqP95wKHAPBRBEe8DFwGbuvvPahg310Va3P0Zd3/B3V8F3qx4vk/X7mm/B0sPqYdRRKQ6HxDn+HLv+VgY2HpK6Vr8MeI7Qq7tNwHfGqjXFREZzlK4Z3PqV9mACJJTuL+IyEysYr5+T+H+NwOrAu8Q595mBrC+nq7X//b/7N1nmGRF+f7x74TdJeesBEV4JP0FUYIiQUBAQJKSJUcFFCUooiCoIEElS1AQBQmKiWBGgihB/YEYHoLkDEteNs3M/8VTxalpZna6Z7pnJ9yf69prOpw+58y+qK55quou4AfE90gH8V3SQ5rTqOBQEZGhcfcud38Z+Ht6Kc8bXLXo1/cyXKH+GkMVEemtHMc0s03N7CgzmyO9nTfP7ST663enY4e03kfh/iIiIiIio4M64SIiIuOEuz9NDNy3UYXvLwR8PO0K2lC/oM5w/05i8fS2zfktRETGBjP7IHA8ESY3jSpU7uPufml5bBEo2lO89j/gYuCrwDNUgUTdwLpE6H/Lwv3NbA/gsvT0DaLdfxE4w93vb8U1RURERESGQ6p3LGBmu5rZmWZ2I3Cfmf3bzO4Arjezfcxs0/JzmvQkIjJypImrOdR/XyLUf0Fiw9u8yOC7wGHu/pl0XMMByrMI958JbG5mN5rZCmbWcJB0UQfaFdgnPW4n6jAXuvuz+u4REZmlyUTAXBvV3Ki3wezfFKWPcP8vAYcCa7r7C2lBnkLnRGS82AhYNT2eQIR57uru9w/U3y3bc3ef6u5fAj5NhEm0E98B09IhR5vZes2+eRER6a0m3L+v8KFuYBngfUQ73U3Ml2lpyFuax3JtetpB1G46gYPNbG5t/CIi0ltNqP9FwEFE7TvPC38mvXaiu/8pHVdXwE9/bW5fcyQbVfyNME/62Z7uewbw9GDPKyIyTkwh2vjcbwfY2MzmaeVGtLndd/ffAfcQbXe+3mLlMSIiUj93n1mEgG6Ewv1FREa8Ptbr9xfufwCwMFWbvhS0Zh67u/e4+2vADemlfI02YCczW3p2z8ERERmpUnZLI8H4T6WfPUT7vjKwYz5Xcd6WhPrna5jZBDNbFnrPcxQRkZDaxs2A3wAnA2eZ2XxE+w3VeqW2ZtXWFe4vIiIiIjLyqQMuIiIygpSDNGY2sZnnBXD3i4CfppcnEEHM2wGdqTjX0ODKAOH+ncQi6U5gjaH/FiIiw6tVA85mthxwILACMYlqUnprX3e/ps5zdLj748Qk2PvSy/l+mxruX37ezJYysyOBS9JLU6g2JfiUu/92KNcSEREREZmdzGwVMzsY+BsRAn0IsAERALoCETa0GVH/+I2ZXQt8xswW0cIEEZGRIU1Y7UmP9wYuTG/ljQkBDgeOdfc/pOPaBxug7O7/4q3h/hCTZDcAfgJ80syWzPc3q3uveb4LsQEBwFSi9vMAcH26tr57RGTc6Kv9HKD2PZEqfCj/XD19rmUhRPWqCff/B3Cuu7+Yav8zB/i4iMiYYGbvAY5MT2cSIaFnAH+Bxvq7ZpbHW68AXk+Pu6j+BrjQ3W8d6j2LiMjABggfaqcK6uxJ/+YF9hvMxoj1KP6WuBi4Kz3O158fmKsV1xURGa3KermZnUFsPNtDzAefBDwBbOXuV7n7M/lzIyF02cw608PFqTbhzeGlL8+u+xIRGelSn/lxwIm2M/ehVwTma/VGtEXN/on0M9eElk9hclr/LCIyCA2G+684yGso3F9EpIlqNs/tK9wfYIHiIx3AXmY2VyvnErr7z4h5kBA1/unExoqrQevW4IqIjFbFvMAeM9vEzLas42M/Bp6j93jqOsV52loV6p+vkR4eBpxjZuvVvC4iMu6l9ng9qo2vuoF9gWOA+4l6Sw8wzd2nNLO2rnB/EREREZGRTZ1vERGREaJmkGYL4HdmdoqZfaDmuIa/v2t2RP41sZB5JlEYXBf4fD5uEOeuXYx3IfA/op8xCbjU3T/T6HlFRGYXM5sD3mw7mxbwU5zr/cBWRJBEbtOPdveL6z1PMZBzEvChPg5rWrh/nthlZlsD3wC+md6aQrXAeW93vyodp8lYIiIiIjLqmNnHgHOI/u47iLpJDzCDauFyN7EYIffHP5qO/6uZbWdmSwz3fYuISG9FqP8niIXD0Htjwl3d/Qx3n1x8ZkiL2voI98+L6LqIxWtfIy1yqK3Bl3WU4t6XNLPPAZcV9z8H8T10nLv/bSj3KyIy2tRs2vIOM3tPseigzxq+uz8N/L3m5feb2aKtDiGqV/mdkB+PlHsTEWmlYtxyDWIh8nSiDz0NuKnRDU7Sd8I0M3sXcC8RRjSdKkDognLhcnN+CxERmZUBwofaidp7G9WcmXfnx81eWFz0u2cAj6XHPUSdZTlgrWZeT0RktCvmCh5FbIKeQ/3nINrRDd39byNxjmAKLp0H2Ibe3zPXuvsDs+/ORERGNnfvcfcpwL+IGk0OZF4EOHgY6ykvpp+5Dz+BaMtH3HeOiMho0UC4/7EK9xcRGRkGqK+3UfWX24m2fCFi3nvT6+s158xzFruJvxs6SGtaFfosIvJWKZ/gI8BvgSvMbLUBPjKZ2KC2jRjXBDgkresHaG9VqH9mZm8jQqE/ChxqZh9s9BwiIuNA2eeeln4eBexO0Uc3s6WhubkrCvcXERERERm51PEWEREZQVIhbTMiAOhDROD+TWb2FTPbIB0zqJChYnD8CuA+YiJWfm09M1tgCPddhvt/i5gscB9wpbvvBa2ZFCAi0mxmtixwmZkdCxGi06wFCelcCxLh+AtQtcE/Bq6q8/7eHFA3s9OAz6W3plItXMiDPoMO98+DRGY2p5ktZGbnAGcCe6RDplGF+u/j7j/In9NkLBEZ60bi4mQRERkaM9sLuBxYH5iH6EtPIPrYE4hJTu3p30Sq0Lnc930nsdHhVzR5VURk9jOzdYATiPZ6KlUNYwd3v6IV15xFuH83sASwLXCzmZ1rZgea2WJmNl8RVL2AmS2YwpLOB05Lny/vf293/3k6Xn+XiMi4kMYfc1u5A/ATYhPzS1IIRdcs2sSH0892YrHbksDO+bwtvXHeGh5tZm1qv0VEes152Yaou+T28ip3v62Rc+Wx07Rw+Saqhcu5rnOhux9UHtuM30FERAZWR7h/OQdyA9L8l6FuwNiXNJdlOlG3yXX93Defs+9PiYiMX2a2EbATVRjnHMATwAbu/mDqW4+4OYKp7rItsBRRC8pt/Z2z7aZEREaBol5+U/o5k6pesw4t2oQrK+o1eUy0g+i3P+ru01TPEREZmgbC/b9kZisM8hoK9xcRaaIG6usdRKj/QflzrbiX9PBq4FV6b7y1aLOvJyIyFqS8mC2IeY4Q/e6NoP/6irs/Bpyank6kCvff28xWaWWof3FPS1O17Z8A9jKziY2cS0RkrHP3m4GtiayVOYn1PhDrUduIdUSLA2ul45s6pqpwfxERERGRkUmdbhERkREiFdDWB25IL02lmhR7PHBxCv1Z2szmgsYnx6bC2+vAl4EXqcKFPgpsNsT7L8P9TwW2d/dd8n22YlKAiEgzmdkywG3AdsBnzexkaE64fxHY82lgeaodmB8Grnb3R+o4R3sR6v81qlD/PAD/ItH+PkNMtB10uH/6TlocOAe4ETgYWCa93QVMIhZN7OXulxT3N+IW7ImINEsRvLZQzXMRERnFzGx/4PvEAuHcT28n+tfXEhsY7k3UZs4G7iJqNhOpJlzNIL4f9gHON7OPF+fX94WIyDBJ9Zd5iQmqyxF1kTnS27u7+89aef0+wv1z6EQP1QKLA4HziIUVt5rZdWb2k/T8DuBkYKt0bE+6/6np/n8I2lhRRMaP1N51p8f7EJvkrgEsBuwGXNBXXbrog/8SeJmoaU8g+vkfhmpcs8X3nuv5p5jZFu7eo/ZbRKSXJajClQEeh/rnwdSE+jd94bKIiAxdHeFDPVSLi7c3s/e36D7y982LxHdEvjbAvK24pojIaFTUVDYhajAQNZVngY+7+8MjsW9d/A0xP7Gp4/xUG7ffDJyRjtO4rYhIH4p1PtcBk6nmoANsDHy25rhWyZtudRP99pdB7beISDPUGe6/DXCswv1FREaGOuvrud++i5l9tFX3ktbVTie+N8r6+grF+yIikpjZPMBn0tOpRH97PzObO7Xv/dU6biPmkvdQ5cFtDGySxlFbMjcm3dN8xPfNAkSbD/Bqyo0REZGCu18HbEqsQ52DaDdz257nwOyQ1ja14voK9xcRERERGWHU4RYREZlNysHqYrfiJYEn0uNJxCSpHCq3LHAQ8AvgG2b2znJybD2FtGIw5t/AvenxG+nnoSnUetDyYJK7z3T3f6f7ahuGSbwiIkNiZksBfyXa4RzKuV+zwv2LwJ6100s5BPTX7v7zdA/9LjwoN0gxs2OAY9JbU4mFDJOBtdz9i8BpwPMMMdyf+D9YEVgtnSMH0HUTAzw7uvultfcnIjIW5eBMM9saeNDMVlMQm4jI6GdmuwLnp6dTiFoMRJ96N3f/mLsf4e4/cPcT3P0wYuLV2sAVgNM73H8isDIRMLoHVJOlhu2XEhEZp4qw+yWJ4J5JVGPhX3T3y/NxrbyPWYT7dxI1le70/J3AqsAWxCaTK1NtRpAXQUwB/kLUYN68f/0tIiLjRW7vzOyTwEVEW/oG1eKHKUTIf5+fI8ZCX6H3YoVtzOyodFzLatrFvX8BOAK4zsx2a9X1RERGEzPrMLMlif5wGzGe2QP8MR0yYH9Xof4iIqNHHeFDuX+/OrCdmc3d7Hso6kFTqcKHskk1x4iIjFtpXHNNopYB0Vd/A/gmcGc6ZkT1rWvmLZ4E5BC7NuBp4HJghmrrIiKzltrTR4hafBfRV89t/t5mtlErr21mywIfSC/lev7t6af66iIiTTBCwv2PAXY2s/mH+OuIiIwLDdTXFwA+ltbHtkI3sfHj0zWvT0k/VXMRESm4+2vAY+npBGKt0arA4en9PtvNNAf9eqqNymcQm5QfD/yOFs2NMbMJwK7Au9M1O4HXib8ZRESkRuqj3wpsQOSBTSTmovQQtRCA9Yn1QS3ZCKsm3H9n4GH6Dvf/fA73b/Y9iIiIiIhIRcH+IiIis0E5OJLCKL5pZju4+5XAOsQA+z3p8ElEAS8vZl4dOAy43cwON7N1oAqfqGeRmbs/DJyXns6Zfq4IrJDOMeg+Qu1gkhZCiMgosTywRHqc262mhvub2YeBLYn2vI1o57+a3mvvr70sN0gxs08BR6e38i7OLwKbu/uD6fXLgLOBl6gm2g4m3P9B4OfA4+n5RGLDgKuBPdz9p7X3JyIyFhWh/lsQ7eJ8wDL5vdl6cyIiMmhmtgHwjfR0KjBXerwPEQD9m3Rch5m1FW3+a+7+T+BAYoJTnjjbSbWx1gLAJWZ2EKg2IiIyXMysE/gKsCjVxNg/Ef14YHja5D7C/dvTvbRRTdQtwzDyZood6fWJxAK844GD3f1aUKi/iIxPZrYeEcoGsSA4j2t+FjjF3WsXDefPtaf3TiW+E8rFCp80sw1bdtPVPaxNhMnldv6HZrZZq68rIjLSpbkyM6jqKDnYZ970/iz7vAr1FxEZfQYIH+ogvhc6iCDpj8DQ5i/2cf383bIgUXfJtZqpwH9rjhERGZeKsdA108/pRNs8GfjTSJ0fWMyr/DYxfgvV5rm3AT9z92618yIis1a08zcR7Wg71YZYKxKbcC3R12eHopiDvhDRV+8ibb4F/LXm3kREZIj6CPe/jeEN918GOJbq7w4RERlATX39NN4a7j8z/dwH2AyaW19P95DrKhOK6wI8me+xmdcTERnNilr7N4AHiP5wZ3ptXTObo+a4/Ll2AHc/Afgl1RqlGcD8RF99Bq2ZG7MSEey/YLpmO/DLnCEgIiK9FX30O4ANqcL983zxmcBSwLlmNlea69j0nM8i3P92YBf6Dvffj2jjRURERESkhRTsLyIiMsxqQv1PJwL2PwNcbWZ7uvsT7r4/8ElistJzRCEvD770EJNlFwZOBq40s6+Y2dvT5KqeWQVPFwM9vwCuSY+7gEWA481sogbSRWS8cfdbgE+np3lXZGhuuP/rVOEUAP8EXknn7bfdzZOfzGxHIqxoHmJAZRIR3r+tu9+V7yuFFf0IuCJds5P47qg73D8N4kwHvgvcALwAPAIcRISc3lIcp0VvIjKmpf71BkQoZ+5Lb5Lfm203JiIig2Zm8wE7E8FvXcTkVoBd3P2SclKru3e5e09u89PfBG3u/qq73+LuWwGXEN8R7VSL0CAmYO0/PL+ViMj4ltrqmcBy6aUJRJt8i7v7bLif/sL9c8D/68DviUCK54mNG+8Fvk/Uf9Zy99Pd/R5QDUZExp+iDv9RYgxzBtVmXDu7+5nu/mh/ny9q7ncCj6XHuR1dCdjVzFZs7l1XzGwuYEdgPaqFza8TY74iIhJB/FOJtjmPWS460IcU6i8iMnoNEO4/gWpDrivMbN18fDOuXZwnf9fMTNfqJGoyIiLjXlF/3oxol3PQ0M/d/R/NvFZtYNFQPm9m85rZd4l5+BB/H0wkNm45yt2fG8q1RETGG3e/gZhnDvF9MIOo3RwE7GxmE5t8vZ4UaHc4Ud/pIupFdwL3NPNaIiISZmO4f55TuSTVfE0REalDUV+fzlvr651U9fXzzGy9ZtbX4c0a+zuINrybqk1/vnhfREToVWt/HvhjepyDnrcAdq85Ln+ubLtPBO6iCvfPx3am1y4p5sZMGMzcmHwtM5sAHE3McySd/2/A8eVxIiLSW9FHv523hvt3EDWWDwDfMrM5m91HL+6jv3D/PF/9XdQxL1NERERERIZGBRQREZFhlApzOdT/AmIC6pzEgmWA081sVQB3v9fdvwFsDRxDhE5MJAZEcuj0BGBpYnDkx8BJZrZgOQBTuwCiCKJ7A7gpvdxDDKavlK435IUTIiKjjbufRyw8gNaE+98PnFE8vyC1xQMysw8ABwDLp5c6gVeBA939ljTgUoaP/o8I5c+L6rqLnwOG+6dBnHZ3f434rtoOWM3dr3H3x8rj6rl/EZExYKv0M7fbC8+uGxERkcErah3LA58g6iq5b/8Fd7+ynvMUm2+1p+f7EAsl8vnbgSnp8dZD2BxMREQaYGarAOsQ9Y8eonby0/TekIOCikUMdY2xzyLcn3SPLwIfdPe3E7X597n7fims+oXy+0M1GBEZb1Idfj5iIdtEqnD83dz9qgbOczsRGAFVWGg7sBewh5k1bbFCzXfNvkRtPZtCbMj7n2ZdT0RktEr96UnEeGcZ5rNMer/POopC/UVERr8Bwv0nEguLJwDXmtmazVrYnM4zL7H5VtYF/An10UVE3mRmncD86WmuSU8u3hvMOd/Svy/GWtvKn/WeL4dAm9mGxAbsB6S33yDm5D8PbJ/mUIqIjAtlv9nM2otxzUba2HyOc4Fr0+NyE65TiLk2TVHc2+rAGsX12oA/u/vzzbqWiIj0VoT7z6D14f7nA09Qhfnv7e7XD/FXEBEZd+qsr08EbmhmfT1fG1iZqLu0E2O800h/N6T3RUSk4O6vAt8n+te5nQbYxcyW6eczuT29l8gHeJBqjVKeG/8G8Gszmyt9ZkbteQaS8gjytc4kgqCz54GriVwbtfEiIrNQR7h/G5HR8gUzmzSM4f6PEvMzAS5z9281+5oiIiIiItKbgv1FRESGUR68MLOTgP2IAZTpxOSkp4ATgOfSMW3pM3e4+3eAtYFTiQXKEAU9qAZyPgh8HvirmR1kZqulz/daAFFz7rOAW6gWTC8EbF5+TkRkPHH3C4CD09Omhvu7+2RiMP104K/A4/V8zswWA3YmBnTa0r83gJOA36Rzv6XNdvd7gDzQMoHewXH1hPvnwaQp7n6bu7/WisEiEZGRrOhD5wmvuR38oJktqc2wRERGlzRRqQM4iujjTyf6yXcAvxrEKcv+8YrF4y5gLuAeYFcFyYmIDJu8cKwt/ewCXobG6919bZib6/uNLFKYRbj/PES95+J03LPpvsuNY/T9ISLj3YrA4lRjod9y9x9DfWFERT37dODy9DjX/TuJvwv2NLMlis8MqtaTFkTkMdndqDb5nUG0+3cSm/0+M5jzi4iMBn2NI/bTrvakcdO/p+f5mG3NbK6++sEK9RcRGTsGCB+aRPTXFwR+YWZrpeObMSa7IbGJTBcxT7IDuNvdp8/qQyIi40wHVchDbnvnST/r6mPXBknnvrmZrWFmW5vZLma2bQoHXSgd85Z57jXnfPP19HfBgsBXibmR26W3cqj/S8CG7v7feu5XRGSsqBm/nFSMa+Y2dsD538U5ngIuBf6Vnpd19e+b2d5mlr8fBlVXzxu1pKeHAqukx23AXcS6qSFv3i4iMhwaXVdU5zlbvm5nGMP9LyLWUf0POMDdfwDD8zuKiIw1/dTXH05vTyLm18wNXNPMcH8zWxTYPT2dSsyBfBl4eqjnFhEZq9J8wjtINQ6q2vuawArpmP7W9k8DfgpcBjxJlSvQQ9TBzwE+a2bLFderu70v6kXfBg5ML+cx05uBH7j71HrPJyIyns0i3D/PfV8U+CRwxDCG++9E1NkvdPdPguowIiIiIiKt1tbTo8xeERGR4WRmmwIXEAvFphMDMY8DHyMWi73lyzkV8rrNbAIRDHcYsD2wKrGQYmbxcwIREPQ88E3gWnd/ojxPepwXPu9KhEsskM4BsL27/7wVv7+IyGhgZgcC56Wn06k2U5kMXOTuX0jHNRwMYWaLA4u6+70DHJfb/j2IiVYdxCTZHuBK4Hh3f6Cfz5YhQicCX0pv9VAF/LcDfwEOB+5qJJRORGS8MbNNgN8WL00G3uvuj86mWxIRkUEyszmBm4D3EX3jNuBkdz+mwfN0uvvM9Pg6YAuiLtNN/P1wN/ChtEHWm8eKiEjrmNl7ic1aZlAtNt4OuB4GFe4/kVio/FHgHcDqwOtEQNDvgUfd/S/F8e391VfMbBXgWGBLIgipi2oDgkvdfamT76UAACAASURBVK90nEJIRUQSM9sBuJpoM2cCO7r7YDbkwszWB74BfCC9lOv+M4kQuEvd/d/p2H7b8zqusyNwRXo6lQicfhbYw91/2+8HRURGubIfa2YrEe3r/9KclD7bVTM7G/gU1fjlM8A27n5XP3Nbmhrqn8dTU+jSnO7+2tD+F0RExrZyHkof7zXchy7mxEwCPg/sS9RfoKrtTAO2dvff13MffVwjf4fMCfyQmG+Z3Z3O/Xgj5xQRGctSoMNvgQ8T9fV24Bp3/3h6v+7vghS+vyqwFRFisTIRLJe9TgR7Xp6ucX9f56m5xppE8PMx9N50PX9vTAbWzzUeEZGxqo82dz1gPeAjwLzEuqD7iT7vTcCtjdY90rqlI4FDgLw5bllX/zJwlbs/1Nc9NXCdM4hgf4jvnleIgNLTUoidiMiIZmanEWOClzerH1pTb18FeCptltsSeW5jmiNzE7A20da3EWuYXgF+AXwt99sHcY25gflS0H9D9R0RkbGkGJ8sx0IbbhNr6utHEPX15dLbuU7yKrClu99ae/1BXGdT4BJinDY73t1PaOS+RUTGIzPbghinXJBooycSYcsfcfeX+vlM/r5YBPgCsBuwODG3JmfJvELkDFzu7jcVn+1vjk4eN20naj1fA/ZKb+d5jv8mxk8fqv28iIjMWtF3Xhv4E9XGW3ljl4eJvJjT3H3aUOaqD3Af+TtkMXd/try3Zl9LREREREQq2klLRERk+K0LLEtMPM2h/hu4+//194FcJHP3Ge7+srufSOzKuQ/wKFHQyyFAXUT4/3JEKPWlZvaVNNGqHOzPi5lvBZ4mJltNS5/fyMw6teumiIxX7n4+cHB6OpFqt/mFgP3M7OR0XFcKe2jk3M/kUH8za5vFcd1m9h7gXKKNnkq0808Dl/UX6p8+21Oc+yZis5e8KUBu27uJ76RvA2ubWWcjv4eIyHiR2tP/As8RfeUZxPfB+4v3RURk9PgQEeoP0a4/TwrerLcOUhPqfy1VqH8XCvUXEZmdHgFeJOrubUAnsIa799TUSnqpbf/NbHUz2xa4DvgjsSjtOGAbYFdiIdxlwM1mdpaZbQZv1nL6/C5x938RiyCuIzbmzfWkbmAPM7skHddwrUlEZCwo277ica5ZtxGbow8q1D+5jWjP/5ue57p/JxEiemxq+ynHUwe459rvj72pQv2nEIvduoFDcqi/6kgiMhbVhAwdC/wMuAo4ML3XXXN8bgt/R4x/ziTGL5ckFiPnvnVbq0L90zVyaMVxwGlmtlzjv72IyNjVR991LjNbyMzWMbMN0s93Qq8+dN1zDXMdJYV1nk4sYM4hETnUfxJwnZl9wcxWT5/rt8bTxzXy98KpVKH+XUR//QbghXzOeu9bRGSsSvPKu4G8mW0e39w+bWSY2+D28jP5cWrX5zez96Vw02uJeYtHEvNrJhJzF7uImszcwGrAScBFZvaZfA99fZ+Y2VJEgNH3iFD/6el8EN8bDqynUH8RGWnMbBszO8bMFm/S+TqK/vfmZvZt4GZiY9sNgTWA5YHNgaOJmvXNZrZ17r+nz/bbp07t8QxiU9yrgBwyV9bVvwacYGbbQX119fK9tFbpTKpQ/2lEfegu4PsK9ReR0SBtTvI5YuOpw8xs5Sacs6y3f4cY4zyylfXrFOrf6e7TgY8D/yDa+tx/n4+YL/NlM1thkNd4XaH+IiJAFeo5b34ht4mNzCepqa+fBlzEW+vr8wJ/MLN9zGyZfK0G5sp3pOssRqw9XZL4XgD4O1Fj1zwYEZEBuPsNxEZZbUQb3QUsTaxr6jVvsvhMT+o3Pw98E7gUeIJqbvwMop++J3CFmR1sZgunz+YaTWf62ZZe7zKzeYhsmouoQv3zHJwngR0U6i8iMjhFH/12olaf57zkWvdyxDqkI8xs0qzWHg3xPnrSzxzqn8eARURERESkhdp6ejT+KSIiMhzSwMcCRLjb29PLzxM7F99e7yLj2t0w0wLmrYCdiYDm7A1gzuL5X4nAit+4+yM159wG+ClV2PPLxAKHf9X/G4qIjD1mdiCxSQrEYoSJ6fFk4CJ3/0I6rqGgiDqvvQhwNrAjvXdkPsrdT0vH1DWp1cx+BWyZnnYTi5TnSY/bgTuA44Gb3X1KE38NEZExw8z+BKxPLFRoA0509+Nm602JiEjDzGwH4Mr0tB14lgh9fqrOz9eG+n+UKtR/Egr1FxGZLdKk1nmIoKD3UNVSuoDt3P3a4rj2tDC5LS1+yMHL+wIrE4sWuolgoVw7mUnvzXWhCpy+lwi1+Hpe/Nbf5Ne0kPtYoqafazOk8/7Q3fdMxzW91iQiMlLlfrOZLQjMl8cxzWxjIvS5C7jJ3TcZTB+7aO8nAocBBxLBRlDV/buJ8dGLiEXPr7r71PIcQEe6z9qx2vcD2wJfTC9NITZhB9jD3X9U3kcj9y4iMtLVhAx9FzigePt+4Bvu/oN+Pvs24E5gCWLR8QRiIfJe7v6HVob6F/ewXDr3UkRY3Rnu/lij5xERGWtq2vd3AusB+wPLAosSbTZEMP5/gd8DV7v7f4tz1DufpT0tWJ5EbLq1L/CO9HZZ37kZ+Jm7n138DZE/2w605Q0Ti3vvJDYNyGGhU4nvkTuAj7v744P7HxIRGbvMbHPg+vQ0t8MPAwfljQuLY3PNZUNgJeDTwMLA4lRza6ZSzbnM3wvtVCGh+TvlKWKO+7FFaNGb3yNmNi8RIr1f+kw71VjvbcAR7v6/of8PiIg0j8VmstekpxcCXxtK3cHeurninlS17mlUbWpP+peD3iYQ4fx/As5x9z/Uca3c156T2ChrZ2Ch9HZZV58MfB/4LvCMu79RnCMHx5Xt+dzAWkSdfsf0cl739DDwEXd/oK7/EBGR2cjMTgaOovc6n/OBs5qx2ZSZnQIckZ4+R2pra9eDNlPRv1+XCA5dnt5zWl4Bfkl8n93XqvsQERkLamrXk4j+9PLABkT/fF7g30Rd4yrgfnd/svh8o/X1icT3Rl/19ZnAT4CfuvtPi8++ZXy1j3rMQkT9f3Xi74AOot5zgruf0Mj/iYjIeFS00+8FLgOsePvH7r7bAJ/PffSFgYOBTwIrUNXXc7sM8GfgHiIP4WXgWXeflmox7wXeTdRjVqDaYCbXeJ4HNtTGuSIib83zGuznzWxtoiafw/1z/ehhYiPz01I7PaTriYiIiIjIyKBgfxERkWFkZosD/yHCHDqAM4lFCG/M8oP9n+/NgfI0yH80ETa6WXFYDhzqIAZingGOAe7ME4PNbBngAmBTYhBmEvBj4AB3f30w9yYiMlYMd7h/MWCzJjFxalmqhW7XEYuL6xqoKc51KHAGMbH2OeBBYjOYcrHcvcAh7n7zUH8HEZGxxMw6iPbz+8RiuDyIfpW776zATRGR0cXMjgBOoZrIejcxUZWBFkEo1F9EZOQzs32IUGaogir+RWyUeEPNse8gFrLtBaxGbAhA8dl2oh7TRRXiPzM9rg0deo4IFj02nbvfxXUK9xcRqRSBnIsTm5QvCGzj7jeZ2WpEHxsiwHOHwYbj1yxmPoxo+1dOb+fvi+xvwANEwP+LfYXCmdkSRFDdAUTI6RrprRwUCrB3DrNWqL+IjEU181XOIRYR9xA19DmIjU4OBX7k7jNqPpvb5WOArxB97Bzu+S3gJHef3KpQ/2LTgI2Bq4EF0lva0FdExr2asNDPAFsDHy4OmUHU1vNGiLlmMoWod9zo7nenz9e1AHmAcP/cX8/zZn5HbAxzCfCKuz/bx/kWADYHPgFsl17OffUngQ8rgE5EpH9m9j1g7/Q0t+NPAd8EnAiHnpeocS8DbE/VXuefZUBFX3K7Xs7HfAb4lruf2s99LQ1cTPW99BfgCuDKvr4PRERmJzP7KHBtzcvnE5sgNhzuX9NP/w5wCNGOtvHWGnc2k+i757HOLiKU+Sh3/14d18z99DmArxJB/Mumt2uv+U9ik8czgZfc/Z6acxmxMcBRRJBcDrLL3xcvAOu7+38Gui8RkZHAzA4nNhOE3uODQw73N7OPAL8m+uLT07mfJ+axn9fKcP90/XmI+szniTktecOYMtz/RHe/v5X3ISIyWhXjkPMD+wBbAJvM4iMvAK8DnwNud/cn0nmasXlurrv0EH8f/Bj4GfD7WeUGmNmSxHzK04FV0nnaib8r3gyiVgipiEh90sa1FxFjl2XtfCd3v3qAz+Zw//mAbYgNdtci2vbu9K+s0bxO1IMeIepG8wBLUa2fyvUi0vv/A7ZWTUZExqN65x02Oj9R4f4iIiIiIuOPgv1FRESGUZqQ+s/0tJMY6LiuCed9s1CXdl3eAvgsMQC/IDFxNk/G7SQGaX4PXOfuZ6XPHQB8tzjtvcDH3P1hFQJFZLwb7nD/dK4fAbsSbXYOijuSWLzW0B9yZrYB0e53EIFE+xLfE9ulc5PeO87dT2zG/YuIjDVmtiOxIDgHVDwFrOzuL8/WGxMRkYaY2VeBLxP97B7gH+6+Vh2fU6i/iMgoYGbLEgulP1LzVg+xMG0yMCcRxrwG8HaqBQpdVGFCHcVnXyL+BmgjwkQXKd4r60SPAl939wvruE+F+4uIJGa2GPBnYPn00gtEQNBdRMj+8sAN7r7VEK+TF0pMAHYnAurWS2/PINr5zuIjrxALKe5Mj3uI74GFgbXT8YtTfXfkxW8Ae7r7D9N1FeovImNa2mD820RbmEP9Hwc+Bdzp7s/M4rMfBn5O9Ilz37ob2IFof++k+aH+5aLnG4m/C/LCuZPd/ZhGziciMpbUhIWeTgRDTKBq4yfRO8w/Bz9MT+9NJ+amnJfnRDYp3L+c15K9QIzX3p7uYzLxPbIcsDpRv5k/HZtDR58GNhlKuJ6IyHhgZtsRG3DlzXC7ido1RFuf6xxlcP90qjp6W3rtFaJP/zeiDX6CaJtXA/4fsEHx2VxnvxM43N1vq9lMLH9PrAAcTXwPfBN4tXYjMRGRkcDMdgcuTU/LwOcLiPHEusP9a/rpFxHhoDmYM2+qAnAz0W9vB9YE5gLmppofA1Wf+gvEfPRZzm2p6afvR8xrXze9nT9b1tWnpGvdTvV90EN8p0yiCohuK34+DGypADkRGU3MrI3Y9OTY9FKzw/1/Tcx7Kdva4Qz3fzdwDbEZS67/KNxfRGQARaj/IsTfAx8kNkeEqH+0EX34/Lhc8z+VaHsvcfffp/M1o76e2/GyXvM48Fvg78RGi0+k+1qRqK3vTGzGtRjx90Z7Osf1ee6O5jWKiNSnmKOyMjFHcn6i7W8j/m44fKD5hcU5JgIrA8cDH6OqreSN2SHqQJ3Fe7m+PzO9luv4LxPzMw929wea+1uLiIxste2uma1C9H8XBpYAniPayQeJ3K0Z5XhkPf10hfuLiIiIiIwvCvYXERFpgTRBi9pBFDNbCfgXMeDyCPCeWe1s3+g1a4qHyxOLH74CrERV4CsniwFcD1wJ/AI4l5hsmwdrznL3zzTj/kRERrvhDPdPQUa/A1ZJL7UTgfzvc/dXBnG+/0cM+sxLDNDvDPwKuArYMh32a2AXBVSLiPTNzDYm2maICU8vA2s2sshORERmPzP7NHAWVejms8Das1rsplB/EZHRJQVlfBlYIb2Uw9v6kyfI5rr4S0Rw6KXA/4A/ELWgrnSurYC1gIPS58s60a+JMOfn6rhPhfuLiABm9lngW0Qb20WMYz4HbA7sCRxG1OHXGeoismKhRAewDnAA8MnikC6iHc4L2spwoaxc7NZOtTHvDOBJ4Eh3/0m6nkL9RWRMM7MFgcuJgKEZRL/4MWBTd7+vznPkTRih6pt3EzX4BWliqH9xzQnExgMnput1ECEWu7n7DYM5p4jIaFcuEjaz84H9ib5wDhXKHiUCQjuIdjrLbXgXMT/yVHe/rPbc9dxDCqU4gt7hQ/nzeVOtzj5OUZpOtSnBVODfRDvvA92HiIiAmR0GHAm8Lb1U9tVzXSTXTco2+UXgJuBW4GfAk+4+rY/zL00ED52VXirr7N909y/28Zn8PTGHu08d2m8oItJaZjYvcDgRtAZvDXz+Rj3zDmv66WcChxBtb95c8TngO8DN7v7n4nNLEjXw/Ylae1bex9eB77j7C/XcQ6qrr0UE/O9dHDKD+C7oJr4byho7xeNuqo3C2onvjNuBQ939wYH+L0RERpq0dvR4qvr2kMP9azZzmd3h/nsCFxcv5THPNhTuLyLyFkWo/2LAH4ng5TwHBXrPO6mdh1LW1+8i+ulXpvM2I9w/b/bVQTV/vpQzDuaexSWucved07U0V15ERpSRHoZsZnmDlNOIuSrdVPMNP+TudwzinF8laux5g968WUBWPs6bQ+Yazd1E/f5Cd3+q0WuLiIxGtd8VZrYWsD2wGbA8sZ6n1nTgKeAfRCbLbe7+aPr8gPPDFe4vIiIiIjJ+KNhfRESkycpQfzPbHNgCOJ3YxX4x4D5iotb97r5KvycawvVrAv7nBPYANgF2KA4tC36vAg+lf1ul19rS890GMyAkIjIWDVe4f014dJ4wdbW77zSYyU9m9h7gZqrF1ce4+8lmNj9wUnrtKHd/WWFxIiJ9M7P5gD8Tm2blSa17ufulCmkTERk9zGw34IdUC80mAxv0t4hOof4iIqNH2S83syOATwPLprdzmFt3+tdJtVAh115uITbkPQd4YVbh0WY2BxEEfX56qdw84CB3v6DOe6433F+TdEVkzEphQD8kNqSFKvTieWJj8m2JdvFj7v7nobaJfYylHkmEGy1N9PFnEt8LOYQoL3LLC6t7qL5L8nfIC8ANxGK3W/q6jojIWFQzpgmxkG0Dd39goPa6WLj2NqJf/dH0VjkGW4YyNyXUP31+TeAM4ANU7ful7r7XYM8pIjKa1dRUTgKOpndY6AtEWNt1RPBmR3r9E0RY6JbpVDkMooeYd/hVd/9hOm+zwody/7yN3nWUmVR1/7Lecy/wW+AMbdguIjKwmgDpQ4GdiH5zVs49zx4k2v2LgQfc/c7ifDnUri3Nq68Nzfg8cGp6msOenwbWH2iDR9VeRGSkM7OFiLC2E9JLDYX71/TTjwG+Ru9++uPAjsBd5VwVM5vg7jOK50em49bs4z6+Q2zKNcsQtz7q6gcAuwDrUtVxeop/+e+CLG+Qm/9muAO4hqjHPD2ra4uIjGQtCvcv5yv+BtiU2RDub2YrAL8CVkgvTaf33wIK9xcRSYq69sLE3JH3Ef32CUT/9xGidnIF1Rz0rYAVgdXSaXJdpDsde6K7X1qev4H7GKi+nvvteU5M3sAx19qh6uffA/zS3b+SrqG58iIyotRsHL41MD/wlLvfMJtv7S3MbEuijw1Vrf1S4BB3f63Oc5Sbgb0fWA84ipiDPje9N1ss57ZDbOD+e+BkYlPeKUP6hURERomatnM9IgPsCKo2Ms9XzPNO2tO/GVT9YoC/EXktxwOvp++fWY5XKtxfRERERGR8ULC/iIhIi6RQ/+vT02uIwOT/mdmNwAbEguZVgZdbVVirXcxsZnsTuy9vSoQ7dxEFxS6qQf88iTYP0u/j7pe04v5EREaj4Qj3N7M9gEvoHVZxnLufOMjzrUUMFLWl853o7sel9yYAuPsMhfqLiPQvTW69kQinyP3mL7r7N2frjYmISEPMbCPg11SLETqAU4g2vafmWIX6i4iMMjWhQ3sQizR26OfwF4DXiAXP/wZ+DlBTU39zI9/8vHg8Afgq8IV0eF4AcaW771JvnWWAcP83w0tFRMaiItRtXuC7RBAQVIsW8uLhDuBaYPtW9LvNbB1gbSLAdF5ikVtWLmDOY6rZZCK87jjgHnd/svy9mn2fIiIjRbHg7IvA14m+8FTgQHe/opExx9Tn3o0IPsoBQeWcFYAz3f2z6fhB1WBqgiwuIQJKszuBnd39IS2OE5HxzMx2Ar4FLEEV1vYk0U7/n7u/XHN8bluPAT4LLEy1GRYMPdx/IrGYujZ8KM9vfAb4D7AR1XfHDOLvh1uBfxAbuTyrYAoRGY/6qG831A6nx+8BPgzsR3w/5JCJl4hazX1Ejb3L3V/t6xwDXOtdwA+IuTi5LX8NWLfRAFQRkZEoBXsezCDD/dM5tiPmtbyTKkjoCWK+ysOz+FwZVrQxsAexcXntfZwBnDJQuH86TzlWuhRRyzkKeBdVXWdWbiZC/U8GXi03IBARGa3GeLj/ZVTjt/cSY6PrF4e8QvxdcPxAG3OJiIx1ZjY3cC7R555OtNftRND/ycDd7v5KcXwbsCyxGdjnqOa1Q+s3z81h/s8BS/ZxmmnA6+n3+a2735rOrXWnIjKiFHMPJxH90g9Rrfd/cw39SGJmZwKHFC/dD2zi7o8Npoafnue6zM5Eu74aUct/kWjP7yM2FPg/d7+7ab+MiMgoUFMnPxzYlWoT3LwZVx6jLLO2ZhJzT3qoNq7N7/2FqMv8yt2fHaj9Vri/iIiIiMjYp2B/ERGRFjCzNYjdNiEKdp3AL4mAny8Sg/NPAu9192eH4X7KCbSLAysRkwGWIRZa5A5BXvjWnf5NYAhB0iIiY1Wrw/2LEIyZVLs6H+3upzYyGFMM9OwHXEA1yLOXu19aswhPQUMiIv0o2tOTiYVoObDzemAboEcD5SIio4OZzUWEta1ENaHqWnf/WHo/T+5tWah/cY13A8+5+wvN/B1FRMa7mnrH/MSi4g8CqxA1lseJ4LfrgAfd/fmaz9ddI0khGNcQgfw96fwPAKs0EkTRR7h/Xuj9N2BTd3+p3nOJiIxWfYT75zHWHmLc8mFgf3f/U7Pq2X0scnsb8D5io/QVgdXTWzno/1ViTOCfwO3A74Hb3P2Nod6LiMhoUtQ2vg/slV7+D7BNI+E9ZR2GCLg7hKpvDVXtZn13//NQQ/3T4/OAcvOsZ4FvAue6+7RGzy0iMlakDQy/R4T4dxMLlB8HNnL3B4vjynmI5eNdifCh1akWO0Prwoe6iPmXexN/K7yL2FjgKSJs+j53nzq4/w0RkfFhVm1ybe0l1drnABYkgoCmuvtz/R3f4H18G/gMVQ2oA9jR3X8ymPOJiIw0ZrYQEe6f1+SUgc8XAF/vL9w/1c3PIkL5c53kaeBj7n7XQPPUa2oiK6X7yOFxQw73T8/nJr4ftgDeTozNzkP02ScDU4igo/8D/u7uLw50DRGR0Washfvn7xczO5T4jugmgv2vINbErpQO7SHWKJ1IhM9pwxYRGXeKWvYOwGlEWH9ep381sEcegyyO7dWPN7N9ic1zV2J46usQ8yfPBB4E1gUWJWrrrxJzYZ529//UnrPB/x4RkZZLffGziI1SZhC1k8709ibu/sdBnI/B1rtncd7cNm9K1IOWJtr7DiKT4IAmXmvBdN43gCm1v4uyBERkvKgJ9f8W8V2RM2HyHPXsNaKv3APMReQHQNW3n0m1SVY7MV/lT6TNDhXuLyIiIiIyvinYX0REpAXMbDngLmAhek/GugS4lRggmhPYz92/PxwDIH1MoF0EWIdY3LZdcWjeVbQduNzdd2/lfYmIjFZmdgARMgS9w/1fBC4cSri/mR1FbMDSQxUKd7a7HzaYwAozuwLYsXjpY+5+bSPnEBEZC/rrdxeD4rPsl5vZHkSfPvsv8H53f735dysiIs1mZnnTrMuAT9C7H7+7u1+ejpuQF5k1O9S/uJf3A38AvkMExz09pF9ORGSMGMyGhv2895a+fVps0VHbbg910quZ3Qp8gKjhdBGhdys3Gh5XhPtvAcxPLJT7kLv/a7D3JiIy2qSQovOAXdNLXUQfvi09/667fyod29Tx1T5C/ucElkpPFyMWuz1BjP2+VIb5D3aTXxGR0aqoqV8M7JlePtXdjx7CuSYCFxKhQLl9z6Ge3cTclh8XQUYNfw+Y2XeAw9LT6cTcmKuBw9z92UbvXURkLDGzTYDfFi89C2zh7v+YVX+3Jih0ayIk6INE+93K8KEcavoQsJ2739PPORRMISLjQh9zxFcC1iDGOecmas7PADcA97v7X/r7bF/n7eP8fb7e4D13uvtMMzsQOKd4qx34pLtfNpjzioiMRIMN9zezbYCfFS+9DHza3S+vtw2u2ZDr7ek+vtjHfdQd7t/XuYvX5iD66539zatUP11ExqI0J+U44Cvppdq2/qxG53/UhPvfAGxG73D/F4hw/3ObHe6frrkp8Jv09EHgw8BHiPDplanGcD/u7tc0+/oiIqOJmV0G7EJVu/6Fu2+X3pvlOqb0eFti89x1aX19PXsI2NLd/zuL86jvLiIjnpn9Atiaqu3M6/K3dvdfN3CeN0P9zWwDIn/lJ8ADzVrvkzZb/0m63xlEv/4/RE38H4Ntd2vuvbaer7mNIjLu1IT6X0j0h/N6n05i7uBU4GLgfuCP6bVOIgtsbaIGsjrwznTa/PkOos/fBfwb2M3d7613I16F+4uIiIiIjD0K9hcREWmyopi2KnAzsACxo/Gc6ZB/Am8HFgTOcfdDZ8M91g7I7A58CNi/OOyH7r5nel8FPxGRPrQq3N/MdgN+SBUo0QZc5+5bp/frHpw3s42JEOoliQGje4AN3P21eu9HRGQsKBYVrwcsC0wB/g48WwaxpWPbgZ5iQVv+7DrEAH0eeJ8MbOTu/xnO30VERIbGzLYEfpWeziQmXf2KCHZ7tGj/mx7qn/82MLOjgZOA14lNvc5QH11EJKTFZIsAGxL19aWItvoJ4F7gmXKxcz316/6C/oey6CxvBGNmvwE2JcJG24HnAANeHkTQ6KrA4cBawC7ufu9g709EZLTqJ9wfoh4DsL+7fy8d2/QFxAMF1qXHdW0SKSIyFtQs/n03sbnJ0+n1C4F9iDHIo9z99EFuep7rJZOIDRm3pwq9yIvXuomNsK7P4c0DbPaVz9kGLAp8I90rVIFK9xIboj/cyP2KiIwlRd/2bOBTRLvbBnwVOAXoHqjPW9NX/ihwFMMT7p/r+w8RAXKDDrsQERnNaoIpcpj/kUQ/Ovel29PhPUQo9JXAuYC7+/TZOU88Bfufl57OJMKMNnX322bHjq2J3QAAIABJREFU/YiItEoj4f5p/uJ8wE+BjdKxk4gNCo/saxOABu5jUSKQuSnh/nVeU/10ERkXZmO4//eA85od7m9m6xNBc7kGs7W7X2dmnyHWoK4M7OPulzTzuiIio42ZfZjYCCXPa7kb2Nndvd5wz/R4C+Bohqe+ngNJHwJ2cve70t8hKEtAREaL1G5NBG4kApjfSM/bgFeJ+SC3NHC+PG9wc+D69PJk4M/A+e5+fXHsYObG5HZ5JeJ74+3F20e7+6mNnE9ERPpW08c+FziI6FtPJ+rszwNnAb8vN0NPx/dq381sTaJG/zliI/U5qTZm6aFaP/QRd797oL66wv1FRERERMYmBfuLiIi0QLFAeBXgFiJ8qJyMlRdJTAW2cPebZud9psftRFDSx4HJ7n5sfl2FPhGR/rUi3N/MVgbuIr438nfGdCLQ7WcN3FsnERb6+eI8vyAmXE2v9zwiIqNdMbFqC+C64q3HiAlWdwN/AR4hNufqcvdpfZxnAvAv4F3Fyzu5+9Utu3kREWk6M1uM2EhrE2JhQicRsP95d78gHdOKUP8y3OhGYIPi7Q/WTgYTERmJahYMD7l2XNM2LgKsSATHvZ0Ix6/VTSxK/g1wLXCDu786lHsYLDPLi+f+CryPaiHz34nFdTMG8/+T/h9muvtLTbxdEZFRpZ9w/x6inXXgMHf/3Wy6PRGRcaWmvv5j4L/A7u7+gJkdDJxDtNOHuft5g/07oZhnMwdwKRHun8NH8xhsD7H57tXufkFxbx30ETxtZnMD2wE7Alull98gFtg9AWzs7vc1eq8iImNNGgO9E/h/6aUZRBt5awPnGI5w/4nAEfQOH8rfEY8TdfZBB5yKiIxGNfPAP03MAc9jkDOIPnVbet4FTCg+fjtRZz/b3V8eTBDRUBTt+wnAl4j6fwcxt35td//ncN2LiMhwaTDcfykiOG7Z4hTbuvsvm3Afwx7uLyIyXgxzuH8P0cd/Hvg+TQr3L2rv7yXm1XcQ8yf3dfeL0++4MTDd3W9On9H6UxEZt8xsL6IdzvXq84Aj3P2NOj8/u+rreb7jY8TmLffUc78iIiONmW1DbI7YXrz8LXc/YhDn2pSYow4wBZirePt84EZ3v2qw95qusSBRf9md6u+FZ4At3f3vQzm3iMh4V9O3PgE4luhTTyPa2yeAnYC/u/vU2s8U56kN+H8fsAOwJ7AEVbj/TKI28xKwobvfo3B/EREREZHxR8H+IiIiLdJPuH+52Lg7/fs2cIK7T5ltN0uvSVdzFAVIFfhEROrQzHD/NMl1UeBXwPuJAZ2O9PYlxCSsR+u8r/2JyQLZs8BmacfntwwyiYiMRUU/dzPghvRynvTURdXGZv8DXiba4ceIBQlPEsGa08zsT8D6xMD7BOBz7v4d9Z1FRIafma0JrAdc5+4PNPjZzwOnpqe5D/8CsC2xIGJrmhjqX3PtY4ETqGpD9wHbuPuDgz2niMhwMLOlgUOBW9z9V+m1QfeDy8+a2frAbkR458JEDb2NaIsh+u150mv2EvAAsaHhP3MQ/nDUPMp6OnAPsDxVONLZ7n5YK68vIjIe9BHunxcUzwR+DpyogDcRkeHRx6a5dxFh+YsTm+YCHO3up9Z+tsHr5Hk2k4jvgG2JuTbQe75NW7qfvxCbDUxx92fMrJ34m2FVoo9+GPBuYKF0jrwAbjKwvrv/eyj3KyIyVqSaz23AYkTgxU3uvskgzjMc4UOTiFpQGT4EcCOwvbu/3Oh9i4iMVjWh/icBnwbmSW+Xcxhrle+9QPStD3f3F2dDuP/8xLyc1ajmSV4D7KQ5OCIyVtUR7n+Suz9iZp8ArqSqjV/r7h9L5xjyeKjC/UVEWmeYw/0hvieaFu5fzIk5BDiT6rvoUHc/p4/jNYdeRMalNDYJcDHwSapNFj/g7nc2eK7ZUV8v11Pt5e6XNnLPIiIjRep/b0nMEXkEuNfdz0jv1d1XNbM5gcuJtUTtRDuZ57LnmvrrwG+BbwIPuPvkwdRpzGxj4HfpaRcxn+UL7n72cNfpRUTGIjPbhVg3uiTRT58IPA5s4O4PNXCesp8+HzEv8QfE3MQ8tpnP/xiR4/Lfgb4b6gj3f4jIlTnF3afVe78iIiIiIjJ7tA98iIiIiAxGWmzckSZafYgIGZpILIiAGMiZAOxFLCTGzGpDRYdNLgrW7CqqSVUiIkka3O+Tu18AHJSelm39gsD+ZnZyOq5roLbe3Xvc/VkihAKqoKI2Yhfn3dNiinxf7X3dXxpwyqH+M9K/HFJNoxMFRERGq7SwYEOqUP9pxOKI6UTb2k20sz3ERKh3AGsQiykuJIKB/gFcZmb70TtYFGCdtDlWr75zMUlXRESaqOj/bkS07d8GPp82Vqzn820A7n468LP0cu7DLwz8gdaG+q9DLKqDasHbnaR+uojISGVmywB3AEcAx5nZzgBpMmnDfd+aUP+diMXFexJtcW5nu4nx7Nz37qTqtwPMC7yPCPn5ipmtle6pp9X98aKuciDwrnRfM4i/N26BWdeSRERkYO7+KhFudHl6qZNoazuJhXj7mtm7ZtPtiYiMG2Y2kQiigGiHZxL98CuIBcu/Su+938zahzLvpZhnM40Yez0L8PT2xHT93BffEvga8HfgjrQp71+Jv1v+CvwI+AAwf/pMN1HneZio8yjUX0SkMj8xv6WTqMO8Ao3XNlJNJtfgrwdOAf5MFXoBMRZ7nJl9Mh1XV20pH5e+I04DvkcsZIbYlOBr+b5FRMaDmlD/7wJHA3PTe05LNzH2eSPwG+BFqmCJHACxMLAz8CMzW6Se+Y1N/B3agK2At1EF37UB/9D8dREZy9x9MrGh4ZfTS3MQgc8ABwBfNLPFiDYaqvW/D0LzNjl39+eA7wAn9XEfnwGOMrMlh3odEZHxKLXTXwVOSC/VtvWH1jvfsTjnTDPrTI+3IEJAO9PbM4FFgH2Ag81s2SbcP8AS6Wfun+c1p+01x6v/LiLjkrt3pzYwb1Q+gWgrJzdaX5kN9fUHqeZlXkiEVIuIjEppTf61wEfdff8i1L+jkb6qu78BfI7YIOA2op1sp3dNfU5gO2L9//fM7P1lnabe+evu/gdiTgxEOz8XcJiZza9QfxGRoTGzpYi2eili3uBE4Glgc3d/qJG+etnGu/sr7n4bsB6x1rSTqJlMIGozSwPfNbNlBqrhF33024ENqUL98/fNO4C9gd20LklEREREZORTwJiIiEgLzSLcfwbVDs2LAd83s4XS8SPi+1mBzyIy3pSDGmY2r5mtY2b7m9lqMHC72Kxw/+I+fghcmx5PoFq8dgLwWTN7bzpfd3l/ZvYuMzsKuCx99o30+WeAS9OCEBGR8eZ/wFXA9USfHKrJVW3EAHobVSDQdKLdBZiPCOrcHrgA+HA6LrfX7wPONLNtzGxdM5sAb12kMFL6+SIio12auPQO4FJiMRpEqPIhZrZyHZ8vw57PAe5NjycSix866B321sxQ/3mIYIwPFtd8GPiiu0/XRCsRGanSBoN/AhYn2so1gM+lQP6Gw/3LTWXNbF9iccM7ifpFDvNvK3729a8rvT+TCLU4CDjbzLYv7qml7Wqa8Lthepon5D5IBCSpxi4i0gR9hPtPIOo2cwL7AXuY2dKz6fZERMYFd59O1MZvIdrhvCn5WkR4/tvToasD8w51gXGeN5OueyIxNnp9entC+tlFtenX/MSiuPWJev2qRH2njd7hoK8TgaYfcff/DOUeRUTGoGn0Dgd6Lv3s7Pvw/g1T+NB04HQifOhC4IvALarFiMh4URPqfz4RDNpD1Ew6gReAbxF9303Tzy2ALYig5leIcdDu9LkJ6b2rhyPcv2jz5wN2AhZK990O3Aqcmo7T2KmIjFl1hPsfA+RQ/bzR4c3pedPmISrcX0SkdYYh3H8zWhjub2YrALulpxOAV4mNdRXkLyKSmFlbqqHMlV7qAZ4EHh3MmOkw19d/QGyeexFwirs/3ej9ioiMQG+2vWmuekNtcfrMQ+5+LpEL8yWq+SqTimt0E+3xNsDNZnaqmW0NVV+5zvr2zcDL6fF0Yv3qwVqDKiIyZBsAH0+P24mx0SPd/d+pTzzo+Y1pnPYZYGNiXLODqMnksdX3AgeZ2bwDnWsW4f6vE39bLAcsrLkwIiIiIiIjX1tPj/rtIiIirZYXUaQJV7cAC/x/9u4zTLKqWuP4v9PMkDNIVFRYIkFUQECUIAoCElSi5JwFI0ERELlXBRFJEi5JcvIqIHgBSSKKCEpegGTJMENmpqe774e1N+d00aGqq6pnuuv9Pc88XV116pzT82HXrrX3fjcxwNJFDOB0EoF0+7n7G2ngRx/SIiKjpNzupsD8LYF9iIlVlwNHuPt9Q5yifK7dgV+nX6cRYZ0Ak4HT3f2gdFzHUAM/aeB+G+Bw4CMV5+sD/gZcnf51A7MTEwFWIUKnIUL9Z0mPt3T3S6v5G0RExpNSX7w9DXQvRAQNLUUEK88HrEq0+QtWvD2303lTrq7Sazncv3Ki1b3EZiq3AvcAz6SfuHt3+cB6A6JFRFqVma1PMUE2T1oCOBU4wd0fqPI8swLfBfYlPg9yLSa37Q+5+8fTsSNqsyu+a+wDnFB6eQrwPXc/Y7jvByIiM5KZrUa0u3MQixE6iTbzLuBYd78oHdc+3OLdinZxR+DM9NK7xCJmKOoerwH3p+eWSq+vTbTT5QmwucYOUTvZ193PGPlfXPX9H0CEI2WTgT3c/TK16yLSynJbmRYv95U3Wxnp+Gda4HAKUTOHolb+JhH2dpa7P1P/3YuIyEDShrbrEKFyn0tP9xFjkdOIccpO4NtEGFzdG12VavptwBLEhi7fJRbbdRLjo/m7SWWdPn9HyBuH3QdcCZzk7s/Wc18iImNZuV+eQuBy7WIJYsHxwkS7eY6771TvtUo1lA2A7xFjs3lzXYjQoCPc/TfpuGFrS+XjVH8RkVZUbivN7BfAAUS7OpWooT8L7Aj8LW2YONA5liE2R1mZol3uIz4DbgY2d/eXm9HOVtz/KcQG7tnzwFHE3Ms+zaMXkVZgZvMSm9v+OD1VHjN9ldj8JNc3tnL3S5p0HwsQnykHD3AfxxNBn88149oiIuNdqsf8CDgsPVVuY08j5jveP9B7hzjne3MZzeyPwBeJOTQQtfGXiT7/qe7+RK33m2pHOwDHUdT/HwPW0pisiLS6ijp7rlWfDWxP1FceBZatZ53QKNXXJxAB0k+5+5sjvVcRkfGoYnPd+YANgAOJgOW5KeavTyPWMvUQNfpziH74g+7+TpXz6i8hwqfz3Jc/Apu4+zTlzYiI1M7MFgeuBZahWHN6C7CTuz/eoGvkzIJ5iRyBZSjmMrYBDwI7uvvfqxlvLfXRV0n3mrNpznf37RpxzyIiIiIi0lwK9hcREalS5eBHtQPdpeNzcW45ojg3F0W4fxsR/nkyEYT0tgZbRERGR8VisQ2Bg4jdkHMg/pvEooSj3f2dKs85WLj/q8AZNYT7dxLB/rsD86enu+kfLP0KMbF3OvHZkgfwp1OE2u3o7uemc+rzRURaUmlw+339eDNbmGhbPwUYsCQRTjQ7sHjFqXroHyKan4Nod3tKzwO8QUzOfZmYEPAcEYzxwgBB/2qjRUSqZGa7EUH+0L+PXFW4f2kB2rzAScRk2Pb0cg6DexlYzd3/3YD73ZbY1BHiM6QP+B1wcCPOLyLSbGa2KxHQOStFzSGH+x/j7hen46pdILYZcBHRfr+dzgsR9H+Tu59nZl25z1xqt9chJr5+D1iEYrFavmbui3/H3cuh+w1lZtsA56Vfu4nPkP8lNmxpyIRfEZGxphzAnNrsWYBJ7j65shY+khpICvf/NbB1eiovuFC4v4jIKEjjlusSAW/lcP9yqP5l7r5FOr7uevcA83Q2IAKKtgfmSU/nmnwf79+g90Vi0fPPgCfc/a167kdEZKwaqE0eoI29EtiQqLFc7e6b1NuWNzl8SOOqItJyKtrVg4gQ/DaK8KBngHXd/eEhzpHrN0sCJxKb6U5iFMP9030cB3wz/ZrnV/4O2N3dX2r09UREZmYDhPvn2ndumyHa513c/awm3ofC/UVEGiwH8JtZO3AksXku9F9j1Kxw/1eIeTknurun44asp5TWvi4OXAcsXXr5e+5+TC33KCIyHlTOhRnkmJ8Q/eg+ov39NPBsPTWV0Qj3H+m9iYiMFjP7CPCKu09p4Dnft0HLYMdVjKV+BPg48ENgOYqaSTfRNue1SA8CdxMbez1Ryi6oPF/ue38GuJDYNCDb391PrPuPFRGZyTSjXR/gGp8CriFyWfK8xt3d/YwGX6dcQ7mZaMenE58H7cBv3f1rNZwvf+/4DHA58H/uvnP5tUbev4iIiIiINJaC/UVERKpQMUjzKeAZd39xBOcZKNw/T7yFCPw8ETjN3d/VAjQRkeaqCPXfhlh4MC/FQE0vMXhyqrvvVeO56wr3Lw3ATAB+CmwJfCC9PD3dY0fpHvOATC9FuN7zxCD+5emc+lwREUnSIom+1McfKMxiVqJ9XR1YFFgNWJ5iAwAo2mBKv5c3WJlQcUx+/AIwBbgT+BsxofY2oM3dJzf2LxURGduGmSy7FXAB0fb2UGxsVW24f+5zfwA4nwiuyJ8H3UQ7/gqwI/CnvNFXFQvcKifdlkP988LnR4lF17cOdY8iIjNaRe1kZ+BX1Bnub2afBE4BVqF/IMSewCV5om55URxEfb50jkWJjRA3IBbC5b54L0WQ5w/c/eh0fMNqIma2HXBO+vUdYnPI54Ft3f1PjbiGiMhYMUDfdyGi//wJ4JNETftx4DViQ5QH3P32wd5fxfUU7i8iMgOZWRfwBfqH+/cQNfFcB2/4AuPK7xgphHQzYFXgY8ASxPeBd4nPhKeAS4F73f22Rt6LiMhYMUDbuQIRMvEFYA5gPuDvRH/9bCJE9FtEe/468OkGbXrbtPAhEZFWZWZfJ0L9l6bYAP1ZYG13f6SKGn2uvc9JjLWuTzFfsuHh/hWfBXMSG2/tnl7ONXYHNnT3x0Z6HRGRsWyAcP/yWGyeD3Oyu+9bDnJuwn0o3F9EpA7DzHWcFdgfODo9ldt6aF64/2vAH4BfuPs/Su8bKpx6XuB6YMXSPf6FCMF7QGuSRKRVDDAfZjFiXZEBcwKPAZPd/XYzW5vYTGWBdPha7n5LI+9B9XURaTVm9lXgMuAs4CR3v6sB5yznxXwe+DBwk7s/MdR7Kj4PJgHbE33vcmBzOS8G4EXgTODa8mfCAGO48xJz0jekqMP8H7CTajAiMp40o10f5Dq/JOovPUSfeTKwprs/1OiaRik/bBPgDGIeTg73n0asL7qihvPlMdyF3P2F8nONumcREREREWkOBfuLiIhUIRfozGw9YnfOJ4gFC/8Y+p0Dnmu4cP/7iHCk8xTuLyLSPAME0+Wdlssh/NcAv3P309JxtYYMNSrcvwv4JvB1IvQOisC6dopFG3mh3qvA7cCv3P26kdy7iEgrKvX73wv9H+CYDxILKL5ItMVtwHNEWzwHMHfFW7qJNjqHG3VQtNdlTxCBQ38kgv8vdvenG/OXiYiMbWmzqw8AaxGTnJYn6iiPAvsRCyTa6b/YrdZw/0WAi4kFD3mTltyHnwL8ArhmuAVu5b69mS0I7EBs1AXwNhGGPQ3YppbJWSIiM1IN4f7HuvtFle8pnSfXxr8NHE6E9eTwz6+5+29ruZ+0OOKjRIDRxrx/cxaA77v7zwe7pxr/9vmBbYnPBCjadYAt3f3SWs4tIjLWVSwgXgb4EhEEunjFobl/3U30hY8Fzs4L4mptnxXuLyIyYw0R7t9HfD94ANjT3f/cpOtXLnKejdi4PdfhXwGmuXt36RiNk4pIS6moU69HbGp7ANFWtg/wlquI8ckdifb8TaJWc2MjFgkrfEhEpHHMbHGiRv01iprLC8Bm7v7XatrPivDPu4jAznJ/uWHh/qVxgVmAzxBBGpuml3Oo/8vA5939oVrPLyIyngwQ7p/nGOb2/l5gZXef1sxah8L9RURqN0DY5yrAUsAmwMLE2tFZgDuB9dLvUKwDgsaE+19LjNmWw/2nAk8D33b3K0vvq6y1z5Lu+TfE/MxpRO1mGnB4nnsjItIKSvWMScSGudsBGwEfotgcEaKvfDmxAcrhwPzp9cPc/ah6N0tM96L6uoi0nFL4c3Y2cLy7/6vO81bmxUwFTifW4T9axfvz50M+z87E/PX1iXnruV2eRsxnnEYxX/KqvBapvH41zYdfhcicyWtNu4FN3P1azXcRkfGgWe36INe6GNicWPvfDtzn7is0+joV11yYqOvvQHwWdBDfC/7L3Q+t47z6DBARERERGSMU7C8iIlIlM9sQuLL01L+BLdz97hGca7hw/3uAE1G4v4hIU1RMatqVmAQLxWIxiFC4i/PE2DoWp+0BnJJ+rSfcvwNYCdgC2JMY1JlQcfhkYqHeD4C7SsFI+hwREalTefIVsWhhG4pFcycA3waWADYDPghsQEzMnbPiVDnovzf9y4870uv5nO8FkIqItCoz+wDwceAwIhx0SYp2EopJVrmv28bIwv1zG78IcC6xgUAON8p9+HeBfxGTxy4A3hpo0UNpku3uRMjd5uml8neNbd39gvLxw/5niIjMYA0M918AuIPoM2c7u/vZdd7fCcAeFJ8B5RrMniPZtLGifvRFIihp9/RyOdR/R3c/t9bzi4iMZRWfCxsSgf4rEZseTiMWmU2n2OSwvOEhwLXExlrnlhep1XB9hfuLiMxAQ4T7541tzyQWpj3VxHsY9LNDYRUi0soqQv1/SGxSuFR6eSpRO8kbb7VTBES8TIxt5rr7/wFfblSdQ+FDItIqzGwloj7xmLtPa8L5dwDOKj31GnCAu59T5fs73X26mU0E/gSsRnwmdFCMj/ZRR7j/AKGm8wCHEt8hPpGezmOnU4A1hhvPFRFpFYOE+5fnF/7I3X88yNsbeR9Dhfv/khgT/k+z70NEZCyo2Mzq08D2wNeBuUuHlec8VirPd2xkuH/uu7eXrn0G8GfgUqDX3aem96xKzHv/BjFHc1p6XyextnX7dJzmxIjIuFdq1+cBjiQ2zv04RVtebiPzcw8BCxCbkbcR+QAru3t3I9pO1ddFpJWk7JV70q9vAbOlx+cAv2xAuP8GxKbn2ZR07pOqCfdP5yi3y/MTm8D8GPgwsbFXbn/zulGIDRtvI9b+v5E/Iyg+U04EdiK+H0wA/g5s5O4vjfBPFRGZKTS7XS9dp5OYw343sc4/11uuc/f1zKzL3bsbca1Brr8OcB3FfJwu4u/9rLvfM9R7RURERERk7FOwv4iISBXMbG7gj8DKxAK3NmJQ5DFiwUKjwv3LE14V7i8i0gQVg+bbE8Gc0D+QbRciUKin8j0jvGa94f6Vi91WBxYC1knnmpL+3QTc6+5vjvReRURkcKWw5j2Ak4nB/S7gQWA1d3+9dOx8xKKMdYDlgU8RE7VmSe/Jk3inV1ym3yIIEZFWZWbrAjsD6xPtaV6sPC39bKcIDIUiXAJiUVpNi91KdZqFiLDqdYF50st5QlV2G/Aw8HvgFeAlYD7i+8SXiAV6a1EsiCt/B9gpB2uo1iMiY0094f6ln/sBx1O0rScD33X3d0Z4T+WwuiOBvYkFctC//X1vU5Uqzpn7/V3pHo8ANgQ+lg4p1/Hf25RA7bqItIqKz4OtiXZ9PqL/mxeltVe8LddByhudP0hsrPXzvLltLZvrKtxfRGTGKoX7HwKskZ7O/fy3gYOIcdB3Z8wdioi0noo6ySnEJoi5VlHeaLysh+i/59dzn/xVYD93v6SB96fwIREZ18xsM+Byok5+NHB1Dsps0PmXBW4kNmLJwRNnAz+upgZSGg+dQMyJX5Ooo7cR/fiXicCLidQZ7p+u9wli3PR7wNKll/L3hleAtWoNLRURGYtSUBtpDHJeYPJg44pDhPu3AbcAh7r7baNwz0OF+x8PfL8Zm9iIiIwlFeHPPyLmHH48vdyT/k2g2Eixl4HHVGue7zjAvZTD/a8ANqV/CPWE0uEPEeFyrwKzA6uU7rW8eftV7r5x+W+t5Z5ERMaaUru+APC/wGco2urKthTeP7+8j6JNP9jdf9rAe1N9XURagpktQ8xP/0J6qtz+1hUCbWaTgN8BXyTmGnYQbfZrRK19ROH+6ff5gZWI8dkNKfr3uZ6S++YPAFcAl7r7vaX3bw2cn37tIdYo7eDu16kvLiJjWTPb9QGuNRvwCPABilrM5e6++Wj0jc3sOOCb6dfp6d+O7n6J1hqJiIiIiIxvCvYXERGpgplNBPYE9geWJIp4ecfjRoT7L0uE+89N/wmv9xLh/r9RuL+ISGOZ2VeA84jFaO8QQcsQbfrlTbheXeH+6bWqBo008UpEWtlo9JnNbB3g+tJTrwIruvszpRDQfm2xmc1ObMryMSL0eUliAUcfxWcQwPnuvl16j9pzEWlJZvYN4GfAgsRk2bygrbyoDSKwc86Kt/eWftYa7p9Dp+cFvgtsRhEykTdi6Sy9ZVq6v1fTfXSUXu8l2vgclPQGsKe7X5iupRqPiIxJIwz3Ly8qOxvYnmgnu4Ht3P2yOu+pHFp3ENGGz5PuJW/G9RixucqtVZ5zESIwYz1ioUVeUNFD0bbv6O7npuPVdxeRllDRpu8CnJ5eKi9WfpPYDMuJdvjDwGpEXQT6h/s/R9TpD1a4v4jI2FMK9z8Y+Fx6Oo+Dvgns5u4Xz6DbExFpKRU1m1OB3Yh6RjfRLr9L1KmvJebITAU+TyxoXogiwBmKoKJLiHD/lxpV+6j4TvFl4PsMHD7047xJrojIWGBmXyfazezvRLj/tfWG+5fmmm9HzD/sIOofrwObuvtNNZyjC/gtsAHF5gBdRND/HsCxwEa8P9z/FmJe5UvV1G/MbAngJGBtYgyhHEoNUTfazN0fqu5/QURk7KoI9d+ImA+zubvfP1g/e4Bw//K88wuBH7r7Y6Nw7wsQQUSHpKfeAmZLj9d19z/A4REMAAAgAElEQVQ1+x5ERGZWOUg/tZWXE+Ohub6R+709xPyYJ4l1S1CMmWaDzXf8lbs/MJJ7So/PALahWKOa++S5j5/leTDTKMZ724ig0S0rzysiMl6VaicLAjcR634q6xlvEPNc+og57nMRbWofRXAo6fgbgP3d/cFGzRkfYbi/5quLyJhjZpsC+9CccP9NgCOB5Ym2O/fDaw73L52zMuT/G8Qcmt1Lh5XXI00jxm5/CNzu7nem951NzLHPrnT3TWq5FxGRmVEz2/WK68xCBPsvnJ5qAy5z9y3qPfcw182ZAlsA51KsN+oALnH3rZp5fRERERERmfEU7C8iIlKltFPyzkTA/4dQuL+IyJhlZisQbesa9B/8aUqof+m6dYf7D3N+fUaISEuZUeGZZrY0sWh5PopJXJu5+7UDTMbKIdHvu1czW4pYoPE1YsHGW+7+zfL7RulPEhGZaZjZbsCp6ddyOOgzxKYqNwL3AW8Ti8pWAhYhFqF9ID3OiyPKfe5aw/1nB9Ynwo++WDpkOsUCiBzc31N6Lj/OQdJvA/cAR7n7H9I11G8XkZlSte1TDeH+x+QQzxQWNAm4E1gqneoWd1+rQfdevqcfE8GieUOYvAD5AuBH7v50Fef7KhFWPQ/xedSW/rYe4AXgQHe/tPLaIiLjWcUC4R2As9JL5Y1zTwCucfdrK967KhHk9pP0VLmvPyWd67sK9xcRGXsGCffPbfHrwDa5JiIiIs1R0Vc/EvgBUZ+ZStRjXiACQf/i7v8svW92osa+J1BeyJxrPACHuftR6fjRCvfvAZ4GDnD3K+u9nohIs5nZ4sDdwLzE2OAsRE35TqIWUne4f7rOTcSmLNl7bfQw78vjn11EDWYb+ocI3QKs5+5TzezDxLzK9Sk2Xx9puP9xRBj0VIoN0l8A/kLUgZoeSC0iMjMxs/WBXCO5mticZdC2dIBw//KmuacT81CGHfesVwqs3h84tPT0he7+jWZfW0RkZlUR/nwzYMT4ZwfRd34YeJBYO/QaESo3iRgfXRH4KPANYDFgfqIW0k4x5xBiDuUJIwj3f6+vbmYHAxsDn0kvT0/Xaat4W/m6LxKhc/uncyjUX0TGvVLtZF5ic9yViP53F9Fu3kEE9Z8PPE/USuYFNgO+BKxLsbFLub5+rLt/t3yNBtxrNeH+TxKbgZ1f7/VEREZTRRv3FaK+vE56uSEh0GY2G7AhMZ66HA0K90/n7tfWm9kXiHHYzxB9//KmWvlv+SdwHbHZwPrEmMLS6Z7eBXbJc/FFRMaa0WjXS9fqINb+3EdswpXb3LuJOY3Tml3fSGOxfwU+SfH9oGFrpkREREREZOalYH8REZEqlHbInA/YBYX7i4iMSWbWTgyEfJ9YYDBb6eW93f3X6bimtbPNDvcXEWklZjaRWKy2AhGy30X00e8HXnf350rHNjRs08xuA1YrPfUDdz+6ivfl7xaDftYoGFREWpWZ7QT8T/q1HA76E+A6d79liPcuREx2PYxon+dPL5UXNlcb7p/b6vZ0D4cDm6fztxOTu/Lithxk0UcxoTd7HjgTuCyHJammIyIzk3r6pCMM918CcIp2+TJgK4AGLVor39NJRNBFecHFZGB/dz+/ytChs4HtKWr1k4GbgBPd/cZ0jNp1EWkJFYsrtgB+Q7GR1azpsN2Ai9z9rXRcF9BXXghhZl8ELgXmpFg0AQr3FxEZVRXtep6vMuK+7TDh/q8BW7n7Hxtw6yIiMgQz2xw4FliUmI8ykdg0d1N3v6t0XBvQUdFXP4To038wPVWez7KPu5+SjhuNcP+8ee++7n5yvdcSEWm2NLf8R0Q9eU4i0LOTBob7m9kHiCCIJYg6/EPA1u5+/1Btc2ncs4OokexJtO95A/PbgK+4+xQzm5jC/ZcELicCR/PfUnW4f0Wt/nIi5A7gdmID3kvd/cWR/l+IiIxFZrYMMacRYuzxNWLe+m+HGbOtDPcvrzE6DfjJKIX7LwTsBxxCjANsk57XPEcRaTml8Of5iZDn5ekf/nwNcBTwgLu/NsR5FgU+QQQyf45iPmK5JtOIcP81gE2Bb1Fsvp5rL+XxWoBLgKvc/bzK84iIjHcp6PlXwE5EW9xJtJW/Aw4Enq9c21/6TPhpel+eu15uy/dz95PKxzfgXocK98/Xvp6oHb1S7/VEREbTKIX7zwp8hcgYaGi4/wDXmh9YmPiO8EliTRIUf0sOfr6RGE/YmNg4LDsxb7olIjIWjVa4f5oHA7EB4xoUNY9XgBXd/T8j+wuqvn5Hut75wNcoai+TgVXd/ZFmXl9ERERERGYsBfuLiIjUSOH+IiJjW5oA+1diIXMe9D4ZONjd3xile1C4v4hIHcxsTmBtYGci1H9R+gcpv04Et10BPOzuJ5ZDmuuZDFvqt/8W2ISiHT/N3festZ+eJwyUJieony8iLcnMvkoEOUygf6j/TsD5OWCoYtHZgG2mme1OTIL6YnqqcmHzsOH+A5xzLWAl4NvpHucZ4vB7iDCNw4Anc0iH2ngRmZlUTJDdDvgYsXj3z+7++8pjBjlHteH+x7r7RSnw4d/EBNWJwA+r2Ryrxr+r/DlxJbBhuo+edE9PAiu7+8tVnuNq4MvA48ARxP/PY+k1tesi0nLM7AvE5lWL07+fvYW7XzbMe3NtZm0ixH8JioULEOH+ZwLfU7i/iMjoSJvnzuXuL5pZl7t3l16rtdatcH8RkRkkB/UTYW87USxQfhZY093/PUQ9vVwH2RnYlwhyhqId7wN2dvdz0nHNCvc/iNi4txO40N2/Ue81RERGi5ktTwQvbwfMRoPD/c1sQeAiIqSti5gPs3k1ffa0mfl+wHeI+TW5HnMn8FV3f6YURJd/Lk0EXyzEyML9O919egrF+xnxmXIE8FZ5YxkRkVZhZvMQG5wsXXr6dHffI70+FsL9O4BV3P329LtC/UWk5ZTGO+cigto2oH/48yXANrW2j2Z2KDEnfaX0VK7JwMjD/ft9tqT5j6un68xFfCa9QATM/Y3YkOCavKZK7byItIpSLeQrwPEUmQHtwCXuvtVw702P9wT2AZZNL5fb8p3d/ezK99R535Xh/t8FVi1dc0d3P7fe64iIzAjjLdw/Xa8d+BKwHvH35PHcqcTf0wa8TPTVu+i/Cdcq7n5nI+5DRGRGGK1w/3T+C4Ct6L+GaB93P2U0ah1m9h3gp+nXNiI7ZiV3f6KZ1xURERERkRlLwf4iIiIjoHB/EZGxycw6iZC5PSkGvJ8C9hztIAmF+4uIjIyZfQPYCNiy9PQ0YtJSebC9rfT6LcCVwKXu/lQ9/ejSoozcjufQ0oeB1dx98kjOKyLSysxsFSKAc0X6L2TY2t0vruE85QCi5YgAowPTyyMK96+ctGVmSwILEwvc5gEWIxZvvEuEVz8FXAu84u7dqt2IyMzOzH5GhPmUbevuF1T5/mrD/X8OXE8E+8+V3n64ux/Z6LayVGdfkQiIXjHdx3Tie8OxxAaPg4YHlc4xgQiIvnqozQBERFqBmS0D/Dex4QkUmyxu7+7nVXmOrtRPXgH4MxF0l0PhQOH+IiINN0BtYxVi49wvELWNBYl++ktEzeQpd38kHVtruH8nsC4K9xcRGXVm9nngptJTLxMbcN00XL+6or6zFfAtiiC5bqKe8iax2Pk3le+p874rw4f2AF5y910beR0RkdGQ5n7vC2xLc8L91yFC8pcg5jteUU07aWbrEWHQKxF1mDZik/K93P3mAY7P9fH1gcuImn8PUb+pJdxf46QiIry3EdeswC+A3eg/L2Zzd7+8inPMFOH+pftRP11EWlaaR/I9Yq7N7OnpduC37v61dExV7WTFfMe1ifmO26aXy239iML9B7nmRGLt0mJE/eht4N1yn159eRFpRWZ2LtEG59rJtcDX3f3toWrsFfX1bwD7Ayunl/N60beIOsx5le+p857L9fWNgG8DawK7uvuZlceIiIwl4yncf4B5O+sTAf/bAvOVDu2lWA/bS9TlJwAbu/tV9dyDiMiM1ux2vbTufy/gJPqP017s7lsPeYI6la5/CHAUxfeK14BV3d2beX0REREREZmx2oc/RERERCq5+yvA/xDBEE8Qn6mdRMHww8ClZvbJEZy3Jw3y308scp5CTMJ6Nx2yPLHoYzszm5QKe22DnE5ERN6vF1g2Pc672F83IwIk3P1UYpFFvpdp6fG8wK5m9t/puB4z6xjt+xMRmRmZ2U+AYyhC/XM/uYNo09tLj7uJCUy9wOeBI4H/M7PV6pmYWnrv8+lnZ7rGrOnaIiJSJTNrSwvdNgM+lp7Oi5e/VUuoP7zXd25Lj+8jQuQOTy+X6yu7A/ulcI3hzlmeQNvm7o+7+1/c/fvuvjuwibuvTyzeONLdz3b35xXqLyJjgZmtAeyTfp1O0U5uYWazVlN7TqHL7enxmcTCtLeJfvJ0om/+KeAgYEfgHWKSKkQtveFKi+icWGCXFzfkAOqVGabvnj5T2t19mruf4+4vqz4jIq2q1P6tD6xFtKe5Tf1mDaH+He7enX7dkgi6yPWc3O+eG9gZ+Flqh2uqj7v7G8TGvhempyYSIUmzA98lau/zVns+EZGxLrW9OUhiDTM7GriNCIFbF/g0sDjRvm8O/C9wkZntDv3q4VVJm2fdAPwXcGt6OrfFc6Vzr1fnnyUiIiWl/nJuX6cSNZnzgb9Dv1rJgCrqOxcRgaN3ppe70vlmB04ys+0q31OP8vxHd/8DsIdC/UVkrEpzv08EziMC23Ib2keE6h8KrJ+CNKtWaif/RAS0/Q/wr/TcgO1kbqPNbD6iNp83bGkDniU2wL1jkL8jf278ldiAMYf65/fneTiXmtkCg9VvKue4a767iLQqd+9z97eIAP5pRK1kGvH5sJmZzTVcG+nurwKnAD9MT1XOgTnUzBZvxv0Pcj/qp4tIyynVQRYENgDmpBjrvJ2YL9OvLj+civmONwI/AE5IL5fb+j2I+Y4fr/dvcPepaUz1YXd/KX1G9RsL0JxHEWk1ZrYa8PX0axvwMHBECvVvG6rGXlFfPx84jqK+PoGoDc0GnGxm21a+px4V9fWriE17VymF+rerTReRsaqijbsSOB74U3q5vB5/B+AAM/vECK7xNnAlsSnvfUTfvp1ou+ciauv7mNlHR/6XFHWU0t9zLbFZ2GrABcD96dB2ijWxbcTfeZFC/UVkPGh2u17q995KrGfqIsY4AbY0s68P+MbGyTX+2dLPvnT9V4lwfxERERERGccU7C8iIjJCCvcXERmTNiXaVojB9SnAWdBvou2oUbi/iEj1zOw0IqB5QYqwt0np51tE0P5zxKA7xMB7B8Ui6QnA0sB1ZvYdM1uqdO6R9KdvT9frTudfjAg/EhGRKpRC7z9EBHdOopgwdQVw0UjOW16AkMKYjwQOTE+NKNx/oHOXTE+vTa/yeBGRmcncwCxEW9ZB9JkB+tz97WrbsSrD/T8BbEwxURVic6ymtZfu/g5wMtFv76T4nPk8sHUV7++t+H3IEDwRkfEoL1A2s8WA7wBzlF4+lQiqq+Y8HbkdNbNjiRoPROgoxDhrbmebGe5/GLBitecSERnLKtrebxEhzQcRff9eig2weogadw6V+CTwazM7ubxArto6etrEReH+IiKjpFSvWD39nEi07b9PwWzVnmeocP9c4xmNcP/n4b3vIgoLFZExpxnh/hXt5M3Aj93938O8J7ehexMbLELMb5kOXA9cnWroQ51jCnA1MacxB/pD/3D/S4YL9x/osYhIq0n9238Qmy32EuOybcBXAEtt/ZB965kt3F9EpNWU+th7Aaumx91E7fsS4IV0XE1zSyr6zE8BhxDBohBtfR5P3QPYv5b5jgNcq7f0uGeg50VEWtQiRG09zwX/B/AgVFfPqKG+fnKT6+t3u/udoBq7iIwP4yncP12r/JnS4+6PEv38rYCTSN8piL+tHfiNu28DMyb/QESk0Zrdrqe28hHgd0QdPo9p9gJfNrOF6/4jBlHqe+f1Um3EPM3XgVeadV0REREREZk5qHAjIiJSB4X7i4iMOYtRhFR0ESFzT8KMm4yawv33TL8OFO7/03Rcj9p6EWlVKdR/V2Kh8zSi3z0F+D8i6O0LxALolYEvpecuAF6iWATXQSxumJVYIPcdM1sJ+k8IqMHL6V9XOj+AFsaJiFQptb0dwPeBBYhFbrk9vSGH9zToWscTwXXQf7FbzeH+A5xbARQiMpa9QPSvc+h9ro08Wmv/uMpw/88RgdD5OuuNpH5erVRjfwb4GfH35dDoXuAjzbquiMh4kvrtE4hw5oWJvnQfsQD5YnefPNw5cjh/evxfFBtvvUMsjH6d2LCxg/eH+/+8znD/C9JTeX7UE8Bd1Z5HRGSsqgj1/ylwNFFDh+if50XAHelfrqH3UoxV7gkcYWbr5g0aFe4vIjLjmVlbbo8r2uUFKfrT17n7jbWee0aH+w/1u4jIWNKscP/S47ereY+ZbUwR/vxuuo+XgeOqHYt19z8CF6df2yr+9QBrAr81swVT/aazmvOKiLSaUjt+G/AU8ZkwlRg7/S8zm7uaeewK9xcRmXFSTWYhYP30VDdRa38DuMzdpw/65hqkjRqPBo5LT02kqNvXPd9RRKTVDVLP/hxFvaMbONndX69lDuXMVF8f7DkRkbFovIX7l67Zm+bivOXu97v7fsDWwGHAY8AZ7r4DvDf/Upu1iMi40Mx23d173X0qcBPF3Mje9HhrYA1ozmYpZtZuZnMBq6Wncp3oYXfv1gYtIiIiIiLjmzr8IiIidZrB4f77ADvkcP96/xYRkfEqDYa0AesS7XRuM29x92dndGC+u5/G4OH+u5jZoek4tfUi0nLM7CiKUP+pxAKF54iB+Z3d/Wx3/4e7P5v+/dXdz07v+SxwKfCfdLq8uGEiManq+2a2NtQW7p/66b3APemp7vTzc+l1LVQWEalOO/Cx9Lgz/X6Hu58C7wslGpHSZK+fAT9PT0+kaLu12E1EWlJqHx8DTif62Z3p35+Bw0ay+dUw4f69RJ++j2jve4n2eIl0Pw0ft85BpsAD6Wc7sfiuHfiKmc3R6GuKiIxTc1D02/MGh1e7+03DvbG8qMzMDiM29oIY75wFeBX4KLFp4zPEIorcV58b2In6wv33Ai5M9+3ASu4+pZbziIiMNRWh/qcB3yXawdy+TgfeBC4BzgAuIhaz5bCKCRSbIm5MhI5untpihfuLiMxApXp3n5mtAWxpZh9Mm3EtRvSnAV4pH1+LGRk+JCIynjQj3L9aKXB0TuDrFAH8k9LLB7j7v6r5jCi17bk/30v055+kf9jd6sCNZvaBRoWZioiMV6mu/juKGkwvsDSwKlQ3ZqpwfxGRGSOt5VkSyGtEc5t9lbv/p5Fzx939HSLY/9z01AQ031FEpG6ldUCY2TJmNl96ae70sx14DXgub3xey/lVXxcRaY5xHO7fB0U9yN1vcvejgFXdfff8mkL9RWS8aVa7Xjrn6cBl6elOoqYyCTjVzJZtRh88tdVzAB9MT3Wln1eXXhcRERERkXFKRX4REZEGmIHh/isAexNhFyIiMoi0w3IfME96Ki9mnpJen+GB+QOE+08lBormBZYxs67B3isiMl6Z2deA7YmFzXnw/GlgHXe/0t2fTce1ld6TH09z90eBnYEjgFvS83lgvwvYhFjI9iWo/vOgFBB6R/qZ2+hlzaxLC5VFRKq2OrBaepzb4OfNbGIOi6v3AhXnOJ0IlINigQRosZuItCB370t17WOALYAfEX3nL7n7O6kuXXM7PES4f+W4dB/RNz/czOZt5kRVd78BuDH9mr8vzDLAPYmIyMC2BD5NsTnLrcDRMHTIUFrknBdEfxM4OL00lajxTAa+6O4vu/uDwLbA60SdJQdKNyLcfzvi8+iz7v6qmXWWajsiIjNcIzcbqQj1P4Vi09xcE3+JWIS8rrtv5e67u/s27r4OsDVwQTp+IsW8lDWBA4AtFO4vIjLjpXZ4fWLs83RgX2Jh8OMUdfZn67yGwodERBpgRoX7p9r+UsCmxDzJvOnulcBtpWOGO0+u299AhNp1Et8Tfgr8lqgTdRD9+2WAXzdjowIRkfGi1F8+BvgHxSYpixLhcLlfPWzdReH+IiKjq9SGr5h+TqOYc/I0QKPnjrv7M8R3ibvSU5rvKCJShzznJD0+Dvgr8C0zmwd4Jh3WCzzj7o+NdA676usiIs0xXsP903V7K35/GfrPvxQRGW+a0a5XzGu8CHgsPc7ZX3MT8xU/2ug+eBoj/SawYLpWL/E9475GXUNERERERGZeKvCLiIg0yAwI93+LWGixPPCRRvwNIiLjWRoQmQD0UCxm7kivNSwwox4p3H+P9OtEYjHfI8A3U/CFiEhLMLO21G5vACyWnp4APA981d29PGhenjSbH+eBdXd/CzibCCq9rHSuXqK/viawu5ktOIJb/U/pcTexgcyHRnAeEZFWNSvRPy9PNv2Lu0+l6LM3TNrw5Zp07l7i+0B5sds+ZrZ0o68rIjIzc/cn06ZZP3b3s9393XIY6AjPOVS4f27f24nPgA8BmzVrYVr6btFGERBNuu58wAeacU0RkXFoTopQ6D4iuG16qrsMuHAsLSrrS4+3Bb5N1Ly708/JwEbufreZdaZz3QJsnk4xkWJRxojD/fPiNnc/sRTqrw0ZRWSGM7OPmdlnoZgT0oBzlsMofk6MOfYRfeGJRD17M+AYd78jHdeRNxd394uJTVi+ld5XDoRblejXK9xfRGQGSu3vqsAf0lOzEYuYtyTq7blt7snH13EthQ+JiDTAaIf7p5p4B7AX0U53E2OibcDN7v6fod4/wPna032/k+55LmBZ4AfEhrrt6W/qAe5K47wiIjKAUj39FeDP6XGuu29R6ldX1Y9XuL+IyKjKbfOH0s9OijmPz8HQG6LX4QbgqvS4lyJUFBTuLyJSk9wfN7NjiMDNOYi2dF+K9fltwCxpDHXE7brq6yIizTGew/0HuZeGr6kSEZmZNCvcPz28Frg+Pe4lxjN7iXHOk8xsyUb0wUvvXxJYPT3uIj47rnf3uwZ8o4iIiIiIjCsq7ouIiDTQKIb7v0YszGsDznf3XzXmLxARGdfaiEGcvFAN0qTWesLqGs3dTycW1gE8Cqzm7q+YWecMvC0RkVGVBs8/S4S2QbTbbwKHuvs/cihbFefpTcdOd/ebgdOJxWu96V8P8bnwvLu/OIJb/QvwdLq/LmB+YJURnEdEpFUtQrTDfRR99DmacaFS2Nwvgb+l60L/cP89gT3NbDFERFpYI+okNYT7zwVsQSxUa8rmi+n7xcOlp/Jnz7SB3yEiIhWeJgLcJqafv3f3vqFqM6VQ/y8Q9e5FKRZGvA7s4O6357oN0JceXwdsnU4zgaKvPqJw/8rFbQr1F5GZgZn9BLgEuNXMToT35oRUFZQ/yDnfq5mb2YHAfhR93klEW762u+cNFcnXdffu0gK5Z4ATgN0owv1z26lwfxGRmcNyRLhyDgCdHziQ6HPn/u8qZjax3gXICh8SEWmM0Qz3T7WQNmCZ9FSec/gQMb+dWr57pA0TXwGmUHzOzOXuDxIheH8iav3HuvuRtZ5fRKTVpBrOu0Tf+iWiPtJDtLFrm1lXje20wv1FREZBacyxPJ8mP5f78Q3tB+eN1N39cOA2Bp7vqHB/EZEamNmKwHbp125gPmKz9I+n59qBhYEFq1mvNBTV10VEmqPVwv1FRMa7ZrTraW7j28DBRB8811Jy7WYt4GwzW7qePnjKAMvfG74PrJYetwH3E98BNHYqIiIiItICVNgXEZGWUFnoakY4UFYR7v8kRbh/N40L918DeAw4y923g347eYqIyODy4EieRLuEmbXNbAMi7n4qEWi9iru/amadChwSkVZhZh2pv75VeiovNHscuB3eH8o2jPZ03g8CZxOL13Kgfwdwqrvvm46p9fOgh+jntxED+71EaIaIiIzcQlBzWz+sNNErT5i6lGjDe4g2PC+QADgA2FF1FhGR+lUR7t+bfn4R+Hk6rqeRbXDp86SPoh4E8RmgYH8RkSq4+/nE4obXgKuAp6ppq81sSWJB9GeIfnc78TlwGHB9Ondf/llqs39PhN1B9NVzXX9E4f4iIjMTMzuLaFNzOMTeZpb7wiOuhZQ2VNmIWMSWN0eZCDwLfNndHx2s3ay4dnvqv+9K9KHbKcKKmh3u/6Uq/2QRkZbl7mcQC5lfpFh0PDcxBpp/XwDozZug13k9hQ+JiDTAaIb7A58EVqSowbcBbxDzW0b63aP8vWCudJ77gK8Dm7j7QfBeUEZDx3lFRMaT0tyVp4H/JuZGdhBt9Y7AmrW2owr3FxFpvlKdo7f0M9fbl4OY79LIa+bPjPTrL4BXiM+LNhTuLyIyIu7+T+AsYpOtrvT0IqS2nGhbpwMLQv1r9lVfFxFpDoX7i4iML41u11OfusPdJwObAE/Qf2y2C/gccJWZrVje1KvGjXd70nt+me4NYjz1beBaIhOh4WtkRURERERk5qOivoiIjHvlwpmZLW9m86egh85mXbMU7v8/wPPEZ24HjQ33X8Xdd4H3FkL0DvN2EZGW5u7vAg/TP8jtU8CiM+OAiLvf7u5TUruvUH8RaRlpMLuPCH2DCPYB+I27P1TLuVIb2pOC5P4CLAy8Q0yCbQNOd/e90rGdI1gU9xIRQJTf1w6sZ2YTZ7ZNY0REZlL3E8EVbRRt6QIwos1WhlVaPHdTul4OCc2Pu9PrRwJbN+s+RETGqlxTr2Xh2DDh/m3ExNU+YDcz+07lexpwz+3pvpdL18t19BeBt9XOi4gMrdSGnwTsAZzr7tOHGpcsta0bA9tQzE3qBs4Brkj1+gG5+ztEuP/jFPV8hfuLyJhnZucQC7h6KQJ3XgT6zGzeBpx/LmBzYIX0VFc6/9bu/kBuN4c5R6e7T09hortRbMzSQdEWNzPc/2IzWy/di/rqIiIVct/X3Q8BjgUeTC/lGnvuO38S2CsdW0ZfDK4AACAASURBVPd8GIUPiYg0Rpr7fQLwGwYP9/9yA8L9J6Zzl/vU97r72yNpm81sOWBJisC7TjNrM7M2d5+SAjY0l11EpEql+sxtFBt2vZOeO8jMPjCCcyrcX0SkiUr93Nsp5hvmOsySZtbR5PmOdxGbsOd5Ngr3FxGpUanGfRBwDPBI6eXyeqB5iXaVRtQ5VF8XEWmOQUKgb0gvDxQCveIIrqFwfxGRUdLodr2UzfUcEe7/JP3HZnuAjwK3mtk+ZrZ0vg8YfO5iec66mc1uZicRcymh2Mj3n8Dx7v5WDf8FIiIiIiIyhqmgLyIiLSEV8dYH7gbuMLPF0mLkZof7nw5cAbxOfO7mgfZ6w/3b0uRb0mMthBARqc4jFAEUPcAswPLQfyClmWqdsDtcwIaIyDj1EaLP3E0RFvSvvDC4mhNUhPr/mSLUfxJFqP8epWNHuonKUxQLJCAmZjUkJENEpAW8RbSf5bGKDczsM81qR1O//2GKTb/yxFqICVp5YfNpZra62nMRkVAK+FwI+F8z28jMZq3mvQOE++9HEe7fTrHgeX8z263yPfVItfMeIggais+cu919stp5EZGhVbThl7j7tTDkgoW2NC67OhE02kmENQM8BFzk7s9Ucd3riUVxuZ5f3pwlh/v/TOH+IjJWmNkRwHZEW9ZNLDb7N/A14Og8/6NO66ZrZG8ARxAhccMGT1SE+t9ABPhPI/rTEO1xbtObEe7/NlFfv9DMFlJfXUTk/VLfN/fPjycWMt+fXs41luyzORC0EcFyCh8SEWkMd38AOJHBw/0Pof5w/zmJtrmPItx/zlpPUmrDFyC+F+TAjEcG6q9rLruISG3c/Q4ijB9iPjvAx9K/mue1K9xfRGRUPEfUYPKmV+3AOsDazaxpu/uTwBkVT7fRfyx2d2BfM1u+WfchIjKWVdS4fw4cR4Q0Q7Tnua7RB6xiZiu8/ywNubbq6yIiDTJACPSvGDwE+ptm9okRXEPh/iIio6TR7Xopm+te4KvAExRjs+3pfLMRG3+dZGZ7m9ns+V6gGC8t3VePmc1iZl8FzgP2SpfL2QXPAjtXM1deRERERETGDxXzRURk3EvFuw2BPxCffR8ids1ctJnh/qnA9wLwc2JDAYgF2h3pZz3h/n0DPRYRkYGVFin/k1hkNp2YyDo3MXA+KgH6KTg6D+TM3uzriYiMYYsTA+JdRB/+FeBv7t5XTf93BKH+NX8GlCbJ3k1M4n03/VwUWKLW84mItKI0Mep3pad6iHZ/PTNrb8aCBHfvcfe3gKcpgiz+AZydHk8iJmbNAhxkZos1+h5ERMaavBFWCvW/GdiIWDC8iZlNquYcFYvTzqJ/uH8OF1oU2M/MvlH5njptB6xMEaIKcE/62+oOthMRGe8GCmUbrD6TxmUXJ8ZH24l6SQ6iO9Hdbx3ofWWlsKIziX57/pzInwm9RG1/V+D4Uh1I4f4iMlMys1WJhWEQtY+JwONE0M9t7j6lAdf4EHB0+nVqus4fgD9WE65Z6vNPAK4BVifqI3lT2weI9ngijQ/3vyU9nQPs/pDm2oiIyAAqaiynEeHQ5XD/3O5vDmyWjqu6ja7h2rWED6n+IiJSUmW4//p1hPvnOTDl+s1HzGxCLeH7qQ2fhajnTyLaeoC/pNc1f11EZIRKY6AXEvMbIdrvRYCDYWTz2qsM9//gCG9bRKTlufvdwBWlp/IclM3NrObNtGr07/Qzj8H+M/0+kaKt340IFZ2/yfciIjImVdS4fw2cxPs3z20DPk2qr4M2zxURmZnVGAJ9gML9RURmbo1u1/N4ZqrprA88QrFh4wSitjMR+AIxfnu1mZ1iZmuZ2ceAWVOffB4zWz2tdboBOBnYOJ0nr0N9CfiSuz9cz/+BiIiIiIiMPSrki4jIuJcmRn0//TqNWGT8QeC2Zob754Khuz8JHEhMkppALJ7rpM5wfxERqV5pEdmNwDPEgEsf0SavZWZfafY9pM+EnvT4JOBgM1u22dcVERmjcjhoDg4CmKWaCbGjEeoP/ULt7gbeIAbe24mgpEdGck4RkRb1QPqZF0N0ANsDCzZjQULpfK+Xnl6eWHD3+/T7hPRzZWDF9D6FhIpIy0r963mIjVCWJgL5FwR+CWyagn2qOc9g4f4dRFBFG7AsESixd+V7RsLM5gbWSufuI9r4Z4Dz0/kVPCQi0iClPvNngaXS41zjOcfdT0/HDVnfKdVq/g08TxFO+ndiQUX+fQ5gD+C8FCjd9M17RURG6HNEPxdijPIVYBd3f6beekOpTV0SmJdYNDyR6Pue6+6PVXGOXFPvAi4j+s/dRB+6C7jR3ZcjAqIbHe5/PfBT4NZ0vfPdfdt0X5rbKiIyiIoay6n0D/fvpFjIfJKZbZqOG+1w/5PNbPt87XqvKyIy3lQR7n8oIw/3/xexWWL+vtEDLAGsDTWH0X2K+D7Tm+7tBcBHcE8iImOWmbXlttPM5qh2bHQopbmHzwC3pce9RJu9hpntWMe5hwv3P6QRf4OISAu7p/Q497m/TKxVbeY8wxuIsdMeYu7L2cR6VYi2/k1iHHV3Yu68iIgMYJj6egdFff1HZrZ5Om606+snmtkO+T31XldEZLxTuL+IyPjSjHY9zW18mJjjfg3FutI8Rjs9/f45Ym76H4nsgHuBh9PPPxP1mFWJuZp5LsyEdMyaaQxYRERERERajBY/iYhIK3gHuIAohE1I/6YSixRGI9y/3d3/CRxMFPPyBK080K5wfxGRUZDa48nAbylC/duBBYCvmNls6bi6J1oNJC9UNrPdgb2I8LpDzGyVZlxPRGQsGqANzgPbXcCsFCH/g71/VEL9S9drJwbwJ6enznH3HQf5W0REZGDHAP+kqJfkWslJZjYhLWJoZJtarstATObqITYYuAyYkn7vARYiNuTqVEioiAirA7Olx7MQQZ8LAMcDm9QR7r8/7w/3N+BwMzs8vweq72NXHLcNsViCdI23gF+7+/MKChURaaxSn3lXYH6KEKKXibp83gB32FDPVM9/i2IhRjvRjh9OjPnmcP82Iihj/Yb9ISIiDWJm7WY2F7BdeiovKHsMuLe8KfhIldrUvYH5KOoev3D3a6q5x1RT7wTOADYiajM51P8WYIN0rSuINr6R4f7TiXD//YHd3X270n0ppEJEZAjDhA/l+ZEAZ5nZl9NxoxU+NJWoIx1lZkvXez0RkfGqieH+U4l6DERtpoP4vpD79n1D1cfza+m6+xAbOObazA3u/q8a70dEZMwqhQf1pX71rcA5ZrZZxXE1hzin2lAv8GOiL99F1GRmAdasvIdaDBLu/1Z6vFv5/CIiUp1Se3wM8A+KfIbpwGJECPOkVHNvxnyUd9M1O9PPNYnvE0el12dPP7/l7vc24foiIuNGDfX135jZhum40Qz3nw04wczWq/d6IiKtQuH+IiLjS6Pb9dQP73D3l4GtgZ8Cf0kvd6Z/3cQ4bQ/Rvk8kNnL8MLHGFGLu+vT0ehuxCeMVwAbu/lA9f7OIiIiIiIxdCisQEZFxz927gQuJiamPEMWx0Qz3z4uN7wBeSY/zcx1EcU/h/iIiTVZqj/9AEUaRB212BTZPxzVkotVAzGw5YBNiUGd2YuBnw2ZcS0RkLCqFEL2dfk4g+s4TgVmHCvIZ7VD/dL+9adOYa4BL3X2ndP72akLqRERaXVqYMA24nFhA3EbUSvqAzwF7pza7YW2qu3en6y6VnuoC5gQ63f08YhF2vofpwCeBjdP9atMWEWllfyHChV4k2us8cbXecP8zGTjcfz7gMDO71MxWN7PZymFDA7XJ5WCN9PuWxKI7KBbbPUz03xnq+4WIiIyMma0DfIZoz/uItv1h4GroV/sZUqmNfi797CE+c/5JhBz9O527A/gbETwtIjJTSW1ZXrwLUYMAuN/dXxn4XbVLmwcsln7NAZ7XpNcGrWXk8LgUPPcT4KsUm6Z0ArcBm7r71FI43QXAwRTh/t3p+XrC/bvd/V/ufka6L4X6i4hUaZjwodxOzwWcbWbrp+OaGT70d4qxXYDr3f3heq8lIjKW1NrGNiPcP81jOSH9mgPhAPYzs73TMe+14wO8P/fHjwG2Kr30KHASFOH/IiKtIPWh1yfq3CsAXwcuN7NTzOxr6Zia5yKm83akULhTgDeJ9h9gBzN7b177CO87h/v/ID2VN3G/wN2vHck5RURaWWnOyrvAecAUiiDPHmB14Cdm1pX62w2ba5hq9NMp5tdDsdH64cCR6bkD3f2X6T2a6ygiMoQq6uvTiPVMZ45SfT2H+7cRny2zU9R0RESkCoOEQP8pvaxwfxGRMabR7XrejNHdXweOBbYDfgY8TtR2uihq9G1E257nw/em63VRbLp4M1F/38vdH6v7DxYRERERkTFLkylFRGTcS4uRXwPOAk5mBoT7A7j77cCl6de86DkH1k2jCPdfsRnXFxGR4O7XA8elX8uDNqea2QbpmIaH+6fJtFsDXybaf4jA6ccbeR0RkXHiVYrB7hz+sCkMvDh4RoT6p3Pl9vxH7r5lvj+FDomIVCdtkNIDXAw8SbTZ3enn/ERQxLqN6puXzrMwMG+6Vh/wOsXEq4OB/xCTrDqJz5JV0/1q0xYRaUmpxj6ZCFK+gOaH+/dSTID9GnAacJqZLQ/Mkt7zXptcOk8O9F8ohRNdmA55myLM7gh3v3tk/xMiIlKF5YlwoLxZVg/wm1S3qXoMttR3z4uUO4DFiQURVxLhFPcANwBbuPubCpQTkZlUJzEeCf0XfZV/1iXNh8kL1iYB97j7zem1QWsZpfHQ3YEtKMLdOoC7gO3dfUqqefek90wFziX6/30UoaNQR7h/xX2pvi4iUoNhwodyO70AcM4ohA8dT3yGAFzo7juDguREpHXkfnB6/BEz28vMzjGzjwz1vmaE+wN3AH9N58ihQgDHmdke6bq9+b7zZl7p8ZxmdjKwT3rPNKLGczPwQPm9IiLjXeo7fxn4Q3pqKsVGh3sAv04blX88bb5Y0+YnpXmMNwGTibrMu+m5ncxskTrv/1VirPWw9NRF7r5trfcpIiIhzXfsBX5PbG4O0dfOG5J/Bdg2zVVv2Jqk9HnRTfTLy+OnE9M9HQ6Yux9feo/mOoqIDGOY+voERre+/gvgHxTZA7u4+w31XkdEpNUMEAJ9PDMm3H9vM1tq5H+JiIhA49v1vBmju3e7++PufhCwCbANMd/laaJP3k7M/eygWDuV2/qLgO8CXwLOcveXGvX3ioiIiIjI2KQJOCIiMu7lQl3aNfMs4BQGD/dfpBnh/nnBA3ALxU6cTxCBE+1EMW8qEe5/mZl9Mr1Pi9pERJLcJppZW6ldLbextbgKuDc9zgvhuoCTzWxNaMxEq4r370qEhEIsmHuXCJi7qZ5riIiMU/cC/6JY6ADwKXj/4uBmhfqXPne6Kp/L8qIHd385v67FyyLS6mpd+JvazkeBPYmaSXlS1SrA3sAKjbi30mK1LYBFiO8A7UTg3SPptReJSViU7mNTM5tXi5pFpFWVauwvAf9F1DOaGe6fFzj0EjWUjxObJd4GnGdmB5rZGmY2n5nND8xmZgub2UfN7BAgL7KDqL/Mmh7v4u6/B9XeRaQ1NbjGXnnufI7Ppp/lAItHAdx9+gBvHVCp7z41/XyHtAFkGvO9CNgA2MTdX0s1H9VkRGSmktrGdmJDQYjAHYDVzWzRRrRbpUVrhwLHpqevLF1/OJ8nFqV9kCLw82HgYHd/PJ273326+/PAb4kafh/xvSD/bQ0J9xcRaTVD1Z6rqUsPEz7UyeiFD10AHELUYL6R719BciLSCsq1CTPbHPgZcBKwHXBiDnseTKPD/dP5LiX667m9703nPcXMfmJmy+X7TvNu5gK2TfewZ3rPO8T4rQNHpY3FRERahpnNB5yefp1KtIm5jw0wN7FR+RXAz81s+XItpdp5JqndPjz9Oin9/AywVC3nGeTcLxNBcyu7+zb5fKqpi0irK42djmS+4+PAAcTnQXm+40eBXYANm1AjXwyYr/T7u8C00jjBI/n+GnQ9EZExZaTt30xUX7+IqCddDuzk7meB2nURaU1DtX1Vjp3ODOH+OxDh/gvVem4RkfFmZmvXSxu15774fe5+KbAu8GlgJ+AHwCXEeOuvgKOBDYFPuPs27n6su3cPdH4REREREWk9bX19misvIiKtIU2c6jOzOYlC2t7ERNc+olA3EXgS+Ky7P2tmnbUETFR5D/MRi6DnAZ4BtgK+CWxOLHSeSoQMPQJ8yt3fauT1RUTGooFCmIdqo3N7X8V5jwB+SBE0kQd+7gG+5e431nK+Ya61DXBe+nUaMUj0d2A/d7+jnnOLiIw3aYB9AnAZMdDdTSwsBtjY3a8qHduUUP+K+/kRcKe7X53vT+ETIiKhmoW+tRxjZnsQCyI6KPrNEAHSh7n7vxtwzx8mFl2vTSxum0SEahwIETZqZjsCZxLhFu3puI+7+xP1Xl9EZCwr1dgXIELatgYWJGrsedPEl4ia9+/c/Z0qz/veZ4WZ7UxMfJ2VaIch+vb5/Nk7wGTi+8IbwELp9blLx+R2fDqws7ufV/47avvrRUTGrmbV2Ad6j5n9ldigq/wdYEV3v6/We04PzyIC5XqIz4MVUsBR+VgFEInITM3M/hv4XumpV4Gt3P36Rs9LMbPdgL+6+71DHJPrMJOITbG2K738InAUcNZw81XM7PvExl99pX+5/f4r0a+/JF1LfXARkQFUto9pXuM8RJv6dt5cvOI9g/Z/K2osewD7Asuml6cTIUQvATu4+7UD3UMdf8v77kt9dRFpFeXaS9p8difgI+nlPOZ5UQ5THuZcyxLt97bAbEQNvJOoi9xJhARd6+5ThzjHe227mZ0G7Ep8tvw/e/cZZldVtnH8PyUJAekgIFhQcUmzvBQLojQBQUWRIkoHAUUQxAoqIiI2kCKoFAHpIEoVUaSroCJN0FsEpCO9JSSZTOb98KzF3nMy5UxNZub+XVeumXPObicf1l7z7LXuVepD7fnnncSC5/8kAkLXBpYHFm649seB9ST9q7/rNzMbb1JKCwFnAh+kWhSxhXhWOZVoK9upxqBPAw4Frpf05ybPUerrryXGs2xI9Wz0RuD9wzmvyP10M5uoeqjDTJLUkVJaMIdyDuRYpc6+C3ACc493vJKon187XDXylNJmwKW1ty4GtnSbbmYTVW/92p7a3Fqfu9f2eH6pr6eUFpP0bF/f0cxsvEspTSLGkS9P1F9mAo9Ierq2Tb9tcEOt/EPE+PYN8sf1/vtpwFGSbhvEtS4IfIhYnHc1YtxkB5FbMxtYV9JNAz2umdl4Mpba9YHwmEgzMzMzMysc7G9mZmPeQIpd8zLcP6XUno9/J/BqYkDvgcDxxEqdG1M94D9L0vbDcV4zs7Goh0GzCwPvBtYF3kwMjHoBeJ6YOHYO8QDnb7V9egxwbhjsdAHwUapJayVs4lFgjxLi3NM1DeC7bEsEkUI1keNZYHtJvxno8czMJoqU0ubAr4gJamUw6pHAl4m+dFueUDGSof7rANcTAwU+IumKoX0rM7PxJw9EXZHory8KLEEsaviwpN/XajHNBPyvAHwV2JOY9FwfVHUm8D3gzv4mV/Ry7HIduxOLB5TjTicGy95S22YT4HKqetEkYENJ13rQlZlNdPMo3L+ltmmpoc+hquMUpc3uINr5acBdwGGSLq5f/0C/t5nZWDOSNfZ+znsV8L78cjbRJq8hSYNcMOCGfN0ATxIBcw944rKZjQW1vvMWwKnAK4h+cztwGzEuZXpf7W0P7fmw9WdTSl8kai1Q1WB+Bewn6aE+9qv33X8HbJS/F3TvpzeG+zt4wsyMuYN4UkrvAt4PbAIsRSxe2EosaPggUdu4EPiPpH/X9uvxnjAvw4fMzCaihlD/I4F9iXa8voD4i8Ahko5r8pjDEe5fv64zgE8Q/fY5VH+XlGusm03Vp28BBHzUof5mNpGllPYFjsovZxNjFL8PbAW8tbbpDGLs4hzgXuBc4AjgRUmzm6m55wVivp2PMYeo4+8r6Uz3283MBqeHOvsHgFWA9Yi5PQsAtwIPELX8aZKmNTnecXHgAOArzD3e8XfA0cAVQw33z/NgjwR2Je43rcBnJZ00mOOZmY1lPbTrawGvIsaqLEPUPJ4j+tLXE/P5Hyh1lPk43N/9fTObkBra3snEgofbAOsQz04XzJveTfTbTwNuk/REk3320Qz3PxBYncgraAPOl7TtQI9nZjaWjYd2vXauNqCrjH3Mv7vPbmZmZmZmc3Gwv5mZjUk9PHxfE1gSuFnSk83sWwv33xt4I6MQ7p/P/zfg7cSEh5Mk7ZFSWgw4C9gUOEPSjj19TzOziaDhgcqbgHcSA11fQ/WwBuaeWDYLOB+4lAiOm9HHOdokdeZFV35LPLApkyVaqQLjPp+PdV/er88HQg0Pm6YSk+t+lj+eXrv+j0s6r/H7mpmNZ3nA7BI00WfP268CXEKERZcH6h3ABpL+mLd5PTHYdlhD/Wv3ib2IyXVTiXD/zSRdPZBjmZmNVymlZYG3AAcDKxCLGDa6hgjIP1vSQ830fVNKawBfJCZAN052u4QIhLu22UnPDcdeD7iMaNfLJOif5PN11P4OWQ74KzHRowyq/ZikXzd7LjOzsaTUM5ptV+dxuH895L8rv+5qeB/gPuCnwO8l3Vq/7mauxcxsLBuNGnsP5yz3kt8TkzBK290CfEHSkYP4HrsCJ9Wu81eSthrocczM5ge1xcZnE/3XScQzyi0lzeipL55SagHIfe81iNrF7cMRkJ9S2oho8xelCp17lljY8JYm9i/PU78OfIMqyKLUUYq/Ev3yX+Sau/vkZjahNYQsbwZsTARAFx3EPaLx9y5iQd1zgF8AD+UF0Hus5Tjc38xsdDS06ycAu9O9Tv4ssXj5LyVdm7drqr0dpnD/UsufQjwT3Zmqnl4P8Ieov5A/ayUWg/wLsJeke/v9zzAzG4caau0XAh+ufXwkUXf/JjEG/Z35/cbayHXAH4Cf1MdM9rWYY15Adz2qNvuXkrbpaT8zM+tbbTz4VOC9wE5EmFzjAlfFHcSitd8tc4iaOMebiXD/XZh7vOP1wPHABYMc71iuf03gArqP0VxP0nXNHsvMbDxoaNfXAj5JtOsL03PbPjP/uxy4StKJtXpJj89cXV83Mxs9PTw7/RCwZ22Tel281FweAf4JfE7SXU2eZ7TC/T9MjKtfDThd0k75syGP8zEzGwvGU7tuZmZmZmY2EA72NzOzMafhwfjqwCbA94hJBd8mBk/1OlEh71cevi9KDJz6DKMU7p9SuoV4kN9OhMltUVuhc1tJZzd+TzOziaKhjd+MeJDyTmKAVZm03EkVCER+3Uo1AOsZ4gHOAcBdkl7o5VxlMNfSwHnA+6jC/edQTZC+BPg9cBzQ2lPoRA+vNwE+SCweA91D/XeSdHpP+5mZjUe5z74p0WfvBA4l+uyzmtj368Ah+WV5oP5vYF1iUOydwLIMb6h/+VthSSJ06HVUAXLbSTp3IMczMxuPckD+DsAWxKItZaLCbKLNbM+bthJt9H3AHpL+NIDjf5kINWqh+6CqG4mg0SPq9Z962F1+XR8M1gK8H/gV0S8vgXX3AJ+VdEXD+ZcGbiUWjikTpT8i6eJmrt/MbCxoGMzaCrye6Kv/iZhQ/Egz+zcZ7n9hs+HQTYb7PwL8C7iFmKC3SP73KHAbcHv+Dk/39H3NzMaz0ayx93TelNIhRMhzBzHhohU4VdKuebtmw+sWBY4Gdqxd97eJhcVwm25mY0XteeTywMXA26meR7YRIZ+7S5rZQy2jhPp/gBhb0gFsKunqwfZvc9+/Dfg+MU6mtNUQgZ0nDOTYKaXXAn8HFs/f61pgJbqHC90FnExMknP7bWYTVkM7fyDR131T/ngm1RiV0k8vzyc7qOrjEM8vLwe+L2m6w4fMzOaNhnb9ZGIsen0M+mNEXeY6Sf/L2w2onR3OcP/8+9eIsLtVqe43PQVo3EQ8Vz2zv2cFZmbjXanRALsCRwBTiXbzAeAjwD+IOsguREDR4kTfvoxLgWhf7wO+Ctwu6e5ezlXq7LsBPyTa/jL+Zg9JJw3vtzMzG99q9fnFibHoGwIr5487if57GfNYFriqj0vZA/i9pI4mzrUWsD/VogH18Y53EAvt/iA/C2hqvmjtvrAYUXtfnWos4/GSPtvfMczMxpMe2vWNgDfnj8uYxbIQOUSNo4xjLPX2S4HfAKdJesmL55qZzTsNNfavEfOTVsofzyT6011E+13a6nqf/Tng08Clkl5s4nyjEe6/ELAGsKakI/N7zosxswlhPLbrZmZmZmZmzXKwv5mZjSkNxbwdgY8TIaF120s6q4ljjWq4fx7U+zpi8O7U/PZ1xACCOfWHMn5IY2YTUcOgpx2I4LZFiAcyZQJZGfxUlAFW9UFX9RWafwL8StI/83F7DOTPIXRnEYN1S1BcOXZxI/Bn4JfAM5L+lVJagLhnLEwES68CbAmsByyf96tPzthF0mk9XYuZ2XiUUtoJ2JYB9tlrkxFeC5xKLL4C0UbPAW4gBsYuzTCG+tfOvwDwTeBLVEEa/yaC/f0A38wmtJTS1sAPiND7SUR/uEx6aMubzSH65e2196cRg6R+JenZXo5dH1S1OdEOv4e5w/07gL8ABwEPSrqvj+tdB1iHaNcXIO4bpS6zn6RjGq+BqN/cRLVowWRgI0lX9fV/Y2Y2VjS0t6sSixN+jqhtzAG+IOmoZo8zyuH+rfn4NwDHSLogb7cQML2h7jPovwnMzMaieVFj7+EaPgRclF+W4wBsKenCZo6Rt9kXqN+LHgTe5TA5MxurUkptRKDPYVSLybYQ9edfAPtKmpW3mwMvh/pvSoRLFJ3AOyT9fQjXsiJR91iKuA+0ATcDO0jSAL/TYsD1VKEZFwBPEs8FFqtt/gdgZ0kPD/a6zczGsoYxj8cRk5EhahxQTVSGuA90UfWli3qNfAbRlu8oclDs6wAAIABJREFU6cE+zuvwITOzEdDQvh5DtK9dRP9+AeAhYAtJtwzDuYYj3L9+H1oLWBPYG1iUqB2Vdv+3xKK6RwEvDmXMvJnZeJNSWgS4mli0sYQqHyzp0No26xHjHPcj2ljytmWxrueJRcpPknR6bb9uzzRTSssRtZQ3U43JuYgI939yhL6imdm4UuaAppSWAs4m5veUWstMYs5oac+L+vPUScB04IvA+b21vw3jb95F9LM/ztzh/s8BVwKfLQt/Ne7fy+vlgUuAt9Wu717gAEkXD/C/xcxszKq160sTzyPfSTX2pbTrjcpYw878e5kj+jjxfHMvSU/1cU7X183MRkhDzfoIYpx56Zu39Lpj1f6Wtn8a8DXgPEmPNnHeUQ2Bdl6MmU0UE6VdNzMzMzMz642D/c3MbMxoKOZ9E9iDCBoqOoiH6wdI+lGTxyzBQ4tQhfuvRPdw/weIcP+HBxsEVDvP/xEP/ScRBcZLgI/6oYyZTXQND052B07IH5W2vQyanZXfn04MrJ1CtUJzPZyohIi+QExgO1zSlY3nqr/OAZ7nAlvVLq2DagBva/45Kx/33/n8LxET3FYkAkJL4Eb9gVMnEep/Rk/XYGY2Hg1Hnz0HA32eeBi/UH67BHm2EKEVUxjGUP+8//rAD+k+Ee9ISV8Y7DHNzMaDlNIuwHFEIEU9pBNiokMn0Tduo1rcCqoBVtOBQ4Gzegsbavjb4IPERIiN6D7ZrZz76fzvTOB/RNj/5LztmsDKwEeAJek+0AvgEEmH5PN0GzCbJ1uXEP85wLPA6s0MCjMzm981TDjbBNgfeDfwCrovTri2pL81cbzRDvcv94Au4HbgB2XRsJTSJEkdrruY2UQ0L2vsDdcxFTgP2Jzu94L7icnM1/VwvY01+48TC/FC9MdnEIuLfQto8XNVMxurUkpLEv3vPYlaRWl7XwBOBz6fw/1Lv/YDwGV59+lEfxgiIPSSQZy/1NYPBr5B90DQwyUdNMjvdS6wdX55IlHP/yYR7r9EPueRkr44mOObmY11DWMeTybGKNbDPacBDxPjVR4lxipOIZ5TvhFYn1iMpY2ocU+mWlD3PmKRgGskzaIHAwgf2lnS5Xk711bMzJqQUvoycDhzjzl/n6T7h6s9TSmtQrTfO9BzuP93gMv7CfdvfB66SL7eZYnayyxJ9w/1Ws3MxqPShqaUNiL67Yvnj14CNpB0U8P2KxO1kbdRzU0qffjibOB3kk5r2LdNUmcOITqPaoxLJ/BhSZe7v25m1rdaW/pK4HfAW6gWuS1jz6cRC94+TyzG+1pg6dphyjjDl4DvAr/orb/c8NzzbUTtZ2+6j3cszwPuAY4GrpV0Rx/f4bXAWsTz0bLQS1v+9yNJBwzoP8XMbAxraNevJsaG19v1DqI9vx14hJjbuSyx2NaqVG1w48Iu/wF2BW7sbXFDh/ubmQ2/hmenPwd2pvs4wxeJxazOBx4jxsu8gRiXshLVOPd6n/0I4OeS/tvE+RtDoPcFNswfN4ZAHy3p1sF/WzOz8c/tupmZmZmZmYP9zcxsjGgo5h0P7EX3Aa7PEROaz5Z0Wa8H6vnYoxXuPxn4MbA7VYjGgZK+O9BjmZmNVymlTxLBFRAPXqbm3/8M3EA8tHmCaEdnA8sBmwBrE0FBZQLDnPyvnWjPHwL2kXRxPk9jUFD9PnMwEf751vzxbGJQbQtzT6xoVCbNlQnYM4mBXl+XdGFP5zYzG4+Go89e66cvAFwAfICqna1rAY6TtE/eb6iLcS0KnELcC4rrgM0lTXM7bmYTVUppNyKcDboH5F9KTJQ4Jb+/LBHofCDwf8DyDfvMIAZYndzbAKuGQVXrEiEVuxD3k7L4Vhdz981fJIKp69cH1cJbZfGtHkP9a5M/9iMWeJlN9Ov/A7wDeNb3ADMbyxravO2IkORlqRYzhFgo5WpJnxjAcUc73L9MiusiQot+JOmcZq/XzGw8m1c19oZr+CLwPSJoCKpFGv9BLPb4h9q29dr8osAniMXE6td/G7C7pJsH/j9iZjZ/SSm9hgji2ZKoYZTgiOeBM4AvSnopL3Z4cd6tHur/OUnHDvEafg1skc/dSdTu15N0Z2PYZ5PHuwj4UH55v6QVU0pvAvYjJsldWkKGXF83s4mmodb9Q2JB8znEmMQFiEnLBwE3Sbqrl2O8hwhyO5TqfjCHaMMnAQ8CXyECnZ/t5RgO9zczG2Z5Ia4jiJDNMib8IWB9SfcMduxKH+drJtz/t83W3/s5l+8BZmY9SCmtQCyquykxLmUSUc/+KjAjh/+XRQAWJQJH9yECisqYx3rdfhrwJ2IBxnskPVl77vpq4Ge1c00B/g58SNKjo/B1zczGpNr4v6WBa4i2uLTZrcBfiEVazpP0cN5nAWJRxQOB9wKr5MPVxzseCZzU5HjH1wM75eO1EXWgsrD6JKL9nwacRIxL/AtVvSgRCw3sDKyYr6uD6Pe3A7+StFU+z4Dr+WZmY02tf70UcBWwGt3b9T8BFwK/bGyjU0qvIJ6JrgfsmPcp7WYZH34/Ubf/vaQX+7qG/LvD/c3MhqChTT2OWMB8DtHnnUI8Oz2UWNT8nw37Lpq334KY2wNz99lPbGYBW4dAm5kND7frZmZmZmZmwcH+ZmY23+tjhc4Smvw/YrDTHyQ9kLcb0OCkAYT7ryvpwYEcvzZ4YDXgVCLUbg4xcODjks5r9jrNzMazlNKGRGDFMnSfuPBV4CJJ/6pt223iW0qpDXg7cDARyL8C0dZ2UYXyzyAmIZ+X9+kr3H994IPA/rVLLJPhShte10UVLFo+fxw4DzhL0o09ndPMbDwazj57bYLFYkT43CrE4NcS5NwC/Bt4T57YNlnSrEFcc30AwQnEYlzFg8DXiHsUbsfNbCJqCAeth8l9nuir31fbttRBFiRC6nYGNsgfD3ay26uJycpHUf2d0En3xbdKGN2k/LOEkJa6TgcxEe44Scfn484VqJEnclwHvI2qb/91SYc1979lZjZ/aujz7gKcnD8qgUMQfd5fS/p14z5NHH9ehPu3EfeCM4HdBvO3gJnZeDIf1NjrffhLiIUCyjlKLWcG8GViksYdKaVyjZ8kgjK2z6/L3x1zgK3LvcnMbDxIKa1ELCi4MVGzqIf7/5QqgAK612H2kXRcPsZgAvhbgcWAW4FX5bdbgYeBlXsLq2jiuL8kakBdRO1lNUkdKaUlgGVLULVDhsxsIksp7U4ssLgIVc36QWCL+oThhjpIt3YzpbR6PsZawOJ0D/d/FDgcOEfSk71cg8P9zcyGSUqphahV7117+wlgK0nXD3eof+28zYT7Xy5p5nCf28zMQkppG6C+4Ph9wEaS7quNl2msnW8HbETMUyrqi+s+CNwIHCvphtp+ewHH55edwDPApyVdMFL3GjOzsazWDi8JXAK8k+7hzxcTY1YelTQrpdQuaXbt51RinONniYXRYQDjHRuuZVFgM2JBmIXy2+XZawvd5yM9TSwAOQ1Yguq5atmHvP2lkj6cj+/7gJlNGCmlhYFTiOeRZbGUVuAiYqHxhxva80mSOmr7twNrEgtnvYFqLEqprz9MLMx+oaQnerkGh/ubmQ1RQ1v6PeCLRP94JtEffgj4iKS/1/Yp80rLzynA2sT4w83yZiWweaB9dodAm5kNgdt1MzMzMzOzioP9zcxsvtbHCp2zqIp520r68zCcq5lw/weBzSTdOYjrPwXYqfbxHyS9f6jXbWY2HqSUlgd+BHyEaOfLw5FuC6D0MHG5tN1lEO4rgfcRAaPvoAoNgmqA63aSzq3v38fxNwU+DHwIWL6HS6+H/Jff/02EVnwduFfScz2dy8xsPBqJPnvtIf1bgfOBN9I9xPM54ErgEEn/GEo4UErpaGCf/HJ2/h6nA1+R9NRgjmlmNtallD5MDFpalBgUtUD+6BOSzqltVx8AVfrnJRz0G8TCWVAFSA8o3D+/fhsxsOrdwJtqm3ZR9cdL0H+9rz6DCNe4QtLV9WtsOF97Pv6hxCSLNuJ+to2kS/v9zzIzm081tNG7ASfmj+qhz18Czpb0cN5uwJOAG8L9DwI+zsiF+08l/h54AthP0tkDuVYzs/FmPqqxlzrO8kQd5529HONhYlH1RfN7qbZNfQLFjpLO6OlcZmZjUa3dXRk4mljUZDJVmE89yH8aVeDPkEL9a+dfEbibqJmUc/4LeAvQUg+5aOJYrcDSxKK8b8hv/13Smj1s6zbczCaslNIKxMItmxF94zYiiP/9ku5qpo2s9ddfDRxA9PtfQ1UbbyMWWt9H0i/7O07+3eH+ZmaDlFLaBLg8v+wi+vHfAo4Z6VD9JsL9DwN+63B/M7Ph1fC8tcwLKv3784i6eVfDPi8/b00pTSZChA4kxrssTbThrVR18znAd4EbamGg5wJb1w57paSNG6/JzGyia5gT+nMi/LmDaGNbgXOJ8Y49tpv1Z6bEIujfALbIH5eayYAC5fJx30YswPV/xPiZznw95Zhd+V8Z7wjRty/zWCH+3rhA0k75mO2SZjdzfjOzsSwvrAiwJ3AIsBTRZrYCv5K0VX/7N4yHeQPwBaJ9X5bui209TIwdP7m3MZMO9zczGx4ppU8TC5YvTPTZJxP5Le+VdH9vbWetXW8hxrh8FdgmfzyoPvtgQ6DdvpuZVdyum5mZmZmZOdjfzMzGiJTSwcDBdF+h80FgA0n3DON5mgn3fwTYGbhJ0gv1/fo47o+IsKLiUeCrkn7hIp+ZTWS1wVEbEYNlF699vK2k8wdzTOBVwPFEeGgZ4DqbeOAynZhAcUnevr82vJUY/PVBYpDuKkQ4RSvxUOh54h5xAxHqfxnwoKRZA712M7OxbDT67Pl+8TNgRaJdb83/ZgG3AZ+W9Pfa9r228Q0P6RcGvk8M+iVf/xTgr8DWkh4Yjus3MxtrUkprESFz76T7AKZt+goHajjGJGAFYpDWNsR9opMBDrCq/e2wIPAKom6zKvABYmLbYnnTsvjL48S94UZiYtsdjcfq4RyvJ8Ku16cKt7tA0taN25qZjUUppe2AM/PLemDoy6HJebtB16xHMdz/JKJWfxAxUe+FwVyvmdlYNz/X2FNKawA/AdYk/gZoyT8n0X0hri66h1YAPA3s3dsCAmZmY1mtz7wKcCzwHqJtLO1cC9XCiBALWR2T9x10qH/efwXgLqI9n5TPdZek1Qb5HVYCbiIm5rUBvwE+CswZ6EJhZmbjVUppW6C+IOGzwK6SLhxIu97wbPMHwH5En7q0t+3AoZIO7uc4Dvc3MxukHCyxEHAyEbJcFkW/E/ikpNtH6TqaCfe/otn6u5mZDUxKaXti8a7JRNt7P7CbpGubCCl6LRHu/BVgrdom9QXZHyTGoh8GfIgINFqBKsT05VqRmZlVUkoLAF8ixqMsmt9uJcambJm36bcWk1JqJ2revyYW5+1pvOOJku7v5zjlOe7ywNrAp4ENqJ6RQhX0X56dlvMU1wCXSjqyXJtD/c1sokkpXUaMFS/juq8mxsM82WyNvdYfX44Yz3ggsET+uMx9egh4m6Sn+ziOw/3NzIYgpbQBsfDV2lTt5iPAZpJury+S2McxSpv+VuAqou9fXzxrJEOgj5J02wC+spnZuOZ23czMzMzMLDjY38zM5nu5WPYjIryzvkLnupIeGOrE5R7O10y4/5PAj4nBUfXg0FagVdLsHFy3FPAtYLe8SQkIvRDYU9ITw3XdZmZjVR5AexURFlocJOnw/PlQwuTOBLZj7mCgB4hJFH9o4hjd7jN5oO4i+ThTiYAhJL3Y135mZuPZaPXZcxv8fqIvXs7VRjXJYRqwP3CVpHtr+5XJEaWvX34uSNx/9gK2ypuXSXL3AxtLunuo121mNhallJYEvknUNBaofbSHpJPyNv0tkvXyRLKU0unAJ6kmVgxqgFUP53g9cR94MzGh7iFigttTklTbrrcw/zZJnSmlNuAUYPvaxwJ2l/RHT6wws7EupbQ+Mfh0BaqwIYCtJP1qmM9VD/c/kKjNDHe4/weBx4gQ0unDef1mZmPN/Fpjz2F3qxGh1SX0ooRVl0CKElJR7g8vAv8CvinpN0O9fjOz+VWtz7w68D1gI6J9bWnY9POSjsptastQ6+x5HMzdwNJU7frzwPqSbhtIm5vvP0cDn6Kq83xO0rFDuUYzs/Eit92LE4Gc76Cqx1xELFb+2ACP157HJC4D3AosQ7XQbQvwM0mfbvJYzYQPPU4sQPCbgVynmdl4l9vhPwKvr7096v3gJsL9vwNcLmnmaF6XmdlEkVK6HNiEqu59tKT9B7D/JOAA4H35OBD18lIbaiHuN7cT4f4l2L8FuADYpXHcupnZRFUbI74u8VzyLVRt5m+JRbieaTJMrowlXIcIji7PNBvD/Y8gxjv2Ge7fw/F3AlYnxqy/gipUuu4p4GFiQbHLJf2nfm0DOZ+Z2ViXUtodOCG/7CTm9X9a0oUDPE4rQL5ffIaYjwTdF1vfUdIZzRxroOH+ZmYWUkpHEQHLxRPAxyVd3cx4ldrz0nbgeuIZbBl/2NOCXMMdAv0LIgT61ma+r5nZeOd23czMzMzMLDjY38zM5lt5clsbcDywO9WgqseAD+RJxSMyKKkh3H9XIujzTfkaSlDpS/lajgWuAW7PD/YXIFYB3RXYgKrAVwJC/wNsWg8aNTObyFJKCfgdsCzxcOUWYGdJ/xjCMesBoj8F9iAe5HRRhT//CfiMpDuaPGa3UOg+tnPIkJlNGPOiz56Dl9cFfkYswFUmJ5cAuE7gWuBK4FTg2cag0JTS8kSQxjeAt+bjQBWo8TSxKME/h+u6zczGilq/9z3Ar4Elax9/C/hWMyFy9fY/pXQksF/+qJO4V7RSDYYa9ACrZr9Pf8dJKR1DTK6AuKd0ACcBX5f0fDPnMjObX6WUlgMOBz6R3yoTj7eVdP4InXPEw/3NzCzM7zX2XMs5FliPWJCrNw8QC0deLen2vK/r7WY2LuXwiJYcELQXUWOv6wJmEu3n1yR1DLXWntvjBYGbiPa4BEsA7CXphN72bThO6euvStTg1yDuER3AhyX9frDXaGY23qSUlgVuBparvf1JSWcP8DglVG5F4IZ8vBnAFKLefqKkPfO2L/fl+zlmM+FDTxKLQl43kOs1MxuPav3gTwPHEW0lwDPAJpJuHe06hsP9zcxGX0Pg89lE4H7xIUmXNXuM/PtSwCeJYKFliflGM4mxNC3EfWZRoi5fAo0APirpouH5VmZm40NK6RRgp9pbtwB7SLq5yf3LuMl3A38g6i5lLmhpg2fm9wc63rFbfT+ltAIR7P9eIty/gxiP/zixsMvzkv5X297PTM1sQqnVYY4FPk2MPZ9E1Ds+KOnxgR4r/74j8XwTqrlDEOGj5zVu38cxm6mvPwXs4HB/M7OQUtoUqC8o/iJwGHCMpJea2L/UZCYT/fV1iPlIrVRjX2DwffZmQ6B/DHxB0qz+jmlmNp65XTczMzMzM6s42N/MzOZrKaX3EqH5xQvAZyWdPtKDkhrC/bcFPkOEftaDh4pngIeJh+1TgdcQA2uLUth7AnifpH+N1HWbmY01KaW9iVCKEgb9I0kHDMNx6xMfziQC5DrzedqBacQDnB9KemGo5zMzm6jmVZ89T1A+B1iNasJEB9376QKeJQbwPk0EibYB6wNLA4vUtu3Mnz0MbOxQfzObyFJKCxOLpLyNaoLBpcCBzYSDNvTFfwCU/n2Z6FYfADWocP/h1BDqXyZq3AhsI+mh0bwWM7PhVJt0vD5wPjEZuPicpGPzdiPSbx9guP9FzQzgNTOzuc3PNfaGY7ydWKxxY+I56pR8vL8BdwDnSnqstq8DKsxsXMoL5pL7ypsDl+SPSo26tH0twPPAmcD+kmYNx0K6KaWDgYPzy1L3uZ+og/y1n33rIRWnE8FzxSWSthjKtZmZjRe1msgngdOJZ5itxHPItSQ90Wx/t5dQ/5eIOnZjqP+A7hN9hA/Vazf7Svpx01/ezGycSyl9H/gC1TiVv0laex5eT3/h/ocBVzS7uK6ZmTUnpfRK4GRgcyJYqB04EfgiML2JINBufw+klNYA3kPcY5avbVqvF83JrycDX5b0g2H7QmZmY1xDUHMnMc/zcOCnTYbJlfE17wB+T4TuTycWywX4J7By/n1QgXL5PKVm1GddqNntzMzGszzm8A5ivGEnUevYXdKpA6iv18M8dwBOyx9NI+ooMMBQ/9qx+wr3L+PlrwM+IunZZo5pZjZe5YUNzwPWo2ojrwA+38z8zYbw58uIYOZZxL1hEjH35zHgI3mXQc1R6icEuvwdcKqkXfv/1mZm45fbdTMzMzMzs+5a5/UFmJmZ9SSl1JZ//Xj+WSYU3AH8EWKS80heQ20AVJkofQjwZ6IY2E4MBujImy9CBIq+D1ibCKPoIAbQdhFFQuFQfzOznrwy/5xJPFi5BLrdCwYlP9Bpy79/EriYmNzQSkxAXgjYjVi0ZcjnMzObaOZ1n13SXcA6RND0tPz2JKIfPju/Xgl4B7A38HVgT2B34A1EH7702SH6938BNnSov5lNVCml8sxgQ+D1RP+8lZikdkGTof6tteDOQ5k71P8pYEticRaImsksIoTo88DuKaXXDcf36eX6WsrPlNIrU0onUYX6lzCkh4GdHepvZmNdnnQ8lQjtXIKqnn1+/le2G5F+e63G/gTwHeBs4HGqGnsHseDW0cAW+VrNzGzg5tsaez5Ga/79FknHAFsB7wLWIp6d7i7paEmP1f4mGfFnwWZm80JDqP8HqEL9pxFtLERIWwtRu16ECM8/IqU0ud42D8FNRKhROQ/AMsAeKaU3NV5rXS2c4mi6h/o/QITZ9bifmdlEU+vLLpd/thPt/OO5TtJUf3ckQ/3zNcyp9dd/RiwYdifVZOmzHepvZhZSSq0ppSnEwuhQjUu5M38+aV5cVx4782NiIZlpRPs9m/h7Yk3gIGDTes3FzGyiyONCyhiRV+fXbfn1UOvnjwM/INrbKUR/f1vgjeUZaT/7lzChUiu6WdLRxFykE4Bb86Yl1L+D6KdPJvrpDvU3M6NbPXptouY9k2g7RbSXzYT6t+QayRrAr4hQ/5eoQv2/TswX/XV+PYVBjncs7X9/daFmtzMzG+cWIsanlMWuWomxh83W10cs1D9fQ2N9/cfAP4j7URkHeaJD/c3MAFgYeGP+vbSRPx9g+PMk4FxirlNZVH0ScLWkdxNzgi7Ouw1qjlK9piPpEmJ8+1X54ynAaSX82WNjzGyCc7tuZmZmZmZW48GZZmY2X6pNMls7/5ycf54v6d5RvI4yEGo6sdLnXsAFxKDYUhgsRcIS4t9JNVigBXgWuBL4oEP9zWyiSyktk1J6f0pp29rbK+Wfk4n29AHodi8YtPxgpz2/3B64Pp+jlWi/XwUck1JacDjOZ2Y2kczrPntKqV3SC8SEuMOJMAuIPnpZiKuEH83J/8rvs/PP0me/BzgV2FrSv0f62s3M5lclnA3YjAiOm0T0nS+TdBr0PVAph/qXgLcvE0EREIu/TAWeBt4r6TdEwPOQBlgNVB781ZWDozclAud27eEaN/b9wMzGkSWA5an6vwDXSHpsNE7ucH8zs+E1Fmvstb8zilmSOiTNAF7I36ull23NzMadWqj/Zfmt6VThEYcDv6cKayvh/jswTOH+kn5LTFBrzefoJGoyWwH7pZTeWt++BJSmlNryfeinwD7545n5558YhQV/zczGilp48vL5Z1ls8cn8eftcO819jBEN9S8awodOIMKH/gqcmRf4qn8fM7MJq1azqC/aAvBY/rxjrp1GSR/h/rOJcP+vEM8KzMwmjB4WV7wT+C3w5ZTSEvX+82ACe/Lzz+uI9reLaHMXB76XUlq02fpIfbvcr38U2J+ox/8EeC4fv9T/z3A/3cysktv51wO7EO3kFGIc4FfyouJ9tvElxDmltBoR+LwcUfcuY1cOlXSYpCeBg4FL8/ujMt7RzGyCeyOwJNWc/SeIeT/9GulQ/6KHcP+fAiXMdDdJZ5bjD/TYZmbjzG7AClQL5p4o6Xxoan5SGb/4E2ALqvmi7cRYxg/nzZ8gFuW6Ir8ejhDoS4nx7RcTNZldatflsTFmNpG5XTczMzMzM6vxAB4zM5tvpZQWJQZE1Sc7/Cd/NqgH2b0NXi3H6+u4OWDiDklbEwXAP+aPJhGFwjKxuoSDtgI3At8GdpTU1KABM7PxKqW0LLAzcBbw05TSzvmj+uTimcDM4RywJGl2HmD1IhGG8W+ijW4jHhitBuyYr9EDpczMBmBe9tlz+94q6SXgB8SkjO8SD+xnEe18WXyrKBOt26n67JcC+xKTOB4czDWbmY0nKaXXABsRbWYn8CDww/xZW28DlXKfu4T67wF8MX9UBk09A3xAUpmwcCdwGBEkBzHAqoNhnuxWvx/lwV9LA9/P/zbPH5XzPgisW7tGM7Px4F3AG6gWp70XOAWGpw6SUmrp7ziDCPdfYKjXZWY2Ho2XGns9vL/87gkRZjZR5L7xZnQP9V8w//45SQcBXyACnIc93L+2zwHA36jC/WcDi+ZznJRS2hpYuLbf0sB+wBnAHvntl4iQpLuBr0l6aqDXY2Y2jpV+8dSG15Oa2Xm0Qv2LHsKHtpO0Qz5+q7wAl5lZXWNb3gnzftxhL+H+pf2+LweRmplNGJK6GuowrwDeT4Qy/zGl9NGU0hvKtoM5fv71OqKv3kbcExKwNnSrwzR7zM5ci39J0l2S9iZqNccQNaQzJJVavPvpZmaVNxM1mGlEPf0K4I5mQprzveKNwI+AlYla+ZT88fckHVzb/E5izOF1+fWIjHc0M7OXzSHa9bb8r9TH+zRaof5FQ339eOKZ6vsklTGaDgk1M6vGxXQS7fufygf9zU/K9ZVvAB+jmiPaDvwZ2FLStJRSe158907gyNrxB9VnbwiBvgTY3TUZM7Nu3K6bmZmZmZnVONjfzMzmZ4sBryQmF3QRBbb/DeQAPYR/loC5xVJKq6bV3lj7AAAgAElEQVSUXpMD6xbMn3fVt+/heG15u8OAjwPbEKtx3gk8RYQR/Y+YGPFlYFPgWEmPDeS6zczGqY8BBwJLEgOh9k8pbQL8kyo0tAPoGO4BS7Xj/Rm4KJ9nDvGgpx3YsGE7MzNrzjzts+cH+S2SOiXdI+lAYAvgM8CtwP1UwUQlcO5Zot9+BLCzpA9LulzSs0P5jzAzG0ceB54m2s124FEiuJO+woFq7fNHgH2AxYmJbpOB54CtJP211t53AX8HjiKC5CDuJ7MZxslutetaI6W0F/BXYG9g1dpmbcDtwPsd6m9m49Dk/HM20d4BfS/W0pueQvxLKEbDdnM9gx5guP9HU0oLNh7DzMxcYzczG8tyf3oqsUAtRK269Hv3kXQsvBzIuS8jEO5fq+08ChxLLNTbmv/NJu4vawDnAjeklK4l6jZ3EAvsbpj37yCCkp4EtpB070Cuw8xsvKu1tyVEuT3/fGX+fHZv+452qH/tmufU6vf35uO/vKCvmdlEl/ver6BatKW0j4vkn+1z7TTKauH+ZwIvEs8HfiFpO5j3iw+YmY22lNJawKX55bT6R8DPgZNTSts37DPQWssFwPlEX70NeC2xQO/LQf0DPF4Z41KCQS+V9HlgFQcNmZn16lbgXqK+3QJcKen5Zp5b5oXVvwS8M79V+vXHEc9laRjveCNRW/9H3m7YxzuamVk3ZRxiFzEmps/Fc0c71L9oCPf/g6Tr8/HddzezCa1WFzkFELGI1u3AOf3tWwth3gHYFliUasGX24DdJD2V2/LZeZ85wDXAicAD+VDtDKLP3hAC/WT5Pm7XzWwic7tuZmZmZmbWs5auLs+pNTOz+U8uiC1FDHRaIr/dBhwOHNzX5Layfw9hQm8B3gJsBawIrExMXGglJiHfApwF3CXp+d4mvjUeO19rG7AsMBOYI+mpgX9rM7PxK6XUDpxAnqyQzQEuAaYD2xEDrNqADSRdM1yDo3q4lpWA64kJ0x1Ug7o+IanfB0dmZhbmtz5746DXlNJCRCjSmsRk5QWJB/23AdMkPVDb1gNmzcyo2uaU0ruAk4h2eHdJP2+mf55SejtwCLA5MUkOoh3fR9JpvewzBfgc8DWirW4h/jZoB2YARwInSfrvIL/TQsBngYPzcRci6jeT87meAK4FvjTYc5iZzc9SSrsAJ1PVXR4GVpb0YpP7z1UPz/eKDYm/B1Yj2tW7gMcl3VDbdq5+dm3/pYlJ0NsRNZouYoDtJCLwf3dJl2JmZoBr7GZm40nuS/+SmJwGUTc5Ln/WRow56UoprQocA7yHanHdFuB54HTgAEmzBhvqnFJaDNiFqJusSNxXuvLPSflnfdGuWfn9UvP5B7C1JA303GZm412t/vElYkGX2UT7OY1o1++EuRfGmleh/mZm1pwc0HY98C6q/vJVkjaapxfWIP8tsTWwuKTP5fc8LsbMJpzcrz4WeC+xOMscol9dnkkWZxEh0KcO8Pil//5/+Rhvqn28vaSzhnD5vZ3T7bmZWQ9SSu8FfgosBqwj6b7+npWmlBYEdgO+QtRgiguI+vsDvew3Ffg2sD9xT2ljGMc7mplZSCmtSYR4TiLa2lZgX0k/7mUu0jwJ9Tczs/7lOajvI/rKNwN7AV391TjyveC7wAa1t+8BDgAu7WOM+sLEfKitcZ/dzGzYuV03MzMzMzPrrrX/TczMzEafpC5JTxCT2MpDd4hQzoXh5QnNLysr2pf9U0oLppSWSikdkFI6DfgLsRLnh4mwofZ8rEWAdYjJymcAP0spLZ8H2XY7Rzl2w1stkmZLekjSE/VQ/9qKo2ZmE1oOd/4OcBXxwASibd+caJNnUbX1b837jETgUKuku4nQ0DIxo1zPSnkbt91mZk2Y3/rsDaH+LZKm5f755ZIuknS2pHMk/bNxsoUnu5mZhVof/C/AnsBFwL0Nn/UoT3TbGtiMKuBtBnAUcFkv+7RImklMqruduJeUMNLZRFjR54HdU0qvG+TXWojo67fk38vfAS3AX4kBYZ/14C0zG8dm5p+tRBu4CLAe9F0DqfWzy2S3FfICLj9LKV0J/J7omx8EfIsIJr0qpXRpSunTKaUlJc1p/Jsg/x3Qkv+W+A5wNhHkXxbQnU4ERe9W//vBzGyic43dzGz8kPQHYFvgASJ8ooT6t0rqrPWZ7wT2JYKdO4g+cxfRp98BOCKlNLm3sS1NXMezRKDF4cSCuK35HO1UAdRlAa5OqnrKE8DlwBYO9Tcz61mtL34dUZvpIuoeixDhcl2jHepf+umut5iZDUkX8Fz+vSxWvnRKaRGYf2oi+W+J7zrU38wmOkn3EYvibkOMSXmO6plkJ1FXB/gEcFxK6YqU0rvzAuX9tuu1PvndRG2FfMwuYMOU0gLDfW9we25m1qsbgB2JBV0egd6fldbq6SsDexA1mLLtn4Hj+gj1b5H0EjFO5i6inj6H4R3vaGZm4T/AU3RfePz10OOiuaMS6j+/1H7MzMaa/Gz0GmKszA/y2JgeaxwNzzJ3o3v48zPAz4Fre9o/j7dplfQCMd7mAaLPXp7VNvbZXzvkL2dmNgG5XTczMzMzM+uupavLCwmbmdn8Jz/gbgWOIApss4DJ+ePjJX22tm23iWoppVWBFYD9889ViEFSrcRk5zaiUNdCNRF5DlHAK+4GNpZ0/2AmwpmZWc9SSm8ATgDWpWp3S5tcAjyvAbYEnh+pCQgppTWA3wGLEw9t2omBtetIeq6vfc3MLLjPbmY2/qWUFu2vf1wmN6SUtgAuoAqObiX63F+WdEcf+7fm4OfVgT8AS1HdA0pffQZxvzlJ0v2D+B5vBj4DfAqYQgz8ugT4JvBoXlzAzGxcSim9GrgWeF3t7XMkfSJ/XtrhltrA1/qiWRsDaxDBocsBi9aOM4dos8vA2C6i/X+WCK/YUdKDPfXXa+dbGvgqEaqxTP74LuB99UV0zcwsuMZuZjZ+1OsuPQVt1vrMqwLHAO8hgitKu/88cDpwgKRZg62Tp5SmAm8gFpDZiJjsVpRzFVcTC3xdJunxgZ7LzGyiSSm9Efg78AqqZ6nXAB8HnqgFDY1oqH/ebyvgT5IeGWxokZnZRFbrnx9KLHjbQfTPAbaTdO4oXsvLfz/0F9rvNt/MLKSUlgE2BrYH3l/7qPTTS339QeBvwJGS/ljbv8f2tnZ/WJkIg14kf9QFbCTp6pH4PmZm1rPexr40fp5/v5IIkyt1lheBbwNH9VV7qdVxNgfOAham9/GOJ0v6b+O5zcysbzn8cwoxrvydVHWYJ4g5RLfVth2xUP/a2MplgQ5JT7k9NzMbHSmlzwA/zi9nEM9NrwY+JenefvYtffavEnOGWvO/+hjLGcCRwM/L8dzGm5mNHLfrZmZmZmY2njnY38zM5msppZWAm4DFgJnEw3iAnxErb94FLEg8lP8gsDqwNTEoaipVOOisvE19wnGjDmLwVGf+eS+wnqSH+pv4YGZmzesheKg8MCmDWZ8k2t+7RvKBSUrpHGAbqrDo/wFrS3pkJM5nZjZeuc9uZjb+9dcvzxOUrwZeSTW46iVgJ0m/bOb4xH3kVOBDVBMwyjlb8nGPJgZY3T2I7/BmYE/iHvJnSRcM9BhmZmNRSmlx4GJgHbr314+WtH8P208CVgU2BTYjQv2n5o+7qCYhl3pOUfri9RrPA0RAf4+LcTWE+3+dWDzgWWANSU+nlNolzR7Sf4CZ2TjkGruZ2fjSV1s9WuH+tfNtCfwfUcufms8zGTifqMefBMzxhDczs+allE4CdqXqtz8NbCrpbymlNoBRCPX/BFF/Pws40OH+ZmaDl8M7L8kvS738PGAP4IWRbltrwRWLSHp+JM9lZjZepZQOANYnnoVCVeOG6vlnJxECdI2ky2v7ztWProV9fhfYn6qecjWwvaRHR+zLmJnZoKSUDgO+SrT3nUS7fSmwVa6191s3SSmlvM8bmPt5LcR4x2OJ8Y4akS9iZjbOpZT2BY7KL7uI2vmeks7M9fWXn1sOd6h/w3WcS/zNcIDr62ZmIy+l9A7gTOD1VGPfO4gx6TcO4DjrAVfV3ppF1PRb8+sZwPHAaZLuGPqVm5lZT9yum5mZmZnZeOdgfzMzm++llD4HfIeYNFwPHnoWmE6EhEIEwBWdxIPydqoBUS8Sk5pvJh7Mz8nbrU4UABfJr1uJyRaTgMuAHSU9MwJfzcxswuoheGgO1arI7UT7u52kF0fg3GVy20HAoUSb30IMpP2gpN8M9znNzMY799nNzCamHMg/lehX70NMmpiUP/6OpK+V7ZqZwJBS2h74RX7ZBdwHvJZq4vQM4GTgFEl/H8T1TpE0s379nlhhZhNBSml9ImhoQbr31y8AbiUW6lqBCPRfDdiI7qEVLcTA2SnVUV/uq0+iu7IYV+mv/wPYRNKjvQRdlKDSxYF3ATdIet6h/mZmfXON3cxs4hiNcP/GfVJKCwGzJHWklBaW9ELj9QzDVzMzmxBSSvsQi9bWayk3AR+Q9GzeZkRC/Wt992OBvYHHgcuBL0l6Yji+n5nZRJNSeh1Rd0lEn7yNWGRxY0m3DnWxrX7OXf42WJK4b/yHCLPzIotmZk2o1zRSSssCGwDfAJYBFiVq3W3E887JebcngF8B3wf+J2l6CfLv4fgbEc9fFybuEY8Cu0r63UjeH8zMrDm1/vTqxCK2a1EF8t9PLJx+/0Da7JTSN4l7SRcxBv6fwJpEXaeFGO94FnCUpH8M81cyMxv3UkobAL8mQvpLff0+YG1JT9UW2Rr2UP/afWMT4DfAM8CFwDdcizEzGxm1dv0LxLjEMm69i1i8/HuDaM9/B2yYX/6TGGPzjvy6hQiFPpNo3x8eju9hZmbB7bqZmZmZmU0Urf1vYmZmNs+dBpxCFThUAtgWJiazLQa8ghhA20k1oHYSUXi7jgh92wh4j6QtJH1C0vaSdgLeTxTu7sr7lcALgDWA9SGKhiP7Nc3MJg5J9wB7ANcT7XYr1UQ3iCC5TUeo7S2TKf6af5bQC6iCp83MbGDcZzczm2BqA6cWBDYh2uXSn7+JaNfLIKw+B1illFryIgE3E4vCdOZ/txJtfxfRj18A+BSwdUpp6kCvuR7qn187hM7MJoo/EWETM+jeX/8YMUD2cuDnwAHAxkR7PiNv00XUbVqIfvw5wA+BrYiwi82AHYDvEsEWJWC0nWjLVwMOTikt2FO7mye/tUh6RtJvcqh/m0P9zcz65hq7mdnEUesz3wnsSwR4dhBtbxexIO4OwBEppck5wLmt9yP2eI7GkKIZkjry79Mbr2cw38PMbKLJNW+AnxDPQlup6iUrA5/P2y3HyIT6t+R7wgpEHQfglcAHgKWG8NXMzCY0Sf8l6jGt+V8H0a6enFJaLLe9LX0cYijn7kopLUDcQ94AbA6cmlJ69Uicz8xsvCk1lvz7Y5LOAj4E7AfcQvTXW4hQ/1l5t6WAPYlw/++llF5XD/Wvt/mSrgSOyy9bgFcBX8qfOdTfzGweq9W21yNC/SFq7LOBc4FHSz2lv2PVnsGWgLg5RC39emIBrvLeAkT9/t0e425mNnCSrgJ+R1Vf7wBWBL6ZUnpFDgndiWEO9c/nLtu/nejfLwFsD2w7hK9kZmZ9yO360sA+xHj3DqLP/jDwx7xNU+15rWbzONGOzwHuBc4A7qGaozQZ+Ciw7LB9ETMzA9yum5mZmZnZxOEHwWZmNt+T9CzwbeAEYpDTFGKCWytVKGg7ERjURqx8/1/gQGBrSesBn5H0lzyhgpRSa0qpBIE+I+lmIoDovnysEhq0LFG0oz4A18zMhq6X4KHS1r4O2IUY9MRAwyf6OW95wFMG3JaBXZDDh0Zqcp2Z2XjlPruZ2cRT61fvB6xC9OVLO3wzcH/ert+2WVJXPt49wCPEvaIVuIq4v/yHatDVZGJSRkfPRzMzs0Z5YZPjiUGr9cW4uqjqI7Pz6xJSsUD++SBwLVHDeVdegOtLki6U9EdJv5V0pqQDgXcCfyfa8LKYF8A6RHBFjzWXxsG4DrYwM2uOa+xmZhPHaIT7N5yvs6ffzcysebXQ0E7gAuA5qsW4FgE+nFL6IlFPH9ZQ/9r5FwS+AyxDLOLYBfwDeGqIX8/MbEJqWLTl30SbXRZtWQX4YlnkdgRrI+8kFmlpJ+pAGxE1IDMza0Kpb9cC/u+WdBrRvh4M/D5vOjn/LEFDbwX2Bv6SUto3pbRmw/HKOMfzgDuogqLXTSntPtLfy8zM+pdSakkpvQr4VH6rg6pffbGkWc2GydXGRN5E1HxagcWBXwJfIf5eKKYDD3iMu5nZwNQWRPkp8ABVHQaiNrJZSmk34JT83rCF+teu4d3A1/PL0o7fO5hjmZlZ32rt/vrEs83SX28BLpd0wwAPWcbM3FJ7/TbgF8DXiLlLpY7/8zxv1czMhonbdTMzMzMzm0gc7G9mZmOCpMeAg4jV7G8nQt7Kg/gyAe63wI+BjYF1JH1X0gX5EJ0Nx5sjaXb5PU+AewDYHniRCBztzP/ekVJaqFY4NDOzYdJD8FAbVQDQB4hJEgw1fKIXJahuDtXDnGfy+QY1YMvMbCJzn93MbMJ6c+33diIQ6MjcdjcdWJG37QJeyG+1AhtLOh84nJgI0UpMot6z3CPMzKw5kp4kBqx+jwiKm0IVAtqWf28hQiqeBM4FPkv03TeU9Iv64NbSxtd+tkm6D9gSeIzor5fFAlbN77vmYmY2zFxjNzObOEY73N/MzIautqjtBcQk4lZisUWAtxAL2y5LhO4PW6h/3reVqOusnd+anI9/haTHB/eNzMwmtlq94z4iwBOqeswU4GPAJ1NKU4Yz3L+MhUkpLUbU7d+WP2oFRNSFzMxsAOo17Nzv7iD659sD+xHt63SiH13C/WcBSwHfBc5MKX0hpbRkSqm1NoblDuAvVAFCk4ANGp+tmpnZ6Mtt/4JELQaq55sXS/rTIA/bSoRIzyHuGe+VdCHwQ2JxxUeBXSX9dtAXbmY2QdUWRLkV+Hv+vYyHeT0xDvLE/HokQv2XIf4+mEzU8FuBfxF/K5iZ2TCrtfvvJdresghXF3AldAuJbkZ5xjol/5wNLAGskO8T3wYuBg6X9IVBHN/MzPrgdt3MzMzMzCYS//FhZmZjhqQXJV0GbAC8h5gA8VFgXWIC2uaS9pV0m6RHG/adM9cBu39eJjT/G7it9lEb8EZg6f6OYWZmg9ND8NAkqoFWe6eUDsvbDUv4REqpPf+6Sv45h3gYBDGQy8zMBsl9djOziSWltCKwWX5ZJj48BzyTJz4PZDJEKzGxud6WLwQg6VQisG4/YBtJzzmYzsxs4HJo2yHAu4ETgD8C/yMWVbkFOB3YHVgD2F7S8ZLuyYu1tDYcq6vhZ2dtMa6DiGCLNqrBt8uNwlc0M5uQXGM3M5s4HO5vZjY2SXqEqLm8QEwyLotklYnLZQHGnw411L8WFLoc8XfCm/LrVuC3kn7QsJ2ZmQ2QpOeJcIiniDpMadffBHwK2DilNGk4wv3z/aA8P/0+eRHd7Cngl8DNc+1oZmZNy/WTlrww1xOSjgG2BfYHHqRaJGsy0eYvAKxEtMtnA19JKU0uxyKeld5HVTf/eP7nRXHNzOa9dYlFWmZTLcLy8BCO10U8Hy01nKkAkk4GdgM2lfRrcC3GzGywJD0FfAV4lqpPDvCa/HMmVaj/J4Yj1D9bD/gIMQZygfze0ZL+NYRjmplZ/15HNfa8jehv3wL9zz2tq90DFsk/W4hazRL589OBvSQdBBH+7HmpZmYj4nW4XTczMzMzs3HOwf5mZjbmSHpa0oOSfi3pIkk3SrqlFOIGO9BJUmd+yH9XfquVeKg/gygQmpnZCOkleKgMtPpqSunAvN2Qwyckzc6/rpt/thMPg/6W/5mZ2RC5z25mNmFMJfrTs6meN9wt6Rm6B/T3K09uXowYsFVMrk1+vhw4toT6DybQyMzMYkCrpNuAz0haF3gzsKKktSXtJOkUSQ+SF2wpffdmBrXW2uZ/EP30ltq/1R0oamY2clxjNzObOBzub2Y2Nkm6Ffg8MJ0IH+qke+3kCkmfASjt90DP0bDg7qHAprWP7waOztsNNdDIzGzCk3Q3sWjLNKJdL4ssrgl8CdgypbRA7r8Pat5WDpzozL8fnc9H7VzXAz/OCw2YmdkQNI5rlHS7pBOBtYm+9R/zppPzz5n550bEYi9/TiltlVJaKS+2fmbeprTZn0opvW7Ev4iZmfVnmfyzjTwuBngEoq7S7EFq4+DfDixKNYb9hbKNpJsl3VG2dy3GzGzwJP2bWEyx1GFm1z6ekn9uL+mclFLrYNvdci9IKa0MHAIsW/v4FOCM/LkXazEzGwEppQWB1xJzk8oYmNlAy0Db3pRSWXBx9fyzBXgS+G/ZRtL/8rYtDn82Mxt+btfNzMzMzGyicLC/mZmNO4Md6FQr/JXBs11EEMVLxAN/MzMbQT0ED9UHWn07pXRo3q5zqAOgUkrvAN5F7QEQ8PBQjmlmZs1zn93MbNxYmGiH6wFDXfD/7N17lGVXXSfwbz066U4nhEfAFlBeI3slTsJDAz5AEBYYFNHJyEwLg2RakREmjoTAGiGCaHioIzhE8TUKCUE6Ygg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      "text/plain": [
       "<Figure size 7500x3000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.impute import SimpleImputer\n",
    "\n",
    "imputer_embark_town = SimpleImputer(strategy=\"most_frequent\")\n",
    "titanic[\"embark_town\"] = imputer_embark_town.fit_transform(titanic[[\"embark_town\"]])\n",
    "titanic[\"embarked\"] = imputer_embark_town.fit_transform(titanic[[\"embarked\"]])\n",
    "\n",
    "msno.matrix(titanic)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "다음으로 age 데이터를 대체한다. 대체하기 전의 age 데이터 분포를 살펴보면 비대칭인 것을 볼 수 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HtgtIiIgDKAIPhoIRdgC/B/xj7UP1iHgzxdv5HwXmlHW+EhGPz8xHpnCMTwY+VMlaBTw/M38xStk3ApcBry+zTgU+DTyvgS7fwMhghH8HXpGZq0fp71Dg88B5ZdZLKIIW/k8D/X2GkcEI76M4kmFHTbl3lt/Fl4HHlXkfjogbM/OaBvqT2tau/r388lfruObm1fzg2vvYsavhDUc4bOUCLj3/BM5+/CFGxkqSJEmSJElSkw5YNJcnnnQQTzzpoEfzHg1SuH8Tv7q/2Elh/abpCVKo2r1nYDhgoY7OjuJ3WLZ4LssW97Fk4RwOWDCHJQvLfwvmPprum9N2j/IkqSHtOIu9GzisTO8GnpGZPxmtYGYOAJ+JiLuB71D8PoeXbfzRVAwuIjqBTzD83d0JPC0zH64zxm3A/4iI9cC7yuwLI+KFmfnFCfR3OEVAw5CvAJdk5qiH1WfmAxHxTOCrwAVl9rsj4v9l5j0T6O+FwG9Xsv5nZtYNZsjMayLi9OZJEgAAIABJREFUKcCPKb77buCTZVBI409upRk2ODjIvWu28IvbHuYX+TA337We/j0DDbfT0QFPOukgnnv2UZx+3IEGIkiSJEmSJEnSFKoXpHDP6s3cu2YL963Zyn1rtnDv6s1s2d4/gyOFgUFYv2lnGTDx2GMhqub0drFkwRwWL+ilY2AnC+Z2MX9uJ/PndLFp4EGWLOpj0fxeFs3rZdH8Xub0dnk/WlJbaauAhIg4DPj9Stbb6wUjVGXmDyLivcBflFl/EBHvm8gD+Em4hGKXA4AB4JX1ghFqvBs4n+EjDi6LiC9N4CiFNwNzy/Rq4PfrBSMMyczdEfFK4GZgWVn/Lxj53dbzzkr622MFI1T6eyAiXg18m+I4jVOAFwFfmEB/0ozbsn0319++luuyCEJoJmp2QV8Pv/XkI3j2045i5dJ5LRylJEmSJEmSJKkRByyaywGL5vL441c8mjc4OMimrbuL4IQ1W7iv/Hfvmi1s3LJrBkc7ul2797Jmw3bWbNj+mM++ee31j8nr6e5k0fxeFpYBCgvn944IWBi6Hvp80fxe+uZ0G8Qgacq0VUAC8EqGx/QA8NcN1L0MeA1wINBFcZTDu8asMTnVh/pfyswfTaRSZg5GxOuBoWMdjgPOBn5Yr05EzAcurWS9IzM3TLC/NRHxboaPanhRRPz3zHzs/8ca7u9cICpZr69XdpT+vhsRXwcuLLNehQEJalN79w5w+70b+UU+zHX5MHfc9wgD44UGjePIgxfx3LOP5tfPOJS5ve02tUqSJEmSJEmSADo6Oh49DuHUY5eP+GzztiJQ4f6Ht7JmwzbWrN/O6g3bWL1+O5u37Z6hETemf89AZfeFienu6nhMAEM1YGFBXy8L5vWwcF4vC/p6WDCvhwXzepnT0zWFv4mkfUXbPDWLiA7gFZWsT463E0BVZu6KiM8Af1ZmvZwWByRExFHAeZWsjzZSPzOvi4ifAU8ss17OGAEJwPOBhWV6K40/4P8s8B6KHRIWABcBnx+j/Csr6f/MzFsb7O9jDAck/EZEHJ6Z9zbYhtRSm7ftLrbkemgz96zewj2rN3P3Q5vZvnPC00tdnZ0dPPXUg/nts4/mpKOWGkEqSZIkSZIkSbPYovm9nHz0Mk4+etljPtu+s581G7azev121pRBCqvXb3t094LJHP3bLvbsHeSRLbt4pMEdInq6O1k4r4f5fb0snNfzaODCiOCFviJ4oTavq6tzin4bSe2mbQISgJOAoyrXYz04r+cLDAckHBMRx2fm7U2PbNizKY4kAHggM38wiTa+wHBAwrPHKfvcSvpfM3NLIx1l5oaI+BbwO5X+xvpeq+OZzPf/LWA9xTERHcCzgI9Poh2pYTt27eG+NVu4+6HNZQBCEXzQ6AJqIhYv6OWZTzmSC556JMuX9LW8fUmSJEmSJElSe5k3t4ejDlnMUYcsfsxnAwODPLJlJ+s27mDdpp2s37SD9RuLXQrWbdrBhjJv9ywOWhhN/54BNmzexYbNjd+H75vT/Zgghvlze5jf18O8uT3Mn9td/Owrf87tYV5fd/Fzbg893QY0SLNFOwUknFtJr87MOyfRxk3ARmBJeX0O0MqAhOoYx9rZYCz/VUkfHBHHZOav6pQ9p0X9DQUknFOvUEScCKyoZDXcX2YORMRVDO+ScA4GJKgFBgcH2bqjv1y07WTD5h2s37yTDZt2snbjDu5dvWXU87NaaeG8Hh5//AqedPJBnHXqwfS6FZUkSZIkSZIkiWI33WWL+1i2uG/EudhVg4ODbNneXwQrlAEK6zbu5JEtO9m4ZRcbt+zika3Fz939e6d1/DNhx6497Ni1h4cf2TGp+r3dnczrqwQu1AQszJ/bPebnfXO76e3udOdjaRq0U0DC2ZX0jybTQOWB+HMqbf5dswOraHqMwA3AZmBRpc3HBCRExHHAyhb0Vw0seFxEHJGZ94xSrvq7rc3MbKK/oYCEs8cqqP3X3oFBdu7aw7ad/WzfuYft5c8t23ezYdNONmze+WjAwYbNxb/p3u6qs7ODOPwAzjhhBWfECo553BK6Ol2YSJIkSZIkSZIa19HRwaL5vSya3zvqLgtDBgcH2bFrDxvL4ISNW3axcesu1m/czl33PMTWnXvZtnOA7bsH6N/bydbtuxkYnMZfpE3s3jPA7vL7mazOzg76eruYO6ebub3d9M2ppruZ29tF35wyXV739nQxp6eLOb3Fz95K+tGfZX6nzxQkoL0CEk6opG9pop1bGQ5IqBeI1rCIWAgcUsma1BjLoInbgScMNV2naPX72AtMNkDg1prrAEYLSKj2V1tnsv0dERFzM3NnE+1pltmweSdX3fAgdz+0+dFAg9rAgx279sz0MEe14oA+fi2KAITTjjuQBX09Mz0kSZIkSZIkSdJ+pKOjg3nlW/yHLF/waH5/fz833jjycctpp51GV1c323b2s3nbbrZs283mEf92sWV7/8if2/rZvH03A/tjFEONgYFBtu3cw7adU/PMore7k96eLnp7Ounu7iquu7vo6e6kp6eTnq7i857uTnrKsj1dnfT0dNHd1UFnZwddnZ10d3XQ1dlBV1fnyJ+VdFGmk67asiPK1NTv6qCz3CGi49Gfxdg7KhdDYRXVzSQ6qp91PDZvuOxwu4ODg+zdO8jA4CADA4PsHSh+DgxW0kP5ZZkDl/SxYF5vq/9Po2nWTgEJR1XSoz0wn6hq3aPqlmpcbVvNjnEoIKHeGKv5D2bmpGbDzNwWEeuBZQ3016rvvwM4gskHU0yHUQ8Z2rFjB3v2tOdD83b24NqtvO9zv2Dbzv66Zbo7YWFfe5zt1NvdRRyxhFOOXsZJRy/loKXzhrdnGuxn+/b6v4f2faPNATt27KC/3/8uJGmIc6Ukjc+5UpLG51wpSeOrN1d2d3fTBRwwv5MD5s8F5o7b1sDAIDt372HL9n627ehny45+tm3vZ+uO3WzZvodtO3azdXs/W3cW6W0797Jtx+5p38l437CX/v699Pf3M7nDKfZvHR0Qhx/Aay86hQV9BiZM1hhrqml5YNcWAQkRsQg4oJLVqgfiKyOiLzNb8b/x6gP7AeD+JtqqjvHICfTXzPcxVH8oIGGq+6uteyTtHZCwYrTMO++8c7rHsc947QUHzvQQJmErGx/eysaHZ3ocand33HHHTA9Bktqec6Ukjc+5UpLG51wpSeNr1VzZC/T2wAE9DB84Tk/5r68lfUjNuO/uX830EPZVK4D7prqT9nhNGWqfYG5ooq1q3Q5GBjo0Y3klvTUzdzfRVnWMy+qUqfbXzPcxrf1l5hagGqZXrz9JkiRJkiRJkiRJ0j6sXQIS5tVcN7OjQW3d2rYnq9pOszsuVOvXG9++3p8kSZIkSZIkSZIkaR/WrgEJO5toazoCEpoZHzQeILAv9idJkiRJkiRJkiRJ2oe1S0DCnJrrZo5D2FVzPbeJtqqqY2xmfDByjPXGt6/3J0mSJEmSJEmSJEnah3XP9ABKe2uue5toqza4YU8TbVVVx9jM+GDkGOuNbyb6G/rvYTr6axc3Ak8YJf9hYGCaxyJJkiRJkiRJkiRJrdQJrBgl/8bp6LxdAhJq38jva6Kt2rrNvu0/WjvNjK+2fr3xzUR/Q/89TEd/beHMM8/sB66d6XFIkiRJkiRJkiRJ0hS5b6Y6bpcjGzbXXLcyIKG27cmqttPKB/b1xrev9ydJkiRJkiRJkiRJ2oe1S0DCIzXXS5toa9k4bU9WtZ0FEdHMsQbVMdYbXzW/me9jWvuLiEWM3HmjVd+/JEmSJEmSJEmSJGkWaZeAhLWM3Nr/iCbaqtbdmplbmmir6sFKugM4rIm2qmN8sE6Zan4z38d091dbt15/kiRJkiRJkiRJkqR9WFsEJGTmIHB/JatVD8TvbqKdWveM0U+jJjLGan+HRETPZDqKiAWM3PFgIv21MiChXn+SJEmSJEmSJEmSpH1YWwQklG6ppE9qop1q3VubaKfW/UB1t4VJjTEiuoDjK1n1xlj9PjqBmEx/PHacE+nvxEn2Vdvfusxc30RbkiRJkiRJkiRJkqRZqp0CEq6rpM+eTAMR0QmcVcm6oakRVZS7OFxfyZrUGIHHAwsr1/XGeDPQ34L+zqmkdwC31ylX/f6XR8QJLejv+rqlJEmSJEmSJEmSJEn7tHYKSPhhJb0yIo6vW7K+04DFddpshWp759QtNbZqvZ3Az0YrlJm1n53bgv6uzsw9dcpdzcgAiIb7GyUgpNXfvyRJkiRJkiRJkiRplmi3gIStleuXTKKNap2NwE+aGtFjfauSPiQinj6JNqpj/F5m7p5gfxdGxKJGOoqIZcCzKlnfrFc2M7czMoBgMt//s4GlE+lPkiRJkiRJkiRJkrRva5uAhHJHgH+tZL06IronWj8i5gAvr2T9S2b21ys/SVcB91WuX9tI5Yg4EzizkvXP41T5J2CwTM+n8SCBVwBzyvQA8KVxyv9jJX1ORJzcYH+vqaTvysxRd3+QJEmSJEmSJEmSJO372iYgofTBSvoQ4E0N1H0rsLxy/aGWjKgiMweAD1eynh8REzq6ISI6gCsqWeuAL47T3x3AtytZb42IpfXK1/S3EvhflawrM/Pucar9A7Chcn1FvYKj9Hc+8NxK1ofrlZUkSZIkSZIkSZIk7fvaKiAhM68G/q2S9daIeOp49SLiPOCNlayvZea1LR7ekA8Ca8p0B/CpiFgxgXpvBqrBC+8pd4UYz1sZ3iVhJfCJ8XaOiIhe4FPAsjJrEHjbeB2Vxzb8ZSXr/Ih4w3j1IuIQ4JOVrIeAj4xXT5IkSZIkSZIkSZK072qrgITSnwBbynQv8N2IuLTcYWCEiOiMiJcD3wKGHtJvBl43VYPLzK3AH1eyjgWujogzRisfEfMj4grgXZXsnzNyN4ix+vspI3d7uAj4RkQcVKe/Q4F/B55dyf6bzPzFRPoDPgBUy74/It4bEX11+nsycDVweCX7j8vgBkmSJEmSJEmSJEnSfqpjcHBw/FLTLCKeA3yV4SADgFuBrwCrKHYmOAp4AXBcpcwe4HmZeeUE+7kQ+BugD3hLZn68gTG+h5FHIgB8F/gBcC+wGDgBuBSoHrPwIHBWZt7TQF9zKIIuzqtk7wa+BFwHrAYOBs4ELgZ6KuW+D1yQmbsa6O9I4Mdlm0PWURzpcDtFwMjhwDNqxgTFzg9vnmhfkiRJkiRJkiRJkqR9U1sGJABExG9RPABfNl7Z0gbg0sz89gTbXwLcBywoswaAkzIzGxjjm4DLGBk4MZabKAImVk20j0pf8yiOYbikgWpfBF45md0KIuIoiqCQ0yZYZQ9FUMd7G+1LkiRJkiRJkiRJkrTvaccjGwAoAwtOAK4ANo5RdBPFLgcnTjQYoXQcw8EIUHwXpzY4xvcBZwBfBvrHKHo38AbgzMkEI5R9bc/MFwEXAj8Zp/g1wO9m5iWTPTqhHOcTgNdT7EpRTz/FzhVPMBhBkiRJkiRJkiRJkjSkbXdIqIqIbuBJwMnAcoojG9YDNwPXZOZYwQD12qzdIWEvxQ4Jt09yjAuBsygCHRZT7BjwEHB9Zt44mTbH6e9Q4MnAkcB8YDtwD8X3cd8U9Hcy8GvAIUAvsBm4A/hxZm5qdX+SJEmSJEmSJEmSpNltVgQkTJWIuBD4W2AuxXEDH5/hIUmSJEmSJEmSJEmStE/YrwMSJEmSJEmSJEmSJEnS1Oic6QFIkiRJkiRJkiRJkqR9jwEJkiRJkiRJkiRJkiSp5QxIkCRJkiRJkiRJkiRJLWdAgiRJkiRJkiRJkiRJajkDEiRJkiRJkiRJkiRJUssZkCBJkiRJkiRJkiRJklrOgARJkiRJkiRJkiRJktRyBiRIkiRJkiRJkiRJkqSWMyBBkiRJkiRJkiRJkiS1nAEJkiRJkiRJkiRJkiSp5QxIkCRJkiRJkiRJkiRJLWdAgiRJkiRJkiRJkiRJajkDEiRJkiRJkiRJkiRJUssZkCBJkiRJkiRJkiRJklrOgARJkiRJkiRJkiRJktRyBiRIkiRJkiRJkiRJkqSWMyBBkiRJkiRJkiRJkiS1nAEJkiRJkiRJkiRJkiSp5bpnegCSJLWjiOgCzgBOA5YDHcA64Ebg2szcO4PDk6SWiYhDgTOBxwFLgJ3ABuBm4PrM7G9xf/OBJwEnlv3tBh4Cfp6Z2cq+JGm2iog5wBOAk4FlwF5gDXA9cGNmDs7g8CRpQiJiBXAKcDTFum8OsBFYD9wO3DTZtaZrSkmzWUTMpfg7/CRgaZm9CbiHYh5b28K+nC8lzbiOwUH/hpUkaUhELAT+FHgNsLJOsTXAx4HLM3PzdI1NklolIk4EXgo8HzhujKJbgc8D78/MO5vs8yjgbcALgHl1it0CXA58NjMHmulPkqZLRLwW+BDDu1BuAg6fzDqxfHj3ZuBlFDeMR3M38DfAhzNzV8MDlqQpFBGHAa+mWGeePE7xXcDXMvOFDbTvmlLSrBURZwF/AjwP6Buj6E+BTwGfaiJwy/lSUtswIEGSpFJEPAH4MnDEBKvcA1ycmddO3agkqXUi4hzg7cDTG6y6A3hjZn5wkv2+DPgoY99wqfo+cEkr3wqRpKkQEUcCvwTm13x0ZGbe02BbzwS+QLEjwkTcAFyUmXc10o8kTYUyuP9dwB8CvQ1U3ZaZCybYh2tKSbNSRCwBPglc3GDVBF6amT9rsD/nS0ltxYAESZJ4NBjhP4BFlezbgK8AqyiObDia4i2PYytlNgNPNyhB0mwQEf8JnFvJGgCuBX5GcaNjA9BDsWvCRUDUNPEXmfnuBvv8A+BjNdnfA35AEdi1GDgBuBQ4oFLmJuC8zNzQSH+SNJ0i4tvA+aN8dFRm3t1AO88B/oViDh7yM+CbFGvRPoo16IuAQypl7gfOaaQvSWq1iDgd+H/AMTUf3UKx5htaZ3ZQ7ER4EMVRDk8BBjJzKeNwTSlptoqIIyjWdCdWsrcDVwLXUOzECsUxik8DnsnI49a3Ac/LzP+YYH/Ol5LajgEJkqT9XkQcQPGG2WFl1g7g94B/rD2fNyI6KbbQ/SjF+ZcA9wKPz8xHpmfEkjQ5EfFp4BUUAVcfAr6cmavrlO2keMPtCkY+IHtOZl45wf6eDPyI4Zspq4DnZ+YvRik7H7gMeH0l+2uZ+byJ9CVJ0y0iXgX8XXn5z8AllY8nHJBQbqd7PcOBseuAF2fmd0Yp2wO8AfhLigd7UASWnZWZuxv9HSSpWeV671uMPGbm88D7MvOX49TtAQ4db750TSlptoqIecBPgNPKrAGKo7fekZkb69R5HPB+oHqczVrglMx8eJz+nC8ltSUDEiRJ+72I+DDFQzeA3RTRwD8Zp855wHcYXuB/JDP/aMoGKUktEBFPAQ4EvlEbcDVGnd+h2C1m6MFXAieNd75kGdBwPXBqmXUn8LQJ3ED5C4rtfodckplfnMhYJWm6RMTBFG/+LqF46/dEht9ug8YCEq4ELigvNwBPycw7xqnzEuBzlaw3ZeZfTWz0ktQaEXE48HOK9SUUc9iLRguoaqIP15SSZq2I+GvgT8vLvcALM/MrE6z75xRBqEP+NjNfN0Z550tJbatzpgcgSdJMiojDgN+vZL19vGAEgMz8AfDeStYflFuwSVLbysyrM/PrEw1GKOt8FfhUJSuAp06g6iUM3wgZAF453o2Q0ruB/6pcXxYRHfUKS9IM+QjDbwO/YYLz22NExFMZDkYA+P/GC0YAyMzPU7yBPOR/l2+5SdJ0+iTDwQiPUAT3tywYoeSaUtKsVK7NqvccL59oMAJAZr6X4uWAIZdERNcYVZwvJbUtAxIkSfu7VzK8y8EDwF83UPcyii3TALoojnKQpH3R5TXXz5pAneqNly9l5o8m0lEZLFHdMvI44OyJ1JWk6RARlwBDW9l+JzM/20Rz1bnymsz8xwbq/inQX6YXAxc1MQ5JakhEPBM4v5L1ksy8aQq6ck0pabY6jWKNNuSDk2jjA5X0CuDQMco6X0pqWwYkSJL2W2W07ysqWZ/MzD0TrZ+Zu4DPVLJe3pqRSVJ7yczbKIK2hhw5VvnyPPTzKlkfbbC/64CfVbKcXyW1hYhYDvxtebkdeE0Tbc0HXlDJanSuXAN8tZLlXClpOr2vkv5SZl7Z6g5cU0qa5Q6vpDdk5v2TaOOGmuuDRyvkfCmp3RmQIEnan50EHFW5/ny9gmP4QiV9TEQc39yQJKltVW+eHFi3VOHZwNAWjw+Ux9w0qjq/PnsS9SVpKnyA4TnwLZm5qom2zgMWlOl+YDJn9Vbnyl/32AZJ0yEingycXl4OAG+boq5cU0qazXZV0pM9AqH2uMXtdco5X0pqawYkSJL2Z+dW0qsz885JtHETsLFyfU5zQ5KkttVXSW8ap2x1fv3hJPurnmF5cEQcM8l2JKklIuK5wIvLy58zcgvdyajOlddmZr0bzGP5IcM3qruBpzQ5JkmaiOruLldm5q1T1I9rSkmz2W2V9AHlLgaNekYlvRXIOuWcLyW1NQMSJEn7s+p5aBM6V61WZg4AV9VpU5L2CRHRCxxbyRrvjeCm51eKrSk312lTkqZVRCxieOvbPcDvZebeJpttxVp0A3BLnTYlaao8v5L+yhT245pS0qxVHn34q0rW6xqpHxE9wNsrWV/KzN11ijtfSmprBiRIkvZnJ1TSt9QtNb7q2yDRRDuS1K5+HZhXuf73egUjYiFwSCVrUvNrGfB1e7XpybQjSS1yOXBomf6rzKw9z3cyXItKmnUi4kjgiPJyEPj6FPXjmlLSvuDySvpPIuL8Bup+BDitTG8HLhutkPOlpNnAgARJ0v6sulXaPU20U607me3XJKndvaaSXsvYW0DWzoPOr5JmtYh4OvB75eXtwLta0OYiYGkly7lS0mxxaiV9T2aum6J+XFNK2hd8nOGdVbuAf42IC8aqEBHdEfEJ4NWV7Ndl5l11qjhfSmp73TM9AEmSZkJ5E/iASlarFusrI6IvM3c00Z4ktY2IOB54XiXrbzNzzxhVqjctBoD7m+i+Or8e2UQ7kjQpETEP+ATQQfEm8O9n5s4WND1VN46PbKIdSZqIUyrpEW/hRsQBwMuBZ1O81buU4q3etcAvgO8B/5iZ1S3B63FNKWnWy8yBiLgI+DFwDNAHfD0iLgPenZn91fIRcRjweeDcSvZbM/PvxujG+VJS23OHBEnS/urAmusNTbRVrdvByEAHSZrt/pLhQOatwIfGKb+8kt46xhmXE1GdX5c10Y4kTda7gaPL9Mcy879a1O7ymutWrUWdKyVNtRMr6duGEhHxWuAu4ArgfGAl0AMsBo4FXgh8FHggIt5ano0+FteUkvYJmfkw8DTgZ2VWF/A24IaIeA5ARHSW8+iNDAcj9AN/lJnj7c7lfCmp7RmQIEnaX82ruW5mR4PaurVtS9KsFBHPAi6qZL0rM8d7aFadA5vdLaZa37lV0rSKiCcDrysv7wfe1MLmp2ot2hMR7oYpaSpVH3w9EhG9EfFpirPOl5T5g8B6imNu1gB7K3UWAO8AflzuqFCPa0pJ+4zMXAOcDbyP4TnxROAbEXEDcCsj59G7gHMy8yMTaN75UlLbMyBBkrS/ql1UN7P1rgEJkvY5EbGQ4i22IbcD/3cCVatzYLPbmnszRNKMiIhe4FMM3zf5owluMT5RtXParibaci0qaTotrKS3An8PvKK8/iXwSmBlZi7PzMjMgyiObngBcF2l7hOA70TE4jr9uKaUtE/JzN2Z+efA6cD1lY9OA46vXH8KODUzr5lg086XktqeAQmSpP3VnJrrZrYzq72BPLeJtiSpXXwYOKJM7wFePsGtH6vzazNzK4ycX51bJU2ntwAnlel/ysyvt7j96lzZn5mDTbTlWlTSdKoGJLwQuIRiR4S3AKdn5mcyc221QmZuzswvA2cCl1c+OpPiaJzRuKaUtM+JiGcCHwAeP0ax/wZ8LCJOmWCzzpeS2p4BCZKk/dXemuveJtqqDW7Y00RbkjTjIuKlwEsqWW/OzKsnWL06vzYzt8LI+dW5VdK0iIjTGT6eYT3Dxza0UnWu7ImIjibaci0qaTotqKSfWv58Y2ZelpkDY1XMzMHM/DPgc5Xs10TEiaMUd00paZ8RESdGxH8C3wKeUWYPAF8Dnge8DLihzJ9D8ff4DRHx2Yg4cJzmnS8ltT0DEiRJ+6vaiOG+JtqqrdtsNLIkzZiIeDzwsUrWvwJ/3UAT1Tmwmbm1tr5zq6QpFxHdFNvk9pRZr69907dFaue0Zt5Acy0qaSb9V2ZePn6xEV4HbCnT3cDLRynjmlLSPiEiXkFxZM25ZdYg8E/AiZn5vMz8WmZ+Dvg14GLgtrJcJ0Wgwm0R8awxunC+lNT2DEiQJO2vas8AbmVAQivPF5akaRMRy4GvMjyv3UFxVEMjW4lX58BW3gxxbpU0Hf4UOKNMfzMzPz9F/UzVWnQA2NZEW5I0ntoHVO9stIHM3Aj8fSXrglGKuaaUNOuVwQifZnjngVuAczLz0sy8vVq23EXmK8CpwBuA7eVHS4F/i4jfqdON86WktmdAgiRpf/VIzfXSJtpaNk7bktT2ImIuRTDCEWXWZuDCzNzUYFPVOXBBRDSzZWR1fnVulTSlIiKAt5WXW4HXTmF3U7UW3dhgEJkkNWpLJb0J+MEk2/l2JX1aRMyv+dw1paRZrTyOprr74HeBJ2TmVWPVy8w9mXkF8ETggTK7E/iHiDh6lCrOl5LangEJkqT91VpGvtlxRL2CE1CtuzUzt9QtKUltqDy7/O+Bp5VZe4FLM/O2+rXqerCS7gAOa2Jo1fn1wbqlJKlJ5Tz4SYaPTvjzzLx3CrusndNatRZ1rpQ01dZX0jdm5t66Jcd2fc117RnpriklzXZvB4aCA9YBl2TmjolWzsxbgGcwvPtVH6PvSuN8KantGZAgSdovlW+O3V/JatVN4LubaEeSZspfAS+oXP9JZl45ybbuqbl2fpU0G1wEnF2mrwI+PMX9PQj0V65lFmu3AAAJu0lEQVSdKyXNFtW/o9c10c76muvagATXlJJmrYjoAy6sZL03Mzc02k5mJvCuStbvlrsbVjlfSmp73TM9AEmSZtAtwNBWZyc10U617q1NtCNJ0y4iXkdxZvqQv87MjzTR5P0UW/kuLK9PAr43iXF1AcdXspxfJU2l6ptkTwMGihMcJm1VTf09wLmZ+ROAzByIiAROKT93LSpptrirkm5mW/A9Nde1x824ppQ0m53J8M5bAP/URFufBt5bpucBZwA/rnzufCmp7blDgiRpf3ZdJX123VJjiIhO4KxK1g1NjUiSplFEXARcUcn6IvCmZtosd6CpbsE7qfkVeDzDN1TA+VXS1BqY4va7gZU1ea1Yiy4DTqhkOVdKmmo3VdK181ojltVcj9htwTWlpFnuoEp6U2Y+MNmGMvNhRu4qc3DN586XktqeAQmSpP3ZDyvplRFxfN2S9Z0GLK7TpiS1rYg4C/gCw38T/Ah4WXkzo1nVufCcSbZRrbcT+NnkhyNJ47oNuINiy9vJ/qt6oOazO4FVNWWqc+UZETF/EuM+h+Ks4NHalKSp8FOGdzM4LSLmTLKdUyrp3cDqUcq4ppQ0W1X/ru6vW2rixtvt3PlSUlvzyAZJ0v7sh8BWYEF5/RLgrQ228ZJKeiPwkxaMS5KmVBT7iH+N4S0kE3heZu5qURffAv53mT4kIp6emY1uGVmdX7+XmbtbMzRJeqzM/DYjt6htWERUbzyfnZl3j1PlWxQ3qzuAHuAS4FMNdludK2/JzHsbrC9JDcnMtRFxI3A6xZENFwBfnURTz6ikr8nMnaOUcU0paba6r5JeHhFLM3PDZBoqd8Sqvgw12m4LzpeS2po7JEiS9lvlDY9/rWS9OiImHKxXvgny8krWv2RmK6KeJWnKRMRK4JsMb5O7BrhgsjdH6riKkTdgXttI5Yg4k+LMzSH/3IpBSVI7ycz7GHn+b6Nz5UHAhZUs50pJ0+XLlfT/aLRyRPQBr6pkfbNOUdeUkmarW4DtleuXNdHW8yvpfooXCmo5X0pqawYkSJL2dx+spA+hsbPT3wosr1x/qCUjkqQpUm4H/m/AUWXWNuC5mVm7jXhTMnMA+HAl6/kRMaFtIyOiA7iikrUO+GILhydJ7aS6Fn1iRPy3Buq+n2JnBSi2O/9Ey0YlSWP7NMNbkJ8bEa8aq/AoLmP4b+mtwMdGK+SaUtJslZlbga9Ust4REcc02k5ELAHeUsn698x8ZJT+nC8ltTUDEiRJ+7XMvJri4dyQt0bEU8erFxHnAW+sZH0tM69t8fAkqWXKHWC+xPBbD3uBSzLz51PU5Qcpdl+AYjvyT0XEignUezMjz658T50tfCVpX/BF4MbK9d9ExHHjVYqIlwAvrmR9NDMfavXgJGk0mfkAI4+Y+VADD75exchdFd4/zk5driklzVbvAYbmnUXAf0bEGROtXAYjfA04tJL9f8eo4nwpqW0ZkCBJEvwJsKVM9wLfjYhLywjhESKiMyJeTnE229DxDpuB103LSCVp8j5EccbvkD/OzH+rV7hZ5Rshf1zJOha4ut4NmIiYHxFXAO+qZP+ckW8PS9I+pXyb7Q+APWXWUuDHEXH+aOUjoici3gh8tpJ9L8XOXZI0nf4CGAqEmgt8MyJeO9rf0VA8WIuIDwB/R/GgDIotxi8bqxPXlJJmq8y8lZEvMx0K/CQi3lEGG4yqvPd4MXAdIwMFPpqZ/zFGf86XktpWx+Dg4EyPQZKkGRcRzwG+ynCQAcCtFNurraK4YXIU8AKg+tbaHuB5mXnlNA1VkhpWvhWxppK1h9HPnZyoQeAtmfnVCfT9HuB/1WR/F/gBxUO0xcAJwKUUD+KGPAiclZn3NDFOSZo2EVG9wXJUZt7dQN3XAB+tyf4pcCVwN9BHcVP5RYx8S24LcF5m/mISQ5akpkTE04BvA/Mq2XdT7Mp1J8XxYCuBpwDPAhZWyl0PXJCZqyfYl2tKSbNSRPwZ8Fc12duAfweuBlYDA8Ay4HTgmYxc7wH8A/DKzNw9gf6cLyW1HQMSJEkqRcRvUSzwl02wygbg0sz89tSNSpKaFxFHUNwcbqV3ZObbJ9j/myjefuser2zpJopgr1WTHJskTbtmAhLK+i+lCEqYN17Z0r3A7xqMIGkmRcRZwJeBgxuo9hXgFZm5ZdySI/tyTSlpVoqIC4ArgGiw6maKHQzen5kTfpjnfCmp3XhkgyRJpTKw4ASKPxA2jlF0E/A3wIkGI0iaJTZTvIHRSg9OtGBmvg84g+Jmdf8YRe8G3gCc6Y0QSbPQ0Ly4lWK92JDM/BxwMsW57NvHKPow8E7gZIMRJM20zPwxcCLwl8D6MYrupthN4bzMvLjRYISyL9eUkmalzPwmcCrwYuD7wN5xqtwOvAU4LjMvbyQYoezP+VJSW3GHBEmSRhER3cCTKG4KL6c4smE9cDNwTWaOtZiXJNUREQuBsyiOv1lMcXzEQ8D1mXnjTI5NktpFRMwFnkoRLHsAxTa+a4EbgWszc2AGhydJo4qILuBMioduKxieux4ArirPN29VX64pJc1aEbGA4r7j0RQ7tXZQvBz1APDzzHyohX05X0qacQYkSJIkSZIkSZIkSZKklvPIBkmSJEmSJEmSJEmS1HIGJEiSJEmSJEmSJEmSpJYzIEGSJEmSJEmSJEmSJLWcAQmSJEmSJEmSJEmSJKnlDEiQJEmSJEmSJEmSJEktZ0CCJEmSJEmSJEmSJElqOQMSJEmSJEmSJEmSJElSyxmQIEmSJEmSJEmSJEmSWs6ABEmSJEmSJEmSJEmS1HIGJEiSJEmSJEmSJEmSpJYzIEGSJEmSJEmSJEmSJLWcAQmSJEmSJEmSJEmSJKnlDEiQJEmSJEmSJEmSJEktZ0CCJEmSJEmSJEmSJElqOQMSJEmSJEmSJEmSJElSyxmQIEmSJEmSJEmSJEmSWs6ABEmSJEmSJEmSJEmS1HIGJEiSJEmSJEmSJEmSpJYzIEGSJEmSJEmSJEmSJLWcAQmSJEmSJEmSJEmSJKnlDEiQJEmSJEmSJEmSJEktZ0CCJEmSJEmSJEmSJElqOQMSJEmSJEmSJEmSJElSyxmQIEmSJEmSJEmSJEmSWs6ABEmSJEmSJEmSJEmS1HIGJEiSJEmSJEmSJEmSpJYzIEGSJEmSJEmSJEmSJLWcAQmSJEmSJEmSJEmSJKnlDEiQJEmSJEmSJEmSJEktZ0CCJEmSJEmSJEmSJElqOQMSJEmSJEmSJEmSJElSyxmQIEmSJEmSJEmSJEmSWs6ABEmSJEmSJEmSJEmS1HIGJEiSJEmSJEmSJEmSpJYzIEGSJEmSJEmSJEmSJLXc/w8zMT+nCf83IAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2400x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(titanic.age)\n",
    "plt.title(\"age 데이터의 분포\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "따라서 `strategy=\"median\"`로 하여 중앙값을 대체값으로 사용한다. 다음 그림에서 결측값이 사라진 것을 확인할 수 있다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EayJixyb4uQmgbofzR8Q+wBnAJ4HH13n1UBaHvDIzj67telsB0pK0wauh/kN1+1Lgioh4ytrq2/V6163bD2ntH++8HwI/p1zTGzsD29VzZzpjaoRy7e6h3FsGgbtneExJkiRJkiRJmjWdbtfFqCVJkiRJkiRJkiRJkiRJkiRJkjR1Y0L9zwHeQAnsb0L7Bymh/l+lBPr8B7ANsDXwWOBZ9Xgvo+FDI5QQN4DrgDMz84o6RqcdAidJkiRJkqQ1q+H+IxGxG3AjsJASxt/PaP3mq8ARmfmHdq1nTD+dVuD0M4HXMrqw4wClltOl1HhWAPcBFwO/Bm4H7gcWA7sBjwMObHXfjNdLCfV/UR3nwXBsSdrYRMSFwMvrx2uBtwH/ubr69pg6+98B2wKfycxbJjDOF4CXUK7Bw5Tr8dXAYZm5bDq+y2rGbO4thwIXsmqNf5/M/PpMjCtJkiRJkiRJs81gf0mSJEmSJEmSJEmSJEmSJEmSJE3ZmLCh84DXUMKDBoD5wF3AOcB1qwvyiYh+SpDbQcBLgWe2Dg8A8+q24f6SJEmSJElT1ApgfhpwE2sO9z88M5dOMNx/B+A44D2tJsO1ryZYum2kHqOO2QFWUmpIAEPAxZn5ytq/of6SNloRcRolyH8F5XrYRwn3Pxm4rV3fHlNnPwV4O+X6eD3wzsy8bQ1jNNf2FwKfoiym27gTeC/widVdz6dLRJxK+U7NYr8JPDszfzdTY0qSJEmSJEnSbOpZexNJkiRJkiRJkiRJkiRJkiRJkiTpj9UgtyZs6IOMhvo3gWy/AF4E/GMT6h8RnYjojYjmdy0jmfkD4MPA3sD7gVvrsXm1L4B9gRMj4mCAzOxGRGeGv6IkSZIkSdImoQY/92TmrcCewHJK7WWQErA/AjwXWBIRizJzOCJ6V9NPt7X9s8x8L3A0cAclvLqXEurfW/scptSLRuo47c+DjIb6f59SQzLUX9Km4mvA3cACyjWvC+wHnA48ualv1+tdU2c/jRLqDyUb6iBg/9Vdj6Fc2+vmvwM/p1xnh+r7w4FDgR2n/Zutarv63izsci9w3wyPKUmSJEmSJEmzptPtdtfeSpIkSZIkSZIkSZIkSZIkSZIkSVqDiDgeOA3YAhigBLL9HNgzM++YYB89TQhRROwLHA68vh5eQQk/ArgOODMzr6htO+1AOUmSJEmSJK1ZU4OJiKcBNwELKfWcfkrodA9wDXBEZi6NiN4mcHot/e4GvBg4Fti+dag5t4cSbN1DCZ3ub7X5OPDFzLyq9jWhMSVpQxYRCynB+h8GFjN6re0A1wInA9/PzMHa/jTgbfX0ZcBmlAVQds3MH44zTqcuhLs38G91jEFGr7PnAW+qC7b0tBYDmI7vuBtwPbA55do+DJyQmedN91iSJEmSJEmStKHome0JSJIkSZIkSZIkSZIkSZIkSZIkaeMVEU+ghPAvooS/zQd+C7wkM++IiN6J9FMD5Xrq9nXAOxgNMVpACfcH2Bc4MSIOrm27EdGZru8jSZIkSZK0KWtqMJl5K7AXsByYRwmB7lDC9w8AlkTEohoEvcb6TlOXyczvAO8F/gI4ixJaDaVe1Fv7br//BvgMcEhmvqEV6t9jqL+kTUFmLge+ALwFuJtyrR2gXBf3Az4I7AwQEafyx6H+S4HdMvOHTe18DeM0NfJvUa6/zeIpg7XJ64B/rG1HpqueHhGbAS9qfa+++t3+sxlrOsaRJEmSJEmSpA1Np9vtzvYcJEmSJEmSJEmSJEmSJEmSJEmStJGKiDcA59SPI8BK4J2ZeVZEdDJznX68EhHHAZ+oH1dQQv4BrgPOzMwrart1HkuSJEmSJGlD1NQ9WiH63bq/twbvT7ouUgP0RyJid+AGYCElmLmfEszcA1wDHJGZS5uxJthnD6PB1VsDTwW2AO4F7gcS+CZwT2YOrqk/SdoURMRC4BDgDGAxo9faDnA1cCfwytq8Her/nMz83kSuv62xngGcAjyn9j9YxwI4JTPfNQ3fp7n3PBW4FNipdfgfMvPv1nUMSZIkSZIkSdqQGewvSZIkSZIkSZIkSZIkSZIkSZKkKYmIxwA3AX9CCSOaB/wKeGFm/sc0jnM08Nn6cSUwv24b7i9JkiRJkuaUiNgKGKYEPw9m5t2t4P8Jhz/XvqY93H+S36UnM0emqz9J2lCtJtx/JaWe3mk1W065Dk8p1L811pHAacAjKdfyIUbD/c8B3pOZ99a2k6qpt+4bWwI3Ak+i3JN6gZuBEzLzZmv1kiRJkiRJkjZlBvtLkiRJkiRJkiRJkiRJkiRJkiRpSiJiD+BLwCJK0FsH+KfMfNs09f9g+E9E/CVwdj3ULCIAhvtLkiRJkqRNUCs8uQfoA14FPB14HiWgeUvgbkpt5Dbg45n5h3UYZ8bC/cfWa6zfSJqLarj/YcCHKOH+TSB+Fxip20uBPTLz+1NYrKVdT38zcArlmj423P8S4F+A6zNz5RTG2Ra4GtiVcr/oq+/vz8xTJtqPJEmSJEmSJG2semZ7ApIkSZIkSZIkSZIkSZIkSZIkSdpovRh4GCXQvwlj+ymUULh17XxMwNu5wOl1ex4wWLf3BU6MiIObcyKis65jS5IkSZIkzZYasjwSEZsDRwKXAx8DjgO2Ax5KCVJ+BHAUcCrwzYh4RUTsOJmxmsUDMvMWYC9gOaO1lw4lbPoAYElELMrM4YjoneQY3fE+S9IcsQK4EHgN5Vrb1LE79TUEHJ+Z36/7RybTea2N99Tts4H31DE7lFD/pqZ+OGVxgdMiYuuxof5NH633Tn1fHBH7URaUaUL9e+rrkibUfzr+NyBJkiRJkiRJGzKLoJIkSZIkSZIkSZIkSZIkSZIkSZqqrVrbXWAl8IPW52mTmUPAJcD1dVcf0AQOGe4vSZIkSZI2CTXUfzgitgI+Cvxv4Hn18GB9NXWRQUoNZhB4PCWo+fSI+ItWf2utkbTC/b8D7M0MhPtL0lwWEX2Z2a0h+vsAC1k1+6lDuba/MiKeVq/Jk66xN9fzuv0h4J3AXZR7RTvcfxfgzcAtEfEPEbFXRCxo+mi/AwsiYn/KwrvnA39W++mpc/5yZh5bv2dv6zxJkiRJkiRJ2iR1ul0XsZYkSZIkSZIkSZIkSZIkSZIkSdLE1eC2DnAFcCAlSK4JczswM786g2OfAJxBCZSDEkjUjH0dcGZmXlHbdqYSfiRJkiRJkjQbavDzUERsQ1ngcM96qEupv/St4dTh2qYPGAC+B7w9M6+v/U6oRlKDpEciYnfgBkrw9AAlDLpLCXG+BjgiM5c2ixBM7dtK0tzQvlZGxGnA2+qhAcoiKjC6aEsHuBY4GbhtqvXt5npet48F3gQ8lVJLb8YaolzfR+q43wZ+BvwIuAfYDtgBeBSwR6v7pjbfA3wxMw+p4/TVBXolSZIkSZIkaZNmsL8kSZIkSZIkSZIkSZIkSZIkSZKmJCKWAIdRgnyagLkjMvNL7eCgaRrrwQC6iPg34Ll1TOr4hvtLkiRJkqSNVhP8HBHbAtcDu1BCl3vq627gN8AFdf8w8ELgMcBO9TOM1kh+ARyfmVfX/g33l6T1bJxQ/2XAZsByYCWwJaPX2pkI998HOBw4jrKYwHAdp+m7t253VtNVs38FsKDu+x1wSWa+ofZvqL8kSZIkSZKkOaNnticgSZIkSZIkSZIkSZIkSZIkSZKkjdb99b1TX/OAZ9d90xqmn5ndiGiC6T4C/J4S6A8ldKgJkNsXODEiDm6dt7owIkmSJEmSpA1CK9R/G+BrlFD/lYyG+t8IvAnYOzNPzcwPZeYZwKHAwcDVlPpID6UmMwJsD5wfEQfBxGskNdS/JzNvAfamhE7PAwYp9Z8R4ABgSUQsqvPuXWOHkjSHtUL9T+WPQ/2XAvsAxwD3MHqt7QL7AacDT55qfbtezzt1+3rgPZRw//8BHmA0e6qXsmBMd8yrWdC3OdaE+n8V+F+tUP9eQ/0lSZIkSZIkzSUG+0uSJEmSJEmSJEmSJEmSJEmSJGlSWkFC/7e+D1GC3QAeCyUsbrrHbUKQgFspwUO9jIYLNeFDYLi/JEmSJEnaSNQQ/eGI2Ar4AvBESqh/PyUX5HLgZcBlmXlvE6Jfz1uamd/PzOcDZwH3UWo0PZRFELcBPh0RB4Lh/pI0GyLiZOBkSh27Her/nMy8Gfg68BbgbqY/3L/b2r47M6+gLCbwJuAqYKAe7qPcO5oQ/07r1U+px/8UOAl4fWZ+pH633lbdXpIkSZIkSZLmhE63O+3PSEuSJEmSJEmSJEmSJEmSJEmSJGkOiIhnAt+ghPsMU8L1AV6YmV+ZoTF7arjcPwDvpIQMwejCAiuABXX7OuCszPzSTMxFkiRJkiRpXUREp4btPwQ4BziGEujcSwlYXpKZL19LHw+GKkfE3wOvBbal1Ey6tZ87gWMz89/a405gfk0dZnfgBmAhJQS6v9X3NcARmbnUgGdJWlVE9AFvBN4HbFl3N6H+32uumxGxEDgEOANYTFngZR6l7n0tZWGA29Z1Qd2x1/+68MsuwIFAAIsYvcbfD/yQcg/5F+COzPzxmvqSJEmSJEmSpLnCYH9JkiRJkiRJkiRJkiRJkiRJkiRNSURsDnweeB4wUnf3AJ8A3pmZ987g2MfVcQB+AlwFvLl+bof7XwO8OjN/PVNzkSRJkiRJmqqI6AdOAE4CHkGpsfQAXwIOqcH/4wbmR0RfZg7V7X8BXtk63ATw30UJ97+6tptsuP/TgJtYc7j/yzLzD037yf0VJGnTFRGPBt4CHA/0AU9th/q32q2XcP861tix+yjX9+0o1/flwIrM/NVqzjXQX5IkSZIkSdKc1jPbE5AkSZIkSZIkSZIkSZIkSZIkSdLGKTMfAL5JCRZqfqfSAQ4FngAlIGiGhv8eMEQJkPtT4DLgRfXYAkrwEMADhvpLkiRJkqQNTUQ0tZSdKLWURzAalH8t8Noa6t8zXqh/NVL7fApwFKU+0+gAw8A2wPkRcRBA7bsztqOxaqh/T2beCuxJqbnMAwZr3yPAAcBFEbGZof6StKrM/ClwGnAM8ITVhfrXdsuByymLANwNzKdca7vAfsDpwJMncu2ewJyGoYT0110jmXlfZv4oM7+fmbc3of4R0dMe01B/SZIkSZIkSXOdwf6SJEmSJEmSJEmSJEmSJEmSJEmatFaQz2nA1xkN9x8EtgbOi4htMnO4FVQ3nX5JCZIbrJ/3ycwrKeF1AAuBS4GXj5mvJEmSJEnSrGsF4P8l8My63QF+CJySmXePabdaNXR/JCKeAXwD6AeW1b6aVy/TF+6/F6uG+w/VZs8BHjuR7y5Jc01m/jIzL8vMH423YMtqwv2ba+20h/vX8br1fY33mswcMcxfkiRJkiRJkkYZ7C9JkiRJkiRJkiRJkiRJkiRJkqRJawW/DQEXAndSguL6KEFDOwNnRcRDa/jbtAXr174WUULpeuvuP6nzuhh4KfBh4MjMHIyIjsFDkiRJkiRpQxMR+wOvrR8HKIH5lwA3T/D8JtR/d+ArlIUOlwOb1SY3AHfV7ekK9/8OsCdl8YB59QVwYmZ+byLzlqS5bG0LtqzvcH9JkiRJkiRJ0uQY7C9Jkua8iNhqtucgSZIkSZIkSZIkSZIkSZK0McrMbg3Mvxz4bt09RAn3B9gXeGtEPGSiIXETHRfYihJS1/w+ZgRK6H9mXp6ZJ2XmsKH+kiRJkiRpQ9OqkTwBWEAJbJ4H/Bo4LzPvm0gfNWx/V8piAFsCKyjh/gDvyMx9gY8C99Z9PZQayrqG+98K7A08UA8dl5mfGvPdJElTtIZw/wEM95ckSZIkSZKkWWewvyRJmtMi4sXAtyLiiNmeiyRJkiRJkiRJkiRJkiRJ0myLiJ7JBgHVELk7gROAe4B+ShgdlJC4o4HXRcTC6Qj3b52/OSWIbkX9fFd9X+X3Mob6S5IkSZKkDU2tkWwF/DWlltFHCWx+R2b+MiLGzQNpFjKMiF2ATwI71PMX1Cb/kJmn1bHeW9sMtbqYjnD/7wC7A/tn5qfrvHqsxUjS9FhNuP98Su19yuH+LgQgSZIkSZIkSeuu0+36/zBJkjQ3RcShwKWtXUdm5udnaz6SJEmSJEmSJEmSJEmSJEnrWxMCN96xiOjNzOG19NObmcMRsR9wGbCIEiY3rzb5AXAO8OnMXFZD3kbWYd7zgU8DL6ME0fXgs6CSJEmSJGkjEhEPA24Enlh3fRc4IjP/e4Ln7wScDRxUd/XW99My8x21zbzMHKjbnwReDTR1ng6lpnIXcGxmXl3brbFeNGb8Veo7Ez1PkjQ5EbEQOAQ4A1gMrKTU3jvAtcDJwG2TuQZHxG7AfcCP16VWL0mSJEmSJElz0bgrdEuSJG2qIuIJjIb6L63vF0XEkbM0JUmSJEmSJEmSJEmSJEmSpBkXEZ0xu7aKiO0i4mUR8aaIeFdE/GVEHAY8aS3nPqgV/H89cBLwACVYaLDu/zPgzcBfRcRDMnMkIib9u5bWOY+vfTZBRb8DJhR6J0mSJEmStIEYpIT5318/f20Sof7bACcCz6EE+jeh/p8A3lPbdDJzICJ6ATLzNcBXatumzjMCbAOcHxEH1Xbd8epAjbFB0Ib6S9LMyMzlwOXAW4C7gfmUhXW7wH7A6cCTJ3LtBoiIxwGfAy4G9p3oeZIkSZIkSZKkwmB/SZI0Vw0BX63bi4AVdfsCw/0lSZIkSZIkSZIkSZIkSdKmKCJ6moC1iHhUfWbyKuBW4CLgI8DfA2cDS4CbIuKbwOkRsXs7nG1Nofw10O1faz/LgH5KwBBAAG8E/ldEbFXD/XtX1884828C495CWXigQ/l9zA2Z+Z2J9iVJkiRJkjSbauj+/cDbgSuAHwDfaI6t5dx+4HnAoZTfyDa+BHwoMwdgNGg/M4cjoq+2OQn4L0o9pVNfUw73lyStH2sI9x9kkuH+9fhewGLgyfW8bWdu5pIkSZIkSZK06THYX5IkzUmZmcA5jIb7L8Bwf0mSJEmSJEmSJEmSJEmStImKiN4mFD8iXgN8FLgA2A14OKMBQAPAynraZsBfUIKCvhERH46Il0AJ8B8n3P8e4HOUQKBlwDxGw/13BF4PXBgRl7fBrwAAIABJREFUD8/M4dYcxw0cas3/w8CxrUN3AOdNpA9JkiRJkqQNQQ3O78nM3wInAu+n/ua1vbhiW2uBxO3rOY+ihPID3AacC/xoDeMN1c2fAZ8HlrfONdxfkjYCqwn3n8fqw/3/qHbfuoc8DjgZ2Kp+fjLwmJmduSRJkiRJkiRtWjrd7mr/nydJkrTJiohO81BTRLyA8vDS/vXwCkrIP8DRmXnRLExRkiRJkiRJkiRJkiRJkiRp2tRQ/+G6fSrwWuBh9XDz7OQI0A77GWntG6IEBI0AdwKfysy/ncC4jwSOAt4DbE4J959HCRnqAD8H3gF8OzNvb53XDwzXxQP6M3Owhg5tA7wPeF1t2vR3IXBCZt47mb+LJEmSJEnSbKvh/iNr+tza3/5t7JXA84FhSr2mA5wKvK8V4D/emDsDX6fUWoYZrQl16/adwKsz86qxY0uSZl9ELAQOAc4AFlMW651HuR9cD/w9cHNmPjDm/wMPA66jhPk39f+PZ+Yb1v+3kCRJkiRJkqSNl8H+kiRpTjLcX5IkSZIkSZIkSZIkSZIkzQVjQns+Tgn171JCe3pbTX8O3AcMAo8ANgO2aB1vQvQblwGnALdl5tCaAt4iYktGA4a2qP3013HmAUuB/wQ+A1yTmT9bTR+LgVdQAuv2q7uXAwuBBJ6fmT+d4J9EkiRJkiRpoxURfw18kNFFGfuBbwAHZOaKtYXwN8cj4t2UBRS7rFojGqx9/gF4ZWZeMUNfRZK0Dmq4/0uAM/njcP/vAlcB5wK/pSzk8gTgdOBJlGt9H/BT4KTM/OL6nr8kSZIkSZIkbcwM9pckSXOW4f6SJEmSJEmSJEmSJEmSJGlTFhE9mTlStz8KvJ4S1jYAzAfuBb4MfBG4MTPviYg+YGtgEXAs8FTgoFa3TbgbwI2UIKBrM3PlOOH+/cABlPD+h9XdXWCo1RfAfwN3AP9DCfyfD/wpJWhoW6CntltZj90N7JmZ/2+yfxtJkiRJkqSNTUQ8FLiAsvhhlxLe/GvgJZl5S3uBxwn0dShwae3nd8AtwIH1cFN7AXhpZl4+fd9CkjRdImI+8ELgHEp4fzvcH0oN/fZ6bEtKfX6AUmvvA87IzLeu52lLkiRJkiRJ0kbPYH9JkjSnGe4vSZIkSZIkSZIkSZIkSZI2dRHxt8D7KUFtKynPR/4KeA3w7cz8ffNMZQ32H249X7k58CrgrcD2lCD+AUo4EJTQt38GLs3MZWuZx87AGcBuwOI6n5H66q/vPWs4faC2aQKJ/gd4QWb+cMJ/CEmSJEmSpI1YRBxJCfaH0frMhcCJmXnPJPt6GPAfwCMp9Zg3A5sDp9Qmy4DNgGuBwzLzD+v8BSRJ0y4ieikL634SeASjtfRhSnh/o6nHA/QCX8zMQ2ofDy4SLEmSJEmSJElaO4P9JUnSnGe4vyRJkiRJkiRJkiRJkiRJ2lRFxPMoYfp/CgxSAt9+CeyTmT8Z57wHn6+sn/cFXgEcASysffXXw9+jhPt/OjMH1tBfT2aORMS2wDHAocCzKGFCndpfb23eBPx3gKG63Xy+E/gOJbDuvyf1x5AkSZIkSdoIRURTG/k0cBSr1mVekJlXTaHPfuCHwE6173OBdwDvAk6uze4CXpuZV6zD9CVJ60FEPBn4IrBDa/cIpa4+Qqm/N/X4yzPzpfW83swcXs/TlSRJkiRJkqSNWs9sT0CSJGm2ZWY3Ijp1+8vAmcDX6uEFlHB/gAsi4shZmKIkSZIkSZIkSZIkSZIkSdKkNM9GAs8FHkcJ65lHCcY/PDN/EhG9azq/CfWvwXFk5nXAPwH/CCyjhMeNAMPAk4ATgO3G6W+kLhZwJ+VZzX2AdwPX1ib9jIb399V9nbq/t27fAPwdcJyh/pIkSZIkaa7IzBFgEbBH3dVLqcvcBnyrVQeakIjoo9RhmnoMwE6Z+Qfgg8AHgDuA1zeh/pMdQ5K0/tTa+22UxXSvAH7TOtxhdFHdXwH/3Ar17zPUX5IkSZIkSZImr9Ptdmd7DpIkSRuE+g/r5kdoLwBOBPavh1dQQv4Bjs7Mi2ZhipIkSZIkSZIkSZIkSZIkSRMWEU8HvkkJ7hkBVgLvAs6ugXAT7acDdGo4/7OBLwNbUEL9O5QAuM9m5rET7a/1zOZi4M+A3SmLEGxHWYhgGbAUuB+4Ekjgs0C3OVeSJEmSJGlDEhE9Tc2lXf+Ypr53oyyQuJDRRRD/LTOftw59JrATJeD/isx8cevYn2Tmr+r2tH4XSdL0i4jezByOiC2BFwCHArtRMhJWApcA12fmle32szZhSZIkSZIkSdqIGewvSZLUYri/JEmSJEmSJEmSJEmSJEna2DUhchHxLuADwAAwH/gl8OLM/PdJ9tcEAu0E/B9K+P4AJfStA3w8M9/QHnsCfa42EC4ieoGHU4L9lwHzM/O+tZ0nSZIkSZK0vk2kDtLUMta1plF/83oFZfHGTn0tycyXT6bv1nx2B24A5lEWCrgwM49ZU/upzluStP6MvS9FxPaUBXrJzF+vqZ0kSZIkSZIkaXL6ZnsCkiRJG5L2w1GZ+eWIaA7tTwn1b8L9L4gIDPeXJEmSJEmSJEmSJEmSJEkbmlYgz/MpIW/99fMF6xDq/2jgG5RQ/+WU5yk7wHmtUP/ezBye4BxXCYRrgoTqWL9t+omI4fHOkyRJkiRJWt9adYyR+vmJwJ8AATwUGAS+B9wO/AQYmoZw//spCy32AV1KXabRqfvWqjV+AAupgc/AXfW7rDJHazGStPFo3ZeavIRfjNdOkiRJkiRJkjQ1nW7X/6FJkiSN1X7wKCJeAJxICfeH0XB/gKMN95ckSZIkSZIkSZIkSZIkSRuaiNgSuAXYAegBeoE3ZebHmvC5CfQxkVD/17fbztDXkSRJkiRJ2iC06iWbA3sCLwcOBrZcTfNh4HLg65l5dquPSQf8R8SewA31YxPs/0tgj8z82ST72gG4ANgDGKL8bvYFmfn1yfQjSZIkSZIkSZIkzUU9sz0BSZKkDVFmdiOiU7e/DJwJfK0eXkB5SAnggog4chamKEmSJEmSJEmSJEmSJEmSNJ5HUkL9+ym/H1kOfBfAUH9JkiRJkqTJi4i+Wi/ZGvgEcA7wCkqo/wildjJcXysoCy0eBpwZEZ+PiIMiYn79Detk8z5+UF9NXWcEeAjw9Dq33gnMv1M3dwWCskBAH3A/8JtJzkeSJEmSJEmSJEmakwz2lyRJGkfzYFQN9/8QcG09tAAYqNuG+0uSJEmSJEmSJEmSJEmSpA1NLyWcDUoQf6f1eVyG+kuSJEmSJK2q1kCGImJb4CrgZcCO9fAAJb9jIaUm00upowwDg7XN4cDfA8dHxOaZOTLJcP97gDvqOE24/0OBEyKiU2s5awz3r/Pv1nrPKcBiSp0H4MzM/PEk5iJJkiRJkiRJkiTNWQb7S5IkrUFmduuDUQsiYhvKD9MuAK6pTeYx+kCV4f6SJEmSJEmSJEmSJEmSJGlDMo8S5D/IaNjbIoCI6KzpJEP9JUmSJEmSVhURPbVeshj4GrAbJcy/qbmMAL8BrgSuBm4Ehii1mX5gZW33VOAtwNsj4iETDfev43eBDwF3URYOgLJwwLMpv31lvHD/emwr4DLg8XV+ADdTFioYt2YkSZIkSZIkSZIkqeh0u93ZnoMkSdKsqw81jbQ+Pwl4IvBSYBvgccDvKAsj9QGPqU07lIev5tXPR2fmRetr3pIkSZIkSZIkSZIkSZIkSasTETsAtwJbMhr29ubM/OdxzjHUX5IkSZIkaTUiYhFwMXAQJai/n/Kb0xuBzwFXZuZvW+33B54FnARsQVl8sb8e/gVwPnBqZt4/9jeu48xhe+Bc4HmUYP5mUYAe4BLgqNXVa+rcdwHOo/x2doBSL+oC783M/z3xv4QkSZIkSZIkSZI0txnsL0mS5rz2D8si4pnA3sC7KT9AWzjOqSOUh526lAeqDPeXJEmSJEmSJEmSJEmSJEkbhIjYBvgvYBtK0FsfcG5mvnF1ofzrI9Q/IjqZ6Q9ZJEmSJEnSRiUieikB/e+ghPR3KL8v/QLwBuDezByJiP7MHBxz7lOAi4CdKb9H7dRDvwA+DZw2yXD/fYCrKYsEDNT3bp3Pt4CPAd8GfgJsBewKHEpZDGCHek4PpVZ0cWYeVfud0PiSJEmSJEmSJEnSXGewvyRJmtPGhPr/NXAU8LR6eCUwn9EHm5qHpQbr5+G6r73fcH9JkiRJkiRJkiRJkiRJkjSrmgD9iFhCCW4boYS13Qnslpm/GNN+RkL9W/PYLDOXTfZ8SZIkSZKk2dSubQBXAnszGs5/SWa+bC3n99TA/8cA5wLPYfR3qDD1cP+jgM/VjwOUuk8X6AXur/P7ObAZJcy/0fwutge4MjNfVPuzXiNJkiRJkiRJkiRNUM9sT0CSJGm2jAn1Pws4ldFQfyih/lB+mHYH8GPgl8BddX/z8FLzsFIf5QEogAsi4siZm70kSZIkSZIkSZIkSZIkSdLqZWa3bv4X5VnHPmAQWAy8JCI6EdGBmQv1HzOPEyLi7LpvOCJ61/lLSpIkSZIkzbBWbeN1lFB/KPWSm4AH6yXjnD9Sw/pvB14DXA2saDXZHngV8DcR8ZCm/Zr6a+o5mXkh8Ma6ex6jiw2MUGo6mwM7A4+sbZrfvvbWNue3Qv37DPWXJEmSJEmSJEmSJs5gf0mSNCeNCfX/BPBXlAeSBmuT3wP/ChwLPDUzHwM8CfhTYBfglcAHgLspwf6dep7h/pIkSZIkSZIkSZIkSZIkaVqNCeLfstk3Xvu6eSnwP5RnHfsovyM5BOjNzG5EzJ+pUP/WXJ4M/A3w+oj4IJRw/8n2I0mSJEmStL61aixPoQTirwSWAZ8D/gBrr3O0wv1/BpwAXMMfh/sfywTC/VsLDZCZ5wJH1vn01Fe3vje/e+0AQ5Twf4D/B3wwM19dv19fZg5N4E8hSRu19iIs49XWJUmSJEmSJEmaCIP9JUnSnFMfgGpC/c8GjqM8rLQS6Ad+RXkI6o2Z+dnM/Gk9tZuZKzPzvsz8XGa+7/+zd99htlX1/cffZ2Zu4VKUDmIDTb4qkh9qrAgBURGNIEo0iKKiscQWEcQSuyYqTYhiUOxGJSEK2BsWIBZUQIPmizEooKB0qffeKb8/1trMvoeZuVPOuVPu+/U88+xzdll7n/vHmblrfddnAY8G3gL8hPG/rZbVtsBwf0mSJEmSJEmSJEmSJEmSNAdNyFAN4n8KcEZErGwHuXVrHbus/gxSQtzGgH2At9XzVkfEfehDqH8rgO7elNpKgJdHxJtm0o4kSZIkSdJ8qf0xOwCPo8whXUEJ0v/SVH0zE7TTs3D/rnZPA/YHPg1cQekDGqjbDuNh/wAnAC/LzNfDHf09hvpLWvLa/dsR8Uog5vmR+mI6vzckSZIkSZIkSb1hh6wkSdroZOYoQEQcDbyUUpS0hjIR7XJg78z8Qmb+oZ7XTIhb224nIjqZeQlwHKXw6fTaVodSnNUUVRnuL0mSJEmSJEmSJEmSJEmSZq2GyO0HfA54BLBdU984mVrneDPwOuB6Srj+CKXW8bCIODAidgK+R+9D/Ts1gG4r4J3AKmCoPsO1M2lLkiRJkiRpni2nZHM0/SM/zswrI2JoJo30Oty/Nff1nNrevsB7gE8C3wK+BnweeCGwV2a+OjPPrtcOzLS/R5IWo65Q/3+mLHKyR30/ZR/7YlI/Z5OhsFtEbD7fzyRJkiRJkiRJS1lnbGzai4BLkiQtGRGxL/BeYFdgmDJZ7PfAPpn5q5lMQquTz8bq69cChwH3q4dvp0xyAzg0Mz/Tw48hSZIkSZIkSZIkSZIkSZIWgIjYPDNv6mP7jwG+Wd9eBzwiM/93mtduBxwPPKPuGqzbC4F7AVvSw1D/1n2XA0cAb667hoCrgOdm5rdm06YkSZIkSdKGFhGPoCyM2KH0q9zRdzLL9gZqaP89gZOAxzM+DxXgCuDjwLsz8+bm/BneY0Vmrp7NtZK0FEXEu4Gj6tu/y8wPz+fz9FLX4gUnA8+kfNbTM/P6eX04SZIkSZIkSVqiJl2dW5IkaSmKiE59+XhKqD+UiWI3AK+sof4DM5mElpljETFYX78LOAb4QT28khLuD/BvEXHIXD+DJEmSJEmSJEmSJEmSJElaOCLiacD5EfG0iFjV47Y7EbEF8M66azWl7nHagWyZ+UfgU5Tw/sHaBsDulFD/NYyH+p/ai1D/6iHAgcAKYHm995cM9ZckSZIkSYvMVcD1wFh9fxOUvpPZNFZD/Qcy8zLgFcDXGZ+HCnB34DnA0RGxWXP+DG+ztnWvzvpOlqT5FBFHR8Q+EbFy/WfPqv0XUILux+rPdnX/ov9+7Ar1Pw54MbAFcCTwN70es5AkSZIkSZIkFQb7S5KkjUoN4X8EcETdtaZuf1h/yMxpT3ZrtTvSFEZl5keB9wDfrYdXMj4JznB/SZIkSZIkSZIkSZIkSZKWiIg4CPgP4M+B9wFP7mX4UGY2QUM71V3LgM2pwUMzaOerwOvr2xXAMONhdMsoof6nZOYLYfah/k0tZURsCrwKeHg91AG+D7yxHl/0gUmSJEmSJGlpmKifomvfWkpfylB9v33dzjqvo9/h/u15srV/SZIWpIg4Efhn4LPAQX0K978vZbHcYUpf9bZ1/6Lup54g1P9V9dDNwJ8BL6IsuCtJkiRJkiRJ6jGD/SVJ0kajVbS0H2UQei2wvO47LTOvmEv7tTCqU1+fAZwCXFQPr2B8EQHD/SVJkiRJkiRJkiRJkiRJWuQiYnfgP+vbmymhbicBT4mITXp4q9spAUMjdduhhPtP9zmb2sb3AcfX3UO1vcblwGda72cc+FbD6JrQuOOAg1uHrwQ+BVxfn8VAOUmSJEmStCC0+ykiYpuI2BbYJSKWR8SKzPwd8B1KKDTUBRgzc+0c79vXcH9JWugi4mTg5ZQ5+NsC76X3/esAO1Myltb5Dm0vgrLYTBHqfxuwGXAt8NzMvGmeHlGSJEmSJEmSljQH7SRJ0kajNbi+b90OAcPAH4FzYHzy2hzuMdaaAPdZ4MOUSWhj9X6G+0uSJEmSJEmSJEmSJEmStDT8hhLqBrAp4+FDJwIH9iJ8KCIGgWX17SDjYfzTDo7rCtH/F+CT9XUT7t8B7gG8LSIOq9eM1ntPW1OnGRHvBV7Yes4R4FvAf2Tm8EzalCRJkiRJ6ocmID8iBiNis4h4RUR8GPghcD5wHvBd4CMRsSvwf5R8jlHgARFxv4jo9GBOquH+kjZKETEE3Lu+7dCf/vXmO/q6rkPTXjh3IVpPqP8mwA3AX2Xmz+fpESVJkiRJkiRpyXPATpIkbVQi4q7APRmf2DYE3AhcCneavDYrNdx/oL5+H3AmpaDAcH9JkiRJkiRJkiRJkiRJkpaIzLwBeA1wNqVOcBl9CB/KzFuBK+vbps5x61m29VvgvcB/1F2DjNc17gW8LiJeU88duXML62qF4HUiYquI+CAlhA5KCN0y4GfAGzPzmtk8syRJkiRJUi/VQOTRiNgCOAr4AqW/5DnAzpQ5qNsADwcOoQT83x+4ldIHtB3wkMwc69GcVMP9JW106iKwr6f0ry+jD/3rre/oy+u2CfrfAdYJ/l80phnq/+jM/MU8PaIkSZIkSZIkbRQcrJMkSRuNOri+PaWoarB1aBBYFhFDvbpXLYxq7vFC4L/qfdoT98Bwf0mSJEmSJEmSJEmSJEmSFrOfUALgvk0fwv1b4fpX121T67jtHNq8ADgWOK3uWs54XWMA74qI0yJit4jYvH1tRAy0w45qveTmwFOAjwAvqIduA1ZSApMOqQsKSJIkSZIkzauIGMrMkYjYltI3cjTwV/XwMND0xTTbNcBWwIHAqtb+IyNil149V1e4/8sx3F/SxuFnwJH0qX+9pen/7rS3vVicZUMy1F+SJEmSJEmSFg4H6iRJ0kajDq7fXn+G6+4xYG1mrs7M4Ukvnt39Rmoh1TDwr8D19X5guL8kSZIkSZIkSZIkSZIkSYterU28kD6FD0XEYH15W92urdvOBKdPW2aeD/wT8LG6qwn3H6XUOv4N8FngkxHx6CaoLjNHm7CjiPiLiHgM8DngJOCA2tZqSojQdcATMvOSuTyrJEmSJElSL9RA5OGI2A44G9gP2IzSFzJG6R/p7nNZXrejddtkdNwdeGRttye5Ha1w/8uBV2C4v6QlLjNHgYvoX/968x15bd2upXyfD018xcJlqL8kSZIkSZIkLSwO0kmSpI3NjfWnmeg2AmwRETsBRMScJrp1qwUFAN8FrqL8/TVKKSxYzvgEO8P9JUmSJEmSJEmSJEmSJElahPod7l9dVrcjdXtXmFtwXGb+HPhH4D11VxNUN0IJs7s/Jaz/68C5EfHNiPhqRHwrIr4BnAOcBewL7FivHQVWAFcAe2bmL2f7fJIkSZIkSb1SA/NHImIb4JvArpTFCTv159d1/wuApwPPA94LXFCbWEaZD9qh9J1sDbwhInaoAfuD9EAr3P8yJg/3Pwx4fRPu34v7StJ86Wf/eus78neUPu8hylz/7SNi1dyffsMw1F+SJEmSJEmSFh6D/SVJ0kajTl7rALfU7ShlAH5HYA+4Y/C/1/ftZOblwDvrPZtw/zFKYcHqeqrh/pIkSZIkSZIkSZIkSZIkLUL9Ch9qwnqA6+t2Rd1uV4/PKbwtM3+fma8FXkapr4RSW9mE+w8DK4EdgH2Ax9ft3sDm9VgTagclaO4cYF9D/SVJkiRJ0kJRA/O3AE4FHkiZ17mMMt/zq5Sw/L/JzI9l5umZ+enMPAI4hBL235zfLAQwDNwP+HhELKuLBmyocP97AM+h9DV1JmpDkhaTDbB47u21zSZnqfk+X/AM9ZckSZIkSZKkhclgf0mStNHIzNHMvB44q+5qiqcAnhQRK2v4f6/vO1aLo/6PUkDQHviHMsmuKaoy3F+SJEmSJEmSJEmSJEmSpEWoz+FDN9ZtE+S/YrITZyMzTwaeDpxe7zVU79UO+aduxyh1kCOUzzhYt78E/hU4NDN/1cvnkyRJkiRJmosaun84sCelz6MJ9f934KDM/EFm3tgE5UfEEEBmXpKZH6EsdHhxvXaA8b6RxwEf2oDh/mvrKTsC19T+KEla9Prcv34lcDNlkZbme3x5Dx67rwz1lyRJkiRJkqSFy2B/SZK0Mbqk9br5e+hxwPZNsVOvb5iZY5n5A+B7dddYfY4v1/crWTfc/296/QySJEmSJEmSJEmSJEmSJKm/+hg+dGndNuFtW8J4yNxcNHWTmfkV4NXAIcAFlFAgGA/ubxYVGGPdQP81wH8ALwTemplXzPWZJEmSJEmSemwIeCKlT6VDmVt6Vmb+bWaubgL9m6D8zBxuLoyITp0f+mzgPEr/zEBtZww4GDiuz+H+Lwe+RemPATg8M7/Wi/tI0kLRx/71Gyjf3UOU7++7Apv16LH7wlB/SZIkSZIkSVrYDPaXJEkbo48CP2C8cGoY2AE4KSI2y8zRqS6ejVYh1h/qtgOsAr5IKaaCEu5/W339qF4/gyRJkiRJkiRJkiRJkiRJ6r8+hQ+trtvldbtl3c655rFdN5mZv8vMrwJ7A8+gPOu5wPXALZTPMgL8hhL+fzTwtMx8Rmael5k3zfV5JEmSJEmS+uA5wGPr6w7wI+CVUBY9bAL9J5KZYzXc/0Lgpawb7g9lruizgWP7GO5/OfD3wPHAwZn5sebZe3EfSVooet2/3izcQgn1b76bB+lB33q/GOovSZIkSZIkSQufg3SSJGmjUgffR4CvUAL9RxgfhH8QcFCvCqa6NEVdF9TtCOVvsbOAdwPfrPs3AU4HjurDM0iSJEmSJEmSJEmSJEmSpA2gl+FDtfaxCfZv5oEsq/fpefhQDYu7KTPPzsxXAfsDuwMPAR4FPJRSc/nYzDwmM7/SXNfrZ5EkSZIkSZqLVqDzrnW7uv6cBVwF0+tfaYX7/zdlQYAm3L9DmT96F+Aw+h/u/4bM/Fz9bAP96BuSpPnWh8VzrwWupMzvH6UsoLtFjx+7Jwz1lyRJkiRJkqTFoTM2NunC4ZIkSUtWRNwLOBfYiVI8tawe+jbwylpc1Y/7vgZ4F2VRgSFgr8w8NyL+Gvh74FbgkMxcW4u8/GNNkiRJkiRJkiRJkiRJkqRFqobH7Q4cC+xDCXpbSwkOupoSBHdmZt62nnZ2AS6gBPcMAT+v7Q5m5nC/nr0VWnenekbrHCVJkiRJ0kLU7rOoCxGuBC4C7lNP+QPwiMz87WzbjojdKMHSe1Dmp45RgqdvBD4BHFnnid4R0CxJmple9a/Xtr4PPLy2MUqZ4//9Pj36rBjqL0mSJEmSJEmLx8B8P4AkSdKGFhEDteDqJcDtlKKptfXwPsBREbGsObfHt19Vt5263RwgM78IHJ6ZBxvqL0mSJEmSJEmSJEmSJEnS0lBrAS8EjgS+TakfXAasAbalBMAdGBGbrKepNcAIJdQfYAtKeFHfag2bOsbJ6hmtc5QkSZIkSQtNDUVuQv2HMnM0M2+l9KM080i/m5m/nc380dYiiD+nBEqfV9vtUPpp7gIcBhwbEcsycyQiBnvw0SRpo9OL/vWIaPrUm0VWRutPXxbMnS1D/SVJkiRJkiRpcTHYX5IkbXQyc7S+PA/4AKVoqh3u/2zghObcXhRNNQsFADvU7TBlIP3K1nNdVc811F+SJEmSJEmSJEmSJEmSpCViruFDtY5xjFJ3CCWAaDQzVzdBP5IkSZIkSRu7rlDkfwaOiYi/iIiVlGyNJtz5t7DOXNMZMdxfkjacHoT7N3P2L6/bUWAQ2LRfzzxThvpLkiRJkiRJ0uJjsL8kSVp0ImKg9brTej2jwqbMvB44DfgeZRC+He7/9xFxbD1vpH2f2cjMtbUgYM+6a0Xdrp7gXEP9JUmSJEmSJEmSJEmSJElaQuYSPlQDfa4Drq67BoHNImLLiBiCdWsrJUmSJEmSNkatUORjgKMpofuvAR5KCfVfZ57oXMITdMdoAAAgAElEQVT2DfeXpA2nB/3rANfU7RAlb+luULIK5rN/3VB/SZIkSZIkSVqcLNyWJEmLRhOun5mj9f1WZRP3rK+3nGmbmfkj4GTg/+quIcbD/Y+IiBPqeb0I238SsFNtfwz4AfDbHrQrSZIkSZIkSZIkSZIkSZIWuLmEDwGjjNc3AqwCHgxsNp17GxwnSZIkSZI2BhHxAuDVwHDd9UzgUEowcjNPdBNYJ+x5Vgz3l6QNZ7b9663Q/j/V7Qjld8RA024ru6DTuq7v39eG+kuSJEmSJEnS4tUZG+tFRq0kSVJ/RMRAazB8AHgUcACwB3BPSlD+7cAtwM3AWcDlwCeAmzPz1loYdac/etr7I+Jw4FjgrpSCqWHKYD7AKcDrMvOG7uum8fyDtdhqOfAZ4KDafgc4PjOPnOm/iSRJkiRJkiRJkiRJkiRJWnjaNY9d+9epO6zhQLtT6hb3odQVrgWWA1dTguDOzMzbmnYpdYdfBPaj1DgOAdcB1wNXAH8EfkIJJ7oU+DWwJjMvm+J5hzJzuAkrmm5tpCRJkiRJ0kIVEfsCn6cshjgCNMHMY4zP7fx8Zh48k7mi67lnp4b870YJlt6DMj+1ud+NlDmvR2bm2naQsyRp3ER97L3oX8/M0brwyweB1cAK4ErgDEpGwc8ofeo3AJcAo1NlE7T71CcbF5jGZzXUX5IkSZIkSZIWMYP9JUnSgtU1IP3XwP7AS1qnNEVVw3XbaR37BXAOcGpm/qTVZvfgfXvhgJcC76EMdkMZxG/C/f+TUlD1o8xcM9NB9og4CXhZa9fPgKdk5m96VfwlSZIkSZIkSZIkSZIkSZLmR1fN4zOBbYBfAt9sgn7mEj5Ur/ko8BxK/WQT9j+REUrA/1rgfyjBRJcCF1EWArigbm9rt988V/Oc1jdKkiRJkqTFKCKeSJkPugul/2SU8X6UJmj/kZn5Pz28p+H+kjQHzfdiRGwK3J/yvfm/PexffybwKcZ/J0zUvz4G/Aq4CUhKyP91wIWUoP0bMvOKyb7DW78LpvyON9RfkiRJkiRJkhY/g/0lSdKC1DUg/Sbg2cB96uHbKQPro/VnqO5vB/wP1H1rgX8EvpyZF9f21gnlnyDc/63AlrWddrj/D4DPAx/MzBtb13cXA7SffTmlKKAJ9R+ubb4feEtm3jrbfyNJkiRJkiRJkiRJkiRJkjT/uuoG3wMcDmwFfBs4ITO/OMl10wkfOiMzb6/nN8H+TfBQU0e5DFhT9w1Rgv2b2soRSm1l2011/x+Bn1NC/s8Hfk8JDLoYGMjM62b7byJJkiRJkrShdS1YuDdwDKXvZZDx/pQRSh/M64H3AqO9WtjQcH9Jmp2IGMrM4YjYmjIHf2/KorXvBr460ff0LPrXnwycyfjCue1FX9bU6zq1nQHWtbqefzVwBXArZSHd39WfiygL6V7e/Yzdz26ovyRJkiRJkiQtDQb7S5KkBadrQPpk4MWUQXAYHyBvtIP32/uGKIPoKygD7F8BPpOZn+m+R33fDvd/DqUo6z6Ugff2PW6lFAK8CrgsM387yWdYCTyGMjnvqXX37cBK4EfAwZl5xXT+PSRJkiRJkiRJkiRJkiRJ0sLUVX94KqVucJjxYP0zgJdk5h8muX464UNfyMxbIuLdwFGUAKEBxkPhujX3H67HO13PtJZSXzmREeAyysIEexgeJEmSJEmSFpOucP9HA8cDD2LdcP8O8GPgCZl5XS8D9lvh/g8ETsJwf0maUvM9GBHbAd8AdmsdPg84IjPPn+Ta6fSvn5mZt9VFV35C+V2wfJLHWUv5fdG0s4zxRXaHmLxP/lZKn/2vgEuBm4FTMvOciT5rfW2ovyRJkiRJkiQtYgb7S5KkBaVrgtuHgOez7iD6zZQB7dOB/wUuBO4N3A3Yi1LktEurydWUyWdjwB+A4zPz2Nr+VOH+BwP/ADyUMui+pt6/mdh2A3Al8Fng18AFwCpgh/osh9Xn2LE234T6XwXsk5k5138rSZIkSZIkSZIkSZIkSZK0MLRC98coNYcrgOuAE4H3Z+Z1U1y7vvChf8jMz0TESymBcCP1HsdQgogeQKlf/EtgU2B7Sv1i8xwTaZ6zCZZbS6mPHKg/Z2bmQbP4p5AkSZIkSZpXXeH+ewLHMR7u38wpHQQ+k5mH1vPmM9z/jrmtkrQxaX1fbg18C/gLSjbAIKW/+n+AF2bmuVO1wfrD/T8H3Au4uLbdAX5IySxYBewM7FSv2azrFiP1GhjvUx+t9xms9xqoz9vkGgA8PzM/OskzG+ovSZIkSZIkSYucwf6SJGnB6CqWak9wW814KP5rgR9k5iWTtLE5cAQl5H+fursJ5YcyeP5Pmfnmev5U4f57AE8DXkQZEG8mrY3UbVv7Hk1xVTNQ32yvAvbNzF/O6B9GkiRJkiRJkiRJkiRJkiQtWBFxEPABYFvGw/R/R6lBvDAz10yjjanCh64F/g64DyXMv6lLfFFmfmiCtrYH7gFsCTwYuCtwT+D+9dl2YfLAf4BPZeZhtS2D5SRJkiRJ0qIzjXD/DiWI+fjMPLKe17N+kGmG+38UOKpXCwpI0mIUEauADwLPpGQKLKMuPgu8GfhVZt62njam6l+/Bng18DPgHMaD+0/LzEPq9VtQsgQ2pywusA2wKxDAXYD7UbIOBlj3uxxKyP9AawtwWGZ+apJnPRw4tb69uT6Pof6SJEmSJEmStMgY7C9JkhaciHgOcDxlIlkzwe0K4IDMvLB13jpFUhExlJnDETFAmbz2UuAV9fAwZTC8GRB/b2YeUa+7o0Cr+31EbElZJOBDwFaMD6yP1e1Q6/UAZRB+uG4H6/ZW4OfAcyZbkECSJEmSJEmSJEmSJEmSJC1OEfEu4ChKLeEgpeZxr8z8zQzbmSp86Ergh8BfM14P+erMPKFeOwB0pgqCi4hNa5t/RgkLuhvwEEp95IMooXbfz8xXNW0a6i9JkiRJkhar9YT7N3NCrwPel5lvqedtiHD/NZT+nl8Dj8/MS3txP0laTFrfkQ8GTqMsSDtG+W6+I3R/Ju0xdf/624A3AHevl3w7M/edZt/63Sih/ztTQv7vAvw/YHtKHsIulO/2QeDFTaj/RL9TIuJ+wL8A+9Zd11HGEwz1lyRJkiRJkqRFxGB/SZK0oETENsC/Ak+lTBAbBK4CHpeZF3eH8E9wfXdI/+uAd9a3TQB/hzKo/47MfNM0n+vewLOA/YFHtg6N1J9llED/UcpCBE1R10XA1yiFXVdM516SJEmSJEmSJEmSJEmSJGlxqPWF5wNb111XA/tn5k8jYnCqMKBJ2psqfKipTWzqK9+dma+bKnCuFY7UDrKbKExoOTDSPK+h/pIkSZIkaSlYT7j/GGW+6TXAyRsg3P9EyvzUlfXwCzLzI724jyQtVhHxTuB1jH8nn5mZB9VjM/o+nqR/fQ1l7v/twBDjC+f+DPhLgMwcnqCtIUqf+dhE+Qb1XgPAFowvFrA8M38y1bPX6/4f8H7K74QHGuovSZIkSZIkSYuPwf6SJGlBiYiDgX9v7boRODwzPz+Twff2uRHxJuDN9VAzQW4IODYzXzPdtuoA/CDwUuC+wEHAZsCmE1z2XeCnwHuBazPz1uk8tyRJkiRJkiRJkiRJkiRJWjwi4gHA9yjhPR3g7cA/UQN/ZtnmROFDTah/h/Fg/1My8yWzDZur96EGEw22Qv3vFFIkSZIkSZK0WC2gcP/dgOOBRwGvyMwPdz+fJG0sImKA8h18FvCkuvvnwCGZ+YvZLJxb252of32Eki0A49/7F2fmbjNte6oFdCc6b4q27k0ZR7h8Js8gSZIkSZIkSVoYDPaXJEkLQh0k3xT4PLAvZdX7lcA3gefPdFC6GayPiHsC5wE7AcOUQqsOcGpmvrC593SKnrrPi4i7USbi7QqsqrsvB64DMjNXz+SZJUmSJEmSJEmSJEmSJEnS4hIRBwBntHbtk5nf7UG7k4X7twPnPpCZL53rvSRJkiRJkpa6BRTuf09gy8y8qPu5JGljUoP9VwEXArvU3Z8GXpyZN8+x7fX1rwNcCtwvM4fnci9JkiRJkiRJ0sbJYH9JkrRgRMR2wPnAPVq7n5eZH59hO02o/86UUP8dgNsoCwV0gA9l5ova5/bkA0z8LBZVSZIkSZIkSZIkSZIkSZK0yNUgIGoA2x21hxGxD/A1Sn3iT4FH9KpucIrwoQ4wAHwFODgzb+vF/SRJkiRJkjYW8xHuP8EzOP9U0kZjsu/TiPgZ8EBgLXBAZn6tR/ebrH99gPJ9fyPwkMz8v17cT5IkSZIkSZK0cRmY7weQJElqJrsBf0UJ9R+uP1cBP+w6Z31ttUP9z2UDhvpP9IwWVUmSJEmSJEmSJEmSJEmStLh1hfrvCbw2Iravh68D1lAC4Nb2sm6wtnUhcCTwbcYD/Zt7/CXwxIhY1at7SpIkSZIkLWWtfp5zgFcDFwAjlH6XMWAb4O8j4i31vNGI6Esuh/NPJW0s6pz+0fr60RGxdX29KeX7F0qw/w29uucU/eujlO/7QWC3iNikV/eUJEmSJEmSJG08DPaXJEnzrlV81ExyGwSGgGuBX3edM6kJQv13ZAOF+k/3GSVJkiRJkiRJkiRJkiRJ0uKSmWM11P8JwHeBtwDvi4idgN8AN9ZTb4VSo9jLezNx+NAaYFvgA8CBhg9JkiRJkiStX+3jWTDh/pK01EXEQDOnPyKOB74OvD8i7p6ZtwA/r6fewngfe2fCxmZoiv71YWAz4IPAQfavS5IkSZIkSZJmysFDSZK0kGxRt6N12wzSr/dvlvkO9ZckSZIkSZIkSZIkSZIkSUtXRDwY+HJ9OwrsDxxb359Rt/ePiO0Zr4PsiUnCh5ZRwv23Ad6L4f6SJEmSJEnTYri/JG04mTkKd4T6/wNl7v8TgWMi4q7AOfXUbYHt6jVjPbz/RP3rQ4wvnnsC9q9LkiRJkiRJkmbIgUNJkrSQbFW3HUoB1I2ZubYZsJ+Mof6SJEmSJEmSJEmSJEmSJKnPNgUuqa+XAauApwCnUIL8b637tmiHw/XKesL9twVOxPAhSZIkSZKkaTHcX5I2nIjYCdi7vh0GNgMOBE4G/kjpex8Bdq7n9/S71v51SZIkSZIkSVKvOWgoSZIWkuvrdgwYBHaOiHtNdYGh/pIkSZIkSZIkSZIkSZIkaQP4MfA+4BetfSsoYUQPBZYDWwIvi4hODQrqKcOHJEmSJEmSesdwf0naYP4IfBC4GBiq+1YC+wN/B2xNyRZ4RkQsy8zRXj+A/euSJEmSJEmSpF5ywFCSJC0kl1AKnTr1/V2BrSY72VB/SVoYuotRm4JWSZIkSZIkSZIkSZIkaSmoQf23AR/hzuH+2wG7Mh5G9P8oAf93qqvphRmED63s9b0lSZIkSZKWGsP9Jan/MnMt8Eng/azbv34X4MGUhXNHgPtSFtKd7/51w/0lSZIkSZIkSVNysFCSJG1Q6wl7voEyAN4BhoHNgEMjYmiC0GhD/SVpgajFqJvU7+SmoNX/b0qSJEmSJEmSJEmSJGlJaALeMvNW4BPcOXxoE0rIG8BewGH1utF+PQ/rDx96quFDkiRJkiRJ62e4vyT1V+1fv4WJ+9e3BjYHBoF7AQfCHd+zU+USzMoMwv1X9frekiRJkiRJkqSlw4FCSZLUNxHRaQbMI2J7uGOwezLfAX5MGQAfrPselJnD7cH3fof6R8RgRDw5Iu49k+skaWPRLoaKiK0iYi/gh8BpEXEE9G9SsiRJkiRJkiRJkiRJkjQfusL9P8664UMDlIC34fr+lbWmpq/Pw9ThQycAe/TzGSRJkiRJkpYKw/0lqX/W07/eAUYp37cAr46IJtx/qlyCOT0P6+9ff1I/7i1JkiRJkiRJWhocJJQkSX3RKmAai4j9gK9HxF+v5/xR4NK6a5hS6LRPRLyi1dZQP0P9q6cCZwKvjYj7zOJ6SVqyavHUWH39MOCNwL8DDwR2B54ZEQfM4yNKkiRJkiRJkiRJkiRJfTGNcP9mjsaOwEERsUO/n4c7hw8NAKsp4UN79/P+kiRJkiRJS4nh/pLUP9PoX2+yBgD+NiJ26ffzMHG4/y3A9sB7IuKu/XwGSZIkSZIkSdLi5QChJEnqmzrAvj/wFWA36gSxyYqUagj/iZQB72WMD77vFxF/FhEDmTncr1D/iBisLx9cty8EjoyILWfSjiQtVfV7uAn1PwD4F+BFwHaU7+whyndozNtDSpIkSZIkSZIkSZIkSX00jfChYWA58HzgCRvieSjhQ68GzqbU8KwAPpGZ/9jv+0uSJEmSJC0lMwj3f0lEvL2eNzpJc5Kklmn0r4/W7ZOBAyNieb+fh/Fw/7Mp3/Ob1sPvyMwb+nl/SZIkSZIkSdLiZbC/JEnqizqw/jDgS63dz4+I+09UpNQERQO/Bs6rr5vz9gcOzszRiNiF/oT6dzJzJCJ2BJ7VOvQiYJeZtCVJS1EN9R+tr58NfAJ4KGUSMJT/X/4UODYzj5mfp5QkSZIkSZIkSZIkSZL6bz3hQ0PAGmAz4LiI2BNK/U0/nwf4GXAU8HXgs5n53H7fV5IkSZIkaSmaZrj/XYEXR8SzJm1IknQn0+hfXwusAt4I7A0lB6Cfz0MJ938t8J26+3mZ+eF+31uSJEmSJEmStHh1xsbG1n+WJEnSLETEIcC/UQbQx4DlwMeAl2fmLVNc92zKQDzAasZDo4+grHh/N3oY6t+676bAScDz6n0HKIsMHJqZV86mTUlaCmqR1Fh9/XzgQ/VQ+zv6JOD0zDy3njcw0UIukiRJkiRJkiRJkiRJ0lLR1NXU+sPDgJcCD6iHm9qaa4HHZuZFc6lxnMEzLcvMtfW1NTySJEmSJEmz1DWnak/gOOBBwCiwrJ62X2Z+Y54eUZIWrVb/+irgOazbv76GkktwLfCEzPzJBupf3wqIzPx++xn7eU9JkiRJkiRJ0uI0MN8PIEmSlrSvAOdSCpSaIqWHAHeFMmGsfXKzYn1mfhL417p7BWVyG8Dx9C/UvwM8Bnhk3bW8PvO3DfWXtDHrKkB9LuOh/rcxHur/cuDNhvpLkiRJkiRJkiRJkiRpsWlqF2ejhg51MvMW4OPA+4Ff1MNN/ePWwDci4s8zcyQiBuf80FM/UxPq37GGR5IkSZIkafaavp/6+hzgCOAixufLHm6ovyTNTqt//Vbu3L++nPH+9a9swP7161qh/gOG+kuSJEmSJEmSJmOwvyRJ6qdbgG/X18PAGLAbcCRA94SxrsHtfwO+X1+vAEbrD4yH+p8611D/1oS8HYAXAfer7zvA1zLz7V3nSdJGpRXqfzDji67cCmxSXz8zM9+fmTe2rnFCsCRJkiRJkiRJkiRJkhaFiYJ5ImLacy3WEz7UhPtvA5y7ocKHmufq9z0kSZIkSZKWuq5w/3OBVwKfpMyp+hjMrC9Jkpai5ntypvPxZ9C/fk5E3HdD9a/XZ3OerCRJkiRJkiRpUp2xMWu1JUlS/0TE1sCPgJ2BtcAQ8EvgWZl54RTXdYCXA0cDO9bdY5TA/THg65m5fz13KDOHZ/FsdywGEBGnAoe3Dv8aeFVmfrEWBPhHk6SNVkQ8FDgF2J1SCLWiHnpaZn5+3h5MkiRJkiRJkiRJkiRJmqbuWsCI2ALYAtgV2AQYAC4GrsjMW1rnDUwnwKdpPyJWAc8BXgo8oB5uam6uBvbMzEvaNYySJEmSJEla2Np9SxGxadN/NN2+I0laiiLiLvXlXYArgE6733u6c/Rb/eubAocxef/6ozPzV/avS5IkSZIkSZLmm8H+kiSpb5pB8Yh4MXAsZeJbpx5+WWaePMl1zeD7AHA88BLKggCNpo2nAme2iqFmFcAfEScBL6tvR4DbgY8Ab8rMG2faniQtFfV7eBB4K/BKYCXj38HPysxP1/NcAEWSJEmSJEmSpC6tcc8OZeKyYQ6SJEnSPGkHrEXEVsBjgRcADwR2aJ16HXAtcBJwfmb+aIb3mU64/zXAHoYPSZIkSZIkSZIWg+5FTCLi2cDuwH7AMkqGwKXAVcDJwKWZeVk913B/SZIkaQPqyu7CGnZJkiSpPwz2lyRJfRcRDwLOAO7B+MD5lcDjMvMXk1wzkJmjETEIfBR4FtD84bKmtgHwCuC0zLy6fd0Uz9JpLQSwkrLgwN/Xw82zfQ84NDN/N8uPLElLRkTcBzgX2L61+62Z+dZ5eiRJkiRJkiRJkha09Y1ZTvccSZIkSb3RDveJiKcBTwEObZ2yBhii1CiOAMsp9YRXAu/KzA/O8H6G+0uSJEmSJEmSloSmD7v2eT+J0r9+ADAKDNTTxoBOfX0T8GPgg5l52gzvZbi/JEmS1EfWsEuSJEm9Y7C/JEnaICLiVcBx9e0IcBtwdGZ+YLJB89ZA/xDwCeBvW4fXUCbPQQn+PzMzz2pd2ywMcMfKoa32NgH+HHgNcEi95DZgE+D/gCdk5v/26KNL0qIUEU0R1QmURVTWAMuAC4DnZ+ZF8/VskiRJkiRJkiT1Sq8m+LYXGK/vtwAeCDyKsnjuCuBXwG+BrwOjmbmm+zpJkiRJvdUV6v8W4HDg7vXw7ZS/1cco4UMjdTtMqZNpnAgcn5mXz+C+0wn3N3xIkiRJkiRJkrRgtebmbwUcA+wN7FwPD1PC/AeZvH/9n4ETMvOaGdzTcH9JkiRpGiaoX98B2Ax4PLAVsANwM3Ap8BvgbGBZZt7a+rvbWnZJkiRplgz2lyRJfdXqxNuZEs6/B2VwfhC4CHhYZq6drJOvNeA/CJwKPANYWQ+3w/0vA74AnAJclpl/mqCtVcA2wNHAI4AH1UO31zavAfbKzP/pwUeXpCUhIr4E7E+ZwNwBTszMV83vU0mSJEmSJEmSNHsRsT2wR2Z+rr6f0wTf9lhnRNwXeDjwj8BOlMkR3S6ihPt/2oV0JUmSpP7pCvV/L/AKSg1ME+TfGAHWMl6b2NTJNAFBUOofT8zMC2p7653YPM1w/2so/z8xfEiSJEmSJC0YETGUmcPz/RySpPnT/C6IiG2Af6eE+jfWUgL8m/70RtMHP8J4wP+HKYvn/rK2a/+6JEmSNEddNTH3AfYCjgK2o4T6T+Ri4H+BE4GfZOZN3W1JkiRJmj6D/SVJ0gYTEccCRwDDlEH5ZcBrMvPY9VzXDvd/F/B04B71cBPu3wz8Xwb8EfgGcFX92Z4S6P9oYNf6vtEUDlwFPDYzfzH3TypJi19EdIBdgP8CtqV8344AB2Tmt2Y7MDNV0ZUrOUuSJEmSJEmS+i0i7gmcRwndPzYzX1P3z7bfeyAzR+vrJwGvAv4S2IIyFjnEuuOjI3XfKGWi8ZHAVzLzN7UN+8olSZKkHuiawHwqcDjl7/K1lJrDPwE/Ak4HfglcDTwQ2A94MmWiM6wb7v954LjM/K/aruFDkiRJkiRpyWmH+kfEy4EvAr9txkWnuO5O/RqOf0rS4tSa278dcDalX3sYGKTM578OuB74EqW/fWdKLc7erWba/eunAydk5vdr+/avS5IkSbPUVRPzIuBpwGPr4VHG69UnqmFvzvkc8I3M/NAGfHRJkiRpSTHYX5Ik9V1r4HxTSkD0bpQOvgHgLODpmblmPWHPTQHAAPAS4G+BPerhtbWtAUpn4kDr0tGu91DCqZdRCgdGgf8GnpGZOfdPK0lLRw03+inrrsb8hMz8+izamqg4dzkwlplru/ZbtCtJkiRJkiRJ6rmIuDul33sbxhcQf3dmvq4en9EE365Q/0OAEyiL5XYYD/UfYXxSc9N2hzJRYnnd91ng3zPzC7Ut+8klSZKkOej6W/0k4GWU2sLVwErgKuA1wHmZeekE1x8IHAQcVne1w4fOoCwS1o9w/0dn5iWGD0mSJEmSpPnSFQz3GeAZwA+AVwM/nCzcv+u6fYGrMvPi+t7xT0laRFpz+rcFvkVZFHc1ZW7+AHAu8FHgK5l5Vde1LwQOBPavu9r962cCx/Shf/1qYE/71yVJkrQx6OqDOQZ4IbB5Pdz8jTxGqVdvaxbqWtN1zinAm4FrMnPUfhxJkiRp+gz2lyRpCZmoY2yhdJbVQH6AoyideYOUAXyA52Xmx6fTRtMBCDwKeDalc7HRdCCO1Z/Buq9DKRQYqa+b91cA3wHelJm/mcPHk6QlKSLuBfwY2JqyEAqUhVD+c32/Xyb5nTQI3IdSlHV/4EGU7+bLKcVTpwOXZObve/5hJEmSJEmSJEkbtTpe+UrgOMpYYrNAeAd4T2a+tp43rQm+7X7wiHgB8MF6aC3j46BQwjkBVnVtYd3JE78ATszMU7vblyRJkjR9XX+rvwN4PeuG+l8BHJCZF3Zf07UgwC7A84A31NMM95ckSZIkSRuNiPgc8BTK/MwhSrj/q4Dzu8P9uwLlTqCMy36d0n/yzQ364H3U3V/T7kuSpKWiNZd/K+Asynz+dqj/GcBLKKGfI63zhzJzuLaxG/AsSqYAwO2U/nnob//6Hpn5K/vXJUmStFR19cF8CHg+pSZmhNJ/04T1XwzcDPwJuAewFbBdq6m1lL/vB+v7bwIfAL6ambdZxy5JkiRNj8H+kiQtEU3HWw29HwBWZuYt7WPz+4RFROwKfA/YkvHB8q8Bh2fmldO4fp2Ov4h4LvACYDfK6qFNB+Mw4+H+TTBHO0Dj28DHgC9n5rVz/VyStNTU3yfbAWdTQvjXAMspC6I8PTOvmeraru/qhwG7U4qm7gHcnXVXeG5eXwv8kVKwdXZm3t7bTyVJkiRJkiRJ2phFxEOAdwB7U8YpR5hFuH9XUOhhlHFHgNuATerr/wTOAT5d79NMiHgJ8GDGJxg3/e9jwFWUycsndN9HkiRJ0sxExOHAPwPbUCYkLwd+B+yZmb+ZZljQjsAzgOPrrhHGJzUbPiRJkiRJkpakiNgeuADYgRLGvIzSJ3KncP+uQLn3AEfWZm6mzEl6ZWb+dsN+gt7r+pxvBb6Tmd823F/SUtLqw94c+FfgEEr/+iClvua0zDxkfdfX1ztS5v+/tR62f12SJEmagzjQDUwAACAASURBVHYfREScDLyYUn++hvL38LXA6cAXgW81eS317/sVlPqXh1MW4Wo0dewAFwGnAJ/KzJvt85AkSZLWz2B/SZKWgNZq9iuAdwNBCZ84OzPfU8+Z99CH1qD5y4ETW4duAg7IzO/OplMvIu4L3Bc4GtgeuN8Ep43UnzOA84ET7DyUpPWLiI8Az23t+j3wduDf6mDMEDBSv9+b30ergFWU1Z13pQzwQCnkHaas9DxC+V3VoQwWNQbqsbcDn8jM3/Trs0mSJEmSJEmSNj4RsQfwOmBf5hDuX895CvApSp94O9T/pcDnMvMPE1zTAR4CHAq8su5u+sk7wK3AuzLzHc358z3OK0mSJC02EfFISqj/XoyHBV0JPDkzfzrNv/cHM3MkIu5GCa3bifI3+4YIH/ojsFdmXmL4kCRJkiRJmg91LPRE4B6UkLdBJgn3r+e3Q/1vATYFrgAekplXb8BH77muUP9jgSPqoX3qnFjHdCUtGRGxHPgHynfdtpSalgHgzMw8qJ6z3iyAVl/4KcDf1XZG6X//+tXAow33lyRJ0lIVEa8D3kn5G3s1sJKSA/Nc4IeZeVPr3EGA9t/FEXEoJQvmEfXadrj/r4BPAv+SmTfa5yFJkiRNzWB/SZKWiDpQ/mXgMV2HjszM4+fhkSYVEQ8CPk4Je15L6dw7D3hiu3NwGu2s0/kXEZtSOgz3BrakFI1BCdH4KaUT8uLmGjsPJWlyrSKngyirKm9JmZw8APw3cAJwVmZe27rmgZSFVp4P/DnwZ60mmyLepg0oA0Wd+roJTmp+LwwDxwAnTRR8JEmSJEmSJEnSTLTHBmu4/+spY6uzCvePiIcBHwAexPjkYICnZ+bpk9x3oCvc4sXAa4G71/uPtrZvy8y3dbchSZIkaXKtepe3Am9sHboWeHZmfnWa4UBDmTlc6zK/Q5nM3AT6j9afoXp6v8KHrgEenpmXTvfzS5IkSZIk9UpErACeAJzExOH+R2XmefXcdqj/rZSF0W+gBN9ftJjHO7tC/Y+jLGowzHjf0CMz84fz9XyS1CtNTUtE7AacCjyU8fmf3wAOzcxrphnq3yyc+wjgu8CyemhDhftfCzwqM381k38DSZIkaaGLiMdQFmJ8AOPZLL8D9s7MX6/n2nZN++7AUymLem3GuuH+lwOfAv4pM2/px+eQJEmSlgqD/SVJWiIiYj/KAPYQZZB8mNJhdjpwyExWlI+IDkAd2N4BGM7Ma9rH51pIFRHvBo5ifBD+D8BzM/Ob0xnUn+iZZ/JMi7kYTJLmaibfsxGxGfAF4K8ogzFDlFCha4CrKAuzbAdsATyYsgBAY4Txicyd1v7L6v4/1fM3BbZqHW8GfdYCL8vMD83md4MkSZIkSZIkSW1dExIeRQn335c7h/sfk5lH1/PWCfevY6mbUUJCX1avbfrAD8/Mj03jOe7o864L7L4B+AtKf3oTFjpGCfd/a/ezS5IkSZpcROxFCeNv3AocBxyXmX+axvVN4NBy4FvAHpRalg7j4UMAtwMr6+tehg+N1PttArwiM9+3vmeWJEmSJEnqh9o/sj+Th/s/HzgceHW95DZKn8afgD0z8+dTLaa+0E0S6g/jn3M1sHtm5jw9oiT1XES8H3hJa9d/U+Z4fm+a1zcLBDwS+Cbl+7L53mwWCuhX/zrATcDmwDnAfpl5+3SeW5IkSVrIWn8D/xPw2tahPwJPzcz/mk4fTFct/d2BvYGTKbXxo5S/2QcpWTJPzMwLe/9pJEmSpKVjYL4fQJIk9cyOlNCIRvN7/rY5hPo/Cfgv4NyIODQionWsM1U7U7TfPNexwPmUAfj/z959hklWVWsc/3eYQI6SuYCBJYgEZchZBQVJF5WclRwMDDmI5AEBSZIFREBBwIsEA5IEBEGi4pIchpwHJnW6H9bentNFh6ru6unp7vf3PPN0d9U5u07Nh1On1ln73U3AIsBOafyag5u7uklfeq2qthcRGSlSY9SsZraYmY3tbrvURPUR8G3gWSJsv5W4GTMvsBywJ7AlEXw0D3GzZloaoomY0Pw+8C/gEGArYOX0by1gtfTvgrQNFKH+o4CfmdkKCvUXERERERERERERkf4q3+dME4JPJII6pxE17TwhYXxaqJwU6NkEnSYzLEnc2xxLEep/ZDWh/mnM9tJx3EAE+99N1MabiCDPBuBoMzum8thFREREROSTzKzRzGYB9kgPTUk/HwOu70Oo/018MtT/HmKRL4jvA7lHZgvgoLSAWFXX73kbd58MXA6cA/yT+E4wC/ArhfqLiIiIiIiIyGBy9+nArcABwMvEfJ+29G81IrA5h/pPZmSF+r8HfFmh/iIynJjZpsR8UYgelg+Ba4GHq9w/h/qPA24hzpf58wGiRwcGrr4OEeoPcJFC/UVERERkuEjXwCtS1GFaiWvqM4EH0za91mBKof5N7v4K8ChR54FiIS6APyrUX0RERESkdwr2FxERGT7+DrxGTOrKq1/mx2uSinkbERPTlgSWBi4FLjSzH6Yb4g0Qhboax87BzB8Cd6Xf8833b5nZFrUebxWvJSIyopUbmcxsPjNbh7g5cxOwc5rU/AmpiarZ3d8mAvmfJ5pw24nvky3E5OW29Fhrerw5DXEbcDawLvBVdz/V3W9w97fd/V3gY3d/zd2fAb4PnAo8kfZtTuOPBbarfB8iIiIiIiIiIiIiIn3Rn3D/tO8Y4DhgAaJGDhFmcWM/juMPwAnE/VOF+4uIiIiI9EHqFxxNhMpBERR0kbs/1tv+KXCozcxGAVcBX6PohRkF3Onu6wInA8ek3cZQv/ChXwLnEeFDv3H3HfNx9f7uRUREREREREQ6M7PF0uKF/dJDuH8HsGDabCowKzFndJ0REOr/PrF4wb8G6RBFROqqVMv+ItE300LUxV8BLnX3j6sZI81HXQn4LTAXcd6cNW1ypLtvCByR/q5nff0K4AIgL7aym7tfWfHeRERERESGpFLfyBpED8s0Io9lEvAXd2+tcbym1B+zJPAH4tp9Whq7EbjQ3XepeG0REREREemCLphFRESGj1eBC4E3iKCHScAZ7n4OVH/jOd3IXpVotoIitHkUsDZwGnAzsK+ZzVVurqrl5ra7TyPCnt8kbr63EU1dq9c6loiIdC81J+VVk1cBjgauA5YFVgD2Blbsbn93b01jPA6sCfweeCE9PYo4dzcR3y/fAB4HDgS+7u4bu/uB7v6ku7+ej6c0dj6uhvS5cA1wS3q6jWKBgDVyYFK//jNEREREREREREREROh7uH/afTSwRNom17Fv7UtoQ8Vx3AGchML9RURERET6Y2vg00SYHMC17n4Z9NyTmEL9282smehr3IK4Hoe47r8H2Cz93UEEBJ2a/h5DsehXf8KHPgYuATZz923Kx1XVOxcRERERERERSczsAuB+YBczm7e/46Vw/z8Tc5BeJO6ZNlBkVYwFPgbWc/fHzax5mIf6r6VQfxEZTlKdeiFgX6ImPoqos49394m91bnzHFYzWxa4FFiM6MHJC/Ae7+4npt8vBY5Pv9ervj6ZqK/vC3y1fF9Ac1JFREREZKgr9Y1sTvSXj0p//9rdH6xlrFKo/1LAvcDCRM0j13oucve9StuqZ0VEREREpAcNHR2qQYuIiAwXZjYnsACwFPCuuz+cHm+qpRHKzOYHbkzjLJwebiPCKXJxbyrwLHAk8IS7P1fjseZC3w+JoIxmopGrDVgtH7uIiPRdeXKvmW0GHAV8gWiYzTdQGoET3P2oXsbK5+1ZgCWBbwCLA/8D/JtYqOUm4B13/6C0Xw4k6vHLZ6l5ay7gQeBzFMFJE4G13f3lGt6+iIiIiIiIiMgMVcskMIWyiYjMHCoWx10DOBz4CsXC5I3EJIVT3f2QtN3mwA2lYe5197Urx+vHcawPHAasS9ybbSMmYXQAP3H3Y/vzWiIiIiIiw5mZ7QRcRlw/NwCHu/vJveyTe1aaiO8EBwLzEH0rTcDfgM3d/a0UStea9vs8MB7YNQ3VSrH4143AaWkhsT5dv+uaX0RERERERET6wszOAvZLf74EnABc5+7v9WPMctj99UT4cq5b5NDlJ4CtgJfSQgBDjkL9RWQkM7MvEPM6c6DnQ8C3gInV1KpTMOg5wEZEfT3Xyye4+6Fpm1yP/zRwELBX2qaFIr+g5vp6V9uoR1NEREREhpPU0/IQkRfTmP4d5u6nVNtfUhHq/1eKUP+xFKH+e5a3HaC3IyIiIiIybCjYX0REZJir9cZzRXDzRsRqnTsTN9EbgWlEkEW+Sf4B8DhwAXCtu7eUx6ni9VYHrgcWJBYLGAucT9yQn6KJaSIifVMR6r8TcBYwJ8X5HOLGzR/d/cgqx6z2hk5fg4ua0vFdB2xJMcn6A2LRF691TBERERERERGRGcnMmoHZgLWAWYFFiFr6v4F3gIdyHV1ERGYONYT7n+buB5vZlsBvgenEZOaLgL0B+jMhWOH+IiIiIiL9Z2ZzAOcCOwAvAuPc/e0q9msAtgGOBJah6K95AtjR3R/vJhhobWACsGrap4O4doc6hPuLiIiIiIiIiNTCzMYDpxB1ihbinufLRLj/tX0J968Iuz+FWOiQ9BoQ91I7iFrKg0QY/gNDLUxZof4iMtKlOvnlRH0d4Bh3P67KfRcg6us7A3OUnroA2N/dWytr5Gb2ZeAY4JvE50gbdVw8V0RERERkODGzxYF/ArNT9Kds4u5/rHJ/hfqLiIiIiAyAxt43ERERkaGs1gaoVIRrdPcp7n6ju+9KTFi7jCLUH+LmeAswF7A2cCVwhZntkcep8vXuJ4L8IYp9EAEVs7t7h5npekVEpEapUSmH+u9OnMPnJM7j+bx6FvCDHOqfQvV7VAoUasg/u9qvr01S7t6W9n2l4qlW4qaQiIiIiIiIiMhMI9dI0u/zmtmqwLXAncBNwDXAGUS423XAvcCfzOwiM1vZzOZN+6oOLiIyiNI9yYb0+33AicDtRE09L0jbARxkZicBc1cM8Wd3b+9vMEXFcdwBnATcRdyTbSImMDcAR5vZMZX7iIiIiIgIuPsk4CjgUuBRYFpP18yl55YFdiJC/SH6a54HjgP+lcbuqNzP3e8hFv6CuF5vIK7dAbYgvkeskffX9buIiIiIiIiIDJQ0v+cd4DWittFMzMdZHDgC+LaZzVPrmKWw+wkUof5TKOYnNaTXaQNWAU4HVhlK/TAK9RcR+W8N/AgiL+AD4A7ovb/RzMYAmxE18XKo/43AT929tTR++fUeBq4n+nNA9XURERERkZ40pX8QNZkOikUXe6RQfxERERGRgTNkboiKiIjIjFMKg86Tz34D7AusA/weeI4ozOWCX75pvjVwnpndbmYbmdki5XEqlW7mXwM8lH5vIybH/bh8LCIiUp0U6p8D+HcBLkpPTaFYnGU/4Ch3vzdt11jLzZU8vrt31POmjJk1mtlo4HPpofwZ8D7QquYrEREREREREZlZpHpKrsGsA5wC3AxsDqyQNmsnat7tFPfm1wR2B34NXGpm41QHFxEZfDWE+/8AODrtNir9rFudXOH+IiIiIiL95+4vEtfuB7j7pMqwoKzcYwN8D9go/d4BTAKuAm7PoUMVr1G+dj+NCB/Kwf6NfDJ8aPXK/UREpPsecxERERERqV2a33MLcDHwKnF/MYfu1xzuX55rZGanAAelpyYTYfcfAj8CXgBGE/WQNmBV4AyGSLi/Qv1FRAru/jJxvt8feDg91mV/Y1pQBmBJYr7qYhTzQR8GLgCe7WbfXF+/DLiCorbeVX1d4f4iIiIiItHLMhWYTlx3NwOfgp7vuSrUX0RERERkYM30N0NFRESk/sysIRflzGze7rarmNA23d3/DuwEfIeYtPZ+em4MEWrRkf6tD1wKXG1mX6MIki6H+Zdv5j9LEezfnv6tambL5ePt2zsVERl5SoFy/wucnx7OTbMA27r7ee4+qbTPTBEel46jDZg/PZQ/M/7q7q92N9FaRERERERERGRGShOX8wK52wCXATsC8xLByx1EnTtPNss/82PtwFLAZsDdZnZ4roenMVUTFxEZBFWE+3cQgRSLUdwXBZh1AI9D4f4iIiIiIn2QAv1f7mWb3GOzG3BAengqcb39FHCFu7/X0/6l4KJriDC7PME5LxAGET50cFocUtfvIjLilc+B6Zy4vpkdZWbLD4XQTxERERGRmZm7vw78HLgIeI1+hPuXemPOBManh6cQ90c/BNZ0958RAdAvMwTD/RXqLyLySe7+prtf6e5TujuHp4Vzcz38DGB54vzfTtTZbyIWzu1yPmhFff00wInPK4hey7zgbg73X7O0n+rrIiIiIjISvQd8DIyiuHb+DHwiH+y/FOovIiIiIjLwZtoboSIiIjIwSiEQHWa2MfCUme3fU8B/afsGd3/f3f/h7jsAuwIT0iZjKAKJ2ohi3trAH4BzzGyHNE5u6MoLCzS4eytwFBHwP4q4RlkJ+Fp+7br9B4iIjABmNg44kmiKnUYRKrSVu/960A6sOrsBKxOfJ7kB6x/QeXEYEREREREREZHBkGrauc69O7EI7pJAMxHwnCdE50D/htLf+bEcBt1C1NZ/DJxoZluDJp+JiAymXsL98yIt5fM5wHxQ3xq2wv1FRERERGYMM/sisE/6czoxeRngEHd/urf9S5Oa7wbeIWpEDcR3iEmlTTcnwv03TfUl9USKyIiUFs7NC6usZmbHEbWXY4FTgEUH8/hERERERIaDFO5/YfrXr3B/M1sa2Db9+TERdv8hsI67/zM9fjOxaOKQCvdXqL+ISO9yr2QXj+f6zqHA1ylC/ZuB+4BT3L21pz6WUn39deD59Hs7RVZBtgVwqJl9VfV1ERERERmJ0nV1G1GzyL9D1FzGlBbNKu8z4KH+6lsXEREREVGwv4iIyIjj7h0p1OHrxIr3nwJOBXY2s7l62xeKUAp3v8ndDwXWIRq9XqAI5geYmn7uClxuZleZ2QZmNldpoYAOM2sGPiACkKYTk9oADjKz5evzzkVEhj8zazSz0cBmgBGhQmPS0zu4+w1pu5nyBomZzU98pkA0X40CngYuh+4bwUREREREREREZoTypDAz2xm4KD01lSLk+X3gFuBcYF9gP2KB3HOAV4GPiAnTufbRQkxm2wQ408y+DwpnFhEZTFWE++cFWvJ5elszm6feNWyF+4uIiIiIDJxSmNyXgWXS76OIa/1T3P2uaq+t0wTnN4maEETd5w3gXmJSdLYxcBCwUj8PX0RkSErny7xw7p7AyUSgKET/+EZEPV1ERERERPrJ3V+jPuH+rwPnAxOB2Yi+mLXd/fEcGufu04BbGULh/gr1FxHpu1w7N7NFga+mhxuIGvtE4EB3n5bOtT2G8KeezElEf2VrGmcqUV//sLTpJsCRRJ1dRERERGRESVlhHxOLK5avsdcDlqgM5R+oUP/Sd4HZ8nGlzDARERERkRFrprkBKiIiIjOOmX2JmETWAHxMNEtNAHbvLdwfPhms7O5/BX4ErAv8Cvh3emos0YCVt98GuAS4xsxWSs/j7q3u3koUENuIEOpWYE5gXDrmT6wOKiIinaXz88LAbkQjaZ5gfKy7X1XarseGqBmpYhL0dsD26fe86Mup7v6hPgdEREREREREZLCVQv03JyYtA0wm1bqJicg7uvs33X1/dz/f3c9z90Pd/QCiaXZT4B4i4B+KcP8GYEHgVDM7Kr+ewplFRAZHleH+Denn4sCa0CkcdCCOo7dw/6Mr9xERERERka65e7uZzQ2MJ3psWtJTHxOTmqvurylNcH6u9PBbwM/TWNNKj68NLNr3IxcRGZoqQjNPAE4A1ilt0kGcL58YhMMTERERERmW6hHu7+4fAhcDZwP3A+u7+xOVoW/uPp2ew/1PB8bNDOH+CvUXEemfUu18g/QP4rMF4E/E50C5dl7NWO8Tn1GNxAKQdwMPUtTuIWpJXzOzMf05fhERERGRIexp4rq5mbhunh34rpnlOU0DFuoPna7fDzaz69NjrQr3FxEREZGRbNBvfoqIiMigWBh4kZgEMRtRrGsCTqHKcP8uTHb3l4FdgF2JcItJRPNVU3qNDuB/gI2AO4EzzGzTPIC7P0iEUUAUEWcDfmhmc9RSCBQRGYnMrDGF3+9PnOfzefcR4HeDeWw9KQXibQ2cmR5uIRaF+SvxeVFVI5eIiIiIiIiIyEAzs+WBg4gFaqcCs6andgUOc/db03aN6WdDKZD5GXe/m6iRjwf+kPbN4f7tRD39WDM7Oe2jcGYRkUFSRbh/Xtx8YeB7abv2ei9UW0O4/zFmdmzep57HICIiIiIynJRqLQZ8irimHkVcV9/m7jfXOF6ek5GD/RuALxPhRfsB91KE+5/q7jf1/ehFRIaeitDM84DDgHkoAt/eBy4FNnb3EwfnKEVEREREhqc6hfu/DJwFbOjuj3UX+tZLuP9qwBkMcri/Qv1FRPovzWOdHdguPdRCnPMBrk6LwtTqKeAZYj7snMBLRC/OHcQ8WYB3gDvdfVqXI4iIiIiIDH9XEfkxEH0uAOsC8wGY2diBCvXPzMyI+VNbmNkvIcL9+/6WRERERESGNgX7i4iIjEx/BC4Bnk9/j6af4f4pUKLR3dvc/UF3PxL4JnA88CYRctSQ/k0D5gB2B240s7PM7Csp5OJ64D/EzfcWYBlgz8Fs2BIRGQrcvT3dOLH0UJ5wfI+7Pzp4R9Y7M9sJuDr9OYU49veAs9z9mUE7MBERERERERGRpBTSvB6wIlHDHpse28rdL08TlIGo1aSfHeVw5dT8OpUIKdoPOD89NYoIiM4NrQeb2VF5DIX7i4gMjN7Or72E++dQ/Q5gUzO7MG3XNgjh/q3p3+Fm9vV6vraIiIiIyHBTqtVsAMxPzKnIk5UfhU61oFo0p58t6eeS7v40ERB3LrEo5CFpfPVDisiIUBGaeQmwF1FLmU6cN98A9gaOSzUPnSNFRGZy5fN0dzV2nctFRGYudQr3n+ruH6ffuw19m5nD/RXqLyJSH6k3chSwXHqoieh9fAC4u4/DNgOzE59PAOu5+4vEZ9RtwBPAnu5+Y1+PW0RkOFJ/uYjIiDONyOSCqOt0AOOAH0PUb8zsswxAqH+plvM/xGJcrcD2ZnZ+93uJiIiIiAx/apAREREZYVL4fgswAbiY+ob7t+fXSH/f4+7HAysDZwMPpU3HpJ9tRPFvP6Ix7ArgQ+Dv6fE80W1dopiom0siIt0wsyYzWwhYIz3UQjRE/V9+vo/jNuSfFRMx+jpeeYyFzOwg4LL00GSiGRZgX3f/U19eQ0RERERERESk3lJI83zEpN7ZKCaQ7e3uN9QyTvrZ7u7Puvs+pCZaoibeSBHuf5SZHZi276gcS0RE+qbifmOzmX3azFbr5vnewv2bKSZGfNfMJqTtZlS4/50U4f6jgKeB++r5uiIiIiIig6GncLc6Br8tkH62EzWZFlKPYy0TmHPfJLBQ+pmPb870/BPA0e5+Cvy3h7MdEZFhLp3vcmjmz4BdiRrKNKKXfCKwqbv/2t1fz/vpHCkiMnNz9/bUVz4HsLyZLWdmq5jZmma2pJnNSjEXCOh737mIiNRPPcL9a3itmS7cX6H+IjISVcwLbSg/VgfLAosQdfUGoi4+0d2n9XG8DuIzKdfmRwO4+8PAnsAW7n49KGdARKSssr9c50gRkeHLzBrcfSpwNPAW0Teee9h3M7O9zGxh4C7qH+rfkO4NzENkks1JMafqpf6/OxERERGRoUvB/iIiIiNMKpQ1pgap06lzuH9+jfx7Kui9AhwCbE4sKPAUURjMrwewBLAt8EciFKktbQOwCbBXGlvhRSIiXUg3T5qICW8dxPe9RiIsH2ISctVKi7R0lH7+d1JF5c2aam/2lxaB+SYRfjQhPTUZmDX9vqu7/6aWcUVEREREREREBkppIvHWRC0717WvBK7r77ju/hNgPFEXz6/VQQReHGpmO/T1NUREpLM0sSAvKP4F4vx7H3Cfme0EXd+P7CXcfxTFvc2DzOyUtN2MCPc/GbibmBzxPLC2u3+okCQRERERGapK17vtZtZoZouY2Qpm9kUz+7yZjaZiDkQ/QuAWST/71ZtSuv629LOd6IPxvI27T07bNiiwWkRGilKv4MHA/hSh/mOJcM/13P2hwTtCERHpTWUfd7ou3wm4BbgXeCT9+xtwD7FQ1j+Aa8xsDzNbEWpbOEtERAbOIIT738ZMEO6vUH8RGSm6OKfm6/lR+YFSz0x/g/4XTuM3U2QBfJjGHNXdTpVKr/9Fomaf/y4vAvmGuz+ft1fOgIiMBF3UZJYys9XM7HgzO8vMLjWzK8zsdDPbwsxWq9he/YMiIsNM6iFvJIL0LwamEtf6HcR19JFEnlddQ/1Lrz2aWMj9c8ScqgbgXeCxfr41EREREZEhraGjQzVrERGR4aY0ua3DzGZx9yldbNOYJr+NBn4EfBdYKj09naJZ6hDgEnf/oI7H9yWiAetYIsR/LMUqoKOIiW2N6e+W9NhlwD7uPq1exyEiMtykxVieJG625Eas/d393Cr2/URTk5mNIcLqNiaao1YDPgI+AJ4BbgD+5e4T0/aNXU0+zmOn8WYFfpLGzJ87U4nPAoDd3P2y7o5JRERERERERGSwmNmlwC4Uja97uPvF/RyzsRRu9EPgtPRUro13EMHR491dDa8iIv1Qcc7dkAhsWBOYvbTZxu5+Ww9jlBcGWAM4HPgKsehuXqClATjV3Q9J2/VpEkQv76V8HKsCqwOXu/t7Ztbs7q31fD0RERERkUr17Omo7DdJwRMbAxsBCwELEjWSqUQQ3GvApcC/y/WSWo4p9Vj+GvgWRehQA7C3u19Q6/tLgXf3A0unh6YCK7r7f6odQ0RkODKz9YAzgeUp6t4TicUJXxiIuomIiNRHRQjyisAGwDFEcOcsFPN+cj26maiTl4PjXgEeAE4Fnk41bPWHi4gMMjNbGNgj/VuYYhHzZqL2cgJwrbu/V4fXGgN8KmAOrAAAIABJREFUHTiLWDxgOvFZ0UQsDPMD4O+1LoRoZrO7+0dVbKdQfxEZ9iqvsVMfyRLAhkR9fXZgEvAO8ChwJ/Ciu7/fj9fcCriWqPc0E/X1X7v7tn0c77vEwjO5fnSYu5/S3XxVEZHhrOIadgVgbeBQ4vq1q0W4Wojr+T8QdZizqrlWFhGRoSv11VwMLEuREZaVr9Evdvc90j79ui9rZuOIhRrXoJhT9Qt3372vY4qIiIiIDAcK9hcRERlmKkL9NySCJCa4+ztdbDtDw/27mIBnwKbANsCXSpvmImEbUchrIm4gfb8/ry8iMtyZ2ZzAI8S5PJ/HfwMc6O5v9LBfZfPWmsByxIrJi6Z/WZ6Ekf0VuM7dz+rl2BYDfgysAHyZ4mZNeQLHzu7+y7S9mq5EREREREREZKZgZqOIyWJ/Bz6fHn4SWNXdp/Y3fKIiaPpoooYCxSS1VmKhxBOBDgVdiIjUruJcuzWxkMpCFPXpfM492d0P72WsmTHcPy+wqzA8ERERERlQKdDzQ3d/rh69HRXBFF8lgt5+WNokX6tD1EiaS79PBK4CLgJecffWWq6Jzex44nq+lbiObwROcvcjanwPjUTv5enp+JqJXpptahlHRGQ4KdUqTgYOLj31JrCZuz+oOoaIyMyr4jp9T2LOz7rp6Raitt5B1MRHEf3l7cS1cEfp99x3/jxwF3C6uz+pcH8RkcE3lMP9zWxt4Ehi4Zh73H1aN9sp1F9EZjpmNk9a8Koucyfzuc7MxhLz9HcEtiXC/Bu72W0ycAdwG3Ae/DeToOpjMrNViMVuc92+g5hnun6t1/pmtiQxB3Zl4vNoCrEo5GM97SciMhxVXMPuC3yHCPaHOEdC9Ca2E9fTuV+xfM7/D3Ht/WctQi4iMvPo7no79ZzUPE/IzHYArkh/lsP8c47L+e6+T9q2T/dlS7lkY4FfAFuXnn4Q+Ja7v6JsGBEREREZyborxIuIiMgQlm6gb0TcVB9PcbOmcrv2VBybDvyUWI3z+fT0aIomqVOA3c1srn4eVznUv8HdnZjMtjZwEtEIAMVEPNLr/zKH+ueFC0REpLN0Xv0Q+L/0UP6+tynwtYptK78LzmZm85nZ4WZ2JTFx4mfAKsCCaZsWigVXOojPCIA1gTPN7Cwza+5mfIgbQesSof4tRNMWRPPAS8C3S6H+DbpxIyIiIiIiIiKDyczGmtniAO7eAswLLEnURhqAqUBjPUIncq0+/f4Tom4OUSufTtRVjiQmq3WoTi4iUpuKUP9dieDPRYn6dPYgcGRvof7w33uxebH1+4iFV24HphH3NtuJOvp4MzslbddmZk3dDNkn5c+f/LvC8ERERERkIJnZ/xJha7ea2UrlmkYfxysHUxxC1ERyqH8LRZhcvvbN19Q5KGgJ4DDgSuBgM5u9xmvvJ9PP8mvsYWbjqjz+/N4/BWwOzErUcxpLY4uIjEipfrISxXm9nQiNOwF4KG2jOoaIyEyo4jr9VGI+UQ71n05xzdtEERTUlB7P9zGbiWt6iM+ApYCdgTvM7Bsz4G2IiEgv3P014ML07zXiXN5A1F0WB44Avm1m89ThtaYR81wPIBYNGE3MT2oDVgPOAMZVU2dK81u3IuZJ/RxYo5vtFOovIjOd1EPyOzNbsb/19TReDvWfGziOOC/uCcxJcU6HuCbPC7i0ELXsjYGzgRuBXcxslnRMzVRncnqNUWncRmAd4Ks1HH/+/jCO+M6QQ6onAu9WO46IyHBRcQ17BjCBIicm5740EOfcXJNpTn/ne6stwNJELf4MM+uULyAiIoMnXW83mdm8Zva5tMAVQGO5J7y3+UKlHvYriZ4ZiOvyfM0P8A5wZ3+OtyKs/0w6h/q/CVyTfqJsGBEREREZyRTsLyIiMsykiRAbAreWHj7CzBbtZvsZGu5fPs7S71Pc/QhgR2Af4GngI+JG0pXuvjP8t+jXr4AkEZHhqnR+vD/9bCZChGYBfm5m3zGzxcr7mNmKZrYlcC0x8fp4YDviu2IHRZB/O3Ezp6n092iiuStPrtuPaOaim8ayl4nPkrfTWKOIBqvrgJ3c/bfpmPodhiciIiIiIiIi0h9mthAxmfg2M/tZevgDohYyjaibPOnuk+tVx6iop5xCsXhjrtOPBk4yswVUOxERqV55IVkz+x5wCcUCLXmx8dOB8e5+Ytqu1xDQmSXcX0RERERkRjGzrYgej9HA54Br+xM+VBFMcTZwErBcejqHhbZTLLIIRfhQvubOoURrAIcTgUjz1xAU/QjwVOl12oE5gB3MbJFejr+hNDH5OCCHkzYADxC9mL1OuBYRGY5KnwvrEL2I09LPN4C7FOwgIjLzqrhOvxD4EXGNnK+9c437RqJvfFtikavNgP2BGwBP2+QFADooruXnA34HHGBmCw70+xERkZ4NQrj/rXQf7n8msEp3dabSfdblgS3T758BjjGzUZXbKtRfRGY2ZnYOMB5YC7i+v+H+Ztac+lA+BVxPXI9/MT3dSlyDN1PUv7P8WK6jb0rUuH9hZnO6eytVcPcn0+tmeb+9zWypKo6/KfXefBr4CfFdIf9fnO/uL1dzHCIiw0XFNexFwIHAWIrza66x3EssmnUbcX39HFGDzwsuNhHh/nMBXwduMrPdZ9w7ERER6HS/FDMbY2ZfN7MLgMeB/xB19CfN7O9Er8vXzOwz0DmPqyvpOjqP/1OiDx7iWj/nw8wHHG9m49M+bbX2r5T6788E9kgP54Vk7gCuSlllIiIiIiIjWkNHh+b8i4iIDDdm9hPgSKIgNoqYCLGju/+5fFOnYp/G1AQwmmi+/S6xwj0UoUFtwCHAJe7+QR2Pt1OIs5ktCywJLOPueYJboyZyiIhUx8wuAXZNf04DxhAhRf8G/gXMQ9zQXzH9nrVRhPiXvZL2h7ipPxcwb+n5ltI+J7r7kd0c10LA94F9iVWeDwIedPeX0vMK9RcRERERERGRQWVmcwN7EnWL+YDXgTOA84AniNo1wK/cfceBqGekhtlNgZOBzxONrw3ARGB7d7+7u1q/iIgUyudoM9sFuDQ9NRmYNf2+D3CFu0+u3KcPr5HDRL9C1OXbiAl1DcCp7n5I2k7ncBEREREZUsxsfiKgc02iR6SBmBD8PLCVuz9aS39fRTBF7nHpIK6hm0ubthL9JS3A/GmbWUrPt9M5nKgReAbYHfibu7dUcSwXA7tRhBg1AW8SCy9e7e6vp+1yf2Vlr+OZRCAdaYyP0r4/BVrVByMiI5mZ3UwsfJLP0ae5+8GDe1QiItKd8jW9mZ1PBPV0EPOJxgDvAtcAv3f323oYZxFgPaJf/LPAp4hr+ub0M89NOgW41N2fG6C3JCIiVTKzhYnz/h7AwsR5uoM4d78MnABc6+7v1eG1RhPfE84iFg+YTtRjmojFEg8m5hlNyzWk0s/5ieC4L5SGPMTdTy2NX/48Ow34YXpKof4iMmjMbG/g3PTnVGJeZ5/q62m8fF5cAPgLsCxFj0plnT3XZbLci1iuiWdPEf2Jj1Z5HIcDx1eM9S5xrX+5u7/Zy/5zE+f1FYj7Ac3APcD33P0/mmsqIiNFxTXsOURPY7km8zbR+3i7u/+pYt/FgMWAvYEvE58J+TMl30eFuM4+SwHMIiIDr6InZktgY6KPJStneOXr8anA08AF7n5eaaxer4nTYl/HEJ8f5fEBJgEXAweXjqnbMcu9McR8qpOJnpp8jGOJxQm2cPcXejouEREREZGRQsH+IiIiw1Aq7F1OFMTyysp/cveNetlv0ML90+t3WfxTqL+ISHVK5/GlgLOJmzxQhPt3pS39G1167K307xfEis93EM1RDcTngQFbESH9c6fHc/PUe8RiMrd0c4zzEwF47u6T+vRGRUREREREREQGiJl9FrgV+AxFveMZYmLdARQ18weA9d19alfj1OE4RgM/J4LtWog6fyPwO3ffciBeU0RkuEr3Tq8hFqgth/p/x92vq8P4CvcXERERkWHNzJqIELS9KGojuW5SU/hQxfVzDsUvB1N8CDwIXAs8DDybdp0vPb81sDywBUUgUQ4JbSWu+18GDgVu6a7HsdRjswjwe2BFOi8U8AYRkHGNuz9Rse8swBeB/YHt08N5AvM9wDbu/lpP/w8iIiOBmd0NrE7URRqBI939xL7WRXrbT/3mIiJ9V3GdfjIR9tZB9KCPJRYg3w34u7u/n/cBGkrBc83u3loac3HiuvlUYJnSy5XnJp0OnOfuLw7sOxQRkd7MROH+j6bHb8mB0GbWTISVXk/UcHJd6m5gb3d/qovFGM8ADkzvYSoK9ReRQZKum3cEfkzMqYQ+1tfTeLm2XV7sZBpRG28kFst9m6ix59+biAW3vkqc45cvDdmans/19ReI+wG3dzf3M59z0/n8L8AadK6vv06cy69192e7WKhlNmJ+6qXpWPLnQBtwVHnBFhGRkcTMxhOLo1TWZHYgajKT03YNQJO7t5bOyXMQ5/pTgXKfeTlf4ETgbHd/Y4a8IRGREagi1P8YItB/sfT0VIpMl3aKe6j5Wjy7mMgMuy+d46sJ91+E6JPZLz2U6/B5Ya8/EHOi7nf3d3oZa05gE2Bb4Jvp4bxg4kTgK+7+n57GEBEREREZSRTsLyIiMgyZWSNwO7AuRRDzZGBPd7+mt30HM9xfRET6L30OrA0cBmyYHu6gCBDKN2Bys1Se6Px7IqjuQuB9d3+9NGYD0OzuLaXHtidu8i9E0VDWDhzn7sdWcZwKLhIRERERERGRmYqZLQn8FNgAmKv01K3A/xAT4TqAR4A13H36ABxDrtMvCtxHTGLONZR3iAUFnqr364qIDEdmtiqxUMqKdJ6k9i13v76Or6NwfxEREREZlkphEGMo+gmXTE/3J3xof6IG00QRTPEa8H3gAXd/qXwMlAJD02PfIgLgdiAmOFeGD70G/AS4rqdJySkYblfgaGBROocPfQy8QgQQPU1Msp4T2Bn4PBFSCkWo/0RgA3d/urf3LyIy3KU+9H8Ay1L0Jx7k7qfXMEZDZVhF+kxYniIAYxTwOPBWd2FzIiJSPTP7LnAyMA/F4lsvEde5z1U5RmWw8hzAGcDGRM85dJ6bdBxwprt/WK/3ISIifTMI4f4bAmcDS9A53P/N9HpXp9f/LLAR8OnSdi3AMV2FP5vZckSgtVHcI1aov4gMmlRfPxjYhX4snluqlcwF/Jo4j5ZD/e8CLgH+XJ4XWtp/LDArUeP+JrBW2rdy8dxXgWOAG9z93W6OJfc4fhM4kzhHl+vr7wH3E+Gh97j7R2nR3JWAzYHvUJz/G9M+V7r7TuX32u1/qojIMGNmaxH3JFckzsuj6GN4cgqS3o3oP6c0HsBpwKFaJFdEpP4qQv3PBvYl6hqkn43d7NqR/rVSBP/fSWS+/CZdd/fai2Nm8xJZYOPTQy3pNXMP+0SiB+Y04EXgMdI1fPqesSpRwz8I+BywQBon11beAdbRXCYRERERkc4U7C8iIjLMlFasX49oXlqw9PTP3X3fKsZQuL+IyBCXwv2XAn5ANFvNwidv9kwkGl4vAp5299srJ8N11QRVvvFjZgcBE9JTbUSD7PPASppgISIiIiIiIiJDkZl9ATgS2ASYvfRUbkjNiyZu7+5XD9Ax5MUZTwAOpZjIx0C+rojIcJFC3mYBfgzsR5y/G9LTu7v7L/J29ZoIrHB/EZGBURniqQAHEZEZr9RPOIaYwLs7/Qj3N7PlgXOI0KDcj/gKsFF5AnAVPStzAqsAv6Tok2wnrr9HAW8Q4f5X9dTjaGYLEBObdwbmT2N0ED0w2VSKvpvRpcdzr8wnjl9EZKRK9e0m4F5gZYrQoJuBnbsLhCvvX7GYyxxEmNFGxKK8SwPzUiwYMJEI6TwbeMjd/5H20/cHEZEamJkRAXJfo7jOfZVYdPzpvtSzS/Ob8neJ7YlFsqDz3KTvuftl1S4UJiIiA2cGh/s3AesDFxDzn6an12mguLdb1pIebybqPTukcbqqIe0C7EN8J5kErK5QfxEZDANQX28m6tmHECH9OajzemAv4J2KuaH59SsX4DJgNaKeknskK+vrxxPn227P+Sk89IdEDsECdA73z/5J9F7OSnwfyP2XraXjv9ndN01jqpdGREYcMzucOO9mbwFbu/udNSysXg6U3oHohV+aOO/mBRwB1nX3e+r6BkRERriKc/BFxHV/B1HLGA1MAV4HbiDO8S8CaxIB+huWhspzlgAeAX5BZIW11fB58COgvBBiK0X/S0M6phbg3xT97W3EIlztdO57zwsSvAhsrJ4YEREREZFPUrC/iIjIMGVmiwKXExMYyoW7jd39tir2V7i/iMgg6WlCWV8mm5nZWsDiRMPrWOA54D3g98Ab7v5RreNXNJXdDqxB3JhpB94GvtDbBDwRERERERERkZlVF+H+7RQTh3OT6onuftRAhgOZ2deBW9KfOfzoQnffS8EWIiJdK01OXh74MxHMmU0Ajnb36QP52ul3hfuLiMwAui4WEZkx6hk+ZGb7EYGh2avAOu7+XDXn9dI1f/65DHASsVBADnrO4UOvAd8HbnT3lh7GXIxYXPF/gYXSGFAE/OegoRxK1EQRPPQwsJO7P93TcYuIjDRmdhxwBEUA/5vE58S9FeEWDQAV4XJzA0sA2xGLuKxbGjp/7uRaSz4vTyZ6Iye4+5V5bIX7i4hUx8z2JUI9s/eIBVl+35/6S+m7xChgJyJkeaX0dJ6b1EJ8J3hA524RkcE3I8P90+t9GbiKCLPLi8vksOdcf2mmCJPrNvy5YlHI3YGtgPHu/s96HKuISF/Uo75eqofPT4SBrklRt/6Nu29T5bFUBvyvAJwLLE/RJ5mD+V8nMgSudfepPYy5KNEf8y3gUxSL5+bPjnyc+Wf+HkDa9lfuvnMaq9ndW6t5LyIiw4WZLQfcR5yH8/3Mk4GTejr/djPWGHefZmaLA48Dc1EEOjcAv3D33et28CIiUlmLOJ3oUekgsr7GEtfVxwL3ufsTXey/AxHuv0N6aGraD+Bp4CLgjBrD/bcDDgM+S/Swt9D5/mq+x9qYdsn1mFwDyp8bHwEPAXu4+zNV/peIiIiIiIwoCvYXEREZxsxsYyK0GeJGdzNwMfBDYGoVE+AU7i8iMoOVmqyaiQnGyxI3XpqJSWcflwPze5kIXe2NmX6FXZjZDcDmFKtGtwNfcvd/93VMEREREREREZHB1kO4f54o3AKs5u6PDNDrNwBzEIsq5nCLRuAxYJWewuhEREa6NBn6GqJ2PZ2ot/8D2NfdHxzg11a4v4hIH3QRIrEwEfywCTAncW08FvgX4MDj7v5yd/uLiEj9VfQT5vCh3E9YDh/6lrs/0k340BLA3cDi6aF3ge3d/Q99uS4uHdNiRF/k1kTgXDnc/yVgN3f/S1evUerVWRjYBtgN+AKfDJLLYUZ5crOn93Kiu79Yy3GLiIwEKYTiCuK82Ur0nT9HBDe/2s0+6xIBEwcQi7UsSnHenZbGKIfBQbHwSlNpqP3c/bw6vyURkWHLzJYG7gIWpAgNuhI4yN3frMP4+bq9mQiJ/gHwmfR0npv0EPAdd3+hv68nIjLS1WNB3EEI958f+C2wGlHPgWJ+0pj093TganffNe3TZfhzRaDeHO4+qR7HKCLSH/VaPNfMDgeOLz30J2Bzd59aa429dExLAuOJhW8XpHN9/RUixPO2ru7HlurriwHfA7YlajvlBRkb6Lxwbj7PP0MsyntwGkuh/iIyopTOof9L1NJHpX/TgG+4+501jteUQp8/S9R5FqaoqzcAF7n7nuVt6/duRETEzA4kFmYZTdQwxhDX05u5+6Ol7fL1cUNpIfRFiJ73c9Nm5cWwngEupIpw/4qayOrENf5uwDylzfK1eqU2OvfE/JPILDvH3SfW8F8hIiIiIjKiKNhfRERkGEsT6C4mVuXMhbM3gDXc/flqJjUr3F9EZOBVhPzMRpxnDwGWBsaVNn0PeJVYVfkud38s7VPVDfR6h1mUbvKfCBxKMaF5OrCsuz9Xr9cSERERERERERkMZrYsEe7/TTqH+7cSkyfOB44sL8Q4AMdwG7AhMUG6DXiWCPbXxGMRkQqlyW5LADcDy1AsyDLB3Q+dkceRfle4v4hIL8rnQDMzYD0iPGIuYL5udnsJeBS4HHigu2BQERGpr76G+5eu1dcAbiGCQkcDVwHfd/e3+3FMeewFibC57xILB5TDh54F1nb313u69jazWdK+xwBrAEt0sdlbwJ3AmcA/3f3Dvh67iMhwZ2Y3A9+gc7j/88BxxLn5A2AWYEsi4Hkriv70FooQozGVY1ME/Off2ymCRiEWdbms3u9JRGQ4KV2vb03MPRpDcR7dyt1vqONr5ev20cARwP5E7QfifP4ecIS7n1+PQGoRkZGqot4+DnjF3V/r41gLUYT7L8IAhfuX5ibNRsyl2oCoy5TdRsyjOiXt02P4sxYDFpGZUUW4/4+oYfHcFP45llgEZUOiDvI68F13/2Nfz3sVC9/uA+zEJ+vrLwAbu/u/e1k8d27gy8Q8069UvFSed5rrOecCt7j7rWkM9cyIyIhlZlcC21HkwVzj7tvVOEa+pl4K+CsR6j+F+OxQqL+IyAAzs7WA04GVKe5xvgqs5+7PVHu9bmYbAP8HzErxHQFqC/cv97DPQmTWnJB+fra0ab42z58/2ftEX8/pgLv7x1X8F4iIiIiIjFgK9hcRERnmzGx3IgC6PCHiV8D33H1qlWMo3F9EZIBU3BgZR0xM2xX4VNokh8XlVZmzR4DfuftPZuDhdmJmTcTx/RbYgiKM6FWiCestNcKKiIiIiIiIyMykohZTbXNsV+H+EHWQF4D93P2WegdMlCa8/RLYnmichai9fMnd36rXa4mIDDdmdgARsglx3n4BWMfdX51RgUAK9xcRqU5FyNBexP3SHPTQTueJYx0UoUE5/OFtIrTiMOBed39/xh29iMjI1JfwIaAhTS4+DfghxQThrd392jocU66jzA8cSPQ4Lkjn8KHbgS3c/eNq6kJmtjywbHpv8xGTl/8F/Mfdn+zvMYuIDEWl823+LOiyzlIKEVoH+BmwAp172fPnRQfFQrrZ9PRcA0Vw/3vAE8A/gHeIc3IHsDqwJLAmxfeF9rT/i8CO7v7X+v0PiIgMT2Z2E7AJce3cQCymuKa7T6vz65S/S1wDbE6EHDUR9Z+/EwtyTa/n64qIjBQV9fYzgD2Ba4ET3d37OGYO99+TCAcd6HD/ZmBuYCNiXlU7cW1/Z56zqnuqIjKU9XXx3LTvssBDREgzwP3AN+twDi7X1/cG9iLO+eX6+j+A9d19UjV9N2a2I/AF4OtEn8ykNN6vgSfc/c+V/yf9eQ8iIkOZmd1KXP/mPpiz3P371Z4fFeovIjL4zOxY4KjSQ28Si+feW+25t3RdvhZwNbAofQz372LMWYH/Ab5N9MGsnsadH5hM9F++QdSR/unud1X95kVERERERjgF+4uIiAxTFUERuck2T3Z+HNjW3Z+q4YaOwv1FROqsorFqS+DHxCrHsxDn1lF0DvfJk9hGl4a5CdjV3d+dcUfemZk9AIyjmHR9lbvvMFjHIyIiIiIiIiLSk9SU2ujuH9VQI68M98+NtU3Ag8BX03jN7t5ap+PMTbSnA9+nqPG/Diw3mPUgEZGZVenceQ6wDxEINIq4P7q2u08ajONJv/cU7j/B3Q9N22nynIiMGBUhQz8lwoFmS0/nXpRysH/+PQcH5ccb0/bnA9e7+91pzKoW8xIRkdr1Jdw/bX8ZsFPa5hXiOn1iPc7Zpe8DCxN1nB2JOk4Oep4CnEaE2bX0ME5Nk6r7c8wiIkNB5fnOzNYDNgPOc/dneqqLm9ksxPn4IKI3Mi/eBVFfhyLQufwYwEfEoiwPAL8B3nT3jyrGH5XGO41Y2KWD+L7QTHxHONndf6yAOBGR7qUA5b8ToZuN6d/v3X2zAXq9/N1gASJs7rN0vve6j7ufPxCvLSIyUpjZBOIaHGJRrP8DTnD3p/s43sJE/X4PBjbcv5qFGFWPEZEhrw/h/jmw+RvADcQ5eDSwp7tfXI+6R6m+viBwKFHPmZfOtZZzgfHuPrWHcTrV11Pthp5q8iIiI5WZNRGLWj0ELAFMI/oKt3f3q6u5Z6lQfxGRwWdmyxP3M8dQ9Kb8GDiz1rlFpevy1Yhw/yWoU7h/xWMLpGP9VDre14Gm8r1Y3V8VEREREalOY++biIiIyFCUCnV5csOlxMqY2fLAzmm7qopoqUmg0d2nAz8FLiYaAyAaAKYTTbSnALub2Vz9fxciIsNXRaj/DsAvgC8SN8shgoYaiJss7en3RuKc20o0RLUBmwK/NrNlzKxhhr4JwMx2IUL929NxAfwjPafvnCIiIiIiIiIyqMr1EjOb08y+DNwG/MnMlk6176buRwju/i/geOD3RJhQ3qcNWAW4Lm3XWs14VWpI4XgrpL9zCN0rwEeDUQsSEZnZpXukcwPrpYcaiPr19e4+aUbXrdPxNKTf7wNOJALpphGfJe3Euf1gMzs1bafJcyIyIlSE+l8M/ACYleKeY56M9ghwD3AHcDdxPT6t9Hxj+ns0sC9whpl9Dzqfh0VEpL5K/YTTiH7CSyj6CZuJ8/lSwHVmtlKpBrNMaZuPgLfSeP0OZMvnfXd/DTiVWOALIjC6kVg8ZhPg89B9X0u11+QKkRORkSCd6/OihauZ2YnAX4jFaO8ws4V6CqRw9ylEKP8EIjQ6B0Y3E+fnHETXlP49R4QP7Qxs5O5buvvJ7v4cMDkfU+kl2ty9zd1/QCz01ZDGaUvj7mRmcyp0QkSkR0sDyxHn5nyNez8MTC946bvEm8R3iY8o+uQh+tJFRKSPzGxjIiS6naidzw1sARxlZkv3ZcxUa7kw/XuNuOZuIOo/iwNHAN82s3n6c+xd1Voqa/yqx4jIcNDFfP3e6uu5Zv0Fot6R553m+nq/6x6l+vob6Zj+mp5qo+iV3BDYCD55fi6N01bx/H/nnJq7XsrBAAAgAElEQVRZg+abiogU0jlzCkU9ZlT6OUvp+W4p1F9EZHCVrnmXJ86709LPF4E/1RrqD52uy/8GbJvGyt8RIBbK3QP4QTq3t/d2jV2619uQf7r7m+7+FvCUuz+f7ulOrthP91dFRERERKqgoreIiMgwVrq5cj8wkWIyM8B2ZrZKjeMp3F9EpA7SzY4c6r87cAUwJ3EezTdwHgXOBjYGVidCKH4KTCXO5znwpw34CnARsMqMbG4ys/mBDdKf7UTTwNPE54Nu1oiIiIiIiIjIoEo1mNyE+iXgUOBmYC1gVeAmM1uwhrC2rsL9O4gm2Q3N7Jq0XZuZNXc7UJVSbWU6MckaoibUADzu7tM1WVlEpFutwJj0ezNx/nwXBqduXUW4fxtxvv+RmW0+o49PRGQwpN6THOpwLrAbcW09nTh3vwP8nLhXuo67r+vuX3H3DYA1gc2APxMBQhDn/dyzsiJwmpkdBAr3FxEZSDWG+49L5/5yzWQK0W9Sz2PKk5xfIHptPiJ6G1vSJisDu+bjr+dri4gMNzkMIv2+FxHOf2h6+iNgUeC3Zja2p3Hc/X2iR3JToicyB8N1EPWRN4nPkEOIXslN3f2X7p5DpZvSOO3ln/n30mK7PwIeoAiHng7MByzQx/8CEZGRYgxxTm6n6GP/EAbumrk07r1EWFAjRTDRrma28kC8rojICPEH4vyaF9VqI+YrbQYcaWaf68ugMyrcv4vXVW+MiAxLtS6emx6fXvo5GXiyzseU6+uvAIcBb1AszgjwOeA75W17Giv9bCv93qG6vIjIJ3RQBPtns/a2k0L9RURmCvl6+BtEX8ro9Pel7v5YXwcdiHD/PG75Zxe/61pdRERERKQPFOwvIiIyzKVi3evERIqpFE23CwPj0jZVXxMo3F9EpH8qAuV2JAL5IZqp8s2aY4E93P1Ad7/N3R9295+7+3givOI3wPtEkH57+rcGcAYwbiDD/SsarrYGdki/NwMfAKe6+4elyXIiIiIiIkNOvqY2s8by9bWuc0VEho5Ux841mE2IsKADiACfHJj/OWDnWsbtIty/mWjIbQe+Y2ZXpe1a6xHuD+wIrJTGzxPknoDaavsiIiNFOjcuDCxC3BPN584PS8/PcN2E+/+ZCK9rJu4POHDHYByfiMiMVgoHPQzYmyLQcwzwKhEIcXi6VzolbZvPo0+4+1+AzYF9gGvTsOXQ5jmACWZ2bNpH4f4iIgOkhvCha8zssxRhzm3pX90nBqfzfmOaKL0P8fkwiuJzYiczW6verysiMpyUg37M7ESiLl4+d44BPgZ+4+5TexsvLVb7prsfCHwNWBpYhqjTr+ju33P3U939LVIdp7Rvj4FDKbyokeiTfzw93E6c++cArNc3LCIyss1JEczcUHqssm+87tz9SeC09GcODG0DFpoRry8iMtyUruPXJ2owec5ROdz/qKEW7i8iMlxV1NdPo+dwfwNeKj03mnTdXudjyvX1p4jexRY634fd1sy2y9vW+/VFREaSND9pNJEvAHHdDrEALt31oSvUX0RkcJhZQ7lmXQrCH0v0P7YSeSv3pu373LM+UOH+IiIiIiJSf7oQFxERGeZKN8afBP5AEWDRBBxhZkvWumpmDeH+JwPfNbO5+/9ORESGh1Kg3FbA+enhKcCs6fdd3P1Yd384bZcDRXNQxZ3AkUSI/9tEo22e6LwacDqw8kDdeCkd/7ZEIB7Eeb8DuA+4K22nG/0iIiIiMuTk6+hcK0k/x5Q2aa/YXhOIRURmQql+nYNCdwCuIOoms6RNGoFngbPdfUKt45fC/W8mwv2biNpIO7CNmd2StmvtdpCej78h/ZwdWCc93EHU318Brk7j1z34TkRkqEvnxg6K8KFcKx81OEdU6CLc/ySKIP8XgLW0cK6IjCRmth4x6QxiwtlYYCKwvrvf4e6TytuXgyHSNf8Ud7+JWKzrpPTUKIprc4iAopMq9xcRkfqqIdz/NmAcca5uAj4NLDlQx5R+fYDiujt/P5gTWBZU5xcR6UpFqP95wKHAPBRBEe8DFwGbuvvPahg310Va3P0Zd3/B3V8F3qx4vk/X7mm/B0sPqYdRRKQ6HxDn+HLv+VgY2HpK6Vr8MeI7Qq7tNwHfGqjXFREZzlK4Z3PqV9mACJJTuL+IyEysYr5+T+H+NwOrAu8Q595mBrC+nq7X//b/7N1nmGRF+f7x74TdJeesBEV4JP0FUYIiQUBAQJKSJUcFFCUooiCoIEElS1AQBQmKiWBGgihB/YEYHoLkDEteNs3M/8VTxalpZna6Z7pnJ9yf69prOpw+58y+qK55quou4AfE90gH8V3SQ5rTqOBQEZGhcfcud38Z+Ht6Kc8bXLXo1/cyXKH+GkMVEemtHMc0s03N7CgzmyO9nTfP7ST663enY4e03kfh/iIiIiIio4M64SIiIuOEuz9NDNy3UYXvLwR8PO0K2lC/oM5w/05i8fS2zfktRETGBjP7IHA8ESY3jSpU7uPufml5bBEo2lO89j/gYuCrwDNUgUTdwLpE6H/Lwv3NbA/gsvT0DaLdfxE4w93vb8U1RURERESGQ6p3LGBmu5rZmWZ2I3Cfmf3bzO4Arjezfcxs0/JzmvQkIjJypImrOdR/XyLUf0Fiw9u8yOC7wGHu/pl0XMMByrMI958JbG5mN5rZCmbWcJB0UQfaFdgnPW4n6jAXuvuz+u4REZmlyUTAXBvV3Ki3wezfFKWPcP8vAYcCa7r7C2lBnkLnRGS82AhYNT2eQIR57uru9w/U3y3bc3ef6u5fAj5NhEm0E98B09IhR5vZes2+eRER6a0m3L+v8KFuYBngfUQ73U3Ml2lpyFuax3JtetpB1G46gYPNbG5t/CIi0ltNqP9FwEFE7TvPC38mvXaiu/8pHVdXwE9/bW5fcyQbVfyNME/62Z7uewbw9GDPKyIyTkwh2vjcbwfY2MzmaeVGtLndd/ffAfcQbXe+3mLlMSIiUj93n1mEgG6Ewv1FREa8Ptbr9xfufwCwMFWbvhS0Zh67u/e4+2vADemlfI02YCczW3p2z8ERERmpUnZLI8H4T6WfPUT7vjKwYz5Xcd6WhPrna5jZBDNbFnrPcxQRkZDaxs2A3wAnA2eZ2XxE+w3VeqW2ZtXWFe4vIiIiIjLyqQMuIiIygpSDNGY2sZnnBXD3i4CfppcnEEHM2wGdqTjX0ODKAOH+ncQi6U5gjaH/FiIiw6tVA85mthxwILACMYlqUnprX3e/ps5zdLj748Qk2PvSy/l+mxruX37ezJYysyOBS9JLU6g2JfiUu/92KNcSEREREZmdzGwVMzsY+BsRAn0IsAERALoCETa0GVH/+I2ZXQt8xswW0cIEEZGRIU1Y7UmP9wYuTG/ljQkBDgeOdfc/pOPaBxug7O7/4q3h/hCTZDcAfgJ80syWzPc3q3uveb4LsQEBwFSi9vMAcH26tr57RGTc6Kv9HKD2PZEqfCj/XD19rmUhRPWqCff/B3Cuu7+Yav8zB/i4iMiYYGbvAY5MT2cSIaFnAH+Bxvq7ZpbHW68AXk+Pu6j+BrjQ3W8d6j2LiMjABggfaqcK6uxJ/+YF9hvMxoj1KP6WuBi4Kz3O158fmKsV1xURGa3KermZnUFsPNtDzAefBDwBbOXuV7n7M/lzIyF02cw608PFqTbhzeGlL8+u+xIRGelSn/lxwIm2M/ehVwTma/VGtEXN/on0M9eElk9hclr/LCIyCA2G+684yGso3F9EpIlqNs/tK9wfYIHiIx3AXmY2VyvnErr7z4h5kBA1/unExoqrQevW4IqIjFbFvMAeM9vEzLas42M/Bp6j93jqOsV52loV6p+vkR4eBpxjZuvVvC4iMu6l9ng9qo2vuoF9gWOA+4l6Sw8wzd2nNLO2rnB/EREREZGRTZ1vERGREaJmkGYL4HdmdoqZfaDmuIa/v2t2RP41sZB5JlEYXBf4fD5uEOeuXYx3IfA/op8xCbjU3T/T6HlFRGYXM5sD3mw7mxbwU5zr/cBWRJBEbtOPdveL6z1PMZBzEvChPg5rWrh/nthlZlsD3wC+md6aQrXAeW93vyodp8lYIiIiIjLqmNnHgHOI/u47iLpJDzCDauFyN7EYIffHP5qO/6uZbWdmSwz3fYuISG9FqP8niIXD0Htjwl3d/Qx3n1x8ZkiL2voI98+L6LqIxWtfIy1yqK3Bl3WU4t6XNLPPAZcV9z8H8T10nLv/bSj3KyIy2tRs2vIOM3tPseigzxq+uz8N/L3m5feb2aKtDiGqV/mdkB+PlHsTEWmlYtxyDWIh8nSiDz0NuKnRDU7Sd8I0M3sXcC8RRjSdKkDognLhcnN+CxERmZUBwofaidp7G9WcmXfnx81eWFz0u2cAj6XHPUSdZTlgrWZeT0RktCvmCh5FbIKeQ/3nINrRDd39byNxjmAKLp0H2Ibe3zPXuvsDs+/ORERGNnfvcfcpwL+IGk0OZF4EOHgY6ykvpp+5Dz+BaMtH3HeOiMho0UC4/7EK9xcRGRkGqK+3UfWX24m2fCFi3nvT6+s158xzFruJvxs6SGtaFfosIvJWKZ/gI8BvgSvMbLUBPjKZ2KC2jRjXBDgkresHaG9VqH9mZm8jQqE/ChxqZh9s9BwiIuNA2eeeln4eBexO0Uc3s6WhubkrCvcXERERERm51PEWEREZQVIhbTMiAOhDROD+TWb2FTPbIB0zqJChYnD8CuA+YiJWfm09M1tgCPddhvt/i5gscB9wpbvvBa2ZFCAi0mxmtixwmZkdCxGi06wFCelcCxLh+AtQtcE/Bq6q8/7eHFA3s9OAz6W3plItXMiDPoMO98+DRGY2p5ktZGbnAGcCe6RDplGF+u/j7j/In9NkLBEZ60bi4mQRERkaM9sLuBxYH5iH6EtPIPrYE4hJTu3p30Sq0Lnc930nsdHhVzR5VURk9jOzdYATiPZ6KlUNYwd3v6IV15xFuH83sASwLXCzmZ1rZgea2WJmNl8RVL2AmS2YwpLOB05Lny/vf293/3k6Xn+XiMi4kMYfc1u5A/ATYhPzS1IIRdcs2sSH0892YrHbksDO+bwtvXHeGh5tZm1qv0VEes152Yaou+T28ip3v62Rc+Wx07Rw+Saqhcu5rnOhux9UHtuM30FERAZWR7h/OQdyA9L8l6FuwNiXNJdlOlG3yXX93Defs+9PiYiMX2a2EbATVRjnHMATwAbu/mDqW4+4OYKp7rItsBRRC8pt/Z2z7aZEREaBol5+U/o5k6pesw4t2oQrK+o1eUy0g+i3P+ru01TPEREZmgbC/b9kZisM8hoK9xcRaaIG6usdRKj/QflzrbiX9PBq4FV6b7y1aLOvJyIyFqS8mC2IeY4Q/e6NoP/6irs/Bpyank6kCvff28xWaWWof3FPS1O17Z8A9jKziY2cS0RkrHP3m4GtiayVOYn1PhDrUduIdUSLA2ul45s6pqpwfxERERGRkUmdbhERkREiFdDWB25IL02lmhR7PHBxCv1Z2szmgsYnx6bC2+vAl4EXqcKFPgpsNsT7L8P9TwW2d/dd8n22YlKAiEgzmdkywG3AdsBnzexkaE64fxHY82lgeaodmB8Grnb3R+o4R3sR6v81qlD/PAD/ItH+PkNMtB10uH/6TlocOAe4ETgYWCa93QVMIhZN7OXulxT3N+IW7ImINEsRvLZQzXMRERnFzGx/4PvEAuHcT28n+tfXEhsY7k3UZs4G7iJqNhOpJlzNIL4f9gHON7OPF+fX94WIyDBJ9Zd5iQmqyxF1kTnS27u7+89aef0+wv1z6EQP1QKLA4HziIUVt5rZdWb2k/T8DuBkYKt0bE+6/6np/n8I2lhRRMaP1N51p8f7EJvkrgEsBuwGXNBXXbrog/8SeJmoaU8g+vkfhmpcs8X3nuv5p5jZFu7eo/ZbRKSXJajClQEeh/rnwdSE+jd94bKIiAxdHeFDPVSLi7c3s/e36D7y982LxHdEvjbAvK24pojIaFTUVDYhajAQNZVngY+7+8MjsW9d/A0xP7Gp4/xUG7ffDJyRjtO4rYhIH4p1PtcBk6nmoANsDHy25rhWyZtudRP99pdB7beISDPUGe6/DXCswv1FREaGOuvrud++i5l9tFX3ktbVTie+N8r6+grF+yIikpjZPMBn0tOpRH97PzObO7Xv/dU6biPmkvdQ5cFtDGySxlFbMjcm3dN8xPfNAkSbD/Bqyo0REZGCu18HbEqsQ52DaDdz257nwOyQ1ja14voK9xcRERERGWHU4RYREZlNysHqYrfiJYEn0uNJxCSpHCq3LHAQ8AvgG2b2znJybD2FtGIw5t/AvenxG+nnoSnUetDyYJK7z3T3f6f7ahuGSbwiIkNiZksBfyXa4RzKuV+zwv2LwJ6100s5BPTX7v7zdA/9LjwoN0gxs2OAY9JbU4mFDJOBtdz9i8BpwPMMMdyf+D9YEVgtnSMH0HUTAzw7uvultfcnIjIW5eBMM9saeNDMVlMQm4jI6GdmuwLnp6dTiFoMRJ96N3f/mLsf4e4/cPcT3P0wYuLV2sAVgNM73H8isDIRMLoHVJOlhu2XEhEZp4qw+yWJ4J5JVGPhX3T3y/NxrbyPWYT7dxI1le70/J3AqsAWxCaTK1NtRpAXQUwB/kLUYN68f/0tIiLjRW7vzOyTwEVEW/oG1eKHKUTIf5+fI8ZCX6H3YoVtzOyodFzLatrFvX8BOAK4zsx2a9X1RERGEzPrMLMlif5wGzGe2QP8MR0yYH9Xof4iIqNHHeFDuX+/OrCdmc3d7Hso6kFTqcKHskk1x4iIjFtpXHNNopYB0Vd/A/gmcGc6ZkT1rWvmLZ4E5BC7NuBp4HJghmrrIiKzltrTR4hafBfRV89t/t5mtlErr21mywIfSC/lev7t6af66iIiTTBCwv2PAXY2s/mH+OuIiIwLDdTXFwA+ltbHtkI3sfHj0zWvT0k/VXMRESm4+2vAY+npBGKt0arA4en9PtvNNAf9eqqNymcQm5QfD/yOFs2NMbMJwK7Au9M1O4HXib8ZRESkRuqj3wpsQOSBTSTmovQQtRCA9Yn1QS3ZCKsm3H9n4GH6Dvf/fA73b/Y9iIiIiIhIRcH+IiIis0E5OJLCKL5pZju4+5XAOsQA+z3p8ElEAS8vZl4dOAy43cwON7N1oAqfqGeRmbs/DJyXns6Zfq4IrJDOMeg+Qu1gkhZCiMgosTywRHqc262mhvub2YeBLYn2vI1o57+a3mvvr70sN0gxs08BR6e38i7OLwKbu/uD6fXLgLOBl6gm2g4m3P9B4OfA4+n5RGLDgKuBPdz9p7X3JyIyFhWh/lsQ7eJ8wDL5vdl6cyIiMmhmtgHwjfR0KjBXerwPEQD9m3Rch5m1FW3+a+7+T+BAYoJTnjjbSbWx1gLAJWZ2EKg2IiIyXMysE/gKsCjVxNg/Ef14YHja5D7C/dvTvbRRTdQtwzDyZood6fWJxAK844GD3f1aUKi/iIxPZrYeEcoGsSA4j2t+FjjF3WsXDefPtaf3TiW+E8rFCp80sw1bdtPVPaxNhMnldv6HZrZZq68rIjLSpbkyM6jqKDnYZ970/iz7vAr1FxEZfQYIH+ogvhc6iCDpj8DQ5i/2cf383bIgUXfJtZqpwH9rjhERGZeKsdA108/pRNs8GfjTSJ0fWMyr/DYxfgvV5rm3AT9z92618yIis1a08zcR7Wg71YZYKxKbcC3R12eHopiDvhDRV+8ibb4F/LXm3kREZIj6CPe/jeEN918GOJbq7w4RERlATX39NN4a7j8z/dwH2AyaW19P95DrKhOK6wI8me+xmdcTERnNilr7N4AHiP5wZ3ptXTObo+a4/Ll2AHc/Afgl1RqlGcD8RF99Bq2ZG7MSEey/YLpmO/DLnCEgIiK9FX30O4ANqcL983zxmcBSwLlmNlea69j0nM8i3P92YBf6Dvffj2jjRURERESkhRTsLyIiMsxqQv1PJwL2PwNcbWZ7uvsT7r4/8ElistJzRCEvD770EJNlFwZOBq40s6+Y2dvT5KqeWQVPFwM9vwCuSY+7gEWA481sogbSRWS8cfdbgE+np3lXZGhuuP/rVOEUAP8EXknn7bfdzZOfzGxHIqxoHmJAZRIR3r+tu9+V7yuFFf0IuCJds5P47qg73D8N4kwHvgvcALwAPAIcRISc3lIcp0VvIjKmpf71BkQoZ+5Lb5Lfm203JiIig2Zm8wE7E8FvXcTkVoBd3P2SclKru3e5e09u89PfBG3u/qq73+LuWwGXEN8R7VSL0CAmYO0/PL+ViMj4ltrqmcBy6aUJRJt8i7v7bLif/sL9c8D/68DviUCK54mNG+8Fvk/Uf9Zy99Pd/R5QDUZExp+iDv9RYgxzBtVmXDu7+5nu/mh/ny9q7ncCj6XHuR1dCdjVzFZs7l1XzGwuYEdgPaqFza8TY74iIhJB/FOJtjmPWS460IcU6i8iMnoNEO4/gWpDrivMbN18fDOuXZwnf9fMTNfqJGoyIiLjXlF/3oxol3PQ0M/d/R/NvFZtYNFQPm9m85rZd4l5+BB/H0wkNm45yt2fG8q1RETGG3e/gZhnDvF9MIOo3RwE7GxmE5t8vZ4UaHc4Ud/pIupFdwL3NPNaIiISZmO4f55TuSTVfE0REalDUV+fzlvr651U9fXzzGy9ZtbX4c0a+zuINrybqk1/vnhfREToVWt/HvhjepyDnrcAdq85Ln+ubLtPBO6iCvfPx3am1y4p5sZMGMzcmHwtM5sAHE3McySd/2/A8eVxIiLSW9FHv523hvt3EDWWDwDfMrM5m91HL+6jv3D/PF/9XdQxL1NERERERIZGBRQREZFhlApzOdT/AmIC6pzEgmWA081sVQB3v9fdvwFsDRxDhE5MJAZEcuj0BGBpYnDkx8BJZrZgOQBTuwCiCKJ7A7gpvdxDDKavlK435IUTIiKjjbufRyw8gNaE+98PnFE8vyC1xQMysw8ABwDLp5c6gVeBA939ljTgUoaP/o8I5c+L6rqLnwOG+6dBnHZ3f434rtoOWM3dr3H3x8rj6rl/EZExYKv0M7fbC8+uGxERkcErah3LA58g6iq5b/8Fd7+ynvMUm2+1p+f7EAsl8vnbgSnp8dZD2BxMREQaYGarAOsQ9Y8eonby0/TekIOCikUMdY2xzyLcn3SPLwIfdPe3E7X597n7fims+oXy+0M1GBEZb1Idfj5iIdtEqnD83dz9qgbOczsRGAFVWGg7sBewh5k1bbFCzXfNvkRtPZtCbMj7n2ZdT0RktEr96UnEeGcZ5rNMer/POopC/UVERr8Bwv0nEguLJwDXmtmazVrYnM4zL7H5VtYF/An10UVE3mRmncD86WmuSU8u3hvMOd/Svy/GWtvKn/WeL4dAm9mGxAbsB6S33yDm5D8PbJ/mUIqIjAtlv9nM2otxzUba2HyOc4Fr0+NyE65TiLk2TVHc2+rAGsX12oA/u/vzzbqWiIj0VoT7z6D14f7nA09Qhfnv7e7XD/FXEBEZd+qsr08EbmhmfT1fG1iZqLu0E2O800h/N6T3RUSk4O6vAt8n+te5nQbYxcyW6eczuT29l8gHeJBqjVKeG/8G8Gszmyt9ZkbteQaS8gjytc4kgqCz54GriVwbtfEiIrNQR7h/G5HR8gUzmzSM4f6PEvMzAS5z9281+5oiIiIiItKbgv1FRESGUR68MLOTgP2IAZTpxOSkp4ATgOfSMW3pM3e4+3eAtYFTiQXKEAU9qAZyPgh8HvirmR1kZqulz/daAFFz7rOAW6gWTC8EbF5+TkRkPHH3C4CD09Omhvu7+2RiMP104K/A4/V8zswWA3YmBnTa0r83gJOA36Rzv6XNdvd7gDzQMoHewXH1hPvnwaQp7n6bu7/WisEiEZGRrOhD5wmvuR38oJktqc2wRERGlzRRqQM4iujjTyf6yXcAvxrEKcv+8YrF4y5gLuAeYFcFyYmIDJu8cKwt/ewCXobG6919bZib6/uNLFKYRbj/PES95+J03LPpvsuNY/T9ISLj3YrA4lRjod9y9x9DfWFERT37dODy9DjX/TuJvwv2NLMlis8MqtaTFkTkMdndqDb5nUG0+3cSm/0+M5jzi4iMBn2NI/bTrvakcdO/p+f5mG3NbK6++sEK9RcRGTsGCB+aRPTXFwR+YWZrpeObMSa7IbGJTBcxT7IDuNvdp8/qQyIi40wHVchDbnvnST/r6mPXBknnvrmZrWFmW5vZLma2bQoHXSgd85Z57jXnfPP19HfBgsBXibmR26W3cqj/S8CG7v7feu5XRGSsqBm/nFSMa+Y2dsD538U5ngIuBf6Vnpd19e+b2d5mlr8fBlVXzxu1pKeHAqukx23AXcS6qSFv3i4iMhwaXVdU5zlbvm5nGMP9LyLWUf0POMDdfwDD8zuKiIw1/dTXH05vTyLm18wNXNPMcH8zWxTYPT2dSsyBfBl4eqjnFhEZq9J8wjtINQ6q2vuawArpmP7W9k8DfgpcBjxJlSvQQ9TBzwE+a2bLFderu70v6kXfBg5ML+cx05uBH7j71HrPJyIyns0i3D/PfV8U+CRwxDCG++9E1NkvdPdPguowIiIiIiKt1tbTo8xeERGR4WRmmwIXEAvFphMDMY8DHyMWi73lyzkV8rrNbAIRDHcYsD2wKrGQYmbxcwIREPQ88E3gWnd/ojxPepwXPu9KhEsskM4BsL27/7wVv7+IyGhgZgcC56Wn06k2U5kMXOTuX0jHNRwMYWaLA4u6+70DHJfb/j2IiVYdxCTZHuBK4Hh3f6Cfz5YhQicCX0pv9VAF/LcDfwEOB+5qJJRORGS8MbNNgN8WL00G3uvuj86mWxIRkUEyszmBm4D3EX3jNuBkdz+mwfN0uvvM9Pg6YAuiLtNN/P1wN/ChtEHWm8eKiEjrmNl7ic1aZlAtNt4OuB4GFe4/kVio/FHgHcDqwOtEQNDvgUfd/S/F8e391VfMbBXgWGBLIgipi2oDgkvdfamT76UAACAASURBVK90nEJIRUQSM9sBuJpoM2cCO7r7YDbkwszWB74BfCC9lOv+M4kQuEvd/d/p2H7b8zqusyNwRXo6lQicfhbYw91/2+8HRURGubIfa2YrEe3r/9KclD7bVTM7G/gU1fjlM8A27n5XP3Nbmhrqn8dTU+jSnO7+2tD+F0RExrZyHkof7zXchy7mxEwCPg/sS9RfoKrtTAO2dvff13MffVwjf4fMCfyQmG+Z3Z3O/Xgj5xQRGctSoMNvgQ8T9fV24Bp3/3h6v+7vghS+vyqwFRFisTIRLJe9TgR7Xp6ucX9f56m5xppE8PMx9N50PX9vTAbWzzUeEZGxqo82dz1gPeAjwLzEuqD7iT7vTcCtjdY90rqlI4FDgLw5bllX/zJwlbs/1Nc9NXCdM4hgf4jvnleIgNLTUoidiMiIZmanEWOClzerH1pTb18FeCptltsSeW5jmiNzE7A20da3EWuYXgF+AXwt99sHcY25gflS0H9D9R0RkbGkGJ8sx0IbbhNr6utHEPX15dLbuU7yKrClu99ae/1BXGdT4BJinDY73t1PaOS+RUTGIzPbghinXJBooycSYcsfcfeX+vlM/r5YBPgCsBuwODG3JmfJvELkDFzu7jcVn+1vjk4eN20naj1fA/ZKb+d5jv8mxk8fqv28iIjMWtF3Xhv4E9XGW3ljl4eJvJjT3H3aUOaqD3Af+TtkMXd/try3Zl9LREREREQq2klLRERk+K0LLEtMPM2h/hu4+//194FcJHP3Ge7+srufSOzKuQ/wKFHQyyFAXUT4/3JEKPWlZvaVNNGqHOzPi5lvBZ4mJltNS5/fyMw6teumiIxX7n4+cHB6OpFqt/mFgP3M7OR0XFcKe2jk3M/kUH8za5vFcd1m9h7gXKKNnkq0808Dl/UX6p8+21Oc+yZis5e8KUBu27uJ76RvA2ubWWcjv4eIyHiR2tP/As8RfeUZxPfB+4v3RURk9PgQEeoP0a4/TwrerLcOUhPqfy1VqH8XCvUXEZmdHgFeJOrubUAnsIa799TUSnqpbf/NbHUz2xa4DvgjsSjtOGAbYFdiIdxlwM1mdpaZbQZv1nL6/C5x938RiyCuIzbmzfWkbmAPM7skHddwrUlEZCwo277ica5ZtxGbow8q1D+5jWjP/5ue57p/JxEiemxq+ynHUwe459rvj72pQv2nEIvduoFDcqi/6kgiMhbVhAwdC/wMuAo4ML3XXXN8bgt/R4x/ziTGL5ckFiPnvnVbq0L90zVyaMVxwGlmtlzjv72IyNjVR991LjNbyMzWMbMN0s93Qq8+dN1zDXMdJYV1nk4sYM4hETnUfxJwnZl9wcxWT5/rt8bTxzXy98KpVKH+XUR//QbghXzOeu9bRGSsSvPKu4G8mW0e39w+bWSY2+D28jP5cWrX5zez96Vw02uJeYtHEvNrJhJzF7uImszcwGrAScBFZvaZfA99fZ+Y2VJEgNH3iFD/6el8EN8bDqynUH8RGWnMbBszO8bMFm/S+TqK/vfmZvZt4GZiY9sNgTWA5YHNgaOJmvXNZrZ17r+nz/bbp07t8QxiU9yrgBwyV9bVvwacYGbbQX119fK9tFbpTKpQ/2lEfegu4PsK9ReR0SBtTvI5YuOpw8xs5Sacs6y3f4cY4zyylfXrFOrf6e7TgY8D/yDa+tx/n4+YL/NlM1thkNd4XaH+IiJAFeo5b34ht4mNzCepqa+fBlzEW+vr8wJ/MLN9zGyZfK0G5sp3pOssRqw9XZL4XgD4O1Fj1zwYEZEBuPsNxEZZbUQb3QUsTaxr6jVvsvhMT+o3Pw98E7gUeIJqbvwMop++J3CFmR1sZgunz+YaTWf62ZZe7zKzeYhsmouoQv3zHJwngR0U6i8iMjhFH/12olaf57zkWvdyxDqkI8xs0qzWHg3xPnrSzxzqn8eARURERESkhdp6ejT+KSIiMhzSwMcCRLjb29PLzxM7F99e7yLj2t0w0wLmrYCdiYDm7A1gzuL5X4nAit+4+yM159wG+ClV2PPLxAKHf9X/G4qIjD1mdiCxSQrEYoSJ6fFk4CJ3/0I6rqGgiDqvvQhwNrAjvXdkPsrdT0vH1DWp1cx+BWyZnnYTi5TnSY/bgTuA44Gb3X1KE38NEZExw8z+BKxPLFRoA0509+Nm602JiEjDzGwH4Mr0tB14lgh9fqrOz9eG+n+UKtR/Egr1FxGZLdKk1nmIoKD3UNVSuoDt3P3a4rj2tDC5LS1+yMHL+wIrE4sWuolgoVw7mUnvzXWhCpy+lwi1+Hpe/Nbf5Ne0kPtYoqafazOk8/7Q3fdMxzW91iQiMlLlfrOZLQjMl8cxzWxjIvS5C7jJ3TcZTB+7aO8nAocBBxLBRlDV/buJ8dGLiEXPr7r71PIcQEe6z9qx2vcD2wJfTC9NITZhB9jD3X9U3kcj9y4iMtLVhAx9FzigePt+4Bvu/oN+Pvs24E5gCWLR8QRiIfJe7v6HVob6F/ewXDr3UkRY3Rnu/lij5xERGWtq2vd3AusB+wPLAosSbTZEMP5/gd8DV7v7f4tz1DufpT0tWJ5EbLq1L/CO9HZZ37kZ+Jm7n138DZE/2w605Q0Ti3vvJDYNyGGhU4nvkTuAj7v744P7HxIRGbvMbHPg+vQ0t8MPAwfljQuLY3PNZUNgJeDTwMLA4lRza6ZSzbnM3wvtVCGh+TvlKWKO+7FFaNGb3yNmNi8RIr1f+kw71VjvbcAR7v6/of8PiIg0j8VmstekpxcCXxtK3cHeurninlS17mlUbWpP+peD3iYQ4fx/As5x9z/Uca3c156T2ChrZ2Ch9HZZV58MfB/4LvCMu79RnCMHx5Xt+dzAWkSdfsf0cl739DDwEXd/oK7/EBGR2cjMTgaOovc6n/OBs5qx2ZSZnQIckZ4+R2pra9eDNlPRv1+XCA5dnt5zWl4Bfkl8n93XqvsQERkLamrXk4j+9PLABkT/fF7g30Rd4yrgfnd/svh8o/X1icT3Rl/19ZnAT4CfuvtPi8++ZXy1j3rMQkT9f3Xi74AOot5zgruf0Mj/iYjIeFS00+8FLgOsePvH7r7bAJ/PffSFgYOBTwIrUNXXc7sM8GfgHiIP4WXgWXeflmox7wXeTdRjVqDaYCbXeJ4HNtTGuSIib83zGuznzWxtoiafw/1z/ehhYiPz01I7PaTriYiIiIjIyKBgfxERkWFkZosD/yHCHDqAM4lFCG/M8oP9n+/NgfI0yH80ETa6WXFYDhzqIAZingGOAe7ME4PNbBngAmBTYhBmEvBj4AB3f30w9yYiMlYMd7h/MWCzJjFxalmqhW7XEYuL6xqoKc51KHAGMbH2OeBBYjOYcrHcvcAh7n7zUH8HEZGxxMw6iPbz+8RiuDyIfpW776zATRGR0cXMjgBOoZrIejcxUZWBFkEo1F9EZOQzs32IUGaogir+RWyUeEPNse8gFrLtBaxGbAhA8dl2oh7TRRXiPzM9rg0deo4IFj02nbvfxXUK9xcRqRSBnIsTm5QvCGzj7jeZ2WpEHxsiwHOHwYbj1yxmPoxo+1dOb+fvi+xvwANEwP+LfYXCmdkSRFDdAUTI6RrprRwUCrB3DrNWqL+IjEU181XOIRYR9xA19DmIjU4OBX7k7jNqPpvb5WOArxB97Bzu+S3gJHef3KpQ/2LTgI2Bq4EF0lva0FdExr2asNDPAFsDHy4OmUHU1vNGiLlmMoWod9zo7nenz9e1AHmAcP/cX8/zZn5HbAxzCfCKuz/bx/kWADYHPgFsl17OffUngQ8rgE5EpH9m9j1g7/Q0t+NPAd8EnAiHnpeocS8DbE/VXuefZUBFX3K7Xs7HfAb4lruf2s99LQ1cTPW99BfgCuDKvr4PRERmJzP7KHBtzcvnE5sgNhzuX9NP/w5wCNGOtvHWGnc2k+i757HOLiKU+Sh3/14d18z99DmArxJB/Mumt2uv+U9ik8czgZfc/Z6acxmxMcBRRJBcDrLL3xcvAOu7+38Gui8RkZHAzA4nNhOE3uODQw73N7OPAL8m+uLT07mfJ+axn9fKcP90/XmI+szniTktecOYMtz/RHe/v5X3ISIyWhXjkPMD+wBbAJvM4iMvAK8DnwNud/cn0nmasXlurrv0EH8f/Bj4GfD7WeUGmNmSxHzK04FV0nnaib8r3gyiVgipiEh90sa1FxFjl2XtfCd3v3qAz+Zw//mAbYgNdtci2vbu9K+s0bxO1IMeIepG8wBLUa2fyvUi0vv/A7ZWTUZExqN65x02Oj9R4f4iIiIiIuOPgv1FRESGUZqQ+s/0tJMY6LiuCed9s1CXdl3eAvgsMQC/IDFxNk/G7SQGaX4PXOfuZ6XPHQB8tzjtvcDH3P1hFQJFZLwb7nD/dK4fAbsSbXYOijuSWLzW0B9yZrYB0e53EIFE+xLfE9ulc5PeO87dT2zG/YuIjDVmtiOxIDgHVDwFrOzuL8/WGxMRkYaY2VeBLxP97B7gH+6+Vh2fU6i/iMgoYGbLEgulP1LzVg+xMG0yMCcRxrwG8HaqBQpdVGFCHcVnXyL+BmgjwkQXKd4r60SPAl939wvruE+F+4uIJGa2GPBnYPn00gtEQNBdRMj+8sAN7r7VEK+TF0pMAHYnAurWS2/PINr5zuIjrxALKe5Mj3uI74GFgbXT8YtTfXfkxW8Ae7r7D9N1FeovImNa2mD820RbmEP9Hwc+Bdzp7s/M4rMfBn5O9Ilz37ob2IFof++k+aH+5aLnG4m/C/LCuZPd/ZhGziciMpbUhIWeTgRDTKBq4yfRO8w/Bz9MT+9NJ+amnJfnRDYp3L+c15K9QIzX3p7uYzLxPbIcsDpRv5k/HZtDR58GNhlKuJ6IyHhgZtsRG3DlzXC7ido1RFuf6xxlcP90qjp6W3rtFaJP/zeiDX6CaJtXA/4fsEHx2VxnvxM43N1vq9lMLH9PrAAcTXwPfBN4tXYjMRGRkcDMdgcuTU/LwOcLiPHEusP9a/rpFxHhoDmYM2+qAnAz0W9vB9YE5gLmppofA1Wf+gvEfPRZzm2p6afvR8xrXze9nT9b1tWnpGvdTvV90EN8p0yiCohuK34+DGypADkRGU3MrI3Y9OTY9FKzw/1/Tcx7Kdva4Qz3fzdwDbEZS67/KNxfRGQARaj/IsTfAx8kNkeEqH+0EX34/Lhc8z+VaHsvcfffp/M1o76e2/GyXvM48Fvg78RGi0+k+1qRqK3vTGzGtRjx90Z7Osf1ee6O5jWKiNSnmKOyMjFHcn6i7W8j/m44fKD5hcU5JgIrA8cDH6OqreSN2SHqQJ3Fe7m+PzO9luv4LxPzMw929wea+1uLiIxste2uma1C9H8XBpYAniPayQeJ3K0Z5XhkPf10hfuLiIiIiIwvCvYXERFpgTRBi9pBFDNbCfgXMeDyCPCeWe1s3+g1a4qHyxOLH74CrERV4CsniwFcD1wJ/AI4l5hsmwdrznL3zzTj/kRERrvhDPdPQUa/A1ZJL7UTgfzvc/dXBnG+/0cM+sxLDNDvDPwKuArYMh32a2AXBVSLiPTNzDYm2maICU8vA2s2sshORERmPzP7NHAWVejms8Das1rsplB/EZHRJQVlfBlYIb2Uw9v6kyfI5rr4S0Rw6KXA/4A/ELWgrnSurYC1gIPS58s60a+JMOfn6rhPhfuLiABm9lngW0Qb20WMYz4HbA7sCRxG1OHXGeoismKhRAewDnAA8MnikC6iHc4L2spwoaxc7NZOtTHvDOBJ4Eh3/0m6nkL9RWRMM7MFgcuJgKEZRL/4MWBTd7+vznPkTRih6pt3EzX4BWliqH9xzQnExgMnput1ECEWu7n7DYM5p4jIaFcuEjaz84H9ib5wDhXKHiUCQjuIdjrLbXgXMT/yVHe/rPbc9dxDCqU4gt7hQ/nzeVOtzj5OUZpOtSnBVODfRDvvA92HiIiAmR0GHAm8Lb1U9tVzXSTXTco2+UXgJuBW4GfAk+4+rY/zL00ED52VXirr7N909y/28Zn8PTGHu08d2m8oItJaZjYvcDgRtAZvDXz+Rj3zDmv66WcChxBtb95c8TngO8DN7v7n4nNLEjXw/Ylae1bex9eB77j7C/XcQ6qrr0UE/O9dHDKD+C7oJr4byho7xeNuqo3C2onvjNuBQ939wYH+L0RERpq0dvR4qvr2kMP9azZzmd3h/nsCFxcv5THPNhTuLyLyFkWo/2LAH4ng5TwHBXrPO6mdh1LW1+8i+ulXpvM2I9w/b/bVQTV/vpQzDuaexSWucved07U0V15ERpSRHoZsZnmDlNOIuSrdVPMNP+TudwzinF8laux5g968WUBWPs6bQ+Yazd1E/f5Cd3+q0WuLiIxGtd8VZrYWsD2wGbA8sZ6n1nTgKeAfRCbLbe7+aPr8gPPDFe4vIiIiIjJ+KNhfRESkycpQfzPbHNgCOJ3YxX4x4D5iotb97r5KvycawvVrAv7nBPYANgF2KA4tC36vAg+lf1ul19rS890GMyAkIjIWDVe4f014dJ4wdbW77zSYyU9m9h7gZqrF1ce4+8lmNj9wUnrtKHd/WWFxIiJ9M7P5gD8Tm2blSa17ufulCmkTERk9zGw34IdUC80mAxv0t4hOof4iIqNH2S83syOATwPLprdzmFt3+tdJtVAh115uITbkPQd4YVbh0WY2BxEEfX56qdw84CB3v6DOe6433F+TdEVkzEphQD8kNqSFKvTieWJj8m2JdvFj7v7nobaJfYylHkmEGy1N9PFnEt8LOYQoL3LLC6t7qL5L8nfIC8ANxGK3W/q6jojIWFQzpgmxkG0Dd39goPa6WLj2NqJf/dH0VjkGW4YyNyXUP31+TeAM4ANU7ful7r7XYM8pIjKa1dRUTgKOpndY6AtEWNt1RPBmR3r9E0RY6JbpVDkMooeYd/hVd/9hOm+zwody/7yN3nWUmVR1/7Lecy/wW+AMbdguIjKwmgDpQ4GdiH5zVs49zx4k2v2LgQfc/c7ifDnUri3Nq68Nzfg8cGp6msOenwbWH2iDR9VeRGSkM7OFiLC2E9JLDYX71/TTjwG+Ru9++uPAjsBd5VwVM5vg7jOK50em49bs4z6+Q2zKNcsQtz7q6gcAuwDrUtVxeop/+e+CLG+Qm/9muAO4hqjHPD2ra4uIjGQtCvcv5yv+BtiU2RDub2YrAL8CVkgvTaf33wIK9xcRSYq69sLE3JH3Ef32CUT/9xGidnIF1Rz0rYAVgdXSaXJdpDsde6K7X1qev4H7GKi+nvvteU5M3sAx19qh6uffA/zS3b+SrqG58iIyotRsHL41MD/wlLvfMJtv7S3MbEuijw1Vrf1S4BB3f63Oc5Sbgb0fWA84ipiDPje9N1ss57ZDbOD+e+BkYlPeKUP6hURERomatnM9IgPsCKo2Ms9XzPNO2tO/GVT9YoC/EXktxwOvp++fWY5XKtxfRERERGR8ULC/iIhIi6RQ/+vT02uIwOT/mdmNwAbEguZVgZdbVVirXcxsZnsTuy9vSoQ7dxEFxS6qQf88iTYP0u/j7pe04v5EREaj4Qj3N7M9gEvoHVZxnLufOMjzrUUMFLWl853o7sel9yYAuPsMhfqLiPQvTW69kQinyP3mL7r7N2frjYmISEPMbCPg11SLETqAU4g2vafmWIX6i4iMMjWhQ3sQizR26OfwF4DXiAXP/wZ+DlBTU39zI9/8vHg8Afgq8IV0eF4AcaW771JvnWWAcP83w0tFRMaiItRtXuC7RBAQVIsW8uLhDuBaYPtW9LvNbB1gbSLAdF5ikVtWLmDOY6rZZCK87jjgHnd/svy9mn2fIiIjRbHg7IvA14m+8FTgQHe/opExx9Tn3o0IPsoBQeWcFYAz3f2z6fhB1WBqgiwuIQJKszuBnd39IS2OE5HxzMx2Ar4FLEEV1vYk0U7/n7u/XHN8bluPAT4LLEy1GRYMPdx/IrGYujZ8KM9vfAb4D7AR1XfHDOLvh1uBfxAbuTyrYAoRGY/6qG831A6nx+8BPgzsR3w/5JCJl4hazX1Ejb3L3V/t6xwDXOtdwA+IuTi5LX8NWLfRAFQRkZEoBXsezCDD/dM5tiPmtbyTKkjoCWK+ysOz+FwZVrQxsAexcXntfZwBnDJQuH86TzlWuhRRyzkKeBdVXWdWbiZC/U8GXi03IBARGa3GeLj/ZVTjt/cSY6PrF4e8QvxdcPxAG3OJiIx1ZjY3cC7R555OtNftRND/ycDd7v5KcXwbsCyxGdjnqOa1Q+s3z81h/s8BS/ZxmmnA6+n3+a2735rOrXWnIjKiFHMPJxH90g9Rrfd/cw39SGJmZwKHFC/dD2zi7o8Npoafnue6zM5Eu74aUct/kWjP7yM2FPg/d7+7ab+MiMgoUFMnPxzYlWoT3LwZVx6jLLO2ZhJzT3qoNq7N7/2FqMv8yt2fHaj9Vri/iIiIiMjYp2B/ERGRFjCzNYjdNiEKdp3AL4mAny8Sg/NPAu9192eH4X7KCbSLAysRkwGWIRZa5A5BXvjWnf5NYAhB0iIiY1Wrw/2LEIyZVLs6H+3upzYyGFMM9OwHXEA1yLOXu19aswhPQUMiIv0o2tOTiYVoObDzemAboEcD5SIio4OZzUWEta1ENaHqWnf/WHo/T+5tWah/cY13A8+5+wvN/B1FRMa7mnrH/MSi4g8CqxA1lseJ4LfrgAfd/fmaz9ddI0khGNcQgfw96fwPAKs0EkTRR7h/Xuj9N2BTd3+p3nOJiIxWfYT75zHWHmLc8mFgf3f/U7Pq2X0scnsb8D5io/QVgdXTWzno/1ViTOCfwO3A74Hb3P2Nod6LiMhoUtQ2vg/slV7+D7BNI+E9ZR2GCLg7hKpvDVXtZn13//NQQ/3T4/OAcvOsZ4FvAue6+7RGzy0iMlakDQy/R4T4dxMLlB8HNnL3B4vjynmI5eNdifCh1akWO0Prwoe6iPmXexN/K7yL2FjgKSJs+j53nzq4/w0RkfFhVm1ybe0l1drnABYkgoCmuvtz/R3f4H18G/gMVQ2oA9jR3X8ymPOJiIw0ZrYQEe6f1+SUgc8XAF/vL9w/1c3PIkL5c53kaeBj7n7XQPPUa2oiK6X7yOFxQw73T8/nJr4ftgDeTozNzkP02ScDU4igo/8D/u7uLw50DRGR0Washfvn7xczO5T4jugmgv2vINbErpQO7SHWKJ1IhM9pwxYRGXeKWvYOwGlEWH9ep381sEcegyyO7dWPN7N9ic1zV2J46usQ8yfPBB4E1gUWJWrrrxJzYZ529//UnrPB/x4RkZZLffGziI1SZhC1k8709ibu/sdBnI/B1rtncd7cNm9K1IOWJtr7DiKT4IAmXmvBdN43gCm1v4uyBERkvKgJ9f8W8V2RM2HyHPXsNaKv3APMReQHQNW3n0m1SVY7MV/lT6TNDhXuLyIiIiIyvinYX0REpAXMbDngLmAhek/GugS4lRggmhPYz92/PxwDIH1MoF0EWIdY3LZdcWjeVbQduNzdd2/lfYmIjFZmdgARMgS9w/1fBC4cSri/mR1FbMDSQxUKd7a7HzaYwAozuwLYsXjpY+5+bSPnEBEZC/rrdxeD4rPsl5vZHkSfPvsv8H53f735dysiIs1mZnnTrMuAT9C7H7+7u1+ejpuQF5k1O9S/uJf3A38AvkMExz09pF9ORGSMGMyGhv2895a+fVps0VHbbg910quZ3Qp8gKjhdBGhdys3Gh5XhPtvAcxPLJT7kLv/a7D3JiIy2qSQovOAXdNLXUQfvi09/667fyod29Tx1T5C/ucElkpPFyMWuz1BjP2+VIb5D3aTXxGR0aqoqV8M7JlePtXdjx7CuSYCFxKhQLl9z6Ge3cTclh8XQUYNfw+Y2XeAw9LT6cTcmKuBw9z92UbvXURkLDGzTYDfFi89C2zh7v+YVX+3Jih0ayIk6INE+93K8KEcavoQsJ2739PPORRMISLjQh9zxFcC1iDGOecmas7PADcA97v7X/r7bF/n7eP8fb7e4D13uvtMMzsQOKd4qx34pLtfNpjzioiMRIMN9zezbYCfFS+9DHza3S+vtw2u2ZDr7ek+vtjHfdQd7t/XuYvX5iD66539zatUP11ExqI0J+U44Cvppdq2/qxG53/UhPvfAGxG73D/F4hw/3ObHe6frrkp8Jv09EHgw8BHiPDplanGcD/u7tc0+/oiIqOJmV0G7EJVu/6Fu2+X3pvlOqb0eFti89x1aX19PXsI2NLd/zuL86jvLiIjnpn9Atiaqu3M6/K3dvdfN3CeN0P9zWwDIn/lJ8ADzVrvkzZb/0m63xlEv/4/RE38H4Ntd2vuvbaer7mNIjLu1IT6X0j0h/N6n05i7uBU4GLgfuCP6bVOIgtsbaIGsjrwznTa/PkOos/fBfwb2M3d7613I16F+4uIiIiIjD0K9hcREWmyopi2KnAzsACxo/Gc6ZB/Am8HFgTOcfdDZ8M91g7I7A58CNi/OOyH7r5nel8FPxGRPrQq3N/MdgN+SBUo0QZc5+5bp/frHpw3s42JEOoliQGje4AN3P21eu9HRGQsKBYVrwcsC0wB/g48WwaxpWPbgZ5iQVv+7DrEAH0eeJ8MbOTu/xnO30VERIbGzLYEfpWeziQmXf2KCHZ7tGj/mx7qn/82MLOjgZOA14lNvc5QH11EJKTFZIsAGxL19aWItvoJ4F7gmXKxcz316/6C/oey6CxvBGNmvwE2JcJG24HnAANeHkTQ6KrA4cBawC7ufu9g709EZLTqJ9wfoh4DsL+7fy8d2/QFxAMF1qXHdW0SKSIyFtQs/n03sbnJ0+n1C4F9iDHIo9z99EFuep7rJZOIDRm3pwq9yIvXuomNsK7P4c0DbPaVz9kGLAp8I90rVIFK9xIboj/cyP2KiIwlRd/2bOBTRLvbBnwVOAXoHqjPW9NX/ihwFMMT7p/r+w8RAXKDDrsQERnNaoIpcpj/kUQ/Ovel29PhPUQo9JXAuYC7+/TZOU88Bfufl57OJMKMNnX322bHjq2J3QAAIABJREFU/YiItEoj4f5p/uJ8wE+BjdKxk4gNCo/saxOABu5jUSKQuSnh/nVeU/10ERkXZmO4//eA85od7m9m6xNBc7kGs7W7X2dmnyHWoK4M7OPulzTzuiIio42ZfZjYCCXPa7kb2Nndvd5wz/R4C+Bohqe+ngNJHwJ2cve70t8hKEtAREaL1G5NBG4kApjfSM/bgFeJ+SC3NHC+PG9wc+D69PJk4M/A+e5+fXHsYObG5HZ5JeJ74+3F20e7+6mNnE9ERPpW08c+FziI6FtPJ+rszwNnAb8vN0NPx/dq381sTaJG/zliI/U5qTZm6aFaP/QRd797oL66wv1FRERERMYmBfuLiIi0QLFAeBXgFiJ8qJyMlRdJTAW2cPebZud9psftRFDSx4HJ7n5sfl2FPhGR/rUi3N/MVgbuIr438nfGdCLQ7WcN3FsnERb6+eI8vyAmXE2v9zwiIqNdMbFqC+C64q3HiAlWdwN/AR4hNufqcvdpfZxnAvAv4F3Fyzu5+9Utu3kREWk6M1uM2EhrE2JhQicRsP95d78gHdOKUP8y3OhGYIPi7Q/WTgYTERmJahYMD7l2XNM2LgKsSATHvZ0Ix6/VTSxK/g1wLXCDu786lHsYLDPLi+f+CryPaiHz34nFdTMG8/+T/h9muvtLTbxdEZFRpZ9w/x6inXXgMHf/3Wy6PRGRcaWmvv5j4L/A7u7+gJkdDJxDtNOHuft5g/07oZhnMwdwKRHun8NH8xhsD7H57tXufkFxbx30ETxtZnMD2wE7Alull98gFtg9AWzs7vc1eq8iImNNGgO9E/h/6aUZRBt5awPnGI5w/4nAEfQOH8rfEY8TdfZBB5yKiIxGNfPAP03MAc9jkDOIPnVbet4FTCg+fjtRZz/b3V8eTBDRUBTt+wnAl4j6fwcxt35td//ncN2LiMhwaTDcfykiOG7Z4hTbuvsvm3Afwx7uLyIyXgxzuH8P0cd/Hvg+TQr3L2rv7yXm1XcQ8yf3dfeL0++4MTDd3W9On9H6UxEZt8xsL6IdzvXq84Aj3P2NOj8/u+rreb7jY8TmLffUc78iIiONmW1DbI7YXrz8LXc/YhDn2pSYow4wBZirePt84EZ3v2qw95qusSBRf9md6u+FZ4At3f3vQzm3iMh4V9O3PgE4luhTTyPa2yeAnYC/u/vU2s8U56kN+H8fsAOwJ7AEVbj/TKI28xKwobvfo3B/EREREZHxR8H+IiIiLdJPuH+52Lg7/fs2cIK7T5ltN0uvSVdzFAVIFfhEROrQzHD/NMl1UeBXwPuJAZ2O9PYlxCSsR+u8r/2JyQLZs8BmacfntwwyiYiMRUU/dzPghvRynvTURdXGZv8DXiba4ceIBQlPEsGa08zsT8D6xMD7BOBz7v4d9Z1FRIafma0JrAdc5+4PNPjZzwOnpqe5D/8CsC2xIGJrmhjqX3PtY4ETqGpD9wHbuPuDgz2niMhwMLOlgUOBW9z9V+m1QfeDy8+a2frAbkR458JEDb2NaIsh+u150mv2EvAAsaHhP3MQ/nDUPMp6OnAPsDxVONLZ7n5YK68vIjIe9BHunxcUzwR+DpyogDcRkeHRx6a5dxFh+YsTm+YCHO3up9Z+tsHr5Hk2k4jvgG2JuTbQe75NW7qfvxCbDUxx92fMrJ34m2FVoo9+GPBuYKF0jrwAbjKwvrv/eyj3KyIyVqSaz23AYkTgxU3uvskgzjMc4UOTiFpQGT4EcCOwvbu/3Oh9i4iMVjWh/icBnwbmSW+Xcxhrle+9QPStD3f3F2dDuP/8xLyc1ajmSV4D7KQ5OCIyVtUR7n+Suz9iZp8ArqSqjV/r7h9L5xjyeKjC/UVEWmeYw/0hvieaFu5fzIk5BDiT6rvoUHc/p4/jNYdeRMalNDYJcDHwSapNFj/g7nc2eK7ZUV8v11Pt5e6XNnLPIiIjRep/b0nMEXkEuNfdz0jv1d1XNbM5gcuJtUTtRDuZ57LnmvrrwG+BbwIPuPvkwdRpzGxj4HfpaRcxn+UL7n72cNfpRUTGIjPbhVg3uiTRT58IPA5s4O4PNXCesp8+HzEv8QfE3MQ8tpnP/xiR4/Lfgb4b6gj3f4jIlTnF3afVe78iIiIiIjJ7tA98iIiIiAxGWmzckSZafYgIGZpILIiAGMiZAOxFLCTGzGpDRYdNLgrW7CqqSVUiIkka3O+Tu18AHJSelm39gsD+ZnZyOq5roLbe3Xvc/VkihAKqoKI2Yhfn3dNiinxf7X3dXxpwyqH+M9K/HFJNoxMFRERGq7SwYEOqUP9pxOKI6UTb2k20sz3ERKh3AGsQiykuJIKB/gFcZmb70TtYFGCdtDlWr75zMUlXRESaqOj/bkS07d8GPp82Vqzn820A7n468LP0cu7DLwz8gdaG+q9DLKqDasHbnaR+uojISGVmywB3AEcAx5nZzgBpMmnDfd+aUP+diMXFexJtcW5nu4nx7Nz37qTqtwPMC7yPCPn5ipmtle6pp9X98aKuciDwrnRfM4i/N26BWdeSRERkYO7+KhFudHl6qZNoazuJhXj7mtm7ZtPtiYiMG2Y2kQiigGiHZxL98CuIBcu/Su+938zahzLvpZhnM40Yez0L8PT2xHT93BffEvga8HfgjrQp71+Jv1v+CvwI+AAwf/pMN1HneZio8yjUX0SkMj8xv6WTqMO8Ao3XNlJNJtfgrwdOAf5MFXoBMRZ7nJl9Mh1XV20pH5e+I04DvkcsZIbYlOBr+b5FRMaDmlD/7wJHA3PTe05LNzH2eSPwG+BFqmCJHACxMLAz8CMzW6Se+Y1N/B3agK2At1EF37UB/9D8dREZy9x9MrGh4ZfTS3MQgc8ABwBfNLPFiDYaqvW/D0LzNjl39+eA7wAn9XEfnwGOMrMlh3odEZHxKLXTXwVOSC/VtvWH1jvfsTjnTDPrTI+3IEJAO9PbM4FFgH2Ag81s2SbcP8AS6Wfun+c1p+01x6v/LiLjkrt3pzYwb1Q+gWgrJzdaX5kN9fUHqeZlXkiEVIuIjEppTf61wEfdff8i1L+jkb6qu78BfI7YIOA2op1sp3dNfU5gO2L9//fM7P1lnabe+evu/gdiTgxEOz8XcJiZza9QfxGRoTGzpYi2eili3uBE4Glgc3d/qJG+etnGu/sr7n4bsB6x1rSTqJlMIGozSwPfNbNlBqrhF33024ENqUL98/fNO4C9gd20LklEREREZORTwJiIiEgLzSLcfwbVDs2LAd83s4XS8SPi+1mBzyIy3pSDGmY2r5mtY2b7m9lqMHC72Kxw/+I+fghcmx5PoFq8dgLwWTN7bzpfd3l/ZvYuMzsKuCx99o30+WeAS9OCEBGR8eZ/wFXA9USfHKrJVW3EAHobVSDQdKLdBZiPCOrcHrgA+HA6LrfX7wPONLNtzGxdM5sAb12kMFL6+SIio12auPQO4FJiMRpEqPIhZrZyHZ8vw57PAe5NjycSix866B321sxQ/3mIYIwPFtd8GPiiu0/XRCsRGanSBoN/AhYn2so1gM+lQP6Gw/3LTWXNbF9iccM7ifpFDvNvK3729a8rvT+TCLU4CDjbzLYv7qml7Wqa8Lthepon5D5IBCSpxi4i0gR9hPtPIOo2cwL7AXuY2dKz6fZERMYFd59O1MZvIdrhvCn5WkR4/tvToasD8w51gXGeN5OueyIxNnp9entC+tlFtenX/MSiuPWJev2qRH2njd7hoK8TgaYfcff/DOUeRUTGoGn0Dgd6Lv3s7Pvw/g1T+NB04HQifOhC4IvALarFiMh4URPqfz4RDNpD1Ew6gReAbxF9303Tzy2ALYig5leIcdDu9LkJ6b2rhyPcv2jz5wN2AhZK990O3Aqcmo7T2KmIjFl1hPsfA+RQ/bzR4c3pedPmISrcX0SkdYYh3H8zWhjub2YrALulpxOAV4mNdRXkLyKSmFlbqqHMlV7qAZ4EHh3MmOkw19d/QGyeexFwirs/3ej9ioiMQG+2vWmuekNtcfrMQ+5+LpEL8yWq+SqTimt0E+3xNsDNZnaqmW0NVV+5zvr2zcDL6fF0Yv3qwVqDKiIyZBsAH0+P24mx0SPd/d+pTzzo+Y1pnPYZYGNiXLODqMnksdX3AgeZ2bwDnWsW4f6vE39bLAcsrLkwIiIiIiIjX1tPj/rtIiIirZYXUaQJV7cAC/x/9u4zTLKqWuP4v9PMkDNIVFRYIkFUQECUIAoCElSi5JwFI0ERELlXBRFJEi5JcvIqIHgBSSKKCEpegGTJMENmpqe774e1N+d00aGqq6pnuuv9Pc88XV116pzT82HXrrX3fjcxwNJFDOB0EoF0+7n7G2ngRx/SIiKjpNzupsD8LYF9iIlVlwNHuPt9Q5yifK7dgV+nX6cRYZ0Ak4HT3f2gdFzHUAM/aeB+G+Bw4CMV5+sD/gZcnf51A7MTEwFWIUKnIUL9Z0mPt3T3S6v5G0RExpNSX7w9DXQvRAQNLUUEK88HrEq0+QtWvD2303lTrq7Sazncv3Ki1b3EZiq3AvcAz6SfuHt3+cB6A6JFRFqVma1PMUE2T1oCOBU4wd0fqPI8swLfBfYlPg9yLSa37Q+5+8fTsSNqsyu+a+wDnFB6eQrwPXc/Y7jvByIiM5KZrUa0u3MQixE6iTbzLuBYd78oHdc+3OLdinZxR+DM9NK7xCJmKOoerwH3p+eWSq+vTbTT5QmwucYOUTvZ193PGPlfXPX9H0CEI2WTgT3c/TK16yLSynJbmRYv95U3Wxnp+Gda4HAKUTOHolb+JhH2dpa7P1P/3YuIyEDShrbrEKFyn0tP9xFjkdOIccpO4NtEGFzdG12VavptwBLEhi7fJRbbdRLjo/m7SWWdPn9HyBuH3QdcCZzk7s/Wc18iImNZuV+eQuBy7WIJYsHxwkS7eY6771TvtUo1lA2A7xFjs3lzXYjQoCPc/TfpuGFrS+XjVH8RkVZUbivN7BfAAUS7OpWooT8L7Aj8LW2YONA5liE2R1mZol3uIz4DbgY2d/eXm9HOVtz/KcQG7tnzwFHE3Ms+zaMXkVZgZvMSm9v+OD1VHjN9ldj8JNc3tnL3S5p0HwsQnykHD3AfxxNBn88149oiIuNdqsf8CDgsPVVuY08j5jveP9B7hzjne3MZzeyPwBeJOTQQtfGXiT7/qe7+RK33m2pHOwDHUdT/HwPW0pisiLS6ijp7rlWfDWxP1FceBZatZ53QKNXXJxAB0k+5+5sjvVcRkfGoYnPd+YANgAOJgOW5KeavTyPWMvUQNfpziH74g+7+TpXz6i8hwqfz3Jc/Apu4+zTlzYiI1M7MFgeuBZahWHN6C7CTuz/eoGvkzIJ5iRyBZSjmMrYBDwI7uvvfqxlvLfXRV0n3mrNpznf37RpxzyIiIiIi0lwK9hcREalS5eBHtQPdpeNzcW45ojg3F0W4fxsR/nkyEYT0tgZbRERGR8VisQ2Bg4jdkHMg/pvEooSj3f2dKs85WLj/q8AZNYT7dxLB/rsD86enu+kfLP0KMbF3OvHZkgfwp1OE2u3o7uemc+rzRURaUmlw+339eDNbmGhbPwUYsCQRTjQ7sHjFqXroHyKan4Nod3tKzwO8QUzOfZmYEPAcEYzxwgBB/2qjRUSqZGa7EUH+0L+PXFW4f2kB2rzAScRk2Pb0cg6DexlYzd3/3YD73ZbY1BHiM6QP+B1wcCPOLyLSbGa2KxHQOStFzSGH+x/j7hen46pdILYZcBHRfr+dzgsR9H+Tu59nZl25z1xqt9chJr5+D1iEYrFavmbui3/H3cuh+w1lZtsA56Vfu4nPkP8lNmxpyIRfEZGxphzAnNrsWYBJ7j65shY+khpICvf/NbB1eiovuFC4v4jIKEjjlusSAW/lcP9yqP5l7r5FOr7uevcA83Q2IAKKtgfmSU/nmnwf79+g90Vi0fPPgCfc/a167kdEZKwaqE0eoI29EtiQqLFc7e6b1NuWNzl8SOOqItJyKtrVg4gQ/DaK8KBngHXd/eEhzpHrN0sCJxKb6U5iFMP9030cB3wz/ZrnV/4O2N3dX2r09UREZmYDhPvn2ndumyHa513c/awm3ofC/UVEGiwH8JtZO3AksXku9F9j1Kxw/1eIeTknurun44asp5TWvi4OXAcsXXr5e+5+TC33KCIyHlTOhRnkmJ8Q/eg+ov39NPBsPTWV0Qj3H+m9iYiMFjP7CPCKu09p4Dnft0HLYMdVjKV+BPg48ENgOYqaSTfRNue1SA8CdxMbez1Ryi6oPF/ue38GuJDYNCDb391PrPuPFRGZyTSjXR/gGp8CriFyWfK8xt3d/YwGX6dcQ7mZaMenE58H7cBv3f1rNZwvf+/4DHA58H/uvnP5tUbev4iIiIiINJaC/UVERKpQMUjzKeAZd39xBOcZKNw/T7yFCPw8ETjN3d/VAjQRkeaqCPXfhlh4MC/FQE0vMXhyqrvvVeO56wr3Lw3ATAB+CmwJfCC9PD3dY0fpHvOATC9FuN7zxCD+5emc+lwREUnSIom+1McfKMxiVqJ9XR1YFFgNWJ5iAwAo2mBKv5c3WJlQcUx+/AIwBbgT+BsxofY2oM3dJzf2LxURGduGmSy7FXAB0fb2UGxsVW24f+5zfwA4nwiuyJ8H3UQ7/gqwI/CnvNFXFQvcKifdlkP988LnR4lF17cOdY8iIjNaRe1kZ+BX1Bnub2afBE4BVqF/IMSewCV5om55URxEfb50jkWJjRA3IBbC5b54L0WQ5w/c/eh0fMNqIma2HXBO+vUdYnPI54Ft3f1PjbiGiMhYMUDfdyGi//wJ4JNETftx4DViQ5QH3P32wd5fxfUU7i8iMgOZWRfwBfqH+/cQNfFcB2/4AuPK7xgphHQzYFXgY8ASxPeBd4nPhKeAS4F73f22Rt6LiMhYMUDbuQIRMvEFYA5gPuDvRH/9bCJE9FtEe/468OkGbXrbtPAhEZFWZWZfJ0L9l6bYAP1ZYG13f6SKGn2uvc9JjLWuTzFfsuHh/hWfBXMSG2/tnl7ONXYHNnT3x0Z6HRGRsWyAcP/yWGyeD3Oyu+9bDnJuwn0o3F9EpA7DzHWcFdgfODo9ldt6aF64/2vAH4BfuPs/Su8bKpx6XuB6YMXSPf6FCMF7QGuSRKRVDDAfZjFiXZEBcwKPAZPd/XYzW5vYTGWBdPha7n5LI+9B9XURaTVm9lXgMuAs4CR3v6sB5yznxXwe+DBwk7s/MdR7Kj4PJgHbE33vcmBzOS8G4EXgTODa8mfCAGO48xJz0jekqMP8H7CTajAiMp40o10f5Dq/JOovPUSfeTKwprs/1OiaRik/bBPgDGIeTg73n0asL7qihvPlMdyF3P2F8nONumcREREREWkOBfuLiIhUIRfozGw9YnfOJ4gFC/8Y+p0Dnmu4cP/7iHCk8xTuLyLSPAME0+Wdlssh/NcAv3P309JxtYYMNSrcvwv4JvB1IvQOisC6dopFG3mh3qvA7cCv3P26kdy7iEgrKvX73wv9H+CYDxILKL5ItMVtwHNEWzwHMHfFW7qJNjqHG3VQtNdlTxCBQ38kgv8vdvenG/OXiYiMbWmzqw8AaxGTnJYn6iiPAvsRCyTa6b/YrdZw/0WAi4kFD3mTltyHnwL8ArhmuAVu5b69mS0I7EBs1AXwNhGGPQ3YppbJWSIiM1IN4f7HuvtFle8pnSfXxr8NHE6E9eTwz6+5+29ruZ+0OOKjRIDRxrx/cxaA77v7zwe7pxr/9vmBbYnPBCjadYAt3f3SWs4tIjLWVSwgXgb4EhEEunjFobl/3U30hY8Fzs4L4mptnxXuLyIyYw0R7t9HfD94ANjT3f/cpOtXLnKejdi4PdfhXwGmuXt36RiNk4pIS6moU69HbGp7ANFWtg/wlquI8ckdifb8TaJWc2MjFgkrfEhEpHHMbHGiRv01iprLC8Bm7v7XatrPivDPu4jAznJ/uWHh/qVxgVmAzxBBGpuml3Oo/8vA5939oVrPLyIyngwQ7p/nGOb2/l5gZXef1sxah8L9RURqN0DY5yrAUsAmwMLE2tFZgDuB9dLvUKwDgsaE+19LjNmWw/2nAk8D33b3K0vvq6y1z5Lu+TfE/MxpRO1mGnB4nnsjItIKSvWMScSGudsBGwEfotgcEaKvfDmxAcrhwPzp9cPc/ah6N0tM96L6uoi0nFL4c3Y2cLy7/6vO81bmxUwFTifW4T9axfvz50M+z87E/PX1iXnruV2eRsxnnEYxX/KqvBapvH41zYdfhcicyWtNu4FN3P1azXcRkfGgWe36INe6GNicWPvfDtzn7is0+joV11yYqOvvQHwWdBDfC/7L3Q+t47z6DBARERERGSMU7C8iIlIlM9sQuLL01L+BLdz97hGca7hw/3uAE1G4v4hIU1RMatqVmAQLxWIxiFC4i/PE2DoWp+0BnJJ+rSfcvwNYCdgC2JMY1JlQcfhkYqHeD4C7SsFI+hwREalTefIVsWhhG4pFcycA3waWADYDPghsQEzMnbPiVDnovzf9y4870uv5nO8FkIqItCoz+wDwceAwIhx0SYp2EopJVrmv28bIwv1zG78IcC6xgUAON8p9+HeBfxGTxy4A3hpo0UNpku3uRMjd5uml8neNbd39gvLxw/5niIjMYA0M918AuIPoM2c7u/vZdd7fCcAeFJ8B5RrMniPZtLGifvRFIihp9/RyOdR/R3c/t9bzi4iMZRWfCxsSgf4rEZseTiMWmU2n2OSwvOEhwLXExlrnlhep1XB9hfuLiMxAQ4T7541tzyQWpj3VxHsY9LNDYRUi0soqQv1/SGxSuFR6eSpRO8kbb7VTBES8TIxt5rr7/wFfblSdQ+FDItIqzGwloj7xmLtPa8L5dwDOKj31GnCAu59T5fs73X26mU0E/gSsRnwmdFCMj/ZRR7j/AKGm8wCHEt8hPpGezmOnU4A1hhvPFRFpFYOE+5fnF/7I3X88yNsbeR9Dhfv/khgT/k+z70NEZCyo2Mzq08D2wNeBuUuHlec8VirPd2xkuH/uu7eXrn0G8GfgUqDX3aem96xKzHv/BjFHc1p6XyextnX7dJzmxIjIuFdq1+cBjiQ2zv04RVtebiPzcw8BCxCbkbcR+QAru3t3I9pO1ddFpJWk7JV70q9vAbOlx+cAv2xAuP8GxKbn2ZR07pOqCfdP5yi3y/MTm8D8GPgwsbFXbn/zulGIDRtvI9b+v5E/Iyg+U04EdiK+H0wA/g5s5O4vjfBPFRGZKTS7XS9dp5OYw343sc4/11uuc/f1zKzL3bsbca1Brr8OcB3FfJwu4u/9rLvfM9R7RURERERk7FOwv4iISBXMbG7gj8DKxAK3NmJQ5DFiwUKjwv3LE14V7i8i0gQVg+bbE8Gc0D+QbRciUKin8j0jvGa94f6Vi91WBxYC1knnmpL+3QTc6+5vjvReRURkcKWw5j2Ak4nB/S7gQWA1d3+9dOx8xKKMdYDlgU8RE7VmSe/Jk3inV1ym3yIIEZFWZWbrAjsD6xPtaV6sPC39bKcIDIUiXAJiUVpNi91KdZqFiLDqdYF50st5QlV2G/Aw8HvgFeAlYD7i+8SXiAV6a1EsiCt/B9gpB2uo1iMiY0094f6ln/sBx1O0rScD33X3d0Z4T+WwuiOBvYkFctC//X1vU5Uqzpn7/V3pHo8ANgQ+lg4p1/Hf25RA7bqItIqKz4OtiXZ9PqL/mxeltVe8LddByhudP0hsrPXzvLltLZvrKtxfRGTGKoX7HwKskZ7O/fy3gYOIcdB3Z8wdioi0noo6ySnEJoi5VlHeaLysh+i/59dzn/xVYD93v6SB96fwIREZ18xsM+Byok5+NHB1Dsps0PmXBW4kNmLJwRNnAz+upgZSGg+dQMyJX5Ooo7cR/fiXicCLidQZ7p+u9wli3PR7wNKll/L3hleAtWoNLRURGYtSUBtpDHJeYPJg44pDhPu3AbcAh7r7baNwz0OF+x8PfL8Zm9iIiIwlFeHPPyLmHH48vdyT/k2g2Eixl4HHVGue7zjAvZTD/a8ANqV/CPWE0uEPEeFyrwKzA6uU7rW8eftV7r5x+W+t5Z5ERMaaUru+APC/wGco2urKthTeP7+8j6JNP9jdf9rAe1N9XURagpktQ8xP/0J6qtz+1hUCbWaTgN8BXyTmGnYQbfZrRK19ROH+6ff5gZWI8dkNKfr3uZ6S++YPAFcAl7r7vaX3bw2cn37tIdYo7eDu16kvLiJjWTPb9QGuNRvwCPABilrM5e6++Wj0jc3sOOCb6dfp6d+O7n6J1hqJiIiIiIxvCvYXERGpgplNBPYE9geWJIp4ecfjRoT7L0uE+89N/wmv9xLh/r9RuL+ISGOZ2VeA84jFaO8QQcsQbfrlTbheXeH+6bWqBo008UpEWtlo9JnNbB3g+tJTrwIruvszpRDQfm2xmc1ObMryMSL0eUliAUcfxWcQwPnuvl16j9pzEWlJZvYN4GfAgsRk2bygrbyoDSKwc86Kt/eWftYa7p9Dp+cFvgtsRhEykTdi6Sy9ZVq6v1fTfXSUXu8l2vgclPQGsKe7X5iupRqPiIxJIwz3Ly8qOxvYnmgnu4Ht3P2yOu+pHFp3ENGGz5PuJW/G9RixucqtVZ5zESIwYz1ioUVeUNFD0bbv6O7npuPVdxeRllDRpu8CnJ5eKi9WfpPYDMuJdvjDwGpEXQT6h/s/R9TpD1a4v4jI2FMK9z8Y+Fx6Oo+Dvgns5u4Xz6DbExFpKRU1m1OB3Yh6RjfRLr9L1KmvJebITAU+TyxoXogiwBmKoKJLiHD/lxpV+6j4TvFl4PsMHD7047xJrojIWGBmXyfazezvRLj/tfWG+5fmmm9HzD/sIOofrwObuvtNNZyjC/gtsAHF5gBdRND/HsCxwEa8P9z/FmJe5UvV1G/MbAngJGBtYgyhHEoNUTfazN0fqu5/QURk7KoI9d+ImA+zubvfP1g/e4Bw//K88wuBH7r7Y6Nw7wsQQUSHpKfeAmZLj9d19z/A4REMAAAgAElEQVQ1+x5ERGZWOUg/tZWXE+Ohub6R+709xPyYJ4l1S1CMmWaDzXf8lbs/MJJ7So/PALahWKOa++S5j5/leTDTKMZ724ig0S0rzysiMl6VaicLAjcR634q6xlvEPNc+og57nMRbWofRXAo6fgbgP3d/cFGzRkfYbi/5quLyJhjZpsC+9CccP9NgCOB5Ym2O/fDaw73L52zMuT/G8Qcmt1Lh5XXI00jxm5/CNzu7nem951NzLHPrnT3TWq5FxGRmVEz2/WK68xCBPsvnJ5qAy5z9y3qPfcw182ZAlsA51KsN+oALnH3rZp5fRERERERmfEU7C8iIlKltFPyzkTA/4dQuL+IyJhlZisQbesa9B/8aUqof+m6dYf7D3N+fUaISEuZUeGZZrY0sWh5PopJXJu5+7UDTMbKIdHvu1czW4pYoPE1YsHGW+7+zfL7RulPEhGZaZjZbsCp6ddyOOgzxKYqNwL3AW8Ti8pWAhYhFqF9ID3OiyPKfe5aw/1nB9Ynwo++WDpkOsUCiBzc31N6Lj/OQdJvA/cAR7n7H9I11G8XkZlSte1TDeH+x+QQzxQWNAm4E1gqneoWd1+rQfdevqcfE8GieUOYvAD5AuBH7v50Fef7KhFWPQ/xedSW/rYe4AXgQHe/tPLaIiLjWcUC4R2As9JL5Y1zTwCucfdrK967KhHk9pP0VLmvPyWd67sK9xcRGXsGCffPbfHrwDa5JiIiIs1R0Vc/EvgBUZ+ZStRjXiACQf/i7v8svW92osa+J1BeyJxrPACHuftR6fjRCvfvAZ4GDnD3K+u9nohIs5nZ4sDdwLzE2OAsRE35TqIWUne4f7rOTcSmLNl7bfQw78vjn11EDWYb+ocI3QKs5+5TzezDxLzK9Sk2Xx9puP9xRBj0VIoN0l8A/kLUgZoeSC0iMjMxs/WBXCO5mticZdC2dIBw//KmuacT81CGHfesVwqs3h84tPT0he7+jWZfW0RkZlUR/nwzYMT4ZwfRd34YeJBYO/QaESo3iRgfXRH4KPANYDFgfqIW0k4x5xBiDuUJIwj3f6+vbmYHAxsDn0kvT0/Xaat4W/m6LxKhc/uncyjUX0TGvVLtZF5ic9yViP53F9Fu3kEE9Z8PPE/USuYFNgO+BKxLsbFLub5+rLt/t3yNBtxrNeH+TxKbgZ1f7/VEREZTRRv3FaK+vE56uSEh0GY2G7AhMZ66HA0K90/n7tfWm9kXiHHYzxB9//KmWvlv+SdwHbHZwPrEmMLS6Z7eBXbJc/FFRMaa0WjXS9fqINb+3EdswpXb3LuJOY3Tml3fSGOxfwU+SfH9oGFrpkREREREZOalYH8REZEqlHbInA/YBYX7i4iMSWbWTgyEfJ9YYDBb6eW93f3X6bimtbPNDvcXEWklZjaRWKy2AhGy30X00e8HXnf350rHNjRs08xuA1YrPfUDdz+6ivfl7xaDftYoGFREWpWZ7QT8T/q1HA76E+A6d79liPcuREx2PYxon+dPL5UXNlcb7p/b6vZ0D4cDm6fztxOTu/Lithxk0UcxoTd7HjgTuCyHJammIyIzk3r6pCMM918CcIp2+TJgK4AGLVor39NJRNBFecHFZGB/dz+/ytChs4HtKWr1k4GbgBPd/cZ0jNp1EWkJFYsrtgB+Q7GR1azpsN2Ai9z9rXRcF9BXXghhZl8ELgXmpFg0AQr3FxEZVRXtep6vMuK+7TDh/q8BW7n7Hxtw6yIiMgQz2xw4FliUmI8ykdg0d1N3v6t0XBvQUdFXP4To038wPVWez7KPu5+SjhuNcP+8ee++7n5yvdcSEWm2NLf8R0Q9eU4i0LOTBob7m9kHiCCIJYg6/EPA1u5+/1Btc2ncs4OokexJtO95A/PbgK+4+xQzm5jC/ZcELicCR/PfUnW4f0Wt/nIi5A7gdmID3kvd/cWR/l+IiIxFZrYMMacRYuzxNWLe+m+HGbOtDPcvrzE6DfjJKIX7LwTsBxxCjANsk57XPEcRaTml8Of5iZDn5ekf/nwNcBTwgLu/NsR5FgU+QQQyf45iPmK5JtOIcP81gE2Bb1Fsvp5rL+XxWoBLgKvc/bzK84iIjHcp6PlXwE5EW9xJtJW/Aw4Enq9c21/6TPhpel+eu15uy/dz95PKxzfgXocK98/Xvp6oHb1S7/VEREbTKIX7zwp8hcgYaGi4/wDXmh9YmPiO8EliTRIUf0sOfr6RGE/YmNg4LDsxb7olIjIWjVa4f5oHA7EB4xoUNY9XgBXd/T8j+wuqvn5Hut75wNcoai+TgVXd/ZFmXl9ERERERGYsBfuLiIjUSOH+IiJjW5oA+1diIXMe9D4ZONjd3xile1C4v4hIHcxsTmBtYGci1H9R+gcpv04Et10BPOzuJ5ZDmuuZDFvqt/8W2ISiHT/N3festZ+eJwyUJieony8iLcnMvkoEOUygf6j/TsD5OWCoYtHZgG2mme1OTIL6YnqqcmHzsOH+A5xzLWAl4NvpHucZ4vB7iDCNw4Anc0iH2ngRmZlUTJDdDvgYsXj3z+7++8pjBjlHteH+x7r7RSnw4d/EBNWJwA+r2Ryrxr+r/DlxJbBhuo+edE9PAiu7+8tVnuNq4MvA48ARxP/PY+k1tesi0nLM7AvE5lWL07+fvYW7XzbMe3NtZm0ixH8JioULEOH+ZwLfU7i/iMjoSJvnzuXuL5pZl7t3l16rtdatcH8RkRkkB/UTYW87USxQfhZY093/PUQ9vVwH2RnYlwhyhqId7wN2dvdz0nHNCvc/iNi4txO40N2/Ue81RERGi5ktTwQvbwfMRoPD/c1sQeAiIqSti5gPs3k1ffa0mfl+wHeI+TW5HnMn8FV3f6YURJd/Lk0EXyzEyML9O919egrF+xnxmXIE8FZ5YxkRkVZhZvMQG5wsXXr6dHffI70+FsL9O4BV3P329LtC/UWk5ZTGO+cigto2oH/48yXANrW2j2Z2KDEnfaX0VK7JwMjD/ft9tqT5j6un68xFfCa9QATM/Y3YkOCavKZK7byItIpSLeQrwPEUmQHtwCXuvtVw702P9wT2AZZNL5fb8p3d/ezK99R535Xh/t8FVi1dc0d3P7fe64iIzAjjLdw/Xa8d+BKwHvH35PHcqcTf0wa8TPTVu+i/Cdcq7n5nI+5DRGRGGK1w/3T+C4Ct6L+GaB93P2U0ah1m9h3gp+nXNiI7ZiV3f6KZ1xURERERkRlLwf4iIiIjoHB/EZGxycw6iZC5PSkGvJ8C9hztIAmF+4uIjIyZfQPYCNiy9PQ0YtJSebC9rfT6LcCVwKXu/lQ9/ejSoozcjufQ0oeB1dx98kjOKyLSysxsFSKAc0X6L2TY2t0vruE85QCi5YgAowPTyyMK96+ctGVmSwILEwvc5gEWIxZvvEuEVz8FXAu84u7dqt2IyMzOzH5GhPmUbevuF1T5/mrD/X8OXE8E+8+V3n64ux/Z6LayVGdfkQiIXjHdx3Tie8OxxAaPg4YHlc4xgQiIvnqozQBERFqBmS0D/Dex4QkUmyxu7+7nVXmOrtRPXgH4MxF0l0PhQOH+IiINN0BtYxVi49wvELWNBYl++ktEzeQpd38kHVtruH8nsC4K9xcRGXVm9nngptJTLxMbcN00XL+6or6zFfAtiiC5bqKe8iax2Pk3le+p874rw4f2AF5y910beR0RkdGQ5n7vC2xLc8L91yFC8pcg5jteUU07aWbrEWHQKxF1mDZik/K93P3mAY7P9fH1gcuImn8PUb+pJdxf46QiIry3EdeswC+A3eg/L2Zzd7+8inPMFOH+pftRP11EWlaaR/I9Yq7N7OnpduC37v61dExV7WTFfMe1ifmO26aXy239iML9B7nmRGLt0mJE/eht4N1yn159eRFpRWZ2LtEG59rJtcDX3f3toWrsFfX1bwD7Ayunl/N60beIOsx5le+p857L9fWNgG8DawK7uvuZlceIiIwl4yncf4B5O+sTAf/bAvOVDu2lWA/bS9TlJwAbu/tV9dyDiMiM1ux2vbTufy/gJPqP017s7lsPeYI6la5/CHAUxfeK14BV3d2beX0REREREZmx2oc/RERERCq5+yvA/xDBEE8Qn6mdRMHww8ClZvbJEZy3Jw3y308scp5CTMJ6Nx2yPLHoYzszm5QKe22DnE5ERN6vF1g2Pc672F83IwIk3P1UYpFFvpdp6fG8wK5m9t/puB4z6xjt+xMRmRmZ2U+AYyhC/XM/uYNo09tLj7uJCUy9wOeBI4H/M7PV6pmYWnrv8+lnZ7rGrOnaIiJSJTNrSwvdNgM+lp7Oi5e/VUuoP7zXd25Lj+8jQuQOTy+X6yu7A/ulcI3hzlmeQNvm7o+7+1/c/fvuvjuwibuvTyzeONLdz3b35xXqLyJjgZmtAeyTfp1O0U5uYWazVlN7TqHL7enxmcTCtLeJfvJ0om/+KeAgYEfgHWKSKkQtveFKi+icWGCXFzfkAOqVGabvnj5T2t19mruf4+4vqz4jIq2q1P6tD6xFtKe5Tf1mDaH+He7enX7dkgi6yPWc3O+eG9gZ+Flqh2uqj7v7G8TGvhempyYSIUmzA98lau/zVns+EZGxLrW9OUhiDTM7GriNCIFbF/g0sDjRvm8O/C9wkZntDv3q4VVJm2fdAPwXcGt6OrfFc6Vzr1fnnyUiIiWl/nJuX6cSNZnzgb9Dv1rJgCrqOxcRgaN3ppe70vlmB04ys+0q31OP8vxHd/8DsIdC/UVkrEpzv08EziMC23Ib2keE6h8KrJ+CNKtWaif/RAS0/Q/wr/TcgO1kbqPNbD6iNp83bGkDniU2wL1jkL8jf278ldiAMYf65/fneTiXmtkCg9VvKue4a767iLQqd+9z97eIAP5pRK1kGvH5sJmZzTVcG+nurwKnAD9MT1XOgTnUzBZvxv0Pcj/qp4tIyynVQRYENgDmpBjrvJ2YL9OvLj+civmONwI/AE5IL5fb+j2I+Y4fr/dvcPepaUz1YXd/KX1G9RsL0JxHEWk1ZrYa8PX0axvwMHBECvVvG6rGXlFfPx84jqK+PoGoDc0GnGxm21a+px4V9fWriE17VymF+rerTReRsaqijbsSOB74U3q5vB5/B+AAM/vECK7xNnAlsSnvfUTfvp1ou+ciauv7mNlHR/6XFHWU0t9zLbFZ2GrABcD96dB2ijWxbcTfeZFC/UVkPGh2u17q995KrGfqIsY4AbY0s68P+MbGyTX+2dLPvnT9V4lwfxERERERGccU7C8iIjJCCvcXERmTNiXaVojB9SnAWdBvou2oUbi/iEj1zOw0IqB5QYqwt0np51tE0P5zxKA7xMB7B8Ui6QnA0sB1ZvYdM1uqdO6R9KdvT9frTudfjAg/EhGRKpRC7z9EBHdOopgwdQVw0UjOW16AkMKYjwQOTE+NKNx/oHOXTE+vTa/yeBGRmcncwCxEW9ZB9JkB+tz97WrbsSrD/T8BbEwxURVic6ymtZfu/g5wMtFv76T4nPk8sHUV7++t+H3IEDwRkfEoL1A2s8WA7wBzlF4+lQiqq+Y8HbkdNbNjiRoPROgoxDhrbmebGe5/GLBitecSERnLKtrebxEhzQcRff9eig2weogadw6V+CTwazM7ubxArto6etrEReH+IiKjpFSvWD39nEi07b9PwWzVnmeocP9c4xmNcP/n4b3vIgoLFZExpxnh/hXt5M3Aj93938O8J7ehexMbLELMb5kOXA9cnWroQ51jCnA1MacxB/pD/3D/S4YL9x/osYhIq0n9238Qmy32EuOybcBXAEtt/ZB965kt3F9EpNWU+th7Aaumx91E7fsS4IV0XE1zSyr6zE8BhxDBohBtfR5P3QPYv5b5jgNcq7f0uGeg50VEWtQiRG09zwX/B/AgVFfPqKG+fnKT6+t3u/udoBq7iIwP4yncP12r/JnS4+6PEv38rYCTSN8piL+tHfiNu28DMyb/QESk0Zrdrqe28hHgd0QdPo9p9gJfNrOF6/4jBlHqe+f1Um3EPM3XgVeadV0REREREZk5qHAjIiJSB4X7i4iMOYtRhFR0ESFzT8KMm4yawv33TL8OFO7/03Rcj9p6EWlVKdR/V2Kh8zSi3z0F+D8i6O0LxALolYEvpecuAF6iWATXQSxumJVYIPcdM1sJ+k8IqMHL6V9XOj+AFsaJiFQptb0dwPeBBYhFbrk9vSGH9zToWscTwXXQf7FbzeH+A5xbARQiMpa9QPSvc+h9ro08Wmv/uMpw/88RgdD5OuuNpH5erVRjfwb4GfH35dDoXuAjzbquiMh4kvrtE4hw5oWJvnQfsQD5YnefPNw5cjh/evxfFBtvvUMsjH6d2LCxg/eH+/+8znD/C9JTeX7UE8Bd1Z5HRGSsqgj1/ylwNFFDh+if50XAHelfrqH3UoxV7gkcYWbr5g0aFe4vIjLjmVlbbo8r2uUFKfrT17n7jbWee0aH+w/1u4jIWNKscP/S47ereY+ZbUwR/vxuuo+XgeOqHYt19z8CF6df2yr+9QBrAr81swVT/aazmvOKiLSaUjt+G/AU8ZkwlRg7/S8zm7uaeewK9xcRmXFSTWYhYP30VDdRa38DuMzdpw/65hqkjRqPBo5LT02kqNvXPd9RRKTVDVLP/hxFvaMbONndX69lDuXMVF8f7DkRkbFovIX7l67Zm+bivOXu97v7fsDWwGHAY8AZ7r4DvDf/Upu1iMi40Mx23d173X0qcBPF3Mje9HhrYA1ozmYpZtZuZnMBq6Wncp3oYXfv1gYtIiIiIiLjmzr8IiIidZrB4f77ADvkcP96/xYRkfEqDYa0AesS7XRuM29x92dndGC+u5/G4OH+u5jZoek4tfUi0nLM7CiKUP+pxAKF54iB+Z3d/Wx3/4e7P5v+/dXdz07v+SxwKfCfdLq8uGEiManq+2a2NtQW7p/66b3APemp7vTzc+l1LVQWEalOO/Cx9Lgz/X6Hu58C7wslGpHSZK+fAT9PT0+kaLu12E1EWlJqHx8DTif62Z3p35+Bw0ay+dUw4f69RJ++j2jve4n2eIl0Pw0ft85BpsAD6Wc7sfiuHfiKmc3R6GuKiIxTc1D02/MGh1e7+03DvbG8qMzMDiM29oIY75wFeBX4KLFp4zPEIorcV58b2In6wv33Ai5M9+3ASu4+pZbziIiMNRWh/qcB3yXawdy+TgfeBC4BzgAuIhaz5bCKCRSbIm5MhI5untpihfuLiMxApXp3n5mtAWxpZh9Mm3EtRvSnAV4pH1+LGRk+JCIynjQj3L9aKXB0TuDrFAH8k9LLB7j7v6r5jCi17bk/30v055+kf9jd6sCNZvaBRoWZioiMV6mu/juKGkwvsDSwKlQ3ZqpwfxGRGSOt5VkSyGtEc5t9lbv/p5Fzx939HSLY/9z01AQ031FEpG6ldUCY2TJmNl96ae70sx14DXgub3xey/lVXxcRaY5xHO7fB0U9yN1vcvejgFXdfff8mkL9RWS8aVa7Xjrn6cBl6elOoqYyCTjVzJZtRh88tdVzAB9MT3Wln1eXXhcRERERkXFKRX4REZEGmIHh/isAexNhFyIiMoi0w3IfME96Ki9mnpJen+GB+QOE+08lBormBZYxs67B3isiMl6Z2deA7YmFzXnw/GlgHXe/0t2fTce1ld6TH09z90eBnYEjgFvS83lgvwvYhFjI9iWo/vOgFBB6R/qZ2+hlzaxLC5VFRKq2OrBaepzb4OfNbGIOi6v3AhXnOJ0IlINigQRosZuItCB370t17WOALYAfEX3nL7n7O6kuXXM7PES4f+W4dB/RNz/czOZt5kRVd78BuDH9mr8vzDLAPYmIyMC2BD5NsTnLrcDRMHTIUFrknBdEfxM4OL00lajxTAa+6O4vu/uDwLbA60SdJQdKNyLcfzvi8+iz7v6qmXWWajsiIjNcIzcbqQj1P4Vi09xcE3+JWIS8rrtv5e67u/s27r4OsDVwQTp+IsW8lDWBA4AtFO4vIjLjpXZ4fWLs83RgX2Jh8OMUdfZn67yGwodERBpgRoX7p9r+UsCmxDzJvOnulcBtpWOGO0+u299AhNp1Et8Tfgr8lqgTdRD9+2WAXzdjowIRkfGi1F8+BvgHxSYpixLhcLlfPWzdReH+IiKjq9SGr5h+TqOYc/I0QKPnjrv7M8R3ibvSU5rvKCJShzznJD0+Dvgr8C0zmwd4Jh3WCzzj7o+NdA676usiIs0xXsP903V7K35/GfrPvxQRGW+a0a5XzGu8CHgsPc7ZX3MT8xU/2ug+eBoj/SawYLpWL/E9475GXUNERERERGZeKvCLiIg0yAwI93+LWGixPPCRRvwNIiLjWRoQmQD0UCxm7kivNSwwox4p3H+P9OtEYjHfI8A3U/CFiEhLMLO21G5vACyWnp4APA981d29PGhenjSbH+eBdXd/CzibCCq9rHSuXqK/viawu5ktOIJb/U/pcTexgcyHRnAeEZFWNSvRPy9PNv2Lu0+l6LM3TNrw5Zp07l7i+0B5sds+ZrZ0o68rIjIzc/cn06ZZP3b3s9393XIY6AjPOVS4f27f24nPgA8BmzVrYVr6btFGERBNuu58wAeacU0RkXFoTopQ6D4iuG16qrsMuHAsLSrrS4+3Bb5N1Ly708/JwEbufreZdaZz3QJsnk4xkWJRxojD/fPiNnc/sRTqrw0ZRWSGM7OPmdlnoZgT0oBzlsMofk6MOfYRfeGJRD17M+AYd78jHdeRNxd394uJTVi+ld5XDoRblejXK9xfRGQGSu3vqsAf0lOzEYuYtyTq7blt7snH13EthQ+JiDTAaIf7p5p4B7AX0U53E2OibcDN7v6fod4/wPna032/k+55LmBZ4AfEhrrt6W/qAe5K47wiIjKAUj39FeDP6XGuu29R6ldX1Y9XuL+IyKjKbfOH0s9OijmPz8HQG6LX4QbgqvS4lyJUFBTuLyJSk9wfN7NjiMDNOYi2dF+K9fltwCxpDHXE7brq6yIizTGew/0HuZeGr6kSEZmZNCvcPz28Frg+Pe4lxjN7iXHOk8xsyUb0wUvvXxJYPT3uIj47rnf3uwZ8o4iIiIiIjCsq7ouIiDTQKIb7v0YszGsDznf3XzXmLxARGdfaiEGcvFAN0qTWesLqGs3dTycW1gE8Cqzm7q+YWecMvC0RkVGVBs8/S4S2QbTbbwKHuvs/cihbFefpTcdOd/ebgdOJxWu96V8P8bnwvLu/OIJb/QvwdLq/LmB+YJURnEdEpFUtQrTDfRR99DmacaFS2Nwvgb+l60L/cP89gT3NbDFERFpYI+okNYT7zwVsQSxUa8rmi+n7xcOlp/Jnz7SB3yEiIhWeJgLcJqafv3f3vqFqM6VQ/y8Q9e5FKRZGvA7s4O6357oN0JceXwdsnU4zgaKvPqJw/8rFbQr1F5GZgZn9BLgEuNXMToT35oRUFZQ/yDnfq5mb2YHAfhR93klEW762u+cNFcnXdffu0gK5Z4ATgN0owv1z26lwfxGRmcNyRLhyDgCdHziQ6HPn/u8qZjax3gXICh8SEWmM0Qz3T7WQNmCZ9FSec/gQMb+dWr57pA0TXwGmUHzOzOXuDxIheH8iav3HuvuRtZ5fRKTVpBrOu0Tf+iWiPtJDtLFrm1lXje20wv1FREZBacyxPJ8mP5f78Q3tB+eN1N39cOA2Bp7vqHB/EZEamNmKwHbp125gPmKz9I+n59qBhYEFq1mvNBTV10VEmqPVwv1FRMa7ZrTraW7j28DBRB8811Jy7WYt4GwzW7qePnjKAMvfG74PrJYetwH3E98BNHYqIiIiItICVNgXEZGWUFnoakY4UFYR7v8kRbh/N40L918DeAw4y923g347eYqIyODy4EieRLuEmbXNbAMi7n4qEWi9iru/amadChwSkVZhZh2pv75VeiovNHscuB3eH8o2jPZ03g8CZxOL13Kgfwdwqrvvm46p9fOgh+jntxED+71EaIaIiIzcQlBzWz+sNNErT5i6lGjDe4g2PC+QADgA2FF1FhGR+lUR7t+bfn4R+Hk6rqeRbXDp86SPoh4E8RmgYH8RkSq4+/nE4obXgKuAp6ppq81sSWJB9GeIfnc78TlwGHB9Ondf/llqs39PhN1B9NVzXX9E4f4iIjMTMzuLaFNzOMTeZpb7wiOuhZQ2VNmIWMSWN0eZCDwLfNndHx2s3ay4dnvqv+9K9KHbKcKKmh3u/6Uq/2QRkZbl7mcQC5lfpFh0PDcxBpp/XwDozZug13k9hQ+JiDTAaIb7A58EVqSowbcBbxDzW0b63aP8vWCudJ77gK8Dm7j7QfBeUEZDx3lFRMaT0tyVp4H/JuZGdhBt9Y7AmrW2owr3FxFpvlKdo7f0M9fbl4OY79LIa+bPjPTrL4BXiM+LNhTuLyIyIu7+T+AsYpOtrvT0IqS2nGhbpwMLQv1r9lVfFxFpDoX7i4iML41u11OfusPdJwObAE/Qf2y2C/gccJWZrVje1KvGjXd70nt+me4NYjz1beBaIhOh4WtkRURERERk5qOivoiIjHvlwpmZLW9m86egh85mXbMU7v8/wPPEZ24HjQ33X8Xdd4H3FkL0DvN2EZGW5u7vAg/TP8jtU8CiM+OAiLvf7u5TUruvUH8RaRlpMLuPCH2DCPYB+I27P1TLuVIb2pOC5P4CLAy8Q0yCbQNOd/e90rGdI1gU9xIRQJTf1w6sZ2YTZ7ZNY0REZlL3E8EVbRRt6QIwos1WhlVaPHdTul4OCc2Pu9PrRwJbN+s+RETGqlxTr2Xh2DDh/m3ExNU+YDcz+07lexpwz+3pvpdL18t19BeBt9XOi4gMrdSGnwTsAZzr7tOHGpcsta0bA9tQzE3qBs4Brkj1+gG5+ztEuP/jFPV8hfuLyJhnZucQC7h6KQJ3XgT6zGzeBpx/LmBzYIX0VFc6/9bu/kBuN4c5R6e7T09hortRbMzSQdEWNzPc/2IzWy/di/rqIiIVct/X3Q8BjgUeTC/lGnvuO38S2CsdW0ZfDK4AACAASURBVPd8GIUPiYg0Rpr7fQLwGwYP9/9yA8L9J6Zzl/vU97r72yNpm81sOWBJisC7TjNrM7M2d5+SAjY0l11EpEql+sxtFBt2vZOeO8jMPjCCcyrcX0SkiUr93Nsp5hvmOsySZtbR5PmOdxGbsOd5Ngr3FxGpUanGfRBwDPBI6eXyeqB5iXaVRtQ5VF8XEWmOQUKgb0gvDxQCveIIrqFwfxGRUdLodr2UzfUcEe7/JP3HZnuAjwK3mtk+ZrZ0vg8YfO5iec66mc1uZicRcymh2Mj3n8Dx7v5WDf8FIiIiIiIyhqmgLyIiLSEV8dYH7gbuMLPF0mLkZof7nw5cAbxOfO7mgfZ6w/3b0uRb0mMthBARqc4jFAEUPcAswPLQfyClmWqdsDtcwIaIyDj1EaLP3E0RFvSvvDC4mhNUhPr/mSLUfxJFqP8epWNHuonKUxQLJCAmZjUkJENEpAW8RbSf5bGKDczsM81qR1O//2GKTb/yxFqICVp5YfNpZra62nMRkVAK+FwI+F8z28jMZq3mvQOE++9HEe7fTrHgeX8z263yPfVItfMeIggais+cu919stp5EZGhVbThl7j7tTDkgoW2NC67OhE02kmENQM8BFzk7s9Ucd3riUVxuZ5f3pwlh/v/TOH+IjJWmNkRwHZEW9ZNLDb7N/A14Og8/6NO66ZrZG8ARxAhccMGT1SE+t9ABPhPI/rTEO1xbtObEe7/NlFfv9DMFlJfXUTk/VLfN/fPjycWMt+fXs41luyzORC0EcFyCh8SEWkMd38AOJHBw/0Pof5w/zmJtrmPItx/zlpPUmrDFyC+F+TAjEcG6q9rLruISG3c/Q4ijB9iPjvAx9K/mue1K9xfRGRUPEfUYPKmV+3AOsDazaxpu/uTwBkVT7fRfyx2d2BfM1u+WfchIjKWVdS4fw4cR4Q0Q7Tnua7RB6xiZiu8/ywNubbq6yIiDTJACPSvGDwE+ptm9okRXEPh/iIio6TR7Xopm+te4KvAExRjs+3pfLMRG3+dZGZ7m9ns+V6gGC8t3VePmc1iZl8FzgP2SpfL2QXPAjtXM1deRERERETGDxXzRURk3EvFuw2BPxCffR8ids1ctJnh/qnA9wLwc2JDAYgF2h3pZz3h/n0DPRYRkYGVFin/k1hkNp2YyDo3MXA+KgH6KTg6D+TM3uzriYiMYYsTA+JdRB/+FeBv7t5XTf93BKH+NX8GlCbJ3k1M4n03/VwUWKLW84mItKI0Mep3pad6iHZ/PTNrb8aCBHfvcfe3gKcpgiz+AZydHk8iJmbNAhxkZos1+h5ERMaavBFWCvW/GdiIWDC8iZlNquYcFYvTzqJ/uH8OF1oU2M/MvlH5njptB6xMEaIKcE/62+oOthMRGe8GCmUbrD6TxmUXJ8ZH24l6SQ6iO9Hdbx3ofWWlsKIziX57/pzInwm9RG1/V+D4Uh1I4f4iMlMys1WJhWEQtY+JwONE0M9t7j6lAdf4EHB0+nVqus4fgD9WE65Z6vNPAK4BVifqI3lT2weI9ngijQ/3vyU9nQPs/pDm2oiIyAAqaiynEeHQ5XD/3O5vDmyWjqu6ja7h2rWED6n+IiJSUmW4//p1hPvnOTDl+s1HzGxCLeH7qQ2fhajnTyLaeoC/pNc1f11EZIRKY6AXEvMbIdrvRYCDYWTz2qsM9//gCG9bRKTlufvdwBWlp/IclM3NrObNtGr07/Qzj8H+M/0+kaKt340IFZ2/yfciIjImVdS4fw2cxPs3z20DPk2qr4M2zxURmZnVGAJ9gML9RURmbo1u1/N4ZqrprA88QrFh4wSitjMR+AIxfnu1mZ1iZmuZ2ceAWVOffB4zWz2tdboBOBnYOJ0nr0N9CfiSuz9cz/+BiIiIiIiMPSrki4jIuJcmRn0//TqNWGT8QeC2Zob754Khuz8JHEhMkppALJ7rpM5wfxERqV5pEdmNwDPEgEsf0SavZWZfafY9pM+EnvT4JOBgM1u22dcVERmjcjhoDg4CmKWaCbGjEeoP/ULt7gbeIAbe24mgpEdGck4RkRb1QPqZF0N0ANsDCzZjQULpfK+Xnl6eWHD3+/T7hPRzZWDF9D6FhIpIy0r963mIjVCWJgL5FwR+CWyagn2qOc9g4f4dRFBFG7AsESixd+V7RsLM5gbWSufuI9r4Z4Dz0/kVPCQi0iClPvNngaXS41zjOcfdT0/HDVnfKdVq/g08TxFO+ndiQUX+fQ5gD+C8FCjd9M17RURG6HNEPxdijPIVYBd3f6beekOpTV0SmJdYNDyR6Pue6+6PVXGOXFPvAi4j+s/dRB+6C7jR3ZcjAqIbHe5/PfBT4NZ0vfPdfdt0X5rbKiIyiIoay6n0D/fvpFjIfJKZbZqOG+1w/5PNbPt87XqvKyIy3lQR7n8oIw/3/xexWWL+vtEDLAGsDTWH0X2K+D7Tm+7tBcBHcE8iImOWmbXlttPM5qh2bHQopbmHzwC3pce9RJu9hpntWMe5hwv3P6QRf4OISAu7p/Q497m/TKxVbeY8wxuIsdMeYu7L2cR6VYi2/k1iHHV3Yu68iIgMYJj6egdFff1HZrZ5Om606+snmtkO+T31XldEZLxTuL+IyPjSjHY9zW18mJjjfg3FutI8Rjs9/f45Ym76H4nsgHuBh9PPPxP1mFWJuZp5LsyEdMyaaQxYRERERERajBY/iYhIK3gHuIAohE1I/6YSixRGI9y/3d3/CRxMFPPyBK080K5wfxGRUZDa48nAbylC/duBBYCvmNls6bi6J1oNJC9UNrPdgb2I8LpDzGyVZlxPRGQsGqANzgPbXcCsFCH/g71/VEL9S9drJwbwJ6enznH3HQf5W0REZGDHAP+kqJfkWslJZjYhLWJoZJtarstATObqITYYuAyYkn7vARYiNuTqVEioiAirA7Olx7MQQZ8LAMcDm9QR7r8/7w/3N+BwMzs8vweq72NXHLcNsViCdI23gF+7+/MKChURaaxSn3lXYH6KEKKXibp83gB32FDPVM9/i2IhRjvRjh9OjPnmcP82Iihj/Yb9ISIiDWJm7WY2F7BdeiovKHsMuLe8KfhIldrUvYH5KOoev3D3a6q5x1RT7wTOADYiajM51P8WYIN0rSuINr6R4f7TiXD//YHd3X270n0ppEJEZAjDhA/l+ZEAZ5nZl9NxoxU+NJWoIx1lZkvXez0RkfGqieH+U4l6DERtpoP4vpD79n1D1cfza+m6+xAbOObazA3u/q8a70dEZMwqhQf1pX71rcA5ZrZZxXE1hzin2lAv8GOiL99F1GRmAdasvIdaDBLu/1Z6vFv5/CIiUp1Se3wM8A+KfIbpwGJECPOkVHNvxnyUd9M1O9PPNYnvE0el12dPP7/l7vc24foiIuNGDfX135jZhum40Qz3nw04wczWq/d6IiKtQuH+IiLjS6Pb9dQP73D3l4GtgZ8Cf0kvd6Z/3cQ4bQ/Rvk8kNnL8MLHGFGLu+vT0ehuxCeMVwAbu/lA9f7OIiIiIiIxdCisQEZFxz927gQuJiamPEMWx0Qz3z4uN7wBeSY/zcx1EcU/h/iIiTVZqj/9AEUaRB212BTZPxzVkotVAzGw5YBNiUGd2YuBnw2ZcS0RkLCqFEL2dfk4g+s4TgVmHCvIZ7VD/dL+9adOYa4BL3X2ndP72akLqRERaXVqYMA24nFhA3EbUSvqAzwF7pza7YW2qu3en6y6VnuoC5gQ63f08YhF2vofpwCeBjdP9atMWEWllfyHChV4k2us8cbXecP8zGTjcfz7gMDO71MxWN7PZymFDA7XJ5WCN9PuWxKI7KBbbPUz03xnq+4WIiIyMma0DfIZoz/uItv1h4GroV/sZUqmNfi797CE+c/5JhBz9O527A/gbETwtIjJTSW1ZXrwLUYMAuN/dXxn4XbVLmwcsln7NAZ7XpNcGrWXk8LgUPPcT4KsUm6Z0ArcBm7r71FI43QXAwRTh/t3p+XrC/bvd/V/ufka6L4X6i4hUaZjwodxOzwWcbWbrp+OaGT70d4qxXYDr3f3heq8lIjKW1NrGNiPcP81jOSH9mgPhAPYzs73TMe+14wO8P/fHjwG2Kr30KHASFOH/IiKtIPWh1yfq3CsAXwcuN7NTzOxr6Zia5yKm83akULhTgDeJ9h9gBzN7b177CO87h/v/ID2VN3G/wN2vHck5RURaWWnOyrvAecAUiiDPHmB14Cdm1pX62w2ba5hq9NMp5tdDsdH64cCR6bkD3f2X6T2a6ygiMoQq6uvTiPVMZ45SfT2H+7cRny2zU9R0RESkCoOEQP8pvaxwfxGRMabR7XrejNHdXweOBbYDfgY8TtR2uihq9G1E257nw/em63VRbLp4M1F/38vdH6v7DxYRERERkTFLkylFRGTcS4uRXwPOAk5mBoT7A7j77cCl6de86DkH1k2jCPdfsRnXFxGR4O7XA8elX8uDNqea2QbpmIaH+6fJtFsDXybaf4jA6ccbeR0RkXHiVYrB7hz+sCkMvDh4RoT6p3Pl9vxH7r5lvj+FDomIVCdtkNIDXAw8SbTZ3enn/ERQxLqN6puXzrMwMG+6Vh/wOsXEq4OB/xCTrDqJz5JV0/1q0xYRaUmpxj6ZCFK+gOaH+/dSTID9GnAacJqZLQ/Mkt7zXptcOk8O9F8ohRNdmA55myLM7gh3v3tk/xMiIlKF5YlwoLxZVg/wm1S3qXoMttR3z4uUO4DFiQURVxLhFPcANwBbuPubCpQTkZlUJzEeCf0XfZV/1iXNh8kL1iYB97j7zem1QWsZpfHQ3YEtKMLdOoC7gO3dfUqqefek90wFziX6/30UoaNQR7h/xX2pvi4iUoNhwodyO70AcM4ohA8dT3yGAFzo7juDguREpHXkfnB6/BEz28vMzjGzjwz1vmaE+wN3AH9N58ihQgDHmdke6bq9+b7zZl7p8ZxmdjKwT3rPNKLGczPwQPm9IiLjXeo7fxn4Q3pqKsVGh3sAv04blX88bb5Y0+YnpXmMNwGTibrMu+m5ncxskTrv/1VirPWw9NRF7r5trfcpIiIhzXfsBX5PbG4O0dfOG5J/Bdg2zVVv2Jqk9HnRTfTLy+OnE9M9HQ6Yux9feo/mOoqIDGOY+voERre+/gvgHxTZA7u4+w31XkdEpNUMEAJ9PDMm3H9vM1tq5H+JiIhA49v1vBmju3e7++PufhCwCbANMd/laaJP3k7M/eygWDuV2/qLgO8CXwLOcveXGvX3ioiIiIjI2KQJOCIiMu7lQl3aNfMs4BQGD/dfpBnh/nnBA3ALxU6cTxCBE+1EMW8qEe5/mZl9Mr1Pi9pERJLcJppZW6ldLbextbgKuDc9zgvhuoCTzWxNaMxEq4r370qEhEIsmHuXCJi7qZ5riIiMU/cC/6JY6ADwKXj/4uBmhfqXPne6Kp/L8qIHd385v67FyyLS6mpd+JvazkeBPYmaSXlS1SrA3sAKjbi30mK1LYBFiO8A7UTg3SPptReJSViU7mNTM5tXi5pFpFWVauwvAf9F1DOaGe6fFzj0EjWUjxObJd4GnGdmB5rZGmY2n5nND8xmZgub2UfN7BAgL7KDqL/Mmh7v4u6/B9XeRaQ1NbjGXnnufI7Ppp/lAItHAdx9+gBvHVCp7z41/XyHtAFkGvO9CNgA2MTdX0s1H9VkRGSmktrGdmJDQYjAHYDVzWzRRrRbpUVrhwLHpqevLF1/OJ8nFqV9kCLw82HgYHd/PJ273326+/PAb4kafh/xvSD/bQ0J9xcRaTVD1Z6rqUsPEz7UyeiFD10AHELUYL6R719BciLSCsq1CTPbHPgZcBKwHXBiDnseTKPD/dP5LiX667m9703nPcXMfmJmy+X7TvNu5gK2TfewZ3rPO8T4rQNHpY3FRERahpnNB5yefp1KtIm5jw0wN7FR+RXAz81s+XItpdp5JqndPjz9Oin9/AywVC3nGeTcLxNBcyu7+zb5fKqpi0irK42djmS+4+PAAcTnQXm+40eBXYANm1AjXwyYr/T7u8C00jjBI/n+GnQ9EZExZaTt30xUX7+IqCddDuzk7meB2nURaU1DtX1Vjp3ODOH+OxDh/gvVem4RkfFmZmvXSxu15774fe5+KbAu8GlgJ+AHwCXEeOuvgKOBDYFPuPs27n6su3cPdH4REREREWk9bX19misvIiKtIU2c6jOzOYlC2t7ERNc+olA3EXgS+Ky7P2tmnbUETFR5D/MRi6DnAZ4BtgK+CWxOLHSeSoQMPQJ8yt3fauT1RUTGooFCmIdqo3N7X8V5jwB+SBE0kQd+7gG+5e431nK+Ya61DXBe+nUaMUj0d2A/d7+jnnOLiIw3aYB9AnAZMdDdTSwsBtjY3a8qHduUUP+K+/kRcKe7X53vT+ETIiKhmoW+tRxjZnsQCyI6KPrNEAHSh7n7vxtwzx8mFl2vTSxum0SEahwIETZqZjsCZxLhFu3puI+7+xP1Xl9EZCwr1dgXIELatgYWJGrsedPEl4ia9+/c/Z0qz/veZ4WZ7UxMfJ2VaIch+vb5/Nk7wGTi+8IbwELp9blLx+R2fDqws7ufV/47avvrRUTGrmbV2Ad6j5n9ldigq/wdYEV3v6/We04PzyIC5XqIz4MVUsBR+VgFEInITM3M/hv4XumpV4Gt3P36Rs9LMbPdgL+6+71DHJPrMJOITbG2K738InAUcNZw81XM7PvExl99pX+5/f4r0a+/JF1LfXARkQFUto9pXuM8RJv6dt5cvOI9g/Z/K2osewD7Asuml6cTIUQvATu4+7UD3UMdf8v77kt9dRFpFeXaS9p8difgI+nlPOZ5UQ5THuZcyxLt97bAbEQNvJOoi9xJhARd6+5ThzjHe227mZ0G7Ep8tvw/e/cZZldVtnH8PyUJAekgIFhQcUmzvBQLojQBQUWRIkoHAUUQxAoqIiI2kCKoFAHpIEoVUaSroCJN0FsEpCO9JSSZTOb98KzF3nMy5UxNZub+XVeumXPObicf1l7z7LXuVepD7fnnncSC5/8kAkLXBpYHFm649seB9ST9q7/rNzMbb1JKCwFnAh+kWhSxhXhWOZVoK9upxqBPAw4Frpf05ybPUerrryXGs2xI9Wz0RuD9wzmvyP10M5uoeqjDTJLUkVJaMIdyDuRYpc6+C3ACc493vJKon187XDXylNJmwKW1ty4GtnSbbmYTVW/92p7a3Fqfu9f2eH6pr6eUFpP0bF/f0cxsvEspTSLGkS9P1F9mAo9Ierq2Tb9tcEOt/EPE+PYN8sf1/vtpwFGSbhvEtS4IfIhYnHc1YtxkB5FbMxtYV9JNAz2umdl4Mpba9YHwmEgzMzMzMysc7G9mZmPeQIpd8zLcP6XUno9/J/BqYkDvgcDxxEqdG1M94D9L0vbDcV4zs7Goh0GzCwPvBtYF3kwMjHoBeJ6YOHYO8QDnb7V9egxwbhjsdAHwUapJayVs4lFgjxLi3NM1DeC7bEsEkUI1keNZYHtJvxno8czMJoqU0ubAr4gJamUw6pHAl4m+dFueUDGSof7rANcTAwU+IumKoX0rM7PxJw9EXZHory8KLEEsaviwpN/XajHNBPyvAHwV2JOY9FwfVHUm8D3gzv4mV/Ry7HIduxOLB5TjTicGy95S22YT4HKqetEkYENJ13rQlZlNdPMo3L+ltmmpoc+hquMUpc3uINr5acBdwGGSLq5f/0C/t5nZWDOSNfZ+znsV8L78cjbRJq8hSYNcMOCGfN0ATxIBcw944rKZjQW1vvMWwKnAK4h+cztwGzEuZXpf7W0P7fmw9WdTSl8kai1Q1WB+Bewn6aE+9qv33X8HbJS/F3TvpzeG+zt4wsyMuYN4UkrvAt4PbAIsRSxe2EosaPggUdu4EPiPpH/X9uvxnjAvw4fMzCaihlD/I4F9iXa8voD4i8Ahko5r8pjDEe5fv64zgE8Q/fY5VH+XlGusm03Vp28BBHzUof5mNpGllPYFjsovZxNjFL8PbAW8tbbpDGLs4hzgXuBc4AjgRUmzm6m55wVivp2PMYeo4+8r6Uz3283MBqeHOvsHgFWA9Yi5PQsAtwIPELX8aZKmNTnecXHgAOArzD3e8XfA0cAVQw33z/NgjwR2Je43rcBnJZ00mOOZmY1lPbTrawGvIsaqLEPUPJ4j+tLXE/P5Hyh1lPk43N/9fTObkBra3snEgofbAOsQz04XzJveTfTbTwNuk/REk3320Qz3PxBYncgraAPOl7TtQI9nZjaWjYd2vXauNqCrjH3Mv7vPbmZmZmZmc3Gwv5mZjUk9PHxfE1gSuFnSk83sWwv33xt4I6MQ7p/P/zfg7cSEh5Mk7ZFSWgw4C9gUOEPSjj19TzOziaDhgcqbgHcSA11fQ/WwBuaeWDYLOB+4lAiOm9HHOdokdeZFV35LPLApkyVaqQLjPp+PdV/er88HQg0Pm6YSk+t+lj+eXrv+j0s6r/H7mpmNZ3nA7BI00WfP268CXEKERZcH6h3ABpL+mLd5PTHYdlhD/Wv3ib2IyXVTiXD/zSRdPZBjmZmNVymlZYG3AAcDKxCLGDa6hgjIP1vSQ830fVNKawBfJCZAN052u4QIhLu22UnPDcdeD7iMaNfLJOif5PN11P4OWQ74KzHRowyq/ZikXzd7LjOzsaTUM5ptV+dxuH895L8rv+5qeB/gPuCnwO8l3Vq/7mauxcxsLBuNGnsP5yz3kt8TkzBK290CfEHSkYP4HrsCJ9Wu81eSthrocczM5ge1xcZnE/3XScQzyi0lzeipL55SagHIfe81iNrF7cMRkJ9S2oho8xelCp17lljY8JYm9i/PU78OfIMqyKLUUYq/Ev3yX+Sau/vkZjahNYQsbwZsTARAFx3EPaLx9y5iQd1zgF8AD+UF0Hus5Tjc38xsdDS06ycAu9O9Tv4ssXj5LyVdm7drqr0dpnD/UsufQjwT3Zmqnl4P8Ieov5A/ayUWg/wLsJeke/v9zzAzG4caau0XAh+ufXwkUXf/JjEG/Z35/cbayHXAH4Cf1MdM9rWYY15Adz2qNvuXkrbpaT8zM+tbbTz4VOC9wE5EmFzjAlfFHcSitd8tc4iaOMebiXD/XZh7vOP1wPHABYMc71iuf03gArqP0VxP0nXNHsvMbDxoaNfXAj5JtOsL03PbPjP/uxy4StKJtXpJj89cXV83Mxs9PTw7/RCwZ22Tel281FweAf4JfE7SXU2eZ7TC/T9MjKtfDThd0k75syGP8zEzGwvGU7tuZmZmZmY2EA72NzOzMafhwfjqwCbA94hJBd8mBk/1OlEh71cevi9KDJz6DKMU7p9SuoV4kN9OhMltUVuhc1tJZzd+TzOziaKhjd+MeJDyTmKAVZm03EkVCER+3Uo1AOsZ4gHOAcBdkl7o5VxlMNfSwHnA+6jC/edQTZC+BPg9cBzQ2lPoRA+vNwE+SCweA91D/XeSdHpP+5mZjUe5z74p0WfvBA4l+uyzmtj368Ah+WV5oP5vYF1iUOydwLIMb6h/+VthSSJ06HVUAXLbSTp3IMczMxuPckD+DsAWxKItZaLCbKLNbM+bthJt9H3AHpL+NIDjf5kINWqh+6CqG4mg0SPq9Z962F1+XR8M1gK8H/gV0S8vgXX3AJ+VdEXD+ZcGbiUWjikTpT8i6eJmrt/MbCxoGMzaCrye6Kv/iZhQ/Egz+zcZ7n9hs+HQTYb7PwL8C7iFmKC3SP73KHAbcHv+Dk/39H3NzMaz0ayx93TelNIhRMhzBzHhohU4VdKuebtmw+sWBY4Gdqxd97eJhcVwm25mY0XteeTywMXA26meR7YRIZ+7S5rZQy2jhPp/gBhb0gFsKunqwfZvc9+/Dfg+MU6mtNUQgZ0nDOTYKaXXAn8HFs/f61pgJbqHC90FnExMknP7bWYTVkM7fyDR131T/ngm1RiV0k8vzyc7qOrjEM8vLwe+L2m6w4fMzOaNhnb9ZGIsen0M+mNEXeY6Sf/L2w2onR3OcP/8+9eIsLtVqe43PQVo3EQ8Vz2zv2cFZmbjXanRALsCRwBTiXbzAeAjwD+IOsguREDR4kTfvoxLgWhf7wO+Ctwu6e5ezlXq7LsBPyTa/jL+Zg9JJw3vtzMzG99q9fnFibHoGwIr5487if57GfNYFriqj0vZA/i9pI4mzrUWsD/VogH18Y53EAvt/iA/C2hqvmjtvrAYUXtfnWos4/GSPtvfMczMxpMe2vWNgDfnj8uYxbIQOUSNo4xjLPX2S4HfAKdJesmL55qZzTsNNfavEfOTVsofzyT6011E+13a6nqf/Tng08Clkl5s4nyjEe6/ELAGsKakI/N7zosxswlhPLbrZmZmZmZmzXKwv5mZjSkNxbwdgY8TIaF120s6q4ljjWq4fx7U+zpi8O7U/PZ1xACCOfWHMn5IY2YTUcOgpx2I4LZFiAcyZQJZGfxUlAFW9UFX9RWafwL8StI/83F7DOTPIXRnEYN1S1BcOXZxI/Bn4JfAM5L+lVJagLhnLEwES68CbAmsByyf96tPzthF0mk9XYuZ2XiUUtoJ2JYB9tlrkxFeC5xKLL4C0UbPAW4gBsYuzTCG+tfOvwDwTeBLVEEa/yaC/f0A38wmtJTS1sAPiND7SUR/uEx6aMubzSH65e2196cRg6R+JenZXo5dH1S1OdEOv4e5w/07gL8ABwEPSrqvj+tdB1iHaNcXIO4bpS6zn6RjGq+BqN/cRLVowWRgI0lX9fV/Y2Y2VjS0t6sSixN+jqhtzAG+IOmoZo8zyuH+rfn4NwDHSLogb7cQML2h7jPovwnMzMaieVFj7+EaPgRclF+W4wBsKenCZo6Rt9kXqN+LHgTe5TA5MxurUkptRKDPYVSLybYQ9edfAPtKmpW3mwMvh/pvSoRLFJ3AOyT9fQjXsiJR91iKuA+0ATcDO0jSAL/TYsD1VKEZFwBPEs8FFqtt/gdgZ0kPD/a6zczGsoYxj8cRk5EhahxQTVSGuA90UfWli3qNfAbRlu8oclDs6wAAIABJREFU6cE+zuvwITOzEdDQvh5DtK9dRP9+AeAhYAtJtwzDuYYj3L9+H1oLWBPYG1iUqB2Vdv+3xKK6RwEvDmXMvJnZeJNSWgS4mli0sYQqHyzp0No26xHjHPcj2ljytmWxrueJRcpPknR6bb9uzzRTSssRtZQ3U43JuYgI939yhL6imdm4UuaAppSWAs4m5veUWstMYs5oac+L+vPUScB04IvA+b21vw3jb95F9LM/ztzh/s8BVwKfLQt/Ne7fy+vlgUuAt9Wu717gAEkXD/C/xcxszKq160sTzyPfSTX2pbTrjcpYw878e5kj+jjxfHMvSU/1cU7X183MRkhDzfoIYpx56Zu39Lpj1f6Wtn8a8DXgPEmPNnHeUQ2Bdl6MmU0UE6VdNzMzMzMz642D/c3MbMxoKOZ9E9iDCBoqOoiH6wdI+lGTxyzBQ4tQhfuvRPdw/weIcP+HBxsEVDvP/xEP/ScRBcZLgI/6oYyZTXQND052B07IH5W2vQyanZXfn04MrJ1CtUJzPZyohIi+QExgO1zSlY3nqr/OAZ7nAlvVLq2DagBva/45Kx/33/n8LxET3FYkAkJL4Eb9gVMnEep/Rk/XYGY2Hg1Hnz0HA32eeBi/UH67BHm2EKEVUxjGUP+8//rAD+k+Ee9ISV8Y7DHNzMaDlNIuwHFEIEU9pBNiokMn0Tduo1rcCqoBVtOBQ4Gzegsbavjb4IPERIiN6D7ZrZz76fzvTOB/RNj/5LztmsDKwEeAJek+0AvgEEmH5PN0GzCbJ1uXEP85wLPA6s0MCjMzm981TDjbBNgfeDfwCrovTri2pL81cbzRDvcv94Au4HbgB2XRsJTSJEkdrruY2UQ0L2vsDdcxFTgP2Jzu94L7icnM1/VwvY01+48TC/FC9MdnEIuLfQto8XNVMxurUkpLEv3vPYlaRWl7XwBOBz6fw/1Lv/YDwGV59+lEfxgiIPSSQZy/1NYPBr5B90DQwyUdNMjvdS6wdX55IlHP/yYR7r9EPueRkr44mOObmY11DWMeTybGKNbDPacBDxPjVR4lxipOIZ5TvhFYn1iMpY2ocU+mWlD3PmKRgGskzaIHAwgf2lnS5Xk711bMzJqQUvoycDhzjzl/n6T7h6s9TSmtQrTfO9BzuP93gMv7CfdvfB66SL7eZYnayyxJ9w/1Ws3MxqPShqaUNiL67Yvnj14CNpB0U8P2KxO1kbdRzU0qffjibOB3kk5r2LdNUmcOITqPaoxLJ/BhSZe7v25m1rdaW/pK4HfAW6gWuS1jz6cRC94+TyzG+1pg6dphyjjDl4DvAr/orb/c8NzzbUTtZ2+6j3cszwPuAY4GrpV0Rx/f4bXAWsTz0bLQS1v+9yNJBwzoP8XMbAxraNevJsaG19v1DqI9vx14hJjbuSyx2NaqVG1w48Iu/wF2BW7sbXFDh/ubmQ2/hmenPwd2pvs4wxeJxazOBx4jxsu8gRiXshLVOPd6n/0I4OeS/tvE+RtDoPcFNswfN4ZAHy3p1sF/WzOz8c/tupmZmZmZmYP9zcxsjGgo5h0P7EX3Aa7PEROaz5Z0Wa8H6vnYoxXuPxn4MbA7VYjGgZK+O9BjmZmNVymlTxLBFRAPXqbm3/8M3EA8tHmCaEdnA8sBmwBrE0FBZQLDnPyvnWjPHwL2kXRxPk9jUFD9PnMwEf751vzxbGJQbQtzT6xoVCbNlQnYM4mBXl+XdGFP5zYzG4+Go89e66cvAFwAfICqna1rAY6TtE/eb6iLcS0KnELcC4rrgM0lTXM7bmYTVUppNyKcDboH5F9KTJQ4Jb+/LBHofCDwf8DyDfvMIAZYndzbAKuGQVXrEiEVuxD3k7L4Vhdz981fJIKp69cH1cJbZfGtHkP9a5M/9iMWeJlN9Ov/A7wDeNb3ADMbyxravO2IkORlqRYzhFgo5WpJnxjAcUc73L9MiusiQot+JOmcZq/XzGw8m1c19oZr+CLwPSJoCKpFGv9BLPb4h9q29dr8osAniMXE6td/G7C7pJsH/j9iZjZ/SSm9hgji2ZKoYZTgiOeBM4AvSnopL3Z4cd6tHur/OUnHDvEafg1skc/dSdTu15N0Z2PYZ5PHuwj4UH55v6QVU0pvAvYjJsldWkKGXF83s4mmodb9Q2JB8znEmMQFiEnLBwE3Sbqrl2O8hwhyO5TqfjCHaMMnAQ8CXyECnZ/t5RgO9zczG2Z5Ia4jiJDNMib8IWB9SfcMduxKH+drJtz/t83W3/s5l+8BZmY9SCmtQCyquykxLmUSUc/+KjAjh/+XRQAWJQJH9yECisqYx3rdfhrwJ2IBxnskPVl77vpq4Ge1c00B/g58SNKjo/B1zczGpNr4v6WBa4i2uLTZrcBfiEVazpP0cN5nAWJRxQOB9wKr5MPVxzseCZzU5HjH1wM75eO1EXWgsrD6JKL9nwacRIxL/AtVvSgRCw3sDKyYr6uD6Pe3A7+StFU+z4Dr+WZmY02tf70UcBWwGt3b9T8BFwK/bGyjU0qvIJ6JrgfsmPcp7WYZH34/Ubf/vaQX+7qG/LvD/c3MhqChTT2OWMB8DtHnnUI8Oz2UWNT8nw37Lpq334KY2wNz99lPbGYBW4dAm5kND7frZmZmZmZmwcH+ZmY23+tjhc4Smvw/YrDTHyQ9kLcb0OCkAYT7ryvpwYEcvzZ4YDXgVCLUbg4xcODjks5r9jrNzMazlNKGRGDFMnSfuPBV4CJJ/6pt223iW0qpDXg7cDARyL8C0dZ2UYXyzyAmIZ+X9+kr3H994IPA/rVLLJPhShte10UVLFo+fxw4DzhL0o09ndPMbDwazj57bYLFYkT43CrE4NcS5NwC/Bt4T57YNlnSrEFcc30AwQnEYlzFg8DXiHsUbsfNbCJqCAeth8l9nuir31fbttRBFiRC6nYGNsgfD3ay26uJycpHUf2d0En3xbdKGN2k/LOEkJa6TgcxEe44Scfn484VqJEnclwHvI2qb/91SYc1979lZjZ/aujz7gKcnD8qgUMQfd5fS/p14z5NHH9ehPu3EfeCM4HdBvO3gJnZeDIf1NjrffhLiIUCyjlKLWcG8GViksYdKaVyjZ8kgjK2z6/L3x1zgK3LvcnMbDxIKa1ELCi4MVGzqIf7/5QqgAK612H2kXRcPsZgAvhbgcWAW4FX5bdbgYeBlXsLq2jiuL8kakBdRO1lNUkdKaUlgGVLULVDhsxsIksp7U4ssLgIVc36QWCL+oThhjpIt3YzpbR6PsZawOJ0D/d/FDgcOEfSk71cg8P9zcyGSUqphahV7117+wlgK0nXD3eof+28zYT7Xy5p5nCf28zMQkppG6C+4Ph9wEaS7quNl2msnW8HbETMUyrqi+s+CNwIHCvphtp+ewHH55edwDPApyVdMFL3GjOzsazWDi8JXAK8k+7hzxcTY1YelTQrpdQuaXbt51RinONniYXRYQDjHRuuZVFgM2JBmIXy2+XZawvd5yM9TSwAOQ1Yguq5atmHvP2lkj6cj+/7gJlNGCmlhYFTiOeRZbGUVuAiYqHxhxva80mSOmr7twNrEgtnvYFqLEqprz9MLMx+oaQnerkGh/ubmQ1RQ1v6PeCLRP94JtEffgj4iKS/1/Yp80rLzynA2sT4w83yZiWweaB9dodAm5kNgdt1MzMzMzOzioP9zcxsvtbHCp2zqIp520r68zCcq5lw/weBzSTdOYjrPwXYqfbxHyS9f6jXbWY2HqSUlgd+BHyEaOfLw5FuC6D0MHG5tN1lEO4rgfcRAaPvoAoNgmqA63aSzq3v38fxNwU+DHwIWL6HS6+H/Jff/02EVnwduFfScz2dy8xsPBqJPnvtIf1bgfOBN9I9xPM54ErgEEn/GEo4UErpaGCf/HJ2/h6nA1+R9NRgjmlmNtallD5MDFpalBgUtUD+6BOSzqltVx8AVfrnJRz0G8TCWVAFSA8o3D+/fhsxsOrdwJtqm3ZR9cdL0H+9rz6DCNe4QtLV9WtsOF97Pv6hxCSLNuJ+to2kS/v9zzIzm081tNG7ASfmj+qhz18Czpb0cN5uwJOAG8L9DwI+zsiF+08l/h54AthP0tkDuVYzs/FmPqqxlzrO8kQd5529HONhYlH1RfN7qbZNfQLFjpLO6OlcZmZjUa3dXRk4mljUZDJVmE89yH8aVeDPkEL9a+dfEbibqJmUc/4LeAvQUg+5aOJYrcDSxKK8b8hv/13Smj1s6zbczCaslNIKxMItmxF94zYiiP/9ku5qpo2s9ddfDRxA9PtfQ1UbbyMWWt9H0i/7O07+3eH+ZmaDlFLaBLg8v+wi+vHfAo4Z6VD9JsL9DwN+63B/M7Ph1fC8tcwLKv3784i6eVfDPi8/b00pTSZChA4kxrssTbThrVR18znAd4EbamGg5wJb1w57paSNG6/JzGyia5gT+nMi/LmDaGNbgXOJ8Y49tpv1Z6bEIujfALbIH5eayYAC5fJx30YswPV/xPiZznw95Zhd+V8Z7wjRty/zWCH+3rhA0k75mO2SZjdzfjOzsSwvrAiwJ3AIsBTRZrYCv5K0VX/7N4yHeQPwBaJ9X5bui209TIwdP7m3MZMO9zczGx4ppU8TC5YvTPTZJxP5Le+VdH9vbWetXW8hxrh8FdgmfzyoPvtgQ6DdvpuZVdyum5mZmZmZOdjfzMzGiJTSwcDBdF+h80FgA0n3DON5mgn3fwTYGbhJ0gv1/fo47o+IsKLiUeCrkn7hIp+ZTWS1wVEbEYNlF699vK2k8wdzTOBVwPFEeGgZ4DqbeOAynZhAcUnevr82vJUY/PVBYpDuKkQ4RSvxUOh54h5xAxHqfxnwoKRZA712M7OxbDT67Pl+8TNgRaJdb83/ZgG3AZ+W9Pfa9r228Q0P6RcGvk8M+iVf/xTgr8DWkh4Yjus3MxtrUkprESFz76T7AKZt+goHajjGJGAFYpDWNsR9opMBDrCq/e2wIPAKom6zKvABYmLbYnnTsvjL48S94UZiYtsdjcfq4RyvJ8Ku16cKt7tA0taN25qZjUUppe2AM/PLemDoy6HJebtB16xHMdz/JKJWfxAxUe+FwVyvmdlYNz/X2FNKawA/AdYk/gZoyT8n0X0hri66h1YAPA3s3dsCAmZmY1mtz7wKcCzwHqJtLO1cC9XCiBALWR2T9x10qH/efwXgLqI9n5TPdZek1Qb5HVYCbiIm5rUBvwE+CswZ6EJhZmbjVUppW6C+IOGzwK6SLhxIu97wbPMHwH5En7q0t+3AoZIO7uc4Dvc3MxukHCyxEHAyEbJcFkW/E/ikpNtH6TqaCfe/otn6u5mZDUxKaXti8a7JRNt7P7CbpGubCCl6LRHu/BVgrdom9QXZHyTGoh8GfIgINFqBKsT05VqRmZlVUkoLAF8ixqMsmt9uJcambJm36bcWk1JqJ2revyYW5+1pvOOJku7v5zjlOe7ywNrAp4ENqJ6RQhX0X56dlvMU1wCXSjqyXJtD/c1sokkpXUaMFS/juq8mxsM82WyNvdYfX44Yz3ggsET+uMx9egh4m6Sn+ziOw/3NzIYgpbQBsfDV2lTt5iPAZpJury+S2McxSpv+VuAqou9fXzxrJEOgj5J02wC+spnZuOZ23czMzMzMLDjY38zM5nu5WPYjIryzvkLnupIeGOrE5R7O10y4/5PAj4nBUfXg0FagVdLsHFy3FPAtYLe8SQkIvRDYU9ITw3XdZmZjVR5AexURFlocJOnw/PlQwuTOBLZj7mCgB4hJFH9o4hjd7jN5oO4i+ThTiYAhJL3Y135mZuPZaPXZcxv8fqIvXs7VRjXJYRqwP3CVpHtr+5XJEaWvX34uSNx/9gK2ypuXSXL3AxtLunuo121mNhallJYEvknUNBaofbSHpJPyNv0tkvXyRLKU0unAJ6kmVgxqgFUP53g9cR94MzGh7iFigttTklTbrrcw/zZJnSmlNuAUYPvaxwJ2l/RHT6wws7EupbQ+Mfh0BaqwIYCtJP1qmM9VD/c/kKjNDHe4/weBx4gQ0unDef1mZmPN/Fpjz2F3qxGh1SX0ooRVl0CKElJR7g8vAv8CvinpN0O9fjOz+VWtz7w68D1gI6J9bWnY9POSjsptastQ6+x5HMzdwNJU7frzwPqSbhtIm5vvP0cDn6Kq83xO0rFDuUYzs/Eit92LE4Gc76Cqx1xELFb+2ACP157HJC4D3AosQ7XQbQvwM0mfbvJYzYQPPU4sQPCbgVynmdl4l9vhPwKvr7096v3gJsL9vwNcLmnmaF6XmdlEkVK6HNiEqu59tKT9B7D/JOAA4H35OBD18lIbaiHuN7cT4f4l2L8FuADYpXHcupnZRFUbI74u8VzyLVRt5m+JRbieaTJMrowlXIcIji7PNBvD/Y8gxjv2Ge7fw/F3AlYnxqy/gipUuu4p4GFiQbHLJf2nfm0DOZ+Z2ViXUtodOCG/7CTm9X9a0oUDPE4rQL5ffIaYjwTdF1vfUdIZzRxroOH+ZmYWUkpHEQHLxRPAxyVd3cx4ldrz0nbgeuIZbBl/2NOCXMMdAv0LIgT61ma+r5nZeOd23czMzMzMLDjY38zM5lt5clsbcDywO9WgqseAD+RJxSMyKKkh3H9XIujzTfkaSlDpS/lajgWuAW7PD/YXIFYB3RXYgKrAVwJC/wNsWg8aNTObyFJKCfgdsCzxcOUWYGdJ/xjCMesBoj8F9iAe5HRRhT//CfiMpDuaPGa3UOg+tnPIkJlNGPOiz56Dl9cFfkYswFUmJ5cAuE7gWuBK4FTg2cag0JTS8kSQxjeAt+bjQBWo8TSxKME/h+u6zczGilq/9z3Ar4Elax9/C/hWMyFy9fY/pXQksF/+qJO4V7RSDYYa9ACrZr9Pf8dJKR1DTK6AuKd0ACcBX5f0fDPnMjObX6WUlgMOBz6R3yoTj7eVdP4InXPEw/3NzCzM7zX2XMs5FliPWJCrNw8QC0deLen2vK/r7WY2LuXwiJYcELQXUWOv6wJmEu3n1yR1DLXWntvjBYGbiPa4BEsA7CXphN72bThO6euvStTg1yDuER3AhyX9frDXaGY23qSUlgVuBparvf1JSWcP8DglVG5F4IZ8vBnAFKLefqKkPfO2L/fl+zlmM+FDTxKLQl43kOs1MxuPav3gTwPHEW0lwDPAJpJuHe06hsP9zcxGX0Pg89lE4H7xIUmXNXuM/PtSwCeJYKFliflGM4mxNC3EfWZRoi5fAo0APirpouH5VmZm40NK6RRgp9pbtwB7SLq5yf3LuMl3A38g6i5lLmhpg2fm9wc63rFbfT+ltAIR7P9eIty/gxiP/zixsMvzkv5X297PTM1sQqnVYY4FPk2MPZ9E1Ds+KOnxgR4r/74j8XwTqrlDEOGj5zVu38cxm6mvPwXs4HB/M7OQUtoUqC8o/iJwGHCMpJea2L/UZCYT/fV1iPlIrVRjX2DwffZmQ6B/DHxB0qz+jmlmNp65XTczMzMzM6s42N/MzOZrKaX3EqH5xQvAZyWdPtKDkhrC/bcFPkOEftaDh4pngIeJh+1TgdcQA2uLUth7AnifpH+N1HWbmY01KaW9iVCKEgb9I0kHDMNx6xMfziQC5DrzedqBacQDnB9KemGo5zMzm6jmVZ89T1A+B1iNasJEB9376QKeJQbwPk0EibYB6wNLA4vUtu3Mnz0MbOxQfzObyFJKCxOLpLyNaoLBpcCBzYSDNvTFfwCU/n2Z6FYfADWocP/h1BDqXyZq3AhsI+mh0bwWM7PhVJt0vD5wPjEZuPicpGPzdiPSbx9guP9FzQzgNTOzuc3PNfaGY7ydWKxxY+I56pR8vL8BdwDnSnqstq8DKsxsXMoL5pL7ypsDl+SPSo26tH0twPPAmcD+kmYNx0K6KaWDgYPzy1L3uZ+og/y1n33rIRWnE8FzxSWSthjKtZmZjRe1msgngdOJZ5itxHPItSQ90Wx/t5dQ/5eIOnZjqP+A7hN9hA/Vazf7Svpx01/ezGycSyl9H/gC1TiVv0laex5eT3/h/ocBVzS7uK6ZmTUnpfRK4GRgcyJYqB04EfgiML2JINBufw+klNYA3kPcY5avbVqvF83JrycDX5b0g2H7QmZmY1xDUHMnMc/zcOCnTYbJlfE17wB+T4TuTycWywX4J7By/n1QgXL5PKVm1GddqNntzMzGszzm8A5ivGEnUevYXdKpA6iv18M8dwBOyx9NI+ooMMBQ/9qx+wr3L+PlrwM+IunZZo5pZjZe5YUNzwPWo2ojrwA+38z8zYbw58uIYOZZxL1hEjH35zHgI3mXQc1R6icEuvwdcKqkXfv/1mZm45fbdTMzMzMzs+5a5/UFmJmZ9SSl1JZ//Xj+WSYU3AH8EWKS80heQ20AVJkofQjwZ6IY2E4MBujImy9CBIq+D1ibCKPoIAbQdhFFQuFQfzOznrwy/5xJPFi5BLrdCwYlP9Bpy79/EriYmNzQSkxAXgjYjVi0ZcjnMzObaOZ1n13SXcA6RND0tPz2JKIfPju/Xgl4B7A38HVgT2B34A1EH7702SH6938BNnSov5lNVCml8sxgQ+D1RP+8lZikdkGTof6tteDOQ5k71P8pYEticRaImsksIoTo88DuKaXXDcf36eX6WsrPlNIrU0onUYX6lzCkh4GdHepvZmNdnnQ8lQjtXIKqnn1+/le2G5F+e63G/gTwHeBs4HGqGnsHseDW0cAW+VrNzGzg5tsaez5Ga/79FknHAFsB7wLWIp6d7i7paEmP1f4mGfFnwWZm80JDqP8HqEL9pxFtLERIWwtRu16ECM8/IqU0ud42D8FNRKhROQ/AMsAeKaU3NV5rXS2c4mi6h/o/QITZ9bifmdlEU+vLLpd/thPt/OO5TtJUf3ckQ/3zNcyp9dd/RiwYdifVZOmzHepvZhZSSq0ppSnEwuhQjUu5M38+aV5cVx4782NiIZlpRPs9m/h7Yk3gIGDTes3FzGyiyONCyhiRV+fXbfn1UOvnjwM/INrbKUR/f1vgjeUZaT/7lzChUiu6WdLRxFykE4Bb86Yl1L+D6KdPJvrpDvU3M6NbPXptouY9k2g7RbSXzYT6t+QayRrAr4hQ/5eoQv2/TswX/XV+PYVBjncs7X9/daFmtzMzG+cWIsanlMWuWomxh83W10cs1D9fQ2N9/cfAP4j7URkHeaJD/c3MAFgYeGP+vbSRPx9g+PMk4FxirlNZVH0ScLWkdxNzgi7Ouw1qjlK9piPpEmJ8+1X54ynAaSX82WNjzGyCc7tuZmZmZmZW48GZZmY2X6pNMls7/5ycf54v6d5RvI4yEGo6sdLnXsAFxKDYUhgsRcIS4t9JNVigBXgWuBL4oEP9zWyiSyktk1J6f0pp29rbK+Wfk4n29AHodi8YtPxgpz2/3B64Pp+jlWi/XwUck1JacDjOZ2Y2kczrPntKqV3SC8SEuMOJMAuIPnpZiKuEH83J/8rvs/PP0me/BzgV2FrSv0f62s3M5lclnA3YjAiOm0T0nS+TdBr0PVAph/qXgLcvE0EREIu/TAWeBt4r6TdEwPOQBlgNVB781ZWDozclAud27eEaN/b9wMzGkSWA5an6vwDXSHpsNE7ucH8zs+E1Fmvstb8zilmSOiTNAF7I36ull23NzMadWqj/Zfmt6VThEYcDv6cKayvh/jswTOH+kn5LTFBrzefoJGoyWwH7pZTeWt++BJSmlNryfeinwD7545n5558YhQV/zczGilp48vL5Z1ls8cn8eftcO819jBEN9S8awodOIMKH/gqcmRf4qn8fM7MJq1azqC/aAvBY/rxjrp1GSR/h/rOJcP+vEM8KzMwmjB4WV7wT+C3w5ZTSEvX+82ACe/Lzz+uI9reLaHMXB76XUlq02fpIfbvcr38U2J+ox/8EeC4fv9T/z3A/3cysktv51wO7EO3kFGIc4FfyouJ9tvElxDmltBoR+LwcUfcuY1cOlXSYpCeBg4FL8/ujMt7RzGyCeyOwJNWc/SeIeT/9GulQ/6KHcP+fAiXMdDdJZ5bjD/TYZmbjzG7AClQL5p4o6Xxoan5SGb/4E2ALqvmi7cRYxg/nzZ8gFuW6Ir8ejhDoS4nx7RcTNZldatflsTFmNpG5XTczMzMzM6vxAB4zM5tvpZQWJQZE1Sc7/Cd/NqgH2b0NXi3H6+u4OWDiDklbEwXAP+aPJhGFwjKxuoSDtgI3At8GdpTU1KABM7PxKqW0LLAzcBbw05TSzvmj+uTimcDM4RywJGl2HmD1IhGG8W+ijW4jHhitBuyYr9EDpczMBmBe9tlz+94q6SXgB8SkjO8SD+xnEe18WXyrKBOt26n67JcC+xKTOB4czDWbmY0nKaXXABsRbWYn8CDww/xZW28DlXKfu4T67wF8MX9UBk09A3xAUpmwcCdwGBEkBzHAqoNhnuxWvx/lwV9LA9/P/zbPH5XzPgisW7tGM7Px4F3AG6gWp70XOAWGpw6SUmrp7ziDCPdfYKjXZWY2Ho2XGns9vL/87gkRZjZR5L7xZnQP9V8w//45SQcBXyACnIc93L+2zwHA36jC/WcDi+ZznJRS2hpYuLbf0sB+wBnAHvntl4iQpLuBr0l6aqDXY2Y2jpV+8dSG15Oa2Xm0Qv2LHsKHtpO0Qz5+q7wAl5lZXWNb3gnzftxhL+H+pf2+LweRmplNGJK6GuowrwDeT4Qy/zGl9NGU0hvKtoM5fv71OqKv3kbcExKwNnSrwzR7zM5ci39J0l2S9iZqNccQNaQzJJVavPvpZmaVNxM1mGlEPf0K4I5mQprzveKNwI+AlYla+ZT88fckHVzb/E5izOF1+fWIjHc0M7OXzSHa9bb8r9TH+zRaof5FQ339eOKZ6vsklTGaDgk1M6vGxXQS7fufygf9zU/K9ZVvAB+jmiPaDvwZ2FLStJRSe158907gyNrxB9VnbwiBvgTY3TUZM7Nu3K6bmZmZmZnVONjfzMzmZ4sBryQmF3QRBbb/DeQAPYR/loC5xVJKq6bV3lj7AAAgAElEQVSUXpMD6xbMn3fVt+/heG15u8OAjwPbEKtx3gk8RYQR/Y+YGPFlYFPgWEmPDeS6zczGqY8BBwJLEgOh9k8pbQL8kyo0tAPoGO4BS7Xj/Rm4KJ9nDvGgpx3YsGE7MzNrzjzts+cH+S2SOiXdI+lAYAvgM8CtwP1UwUQlcO5Zot9+BLCzpA9LulzSs0P5jzAzG0ceB54m2s124FEiuJO+woFq7fNHgH2AxYmJbpOB54CtJP211t53AX8HjiKC5CDuJ7MZxslutetaI6W0F/BXYG9g1dpmbcDtwPsd6m9m49Dk/HM20d4BfS/W0pueQvxLKEbDdnM9gx5guP9HU0oLNh7DzMxcYzczG8tyf3oqsUAtRK269Hv3kXQsvBzIuS8jEO5fq+08ChxLLNTbmv/NJu4vawDnAjeklK4l6jZ3EAvsbpj37yCCkp4EtpB070Cuw8xsvKu1tyVEuT3/fGX+fHZv+452qH/tmufU6vf35uO/vKCvmdlEl/ver6BatKW0j4vkn+1z7TTKauH+ZwIvEs8HfiFpO5j3iw+YmY22lNJawKX55bT6R8DPgZNTSts37DPQWssFwPlEX70NeC2xQO/LQf0DPF4Z41KCQS+V9HlgFQcNmZn16lbgXqK+3QJcKen5Zp5b5oXVvwS8M79V+vXHEc9laRjveCNRW/9H3m7YxzuamVk3ZRxiFzEmps/Fc0c71L9oCPf/g6Tr8/HddzezCa1WFzkFELGI1u3AOf3tWwth3gHYFliUasGX24DdJD2V2/LZeZ85wDXAicAD+VDtDKLP3hAC/WT5Pm7XzWwic7tuZmZmZmbWs5auLs+pNTOz+U8uiC1FDHRaIr/dBhwOHNzX5Layfw9hQm8B3gJsBawIrExMXGglJiHfApwF3CXp+d4mvjUeO19rG7AsMBOYI+mpgX9rM7PxK6XUDpxAnqyQzQEuAaYD2xEDrNqADSRdM1yDo3q4lpWA64kJ0x1Ug7o+IanfB0dmZhbmtz5746DXlNJCRCjSmsRk5QWJB/23AdMkPVDb1gNmzcyo2uaU0ruAk4h2eHdJP2+mf55SejtwCLA5MUkOoh3fR9JpvewzBfgc8DWirW4h/jZoB2YARwInSfrvIL/TQsBngYPzcRci6jeT87meAK4FvjTYc5iZzc9SSrsAJ1PVXR4GVpb0YpP7z1UPz/eKDYm/B1Yj2tW7gMcl3VDbdq5+dm3/pYlJ0NsRNZouYoDtJCLwf3dJl2JmZoBr7GZm40nuS/+SmJwGUTc5Ln/WRow56UoprQocA7yHanHdFuB54HTgAEmzBhvqnFJaDNiFqJusSNxXuvLPSflnfdGuWfn9UvP5B7C1JA303GZm412t/vElYkGX2UT7OY1o1++EuRfGmleh/mZm1pwc0HY98C6q/vJVkjaapxfWIP8tsTWwuKTP5fc8LsbMJpzcrz4WeC+xOMscol9dnkkWZxEh0KcO8Pil//5/+Rhvqn28vaSzhnD5vZ3T7bmZWQ9SSu8FfgosBqwj6b7+npWmlBYEdgO+QtRgiguI+vsDvew3Ffg2sD9xT2ljGMc7mplZSCmtSYR4TiLa2lZgX0k/7mUu0jwJ9Tczs/7lOajvI/rKNwN7AV391TjyveC7wAa1t+8BDgAu7WOM+sLEfKitcZ/dzGzYuV03MzMzMzPrrrX/TczMzEafpC5JTxCT2MpDd4hQzoXh5QnNLysr2pf9U0oLppSWSikdkFI6DfgLsRLnh4mwofZ8rEWAdYjJymcAP0spLZ8H2XY7Rzl2w1stkmZLekjSE/VQ/9qKo2ZmE1oOd/4OcBXxwASibd+caJNnUbX1b837jETgUKuku4nQ0DIxo1zPSnkbt91mZk2Y3/rsDaH+LZKm5f755ZIuknS2pHMk/bNxsoUnu5mZhVof/C/AnsBFwL0Nn/UoT3TbGtiMKuBtBnAUcFkv+7RImklMqruduJeUMNLZRFjR54HdU0qvG+TXWojo67fk38vfAS3AX4kBYZ/14C0zG8dm5p+tRBu4CLAe9F0DqfWzy2S3FfICLj9LKV0J/J7omx8EfIsIJr0qpXRpSunTKaUlJc1p/Jsg/x3Qkv+W+A5wNhHkXxbQnU4ERe9W//vBzGyic43dzGz8kPQHYFvgASJ8ooT6t0rqrPWZ7wT2JYKdO4g+cxfRp98BOCKlNLm3sS1NXMezRKDF4cSCuK35HO1UAdRlAa5OqnrKE8DlwBYO9Tcz61mtL34dUZvpIuoeixDhcl2jHepf+umut5iZDUkX8Fz+vSxWvnRKaRGYf2oi+W+J7zrU38wmOkn3EYvibkOMSXmO6plkJ1FXB/gEcFxK6YqU0rvzAuX9tuu1PvndRG2FfMwuYMOU0gLDfW9we25m1qsbgB2JBV0egd6fldbq6SsDexA1mLLtn4Hj+gj1b5H0EjFO5i6inj6H4R3vaGZm4T/AU3RfePz10OOiuaMS6j+/1H7MzMaa/Gz0GmKszA/y2JgeaxwNzzJ3o3v48zPAz4Fre9o/j7dplfQCMd7mAaLPXp7VNvbZXzvkL2dmNgG5XTczMzMzM+uupavLCwmbmdn8Jz/gbgWOIApss4DJ+ePjJX22tm23iWoppVWBFYD9889ViEFSrcRk5zaiUNdCNRF5DlHAK+4GNpZ0/2AmwpmZWc9SSm8ATgDWpWp3S5tcAjyvAbYEnh+pCQgppTWA3wGLEw9t2omBtetIeq6vfc3MLLjPbmY2/qWUFu2vf1wmN6SUtgAuoAqObiX63F+WdEcf+7fm4OfVgT8AS1HdA0pffQZxvzlJ0v2D+B5vBj4DfAqYQgz8ugT4JvBoXlzAzGxcSim9GrgWeF3t7XMkfSJ/XtrhltrA1/qiWRsDaxDBocsBi9aOM4dos8vA2C6i/X+WCK/YUdKDPfXXa+dbGvgqEaqxTP74LuB99UV0zcwsuMZuZjZ+1OsuPQVt1vrMqwLHAO8hgitKu/88cDpwgKRZg62Tp5SmAm8gFpDZiJjsVpRzFVcTC3xdJunxgZ7LzGyiSSm9Efg78AqqZ6nXAB8HnqgFDY1oqH/ebyvgT5IeGWxokZnZRFbrnx9KLHjbQfTPAbaTdO4oXsvLfz/0F9rvNt/MLKSUlgE2BrYH3l/7qPTTS339QeBvwJGS/ljbv8f2tnZ/WJkIg14kf9QFbCTp6pH4PmZm1rPexr40fp5/v5IIkyt1lheBbwNH9VV7qdVxNgfOAham9/GOJ0v6b+O5zcysbzn8cwoxrvydVHWYJ4g5RLfVth2xUP/a2MplgQ5JT7k9NzMbHSmlzwA/zi9nEM9NrwY+JenefvYtffavEnOGWvO/+hjLGcCRwM/L8dzGm5mNHLfrZmZmZmY2njnY38zM5msppZWAm4DFgJnEw3iAnxErb94FLEg8lP8gsDqwNTEoaipVOOisvE19wnGjDmLwVGf+eS+wnqSH+pv4YGZmzesheKg8MCmDWZ8k2t+7RvKBSUrpHGAbqrDo/wFrS3pkJM5nZjZeuc9uZjb+9dcvzxOUrwZeSTW46iVgJ0m/bOb4xH3kVOBDVBMwyjlb8nGPJgZY3T2I7/BmYE/iHvJnSRcM9BhmZmNRSmlx4GJgHbr314+WtH8P208CVgU2BTYjQv2n5o+7qCYhl3pOUfri9RrPA0RAf4+LcTWE+3+dWDzgWWANSU+nlNolzR7Sf4CZ2TjkGruZ2fjSV1s9WuH+tfNtCfwfUcufms8zGTifqMefBMzxhDczs+allE4CdqXqtz8NbCrpbymlNoBRCPX/BFF/Pws40OH+ZmaDl8M7L8kvS738PGAP4IWRbltrwRWLSHp+JM9lZjZepZQOANYnnoVCVeOG6vlnJxECdI2ky2v7ztWProV9fhfYn6qecjWwvaRHR+zLmJnZoKSUDgO+SrT3nUS7fSmwVa6191s3SSmlvM8bmPt5LcR4x2OJ8Y4akS9iZjbOpZT2BY7KL7uI2vmeks7M9fWXn1sOd6h/w3WcS/zNcIDr62ZmIy+l9A7gTOD1VGPfO4gx6TcO4DjrAVfV3ppF1PRb8+sZwPHAaZLuGPqVm5lZT9yum5mZmZnZeOdgfzMzm++llD4HfIeYNFwPHnoWmE6EhEIEwBWdxIPydqoBUS8Sk5pvJh7Mz8nbrU4UABfJr1uJyRaTgMuAHSU9MwJfzcxswuoheGgO1arI7UT7u52kF0fg3GVy20HAoUSb30IMpP2gpN8M9znNzMY799nNzCamHMg/lehX70NMmpiUP/6OpK+V7ZqZwJBS2h74RX7ZBdwHvJZq4vQM4GTgFEl/H8T1TpE0s379nlhhZhNBSml9ImhoQbr31y8AbiUW6lqBCPRfDdiI7qEVLcTA2SnVUV/uq0+iu7IYV+mv/wPYRNKjvQRdlKDSxYF3ATdIet6h/mZmfXON3cxs4hiNcP/GfVJKCwGzJHWklBaW9ELj9QzDVzMzmxBSSvsQi9bWayk3AR+Q9GzeZkRC/Wt992OBvYHHgcuBL0l6Yji+n5nZRJNSeh1Rd0lEn7yNWGRxY0m3DnWxrX7OXf42WJK4b/yHCLPzIotmZk2o1zRSSssCGwDfAJYBFiVq3W3E887JebcngF8B3wf+J2l6CfLv4fgbEc9fFybuEY8Cu0r63UjeH8zMrDm1/vTqxCK2a1EF8t9PLJx+/0Da7JTSN4l7SRcxBv6fwJpEXaeFGO94FnCUpH8M81cyMxv3UkobAL8mQvpLff0+YG1JT9UW2Rr2UP/afWMT4DfAM8CFwDdcizEzGxm1dv0LxLjEMm69i1i8/HuDaM9/B2yYX/6TGGPzjvy6hQiFPpNo3x8eju9hZmbB7bqZmZmZmU0Urf1vYmZmNs+dBpxCFThUAtgWJiazLQa8ghhA20k1oHYSUXi7jgh92wh4j6QtJH1C0vaSdgLeTxTu7sr7lcALgDWA9SGKhiP7Nc3MJg5J9wB7ANcT7XYr1UQ3iCC5TUeo7S2TKf6af5bQC6iCp83MbGDcZzczm2BqA6cWBDYh2uXSn7+JaNfLIKw+B1illFryIgE3E4vCdOZ/txJtfxfRj18A+BSwdUpp6kCvuR7qn187hM7MJoo/EWETM+jeX/8YMUD2cuDnwAHAxkR7PiNv00XUbVqIfvw5wA+BrYiwi82AHYDvEsEWJWC0nWjLVwMOTikt2FO7mye/tUh6RtJvcqh/m0P9zcz65hq7mdnEUesz3wnsSwR4dhBtbxexIO4OwBEppck5wLmt9yP2eI7GkKIZkjry79Mbr2cw38PMbKLJNW+AnxDPQlup6iUrA5/P2y3HyIT6t+R7wgpEHQfglcAHgKWG8NXMzCY0Sf8l6jGt+V8H0a6enFJaLLe9LX0cYijn7kopLUDcQ94AbA6cmlJ69Uicz8xsvCk1lvz7Y5LOAj4E7AfcQvTXW4hQ/1l5t6WAPYlw/++llF5XD/Wvt/mSrgSOyy9bgFcBX8qfOdTfzGweq9W21yNC/SFq7LOBc4FHSz2lv2PVnsGWgLg5RC39emIBrvLeAkT9/t0e425mNnCSrgJ+R1Vf7wBWBL6ZUnpFDgndiWEO9c/nLtu/nejfLwFsD2w7hK9kZmZ9yO360sA+xHj3DqLP/jDwx7xNU+15rWbzONGOzwHuBc4A7qGaozQZ+Ciw7LB9ETMzA9yum5mZmZnZxOEHwWZmNt+T9CzwbeAEYpDTFGKCWytVKGg7ERjURqx8/1/gQGBrSesBn5H0lzyhgpRSa0qpBIE+I+lmIoDovnysEhq0LFG0oz4A18zMhq6X4KHS1r4O2IUY9MRAwyf6OW95wFMG3JaBXZDDh0Zqcp2Z2XjlPruZ2cRT61fvB6xC9OVLO3wzcH/ert+2WVJXPt49wCPEvaIVuIq4v/yHatDVZGJSRkfPRzMzs0Z5YZPjiUGr9cW4uqjqI7Pz6xJSsUD++SBwLVHDeVdegOtLki6U9EdJv5V0pqQDgXcCfyfa8LKYF8A6RHBFjzWXxsG4DrYwM2uOa+xmZhPHaIT7N5yvs6ffzcysebXQ0E7gAuA5qsW4FgE+nFL6IlFPH9ZQ/9r5FwS+AyxDLOLYBfwDeGqIX8/MbEJqWLTl30SbXRZtWQX4YlnkdgRrI+8kFmlpJ+pAGxE1IDMza0Kpb9cC/u+WdBrRvh4M/D5vOjn/LEFDbwX2Bv6SUto3pbRmw/HKOMfzgDuogqLXTSntPtLfy8zM+pdSakkpvQr4VH6rg6pffbGkWc2GydXGRN5E1HxagcWBXwJfIf5eKKYDD3iMu5nZwNQWRPkp8ABVHQaiNrJZSmk34JT83rCF+teu4d3A1/PL0o7fO5hjmZlZ32rt/vrEs83SX28BLpd0wwAPWcbM3FJ7/TbgF8DXiLlLpY7/8zxv1czMhonbdTMzMzMzm0gc7G9mZmOCpMeAg4jV7G8nQt7Kg/gyAe63wI+BjYF1JH1X0gX5EJ0Nx5sjaXb5PU+AewDYHniRCBztzP/ekVJaqFY4NDOzYdJD8FAbVQDQB4hJEgw1fKIXJahuDtXDnGfy+QY1YMvMbCJzn93MbMJ6c+33diIQ6MjcdjcdWJG37QJeyG+1AhtLOh84nJgI0UpMot6z3CPMzKw5kp4kBqx+jwiKm0IVAtqWf28hQiqeBM4FPkv03TeU9Iv64NbSxtd+tkm6D9gSeIzor5fFAlbN77vmYmY2zFxjNzObOEY73N/MzIautqjtBcQk4lZisUWAtxAL2y5LhO4PW6h/3reVqOusnd+anI9/haTHB/eNzMwmtlq94z4iwBOqeswU4GPAJ1NKU4Yz3L+MhUkpLUbU7d+WP2oFRNSFzMxsAOo17Nzv7iD659sD+xHt63SiH13C/WcBSwHfBc5MKX0hpbRkSqm1NoblDuAvVAFCk4ANGp+tmpnZ6Mtt/4JELQaq55sXS/rTIA/bSoRIzyHuGe+VdCHwQ2JxxUeBXSX9dtAXbmY2QdUWRLkV+Hv+vYyHeT0xDvLE/HokQv2XIf4+mEzU8FuBfxF/K5iZ2TCrtfvvJdresghXF3AldAuJbkZ5xjol/5wNLAGskO8T3wYuBg6X9IVBHN/MzPrgdt3MzMzMzCYS//FhZmZjhqQXJV0GbAC8h5gA8VFgXWIC2uaS9pV0m6RHG/adM9cBu39eJjT/G7it9lEb8EZg6f6OYWZmg9ND8NAkqoFWe6eUDsvbDUv4REqpPf+6Sv45h3gYBDGQy8zMBsl9djOziSWltCKwWX5ZJj48BzyTJz4PZDJEKzGxud6WLwQg6VQisG4/YBtJzzmYzsxs4HJo2yHAu4ETgD8C/yMWVbkFOB3YHVgD2F7S8ZLuyYu1tDYcq6vhZ2dtMa6DiGCLNqrBt8uNwlc0M5uQXGM3M5s4HO5vZjY2SXqEqLm8QEwyLotklYnLZQHGnw411L8WFLoc8XfCm/LrVuC3kn7QsJ2ZmQ2QpOeJcIiniDpMadffBHwK2DilNGk4wv3z/aA8P/0+eRHd7Cngl8DNc+1oZmZNy/WTlrww1xOSjgG2BfYHHqRaJGsy0eYvAKxEtMtnA19JKU0uxyKeld5HVTf/eP7nRXHNzOa9dYlFWmZTLcLy8BCO10U8Hy01nKkAkk4GdgM2lfRrcC3GzGywJD0FfAV4lqpPDvCa/HMmVaj/J4Yj1D9bD/gIMQZygfze0ZL+NYRjmplZ/15HNfa8jehv3wL9zz2tq90DFsk/W4hazRL589OBvSQdBBH+7HmpZmYj4nW4XTczMzMzs3HOwf5mZjbmSHpa0oOSfi3pIkk3SrqlFOIGO9BJUmd+yH9XfquVeKg/gygQmpnZCOkleKgMtPpqSunAvN2Qwyckzc6/rpt/thMPg/6W/5mZ2RC5z25mNmFMJfrTs6meN9wt6Rm6B/T3K09uXowYsFVMrk1+vhw4toT6DybQyMzMYkCrpNuAz0haF3gzsKKktSXtJOkUSQ+SF2wpffdmBrXW2uZ/EP30ltq/1R0oamY2clxjNzObOBzub2Y2Nkm6Ffg8MJ0IH+qke+3kCkmfASjt90DP0bDg7qHAprWP7waOztsNNdDIzGzCk3Q3sWjLNKJdL4ssrgl8CdgypbRA7r8Pat5WDpzozL8fnc9H7VzXAz/OCw2YmdkQNI5rlHS7pBOBtYm+9R/zppPzz5n550bEYi9/TiltlVJaKS+2fmbeprTZn0opvW7Ev4iZmfVnmfyzjTwuBngEoq7S7EFq4+DfDixKNYb9hbKNpJsl3VG2dy3GzGzwJP2bWEyx1GFm1z6ekn9uL+mclFLrYNvdci9IKa0MHAIsW/v4FOCM/LkXazEzGwEppQWB1xJzk8oYmNlAy0Db3pRSWXBx9fyzBXgS+G/ZRtL/8rYtDn82Mxt+btfNzMzMzGyicLC/mZmNO4Md6FQr/JXBs11EEMVLxAN/MzMbQT0ED9UHWn07pXRo3q5zqAOgUkrvAN5F7QEQ8PBQjmlmZs1zn93MbNxYmGiH6wFDXfD/7N1plGVXeR7gt7pbAxoAMcqImcBegjAIMxgDZlpgZggxiYAAirBMCLHDvMJsMINshyGABZhgEAhLTGaIbAYTM5k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      "text/plain": [
       "<Figure size 7500x3000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imputer_age = SimpleImputer(strategy=\"median\")\n",
    "titanic[\"age\"] = imputer_embark_town.fit_transform(titanic[[\"age\"]])\n",
    "\n",
    "msno.matrix(titanic)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### patsy 패키지"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이번에는 patsy 패키지를 사용하여 데이터프레임에서 원하는 데이터만 선택하거나 새로운 데이터를 조합 생성하는 방법을 살펴본다. 설명을 위해 patsy 패키지가 제공하는 `demo_data()` 함수로 다음과 같은 예제 데이터프레임을 만들자. `demo_data()` 함수는 `x`로 시작하는 변수에 대해 임의의 실수 데이터를 생성한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>x5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.764052</td>\n",
       "      <td>-0.977278</td>\n",
       "      <td>0.144044</td>\n",
       "      <td>0.333674</td>\n",
       "      <td>-2.552990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.400157</td>\n",
       "      <td>0.950088</td>\n",
       "      <td>1.454274</td>\n",
       "      <td>1.494079</td>\n",
       "      <td>0.653619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.978738</td>\n",
       "      <td>-0.151357</td>\n",
       "      <td>0.761038</td>\n",
       "      <td>-0.205158</td>\n",
       "      <td>0.864436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.240893</td>\n",
       "      <td>-0.103219</td>\n",
       "      <td>0.121675</td>\n",
       "      <td>0.313068</td>\n",
       "      <td>-0.742165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.867558</td>\n",
       "      <td>0.410599</td>\n",
       "      <td>0.443863</td>\n",
       "      <td>-0.854096</td>\n",
       "      <td>2.269755</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         x1        x2        x3        x4        x5\n",
       "0  1.764052 -0.977278  0.144044  0.333674 -2.552990\n",
       "1  0.400157  0.950088  1.454274  1.494079  0.653619\n",
       "2  0.978738 -0.151357  0.761038 -0.205158  0.864436\n",
       "3  2.240893 -0.103219  0.121675  0.313068 -0.742165\n",
       "4  1.867558  0.410599  0.443863 -0.854096  2.269755"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from patsy import demo_data\n",
    "\n",
    "df = pd.DataFrame(demo_data(\"x1\", \"x2\", \"x3\", \"x4\", \"x5\"))\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터 분석을 시작할 때는 다양한 데이터를 하나의 데이터프레임에 넣고 시작하는 경우가 많다.  patsy 패키지가 제공하는 `dmatrx()` 함수를 사용하면 데이터 프레임에 상수항을 추가하거나 원하는 데이터만 선택하거나 변형할 수 있다. `dmatrx()` 함수에 모형 정의 문자열 `formula`와 원 데이터를 담은 데이터프레임 data을 입력하면 `formula`에서 지정한 대로 변환된 데이터 data_transformed를 출력한다.\n",
    "\n",
    "```\n",
    "data_transformed = dmatrix(formula, data)\n",
    "```\n",
    "\n",
    "formula는 데이터 열 이름 기반으로 구성된 문자열이다. 선택하고자 하는 데이터 열 이름을 `+`로 연결한 formula 문자열을 입려하면 자동으로 해당 데이터만 뽑아준다. 예를 들어 전체 데이터 중 x1만을 뽑고 싶으면 formula 문자열에 `x1 + 0`이라고 입력한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 1)\n",
       "       x1\n",
       "  1.76405\n",
       "  0.40016\n",
       "  0.97874\n",
       "  2.24089\n",
       "  1.86756\n",
       "  Terms:\n",
       "    'x1' (column 0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from patsy import dmatrix \n",
    "\n",
    "dmatrix(\"x1 + 0\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "전체 데이터 중 x1, x2, x3를 뽑고 싶으면 formula 문자열에 `x1 + x2 + x3 + 0`이라고 입력한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 3)\n",
       "       x1        x2       x3\n",
       "  1.76405  -0.97728  0.14404\n",
       "  0.40016   0.95009  1.45427\n",
       "  0.97874  -0.15136  0.76104\n",
       "  2.24089  -0.10322  0.12168\n",
       "  1.86756   0.41060  0.44386\n",
       "  Terms:\n",
       "    'x1' (column 0)\n",
       "    'x2' (column 1)\n",
       "    'x3' (column 2)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmatrix(\"x1 + x2 + x3 + 0\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`+ 0`은 1로 구성된 상수항을 넣지 말라는 뜻이다. 만약 이 부분이 없으면 patsy는 자동으로 가장 앞에 Intercept란 이름의 상수항 데이터를 추가한다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 4)\n",
       "  Intercept       x1        x2       x3\n",
       "          1  1.76405  -0.97728  0.14404\n",
       "          1  0.40016   0.95009  1.45427\n",
       "          1  0.97874  -0.15136  0.76104\n",
       "          1  2.24089  -0.10322  0.12168\n",
       "          1  1.86756   0.41060  0.44386\n",
       "  Terms:\n",
       "    'Intercept' (column 0)\n",
       "    'x1' (column 1)\n",
       "    'x2' (column 2)\n",
       "    'x3' (column 3)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmatrix(\"x1 + x2 + x3\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`- 1`도 `+ 0`과 같은 뜻이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 3)\n",
       "       x1        x2       x3\n",
       "  1.76405  -0.97728  0.14404\n",
       "  0.40016   0.95009  1.45427\n",
       "  0.97874  -0.15136  0.76104\n",
       "  2.24089  -0.10322  0.12168\n",
       "  1.86756   0.41060  0.44386\n",
       "  Terms:\n",
       "    'x1' (column 0)\n",
       "    'x2' (column 1)\n",
       "    'x3' (column 2)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmatrix(\"x1 + x2 + x3 - 1\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`dmatrix()` 함수는 변수를 어떤 함수에 넣어서 다른 갑으로 만드는 수학 변환(transform)도 가능하다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 3)\n",
       "  Intercept       x1  np.log(np.abs(x2))\n",
       "          1  1.76405            -0.02298\n",
       "          1  0.40016            -0.05120\n",
       "          1  0.97874            -1.88811\n",
       "          1  2.24089            -2.27090\n",
       "          1  1.86756            -0.89014\n",
       "  Terms:\n",
       "    'Intercept' (column 0)\n",
       "    'x1' (column 1)\n",
       "    'np.log(np.abs(x2))' (column 2)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmatrix(\"x1 + np.log(np.abs(x2))\", df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "numpy 함수 뿐 아니라 사용자 정의 함수도 사용할 수 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 2)\n",
       "  Intercept  ten_times(x1)\n",
       "          1       17.64052\n",
       "          1        4.00157\n",
       "          1        9.78738\n",
       "          1       22.40893\n",
       "          1       18.67558\n",
       "  Terms:\n",
       "    'Intercept' (column 0)\n",
       "    'ten_times(x1)' (column 1)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def ten_times(x):\n",
    "    return 10 * x\n",
    "\n",
    "dmatrix(\"ten_times(x1)\", df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "기존의 데이터를 조합 연산하여 새로운 데이터를 만드는 것도 가능하다. 특히 두 변수를 곱해서 만들어지는 새로운 변수를 **상호작용(interaction)**이라고 한다. 상호작용은 `:` 기호를 사용하여 만들어진다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 3)\n",
       "       x1        x2     x1:x2\n",
       "  1.76405  -0.97728  -1.72397\n",
       "  0.40016   0.95009   0.38018\n",
       "  0.97874  -0.15136  -0.14814\n",
       "  2.24089  -0.10322  -0.23130\n",
       "  1.86756   0.41060   0.76682\n",
       "  Terms:\n",
       "    'x1' (column 0)\n",
       "    'x2' (column 1)\n",
       "    'x1:x2' (column 2)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmatrix(\"x1 + x2 + x1:x2 + 0\", df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "두 변수와 상호작용을 한꺼번에 표시할 때는 `*`를 사용한다. 따라서  다음 수식은 바로 전의 수식과 동일하다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 3)\n",
       "       x1        x2     x1:x2\n",
       "  1.76405  -0.97728  -1.72397\n",
       "  0.40016   0.95009   0.38018\n",
       "  0.97874  -0.15136  -0.14814\n",
       "  2.24089  -0.10322  -0.23130\n",
       "  1.86756   0.41060   0.76682\n",
       "  Terms:\n",
       "    'x1' (column 0)\n",
       "    'x2' (column 1)\n",
       "    'x1:x2' (column 2)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmatrix(\"x1 * x2 + 0\", df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "상호작용을 제외한  경우에는 `I()`라는 연산자를 사용하여 연산과정을 명시해야 한다. 예를 들어 두 변수 x1과 x2를 더하여 새로운 데이터를 만들고 싶다면 다음과 같이 한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 3)\n",
       "       x1        x2  I(x1 + x2)\n",
       "  1.76405  -0.97728     0.78677\n",
       "  0.40016   0.95009     1.35025\n",
       "  0.97874  -0.15136     0.82738\n",
       "  2.24089  -0.10322     2.13767\n",
       "  1.86756   0.41060     2.27816\n",
       "  Terms:\n",
       "    'x1' (column 0)\n",
       "    'x2' (column 1)\n",
       "    'I(x1 + x2)' (column 2)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dmatrix(\"x1 + x2 + I(x1 + x2) + 0\", df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "선형회귀분석을 할 때는 조건수(condition number)의 영향때문에 데이터의 평균을 0으로 표준편차를 1로 만드는 **스케일링(scaling)** 작업을 하는 것이 분석 결과의 품질을 높일 수 있다. patsy 패키지는 스케일링을 위한 함수도 제공한다.\n",
    "\n",
    "* `center()`: 평균을 0으로 스케일링\n",
    "* `standardize()`: 평균을 0으로하고 표준편차를 1로 스케일링\n",
    "* `scale()`: `standardize()` 과 같음"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "예를 들어 x1 데이터의 평균을 제거하는 변환은 다음과 같다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DesignMatrix with shape (5, 1)\n",
       "  center(x1)\n",
       "     0.31377\n",
       "    -1.05012\n",
       "    -0.47154\n",
       "     0.79061\n",
       "     0.41728\n",
       "  Terms:\n",
       "    'center(x1)' (column 0)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm = dmatrix(\"center(x1) + 0\", df)\n",
    "dm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이 변환 연산은 다음과 같이 x1 데이터에서 x1의 평균을 빼는 것과 같다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.313773\n",
       "1   -1.050123\n",
       "2   -0.471542\n",
       "3    0.790613\n",
       "4    0.417278\n",
       "Name: x1, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.x1 - np.mean(df.x1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이 때 평균값은 `design_info`라는 속성 내부에 저장된다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{EvalFactor('center(x1)'): FactorInfo(factor=EvalFactor('center(x1)'),\n",
       "            type='numerical',\n",
       "            state=<factor state>,\n",
       "            num_columns=1)}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm.design_info.factor_infos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이 값을 저장하는 이유는 다음과 같. 어떤 학습용 데이터를 사용하여 예측모형을 만든다고 하자. 이 때 학습성능을 좋게 하기 위해 학습용 데이터의 평균값을 데이터에서 빼는 스케일링을 실시하였다. 학습이 끝난 후 이 모형을 사용하여 실제 예측을 할 때 새로운 검증용 데이터를 이 모형에 넣으려면 모형을 학습할 때 사용한 것과 동일한 전처리를 해야 한다. 이 때 학습용 데이터의 평균값을 빼야 한다는 점에 주의한다. 이렇게 하기 위해서는 전처리 과정에서 계산한 평균값을 기억하고 있어야 한다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sklearn.preprocessing 패키지"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "sklearn패키지의 preprocessing 서브패키지도 스케일링 및 변수변환을 위한 `StandardScaler` 클래스는 기능을 제공한다.\n",
    "\n",
    "이 클래스의 사용방법은 다음과 같다. \n",
    "\n",
    "1. 학습용 데이터를 입력으로 `fit()` 메서드를 실행하면 평균값과 표준편차를 계산하여 객체내에 저장한다. \n",
    "2. 다시 학습용 데이터를 입력으로 하여 `transform()` 메서드를 실행하면 저장했던 평균값을 빼서 새로운 평균값이 0이 되도록 만들고, 저장한 표분편차로 나우어 새로운 표준편차가 1이 되도록 데이터를 변환하여 출력한다. 1단계와 2단계를 합쳐서 `fit_transform()` 메서드를 실행할 수도 있다.\n",
    "3. 검증용 데이터를 입력으로 하여 `transform()` 메서드를 실행해도 학습용 데이터의 평균값과 표준편차를 사용하여 검증용 데이터를 변환한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0],\n",
       "       [1],\n",
       "       [2],\n",
       "       [3],\n",
       "       [4],\n",
       "       [5],\n",
       "       [6]])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = np.arange(7).reshape(-1, 1)  \n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.5],\n",
       "       [-1. ],\n",
       "       [-0.5],\n",
       "       [ 0. ],\n",
       "       [ 0.5],\n",
       "       [ 1. ],\n",
       "       [ 1.5]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "그런데 만약 데이터 집합에 다른 데이터와 동떨어진 아웃라이어가 존재하는 경우에는 스케일링을 했을 때 데이터가 0이 아닌 다른 곳으로 모일 수 있다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[   0],\n",
       "       [   1],\n",
       "       [   2],\n",
       "       [   3],\n",
       "       [   4],\n",
       "       [   5],\n",
       "       [   6],\n",
       "       [1000]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X2 = np.vstack([X, [[1000]]])\n",
    "X2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.38705669],\n",
       "       [-0.38402392],\n",
       "       [-0.38099115],\n",
       "       [-0.37795839],\n",
       "       [-0.37492562],\n",
       "       [-0.37189286],\n",
       "       [-0.36886009],\n",
       "       [ 2.64570872]])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler.fit_transform(X2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이 때는 `RobustScaler` 클래스를 사용한다. 이 클래스는 중앙값이 0, IQR(interquartile range)이 1이 되도록 변환하기 때문에 아웃라이어가 섞여 있어도 대부분의 데이터는 0 주위에 남아있게 된다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.00000000e+00],\n",
       "       [-7.14285714e-01],\n",
       "       [-4.28571429e-01],\n",
       "       [-1.42857143e-01],\n",
       "       [ 1.42857143e-01],\n",
       "       [ 4.28571429e-01],\n",
       "       [ 7.14285714e-01],\n",
       "       [ 2.84714286e+02]])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import RobustScaler\n",
    "\n",
    "scaler = RobustScaler()\n",
    "scaler.fit_transform(X2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "preprocessing 서브패키지는 데이터 변환을 위한 `FunctionTransformer` 클래스와 `PolynomialFeatures` 클래스도 제공한다.\n",
    "\n",
    "`PolynomialFeatures` 클래스는 입력 데이터 $x$를 다음과 같이 여러개의 다항식으로 변환한다.\n",
    "\n",
    "$$ x \\;\\; \\rightarrow \\;\\; [ 1, x, x^2, x^3, \\cdots ] $$\n",
    "\n",
    "다음과 같은 입력 인수를 가진다.\n",
    "\n",
    "* `degree` : 차수\n",
    "* `include_bias` : 상수항 생성 여부\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.,  0.,  0.],\n",
       "       [ 1.,  1.,  1.],\n",
       "       [ 1.,  2.,  4.],\n",
       "       [ 1.,  3.,  9.],\n",
       "       [ 1.,  4., 16.],\n",
       "       [ 1.,  5., 25.],\n",
       "       [ 1.,  6., 36.]])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "\n",
    "poly = PolynomialFeatures(degree=2)\n",
    "poly.fit_transform(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`FunctionTransformer` 클래스는 사용자가 지정한 함수를 사용하여 입력값 $x$를 변환한다.\n",
    "\n",
    "$$ x \\;\\; \\rightarrow \\;\\; [ f_1(x),  f_2(x),  f_3(x),  \\cdots ] $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터 변환은 비선형 회귀분석에서 원하는 목표값을 더 잘 예측하기 위한 새로운 데이터를 만들 때 사용된다. 예를 들어 '360도'와 같은 각도 데이터는 그 자체로 예측문제의 입력값으로 넣을 수 없다. 0도와 360도, 10도와 370도는 사실 같은 각도지만 다른 숫자로 표현되기 때문이다. 이 때는 각도 $\\theta$를 다음과 같이 삼각함수값의 쌍으로 바꾸면 같은 각도를 같은 숫자쌍으로 표현할 수 있다.\n",
    "\n",
    "$$ \\theta \\;\\; \\rightarrow \\;\\; (\\sin\\theta, \\cos\\theta) $$\n",
    "\n",
    "다음 예제 코드에서 원래 데이터 `X`는 각도 표시로 되어 있다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0],\n",
       "       [ 90],\n",
       "       [180],\n",
       "       [270],\n",
       "       [360],\n",
       "       [450],\n",
       "       [540],\n",
       "       [630],\n",
       "       [720]])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = 90 * np.arange(9).reshape(-1, 1) \n",
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "하지만 `X2`는 삼각함수로 변환되었다. 각도 0도와 각도 360도가 모두 같은 값인 (0,1)로 표현된 것을 확인할 수 있다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2400x1500 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import FunctionTransformer\n",
    "\n",
    "def degree2sincos(X):\n",
    "    x0 = np.sin(X * np.pi / 180)\n",
    "    x1 = np.cos(X * np.pi / 180)\n",
    "    X_new = np.hstack([x0, x1])\n",
    "    return X_new\n",
    "\n",
    "X2 = FunctionTransformer(degree2sincos).fit_transform(X)\n",
    "\n",
    "plt.subplot(211)\n",
    "plt.plot(X, marker=\"o\")\n",
    "plt.yticks(X.flatten())\n",
    "plt.title(\"각도 표현\")\n",
    "plt.subplot(212)\n",
    "plt.plot(X2, marker=\"o\")\n",
    "plt.title(\"삼각함수 표현\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}