{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPython 3.5.6\n",
      "IPython 6.5.0\n",
      "\n",
      "sklearn 0.20.1\n",
      "numpy 1.15.2\n",
      "scipy 1.1.0\n",
      "matplotlib 3.0.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -v -p sklearn,numpy,scipy,matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hide_input": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from preamble import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 데이터 표현과 특성 공학"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 범주형 변수"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 원-핫-인코딩 (가변수)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>age</th>\n",
       "      <th>workclass</th>\n",
       "      <th>education</th>\n",
       "      <th>gender</th>\n",
       "      <th>hours-per-week</th>\n",
       "      <th>occupation</th>\n",
       "      <th>income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39</td>\n",
       "      <td>State-gov</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Adm-clerical</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>Self-emp-not-inc</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Male</td>\n",
       "      <td>13</td>\n",
       "      <td>Exec-managerial</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Private</td>\n",
       "      <td>HS-grad</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>53</td>\n",
       "      <td>Private</td>\n",
       "      <td>11th</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>Handlers-cleaners</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>Private</td>\n",
       "      <td>Bachelors</td>\n",
       "      <td>Female</td>\n",
       "      <td>40</td>\n",
       "      <td>Prof-specialty</td>\n",
       "      <td>&lt;=50K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age          workclass   education   gender  hours-per-week  \\\n",
       "0   39          State-gov   Bachelors     Male              40   \n",
       "1   50   Self-emp-not-inc   Bachelors     Male              13   \n",
       "2   38            Private     HS-grad     Male              40   \n",
       "3   53            Private        11th     Male              40   \n",
       "4   28            Private   Bachelors   Female              40   \n",
       "\n",
       "           occupation  income  \n",
       "0        Adm-clerical   <=50K  \n",
       "1     Exec-managerial   <=50K  \n",
       "2   Handlers-cleaners   <=50K  \n",
       "3   Handlers-cleaners   <=50K  \n",
       "4      Prof-specialty   <=50K  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "# 이 파일은 열 이름을 나타내는 헤더가 없으므로 header=None으로 지정하고\n",
    "# \"names\" 매개변수로 열 이름을 제공합니다\n",
    "data = pd.read_csv(\n",
    "    os.path.join(mglearn.datasets.DATA_PATH, \"adult.data\"), header=None, index_col=False,\n",
    "    names=['age', 'workclass', 'fnlwgt', 'education',  'education-num',\n",
    "           'marital-status', 'occupation', 'relationship', 'race', 'gender',\n",
    "           'capital-gain', 'capital-loss', 'hours-per-week', 'native-country',\n",
    "           'income'])\n",
    "# 예제를 위해 몇개의 열만 선택합니다\n",
    "data = data[['age', 'workclass', 'education', 'gender', 'hours-per-week',\n",
    "             'occupation', 'income']]\n",
    "# IPython.display 함수는 주피터 노트북을 위해 포맷팅된 출력을 만듭니다\n",
    "display(data.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 문자열로 된 범주형 데이터 확인하기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Male      21790\n",
      " Female    10771\n",
      "Name: gender, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.gender.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "원본 특성:\n",
      " ['age', 'workclass', 'education', 'gender', 'hours-per-week', 'occupation', 'income'] \n",
      "\n",
      "get_dummies 후의 특성:\n",
      " ['age', 'hours-per-week', 'workclass_ ?', 'workclass_ Federal-gov', 'workclass_ Local-gov', 'workclass_ Never-worked', 'workclass_ Private', 'workclass_ Self-emp-inc', 'workclass_ Self-emp-not-inc', 'workclass_ State-gov', 'workclass_ Without-pay', 'education_ 10th', 'education_ 11th', 'education_ 12th', 'education_ 1st-4th', 'education_ 5th-6th', 'education_ 7th-8th', 'education_ 9th', 'education_ Assoc-acdm', 'education_ Assoc-voc', 'education_ Bachelors', 'education_ Doctorate', 'education_ HS-grad', 'education_ Masters', 'education_ Preschool', 'education_ Prof-school', 'education_ Some-college', 'gender_ Female', 'gender_ Male', 'occupation_ ?', 'occupation_ Adm-clerical', 'occupation_ Armed-Forces', 'occupation_ Craft-repair', 'occupation_ Exec-managerial', 'occupation_ Farming-fishing', 'occupation_ Handlers-cleaners', 'occupation_ Machine-op-inspct', 'occupation_ Other-service', 'occupation_ Priv-house-serv', 'occupation_ Prof-specialty', 'occupation_ Protective-serv', 'occupation_ Sales', 'occupation_ Tech-support', 'occupation_ Transport-moving', 'income_ <=50K', 'income_ >50K']\n"
     ]
    }
   ],
   "source": [
    "print(\"원본 특성:\\n\", list(data.columns), \"\\n\")\n",
    "data_dummies = pd.get_dummies(data)\n",
    "print(\"get_dummies 후의 특성:\\n\", list(data_dummies.columns))"
   ]
  },
  {
   "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>age</th>\n",
       "      <th>hours-per-week</th>\n",
       "      <th>workclass_ ?</th>\n",
       "      <th>workclass_ Federal-gov</th>\n",
       "      <th>...</th>\n",
       "      <th>occupation_ Tech-support</th>\n",
       "      <th>occupation_ Transport-moving</th>\n",
       "      <th>income_ &lt;=50K</th>\n",
       "      <th>income_ &gt;50K</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>53</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  hours-per-week  workclass_ ?  workclass_ Federal-gov      ...       \\\n",
       "0   39              40             0                       0      ...        \n",
       "1   50              13             0                       0      ...        \n",
       "2   38              40             0                       0      ...        \n",
       "3   53              40             0                       0      ...        \n",
       "4   28              40             0                       0      ...        \n",
       "\n",
       "   occupation_ Tech-support  occupation_ Transport-moving  income_ <=50K  \\\n",
       "0                         0                             0              1   \n",
       "1                         0                             0              1   \n",
       "2                         0                             0              1   \n",
       "3                         0                             0              1   \n",
       "4                         0                             0              1   \n",
       "\n",
       "   income_ >50K  \n",
       "0             0  \n",
       "1             0  \n",
       "2             0  \n",
       "3             0  \n",
       "4             0  \n",
       "\n",
       "[5 rows x 46 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(data_dummies.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X.shape: (32561, 44)  y.shape: (32561,)\n"
     ]
    }
   ],
   "source": [
    "features = data_dummies.loc[:, 'age':'occupation_ Transport-moving']\n",
    "# NumPy 배열 추출\n",
    "X = features.values\n",
    "y = data_dummies['income_ >50K'].values\n",
    "print(\"X.shape: {}  y.shape: {}\".format(X.shape, y.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "사이킷런 0.22 버전에서 `LogisticRegression` 클래스의 `solver` 매개변수 기본값이 `liblinear`에서 `lbfgs`로 변경될 예정입니다. 사이킷런 0.20 버전에서 `solver` 매개변수를 지정하지 않는 경우 이에 대한 경고 메세지가 출력됩니다. 경고 메세지를 피하기 위해 `solver` 매개변수 값을 `liblinear`로 지정합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 점수: 0.81\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
    "logreg = LogisticRegression(solver='liblinear')\n",
    "logreg.fit(X_train, y_train)\n",
    "print(\"테스트 점수: {:.2f}\".format(logreg.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 숫자로 표현된 범주형 특성"
   ]
  },
  {
   "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>범주형 특성</th>\n",
       "      <th>숫자 특성</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>양말</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>여우</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>양말</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>상자</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  범주형 특성  숫자 특성\n",
       "0     양말      0\n",
       "1     여우      1\n",
       "2     양말      2\n",
       "3     상자      1"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 숫자 특성과 범주형 문자열 특성을 가진 DataFrame을 만듭니다\n",
    "demo_df = pd.DataFrame({'숫자 특성': [0, 1, 2, 1],\n",
    "                        '범주형 특성': ['양말', '여우', '양말', '상자']})\n",
    "display(demo_df)"
   ]
  },
  {
   "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>숫자 특성</th>\n",
       "      <th>범주형 특성_상자</th>\n",
       "      <th>범주형 특성_양말</th>\n",
       "      <th>범주형 특성_여우</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   숫자 특성  범주형 특성_상자  범주형 특성_양말  범주형 특성_여우\n",
       "0      0          0          1          0\n",
       "1      1          0          0          1\n",
       "2      2          0          1          0\n",
       "3      1          1          0          0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.get_dummies(demo_df))"
   ]
  },
  {
   "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>숫자 특성_0</th>\n",
       "      <th>숫자 특성_1</th>\n",
       "      <th>숫자 특성_2</th>\n",
       "      <th>범주형 특성_상자</th>\n",
       "      <th>범주형 특성_양말</th>\n",
       "      <th>범주형 특성_여우</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   숫자 특성_0  숫자 특성_1  숫자 특성_2  범주형 특성_상자  범주형 특성_양말  범주형 특성_여우\n",
       "0        1        0        0          0          1          0\n",
       "1        0        1        0          0          0          1\n",
       "2        0        0        1          0          1          0\n",
       "3        0        1        0          1          0          0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "demo_df['숫자 특성'] = demo_df['숫자 특성'].astype(str)\n",
    "display(pd.get_dummies(demo_df, columns=['숫자 특성', '범주형 특성']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 구간 분할, 이산화 그리고 선형 모델, 트리 모델"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd59e51c828>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "\n",
    "X, y = mglearn.datasets.make_wave(n_samples=100)\n",
    "line = np.linspace(-3, 3, 1000, endpoint=False).reshape(-1, 1)\n",
    "\n",
    "reg = DecisionTreeRegressor(min_samples_split=3).fit(X, y)\n",
    "plt.plot(line, reg.predict(line), label=\"결정 트리\")\n",
    "\n",
    "reg = LinearRegression().fit(X, y)\n",
    "plt.plot(line, reg.predict(line), '--', label=\"선형 회귀\")\n",
    "\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"회귀 출력\")\n",
    "plt.xlabel(\"입력 특성\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bins: [-3.  -2.4 -1.8 -1.2 -0.6  0.   0.6  1.2  1.8  2.4  3. ]\n"
     ]
    }
   ],
   "source": [
    "bins = np.linspace(-3, 3, 11)\n",
    "print(\"bins: {}\".format(bins))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "데이터 포인트:\n",
      " [[-0.753]\n",
      " [ 2.704]\n",
      " [ 1.392]\n",
      " [ 0.592]\n",
      " [-2.064]]\n",
      "\n",
      "데이터 포인트의 소속 구간:\n",
      " [[ 4]\n",
      " [10]\n",
      " [ 8]\n",
      " [ 6]\n",
      " [ 2]]\n"
     ]
    }
   ],
   "source": [
    "which_bin = np.digitize(X, bins=bins)\n",
    "print(\"\\n데이터 포인트:\\n\", X[:5])\n",
    "print(\"\\n데이터 포인트의 소속 구간:\\n\", which_bin[:5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "사이킷런 0.22 버전에서 `OneHotEncoder` 클래스가 데이터에서 정수 카테고리를 인식하는 방식이 변경될 예정입니다. 종전에는 훈련 데이터에 나타난 0~최댓값 사이 범위를 카테고리로 인식하여 원-핫 인코딩하지만 0.22 버전부터는 고유한 정수 값을 카테고리로 사용합니다. 후자의 경우 0~최댓값 사이의 정수라도 훈련 데이터에 없는 값을 변환하려면 에러가 발생합니다. 경고 메세지를 피하고 고유한 정수 값을 사용하는 방식을 선택하려면 `categories` 매개변수를 `auto`로 지정합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder\n",
    "# 변환을 위해 OneHotEncoder를 사용합니다\n",
    "encoder = OneHotEncoder(categories='auto', sparse=False)\n",
    "# encoder.fit은 which_bin에 나타난 유일한 값을 찾습니다\n",
    "encoder.fit(which_bin)\n",
    "# 원-핫-인코딩으로 변환합니다\n",
    "X_binned = encoder.transform(which_bin)\n",
    "print(X_binned[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_binned.shape: (100, 10)\n"
     ]
    }
   ],
   "source": [
    "print(\"X_binned.shape: {}\".format(X_binned.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '입력 특성')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_binned = encoder.transform(np.digitize(line, bins=bins))\n",
    "\n",
    "reg = LinearRegression().fit(X_binned, y)\n",
    "plt.plot(line, reg.predict(line_binned), label='구간 선형 회귀')\n",
    "\n",
    "reg = DecisionTreeRegressor(min_samples_split=3).fit(X_binned, y)\n",
    "plt.plot(line, reg.predict(line_binned), '--', label='구간 결정 트리')\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.vlines(bins, -3, 3, linewidth=1, alpha=.2)\n",
    "plt.legend(loc=\"best\")\n",
    "plt.ylabel(\"회귀 출력\")\n",
    "plt.xlabel(\"입력 특성\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 교차항과 고차항"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 11)\n"
     ]
    }
   ],
   "source": [
    "X_combined = np.hstack([X, X_binned])\n",
    "print(X_combined.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd59e3a9cc0>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_combined, y)\n",
    "\n",
    "line_combined = np.hstack([line, line_binned])\n",
    "plt.plot(line, reg.predict(line_combined), label='원본 특성을 더한 선형 회귀')\n",
    "\n",
    "for bin in bins:\n",
    "    plt.plot([bin, bin], [-3, 3], ':', c='k', linewidth=1)\n",
    "plt.legend(loc=\"best\")\n",
    "plt.ylabel(\"회귀 출력\")\n",
    "plt.xlabel(\"입력 특성\")\n",
    "plt.plot(X[:, 0], y, 'o', c='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 20)\n"
     ]
    }
   ],
   "source": [
    "X_product = np.hstack([X_binned, X * X_binned])\n",
    "print(X_product.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd59e38c2e8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_product, y)\n",
    "\n",
    "line_product = np.hstack([line_binned, line * line_binned])\n",
    "plt.plot(line, reg.predict(line_product), label='원본 특성을 곱한 선형 회귀')\n",
    "\n",
    "for bin in bins:\n",
    "    plt.plot([bin, bin], [-3, 3], ':', c='k', linewidth=1)\n",
    "\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"회귀 출력\")\n",
    "plt.xlabel(\"입력 특성\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "\n",
    "# x ** 10까지 고차항을 추가합니다\n",
    "# 기본값인 \"include_bias=True\"는 절편에 해당하는 1인 특성을 추가합니다\n",
    "poly = PolynomialFeatures(degree=10, include_bias=False)\n",
    "poly.fit(X)\n",
    "X_poly = poly.transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_poly.shape: (100, 10)\n"
     ]
    }
   ],
   "source": [
    "print(\"X_poly.shape: {}\".format(X_poly.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X 원소:\n",
      "[[-0.753]\n",
      " [ 2.704]\n",
      " [ 1.392]\n",
      " [ 0.592]\n",
      " [-2.064]]\n",
      "X_poly 원소:\n",
      "[[   -0.753     0.567    -0.427     0.321    -0.242     0.182    -0.137\n",
      "      0.103    -0.078     0.058]\n",
      " [    2.704     7.313    19.777    53.482   144.632   391.125  1057.714\n",
      "   2860.36   7735.232 20918.278]\n",
      " [    1.392     1.938     2.697     3.754     5.226     7.274    10.125\n",
      "     14.094    19.618    27.307]\n",
      " [    0.592     0.35      0.207     0.123     0.073     0.043     0.025\n",
      "      0.015     0.009     0.005]\n",
      " [   -2.064     4.26     -8.791    18.144   -37.448    77.289  -159.516\n",
      "    329.222  -679.478  1402.367]]\n"
     ]
    }
   ],
   "source": [
    "print(\"X 원소:\\n{}\".format(X[:5]))\n",
    "print(\"X_poly 원소:\\n{}\".format(X_poly[:5]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "항 이름:\n",
      "['x0', 'x0^2', 'x0^3', 'x0^4', 'x0^5', 'x0^6', 'x0^7', 'x0^8', 'x0^9', 'x0^10']\n"
     ]
    }
   ],
   "source": [
    "print(\"항 이름:\\n{}\".format(poly.get_feature_names()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd59e308dd8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_poly, y)\n",
    "\n",
    "line_poly = poly.transform(line)\n",
    "plt.plot(line, reg.predict(line_poly), label='다항 선형 회귀')\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"회귀 출력\")\n",
    "plt.xlabel(\"입력 특성\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd59e2ada20>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.svm import SVR\n",
    "\n",
    "for gamma in [1, 10]:\n",
    "    svr = SVR(gamma=gamma).fit(X, y)\n",
    "    plt.plot(line, svr.predict(line), label='SVR gamma={}'.format(gamma))\n",
    "\n",
    "plt.plot(X[:, 0], y, 'o', c='k')\n",
    "plt.ylabel(\"회귀 출력\")\n",
    "plt.xlabel(\"입력 특성\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_boston\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "boston = load_boston()\n",
    "X_train, X_test, y_train, y_test = train_test_split(boston.data, boston.target,\n",
    "                                                    random_state=0)\n",
    "\n",
    "# 데이터 스케일 조정\n",
    "scaler = MinMaxScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (379, 13)\n",
      "X_train_poly.shape: (379, 105)\n"
     ]
    }
   ],
   "source": [
    "poly = PolynomialFeatures(degree=2).fit(X_train_scaled)\n",
    "X_train_poly = poly.transform(X_train_scaled)\n",
    "X_test_poly = poly.transform(X_test_scaled)\n",
    "print(\"X_train.shape: {}\".format(X_train.shape))\n",
    "print(\"X_train_poly.shape: {}\".format(X_train_poly.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "다항 특성 이름:\n",
      "['1', 'x0', 'x1', 'x2', 'x3', 'x4', 'x5', 'x6', 'x7', 'x8', 'x9', 'x10', 'x11', 'x12', 'x0^2', 'x0 x1', 'x0 x2', 'x0 x3', 'x0 x4', 'x0 x5', 'x0 x6', 'x0 x7', 'x0 x8', 'x0 x9', 'x0 x10', 'x0 x11', 'x0 x12', 'x1^2', 'x1 x2', 'x1 x3', 'x1 x4', 'x1 x5', 'x1 x6', 'x1 x7', 'x1 x8', 'x1 x9', 'x1 x10', 'x1 x11', 'x1 x12', 'x2^2', 'x2 x3', 'x2 x4', 'x2 x5', 'x2 x6', 'x2 x7', 'x2 x8', 'x2 x9', 'x2 x10', 'x2 x11', 'x2 x12', 'x3^2', 'x3 x4', 'x3 x5', 'x3 x6', 'x3 x7', 'x3 x8', 'x3 x9', 'x3 x10', 'x3 x11', 'x3 x12', 'x4^2', 'x4 x5', 'x4 x6', 'x4 x7', 'x4 x8', 'x4 x9', 'x4 x10', 'x4 x11', 'x4 x12', 'x5^2', 'x5 x6', 'x5 x7', 'x5 x8', 'x5 x9', 'x5 x10', 'x5 x11', 'x5 x12', 'x6^2', 'x6 x7', 'x6 x8', 'x6 x9', 'x6 x10', 'x6 x11', 'x6 x12', 'x7^2', 'x7 x8', 'x7 x9', 'x7 x10', 'x7 x11', 'x7 x12', 'x8^2', 'x8 x9', 'x8 x10', 'x8 x11', 'x8 x12', 'x9^2', 'x9 x10', 'x9 x11', 'x9 x12', 'x10^2', 'x10 x11', 'x10 x12', 'x11^2', 'x11 x12', 'x12^2']\n"
     ]
    }
   ],
   "source": [
    "print(\"다항 특성 이름:\\n{}\".format(poly.get_feature_names()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "상호작용 특성이 없을 때 점수: 0.621\n",
      "상호작용 특성이 있을 때 점수: 0.753\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "ridge = Ridge().fit(X_train_scaled, y_train)\n",
    "print(\"상호작용 특성이 없을 때 점수: {:.3f}\".format(ridge.score(X_test_scaled, y_test)))\n",
    "ridge = Ridge().fit(X_train_poly, y_train)\n",
    "print(\"상호작용 특성이 있을 때 점수: {:.3f}\".format(ridge.score(X_test_poly, y_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "상호작용 특성이 없을 때 점수: 0.795\n",
      "상호작용 특성이 있을 때 점수: 0.774\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "rf = RandomForestRegressor(n_estimators=100, random_state=0).fit(X_train_scaled, y_train)\n",
    "print(\"상호작용 특성이 없을 때 점수: {:.3f}\".format(rf.score(X_test_scaled, y_test)))\n",
    "rf = RandomForestRegressor(n_estimators=100, random_state=0).fit(X_train_poly, y_train)\n",
    "print(\"상호작용 특성이 있을 때 점수: {:.3f}\".format(rf.score(X_test_poly, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 단변량 비선형 변환"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 56  81  25  20  27  18  12  21 109   7]\n"
     ]
    }
   ],
   "source": [
    "rnd = np.random.RandomState(0)\n",
    "X_org = rnd.normal(size=(1000, 3))\n",
    "w = rnd.normal(size=3)\n",
    "\n",
    "X = rnd.poisson(10 * np.exp(X_org))\n",
    "y = np.dot(X_org, w)\n",
    "print(X[:10, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "특성 출현 횟수:\n",
      "[28 38 68 48 61 59 45 56 37 40 35 34 36 26 23 26 27 21 23 23 18 21 10  9\n",
      " 17  9  7 14 12  7  3  8  4  5  5  3  4  2  4  1  1  3  2  5  3  8  2  5\n",
      "  2  1  2  3  3  2  2  3  3  0  1  2  1  0  0  3  1  0  0  0  1  3  0  1\n",
      "  0  2  0  1  1  0  0  0  0  1  0  0  2  2  0  1  1  0  0  0  0  1  1  0\n",
      "  0  0  0  0  0  0  1  0  0  0  0  0  1  1  0  0  1  0  0  0  0  0  0  0\n",
      "  1  0  0  0  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1]\n"
     ]
    }
   ],
   "source": [
    "print(\"특성 출현 횟수:\\n{}\".format(np.bincount(X[:, 0].astype('int'))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '값')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEKCAYAAAAW8vJGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAE81JREFUeJzt3X+QXWd93/H3x5INljALY4mkbipTwJVpnYwTlpKKlgirMU2YOEPItJRkCGEYxXHACvFkUkoaeyHCJUzBNcHxaGht3PwwUUOoS1wcB48NYkWxnHaKDVXcENRhFBNrogkuwoCtb/84Z/E9q13t3tWee++u368Zzd7znHvO+e6u9n7ueZ7znJuqQpKkOWeNuwBJ0mQxGCRJHQaDJKnDYJAkdRgMkqQOg0GS1LGxrx0n2QO8ZqDp7wH/ErgceCUQ4O1VdW9fNUiShpdRzGNIcg4wC1wLXFVVr05yAXAPcElVPdF7EZKkZRlVV9IbgD8AdgD7AarqKHAE2D6iGiRJy9BbV9KcJBuAK4HLgPcCBwdWHwO2LrDNbmA3wObNm19y8cUX912mJK0rDzzwwLGqOuX1dTl6DwbgdcBdVfW1JMeBqYF1U8Dx+RtU1T5gH8D09HQdOnRoBGVK0vqR5MhKt+21KylJgD3ADW3TAeCKdt0Wmm6kw33WIEkaTt9nDK8BDlbVo+3yncDlSWZpQmlPVT3ecw2SpCH0GgxV9VHgowPLJ4Gr+zymJOnMOMFNktRhMEiSOtZUMMzMzDAzMzPuMiRpXVtTwSBJ6p/BIEnqMBgkSR0GgySpw2CQJHUYDJKkDoNBktRhMEiSOgwGSVKHwSBJ6jAYJEkdBoMkqcNgkCR1GAySpA6DQZLUYTBIkjoMBklSh8EgSeowGCRJHQaDJKmj12BIcmGSTyaZTXIgyTOT7G2XDybZeSb7n5mZYWZmZpWqlSQBbOxrx0k2AB8Bfraqvtgu/xBwaVXtSHIBcE+SS6rqib7qkCQNp7dgAH4EOAzsTfJdwO8BfwvYD1BVR5McAbYDD/VYhyRpCH0Gw8XAi4FdwEngU8DXgIMDzzkGbJ2/YZLdwG6Abdu29ViiJGm+PscYngTuqKrHqurrwJ8A24CpgedMAcfnb1hV+6pquqqmt249JTckST3qMxgOADuTbEiyEXg5cAtwBUCSLTTdSId7rEGSNKTeupKq6v4kdwOHgG8CtwM3AjckmaUJpT1V9XhfNUiShtfr5apV9Z6q+v6q+sGquqGqTlbV1VW1o227c7WO5WWrkrQ6nOAmSeowGCRJHQaDJKnDYJAkdRgMkqQOg0GS1GEwSJI6DAZJUse6DQYnvEnSyqzbYJAkrYzBIEnqMBgkSR0GgySpw2CQJHUYDJKkDoNBktRhMEiSOgwGSVKHwSBJ6jAYJEkdBoMkqcNgkCR1GAySpI6Nfe04yVnAo8Dn26Ynq2pXkr3AK4EAb6+qe/uqQZI0vN6CAZgC7q2q1841JLkMuLSqdiS5ALgnySVV9USPdUiShtBnMDwXeGmSTwPfBn4TeAmwH6CqjiY5AmwHHuqxDknSEPoMhi9X1TaAJN8D3AX8FXBw4DnHgK3zN0yyG9gNsG3bth5LlCTN19vgc1WdHHj8FeATwN+m6WKaMwUcX2DbfVU1XVXTW7eekhuSpB71FgxJXpRkc/v42cBlNN1JV7RtW2i6kQ73VYMkaXh9diVtBf5jEoANwLuAjwEvSjJLE0p7qurxHmuQJA2pt2CoqoPAKxZYdXVfx5QknTknuEmSOgwGSVJHn2MMvZmZmRl3CZK0bnnGIEnqMBgkSR0GgySpw2CQJHUYDJKkDoNBktRhMEiSOgwGSVLHugsGJ79J0plZd8EgSTozBoMkqcNgkCR1GAySpA6DQZLUYTBIkjoMBklSh8EgSeowGCRJHQaDJKnDYJAkdfQaDGncneTWdnlvktkkB5Ps7PPYkqSVWTIYkqT9+o4V7P8q4MF2+8uAS6tqB/Ba4OYkG1ewT0lSj5ZzxnBv+/XVw+w4yfPbbT7QNu0C9gNU1VHgCLB9mH1Kkvp32mBI8uPAw3OLy91pe5ZxI/BW4GTbvAU4NvC0Y8DWZVcqSRqJBbty2hf27wHeCbyqba4h9nslcFdV/Xl75gBwHJgaeM5U27bQ8XcDuwG2bds2xGEXN/c5Dddee+2q7E+S1qvF+vgfAc4BXl9Vj7RtSfIlmjOHqqoXnGa/LwU2J/knwHNouoxuAa4AfifJlrbt8EIbV9U+YB/A9PT0MIEkSTpDiwXDd9O8639nkvuq6gRLh8F3VNWb5h63Vx+9Efh14IYkszRdWHuq6vEzqF2S1IMFg6GqCvitJOcC7wZ+kSHGGObt616eGsC+eiX7kCSNzlJXJd0A/GgbEJKkp4HTBkNVnQR2VtU3gL8cTUmSpHFacoJZO+eAqvqJubYkb6uq9/dZ2KC5K4okSf1b8IwhycNJ/qz99/DA8pVJzqKZuSxJWocWG3y+KMk/qKqH5tqS/FpV3Zzk9cAfj6xCSdJILTbB7TzgXUl+BXgH8GvAP0pyFfA6npr0NvHshpKk4Sw2+HxH+/VXgPuAX6IJkc8Dm2nmOUiS1qHTDT4HuKCqbknyV8C5wCzwC8B1wM/0X54kadROd7lqAV9JciXwYeBu4Oyq+ixw0dztuNe6mZkZu5skacBiwfAqmjOG64HvBd7XLs89/3pgQ+/VSZJGbrGrkr6V5Jqq+guariPaexw90a7/r6MrUZI0SouOMVTVl+Ytv7f/cvrn7bcl6fR6/cxnSdLaYzBIkjoWm+B2Nwt/YtsXquoXk3yyqnb1W1q/vBJJkha22BjDmwcefxT4EE1QfKxte3afRUmSxmfBrqSqOgK8gWaW8400t9y+e+BjPv24TUlapxbrSvp3wNnAecBu4ATwIPC20ZUmSRqHxQafd7RfLwUOVNUPAy8bTUmSpHFa6qqk8FS3USX5h0n+Atjeb1mSpHFZLBj2t1//B/CKJP8NeKCqPldVf7eqpkZTniRp1Ba7Jcb7klwN/DWwC3hRVX1+pJVJksZi0a6kqrqxqh6uqm8A14ywJknSGC058znJzcALknxXkquSvCHJkrPDkjwnye8nOZjks0l+qW3fm2S2bd955t+CJGk1LXoTvSQfBX6VZgAa4IXAPwUuBL4OLHUXumcA11XVF5JsBL6Y5CvApVW1I8kFwD1JLqmqJ870G5EkrY4FzxiS3AE8D/gd4K6BVZ8BvracHVfVV6vqC+3iVppbdr+MdmC7qo4CR/AKJ0maKIt1JT0X+CZNKHwemKK5NcbQM56T/FvgIZoP+3kWcGxg9TGa0JAkTYjTjTGE5t39q4C/AV7LU91Ky1ZV/wr4OzS32LiIJmTmTAHHTzlwsjvJoSSHHn300WEPKUk6A4sFw79pv/4p8APt47mzhU003UynlWR7krmzgRM04fLvgSva9VtoupEOz9+2qvZV1XRVTW/d6gmFJI3SYvMY7k1yYVVVkm+0zV8Gvg08RtPVtJRvAh9ow2ETcAD4OLCr/ZjQs4A9VfX4GX4PkqRVdLqP9vxw+/AtwEfaweKjwP3L2XFVfRl43QKrrh6yRknSCC0aDHOqqoB/PoJaJEkTwI/2lCR1THwwHD16dNwlSNLTysQHgyRptAwGSVKHwbAMMzNL3jNQktYNg0GS1GEwSJI6DIbWzMzMKV1GdiFJejoyGCRJHQaDJKnDYJAkdRgMkqQOg0GS1GEwSJI6DAZJUofBIEnqMBjmWWii20LPWe5zJWmtMRgkSR0GgySpw2CQJHUYDJKkDoNBktRhMEiSOnoLhiSbk3wwyX1J7k/y7rZ9b5LZJAeT7Ozr+H1YzmWsXr4qaa3b2OO+p4Dfq6oDSc4CvpjkQeDSqtqR5ALgniSXVNUTPdYhSRpCb2cMVXW0qg60i5uBbwEvAfbPrQeOANv7qkGSNLzexxiSbABuA34ZeBZwbGD1MWDrAtvsTnIoyaETJ070XaIkaUCvwZDkbOC3gY9U1SeA4zRdTHOm2raOqtpXVdNVNb1p06Y+S5QkzdPn4PM5wO3AHVV1e9t8ALiiXb+FphvpcF81SJKG1+fg85uBncD5SX6ubbsG+GqSWZpQ2lNVj/dYgyRpSL0FQ1XdBNy0wKoH+jqmJOnMOcFNktTRZ1fS04aT2iStJ54xSJI6DAZJUofBMALeQ0nSWmIwSJI6DAZJUofBIEnqMBgkSR0GgySpw2CQJHUYDJKkDoNBktRhMIyZE98kTRqDQZLUYTBIkjoMBklSh8EgSeowGCRJHQaDJKnDYJgQXrYqaVIYDJKkDoNBktTRWzAk2Z5kNsntA21727aDSXb2dWxJ0sr1ecbwMuDGuYUklwGXVtUO4LXAzUk29nh8SdIK9BYMVXUb8MhA0y5gf7vuKHAE2N7X8SVJKzPKMYYtwLGB5WPA1oWemGR3kkNJDp04cWIkxa2mmZkZrzKStGaNMhiOA1MDy1Nt2ymqal9VTVfV9KZNm0ZSnCSpMcpgOABcAZBkC0030uERHl+StAyjHPy9E7g8ySxNIO2pqsdHePyRm9+dNLd87bXXjqMcSVqWXoOhqu4F7m0fnwSu7vN4kqQz5wQ3SVKHwTDhxnGFk1dVSU9vBoMkqcNgkCR1GAxjslhXjV04ksbNYJAkdRgMkqQOg0GS1GEwSJI6DAZJUocflLPGzL9qaTXuu7TUPZy8x5P09OIZgySpw2CQJHUYDGvEUvcvWmi9k+UkrYTBIEnqMBgkSR1elTShltsNtJLuosWuMjqTrqelrpZajauphr06yquppJXxjEGS1GEwSJI6DAZJUodjDOvQzMzMsvrVlxpTWGj9/H0vdqyVjn2Mejygz3GIPmapS6PgGYMkqcNgkCR1jCUYkrwlycEkn03yL8ZRw9PJXJfGas6EXq19rWTG9kpmgQ+776WOMcw+V/MYq/FzX+16h/k+ljrGcp87Lqvxva4FIx9jSPJC4E3ADwLPAD6X5I+r6vioa5EknWocZwyXAXdU1beq6jHgU8COMdQhSVpAqmq0B0zeDjxWVb/ZLu8FHq6qWweesxvY3S5eAjw40iJXZgtwbNxFLIN1rp61UCNY52pbK3Vur6rzVrLhOC5XPQ6cP7A81bZ9R1XtA/YBJDlUVdOjK29lrHN1rYU610KNYJ2rbS3VudJtx9GVdAD40SQbkpwL7AQ+N4Y6JEkLGPkZQ1U9mOTjwCxQwPuq6i9HXYckaWFjmflcVdcD1y/z6fv6rGUVWefqWgt1roUawTpX27qvc+SDz5KkyebMZ0lSx0QHwyTOkE6yOckHk9yX5P4k727b9yaZbevdOeYyvyONu5Pc2i5PXJ1JLkzyybauA0meOWl1Jjk3ye8m+Uz7e39n2z4RdSbZ3tZx+0DbKbUlOTvJviSfTvKpJJeMs84kW5P8p/bv6VCSt4y7zoV+lm37M5M8mOS6cde4WJ1Jvn/g7+jjK66zqibyH/BC4E+Bc4DzgC8Cz52Aui4A/nH7+CzgMPB64I8G1v9vYOO4a23r+QXg/cCtNJMLJ6pOYAPwWeDFA8uTWOfPAx8cqPG/A9dMSp3AG4DXAbe3ywv+DGnuOnBT234pMDvmOv8+cEn7+FzgESDjrHN+jQPtv9H+LV3XLk/az/I5NFd4XtAub1xpnZN8xjCRM6Sr6mhVHWgXNwPfAl4C7J9bDxwBto+nwqckeT7wauADbdMuJq/OH6EJ171JPkPzAjyJdT4CPCfJBmATTTj8ABNSZ1Xd1tY4Z7Gf4S7g99v2/wmcn2TzuOqsqi9U1dwE1vOBr1TzCja2Ohf4WZLkZcDzgP8y0DxRP0vgp2neZO1LcgB4zUrrnORgmD+78BiwdUy1nKJ9gbgN+GXgWUxYrUkC3Ai8FTjZNk/iz/Ri4MXAzwCXAz9L8wZgouqsqj9s6/gS8DBwE/D/mLA6Byz2u57E/wO0L1S3AW9umyamziTPAN4NvG3eqompsXUxcCHwEzShcH2SFf3OJzkYjtPMip5zygzpcUlyNvDbwEeq6hNMZq1XAndV1Z8PtE1inU/SnBk+VlVfB/4E2MaE1Znk52i6OF4APB/4MeClTFidAxb7XU/c/4Ek5wH/GZhp39HCZNU5A7y/Tr3R5yTVCM3f0v62l+VR4AGasBi6zkkOhomcIZ3kHOB2mhezuUGfA8AV7fotNKfsh8dT4Xe8FHhFOzB1M/BDwAkmr84DwM7297wReDlwC5NX53bg/1bVk1X1OM0p/CTWOWex/5OD7duBb1fV34yryCRTwMeA91TVfQOrJqnO7wV+uv1behfwk0l+fsJqpK1nV1vPZuD7gD9jBXVO7Ed71uTOkH4zTUid376LhGYQ8qtJZmnCdk/74jE2VfWmucftFSlvBH4duGHC6rw/yd3AIeCbNKF7IxNWJ/Be4JYkr6H5u/ky8GHgogmrc86dwOXza0vyH4APJfl02777dDsZgXfQvKu9run9BOCngImps6pePfc4yRuB51fVb7VvWCeixtYfAC9Pc4+kJ2jOwL66kt+5E9wkSR2T3JUkSRoDg0GS1GEwSJI6DAZJUofBIEnqMBikFWpnl5PkV9vLGKV1YWLnMUiTJsmFNNeKQ3Od+Pcl+e4xliT1wmCQlqmqjgDTAEl+DHhlVX2tPXG4NskPV9VPjbNGaTUYDNIQkjwPeAvNnTbfOrBqpqpuHUtR0iozGKRlSvLPaD5740NV9amBVQ8Bfz2eqqTV5+CztEztnXQPAl9PclGS97Srrpl3AzhpTfOMQRrOC4GrgG8D/yvJc2lupLehqp4cb2nS6vCMQRreW2k+VhGaO+v+H+Bfj68caXV5xiAN7yaaM4Zn04wv7AL+KMmdVfXAWCuTVoG33ZbOQJKNVfVEkrOq6uTSW0iTz2CQJHU4xiBJ6jAYJEkdBoMkqcNgkCR1GAySpA6DQZLUYTBIkjr+P4PjlFz7OaoRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlim(0, 160)\n",
    "plt.ylim(0, 70)\n",
    "bins = np.bincount(X[:, 0])\n",
    "plt.bar(range(len(bins)), bins, color='grey')\n",
    "plt.ylabel(\"출현 횟수\")\n",
    "plt.xlabel(\"값\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 점수: 0.622\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
    "score = Ridge().fit(X_train, y_train).score(X_test, y_test)\n",
    "print(\"테스트 점수: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_log = np.log(X_train + 1)\n",
    "X_test_log = np.log(X_test + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '값')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(X_train_log[:, 0], bins=25, color='gray')\n",
    "plt.ylabel(\"출현 횟수\")\n",
    "plt.xlabel(\"값\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 점수: 0.875\n"
     ]
    }
   ],
   "source": [
    "score = Ridge().fit(X_train_log, y_train).score(X_test_log, y_test)\n",
    "print(\"테스트 점수: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 특성 자동 선택\n",
    "#### 단변량 통계"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (284, 80)\n",
      "X_train_selected.shape: (284, 40)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.feature_selection import SelectPercentile, f_classif\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "cancer = load_breast_cancer()\n",
    "\n",
    "# 고정된 난수를 발생시킵니다\n",
    "rng = np.random.RandomState(42)\n",
    "noise = rng.normal(size=(len(cancer.data), 50))\n",
    "# 데이터에 노이즈 특성을 추가합니다\n",
    "# 처음 30개는 원본 특성이고 다음 50개는 노이즈입니다\n",
    "X_w_noise = np.hstack([cancer.data, noise])\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X_w_noise, cancer.target, random_state=0, test_size=.5)\n",
    "# f_classif(기본값)와 SelectPercentile을 사용하여 특성의 50%를 선택합니다\n",
    "select = SelectPercentile(score_func=f_classif, percentile=50)\n",
    "select.fit(X_train, y_train)\n",
    "# 훈련 세트에 적용합니다\n",
    "X_train_selected = select.transform(X_train)\n",
    "\n",
    "print(\"X_train.shape: {}\".format(X_train.shape))\n",
    "print(\"X_train_selected.shape: {}\".format(X_train_selected.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ True  True  True  True  True  True  True  True  True False  True False\n",
      "  True  True  True  True  True  True False False  True  True  True  True\n",
      "  True  True  True  True  True  True False False False  True False  True\n",
      " False False  True False False False False  True False False  True False\n",
      " False  True False  True False False False False False False  True False\n",
      "  True False False False False  True False  True False False False False\n",
      "  True  True False  True False False False False]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x7fd59e34b208>],\n",
       " <a list of 1 Text yticklabel objects>)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = select.get_support()\n",
    "print(mask)\n",
    "# True는 검은색, False는 흰색으로 마스킹합니다\n",
    "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n",
    "plt.xlabel(\"특성 번호\")\n",
    "plt.yticks([0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "전체 특성을 사용한 점수: 0.930\n",
      "선택된 일부 특성을 사용한 점수: 0.940\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# 테스트 데이터 변환\n",
    "X_test_selected = select.transform(X_test)\n",
    "\n",
    "lr = LogisticRegression(solver='liblinear')\n",
    "lr.fit(X_train, y_train)\n",
    "print(\"전체 특성을 사용한 점수: {:.3f}\".format(lr.score(X_test, y_test)))\n",
    "lr.fit(X_train_selected, y_train)\n",
    "print(\"선택된 일부 특성을 사용한 점수: {:.3f}\".format(\n",
    "        lr.score(X_test_selected, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 모델 기반 특성 선택"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import SelectFromModel\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "select = SelectFromModel(\n",
    "    RandomForestClassifier(n_estimators=100, random_state=42),\n",
    "    threshold=\"median\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (284, 80)\n",
      "X_train_l1.shape: (284, 40)\n"
     ]
    }
   ],
   "source": [
    "select.fit(X_train, y_train)\n",
    "X_train_l1 = select.transform(X_train)\n",
    "print(\"X_train.shape: {}\".format(X_train.shape))\n",
    "print(\"X_train_l1.shape: {}\".format(X_train_l1.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x7fd59de25588>],\n",
       " <a list of 1 Text yticklabel objects>)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = select.get_support()\n",
    "# True는 검은색, False는 흰색으로 마스킹합니다\n",
    "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n",
    "plt.xlabel(\"특성 번호\")\n",
    "plt.yticks([0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.951\n"
     ]
    }
   ],
   "source": [
    "X_test_l1 = select.transform(X_test)\n",
    "score = LogisticRegression(solver='liblinear').fit(X_train_l1, y_train).score(X_test_l1, y_test)\n",
    "print(\"Test score: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 반복적 특성 선택"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x7fd59dde1da0>],\n",
       " <a list of 1 Text yticklabel objects>)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.feature_selection import RFE\n",
    "select = RFE(RandomForestClassifier(n_estimators=100, random_state=42),\n",
    "             n_features_to_select=40)\n",
    "\n",
    "select.fit(X_train, y_train)\n",
    "# 선택된 특성을 표시합니다\n",
    "mask = select.get_support()\n",
    "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n",
    "plt.xlabel(\"특성 번호\")\n",
    "plt.yticks([0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 점수: 0.951\n"
     ]
    }
   ],
   "source": [
    "X_train_rfe = select.transform(X_train)\n",
    "X_test_rfe = select.transform(X_test)\n",
    "\n",
    "score = LogisticRegression(solver='liblinear').fit(X_train_rfe, y_train).score(X_test_rfe, y_test)\n",
    "print(\"테스트 점수: {:.3f}\".format(score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 점수: 0.951\n"
     ]
    }
   ],
   "source": [
    "print(\"테스트 점수: {:.3f}\".format(select.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 전문가 지식 활용"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "citibike = mglearn.datasets.load_citibike()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "시티 바이크 데이터:\n",
      "starttime\n",
      "2015-08-01 00:00:00     3\n",
      "2015-08-01 03:00:00     0\n",
      "2015-08-01 06:00:00     9\n",
      "2015-08-01 09:00:00    41\n",
      "2015-08-01 12:00:00    39\n",
      "Freq: 3H, Name: one, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"시티 바이크 데이터:\\n{}\".format(citibike.head()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '대여횟수')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3))\n",
    "xticks = pd.date_range(start=citibike.index.min(), end=citibike.index.max(),\n",
    "                       freq='D')\n",
    "week = [\"일\", \"월\", \"화\",\"수\", \"목\", \"금\", \"토\"]\n",
    "xticks_name = [week[int(w)]+d for w, d in zip(xticks.strftime(\"%w\"), \n",
    "                                              xticks.strftime(\" %m-%d\"))]\n",
    "plt.xticks(xticks.astype(int), xticks_name, rotation=90, ha=\"left\")\n",
    "plt.plot(citibike, linewidth=1)\n",
    "plt.xlabel(\"날짜\")\n",
    "plt.ylabel(\"대여횟수\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 타깃값 추출 (대여 횟수)\n",
    "y = citibike.values\n",
    "# POSIX 시간을 10**9로 나누어 변경\n",
    "X = citibike.index.astype(\"int64\").values.reshape(-1, 1) // 10**9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 처음 184개 데이터 포인트를 훈련 세트로 사용하고 나머지는 테스트 세트로 사용합니다\n",
    "n_train = 184\n",
    "\n",
    "# 주어진 특성을 사용하여 평가하고 그래프를 만듭니다\n",
    "def eval_on_features(features, target, regressor):\n",
    "    # 훈련 세트와 테스트 세트로 나눕니다\n",
    "    X_train, X_test = features[:n_train], features[n_train:]\n",
    "    # 타깃값도 나눕니다\n",
    "    y_train, y_test = target[:n_train], target[n_train:]\n",
    "    regressor.fit(X_train, y_train)\n",
    "    print(\"테스트 세트 R^2: {:.2f}\".format(regressor.score(X_test, y_test)))\n",
    "    y_pred = regressor.predict(X_test)\n",
    "    y_pred_train = regressor.predict(X_train)\n",
    "    plt.figure(figsize=(10, 3))\n",
    "\n",
    "    plt.xticks(range(0, len(X), 8), xticks_name, rotation=90, ha=\"left\")\n",
    "\n",
    "    plt.plot(range(n_train), y_train, label=\"훈련\")\n",
    "    plt.plot(range(n_train, len(y_test) + n_train), y_test, '-', label=\"테스트\")\n",
    "    plt.plot(range(n_train), y_pred_train, '--', label=\"훈련 예측\")\n",
    "\n",
    "    plt.plot(range(n_train, len(y_test) + n_train), y_pred, '--',\n",
    "             label=\"테스트 예측\")\n",
    "    plt.legend(loc=(1.01, 0))\n",
    "    plt.xlabel(\"날짜\")\n",
    "    plt.ylabel(\"대여횟수\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 세트 R^2: -0.04\n"
     ]
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "regressor = RandomForestRegressor(n_estimators=100, random_state=0)\n",
    "eval_on_features(X, y, regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 세트 R^2: 0.60\n"
     ]
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_hour = citibike.index.hour.values.reshape(-1, 1)\n",
    "eval_on_features(X_hour, y, regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 세트 R^2: 0.84\n"
     ]
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_hour_week = np.hstack([citibike.index.dayofweek.values.reshape(-1, 1),\n",
    "                         citibike.index.hour.values.reshape(-1, 1)])\n",
    "eval_on_features(X_hour_week, y, regressor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 세트 R^2: 0.13\n"
     ]
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "eval_on_features(X_hour_week, y, LinearRegression())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "enc = OneHotEncoder(categories='auto')\n",
    "X_hour_week_onehot = enc.fit_transform(X_hour_week).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 세트 R^2: 0.62\n"
     ]
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_on_features(X_hour_week_onehot, y, Ridge())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "테스트 세트 R^2: 0.85\n"
     ]
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArUAAADyCAYAAABTYj28AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAIABJREFUeJzsvXd8XFeZ//++09UlW3JvcVzS4yROxemUNBIgEPjyXepSlhYWQt2FLdTwY2lLWBb4EsISAkmWdEjiJE53SWzHjnu3I1uyepk+t5zfH2eu5s5opJm5o7Ek+7z90svSzNw7Z+aW8zmf85zn0YQQKBQKhUKhUCgUkxnPeDdAoVAoFAqFQqEoFyVqFQqFQqFQKBSTHiVqFQqFQqFQKBSTHiVqFQqFQqFQKBSTHiVqFQqFQqFQKBSTHiVqFQqFQqFQKBSTHiVqFQqFQqFQKBSTHiVqFQqFQqFQKBSTHiVqFQqFQqFQKBSTHl8ld65p2nzgTqAKsIA3A98ErgQ04OtCiOdG20dzc7NYsGBBJZupUCgUCoVCMSZs2LChWwjRMt7tOBGpmKjVNM0L3At8RAixI/335cAyIcQlmqbNAlZpmnaGEMIYaT8LFixg/fr1lWqmQqFQKBQKxZihadqh8W7DiUolndprgV3AdzVNmw78CZgJ3A8ghGhLH/ilwLYKtkOhUCgUCoVCcZxTSVF7CnAqcDUy9OAFYBBY43hNNzDMotc07RPAJwDmzZtXwSYqFAqFQqFQKI4HKrlQzAQeEUKEhRBR4GlgHtDgeE0D0Je7oRDi10KI5UKI5S0tKixFoVAoFAqFQjE6lRS1LwFXaJrm1TTNB7wJ+B1wI4Cmac3I0INdFWyDQqFQKBQKheIEoGLhB0KIVzVNewpYDySBPwP/CfxU07TVSEH9eSFEolJtUCgUCsWJw+7dYZJJizPPbCj8YoVCcdxR0ZReQogfAD/IefjWSr6nQqFQKE5Mrr76eQYHdbq6biIQUGnYFYoTjYqKWoVCoVAojgVCCNra4lgWRKMGgUBgvJukUCiOMWooq1AoFIpJj2EILEv+nkxa49sYhUIxLihRq1AoFIpJj1PIJhLmOLZEoVCMF0rUKhQKhWLSk0yajt+VU6tQnIgoUatQKBSKSU8ioZxaheJER4lahUKhUEx6nE6tErUKxYmJErUKhUKhmPQ4Qw5U+IFCcWKiRK1CoVAoJj1Od1Y5tQrFiYkStQqFQqGY9GRnP1BOrUJxIqJErUKhUCgmPdnhB8qpVShORJSoVSgUCsWkJzv8QDm1CsWJiBK1CoVCoZj0KKdWoVAoUatQKBSKSU92Si/l1CoUJyJK1CoUCoVi0qOKLygUCiVqFQqFQjHpUWVyFQqFErUKhUKhmPRkp/RSTq1CcSKiRK3ihCESMbjrroP09aXGuykKhWKMcQpZ5dQqFCcmFRO1mqZ5NE3r0TTtufTPM+nHv6tp2mpN09ZomnZFpd5focjl978/yEc+8ip33LF3vJuiUCjGGOXUKhQKXwX33QA8J4S42X5A07SrgGVCiEs0TZsFrNI07QwhhFHBdigUAHR0JADo6kqOc0sUCsVYo8rkKhSKSoYfNAHna5r2oqZpqzRNexdwNXA/gBCiDTgELK1gG05IurqSnHfeU9x554HxbsqEIhKRYyfV4SkUxx/ZeWpV+IFCcSJSSVF7UAgxTwhxKfBB4NvAJUC34zXdQEvuhpqmfULTtPWapq3v6uqqYBOPT9au7WHjxn7uu691vJsyoYhGpZhVOSwViuMPFX6gUCgqJmqFEJbj98PAE8BsZFiCTQPQl2fbXwshlgshlre0DNO8igIYhgBA18U4t2RiYTu18bjq8BSK4w1VJlehUFRyodgiTdNq0r/XA1cBdwA3ph9rRoYe7KpUG05UDEPe0HVd3didRKMq/EChOF5RZXIVCkUlF4q1AHdqmgbgRYYfPAQs0jRtNVJQf14IkahgG05IMk6tErVOVEytQnH8osrkKhSKiolaIcQa4LI8T91aqfdUSGwxq8IPssk4tarDUyiON5zXtXJqx4n2dvjtb+GWW2DJkvFujeIEpJJOrWKcUE5tfjILxVSHp1AcbyindgKwdi1s2AAtLUrUKsYFVVHsOESJ2vyMxUKxzs4Evb0nVkUyIQS7d4exLOX8KyYuKvvBBCAalf/HYuPbDsUJixK1xyGZhWJKhDgpd6GYYViceeZKLrzwmbFs1oTnkUfaWLr0CX74Q7WmUzFxUWVyJwBK1CrGGRV+cBxii1nl1GaTWSjm7nuJRAw6O5N0diaxLIHHo41l8yYsBw5Es/5XKCYiyqmdANhiVolaxTihnNpjwH/8xy5+/ev9x+z9VEqv4ViWIBYrL6bW3r6cfYwHf/nLYf7pn7YghDvn3h4kpVLqfBpvHnjgMF//uvtjeTyjRO0EYCyc2sceg7/+dWzaozjhUKK2wkQiBl/+8ut88Yubjtl7quILwxkLQeqMxbUXnU0GvvGNrXz/+zvZv9+d02oPjpSoHX/+5V+2cfvtO9mzJzLeTZlwqPCDCUC5olbX4Xe/gzvvBMMYu3YpThiUqK0wAwM6IEWQaR4bkZlJ6aVu7DZ2PC1IcerG6XIKY+f+Jjp2u53tLwV7kKRE7fhjD6xUVbzhKKd2AlCuqI3FwLLkTzg8du1SnDAoUVthwmF96PdY7NgIIZX9YDhOEWpZme+oFJzHbzKJ2nLDUZRTO3FQx2JknCm95DWuvqNjjjOm1k2ITNQxmzQ4ODZtUpxQKFFbYcJhpxA6Nu6BCj8Yjr1IzMaNkzNZww/KjYm1hZSa0h1/1CLQkcldAKpy1Y4Dtii1LEgm3W8PStQqXKFEbYVxiqlj5e6phWLDyRWhbjq8yRp+UK67p8IPJg7KqR0Z26mtqvICKgThmGMYkHBUvXcTgqBEraJMlKitMNlO7bERQrabIwTHLI53opPr1LqJSXRu4zY+dTwoN8ZaCamJg5qFyY8QYmgmob5eZqpUMwvHmFwRq0StYhxQorbCZMfUHqvwg8zNXLm1ktwBhRsXZ/I6teWGHxyfTq0QYtKlxlKLQPOj6wIhwOfTqK6WovaEcGon0vkbzcmuokStYhxQorbCjIdT61wEpTo/ydjH1E4eUWsPctyHHxx/Tq0QgksvfZZrr31xvJtSEso1z48dehAMegiFZLd23IvaffvgQx+C554b75ZIxsKpdW6jRK3CBaqiWIUZj4ViTiGrpiklw51aNzG1x/5YlotlCaz0R1VObYZw2ODll3sA+bkCgckxvleZTfJjhxoEg15CIW/WY8ctu3bJtFdbt8IVV4x3a5RTq5gQTI47+STGGX4wmZzaLVsGePTRtrFq0rgzFk7tZAw/GIsBzli4gy+91M0LL3S53n6scQ42u7tdrNIeB0xTDM02H08DjLHAvp5DIQ/B4CRxaltbYd0699ub6c+n66O/7lihRK1iAqBEbYWZrOEHH/zgK9x448u0t8fHqlnjSq6zeqIsFHMK2XJTepUjpG644SWuv/4lLGtizBw4B5uTRdSqGZiRmZRO7R13wO23Q2enu+3tilup1Ni1qRxyRW3u36XuQ4lahQuUqK0w45OntvzOr6dHdvT9/RPEBSiTE3WhmFMIjVdKL9MUDAzoRCLGhBEazuuyq2tyiFoVKz8yGVE7iZxau2LWwIC77Se6Uxt3YYg49+H2e1Gc0ChROwJr1vRw3nlP8eqrvWXtxzntfawqijmFrPs0TuUJma1bB1i2bCUrVx51tf1YMzz8oPTPNRkXio2FECrXqXW+r7Pq03gyGUXtWAxQjlcy4QcZp3bCF1+wnVY3RQogI2onmlNbVSX/L3ehWDg8sbI7KCYFFRW1muQpTdPuSv/9XU3TVmuatkbTtCsq+d7l8uCDR9i4sZ9vfnNrWfvJjqmdPCm97E7Tbef51FMdbN48wMMPT4y43LFxaiffQrGxEEJjVZEMJs6UsHOQ0909QURBAbLDDybG9zhRcDq1mfCDCX6Nlitq7e0nilNrC9KWFvl/ueEHhuFOGCtOaCrt1H4a2AqgadpVwDIhxCXAzcB/a5o2YbMv2B34ypUdHDjg4uJMM94xteUKkfESxQC7doXZtSvsensntohpavIDJ05Kr7EJPyjXqS3/fMxFCMHzz3e5nmJ2DjYni1M7Ftf1RMY0BatWdbq6tpwpvTLhBxP8O7Kd1nKd2okiam1BaovacsIPfGlpoOJqFSVSMVGradoC4Hrg5+mHrgbuBxBCtAGHgKWVev9ysTsNIeA3v9nvej/jU1Fs/Fe8l7u9EIIVK1axYsWqMUmQbzurU6cGAXcLxSZnTK2gYVkvs979xpg4tW6ORSWc2h/9aDdXXPEcP/vZHlfbT8bsB7pu0XB2H7Pec+i4XCj24INHuPrq5/nWt7aXvK0tYLPDDya2U9sVD7E7Nbt8p3aihR/Yorac7AfTp8v/lahVlEhFRK2maRrwn8DnALsXawa6HS/rBlpG2P4Tmqat1zRtfVfX+KQBck5d3XnnAdeO5fiEH5QfRzn1+kMs+MQewlbE1fa2gHIrYgxD0N2dors7NSYduO3UNjcHgPJjaidL9gPDsLjytSe44P6XiNR3uNqH8xxynltuth+LKWHLEvziF3sB2Ly539U+JmdMreDKTY9zwX0vMzD18Hg3Z8x57bU+AFpbSxdD+ZzaiRLqMhL3dF3C47Hz6Tjo7h474Z3aUsMPTBMSCdA0mDZNPqZEraJEKuXU/gPwpBBin+OxPqDB8XdD+rFhCCF+LYRYLoRY3tKSV/dWHKer1dGR5JFH3MWGOjvPY7VQrFxRa1mCpd/azLJfvUq/x91CuXLjMJ3bjYXjYjurzc1B1/ucrE7t4FZ52aUsd20ud9rbOSgZC6GxcmUHBw9K4fPGG+5i7iZqSq9//MdNfO97O/I+ZxgWwi6kISaIO1cGW7cOcP31L7Jli1zlvn+/FEFuBoz5UnpNdKfWJhU9TmNqS3VqbRFcXQ0NaamgRK2iRColas8HLtM07c/AfwOXAzHgRgBN05qRoQe7KvT+ZWPfJM88U15cq1f3uNrPZEzppesWVjK92MKlEMo4te4+81hPWdsidOpU26k9cRaKWUl5maeEu86v3LjcsT6Wv/pVZqzc2uouj/JEdGoHBnR+9rM9fP/7O/M+r+uC/vVTADAniI4ph/vvP8zf/naU3/72AJARtW4GjM7iC3aZ3Ant1ArBDK80DHyWy4M5UbMfuI2ptUVwTQ3U18vflahVlEhFFmoJIT5q/57OcvBh4DvATzVNW40U058XQiQq8f5jgd15z59fzZYtA/T1lX7jME0xLouLyk3ppeuCxnOkiR7DnRNWfkyu090rX0Bmwg/cx9TG4yYnfXo3RsRHdNXpZbfpWKDrFpYlO3mdiSBqyzuWbW1xHn20HZ9PwzAER47EMU2B16uVtJ9IxOCkT+3GjPnoeuLUsto0VtjnZCxmIIRARnFl0HULMz3YTLk8lhMJ+/Pu2CGFy/79chrezYBx98KXmPeRwwQ9JxEMTgKn1jTxpiPzzESZonaiOLW2qG1uzv67xO23xOeitVZxBihRqyiZimcfEEI8BzyX/vPWSr/fWGGP8qfPCNJ0QTe9A9NL3ocUUoKl39jKlEu6if379WPcyvyUm9Ira+pfc+eElRtTmx1+MBZOrQkIQmd2oPksdzG1KZ3zfrEegBfnLCy7TccCXRdMWSFnGZLV7mL3nOEHbo7nWIYf3HtvK6YpeOe7ZvF6bCf7n6mhvT3OnDnVJe1nMJHg7N/IY/m3xnl5ReSxxhb8liW/c78/uz2GIWi+VK4x0AOTv9Kf/Xl37BjgtcgOegbigLfkwb+OzrYVf+HcFeC/7fIhp3ZCi1rD4IgpxV8q5lKUTqSFYqYJsRgCjY4Ok2bNhy+Vkm30FSkzolFMobGqdS60Jllc7yeoRK2iRFTxhRGwRZXnvWu5fN1K4tevLnkfMm5PY9a7W5l+bTvWSe4W6pRKdkxteQt7DHN8UnqNpbsnhCASMVjy9e1s+9AvWfqNre7CD8KC/o1NAPhPGZ8FjKXiHOA4fy+FsXRqy01F1dEhJ3dmf3YLZz7+GKd8c6urEIRIn0X8iEwSX39u94SonOccaOU7P7OuS88EEDJlMhQH+96NfKv2nzj137cApc9oWTjOqcXtk6NMrpk5vim3ay3sfVhW1v7GhXSowWvWKdz72SdYq58hHy8lrjYaxXRIkqNmo3JqFSWjRO0I2J1vcJrsRAPXlV6EwY7bC6+XKzl9px2b6lrlJmlP6ZkbpF6mEJoICftTKQvTFMz7sEzNdsq/uhS1MZPeNdJdqVve6VokHkucgxq3A5Ry88yO5bG0hd/hK58EYOk3t7laLBYeNGl/YC4AUy7qmRCLxZyDt3wzCWMx2JxI2NfgGT/cBMCSr8tUXqWGHwQJMu2ViwEwTz4yOcrkGhkhK9yGDzj2Me5ubTp04MXBJQBsiCyQj5coagOayTkny2ux3ZwiRe0zz8D9949laxXHMUrUjoDdwSzqPxuA2N76kvcRDhvULBpk+ttbAahaNh5ObemdX9IpasteKFa+kCq3c7Ljafd99SIAul9sKTn8QAhBiiTxw3Kae8rF3ZMirVdKzxw/60jDKK8cGad4Lz/7QXnfmb39aU+/F4DovlpXKaDCYWNogDLl4q4JsVjMea3kdWodx0GsnxzhL6Nhf96jf50FgN4vC6O4yRITPDhH7nPB4Unn1C5tdllgxunOjndcbVq8NgXldeTVrKzHS9nHzFkyXOGoMQUOHIA77oB77oF+d+n7FCcWStSOgN15z6uRsbTeaaVXFQuHdepOGcQ/TU7N1C3vRFD5pOnlhh/EdTnqN5MeGref4aoNY5nSK7dzsixRUsdnOz/ePjkwCc2Il7xQLJGwaL6yg9O/vxmQojYSHf8p60Ik08vkzaQHfbe79HgTyam1t5/We9LQY26cWmPhEZb80zYAmi7qoesYObXRqDFiAQvnd5Pv/EylnTnL0NAH/JVp4DHE/ryv33oeAHq/zEwSjZolFfnopZekV95jY3NaCQRlLPJEdmqtlH3vEGipMiuKwYRxam86Xaa+rPKn21aiU5sSXmqmhAA4ajYhUo57bGKEdeVCuKtepjguUaJ2BJJJi6aLumid9xoAwdnRrGn5YgiHDXwNmYsyNDNBW6rybm25C8WShmyzlfCWXSa3Eim93ve+tcyZ8xj9/cXdyKNRA/+UJAFduqxVc+IkEqW5QbGYgb8x837BaUneSLaXtI/xwM5NK3TPmISCTBRRW2/I1FahOTFaD5c+4LSa+6k/Q+ZHDbYkOZg8Ula7iuHAgShTpz7Mbbdtzvt8dvjB8OsmkR6gWCnPcVFRzP6MiSPyugzNjoFHhgqVcp7tYAedNz8GgFEVJzW1J73/ievUWgl5L/FiuRe1zvCD8XZq06K2pklml4nqPiyhlSxqD+nTuf9h+VmSIkCfVZt5fqTP+Kc/wQc/CG+84arpiuMLJWpHIJWymHVzK8+2PAyAr8bkSH/eWhEjEolkCyGALan8idXHknJTeiUNHSvlwUqVL4TGQkjldvDr1vXS16ezb19xYiYSMVj8le0sfv5uALxVJqlgaUIoHjfxN2TfVPdou0vax3hgO7W+WgOj3t2iC8MQoAk0nzUhwg8WfnYX2y58CABv0OLwYOk5pI1gxvXpe2UKXdGBstpVDDt3DpJMWmzcmH8aNTv8IE9MbTqfqa/axDhz37Dni+EIR/gbf+M1XnO1/ViSTFo0Lu+hdskgqd4AZtxLYIq8X5YSVxslcy2fsep9NGgN6f1PXKfWTElBauJlZ3uVq30cHfCzKnYWW5PzJ4SoDVshqK6hZfEUpjeapISvZFGbFHIGonpKFe+7ARovXQazZHhKloh3cuCAfO7QoTI/hOJ4QInaEUgmLaZclN1ZHoyUttArHDbwN8qbjd4bpPXuBYRi7uIaS6Hc4gv+RC3bvrKM2KEaOk911/l5Pvgi7xD3sOTula62Hy38YGBAz/q/ENGowZSLetB88rvoXTuVlLc0dyQWM4eOZfLVOTx/4VuZ37aspH2MByLhQx+UMWrapfmT+hdi7j++zjusP3HJylUTwqmddXMr+05ezZnx89jwgYs5vK801900BaJaitqZ6y7j+QuvIbF1WlntKgb7s48ktgrG1DquZWueu+wbe9nLb/gNzw1lWRx71q/v5cc/3o1ljX7vSSZNTr99E1e9/jivf3Y5f224hRqzDigtA4Itavf8xyksPHQBDV65j4ns1Ipk5t4VibvrhgeiXrakFtJqtEwIUftU7Fx++VgDKz65nPe+zSDk0V2EH8h71ZKrFjD9tg/h+fJtssIYjPwZ7ceT4x8Xrxh/SrqaNE27tlINmWjoQqfxPFnxpeeLN/Dsedfg7Zxa0j7CYX3Iqe35zTI2fOASZvYtHvO25lLuQrFUyiI0K07T8l6Ste4cLN+KvQBMfbO7ad2R3D0hBIOD8iZm/1+IwWiSxvPlAOVf9v6CFy5+G5H9NSW1Jx43M677pvn0vdJMKjrxx4RWwseBX8gVyabX3aK/me85CEDLlZ3jL2p1g8bl8rr8x8BnaP/zQo4etEqKkY5EjCHXvcEnpzePxUKxQosnned5vs+jxULs+q4s+mF53B3L53kegBd4wdX2xXDbbZu57bbNrF8/+sxWImXQeIG8LrtWTWfWrNBQcRQ3olbvD0yaMrmhkMYFQVlQ03QZ4nVoQN7Ddutzxj2mVkSjdBhNWEJjyvyGjBB16dQGawOZx+08tyM5tRMpX69i3CmqV9Y07cfpX79ZwbZMKAKLe/BWmcwwZ1G9fTEDG6cQKXGW0+nU+pIy+N3Nyt5SKTell7O0qqG5a68wy0tkr+sWoZkxQjNjWY5LJGJgryEp1qlt87XiqzahvZGpgUag9Ipi0qmVN02/IacL7Y63lEUtxxrnsXQjhCxLIBynkNvwg+CMOKGZsbLz1BqzOvHVGjTEm5nibWLOHHksDh8uvvN0Djab/HWgCboDR11XXCsW+7OPJLYKObWGITLH0uUAJYzLlfYO+uijh5FvhkeOyEU7haowijnd+OsMUodrSXZUsXBhLTU1UsCUklnErnpoDPg5evJrPL3wj/hq9Qmf/cCryc9oukwN2Bd3CD+XTm20N064q/SY9Fx6u3RS+Kmt1ahtrsYKVaELb8nZD4ZEbU2AtXdt4i9feJIk6UWRhUStcmoVFCFqNU1bBth1JMe35M4xpPqcTgCWiCU0NcmbR6mlcsNhA2PQR3CwAV+shuD0OJuDG+iison7y81+0OU/ytJvypXhhubuZimMzKlSaBoyHynd5Jq2h7im7SESyczNzClkixW1R2plflr/gTlUVXnRvBa6t7QKzfG4ObToL2hUcdKndvP4BXfw7q8+wPLlT2OaE1PYxr1R5n1Ufn7LW7pzZRgCYWWOpVun9tr2B+WxTJUpHJfIxXmzIidzhCMs/vwepl3TVlIBBudgc2pVHSuef5rAb37HHvaU17YCFHZqR4+pTekmVrpMrptjCaCNwS38o3yUj/ExTPK3obtb3icLDRztvN2BA7OZ/d6DTLv3j7Tc+irg3qndfsozvNq8ioZz+ia0U4thZMrkGu7uHZozk45Ll/L/3Xwfd97yv66Ftc3Rdnm8Zs70sfnBHdzxyyhrEqeWVio3x6k9sPYwhzcdpSuRnlUbSbjbonak7AiKE4pRRa2maX7gP4FvpB+amD13BQjMliVF53rmUHtGL2fd8Sqb564qaR/hsM7W287jzff9C/6NSzn99k08fNoveJVXK9HkIcoNP4hZGYFgunRqrTKFUMJxA7NTjEG2kC06/CAoXaWq7hY21a7hxuS9LPjempLaE4sZ7P7OGej/fhM1hxbQuLyXjpk72ZTYzsaN/RMieX8+IqFequdJt8SNu6frVpbr7uZYphwOS8Iqb4pQTJPhMNP1WexiFzX/+Dxz/+5ASWm9wmGDgc2NxFfPY371TCI7Zaq3fbhbfFUspYQf5BNkfXVtnP4DWajAbfhBuaLWWb0ryfBzPpWyhq7RQm6rNk0uXFzWcjLTZwWwZvUQPEkeXzcLxfR+P9PDCwBoXN4zoZ3a/qNRXkrIdImmiauKYFmi1oVT65xh0t2W6k0zOCi/66ZmP8G6IEJAxKoqLdVWNErKIWqnL5Xhfh3R9EI65dQqimBEUatp2tPAi8AfhRAbMg9r99g/x6SF44BhWKT6/ET31tLkaaR6VoKFn9nD0bmlVRWzK4rV1fmprvbSt16mIdrL3jFvs40QIss1dBVT6yi4YLrsPJ1OrZvOJWk5RK3IjMAHB/O7tqORQG4fIsQUfwOaV+CfVdqUWyxmMri1kdCWJdTrTfS9Km+4DefZ6YMmpiukW454ZF/px3IsnFrnsUyWK2r9cl/VWohmZPGEqjnxkgowRCIGe35wOsl/fifn155Jf/q6fHjbBlaurFzVv0LhB4XK5BrCUYXK5+5885S5NtjpzubbV09PRlgUCrUSAfn8ybOa+P2PrwbAN11el6U4tV/gC/Tc8kG6np3O7LjMX9x0fu+EvSYB9HjmmjDxuHJatey4oJK3txz9hC/kK3l7J0ZKfteBKh91LTKeNmKFig8/sCyIx7moagdv//YVzDithelL5fXdEZFx1gWdWiVqFYzu1H4ZOAisyHn8Z46f45JUymL3987gpbPeydVczdR055moKW3RlF3Jqq7OR02Nj/60EKqkqDVyprLchB/oDhHi1hFyaCl37p6jDXrEO/S7m/CDuhcuYPXbrqDl4OlM88pjGZodLanMrT2VWl2dPpZpIdR0vly0NFFXWqdE5jsSLqasdd2CrL7T/bHU+/3ovcGSt3cS3dlI+yOzmSFmMRV5PVXNjXL4cCnhB7I9dXU+6ut9pLbLzAcHffu5/vqXip4BKJVyF4qlHKI2cah22PPFUK5Ta8cdh9L/cnEuuCvk1IqgFGLV3qqhY6m1yJjfUkRtDTXE9tdhRv3MS0pR27i8Z0KLWtMRUjXL1+NKkPmcF6YLp9ZM5133hXz4At4Crx4dPSWG9lU7TYYLhK2q4sMP4nEQgpaaFAtXzKdmShXTbKfWLjSiRK2iCEYUtUKI14QQ7wOVCaNJAAAgAElEQVRMTdM+7Xh8nf1zTFo4DtidTiAgv57pPlmJSW8YKKkiWDhs8NY3HuKPb/4qVdOTDGxuQjM9HOEIcSpTAWW4qC1PUFrbZrlqR+R1eUMyol5X+SJtRy/RHiIVyZymbkStdbiJzpWzaNKbadYy7l68hE4vFjM59Vubsd7zMqEGi8HXG7FSHmqXDuKr0ydsB2qknTV90Meh20tPQabrFqluKUTbH5rj0qmVx9JKecqeEm67awnrbrqcZea5Q05taHacrp7i4+nCYYPqBRFqZ+qgwW++eQ2a4aVuaRiqkyXHzhdLoYIkhfPUys6756UW2n5xpqs2TEdWSPwcn3O1vYFsg5/8Fc2corZQTO22L5/LE3PeweWey4ZErWiKgMcqKfwAMt/pbGsOfhGgdnEEs2riVpmy0oJypreHUwOtrgRZtUee82+u2ujOqU33DV5f+Vlczpk7yDtqVnPS6Q3UNkunNipCWLEij4EtWAOZxW9TFzTiC3oZjHmJW34VfqAoimLO5s8DX9A0zcMJElNrdz7BoPx6ptXWy7KUQYMIkaL3Ew6nCE1PEAuEqfFWYyW9VHfPwMLiAAcq0vZc99GVqDXlTaLjyRkYT5/mqh17vngxD2nv57Ha9+YVQtGowZvetIqf/CR/AQMr6mfrbeew67unZ3X2ThfNGYowGrZjVF3to4oq9P4A3iqT7mTxtcTjcZNFX95B9O0vUFPjxUp5GXi9Ec0DDedM3KlOI+3U9r0ylcgbpSd5NwzBpn+4gFVnXcvGj17obqGYaRHdX0PsUM2YVRQLBj0ECRLUa/AGLfqt4o9lOGxw1da/Ev/Vf5IgwXVvncPJvrTDd15vSSvvS8H+7nRd5F08WTD7QVpQllNR7EzO5K28ldnMdrW97dSG0/9ysReJwehOrRCCWI+XxJFqmoK1BAhQTz14LYLTkiVlifk+36flByvxBE1qQkFOYgEA1Wf0TNjMJFa6+ILH7lJdLHJq9EaY5e2mxpMoy6lNRlKEO4rv1/LRFEgw399J/bRqvH4v1Q0BBB6iRd6jbVH+0uBi1v5+E0bKxOP10LJIzoh1mk0qT62iKAqKWiHEAFLYejhBsh+kUhYXP7GKC3b/ke1sp6nJT/ywHH120130fiJ6Ek/Awmf5qQvKqbrQEel8VmqldW5n56bzs6c5yymt6twu3z42bOhj9eoe/vCH/FVgRCxIZE8dnoBFrKZ36HE3Tm3/Ra9y6nc2I6ZJ4aO3y+mxo0bxWSgiyTjekAWGl9qAFIfOEISJuihFFxkh5DZzQaKtmsEtTeh9QVf70Ppq6X52Ov6mFPrC1pK3z2JKhNCsGN6gPK8b0+VyB/3Fi9qBaAJfjQmmNjSFvohFgDyWpUx9l8JoBUXkY6MvFBuKqdUEhsedm3wVV/EpPsVSlrravpZM2EO+gXl2+MHI36P9Xfj9Gh6P7FaGYqTnRot2ak1MXuEV6q/Zj5XyEAx6OFU7lb51zeARE/a6NNMxqL1WHb1mrStBdkHVXt5T9xLzfJ2unFp/VcZt793TWfL2Wdjvn3Zaa+242kiR37+uYwnY0D+XdXdtxuOV58Siy+Zz+skWIS2pwg8URVHUvIMQ4m9CCAN4p/2YpmlXVKpR400yaeFv0PE1pPDipakpQPywFDKj5WfMJeGRQfLVoprqahmz5Ds4s+T9lILt1Gr+9LSzC6fW39/AG78/iUR7Fcb0bBHf35/ihRe6Cjogpi+FJ2Sg+ay8HYu9iG4kN0fXLU769B7O/PFrxJozN1w3ojZ50RaW/vM2aJJuhNkhO+ZOs/gBSlTIY+lLhqhN59LsfGImb9x1EoNbGirq1JaTP9UQsl0zrmtn7udKW+gI6UGRJpj/8b0s/OwuV6Ekum4RnBmndlEEPVRC3so8nH7n81xz5CFaQzIuvZlmkp1BIqJ4p2lAl6/1JkNDMabXcz39H38v+366tKJOrX1d5vseC4YfpEVty5WdnPqHZ9y1wTT4eORzfMb6rKvtgwRZznIgf/YDZxaQ0b7HZNLi9B9u5PwHXqAVOdC5mquZ/eLVpDpDRQ8s7By15mAAhEYw6OXDfJiNb7mOrqdmVlTU2k5nOdvGRZBn42e7DB8w+Hn/jdwxcBPCxfaBoIeFPpkizxjIiX3t64PdxZcB39xay8vxU4eyIFz4wbO5rvoVGvVeuQisEIaBns58EKj24/FKaXLuLafz5su8TPcNqPADRVGMlv3gWU3TVjl/gHs0Tfu/6Zd8Z7Qda5rWqGnafZqmrdE0ba2maV9MP/5dTdNWpx+/Ysw+yRiSSll4q+VNJ0iQpqYA/eunMrh2BgECBbbOkPDKG26NVjOUVNy7+jTu5m4+ykfHvuHI6eKaxYPclLqXM/5joytRGzo6g9Y/nMSCj+8jeOuzWc994Qubufzy51i9enRRfs4Dq7gxfh836X8mmRp+87cX0Y3k5kS9YaZfI2+4uidzs8oOPygypja9Yr7WLwcmg/ecxSu3vImWgflFbQ+ZtEG+VGjoWLY/PJeNH7mYzpWzKrZQrJ12buEW7uROV9sHNi3hpauuAqD5bUdKno41DIslX9vOOb9+hbN+voGk7iYtmMCMyu/M8LqPV7UsgadKvr/tln/V+iqPT7+ZQ482F72fsCWPpT+VCceYwxyCrbOwUt6KidpYXQ83pe7lzJ+uz3u+OAVYvnhU35FpHL53HgBawF0b/+epjXTXHqbNc2TEPLOFCCJjrO2sIk6KXSiWTFo0X97JtBtah/ZzHdex5LW3ETtUW7SoHUrnlV5MFAp50v9LE6HUIivFMng0wh1vvZtnf7bW1fb1ddDskQuPTeEpXZAJgWlpWHgQaFhJF7MLuo5Ps2PucwabP/kJfO1r0NFR1K52dNWzPrmUaEzeXxZeuoDF9b1UacniPlsqNZSjNlCb08cWW1FMiVoFozu1fwd8IOfnQeAhTdMuBnYU2HcQ+DchxMXIDAqf0jTtFmCZEOIS4GbgvzVNKy+XSAVIJk281fJCkaLWz45vnM3aq9/CWZxV1D4Mw8KqkjfrWq2Gmpr0TbbXSw2llWgtBcMQnHyrLL+46Lad7sIPUpkqVLmpgw4elJ3Ijh2DI25vWQLNl+mgY3lcBHsF+kgdX7Q+ExpgeDM3KzdOrQjI19X4pIgRry2g7f75+CN1RW0PENPkTT+gVw2JWieVcmof53EAHuVRV9vLKlTy3PMErZLPB10XTLu2behvZ3quYonMaGX2e6QbZ/jci9qswaYmhVVtdYBg0EMiYRUdhxmxpFMb0KuzHq+utqtZVSb8YODi9QCc/PndIzi1o4cf0NnAvp/KsAHb8S2Vl864d+j3FKUfi266eZmXgfxObbELxRIJM8s4sLGvrWLDD2ynVu+XQigYlOd67TST4Iw4kXhlFv1teVS6mK8/tMvV9s2NcHW1zDls4ik9ptYweCR6UebPROnXZbwnyn59htw+kvP+R4+CENDWlmfLPM1J57L21ziym9ilcovJgKDr+UvkAh19Ht7QWzDyHUvTzDjBStQqGD37wRHg50A/8BagB7gWWA78EPjWaDsWQnQIIban/2wBDOBC4P70823AIXAZ3FVBUikLX01G1NbW+vB6NWIxs+jp10gkU7XI6dRWKl7PRtetrLyiroovBAZpODcdx5qT29R2WNvaRr4J67qFJ+AQtebw1xYMPyDzvronv5ANh43iKnkF0ymc7LhmF7Xhbdc9aFQPDVAAGs7tpeXqo0T0yqy0LjevqLNMrjdolnw+5B7LVB4hU3AfWqYzMssQtcmkhTd9XdqxsJqmMXWq7AR7eorbd1STnWzIyl445/vkKi544AV6zOLjc0vBdFxK+WNqR18oJo+lPPe0gOWqip3pqBDoRtQ6qyHmc2qzww9Gvtclk1aWcQAwyCADi3Yy9bKOkp3aVF9aEKUX95725ANc2/4g7akyY0VHQCs3YYBpZiqK2U7tmjVw++3FFSwwTbldGiNR+rHsb+3HQPZLejjnPcPpRYC9vRSDke5zfGlRO9AeZkP0JHam5hSXq9YwSKbbEqzNzqzx+MoUD0bfRGQwz/3aWbRCiVoFo4cf/Db9678ClwFfAnzIkrl+oK+YN9A07XZgG/BjoBayVlp1IwVv7jaf0DRtvaZp67u6KltSNh/yhptxETRNY8qUAJ6QwaGB4uIwIxGDyK56Dv3bBbyZN2fVNP8e3+MzfIZOxv6GaxgiqwKUG1HbvWgrZ/1so/wjx6m1xWhb28g33lQqWwjFjeE3G3s/8biZdyW47sivavjyO7WQEdmjEpSvqQ9KEVM1O8ai23awceoLhbdNk0xYRPbWUpeckuXUnv+nl3nT06vo9xV38y+VcvOKxs7ezmWrn5L7ClglL/QyDJEtakXpjpDhqEpnh4K4Qc6gZLt7O9nJOevu58IHX6C3t7iOPZ523atEtlNrnX2QWe88zKA18ixEOVjJzLHMJ1oLxdQmmruY+3dycZbHxQAFwNQy7+tG1Drjuws5taOHH5hZxgHIim4vXv5rTvmXrUWHgDhL5FZXe4cWnZGUwmggWV4M90gEqvOnNCuW6KBOp9kAOIovPPoorFsHGzcW3oFpyu3sP13MFJkO51OPOI6lrmec4yJFrZ4Wtf5aOdgcaAvzUsdctqXmFydqHeEHuU6tL51a08gXYmFkjRSLaqvi+Ga08eZCZLaD04GPAZ9EurS/Qjq4XyvmDYQQXwPmAh8EFgMNjqcbyCOOhRC/FkIsF0Isb2kZpnkrjpzmlBeLHUM789J+bozfx8/qvl/UPhIJi9iBWgbvPps38aYhdy8aNeikkzbahqbOxhLDsOh+VuaiTBwNuQo/MBwuKf5cUSs7tfb20ZxagSfoELVmPlHrqBiWZ5rS2Xk63b3cNF7FhCBoIblNQ0iKmNCsOGf8x2tsmf18wW1tEuvm8vTiG7ly2weGFv0BmLF0WIlVmbrjM5ELCxek0xSVil4bGRKl3mDpona4U+tCCDmKBliBckTtcHfPjx//nDDVJ0WKdmoH187g5bdeySXt12U97jVkpxo1KnMsrTZ563vj9ycVzH6Q75qILzrAoi/K6W5v0MoStbpusW9f4cVyzmIqbo6l896Q36ktLqVXImENG6A00ij/np4o2qmtp55TBs+hd91U5s7NDFI0XR7LwWRlZlBqpsj3OuXqBa6237c3xdPxcwGwSDu1toA8fLjwDgwDy+nUJl2k9HJu4wwRCztStfUV5V1hWOmF0DVS1FY3SQMhZgWLE7W6joagocqgblp2eJ7PLwWznm+WNFfUTtAUbopjR6FJFAEMIt3ZVcA6ZKzsH5EhCSOiadpSTdNsRRoDBpBVyG5MP9+MDD1wF5RUQRJJk623nYvxuxVDScZrTRl/OegprqqY3SlVVcmL3Y7Xi0bNoZt4PqejXHRdcPTROTykvZ8nZr7LlZszuqgt1ql1dNDWyE4t5O/8nG0wzcxnsEWsP32jKyRqLSySrTXE3qimvkrecINxeSxj/uIdOWeuW6dTK9KOUKVE7Vt5Kw/yID/hJ662Nx0uqSdouhO1QYe7p7kQQo4p74G1xS/oyiWeNPClhZB9XTqFkLNE62gMtvrpemomi8TirMd9phzARs0KFUbZPIdX3rOCA79cnFfUFiqTm1WiNmhmDVhvu20zixY9ztq1oy/gtLzliVp7sDmPebwzkwwHkLlniw0/SCSNYcaBG1F7Gqdx2csfZ8/tpzNvXkbUelLy/KhUWFBzbYoLgztZOFh6RhEAy5FP3BTpmFpbQBYjanOcWsNFVhIzHYe7wHeUC85yiEGnqC3CqRVCoKcFtq/WFrXy/5goslSuYbDQ38GHr+7nys9flPWUP13trKBTa1kjLyZTnDCMJmq/gnRqfwX8CbgDiAMeIZdQP6pp2mg1L5PAzzVNewZYjVxY9hjQoWna6vTvnxdCVEYNlIGeEuz/+VJ8j2QurnpL3nBj/nBRVcUSCZOmC7tpesde2mnPcmrtm3glRO1YFF9wdp7OBSlCCEdM7cidRa67lzDzLRRzitrhNyJb1LbeM5/Ony8fenxgQOf0H7zGleufxFefKihqPXhYu/ydrJz/DqqrpBgNpaSoTYTCWBT3/TgHKU5RW+VJrwQXE3Pqy/Jkjt/A5qaSz4fc8AOjjPCDw/fOo+up7Ap1f+APfIkvFVXUJJk0eenqqzj8qWuGYo0b0hM/wZYkPX3F3Uqc5aud+Ex5LPPNLIwFqcN1tP3vPPrWNY8QfjD6QjEz7bImu4O8fuvyrAHK7t1SiLz00ujhUfb5EF11EnUUv1DSxr4uZzObarLDN36b+AMr1v4Nf5P8/kZdKJYyZIW6NQvwIu+N9dSjCY3A1CTREhY+vfGGFE1z52ZipL2GvMdWTNQGoywL7mNm905X29uidlagj3fUrpbi0XZLi3Vq09fAecHd1HpK/5y2U+vVrOzFXOEwa+Knck/4CuKdhQf+lmHR6IlS74nirU6vW6gPoiFIiABmuIiFYvZn9w1fhOtLx0nr+dKz5YpYFYJwwjPaQrFXgd8JIZ4TQpyV/jtMuqqYEOI7QozckwshDgoh3ieEuFoIcbEQ4stCCFMIcasQ4hIhxEVCiL+N+ScaA+zOwi6TC9BUW4U+4MfymEV1wPG4ybwP7Wfqt59mE5uyFop1HErnqnQpag8ciPLpT2/k0KHhNwvDENQuHWD+h/fTfHmHu/CDtAjpeHwmW9/91qHHo1FzaHanoyM54kKVVMri9c8up/2R2bz+ufPw9dcPe40zFjbfSmd7oZjIKa06OKiz+Cs7qD6rm5M/v6uotF62aLbDBqq8AfR+P8JjFV0hrupzz3N93/3smr06a6FYbTqjQrJCotbE5D7u427udrd9+lju+vbprLvpcldO7cDGKfS9MoW/Nb+L1M5prttgJYeXyX2AB9jHPh4WDxduSxK6V83AWLtw6DEfPjzRKjSvoCNW3AKvwBV7OPU7m+ltyi4E4bekEKrUACVp6FzT/gDXdf9vEQvFhj9vpeNhD/76ZNofnJs1QLGvp9GykgAIr9zH4X+5ZKjYQSnYTu3+ncNF1F+rHqTxvD6Wfk0mxhkt/CAVh1duvgzz3zNurxcvNVYtmgeSweKuy3762d/fgSdgZoUf2K57rEIDFJHU+dXg9fz2wHmIREJOe999t1zsVQRmWtTOrInS7A3LbAM2R45kL4DKuwMTU8jZqrODB6jWSv+cQ6IWK9tNjUR4JbmULrOR9QdqR9g6g1cTfLD+GT7S+Ax405lWvB7SE2PEe4rLfgBklcm1GXJq8927cgsyKFF7wjNq+IEQ4pGcvz8khJi4BbXHiIgVYe4H9uM57+DQY01NAZId8irtp3DnGY+bmewHZLIfHDoU47W18iLvjborTfi73x3gl7/cx113HRz2nGEI5v7fg5zzu7WseO4ZdMPFtBSZGvP9WzIh0M44WNMUWYtCnKRSFu0Pz2XdTZez/46lMDA8hZlzX/mcWu2F03is/j1s/uzyIdcqmTSzKinNuOFIQadW12UaK48nM0ipqvKSOJquClbEsQQQtXH8jTohvx+fz8Ps2VVMmRIYWnyWdNGpFMNjPMaf+BN/4S+u8orazpyly89euqgVrHvnZbx65fWkekKuKooZu1vY88NTSXUHCZ6aWfjpnP5+MfZKwf3Y54G9wt3GDifp1ouL/6u98g2W/vM2euuOZD0eELaorVBM7ZI2QjMSBKamiOdJc1co+4E9OBCp4ccyI2qHl651Err9//DsedcQPlx8vm0n/vRino5TNnGPnkkP5oyBn/12KdAK5amFTAouG3tGzKgd/XPY/A//w+6v/pA5//dgVvhBRtRWprvq77BFoIZ56DDs2QN/+Qv88Y9FbW87td5A2plsb888qevQWWARsWFwRfXrvLV6AyEt5a54Qzp/+G59Ds+scyw6688MjA6G6wsXTxhBkFbXyH3Geos4BrrO07Fl/PLBKnY9sz/rKV/6HNHz3XuUU6vIYbTsB09pmrZyhJ+nNE1beSwbeiwZCPZw3v+sRX9/pvBAU1OARFrUDlA4rjaRMPE1yBtNNZk0UEKAGZM3MreLGOxV3n19wwWdrltozuniEcpprmUt29iW9znTIYTydZw2I4Ug5E5x5xNCBWNqk9Bwdh+Xv/Ikc2+XWQoGBnSq5mVG/U0X9NLG6HkU9yYPcUP4Pi598Wk0TToboZC3pAEKgFYjb5YNfulcvPzylbz66tVD+VLdxCcWQ5hM5z7Se6xjHVvJH9tnLwwShmdYHGYx2OEstss9kqiNRo0RCzvoe6fS/ew0Fn1xF4v+ddPQ65zpoYywP+/CIye9oo/Tbn+N+vduyXq8Oh1O0icKi1rDsPDUymPZFMiefm+OzKHjyRmkukIF9+MG77mZktD5FqMlkyYzbjxM8xUdeafu7QHK/E/sY9EXd5ByVLRyOrWjFdgwDjRhDPrwnd5W9Lnv5ALjYlZfcwUAW4zM/cNZPtz64yWAGDWmNqYnqZoXJTAlW4Q0aVLUWvXFLaJ1Zj9wOrUtr1zM2psuI7j7pPwbClF6blgHuzZlhJ9xsBX27ZN/OOJR969upXVje+6mAJiGPEavdMzgqdg5iK6csJFCIQimycn+o9RpcXak5tIXKT3H2Cln13FdtRxMDjjGEJH2zGd7e/Xa7BjbfNiC2p+dEaKuwUetFh+eAzcfuk5CBEjpGh5f9me55IbZfKjuKRZPzTMLoUStIofRroSPAZ8ApgIfAf4LWAN8PP3cxyveunEikV7Y5NEzF+mUKeU5tfZCMYDOlTPY++OlNEZmumqf7U463U4bwxB4HZkHTN/wjqWXXn7AD/gG38i7f++j57Pq7GtpuqCH0/5r9VDcqVOIwsiiNpWyWPSl7VzwwAuc9Knd9FcfHfYa577yLQrRdYHmt6g/bZDAXHkzGxw0CExJYfTI4/DsOddgtDYM29bJQDKKr9bAX5X5TkIhL/HWavyD9dmL4kZBSwuhxoAUtfPn17BwYS2nbb6Wpxa9HW11ZdItF0qh1E8/t3M73+SbebdPbZ3OgV8t4rTvbebGxL0kUqXFxOq6wFtlsPjbG7hqy1/Rzt837DUdHQlmzHiUj3zk1RH3YQ/kfDWZxWqdlnSj+l9rovmnHxzKPTsSfVovS766g9AN2XVfTm2/hG1fP5vBvYWLmjjzR9dq2VOr5xx8G2uuuYrkunkF9+MG5yKtfLmbzZoYFz38AiuefSavU2uL2qpZcc740WskjOyczQD9/TpHj44sIpJJi1O/tYVlf32S13m95M+QSJhD1eGcC+rsAUr389OY2XomoJFIWHnT9QF0hdp426GHsf7t3qzHv6B9gcfq30PrI9NG3NZJRtT6s5zaKb3zOPrIHIyjI0yf33MPfOAD0Nqa//kCmKnMsTTeaMuI2vQ0fjKS4tF/XsUDt+X3fizH4tftqflDoQRDFCFqAbaaC3k2voyjg6Mtb8mPxzKo8chzxXAMdgc75Xc6y9tNozdaMANC994e/qv/Bv63a3nW4ze+fzp/3/Aks2rLK75Q21xFozdKwMozqFfhB4ocRqzmJYQ4BKBpWlIIcUTTtPlAj/348UwiLR7sxQYADQ1+9v3kFJa0Xchpt55WeB8JC3+jvAhrqMHr1bj11kX09qZ49dU6tv45zLSrTwIX/aed1io3vRWknSjHavV8ye67GX0xidFdzeDrTcx4+xG8QYuEmaLaGxomakdK65XUDc74oayWM+udh+l/eMGw12SHH+SJqV2xhYv+Qabc0tKlUQcGdHrXtHDkLR/lHe+awUObdjJ43eiiNJySHa9IZU71UMjDhg9cwlu+dgrnfv/MUbe38dTK73FKjrvXaE4huq+O1EB5eStHwilq8zm1vYy+Ojm26mQ2r2lk3gcO4K02iRulOcop3eDtsfuG/u6pHT6Q2by5n0jEGHGRkjW7i+lnSEfdW2OQTFoEg14aB2bzyidWYER81BWRiSKeFoL2ynabC2KX8qXbTVouqc63WRaxmJl1XTqx3ehKlcl1itp82TJEvez8wzvr88bUxv7rTTz3vsXcEL4fb5VJXM8cS+csyo4dYWbOrBq2vUBgfeZvzHmLvIUnrGTh/Dc5JBIWRlrUOrOaePFS98ZJ7Hk1yLRpQUIhWeUtkTCzBvRD+8ljHABM9Tbh04MYWMTjZt7qfU5iIgaa7dRmPnPBYjf79kmX7403YO7cwh88B9NR+ltvbYdwOpTFMCCVItojxW3D7PyL8c5ZEGNp+8vcE5YlrE3hxadZMHOmDEUoJGoNgw2JRexKyIWXtvNbEoaBLx3S5Kx+rQ/GqdI81KcXn4meHpg/f2imKxc9kkTHl5WNAchUFCsypVfKLpNbU0KZXOXUKnIY9Zamadq5wKmaprUC/wu8W9O0ytgYEwh70Y+dtxKgvt5H7+oWEi+cxBSmFNyH06m1Vwn/7Gfn8Ic/XEhDg3/oNW6wndp8i6Ryc8RaeUStPaU9rze/OLedNLsSld155jrDIzm1ucIpnxgLR1Oc9r1NtLy5Pa+IENP6htI3earl1Lb9uRsa/DTWp0NBCsTU2qJWcwghu6LYE08c5Utf2syePaNPr5mmwJsOJWkKZndSbqqTlUIhp9YOhTmbs/Nvnw4FsVLpfLqlilqR3WmY3uHf95G2GKd+dxPJU/fnnfr2XrqHxV+R7qq32hiKpzR7qmn733l0PjGL3W1dtNM+aghCLB3rOkwITZUuVTF5amMxE39D9nVpE6oF/5QkMYpwllwgHLMm+TIsaFNljH3iSFXe88kwQJieodzIdlYR0xRZ19BIi8UMDLxv2T70d0wf3gYLi7u5m43kLwDwV//DXLnxCfn+6WP13HOdvPzrKlp+9iG2fflcAuce4dw/vEzDub0jDhBsUe80DmxKqb44mC55XKNVZ4ln/aQjLP3mFvpOGiFjpD1l7lIEmY4QK+ONNimObWIxIt3yvlPbnH+gVeM3aPv1eAQAACAASURBVPEOUhWU14thd8VnpcuwFxC1lm7wUuKMTBvyZDURlmD1bzdycF3+fe1Y3zdUald3FOxZWNfPJxoe5y1TtrE9NZc//n87ad82chEkPSa/Q58359ovuUyuXVEs+5w4uDPM49HlbOvIM0DIFbVlhJQojg8KjdN/A7xLCDFXCDEL+DdwuQx7EmHn4vSamYurvl52pLlu5UgkEib++kz4gZPq2QmmXtrJEY7k27QgmfCDEZzaUKYjsfKEH+zuknFeG57KLwjNqzdxzp1r8denS9mmO7/h4Qf5byC5Kbz0nNymQggCZ3Sw5OvbedNTz+aNvTMdqai81QaplJX+3IL6ej/19X6WfnMLRz/5B3azO287ACL6cCE0Y4YUxJs29fOjH+3ie98bPS1PIuFw97TsY9k9ZxfL//wSqcs2jboPtxQStbZT20RT3u3FjD4az+sZygmazDeFNwopM/scsfKI2q0Nr7L0n7az/NFn8g4yhMOh9NUYQ4MmZ17Zqd9fyaf5NDvYMWx7myF3z8gWtb7mGDPf2Yp52sGCnycWM0Z0arfNf57re/5C4ENrC+7HDcJRnS9fhgVvi3S0Em1VGIYYMT2fXSo3kR6g5F4/o4laJ1F9+PW7hjX8hb/wbb6ddx8RMyNQUunFkX//9+v55Cc3cOedstpZ16UvMu3dBwhOS4woavPNhgFsYxtnP7SSU7+zOW9WlFyiQrZnRl1j1uPxua2c+q0tRJfuyb+hLWpdLLCCbBFp9PRnL6aKxYac2kC1PyvUILORPBZenxSTVj5RO0pstJWT8iyfibnv5Td49e4tPPy1Z/Luo787SVRId9swPZn3S8fQeubPY09qNj2dBonwyOLfiMnvMDcb1/49CX4zcA0rt08dcdshRgk/GOhJsVufQ2c4T4hF7gd3eTwVxw+FRK0mhBhaLSWEWAUukhtOMuybtc/KXFx1dT6q5kUx37mGJ3my4D7icZPHGt7Nkm99fVisYM2b93PpC0+zYebTrto3mlObG1Obr4LTxkNy5D7YoaFbee6GZ7Qy/yOZFah252mL2qlT5ffS3p7fqXXG+gHonuy/YzGTRIe8QUX21ubtvHKFUCJhMTios+L5p/H++v9hze2kYVkf5pkH6WHkhPP2ghyvQ9TefPMcfvzkFN7V/zAXPvxCwaT9sZjJ9q8u4+B3z6GK7GndeEMPc977BtbC4XHDY4FT1ObLj2yL2ud4jkGGi5mGT77CFeufHMo1my9n8GgkrRxR6x9+vkQ3ZzqtfAMdy+sYoNSYQ/lYn6t7nJO/sIPA1AR6vzw+o1XZG0kI9Ta1cuEDLzLtk6+PukgKIBoziB+uxuysGXYsa3zyOs0XsjMW2E7twKZGRE92rKdlCQIz0vlWP3CQmpPDw0IQqj66lsvXPUFolrzu7GOZu4BzpAwIuaI2lqd8daHctQnH+WB4dSxLcOhQjKo5UQYTaXdSkw6dv14fcbFYKn0sfWb2sUyQoH5FG03n9xR0ai0skl75nrMbs2Prq73y2OojLJQdisUs06ld4j9Mkycni41D1B5Yc5i+1uHX5ZZDIVbGziGSHiOYdnWw+fOhtlZO2Y8Sy+qM6QUwctMrWhaeAvnULcdCQ114h74LMZg+f+bNI5DOuJGKjjwjZqSdWn92Igu8NVXERIhIonCMi0g5RG1NzqC1Sp4jer4xjgo/UORQ6Gx7UdO032uadn365/fAi8eiYeOJnha1/hynNjQrRt0/rOVpCovRRMIEy0MNtWhkxyIF0mLZbW5TW8yOJGo3fvRCrP+4jldueRMD24Z3Uvv6pAA7+dbdbI/sH/a8s5QmQCwn/GDpUrnPkZzaXHfPyHFqw2EDvV9+B/7G/B2fs2iAjMM0GRjQqV0cRkzvZ2qoHmOwsBCy4zCdrnsg4OH6t87FaohSNTtW0BGKx00O/HIJ3f997lDSf5sqT2WF0MVczM3czE/5KYtZPOx5Z0xtvlhp4c0WRqWKWj2n2ILI4/x3HpDnd6o3kHeg49zGGX6wacHTnPnj1/DWmEPHMs7IGUEyYUHZQqjZL13qwLREwXCURNxi1ZnXE37vx4aS/tvYOYctn/tSvqNhxD3o/X52/OtZWF3ZojaZtAjNypzHvgZ9WAiCd04/TRdkjrc94LBFrZ3qrFinNp+oXYjMAZwbmmHjvLb9O+fT1SXzVV/68lPcGL+P6vkR6nzSAffV6yOGWNmzDk7jALKrihUT23zWXz7O2hsvY+7s7O/THqAY3hHOd1v8uHT27Dyzi/xthHIG7cRiRLoyjrYeyxOy0+tnR2p+Zn/2fWXKlEyM766Ri22aOWVxTVPLuMW9vfCxjzH7R18GwO/LL26dIRRnB/cPhQn8z85TuWvwzUSmzCGQrgaYyvMZhj5fXD5nl7O1qZ4u85PHdO+wbXIRus7lVVu45KoGvDnq2Fcl7w2GmSemV4UfKHIolKf288AjwFXpn4eFELcei4aNJ6EXzuPR6ltYsvrtQ4/V1/tJdshOr5iUXrllcp0EhPsyuc7Y0nzhB7puYQwGCL16Bm33zyfemd1pmKZg2z2ZqequyHBXJ1cIxR1OrbfKYNFl8u+RYmpzhZORI5LDYZ2qeenpuSlJovlEbdqpNZMe9v/nUpJJi75IjNDMBJgeZgab0YsQtfVH57H1S+fge3VJ1uOllOTMLd7gpCbtCIk8jvhYsIIV/B1/x3zm533eGa+cVxB6s4WB03lNkiwYApPKFbX+4Z+zfZ88X/wNOkfahh8LO+H/oTtO4ZlTbiCZtNDRSVQNYhkaiSNVRR1LK+EleqCGQCxbwDiPpZ3ubiQy5Y6HH8u6dM5hEazMsdz6iTfx16b3cPSROcOKLyQS5pADC9LlzBW1zvAFI+olme7QbVG7eHEtVVVe2tsT9PcP/x6crj9AIk9cr+1ex4nnrbaXTJ8Pmz+9nNR33k57ewLNb1I1Ow6WxsKm6cye0jD0GUYSpvZsWGAUUVvouvTgIbxmFkcfnZOV+QCKcN3LdGrfcn6Sv69/ggW1Dje1Ie0Wx2JEj2YGFqnY8DbYtRU0DaZ7+/BgQVWV/DnvPPnkf/83dOdffJnr1Fpomc+0di309RHAQEOgG1reEAhb1F5RtZlLqnZANIplmAwYIQasGkJL5xfn1Nqi1pcjamemq3AahRfRegyds4MHOP/K4QVB/DWyv9SLEbXKqT3hGS1P7R5N03YDtyNTe90I/EDTtN2O545LUgmBGfcNuXAgww+cKb0KlcodrD/K5a88wcFrHxj2XJB0blMXCfvjcRMjvdJ1cFAfNt1qP2eL6dycsa+91sfuu2bR8YRMJ9aTpwCELUL0QR99r0zBSsmbSSRicMaPNzL4/V8x/bojdHQk8lYVSxkG+mAmwMokV9QanPd7WXlH8+QvZWm3YdMnLmD7Py0jkTDp9cobfDDcQFNDsCh3L9Q+k70/OpXq3dku51DnOS1JJDK6iOlK9THvw/uYcuXwnJPVPnksKyVqC/E5PscylgH5BaH9PaYeP50NH7oIX3/Gub+Lu/gsnx01JtkZnrL/F4vpXd0y7DWhb/wVAM0raO0ePuCzxVhqdzPx1hqSSVO6ypogcbia+XNrizqWjZuW8dTCm5ix6s1Zjw+Vyp2WoLtndKcmM0AZvqq+PpAWRiMcy9bWGH/60xtFpZrKRypl0bCsl1nvOUS0Ti68eeSRNrZvHySZtNj301OGXuur04eFH4j07EXb567hsdr3Utcrr+FIxKDh3F6mXtDLKWfLe1S+EATbqdUH/Dxz2vWcc+CaYa9ZzWr5Xoi8x0JPD4qslIfu7iRtbXGq5sTRvIJmz1S2vHbdUC5n3yii1v/aUtZcdzlzdl6U9biz7HE4WthFbW21S+Rmi9o6v/zbyjMIA8peKBZEp8tsYIPvXDqMRvB44LT0wttYjIVnZmJ8UwPDr0v7HLr+Iwt4X93zNHmj0qUFYldcg3HmOTA4CLffnreNZjqEpy5kcuvMlVxatS0jal+Xqdo6bvgQIj1LmMwTE2uLWo89eIlGiRzuQ+ChxpPEN2dWRtTmEeY2M2f7WRHayskzs19T1VIHCOIigJUo8D3bbfcPF8C+tKg1zDxyRYlaRQ6jlcldLIRYIoRYDOxI/z30mBBiyUjbTnbshSzOykV1dT7MmA8j4kNHH9VRAkgEojSd30u8efiq0ZCdsH+keK9RcKbxsqzh6YcMw+LMn61n4Lc/YPkfX6ZheXeW8Hz6aZkb1AjLTr03kUfUpjvPde+8jOcvvIbG2AxAitGT/mEvAE0zNCwLOjuHi4hQ7zT+2nALj1e/n4e0/4N215XZnyGcoubkzPtGteGrY6ObWjj853nED8oOMpm0GAjK2Nma6BQaGvxFuXsjOXMBAoSsKjwBi4Rv9NW5bbRx7u/WMeUzw/Ow2lPWlRK129nOF/gC7+E9rGJV3tfYC57yZg7wpSsXrTmF1v9ZCJFMHOmL6UiiUXP1DlSz4QMXM+P3t/D6Z8/nyANzsp62hEXtpZnV1e0DeWYx0sI64JHnXDJp0Yk8D2MHa1ixonlI1EZHyTwwUhUqP35EOIjHJzgyOHoO6cM1+7ghci/881+GPVcXSA9iQ0Ze4fqVr7zO+9+/jhdfHD0lXj6EEKRSFgv+YS8X3PcykYX7OXQoyk03vcyHP/wKyaRJz4vT6H1ITv/76vJM3aePZdAjvyv7PhWJGJz5kw00/fY+Fl0rr6u9e4df1168hNe30PnUDMI7GmAwO6ZYIPgv/mvo73zHwnbuPUGLXno53B6heoF8r2nIEsq22+sbJabWaK+l4/HZTA3Pzv6I+CAc+v/Ze+84y6oy3f+708nnVO6qrqrOOdEN3U1uQG0yCAgoCHhnHMY4KoZ7rzI/da4zd5hxdMw644AMqGBABZUgIEi26UQHGjqH6srx5LDT/WPtfdLep5rr/eEwDi8fPlC16+yz9157rfWsZ73v8yApNpPG9DJvwwwz+fbHmPPegx6mNh4UbdmwX/4/glp0ncN6F5sGOhgyW2DuXGhxdsByOZatjrFEExq4+pT3ObrEqRwOCkAM5c8/9LfP8K1n5tAXXySkx170uu3Zuk4AnYBmIwUDlXsyTdi1C9uGX/y88r3FEW+/cF3Nxs0Ex/QO9KkMqSNivkoEitDSUkk/mGaBMaNdZm3oAHO6a38vqwphWQck8gPTa91msyZ7irPpO+JtDy0i7s+wXgNT+2ah2H/5mI6pfUWSpD2SJO0BVrr/X/3vH/E6/6iROf95zn76MUbnV1yaVFUmEnntTlRFR+MvaHr1IkOSk+/1B4Da+pzB+rxaXbdpP3cEFIvedx+l9bTxGrb2sd8OMvOKPhJLxEQ0VfQBte42p1lrx5lO6+SOCAAVHRYjmF9erfv3sUgAkDxbrcPGGEq4MmHnJS8oHblrOVuuP5sgITreNkSqlCMTEaA2UWwnkdAqObV2Y1A7lDhEz7uOlA0cqiNhCVaoFJnerjjtVHzLBW/1bUxz2jf42lQx/m/jDu7gCEcwMBoCvuotY084bRlSxcRQ7QgWQywYXNbaL+xMiL4fzKPz8Enlz1fvDhyaHEaNOkzsRIDhKS9DuO9jZ/Fg69U0nzHCqT9/mgkmakDtWWdVpZJY0xSKNbDJBZBT4r0cKjQuGgTIWDnUqFkunKsOt1+qUcOXYXRNDaYzN2gUhmFz+q9/x7z3i0WhrhTL5+nvz1f6SEG0kxo3vLJeTlsGnTJzt19nMgahmaLtW5y29Es/6KSTLRsvYfO1GwCvpOAUU+WF0TVcQwCv3FbP0TW88tlVrP7WFhY9/QOO5oeIzBHvZQcdzjW0IA22oE8FGjK17v26knjV4bbliRzihhgiduN2eq4/UqNRC9AcjFEcDTbWj/5/BLW/eynIrpJwKzPOPhc++lGROgCiyCudrrCcU35MrfivHFCxtACWTZmpzTq2spHVDm805Z1rWpplPtj8IDduzFbYTV0Xdr25HPkZsyjlxfdfGNlC2PReQ2eryWLtODtKC/hF9iwygylSx8QzT4RN0DRaoiYLtAHau6YxRpmGZY04+fS5oelT9iaSMo/lT+HFx31IoNYoPcoYHYrPnOt+t7sweDOn9r98TMfULrNte7nzb8S27eXABuBz7u//eJf5xw2jc5z2DaNY0VqQkEhor9kqt6SKzhW0vINBRHFA7R9QXJRM6sy68TBL/2Yn8WVJT16tMF+oTNhy2CxPfvm8yeYDxznt/meInyQGr5TuHewK+5uZ2NSGVgyDbFFw8rfSaZ1gl3gmMzRR8e6XV+t+XywmJt96a9UhqbKNv/n6Myn0e4G/e46Vtz/DWY8/wSijFBNiUGszOoTV7ZEEg/f30qv755sCHF+6ifU/eh5rpdczpNmx5DTj0zO1Gcc5SS56QW2LmmDsdzNIbX8NsjU+8Zst+zjlLffz3PP+OpDTmS9MMMHN3FwuXPQDtZLL1J58lPkf2UsqIlhGG5tJnAmMhK9yAlTaQW0q0XbGGLHlU/T15Vm37nHuuusIeybFc514oY2H2q5hcIu3wKiYltEng0TWD9F91XHSpGtA7dy5UeQd83ju/Lewts+7Je7GwCUPcsnYfSTXeOXTNCfPdrQ4PRByF0Cq7u2XXXTx6l+cx+5PnOLLMLo5nvVqA25s2jTOKac8xvPPe5ncUsmqsXg2ZL3cd1Mpg6SeYdGnXyZ+rmC9RfpBHSB0ct0jH36Gt736KwbbRdpIOm0Q7BLjjXTKYVpOG2soPVgsmjStmWDt3c+zbU7F7Sqd1rnmIyKNZBGLuIEbfBc7HYdXsPfvVpHcKY4NTqSIzBX35TK1G9hA060fZO8XVjUsFMutfoVlX9hBrsub0x3ZtZQjty+gmJq+wCili+810xrd3bVjyOLAfB6ecTUvveNt3g8aRgVVNmL2DhyAT3wC9vhzN/0TFQBn9M4VqgVRAcb1ZI6DW0ZIWuLnUtrbL12m9uF/3cs3hi/isNFVZmpzDqjdtjfAUb3DH6g5Sbn9kxr39q3hydxJ4l6c1IOp2ULDdkaswNLAcYJF72Jz9QKdi6NbaJfFXKansqQGxd8lHLW7ud02l0VfZOX6xs6Ng0dy7C31kCx6F0FruibYENpFJOhdRFZHqSQWygGftKCWOS1c0/Q8bw3vqCQju+Eytc6z91ukGEWD1FCGzNhrs15+M/5zx4nMF+6p+9UU8PHX73LeGGFpYqBz0wTciMdVcgdjtJVmnNBe1QW1IdsL2JpzM/jt8kvp+u4N/9fXlkrp9Fx3lKWf3010UdrD1BqGXeMopkYMdMcC8fDhLEp7LYDLGN6OfuwzZ/P06Rey6PM7uNL8EXvjAkRk7CxKSAxOTX++naV/s9PXVWy0/RAb9/2SFU/+lPO2Poz0gVq1iDFtWPz3J4vo/9FcsiPeFb7clSS6MIUsiVc0ZxZIPTGblz+9miWO6LixbTabrjqHUyd8Ji4nXM1hN4+5Oi6SLmTXx09h8tWIb26wG1lLPDO15D3HrEA3z75lI7v/6tSGn58u7oj8C3OevIu7Ru73PT6dTu0EE2U5szBh3zzvnTefyZNrL8JePMBJX99Kslk4e+XJl0Hyh/gQd3Kn7/cXYpMs+NirHH/rI2x4/lFWfHE7jz46xNatk3zrWwc4mHdSDwbEhOzH3LvA2HUCy5kFVFSMoSjZwzHa2gLMi89k9PGZpF5tYGsKGME8gbYSasC7Dbngvhv4ZfBdWDund4fKO6kqAcPbL6NEyf92IWNPdfoyjO7vGhUwfaPlH5iz7dvcbnifZalk1UjtGUqpDDwzGYMBa4gVt+1Am5mhdO86Jje1e3Jqxx/t4ej35iMrEvElafKKeC+nilm0uDjX8GWPMP/D+/yVUWyDkqUT7Cow66YjDLZXquufe26cAxnRlh16l+/9QYUtdw0gDh6f8oBaOLE7m75mP0s++zLZdm+e+swnLuClvzwNhhrvIACM5Rw91VIQTaudyqJR8f2+bVVtrdqAqX3o75/na9tX8/hXNvker8ZWRtH5DsdsYGokz6/vm+CYMYMLI1uYv9A7brQG8nQqE4Qd/XPTlqG1Fb1glIuy9uy32VOaDXmfHRgHzBm2ykghyqQVE/e1Y4e4hhax0G9ucvrKhI/zoPMcXHUEPZUn7VjkxpsccOkWv6Uap4LsfinHI7n1HB/3juMrZ+U5JXSQaKPcZicqoLYBs97IVcz9OeaMGz7tueXe3dx5/c947rtbp72GN+NPI6b3IISF1T/Ytm1KkjS9QfufQFiajoIX1CYSGlvfcybfWfo2Tlo/vauYoRXQ8JfGiQZCpF9pojTYeAJvFMmkTtfVApjM+YuDHqtcAWork6ESqTC1ExMlwj1iUtdSCV740ArmnLJY8O9V4YJgV/Ko6Mj45ILJMndTePuzzN+gcfybXgagKOeJLcpgGxLN82xKVu19ToYFS6eOOYURPqzY/K89zSlnjpR/zpp5xp5rZ/+eAEtvEAU1iYTK6GhRPJMG22OuTmVY9k4sb5HPY/C7E+RzJrmcQTzuP6DmHAbUj90LhcRk+oc6iunLhWD9+JnPA3/pPT4NU7vtSB/MhVM4hc/yWd/zJ1+NYRhRtGKUIhWJLpelBeEw9yIvoqOjUfsMcm0jrPrsNoYtcZ9K2CwD1507k5xtCKattdQJCO1i27ZrLDUX3raZ6NIplB7BCOXtAu/nXXz6jBh9R3K0fq5iceoW/viFu7NRr/sM0BlpwSopJ1Q/KEiiLQOWj5A7FTDmB4ZOxNRmF4vUguSq3Z5jpZLXvrraoW+gIJj64u9no9xzLuPPDHpYzsNfXkkqZbDghe0Yc0bLbVmfCtV1xXGSm72Lix3mLt5e/DGWLtqm2hRlcrJEdJHoy0eP5Ni2aBs99NBJZ805Btv2M/OKPhTH4OXI0BTjf7uSW06/lNVLTir/nXiOdsOcWkt1xljZZydrmjaojlRJADDFJy0oEJCRZTGW6bpVC3qrgU8DULv/sEMENDD2qhYTMNy+74DarJMiNlsdYWngOMS89/G2GQfBHuaR+R9gaigvzBdaWshN1gLYw/pMjHTeM1EP9BV4NLURtjpyV7YiTBP27gVZZkppBobImUG2FRbQs3eMzrfWniOVtDDNKJKqQAmMTIGli0I073mZ7l6R222FImStENbxJE3+poUYjmWwGvRh1l+jVa4LajUfUGvbNrocxLAgousQrGrv18DUbrpLAP0jvz+B9fCb8ScRJ9Kp7ZEk6XNV/34eXoNH7H/ycGWLwnUDbiIhhpbX4ipmBkTnikheRsgdtP8Qm9zqnNrQzLzHulbXLZSqyVOJGGVQOz5eLMsGdR5fzvEfziP3qteJSpdKSIqFYjmFPY4LVdHJPZ2bW0JsfCaBFp1jca+WYlnbNOcMPnWr9HRMTODxbp2Fn3gFY/6A5xySJq7Zdlxk8laxxiYXoKlVIdST40ihsSyVq1MZVvxBr5siMZ1WrbutHzC851BUiUCTgdpW8DhAnShcEwIAK+PduoPGTO3kZIm//pJwvtLS/oL5tm2X1TA0x4JSl2pB7VKWMo955Mixk52ec7g7ElpJ3LsSMunvzzvXb3GkKJ598NyDXHDol3TesI+pqdr2blo7xozzh3DlmguORapra9vWFqB7qc3yv3+JLfMe8r0XqOjH1i82AVpbAzXnbBQFxdlBsbz90sSk64M7WfLZXb4Mo/uOnNC+NettSwFqq+2r9ZpxZLjkpCxMxMrKJfULJXexqToi9SXn3UjJAtRGj8+mebwXLWEwNdvrpJV3mDk96YjZS5V2mpwsEXNA7bGOl/lb/pYX8RYo7V//MKfd/wxhJ4+2JJXIHoxzbviMck5tP/0c+tvbeOuuhxoytVZAtFPEB9SGmk0SJ00yFR7xHKuOpOGAWt37PhiSwQVH7ufC/l94r6GaqT1BYVFA9u/TZlXRkl7H1GYcoiEqOQsLP0DnOooFRL80bAXa2siOO+Pz0nZmzNTQUTnW533fSjmTpBXDlas1kWHXLkEhL1jA1LD47rEpiWcKq+j3KRx8dGuYu9PnM14S161nCsxqLbI+tJ+2XkFETFkxvpe6iAfu7PN/QIDupJdpIS8gTRHn1VIv/a/4MMXV9+PcRyDq7TuWafOdobdxe+oibL2O8X0NoNaNgDQ9W/xm/GnEiZjaW31+508J/QmFWzFbD2pdJs9va68+srtaGf/efN517lzPsVBY5pS7nie1eCs26zzmDNPFZL4yONmG5M/UVtnkKmGzPBmOj5fKoLbZEmB2ctJ7Lyc/+wvCczKUtonK5JIj4zOxPcHw5efwV3eexaOZp9jXNsiE5s0F1d3UjFwQEgXsQO01tv7wcn716CzO/8cRVn75JUa+4n0NJc25h0wI4kVyZIleu4eug5Gyo1lifp6LXryfe/LPcCG3+z4v0wG1UR9QO844PdcdwX5Zasi+QYXd88uPtrG5ZOonAOQz1xGPndg9x41tL4/AKeL/9YL/O9AI1A4M5FFniMnyN/dk+ehNhkemyjRtlv/DdgItOriuPM75AgQ4mZOZzWwKFDjMYYYZ9ny/gcPClELooZzD1FbYpD0/bCO2T+eUM2IUFw4RmplnYCBPS0ugfA2SU5Ql50NYsQIFCuRKYvtdUSSamjQ65ygsvn4PI+ON2RRTa8y6p+cfYMMzj5EdnA+c1vAcJVlM9mHbu4MiI9P0kRdoArJPefuFC2b9FkDVLLprY1tzvGShxKuZWr3mnRu3xaSvWCrquqO0HJ30gNrQknE0y0ZVxDtmOG2Z0QQDHi4kaNdbmGo7Ti7hBRF5x2zBSGoE24uYSjWo1QksFfcw9kILnRcP+hYmmo7mtD4ZINCio0bFz9U7JUGCWKEiWrPccOFeJg58+mX6pN28dcfDjL6wCiGP7h+uZa/ms4OiohLsFlJjqYFieSEM1AJZvxzMUlX6luR//S6olRUJLeT0O5epzTgpGkhsLywgtiPJokvqvkO3kW0JG1WCSwAAIABJREFUxWE3zTWnwJIl5J4T73+0NUy82WBkcIpk0nsNpmOvFdAkCkUHFB8QOwUsWEByq0gX6JwV5uj+HMWkT16vk3IVCkDRAD1Xgowzv8TFQjmQEM+2NM1OlAC1EmrIO44fT0d4LLeOpZuT9Px5w1NQMsTzDMS8fVtRZWQsLGSsQqnWMuUEoNassiHTGrTlHzO2bt06Q1XV24GVnJhUfDO8YQG7DcO4ee3atb6r3mlBrW3bd70ul/UGD1d8vR4IJRIqnZf2c88ln+IAa/kUn2p4jomH57L3q22seWWt51g0otJz0TGsoIWB4dnyfeCBfu6++yh33XVqmUl0o9o1Sk0YPjm1FsMP9tDzzmMYE0GMrFrF1FZAbSgiseBjr5JunwTOqDmHW1wkl5yKeWfCnjyqknm5l/WBk9kaEFs6acmba6XbDgtRCAoFxDpQmx8NMPliO815mxHACnu3SqWAGICUfBiLJMPKEMu/soXCQJhoVDwTN7WjqDSueDWdyTOieie+vexlzteeRPt577TsW+fDF/Gv53Tz6U8vhctrj8nImHkFJWySLhSIx04sNO7GC/uOlkGtHfJnGFwQeg3XsJiKil4qZZTbMh0b5ab0+9gQOYlbuKXyWd2m9/qjRGbnkA4tAyrM62IW8zk+B8A9iNT5NN5UEtNxS9L0MHlADlllphZg7zfmA/N5+44co+xGa9YZGCiwYkWTcw2VbXfRllMkYyPcqF3HeVub2X3hFUiSxJwZYpFlBRu3pa3pSHgXmwBKTKdt9Sj6cydw8X5xAbsfK3LeW72KhBISdkFFChmkirXsmmXZZcbPbwFUbdVsBb1tWc3UPtJ7JUu7O0lfUDlPUhXMuTIjQ/6yH7N01UwKfReWj9u2zfpfPEVkbhbp1SVA5d0wfz+fR//35dx22yoy60W/LAW9zFzBZWodpYlqUDsxUeK5t72NppkmHTfubQxq3Yr+iSDR+VnCc7Kc9r2tPBaIcCmXAvWSXg1ArTvG+vRL16pXDzbWLAYgFyB7OFouEqwOCQkrr6LEdKbyOWZR9TfVoNaHqc1WFRTpDYYFV17q/f9yLoGFTqGqC2rzTnqHrfF0YRWzdxU9XoA/6F9H0owwb0K8K+bJa0FRmLlyBpf/3VsIxoP0PbQdgELOyxa7clzBIJABEwUOi1QmZs3iyuveytTxFMcf3SlAbaaxAUQwJEEOsmmDl14q0qzPYK4LapvCgEGp2LjmwNBtQCo7f1VHKB4ALAon2N3QXVDrw9QCqLJFyZIxMoX/K1DrMt9Q2en4jwxVVW/v6upa1tHRMSnL8n/8Bf0nC8uypNHR0eVDQ0O3I7wTPHEipvYPDkmSosAXESuSCPCYbdu3SpL0v4G3IDYjP2Pb9u9er2v4QyP7uzkMb47RtKa24jOR0LBHJPRAgQzTy0C5DIWfZE04rGDmFJSgRYGCB9R+6/4X2d/xCk/+bjaXX1arCzqpVBgYrankSYXQdZvN7zqbqw+v4q67jvDKK2n03ZWc2tAq0cmViMGqr26jsKVOXJAKS+oWRpUs4fHuTuaxmEqXw/TmNe9zcCdbpRTCAqQ6UOtec3MgzghgR2qBTDW7pxTCWMB4UBSUGEMxcC45IkUwgJKax8b2ZbxdIFSW3qoKFxRrTfq0TG0+Z2IVVGIB/xQGu6BC2CRVytFNLajqp59d7OJ8zvfYsu7or9rSi/iD2n/lXzEw6KCj5v7Sab2cH10cCmN1HmWUWtZc162ydJVmOALmPltwLojwBbUOiHFTL5Sw4at4MSMiLDG15lKNVW71NYSOd9P/qk1v3MCWbGxDoq1NXNeCmU5WU6TUuC0DDqj1YfeaVAFarAaLAzeKL3Vz4Oc2vWfM8z0uFQMQMkgVa9/JfN4kujBFx8ZhMskez+eqF5u2T1sWixb7v7gMLWpSGAxRTFCTOpQLCrZVGW7D4pBH0ss07XJKjuq2pbNAyU5B7lCcTrsLTTkCgB7ybnnnHac/fUqMN65rH4j0A4BrL13Io6PiHH6g1v3M0W8uZe+kihywWHHbDp7EKINaN+dZSxhk8w12tZwxwW8HJeG0pRGYXp5p8c4L+Otr47zjHT3wSe9xu6CCA2prolRiyoxy1JjBqsKUhy5Lj1TGtJLhT6bNi06gF0yUSBWz6ILagvhMi5LmsNFFqegFpaYt3m83h9Q1Qoi2hpl/1mwAxl5wpPryXuxTZmqDMmBh2HKlmKu3l3BTiHBTiMndzUA/RZ/cZjcv+MwzQySeepCMtoif72qlQ1nOXKfwSktEgGTZlUxWvM+jnOLkA2qDiRCQo3iCmoNzoy9ztrIdLn2H73FNtihZoGdLtSW/JygUSw9XtaX+2ndEX8dY+Sag/cNDlmW7o6MjOTQ0tLLR37xuoBZoAu61bftZSZJk4BVJknYDa2zbPlOSpG7gCUmSVtq2/fqIfP6BMfTP69m7N037nlqZpkRCK+ejTScSDyDNGSORKKGEvbcmQK0KLTpFimVQ4Ub0zrtZA7z03AIu5101x7J5nfzxMOHePGqT7svUAmiaXC6OqKQfFNl05Tn80x3zWXGexCYexQrWruBtu2ry1EMCNKKTzRrMuukQTQvzDMpnMjMmQK0RzmEYFqpaGezMch5mGB2QqnJ8X+Zlsh/7CfOaW2kLifdSitUORILdE9fQ/NBbuOftK7nsMzqs2YU8kSj/XTwcZMxhSUuUfBUOUjdfz7ObhvnQz70V3S6oVZt0shPTgNppLI8BrLwKLUXSJS/Y+wgfwcZGRuYCLqg5dig1hGsKKcdLngIrgNYGKeyplEHf/XPpLPUw+aIABlk7RzUW1HUL2WnLgBnCKsmYjpTRBBMECBAlWn7//GS93LYM6GKClUMWIyOiveLLp4guzDD6eBddCXEnWrPOwP4KGNF1u1z1P+O5c/j+/xjmtJ+J55nvi5ZTSebOimFkFdSoSd7OE5G86QH5H53C0eQoLRd788Cbg2JSs8PTg9rpbHIBpJKGDaTrpO5yOZMNzz5OqLNA7h87gTNrjo+Yo7hrFinqZcVKJYtX/+YkWlo0sIRbWPWCtFiwkfIKweF2injNF3TdLi8OWvoWsvmxIr3RiqMYiMWmrDYLfVafNM6CY3etTwQZf66drmAbrBPHJjM5wGbVqiYefLLxGGc5xiyBw70ceVql++pjALRTsTdVUFD1IIZWJGf5s636eBCrP0xM9bZzW0i8j+Y0rH39fftGUQPyHtadUolHcmsZNltJpLZSv7zJHK8U3hVNxbdfXtK2G5JJCL+v8ks3p7YkrqdFFoBKL3nxi+WA2iXnzWXWul46l3rtYZu64/QoYzQrPqkDDggOhyVWzCkSGqpaIPdWiJBgp+grxaIFti18ed1zOKA20dNEi5Jl3FFdiEn5cvqBFI0SYJwSGnreIBjzMqkum+3H1AYSYSBHqTA9hpMMHVWyIOpPHKgOBtRzdf3bMOg32igMB5lpBYjUg9ojlR3qoi75tuUfOeQ3Ae3/WzjPr2HqxuuW02Hb9oBt2886P0aBErAW+Kl7HDgKLHm9ruEPDT9HMRCSXnryxC5WAPO/9Cxv3fUQw1Fvgn0komJmnSIsGk/CSdPLnBWen8NvZl+JbYEWN0jW2R/qpkl4dhYrnq0CtZX0A6uo0KvNpDfqDKLh2gnYNCuTZ3jrcrbffCrtR5aRThvMuvEICz+3g2GG6Va7SD7fRfrVRBnklONoBwe+vJS2/Ss48m8LGPnxgvKhF3gB6dRDhLrztIcFQJXjpRpJrWp2L5prIXswzpQhnoWWrLDn0aha3kptZK+aS0royQCxsBfwuk5cWlNpWqZ2+J33c/bTj2H2NHCSKohrSPvY/bosvGv/Wf5IwWTbd1t47m0iZ1CNmiSz/u9Cliyb2MR2tpd/l0rpHP/hPJrvvwAOiwKdeuMCXa8w3qu2XcEvg9eh/lrkm36Tb3ITN7GVraxgBZ/iU1zFVZ7vNm0bM68QKzYzeP07eebsjbjeC0s+fITTH3iaJZ/dTU+z0MXQmks1TK6uW+VrCDlOWPmoAA35vki5wCse1zDT4v8HJv01oNP3L2XfbStoUrwpBi0BAWql6PSgVl+zj553HUFK+AMm2fGpz+q1x7NZg8wr4n3ND3sndiUVp/+nQk6scLDJI/nnjikdq3Oc+egTzPzCUzWgtv/DF/GryDuJHJoLiK37aqbWMCoLlM5DJ7H7E2tRXxF/a737Kdb+8DmKM0Y4Wzqbh2dczb7PrPdcY9FhtQrDIZ45+wKUL19ZPla4+mkuOPIAypkH0KccUGt7Qa3tMLUz20XfCc8S71w1qIWKZFqjfvnqOy/hN71X0a16F5sdUdG+fox3dZwI1EqOhFyqWHcNpVI5v1IxilBnNS4V87TKYoG3MDCAbXqZVnSdUTPB7Tc/ys8+8Rvxu3AYJIlro0/xZy1P0K2KlJSSD1ltOlNv9+ouVl62mI6FYvG685d7efH7O0gNZZh7Wi/XxJ/llOgR7+cd8iIUVth4msnZYUdPNxLhhQeO8sCnH2dg9wjBZtFORVMV6gjV53BuS2kR73U65VjvynlIOORBNFousCo2cBW76ewxPpB4kKZO7wIl2OykiPkA+8qFmJVcCNW/LTVFfN7wAbWbCkv49UMFRs0mD1ObOSjqBFrkNFcvOcwJ3O3/y8Q//dM/ta9evXqp++/9998/bd7W3r17A2eeeeZ/ChfZ15OpBUCSJAW4G/jvwFVANTIYAzxm8pIkvQ94H8Ds2bNf70v0hLJwhJhmotXpYSYSGsZrBLVyVAwELoNUHW76AfiD2vyeVsLLJ5BfngPn1B5LJnWwJZTNizl2qEg8X/v5UjjLhUcf4DkeoPvKKOE9UXRd2NS6ckdtbQE64g7zFhWAUlGcPDDdRtZEz48cncPROyC0tqtG4L2FFuYxj8kPv4N9L00xcGW+Rvxc2tvD7u+dwn/7p5N46b+HRJHGR0RR1Ra2ADD8YDetV4p+pDWXyOfNGrOGTVecQ3MnLFsjnl8uPEUYiOYr2pXRqIKRUqFTAD8/sXiX7fJj5qrTD6ZTPyjNGqR99iiBXzf6A0dBwQfU9tLLIQ55Jv1du5LkhoLMaVnEvhs0ho5YTN6j0xyrMBVZsnyFrzDBBIc5zFzmcjInA5VixURCJeqwmjm79vurgVBQrjXCcNUPWmihw/nHL4wHT+LXH+zg5gfO4pmjr5I9UMkd7b1SpITknp5Dy6crbVkPaocf6ibRYxBUAmitRXJtYqLJ91WK/gCkQgDIc2hwkoWtMz3X0sgmF6DVYffk2PTV7ME/f4H1i8fRX97oe1wxNEwgU9eW2ayB4hRF5Sa8XEDHwGI2v3MDmxHqHOpU7dCa14t0XtxPx1kmHecPkd1TIP2DCtoRC0OJoKPKINIPKmBK120kRyPatRsu6/+uPcqsZWNor5gkEm4xq3eR1jOxmG2fP43MXgFYqvNd5VMPEZqTo6fYgpQXC8C0laEuYwbLsTzuPDXNkhV7mXXjEQDaqN3VCpohckBB9ge107nDdSXEAvBEC5TfX/V1Lnn3MNpdf+F7XNbFs6hvS0oldFvcmGbrYgu7yg1rybIQSxJVltSGDmrlQVimRSavULACZCcKBOPO+WUZwmHUXI4mO0VecmoSjDpm0DTLTK0crGU3X35oPyN7x5m9tpuE65LmY77QnjA5JXiQrnkn1zp59fZy4KmjTBxNsva6lQRjARTJQpZsmJysgFXAcvKCB4bguew6juhCvi3WEYGZTv8LhwlKBhmbsn5ufSimjiLrEPQu9gKtol9Ou/VvGDycXUuGKBuPp2iZ5TV6UBWXqa27Bl1Hd9RANMkUoLaKkV42q0hn9FkicpE2JQ7yGyIF4T8sdF3nxhtvnAOwdOnScse49957Wx9//PHEGWeckfniF784E2ByclK95pprJv75n//ZK0/0Bo7XFdRKkqQhAO2Pbdt+RJKk86CGsmoCPBZAtm1/F/guwLp16/6oaysTk5WPPsAKC4LjteYIiYRaTj+YDtSapo0SF50vrnpzOcNhBWOqMVMrhcVn02PeDpgqiG3C+fe9m59/aR+9V9Ye16uqsJWOLMEuGX1IPMJkZJSzn3qMF5eNcIYiSlHVhE4yqZcZs2LJRG5yUhiUChBKp3VCc1wrTrGl1d0d4qWXvIL7ZZvcOkexfvoZZhhjMsjEpjZaQ3GsooxtSORyRvnvdd1mclM72owgxjV9rLv3WdquE9ucTUZl8ozF1LJVrh8jZGHR9e8/IzYuEQpf6Dlek34wTSGD7aRoJBQvEyEemsPuGd7Jx7UdrU+N2LpVvPbr1rWyc6fMxI4kk+MG86rM0fLk2UpFMLz6XRm3J5jz3oME584gttlhQ+Ta76/esg6qWvl3UAtqp4uyo5gqEQhUAMjMtTnonqQ0ESA2MIt22jnl+PnceecEpcHa9IOX3n8ac+ZESN2xm0vH7y8nOeT6IrTNqjwXdaSVVBYGh3OwovY6bGwC57/KzLk6gaC3X3RExWStJBrn5AJIzs5EQov6Hg/kY6QGQ2UXPTeyWRPVMTjITXqB2OhopW3Sad2zzZkizRkPPVW5jpBRZmrlgMnoeA6QymYt9Y5ium4hx0VbSPECbRtGyDkMm9wmGNXOYBuRiIIsi8VcfVpQLNnJsTvFrokcNMlJGWxshhgiMG+K0qTGqsBygiPDPDr/7Wx56lKo87JQPvqX/PqRPv7bd/Isu2pX+ff1i7ZT+y/ii1/bTc+gf+FPZYHiA2odwX85pk/blnowS6C1RLRBrnvgqdXsuHsGl6ytIxZ0nYLt1AvYmigWqwaGybqdgmwWQpXvyE8VuHOyYviiF6relXC4LOGluUV1plz7Ppim0KUFpvpTDO0ZpXVOM71rusg5hU2RtjB2KIhhKxSzNrG61IHuFp3u8Muw/GxGX8mgG610KROkW2Yx8WKSQFRj5soZyIrEX204IpzGJjcK5zMnLpu1H2NkgglrMfv0SspC/OqLKrazkQhviezA7p1FYmYDXXVXZivgA2rbxTuqmxK2ZSP5gUpdZ8RsZsqK15Pm5Thj/hSlAztpaasbGAyDIVOA8SPmTLrVCXE9zrVEJ/qJag6Pln/dObw3fGiaxr333nv0K1/5SvuTTz6ZSKfTcmtrq3HNNddM3nDDDUkA97/f/va3Ww8cOBD62te+1vbkk08mpj/zGydez0KxAHAvcJ9t2z9yfv0scBPwQ0mS2hGpB16h0//AcCv9zZxKMFBLU8TjGmZOwTYlSkrJV6wexISiJZzqXsk7eUYiClNbWlEMjeA5PhImzWKC9Es/aL3zx1w6I0Prz0WVu0fSyxlIZUPFUo0a8wVz8THazxmlmEuWiznUqMn4UKEMaku6ydb3nE6sSWHW7HHmfmA/o11RpjIxgh1FbFMi7mz/zpyrEp6VrSkMAii1TtB+7jDyjDRNaybQYiYmZpmlnXy8FyyZecFedix5L0eP5sgdrp3AQeQFW+1Jei8+Vj7WZlcmz2hUZedH1nHNdTPp+ai3eKdEicjJIwRyCtEJ76seIACGjBK0SPm59jhhh4tINAZC+vfPYPvfjPLeWzo9xwYQi9xNbKKXysSxa1eS5f+wnaa3DNB+2xLYgcc4wC24U1ExMGpA7cjMvZz88U2M7U/T9KuN2KaEoeiYmBXTDN1g8sU2wlGJobk7ecvOByntWoHJqaRIISGRIIGJyS/5JVmy3MiNNddQLgLRZGKf+B1r/3KK7Tefxux3DInreGQma1a10kwz78zexOe+9QjygmpQW2nLemCf74vQtqYyEXbfeQP/8i+HuOobzR4lJx2dmf/4BDMKMqE+r0lFIhzi2N1zMbMq+vtMAkqDLemIs4MS8G/L5T/7c269dTdrPl37PmWzBvFTBRxvueV54Pqa4/v0Q4R7s+T7I1gW5AsmkXDlGgpOkZZdUpACJnK4Amp73nmMk769mYNfWUqosATJEu+kK8EFoBtWeQdlfP4rbHj6cbJPjmOyEbVNPO+uUKvQZz38AFLEIJV+O60tlWfuAslQSOZtwz9BSxjkOLvcL0ce6ab9kjCt8TDHd8YojGkeUFsc1ygOh2mPBqnW06lnatdnzuHwd0o0n+yTg4nOOX33oic1QiFvYVBLPMSzGy6gOKlS2mZ5xmE3DEdlIqH6t2XTi+vYd/th7H+tm49LpbKF7dbiQuYUi5XqeUAfmUQD8pZGwQ4QHU8SaKvcn5kVz1txeptRpTe9r9TD1vRKVgWOsLJjEi2po8g2pm6hOvdhG4ZQKwCG9ozy5Fc3sfLSRfSc1Fk2X4i0hDFt+HbychRMPlwsIlUB6/J2vaJw3yNQKp3D+xMPcrjQARSYs74HxV3QtDp5+XWuYjO1KdDGyCbqnDPnV41j0Sg96jgoIfDJmbVMi/u2daHlo1yleY/L8RjvTzxIYGYbkvxnnuOAw7aKvtLIUWx2hwHHBiFQh3qrHMYGTGduKBYrAPu4kEjbXZzD+HALJx1P0dL7xsBnkvRTrzTS/w9h29dOa5327LPPRv7t3/5txm9+85v9PT09+q5du0IbN25cctVVV+28/fbbW2+77bbu7u7uEsBNN900dvrpp+c0TbN/8IMfeBO/34Dxei5dbgbOA9okSXq/87tPAsOSJD2PyOf9mG3b01cD/JHDBQ5mTiEQr2URhPmCROHfzuIjH1ja8Bz5goHaIjqbK29THeGwwq6PrSMWU5mfnl9zzLZttBYxAWYveRaq8hxtbNSuDErUoLsrQnRRirRRO6C71e1aKUJRTTk2uc625WqxXbxCWSakqKaCmKbNSDLNIkRHN3Xo+/58urpC6N/pY81/38zIdhgbmyu+IBlBaVWwsRn/+pe48FsWx79wcs01lM59ibO/9iKDuyKc9cRvCbTopM0b2aqIvjb0oJAvSMQDvu5BRd1g1Ve3EAuGCLEKgP6fzmLrTWdy4TcqZR2xmMrECx2Yy2f5PudKW6oeDVcQsj/L//Ez/P3nDrLmc/5skI0NEdEecc2fqdVemcvgQyGkv/Begxsv8zJXc3X554MHM8z7+wMcb3qFpith1XkDHNLnQJWDkwtqY8SYYqoG1KZ6jgLQMTafqeYge/9pGVe/fTbWcqsMak0dnj7jQpYujWP9JEPTqiRGf4okSWxsEiRQUbGxuYd7MDC4lmtrwKdy1Rbe+rVd7FUV1K69zGoqsOuWtbRdKCaLj2+4mEsvFbpk8bjXyKKkm0QXpQjPhqDDjlFSid5/Hpm9CVr/WwX0zJolnu+xY95dEJfxNnOqr6KILEvs/dAGslmT4o02gQYZYm56QkvI/w/c96TeCat6q95WvKkqj53zdS7syzP+bActp42xOTOPc8OVvFYX1ErZEASyKBGzbCbSetYoWtzAyKiEogpv+/ln+OSH9/Cuiyvn13WLJ9deRPfsAGv/R0W9IE0aSbEpjgVpjoXQ0AjMKCCHTMaOZWpA7bHIfuZ9aB/S/m6sggIJAx2dzdYWkGHkoR4S16nTGlm47PGMRBwni5PmQgcdodr0lelscgtWEa3J0UsOeJlaSZKwX+kmPV5ialKns7NBgaZjcNPUYLHpSv95dmGqZLxMW/bkYX7vO6NYxUtpUrKMms1cuWuEOYsr47SZd6y3ZYOcpVRscoH+UgsjZgt5ewC6uvhQ6kGRJ6rdXPkCw+CCyFbMYBg5eJY4p25RSBexTJtgPFAGwJpkoNsq+mSawMwKqJ1K2mT0dhIZG1WVKJVsDBQOD4rPzTujSjWnxdmNqbfKdW1yI7WgNjaj6nmewBFMLxgMpsNoqLVsd/lkMUKyDtlp1IJ0XTDm/AE2uVVmDKbkvCfFYrnQ7bcvRQjpyxkwWhkw25nTN/WGAbX/UXHOOefkbr311oHPf/7zXaVSSY5Go+Y999xzMBKJ2ADXX3/9+Je+9KWBQqEg9ff3aw8++OAJdBLfWPG6gVrbtr8NfNvn0BvagLlgF0ACI6sSaKsHtaLDjd+xmks/4J+TB5As5JAU29Ev9Zf0AsHo1m9TFosWpWyAQFsJQ6qdVLJkUaJi8tt12v2cv28nfR+s3VZ3C1SCepgiKWTHfCGXM2g6XUg+nRRYLs539Qd54okRbnm08hq429OaJpVZaEPSGTPFgCgnY9AqAGGgGKUUSdOfqh0sTdlAAQKyhlVQAZ2R0jh7wnuQbZljDzi5WzG1CkRUJr+cXmTBx/ZhFRSCT4rybCVqYBUVZrRVgKM7aTUq8qpeoERm+E+MCTUGltzwHDo6kmphFmQSYX/Q6oKs6hxIv/NUx5HhSZY16WhWAGlNPwtW72fg4X7fz/iB2uI8wV73phcy2qyx5zNr+ETHOrTllUmhmmUNSOL3tmqUbVVdZQUJiThxJpkkTboG1NotWRIrkuiH80iGeN6hrgLa6gFkZC6fdSZx5z0ZSByg6/Lj5J6v0HsFQ+f8fb/G1mVCT4uJXX5lFvkfn4w+2V+TU1sGtX3eAqXKDoriu2UN4n3IZk2yWdPX8lhHRw5aWLpEU8R/y7qyyKoFY9XAyNbqdJfJYwTzmHmF0lgQWbOZKNZO4kUX1OaC2C1ZlIjB2Jhoz9azRL+ceK6D4OUKbcYMiiOHKVZVjBu6TXJbK+3JKJrjVGXKBhPWBMhQGAwRXS7ax5wKIXdlGc5NsbiKQT3U/hKrv7WF0S+fhpkX95kkyR7pZWxTovj72UiSRFtbgJPv+D0/W7GNM/lsOU3HxCTw9z/jtL+yaIleA8DIY118bcmX6Zhdu+Abaz7K7D8/iHXMKxmYLuUgBGZWRW7yX0y2tAQYHy8xOVmis9PbVgYGBA1sU6Ip4t8vlXljzLyij4lAF1RpPNeAWuSan/WCQaEICjIJOceo2UxpqvZ9NJw6BgFqgxjFyjg+kBGAsFudgNZFAujpuvgOx95VMk2WBfog0cRep5jX1E2yE4KljbZW7iekGOiGSn4kRWBmZeHw8mGVLdmzOfPlAqoqATZ5O0D/IaHFvG0xAAAgAElEQVSAMufUyk7DTx5RSCcv5IbhybLBtG3ZPD06D0WfyeyouK7ek7u44h82VhhegEiEQ3oX/cOdzN85TM9JtbtRLkutSqZv+kGZAc/lwLIqaQ1VYRVL6KiAXTGyqIujUxGGC4uZcyRDZ7WsehXIddlvd5FiTCTZnelGxmJecARMKE5OXwvzx4wTMaqvR1x88cXzR0ZGPIPjtm3borfeeiuHDh0KzZ49u7h+/fp4JBKxurq69PPOOy+1cePGzE9+8pM2v3O+0eJNR4u6yDl5kVZOLRdPuVEpwpjeUSzpeJI3sj7VNBktZCPHimR8qqxfuOxcAMw6ua1hQ2z45fsiNGsiv6mk1m6bu2L5AcPJF42YlHSDI5NjxJemMPMK8yXBOriMjKtRCZDRcyz42KvMuG5/2Y7TlA0yhSKZ/TG0iUoOZsQQ1zBSqPWed2V/NEnDdtyVCrrOB/kgl+tXoU8JhlZRJLq++wAXHLufUaNSgFQwxD3YulIW2lej4pwdHRXAFYupdF7cT/5dj/tavObNClPbCAidyCbXzZ020lpDSS9tbR+Lb93NQPSQ59jn+by4lqqcX9O0GbEFkGmnjbAl2mqqVDt5uqA2QgQJCQMDE5M0aezeccy8wmxjLs3Nop2mpmrfl5JuIqkWmgYBWbS1pRjlfNrqwrqEw9TXa9W61e4BSS1XkydOmkQZaWElK2vk6L4T/Sqn//Jp9EgG20mOc2Wk7JJCWBJtaQVKVRa5VUziuY9wee7HjJ36e89zrGbd/QrFAFoW52leP8ZY3itNBpU2MFJaTWpAdRw+4zdc2P8LUuu31fw+k9UZ+JkA61LIqFHrcDVq88fDZQ3YqVLtcyw4rnxyMYhlSMiaTb6kozWXaFqVxCzKTG1tJRiUqxZJ1eoHlQVK0ClAshWDoZLoN/pIuDJepQQoGi3W9kvXFCWkaZhOfuFLvIQpmUz8vo248w60tQXp2DjE0MxXa/S4dXQC6/vo2DhEzKkV6JytMGuWF1TuaHqBU763ifDpXoe4tDPmiQWvf/R+cA+n3PkCB/LHfI+7bamn1IaGJ+mzt3Da/c8wOqs2w80uFsvqBoat1DC1mRHRB2NygaDjnlZM1eloOxX4mmIhqzK2JdILipkSY1kNGYtOZVJop7qgLlvVt6sq/RXN3VUxy0YBkSpQG3YKPfPjtWOD+/4pmoyqiXbvs7owDZuuZR1EmisLgUweMnaY4kglV9jUTV7KzOal4gJUB9QaRRM1oNTmvYZCHDc62Jabx/Aer4GT4eQTa5Lpz9SqKk+V1vCj5AaGd/nXG+lp8XwDsuWfcwscHgnxQmE5g0drQamtNwa1md3CjCIaMAg5U3EpOb0U5596PPzww4d+9KMfHb7vvvsObd26da9hGNJPfvKTQ1u3bt27devWvZOTkzt27Njx6mWXXTb1zDPP7P/pT3965MMf/vBEKBSyFy9efAI3lDdGvAlq6yIzzYDrbq/ay47zW35bI7heHXImzBMnXczQX13sexzgpK9s59Kp+3jEfLTm99msSWncWdHHa9+hY3kxqOiDUZocUKsH6kGt6OSqpZWr8gtWiZ1FsVlY2j2jzMC2tIj/VudypqwMq766ja5Pbimze6ZsoB7o5fHFb6f3nuvKf5uQxCQ4odeDWgcIyZoQQAdMXWIjG7lwXGzBu2BSac8RmZUrS3ZBZasWvQKE2s8d4aRvbKa9vQKColGFtg2jyFdtZR/7qA9Xn9IuqA21CY+c+xDnvvgIya4jvsdlZMbvWcrxe+c01DZl/UGW/++dDLUc9BzqdNIJqsHi8eM5tC4xuHbIHWUmLG3Vsnsu666hifxfBGP5Kq8CMLm5leZohKYmjabVk/R17q7Rmp1kiiv0H9HzyF2ElApTu4hFfJ7Pcy3XAmK7f+qYaI96rVp3qz0ga0i68ze7m1n09Y/yv/hfNX/r5o9rTXqZtS63pSETVpy2W9ZPbqF4Vu7CCqApHkAJm6QM71ZlNeveaIEy54vPct6Lj7LX8r4LACldnNdIa2W5u/qQQjrh7jylQJ1ObdZi96dEmk2gtVjD3LpuYvm+aFnyL6nX3kPJcphaU2X8l/Po+8FcJMWm9QyxuJna0opVFPe2a+VDnP7gkxS7KrbFaTPDmu9uovNTL5b7paUYkAsy+EAPuW0VaSw5K0DReKm24Em3XXe9IJZjELCABVy355O8/D/XlMeDtrZARdarSqvWfR+tklwGtTOX+Ot+xh39WT8zjIyj52xPU7gTP6eP2X92mH59yPd49QKlkaSXm+5SrMtwk3SdK2IvOMecQrGJCXjgAdID4pnFpHzZsrVUD2oLjrmMDKe95yTOvFmk3wztGQUkZihTQnM1Huc3kyv5XvICBndUAJ2eKbC9sICXMzPLoNbQLWzLpqknTlN3ZaEYcgo9C+O175MLamVNQXXe5XhHmPM+eiqnXLu89jlERbsWxytjkKtzq2ChOaC2puCt/LCkMgFbTHpZTt1JvVBpwNQCkyQYNlvIDU75Hi+lRFsGlMY7XaqjROS5RsPgxvhvxfVZtaA2vVcsqOKxqnuYeuMwtf9R8f3vf7/lpz/9aTPALbfcMtzR0eFhdG6//fYZ1T/PmTNH//d//3evPukbMN4sB6yLjOEMuD6g1mVqO27eyTd5iP/J//RU/QLoBZnUrhbkUOPKckl3K+ZrQWkylyc4QwyiclOxJj1hoDgCcbBG42VQa4WKNZJcxv4ONl98Hn///63l0YHNbN+W5IqVcFhx2IpXe8FJ9Sv+5UNccOs+jj4bBURVdAWEKDWg1i1qqZ5AWtQEx4Ck3QAISWr5ObrKAO553AWC7MgHJauAjMvUYshElAprEWgreZhaV6fWT40iVcxDBOxi49e80DJOy8oJ8r/z10ZNkGD/J89kaKhA+JoGTK0VoEhli7w6XCazmvE6dChbo+9ZkBUGgUydzmyUKOtYx2xm8yk+RYAAIUJlUDvxXAeJi1SamwOs+NI2jm4c5hALWMMaAEqm8xxNhaDD1NqqSYJE+W8APvax7fRfr9MzexpQK2nl9AMlZNYsLqqvF4SsVyZjEA4rFE1nEtJVInKlLYOX7YY7zqxpzxlOHlxeynsq98tpQTnVNw8TKu+SHygGiOc6eKDtOpq7AC+BCFBeRJXkOrvNrFFebGqtJTJpozwelJnavkhZazdt1TJCRVu8G4qp0vfxt5bzhlvPEp8df1ZsLQeDCmOth+m6ZJD0k5V3MmPlmfuXBzGGowT6zgZEW3ZOzmfTlecyb15UiCYCai6KDUyadaDWAaWRQICkk36gopI4uoCJ5wZZd4G49tbWQJlxrga17s6BVVTKDn0DDPB1vs5H+WjNd8Xd4q2w11TEJQ6m65eaIdwIJ0veYlkQuxeTXzqLowdKxG72P09IckBtXRoXpRIh53cFOyBA0P33w69+RXqduLaYnCfY3AzjUMzUvgtmwWlLGU69aXX59wO7Beng6tMSj5MnTdqO1IDSYrrI04VVRI0SFzjvslkymXtqD3/2g9rCuXBIgiQUJmvnCcutEwsoKEGR4hWZPYNFVy3zPIdgIgT9+RpQahYdYC5ZhFrEAmT80CQvfG87Z7y3tkYiEJQh7QX3UGFq1UZMLRAMCBve4oR/W8pYrAwcJtDWONdVc55TdVEegGQaJGRxXwWzjqntE+0Qaw0RzIvP+93Df8X46le/2nX33Xe3A3z5y1/uAjjttNMyd9xxRx/A6OiotnLlypqXKRqNmps2bfJnDN5A8SaorYuZ+Tk8df4FNEfD8ETtsWhUQZKg4FTSN5L1ms4i1w2lDGprO9lxY4Bznn0cEOAgmy8RcxL5h03B6sjj8bI2qWvx2tTkSDZNBBl5tJveWxYSfTjI/juPYN2h0HJoCQd+dpRFYxUXcrm5QGRuluRTlcGm6G7n6AqaJO7Tkg1Sjne4C0YBOoJi+zqvZmtAiGulGVQ00MUzeDr8OBaTKNkFznnE9SqFMCa1LGU1UxuvUo8oHI/Q0lJhA6LR6SW9lFyEY7+chzrWCqd5DgMQsR05LB/XHjfcoqFGTK1mupNnbVuOMMI3+IY4BzkMDFTUGlDbRhtpTUwwean2fZrHPP6av/Z8X4kSVl5h/NkOEu/UaG7WMNLe5+DmcWLKoi0A1HpbZYvf/naE+Q6g8aQfqBWm1tVwDXQUa8CoG9WgNps16OgIVq7BkGm125ja2kLz2kkmD4SIRhW6uyvbpK49qhLTGRwslHNswTFDCAh2T26wRakUxbmSDUBtLmdgmzJB0z+fFiDi2LYaci0QShkZZlwgCi21uEFyqEC3U5xYDWrjsngGngXKkbn8ZvYV3PzeBQSDlevr2FDJpwUhcRVyzqurlWtwmV4MpdyWtmL4GhAEClGKQKpusWmUQW0l/aBkl8o7NW7fei1M7Sylh/fwHu7mbmJ4pZ5iznMQJhJWTepOeSE/DagNGhHywJTu35YxYgz+2wqO7MsQu8X/PG7qUkmqBaVGQSfj6AEbqBiZPOqYaMPMvgGglbicJ9g+Gw7aHn3Wjq4AV0SfJzCrNr+0DGpdK/N4nIDDMFbn5bqAUpbsMlPbKMIh8fl80mslDqAEVNTWJjiax3yrf52HsKqFYpVDncs2y5JNvDPGhg+u45nvbKFUrwMLBJx5zGVUq8MFmdo0TG0g5ADKBixpNAxvi+yAhat8jwOoDqjV60AthoEmmTR3RdCyU5i2hOIyteMFIES8I0xwxFGEyXh3Dv6rxRe+8IXhL3zhC8PT/U2pVNo23fE3cryZflAXciHI5IvtGAe8DKwkScTjKsYJtGqPBQ5y8h2/J3bVHt/jAIrhnMOsHayqXakkGfqrNBPnH1vP9ptPRdq2oAwg6q1y3dw7VZVqHMXUvXPY/cm1tI1W1ANcxYC0WRlwi5bL7skEHAcoy7YZePePuWT8PgrL95f/tkkWK+tAW4Hh4cpg4bJ7QbmSArE58TRf4SscHRerZxccqyUx4Gaq3IvKDKOh0Eobh/9loXgeE4maPOdqUOvXFk2pLrb92Rmkbl/nOeaGa8dan5vsRooU2tIRQt05XwUFgIDtpAbUMUJp0uxmNwC9pbnlLfSDBzOURoOEhrqYxSyanVL9YoNrqI+/4C94YcG7GXl0JvG46oBacW3VoLZkCRAiGQrtdHDom4uYemQej/AIP+SHDDDA5s0TpNMGhYEwjMeQ64aE6vSD4GAXY093cMavn+Lh6/+6vO3uRgXU6mWwVX6fDJWYEmHi96Jf5fsiLF2aqGHw3PdRTej09dW256LCCn4Vu5Zd7zmv4XMpv0uWf788kUUuQEQV5zDV2sk9FR7j1PuEQeL2m08lUwV0+hEFftmDMVqDoi1z1BcXKeT7okQKTURnFYgtTSKHDMZu28BLH1hfZmpDIaX8HMxAZWwoM96GTG9+Pr9dfilTn7+Qfn2IYFeeWKLSbs37l/LyZ1YTOFyrx+UyrQE5wJEvr2TzdWfyoPUwWxb/CiWqV6UfBE/A1Iq8XxfM18t5QW1b1itJxDLt7P4fa0j/wssqlj9ve8em+jiRo1jESXfR6xYok+MG308LAHht7Glko1R225ocFu9Ok5YvGwcU64BeOCQxVxuhu1mnf9cw+586SiFVZPVVS1l9coiZVUyt5qTKuHmjAJazZa/I0L1qBh994j1c/c8XYvk4ly1fYHF59PcsmF/7zrppubKm8JaPn84Nd7ydob4Ce397CKNUC/yCCfEsiwWr7J5mOsVuiiS+M+3kEsdneJUkAk7+ecnHUSzUFGRZsI/Z2khjptYBxcVkg/HNLdRrAIqBshqEUap9RlN5lZ9lzmL26nbefV4aRbLLZhWT4+I5N82ME43LNMsZQtqblmJ/6vEmqK0L1yig0RZnIqGd0Cp3JDDInPceInByv+9xANUUHThv1YHaKtP2p844n/xEZTBThto5esdCooO9NRav1Xab9oJBlv3tDo527sRacpzudxwjp2Rq3MTciEpisMtWgYCiAyglU6FrYiH3S9cTvu3d6E0pAq2lGq3WDWxg9OMX0/fDeTUuUkNf2MDjSy5jcWEVE/9wDk+dfoG4Z1vl0zcfAeCsswS4CZTENVSDAMOA1J4E9mAzoZBcZjVDmVqnmer0Az+m9rWAGJdZMwL+21JbjG1s2PQIK7+0HU3zZwgDTu6eXgdq3Wsae7qD9T/6WLnNDh3KcuibS7jksU+zgQ10hVrJ7IuTHdI8n59ggjx57uAOPstn6UOkNSXHbWxDJpHQaG4O+DK1JauSftAtzWTnR9Yz/L3l/I7fcR/3Mckkjz0mFux7/24Vg5f+GRdxUc01TD3ey8GvL6bLmknXry/l+QuFO52uFj0ObvVMLVRArWSIfFG3LfN9UZYtq1WKKTu8JfQaMwMAvQhmVkMtNmZZXWtWP3tXgB3Kds75/W/oueWlhueIlkFtbVu6bm3jz4k+WMxUxof32e/jhbdcwPBD3XQl57PrllNo3bWm5vPV40r3Nx5h4ysPkliZJDYxk6G7lqBPincoGJSJOP3SDFaeQamqX0bVMOlXmigORPjVgtu5ePAXJM6oEC8zBpay/x9WYO+vZRKt/8Pem4fJUd3n/p/aunrv6dlnpBlJo30kJISExCIwiM2sBozBNt4THCfhmlw78QK+dm4S24mJHS8Q4yQ28YoxxhjMYhCLDBKLEEJCAq2jZbSMRrN2T+9L1e+PU1Xd1cvM4Pxs58Z8n0fPA9VdPVXnVJ3znve83/drgFmU8Ega6Re7GPhlFy/LL3Fo5TMYWcXRNwv5wWRMrYLXKzugtpYEq7wv02k3yPInGtl/ey/5p+rbIgatHZp6fTnAAMHL99Bw+nB9UGvpfotKhf+ztWXero3TqY4i53OQEIzwado+1vm20dWUY9aSBq4ObOL02RXb5mUgbOO3t/Do325g7GiceefM4rwrW/HbIDoUKgHCMlBbtAp7yJKQZdgLu1984gnuuuoeBl4vJWS1dOj0aCcIe9zA2ilxqylEuyJEu8K8ePc2Hv/SRipDt3xos0XV2Zo3LFsyRbKKsfRbWuLmattCj6XJrQVqm7vDXOx7hdXevXVL3DrnT9QeY1PjGQYLERKF+qBW021Q636W0lmZo4UWBg/ES0l51gIlRJImOUbLgibm9yh8MPwkZ55V33bxrfifEW+B2orYpb7OsjtepumKwzU/nw6oTZriuJKv3qK1QzPEZxnTPXlPWFtzJx7pZOzFFiZGSytT29cyHNZYwhJG/tdV7P7CMhdTK809ycLPvc7h5h1MXPMkq+/fyPE52zg490VCS8Zd2eZBK5kjXZZIUc6SCtNziVzOwGgRGfNtZmminMUsGvb1kjoYdIHazICXxN4wYTWAfKLRsQ/K9oc4cjjLGWc08rd/K5IZdMulIS2X2jIw1srTS67A/Idr0XWF0GIx4AYybo2yKJNbvy+G82OEFsfwt9cvnRpSxNZpQa894Mbz1qSa0usmm+lWEldecfelk9yUFJIDOw4cEBNoT48YhM/Rz+TJhVey67NuLdtGNvIn/Anf5bv00cdOdgqQm82TyxlomoSuy3XlBw5TW5QdQJ7Pmxwrim30VqOVJ58sTaB9fdVbvYM/nc+OW1Yxmzl4PDKBueI7TcUWxw/XDjeotSQ4441sPP8CpO9cjK4rdFwlFnqZ4z4WL3Zr6JwKb+E84+PuSTybrV9W1Q69aC2QpNrv5ZA5TOOaEbxd9dk/WytqaO6/by8+C4ka3qcJL4MbmpEngswwuuj7xiLUXbNd549272X1L54ldsbLzra74i8QCqmONte+v6BsJVmVuZ/kTJupVZy+zOUMxr1CvuCLNzrfrVcqt/Mn7+JB9T20HFyC368Q6ElgSibqaASzILvkB7FtUeJPzqKVUr6IFy8D93cztL4dXVfYzGagdlU6m6lVAoUqr9rJyh3bEVLEs5SuU2Z3h7mD3n/bxJyP7Xes/SojYEtJKhYo9ha2Zp+WKzG1rWqMU/RDRJq9BDsizNKGiEpuGcfggTjPpxfTNx5CtSyobG2p4+sKEAw6vqvlgNDIlRLNymP8eJzsRM7lfoBtI1hRHOb8rqN8ILSe7lNEv8cHEpiGSag14LCadnSt7GBVpJ82ddzxm5WMIo1ynIjl9Xv4ZZHI5otWLxq9IY2InKSmC55tqeXxuCqelYcesKpVJmqPwwffiPPTxPk831ddHtcOj0/FK+UcEG5H3nYF8aqY0SiGiSgHDJwV2MP7ws/QvqKrbju+Ff/z4i1NbUUc0Q7S85f7iP2ottF+OKxyIl69NVceGQtYaPn6rJJmWC96Bai19Wb25Dk2JgbAAQZ4pfdB2q8oEon00Egj+u4eEntPukCtYW2bapKGbK18T87fTvyCg3T3L6apqaS7sk3Ls2UTR65QpJiRkQqqI1/IqmmkSIZCSqHV495q7LAMwU+cKAPGuVIVKY9HJtglJoyh13x0dHi5//6znAmt8fg8Nn1phK7mmU4VqVIVKgHaAj2inSsnT59PIT/mIdkXpGFOQ9US7bWGF7jgjUfI/2IFcDm1wrZGM3y1tVbxgvjbUqY+i+DFT27EU+WYYRcMKCRU+g4knGpfh0+O452RYk6PeMbsbd+xsRyGYTqaUXu7V0NzvGPv4z72efYx7296GfveqUiSRCRST35QYvckT4HoGUP4OmUSSpxiRubLnzvKiy+OIMugqjLDwzni8bwLZJX3heaByHIxYXRKHVXtcCVX8tMPNbLv3nESp1uTXUZjeEMbntaZLkCaPeGtArUddNDwwEW89IMM4+e5QeVL6gusfeZJMk/NB66s2Q8+w08CyNQBtcmitdjM1l9szlXnsPvvllI80ARlJajtvoycOs7sP9vHceYCwnHAZpVbWnRHVlO+ewKQigzTec1Rsts6kS1rtK4bDxFqjdH+005O3iueQ11XCCo2qK3N1OZ9CVb+4HnCAZ2ML46Rk4lkS++GrzlPxzVHGJ5dAEqJTE5FMV2l+fwTzL5JgFIGxLnloLb/7rkkH1rMmuGSGL2p2MJL161FkkC7pQRgaoHahSzk4Ok3sX1LgtSrblA7IB+j87p+fMHaIAgE+zu2uZHI0drjcLyQAg3MpKeuk8Wy7Er+sn2YhbOaoExumres0o6kG9hQPIVF/SnaJyrY2IaG2nZcwMn+JC9nF7J0NIU6Q4xjh7ccJ34iQacul1ojFLJAbZ58Oai15AeyDMmRFA9+9ik0r0pyOI2sSC4JQKLg4Y3MAvStaZZfX7qGgJwjoCQhqLP7yQM8e4foy4aZ1T75PWd20TPjBBwfEffS2Ei0Vef94aehzc3mB5uq27u9U+dD4cfh7R+t+iw1NEG6GMIvKzXK34ho6vCyWNtHR8Osmp/nLXlHrfLXdsxb6GXeCz+FNe53P18Q5xzdMcy3dsKlvk7mj44KmYUt3WtocECtmUrVKbr8VvxPibeY2orIGGIikfO19UGhUImprbXlDSJ7GyYHtfrhGbz87rNYtMddDzRlMUKtFw9wyje2sF8Tme772Meh056h+8MHnKQwG3y45AeqLdwXiT0AyWZhi5PcH3RZKDXoYiLNyiVA2jTUw69878a87QYKoQnOe+UxzDv/XVzbgSCtLWVVbRjHfOcLzPvkLhez1vqJzaz88SbGfYMELt3H6vvFllhiX4gbbuiis7M0/HWeXMyu205Fer2k/ysVgBDave03r2TX50+hRXZvc0qSRLGvhfXzruKmiVuq2tj2qVWN+oB0ttpF/3/OYeS52hUAJywgJGXqA6Gu48t4tPk6/Hdf5jpuA6EZ7zrCxPf+id/wG2KxPNoZB3n70V/yk3ZRm0RVZSIRDRPT1Y7loNa29DrMYXJSjmJCdQBUOVNbzlj7xpvZ+pE1aA+fQVqf4G0vrGfp/Y8DkDwQ5F++up9CwWT16kZ6L8nx9uO/4FblM6570HuHaTxriLya5fgVD7Pqx8IKaaZSbaofJkwgE8XIqA6TWd6Xui6z/S9Wsftvl5I6HKS31w1qG2mk69VzGfhlV5Xn7klpkObzTuLrrs+yNh9exIbTL6H5idoJM/YOilqo35cL9Dns/sIy+n/q1qParLu3LcOpd73M0aDQlm9lK3dFv8rMGw/S0qLjixbpet9BTi5251kU7JLHpuaMLZ3vPAJXbyF62pjzPV2X6ZJncuLhTuK7SgDFzCmMvxKFY43gMeh6/yEi1wpHk+TBAKFA6RmX2uOs+cVzTFz1jPseHIZUpvGywzRbSWr5fsGQ2YsrG9zai6zS+aUEWEmS+DP+jHfxLjqoXuAoKPhUHZCqNLX7ottYfd9G/JfvrjrPjuWZ0/nNmrcz9t0VNT+PW57O8iQLlKg/QHbQR2LYDWPKt7C35+YyfCwNuRzHzRY25ZZyNN8MkQgZPGxM9/LCQbfMpmBbemmyw9S+/sg+nrz9eQ7vL9vxCQZpnx1gpb6PmdHScbNYRKGIqpiYJgztG+X4DrFjEmoPIpdRuGlT54VMLzt2V+htbYZUVRncNUw6Jp7Phhl1HARsBtlmKu1KXJYOdt0nzmT1+5cR7a7Blk5SVWzX+oP8aOICXk7Nrf13gZmLGrg4sJXFHbXf3VzasoCsI/krv87yCmIAZTa1mCZkTA3GxkgdHSaR1zB9fvB4iBe8fHv8cr7/o7eY2v/p8RZTWxEZa/JS6oDacFhl4IEubnjgq9xwzZya37Ez6T1GfVDrS0Y5du9sAld1u46nDOvcaJ65H9/LsQ2iEk4/woQ8vrOBcFgjTRrtwxvpXRUjHi8lQjlm+WiObrfoF7+Z7Au5NLVLPAv4568sJr21DT4sjjkldT0ymkeioWzCTe4P0ba2dE8ZMoy8/Wl6FgWI/VtpsIm87RjB5SPkR9N4ek+6zu9Z7E5EqFXB6UjLTq5M3Yvx2jx0fTkH71wIwHW3VU9gwaBKIlEgmSw5QDjXZ7Hg2iSg9lTvErZ++ExkGcw7qj03p8Puea3s3nKzfOz1JoQAACAASURBVMBVAUxSTRIkOHAgQXiJYBDaJcH0jTHGuUd+Qi6uMjJyqbPwsEHtPd8/xoK1JswtWYMl+4K0h0uLmyM/nMPAgzP54YHrsVUBykSQ/rvn8rb3z8Knudsg1VfKWL/oojZePZZB7cgwlhpzfW/B114gsnKE4eT5aGapfTulalALQhICpSSeUf8AS27fitEQF335bfE8a5rE3LnVSSl2H9pSGzvs7X+5UKeMJtAgNTC+pYn8+bXLptqAf9LFpi4jSQIAllvl5eQs5S04IQlmbw972BfdRnhJL83DHryNRVb+8AViMT/wIef7BankOSznxS95mqxyq2Ml6YCuy5ymnsmLVx4XMoM7xfHIyEw2nH8p1147A/+/uPsy2Rd06UqbNAFMjIB7Ah/6wH2c/6cD5PZ2oORK7ZjaL8CzDWY1TSbSKJPVExyInWBeVIDWWCaFf06CgGXNVqm/rgw7sbJSU2u/l8okGspahWHKw95BmUziZT+LlWVy8xXJRhmrylS/NIMtqdmYusHMhgYMj5dXsgvw5nOUF7Eq5sX9KKqMplte4HGrZG+XBQp9PtA0ZiyKMsP3OjSU2OyOmTo3N/wKVq4kXcEyN3S6mVZf1AeMka5QR2063kE82cYZQ1mUMrlBZEY1U5uZyHIy14RaGKXTBqZloBjglCsXVJ3nhAVqzWSyiuUsWNpcbTIkYTPeidpOFjnr+fBMIi2qWSbXNCkU3VeUMT0wOsrOB3fxQvztrNKOcTaghXzkSCDl3koUq4zVq1cv/PnPf973tre9beHBgwdf/0Nfz3813mJqK8IGIvUmz3BYw8gppMYkpDobGTmL+bQ1frWivFRueQS29bLx/As4dq8AuzaIKYHaCG1tOiYm2SteoOd/7XVp5wzVLnzgQSlWT37lmtqVwaW8/ukVHLi3w7GIKW03y463qR2pg26m165C5WnOuqusWWyxT9VRiqXRLrEvxNy5bvsfLZKj5cIBJroPOseyZg7FV0RWTdeWdU0bKWvimkhUW9FkLK2wh/qTpy2RMIwSk1UeDrs3yeRZr0xuNNfCsfu6SB0Sg/poPsaBA0lCSwWonYXYjvPiRQnl0aI5VyEMG9QePZhj/+sVMpW+kMPUy7KE3wyQ7g+Qj5eXPC5JB/ya+/oDiWY+/OHZ6LrM9dd3MbtRMNUZzT3xSB6LnVM9aGapHWuxc/30k77lfpb+81YHSMQCg8z/690UT9/j6sv580MuH1oAE5PkaTuY/dF9jFUwtSUgVB/UTlU2OW0x555J3suMlKH7mhO0XDjgYhgr9dIpOencM4j3sqVFJ2o5WZgVcpaCVGLdlaL7Hvzx0i6BrgvNrKpK5POmw46Wv5deteK93h9ygdoWrwWsQmlMSpN4vnWUyPJxVN10qgUCxPaI57PcLq/70lHefvyX3KV/yzn2mrmDiw88RO9dm5gqDAzCd9zH+a8+ytBwba25Wqz/XkajHpANpzpjZSSKUy9Q0sExzvjVBrq/8pzreL4CJ2cs79IRQ7Rbk5qAZcvwNIv/zxmqUyEPoGi7F2gyaoVtY2RhJ7S0QK9VAKGWhKEMUCoV+tdIBaj1NorzMznJdQ39iTB78zPJZQ3UMm1yw8xqpna4b4wHXuvg+XSvcx2Htg1xx/iVPHK4NjFTHqbPx12xy7jj+6JARHkU0hZrrdbf1C96/QwXQ5w8UbsSZ87SI3vqVGwEGIvD3fGLuO+ZsnGsUCBvVki+TA+MjTFyUBR6iDaIMcbTYLnc5HG14x9bfPOb32xqa2tbtnz58kXr1q2bN9l30+m0NHfu3CW1Pnvve9/bPXfu3CXLly9fVP7v+PHjf3Ci9C1QWxG2V2i9LGt7y3eyUrnySISxLY0EsvWF797mHPP++g32znvWdTw3GGB4Qxv5nQI0JCsmz4nXIyxeHMaLFwwJNVggVpZV6viKShpq2eRp5CXSR/wuUCrLknM/NhA40vw663Y+gvGBZ/CVTZ7bPnY6mWfmujxCffiQDBk1WGA8VWZFZgEhn1aawPd8cQnDz7Q5yVHO/baOcPb6Z8i+u2QKbFc+kg3F5fXb3Fw9CQYCKpcO3s9n53/IAYF2pBXRl3qhPogpUKBlVZzIaaM1wVDKArVaof7kmW8c46IDD5L/vz9yHZ87fgovX38O+24X1kUDE+P09ZWY2i7EFrcXL2ZRQvUXGRottaN9P8WswvhgaSCWDJnU4YDLM7hUKrfUBuP+k8z5i70Ypxxy9WVsR4TmdCff+97pxGJXs3RphHldUYoZGUPLuxlmq0ynrmgOqDXHfcyhejLMkiW9bA/N5w06bWmXZpUNxbW9WOl8ACAhsf3cezn1Oy8znnRTUynJYuYmcT/QGrMs//ZmRt7xWM3Ps1Yyoj7JDsooo6y4/2mW37nFleA0+N0lPNp6Lco95wCQVgX4t90oJl5voLlZp8Hvw8hLSJ6i63ksZ2rVcobSkIhky0GtjCEZtC4s4J2RcjT1uXwRMFFVCZ/qBsVVTG0wSCGlIOlFRwIDYFqV/ryKe4EyvF0sNG35AZTcBybM0iInnS9VRZsqZGSkuYNETh3n8Al3EYiMPDUgzTeOcnXxp/Q+/ouan9uOLZ5J3kvNZ9J+xXEazj7hAjILAoNcG9jIiqViLMtYC7DRvAA+Tf/8OVi+HDXoQ6GIgUxhoqzMtc3UajKqp6wtJAh3ReHOO+HWWwHIyjr9+WaOnSgDUrYfl6JU+dRWglo1HEAjj2FKLg/ZoimuXfFqblBbQ36gB+38Dc2RHxTTeYooGNLkPrkAUiCAYcoYhlRV0cv2fdXrr09I5DV+PHEBD+9sqfl5ziIDPJMkDsoejbgRIJEqgyyFAhElyTz9BJ2niITGDDokEowcsRJaWy0/9FAAlQKmWX0Pf2xx4403Dm/fvn33008/vX+y7z366KOheDyujI6O1sSJX/3qV/u3b9++u/xfZ2fnH7xx/+Co+r9b2JOVmq6XKKahNWbZcs23+QLhqlKhAOFHzuM3X+3k8q/Ut6zxNORZeus2DscOAR90jtsMV9iqRJXREmTIMMggRk4msS/E4sVhZGSUnE7Rm2E8V5p4CnGV9FEfAW/Qte2eOhTALMouUJsmzYxLhxgayBOL5YlENNJKUoCuiQQ+RXzXyEsc+s58Tj3VrS2TkPDmgqS9ceJGKUPYBkI+VUcxNAxA9hiYRZnZs92gtsEy3DfLtkpLQEidkqkNBlUkxcSUTCHJoDQxZzQBhLyFanN4O+LEOX3TQ2ROeEkm31dVKWvNG9fxH3/TwuldtZMcALwehcCcJMZJ97tvb6HnRkU7DqVjjB8YJTBvAsmQmSHPAEQ7SmkdghlOTMSAmUCZhVJW5sSmCGs+0s0RpR9/KurYednRtCRF29ee5Z7gILdyMwBj0SMsv3ML2VdSaJKoVGQa8Myyy/jSl4TRuZ2wN7cnyGMjOr4ZaeLEaaFFJK1ZCxRd0fBaz4Pn+aU0XOZ+FgDHhF9rLLkf2MBOLmquvqxMErNDL/pIKxNOSVs7krL4fyVV+70E8AUl5rxnP7lY7UVM8FAP/RsnWBOvrZ8GnIQ8JSAKG9h5NIlxk9yQl0imlVEgq6XIkWOAATAkJnaHableJxzSyMc86M1ZkiQd27OibCXDSBqh51fx4s8lVvz7ZvREA5FA6ZnTdZk++li9817GtjQyNnYN7e1e+mdu42rzHnIvLcbnKSV/hW9/HwMPTBD8P6WhPBRSyQ3rqN0pJphwnAhsz2GvqqEZopDGgj1v44ltXqDo3oWRRV/ajDRAuiBArVycGggBqHkveU+CI8NuSUvaei892doyEYDmgBj/lLBw+qjUW9qOLZMtUAKWpZfiL5DNGs4COWgmCWojZGb5eHVnikzaoOCXGct4QILGOZZUQJLwyEXShkJuKIYWFs9e0ZIvKJrCmg8uZ/55s/jZzY8RbLGdB0rtMx6HB5JraTmY5L3WscO7J3g2vo5Zuz2cU+a7fd7HVzPj1FK5YwB8PnxyjryhkYllHSeBomGBWo/mAONl71hItAZTa4PajKk5TG3RdmCYTlf6/XikPHlTJZfMOY4OAJm4eCa89Tey0C3GO1uozaHlrB2yyZha1WcVFyqHTIUCPdoJeqIJ9l/3bo7vOElGDVA0JcaGc4BE4wxr7Pf58EgFCqZKLpHD46u/4/N7i2uuWfk7+d0HHnhlso9//OMfNz/11FPhyy67bPy1117z79mzp2rAHBgYUD//+c/P+Ku/+qsT119//ZyHH374gNfrdVHcn/rUp7r+/u//3ln5e71eY9OmTfsqf+v3HW8xtRXhTTQQfz2Clqg96YbDGmZOJjnrEHvYU/M7tqTAN8lL6lNqm7yPLdvGktu30rhYDNp5T4qjVk3PxN4QLdES22ozHbF8aeI5+rUVPN51Deek1zF364Vsvv5sKMgk+0KEQu4So4MMsujex1j+ry87AMwupamYCl5LnC9rJsgGbW3VI5ffAoxJRYAOwzCR9bLJ01o3Kb4CM2b4qqqsNSoWOIqUZe1bQEgx3ddbszRroH6p3Jwu2iVQrD95lvx+8zWZWmU0wvjLzfiL9YFx0Jo80d19eTR1Ev+cBIZlaTZWiPHS0f1IMjRm21wA3GYgh1OlLOwLuZDuH7+XEw/NpP/7Paw9fA0gbLJA6LvtiLRIdF57lD5/qeBHAdEPsqmioGAWJSRZ6HsrQWVPT5DcsGhfu6pYPm8gW7XnNUlj+WIBBk9dXbstbDmK3pJ1FmeFsudJVWVkqzvrgVqvYZvuu/vSXmxqdRabAA0ea4Hkz7q23Z3PX1zN1g+dSXS0q+ozOxxQ6y+4dL32/TR5xHXn9CTHOIaBAQNRjKzCrFl+QiGNQg3LP+NIlMHH24lkWwjEWklbWf2hRLNLC67rpeILaijvaEqdhR4yuqZi5Cwd9/Y20kcCLqY2HNacviwve2zv4ng1Dx7J8skuZkmliiiK5C6BrQggktZKz6NdvlqeBlMLpb48NupmarMeC9TmJnkvpVJFstGxameSc567iV8F34VvT/0EpVJfFt26Wstn1tnaNzyMG0FMUyLSGULVS/enq+L5z46U2tGjFAlKabx+BT3ocSqOVephATxRcSxXKIHXTKrAqBEmmRMJd4qlq+29dD7NcyqcJHw+p6RveVUxw2JqZa/mXK9RMJBqVNvzRUQ7pE0d0wa1toRCmYYXgN+Px9ppqKw4lrZkX15v/d/xtNgyDqVKvgBw3qoiNwQ30DlrEtbdL57XglH2d8pkHF7Lizcjexk3ghimREROojVb84vPh25JgLLJ+rusfwxhM7Vf/vKXTzzyyCMHFi5c6Ey+6XRa+vrXv9504YUXzv/iF7949Lbbbjv53ve+d3Tt2rULHnzwQdcD/pWvfOXIK6+8ssf+998B0MJbTG1VnPL8dXz1Q7N4//tn1Pw8HFaF3ZYhkZWzTunT8kgbaZDMSUGtDYSKWoV2cMk+5q/dTWjDGiYQSV45cjTHuujforoyxvWinwzjrlr3hUJJe+cz/Ry/bxaJsVVsfn6AmS3uPaLyyTN+1AK1hg1CVDxlSQyzPnyA1lz1lnPQDDPCcVIW6KgEQsZc4Ynac/M+Gu67tOr8qB7CyEvIwRx58mhoFKwJXDFUJEnYemWzRl2mdrxOAYbme67iJ4/tYvU19UGMBw9mQUbxFYmnqifP6SxQgh7RjlIFqH287WdcfGAz+/9FJLqN5eNMRIUTxXzvbNd3tbyXIjCSLk2e3XRTfGGYZF8fAPk9LXy85+Os3zwOFFxMre3rmZFKbVBwFgfi2s28hKSIRUclqJwzJ0DuedG+48UYKMK5wO5LFZW0T4CT4eZDNdvBjx+pqKAGC0xkxXXYTK1iiHdE1xXS6WJN+YH4DR9juAuCALQOLGTr0zm6YvUlPQ1+H8WsjKIb5Mg5oMaOUrnjScqzlgGh8iSl9pu3sejMkygNpwNQVAqOJCi1R0ycPT1BQiGV/FA1qM09fAovPNrCbQ+fxoA+BAaMbW5kcaSrAtTKSM57WWBsv2i/QoWMY/iZVmTVJGJpGssBaSikkhuxFijmBLb031SLSIBP9aCjExvTSI2LD6NRzZUk2RQI0Z+RwZsnQwYvXqd8tWxOj6kNSH4mgMEJt89r3iPaxVeov0BRUTHSCrKvyMnxBO1tbjIpmShSTGoEJ6EIyxcoyYEiTZYb4a5YM8PZblryHhrkBEE5zUhRPI/Nc9w7EB7VgBzkRkvgfs0ykzV9j8Py9wOQSeTQvGqVdABAaxLvWd4otZlhuS/YUq5TrlyIaZq1bV69XsJyiqzkxSiU6XrNElMbaPbRtqiZUHvtxabm01BVKBQU8hMZPJRArTwdUBsIlEBtBSDMWKDW56vPj8nhEBoF8qjkkln0kBu8hvU8YXUcQvX7UvVZybNFyWorCQoFEoaXohkg1Bbg3L88ncjzjzOyR/RDkxyHSI/4AYttFvdQ37f89xpTMKq/jxgZGal6mVOplPzUU0/tbW9vLwJ85CMfGTv33HMT9957b/SKK66YUBSFWbNm5T7/+c/P+MIXvuA698477+xfu3ZtbU/F31O8xdRWRLntTa1oaPAAEqTql8od++JdXG3cgxmNV31mR0ATL7bpybtYJdsovMloIbE3ROZIgF566f3ezWz98JkuMOKzmJCEWbqGWmVyd+yIU0ypdHW5JxFf2eRZydTKppg8Bx8X22GL/m5HTaa2xWwhsT9I0ppc83mTkU0tjG1sxYOHxvXnE38jzObrz6anp3rQbYh4HFYphgBNdlKNYiUBLFgQorVVp62teiUfCCiOxVqlb3C6L8Lwb9ocBq9WSEiYSdGXo9mJqs9fXn4fy+54GW9T/dW93ZeStyiYOytse7bUrgZeu+U0Nv/NQgZ+ORP5tvdynfRO1294i37rGtzb7nbimOIvcOhYjOUsR902H8ClqY147HK/JTbHWRxYIGTfn58HwHkvP17lPODzKcTuX8SO/30a5oCY2AsFA1m3FihorGMdM5nJNVxTsx0kJLxZm7kXbVliau2+DNLc7GHRotpMbUCpLsYBsGDbxbx8/Tl4Y9UlWZ1zA2pNltSO8cajhHrH8dUnCAV7XpRQdIPhMcszumAQOnWEtksHaJGaeNBzA+an30sjjZzDORx9WOj5enqEzjk/7sE0cOlZyyuKGT0DtF58gr6vL+Lcg+9yLU7Ky+SWM7UF571UUVWJV/9kDdlhnfjZwp+0fMGn6wrbbjyXh/QbWJxdVro5O4FT8xA5PpvMcT/Z7eL9Lk8SA2hq1MmetHaCrPfSZmrtBcpUYVcfHEq536sF3/kLHm25ltBYdbJheZhJcU8n4rGqz6YqkQsCGJt5GVkzidkabdPkQLqFrdn5yAEvHww/ydsDryBh0tws0zLf/Xw1BA0BjjJlC167opimcXjLcXb9ej9rPric825ZQ2V4GkQb5AzFqeZVLFig1oITq248BW9Y59DmGhUofT4uD7zMh1qfc3SjAEVTjO2yV6PnzC7e/e3LWf2+ZdXn2z9jJdSmLacHu6qZok4DAvh8DiDMVgDCS29o552BjUQjk4BjRcFj6blzI9VjrMO41imzCyB7PSgUAYmilTRJocCz6aX85+HTObFrmBXX9dKzKMCYIUBtoxIXHrXWPazQ+zgvuodQW/354I8hfvSjHzX39vYuXrp06eI777zT9cD7fD7z1ltvHbIBrR3z5s3L33bbbScVS6/y5S9/+cRrr722u1JT+4cGtPAWU+sKE9PxNq3nmWcXGyhOeFCCWVKknG1XJ6zMZ7tiV63wezWKGRnF62aVDE8OBeg2u/n6witpbdVhEN54QwDkcoarudDG3p3D5CZKz9/8O59l9fnHeMPbzVhXjDMffYbhDW0MfqWX8893C/XL67OPx6zJ0wJCqrX1f+CbC2m75AQTr0dqgsqPZv+Sz81/yJFE5HIGL73jbTQ0aHjHvARiLTy95AoAev6uGk3MmOEju9eLtyPDWDFGs9KMt282Ox49jauXL4azYdOm88nnzZp9Egyq5IbEdY0z7vpscFD0Qy0wXh5SSodIhvEaoPbIvC30LMng+5tJpCRelUJSQQ0UyZETSXyUQE2r0sKL3yw9Ixd3n8Zc3NumvQffxr/+QxOrzNKA+yzPEr/0RYJbG2k8c5gtf/ozfsw64nGRrFQOhhq8QSaAgpbFwEBGdskPACTLOUCJB6ucBwAadixn58ZhYlcGYKZYoGw46xIa2xS8G70ECPAtvlV1nqst8iHSxEhZ29Zm2kNiX5DOjHhun3tO9GU95tuWoxSCEyVGhqkXm2CVTY5p6K3ivawsCjDwsR9wwSczqHdXgw87JCTIa6DkGJ4Q43MqVUQJiPcipAUw81kSiQKncAozxxbyyX95kEBAobVVp1g0eeHyt0Fe4YH8EoclzespPM0ZFN2g2DnMvCt30/+D2YRCqoup1TQJxXp+tFCBkTGrgEeZjEOSJBpOmWDG9f0Mb8ggyz0sW+ZmsP2mn1ROFNOwJT+JB3oZTiYIrvYSSbfy9NLLueSSNmCwGtQ2ecgN6fi7U8SI0UYbOcNaYE0T1DZrUfYCGW+cTKboXEcuA7lhryNvqtsXGR1IcTIVZ2AgTTTqcX7jpcu/zdreBP4nPzLpb3glnSxpOmaXLKHy1iJPC5XY3wWe4yz4aDtctNx1/qWrUvD889Bc5pdb5vGaHktz+OXjeCPeqkpeIFhSCZMCKsZ4DLmtFSNva3LFszxycIyXvr+dzmWtzDunQrtvV8LKZIQRq/U+dKojZA0N1T9JhlZZ+IMqE7EiqViOCOW2ZNOTH/gkMZamRt0JnI1RmUZtGHz180dAyDiSOcgOjROa7Z6Hnt6iQmoZa02lvk+NqqJKRYqmQj6dF21d5n6gWX7BRKOcru+hUxnBK+VdoHah5xioJ6FGKeA/lvj4xz8+8vGPf3yk/NjDDz/sDJQXXXTR3JMnT9Z9MS+++OLYE088UX+7DPjgBz84/IlPfGL4v361v138zkCtJEkLgbuBftM0320d+yJwPmKo/6xpmht+V3//t4kECTb8+a1c8g4fnts/VfM7duGA3LiGr6OaETIwwCcGvdBkoNavUEyqKN4cWbIOqDU9YuLobAwD46QDYxwwD7Brl2ArypnaG0f/jH845XEWLCgBIaUhg96aRc5AIZig7cwB2i4d4Og9s7jwQnf1GA0NKe1B9uUYSVcwayiusqjJvmBNUGtPyPF4HtM0XYwUuEFIpfMBCGbKHPcB4xwaG2J+81zUwx30fX0RjV8UjiOh0OQ2TrZl1klKnrhp0mRuephFK1Xa2s6vez6AnNExgVjBzfSamBStMpIBuX5fer0yxZSKGig6W7UAWUlMAPNmRnkRkb0OEhdd1Fb1G6dl13Dorixzzi8N68/xHNr7txC871yKKfGqPs3TRLOnAW5QGw176RvT8ETzJEgQJlzGeIvJNtAj+jgwUTtRqqcnwMaNwxw4kGDdulbyeYPk/jDBCb2qJG69mB3rZcfjMkFrWzv44gqefKefi/7pFDhv8r4EaJfbMIsSWpMAjqGQRoECQ+HD+LqTk4LaQEAlPyDar5K1NzExvaIvw9rkk5qS1yh6c4xa+sNksoAaECAgbElNbI2mXf64pyeIJAkrLg8eMkWDVKro2Iz5PrWey849yNHdHegxcY1qqEAwWAK1wiNXQkFBSfko+tMMZ6zdiwrWPXKKOJ46FKC3N1wlqQiHNatCXIFWi+A7+c9r2LkzTnC711lUvPaa+J3yJDEQoHbHX61k3YUtdH1ByHc6D5/KplvGOHvhbLh20iYEYKV8Gg/+cJTUgSBHj6aZN0+MU7b13WR9CUJnbgIv7RjgTy85yPXXd/GDH6wGYGLGYZpnFQlurK/DBDhTXUOefGkRlc+XgVpxrmFKSJhIoRqSmBqWXI+/oHI4dikX9xdRF1llcrO1k74lWcKrFEkXVdLHRwm0tZYxteL+D2wSDhq1qnmhKKIEbS6Hmcki+bxgmlwZeEl8HvzEpPdvx+V/0oP69a/i1QT4nNmpcI53By1d86c+2e9nsecIndoY7Yuvdn9WUcShXnhU05JxVHvVvtGvUzR6ONczyW9oGqfp+zEaoiXHiEKBgjUuaT6VvU8fJLlf4xRkujQLU0Us/OXxiLbM58W/Ka73jzXWr1/fN9V3br/99oHfx7X8tvG7lB+sAb5p/48kSeuAU03TPAt4J3CXJEn/rZhi2xPWSCt1B1ybqU2PiEuvBLU2O5ePq/gnybD0+RRyYx4YCTpAEsC0dJlNwQBer0z3x/bwSemTpK8R1l/loFZIIdw2TpKlgfTKHpc/q5r2c8YZ1Vu3SsryUC0KltNzpIO+by4gdGw2mibT8Q6RpJYZ8NVkPD0eGa9XpmAUSaeL5PJFtGgWb0PR+dyOSo9aO1JfvphHm68lsE+wl+WenFNFIKBy/IGZdD5yBadxmnM8Rgz/Fbvp/sDBmmDc1QYZ8Xm5NhmsvpRMCkmFwCR96fUq7P/aIvr/aYWrzXOyxRRHQiz68ACXjf6ci3c8TqrnUNVv2ElwdslVKOlRjayMkS21RdzaenXJDyLVyUGGYWIUJEfzPeP/Pg9ANFAb1LUuyjPj3YfY49sBlKQs0+kHOy45cQMv37CW+OtiMnkzfQlwPdfzytwPceBbC53nepRRXnrXNzjnufVViYblEQgoxLZFGX+xpUrnniMHikkxIxP0Tv48LL37Zh5tvpbEMUvWkiyiBsW1hD0BznhoA62bvsWv+TX7DonM/vIFmw3c3ZX+xH/rioYui37qvOYonnDBBWrt8GSs97JgS3IsZs1iphb9k5DjSYrJypXVZWpb153knOfW80DoJ86xEtutOEVPBgbEeHXjje4iMI2NHkY2tjK+qb20ozMWYWh9B97hVqYT61iH/O8XMfpCC/39YpwcZZRDf/EdTvvPF2omfpZH9Ilzefk9Z/HD22NkswZbt4q2zpPHAX1GqQAAIABJREFUVIsUszIRf327PoBbuIW/5q+dhFByOQrWs6EFfXw/fgHfir2DY8UmqAVq7cIDZYUD0hkr6Uou+cz2PddfF9j6rDE5fUJcv8PUWnrW7Q9YldXqkKb7jZncFbuMJ/7J8ge2t+sVhdpC3OoIzWjAJ+eQ0qIfWpvgNG8fXTOmsVhVVWYHxlnuOUC0LC8jHcvwxANDbM4smBIkXrBwhPeGnqal0X28mC9SNCQkDBTfJKyzqrLau5czmo6W3BfyeXJlTO1z397Cs0/ESJllz5XN1EoSQ0oLO7OzGHzt+NT3/EcUmzdv3tPd3V34n1B4AX6HoNY0zR8AJ8oOXQDcZ312HDgMLPxd/f3fJuys79yop678IBAQzMrxhzo5N3NBlfTABrmFCW3SCdjnU3hy/pVk3vdRGil7071WJq03wDmbH2P+p3YB0P9wC6GQSmdnaUJ2vEljOceHUfbYk6eHgr8EuM9Z3VHznjxpATTHDTF56nvmsOOWVbQcWILHI9NywaD4okFNcPgar3HB8Z9xxoPPEovlSeTTXD56P8u3ism0/G/WYmoBZvhayY14OXpETLCJjiPMvPEg+dapdzCCQZXRTa34nlnFbGY7x52+HPFMKT9ofuAynl5+KZ5DM13H7cSzQlybNFHM61XY949L2PfFU/BTAowFRbDuYd3PvC+8iieax790xKW7tSPfcZJZH+kj3XWkdMwBtQpatKRlmzgpJjKX/KBB4+T6DrQtCx1WNfjkWTykvYee590Jeu3B2rtHvt4RTr/neY6sEGb16XyWVT/ZxJzbN9a998qwNY6lMrlvDtT68BG2LK5sUFvqS31KpnbbTWt49uyLmGO6kxqd9zKuOYCuXrRpLeRGvIyPFp17seUHEd2H39q9+A7fYXtezAPlz3b3h/o4b8tj/Fp+pPSjWskjlkBp4dIcLBXR0Mt8Ok/dfB0b161j4qAAbf49c9n2Z6fTuM/thZ4+6mfVqgqkAPgbTJrWDnFUOwRAkSLqKcdpWDmCrsuuNvjzP5/L+97n3va2i7SMjJSu1a6YN9m4Vhm2jv/IEdH+44xjzB0gsmLMVS67VnQcW8qxn84m1q9Z1yLegfIxdjJNbc3I5cjZTG3Yh2LlM9yfOIdjx6pB6St7PdwxfiUvbiyBWrtQjeJVXW4A5a4J5XHVGQn+NPwYjT5x/S2NJqd6+ujsdLdjsKX2+Kh5VbKmh8SwuG+zUCBjaOSk6UkPgOpStxUVxaYMm7FOlxJRE8Mpdu3MsDc3UzChk0Rzm4cWJY6Wq3CoSdlWdwWkyX7DBs3lFcUKBQp2X3pLDgg/mziXhOEV11S2gD1Q7OSp9Ar6NvVPeq1vxf/b8ftMFGsGylHKMFDTjVmSpI9KkrRFkqQtQ0NDv5eLg8rJs/7A3dHhZf/tvVy0//1042Y4bLY3P+6ZFAiJSUWqqiiW7g+Q7AsS9QbwLx51jg8/20Jvb9iVofyk9zGuyvyU+X+/lUzGwDBMJCuxR5c1mlOilGkxI9fc8gZYvv59PNZ+Dbmd4vN8XgzYHo+otJUZFIPCiUdmCH1vRfjwoUVzeDvTxOMFMpaXJXlx7zYICQSUmu4FAF1dYnKz2ZyJFa+x6kcvEO+Z2iGksiyrHUNpwTwXxrxTTnwNE53EX4uSHne/Do611bhnUiBUr0xu0ZKSNHgDaB2lSXEJ1UVaDjXuZMV3X8J/UZ+zQLGLUBQzCvIxIRmQTcVhAMstvRoaNF77y9PJf/FKp9qXAygt/aw5IiamCyLlRT9L0e4VTH7WL+47Vcww8z2Habj8QN17rwxPoIh/doJcSCySxq5az+WxnzGw/IVp/0apkIRov/IFymTv5WTV4crfy6lAbWWJVgFqRd9GfQF8M0sT8/AG8d6U70L42/I0rBxjoGxNb9tp+RSdppRIzjINnIWqrsvMnFmm8cwsZfiZdsatn1CPtHPo3+YTOSHAZ/a46MuBB2fWZGp9GbFwmVBFP+TIsfD+hzn76afQ9ZJf9Nq1zXz966dWnd/c7CG6ehjPTc/xHGKR09++g94vbUPurZHQVCOKFGlZM07rxccdUGv3Q27E41qg14ryYhAgkiZN0yzry98O1BZsdi/kI2GWrqH91GrHG8mrU0QhW1axsGjtYCi6RrSrdsJjeUTaAwTkLLLlAtHdbvI2/w7mzhfjYahN9MXctd01z/cHxPubsvXVqRzfiV/Ov49cOOXftuPgrgl+mTiDVwfEAujEsSy7czMZTU6v/QreALtzM9lms8qUSgN7pdzU2/lB6/1IumVBmQmrVLQ0hSRAVRktBukbDxM7buU+lGtqfRpJK7EzafqEBrihwcVkNwYLzFFP0ND432qD+K34/zl+n6B2DCiniCLWsaowTfPfTNNcZZrmqpaW2lVIfhdRPnnWY2qhpKu1t+7KYwgBwtNH/A7YqRU24C0vxQnw0kUXs37eVbT7G5FUyxXheAMYcpUNkxcvsm6gt2aIxfIUCiWPWI/koSs5n40XrGN9z1V1QW2b3Ep20MdEzNoiiwzTeNYQRiSBpsk8s+xSNqy+mPi2xpqg1E7G8XakicXyjkG7aRlt2+1oaw5rRfisAc545Bl2Lv41AEUrU1adhjpFTGom48u2cz/3O04Sx+JiQaCkfHX/rvs3qmvED1trsPQR/6QLFI9HJjAvTvNl/fQXS0yr8pWref6S82jSw5gWg95GW019aqMqtsk8zRmHocxaiTkeWWNGqoeNF6zjQ89/0alm52Zqq6Uo9gLFZkn/RfoaH9n9OdZ1u5Nh7OgKinfNCIv3IFsU12zmps/M7Wh8kYsPPkTLLVsAKKo5tHABeZrzSIECzf/xcy7qe5DxmJg0ncXF6ORMLYi+lPUiY0k3I2T3Zap/8r4EGFj6Emc9/jTxJcLzN5ksMvhoJ/nne2j0hdDClmctTRzcLybScqbW3v2IlXnEopXKDbcnZ7Nx3TqemnMNui7T0OBh69aLeOSRtc7XS8DasvQquBnvvVdezW/WXEzs5WaWL69m3kN5cSzpEaDWYf1zCrqucMEFrbz44jrWrz+35ljX0eEj1Buj/WM72GpuBeBkx24WfPYNmDs4afvZUaDA4Y/fxRm/epbDRwSYKScOpmJqWTDAvE/sovEsMabmcgbJZNE1xv42oDYsJ4l4smghL1mrsppfyqBEq9vR3yT6NZ0sLViL1npJ8Wq0zm/i2q9dzEd+dl39v2nrOuPW81AuHwDefdcVXH/nZXQurS3rCATF95LjlntC2krYq7HjUy/SGThcaOdkSrT5nt05Hk+t4vDANCGA38/jqVU895P9GFYDOIUX5NyUTO2B0QDrUyvo2+6e8icGxXMRktKTg1pN49XsXB4eXFJyicjnydtSEp9K2gL9XimHIpkl6YEV8ztyXBV8kd7TJs1zeiv+H4/fJ6jdCFwFIElSM0J6ULt6wR8oygfcyUGtF09Thjcye13JSQBzmcuBm8+j7+sLp2BqVeb+7120/epuHuRBQGggy31RjW9fQPq4j6cuPBuoLi1qA0q9Pc34eI5CwUAps2DyeGSGn24nSqPL37Y8bGBkW3qNr32JczetZ2TRDhRFIj/sY/zlZpqaPLUz5mnANEBvzTIWy5IpWqDKYWqtilVz6/soNcw0aL9sgFirAISGXHTuYaoQiTgS2Q88wY/4kaMnHUxaGuFJDN7tyPbuZ8V/vMjQ/NdcxzU0pN0zGN/aOKm3qSRJzP3YAdb88jk2FV90jk9saeXkE500hnx8jI8RJcqt3FrzN0p9mWF4WExeWcPyINV1enqCDD/dzsndHgfUVpbJlfUiCd8oY9ZaceKijZy/7VFOLnoVgDmNrVy5qH4Rm9nRFkwDpIY0RYqOLymF6YPaFl1MJErUKseplMrDTidUVOSZ4wR6kgxmrPtwMbWTD1nzbtvOVZl7eVB5wHW8BIQCk/YlQK5xjNaLT5BrFeekUgW23bQG+R+voTkQ4tWPriYz4OVz5udciWJ26CnxrsXlMjcOC9T6VME2Dz/TjjZR2nnp7Q3T0VECebEZB+n9x1fJLtsr2mDmYWbdtJ9cuwCU8kSAsc3NLFkSqXk/IcKYRYmcN0mefKk6XU52EtLWrGmqKyXw+RS0tHh3hnPiPuwCEJo0vb7U0fFmQ8geg6NJ0ZYjOUsjPKbT1DQ5EJqYt4+lX32V2dcMOrtEIyNZ12LztwG17wpt5EOn9uENe7kgvBO/lOHqxldqgip/qxhzk8kSgHSq3PrENXWt6CBURzoAsP+EhwcTZ7Bzm3hWxscKHC80ksyIZ9nf4KWjtz554wt5kDHIpooUckWKWasIhlRdyKDubzRbFeKKqti2dxwYplkdLujDL2UwDJPkiHi33wxTO5zUeSM3ixNH3URQYki0SVCeGtT6LQeG9Lj1G4UCVwVe4OoVw+hBDxd+6iz8US/XdlkFaCIV4NWWYKTdfuZvxf+s+H2C2keBQUmSngceBm4xTbOa6vwDRokR8jhboLWio8NH90cOsOHKr/Eoj7o+a6SRgZ/N4eTjnZNXFPMpSKqJ2pZiFMEqJlMFQNgdybLE+1uuZt8576Mh0c6yZRGuvdat+bRLcHrbBbtXKJjs/5dFHPjScsKEWbGigXPPbebWWxfXZSvH5uzhjF9tIHPBywAYsj1xicnCBvf1kq1UVKQJP5JiMpQdc7wsbSC0bl0rZ57ZxEc+Ul24wY7uiNhaz+pWop4FhDzTZmqheEIACXuRMZQVk6evMDWozXeeZNafHCDR6dZaLWMZxmfewxufPXXKLWtjTAyYY0YJyNgLhUhE4xIu4Xt8r0quYofdl3p72kkW8+QCZAa9hHSvwwQeOJAgHrflB6VnNBLR6PnLvcx89Ic8gAB0hYY4keXjGL7pvWYdrX6yJ71IstA+ZisWKNOJZk2Ac7UpQz5vlBYobyInVBsVbTFoir4sX2xWZulXhmpV2Zsourc5z+Ec9l5+Lfv+sXfKvmxRxT3kfJbzh8XSBQIqiiIx+MMF/LrzWqLxGfT3p5AkmD27pKX2Z8WzmNRK/qqSp+QRa+/gTOYEMdZ0hAWf3oVymngmE8t3suLfNhOfJaQg9ntZS3oA0DM75EiHYsQcUGtaoHY6EbE21uwkUttNwzNNUAvQWBTvtr2oOJEQCxU9G5hyB6XXsn467/II7e3iXkZHc7TTTvKBXoaeav+tQC3gMItLo0PcFPl1VQKTHYEZon1TmdK12iVq1WmWWp3IeThUaGfopOiD7bsl7kucy95906tsJfl9DqBLjaYdUKvI02dqfVGxYEqbOqRSTiEHpYYNWc2IRAhb3tHxE+K9cIHawOTjrMcqrFBZvEHzaXT4JmhRYlPKD/xW4q0tw6BQoEMdY1Z7EVmRWXLpfG76xQ20tFtjRAVT69ijpf7gVqpvxe8wfqeg1jTNDbadl2mahmmaHzdN8yzTNM8wTfPRqc7/fceZnEnmqxcy8KuZk2bMd3Z6KdQpzQqlKlRTJYplyyYdgIH0MFflfsq5OwRze911M+nru4z+/ivYvv1ixxLHjnJ2b3w8Tz5vcOiu+Rz96gpChAiFNH7zm/O5+eZ5da/DbEjQfsVxjDlCvGdIbhAyFagFkOOWyXphpASELFA7Z06A559fx5VXdtY9f26L2HYzw5YxuGyD2ukytVA4JhgVG9TmhnXGt0YJp2vbV7l+wyrJmdOqwV8qNXVFMcCyJSuB2hQp9L/YwILPvu4Cn/WiJOPIMDwsJt5rX/5rft1+LaFUs6PZ7OtLMjFRm6nNDrmLWFQuUKaKxkYP2RPiPgZzw+QMd19OJyKSAEJ6S4ZksuBcw5sBQt4J0RYjigBC5Qmc5WxmrVBzFqg13KDWh4+xVxtI7A1PnSjmFX/fDFtb5qksgflxvB2C4bGB1K5dcYpFk5kzfS6tb7AgQG1aL8kPdv/VGjZft5ZWpcn57mSAzLmGkFXW1Jbk2BZGlgxh1araoHblyijZAQsIMkq6IACBkZVr7rjUiiZNgIK4JO7DBsa6PP2+7FSE7CmmC3b1pKV195tTLzabfOKd7l6sOKzuyEiOpSzlyK3ncOQHPW8a1Jq5HKZJCUDplqSqlvMBEJgpdObJfOnvrGg6wRneXfii0/M7tVnStMX22ppceZosKT4fflmMTcnRNMWMBWqnZ3wACDYYIG3okExStOQs0wa1zc0OqJ0YtEFtabu/CkBWhCds2Rym3RKv+W+bxfXdO1np3T8lqPU5TK3FtNYr2tBorVDqgdq3mFpuv/325uXLly+y//3yl7+s/QKUxZ49ezxnnXXWgqm+t3r16oV9fX1ad3f30vLjd911V6P992644YZZ9c7/r8ZbFcXKYg5zOPb9+cS2Nk6aMd/Z6XOqWNkTrh2P8igdN72OpzkzZaJYZcWe8XQKWTORteltK4UJgyEAxGgs7aomNt1o8YhJ0QjZgNINau3Jc7L28CTFJD5qjpG1tqylNwGE5jULUKs0pslkipiKdQ3TmDztSS3TLyYOG9R6n17FhpWXMquvvtG+Hc1+8T4PpcedZDWAMcZI58X9TAWElAnLRcIUk/YEE0Tfv5PZH93vMtevFyFCYEjozVkGRwSQsfWU0ajHkZ786lfHMQwBssvBibD0sp4n07L0svpyOtpkEGU7zVE/ZlHiaGysJCV5M6DWYvf0VuEzW2Ldpw+EgikBJGwgdC3X0v+eazj2s1lTJhd5ClaVPam6kIa9QJlKftDhF39fakhjGCZj0igX7X2Yic/9J1BaSNker5WV8sJyBKMgkfemHS3r4BPtHL+/m5DH72ylz5hRH6A366IdlWiWTKZYttgU7djcLEDeWWfVrrC2cmWU4/d3c/jbC/EW/KQthtJ8E6x7my7AQUqLY2JSkErOKtONmR6RFCe3TRCL5fEc6eTID2cTGa1dhrw8bCeRCSbK3BjEfUynolitSAyl+FbsKn6w2fr7NqgN1rYb1DsakTHImRoFS8u6LHScNd49eKcLalutRU5GjM+2JnW6W//4/azQ+zj/fC+h1gCGw9S+CfmBDWpND2YqVXJw8Eyz/ZqbCVUwtf5GHy3+NGE5PSWo1a3KaplUDXa5rEJb3ZBl/JYtXmrUkj9M5PhN6hS29FX0Q4dVqa6tIo+k0gHijzDy+Tw33HDDrC1btgQWLVqUtv/dc889jTfffPMMgB//+McRG3x2d3cv/cQnPlGXkUokEtK6devmzZkzZ8mtt97aXu97n/70p9u/973vtei6buq6bh46dEi/6aabZtb7/n8l3gK1FTE4KFafkzGTHR1e4jvES/wqr7oqWf3S/CVLvvYKejQ/Kbj0+apBbSxrvWzp6esPpYQfSYah7DiFgknnO/tpvqyfIsWpf4ASIyRFxN8usXviGmymtrW1fnu0vno62/78dIqHG9HjUTa/ay3F76+t+/3KCCkBjJyMFi5w8FgM07oGfRqWNbb7QbKiAMN0q4kBvH3xKQBEzj/GO/9kvcO0f5bP0vTUnfh7JqZkaqOyeB7GTKukqOVXXEiq0wK1CgpKIkAhqTBgbdHa2ffRqMbKlVFuuKHLAWblzgcAqioTKIqJebQgnsdK1n06Efs/l/Kg5wYaDy+AnMLwhlaMvdPzJQXBiBo5GTVYYCyVchYonjfB7jXkLXYsINqhkUYOPh4mc8w/ZXKRfkJMZP3RXY6sB+AO7qDnK5vQotmp+9Kqaqa3iQTMREFMokpBPI82qN2xwwa1btYxHNQ4+K/zad10jsNulhclWbw4zEMPnc13vlNf39wgWdfQkmFsLFe2QBHX/p3vrOShh85mxYraTG1jo4f8T1fz6l+sJL47RDJnWXMVpj/kz2gOU0gpGGqBDBmKFqj1TDfrD2iRhITAPzvBkSMp9JeW8soHzqJzaPIKVIAj1XmN14jMEdc/OppjBzswZ51EUow3DWrzySwmMqZtCmsnONVhaiVN49zIHi72v1LK3J9mwQE7/B2ij9I50fa2JnfaTG1TE4s8R1k2I0Gw2V8qcfsmNLWaV0WTDYoo5EYTJbb4TYDakvxAtMPKG5by3pmvssBzrFq/WnkLy7sBk6PjPiaGSrsoiaGkcz9TtaffkvDY8oP0RI5tubnsPFwxT1x7LXzyk3DOOe7jbzG1aJrGPffcc3j16tXJZDKpnDhxQsvlctJVV101fscddxwDuPHGG2N22dvPfOYzxwG+8Y1vNH3605+uWonefffdjaeffnpi9+7db/zkJz9pXr58+aI33nijarX3pS996cSmTZv2PPbYY/uvueaaUb/fb3zmM5+ZXsbpm4y3QG1ZPGGsJ/DOnWgNubr2UyCY2onXG4g92UWWLA/xECAsbEawKtCNhCbVjOm6TM7aLrbZvbjl4Sflpg8AWh6/kFc+eAaJEYlcvsjpP9vIgrufmvb5HQHBxijRDKZpYlqTp0dxg9rJwGH38VM5dNd8Mv1BlJSP4z/vRt0xt+73K0NCwoyJAWff4ElSn7uKXwXfRXd86onPBhjx/eJ8W7s3GI8D5pSFFwBmK92cmluF6i+SvvglPvvZHRgYjDCCJEPmuG8a7J5ox4QiWNJU0UqUSirTnnhX/seneDh4A/HDoq0fv/4LXHL0AaLNojTqd7+7yimHWkvSEFXEZzZTWwKU05/4W0MhMGROnswSirex8fwLKXzjkmmfLyFhjFl9kRsj+/BSdn7qVJqzHdP+jRZDAKFcRIDadLrI2FgeTZOmTC4KjLdw/BczKSp5JwHTxORZ81lmfXQ/UkFF0ybfySixzQJQpopiElUtUGv356ZNgkmuLCoSCqnsuGUVoQcuwIePYtFk/m07WHjr66AIcHvllZ3MmVN/C972v/a0ZBkbyzuMt73Y7OkJTirp4f9r77zD46iuBf6724t6t2RJlns3YOOGscEYgzEYY0pCSMA4BAI8ykshCc2U5EEoKRB4jxASIAkJKQQSwMSmG9ONjQvG3ZZsWbZ6213tave+P2Z2tZaLZlaKJK/v7/vmW2mlc+fcuXdmzpw59xw64m0//bSebF8Rb4yez/brj15dL57CQjeNazOxlxcQIIBsdOPb7cEjjJcZzUN7IHKXtrJ7t4/KSn+s7a4ooohpTCNEiMj5WgWtmtoAP5Y/5uT3/oXVHTZv1Pq0B8WY/dRF+AHAhMImRjkqsAU0Y2xrYybbgwOIWI1dp10DtGuDv90GkQiRsMnwgxw9hEpPb5mW6eAcz8dMLzJnEwzN9zPSXk6kuTWmg/UIuXUPp0OaxYdVRIjooQtICQ26Q6cLT23G2FKGOasIY2H1M5/p4pJnL3+RX+2dTZu0dWnUuu16hh59oVhID2Wwd+5CSgrMmHFoRoZ+aNRewAUTj7S9yIux2LkXeTHnaP9rZp/vvfee58knn8x77LHHKt54441td955Z9WNN944yOfzCYBHHnkke8CAAeMmTpw44qmnnsotKSlpmzp1qm/u3LmNndtav369e8qUKT6n0ynHjBnje/zxx3ePHz/+oNivuro6yw033FC0cOHCwddcc02xy+WS2dnZ7dddd13J0qVLD5+WqRuohG1xPC//woTHa2j7sOSoyeKjVcU23DmGU+ZUsIxlLGShdvEVEQJVLhxdeBmFEFhbtJtaE01EiNAc1E42ETT+eq9061Qqnt1AS6GVYHs7wgKyXWC1Gbtg5jijqaTatFy3ljBWwGE5OHbvaMZh1BPZ2BiKeaS6Mhw641gznJ1V9VS6AwT9gnCrHbcBT0j0ptawxYMNW6ywQeiB37Hg6WZcq8ceTTzG1x1fZS2fUnbdFlbM2UkDJbTTTqjWRSRg69K7V5KRxRagzdlKhAj1/lZIAQIOLBZjx6IgUzOOqqvbiBAhmNKMOwUy07Vj7/XaePHFU5g/f+VhDZo8/XVxq7UZiSRiDWPB+Gp16Bjn/fsDsYpPZiqKAbTcexaff9LCDQ958b81mG0r08iZb/zaVUwJ238xgqK2QXAi/F/wScY/spPm30w2lJ5t871jKVy0h3WsI0yYZpoJiZCWPQFnl22kkYbv3VIObLZRd1IQX0Q7L+0R7XhE3w6sWdOAEHDGGQd7sqPH7cABPYtFMMyoe7QqbeJIZaMOowOAM7eNul1tRGzRVH3Gx/KE6W5e313DB1WbmNU2k+ZN6WSVGjdICwvdrDxlLgsXFpL5j0wsj53D8ucruPJPXYbVxRjDGPLuup5/3lfDxnsbqbDvJGVEIwVFxq5xF3Mx29hGeovmJKoONBIUQYL1dizBo2epORzterL/2PWpi/ADANLSYN8+aGpCSsmrtWMBwQ2HWFOHx62nBQtIB7K5Oe7Vv3GjtinipmJzGM+HeyjLhGGOSsjqOi45nrknt8G7n4HlVBaMO0D4s7VYRh6+HPwh5OZSYjvA9XnLET9cDECwrhl7WxDhPLjIwWGxWJg8pJngFgvDR44CoK05SCjQjgNt68qodTnhyrR/4/m/XwIQCuhGrdF7TTT8IGRsgV6yMnPmTN+tt95auXTp0oJgMGjxer3h5557brvH44m5/i+99NLahx56qDIQCIi9e/faX3nllS5jbgE+++wzT3Nz80ET+6WXXkovKCgInXzyybG4j/nz5zdKKamvr7cuX77cO3fu3NZDW0sMZdTG0aLHx2bajj5+Ho/2Srn6gyzGBk8g4GihkcZYvfmu8ppGcVocbL53DLd/50Qi3gjN7dqYW00YtfGJ6qMpmGTQanhk3bi1xSMp7VRXteL7+Ww+3rCPbz2qFXszslDMnuenZPF2Gka2UucSDPvBRqx5fmC64X4MfXMhf//pZmrudRySX/VoRD21+z9O5ZdVz7BqZS3yIgmpfiw2SXHm4V/PdmYIQ5jffh53La6n6tN2qkLVYIe2PdqNo6uY2pLCNB4tPp/LzhuJ5XELdT7NqDXlddffDtTUtMViMcMBC1mZHV7ysjIvX3xx9mHlC7PT2O+zgidEgADBD0opX2Ml8yTjuZ5TJ+9n1g2v8YFtK3N3XoaSwHhXAAAgAElEQVQtJYTNZXyVNYBzWyn1H++nrUXEVRQz/pBT4ixk/X9PxDkpE34AH3lXMvgGH/tfObVLWa/XRuPaLCa88C3uWHQWVqwHpYDqahxBCwVpv/sC1r55gIYVIfx6khZHRDsH4r2D99479pDy08XFHlwDfOzL2sI+irG1pYFbS6dlMWiEOXEi92bQXA3Vja3InAiCjvADI+TOruK0/15O+btltLVpaQGNZj6Ajof3ykqt/4lUFHPjZmrpEH4drGf16noCv/4zc34cIOutmYbkyyjjf/lfnq0sBz6lzhIdS6/5zAdAyB/11BoLPwA4QDb72srI37if3OEj0d9HYHF1HdoEYHNYGZxSj72thXBtA5GI7qk16HggJ4fqcDqv7xrIoJc2U/YN/a2H1fg4AAfFlFoi7VhEGFwG7zVeLxa3CwIBLSbV6+XpJS8TaFrANwevxmugXG/OsFwWVr4DDq3YR/MBPUetxY+wiC77I+w2LX5Xz/rQbtaonT0bzjgDLP3nBfU/+MdqI/+3kIU1C1nYdYnNLpg3b97gAwcOHHJT+uyzz7y33norJSUlbV/5ylfqn3rqqdyTTz451ePxRAoKCkKnnXZa05w5c1r+8pe/HHSxGzdunP+jjz7yzJ8/v3n79u2u6urq1oaGhoMG0u/3i5ycnHa/33/IQLnd7kgwGOzRAVFGrU6IEEFrG5GQINfbdZWYwkIXjY0hFmy9hklj8hEI3kMrJ+ovN3bBTUmxsenOCZx40ZnYRtlo7RS7ZwRRWkPZtVuoy4e2iF6pyMRiEIGgaUUZzY3t1E32Eaz00rwxA69FM+aiXtho1a/DIfPrOOl3HxHaOIDa/VmMuf9zIqvNveKJltMsL/eRcse/meFpoCVlPFohuiNjtQpcLguBQIRLLvqQVatq+cvfJ2NdFEKGBcU5xoxagKtsS7h/zauE21tZX1UBxVqyfjBg1JZ48O/xsmenZow2BvQHlJDxsdw76iNmb3wZ//JxtHMSoJXI7VxZ6UgMGODiXxecyuWXDMf+TTutL4xl3aoBDHin2LAOWZkOMifV0bjLTXnuBs5t/ivik6GAMSMEOh40WlrasU7ZSVFJA2GX8ex90TnX0BAiTJg2mw8ZgYLUo7/ihA6D0/FlWazIRTQkxVfujenWFdFjXl8f7DBq9ZryUU/shRcWceuth4bIFBe7KbtuKym3b+Rd7EwNnQloRi0mKpum/ODbvPTHchY/A6HHFvLqsn1881/jDMufUDaQZUDA08Q2uZ2Jz76Pe28RMK8rUSCuyEyVjxChhIxaiAuDWF3HuBTNez0op+usJFGsWGMLxRrtddgAf7nnoOwfRom9so4a91FjNusIOb2A7Y3pfOzPY/LndWTNiyt8YMKoPG9MFWzeDIFFnD60hultW0kdcZMx4YwMvFbtuuKraaW+soVtgWFkNqRz5Lw2h9Jmc9MaTsFZ3YI36q00WiZXCMjOhr17oaYG6fEQaAkhseAy6jEeqK8L2rMH6DBqYzlquzKMo171lhbIzyfYpq8ZcBg0as0+BCQhy5Yt27F161aHzWaTZWVloQkTJox84YUXtg8ZMuQg9/VXv/rVxqVLl+bffffdsRiX3bt324cPH37Qjf3KK6+sW7BgwZDRo0dnX3vttfu/973v1bz22msHXaivu+66usWLFxevWbPmkIny4IMPVvSklxaUURujI22Qk/z8ruO9CgvdbNrUTN0eEGO0kyq+atG553YdQzh5cha7d/t4551qRo1Kw723iHU3TmTaoKHQtVMKgKaybUx4/FN8L7XjD2uhNWYqQAE033U2q1fXE/rYEfOsRT20jzxyAqtX1zNu3JEXAuQ7tIc3mdFKqEpPDB4xp0PBIAspIxup8B3APmo/3kGNWDcZ8xB6vTYCgSCrVmnxzP9YsR0WQajeEbsZGmXUqDS2b29lS10lFEPLLm0udOV5jzfKAYKtFpq/TMNS3/UDUhRneoS0nCaqP60niHbzjLRZyMw0ZgkVFro5sLyQxtJcbN+0xbJhmAkfKHTnsB4IeZtjyfaFybF0TS1n/Glr2J7pJv3GVZw8uIHApnMMy2dk2Ekb24Bt6l7K0YzGUIODsvyuX53HG9QArbSyB+0m6q/wHLEISWfSB7aTNraBqtYG2kQbFsCFNpduv30UEyZkcNVVZYcNZSgu9hCo0tNpyXp8Ic2QM3teRse9vj6kvb2QAofROExgUJoWFuHI97N2y26Kv7EL/1vmPLUjl65j+O0b+WckiP1nK5iX14BvxwjgiAudD2HD2GXMXPk2Xywdi7BKQg12igvNvTpvL6li2A830jZEaEZthYeSEuOhFFFir6yjHvMLL9SMrcmTjyjjydDG3VcfIOzTxtIqIl0bYfGk6fOuqYlUaxup1mZINXhtslrxZLmgCVprfNTu9fF+YAyDq1tNGbWffGFjdfMcpq/zU7s7n+bmLObWt2O4vlZuLsu35LPzupXMvf00ZATshA5bie2w6Ebt1s/q2L5vJe50vUywxWds0d2wYXy0zUv5nR8w/QcpMU+tzWR41PHO73//+8yUlJTILbfcUn3zzTfvz83NPeyq8t/85jd58UZtaWlp6Omnn66I/5+UlBT55ptvbutqn53lAJYsWVJcW1vb4zbocW/U7mY3b/M2KWgxVaE6h6EV8/GlciNE2MUutgV30Vbnxr/by7euG9xlG3Pm5PPvTRtY3voOC3AjKrPZ8egI5l1vfJFVjp4oPpTSEqtAhcmbZ3QlfWNjCPc3P+Skb9fS6h0PZDNpUhaTJh3ZiwFQ4NK8LpbsVoJSTzcTMTe19p60ijmbXqHuNyeQqldfchpciJGSYqO2NsiYB9ZQsngHX/x+KGVAuNGFyDEX2zvonDpOvOBD1pfpDyi7vdjtosvcniUlHoZ+ZxO5i/aymhzydozjjXPPZd68AviasX0XebTjGElriQs/sJowag9+XcygA2TKBqQzaEwBoDhVL5Wb3kpQanKWsLn5ZB1+gMHnb6HqswFg0x5MjI4laJ7akXetp/DCCt6VmSC0amJGFhfFlzz+Pb/nRV7EobtH/eXeIxYr6EzwyuXM/sVGdr+Uiu/VEta+OJtL7p0GpdoirZtuGnZEWa/Xhr1F8wDub6vFp6eFk21mjVo7IKlrCMQeNo3mmIX44ix+Ni2rhzNAmBhLl8uKAycWm2S/rx5SAzhz2nDtMdePvZY9ZM04QN7cfYDmOMgqM+GyBtYO/jdj7vuccKueH7zcywmDzRnGAAWZ7cxybyRz1DT9iwI4//yjynizPYAPX1Mozqg1nnkAoM2dhi/sxb2/AVenMrlG8OanwS7wNbXR3qZnPzCTqBbwpDmBEL7mEPtbnDSE0wmbCGchJ4cwDQR8YfZ+ruU1d4lQl4vEYuhG7bbdsGXjDuxu7VxN7aqaWJTx46l/uYnKyjBN+1qwiQiZlhZS0w6f1k5xZH7xi18UPPvsszkADz/8cAHAlClTWp566qmY8VldXW0fO3bsqHg5r9cb/uijj7b0rrbmOO6N2g1s4EVejBm1wVqnoRXzHfFmfpaznCd4goJdJ7JsxAWcfnoOw4d3HVd95pn5lIW3IK/dxmeRAnw+zRA2+ooUIM+ue0nTWwhGzJc1BUjPl3iHNbHfX4drxk7SR9bSvrnNuA5pqYSabdhT2wk4tByGZo3aQRmaQddqbSZVN4RcNmOGUPR4+XZ5cea2UXi59uBoael6HDuTeUIjpdN20L69gOutV7Hwn1sMxUdnZtpJG95K5ikH2OnfS7BRMw6NFF6IMsCtjaUtx09rWxs4o55ao+EHbgoW7CHw1fVsJJOspW8ya1QNDZunAcayDwzMTSPUaMeeHsKnFw+wmBxLd1sqzUCrvTlWSctlM27EuFxW6t8ZQOGFFbyOlskjWOs0ZNRGF3G1tLSTSy4RIgQIEPpsIE0b0pl0rTGj1hNKpQVoEo3sWpNOzbYCRv/MuF8sU2j7qWmvw9+un5cmwoIAai94jQW3f8Cev52La/qXzHqwhiYxHDCWYs2BA2vABa4Amw9UUYz5sfS268Z5oB70xWoeu7m3HxOYwPu8T+k3tWpoNLu6XKzXmfGMZz0fY/VqD3v+Cg+Dhx9lcdcRyHIHyXLugOFzDMt481IAH60t4ZhRazNRzQvgnS9S2dR8Jmd8Xk9zeTbNrScxpS5k2EtqzcvBJdoIRJy0NughECbfpmu5alvw+8KxqmhWt4mHi5wcim1b2RIayMZl2jXWbQlChsGY/YICsFopbtvDFnJjoSCpFn+HJ/toTJiAx6JdD3y1rUwc2M6wtDdg1hLjfVBwzz337L/nnnu6TJ0RDAY/S6T9jz/+eDNAeXn5hqP9329/+9tDvLc9wXHvt5/KVABaaIGwIFhjzKiN3mArK/2MYQwAezI3A5JrrjF28ysr8+IJaSfzl/uqqM7aQfHlO7CW1BvWv1D37olMHylNebySdSGN119sWB7AceX7nLnlZTblfRS7cTmNxlqhedba9mnHw+fVcoNapbmbZ75b8wbbsgNIPcm2y2rs5hk1ZDK3jAbAmaPfeALmPTlT3CcC0J7RyKjGibRuTesynRdo2SzcQc0A2NNcQ1NTR4lco0QNIWeBn0Ctnd33nciOR0eY8tTmnLaf1EvXs41tSGvUS2p8LPLzXQT0sWz1aPPQ7AOKN6wdhzZnS2w+uUx4agECbw9GRjqKKATrHF0WXoCOB5zW1jDj0OJP02QaK2efzv5Xiwx7atMjmvepNtzAtm0tOJ0Ww6ELAHl6UZMG0UAwFCawzxUrpWwUt92OxRGhxdKMdVAtmZPqEHZzxlQm2nkVStdSL1lNhpJE05vVhxs6jNrOqZK6YDKTY4VFAGx+82EDUzza4qKw34r1v5ew/5Uihgwxf353LpNrBE+Bdgx8fgj7E/PUutP0twUNAXY2pLApVEKb8RcokJODV6+o1VSnv0Ex6al1Z2vH3e+TRKJGrdGFYroOg+37EMiDS+R2kaM2hs0GAwZQbKuOfTVvQRpFthoYYuDtZGZmrNyvb0flkSuKKY5rjnujNptshqOlqAndP5+PFp0aq/hzNAYO1E6ut96qJstXgNOXhi3XR/F0PwsXHj1/ZDxD9RKxW6r2Uz16LROf+ZDAyO2G5YtTtKdke65fq2JU78TmM3nzDGkej2bRFHtdbMaz5vVaadNjCFvculFr8iVALIVRXgDh0HQwktILOmIPr1o0nsz9gwDY988i0lYeOU7uSJxSNhx/pRtrtp919do4RI3mrkiLaBf3/YE6Pp/0Auc2/wXmfm543x2lcv34qhysu2O0KaM2P98VqypWH2lA2MyFcYBWqSqgl1dt9WhjaTY+OlU/Dm2ulpin1m1iPgF4gunUrurwADVvyOiyRC50eMYrK/0UUkg22VqZ19IaCgtdhtoAyLBofahsraXwwnJOfXIjO+xbDetf5NV09zubSG3J5bXCRVR/8yLD8gAZeslhv705ZlCaKWIBMMCpef/dpdpaDLMPKLFSuTSBPpZepzlPbQYZDPJ1pAFzhcwbowNthQQqvFjdYTZtqyfU4DikkpsRKqsifBEspr6p6/+N4inUzktf0EJGtp1r0l7h4sGbTe03aoz5G9tiBqXhwgcAOTl4LAFsVolfL5NtNvwgmlrM3yYIy6in1sRY5uTgsQQpSu9YK2SkRO5BFBeTbvWRlqH1Pb25UstoYMSoBTxl2hsnf/mBDqPWhANGkfwc90YtwDS0+KrgxC9BCkOe2rlz8xkyxMsXXzRxwcIP2L1CuwFNXPUiDhNpc04o0wzgva21hCza069HGLvxglbiNRywYEsL0aAnBzcTdwcdnrVWa8fN04x3TwhBuMZL2G+lurmFUIOdAZnGvVrQYdR6ylqxp2oXK6OG0F13jeHOO0ezZMkgZtq1NGJhv5WBNaO6kDyUjHQHvtVaTtUnch8CYPZsY697s23axb0u3IAfP7aUdtwu48fRjRsZsGHzhtlaUUc4LPF6rYZzcdrtFpy6d/qAv6EjntVgGAdoc6fptTK2PjSS8AEvjevTTXvd04U2lqGMBmxp2g3YzEMSaIvF9v1dy9pw4MVSNv7gREOe2mnTsnG5LLz3Xg27dvpib1EKzttr2EsLkK3Hqss0H3ln7SPlG2vYzW7D8oPyM2hvsRGxtdMS1s5LszlVs+zaNSXoao0VbTBzXgJ8W3wb503XUKc/IJgdy4JoURFvHbZ0vWS0SU8twGy3VmGwdaeX/HeMF4CIIhD4PtRy1QZH7AIOreRmhE3lDlb4JlJRbjxXqT0nEwch7CJMqKUNlyWE223WoNQMcH9rGD1NrfEStQA5OSzwfsh1MytIz9AeMk0btbnadb6pzUZAf7ixuEw8JOkZK4Y6q2JfjXXsMu6phVhcbXGedp+p+FJ/ujBq1I4qA8B3oIm3Vtt5vOFcNq43nllFkfwc90btj360nh/O0k4K14zdWJxhQwvFUlPtvPTSKXi9Vlas2E/jhg4jzmiCdYBpo7Ubd4u1CV9E08NjNR4LahEWQgfcBGsdfOlaz/QVb+Bc8r5heYBUqdcmd7QgEvDUAlT+8HT+5bmEf0+dxatZF/PfeVeaki+ggExfPq587RhUPFeKy6Cndtq0bO6+ewxOp5VzsmZp7c2vJKcwsRQuKfWaUSvytAvuNdcYu+BGQyiaLU0E9VeFKVbjDygCge21SXx591i+rKpiwMIKBp7e0LVgHNGxrAnVI+zReFZz3r3IKyey8fsnEfi/mez90yAcrYbybsfIieTR9EUaMq2jxrrbbt6orXxBOzeyztyDKz1CVlbXbWRlObj44mKkhCef3MFAtJvo6B+v63LBYzz5Tj0UJC+ALUUv24xxr1ZxsYe3Tz4L21XXg1+TM2vU5uo6hL2tYI8+oJg7joUUctYJI9jx6HD8e9yxBWxGKXHl07QxnbCnYyxTTHpqAaZZtTAvZ36AIpfxssvxWCo1o2rsQ2vweq2G3qh1JpY32WPiOKanc3X6q1yTswKnXbdITRr2UYPS7490eGrNGJS5udhEBFFTzQkTtWuK12QUR+rALLItjbRHBOj3KKvHnKcWYEhIe4NlFREKbPXmPLW6UZtr1a5r7+8boOWNLSszJO4ery3Q9LeECbYGCWFDmHTiKJKb43427N7dyuZ39SfflBBl120x5KkFGDMmnWefnYzNJsj9aBq5Mo8FLDC1/+I07ULhyA1Q3azFD3ptxg0hgG1zL+XVnItoaQiTN2c/1iHVXQvFkam/avWN2oKjwE84YCE/xcTTN5DqchG9UE6cmGk6lZYVK/8d+Q7hNgu7nxrM6q9Px2XGk6GTRx6WNge2lHby5xwwLQ8w6ItTad3hZdvPRzBxYqZhD1+JPpYBVzNB3eue6jA3lgPemMuXd41nu6+CKf9YSekP1pqSj5bK3Za2HscAH+E2CwUpJm46dBTa+Ptz+9n1myGMr5htSj7V62D1105Bbh7Ah6ecwyuZF+E0kYoKoLTUi7/Ci9hcRO17uZSMlYYXF11zjbbg8re/3ckZobmE96az/ZHhpjy1Azzaa3tnfgCrV4/xxvjDZkmJh5Yv09mzUbAzZRNnV75Aym3LDcsDFHg0fb0zKrDltxAJWkjD/Cv3OXPyCfttfPLVU0h9e6op2aJCL59eOh35wHl8eeuJfHHbeLxm4jB1cshh4Ltn8slFM5h2cmJGrXPlBFq2pbDj0eEMHpxierEZa9fSXq8tZLXnGp8LuFyaVzUYpOqLA7zQMp33K42nNAPwFGjnYHlTCk3tTixEYuVzDZGtr/CvrcXrhvO8H3LiaHNxvSIzg3lZ67k05W1GOXYz3F6B1WliLJ1OSE0lRbZy1s0ncXnOSuwibM6oHaydmyMaPiMj18lYx07N0DX4oJQ6MJOhua2U2vYTatDH0q1iahUdHPdG7Zlnal65plsWUPNOHo3/GmoqufiiRQOpqDiXN/9xDr8WT3Al5jyU0YUYrgF+3CWaNyTVbu4RPD1FuyA0BPQyuyZTMGXaNB3CQcGe50vw//lEslPMvdqLXxAVPaZmGZcynJ3nXcyaq6aCFKbLs0b5ke0WhraNZP7oCQnJjy3JZ8WQ89nwnYlcfXXXqdmiDMkqYO/fivGvHER7plYmO91pbixzcrSbzI5KTd4mzV2wo949aYkQCQl8z08g9yjVkg5H9E1Fe7tkysiBfPuqI6evOhxer5XGzzNp/a9LqPs0i1CDw/RYfuMbpQC8OOZUPjh7NtkR44bQ9OnZjB6dxv79bTz96H7eHnU+62+aZMqoHZRawHunn8GH587CO0gLHzDnqdUeZsrLffjw4RoQwJpmPKMIQFGKZvQIm0RYYPsvR5BiM//KvbjYw4gRqdStyjP89iNKYaGbpvWZbHu2iC/vG8WW/xmLy5nYG5BfnHIta566hjNmGcvE0ZksRxqvD1vAuhsnmQ89qKoi8tDDNEW0cbEXmjCshYitzm/dU0dFex7VPnOZVdyF2lhKLIBgwtR0nDkmHAepqZp32OeD5mYG26uwmnxQxOkk++bFZFubmetZwzzvaq3ErRl0b+3IIYK0UL0Wz+o1MRYDB8KwYbj8jVwx6DNme9YZDj0ALb3a/F9dxNTcPTRHx9KMx1txCJMnTx5RXl5uKysrG9Nb+ywpKRkb/xll6dKl+RMmTBg5YcKEkTfddJPxxUlxHPdG7Zw5mgH25oMpvHfanNgKdDMUFLhMxzdFSSGF3/E7xtZPJW1MI8FaByXhQabayMiw48gNUDX7dQAsB8x55nL1ldphv5VPvzqDKTvMeZvhYKM2ekwTYXxux2soM6VV45lknciDzvvIwoQnJI7oKveUFBuXXmq8GtfQoiw+uXgGzUEfYlANwToHg6Sx12pR0soCFH99J3kP/hsAR525+VjoyaJ1ewrVKwp4c9w5TNplrHpUPAUF2g174EA3f/3rNNMGaUcBhHBcmVxzbZxyimaYyrAmZySeNooQIuat/e53P6e5uZ3CQlesX0bISfdQ83Yeg2/cQtr4BlJIYTDGH3AKC90MvHQXQ//2Em9MehIAS7W5sRzgyuHLH5zEuhsnsv2Xw9n84zGmytzGE33QNJKeLp7ocd+4UQvFcTotWCyJnZdWqzC8UO9wxL/9MWXUtrUh77uft6sHUx3OwOG1kzfCXG7TNYHB/G/DfF5+QXttnu41l4XCW5TJwvSPOc39OaWFEabcdq4peYSAXH3h5Pr12mciC6ROOQUuuKBD3mzJ2GgluE2btM/0dHNFKADmztU+t+oLL4eaKSEBMjeXd8q+woGwFuucN9jcQ/vxzCOPPJKdn58/fsKECSNnz57d5YH3+/1iyJAhhzV2v/a1r5UMGTJkTNQIjW6VlZUHTczKykrblClThpeVlY351a9+dcQT74orrihetmxZhtPplE6nU37wwQepd9xxh2lj4rhfNhj1YmzerL36Nxp60FMIBBlkcEXJfO5p3YDnsfOY9aOBptpIu+gLznl9ORJo+CyTebvPMyWf58ng/bNOo61a6/vcOeY9KdECDm63lenTE0+GPXFiJs89V47VKsy/XuwhZszI4eqrB3PqqTmkphr3AhQXu7E4I0Symwj7rey++mxmPmvcKAbwXvAFEy//AID2rTlcl/51U/LFWVn8z9COh5KzZ5aakge48soyyst93HHH6ITOh2gBhKamdqTU7nlmH/qEEFx99WBuvlkLvzCSozaeJUvKWLmyhr17/QgB3/qWcYMUNH0Hzmpm0FXbIWjjVsetscWMRrDbLQw4KUDWNK3KXePnGczZZs6QcQs3V2ZfzIsvVsKn8O3LM2P5sc3y/e+PoLq6jcWLB5mSKynxcMMNQ/n0Uy2924IFCTlPeoTs7A6voqnMB3Y7O4sms35dCKvdwoKfzMadbu44huxugmjXgmxLI9PONnccbE4bpVfOpbS6mgmLv5GYQZqTo5Wp3bBBM0anmgsliXHZZRCJGMsN25lx4+CTT2DZMu13M6EHUWbMgN/9TvM6QywkwSg7VlWwbqVWHOe8aT48k4yXjlbAZZddVvOzn/2s0sj/vvrqq6lNTU3Wuro6S1ZW1iFPcg8//HD5woULm4/WxsMPP5y7ePHimosvvrhx5MiRY5988snc6urqQ26sTz31VIWUkgMHDtgeffTRnHXr1nluvvnmGuM90zjujVqAOXPy4oxa84sPeoKRjOQZ76+x32n+VYrH4SRaPHn1BbP522fDj/r/nclMd3JguXaR9nqtTJ1q3iiNempPPTXHdG34eKKviM0uqulJbDYLTzwx0bScx2Mjw+vmw/NmkT+lieWPLzKU4zae4anF6LcLnhn2U7KGmfM2xxt/Ho+VadPMj+W4cen87W/TTctFiXpqd+7UZmWiYSSXX17KD3+4jkAgYtqYS0mx8de/Tktov1Hs5QP4aNGp3HDjEEadYT6Thre549h/suB0/vzJSNNt3HLLSG65xbxcZ0pKPPz5z+aNICEEjzxyYrf33xPELxQ0laPWYqHs+5cyOWs1ucNzKZpgLh4WID3LDru0nxemfYxz3qOm2+iqclmXZMedy1dcASMTnBdWKyxenJjsaafB738P9Xou9USMWpcLZs6E114ztUgsyqbl2kK1s247lYFzzBnE/Y1fnv7MEW80M749cffEr4ytAVj9/Iac9/5v9RE9FDe9dcVqo/v84x//mPPGG2+knXPOOQ3r1q3zbN68+bAeg3379tnuvPPOoptvvrnqkksuKXv55Zd3uFyugwK5b7nlluJ77703VmbX5XJFVq1adVDuw40bN7qvuOKKupycnHBhYWHb66+/vnXy5MkHTd5t27bZf/rTn+bv2bPHkZmZ2X7yySf7rFar/PrXv156zjnnNN5www21RvvXJ0atEOK/gMvQVhb9XEr5fF/oEeXMM/N57DHtRMnL611PbTx2EosNytsynn9cW0XVv4q48LRhphdpRb2sALNm5SZkUKaeHYwAABXGSURBVI4cqT31L1pUZFo2npNOyiA11UZubt88XHSXCRPSeeutII/cOI9x48wttgOYznQCBJjEpITCJ+KNv5kzc3EmGP/YHfLznbhcFvx+7VpXVJTYK+fMTAeXXz6IX/96B+PHJ3Dz7CZDhnh58+WBXPyQ+RRUALnbxvHJtQ3sf7mQBacM79NrSzKQsKcWzTifdtWkhPc9ZLiL0zetZZB9PynTToBM82Fq3WbQIO1z1iw4z9zbuB4jNRWmT4d33tF+N5POK56zz4YVK2DYMMOLxGKit52Kv7GN1LwEim8oDvHUTp48eUT83/1+v3jiiSeynnzyybyf/OQnexYuXNg8YMCA0IwZM4bfcccdleeff37MM/vAAw9UdOWp7czKlSu9wWAwZmQ0Nzdb3nrrrZTS0tLg9OnTo/45Fi1a1NDe3k5zc7P1/fffd0+fPt1/+BYPpteNWiHEEGAJMBVwAh8LIZZLKY2X0ephTjstD6tVEA7LPvPUdodMr4ddP9UW80RjCc3QE/Gw1147hKlTs5g8ObE41iipqXY++WROwrGDfc3zz09j3z5/wkaYAwdnc3bC+4/31M6Zk9gq8+6Smmrn00/n8MUXWhxmd+bEo4+eyOLFg5g6tXvzKhGee24qFRU+hg1LLGavZEAaf31YOy/NLDhUHJ7ow7oQMGiQ+apk3cGWmcZ45y7tl7PO6tV9xzj7bC3+dPhw83GsPcncud03aktL4Wc/SygEwua0kZqXHC+ZjXpYJ35lbE3Ua9uT1NbWHtbr4fP5LG+88caWgoKCMMCSJUvqZ86c2fL8889nnnvuuc1Wq5XS0tLgnXfeWbR06dKDZB977LHyGTNmxHIAjhkzxr9q1SpvUVFRu8/ns65du9bt9/tjN3gpJaFQSGRlZbX7/f5DJrbL5YqEQiHDE74vZsZs4J9SyiAQFEK8C0wHXukDXQDNqJs8OYsPPqjt9ZjaniAjQzNKR41KZcaMHNPyKSk2LBYtzCrRzAUOh4UpUxKPpY1nxIhjN/A/N9fZp17m/HwnQoCUiY9lTzBmTDpjxiR4w4vD4bAkFELRE3R3LEtKNMNr2LAUTj89t4v/VnRF1FM7cKC7999ARI2vggItrrQvsNthlPkwmB5n1CgoLoaKisTCD6KUlPScTgrD/OEPf8h57bXX0i0WC5dccskhr/Xdbre89dZbD8kLOnTo0NBtt90Wy5N53333Vd13331Vnf+vM9/97nerFy5cOOThhx8ecM899+z52te+1vj000/HLohpaWmR6667rm7evHmDKysrD0nH8ac//WnH6NGjDReV7gujNgeIf+KoAQ664gshrgauBijppYl/222juP/+Lzn//L5bCJEoCxYU8txz5SxdOiahxVVCCL773RHU1QUZMyaBxQOKfoPNZuF73xtBTU1bQuEPip7jgguK+NOfyrn11lF9tugxmRg/Pp0zzshj7tw+eFg7+WR4+21YtMh8xoBkQwi48kr4858TX6ym6BNuvPHG2htvvPEgQ/bll18+KJbmzDPPHHLgwIEjxkLOnTu3cfny5Ue9uVxxxRU13/nOd2oACgsL2z/++OMu60ovW7ZsR+fv5syZM6S1tdXUCdcXRm09EO96Sde/iyGl/DXwa4BJkyaZyzCdIPPnD2D+/MTyJ/Y1paVePvjgjG618cAD43tIG0Vfo8ayf1Bc7On2eanowOm08vrrs/pm59nZcP/9fbPv/siJJ2qbIulYsWLF9q7+58EHH9zXG7okQl8Yte8BTwgh7gccwGnAT/pAD4VCoVAoFIrjlqgXdefOnRt7a5/l5eUb4j+PxOuvv96lgd2ZXjdqpZQbhBAvA+8DEviZlLLfWv0KhUKhUCgUiv5PnywhlFLeB9zXF/tWKBQKhUKhUCQfx3nEu0KhUCgUCkWvEIlEImrVaDfQj98R61Qro1ahUCgUCoXiP8+G6urqdGXYJkYkEhHV1dXpwBFjcYWUvZJcIGGEENXA7v/wbjqnGeuLNpJBh2Tog9KhZ+SVDv1Hh2Tog9KhZ+SVDr1DqZTykOTUq1evzrPZbL8BxqKciokQATa0t7dfNXHixAOH+4d+b9T2BkKIT6WUiddQ7IE2kkGHZOiD0qFn5JUO/UeHZOiD0qFn5JUOimRHPSkoFAqFQqFQKI55lFGrUCgUCoVCoTjmUUatxq/7QRvJoEMy9EHp0DPySof+o0My9EHp0DPySgdFUqNiahUKhUKhUCgUxzzKU6tQKBQKhUKhOOZRRq1CoVAoFAqF4phHGbVJjBDi1L7WoS8RQliEEKl9rYdC43ifj6DmZH9CzUc1HxXJhzJqewAhxKlCiGVCiF/GXyCEEM8blJ8ghPiXEOJRIUSpEGKdEGKnEOIMEzrM7LTNApYKIWYalP+u/jlICPGxEGKvEGK5EKLIoPzd+gVyrBDiEyFEhf45zkQfturHcKBRmU7yM4QQa/WxKAE+AzYJIa4y0UaREOIlIcQBIUSdEOJDIcTVJuQLhRDPCSF2CSHK9c8XhRCDE+lTIqj5GGujW3Oyu/NRb6Nbc1LNx9j/dmtOdnc+6m306TUyGeaj3kafz0lFEiOlPK43YO6RNhNtfAhMBy4C3gby9e/fMij/NjATuArYCpwADATeM6FDE/AkcCewVN++BH5rUP5N/fP3wCL95znAi0b7oH++BkzXfx4TbddgG28BZwNvAk8Bw0yO5Sq0Si2n630fBqQDq0208Y4+FgK4DPgucD/wI4PyrwEL0Bdh6t+dCazorTmp5mPPzMnuzseemJNqPvbMnOzufOyJOanmY8/Mye7OR7Ul92ZD8TzwEtA5DYQElhtswy+lfB9ACLER+JMQ4rLDtHkkhJTyXeBdIcR/SSnX6m21GZQHmAz8AvhASvlbXX6klHKJiTYAhkgpXwCQUr4uhLjVoFyKEMIOOKLHQkq5UQjhMLFvKaV8DXhN96Q8KoRoAO6TUn5uQD4kpdwA2rGTUm7Vf240oYNFHwuAPwoh3pRSzhZCfATcZ0DeI6X8Z/wXUsoVQojbTejQ3Tmp5qNGd+dkd+cjdH9Oqvmo0d052VPzEfruGpkM8xG6Pyd74p6tSFKUUQvXA24p5VPdaMMvhMiSUtZJKTcJIa4H/gJkGJS3CCFcUsoAcAqAEEIA7UYVkFJ+KYSYB3xXCPF34L8wd9MoEELM59CQFLdB+Z8DzwHLhRC3AH9A82I0mdAhhpTyHeAdIcQU4C7gAgNiViHESUAeYBdCnAzsAdJM7LpRCLEQzRsyjw79jd48q4QQ30Mb/xo0L8j5mDsO3Z2Taj5q9NicTHA+QvfnpJqPGt2akz0wH6EfXSOP4fkI3Z+TPXHPViQrfe0q7g8bkN5N+ROB2Z2+Gwd8ZFD+dGBSp++mor/iSkCf4cDLwLsmZBYDNwN3xX03HrjdRBunAX8F1gNrgUeBDBPyr3ZzHKagver8B5APvAfsBc430UYh8Edgo96XEsAKXGVQPhW4W9/3l8D7wANAdm/NSX0+nn68z0ddZlbcnFxjZk52dz7qbUzuzpw8zHwsPkbnY8LXx56ek4nMx56ak52ukX0xH490jVzYG/PxCHPyA7NzsjvzUW3JvaniCzpCCDeQC9RLKZv7oo2e1gHwSimrelMHXT4PqDvGj6MHyOlOG4oOdK9agZRyX1/rotDGQ3bz4t/dNoQQFillpC90iM5HoKofHIc+le9rHYQQTsAqpfQlKO8AbInKK5KL4z77gRBijBBiFdoq0OeA94UQq4UQE020MfoIbZzUG/JH6gfwitF+9EAf4vf/B2BVDx7HXulDp36sRvNImG5DcShSQxm0vYwQ4iIhxCahrVgvjPvTGwm2Eb/S31AbR5F/va90iJuPZo7DhT2og+mx6O7+D6NDr/dBb+MMIcR6oWWzmAhsAL4QQnw1QfmNZuQVyY2KqYXHgOtkXKC9EGIE8BvAaB7Dx7vZRnflofv96K4O6jhq/3vE9DZSSkP1yrvbRl/LKx36lQ63AGcARcBfhBDflFJuRlu9bpT4Nv4shLjKZBvdle8vOvygB3VIZCy6u//OOvRFH0ALPZgPjAD+CUwDGtCyIvy5F+QVSYwyarXVnAetHJVSbhZCmHmV0t02kkGHZOhDT7RxJ/AMEOz0vRkduttGX8srHfqPDq1SykqgUghxEfCc0BZqmelDfBsXJ9BGd+WTUYdExiIZ+gDai5tyoFwIsUX/GSGEv5fkFUmMMmq1xNO/4tCVmOW92EYy6JAMfeiJNpYAI6WUj5jYZ0+30dfySof+o0OdEKJYSlkhpawSWiqtv6ItEuqtNpQO/UO+v+jQJoTIlFLWSylPBxBaqjOjGRS6K69IYo77hWJCCBvwDbRXKjloC6zeA56SWvqY/3gbyaBDMvShp9pQKPoLQogyIFdK+XHcdwOBh6WUX+mNNpQO/UO+H+kwHohIPV+u/t0ktIXN7/yn5RXJzXFv1CoUCoVCoVAojn2O++wH8QgTtcj/U20kgw7J0AelQ8/IKx36jw7J0AelQ8/IKx0UyYoyag8mrx+0kQw6JEMflA49I6906D86JEMflA49I690UCQlyqg9mJ6IxehuG8mgQzL0QenQM/JKh/6jQzL0QenQM/JKB0VSoozagzGTa+8/1UYy6JAMfVA69Iy80qH/6JAMfVA69Iy80kGRnMh+UKu3v2zAKX3dRjLokAx9UDokTx+UDsnTB6VD8vShv+igtuTa+lyB/rABE4AS/ec5wPWApzfbSAYdkqEPSofk6YPSIXn6oHRInj70Fx3UlpzbcZ/SSwhxF3A2WijG48ACoArIlFJe2httJIMOydAHpUPy9EHpkDx9UDokTx/6iw6KJKavreq+3oCP0OJyUoFKwKF//2FvtZEMOiRDH5QOydMHpUPy9EHpkDx96C86qC15N7VQDEJSSgm0AkEpZbTGeqgX20gGHZKhD0qHnpFXOvQfHZKhD0qHnpFXOiiSHhV+IMQfgTogA6jVvy4HzpRSzuuNNpJBh2Tog9IhefqgdEiePigdkqcP/UUHRRIT77Y9HjfABXwbOF///WrgYaCgt9pIBh2SoQ9Kh+Tpg9IhefqgdEiePvQXHdSWvNtx76kFEEIMB84AcoF6YKWUcm1vtpEMOiRDH5QOPSOvdOg/OiRDH5QOPSOvdFAkO8d9TK0Q4ibgWSANPegc+IUQ4ke91UYy6JAMfVA6JE8flA7J0welQ/L0ob/ooEhi+tpV3NcbsAqwdvrOAqzqrTaSQYdk6IPSIXn6oHRInj4oHZKnD/1FB7Ul73bce2rRTgZ3p+8cgL0X20gGHZKhD0qHnpFXOvQfHZKhD0qHnpFXOiiSHltfK9APeAhYLYRYBdSgraicDvy0F9tIBh2SoQ9Kh56RVzr0Hx2SoQ9Kh56RVzookh61UAwQQqQCU4ActKDzT6WUtUeX6tk2kkGHZOiD0qFn5JUO/UeHZOiD0qFn5JUOimRHGbUKhUKhUCgUimMeFVOrUCgUCoVCoTjmUUbtERBC/KqP928RGickIPuvbuw3Vf9MuP9CiCFCiMsTldfbeK478p3aUmOZeBtqLA/evxrLHkKNpRrLHtx/wmOpSC6O+4ViQogzpZQrhBDDpJRbhRBLpJS/BSYalH8LiI/heAUYCowA1gNjpJRzjiK/qZN8CXAH8EOgHdiNFgR/NB2+E/8rMK7Td0gpf2agL1bgXeBEDPY/TvZr+o/VaLkDc4UQi4ACff+PG2yjEdiLdgwRQlwX14ejtqHG8qB21FiqsVRjiRrLw7RxXI+lIrlRnlq4W/98Sv+8yqT814FvxG1PoZ3glwInAZ6jCUspR0kpR0spRwP/A3wCfA48DmwxqEOtvtXo21L992bAS0d97K64HHjD4P925kFgFNrxjF50voeWZsVoqpUHgFOA78d9931d/hYD8mosO1BjqcYS1FiqsTwYNZaKpEYZtR2ITr8bWkEnpdyLdmHLBWqklA369/sN7VSI+UKIT4UQ5wFnAWHjKsd0eEZK+QxwPvCcrs+rwF+B0frfjqZDkRDiROAm4J5os0IIuxDCIYRwGFBjr5TyDjodRynlL6WUvzTYlX1SylullJfFfVely1cbbIPOOqDGUo2lGks1lmosQY2lIslRRm0H0ZPyJCFEBdrroS4RQpyPVuHkVuBTIcRYk/v9PrAIuAII6K9eOl8wjOjxPaAQ7Ul8BvB3/YKRY0D8VeBj4PtSyqZok2hPwJ8DZmpqnwi8buL/4znchTGR9BxqLNVYqrE8GDWWaixBjaUiyVFG7aGskVIWY/wicxswTUp5CdorlLu7+P/OBKSU5WivrxxCiB3AmSbbALgQ7UITkFJ+B1gnhHgaSO1KUEo5Ac0D8XMhRE7H13J09HWPCT3WkJj+XZHIhVeNZexrNZYm96fG0hhqLNVYHotjqUhSlFELxUKIe4BS/dPsiW0BfPrPDWjl+tr038ehxUAdDY8QYgCQDQSBkcAy/We7/rsZUvTPHLTXZO1GhKSUrwL3A9HFDmaffgviFk4kmvz4cPvME0IswZg3RI0laix11FhqqLFUYxmPGktFUqOMWi3QfiNakPxGtJWUZngSeFsIcT/wL+ABKeWpAFLKDCllZhfyDwIvA39Ev0BIKd+RUt4npZwhpcwyqMej+uenQogtQKOUcjnayW4IKeUf0Fb1dq6rbYSfol2cHqLjwvlPk20cLsXMk2jxV08YkFdjqaPGUo2ljhpLNZbxqLFUJDdSSrUdZgMeM/G/o9BeTQ3s5j4vAyzdkL9d/7TGffcnk224zfb/MG0MA67q5rF4SY2lGks1lmos1ViqsfxPjKXaknNTZXIVCoVCoVAoFMc8KvxAoVAoFAqFQnHMo4xahUJxXCGEuF0Isfgof//h0f6uUCgUiv6JMmoVCkVSIoRYLIT48VH+/oQQYqMQ4lEhxCdCiP0J5M1UKBQKRT9BGbUKheJ4ZClaaqZ7gA1SypPR8n+W96lWCoVCoUgYZdQqFIqkRwiRJoQYIoRYoH91t9RKhV4A7BVCOIGBaCU8AZYKIYykOFIoFApFP8HW1wooFArFf4hq4NtCiDOAkP77BrRypfVCiNP0729Fy9PZhFblCDSj9+neVlihUCgUiaNSeikUiqRFCHES8Phh/vS/wBLgPLS8mf8DLACWoxm+HyijVqFQKI4tlKdWoVAkM+uBczt9dyNaRaZ5aJ7anwI3SSlbhRBnA9f3rooKhUKh6AmUUatQKJKZU4DngZ2dvr9XSukDEEIslFI2AEgpm4UQKBQKheLYQy0UUygUyY5Ae4CP30ZH/xg1aBUKhUJxbKNiahUKhUKhUCgUxzzKU6tQKBQKhUKhOOZRRq1CoVAoFAqF4phHGbUKhUKhUCgUimMeZdQqFAqFQqFQKI55lFGrUCgUCoVCoTjmUUatQqFQKBQKheKYRxm1CoVCoVAoFIpjHmXUKhQKhUKhUCiOef4fLAsEYPY5MnoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "poly_transformer = PolynomialFeatures(degree=2, interaction_only=True,\n",
    "                                      include_bias=False)\n",
    "X_hour_week_onehot_poly = poly_transformer.fit_transform(X_hour_week_onehot)\n",
    "lr = Ridge()\n",
    "eval_on_features(X_hour_week_onehot_poly, y, lr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "hour = [\"%02d:00\" % i for i in range(0, 24, 3)]\n",
    "day = [\"월\", \"화\", \"수\", \"목\", \"금\", \"토\", \"일\"]\n",
    "features =  day + hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "features_poly = poly_transformer.get_feature_names(features)\n",
    "features_nonzero = np.array(features_poly)[lr.coef_ != 0]\n",
    "coef_nonzero = lr.coef_[lr.coef_ != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '계수 크기')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/pdf": "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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 2))\n",
    "plt.plot(coef_nonzero, 'o')\n",
    "plt.xticks(np.arange(len(coef_nonzero)), features_nonzero, rotation=90)\n",
    "plt.xlabel(\"특성 이름\")\n",
    "plt.ylabel(\"계수 크기\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 요약 및 정리"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "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": "3.5.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}