HyeongWookKim/Kaggle_Titanic_Advanced_Part_1.ipynb

## Kaggle_Titanic_Advanced_Part_1.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Kaggle - Titanic_Part 1\n",
    "**<분석 목적>**\n",
    "- 타이타닉에 탑승한 사람들의 신상정보를 활용하여, 승선한 사람들의 **생존 여부**를 **예측**하는 모델을 생성하는 것이다.\n",
    "- 지난 튜토리얼에서는 단순히 랜덤 포레스트 모델을 사용해서 타이타닉 생존자 예측 여부를 예측해보았다.\n",
    "- 이번에는 처음부터 끝까지 모든 과정을 스스로 분석해보며 최적의 모델을 만들어내 볼 것이다.\n",
    "    - **목표는 80% 이상의 정확도(accuracy)를 갖는 모델**을 생성해내는 것이다!!\n",
    "\n",
    "**<분석 과정>**\n",
    "1. 데이터 셋 확인\n",
    "2. 탐색적 데이터 분석(EDA)\n",
    "3. Feature Engineering(특성 공학)\n",
    "4. 모델 생성 - ***Logistic Regression, Decision Tree, Random Forest*** 이렇게 총 3개의 모델을 사용할 것이다. \n",
    "5. 모델 학습 및 예측\n",
    "6. 모델 평가"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:11.479108Z",
     "start_time": "2020-06-10T13:29:08.466969Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import missingno as msno\n",
    "%matplotlib inline\n",
    "\n",
    "# 이 두 줄의 코드는 matplotlib의 기본 scheme말고, seaborn scheme을 세팅해준다\n",
    "# 일일이 graph의 font size를 지정할 필요 없이, seaborn의 font_scale을 사용하면 편리하다\n",
    "plt.style.use('seaborn')\n",
    "sns.set(font_scale = 2.5)\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 데이터 셋 확인\n",
    "**<변수 설명>**\n",
    "1. ***Survived: 생존 여부 (integer)***\n",
    "    - **Target 변수**로, 1 과 0 으로 표현된다.\n",
    "2. ***Pclass: 티켓의 클래스 (integer)***\n",
    "    - 1 = 1st, 2 = 2nd, 3 = 3rd 클래스로 나뉘는 범주형 변수이다.\n",
    "3. ***Sex: 성별 (string)***\n",
    "    - male 과 female 로 구분되는 이진 변수이다.\n",
    "4. ***Age: 나이 (integer)***\n",
    "    - Continuous 변수이다.\n",
    "5. ***SibSp: 함께 탑승한 형제와 배우자의 수 (integer)***\n",
    "    - Quantitative 변수이다.\n",
    "6. ***Parch: 함께 탑승한 부모, 아이의 수 (integer)***\n",
    "    - Quantitative 변수이다.\n",
    "7. ***Ticket: 티켓 번호 (string)***\n",
    "    - **알파벳 + integer** 로 구성되어 있다.\n",
    "8. ***Fare: 탑승료 (float)***\n",
    "    - Continuous 변수이다.\n",
    "9. ***Cabin: 객실 번호 (string)***\n",
    "    - **알파벳 + interger** 로 구성되어 있다.\n",
    "10. ***Embarked: 탑승 항구 (string)***\n",
    "    - C = Cherbourg, Q = Queenstown, S = Southampton 이렇게 3개로 구성되어 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:11.511145Z",
     "start_time": "2020-06-10T13:29:11.483108Z"
    }
   },
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('../titanic/train.csv')\n",
    "df_test = pd.read_csv('../titanic/test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:11.541151Z",
     "start_time": "2020-06-10T13:29:11.514130Z"
    }
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  "
      ]
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:11.601194Z",
     "start_time": "2020-06-10T13:29:11.546154Z"
    }
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   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
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       "      <th>count</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>714.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.383838</td>\n",
       "      <td>2.308642</td>\n",
       "      <td>29.699118</td>\n",
       "      <td>0.523008</td>\n",
       "      <td>0.381594</td>\n",
       "      <td>32.204208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>257.353842</td>\n",
       "      <td>0.486592</td>\n",
       "      <td>0.836071</td>\n",
       "      <td>14.526497</td>\n",
       "      <td>1.102743</td>\n",
       "      <td>0.806057</td>\n",
       "      <td>49.693429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.420000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>223.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.910400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.454200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>668.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.000000</td>\n",
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       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>512.329200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "       PassengerId    Survived      Pclass         Age       SibSp  \\\n",
       "count   891.000000  891.000000  891.000000  714.000000  891.000000   \n",
       "mean    446.000000    0.383838    2.308642   29.699118    0.523008   \n",
       "std     257.353842    0.486592    0.836071   14.526497    1.102743   \n",
       "min       1.000000    0.000000    1.000000    0.420000    0.000000   \n",
       "25%     223.500000    0.000000    2.000000   20.125000    0.000000   \n",
       "50%     446.000000    0.000000    3.000000   28.000000    0.000000   \n",
       "75%     668.500000    1.000000    3.000000   38.000000    1.000000   \n",
       "max     891.000000    1.000000    3.000000   80.000000    8.000000   \n",
       "\n",
       "            Parch        Fare  \n",
       "count  891.000000  891.000000  \n",
       "mean     0.381594   32.204208  \n",
       "std      0.806057   49.693429  \n",
       "min      0.000000    0.000000  \n",
       "25%      0.000000    7.910400  \n",
       "50%      0.000000   14.454200  \n",
       "75%      0.000000   31.000000  \n",
       "max      6.000000  512.329200  "
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     "execution_count": 4,
     "metadata": {},
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   ],
   "source": [
    "df_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:11.666238Z",
     "start_time": "2020-06-10T13:29:11.605194Z"
    }
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   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
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       "      <th>count</th>\n",
       "      <td>418.000000</td>\n",
       "      <td>418.000000</td>\n",
       "      <td>332.000000</td>\n",
       "      <td>418.000000</td>\n",
       "      <td>418.000000</td>\n",
       "      <td>417.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1100.500000</td>\n",
       "      <td>2.265550</td>\n",
       "      <td>30.272590</td>\n",
       "      <td>0.447368</td>\n",
       "      <td>0.392344</td>\n",
       "      <td>35.627188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>120.810458</td>\n",
       "      <td>0.841838</td>\n",
       "      <td>14.181209</td>\n",
       "      <td>0.896760</td>\n",
       "      <td>0.981429</td>\n",
       "      <td>55.907576</td>\n",
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       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>892.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.170000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>996.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.895800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1100.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.454200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1204.750000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1309.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>512.329200</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "       PassengerId      Pclass         Age       SibSp       Parch        Fare\n",
       "count   418.000000  418.000000  332.000000  418.000000  418.000000  417.000000\n",
       "mean   1100.500000    2.265550   30.272590    0.447368    0.392344   35.627188\n",
       "std     120.810458    0.841838   14.181209    0.896760    0.981429   55.907576\n",
       "min     892.000000    1.000000    0.170000    0.000000    0.000000    0.000000\n",
       "25%     996.250000    1.000000   21.000000    0.000000    0.000000    7.895800\n",
       "50%    1100.500000    3.000000   27.000000    0.000000    0.000000   14.454200\n",
       "75%    1204.750000    3.000000   39.000000    1.000000    0.000000   31.500000\n",
       "max    1309.000000    3.000000   76.000000    8.000000    9.000000  512.329200"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Null 값 존재 여부 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:11.697260Z",
     "start_time": "2020-06-10T13:29:11.669240Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 891 entries, 0 to 890\n",
      "Data columns (total 12 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   PassengerId  891 non-null    int64  \n",
      " 1   Survived     891 non-null    int64  \n",
      " 2   Pclass       891 non-null    int64  \n",
      " 3   Name         891 non-null    object \n",
      " 4   Sex          891 non-null    object \n",
      " 5   Age          714 non-null    float64\n",
      " 6   SibSp        891 non-null    int64  \n",
      " 7   Parch        891 non-null    int64  \n",
      " 8   Ticket       891 non-null    object \n",
      " 9   Fare         891 non-null    float64\n",
      " 10  Cabin        204 non-null    object \n",
      " 11  Embarked     889 non-null    object \n",
      "dtypes: float64(2), int64(5), object(5)\n",
      "memory usage: 83.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:11.715273Z",
     "start_time": "2020-06-10T13:29:11.702272Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Survived         0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age            177\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             0\n",
       "Cabin          687\n",
       "Embarked         2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:12.744003Z",
     "start_time": "2020-06-10T13:29:11.722279Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x6ac9e53388>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(df = df_train.iloc[:, :], figsize = (8, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **학습 데이터 셋**에는 **Age, Cabin, Embarked 변수**에 **Null 값이 존재**한다.\n",
    "- 추후에 Feature Engineering 과정에서 Null 값들에 대한 처리를 해 줄 것이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:12.766020Z",
     "start_time": "2020-06-10T13:29:12.749007Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 418 entries, 0 to 417\n",
      "Data columns (total 11 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   PassengerId  418 non-null    int64  \n",
      " 1   Pclass       418 non-null    int64  \n",
      " 2   Name         418 non-null    object \n",
      " 3   Sex          418 non-null    object \n",
      " 4   Age          332 non-null    float64\n",
      " 5   SibSp        418 non-null    int64  \n",
      " 6   Parch        418 non-null    int64  \n",
      " 7   Ticket       418 non-null    object \n",
      " 8   Fare         417 non-null    float64\n",
      " 9   Cabin        91 non-null     object \n",
      " 10  Embarked     418 non-null    object \n",
      "dtypes: float64(2), int64(4), object(5)\n",
      "memory usage: 36.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df_test.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:12.785031Z",
     "start_time": "2020-06-10T13:29:12.770021Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      0\n",
       "Pclass           0\n",
       "Name             0\n",
       "Sex              0\n",
       "Age             86\n",
       "SibSp            0\n",
       "Parch            0\n",
       "Ticket           0\n",
       "Fare             1\n",
       "Cabin          327\n",
       "Embarked         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:13.767731Z",
     "start_time": "2020-06-10T13:29:12.789035Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x6acad998c8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y/fv3W3379rV2797t6ihXZHpG0/NZVvHImJOTY+3cudMKDw+3br31Vqtdu3ZWhw4drB9//NHV0SzLKh770PSMpuezrOKR0bIs6/Dhw1bz5s2tJk2aWG3btrXatm1bZF8hcaOKyz4sbDbL+v+vqkShu3jxYr5T7qYxPaPp+aTikVG69FHMgwcPqly5cqpbt64qVark6kgOxWEfmp7R9HxS8cgoSUePHtWRI0eUlZWlsLAwo77Ar7jsw8JEUQEAAMbiUz8AAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFguLSrr169XRETENedLTEzUE088oYiICLVp00Zz584VN9QFAMC57Ha7OnbsqBEjRhQ4PTY2Vvfdd1++8XPnzmn06NFq2bKlmjZtqv79+ys5Ofm6tumyorJr1y4NGzbsmvOdPn1aTz75pGw2m6ZPn67u3btr+vTpmj9/vhNSAgCAXNHR0Tp48GCB07744gu98cYbBU57/vnntWHDBr3wwguaMmWKfv31Vz3xxBNKS0u75jY9/lLiP8Futys2NlZvv/22vL29lZmZedX5lyxZoqysLM2aNUtlypRR69atZbfbNXfuXPXu3VulSpVyUnIAAEquH3/8UYsWLVJAQECe8dTUVL3zzjtasGCB/Pz88i13+vRpbd26VRMnTlTXrl0lScHBwerQoYO2bNmiDh06XHW7Tj+jsnnzZs2dO1fDhw/XY489ds35t2/frubNm+f5tsi7775bZ8+e1Z49e4oyKgAAkJSVlaWRI0cqKioq37dJr1ixQh999JHefPNNtW3bNt+yGRkZkiQfHx/HWLly5SRdekvoWpxeVBo2bKj169erd+/estls15z/8OHDqlmzZp6xoKAgxzQAAFC03n33XWVmZurpp5/ON61du3ZKSEgo8NoUSapataruuusuzZ49WwcOHNDp06f16quvysfHR61bt77mtp3+1s8fm9i1pKamqmzZsnnGcv+dmpr6pzJYlnVdJQkAgJLuwIEDmj17thYuXChPT89803NPHlzNqFGj9OSTT6pTp06SJC8vL82ZM0eVK1e+5rJOLyqFyc3tz50Q+u236ys4gYG+GjBgwJ/axpXExMTo1KkLhba+ws5oej7J/IyFne9GBAb6umTbPM5/XXHYh35+XvLyyn+g+rMyMuw6fz6j0NZ3I/5Xfldu5DEODPS94fXn5ORo1KhRevjhh6/rU7oFOXHihHr06KEKFSpoxowZ8vHxUVxcnAYOHKj58+erUaNGV13e+KLi4+OT76rg3H9f/n4XAKBoeXl5FvpBVnJNUcH1WbRokX755RfNmTNHWVlZjnHLspSVlSUPj2vXiJUrV+r8+fNatWqV412VFi1a6JFHHtEbb7yhJUuWXHV544tKcHCwjh49mmcs97PXtWrVckUkAABKhISEBJ04cUJNmzbNM/7zzz9r9erVWr9+vapXr37Vdfz666+qXLlynks/bDabbrvtNsXHx18zg/FFpVmzZvrwww+Vnp4ub29vSZd2XLly5RQWFubidAAA/O965ZVX8r2r8cILLygkJEQDBw5UpUqVrrmO4OBgrVy50lFYcn333XfXLDmSgUUlKSlJKSkpjvesHn30US1evFhPP/20oqKi9PPPP2vu3LkaOnRogRf1AACAwlHQOxelS5dWuXLl1LBhw+tax0MPPaTY2Fj169dPAwYMkI+Pj1avXq1du3bpnXfeuebyxn3XT0xMjHr06OH4d6VKlbRgwQJlZWXp2WefVVxcnIYMGaKoqCgXpgQAANfD399fS5cuVUhIiF5++WUNGTJEv/76q2JjY9WuXbtrLu/SMyqDBw/W4MGD84xNnjxZkydPzjPWsGFDffDBB86MBgAACrBmzZorTvvj8TtXtWrVNGPGjD+1PePOqAAAAOSiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGO5pKjExcWpffv2Cg8PV48ePbR79+6rzr9r1y717NlTERERateunaKjo5WZmemktAAAlFx2u13Tpk3TXXfdpUaNGql379764YcfHNMvXLigcePGqWXLloqIiFD//v2VlJR0xfUdPHhQDRs2VHx8/HVt3+lFZfXq1Ro7dqy6dOmimTNnytfXV1FRUUpOTi5w/qSkJEVFRcnb21szZ85Unz599O6772rq1KlOTg4AQMkzadIkLVq0SP369VN0dLTKlCmj3r1769ixY5KkoUOHKiEhQS+88IKmT5+ulJQUPf7440pNTc23LsuyNGrUKNnt9uvevkeh/STXwbIszZgxQ927d9egQYMkSS1atFCHDh0UGxur0aNH51vms88+U3Z2tmbOnClvb2+1bNlSp06d0uLFizV8+HDZbDZn/ggAAJQYFy5c0PLlyzV06FA9+uijkqQmTZrojjvu0Jo1a9S+fXtt2rRJM2fOVPv27SVJderUUdu2bbV+/Xrdf//9eda3ePFiR8G5Xk49o3LkyBEdO3ZMbdu2dYyVKlVKbdq00ZYtWwpcxm63y8PDQ6VLl3aMlStXTunp6TfUyAAAwI0pU6aM4uLi9OCDDzrGPDw8ZLPZZLfbFRQUpLi4OLVu3doxvVSpUpKU7xh99OhRTZs2TWPGjLmhDE4tKocPH5Yk1axZM894UFCQkpKSlJ2dnW+ZLl26yN3dXW+99ZbOnj2r77//XrGxsbrnnnvk5eXljNgAAJRIHh4euvnmm+Xv76+cnBwlJydr5MiRstls6tKli7y8vHTrrbfKy8tLWVlZ2r9/v0aOHKmKFSvq7rvvzrOuMWPGqFOnTmratOmNhbCc6KOPPrJCQ0OtkydP5hmPi4uzQkNDrQsXLhS4XFxcnBUWFmaFhoZaoaGh1gMPPHDFea9HTk7On14WAICSaObMmY7jcHR0dL7pI0aMsEJDQ62wsDArPj4+z7Tly5dbkZGR1rlz56xz585ZoaGh1sqVK69ru06/RkVSvutKrjQuScuXL9fo0aPVo0cPdezYUSdPntSMGTP09NNPa+HChfL09LzhHL/9lv8Cn4IEBvpqwIABN7z+q4mJidGpUxcKbX2FndH0fJL5GQs7340IDPR1ybZ5nP869qFz/a/8rtzIPgwM9P1L27r77rvVtGlT/etf/1JMTIwyMzM1ZMgQx/SePXvq/vvvV0JCgkaMGKGsrCx169ZNJ0+e1JQpU/Tqq6/Kz89P58+fv6HtOrWo+Ppe2klpaWmqWLGiYzw9PV1ubm7y9vbOt8zcuXPVunVrjR8/3jHWoEEDderUSWvXrtXDDz9c9MEBF/Pz85KX1/WV8ut5McrIsOv8+Yy/GgtACRIWFiZJatq0qdLS0jRv3jwNHDjQcU1KeHi4JKlZs2Y6ceKE5syZo27duumVV15R48aN1a5dO2VlZTku88jJyVF2drbc3d2vul2nFpXca1OSk5PzXKeSnJyskJCQAs+oHD9+XF27ds0zVrt2bZUrV04HDhwo2sCAIby8PAv9rzCJogLg6k6dOqXNmzfr3nvvlY+Pj2O8fv36stvt2rNnjw4ePKiHHnoozzG8fv362rhxoyQpISFBknTLLbfkWfeoUaMUExOjDRs2XDWDU4tKcHCwqlSpooSEBLVs2VKSlJmZqY0bN6pNmzYFLhMSEqJdu3blGTty5IjOnj2r6tWrF3VkAABKrPPnz2vkyJGSpIceesgxvm3bNlWoUEEXLlzQqFGjVL16dTVr1kzSpcs5tm/frtDQUEnSihUr8qwzPT1dvXv31qBBgxwfab4apxYVm82mfv36acKECfL399dtt92mxYsX68yZM+rTp4+kSzd4S0lJUaNGjSRJAwYM0JAhQzRq1Cjdd999OnXqlKKjo1WtWrV8n88GAACFp3bt2rr33ns1ZcoUZWZmKigoSJ9//rnWrFmj1157TZGRkWrUqJFeeuklDRkyRAEBAVqxYoV27dqld999V5LUsGHDPOvMvUalWrVqqlev3jUzOLWoSFKvXr2UkZGh999/XwsXLlT9+vU1b948BQUFSbp0SnrVqlXau3evJKljx45yd3fXrFmztGbNGlWsWFEtWrTQ0KFD85yGAgAAhW/KlCmKjo7W3LlzdfLkSdWpU0dvv/22OnToIEmaPXu2pk6dqjfffFPnzp3TLbfcovnz5zvOsPxVTi8qktS3b1/17du3wGmTJ0/W5MmT84y1b9/+uk4PAQCAwlWmTBkNGzZMw4YNK3B6QECAJkyYcN3r8/Pzc5yMuB58ezIAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABjLJUUlLi5O7du3V3h4uHr06KHdu3dfdf6UlBQNHz5cTZs2VZMmTfTMM88oOTnZSWkBACi5srOztWDBAnXs2FGNGjVSp06dtHjxYlmWJUnas2eP6tWrl++/KVOmONZht9v12muvKTIyUhEREXr22Wd14sSJ69q+R5H8VFexevVqjR07VgMHDlTDhg21aNEiRUVFac2aNQoKCso3f2Zmpp588kllZGRowoQJcnd317Rp0/TUU0/po48+kqenp7N/BAAASoyYmBjNnTtXAwYMUKNGjfTtt9/qtdde08WLF9WvXz/t3btX3t7eWrBgQZ7lKlWq5Pj/sWPHasOGDXrxxRfl7e2tqVOn6umnn1Z8fLzc3d2vun2nFhXLsjRjxgx1795dgwYNkiS1aNFCHTp0UGxsrEaPHp1vmdWrV+vw4cP69NNPVbVqVUlStWrV1K9fPyUmJqpBgwbO/BEAACgxcnJytGDBAkVFRal///6SpObNmyslJUXz5893FJW6deuqUaNGBa4jKSlJq1ev1ltvvaVOnTpJksLCwtShQwetX79e7du3v2oGp771c+TIER07dkxt27Z1jJUqVUpt2rTRli1bClwmISFBrVq1cpQUSapfv762bt1KSQEAoAhduHBBXbt2zVcmQkJClJKSovT0dO3du1f16tW74jq+/vprSVKbNm0cY8HBwapbt+4Vj/2Xc2pROXz4sCSpZs2aecaDgoKUlJSk7OzsfMvs3btXtWrVUkE7ts0AACAASURBVHR0tCIjI9WgQQM9/fTT+uWXX5wRGQCAEsvf319jxozRzTffnGf8yy+/VOXKleXt7a3ExEQdP35c999/vxo0aKB77rlHq1atcsx76NAhVaxYUd7e3nnWUb16dUcvuBqblXs1jBN8/PHHGjp0qLZu3arAwEDH+PLlyzV69Gjt3LlTPj4+eZYJDw+Xn5+fqlWrpv79+ys9PV1vvvmmypYtq1WrVsnD48bfvbIsSzab7S//PAAAlDS5x+zRo0erffv2uvPOO1WjRg09//zz8vf318cff6yVK1dqypQp6tq1q8aMGaMdO3bos88+y7OeF154QQcOHMhTagri9GtUJOUrCVcal6SsrCxlZmbq3XfflZ+fn6RLZ2Aefvhhff755473u27Eb7+lXtd8gYG+GjBgwA2v/2piYmJ06tSFQltfYWc0PZ9kfsbCzieZn5HH+a9jHzpXYKCvS7btyn0YGOj7l7e3du1ajR07Vvfee68ee+wx/f7773rvvfdUr149x8WzLVq00MmTJxUdHa2uXbte8eTA9Z40cOpbP76+l3ZSWlpanvH09HS5ubnlOy0kSd7e3o6zKrkaNmwoPz8/JSYmFm1gAAAgSVq4cKGGDx+uNm3a6M0335TNZlOZMmXUqlWrPJ/wkaRWrVopOTlZaWlp8vHxyXfcly4d+3N7wdU4tajkXpvyx3ugJCcnKyQkpMBmVaNGDWVmZuYbz8rK4u0bAACcYOrUqZo0aZLuv/9+zZgxw3FrkEOHDmnZsmWy2+155s/IyFDp0qXl7e2t4OBg/fbbb/r999/zzHP06FGFhIRcc9tOLSrBwcGqUqWKEhISHGOZmZnauHGjmjdvXuAyLVu21K5du/LcGGbHjh1KT09XREREkWcGAKAki42N1Zw5c9S7d29Nnjw5z7WhJ06c0Lhx47Rp0ybHmGVZ+vzzz9WkSRPZbDY1b95c2dnZ2rBhg2Oew4cPa9++fVc89l/Oqdeo2Gw29evXTxMmTJC/v79uu+02LV68WGfOnFGfPn0kXfq8dUpKiuPz2H369NHKlSvVr18/Pfvss7p48aJef/11RUREqGXLls6MDwBAiXLy5Em9+eabCg0N1d/+9jd99913eabfdtttaty4scaOHatz584pMDBQH374ofbu3aulS5dKuvTOSIcOHfTyyy8rNTVVfn5+mjp1qurVq6e77777mhmcfmfaXr16KSMjQ++//74WLlyo+vXra968eY670sbExGjVqlXau3evJKl8+fJatmyZJk+erGHDhqlUqVJq27atRo4cKTc3vqoIAICisnXrVtntdiUmJqpHjx75pn/11VeKiYnR1KlTNWPGDJ09e1Y333yzFixYoIYNGzrmmzRpkiZNmqQ333xTOTk5atGihUaNGnXNu9JKLigqktS3b1/17du3wGmTJ0/W5MmT84zVqFFDMTExzogGAAD+34MPPqgHH3zwmvONHz/+qtO9vb01YcIETZgw4YYzcEoCAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACM5ZKiEhcXp/bt2ys8PFw9evTQ7t27r3vZmTNnql69ekWYDgAAFGT9+vWKiIjIN75u3Tp17txZDRs2VPv27bVo0SLHtNzjdkH/tW3b9prb9CjUn+A6rF69WmPHjtXAgQPVsGFDLVq0SFFRUVqzZo2CgoKuumxiYqLmzJnjpKQAACDXrl27NGzYsHzjn3zyiYYOHaonn3xSI0eO1Ndff61XX31VPj4+euCBB9StWze1atUqzzIHDx7UyJEj1a1bt2tu16lFxbIszZgxQ927d9egQYMkSS1atFCHDh0UGxur0aNHX3HZ7OxsjRo1SuXLl9eJEyecFRkAgBLNbrcrNjZWb7/9try9vZWZmemYZlmW3njjDT366KN68cUXJUnNmzfX0aNHtW3bNj3wwAOqXLmyKleu7FgmOztb48eP1+23365nnnnmmtt3alE5cuSIjh07ludUT6lSpdSmTRtt2bLlqssuXLhQqampeuyxx/TWW28VdVQAACBp8+bNmjt3roYPH66zZ89qwYIFjmn/+c9/9Msvv6h79+55lrnacXr58uXau3evVq9eLZvNds3tO/UalcOHD0uSatasmWc8KChISUlJys7OLnC5I0eOKDo6WhMmTJCnp2dRxwQAAP+vYcOGWr9+vXr37p2vWOzdu1fSpbMkjz32mBo0aKDWrVtryZIlBa4rIyND0dHReuihh1S3bt3rC2A50UcffWSFhoZaJ0+ezDMeFxdnhYaGWhcuXMi3TE5OjvXYY49ZY8aMsSzLshYsWGCFhob+pRw5OTl/aXkAAEqiGTNmWI0aNXL8e86cOVb9+vWtVq1aWbNmzbK2b99ujR8/3goNDbXWrVuXb/mVK1daYWFh1qFDh657m06/RkVSvkZ2pXFJ+uCDD3TkyBHNmjWr0HL89lvqdc0XGOirAQMGFNp2JSkmJkanTl0otPUVdkbT80nmZyzsfJL5GXmc/zr2oXMFBvq6ZNuu3IeBgb6Ftt1cWVlZys7OVvfu3R3Xm+ReoxIdHa1OnTrlmT8uLk533nmngoODr3sbTn3rx9f30k5KS0vLM56eni43Nzd5e3vnGT9+/LjeeOMNjRo1SqVLl1ZWVpaj1GRlZSknJ8c5wQEAQD65x+0777wzz3iLFi10+PBh2e12x9hvv/2mf//73/nKy7U49YxK7rUpycnJea5TSU5OVkhISL4zKl999ZXS0tL07LPP5lvXLbfcokGDBmnw4MFFGxoAABQo91h+eSGR5Dix4Ob23/MhW7dulbu7u9q1a3dD23BqUQkODlaVKlWUkJCgli1bSpIyMzO1ceNGtWnTJt/8d911l1asWJFnbN26dVqwYIFWrFihSpUqOSM2AAAowO233y4vLy999tlnatKkiWN848aNatiwoTw8/lszvv/+e9WqVUs+Pj43tA2nFhWbzaZ+/fppwoQJ8vf312233abFixfrzJkz6tOnjyQpKSlJKSkpatSokQICAhQQEJBnHTt37pR06SpkAADgOj4+Pvr73/+u6Oho+fj4qGnTpvrkk0/0zTffaO7cuXnm3bdvn0JCQm54G06/M22vXr2UkZGh999/XwsXLlT9+vU1b948x11pY2JitGrVKsdHngAAgLkGDhwoX19fLV68WPPmzVNwcLBmzpyZ77qV06dP57s9yfVwelGRpL59+6pv374FTps8ebImT558xWX79OnjOPsCAACcZ/DgwQVeG9q7d2/17t37qst+8sknf2qbfHsyAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWB6uDgAAQGHx8/OSl5fndc0bGOh7zXkyMuw6fz7jr8bCX0BRAQD8z/Dy8tSAAQMKbX0xMTGSKCquxFs/AADAWC4pKnFxcWrfvr3Cw8PVo0cP7d69+6rz79q1S48//riaNGmili1bavjw4frtt9+clBYAgJIrOztb7777ru655x5FRESoW7du+uqrrxzTL1y4oHHjxqlly5aKiIhQ//79lZSUVGjbd3pRWb16tcaOHasuXbpo5syZ8vX1VVRUlJKTkwuc/8CBA+rTp4/Kli2rt956Sy+++KJ27dqlqKgoZWZmOjk9AAAly7x58zRt2jQ99NBDeuedd1SjRg3169dPP/74oyRp6NChSkhI0AsvvKDp06crJSVFjz/+uFJTUwtl+069RsWyLM2YMUPdu3fXoEGDJEktWrRQhw4dFBsbq9GjR+dbZvHixQoMDNTMmTNVqlQpSVLNmjXVrVs3bd++Xa1bt3bmjwAAQImyatUq3XfffXrmmWckSXfccYd27typFStW6NFHH9WmTZs0c+ZMtW/fXpJUp04dtW3bVuvXr9f999//l7fv1KJy5MgRHTt2TG3btnWMlSpVSm3atNGWLVsKXKZOnTqqU6eOo6RIUq1atSRJR48eLdrAAACUcHa7XT4+Po5/u7u7y9fXV+fOnVNQUJDi4uIUFhbmmJ57vLbb7YWyfacWlcOHD0u6dEbkckFBQUpKSlJ2drbc3d3zTOvVq1e+9WzYsEHSfwsLAAAoGr169dI777yje+65Rw0aNFB8fLz27dunIUOGyMvLS7feeqskKSsrS4cPH9bkyZNVsWJF3X333YWyfZtlWVahrOk6fPzxxxo6dKi2bt2qwMBAx/jy5cs1evRo7dy5M09rK8jx48fVrVs33XTTTVqxYoVsNtsN57As608tBwBASXPx4kU999xz2rRpk2NsyJAh6t+/f575XnrpJcXHx8vNzU2vvfaaHnjggULZvtOvUZGUryRcafyPjh8/rj59+ignJ0fTpk3702Xjt9+u7wKfwEDfQv08vnTpM/mnTl0otPUVdkbT80nmZyzsfJL5GXmc/zr2YeEwPaMr813PDe7+yLIsRUVF6cCBAxo7dqxq166t7du365133pGfn1+edz169uyp+++/XwkJCRoxYoSysrLUrVu3G97mHzm1qPj6XtpJaWlpqlixomM8PT1dbm5u8vb2vuKyiYmJ6tevn7KysjR//nzVqFGjyPMCAFCS7dy5Uzt37tT06dPVsWNHSZcups3OztYbb7yhrl27qmzZspKk8PBwSVKzZs104sQJzZkzp1CKilM/npx7bcofP4qcnJyskJCQK54h+e677/TYY4/J3d1dS5YsyXPRDgAAKBq//vqrJKlRo0Z5xhs3bqyLFy8qOTlZK1as0B+vIqlfv75OnDhRKBmcWlSCg4NVpUoVJSQkOMYyMzO1ceNGNW/evMBljh49qn79+qlChQpatmyZgoODnZQWAICSLfeYu2vXrjzj3333nTw8PHTgwAGNGjVK//rXvxzTLMvS9u3bFRoaWigZnPrWj81mU79+/TRhwgT5+/vrtttu0+LFi3XmzBn16dNHkpSUlKSUlBRHe5s4caJSU1M1ZswYHT9+XMePH3esr2rVqqpUqZIzfwQAAEqMBg0aqE2bNnrllVd09uxZ1a5dWzt27NB7772n3r17695771WjRo300ksvaciQIQoICNCKFSu0a9cuvfvuu4WSwelfStirVy9lZGTo/fff18KFC1W/fn3NmzdPQUFBki5dGLRq1Srt3btXmZmZ2rx5s7KzszV06NB86xo+fLiioqKc/SMAAFBivP3225o+fbpmz56tc+fOqWbNmho1apQeeeQR2Ww2zZ49W1OnTtWbb76pc+fO6ZZbbtH8+fPVrFmzQtm+S749uW/fvurbt2+B0yZPnqzJkydLunTTmB9++MGZ0QAAwGVKly6tESNGaMSIEQVODwgI0IQJE4ps+3x7MgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAAAAY1FUAACAsSgqAADAWBQVAABgLIoKAAAwFkUFAAAYi6ICAACMRVEBAADGoqgAAABjUVQAAICxKCoAAMBYFBUAAGAsigoAADAWRQUAABiLogIAAIxFUQEAAMaiqAAAAGNRVAAAgLEoKgAAwFgUFQAAYCyKCgAAMBZFBQAAGMslRSUuLk7t27dXeHi4evTood27d191/sTERD3xxBOKiIhQmzZtNHfuXFmW5aS0AACUbDd63C5MTi8qq1ev1tixY9WlSxfNnDlTvr6+ioqKUnJycoHznz59Wk8++aRsNpumT5+u7t27a/r06Zo/f76TkwMAUPLc6HG7sDm1qFiWpRkzZqh79+4aNGiQWrdurVmzZikgIECxsbEFLrNkyRJlZWVp1qxZat26tQYMGKCnn35ac+fOVWZmpjPjAwBQovyZ43Zhc2pROXLkiI4dO6a2bds6xkqVKqU2bdpoy5YtBS6zfft2NW/eXGXKlHGM3X333Tp79qz27NlT5JkBACip/sxxu7A5tagcPnxYklSzZs0840FBQUpKSlJ2dnaByxQ0/+XrAwAAhe/PHLcLm0eRb+EyqampkqSyZcvmGS9btqxycnJ08eJF+fj45FumoPkvX9+NCgz0ve55Y2Ji/tQ2Cmv716OwM5qeTzI/Y2Hnk8zPyOP817EPC4fpGU3Pd7k/c9wubE6/RkWSbDbbdY1fi5sbn64GAKCoFPZx+89w6pHe1/dS60tLS8sznp6eLjc3N3l7e+dbxsfHJ9/8uf8u6hYHAEBJ9meO24XNqUUl9z2uP36kKTk5WSEhIQU2s+DgYB09ejTf/JJUq1atIkoKAAD+zHG7sDm1qAQHB6tKlSpKSEhwjGVmZmrjxo1q3rx5gcs0a9ZM27dvV3p6umMsISFB5cqVU1hYWJFnBgCgpPozx+3C5j5u3LhxTtmSLr2XVapUKcXExCgzM1N2u12TJk3SwYMHNWXKFPn7+yspKUmHDh1S5cqVJV06a7Jo0SJ99dVXCggI0GeffaZZs2Zp8ODBuv32250VHQCAEud6jttFnsFywb3o58+fr/fff19nzpxR/fr19eKLLyoiIkKSNGLECK1atUp79+51zL9nzx5NnDhRP/zwgypWrKiePXvq6aefdnZsAABKpKsdt4uaS4oKAADA9eDzvQAAwFgUFQAAYCyKCgAAMBZFBQAAGIuiAgAAjEVRAQAAxqKoAICLcZcI4MooKlfBi8f/tuzsbFdHQAmXkZGhEydOOOX7UmAGjis3jqLyBz///LMWL14s6dKtg3lS/W+yLEvu7u6SlOcuyCbJyclxdQQUsfXr16tnz5765ZdfJEmJiYm85vwP+v333/XVV19JEqX0T6CoXCYjI0Pz5s3TW2+9pffff1+SmWWlOJwJMG2f/VHui8X48eP16quvSjKrGGRlZcnNzU12u1379u3Ttm3bdObMmTxfzulqxeF5aLratWvL399fjzzyiB555BEtWLBAqampro6Vh+m/y5JZv7t/lJOTo9GjR2vUqFF5vtgP18+pX0poOg8PD1WrVk1nzpzRunXrZFmWIiIiHGXFhCacnZ3tOBOwY8cOffPNN/Lx8ZGfn5+Lk/1Xdna23Nz+24Ev33c5OTlG7Mdcn332mY4cOaKePXvmyexKOTk5cnd3V2pqqp544gl9+OGHWrJkidauXaukpCTVqVNH5cqVc2nGrKwseXh46OLFi1q7dq02bNigtLQ02Ww2RzZX/s5YlqWcnJwCH1NTfpclqWLFigoODlZ8fLx++eUX9evXTw0aNDDm9+Ty3+Xs7GxHJpvNZlTG3NfEpKQkRyYPDw8jMtpsNnl6euqHH37Qjh075O/vrzp16rg0U3FDUblMZmamKleurJo1a+r06dNau3atypQpo4YNGxpRVnIPYJL0/PPPKzY2VuvWrdOpU6fUuHFjeXt7uzzj5S8aM2fOVFxcnBYvXqwDBw6oevXqCggIcFnGPxYoSTp79qw2btyoLl26qGzZsi7ff9KlFza73a6oqCiVLl1a//jHPzRixAiVLVtWy5Yt07fffqtOnTrJ09PTZRnd3NyUlpam7t27a/Pmzfr3v/+t+Ph47dmzRx4eHgoLC3PJfsw9MNlsNsdj/dFHH+mnn37SiRMnFBwcbMTvsvTf5+P333+vxMRE+fr6asOGDWrTpo3Kly9f4PPV2fku/11eunSpPvzwQ+3evVs333yzfH19XZYtl2VZjn00evRoRUdHa8WKFTp69KjCwsLk6+vr8rKSlZWlWrVqKSgoSLt27dLOnTsVEBCgWrVquSxTcUNR+X/Z2dny8PBQamqqli5dqp9//lkHDhzQ119/LR8fH916660uf4HL3e6ECRO0Y8cOjRs3Ts8995xat26twMBASZfevvLw8HBZztwXjeeee05ffPGFateuLcuylJiYqJiYGDVq1EhBQUFOz3V5tunTp+vo0aPKyclRlSpV9MEHH+iOO+5QjRo1HPvM1QeJgwcPaunSpRo8eLBatWolHx8fHT9+XOvWrdM//vEP5eTkyNvbW15eXk7NdfmL/po1a3TgwAFNmzZNL774oho0aKA9e/YoISFB5cuXV7169Zya7eLFixo/frwsy3IcBAYOHKhly5bpn//8p7766iudPn1akZGRLv1dzn1u5T6/qlSpos6dO6tevXras2ePlixZotatW6tChQoufR7mbnfIkCFKSEhQ/fr15eHhoX379mnOnDmqW7euqlev7pJ8fzxjNmHCBH355Zfq2bOnLMvSjh079PPPP+u2225zaVnJPa5I0v79+3Xw4EF9++23+umnn1S5cmXKynUq8UUl9wns5uamjIwM9ejRQ+fOndM999yj++67TydPntTWrVuVnZ1txNtAp0+f1ty5c/Xoo4+qc+fOKl26tBITE/Xyyy87/tquX7++/P39XZJPkhISErRy5Uq9/vrr6tWrlzp37iwfHx+tW7dOderUUVhYmEqVKuWS/fjJJ59oxowZSkhIUHx8vDZv3qzTp0/L09NTmZmZ8vT0lI+Pj+MvSWf54wvpjz/+qA8++ECDBg1ShQoVtHr1ag0bNkzPPvusWrRooYkTJ6pq1aoKDg52ak6bzaaLFy9q0KBBOnTokOrWrasHHnhAkhQcHKxatWrpP//5j3744Qc1a9bMqX91//jjj3rttdf022+/6aabbtLOnTv15ZdfavLkyXrwwQeVlZWlTz/9VMePH9edd97pkt/ly89SfPvtt9q3b59OnTqlevXqKTg4WDVq1NCuXbu0bNky3XXXXSpfvryysrIcZ4mcbdOmTYqLi9OkSZPUq1cvdezYUZUrV9aKFSt06623KjQ0VJ6enk4rArnXbl1+xuzw4cP65z//qaeeekqPPPKIOnbsqIyMDG3fvl179uxR48aNXVZWcjMOHjxY8fHxCg4OVnh4uPbs2eM4i1a3bl2nZiqOSmxROXnypMqWLSubzeZ48m/btk1ffPGFXn31Vd17770KCwtTRESE0tPTtWbNGtlsNpefWbHb7Vq9erX8/Px08eJFzZ07V1OmTFHp0qVVrlw5JSYmyt3dXU2aNJHkmivMd+zYoW3btqlv374KCAhQcnKyBgwYoM6dO6tjx45677331LBhQ3l7exd5lj++ONWtW1dPPvmkOnTooNatW6tUqVK6ePGivvnmG3388cdasWKFli9froSEBFmWpZtvvtkpGXMvnP3111/l5+cnHx8fLV++XD4+Pjp//ryef/55DRkyRP3791fp0qU1adIkhYWFqVGjRkWaLS0tTXa7XSdOnHCU3yNHjujTTz/V119/rfDwcN15552y2+1yd3dX5cqVFRAQoHfffVft2rVTtWrVijTf5SpXrqyIiAjFx8fr6NGjSkpK+r/2zjyQqnX//29jSCWERJq3TJkzhAynQTpoUE7RpDQqaVDnaLidokk66VSa51IiOurolFKoDBnK1CRKKBpsw8ben98f/fa6VN97z73Xps5Zr79Ye+3tY+3nedZ7fZ7PAA6Hg8mTJ6NXr14YPHgw6uvrERcXh/Ly8nYXKy23Kfz9/XHixAnExsYiJiYGqamp6Ny5M4YPHw5NTU1kZ2fj5MmTGDBgAG7evImqqqp2efr+1IOTmpqKW7duwdfXF926dUNJSQlmz54NZ2dnjBw5Evv27YOpqSlkB3/7RwAAIABJREFUZGREbltDQwPGjh0LLS0taGlpAQC2b9+OFStWoLa2Fp6enlBRUQEAmJiYoK6uDqmpqcjNzYWpqWmHiZXU1FQcP34cwcHBmDp1KhwdHaGvr4+ioiLcuXMHCgoK6N+/P4CvK37qa+LriB5sZ0pLSzFr1ixs3boVABjXXFNTE96+fcs88RAR+vfvzyx0O3bswJkzZwC0jwD4UlaFgoICjIyMcPHiRfj5+eHevXtYtGgRzpw5g4MHD0JNTQ0FBQXt9gTWMiNAaG9dXR2ICJqamnjx4gXGjx8PS0tLBAUFoaqqCvHx8Xj06JHIbWu56L5//x7Pnz8H8PG7GzhwIGxsbLBy5UrY2NhAUVERKSkp2Lp1K+zt7QEAenp67WZjc3Mz/Pz8EB4ejqdPn0JJSQljxozBkSNHsGDBAqxYsQJz586FQCBAQUEBFBUVRe5NefDgAVauXAk3NzeMHDkSgYGBePPmDQYMGIDAwEAMGzYMMTExKCkpgbS0NBobGwEAVlZW6Nq1K549eyZS+1oiEAhARLC0tMT69etRUFCAhISEVtsDqqqqmD59OlxdXREfH4+QkBAA7SfmhX9n8+bNyMzMxM8//4xTp07h2rVreP78OTZu3IiHDx/C2toay5cvh5qaGubMmYMdO3a0S/Bly5T9+Ph4AB/XRgkJCcjLy6O4uBgTJkyApaUl1q5di9raWly+fBkZGRkitw0AXr58ibFjx8LY2Jg5tmjRIujp6aG8vBypqaloaGhgXpszZw7c3d1RUlKCFStWoKKiokO2qRobG1FbW4suXbpASkoKADB06FDMnj0bdXV1CAsLw40bNwCwqcv/F5IdbUBHICcnB1VVVSQmJkJGRgaLFi0CAHTp0gU8Hg/Z2dnQ0dFhbsL9+/fHxIkTkZ6ejp9//hmysrJwdXUVqY0tXcSHDx9GQUEBunbtiuXLl2PNmjUYOnQoZGVl0atXL0aNv3//Hp06dYK6ujpzAxTlwG9pY1NTE7PQjR49Grt27cLcuXNx//592NjYYN26dUw8hZSUlMizlFoGHq9ZswZZWVkoLi7GgAEDMHz4cEyfPp2xwcLCAidPnkRtbS2cnJzg5OQEHo8n8vgP4fWrr69HZmYmioqK0NDQAFlZWSxatAg+Pj4oLi7G48ePUVdXh+rqauTk5GD//v1QUVGBjY2NyGzLzMyEj48PHB0dMXHiRMjLy6OwsBAfPnyAsrIyDA0N4efnh+DgYEybNg3Hjh1jYo8ePXoEOTk5qKmpicy+lrQchwBga2uLsLAw+Pn54fr167Czs4OdnR2Af4oVCQkJHD58GNLS0li6dGm72Al83LooKCiAs7MzTExM0KlTJ3C5XNTU1MDLywsCgQDPnz+HpaUltm/fjmfPnjGBmKKk5TVcsWIFbt++DQ6HA1tbW2zcuBGrVq1CRkYGs+0oIyODhoYGSEtLM14MUdO/f3/Mnz8f4uLiWLNmDfr3749p06bh+PHjmDRpEg4dOgR1dXU4OTkxgeZz5sxBQ0MDbt261S5p1l/yiAiD46uqqgB8FC5SUlIwMTGBt7c3goKCEBISgsbGRowYMULkNn6L/O22fgQCATp37gwrKys8ePAASUlJeP/+PYYOHQoNDQ2UlZXh6NGjGDJkCDQ1NZlBl56ejg8fPsDHxwfjxo0TuTIXfr6fnx/i4+MhJyeH6upqDBo0CCoqKhgwYAC0tLRQWVmJO3fu4MmTJzh16hRSU1OxZs0aKCkpiVSktHRjBwcHY9++fUhOTkbnzp2hp6cHaWlpxMfHQ1ZWFseOHYOsrCyqq6tx6NAh1NfXY8qUKZCVlRWZfcL/fdWqVUhJSYGnpyd++OEH1NbW4rfffkNKSgrGjBkDSUlJ1NXV4fTp0zA1NWVEn9DLJkqEmTNubm7Iy8tD165doaioiN9//x1cLhd2dnawsrJCdXU1oqOjERERwWQMHD58GJKSkiIJtnz+/DkWLlwIZ2dnBAQEYNiwYTAwMIC9vT26d+/OnKeqqgp9fX3cvXsXEREReP/+PW7fvo2TJ09CTk4OAQEBIp8nLW+wMTExuHLlCh49egQTExMMGzYMV65cwdOnT9GjRw/07t0bACAvL49+/fpBRkYGbm5urf4nUdjX8hq8f/8eYWFhMDAwgI2NDYqLizFmzBjGi7Jt2zYUFRXBzs4O3bp1Q58+fdol3kxoY3x8PIqLi7F48WJoa2ujW7duUFBQQHR0NDp37ozdu3ejW7duqKqqwrFjx1BXVyfyudwSMTExlJeXIyYmBufOnUOPHj2gr6+PcePG4dKlS0hISECvXr2gpaXFjIuhQ4fiu+++YxIORMWnqdxCb56WlhazlTd69Gh0796dWZ/y8vLw+PFjGBsbw8XF5asqM/E18bcTKsLBJCcnBxsbG+Tn5+PWrVt4+/YtLCwsoKenh7y8PBw4cAAyMjJobGxEaWkpDh8+jMGDB2PhwoUQFxdvl2j8gwcP4saNG/j1118xa9YsuLm5QV5eHgUFBaioqICKigr27duH3bt34+7du6ivr0d4eDgGDRokUruAfwqBNWvWMItDaWkpEhIS0KdPH7i5uYHH4yEpKQm3b99GYmIi4uLikJGRgd27d7dL5k9xcTH27duHRYsWYdy4cejfvz80NDRw8OBBuLi4oFevXpCVlYWamhrOnj0LWVlZ2NjYtKv7NTQ0FGVlZQgLC8OUKVMwYcIESEtL4+zZs3jz5g1sbW0xatQouLq6wtzcHJMnT8aMGTMgKSnJ1DJpa1JSUvDkyRP4+/tDVVWVuR5v3rzBjRs3cOjQISQnJ6Oqqgo2NjYwMjJCfn4+YmNjIScnBxcXFwQFBUFKSkrk86RllllsbCxevHiBtLQ09OjRAw4ODhg4cCCio6Px6NEjqKiotBIrZmZmUFRUFIldLYP0AeDq1atQV1dH586d8eDBAzx//hxKSkqYM2cOrKys8PPPP6NLly6Ii4tDZWUl3NzcRGLXv+KPP/7A4sWLUVhYCGdnZ0a09+zZE926dcMff/yB9PR0XL58GVeuXEFaWlq7zOVP40rk5eUxaNAgvHv3DocOHWLEyoQJExAXF4eEhARoaGi0EiuiFlKfpnIfOXIE58+fR1paGvT09NC7d2/k5ubi2LFjMDAwgKysLN6/f48LFy5AS0sLK1euFLmQ+qahvxF8Pp+IiGpqasjX15eys7Opurqa/Pz8yMnJicLDw4mIqLKyktasWUMGBgakr69PDg4O5OHhQY2NjUREJBAI2sXeTZs20cyZM4mI6NWrVxQVFUXDhw8nfX19sra2pn379hER0YMHD6iwsJCqqqpEblNzczPzc2NjIy1dupSSkpKIiCgrK4t8fX3JysqKbty4QURE9+/fpyVLltCiRYsoJCSEnj592uY28Xg8SktLowsXLtDNmzfp7du3RESUm5tLurq6lJ6eTkRERUVFZG5uTn5+fvTkyRPy9/dnbA8MDKSioqI2t+1TPh07CxcuJF9f389e27dvH3E4HFq3bt0Xr5lwLIuC7du3k42NDfN7fX09paenk6urK3E4HDI0NCRjY2OysrKisLAwIvr4Pfv4+JC5uTk9ePCAiD5+L+3B8ePHyc7Oju7du0d8Pp9evnzZ6vXMzEyytbWladOmUWJiokhtaWhoYOahcK7s2LGDRowYwZxz7tw50tPTo8GDB9O8efOY49XV1TRp0iTauHGjSG0U8ulYLCkpoV27dpGBgQGtX7++1VxvamqivLw8WrVqFS1dupRCQ0NFMpc/peUYevLkCWVkZDDHSktLyc/Pj3R1dSkyMpKIPq5J7u7upKurSwkJCSK371MWL15Mtra2FBQURKtWrSIXFxeyt7en2NhYunbtGk2fPp04HA7Z2trSyJEjyczMjPLz89vdzm+Nv41QES7sjY2NtGrVKpo+fToVFhYSEdHr16/Jz8+PHB0dGbFCRJSTk0NpaWmUmZnJvL+pqUkk9rVcNAQCAfH5fNq8eTO5uLjQmjVraNKkSaStrU3z5s2jCxcukL+/P7m4uFB1dbVI7PkSLReuuLg4ioqKIltbW8rIyGCOZ2RkkK+vL1lbW9OVK1davV8UAq+mpoa8vb1p1KhRNGTIEOJwOHTgwAFqamqiiooKMjQ0pFOnTtHbt2/JzMyMFi9eTDwej5qbm8nY2Jh++eUXkdkmpLy8nGpqapjfW4qM5cuXk7OzM/O7UAwTEU2dOpVMTEwoJCSEKioqRGbfp8TGxpKDgwNFRERQQkICBQUF0ZAhQ8jQ0JBWr15NZWVlVFhYSKtWraLx48czN47s7Gzy9PQka2trysrKEpl9n4q0H3/8kby9vZnvUPj6+/fv6cSJE1RQUEBZWVlkaGhIvr6+VFdXJxK7mpqaaP78+TR27FgqLy9njoeGhpKnp2erc/fs2UMcDocCAgIoNTWVbt26RcuXL6ehQ4e2iwBoOZffvHnDXLPq6mravn07cTgc2rVrF3OO8HXhNRblfKmtraWQkJBWf2PZsmVkY2NDHA6Hhg0bRiEhIVRVVUUVFRW0aNGiVmKFx+ORp6cnPXv2TGQ2folbt27R8OHD6datW8z1TUtLIw6HQ+fPn6cPHz5QU1MTxcbGUkREBJ0+fZpKSkra1cZvlb+NUCH6OIC3bNlCLi4uzKAWTgahWHFycqKdO3d+8f2ieoptuWh8+PCBuak9f/6cvL29yd7enqZOncrYTPRRKNjb27daEEVJy0VDuDAYGxsTh8Oh06dPtzpXKFbs7OwoOjr6i5/RFnC5XBo1ahR5eXnRrVu3qKSkhJKTk+nmzZskEAiorq6OAgMDydramnR1dWnZsmXU0NBAzc3N9OTJExoxYgTFxcW1qU2fUlBQQBwOh3x9fennn39mFishcXFxNGzYMNqzZw9zXCAQEI/HI29vbxo5cmSrayxKT4qQt2/fkre3N/P9cjgcWr58OV27dq3VeWlpaaStrc0IfqKPXiwXFxdycnISiUel5f//+PFjIiIKCAggDw8Pqq+vZ14TCARUVVVFU6ZMoXXr1hERUWpqqshvXvv27aMxY8aQt7c3vXr1ijnm7u5ORK09BBEREeTu7k6DBw8mBwcHcnV1bZen65brTUhICHl4eNCkSZPo999/Jx6PRx8+fKCtW7cSh8Oh3bt3M+fy+fx2ESp//PEHcTgc8vPzI6KP18/W1paio6MpKyuLgoKCaMSIETRt2jSqrKyksrIyWrx4MRkaGtLx48dFZte/4+zZs2RmZsY8VDx9+pTMzc1p+fLllJubS+vXr6eGhoYOs+9b5m8Vo5Keno5z584hPz8fJiYmTJobn89n9qwLCgqQmpqK0tLSz7IqRBG70HJvMzg4GBERETh69CiUlZVhamoKJycnTJw4EZ6entDV1QXwsez7sWPHICYmBnd3d5Fnp7RM8czOzsaFCxcQFhYGGxsbEBEOHDiA/v37M4WLevbsCQ0NDTx8+BC3bt2Cm5sbpKSk2vT6CQQCbNy4EQ0NDQgODoa+vj66desGTU1NaGlpQUxMDDweD927d0dRUREEAgGcnZ1hZGSEp0+f4tixY3j8+DEWLlwo0gC27OxsxMfHo3fv3iguLsbOnTuZGj7q6uro3bs3Hj58iMTERNTV1cHc3BxiYmJ4+fIlrly5go0bN0IgECAuLg6TJ08WeZCvQCCArKwsHBwcmAypqVOnYubMmejbty+Aj4HUfD6fCUT39vZm0i5VVFRgaGiIyZMnt3mQasu54uvri/j4eLi5uaGiogLR0dHQ1dVlao2IiYlBVlYWCQkJqKmpgYuLCzQ1NUXWI4n+f7aHiYkJ+Hw+7ty5g+TkZNjY2KCqqgp//PEHJkyYAB6Px8RLmJiYwMnJCc7Ozpg4cSImT54MDQ0NkdgnpGVc08KFC3H9+nXo6enhzZs3iI2NhYKCAvT09GBkZAQiwp49eyAlJQVTU9NWJQ9EGceloqKCvn374vjx48jNzYWYmBjMzc3h5eUFNTU12NvbM3WviouL4eLiggEDBuD58+eIj4/HxIkT23y9+ZSWsVf19fWQkpJCcXExbt++jQkTJuDt27fw8PBg4o+qq6uxceNGDBo0iK2Z8l/wl05P/rQp2dChQ7FkyRKEhYUhLCwMWlpa+O6775jARGVlZQQFBSEgIAAVFRUiH0jUom7BokWLcP/+fZibm0NeXh4rVqxAQ0MDvv/+e0hISCAvLw979+5lam7cu3cPx44da5fKn8JruHHjRrx9+xYcDgcmJiYQExND3759IS4uDn9/fxARnJ2dAQCGhoZYvnw5evToAXl5+Ta3qbGxEY8fP2YKZAkRCAQ4cOAA7t69i3v37sHa2hqdO3eGsbExfvnlF+zduxeysrJoamrC3r17RV6QzNHREWPHjkV1dTXCwsJw+vRpJCUl4cyZMxg9ejTGjh2LkJAQrFy5EpcuXUJ0dDT69++Px48fQ1ZWFjo6OtDS0kJeXp5IRIpQdAjbLggLz3Xr1o35LoUIhYJAIEBZWRliY2PRu3dvptiXcL6IqkiecK4UFBSgubkZ8+bNAxFh2rRpSE5Oxrp16yAjIwNzc3NIS0ujqqoKYmJi7VIojf5/6quYmBi8vLwgJiaGY8eOYeXKlTA2NsabN2/g7OyMrl27wsLCAr1794aTkxOIiHkAERVcLhfbtm3DunXrmDEUERGBwsJCHDp0CDo6OiguLsbkyZPx66+/AgDGjRsHX19fSEhIYMeOHZCUlMSsWbNEaqcQeXl5jBw5EkSE0NBQvHnzBgsXLgTwcd5LS0tjypQpePnyJaKiorBw4UIMGjQIy5cvR9euXUX24NHyfiAci8uWLYOTkxNGjRoFXV1d1NXVYdOmTUhPT4elpSWCg4OZjEd5eflWaxUrUv48f1mPSnNzMyQkJNDY2IjKyko8e/YMPXr0gJaWFjgcDoqKinDt2jX07t0bffr0YQSAvLw87O3t8f3330NcXFykYkX4uQcOHMDNmzfxyy+/wNvbG5qamrhx4wZ+//13qKqqQkdHBzU1Nfjjjz/A5XLRrVs3bN68uV2ye4RUVlbi6tWrSEhIQI8ePTB27FiIiYlBUVERAwYMwPv37xEeHo4BAwYwxalUVVVFJqTq6upw9OhR9O7dG5aWlqitrUVeXh78/f0RHR2N+vp6WFhY4M2bN3j//j2srKwwe/ZsKCsrw8XFBXPnzm23PhuvX79GYmIibGxsMG7cOJiammLo0KEIDw9HXFwcHj9+DH19fZiZmUFdXR3Nzc0wNjbGrl27ICYmhiNHjqBLly5wcnKChIREm4zHiooKNDY2Qk5OjkmT3rFjByIjI5GamgoZGRkmQwYAjh07BhkZGYiLi+PmzZvYtm0b6urqEBERAQkJiXZ7Oty1axcCAgLQ3NzMVD4GACMjI2RnZ+PQoUN48eIFMjIyEB0djYyMDAQFBYksuwf4p4ATExPDu3fvIC4uDiMjI3Tu3BnJyclITU2FhoYGPDw8IC8vj9u3byMpKQkHDx5Eamoq43EUBVwuF25ubqivr8eIESMY7+u5c+fQt29fTJw4EQ0NDbh06RJkZGTQ3NyMuLg4KCoqQk9PD8bGxpCUlISTk5NIryHQOrtHSkoKGhoaUFVVRW5uLurq6uDu7g4JCQk0NDRAUlISQ4YMQXh4OLS1tTF48GAoKSmJ5KEI+Og12blzJ7p06QJVVVUAwLNnz7B161b88MMPUFNTg4KCAnr06IHjx4+je/fuCAkJgbKyMl6/fo0TJ06gtrYWP/zwQ7tU5P6r8Zf0qLRsMDhv3jy8fPkSlZWVUFNTw+TJkzF58mSsXr0aW7duxcaNGwEAdnZ2TF0KYd2C/6tN/H9LXV0djh8/jilTpjATSlhp1NraGgYGBmhubkZmZiZTFXXt2rUQCASYOHEi9u/fz4gvUXfO/bSIloqKChYsWAB5eXlERkbiwoULGD9+PIB/FmKSkJDAkiVLEB4eDicnJ5HaJyMjA11dXcTHx+P169d49+4d7t69CykpKYwfPx6LFy+GiooKKisrMXfuXNTU1MDY2LhVVcv2wtPTE8eOHcP+/fsRHh6OgQMHMlVyJ02ahPv37yMlJQXdu3fH5MmTMX36dAAftyojIyNx9+5dnDx5ss22+F6+fImpU6fCwcEB/v7+kJeXh7u7O2RlZSEvL4+ysjJERUVhwYIFmDJlCp4+fYpNmzYxnih1dXX069cPJ06cEGmaNND6KZaI4ODggKysLNy5cwd5eXno2bMnJCUloaGhgT179mDnzp1IT09HfX09+vbtixMnTjCudlHQsrBgcHAw7t+/z9RlWr9+PWpqanDq1Cmm3oi8vDzevn2L2tpa3Lx5E5aWliK7cXG5XLi6ukJTUxNbtmxhPA0CgQClpaXo0qULxMTEkJaWhj179mDdunVwdnaGi4sLDh48iPz8fCxYsIApiClKWq43paWl6Ny5MxQVFeHi4gLgY9PBwMBAhISEMB684uJiKCkpQV1dXeT23bhxAwcOHMCrV68we/ZsaGtrM9fz7du3zHnOzs5oamrChg0bsHr1akbAFhQU4OjRo1BSUhK5rX9F/pIeFWGDQS8vL8jIyMDHx4e5WR09ehSlpaXw8vJCz549kZ+fj99//x0qKiro379/K2HS1k+I169fx9q1a8HlcmFqasqIjbi4OFRVVcHV1RXJyckICQnBlClT4Ovri8TERPz+++949+4dVFVVoaSk1K4VZ1NTU1FYWIju3btDXV0dgwcPxps3b7Bv3z707duX8eooKipCS0sLTU1NTJt6USIhIQEOh4OsrCxkZWWhtLQUdnZ2WLlyJcaPHw8FBQXw+Xx06dIFV69eRUNDA0aNGiVSm76E8Fp27twZ0dHRsLCwQHJyMpYuXYr58+fD398fU6dOhZKSEl69esVsZ4WHh+Pw4cMAgJ07d7ZpJ+KuXbsiNzcXt27dQk1NDYqKilBWVobt27dj5syZcHJygoKCAnbu3AlpaWmMGzeOifGwtbWFh4cHfHx8ICEhIVKR8mkBLXFxcaioqEBXVxdZWVlISEiAubk5UxlVUlISw4YNw6hRo+Dp6YmRI0cyT7+iQjgPV6xYgZSUFLi4uEBDQwMaGhowNDSEoaEhxMXFcf/+fSQlJcHCwgIqKiro2rUrDAwMRFZsjsvl4vvvv4empia2bt0KFRUVxmMhJiaGnj17MrFkXl5ecHNzw8yZM0FEiIqKQmVlJQDgu+++E/n2csv1Zv369dizZw+OHDkCPp+P/v37w8jICKqqqjh06BAePHiAXr164dmzZ4iKimJ6D4nKkyJk4MCBUFJSwvnz51FZWQktLS2oqanh+PHjsLS0ZNZBKSkp6Ovrw8LCAu/evYNAIICenh5Wr17NNh/8X2jX0N12JCMjg+zs7OjOnTtMNkV8fDxxOBz67bff6NGjR0RElJycTGPGjKHFixeL3CYej0dnz54lXV1dWrt2LXG5XCIiunLlCl29epVqamrI2tqagoODmfdMnDiRLCwsyNramskiECUtsyqWLl1KZmZmxOFwaNSoUfT777+TQCCgV69eUUBAAGlra3+WNdNetTOEvHv3jioqKpgMECHCrISSkhLy9PSkY8eOtatdn/LkyRNycHCg8ePHk66uLoWFhRGXy211vVumJj9+/JiKi4vp/fv3bWZDWloa/eMf/2B+/+mnn8je3p4mTJhAs2bNYo4Lr52wlktKSsoXP0+UGUgtM1MiIiJo6dKlFB4eTnl5eUT08fq4urqSk5MTU7dFiCgzUng8Hr17967VsYcPH5KDgwP99ttvn53f0NBAtbW1FBUVRaNHjyZXV1eRp5pzuVxycnKi2bNnM1mBwu+Kx+O1ysRLSUkhGxsbev36NRF9nC+zZs2iq1evfvZ/ippFixaRtbU1bdy4kVasWEE6Ojq0bds2ev36NfH5fIqKiiJzc3PicDjk4+NDs2bNoocPH4rcrpZr2smTJ8nc3JwWL15MmZmZNHHiRJo2bRqdPHmSrl+/TnV1dcy6LqS96m79lfnLCJVPB8PFixdp8ODBzEIfHR1N2tra9Ouvv9LDhw9pypQpzM0tKyur1cIoSng8Hp0+fZp0dXUpKCio1c0pIyODrKysmDoKxcXFNHXqVEpLS/ts8IuaZcuWkb29PUVFRVFubi45OjqSi4sLXblypZVY0dPTo6ioqHa17V/R8npWVlbSTz/9RHZ2dl9FvYLjx48Th8OhDRs2tDou6oVMIBBQY2MjHThwgNavX9/qtaCgIOJwOPTdd98xc0UgEJBAIKCKigpycXGhzZs3k0AgaLc50lIALVy4kExMTOj7778nHR0d8vb2pnv37hFRa7EiFDCipK6ujkaMGEEXL15sdfzatWvE4XCotLSUiP4pspqbm+nMmTM0ffp04vP5dOjQIZowYQK9ePFCZDYKBAKaO3cucTgc+uOPP1rZw+Px6LvvviMXFxemBMKdO3fI2NiYDh48SE+ePGHmi6gfij5Ncz516hQ5OTkxwqO6uppGjx5NBgYGtHnzZqqqqqLm5maKjo4mQ0NDWrZsWau5Lmo7iYg2bNhAhYWFFBUVRZaWluTr60vGxsZkb29PRkZGpK2tTdbW1jR58mTasGEDk87PCpX/nb/E1o8wlqS5uRm1tbXo1KkTxMXFER0djX79+qGkpAQBAQHw9/fH3LlzISEhgQ0bNsDAwADa2tpQU1MTaVn8lp8rISEBPT09dO/eHREREXj9+jXMzMwgLS2Nx48fIyYmBlpaWiAinD17Fg8ePICXlxeUlZXb3C7gY9zMmTNn0K9fPyYGIj09HWfOnMH69esxYsQIdO3aFY8ePUJGRgaysrKgrq4OAwMDGBoa4smTJzh//jw8PT1FHjfz7wgPD0dkZCTq6+tx69YtnDx5EsnJyUz6dEcjLS2NrKwsKCoqYtiwYYy7W9RBqGJiYpCQkICxsTHs7OzQ0NCA/fv3w8zMDPb29nj37h2nBldBAAAgAElEQVTS09MhKyuLQYMGoVOnThATE0Pnzp0RGRkJJSUlJiW0PWjZZTg9PR07duxAQEAAunfvjujoaJSVlUFNTY0JQE5KSsLRo0dhY2MjsnnC5XKxZcsWaGlpwdPTE506dUJdXR2kpKTQ1NSE2NhYZl4I1xIJCQmUl5fj1KlTcHV1hY2NDUaMGCHSJn7CTLz79++jqKgImpqa0NDQQGNjI9zd3aGoqIjw8HAmVkJCQgJFRUW4ePEi4uLiUFJSgn379omsM7dAIACfz0dlZSVkZGSYTLNLly5BSkoK06ZNQ3NzM86fPw+BQICBAwfizJkzEAgE0NbWhomJCXr16gVnZ2eRfdctbRWO+ZMnT+LQoUMwNjbG2LFj0alTJ8TExIDL5WL58uXYvn07HBwcIC4ujg8fPuDu3buYPn06FBUV2eyeNuCbFyrCBaGpqQmenp6oqalB//790bVrV+Tk5ODSpUs4f/48li1bhjlz5oDP5yMrKwv37t2Dh4cHevbsyXyWqESK8IaUlJSEnJwc1NTUwMLCApqamti7dy/evXsHKysr9OvXDykpKTh37hyuXLmCkpIS7N27V6TZKfHx8VizZg3ExcWhr68PaWlpZGZmIiEhAUuXLoWMjAyio6ORlpaG1atXM/UhVFVVMXjwYNjZ2cHDw0PkMSn/Dj6fj5KSEkRGRuL69et48uQJ1NXVsXXr1nbNjvpXKCsro6CgAAkJCUzfpk/7mLQ1paWlSE5OxqVLl/D69WsoKioiMTGRSTW3s7ODra0tnj9/joSEBIiLi2PQoEGQlpZGcXExYmJiYG5uDhMTE5HZ2NTUhKdPn+Lt27dobm5G586dUVdXh0OHDmH06NFwcXFBXV0d7t27By6Xi8LCQjx58gS9e/dmMlNycnIwatQokdRJ4XK5cHZ2hpiYGNOT58cff8SDBw+gp6eHLl26IDk5GXl5eejbty969erFrCXPnj3DvXv3MGbMGCgoKDCBoKJERUUFxsbGiImJQX5+PtTU1ODn5wc5OTns2LGDWfMEAgG6du0KIyMjmJiYwNTUFH5+fiJbb2pra7Flyxbs27cPe/fuxaVLl6CmpoZ+/frh6tWrKCwsxA8//IB79+5h7dq18PDwgL+/Px4+fIiEhAQUFBRAXV0dw4cPF2kjSSHCeRkcHIznz59j9OjR8PDwAAAYGBhAUVERqampaGpqgra2NnR0dGBtbQ1XV1dMmjRJ5PFRfys62qXzvyCMPamvr6f8/HyytLQkGxsbOnToEBF97IHj6OjIbGHweDy6c+cO/fDDDzR16lSRV/ls6fLz9/enYcOG0dChQ4nD4VBycjI1NjYy20CrV69mzo2Pj6eEhASRuohb2nj48GEaPHgwbdu2jXg8Hj18+JDs7e3p9evX9PDhQ9LX16e9e/cSEdFvv/1GHA6Hhg8fTj///PNX59asrKyk/Px8Ki8vF1mp9P8G4XWqrKwkKysrWrp0qcj/ZkZGBo0YMYJGjRrFVOe9cOECvXr1ig4cOEA6Ojq0du1a5vzAwEBmm8XPz488PT3JxcVFZG0jiP7Zd8vBwYH09fVp7NixdPv2bSIiGjJkCFOR98qVK2Rra0t3796lpKQk4nA4NHPmTDp//jwRkci2AbhcLjk4OJCPjw+VlZUxx//xj3+QtrY2U7m1sLCQjI2NadKkSRQbG0tEHytL//TTTzRx4sR2j/cgIsrPzydnZ2cyNDQkZ2dnqq2t/eyc9pq/XC6XxowZQ56enhQSEkJnzpyhlStXMnE9RUVFFB8fTzwej+zt7ZlqwkREs2fPJktLS5o5c2a7b+FWVVWRh4cH0+6gZfVjoo9bVkOHDqWAgADKzs5mjn9t6+K3zjcrVIQDgcvl0ogRI8jT05NcXV1p1KhRpKurSxEREUT0sV/PtGnTaOjQoWRoaEgODg7k6enJLGztse++c+dOcnBwoHv37lF1dTUTyEv0cd87MjKS9PT0KCgoqN2DUYk+XstDhw6RtrY2bd26lSorK5lJN3PmTFq0aBFz7v79+8nZ2ZmCg4Pp+fPn7W7rt05DQwN5e3uTj4+PSBez7OxsMjIyonXr1lF+fj5xuVzKyspiAk+rq6tp3759pKOjQ0FBQcz7NmzYQBwOh3744Qc6efJkq3iLtqampoYcHR3phx9+oCNHjtD27dvJzs6ODA0N6fHjx7R79266dOkSVVRU0JAhQyg0NJSxRRhgPmbMGJE14+RyufT999+Tubk5U3q/5Xe2Y8eOVj1x8vPzaeTIkWRqakrm5ubk7OxMFhYWHdp0rqCggEaMGEGTJk2izMxM5nh73kh5PB7NmTOHpk+f/n+uGcL1uLCwkCwsLCg3N5eIPjZj9fX1pZiYmHaJ0/vSw2tJSQnNnz+fjIyMmP5lLa/f6dOnicPh0KpVqzpk/f478M0KFaKPg2X16tXk5uZGz549o/r6enr37h2z2ArFSnV1NeXn51NMTAxlZGSIrMFgY2MjFRUV0aNHj1pF9s+cOZNWrlzJLPbCQV5VVUU3btygR48eUWRkJHE4HAoODm6X4Eqi1jef5uZmRqyEhYUx3ohx48bRzz//zNgbEBBAGzZsYCfk/0BZWdlnY6Et4XK5NHv2bFq5ciXTSVoIj8cjPp9Pz58/p8ePH9PRo0fJ0NCwlVhZtGgRLV++/IvjpK2oqakhe3t78vLyosrKSub45cuXycjIiDZs2MAIkBMnTtDYsWOZc7Kzs8nDw4Oio6PpzZs3bW6b0D6hl8fR0ZF27NjBeCRa3sxCQ0NbiZXy8nJKSEig0NBQunDhwlcRxC30rHh5eTGdxInaT6zk5eWRq6srJSQkMNeu5ZhqeT0zMjJozJgx9NNPP9Hdu3dp9erVZG1t3S7XsaVNd+7cobS0NGYdLysro2nTppGFhQXduXOHiFpfv8jIyHZpJvl35ZsWKo2NjeTt7U0//fTTZ69t2LCBdHV16eDBg1984mrrxfdLLuykpCQiIho+fDiT6dFSHD1//pyGDBlCFy5cICKiqKioz9Js25La2lq6cuUK5eTkUGNj42cNsgQCAUVERJC2tjaFhIRQeXk5LV68mJydnWn9+vXk5+dHFhYWVFRUJDIb/06IyptXWVlJjo6OTHaKcEEtLS2loKAgptGhu7s7hYSE0IkTJ8jAwKBVRtCn3XLbki+lz7b8OxMmTCAfHx/m94MHD9KQIUOopKSEqqqqKCgoiFxdXUXWObympoZsbW3Jx8eHXr58SStWrCBHR0cKDQ1lnur/L7Hype2Vr4GWYqWlZ6U9OHPmDBkaGv7LBqoNDQ20adMm8vX1pcDAQLK0tCQzMzNycnJq90aNK1asIEtLS+JwOOTl5UWJiYlE9NG74+XlRRYWFpSamkpE7BZPe/FNB9NKSEggLi4O79+/h5ubG4CPpfOFJawTEhJw9+5dKCgoYNCgQa0KU7Vl4KywTLWUlBTGjRsHDoeDnJwcxMTEYOTIkRAIBDh//jxGjRqF7t27o6mpCRISEujWrRt+//13yMrKYtiwYdDW1hZZUCoRYd68eYiIiEB0dDT++OMPJCYmorKyEpWVlVBUVISUlBTMzMzQo0cPhIWFQUlJCcbGxqioqEBOTg6ICGFhYV9NcOq3jqiyaLhcLs6dOwcOhwNDQ0O8evUK169fh5+fHzIyMtCnTx989913qK+vx4MHD2BpaYkhQ4Zg7969kJOTg5GREcTExNq8MjPwcRwuXrwY2dnZWLFiBfT19QH8c94SEU6fPg1lZWU4ODhAUlISDQ0NyMrKwv79+3Ht2jXk5uYiPDy8Vd+UtrRv9erVkJWVxc8//wx1dXU4ODjg4cOHSEpKQk1NDQwMDNCpUycmENrS0hJNTU04cOAABAIBdHR02iVo9j9BWVkZJiYmiIuLw61bt6Cjo9NuwZ7379/H/fv3MXPmTHTq1OmL7RYkJSVx5MgRVFVVYevWrbC3t4e9vT1mzZolsgyklgjHeUBAANLS0rBgwQKMGzcOUVFRePr0Kbp37w59fX1YWloiMzMTkZGRGDRoELS0tERuG8s3lPUjXMg+/bmiogI3b96EiooKBg4cyGTY8Pl8xMbGorm5GVevXoWJiQk0NTXbPMtCWAGyV69e2LFjB6ysrGBpaQk1NTVcu3YNzc3NsLe3R1paGhITE2FlZcVErL9+/Rq//fYbjI2NYWhoKNLsDzExMQwaNAj37t1jerwoKSnhwoULuHz5Ms6fP4+YmBg8fvwYSkpK6Ny5M44ePQorKytMnjwZM2bMgIuLS7uUq2b53xATE8Pdu3dx48YN3Lp1C2fPnsXZs2ehqamJ6dOnIzg4GLa2trCxscH58+eho6ODCRMmYMCAAZgwYQIzt0QxHj9Nn+3Tpw969uzJlBrftWsXEhMTERoaih49egAAk2Krrq4OTU1NrFmzhuknJQr7DA0NMWbMGPTo0YMpke/g4IC8vLx/KVbevn2LqKgoTJkyhemQ/DWhrKwMfX19JCcnw93dXaRdw4F/tj+oq6vD+fPn0b17d2adaylWhA9uMjIyOH/+PL7//nsMGjQImpqaIq8425KkpCRERUVhy5YtGDFiBPr06YPMzEw8ePAAT58+hYqKCvT09GBpaYnExERcu3YNEyZMEFmfJpZ/8k0IFWHvntraWuzcuZPJX+/bty/09PTw22+/ISUlBQoKCkyp8dLSUty8eRNr165FeXk5bt++jXHjxrXpE2JtbS3c3d3Rv39/BAcHQ0VFhZmAAwYMYISKr68vOnXqhLS0NJw8eRKKioq4f/8+oqOjkZeXh2XLloms/XxLevToATMzM9y9exfq6upYsGAB/P39YW9vj27dukFKSgoZGRmIjY3Fy5cv0dTUhMTERPTo0QMWFhYdXieF5c8hLS0NAwMDFBUV4eXLl2hsbMSsWbOwcOFCpgeTQCCAnJwczp07h169emHYsGHgcDhMPSJR1kxpmT6blZWFvn37omfPnggPD8e+ffuwdetWmJmZQSAQMPOpT58+GDp0KCwtLUWemiovL894RMTExJj1x97e/l+KFVtbW4wfP77DU/X/FSoqKnB1dW3X9F45OTkkJCTgyZMnjCenpVgRPlxeuXIFL168wMyZMztkrbl37x7S09MxZ84cyMrKIjIyEkVFRZg8eTLjyevZsyf09PTg5OQEFxeXr/q7/kvRQVtOf5pPs3vs7e1pxIgRxOFwaNmyZVRbW0tVVVU0btw4srOzoylTptDq1atp5MiR5O7uTnw+nzZs2EBTp05tc7s+rQBJ9DFuRiAQEJ/PJ1dXV5o/fz7zWmJiIi1YsIB0dXXJzs6OJk2a1CEZAXl5eTR69GiaOnXqZ/vVb968oeLiYoqLi6PNmzeTt7e3SONmWEQHl8slHo/3Wcl24ZzKzs6msWPHMpkM7Y0wbmLmzJm0atUq0tPT+2IZ+pZ0VEyAMIahqamJli9f/i9jVlg+JykpiXR1dcnX17dVGq+QyspK8vX1JX9//89SgEXBl8ZRQkICDR06lAQCAWVnZ5OBgQEdOHCAiD7G2XA4HLKxsaGdO3eK3D6W1nzVQqVlQN+1a9do2rRp9OLFC6qrq6NLly6RtrY2LV26lGpqaqimpoYOHz5MPj4+NHPmTFq3bh3zfmGAVlNTU5sudA8ePCAXFxfy9vb+7Ia/c+dOGjJkyBdv8k+fPqXq6mr68OFDm9nyn5Kfn0+jR48mLy8vSktLY45/GuD5acAty7dLy0ytR48e0aRJk8jT07PdSuN/CWFK7+DBg5nMma+VT8XKiBEjaNOmTe3e3uJbRViGwd3dnU6dOkWNjY3E4/EoKyuLVq9eTRYWFu3yUNSy5o5wTgjvC8IaPlOnTm3V/y0sLIwcHR1py5YtTKo6S/shRkTU0V6df0VjYyPmzZsHgUCAPn36YO3atcxr8fHxCAgIgLOzM1atWsWUVOZyuaiqqkJDQwOOHDmCa9eu4fTp0yIpo15QUICAgAAoKipi6dKlMDIyQnh4OPbu3Yvt27czwbQtXen0hWCyjkBou5KSEpYsWQJjY2MAH+0DRF/anaX98PPzA5fLhYmJCcrLy5GTkwMJCQmcPXsWUlJSrSootzeFhYVYsmQJevToAX9/fxgZGQH4euZJS4TXqbm5GX5+figrK8OhQ4fYLYA/ya1bt7B27Vq8efMGioqKEBcXR6dOnSApKYlt27a1aZfwlvB4PFRUVKBXr17MON+1axcKCwvR3NwMIyMjeHl5QU5ODjU1NZg4cSImTZqEGTNmoLq6Ghs3boS6ujrmz5//VcYf/dX56mNUXr58iXv37iElJQV6enqws7MDn89ngkP79euHX3/9FdXV1ejbty8UFRWRn5+PTZs24fDhw6irq8Pu3btFlqkijKa/ePEi8vLycPfuXZw6dQpbtmzB6NGjAXx+w/9aFl+h7TExMcjJyWECG4Wt4Fn+GvD5fDQ0NCAxMREZGRng8/kwNzfHjh07ICUlhebm5lYZce2NsrIyTE1NERMTg+zs7Fbj8GtD2MdHUlISI0eOhKOjIxP0y/Lv0dLSwujRo2FgYAA5OTn06dMHLi4umD9/vsgyaAQCAWbMmIHY2FiYm5tDUVERK1aswG+//QYtLS28efMGt2/fRmxsLIYPHw5lZWVcu3YNt2/fRkNDAyIjI3Hnzh38+OOPIu3TxPIv6FB/zhf40l5vUVER+fv7k46ODl29epU5T+iuE5Z1F5azbmhooLS0NHrw4IHIqlZ+yrfkwv6U/Px8Gjt2LLm5uX1x/5jlr8G7d+/o1atXrWp9dOS2z6d8S+Pwa7puLP+elJQUsrCwoOnTp9PNmzdp3LhxdOPGDeb1q1evkouLC9nb21NtbS2lpKSQt7c32djY0MSJEzu0ujDLVxajIiyGxuPx6PHjx5SSkkJVVVXE5/OpsrKS5s6dS7q6unT9+nUiai1WUlJSRNqT5M9QUFBAo0aN+qyo0rdQFCg3N5c8PDzapb8Qy9fB1zgu2XH496Dl2GuvcZienk6mpqb03XffkZ2dHZWWljKv8fl8SkpKImtra6Y457t376i8vLxD+jSxtOariVERxnFwuVzMnDkTVVVVePnyJTQ1NWFsbIz169ejrq4Oa9aswY0bN7Br1y7Y29t/Fv/R0W7slnEfLffbvwUaGxvZFGSWDocdhyxtBX0S55SRkYGAgACUl5fjwIEDsLa2bvV6QEAAnj17xsRusXwdiK5Ywn+IuLg4Ghsb4ePjAxkZGQQFBSEhIQFTpkzBxYsXMWPGDCgqKmLlypUYPnw4lixZgitXrnxW76EjRQoAaGtrY/v27Xj37h3+8Y9/ICcnp0Pt+U9gbw4sXwPsOGRpC4SxjEKamppgYmKC0NBQKCgo4NixY3j79i1aPqv3798fPB4PPB6vI0xm+T/4aoQKADx+/BgVFRWYNWsWbGxs0Lt3b3Tr1g2SkpJwdXVFTk4O1NXVERgYCAMDA5w8ebKjTf4i2tra2LRpE6SlpaGkpNTR5rCwsLD8rSAiJrtn27ZtmDt3LjZs2IC8vDwYGxtj165dyMjIwNq1a/Ho0SMAQHV1NXJycqCmpsZ6U74yvpqtH+Bj6tr8+fNx7tw5aGtrIyYmBoGBgVi6dCkcHR2xfv16TJs2DY6Ojnjx4gXU1dVFWkHzf4V1YbOwsLB0HKtWrUJSUhI0NTVRVVUFSUlJbNiwAaampkxPHzk5OfTq1QtdunRBVlYWjhw5Am1t7Y42naUFHXaXFwgEnx3r06cPJCUlkZGRgZSUFAQGBsLf3x9z5sxBt27dkJ2djZcvXwIANDQ0IC4u/sXP+VpgRQoLCwtL+8Hn85mf6+rqUFtbi9DQUJw5cwZBQUFQUlLCypUrkZGRATMzM+zZs4e554wbN455SGb5uuiQgA5hwGtjYyNycnLQ1NSEfv36QVNTE+PHj0dwcDCam5sRFBSEKVOmAABevHgBVVXVzzqmfs0eFRYWFhaW9qFl0cLExETU1tYiNzeXab5oa2sLIkJERARWrFiBzZs3w9TUFBs3bkRgYCCMjIzYmjhfKe0uVITFkrhcLnx8fPDq1Ss0NTVhyZIl8PDwgKurK16+fImMjAw0NzejsrIShYWF+PXXX6GoqAhbW9v2NpmFhYWF5SumZUyKn58frl+/DmlpadTX16O8vByDBw8GANjZ2QEAIiIi8OOPP2L9+vWwsLDA5cuXmUaULF8fHRKjwuPxMGnSJHTr1g2LFi1CTU0Nhg4dCjk5OQBASUkJDh48iAsXLkBKSgoKCgrQ1NTEgQMHOrzcNwsLCwtLx9PY2Agul9uqfUFycjI2bNiANWvWoKKiAhcvXkRmZiaOHTsGQ0ND5rykpCRs27YN4uLiOHPmDDp16vRVVkJm+UiHCJXbt29jy5Yt2L17NzQ1NdHc3Izr16/jwoULqK2txbx582BlZYVnz56hpKQEysrKGDx4MNOCvqNTkFlYWFhYOg4ul4tZs2bBy8sLLi4uAD5m99TV1YGImJ5wOTk5CA0N/aJYSUlJgZaWFnr16tUh/wPLn6dDAjx4PB6KiorA5XKRkJCABQsWwM/PD6WlpXj37h18fX2Rm5uLvn37ws7ODrq6ukzgLCtSWFhYWP6+cLlcuLm5QUxMDJaWlgCAsrIyPHjwAKdOnUJNTQ1zroGBAZYuXQpjY2N4e3u3qmtlZWXFipRvBJELlZZR2EJMTU1hamoKd3d3LF26FEVFRdi+fTtOnz6NHTt2oGvXrigpKfncWDZwloWFheVvC5fLxffffw8NDQ388ssvTJ0qdXV1LFu2DI6Ojrh69SqSk5OZ9wjFipmZGTw8PJCbm9tR5rP8l4jUPSHcpqmvr8exY8fw+vVr6OjoYNy4cfjHP/6BjIwMKCgoYPDgwdDQ0ADwsVuyjIwM5OXlRWkaCwsLC8s3hFCkaGpqYsuWLVBRUWFaqBARBg0ahOXLl6OhoQELFy7E/v37YWpqCuCjWFmwYAE6derExEKyfDuILEZF2GOBy+XCw8MD0tLSqK2thbOzM6ZNm9YqAOrOnTuQkZFBTU0N9u7dCz6fj5MnT7IBsywsLCwsqK2thZubG/r27YsNGzZAVVWVESmNjY2wsbGBi4sLgoKCUFBQgK1btyIzM7OVWAE+hh106tSpA/8Tlv8GkQbTNjc3Y+HCheByudi2bRvk5eUhLy+PDx8+4P3791BVVQWXy8XChQuRmZkJLS0tqKio4NChQ2x2DwsLCwsLiAjz589HYmIidu/eDUdHR+be0NjYiPHjx0NeXh5btmxh6mwJxUpubi527tzJxLKwfJuIVKi8efMGc+bMga+vL0aOHIkXL17g8uXL2L9/P5qamqCiooITJ05AWloaubm5kJeXh4GBAZvdw8LCwsLC8PDhQwQGBkJRURGLFi2CqakpGhsb4e7uDnl5eezcuRNqamqtuiXn5+cjJCQET58+xdWrV9k6Kd8wbSpUPm2pzePxMGHCBCgpKcHMzAxXrlzBo0eP4OrqioEDB+LcuXMwMDDA1q1bW32O0KXHwsLCwsICfPSSBAQEQFVVFb6+vti0aRNkZGQQFhaGnj17tjqXx+Ph9OnTUFJSgrm5OVRVVTvIapa2oM2EitADwufz0dzczOwDXrx4Eb/++iuqqqqgr6+P2bNnw8rKCnw+HwsXLoSCggKCg4PbwgQWFhYWlr8wQrFSVlYGdXV1nDt3DnJycq0ekmtra7Fx40Zcu3YNkZGR0NLS6mCrWf5X2mRvRShSamtrsWnTJpSUlEBXVxdubm5wdXWFjY0Namtroa6uzsScVFZW4tWrVxgwYEBbmMDCwsLC8hdHW1sboaGh8PPzQ5cuXVBYWAgjI6NWImXz5s2Ij4/HyZMnWZHyF+F/9qgIt2m4XC7Gjx8PIoKmpibS09NhaGiIefPmwcLCAgBw+fJlXLp0Cdra2khMTIRAIMD58+fZWBQWFhYWlj+N0LOipKSEJUuWwNjYGFwuF5s3b0ZsbCxOnz4NHR2djjaTpY2QWLdu3br/5QPExMTQ2NgIf39/dOnSBaGhofDy8gKfz8eVK1dQXl6OHj16QFNTE3fv3sXt27dRUVGBfv36Yd++fcx2ERuTwsLCwsLyZ1BWVoaJiQliYmKQk5MDNTU1nDlzBhcuXGBFyl+Q/9ijUlFRgefPnwP4WA1QQ0MDr1+/xqxZszB79my4uLjg9evX2LNnD54/f46HDx9i4MCBCAwMhJ6eHvh8Pj58+IDu3bsDAJvdw8LCwsLyX1FQUIAVK1agtLQUAoEAp06dgq6ubkebxdLG/EdujPv378PHxwd+fn7w9vbG9OnTkZycDCkpKRQVFUFBQQFiYmI4c+YMbty4gS1btmDLli1IT0/H9u3bceTIEUhISDAihYhYkcLCwsLC8l+hra2NkJAQ9O3bF+fPn2dFyl+UP+1RSU9Px4wZM+Dq6orhw4ejpKQEJ0+exPv37xEZGYmrV69i2LBh+PDhA2bMmIHw8HA4OTmhtLQUo0ePhqamJvr27Yvdu3ez7bRZWFhYWNqMxsZGSEtLd7QZLCLiT7kz0tPTMX36dHh6eiIgIIApnKOmpobAwEBcvnwZM2bMgJycHDZv3gxra2s4OTmhqakJT58+hZGREebPnw8LCwuIiYl9Vm+FhYWFhYXlv4UVKX9t/u3WT05ODqZNm4ZZs2Zh6dKlkJGRgdAJ4+zsjJ49e+Lly5etGj09ePAAz549w5MnTxAREQF5eXlGpAgEAlaksLCwsLCwsPwp/qVHpaGhAT/++CPk5ORgaWkJWVlZAEBTUxOkpaVRVVWF9+/fM622AcDMzAw3b97E2LFjoaysDCUlJRw5coTxpLDZPSwsLCwsLCx/ln8bo5KXl4fAwEAoKCgw+epC5syZg9LSUsTFxbUKik1LS8OTJ08gEAgwadIkSEhIsNk9LCwsLCwsLP8xfyqYVlhcR1FREYGBgdDV1YWvry+Kioqwb98+DBo0CHw+H2JiYsxbqfQAAAE+SURBVF/0mLBdkFlYWFhYWFj+G/501o9QrKioqKC+vh6vX79GeHg4Bg8eLGobWVhYWFhYWP6m/OmAEW1tbWzfvh1lZWXIz8/HwoULGZHShg2YWVhYWFhYWFgY/qPIVm1tbfzyyy/o1asXYmJicP/+fQBgAmVZWFhYWFhYWNqS/zgFh8PhIDQ0FG/evEFYWBgyMzMBgE05ZmFhYWFhYWlz/uvuyQUFBVi+fDkAYNu2beBwOG1qGAsLCwsLCwvLf13URFtbG5s2bQKHw8GAAQPa0iYWFhYWFhYWFgD/g0flU9gUZBYWFhYWFpa2ps2ECgsLCwsLCwtLW8PWs2dhYWFhYWH5amGFCgsLCwsLC8tXCytUWFhYWFhYWL5aWKHCwsLCwsLC8tXCChUWFhYWFhaWrxZWqLCwsLCwsLB8tfw/m7eqlIqunBYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.bar(df = df_test.iloc[:, :], figsize = (8, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **테스트 데이터 셋**에는 **Age, Fare, Cabin 변수**에 **Null 값이 존재**한다.\n",
    "- 추후에 Feature Engineering 과정에서 Null 값들에 대한 처리를 해 줄 것이다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target 변수(Survived)의 분포 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:13.790752Z",
     "start_time": "2020-06-10T13:29:13.771733Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    549\n",
       "1    342\n",
       "Name: Survived, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['Survived'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:14.071950Z",
     "start_time": "2020-06-10T13:29:13.794750Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Count Plot - Survived')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BL8lATsenXcCtZ6GYabn1q6m074OjfHk+f+bQoUM8+uijLvcXtm6IK7m5uSQlJZGUlET9+vWLfcBkw4YNefPNN6lbty7z5s0DYNeuXW6Fk/L6ngoJCWHnzp2cO3eOn3/+mW7dupGdnW2sXdK3b99iQ86f+fj4cN999xEREcHmzZvJyMigZs2aHD58mN9++8047585egXbtm1bqschOHodSzooG6iyj7IwM405kSrF19fXGDR3+vRpYmNjS1V/2bJlzJ07l0cffZS9e/cC+T9VOX/acsV5PQ/n20wOxfVmpKamlrS5VZrjfbfZbMV+Ss7OzjY+ERf2npvB7t276dGjByEhIQUGZhZl7NixxmtXvYFX6nvq7rvvNm4bOno1duzYYfRWlfaWjoMjfGRkZBhjSRxr+Hh7exfaG+P4/rhw4QLt2rUr8ZdjcGtAQIBxLOef2cJcvHjRresS9ymcSJXjPN2wNLccDh8+bCzEFBAQYDy117GCJmBMOyyKYz2PmjVr5ptB4Pj0lZ2dna93xVlmZqbb3dVVjfP77hgU6crhw4fJzs4GoFWrVuXWhu7du3Ps2DGXX6V5oJ3zbYnSzCjy8fExxpn8eUbKlf6eqlGjhjG9+Pvvv8dutxshJSAggDvuuMOt4wYHBxu3ZKOiorDb7WzcuBHIW122sEHUbdq0AeCPP/4osEDfn3377bcsWbKE7777joyMDCDv+8Txvha1ui78d3yLXDkKJ1LlDBw40Oi6XbZsGT///HOxdbKysnj99deNfz/++OPGL64GDRoYfyi3bNlS5FiWH374wfhFedttt+W7xeA8HdF5PRZnu3btMv7IVpTSdGdfTY4ZFkCxD2J0jMsACvyBNMv1NmvWjKCgICBvyvOfV/d1Zfv27UbwcARmh6vxPeXo5UhMTOTnn382FrgbOHBgmQbrOnpdtm3bxk8//URCQgKQ/8OGM+fvj6IeipiRkcEbb7zB3/72N1544QXj+6Fu3brGyq9bt2512XtitVqNoCRXjsKJVDleXl6EhYXh4eFBTk4OTzzxhHFPvDDJyclMnDiRQ4cOAXnjVkaMGJGvjGONDavVynPPPVfoFN2zZ8/yyiuvAHl/EP+8LodzT0BhPTrnz59n9uzZJbxK9zkW9aroacZl1b59e+OP8ZYtW1zeClmzZo2x8murVq3o3bt3vv3Oi5hd7Wt+5plnjD+OL7/8MhEREUXekjly5IgRmps2bVpgvMnV+J665ZZbjPA/c+ZM0tLSgOKXqy+OY6pwWlqasV5Q/fr184UQZ0OHDjXGt/zzn/80pjI7s9vtvPbaa8Ztp4ceeijfYPJRo0YBcPnyZaZOnVpgKrPdbicsLIw//vijTNcmpadRPlIl3Xbbbbz55pu88cYbpKWlMWXKFDp37kz//v1p164d1atX5/z58/z444+sWrXKGK/QokULPv74Y7y8vPIdLyQkhE2bNrF582Z++uknHnjggQLL13/xxRfGL8Hx48cXeB7HgAEDmDdvHjk5OXzxxRekp6fTv39/fHx82L9/P0uWLOGPP/6gefPmRc4QKauAgABOnDjBsWPHiIiIICgoCD8/v1I/h+hKmDFjBkOGDOHSpUvMmDGD3bt3ExISQuPGjUlMTGT9+vXGHyUfHx8++OCDAoMXnccWfPDBBzz44INUq1atwIMRr4TevXszdepUZs2ahdVq5dVXX2XJkiXcd999dOjQgfr165OZmcmZM2fYtm0bUVFR2Gw2fH19mTt3boFruxrfU45F1ubOncvhw4eBvKm4zkHJHc2aNSM4OJiffvrJOO6AAQNcDkatU6cO06dP55lnnsFut/Pss8/y/fff079/f+rVq8eZM2dYvny5cau2adOmBR4p0adPHwYMGMC6devYsWMHQ4YM4bHHHqNVq1YkJCSwfPlyfvjhB2rWrGncDpIrQ+FEqqzQ0FAaN27Mm2++SXx8PL/88kuRYxfuvfde3nzzTerVq1dgn8Vi4cMPP2TatGmsXbuWuLg4wsLCCpTz9PTk6aef5vHHHy+w7/rrr+eVV14hLCwMm81GZGQkkZGRxn4PDw+effZZUlJSWLRokZtXXbx77rmHH3/8kZycHF599VUgL3yVZsbDldK8eXOWLl3KX//6V+Li4ti8eXOh4zyaNWvGBx98YNw2cda3b1/mzZtHbm4uS5cuZenSpQQGBhq3I660sWPH0qhRI2bNmsXvv/9OTExMkc9u6dixI2FhYYVe29X6ngoJCWHu3Ln5/l1ex/3pp59KfNx+/fqRk5PD66+/zuXLl1m3bl2ht8vatGnDp59+WujYlZkzZ2KxWFi7di3Hjx83nn7s4HiOluM5VHJlKJxIldazZ0++/fZbNm3axJYtWzhy5Ajnzp0jMzOTmjVr0qRJE4KDgxk8eDAdOnQo8lg+Pj68++67DBs2jJUrV7J3714SExPx8fGhSZMm9OjRg6FDhxbZAzFixAhuuukmFi9ezI8//khycjL+/v4EBwczatQounTpUuEhYcSIEVitViIiIoiPj8fb29vUnwqDgoKMx9lHRUVx7NgxUlNTqV+/Pi1btmTAgAH079/f5dovQUFBfPrpp3z66accO3YMm82Gp6cnly9fLnK9mIrUr18/7rrrLrZs2cL27ds5dOgQFy5cICUlhRo1ahAQEECnTp2499576dWrV5HTo6/G91Tz5s25+eab2bt3L56engwYMKBcjnvfffcRFhbG5cuXufHGG0vUu/XAAw9w++23s2zZMrZv386ZM2dIT0/H19eXoKAg7r//fgYPHuzyGUXe3t68++67hISEEB4eztGjR0lOTqZRo0b07duXiRMnGo9RkCvHYq/oVZpERERESkEDYkVERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFS0zomJXLiQjs2mmd0iIlK1eXhYqFu3lsv9CicmYrPZFU5EROSap9s6IiIiYioKJyIiImIqCiciIiJiKgonIiIiYioKJyIiImIqCiciIiJiKgonIiIiYioKJyIiImIqCiciIiJiKgonIiIiYioKJyIiImIqCiciIiJiKgonIiIiYioKJyIiImIqCiciIiJiKgonIiIiYioKJyIiImIqCiciIiJiKp5XuwFSsWrXqU51H6+r3QyRMsvMyib1UubVboaIXAEKJ1VcdR8vhk9ddrWbIVJmy2ePIBWFE5FrgW7riIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKl4Xu0GlNSLL77ImjVrii332Wefcdddd+XblpaWxsKFC9m0aROxsbF4e3vTsmVLQkJCCA0NxdPT9dtgs9mIjIwkMjKS48ePk5ubS2BgIH379mXs2LHUrVu3zNcmIiIi/1VpwsmRI0fcqpeUlMTw4cM5deqUsS0rK4sDBw5w4MAB1q5dy4IFC/D19S1QNzc3lylTphAVFZVv+4kTJ5g/fz6rV69m4cKFtG3b1q22iYiISEGVIpxkZWVx4sQJAD744AN69erlsmz16tWN1zabjfHjx3Pq1Cn8/Px44YUX6N27N5mZmaxatYr58+ezb98+pk2bxpw5cwoca/bs2URFReHh4cH48eMZMmQINWvWZNu2bcyaNYvExEQmTpzIunXrqFmzZvlfuIiIyDWoUoST6OhocnJyALj55pupVatWiept3LiRQ4cOATBv3jyCg4ONfVOmTKFhw4a88cYbfPvtt+zfv5+bbrrJ2J+QkMCyZcsAmDx5MpMmTTL2DR48mPbt2zN06FDi4+MJDw9n/PjxZb5OERERqSQDYg8fPgzAddddR8OGDUtcb/HixQDceeed+YKJQ2hoKK1atQIgIiIi377w8HCys7Px8/Nj7NixBeoGBQUxaNCgQuuKiIiI+ypFOHGMN+nYsWOJ61y4cIGDBw8C0KdPn0LLWCwWevfuDcDmzZvz7du+fTsAt956a75bRc4cxz1z5gwxMTElbpuIiIi4VqnCyY033sjSpUsZNmwYXbp04aabbmLgwIHMnTuXtLS0fHWOHTuG3W4HoH379i6P7diXnJzM2bNnAbBarfz2228AdOjQwWXddu3aGa8dvTsiIiJSNqYfc5Kdnc3x48cBWLBgAdnZ2fn2Hz9+nOPHjxMZGck//vEPWrduDUB8fLxRpkmTJi6P37hxY+N1XFwcgYGBnDt3zhjjUlTdgIAAvLy8yM7OJi4urvQXJyIiIgWYvuckJibGCCS5ubmMGjWKr7/+mh9++IFVq1YxbNgwIC+MjBs3jpSUFCDvto5DnTp1XB6/du3axutLly4VqOu8/888PDyMwbkXL14s7aWJiIhIIUwfThITE7nuuuvw8PBgzpw5vPLKKwQFBVG3bl06dOjAW2+9xcsvvwzkBZTPPvsMyJt+7ODj4+Py+M7jSRx1rFZrofsL4zi28/lERETEfaa/rdOrVy+2b9+O1WrF29u70DKjR482VnBdvXo1L774ItWqVQPyBr0WxTEuxZmHx38zmzv13VW/fsGF4ETkvwICXPdkikjVYfpw4uAqmDj06dOH48ePk5KSwunTp6lRowaQFx6sVqvL3pPCelicF1TLzMws8ryOXpbielhKIikpDZut/MIO6Je5VC2JialXuwkiUg48PCxFfiA3/W2dkgoMDDReJycn5xtnkprq+hea8z7Hc3Kcx5n8eRaQM5vNRnp6er66IiIiUjaVJpwUd/vEeRZPjRo1aNGihfFvxxThwiQkJBivHQGncePGRk9IUXUTExON8zrP+hERERH3mT6cTJ48mW7duhmrsbry66+/AlCtWjWaNWtGmzZtjPEi0dHRLus51lDx9/c3AoaHh4cxJfno0aPF1oWi11IRERGRkjN9OKlduzYXL14kOjqac+fOFVomKyvLeHJw165d8fX1xdfXl65duwIFV391sNvtbN26FYAePXrk29ezZ08Adu3a5XImzpYtWwBo1KgRbdq0Kd2FiYiISKFMH04GDhwI5AWJsLCwQsv87W9/4/z58wCMGTPG2B4SEgLA1q1b2b17d4F6K1asMJ52PGrUqALn9fDwIDk52Zie7Cw6OprVq1cD8OijjxY7q0dERERKptqbb7755tVuRFGaNWvG0aNHOXnyJL/99huHDh2iSZMm+Pj4EBMTw4wZM/j6668BGDBgABMmTDDqBgUF8f3333P+/Hk2bdqEr68vDRs25OLFiyxZsoT3338fm83Gvffey+jRo/Odt169eiQlJXHw4EF++uknLl68SLNmzbDZbGzatInnn3+e9PR0mjZtSlhYWLGziUri8mUr5TgzGYBatXyIjDpYvgcVuQqG3N2JjAxr8QVFxPQsFgs1a7r+u2mxl+dCHRUkPT2dJ598kl27drksc//99/POO+/g5eWVb3tsbCyjRo3Kt5y9sy5duvD5558bU4+dZWZmMmnSJHbu3Flo3Xr16rF8+XJatmxZiqtxraKmEg+fuqxcjylyNSyfPUJTiUWqiOKmEleKcAJ503bXrVvH119/zaFDh0hPT8ff359OnTrx0EMPuXzyMORNB164cCFRUVHExcVht9tp1aoVAwYMYOTIkUX2ethsNiIjI1m1ahUxMTFkZmbSuHFjevfuzfjx4wkICCi3a1Q4EXFN4USk6qgy4eRaoHAi4prCiUjVcc0swiYiIiJVg8KJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwrbZIO0AACAASURBVImIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJiKwomIiIiYisKJiIiImIrCiYiIiJhKpQ8niYmJdO/enbZt2/L111+7LJeWlsacOXPo378/nTp1Ijg4mKFDh7Js2TJycnKKPIfNZiMiIoJhw4bRtWtXOnfuzP333897773HhQsXyvuSRERErmmeV7sBZfXqq6+SkpJSZJmkpCSGDx/OqVOnjG1ZWVkcOHCAAwcOsHbtWhYsWICvr2+Burm5uUyZMoWoqKh820+cOMH8+fNZvXo1CxcupG3btuVyPSIiIte6St1zsnLlSrZu3VpkGZvNxvjx4zl16hR+fn6EhYWxY8cOvvvuOyZNmoSnpyf79u1j2rRphdafPXs2UVFReHh4MGHCBKKioti5cyczZ87E39+fxMREJk6cSEZGRgVcoYiIyLWn0oaT2NhYZs6cWWy5jRs3cujQIQDmzZvH0KFDCQgIoFmzZkyZMoXXXnsNgG+//Zb9+/fnq5uQkMCyZcsAmDx5Ms888wzNmzenQYMGDB48mCVLluDt7U18fDzh4eHlfIUiIiLXpkoZTmw2Gy+99BIZGRkMGjSoyLKLFy8G4M477yQ4OLjA/tDQUFq1agVAREREvn3h4eFkZ2fj5+fH2LFjC9QNCgoyzv/nuiIiIuKeShlOFi5cyM8//0z79u2ZMGGCy3IXLlzg4MGDAPTp06fQMhaLhd69ewOwefPmfPu2b98OwK233kr16tULre847pkzZ4iJiSnVdYiIiEhBlS6cHDt2jI8++ghvb29mzZqFp6frMb3Hjh3DbrcD0L59e5flHPuSk5M5e/YsAFarld9++w2ADh06uKzbrl074/Xhw4dLfiEiIiJSqEoVTqxWK1OnTsVqtTJ58mRuvPHGIsvHx8cbr5s0aeKyXOPGjY3XcXFxAJw7d86YYlxU3YCAALy8vPLVFREREfdVqnDy8ccfEx0dTZcuXXjssceKLe+8BkmdOnVclqtdu7bx+tKlSwXqOu//Mw8PD2rVqgXAxYsXi22TiIiIFK3ShJP//Oc/LFy4kOrVqzNz5kyqVatWbJ2srCzjtY+Pj8tyzuNJHHWsVmuh+wvjOLbz+URERMQ9lWIRtoyMDF588UVyc3N56aWXaNmyZYnqOQKMxWIpspxjXIozD4//5jZ36rujfv2Ci8CJyH8FBLjuxRSRqqNShJO///3vnDlzhu7duzNy5MgS16tRowaQFx6sVqvL3pPCelhq1qxpbMvMzCzyPI5eluJ6WIqTlJSGzVY+QcdBv8ylKklMTL3aTRCRcuDhYSnyA7npb+ts27aNFStWUKtWLWbOnFlsL4Yz53Emqamuf6k576tbty6Qf5xJWlqay7o2m4309PR8dUVERMR9pu852bBhAwDp6eku1ypxmDp1KlOnTgXyphG3aNHC2Hf27FkaNGhQaL2EhATjdWBgIJA3g6d69epkZmYa04sLk5iYSHZ2tlFHREREysb0PSdl0aZNG6OnJTo62mW5I0eOAODv728EDA8PD1q3bg3A0aNHi60LRa+lIiIiIiVj+p6Tt99+23j+TWESEhLo378/AGFhYfTr18/Y5+vrS9euXdm7dy+bN2/m4YcfLlDfbrcbDw/s0aNHvn09e/bk8OHD7Nq1i6ysrELHrGzZsgWARo0a0aZNm1Jfn4iIiORn+p4Tb29vatWq5fLLeRCqc1mHkJAQALZu3cru3bsLHH/FihWcOHECgFGjRuXbN3DgQDw8PEhOTuazzz4rUDc6OprVq1cD8Oijj5ZqPIyIiIgUzvThpKyGDBlCUFAQdrudSZMmER4ezrlz54iPj+fjjz9m+vTpANx777107NgxX93WrVszbNgwIO+JxmFhYZw8eZKkpCTWrFnD6NGjsVqtNG3alNDQ0Ct+bSIiIlWR6W/rlFW1atX45JNPGDVqFPHx8UyfPt0IJA5dunRh1qxZhdZ/8cUXOX36NDt37mTp0qUsXbo03/569eqxYMECfH21RomIiEh5qPLhBKBZs2Z88803LFy4kKioKOLi4rDb7bRq1YoBAwYwcuRIvL29C61bvXp1FixYQGRkJKtWrSImJobMzEwaN25M7969GT9+PAEBAVf4ikRERKoui728ljeVMquoRdiGT11WrscUuRqWzx6hRdhEqohKvwibiIiIXFsUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVDyvdgNERKqqun7eeHr7XO1miJRJjjWLCxetV/ScCiciIhXE09uHvbMfv9rNECmTm6cuAK5sONFtHRERETEVhRMRERExFYUTERERMRWFExERETGVKxpOcnJyiI2NvZKnFBERkUrGrXDSp08f+vbty2+//VbiOr/88gtdunRhzJgx7pxSRERErhFuTSU+e/YsFouF7OzsEtdxlE9MTHTnlCIiInKNKDKcZGRkkJKS4nJ/YmIiderUKfYkGRkZLF68GAAfHy1IJCIiIq4VGU4uXLhA//79ycrKyrfdYrEAMH78+FKdzGKx8Je//KWUTRQREZFrSZFjTpo0acK4ceOw2+3l8lWzZk2efvrpK3VtIiIiUgkVO+Zk3LhxWCwWbDabse2TTz7BYrHw8MMPExAQUGR9i8WCt7c3AQEB3HHHHcWWFxERkWtbseHE29ubSZMm5dv2ySefAPDII48QFBRUMS0TERGRa5Jbs3VmzpwJQGBgYLk2RkRERMStcDJo0KDyboeIiIgI4GY4+bPs7GwyMjLIzc3FbrcXW75+/frlcVoRERGpgtwOJ9nZ2SxZsoTVq1dz4sSJEtezWCwcOXLE3dOKiIhIFedWOLHb7TzxxBPs3r3b+LeIiIhIeXArnKxevZpdu3YZi7EFBQXRvHlzatasaWwTERERcYdb4WTNmjUA+Pr6smDBAjp37lyujRIREZFrl1tPJT527BgWi4UnnnhCwURERETKlVs9J5mZmQDcfPPN5dqYotjtdtauXUtkZCRHjx7l8uXLBAQEcOuttzJ8+PAin9mTlpbGwoUL2bRpE7GxsXh7e9OyZUtCQkIIDQ3F09P122Cz2YiMjCQyMpLjx4+Tm5tLYGAgffv2ZezYsdStW7ciLldEROSa5VY4adiwIbGxsVit1vJuT6EyMzN56qmn+Pe//51ve3x8PJGRkaxevZrJkycXWMkWICkpieHDh3Pq1CljW1ZWFgcOHODAgQOsXbuWBQsW4OvrW6Bubm4uU6ZMISoqKt/2EydOMH/+fFavXs3ChQtp27Zt+VyoiIiIuHdb54477gBg586d5doYV2bMmGEEk4ceeohVq1axa9culi1bxq233orNZmPOnDls2LAhXz2bzcb48eM5deoUfn5+hIWFsWPHDr777jsmTZqEp6cn+/btY9q0aYWed/bs2URFReHh4cGECROIiopi586dzJw5E39/fxITE5k4cSIZGRkV/h6IiIhcK9wKJ6NGjcLHx4elS5dy7Nix8m5TPqdPn+arr74CYPjw4cyYMYMOHTpQv359goODWbBgAR06dABg3rx5+epu3LiRQ4cOGfuGDh1KQEAAzZo1Y8qUKbz22msAfPvtt+zfvz9f3YSEBJYtWwbA5MmTeeaZZ2jevDkNGjRg8ODBLFmyBG9vb+Lj4wkPD6/Q90BERORa4lY4adGiBbNnzyY3N5dHHnmE9957j927dxMbG0tSUlKxX6Xx/fffY7PZsFgsTJgwocB+Ly8v+vXrB0BMTAzp6enGvsWLFwNw5513EhwcXKBuaGgorVq1AiAiIiLfvvDwcLKzs/Hz82Ps2LEF6gYFBRnL+P+5roiIiLivTM/WqVGjBhcvXmTBggUsWLCgRHVLu0Ls2LFjue+++4iLi6Nhw4bFHtsxuPXChQscPHgQgD59+rgs37t3b06cOMHmzZvz7du+fTsAt956K9WrVy+0fp8+fVixYgVnzpwhJiaGNm3alPi6REREpHBuhZOjR4/m+3dFrxAbGBjo8gnI6enprFq1CoBbbrkFHx8fIG+6s6Nd7du3d3lsx77k5GTOnj1LYGAgVquV3377DcC4ZVSYdu3aGa8PHz6scCIiIlIO3AonISEhV3Ul2LS0NM6dO8cPP/zA4sWLOXPmDLVr1843sDU+Pt543aRJE5fHaty4sfE6Li6OwMBAzp07R05OTrF1AwIC8PLyIjs7m7i4uLJckoiIiPx/boWTv//97+XdjlIZMmRIvqnBN954Ix9++CGtW7c2tl24cMF4XadOHZfHql27tvH60qVLBeo67/8zDw8PatWqRUpKChcvXizVNYiIiEjh3H4q8dV07ty5fP8+fvw4r732GtOnTzcCSlZWlrHfcaunMM7jSRx1nNdvcTXe5M/Hdj6fu+rXL7jWioj8V0CA6w8LIlJxrvTPXqULJzabjdWrV9OkSRMuXLjAhg0b+PDDD9m7dy/Dhw9n5cqVXH/99VSrVg2g2NtPhY2X8fD47yQmd+q7KykpDZutfMfv6Je5VCWJialXuwmlop8/qSrK+2fPw8NS5Adyt8LJTz/95HaDIG/gqrs8PDxo2bIlkLdS7ZgxY2jbti1jxowhJSWFjz76iPfee48aNWoAeeHBarW67D0prIelZs2axjbHUv2uOHpZiuthERERkZJxK5yMHDnS7QGxpZ1KXBK33347t99+O7t27TKmBDuPM0lNTXUZTlJT/5sGHc/JcR5nkpaW5vK8NpvNWFdFz9gREREpH24twgZ5PRLuflUEx5TfjIwMkpOTadGihbHv7NmzLuslJCQYrx3TlRs3bmz0hBRVNzExkezsbKOOiIiIlJ1bPSdTp04tcr/NZiM1NZWEhAR2795NYmIi119/PTNnzixy9kthPvnkE3bs2EGzZs145513XJZzvv3i4+NDmzZtsFgs2O12oqOj6dSpU6H1HL04/v7+RsDw8PCgdevWHD58uMCaLoXVhaLXUhEREZGScyucFLacuytWq5V3332XL774gnfffdd4Xk1J/f777+zbt4+jR4/y2muvFTot2G63s2vXLiBvaf1atWoB0LVrV/bu3cvmzZt5+OGHC623detWAHr06JFvX8+ePTl8+DC7du0iKyur0NtCW7ZsAaBRo0ZagE1ERKScuH1bp6S8vb155ZVX6N69O/v27WPFihWlqj9gwAAgr2fko48+KrTMokWLjBVdnUNISEgIAFu3bmX37t0F6q1YsYITJ04AeQ8zdDZw4EA8PDxITk7ms88+K1A3Ojqa1atXA/Doo49e1UXpREREqpIKDycOoaGh2O121qxZU6p6t956K/fccw8AS5cu5dlnn+XAgQNcuHCBI0eO8OqrrzJ79mwAOnXqxMiRI426Q4YMISgoCLvdzqRJkwgPD+fcuXPEx8fz8ccfM336dADuvfdeOnbsmO+8rVu3ZtiwYUDeE43DwsI4efIkSUlJrFmzhtGjR2O1WmnatCmhoaFuvy8iIiKSn8Ve0Q/G+f9++eUXQkNDqVOnDnv27ClV3cuXL/PUU0+xbds2l2W6devGnDlzqFevXr7tsbGxjBo1Kt9y9s66dOnC559/bkw9dpaZmcmkSZPYuXNnoXXr1avH8uXLjanNZVVR65wMn1q6W2kiZrR89ohKuc7J3tmPX+1miJTJzVMXVI51TtwRGxsLYMxuKY0aNWowf/58Nm7cSGRkJIcOHSItLQ0/Pz86dOhASEgI999/f77F0xyaNWvGN998w8KFC4mKiiIuLg673U6rVq0YMGAAI0eOxNvbu9DzVq9enQULFhAZGcmqVauIiYkhMzOTxo0b07t3b8aPH09AQECpr0dERERcuyLhJC0tjX/84x8AXH/99W4dw2Kx0K9fP/r161fqur6+vkyZMoUpU6aUuq6HhwdDhw5l6NChpa4rIiIipedWONmwYUOJyl2+fJn4+Hi+/vpr4uPjsVgs3H333e6cUkRERK4RboWTZ5991q3ZKQ0bNiwwK0ZERETE2RVbIbZbt24sWbIEX189eVdERERcc6vnZObMmcWWsVgsVKtWjTp16tC2bVsaNWrkzqlERETkGuNWOBk0aFB5t0NEREQEuIKLsImIiIiURLlMJb506RJ79uzh+PHjpKSk4OHhgZ+fH61ataJbt27UrVu3PE4jIiIi14AyhZPLly/z/vvvExERQVZWVqFlqlWrxuDBg3n55ZcLXYVVRERExJnbt3WSk5N5+OGHCQ8PJzMz0+UsnZycHCIiIhgyZAjJycnl2XYRERGpgtzuOZkyZQoxMTEAtGjRgqFDh9K5c2caNGhAbm4uSUlJ7N+/n8jISE6fPs3JkyeZOnUqCxYsKLfGi4iISNXjVjjZtGkTP/30ExaLhYceeojXX38dLy+vfGVat25Nt27dGDNmDG+99RZfffUVO3fuZMeOHdx5553l0ngRERGpety6rbN27VoAOnXqxPTp0wsEE2deXl5Mnz6dTp06ARAZGenOKUVEROQa4VY4OXDgABaLhUceeaRE5S0WCyNGjMBut3PkyBF3TikiIiLXCLfCiWNga6tWrUpcp2XLlgCcO3fOnVOKiIjINcKtcOKYEpyamlriOo6yPj4+7pxSRERErhFuhZMWLVoAsGXLlhLXcZRt1qyZO6cUERGRa4Rb4aRnz57Y7XZWrFjBvn37ii2/f/9+VqxYgcVioWfPnu6cUkRERK4RboWT4cOHU7t2bXJychg7diyLFy8mLS2tQLm0tDQWL17M2LFjyc7OpkaNGvzv//5vmRstIiIiVZdb65zUq1ePt956i+eff57MzExmzZrFu+++S8uWLalXrx4Wi4WkpCROnjxJbm4udrsdgLCwMOrVq1euFyAiIiJVi9srxPbr1w9PT09ef/11UlJSyMnJ4ddff81XxhFK6tSpQ1hYGPfcc0/ZWisiIiJVXpke/HfPPfdw++23ExkZyY4dO4iJiSElJQW73Y6fnx9t27bljjvu4KGHHsLX17e82iwiIiJVWJnCCeQ9dbhNmzaMGjWqwL4vv/wSb29vLBZLWU8jIiIi1wi3n0oMsGjRInr27Mn48ePJzs4usD8yMpJXX32V3r17s2rVqrKcSkRERK4RboeTsLAw3nnnHVJTU8nNzeXMmTMFysTHx2O320lNTWXatGl8/vnnZWqsiIiIVH1uhZMff/yR8PBwAK677jpeeeUVAgMDC5T717/+xXvvvUfjxo2x2+289957HD9+vGwtFhERkSrNrXDy5ZdfAtCwYUO++uorRo4caSxp76xOnTr079+f1atXExAQQG5uLl988UXZWiwiIiJVmlvhZP/+/VgsFsaNG8d1111XbHl/f38ef/xx7HY7P/zwgzunFBERkWuEW+EkKSkJgPbt25e4TocOHQD4448/3DmliIiIXCPcCid16tQBICMjo8R1cnNzAT2VWERERIrmVjhxPFl469atJa6zc+dOAJo2berOKUVEROQa4VY4ufvuu42nEu/fv7/Y8tHR0SxdulRPJRYREZFiuRVOBg0ahJ+fH9nZ2YwePZpPPvmE2NjYAuXOnj3L/PnzGTFiBJcvX6ZGjRo8+uijZW60iIiIVF1uP5V49uzZTJgwgaysLObOncvcuXPx9fXF398fgJSUFNLS0oC8BwBaLBZmzpxJ/fr1y6/1IiIiUuW4vUJsr169WLRoEU2bNsVutxsrwcbGxhIbG0tqaqqx/brrrmP+/Pnce++95dl2ERERqYLK9OC/2267jfXr17N79262bNnCqVOnSEpKIicnBz8/P2644QZuv/127r77bry8vMqrzSIiIlKFlfmpxN7e3vTq1YtevXqVR3tERETkGlempxKLiIiIlDeFExERETEVhRMRERExFYUTERERMRWFExERETEVhRMRERExFYUTERERMRWFExERETEVhRMRERExFYUTERERMRWFExERETEVhRMRERExFYUTERERMRWFExERETEVhRMRERExFYUTERERMRWFExERETEVhRMRERExFc+r3YDS2rJlC1999RUHDhzgwoULVK9enRYtWnD33XczYsQIfH19C62XlpbGwoUL2bRpE7GxsXh7e9OyZUtCQkIIDQ3F09P1W2Gz2YiMjCQyMpLjx4+Tm5tLYGAgffv2ZezYsdStW7eiLldEROSaU2nCSU5ODlOnTmX9+vX5tmdnZ3Pw4EEOHjzIypUrmT9/Pq1bt85XJikpieHDh3Pq1CljW1ZWFgcOHODAgQOsXbuWBQsWFBpscnNzmTJlClFRUfm2nzhxgvnz57N69WoWLlxI27Zty+9iRURErmGV5rbOO++8YwST/v37ExERwQ8//MCaNWuYNGkSXl5exMXFMX78eDIyMox6NpuN8ePHc+rUKfz8/AgLC2PHjh189913TJo0CU9PT/bt28e0adMKPe/s2bOJiorCw8ODCRMmEBUVxc6dO5k5cyb+/v4kJiYyceLEfOcUERER91WKcHLu3DnCw8MBCA0N5f3336dTp07UrVuXdu3aMWXKFObOnQtAXFwcX375pVF348aNHDp0CIB58+YxdOhQAgICaNasGVOmTOG1114D4Ntvv2X//v35zpuQkMCyZcsAmDx5Ms888wzNmzenQYMGDB48mCVLluDt7U18fLzRPhERESmbShFOvvvuO3JycrBYLDz11FOFlunVqxddunQBYOvWrcb2xYsXA3DnnXcSHBxcoF5oaCitWrUCICIiIt++8PBwsrOz8fPzY+zYsQXqBgUFMWjQoELrioiIiHsqRTj5448/8PHxITAwkAYNGrgs17x5c6M8wIULFzh48CAAffr0KbSOxWKhd+/eAGzevDnfvu3btwNw6623Ur169ULrO4575swZYmJiSnhFIiIi4kqlCCfPPPMMBw4c4Jtvvimy3JkzZwDw8/MD4NixY9jtdgDat2/vsp5jX3JyMmfPngXAarXy22+/AdChQweXddu1a2e8Pnz4cHGXIiIiIsWoFOHEwdU0YcgLIo4xIzfffDMA8fHxxv4mTZq4rNu4cWPjdVxcHJA3ziUnJ6fYugEBAXh5eeWrKyIiIu6rVOHEFavVyuuvv47dbsfT05OHH34YyLut41CnTh2X9WvXrm28vnTpUoG6zvv/zMPDg1q1agFw8eJF9y5AREREDJU+nNhsNqZNm2b0mowdO5aWLVsCeWuZOPj4+Lg8hvN4Ekcdq9Va6P7COI7tfD4RERFxT6VZhK0wubm5vPrqq8ZYlO7duzNlyhRjf7Vq1YC8Qa9FcYxLcebh8d/c5k59d9Sv7/q2lYhAQIDrXkwRqThX+mev0oaTy5cv89xzz/H9998D0LlzZ+bNm5dvGfoaNWoAeeHBarW67D0prIelZs2axrbMzMwi2+LoZSmuh6U4SUlp2GzlE3Qc9MtcqpLExNSr3YRS0c+fVBXl/bPn4WEp8gN5pbytc/78eUaOHGkEk27durFo0aICA2adx5mkprp+Y533OZ6T4zzOJC0tzWVdm81Genp6vroiIiLivkoXTk6cOEFoaKixfsm9997LwoULC53J06JFC+O1Y4pwYRISEozXgYGBQN4MHkdPSFF1ExMTyc7ONuqIiIhI2VSqcBIdHc0jjzxiTNkdM2YMH374Id7e3oWWb9OmjTFeJDo62uVxjxw5AoC/v78RMDw8PIwHCB49erTYulD0WioiIiJSMpUmnJw6dYoxY8aQkpKCxWLhlVde4aWXXso3cPXPfH196dq1K1Bw9VcHu91uLHffo0ePfPt69uwJwK5du1zOxNmyZQsAjRo1ok2bNqW6JhERESmoUoQTq9XKs88+S3JyMgDTp09n1KhRJaobEhIC5D1vZ/fu3QX2r1ixghMnTgAUOObAgQPx8PAgOTmZzz77rEDd6OhoVq9eDcCjjz5a7KweERERKV6lCCcrV640loYfNGgQ/fr1Iz093eXX5cuXjbpDhgwhKCgIu93OpEmTCA8P59y5c8THx/Pxxx8zffp0IG/sSseOHfOdt3Xr1gwbNgzIe6JxWFgYJ0+eJCkpiTVr1jB69GisVitNmzYlNDT0Cr0bIiIiVZvFXl6LdFSgu+++23huTkk0adIk322c2NhYRo0alW85e2ddunTh888/N6YeO8vMzGTSpEns3Lmz0Lr16tVj+fLlxsJvZVFRU4mHT11WrscUuRqWzx5RKacS7539+NVuhkiZ3Dx1wRWfSmz6dU6Sk5NLFUwK06xZM7755hsWLlxIVFQUcXFx2O12WrVqxYABAxg5cqTLQbXVq1dnwYIFREZGsmrVKmJiYsjMzKRx48b07t2b8ePHExAQUKb2iYiIyH+ZPpzUq1ePY8eOlfk4vr6+TJkyJd8KsiXl4eHB0KFDGTp0aJnbISIiIkWrFGNORERE5NqhcCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIiwG27YgAAGvJJREFUpqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqaicCIiIiKmonAiIiIipqJwIiIiIqZS6cPJpEmTaNu2LT///HOR5RITE5kxYwb33HMPf/nLX+jevTsjR47km2++KfYcVquVRYsWMXjwYG666Sa6dOnCAw88wGeffcbly5fL61JEREQE8LzaDSiLZcuW8f333xdb7sSJE4wYMYLk5GRjW0pKCnv27GHPnj1s2rSJDz/8EE/Pgm/H5cuXGTNmDPv27cu3/dixYxw7dow1a9awZMkSGjZsWPYLEhERkcrbcxIREcH06dOLLZeWlsbjjz9OcnIyjRs35qOPPmL37t1s2LCB4cOHAxAVFcX7779faP0XXniBffv24ePjw4svvsjWrVv597//zcsvv0yNGjU4efIkTz75JHa7vVyvT0RE5FpV6cKJ1Wrl7bff5tVXXy1RIFi+fDnx8fF4e3uzZMn/a+/Og6q87jCOfy94QVCMCMbgFk0KLnEpqKPEBasG465jNGkpNTG2TRxTY1O1VOvadhrjEpdax4W21i1qHDWixn1rIGCj0aFUqlUMBJciFRTZ5PYP5r4FgctFWV7w+cxkcr3nnPf+rjPo43nPOe9fGDx4ME2aNOHFF19k7ty5/OQnPwFg48aNfPvtt8XGfv311xw+fBiAhQsXMnHiRPz8/Hjuued48803WblyJQAXLlxg//79lfxNRUREnk61KpwcPnyY4cOHs3nzZgBeeuklh/1tNhsbN24EYMyYMTz//PMl+kyePJlnnnmGvLw8du/eXaztT3/6EwAvvPACI0eOLDG2b9++9OnTByicyREREZEnV2vCSUZGBlOmTCEpKQlPT0/mzJnDzJkzHY5JSEjg9u3bAAwYMKDUPh4eHvTq1Qug2PoVm83GmTNnAOjfvz8Wi6XU8fbrxsbGkpmZWbEvJSIiIiXUmnAC4OrqyqhRo4iKiiIsLKzc/gkJCcbrjh07ltnP3nbp0iXy8/MBSE5ONsKGoxmaDh06APDw4UP++c9/lv8lRERExKFas1vHw8ODQ4cO0bJlS6fHpKSkAODm5kbTpk3L7Ofn5wdAXl4eN2/epEWLFsZYgBYtWpQ5tnnz5sbr5ORkevTo4XR9IiIiUlKtmTmxWq0VCiYA6enpAHh5eZV5W8bebpeRkVFsLECjRo3KHNuwYUPj9d27dytUn4iIiJRUa2ZOHkdOTg4A9evXd9ivaLt9jP3/AO7u7k6Nzc3Nfaw67Xx8GpbfSeQp1rSpV/mdRKTSVffPXp0OJ66urk71K21LctGxjmZdKlNa2j0KCir3vBT9YS51ye3btWvRuX7+pK6o7J89FxeLw3+Q15rbOo/Dw8MDKD4LUpqi7faZEPtYgOzs7DLHFm1zNMMiIiIizqnT4cS+VuTevXsO+9nXmQB4e3sXG1ve+KLbh+1jRURE5PHV6XDSpk0boHB2o+hzdR5148YNoHDRrY+PT7GxQImTY4tKTU01XhfduSMiIiKPp06HE39/f+N10TNPHvWPf/wDgICAAOPhf88++yyNGzcGcHh+iX2si4sL7dq1e+KaRUREnnZ1OpwEBAQYZ5gcO3as1D4PHjwgJiYGKDyOvqh+/fo5HAtw/PhxAL773e8W25IsIiIij6dOhxOLxcKoUaMA2LlzJ//6179K9Fm9ejV3797FarUaTym2Gz16NACJiYns3LmzxNjTp08bR9xPmDChsssXERF5KtXpcALw4x//mKZNm5Kdnc2ECRPYs2cPaWlpXL16lQULFrB27VoAwsPDadasWbGxvXv3JiQkBIB58+axatUqUlJSuHnzJhs3buRnP/sZAF26dCE0NLR6v5iIiEgdVafPOYHCE1xXr17NpEmTSEtLY8aMGSX6hIaGMn369FLHf/jhh7z11lskJCSwcuVKVq5cWay9TZs2rFmzBheXOp/zREREqkWdDydQOLOxf/9+1q5dy4kTJ0hNTaVevXq0a9eOsWPHMnbs2DLDhbe3N9u3b2fTpk3s27ePq1evkp+fT6tWrQgNDWXSpEnFjrAXERGRJ2OxlXY8qtSIqjoh9gczNlfqNUVqwpZFYbXyhNi/L5pU02WIPJFuM9brhFgRERF5uimciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIipKJyIiIiIqSiciIiIiKkonIiIiIip1KvpAmqL+Ph4NmzYQGxsLP/973/x9vYmKCiICRMmEBQUVNPliYiI1BmaOXHCgQMHGD9+PFFRUdy+fZu8vDxu3brFwYMHCQsLY/369TVdooiISJ2hcFKOCxcuMGPGDPLz8+nevTtbtmwhOjqarVu30rNnTwoKCli8eDEnTpyo6VJFRETqBIWTcixfvpzc3Fz8/f2JjIykW7duNGnShKCgIDZs2ED37t2x2WwsWrSIgoKCmi5XRESk1lM4ceDKlSucOXMGgHfffRd3d/di7VarlenTpxt9v/rqq2qvUUREpK5ROHHg9OnTALi6utKvX79S+3Tt2hUfHx8Ajh49Wm21iYiI1FUKJw4kJCQA0KpVK7y8vErtY7FYaN++PVC4o0dERESejMKJAykpKQC0bNnSYT8/Pz8AkpOTq7wmERGRuk7hxIH09HSAMmdN7OztGRkZVV6TiIhIXadD2BzIyckBoH79+g772RfK2vs/LhcXyxONL4uvd4Mqua5Idauqn5Gq5NbIp6ZLEHlilf2zV971FE4ccHV1BQrXlVQH7yoKESsiRlfJdUWqm49Pw5ouocI6v/NhTZcg8sSq+2dPt3Uc8PDwACA7O9thP2dnWERERKR8CicO2NeSZGZmOuxnX2vi7e1d5TWJiIjUdQonDrRt2xaA1NRUh/1u3LgB/H/XjoiIiDw+hRMH/P39AUhKSiIrK6vUPjabzTgPpWPHjtVWm4iISF2lcOJASEgIAHl5ecZpsY86f/48d+7cAaBv377VVpuIiEhdpXDiQOvWrQkMDARgxYoV3L9/v1h7Xl4eS5YsASAgIIDg4OBqr1FERKSuUTgpR0REBBaLhcuXLxMeHk5MTAzp6emcP3+eSZMmERcXh8ViYdq0adW25VhERKQus9hsNltNF2F2n3zyCfPmzaOgoKDU9oiICN58883qLUpERKSOUjhxUnx8PJGRkcTGxpKenk6DBg0IDAxkwoQJup0jIiJSiRRORERExFS05kRERERMReFERERETEXhROQxxMfH8/Of/5w+ffrQqVMn+vbty9SpU/nqq69qujSRp87kyZNp164dZ8+erelSpJIonIhU0IEDBxg/fjxRUVHcvn2bvLw8bt26xcGDBwkLC2P9+vU1XaLIU2Pz5s0cPXq0psuQSqZwIlIBFy5cYMaMGeTn59O9e3e2bNlCdHQ0W7dupWfPnhQUFLB48WJOnDhR06WK1Hk7duxg4cKFNV2GVAGFE5EKWL58Obm5ufj7+xMZGUm3bt1o0qQJQUFBbNiwge7du2Oz2Vi0aFGZ5+KIyJPJzc1lwYIFzJ49G204rZsUTkScdOXKFc6cOQPAu+++i7u7e7F2q9XK9OnTjb5afyJS+Q4fPszw4cPZvHkzAC+99FINVyRVQeFExEn2hz+6urrSr1+/Uvt07doVHx8fAN0HF6lkGRkZTJkyhaSkJDw9PZkzZw4zZ86s6bKkCiiciDgpISEBgFatWuHl5VVqH4vFQvv27YHCHT0iUrlcXV0ZNWoUUVFRhIWF1XQ5UkXq1XQBIrVFSkoKAC1btnTYz8/PD4Dk5OQqr0nkaeLh4cGhQ4fK/RmU2k8zJyJOSk9PByhz1sTO3p6RkVHlNYk8TaxWq4LJU0LhRMRJOTk5ANSvX99hP/tCWXt/ERGpGIUTESe5uroChetKRESk6iiciDjJw8MDgOzsbIf9nJ1hERGR0imciDjJvpYkMzPTYT/7WhNvb+8qr0lEpC5SOBFxUtu2bQFITU112O/GjRvA/3ftiIhIxSiciDjJ398fgKSkJLKyskrtY7PZjPNQOnbsWG21iYjUJQonIk4KCQkBIC8vzzgt9lHnz5/nzp07APTt27faahMRqUsUTkSc1Lp1awIDAwFYsWIF9+/fL9ael5fHkiVLAAgICCA4OLjaaxQRqQsUTkQqICIiAovFwuXLlwkPDycmJob09HTOnz/PpEmTiIuLw2KxMG3aNG05FhF5TDq+XqQCunbtyvz585k3bx7x8fFMmDChRJ9f/vKXDBgwoAaqExGpGxRORCro9ddfp1OnTkRGRhIbG0t6ejoNGjQgMDCQCRMm6HaOiMgTsthsNltNFyEiIiJipzUnIiIiYioKJyIiImIqCiciIiJiKgonIiIiYioKJyIiImIqCiciIiJiKgonIiIiYioKJyIiImIqCiciIiJiKjq+XkScduvWLfbt28epU6dISkoiLS0NNzc3mjRpgr+/P/369WPIkCE0atSopkt9bMnJyQwcOBAofFTBggULariiigsPDyc2NpYWLVpw7Nixmi5HpMIUTkTEKX/+859Zvnw5WVlZxd7PyckhMzOTpKQkjhw5wrJly/jFL37Ba6+9VkOVikhtp3AiIuVat24dixcvBsDPz4/XXnuNzp074+3tzcOHD0lNTeX06dN89tlnpKenM2vWLHJycggLC6vhykWkNtKD/0TEoZSUFEJDQ8nPz6dHjx6sXbsWT0/PUvteuHCBt99+m4yMDKxWK4cOHaJ58+bVXLHoto7UdloQKyIO7dixg/z8fADmz59fZjAB6NKlCx988AEAeXl5bNmypVpqFJG6ReFERBy6fPkyABaLheeff77c/iNHjqRevcI7xpcuXarS2kSkbtKaExFxis1m49y5c/To0cNhP09PTxYtWoS7uzstWrQo1tauXTsA+vTpw4YNG0odf+fOHYKDgwEYM2YMv//97422L7/8kh/96EcA7N69m1u3brFs2TKuXLlCgwYNaNeuHa1atWLHjh0AbN++na5du5ZZ6+7du5k5cyYAS5cuZdiwYWXu1hk5ciSXLl3Cy8uLL774Ajc3tzKvGxERwa5du3BxceHEiRM0a9asWPuVK1fYtGkT0dHR3Lx5E5vNxnPPPUfPnj0JDw/nO9/5TpnXBsjIyGDbtm0cPHiQb775BpvNRvv27fnBD37A0KFDHY4VqQ00cyIiDnXo0MF4PXPmTM6ePVvumGHDhjFo0KBiYyvbyZMneeedd0hISCA3N5f09HRSUlJ44403jD779u1zeI3PPvsMgIYNGxqBpCxjxowBIDMzk1OnTpXZLzc3l8OHDwMQHBxcIpisXr2aESNGsGXLFq5evUpWVhYPHjzg6tWrbNu2jREjRrBy5UrKWg6YkJDA0KFDWbJkCfHx8WRkZJCZmUlcXBzTpk1j+vTpFBQUOPwuImanmRMRcWj8+PGsX7+erKwsUlJSCAsLIyAggIEDB9KrVy8CAwNxd3ev9rqWL1+Ol5cXU6dOpUOHDiQmJuLm5kanTp0ICAggMTGRAwcOEBERgYtLyX+HpaWlER0dDcCrr75K/fr1HX7eiBEjWLx4Mfn5+ezbt49BgwaV2u/48eNkZmYCMGrUqGJtK1euZNWqVQC8+OKLhIWFGQEuISGBjRs3cu3aNaPPe++9V2z8zZs3+eEPf8i9e/ewWCyMGTOGoUOH0rBhQy5evMjatWvZu3dvqd9XpDZROBERh5o2bcrHH3/MlClTyM3NBSAxMZHExET++Mc/YrVa6dSpE8HBwfTv358uXbpgsViqvK6CggKWLVtG7969AQgKCjLaRo0axUcffcTt27f58ssvjdtERe3fv5+HDx8C/58VccTX15fevXtz8uRJjh8/zv3792nQoEGJfvbZGk9PT0JDQ4334+PjWb16NQCDBw9m8eLFxW4NBQUFMXbsWN555x2io6P5wx/+wJAhQ4rd4lm0aBH37t0DYOHChYwbN85oCwwMZOjQoYSFhXHt2rVyv4+ImSlei0i5QkJC2LVrF4GBgSXa8vLyOHfuHKtXr2b8+PGEhoZy4MCBKq+pdevWRjB51MiRI3F1dQUgKiqq1D72WzotW7akW7duTn3m6NGjAcjOzubo0aMl2jMzMzlx4gRQOBvj4eFhtEVGRlJQUICnpye//e1vS12zUr9+fX73u9/h4uKCzWbjr3/9q9GWkZHBwYMHAXj55ZeLBRM7X19f5s+f79R3ETEzhRMRcYq/vz/btm1jz549TJ48mc6dOxsBoKjr16/z/vvv8/777xszE1XB0ULXZ599lpdffhmAQ4cOGTM+dt988w1ff/01UDjL4uxMz6BBg4yj+UsLPZ9//rnxWUVv6dhsNk6fPg0Ubrf28vIq8zOaN2+Ov78/ADExMcb7Z86cMbZ0Dx8+vMzxvXr1omXLlk59HxGz0m0dEamQ9u3b0759e6ZOnUpmZiZ///vfiY6O5syZM8a2Y4ADBw7g6+vL7Nmzq6QOPz8/h+1jxozh9OnT3L17lzNnzjBgwACjbe/evcbrR9eFOOLm5saQIUP45JNP+Nvf/kZ6ejre3t5Gu302pnnz5vTs2dN4Pzk5mbt37wKFgcO+a6k8ycnJxut///vfxuvyFhp37ty52FiR2kYzJyLy2Ly8vOjfvz8RERFERUXx6aefFvtLedu2bdy4caNKPrthw4YO2wcNGmTMUDw6y2H/dVBQkFNntxRlv7WTl5fHoUOHjPdv3bpFbGwsUHhbqehsTHp6eoU+wy4/P99YY5KWlma837hxY4fjfH19H+vzRMxCMyciUqbc3Fxu375NWloa/v7+xdZQlKZTp05ERkby9ttvExMTQ15eHrGxsYwcOdLpz3T2iRrl3Ypxd3fn1VdfZceOHRw7doysrCw8PT2Jj4/nypUrwP+DRkUEBQXRpk0brl27xr59+3j99deBwsBj38L76HWL3t4aO3Ys4eHhTn+e/fe8IouM7YfgidRWmjkRkTKtWrWKAQMGMG7cOOLi4pwaU69evWJ/+d68ebNCn2nfhlsZ7CEhKyvLWKhq301jv0XzOOy3gs6ePWt8P/stna5du9K2bdti/Z955hnjdU5ODh06dHD6P/u6nqZNmxrXKDqLUhr7LSSR2krhRETKVPSWh6ODxx5VdItt0UPI7P+if/DgQZljU1NTK1KiQ927d6d169YAHD58GJvNZuwkGjBggLG4taLsi2gLCgo4duwY169fJz4+3mh7VKtWrYwZkLi4uHIPSYuMjGTbtm188cUXxnv2RbIAFy9edDg+ISHB6e8iYkYKJyJSpv79+2O1WgH49NNPnT4/wz5L4erqWmybrn0NyLffflvm2JMnTz5esWWwh4VTp04RFxdnhB9nzjYpS4sWLYxj/I8ePWps8bVarQwbNqxEf6vVaqzFuXnzptG/NOfOnePDDz9k7ty5rFmzxni/T58+xkMXd+3aVebtr0uXLimcSK2ncCIiZfLx8TGeZZOVlcXEiRPLPb5+9+7dbNq0CSjc8lr0+Tr2XSqpqakcOXKkxNjz589X+pOM7bMc9+7dM57T4+PjQ58+fZ7ouvZwExMTY9zS+d73vlfmYtW33nrLeL1w4cJiO5vs7t69y6xZs4xf23/vofAMFPvR/BcvXjROkS3q3r17/OpXv3qMbyNiLlo1JSIOffDBByQlJXHkyBHj+Prg4GAGDhxI27ZtadSoEZmZmSQmJvL5559z7tw5oDCIzJkzp9i1Ro8ebZzdMX36dCZNmkTPnj3Jycnh1KlTbN26FVdXV3x9ffnPf/5TKfW3atWK7t27ExcXZ9x6GT58+BMvGh08eDALFy4kKyuLxMREwPG25F69evH973+frVu3cufOHcaNG0dYWBi9e/fGarWSkJBAZGSkMav0yiuvlDgi/7333uPIkSNcv36dVatWER8fz7hx4/D19SUxMZF169aRlJSEp6cnWVlZT/T9RGqSwomIOOTq6sqyZctYu3Yt69atIzs7m+joaOO5NKUZPnw4s2bNKrHdd9SoUZw+fZqoqCiysrJYsWJFsXYvLy8+/vhjli5dWmnhBApDUdEFvY+zS+dRDRo04JVXXmHPnj0AeHt7ExIS4nDMr3/9a9zd3fnLX/5CVlYW69atY926dSX6hYaG8tFHH5V439PTk02bNvHTn/6UhIQEjh8/zvHjx4v1CQkJwc/Pj23btj3BtxOpWbqtIyLlcnNzY8qUKRw+fJi5c+casyaNGzfGarXi4+NDx44dmThxIjt37mTJkiU0adKkxHVcXFxYunQpK1asoG/fvjRu3Bg3Nzdat25NeHg4e/fufeLbLaUpepR8QEAAHTt2rJTrFl23MmzYMGN9TllcXV2JiIhg9+7dvPHGG7zwwgt4enpitVpp1qwZgwcPZu3ataxcubLMBxE2a9aM7du385vf/IagoCAaN26Mp6cnHTt2ZPbs2axZs6bUk3tFahOLzdlDBURERESqgWZORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVBRORERExFQUTkRERMRUFE5ERETEVP4HbvSoZPTSoRUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8, 8))\n",
    "sns.countplot(x = 'Survived', data = df_train)\n",
    "plt.title('Count Plot - Survived')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Target 변수가 비교적 균일하게 분포되어 있음을 확인할 수 있다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 탐색적 데이터 분석(EDA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pclass에 따른 생존률의 차이 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:14.094962Z",
     "start_time": "2020-06-10T13:29:14.075953Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pclass</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>491</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Survived\n",
       "Pclass          \n",
       "1            216\n",
       "2            184\n",
       "3            491"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train[['Pclass', 'Survived']].groupby(['Pclass'], as_index = True).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:14.120980Z",
     "start_time": "2020-06-10T13:29:14.098965Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pclass</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Survived\n",
       "Pclass          \n",
       "1            136\n",
       "2             87\n",
       "3            119"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train[['Pclass', 'Survived']].groupby(['Pclass'], as_index = True).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:14.211044Z",
     "start_time": "2020-06-10T13:29:14.124983Z"
    }
   },
   "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>Survived</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>All</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pclass</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>80</td>\n",
       "      <td>136</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>97</td>\n",
       "      <td>87</td>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>372</td>\n",
       "      <td>119</td>\n",
       "      <td>491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All</th>\n",
       "      <td>549</td>\n",
       "      <td>342</td>\n",
       "      <td>891</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Survived    0    1  All\n",
       "Pclass                 \n",
       "1          80  136  216\n",
       "2          97   87  184\n",
       "3         372  119  491\n",
       "All       549  342  891"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df_train['Pclass'], df_train['Survived'], margins = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:14.239066Z",
     "start_time": "2020-06-10T13:29:14.216050Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pclass</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.629630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.472826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.242363</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Survived\n",
       "Pclass          \n",
       "1       0.629630\n",
       "2       0.472826\n",
       "3       0.242363"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pclass_mean_survived = df_train[['Pclass', 'Survived']].groupby(['Pclass'], as_index = True).mean()\n",
    "pclass_mean_survived"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:14.536276Z",
     "start_time": "2020-06-10T13:29:14.243069Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Pclass vs Survived')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pclass_mean_survived.sort_values(by = 'Survived', ascending = False).plot.bar()\n",
    "plt.title('Pclass vs Survived')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Pclass가 높을수록(1st) 생존률이 높은 것을 확인할 수 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:15.329838Z",
     "start_time": "2020-06-10T13:29:14.542282Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 2, figsize = (18, 8))\n",
    "\n",
    "df_train['Pclass'].value_counts().plot.bar(color = ['#CD7F32', '#FFDF00', '#D3D3D3'], ax = ax[0])\n",
    "ax[0].set_title('Number of Passengers by Pclass')\n",
    "ax[0].set_xlabel('Pclass')\n",
    "ax[0].set_ylabel('Count')\n",
    "\n",
    "sns.countplot(x = 'Pclass', hue = 'Survived', data = df_train, ax = ax[1])\n",
    "ax[1].set_title('Pclass: Survived vs Dead')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Pclass가 3인 탑승객들이 가장 많았고, Pclass가 1인 탑승객들의 생존률이 가장 높다.\n",
    "- 이러한 결과가 나온 것으로 보아, **Pclass 변수는 target 변수를 예측하는데 중요한 feature**라고 생각할 수 있겠다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sex에 따른 생존률의 차이 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:15.361862Z",
     "start_time": "2020-06-10T13:29:15.332843Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>577</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Survived\n",
       "Sex             \n",
       "female       314\n",
       "male         577"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train[['Sex', 'Survived']].groupby(['Sex'], as_index = True).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:15.403894Z",
     "start_time": "2020-06-10T13:29:15.373871Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Survived\n",
       "Sex             \n",
       "female       233\n",
       "male         109"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train[['Sex', 'Survived']].groupby(['Sex'], as_index = True).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:15.551998Z",
     "start_time": "2020-06-10T13:29:15.407896Z"
    }
   },
   "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>Survived</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>All</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>81</td>\n",
       "      <td>233</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>468</td>\n",
       "      <td>109</td>\n",
       "      <td>577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All</th>\n",
       "      <td>549</td>\n",
       "      <td>342</td>\n",
       "      <td>891</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Survived    0    1  All\n",
       "Sex                    \n",
       "female     81  233  314\n",
       "male      468  109  577\n",
       "All       549  342  891"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df_train['Sex'], df_train['Survived'], margins = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:15.581017Z",
     "start_time": "2020-06-10T13:29:15.562006Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>female</th>\n",
       "      <td>0.742038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>0.188908</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Survived\n",
       "Sex             \n",
       "female  0.742038\n",
       "male    0.188908"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sex_mean_survived = df_train[['Sex', 'Survived']].groupby(['Sex'], as_index= True).mean()\n",
    "sex_mean_survived"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:16.393597Z",
     "start_time": "2020-06-10T13:29:15.586022Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 2, figsize = (18, 8))\n",
    "\n",
    "sex_mean_survived.sort_values(by = 'Survived', ascending = False).plot.bar(ax = ax[0])\n",
    "ax[0].set_title('Sex vs Survived')\n",
    "ax[0].set_ylabel('Count')\n",
    "\n",
    "sns.countplot(x = 'Sex', hue = 'Survived', data = df_train, ax = ax[1])\n",
    "ax[1].set_title('Sex: Survived vs Dead')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 남성과 여성의 생존률을 비교해보면, 여성의 생존률이 월등히 높은 것을 확인할 수 있다.\n",
    "- 그 이유는 사고 발생 당시에 노인, 여성, 어린 아이들을 먼저 구조했기 때문일 것이라고 생각된다.\n",
    "- 이러한 결과가 나온 것으로 보아, **Sex 변수는 target 변수를 예측하는데 중요한 feature**라고 생각할 수 있겠다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pclass 및 Sex에 따른 생존률의 차이 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:17.683513Z",
     "start_time": "2020-06-10T13:29:16.398599Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x6acaf95508>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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88grff//9GbX79ttvBxP+K6+8ki+//JLly5fz8ccfc8kllwDw3nvvMX369NL+SCIipcZWrzWxA0ZiOa9xoMDjxDX/LVwrPsf0nT5QIiIilU+FGOm/5557WLZsGU2aNGHq1KlER0cHr3k8HgYPHszatWu58MILmT17NhZL0X0Zt9tNp06dyMrKomvXrvzvf//Ls9+1y+ViwIABbN++nYYNG/Ltt9+W+HNopF9EzibT5yVnzRQ8v/7598pyXmNiet6PJT4xjJGJVBwa6ZdIVe5H+nfs2MGyZcsAuP/++/Mk/AB2u52nnnoqWPfnn38uVrs7d+4kKysLgAEDBpx2wI3D4aBv374ApKSkcPz48RJ9DhGRs82w2nB0vg1HrwfBHti7339wO9lTn8e7OznM0YmISDiV+6R/6dKlAFitVi6//PJ867Rp04bExMAo1sKFC4vV7slPA3w+X751bDZbvvVFRMoz+wWXEdd/BJbEegCYOZk4571OztppmH5/mKMTEZFwKPeZ7KZNge3o6tWrR5Uq+T9yMwyD5s2bA4EdfoqjQYMGVK1aFYAZM2acdt3j8TB79mwAmjZtWuC9RUTKI0u184jt+0/szXMHS0zcP8/EOe8V/M70sMYmIiJlr9wn/Xv37gWgbt3CT5usVasWAHv27ClWu9HR0Tz00EMALFu2jEceeYTk5GRSU1P56aefuPfee9mwYQN2u53hw4eX4BOIiISHYYvCcfndOHoMAWtg737f3o1kT30O7/4tYY5ORETKkq3oKuF19OhRgCJH2nOvp6cXfwRr0KBBxMbG8uabb/Ltt9+etli3devWDB8+vERnAIiIhJu9aVcs5zTANf9t/McPYGYfwzl7DFGX3URUmz6nrWkSEZHIU+6T/pycHCCwsLYwuQt8c+sXh8/nw+VyERsbm+/13bt38+OPP9KmTRusVmux2y1IYmJ8idsQEQlJzZb4G77C4bnjydq4HEw/7jVfYjv6OzVveAhrjP4+iYhEsnKf9Ocm26U9EuX1ennssceYP38+drudRx99lKSkJGrWrMnevXv54osv+PDDD3nttdfYvHkzr776aokX82rLThEJN+MvQ4hOaETOykng95G97Ud2vT+UmF4PYa3ZMNzhiYSdtuyUSFXu5/THxAS2nXO5XIXWK+4TgVzTp09n/vz5ALzxxhs88MAD1K5dG7vdTsOGDRk2bBijRo0CYO7cucydOzfUjyAiUm4YhkHURb2IvfEZjBN795sZR8j+ehTujYuoAEe3iIhICMp90p87Vz8jI6PQerlz+RMSEorV7pdffglAhw4d6NWrV751BgwYQKtWrQCYPHlysdoVEakIrOdeQFz/kVjrtwkU+L3kLPsY1+J3MT2FD7KIiEjFU+6T/kaNGgGwf//+QusdOHAA+HMXn6KkpKQAcMkllxRar0OHDkDgMC8RkUhiOOKJueZRojrcBCemUHq3ryJ7+gv4ju4Nc3QiIlKayn3S36RJEwD++OMPsrOz861jmmZwP/+WLVsWq12Px5Pne3Hri4hEEsOwEN32emKuG4YRUw0A/7F9ZE8fiWfbijBHJyIipaXcJ/3du3cHAkl37um8p1q3bh1paWkAdOvWrVjt5j5BWLVqVaH1fvrppzz1RUQika12c2IHjMRau0WgwOvGtfg9XEs+xPS6wxuciIiUWLlP+uvXrx+cgjN27FiysrLyXPd4PLz66qtA4OTczp07F6vdPn36ALBx40amTJmSb52ZM2eyfv16AK6//vqQ4hcRqSgssdWJufZJotr++ffOs/l7sr/+F/70Q2GMTERESso6YsSIEeEOoihNmjThq6++Ii0tjWXLltGgQQPi4uLYsmUL//jHP1izZg2GYTBq1CguuOCC4PuSk5MZNGgQn376KRA4bCtXy5YtmT9/PkePHmXx4sWkpaVxzjnnEBUVxe7du5k4cSKvvPIKpmnSsmVLRo4cWeK9+p1ON9oYQ0TKM8OwYKvTEmvNRnh3/wo+D6bzOJ6ty7BUr4W1eu1whyhyVsXFRYc7BJGzwjAryP5sX3zxBSNGjMDv9+d7ffjw4QwePDhP2erVqxk4cCAADz30EA8//HCe63v37uX+++9ny5aCj6O/+OKLGTduHOeee27JPgDap19EKhZ/ZirOBW/jP/TnRgb21r2J7nAThqXcH/MiEhLt0y+RqsL81b7lllto1aoVEydOZM2aNRw9epS4uDguueQSBg0aVOxpPSerU6cOX331FdOmTWPu3Lls2bKFzMxMqlSpQvPmzbn++uvp27cvdrv9LHwiEZHyzRKfSOwN/yBn9Rd4fguca+JJ/gb/wR04et6PJb5GmCMUEZHiqjAj/ZFAI/0iUlF5dq7B9cNEOLGHv+GoguPKv2Gr2yrMkYmULo30S6RS0l+GlPSLSEXmP3YA54K38KftOVFiEHVpX6IuuRHDUu73hRApFiX9EqmU9JchJf0iUtGZ3hxcyz7Fu/XPLZStdS7CceXfsMRUDWNkIqVDSb9EKiX9ZUhJv4hECs+WpbiWfQy+wMGFRlwCjp4PYDu/SZgjEykZJf0SqZT0lyEl/SISSXypu3EueAvz+MFAgWEhuuNfsV/cG8MwwhucSIiU9EukUtJfhpT0i0ikMd1OXEsm4t35Y7DM1rAdju73YETHhTEykdAo6ZdIpaS/DCnpF5FIZJomng0LyFk1Gfw+AIwqNYm56kGs5zQMb3AiZ0hJv0QqJf1lSEm/iEQy36EdOOe/jZmVFiiw2ojucgf25t013UcqDCX9EqmU9JchJf0iEulMVybOxe/h250cLLM17oyj22AMe3QYIxMpHiX9EqmU9JchJf0iUhmYph/3ujm4106DE/+LsSTUxtHrIawJtcMcnUjhlPRLpFLSX4aU9ItIZeLdtwnXwvGYzvRAgS0ax+WDsTfuHN7ARAqhpF8ilZL+MqSkX0QqG3/2MVwLx+PbvyVYZm95JdGdb8Ow2sMYmUj+lPRLpCoy6e/Zs2fp39QwWLBgQam3W94p6ReRysj0+3CvnYZ73ZxgmeWchsT0ehBL1ZphjEzkdEr6JVIVmfQ3b968eA0ZBgU1deo1wzDYtGnTGYQZGZT0i0hl5v1jHc7v34ecrEBBVCwxPe7F1vCS8AYmchIl/RKpbEVVuOyyywq8ZpomP//8M6ZpYpomdevW5eKLLyYxMRG73c6xY8fYvHlzMMGPjY3lxhtvxGq1lt4nEBGRCsHWoC1x/UfgXDAO/+HfwZ2N87s3sbfuQ3SHARiWIv+XJCIiISrRnP6nn36amTNn0qBBA1544QU6duyYb70tW7bwj3/8g40bN9K9e3feeeedkAOuyDTSLyICps9DzqrJeDYsDJZZz2+Ko+f9WOISwhiZiEb6JXKFnPTPnTuXJ554gnPPPZcZM2ZQo0aNQutnZmbSv39/du/ezbPPPsvtt98eUsAVmZJ+EZE/eXasxrXkA/C4ADAcVXD0vB9bnZZhjkwqMyX9Eqksob5x0qRJGIbBfffdV2TCDxAfH8+9996LaZpMnTo11NuKiEiEsF/Ykbh+z2NJqAuA6crAOec/5Pz8NabpD3N0IiKRJeSkf/PmzQBcfPHFxX5Ps2bNAEhJSQn1tiIiEkEs1WsR2++f2Jr+5USJiXvtdJzzXsPvyghrbCIikSTkpN8wDCAwbae4jhw5AkB0tI5iFxGRAMMWjaP7EKIvvwtO7N3v2/Mb2VOfx3dwe5ijExGJDCEn/fXq1QMCc/uLa8qUKQBccMEFod5WREQikGEYRDXvTmzSPzGqngeAmZVG9syXcCd/W+CW0CIiUjwhJ/3XXHMNpmkyffr0Ys3Rf+utt1i8eDGGYdC/f/9QbysiIhHMmlifuP7PY2vUPlBg+shZNQnX/Lcw3dnhDU5EpAILefeejIwM+vTpQ2pqKgBdunTh+uuvp0WLFlSvXh2A1NRUfv31V6ZNm8avv/6KaZq0bNmSL774Aru98h2/rt17RESKxzRNPL99R86qL8H0AWBUPY+YXg9gPadBmKOTSKbdeyRSlWif/k2bNnHnnXeSmZkZnONfENM0qV+/Pp999hk1a1bOY9eV9IuInBnfwe04F4zDzEoLFFhtRP/lTuzNLi/y/zsioVDSL5Eq5Ok9AC1atGDOnDlcd911WK3W4Mm8p37FxMRw11138fXXX1fahF9ERM6c9bzGxA4YibVuq0CBz0vOkg9wff8/TE9OeIMTEalASjTSf7KMjAyWLVvGzp07SU1NxTAMatasSePGjenWrZt27EEj/SIioTJNP+5fZuP+aTqc+N+WJaEOjqsexFq9dpijk0iikX6JVKWW9EvRlPSLiJSMd+9GXIvewXSmBwrsDhzdBmNv3Cm8gUnEUNIvkeqsJP3Z2dnExMRovuUplPSLiJScP+soroXj8R3YGiyzt+xJdOdbMayVb5MIKV1K+iVSlWhOf64dO3YwcuRIevfuTatWrWjfvj1btmwBYOXKlQwePJhFixaVxq1ERKSSs8QlEHP9MKLaXBss82xcSPbM0fgzDocxMhGR8qvESf9bb73FDTfcwOTJk0lJScHr9eY5RGXXrl2sWrWKBx98kEceeQS3213SW4qISCVnWKxEd7yZmKsfhahYAPyHfydr2gi8f6wLc3QiIuVPiZL+t956i7fffhu/349hGDRr1uy0OtnZgcNUTNNk/vz5PPXUUyW5pYiISJCt4SXE9R+J5ZyGgYKcLJzfvkHO6i8x/b6wxiYiUp6EnPTv2LGDcePGAdC5c2cWLlzI119/fVq9u+66i0mTJnHhhRdimibfffcdS5cuDT1iERGRk1iq1iS27zPYW14ZLHOvn4tzzsv4s4+FMTIRkfIj5KT/k08+we/307BhQ959911q1apVYN1LLrmEzz//nNq1A9uqffXVV6HeVkRE5DSG1Y6j60AcV/4f2AJbRPv2byF76nN4920Kc3QiIuEXctK/evVqDMPgzjvvJCoqqsj61apV46677sI0TdavXx/qbUVERApkb9yJ2H7PY0kIDDKZznScc14m5+eZmKY/zNGJiIRPyEn/gQMHAGjZsmWx39OiRQsAUlNTQ72tiIhIoawJtYlNeh5bky6BAtPEvXYazm/ewHRlhjc4EZEwKZUtO4vL6/UCFOvJgIiISKgMezSOHvcS3W0wWG0A+HYnkzX1OXwHt4c3OBGRMAg56T///PMB2LhxY7Hfs3z58jzvFREROVsMwyCqRQ9i+/4To+q5AJhZaWTPegn3b/PRgfQiUpmEnPR36tQJ0zT5/PPPgyP4hdmxYweffvophmHQoUOHUG8rIiJyRqznNCCu3/PYGrYLFPh95Kz4DNfCcZhuZ3iDExEpIyEn/XfccQdWq5UdO3bw5JNPkpWVVWDdb775hoEDB+J0OjEMg1tvvTXU24qIiJwxIzoOx1UPE93pVjCsAHh3/kjW9BH4UneHOToRkbPPMEvwfHPcuHGMHTsWwzCIjY2ldevWrFy5EsMwGDBgADk5Ofz4448cPHgQ0zQxDIPBgwczbNiwkO63YcMGJkyYwJo1azh27BgJCQm0a9eOQYMG0a5du1A/BocOHeKDDz7ghx9+YN++fRiGQcOGDenTpw8DBw7E4XCE3PbJUlMz8fv1OFlEJJy8B7YFRvmzjgYKrHYcf7kTe/PLwxuYlAs1a1YJdwgiZ0WJkn6A//73v4wfPz54Km9+cm9x22238dxzzxVYrzDz5s3jySefzHcqkcViYejQoQwZMuSM2/3hhx94/PHHC3xS0bRpUz766CNq1Khxxm2fSkm/iEj54Hem41r8Hr49vwXLbE274uh6J8aJff6lclLSL5GqxEk/BBbzTpgwgWXLlnH8+PE812JiYujYsSN33XUXHTt2DKn95ORkbr/9dtxuN+3bt+eJJ56gUaNGpKSk8MYbbwTPDHjnnXfo0aNHsdvdtGkTN998M263mzp16vDkk0/Svn170tLSmDp1Kp988gmmadKjRw/efffdkGI/mZJ+EZHyw/T7cf8yC/dPM4DA32ZLjbrE9HoIS3VtOFFZKemXSFUqSf/J9uzZw9GjR/H5fFSrVo169ephs9lK1OY999zDsmXLaNKkCVOnTiU6+s9RGI/Hw+DBg1m7di0XXnghsxzfenQAACAASURBVGfPxmIp3lKFm2++mfXr11OrVi0mTZp02qnCb7zxBuPHjwdg1qxZNG3atESfQ0m/iEj5493zG65F72K6MgIFdgeO7ndjv0CbTlRGSvolUoW8kPfQoUP5ltetW5eLL76Ytm3b0qhRoxIn/Dt27GDZsmUA3H///XkSfgC73c5TTz0VrPvzzz8Xq93k5OTgycDDhw8/LeEHuPPOO7FYLDgcDpKTk0vyMUREpJyy1W1F7IAXsJ7XJFDgceFaMA7X8k8xfUXvTiciUhGEnPRfccUVDBkyhNmzZ5OTk1OaMeWxdOlSAKxWK5dfnv8iqzZt2pCYmAjAwoULi9XuvHnzAKhfvz7XXHNNvnUSExP55ZdfWL9+PTfddNOZhi4iIhWEJS6BmBuGYW/dO1jm2bCA7Jmj8WccCWNkIiKlI+Sk3+fzsXz5cp566im6dOnCM888w5o1a0ozNiAw7x6gXr16VKmS/yM3wzBo3rw5ENjhpzhyR+5PXWdgmiY+ny/4urR27hERkfLNsNhwdLoVx9UPQ1QMAP7DO8ma9jzeXevDHJ2ISMmEnPT369eP+Ph4TNMkKyuLadOmMWjQIK688krGjh3LH3/8USoB7t27FwhMGypM7vScPXv2FKvdbdu2AdCgQQNM02TKlCn89a9/pXXr1rRq1YprrrmGt99+G6dTB7eIiFQm9oaXEtd/JJbEBoGCnCyc37xOzpqvMP2+wt8sIlJOhZz0v/TSSyxfvpyxY8dy9dVXY7fbMU2Tffv2MX78eHr37s2tt97K5MmTSU9PDznAo0cD+ygXNMqfK/d6ce7ldruDuwzFxsYyZMgQnn32WZKTk3G73fj9flJSUhg7diy33HJLgesXREQkMlmqnkts32ewt+gRLHOvm41zzn/wZx8LX2AiIiEKOekHiIqK4uqrr2bs2LGsWLGCf/3rX3Tq1AnDMDBNk3Xr1jFy5Ei6du3Ko48+yqJFi/JMnSmO3PUCRU2zyV3gW5z1BZmZmcGfx48fz7Jly7j22muZOXMmv/76KwsXLmTIkCEYhsGWLVt45JFHKOVNjkREpJwzbFE4ug3GccV9YIsCwLd/M9lTn8e7b3OYoxMROTMl21rnJPHx8QwYMIABAwZw+PBh5syZw6xZs9iwYQNut5tvv/2W7777joSEBK677jqeeeaZYrVrtQaOSw/lQK+CnNwxOHz4MLfccgsvvPBCsKxu3bo89dRTJCQk8J///IdffvmF+fPnc/XVV5fovomJ8SV6v4iIhEHNa3A3acnBaa/gObIH03kc55yXSeh+G9W7JGEYJRo/Ewm73bt3M2XKFJYuXcq+ffvIysoiISGBRo0a0aNHD2666SaqVq0a7jClhEp9n/5T7d69m3nz5jF79my2bt0auKlhBBfoFiUpKYlNmzZx7bXX8vrrrxdY79///jcffPABVatW5ccffyy0zaNHj9KpUycg8LRi+fLl+f7H7PV66d69O0eOHOH666/n1VdfLVbMBdE+/SIiFZfpceFa+iHe7auCZdb6bYjpcS+GQ4M6kaKy7dM/adIkXnrppeCAaExMDNHR0WRlZeHxeABISEjgpZde4oorrghnqFJCZ3V44vDhw6xYsYK1a9eSkpIS0mh97lz9jIyMQuvlzuVPSEgoss24uLjgzy1atCiw92qz2Wjbti0QOANAREQqL8PuwHHF34juOhAsgQflvl3ryZr2PL5DO8McnciZ++GHHxg5ciQ5OTncfffdLFiwgHXr1rF69Wp++eUXPvroI1q1asXRo0d59NFH+fXXX8MdspRAqSf9x48fZ8qUKQwaNIgePXowYsQIli5ditvtxuFw0LdvXyZOnFjs9ho1agTA/v37C6134MABgHwP2TpVVFQU5557LsBph32dKj4+MHpzNs8iEBGRisEwDKJaXkls32cxqtQEwMxMJXvmv3D/tkDrv6RC+e9//4tpmtx5550MGzaMevXqBa/Z7XY6derExIkTqVu3Ljk5Ofz3v/8NY7RSUqUyp9/pdLJw4UJmz57N8uXL8XoDJxiapolhGFx22WX069ePa665htjY2DNqu0mTwAmJf/zxB9nZ2fm+3zTN4HShli1bFqvd5s2bc+jQIXbv3l1ovdTUVIBgJ0FERMRasyFx/Ufg+v5/eP/4Bfw+clZ8iu/AVhyX34VxYp//suLdtQ73+nlEtemDrX7bMr23VEwul4vffvsNgN69exdYr1q1agwcOJDRo0ezatWqYG4nFU/ISb/H42HJkiXMmTOHxYsX43K5AIKjHA0aNCApKYm+fftSu3btkAPs3r07o0aNwuPxsHTp0nxPz123bh1paWkAdOvWrdjtLlmyhP3795OcnEzr1q1Pq5Odnc0vv/wCEJzmIyIiAmBEx+G4+hE8yfPIWfMVmH68O9eQlbqLmKsexFqjXtGNlJKctdPxH/mDHI9LSb8Ui9PpDOZse/bsoX379gXW7dmzJxkZGVSvXh2Px0NUVFSedj755BO++eYbUlJS8Pv91KlThyuvvJK77rqLGjVqBOumpaVx3XXXkZaWxiWXXMKkSZNO60A89NBDzJ8/n8TERGbPnp3n/VIyIS/k7dChQ3CefW4TVatWpU+fPiQlJXHJJZeUWpC33norv/zyC40bN+bLL7/MMyff4/Fw11138eOPP9K0aVNmzpxZrB5oWloavXr1IisrizZt2vDxxx+fti3omDFjmDhxIoZhMGfOHC688MISfQ4t5BURiUze/VtwLRyPmbuHvzUKR7eB2Jt2LZP7Z34xDPP4QYxq5xF/y5gyuWekqkwLebt3786BAwc455xz+Pe//13sgdNcu3fvZsiQIaSkpACB6dM2m43s7GwAEhMTeeedd/IMrM6bN4/HHnsMgBdffJGbb745eG327NkMHToUCGypfuWVV5bk48kpQp7Tn56ejmmaWK1Wunfvzuuvv86yZcsYOXJkqSb8AMOHD8cwDLZv386dd97JqlWrOHr0KOvWrWPIkCH8+OOPGIbB448/nifhT05Opnfv3vTu3ZtPP/00T5s1atTg6aefBmD9+vX8v//3//jhhx9IS0tj+/btPPvss8G1BwMHDixxwi8iIpHLVqsZsQNewFrnxBRTnxvX9//D9cNETK87vMGJFODee+8F4MiRIwwZMoSePXsyatQo5s+fHzwctSA5OTncf//9pKSk0LVrV6ZNm8b69ev55Zdf+Prrr+nSpQupqancf//9wdkYAH369AnO2nj11VeD144cOcKLL74IwF//+lcl/GdByCP9ffv2pV+/ftxwww0kJiaWdlyn+eKLLxgxYgR+vz/f68OHD2fw4MF5ylavXs3AgQOBwOOihx9++LT3vffee7zxxhsFHhp23XXX8dJLLxW54Lc4NNIvIhLZTL8f989f4/55JhD4e29JrEdMrwexVDv/rN1XI/2lpzKN9AO8/vrrvPfee6flV4Zh0Lx5c3r06EFSUhINGzbMc/2TTz5h1KhRdOjQgY8++giLJe84ssfjoV+/fmzbto2//e1vPPHEE8FrJ0/zSUpKYsyYMTz44IMsWLCAevXq8fXXX+eZ1SGlwzpixIgRobzxtttuo23btme8MDdUrVq14oorriArK4tjx47hdrupWrUqnTt3ZsSIEdxwww2nvWfv3r1Mnz4dCExH6tix42l1Lr30Unr27Inb7SY9PZ2cnBwSEhJo164dTz75JA8++CA2W+mcYeZ0utHGDiIikcswDGy1W2A9rzG+Xcngc2M60/FsXYal2nlYE+qclfu6NyyAnCwMRzxRra46K/eoLOLiSj7IV5F07tyZ7t27k52dzZ49e4J780Ng9H3t2rVMnjyZjIwMOnbsGDw09V//+hcHDx7k4YcfzncTFavVSnZ2NitWrOD48ePcfvvtwWsxMTHUrl2bb7/9ls2bN5Oens706dOxWq2MGzeOBg0anP0PXgmd9cO55E8a6RcRqTz8mak4F47Hf3B7sMze6mqiO96MYS2dwaRcGukvPZVtpP9kbrebn376iVWrVrF69WqSk5PzzITIPajU6/XStm1bPB4PVatWzbOw99T20tPTsVqtbNiw4bQ1l4888gjffvtt8PWpTwSkdBWZ9Oc+CDAMg+eff/608pBuekpblYWSfhGRysX0e8lZPQXPr38mNpZzLySm1wNY4ktvaqyS/tJTmZP+Ux07doyZM2cyfvz44Nz7Tz/9lAsuuIAuXbqcUVs//fRT8OyjXKmpqfTo0QO3201CQgJLliwpsAMhJVdk0t+8efNgzyx3L/xTy0NxcluVhZJ+EZHKyfP7WlzfTwCPEwAjOh7Hlfdhq3f6dtGhUNJfeipL0n/kyBEOHTpElSpV8hzKlZ+UlBT69u2Ly+Xi7rvv5q677gru9DN16lRatWoVUgxTp07lH//4R/D1mDFjSEpKCqktKVqxdu8pqF9gmmZIXyIiIpWJvVF74vqPwJJYHwAzJxPnvNfJWTsNs4ANKkTOpieffJJ+/frx9ttvF1m3YcOGwZH91NRUqlevHhz4PXDgQEj3P3jwIP/+978BaNq0KQCjR4/m0KFDIbUnRStyUuHChQvPqFxEREROZ6l2HrF9nyVnxWd4Nv8AmLh/nonv4HYcV/wNS2y1cIcolUjjxo1ZuXIl33//PS6X67Szik7ldge2nq1duzZRUVE0adKErVu3snz5cnr16pXve1577TW+++472rRpw5gxeZ9APffcc6Snp9OkSRMmT55M//79SUlJ4bnnnuOdd94pnQ8peRQ50l+nTp3gV0HloXyJiIhUNoYtCsfld+HocS9YA3OXfXs3kj3tebz7t4Q5OqlMbr75ZgzD4OjRo4wcObLALdEBNm7cyKpVqwC49tpr83yfPn06O3fuPO09e/bs4dNPP+X3338/bWv3GTNm8P3332MYBiNHjiQuLo6RI0cCsHjxYr7++utS+YySV8iHc82dOzfY6xMREZHiszf9C7H9ngvu3W9mH8M5eww56+ZimpruI2df06ZNufvuuwGYNm0aN998M9999x1ZWVnBOgcPHuTDDz9k8ODBeL1ebrvttuBUnDvuuIM6dergdDoZPHgwixcvxu/3Y5oma9euZciQIWRlZZGQkMCdd94ZbPPQoUOMHj0aCHQ8Lr30UgA6deoUnM8/evRoDh8+XCa/h8ok5C07mzdvTpUqVejTpw99+/YN/qNJwbSQV0RETma6nbiWfoh3x+pgmbV+W2KuuBcjuviHE2khb+mpLAt5IbA284033mDChAl59uevUqUKXq8Xp/PEwnPD4NZbb+XZZ5/Nc3bRtm3buO+++9i3bx8A0dHRGIaBy+UCAvvx/+9//6N9+/bB99x///0sWrSIc845h3nz5lG1atXgtbS0NPr06cOxY8fo2bMn48aNO6ufv7IJ+XCut956C7fbzcaNG5k2bRpff/016enp1KpVi2rVNC8xPzqcS0RETmZY7dgatceIqYpv70Yw/ZjHD+DZuQbr+U2xxFUvVjs6nKv0VKbDuQzDoHPnzvTp04dq1arh9XoxTZOsrCysViv169fn2muv5bnnnuOWW2457dTdxMREbrrpJmJjY8nIyCA9PR2v10vt2rXp06cPr7zyCi1atAjWnzlzJu+99x4Ao0aN4uKLL87TXkxMDImJiSxcuJDff/+dhg0b0qxZs7P/i6gkQh7pnzFjBrNnz2blypXBgxtyV3K3a9eOpKQk+vTpc9qerJWZRvpFRKQgvsO/41zwNmbGkUCBxUZ0l/+HvcUVRW6RrZH+0lOZRvqlcinxibxpaWnMnTuXWbNmsX79+kCjJ/44RUVF0bNnT/r27Uu3bt1O6yFWNkr6RUSkMGZOFs7F7+HbtT5YZruwE47LB2PYC95dRUl/6VHSL5GqxEn/yXbv3s2sWbOYM2cOO3bsCNzgRAcgMTGRG264gb59+9K8efPSumWFoqRfRESKYpp+3Ovn4f5xKpxY1GupXgtHr4ew1sh/9zsl/aVHSb9EqlJN+k+2ceNGZs2axTfffMP+/fsDNzvRAWjatGml3I5JSb+IiBSXd/8WXAvHY2YfCxTYonB0HYS96V9Oq6ukv/Qo6ZdIddbm27Rs2ZJhw4axePFiPvnkEy666KLgibxbt249W7cVERGJCLZazYjtPxJr7RMLIb1uXN+/j2vJh5hebZktImemyBN5Q+VyuVi8eDELFixgyZIlZGZmBq8VdeqbiIiIgCW2GjHXPoX7p+m4f5kFgGfz9/gO/07MVQ9iqXpumCMUkYqiVKf3eL1eli1bxuzZs1m0aFFwf1fTNDEMg/bt25OUlETv3r2Jiyv+/sORQtN7REQkVN5dyTgXvws5Jw5PiorBcfnd4HbiWv4J+DxgteP4y53YmnbFqOSbZ4RK03skUpVK0r969WrmzJnDt99+S3p6OhBI9AHq16/PjTfeSFJSEnXr1i3prSo0Jf0iIlIS/sxUnAvexn9oZ6H1bA0vxdHrAQyLtYwiixxK+iVShZz0JycnM2fOHObOncuRI4E9hXObqlKlCr179yYpKUkn9Z5ESb+IiJSU6fOSs/oLPL/NL7Seo/s92Jt1K6OoIoeSfolUIc/pv/nmmzEMI5joW61WunTpQr9+/ejVqxdRUVGlFqSIiIgEGFYbji634939K+bxAwXW82xeoqRfRIJKtJDXNE2aNGlCUlISN954IzVr1iytuERERKQwRezg489MLaNARKQiCDnp/+tf/8ptt91Gy5YtSzMeERERKQYjvgZmVlqB1y3xiWUYjYiUdyEv7d+9ezePPfYYM2bMKM14REREpBiiml1e6HV788Kvi0jlEnLSv2XLFnbv3o3brQNCREREypqtaVdsDfPfLMPW8FJsTU4/uVdEKq+Qk/6srMA+wU2bNi21YERERKR4DIsFR68HcHS/B6z2QKHVjqP7PTh6Pah9+kUkj5D/IlxwwQUAbNq0qdSCERERkeIzLFbszbphxNcIvI6vEXithF9EThHyX4XHH38cwzB44403WLlyZWnGJCIiIiIipSjk3XvOO+88Hn30Ud58803uvvtu6tevT5s2bahVqxZxcXEYhlHo+++9995Qby0iIiIiImcg5KS/X79+wZ9N02TXrl3s2rWr2O9X0i8iIiIiUjZCnt5jmmbw69TXRX2JiIiIiJxNq1evplmzZjRr1oy1a9eGO5ywC3mk/+OPPy7NOERERERE5CwJOenv0KFDacYhIiIiIiJnifb0EhERERGJcEr6RUREREQiXMjTe4YPHx7yTQ3DYPTo0SG/Xyqn9duP8M3qXfTuWJ82jc8JdzgiIiJywurVqxk4cCBRUVH8+uuvJCcn87///Y+1a9eSlZVF7dq16du3L0OGDMFms+F0Onn//feZO3cue/fuJT4+no4dO/Loo4/SqFGj09o/fPgwkydPZvny5fzxxx9kZGTgcDioVasWXbp0YdCgQdSuXfuM496yZQsfffQRq1at4vDhwzgcDho3bsx1113HzTffTFRUVGn8esqFkJP+6dOnF7kXf35M01TSLyGZsfR3/jiYgcvtU9IvIiJSTs2YMYNnnnkGr9cbLNu5cyevv/46mzdv5rnnnmPgwIFs27YteD0tLY158+axYsUKpk6dSr169YLXFi5cyNChQ3E6nXnu4/F4yMjIYOvWrUydOpUPP/yQVq1aFTvO9957j9dffx2/3x8sc7vd/Pzzz/z88898+eWXvPfee5x//vmh/BrKnRJN7znTbToTExO56KKLaNmyZakEL5WLy+3N811ERETKF6/Xy7PPPkvdunUZN24cy5cvZ8qUKVx00UUAzJs3j9tuu43du3czfPhwFi9ezJIlS3j00UexWCwcP36cd999N9je3r17eeKJJ3A6nVxwwQWMHTuWhQsXsmLFCqZMmcJNN90EQEZGBv/+97+LHefkyZN59dVX8fv9dO7cmQ8//JBVq1axaNEi/vnPf1KtWjW2bNnCvffei8vlKt1fUpiEPNK/cuXKQq+bpklGRgb79u3jhx9+YNKkSTidToYOHUqXLl1Cva2IiIhIheXz+Vm0djfz1+zi8DEnNavHcFWH+lx5WX2sljOfQVHe+P1+qlSpwueff05iYiIA55xzDqNHj6Zv374ApKSk8NZbb3HVVVcF3/fAAw+wbds25s6dmyfH/Oyzz3C5XERFRTFhwoQ8U3gSExNp3bo1WVlZzJs3j59++gmXy4XD4Sg0xvT0dMaMGQPA1VdfzdixY4OzVxISErjjjjto3749N910E1u3buWzzz7jnnvuKZ1fUBiFPNKfkJBQ6FeNGjVo0KABnTt35u9//zsfffQRXq+Xxx9/nIMHD5bmZxAREREp93w+P2M+WcvYL9exKSWNI8ecbEpJY+yX6xjz8Y/4fP6iG6kAkpKSggl/rubNmxMbGwtA3bp18yT8udq0aQOQJ09s2rQpt9xyC/fdd1+Bc/Yvu+wyINDhOH78eJHxzZw5k+zsbACefvrpfKerN2/ePNhJmTJlSpFtVgRltntP27ZtufXWWzl+/DgTJkwoq9uKiIiIlAuL1u5m5a/787228tf9LP5pdxlHdHZcfPHF+ZbndgRatGiR7/X4+HggMFc/V1JSEi+88AIPP/xwvu/ZtWtXnrUBJ68jKMiaNWsAgoPUWVlZ+X7ldkJ+//130tLSimy3vAt5ek8ounfvzkcffcQPP/zAP/7xj7K8tYiIiEhYzV+zq9Dr363eRa8ODcoomrMnISEh3/LcEfXc5P5UFkvBY9FOp5MVK1awefNmdu3axa5du9ixY8dpI/u560gLs2fPHgCOHj1Ku3btiqwPgacPNWrUKFbd8qpMk/7cbY8OHDgQ0vs3bNjAhAkTWLNmDceOHSMhIYF27doxaNCgYv+jFce2bdvo378/brebzz77jPbt25da2yIiIlI5HT7mLNH1iqKoOfVn6qOPPmLs2LFkZmbmKbfZbLRu3ZrExEQWL15c7PZObedsvae8KdOkP/dxSu6crjMxb948nnzyyTyPbQ4dOsQ333zDd999x9ChQxkyZEiJY/R4PDz99NO43e4StyUiIiKSq2b1GI4UktjXrB5ThtFUDBMmTODll18GoE6dOvTq1YuWLVtywQUX0LRpUxwOB9OmTTujpD+3U9K2bVu++OKLsxJ3eVRmSf/ChQt5//33MQyjwLleBUlOTubpp5/G6/XSvn17nnjiCRo1akRKSgpvvPEGq1ev5pVXXqFx48b06NGjRHG+9dZbbNy4sURtiIiIiJzqqg712ZRS8NzwqzvWL8Noyj+n08nbb78NQOvWrfn000+Jjo4+rd7Ro0fPqN3atWuzZcuW4DSfguSeLRUpQk7677333iLrmKaJy+Vi37597N+/P/jL++tf/3pG93rzzTdxu900adKEiRMnBv/Ba9SowYQJExg8eDBr167l5Zdf5vLLLy90Tlhh1q1bx/vvvx/Se0VEREQKc+Vl9flx08F8F/N2vrgWV7RX0n+y7du3k5WVBQQW9OaX8EPebeSLM6f/0ksvZfHixRw5coTk5GRat26db71//etfzJo1i7p16/LRRx8VuBahogg56V+6dGmxez8n/wNce+21+W7TVJAdO3awbNkyAO6///7T/sHtdjtPPfUUt9xyCzt27ODnn38OaQ6+0+lk2LBh+Hw++vXrx/Tp08+4DRERkXAw7A7ME9+l/LJaDIbd2Z7FP+3mu9V/7tN/dcf6XNE+MvbpL002259p6o4dO/KtM2vWLJYuXRp8XZzp2UlJSbz55pt4PB5GjRrFxx9/fNo6hM2bNzNlyhRcLhctWrSo8Ak/lHB6T3F6UzabjSpVqtCsWTOSkpKCe54WV+4/pNVq5fLLL8+3Tps2bUhMTCQ1NZWFCxeGlPSPGTOGlJQUrrjiCiX9IiJSoUS374d7/TdEtekd7lCkCFarhV4dGkTELj1nW9OmTalZsyaHDx9m8uTJnHfeefTp04f4+HhSUlKYNm0aX331VZ735D4ZKEzNmjV55JFHePXVV1m/fj233norDz/8MG3btsXpdLJs2TLefPNNXC4Xdrudp59++mx9xDIVctK/efPm0oyjQJs2bQKgXr16VKlSJd86hmHQvHlzli9fzoYNG874HkuXLmXSpElUr16dF198kZ07d5YoZhERkbJkq98WW/224Q5DpFRZrVZGjhzJI488gtfr5bXXXuO1117LU8dutzNkyBDGjx8PwB9//FHgdJ2T3XvvvWRmZvLuu++yadMmHnjggdPqxMTE8Morr9CyZcvS+UBhVmaHc4Vq7969QOD0tsLUqlULoMhFGac6fvw4zzzzDADPP/88NWvWDCFKERERESltPXv2ZNKkSVxzzTWcc845WK1WYmNjadKkCbfffjtff/01jz32GBdeeCEA8+fPL1a7hmHwxBNPMHXqVPr370+9evWIjo4mOjqaCy64gIEDBzJnzhx69ep1Nj9emToru/ccPHiQH3/8kYMHD3Leeedx6aWXBpPyM5W7IrugUf5cudfT09PPqP2RI0dy8OBBevfuzbXXXhtSjCIiIiKVWceOHdmyZUuhdYpKyPv370///v1PK2/dujVjx44t9L1z584NKaZWrVrx0ksvFVonUpxR0n/gwAE+//xztmzZwuOPP07z5s3zXDdNk9GjRzN58uQ8++lbrVZuuOEGnn32WeLi4s4owJycHKDogx5yF/jm1i+OuXPnMmfOHM455xxGjBhxRnGFIjGx4i8CCSer1RL8XrNm4Z1AEREREflTsZP+zz//nJdeeimYzN98882nJf1Dhw5l3rx5py3w9Xq9zJgxg82bN/PBBx9QvXr1YgdotVoBSn2f1EOHDjFy5EgAXnjhhQKPjC5NqamZ+P1FL36W/Pl8/uD3w4czwhyNiIhEIg0qSaQq1pz+qVOn8sILL+D1ejFNE6vVetqI+jfffMPcuXODe/F36tSJt99+mw8++IBBgwZhQuOfBAAAIABJREFUtVrZvHkzo0ePPqMAY2ICp9O5XK5C6xX3iUCuZ555hmPHjtGvXz969ux5RjGJiIiIiFQkRY70Z2Rk8MorrwCBefNDhw7lxhtvDCbjuXJXUxuGQceOHZkwYUJwlL5z5860aNGCv//978yaNYtBgwZx0UUXFSvA3Ln6GRmFj+zmzuUvzoj9pEmTWLJkCeeff35wEa+IiIiISKQqMumfN28eR48exW63M3HiRFq1anVaneTkZHbt2hV8/fTTTwcT/lxJSUlMnjyZ9evXM3fu3GIn/Y0aNWLNmjXs33/66XUnO3DgAECxFgznLvY4cOBAkXv633777QDUqVOHRYsWFSdkEREREZFypcjpPUuWLMEwDG644YZ8E36A77//HgiM8jdu3LjA/Ux79+6NaZp5jksuSpMmTYDAvqvZ2dn51jFNM7iff6TspSp/8vn9LF2/j7T0wBSutPQclq7fp/URIiIiIsVU5Ej/tm3bAOjWrVuBdU5O4rt27VpgvaZNmwKBRbTF1b17d0aNGoXH42Hp0qVcc801p9VZt24daWlpRcaZ6/3338fn8xV4fe3atdx3330ATJw4kbZt22KxlPsjDSKSz+/nnRkb+Gnr4WCZx+fng3mbSd6Ryv8lXYRV/zYiIiIihSoyW8pNpmvXrp3vdbfbzW+//RZ83alTpwLbyp2ff/z48WIHWL9+fS655BIAxo4de9rxyh6Ph1dffRUIdCo6d+5cZJsOh4O4uLgCv05eDBwdHU1cXNxpaxikbKz49UCehP9kP209zIrfDpRxRCIiIiIVz/9v777Do6zy94+/p6UHCAmEhF6lBilSE1EUC+KKCoKAgIqICu5P3FWwrGVl1bX7VVxwUVxEVBAUWXBRVCBUgcgECB0CgRRID6mTmd8fISMhhQAhk0zu13VxMXnKmc/kguR+znPOeS4Y+vPz8wFKjdEvFhUVRUFBgfOYXr16ldtW8WRbP7+LW69+5syZGAwGDh48yH333cfmzZtJTU3l999/Z9KkSfz2228YDAaeeOKJEkt7Wq1WbrnlFm655RY+//zzi3pPqRnWWyuey3Gh/SIiIiJSieE9gYGBxMfHO3v8z7d582agaDx/586dKwz0R44cASq3ws65unfvzksvvcSLL77I7t27mTBhQqljZsyYweDBg0tsy8nJcb5n8ZN9pXZJyax4qda4pCwSU7MJDvCppopEREREap8L9vS3bNkSgOjo6DL3//TTT87XFxpPv2bNGgwGA23atLmYGgEYNWoUS5YsYdiwYTRu3BiLxUKDBg24/vrrmT9/PhMnTrzoNqXma+hf8XMXcvMLmTlnM68t3MGG6Hjy8sufqyEiIiJSVxkc5z8+9zyffvopr7/+OqGhoaxcubLEePft27c7l7Q0GAx8++23XHXVVWW2s23bNsaNG4fBYOCFF15g9OjRVfgxagc9kffird95kk9X7a308Z4eJvp2akx4WChtQ+tV+ZOcRUTEvemJvOKuLtjTP2zYMHx8fIiPj2fy5MkcPXoUu93Otm3bePrpp4GiwN+jR49yA/+xY8d46qmngKJJtDfeeGMVfgRxZwO7hdCrQ6My913dLoj7h3akQ/MGzm15+YWs2xnPPxZs57l/b2HVlljSs/LKPF9ERESkrrhgTz/A/Pnzee2115y9pgaDgeLTHA4Hnp6eLF26lLZt2zrPyc3NZdu2baxbt44lS5aQnZ2NwWBg6tSpPPbYY1fo49Rs6um/NIV2Oxt3JfD56v0U2OxYzEbG3dSBgV1DMBqL/k0mpmQTGR3Phuh40rLyS5xvNBgIaxtIRFgI3doGYjZpiU8RESmbevrFXVUq9EPR2vbvvfceNputxHYfHx/effddrr322hLbo6OjueeeewCcFwhDhgzhnXfewWy+4Pxht6TQf3lmztlEYmoOwQHevPpw2Uuz2u0Odh1JIdJ6kqgDpyk87/tdz8fCgK4hDAwLoWmQb3WULSIitYhCv7irSod+gJMnT7J48WIOHjwIQKdOnbjnnnsICgoq89ji1XTMZjMTJkzgySefrNMPuVLovzyVCf3nyszOZ/PuRNZbTxJ36kyp/W1D6xEeFkKfTsF4e9bNC1ERESlJoV/c1UWF/ouRn5/Phx9+SMuWLbnuuuto2LDhlXibWkWh//JcbOgv5nA4iE3MZL01ns27E8nJK3m3ysNspHfHxkSEhdCheQNN/hURqcMU+sVdXbHQL6Up9F+eSw3958ovKGTHgVNEWuPZc7T0sxsaN/BmYFgIA7s2oWG9ipcLFRER96PQL+5KYxqkTvGwmOjXuQn9OjfhdFoOG3YlEGmNJzmj6CFgSWk5LFt3mG/XH6ZL64ZEhIVydbsgLOa6OyxNREREaj+Ffqmzghp4c0d4a24f2Iq9salEWuPZtu8UtkI7DgfsOpzCrsMp+HqZ6d+lCeFhIbQIVg+QiIhIWXbu3MmHH36I1WolKyuLwMBAxo0bx0MPPeTq0qrUli1bGD9+PAALFy6kd+/eLq6ochT6pc4zGgx0btWQzq0aMja3gK17EllvjedoQiYAZ3Jt/LQ9jp+2x9Ey2J/wsBD6dQnG18vi4spFRERqhv379zN27FgKCgqc2xISEqhXr54Lq5JzKfSLnMPXy8L1PZtxfc9mHE/KItIaz6bdCWTlFP0Qi03MJPbHTL76+SA9OwQRERZKp1YBGDX5V0RE6rAVK1ZQUFCAyWTizTffpF+/fthsNvz8/Fxdmpyl0C9SjuaN/bj3xvaMuK4tOw+eJjI6nujDyTgcYCu0szUmia0xSQTW82RgtxAGdguhUQNvV5ctIiJS7ZKTkwHo2LEjQ4cOdXE1UhaFfpELsJxd0rN3x8akZuaxcVc8663xJKXmAJCckcfyDUdZvuEonVoGEB4WQq8OjfCwmFxcuYiISPUoLCwEwNdXD76sqRT6RS5CgL8nt/VvxdB+Ldl/PI3I6Hh+25tEfoEdgJjYVGJiU/nc00zfzsFEhIXQqom/1v4XERG3dN9997F161bn11u3buWqq64C4M477+S1114DwG63s3z5cpYvX86ePXvIysoiICCA3r17M3bs2DInwxZPmPXw8CA6Ohqr1cq///1vtm3bxpkzZwgNDeWOO+5g0qRJmM1mcnJy+Pjjj1m5ciUnTpzAz8+Pvn378uc//5nWrVuXWf+pU6f48ssv2bBhA7GxsWRmZuLl5UVISAgDBgxgwoQJhIaGXvT3Zd++fXz22Wds3ryZU6dO4eXlRbt27bjtttu455578PDwuOg2L5dCv8glMBgMXNUigKtaBDDmxg78tjeJSGs8B0+kA5CTZ+PXqBP8GnWCpo18iegWQr+uTajnU/3/yUVERFwpLS2Nxx57jG3btpXYnpSUxMqVK1m5ciUPPPAATz31VLmdZN9++y3PPvssNtsfD9g8fPgw77zzDnv37uVvf/sb48eP58CBA879KSkprFq1io0bN/LNN9/QvHnzEm2uWbOGJ598kpycnBLbCwoKyMzMZP/+/XzzzTfMnz+frl27Vvrzzp07l3feeQe73e7clp+fz44dO9ixYwdff/01c+fOpUmTJpVusypo8XGRy+Ttaeba7qE8c18vZj3Ul1v6tqCe7x/h/sSpM3z580Ge/GADHy6NZufB0xSe84NARESktvr444/ZsWMHt99+OwC9evVyhtuXX36ZwsJCZ+C3WCxMmTKFlStXsmXLFpYsWcJdd90FwCeffMK//vWvMt/DZrPx3HPP0axZM2bPns2GDRtYvHgxXbp0AWDVqlXce++9HD9+nJkzZ/LLL7+wbt06/vznP2M0GklPT2fOnDkl2jxx4gTTp08nJyeHNm3a8P7777NmzRo2btzI4sWLGTFiBACZmZnOuxWV8eWXX/LWW29ht9vp378/8+fPZ/Pmzfz88888//zz1K9fn3379vHQQw+Rm5t70d/vy6GefpEqFBLoyz3Xt+Oua9sQfTiZSGs8Ow8mY3c4KLQ72L7/FNv3n6K+nwcDu4YQHhZCk4Y+ri5bRESqicNeSKb1VzJ3rsGWkYy5XiD+3W/AP+w6DMbaNxfMy6vo6fVmc1GkNJlMJcb1L1682NnD/+6773LjjTc69zVo0IBXX32VgIAA5s2bx4cffshdd91FcHBwifew2+34+/vzxRdfEBgYCEBQUBD/+Mc/uOOOOwA4evQoH3zwAUOGDHGe9+ijj3LgwAFWrlzJpk2bSrS5cOFCcnNz8fDwYN68eSWG8AQGBhIWFsaZM2dYtWoV27dvJzc31/lZy5ORkcHrr78OwE033cT777/vvHMREBDAuHHj6N27NyNGjGD//v0sXLiQBx988ELf4iqjnn6RK8BsMtKjfSOm3R3GW1MHcs/17QgJ/CPcp2fls3JzLM/M3cyrn29nvfUkufm2CloUEZHazmEvJHHpW5z+72zy4vZRmHGavLh9nP7vbBKXvoXDXujqEqvcokWLALjmmmtKBP5zTZs2DT8/PwoKCvjuu+/KPGb48OHOwF+sY8eO+PgU/W5t1qxZicBfrHv37gAkJiaW2N6hQwdGjRrF5MmTyx2zf8011wBFFx3p6enlfUSn5cuXk52dDVDuUKWOHTs6L1QWL158wTarknr6Ra6w+r4e3NK3BTf3ac7hkxmst8azNSaR3PyiH+4H4tI5EJfOFz8e4JpOjYkIC6Fd0/qa/Csi4mYyrb+SvW9Lmfuy920hK3ot/t0HV3NVV05WVhYxMTEAdO7cmTNnzpR7bKdOnfjtt9/Yvn17mfu7detW5vbAwECys7Pp1KlTmfuLnxNw7kPDoOgiYvjw4eXWc+zYsRLzA86dS1Ce4gnNAQEBNGzYsNzP2717d5YsWcKRI0dISUmhYcOGF2y7Kij0i1QTg8FA26b1adu0Pvfe0J5t+4om/+47ngZAXkEhkdZ4Iq3xBDf0ISIshAFdm9DAz9PFlYuISFXI3Lmmwv0Zv69xq9B/4sQJ52TWzz77jM8+++yC5yQkJJS5PSAgoMztxR1k5T0EzGiseFBLTk4OGzduZO/evRw7doxjx45x6NChUj37DofjQqUTFxcHQGpqKj179rzg8VB0B0KhX+Q8Xh7mEn/XZp4eJucDvRJTs9kQHc+G6ARSM/MASEzJZsmvh1i69jDd2jQkPCyU7u0CMZs0Ik9EpLayZSRfYP/paqqkemRlZVXZORcaT38pPvvsM95///1S72k2mwkLCyMwMJBffvml0u1V5ee9Emp/epI6Y3hEa/639Rg392nh6lKqVHCAD3dd25bh4W3YfTSF9dZ4ovafotDuwO5wsPNQMjsPJePvY6F/lyZEhIXQtJEeay4iUtuY6wVSWEGwN9cLqsZqrjxv7z+eUv/SSy8xevRoF1ZT0rx58/jnP/8JQNOmTbnxxhvp3Lkzbdq0oUOHDnh5ebF06dKLCv3FFyZXX301X3311RWp+3Io9Eut0b1dEN3budcPxHMZjQa6tQmkW5tAMrPz2bwnkfU744k7VdQLkJldwOrfjrP6t+O0DqlHRFgIfToF4+Ol/8YiIrWBf/cbyIvbV+7+elffUI3VXHnnrkNfPPSlPA6Ho9rmsuXk5PDhhx8CEBYWxueff46nZ+mhtKmpqRfVbmhoKPv27atRn/VcGisgUgP5+3gwpHdzXnrgGl6YeA2DezbFx/OPcH8kPoP//G8f0z+I5OPvdxMTm4q9EuMNRUTEdfzDrsPnqr5l7vO5qi9+3QZVc0VXVsOGDWnbti1AhT3meXl5XHvttVx//fW88cYbV7yugwcPOifZDh8+vMzAD5RY5rMyY/p79eoFwOnTp7FareUeN2vWLPr27cvdd99drcN7FPpFajCDwUDLJv6Mu+kq3pk2kIf/1IUurQIo7h/It9nZtDuRNxZFMeNfm1i+4QjJ6dX7sA8REakcg9FE8F1P0mjYY3g264ipXhCezTrSaNhjBN/1ZK1cp/9CRo4cCRQF7fnz55d5zIcffkhSUhInT56kQ4cOV7ym4mcKABw6dKjMY77//nvWr1/v/Do/P/+C7Q4fPhyLxQLAK6+8UubDt/bu3cvixYtJS0vD39+/3AnIV4LGBYjUEhazib6dg+nbOZjT6TlsjE4gMjqe02dD/un0XL5df4Tv1h+hc+uGRISF0KN9EBaz+/0SERGprQxGE/7dB7vVKj0VGTNmDN999x0xMTG8+uqrHD58mNGjRxMaGkp8fDyLFi1yjn+/+uqrGTZs2BWvqUOHDjRq1IhTp07x5ZdfEhwczK233oqfnx9Hjx5l6dKlLFmypMQ5FS03WqxRo0Y8/vjjvPXWW+zcuZPRo0czbdo0rr76anJycoiMjOS9994jNzcXi8XCU089daU+YpkU+kVqoaD63vwpvDXDBrZiX2wq66Pj2b7vFAU2Ow5g95EUdh9JwdfLTL/OTQgPC6FlE39Xly0iInWMp6cnc+bM4ZFHHmH37t189dVXZU5y7dKlCx988AEm05XvqDKZTLz00ks8/vjj2Gw23n77bd5+++0Sx1gsFiZNmsRHH30EQGxsLGFhYRds+6GHHiIrK4s5c+YQExPDo48+WuoYb29v3nzzTTp37lw1H6iSFPpFajGjwUCnVg3p1Koh2UMK2BKTRKT1JEfiMwE4k2tjzY441uyIo0VjP8LDQujXpQl+3hYXVy4iInVFcHAwX3/9Nd9++y0rV64kJiaGjIwMfHx8uOqqqxg6dCgjR450Do2pDjfccAOLFi3i3//+N9u3byc1NRVPT0+aNm1Knz59GDt2LG3btmX16tUcOnSIH3/8kdtvv/2C7RoMBqZPn85NN93EwoUL+e2330hKSgKKVgkKDw9n4sSJNG3a9Ep/xNK1OSozM0GqRHJyFna7vt1y5cUlZREZHc/GXQlk5ZR8CqHZZKBH+0ZEhIXQuVVDjEY9+VdEpFijRrorKu5Job8aKfRLdbMV2tl58DTrrfFEH07m/P/tAf6eDOwWQnhYCI0beJfdiIhIHaLQL+5Kob8aKfSLK6Vm5rFxVzyR1ngSU3NK7e/YogHhYSH0uqoxnhZN/hWRukmhX9yVQn81UuiXmsDhcHAgLp1Iazy/7U0ir6CwxH5vTxN9OwUTHhZK6xB/lzxARETEVRT6xV0p9FcjhX6paXLybGzbm8T66HgOxqWX2h8a5Et4txAGdG1CPV8PF1QoIlK9FPrFXSn0VyOFfqnJ4pPPFE3+jU4g/UzJh5CYjAbC2gYS0T2Ubm0aYjLquX4i4p4U+sVdKfRXI4V+qQ0K7XaiD6cQaY1n58HTFJ73b7a+rwcDujUhvFsIIYG+LqpSROTKUOgXd6XQX40U+qW2yTiTz6bdCay3xnPydOmnEbZrVp+IbiH07tgYb0899kNEaj+FfnFXCv3VSKFfaiuHw8GR+EwirSfZEpNITl7Jyb+eFhPXdGxMeFgI7ZvV1+RfEam1FPrFXSn0VyOFfnEHeQWF7Nh3ivXWk+w9llZqf3CAN+FhIQzoGkKAv6cLKhQRuXQK/eKuFPqrkUK/uJuktBw2WOPZsCuelIy8EvsMBujWJpCIsBC6twvCbHKvyb87D57mhy3HuKVvC7q3C3J1OSJSRRT6xV3VqtC/e/du5s2bx9atW0lLSyMgIICePXsyYcIEevbseUlt2u12VqxYwfLly9mzZw8ZGRn4+PjQoUMHbr31VkaOHImHR9UsVajQL+7KbnewJ7Zo8u+O/aewFZb8d+7nbWFA1yaEh4XQrJGfi6qsWi99+huxiZm0DPbnhfuvcXU5IlJFFPrFXdWa0L9q1Sr+8pe/YLPZSu0zGo08+eSTTJo06aLazMrK4pFHHmHr1q3lHtO5c2fmzJlD48aNL7rm8yn0S12QlVPAlj2JrLee5FhiVqn9rUP8CQ8LpW+nxvh4WVxQYdWYOWcTiak5BAd48+rD/V1djohUEYV+cVe1IvRbrVbGjh1Lfn4+vXv3Zvr06bRu3ZqjR4/y7rvvsmXLFgwGA//617+47rrrKt3u1KlT+fHHHzEYDIwdO5aRI0cSHBzM8ePHWbZsGYsWLcLhcNC9e3e+/PJLjJe5NrlCv9Q1sQmZREbHs3l3AmdyS16wW8xGel3ViIhuIVzVMgBjLZv8q9Av4p4U+sVd1YrQ/+CDDxIZGUn79u355ptv8PT8Y3JgQUEBEydOZNu2bbRt25YVK1ZUKpxbrVZGjhwJwPTp03n44YdLHbNo0SJefPFFAN577z1uueWWy/ocCv1SVxXYCok6cJpIazy7j6Rw/v+CoPpeRU/+7daEoPreLqnxYin0i7gnhX5xVzV+Zt2hQ4eIjIwE4JFHHikR+AEsFgt//etfncfu2LGjUu3+8MMPANSrV4/777+/zGNGjx5NcHAwAGvXrr2k+kUELGYTfToFM33U1bzx6ADujGhNUH0v5/7T6bl8G3mEpz/axFtfRrFlTyIFtsIKWhQREZGLUeOfprN+/XoATCYT1157bZnHdO/encDAQJKTk1mzZg29e/e+YLunT5/GYrHQsWPHcifqGgwGmjdvTmJiIklJSZf+IUTEqWE9L24f2JrbBrRi/7E01lvj2b4viXybHQew+2gqu4+m4uNppl+XYCLCQmkR7Ke1/0VERC5DjQ/9MTExADRv3hx//7JvuRkMBjp27MiGDRvYvXt3pdr95z//yeuvv86ZM6WfMnqu48ePA0V3BESk6hgNBjq2DKBjywDGDunA1r2JRFrjOXwyA4DsPBs/7zjBzztO0LyxH+FhIfTv0gQ/79o7+VdERMRVanzoP3HiBADNmjWr8LiQkBAA4uLiKt22wWDAz6/85QN/+eUXEhMTAejVq1el2xWRi+PjZea6q5ty3dVNOXEqi8joeDbuSiAzuwCA40lZLPrpAIt/OcjV7RsRERZCl1YNMRrV+y8iIlIZNT70p6amApTby1+seH9GRkaVvG9GRgazZs0Cinr5hw0bViXtikjFmjbyY9Tg9tw9qC3WQ8lEWuOxHkrG7nBgK3SwbW8S2/YmEeDvycBuTRjYLYTgAB9Xly0iIlKj1fjQn5dX9JRPLy+vCo8rnuBbfPzlvue0adOcQ3uefPJJGjRocNntBga6x0OJRKpLSJP63DywDSkZufyy7Tg/bj3GiVNFa/+nZuaxYmMsKzbG0rVtIEP6tGBAt1C8PKvnx5rp7BOGTSajVvsQEZEar8aHfpPJBFBtk/hycnKYOnUqmzdvBuCOO+5g9OjRVdK2luwUuXTXdmtCRNdgDp3IYL31JFv3JpGXX7TCz65Dyew6lMxH31jp0ymYiLAQ2oTWu6I/NwoL7c6/T53KvGLvIyLVSxfx4q5qfOj39i5aszs3N7fC4yp7R6AiqampPPLII0RFRQEwePBg5xAfEXE9g8FAu2b1adesPvfe2J5te08RaT3J/rh0AHLzC1m38yTrdp4kJNCHiLBQ+ndtQn3fslfoEhERqStqfOgvHqufmVlxT1rxWP6AgIBLep+jR48yefJkYmNjAbjtttt4/fXXsVi0UohITeTlYSY8LITwsBASUrLZEB1PZHQ86Vn5AMQnZ/P1LwdZ8ushurcLJDwshG5tAjGbavzjSURERKpcjQ/9rVu3ZuvWrcTHx1d4XEJCAvDHKj4XY8eOHTzyyCOkpaUBMH78eGbOnFmpJ/uKiOs1aejD3YPaMjyiNbuPpLDeGs/vB05TaHdgdziIOnCaqAOnqefrwYCuTQjvFkJokK+ryxYREak2NT70t2/fHoDY2Fiys7Px8Sm9SofD4XCu59+5c+eLaj8yMpJHH32UvLw8jEYjTz/9NBMnTrzsukWk+pmMRsLaBhHWNoiM7Hw2705kvfUkJ04VPY8j40w+P2w5xg9bjtG2aT0iwkK5pmNjvKtp8q+IiIir1Piu7EGDBgFQUFDgfDrv+X7//XdSUlIAiIiIqHTbUVFRTJ06lby8PCwWC2+//bYCv4ibqOfjwU3XNOflB/rw/ITeXN+jaYlwf+hEBvNX7eWJDyKZt2IP+46l4nBoor2IiLinGt+91aJFC3r06EFUVBTvv/8+4eHh+Pr+cVu+oKCAt956C4AOHTrQv3//SrWbnp7OE088QU5ODmazmdmzZ3Pttddekc8gIq5jMBhoHVKP1iH1GDW4HTv2n2K9NZ6Y2KJngOQX2NmwK4ENuxJoHOBNeLcQBnYLIcDf08WVi4iIVB3Tiy+++KKri7iQ9u3bs2TJElJSUoiMjKRly5b4+vqyb98+nnnmGbZu3YrBYOCVV16hTZs2zvOsVisTJkzg888/ByAsLMy577333nPeOZgyZQrDhg2joKCg3D92ux2z+fKukXJy8lFHoojrmExGmjX2Y2C3EAZ0bYKPp5nT6Tnk5BUt/Xkm10ZMbCo/bjvO4ZMZWExGGjXwxlTGk3/XbI/jTK4NP28LN/ZuXt0fRaSEnQdP89mqvfj7WGjSUA+ruxy+vrrgF/dkcNSS+9lfffUVL774Ina7vcz9M2fOLDU0Z8uWLYwfPx6AqVOnMm3aNKBoec9+/fqRnZ1d6ffv06cPCxYsuLTiz9I6/SI1j93hICY2lUhrPNv3ncJWWPJnjJ+3hX5dgokIC6V5Yz8K7XY2Rifw+er9FBTasZiMjLupAwO7hWAs4+JApDq89OlvxCZm0jLYnxfuv8bV5dRqWqdf3FWNH95TbNSoUXTt2pVPPvmErVu3kpqaiq+vLz169GDChAmVHtYDsH///osK/CLivowGA11aNaRLq4acyS1gy55E1lvjiU0oWiY4K6eAn7bF8dO2OFoG+2F3wPGkLOf5BYV2Pl21F+uhZKYM74JJq36JC+Tm20r8LSJyvlrT0+8O1NMvUnscS8wkMjqeTbsSOJNbuSA1+oZ2DOreFIvFiLGaniIuAjBzziYSU3MIDvDm1Ycr3wkmpamnX9xVrenpFxGpTi2C/RkT7M/I69qx8+Bp1lvjiT6cXOE5X645yJdrDgJgMRvxMBvxsJjb8f9fAAAUJElEQVTwtJjwsJx9fXZb0XYjHmbT2a+LXnt6mPAwG/84x3zOsWfPK96v4UQiIlJZCv0iIhWwmI307tiY3h0bM/2DSNLOPvH3Qgpsdgps9krfJbgUZpPh7MWByXmB4WE5e8FgPvdC45ztJS4mSm7zPPecs9s0XElExD0o9IuIVFJQfe8KQ7+/j4WOLQLILygkr6CQfJud/IJC8gvs5NmK/s4vKKSwiob52Qod2AptV/TCwmQ0nHdRcM5dhzLuZPxxl6KcC5Bz72qc3WYyGjBoOJSIyBWl0C8iUkkRYSEcPJFe7v4R17UlIiz0gu3YCu1FFwC2wj8uCgqKXuede6FQUHj2mPMvHsren3d2e76tEFth1VxYFNod5OTZyMmrkubKZDQY8PQwlrg4OPeioOSwKGPZdzfMJjw8TCXuVniYjWeHS5kwm3RhISJ1m0K/iEglDewWgvVQMtv3nyq1r1eHRgzsGlKpdswmI2aTEZ8r+CO40G7/42LgnAuJ/LMXCnnOC4mzr20lLz7+uEvxx7F552zLPzt8qSrYHQ5y8gqdz0u4EgwGSlw8nD9n4vw5FefOuTh32x93KUpfgFjMxmq/sCheQjYlo+iqLCUjj/U7T2oJWREpRav3VCOt3iNS+xXa7WzcdXadfpsdi/nsOv1d617IstsdJe80lHGhUNbFxLl3JPLySw6DKrogOfcCpWouLKqDAbCUOafCWMZdiPLnVJQ196L4QsVi/mNlqEK7nX99u7vci1AtIXtptHqPuCv19IuIXAST0UhEWCgrN8WSmJpDQ3/PSg3pcUdGowEvDzNeHlfuPewOBwW20sOX/hjSVHzBcd6djPzzhk+df/FxXjtV0R3jgLPt2YGCKmixbMV3HRwOR7nzObbvP8XGXQl19t+miJSm0C8iIjWW0VC0QpGnxcSV6n91FF9YnHdxUWpOhe2cuRfnbCtxQVLG3Y3iOyBVdV89/2ytF7LeGq/QLyJOCv0iIlKnGQwG54RhvC1X5D0cDge2Qkfp4U7nTM4+f1hT+ZO8i/bHJmRWuBJUSkbuFfksIlI7KfSLiIhcYQaDAYvZgMVsxNeratr8x4LtFa4m1bBeFb2RiLgFzfARERGphSLCKl4t6kL7RaRuUegXERGphQZ2C6FXh0Zl7ruYJWRFpG5Q6BcREamFjEYDU4Z34f6hHbGYi36dW8xG7h/akUeGd61zS8iKSMUU+kVERGqp4iVkG/p7AjiXkFXgF5HzKfSLiIiIiLg5hX4RERERETen0C8iIiIi4uYU+kVERERE3JxCv4iISC3n5WEu8beIyPkU+kVERGq54RGt6diiAcMjWru6FBGpodQlICJyCdSzKjVJ93ZBdG8X5OoyRKQGU0+/iMglUM+qiIjUJgaHw+FwdRF1RXJyFna7vt0iIiI1VaNG/q4uQeSKUE+/iIiIiIibU+gXEREREXFzCv0iIiIiIm5OoV9ERERExM0p9IuIiIiIuDmFfhERERERN6fQLyIiIiLi5hT6RURERETcnEK/iIiIiIibU+gXEREREXFzZlcXUJcYjQZXlyAiIiIidZDB4XA4XF2EiIiIiIhcORreIyIiIiLi5hT6RURERETcnEK/iIiIiIibU+gXEREREXFzCv0iIiIiIm5OoV9ERERExM0p9IuIiIiIuDmFfhERERERN6fQLyIiIiLi5hT6RURERETcnEK/iIiIiIibU+gXEREREXFzZlcXIHIpHn30UdasWcPChQvp3bu3q8uROuSXX35hyZIlWK1WUlNT8fLyolWrVgwZMoSxY8fi5+fn6hKljnA4HHz//fd88803xMTEkJOTQ6NGjejXrx9jxoyha9euri5RRGoQg8PhcLi6CJGLsXDhQl5++WXna4V+qQ42m42nnnqK//73v+Ue06xZM+bOnUvbtm2rsTKpi3Jzc3n88cdZu3ZtmfuNRiPTpk3j0UcfrebKRKSm0vAeqVUWL17M3//+d1eXIXXQG2+84Qz8t912G4sXL2bz5s18++23PProo1gsFuLi4pg8eTLZ2dkurlbc3axZs5yBf8SIESxdupSNGzeycOFC+vXrh91u57333mPlypUurlREagr19EutkJ+fz2uvvcbChQtLbFdPv1SHxMREBg8ejM1mY9SoUc47Tedau3YtkydPBuCpp57iwQcfrO4ypY6IjY3llltuwW63M2bMGF544YUS+wsKChg1ahS7d++mffv2rFixwkWVikhNop5+qfF+/PFHhg0b5gz8Xbp0cXFFUtf89NNP2Gw2DAYDjz/+eJnHDBo0iB49egDw66+/VmN1UtesWbMGu92OwWBgypQppfZbLBaGDh0KwIEDBzhz5kx1lygiNZAm8kqNlpGRwdSpUwHw8fHhL3/5C+3atWP8+PEurkzqkqSkJDw9PQkKCiIoKKjc41q0aEFUVBRJSUnVWJ3UNQ888AC33HILcXFxBAcHV3iswWDAbNavehFR6JdawGQyMWzYMP7f//t/hIaGsmXLFleXJHXME088wRNPPEFWVlaFxx07dgyA+vXrV0dZUoeFhoYSGhpa5r4zZ86wdOlSAK655ho8PT2rszQRqaEU+qVG8/b2ZvXq1TRr1szVpYhUuBznvn37+P333wHo1atXdZUkAkBWVhaJiYls3ryZ+fPnc+zYMfz9/Xn22WddXZqI1BAK/VKjWSwWBX6p8fLz8/nb3/6Gw+HAbDZzzz33uLokqWPuvvtujh496vy6Q4cOvPvuu1o+VkScNJFXROQy2O12nn32WWcv/wMPPEDr1q1dXJXUNYmJiSW+3r9/P88//zyHDh1yUUUiUtMo9IuIXKLCwkKeffZZli9fDkDfvn3585//7OKqpK6x2+0sW7aM6Oho1q1bx4wZM/Dy8mL79u2MGTOG2NhYV5coIjWAQr+IyCXIyclh2rRpzgmT3bt3Z/bs2VopRaqd0WikdevWeHh4EBwczP33389HH30EQFpaGu+//76LKxSRmkChX0TkIp0+fZr77ruPNWvWANCnTx8++eSTCif6ilSnAQMGMGDAAAB+/vlnF1cjIjWBQr+IyEU4fPgwo0aNIjo6GoCbb76ZefPmKfBLjVP8IMPs7GxSUlJcXI2IuJruQ4uIVNLevXuZMGECaWlpANx///089dRTGI3qP5Hq88EHHxAZGUnz5s154403yj0uNzfX+Vpr9YuIflOJiFTC0aNHuf/++0lLS8NgMPDMM88wY8YMBX6pdgkJCURFRbF69WoyMjLKPMbhcLBx40YAWrVqha+vb3WWKCI1kH5biYhcQH5+PtOnT3cOkfj73//OhAkTXFyV1FXDhg0Dinryy5uk+8knnziX69RzI0QENLxHROSCvv76a3bv3g3AnXfeydChQzlz5ky5xxuNRry9vaurPKlj+vXrx0033cTq1atZsGABKSkpTJw4kebNmxMfH88XX3zB4sWLAQgLC+O+++5zccUiUhMYHA6Hw9VFiFyMLVu2MH78eAAWLlxI7969XVyRuLshQ4Zw7NixSh/ftGlTrZgiV1ROTg6PP/4469atK/eYPn368N5779GwYcNqrExEair19IuIVCAlJeWiAr9IdfD29mbu3LmsWrWKb775hl27dpGVlUX9+vXp0qULw4cP59Zbb9WcExFxUk+/iIiIiIibUxeAiIiIiIibU+gXEREREXFzCv0iIiIiIm5OoV9ERERExM0p9IuIiIiIuDmFfhERERERN6fQLyIiIiLi5hT6RURERETcnEK/iIiIiIibM7u6ABGR882YMYNly5ZVeIzFYsHHx4fg4GB69erF7bffTq9evaqshri4OG644QYARo0axcsvv1xlbYuIiFQ39fSLSK1UUFBAeno6+/fvZ9GiRYwZM4aZM2dis9lcXZqIiEiNo55+EanRXnnlFbp27Vpqu81m48yZM1itVubNm0daWhpLly7Fz8+PZ5991gWVioiI1FwK/SJSo7Vo0YJOnTqVu79fv34MHjyY0aNHk5mZycKFCxk3bhwtW7asxipFRERqNg3vEZFar127dowdOxaAwsJC/vvf/7q4IhERkZpFoV9E3EJERITz9f79+11YiYiISM2j4T0i4hYCAwOdrzMzM0vtT0lJYdmyZaxevZrjx4+TkZFBYGAgV199Nffeey/9+vW7pPf99ddf+d///kdUVBTJyclkZ2fj5+dHs2bN6N+/P+PGjaNJkyZlnmuz2Vi+fDkrV65kz549pKen4+vrS2hoKP369ePee+8td5jS5ZwrIiJ1j0K/iLiF5ORk5+sGDRqU2Ld27Vr++te/kp6eXmJ7QkICP/zwAz/88APjxo3jueeew2AwVOr9UlNTmTp1Ktu2bSu1Ly0tjbS0NHbt2sXChQuZPXs2/fv3L3FMZmYmkydPZseOHSW2p6enk56eTkxMDP/5z3949tlnnUOXquJcERGpmxT6RcQtrF271vm6R48eztebNm3i4YcfxuFwYLFYGDVqFNdddx0+Pj7ExMQwd+5cEhMT+fzzzwkJCWHSpEmVer/HH3/cGfgHDBjAnXfeSWhoKAUFBcTGxvL5559z4MABsrOzmTFjBj///DMmk8l5/quvvuoM7SNGjGDIkCEEBgaSnp7O1q1bWbBgAdnZ2bzyyiv07NmzxGTmyzlXRETqJoV+Ean1du7cyYIFCwDw8fHhtttuAyA/P5/nn38eh8OBp6cnn376aYkHePXq1YshQ4YwYsQIkpKS+Oijj7j33nvx9fWt8P02btzI1q1bARgyZAj/93//V+IOQf/+/Rk5ciT33nsvO3fuJCEhgaioKHr37u2s6/vvvwdg5MiRvPLKKyXaDw8Pp1evXkyePBm73c6SJUt4/vnnL/tcERGpuxT6RaRGO3bsGPXq1Su1PTc3l/j4eDZs2MB3331HQUEBAE888QQBAQFAUS//8ePHAZg0aVKZT+wNDg7moYceYtasWWRnZxMVFUV4eHiFNR05coRmzZqRmJjI1KlTyxwSZDKZGDp0KDt37gQgKSnJuS8jI4P8/HyAcsfdDxo0iPvuu4/69esTFhZWJeeKiEjdpdAvIjXac889V6njTCYTU6dOZfz48c5tP//8s/P18OHDyz337rvvpn///rRs2RIPD48LvtfYsWMZO3Ysdrsdo7H8RdAaNWrkfF0c1KFo0nGDBg1IS0tjzpw5BAUFceutt+Ll5VXi/LI+++WcKyIidZdCv4jUSt7e3vj7+9O6dWt69uzJiBEjaNasWYljjh49CoCfnx8tWrQoty1fX1/at29/0TUUB36Hw0FSUhLHjx/n6NGjHDx4kOjoaGcvP4Ddbne+NhgMTJo0iTfffJPMzExmzJjBCy+8QO/evenfvz/h4eF07NixzDsIl3OuiIjUXQr9IlKj/ec//6Fv376XdG7xij7nr+ZTFRwOB6tWreLrr79m586dZGdnlzqmorsADz30EHa7ndmzZ5Obm0teXh4bNmxgw4YNvPnmmzRu3Jibb76ZiRMnlrqYuZxzRUSkbtLDuUTEbdlstivSbl5eHlOmTOGJJ55g06ZNZGdnYzAYaN68OYMGDWLKlCnMnTuX1157rcJ2Hn74YdatW8esWbO44YYbSkwgTkpKYsGCBQwdOrTEMKWqOFdEROoe9fSLiNsq7uFPS0ur0nbff/99fv31VwC6du3KY489Rp8+ffDz8ytx3NKlSy/YVv369RkxYgQjRozAZrMRHR3Nhg0b+OGHHzhw4AB5eXk8/fTT/PLLL6Xav5xzRUSkblFPv4i4rbZt2wKQlZVFXFxcucelp6fTv39/7r77br744osK2ywsLOSrr74CoF69enz22WcMHjy4zFB98uTJcttJSEhg06ZNJe5GmM1mevTowdSpU/n++++5+eabgaIVe7Zv314l54qISN2k0C8ibmvAgAHO1ytWrCj3uMjISFJSUti1axcWi6XCNlNSUsjMzASgRYsW5fagFxQU8MMPPzi/LiwsdL6ePXs2gwYNYuLEifz2229lnm8wGIiIiHB+Xbz6z+WcKyIidZdCv4i4rSFDhtC4cWMA5syZQ0xMTKlj0tLSeOONN4CiVX5uvfXWCtv09/fHbC4aGXnw4MEye/Pz8/N54YUXOHDgQIltxa6//nrn67fffpu8vLxSbdjtdlauXAkUTQju3LnzZZ8rIiJ1l8b0i4jb8vDwYNasWUyePJns7GzGjBnDuHHjGDhwICaTiT179vDxxx9z6tQpAGbMmHHBse9eXl5cf/31/Pjjj+Tm5nLfffcxadIkOnToQH5+Pnv37uXrr7/m8OHDJc4rvjsA0KlTJ26++Wb+97//YbVa+dOf/sT48eNp06YNFouFuLg4vvzyS6KiogC48847adq06WWfKyIidZfB4XA4XF2EiMi5ZsyYwbJly4DLW7Kz2KpVq3jmmWfKXFYTih7sNX36dCZNmuTcFhcXxw033ADAqFGjePnll537EhMTGTNmTIXzBPz8/Jg5cyZ/+9vfKCwsZNiwYbz11lvO/ZmZmUyZMoVt27ZVWPuQIUN4++23Szw07HLOFRGRukk9/SLi9m699VZ69+7NggULWLt2LXFxceTl5dG4cWP69u3LhAkT6NixY6XbCw4OZtmyZXzyySesWbOGY8eOYbPZ8PPzo3Xr1oSHhzNq1CgaNWrE0qVL2b59O+vWrSM7OxsfHx+gaJjQggULWLFiBStXriQmJobk5GRMJhNBQUH07NmTO+64g/Dw8FLvfznniohI3aSefhERERERN6eJvCIiIiIibk6hX0RERETEzSn0i4iIiIi4OYV+ERERERE3p9AvIiIiIuLmFPpFRERERNycQr+IiIiIiJtT6BcRERERcXMK/SIiIiIibk6hX0RERETEzSn0i4iIiIi4OYV+ERERERE39/8BC6nOt/Dr2GEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 829.375x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x = 'Pclass', y = 'Survived', hue = 'Sex', data = df_train, size = 6, aspect = 1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:19.577857Z",
     "start_time": "2020-06-10T13:29:17.691517Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x6acb668188>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1944x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x = 'Sex', y = 'Survived', col = 'Pclass', data = df_train, size = 9, aspect = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 남성보다 여성의 생존률이 압도적으로 더 높으며, 남녀 모두 Pclass가 1인 경우의 생존률이 가장 높다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age에 따른 생존률의 차이 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:20.276355Z",
     "start_time": "2020-06-10T13:29:19.582861Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 5))\n",
    "age_hist = sns.distplot(df_train['Age'], label = 'Skewness: {:.2f}'.format(df_train['Age'].skew()))\n",
    "age_hist = age_hist.legend(loc = 'best')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **연속형 변수인 Age의 분포**를 확인해보니, **약간의 치우침**이 보인다.\n",
    "- 나중에 Feature Engineering 과정에서 **Null 값이 존재해서 치우친 분포가 나온 것인지 확인**하고, **로그 변환** 수행 여부를 결정할 것이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:20.796722Z",
     "start_time": "2020-06-10T13:29:20.280355Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (9, 5))\n",
    "\n",
    "sns.kdeplot(df_train[df_train['Survived'] == 1]['Age'], shade = True)\n",
    "sns.kdeplot(df_train[df_train['Survived'] == 0]['Age'], shade = True)\n",
    "\n",
    "plt.legend(['Suvived = 1', 'Survived = 0'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 젊은 연령대(20 ~ 30대)의 생존자들이 많은 것을 알 수 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:21.486212Z",
     "start_time": "2020-06-10T13:29:20.799726Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i4uLEN+0zZ84U+3wWxa5du7B8+XIAea0KPvvsM7z//vswMzPDgwcPsGvXLoSFheHkyZNISEjA9u3btZ63kyZNQmxsLFxcXDBgwADY29sjNDQUmzdvxtOnTxEVFYUff/wRW7duLXJ5tf2mKYLwhQsXioFN06ZNMWrUKNSpUwdGRkYIDw+Hl5cXgoKCkJ2djYULF6JLly5aWwAU9fskJSXhs88+Q3R0NIC8+9rgwYNhZ2eHkJAQbN26FQ8fPsTq1au1fk9DXiPaPH36FOPGjcOrV68AAN27d8egQYNQo0YNxMTEwM/PDwEBAYiKisKYMWPg5eUl1sYuXboUqampOHv2rDie1tKlS8V0zbpqS7W5du2aOJbUwIEDVZ5JPv74Y/zyyy9ISUnB8ePHNb4MUFi8eLEY2NSrVw/jx49Ho0aNEBcXh8OHD+P06dOYNm2azqQ+c+bMEV/stmrVCsOHD0fDhg2RmZmJoKAg7N69G7GxsZg3bx5kMpnWlzjlikCUz4ULF4SmTZsKcrlc7b8mTZoII0aMENavXy/cunVLyM3N1bkuxXLu7u5a54mLixPnmz17tsq0wMBAle1funRJ4zq2bNkiznPlyhWN8+zevVuc58aNG+Ln4eHh4ufz589XWWbChAmCXC4XmjdvLiQnJ2tc7+TJkwW5XC60bNlSSE1NFT8/cOCAuN6lS5dqXDY5OVno3r27OF9UVJTK9M8++0yQy+VC06ZNNS6vy4YNG8T1tmnTRoiLi9M4nyHKqXycDh06pLZ8dHS00KJFC0EulwsjR44UkpKS1ObJzs4WZs2aJa7nzz//1Ov7xsXFCe+9954gl8uF9u3bC48fP1abJyQkRGjZsqUgl8uFXr16ieev8jkgl8uFyZMnCxkZGSrL5ubmCuPHjxfn8ff3V5luiP04e/ZscVrLli2Fe/fuqa0jKChIcHR0FORyudC3b1+VaTk5OcLgwYPFa/X69etqyz9+/Fjo0KGDuJ3u3burTE9LSxM6deokyOVyoXfv3kJ0dLTG7/Lzzz+L6/D09NQ4jzZxcXFC27ZtBblcLnTu3FmIiIhQm+fEiRPi95TL5cKGDRtUpt+5c0dwcnIS5HK5MGXKFLXjpfgubm5uglwuFxwdHYVHjx6pTFfe33K5XDhy5IjaOv7++2/xfvjhhx+qbefrr78W5HK50KJFC5X7irI///xTLOu0adNUpuU/92bNmiXk5OSozJObmyvei+RyuXD8+HGV6V5eXirL578vZ2VlCZMmTVLZTnh4uMo8uu41ysu5ubkJ6enpavMsWLBAnGfz5s0q0+7evSt+/2HDhmm8/rdt26aynfzHuyDh4eFCkyZNBLlcLrz//vsar//09HSV/bh9+3aV6YcOHVIpg5eXl9o6EhISxOvD0dFRiImJ0auchf1NCwsLE8//Tz75ROP5LQiCMGXKFHFdvr6+Bv8+y5Yt03pcBUEQkpKShBEjRug8t4p7jRTG2LFjtR5XBR8fH3Gejz76SO06Ud5fgYGBepdB2XfffSeuK/99JyIiQjy2gwcP1rqO27dvi/MNHz5c4zPI5s2bVfb9r7/+qjI9ICBAnPbTTz9pfGaLi4sT+vfvL8jlcqFVq1bC69evi/ityw4mFCA1Xbt2hY+Pj8a+D1lZWQgKCsJvv/2G4cOHo3fv3moDXpWUOnXqoFOnThqnDRw4UHwDd/z4cY3zKN5c1KpVC23atCnUNgcNGgQgr3nA2bNn1aYnJSXhwoULAPJqg5Sb+kRERKB69eowMzPD119/rXH9lpaWKs3jXrx4Uahy6atPnz6oXLmyxmlvopyenp5IS0uDRCLBypUrNTZjkkqlWLBgASpVqgQAYrvkwgoICEBCQgKAvIHYNLVBl8vl4luyqKgoPHnyRG0eExMTLF68WK25l0QiwahRo8R/538Lbuj9OGrUKLEWQlnLli3F5mxPnjxRaX7z999/i51U3d3dNTZDatiwIebMmaN1u0ePHkVsbCwA4Mcff1RpZqls6tSpqF+/PgD9j5W/v7/Y3G3WrFka++v16dNH5xvE7du3Izc3FxYWFli2bJnG5nlmZmZYvnw5jIyMIAiCznTHgwYN0tisp3Xr1vj8888B5DWtUW6uGBYWJvZXGjdunNYmvB988AGGDh0KIC81rLbjbmpqiu+//16t5lkikai83X3w4IHK9P379wMAKlWqhIULF6o1vzM2Nsby5cthbW2tcbv6+OGHHzTW3o8cOVL8O39ymT179iA3NxcSiQQrVqzQeP27u7tr7QtTGLt27RKbFM6fP1/j9W9qaorVq1eL95ht27apdCJX1qxZM41v1G1sbMRO4YIgFCuRjq7ftIcPH6Ju3bowMTHBl19+qbUvivI5q+t+UpTvk5GRIda2tWrVSmNTXisrK6xZs0ZMLJSfoa8RTe7fv48rV64AALp164Zx48ZpnG/w4MEYMmQIgLxz9K+//ir0NvShPLZNkyZN1Pr81axZU7w360os4OHhAUEQYGRkhJUrV2psvvbFF1+gXbt2Wsui6Otcr149zJo1S2PT3MqVK2PhwoVi2Q8dOlSIb1m2MbghjRo1aoT9+/fjyJEjmDhxIpo1a6ax+v758+eYNm1agdWihqCrL03VqlXx/vvvAwBOnTql1t46PDwct2/fBpBXJayr7b2yXr16wcbGBoDmoOnkyZPitvI/iE2fPh0XLlxAUFCQ1sACgJgaEoBauQ2lZcuWWqe9iXIqAsBatWrprOK3srISA8+bN2+q9H8oyPnz5wEAMplMZz+wL7/8EidOnMCtW7c0PgA1b95ca9MO5UQC+fuiGHo/du7cWes05X2YkpIi/q2cGEDxI65J//79xfM6P8WxkslkOjvRSqVSsYxPnjzR62Hkzz//BJAXSPbp00frfIqHnfwEQcDFixcB5B0vXQ/tNWrUQKNGjQAAgYGBWufTNQixcjkU5xmQ9z2E/3UY1vaQqqBozpabm6vWeVmhSZMmsLW11Titdu3a4t/Kx/zly5e4d+8egLymONra79vY2IidmouqWrVqWpMzaCtfbm6ueLxbtmyp8ZpTKM64H5cuXQKQ96Cm63tWqlRJvD/Exsbi/v37GufTdTy1XX/60vWb1rt3b5w8eRLBwcHo0aOH1vkcHBzEv3XdT4ryfa5evSr229N1P6lVq5bW9Rv6GtFEcS8ACj6HlF9QKS9nSMpj22h7QaP8uabmyTk5OeJ106ZNG9SrV0/r9rR951evXolNVdu3b6+z6XCbNm3Ee0f+/qblEfvckE5OTk5wcnLCN998g6SkJPz999+4evUqLl26pDLgVUBAABwcHMQ+FSWhoEwegwcPxsWLF5GQkIBLly6p/CAcPXpU/Fuf9qQmJibo168fvLy8cPnyZcTHx6s8+Cpqg2rUqKH1QVDxFjYnJwfR0dF4/vw5nj17hkePHuH27dsqb220vUUsrnfeeafAeUqqnNnZ2Xj48CGAvCCzsMkI0tLSEBcXV6iyAxD7ujRo0EBnf6rKlSvrDD50bU/5jbW2wMtQ+1FXR2XljtDKLxUUb/StrKx0/hjKZDI0btxYreM6APFhLysrS2PNkTbh4eFaa3nyU9SY1a9fX2cfvqZNm0IikYgPRwoRERFiLV1gYGChzylFG/j8TE1NdWbQq127NipVqoSEhASV2j7lB2NdwVF+4eHhGj8v7DFX7pcSFhYm7p+CjlezZs3UOibrQ1f5lIMq5fLFxsYiLi4OAMQ+DNroetjXJTs7W+xEru1FXP7tKMZle/TokcZjX5TrT1+FyU6l/CLu5cuXCA8Px7NnzxAaGoo7d+6oJJDIf50oK8r3UT6/Czp2zZs3Fx/GlRn6GtFEuRZd14s8AHB2doZMJkNWVpb4u2RoirFtjI2N4eLionGevn37YunSpUhLS9OYWCA6OhqvX78GUPTrRnnfe3l5FbpPrz77vqxicEOFZm1tjW7duqFbt24AgDt37mDVqlXiA9L+/fsxfvz4Qj+M6qugjEy9evWCtbU1kpKScPz4cZXgRlHr0rp160KN36Ns0KBB8PLyQlZWFk6dOiW+JYmJiRHfLg0cOFBjbVB2djYOHTqEw4cP4+7duxrfrOlK52soBe27kixnYmJikYO2hISEQp9PigcobW++C0tX5hplmh4kDLkfdWUzUz7XlMvx8uVLAChUWnF7e3uNn8fHxxeqfPnlr8nSpbDHysLCAhYWFmpvx4taxuzsbCQnJ6tdD/b29gU+ENvZ2SEhIUHcx8Uph7Z9VZxjDhS8P5Xf8hdFcctX0Hmp7ZwsSEJCgrjNwqxDeT8oHiDz05VJTdt31VdhsgxevHgRnp6euHnzpsbzprD3k6J8H8V1ChT92L2J+4niGBoZGRVYTmNjY9ja2iI2NlbrsS8O5bFtsrOzxRYlumhKLKDPvtf2su5N7PuyisENiTIzM8W3bI0aNSowVWzTpk2xfft2fP755wgMDERWVhauX7+uMx2lJoX9cSioKZmpqSn69u0Lb29vnDt3DqmpqbCwsMDdu3fF9JOKPjT6aN26tUrqRkVwc/z4cfGhXdN64+PjMWHCBJUxI6RSKerWrYsGDRqgcePGaNu2LYKDgwtM5VhcuvZdSZdT+S1uly5dMGPGjEIvq08gWpwsS4ZQFo63ojapODWAiv3o6OiIlStXFno5fVLiFrZZKACNWd2U3y4PHToUrq6uhV6fpvtaYTK9KbapXB7lcnh7exc6fbmumkN96bMvtfWLKEnKNZwF3ev1+S7K9D3flY9bUbdpCLq2LQgC5s+fLw5zoFC9enU0aNAAjo6OaNWqFaytrQscw6iolF/OFPWe8iauEX3Lppi/JF4sKo9to4/9+/erBDeG2PfKv4mTJ0/WmvE1P0MMYFraGNyQaNOmTdi8eTMAYMuWLWKqYF2MjY3h6uoqtmUvSod4RRplQxg0aBC8vb2RmpqKCxcuoH///mJqX0UTs6JQpG68efMmXrx4gWrVqolN0lq0aCF2rFa2aNEi8UG3c+fOGD9+PFq1aqXWZOrGjRtFKpOhlHQ5ld8mJycn69XUSR+VKlUqsbdxhVEWjrednR3CwsIQHx8PQRB0Pjxp20+Kt5rx8fEldqyqVKmCZ8+eiWlbtcnJyUFycrLa54oO4UBep+fillPRxE0XxVtQ5T5TyuWwsbHR2RSwpCiXR/ltryaF+Z6GpvzWuaDjXdQ3zcrHoaB9kH8e5WXLkn379omBTb169TB16lR06tRJrXZOU9NSQ8l/7DQl/lDQdj95E9eIYp/k5uYiPj5eZ2CUlZUl1kwY+tgLSmPbWFhYYPny5QUGzytWrEBUVJSYWEDRRFKf60bXvVy5bCV1Py+LmFCARMpvyfXJIqLcjCd/m3vFm0LlwQTzi4qKKvS2CtK2bVuxc+Tp06chCIKYza1Hjx5aO1EXRJGEIDc3F+fOncPz58/FvhOa+vDExcWJ4xPUq1cPmzdvRseOHTX2Bck/qNqb9CbKaWJiIp5bd+7c0fiwqszb2xt79+7FhQsX9KqNUXR0DgsL09mxNiQkBO+//z5GjBghZrQprrJyvBU/XqmpqWIfJE1yc3O1dqRWdL6PiYlRGwwvvxMnTmDXrl04c+aM2IG2MJSPla7z4dGjRxrPgdq1a4s1MDdu3Cjwzeb27duxf/9+MaNSfomJiYiMjNS6/JMnT8RyOjk5iZ8r9hVQ8EPmnTt38Mcff8Df318cM8QQGjRoIL5pVa411ETbMS9JtWvXFptfKRIfaHPnzp0ibcPExEQc+PHOnTsFng+3bt0S/y7qgJElTdEnSCqVYuvWrRgwYIDGZoeG/P3MT/lhuKBjpy3j15u4RpT73CkSB+kqp6I20dDHXnlsmx49eqBfv37o27evzv+0JRaoV6+e2JSwqPte/r9xfBRl0yUrKwubNm2Ct7e3yvVRXjG4IVG3bt3EKuNDhw7pfDhSpsiuJJVK1VIsK7IY6Xqg09QJsTgUN4u//voLN27cEG/+gwcPLvI6lVM3nj17FidOnACgPTNXeHi4+APr6OiotTlIYmKiuP+A4nVOLQpDlbOg6n1FVq2srCzs27dP63yKgeQWL16MJUuW6NWMRtG2OTMzU+OI3gp//vkn4uLicOvWLYOkxgXKzvHu3r27+LSUzAwAACAASURBVLeiZlGTCxcuaH1LrpylbdeuXVrXkZqaioULF2L58uVaU4xq07t3bwB5zSZ8fX21zqdtmnImtxcvXojXoyZBQUFYuXIlFi5ciP/85z9a51O8cdVEOTWqouyA6r7y8PDQGYyvW7cOa9euxfTp0w3aYdfOzk68N124cEFrzUVmZuYbS9uvzMjISMyCdevWLbVR7pXpOhcKosjEpRgUUpuEhARxP9ja2upMJFGanj17BiCvtkM5E11+yte5oZvmKgZAzb+d/OLi4rS+EH0T14jyNgrqNK/8+1NQ9jZ9KRIJAHmDgBeGchY6Pz8/sX+hVCpFly5dAAD//POP1mQo+berrEaNGmKrkps3b+p8eXD8+HFs3LgRP/zwA1NBU8Vib2+PMWPGAMh7cHF3dxc7xmnj6+sLDw8PAICLi4tatbXijUpUVBTOnDmjtvytW7fEN1SGoqhlSU5OFke5t7e315latzAUwVFgYKB4o+/evbvGt2nKVcpBQUEa304nJydj5syZKlXOJZUKWhtDlVN5DAZNb/BdXV3Ft8sbN27U2DQrMzMTs2bNEn/89OlHAQDDhg0Tf4hXr16tMaB+/vy5+IBbp04dnamO9VFWjnfnzp3FWpFt27aJaUCVRUdHY+nSpVrX8cknn4hv2vfv3w9/f3+1eRT9ARTNIYYNG1ZgHz1lvXv3Ro0aNQAA69evVxu3BQCuX78u3ls0UR7LYsmSJSrZGxUSEhIwb9488d+K+5smf/zxh8Yf/8DAQDHIa926NZo3by5Oa9asmRhYPHz4EMuXL9fY3n7fvn1iqmJF3ytDcnNzA5BXQ/7dd9+pnVeCIGDp0qWIiYkx6HYLa8yYMWLWu7lz52qsyff19S1WTeqYMWPElwpLlizRWOuouMcomiW5ubmV2f4FintKfHy8xutYEARs2LBBPK8Aw99PbGxsxP6kN27c0DhOVGZmJubMmYOMjAyN63gT14izs7M41sv58+e1jrvl6+srBtANGjQQkyMZgvLYNnZ2doUOnOrWrYvWrVuL61AeckJxXefm5mLu3LlIT09XW/7QoUMqQwDk5+7uLv49c+ZMjfeA8PBwrFq1CkBePzB9stqVVexzQypmzJiBZ8+e4cyZM4iMjMTo0aPRsWNH9OzZE/Xr14eNjQ2SkpLw8OFDnDx5UkxD6ejoiAULFqitb9CgQWJ/nFmzZmH8+PFo3749MjIy8Ndff2Hfvn2QSqVwcHBQyapTHLVr10bbtm1x48YNsbrWxcWl2J1p+/TpgyVLliA1NVVMIaktrXTdunXh7OyMe/fuISYmBp9++inc3d1Rt25dpKSkIDg4GAcOHFBrUmDI/keFYahyKrf7379/P+RyOYyNjdG4cWOYm5ujfv36mD59OtasWYOMjAyMGzcOn3zyCXr06AFLS0uEhoZi165dYkrP5s2b632DrVy5Mr7//nssWLAAL168wODBg8VB47KysnDr1i1s27YNKSkpMDIywsKFCw3WobSsHG+JRIJFixbBzc0N6enpcHV1haurK7p06QKZTIagoCBs3bpVZxtuGxsbLFmyBNOnT4cgCPj2229x9uxZDBgwAJUrV8bz58/h6ekpXvu1atXClClT9CqnhYUFfvzxR3z11VdISkrCqFGjMHbsWHTq1Am5ubk4f/48PDw8IJFIIJVKNdZwdejQAaNGjcK+ffvw6tUrfPLJJxg9ejQ6deoEmUyG+/fvY/v27WKQ++GHH+rsUJuWlgZXV1exHDk5Obhw4QL27NmDrKwsmJqaYvHixWrLLV26FEOHDkVycjL27t2Le/fuYdSoUahXrx5iY2Nx4sQJsd+fTCbD4sWLDd6JvUePHnBxcYGfnx8uXbqEoUOH4vPPP0eDBg0QFRUFT09PBAYGwsLCQq/mg4bSsmVLjBgxAvv378fNmzcxZMgQuLu7Qy6XizUp+d8+67uP6tSpg5kzZ2LFihWIjY0VE00omoeGhIRg586dYirvtm3b4ssvvzTYdzS0fv36YefOnQCAr776CuPHjxdToz969Ag+Pj5qzRALavJbFNOnT8e5c+cQExODpUuXIigoCAMHDkTlypURGhqKnTt3qr2cyH/s3sQ1smzZMgwdOhSJiYlYtmwZrl69ikGDBqF69eqIjY3F8ePHxRc1pqamWLdunUETbCiPbdO3b99CJ04A8mpv/vnnHwB5NU+KxAJt2rTBJ598Am9vb1y/fh1Dhw7FuHHj0KhRI7x+/Rr+/v5qNc7599uwYcNw6tQpXLx4EWFhYRg4cCDGjRuHNm3aIDs7G7du3cKOHTvEF1Xu7u4qTW/LKwY3pEIqlWLdunX4448/sGXLFqSnp+Pq1as6B3VycXHBvHnzNKa1/Pjjj3Hx4kUcP34cqamp2LBhg8p0a2trrF+/Hj///LPBghsgL6hSrh0oSpa0/CwtLfHhhx+KNxM7OzuxuYUmK1aswJgxY/D69WuEhIRg9uzZavNUqVIFEydOxKJFiwBA49vnkmaIctaoUQNNmjTB3bt38ejRI7HWZdeuXejQoQMAYMKECZBIJFi3bh2ysrLg6empsdaubdu22LRpk14/DgojRoxAeno6Vq1ahdevX2PdunVq85iZmWHJkiXFrsnLr6wc77Zt22L16tXim74tW7Zgy5YtKvN8+umnuHz5Mp49e6Zx5PP+/fsjOzsbCxYsEMdhUDx8KGvUqBF+//33IvVl69q1K9avX49Zs2YhNTUVv/32G3777TdxulQqxfLly7Fo0SKtD+Tz58+Hqakpdu3ahdTUVI3fFcirKVq9erXO8kyYMAFbt25VKweQV/P722+/qfQfUKhXrx48PDwwadIkREZGIigoSGXsEYVKlSphzZo1KjU/hvTTTz9BIpHg2LFjePjwodr5V7NmTYwdOxbLli0rke0XZP78+WIg8+TJE7Ux0SwsLDB+/HjxN0LTeVmQcePGQSKRYM2aNUhJScF//vMfjU0RXVxcsGjRojJbawMAU6ZMEZsSxcXFacxcKJPJMGPGDOzYsQMvXrxQGe/FUGxtbbFjxw58/vnniI6OxvHjx9UGtG7VqhWqVasmNg/Nf+zexDVSp04d7NmzB5MmTUJERATOnTunsUajdu3aWLduncEf4IvSJE2hX79+WLZsGdLS0nDnzh2VxAILFy5EYmIiTp48icePH6vURAN5zyXu7u7YuHEjAPV9b2RkhI0bN2Lu3LkICAhAfHw8fv75Z43lcHV1xcyZM/Uqe1nFZmmkxsTEBJMnT8bp06excOFCsdbG1tYWMpkM9vb2cHZ2hru7Ow4ePIi1a9dqzU5iZGSEn3/+GRs2bECXLl1ga2sLExMT1KlTB66urjh69KjBHzKBvDcnimYycrkczs7OBlmvcr+dAQMG6HwAd3R0xNGjRzFmzBjUr18fJiYm4v5r164dZs+eDX9/f4waNUpsonPixIlijZtQFIYq53/+8x989NFHsLe3h0wmQ5UqVdQC1vHjx+PEiRMYN24cHB0dYW1tDWNjYzg4OKBr165Yu3Yt9uzZU6hxWrRxc3ODv78/XF1d0aBBA1hYWMDU1BT16tWDq6sr/Pz89E5XXhhl6Xj3798fx44dw6effoo6derA1NQUNjY2eP/99/H7779j4cKFYvM/beNfDBw4EGfOnMHEiRPRrFkzVKpUSRwjokOHDli0aBF8fHx09gcoSJ8+fXDixAm4ubnh3XffhZmZGSpXroyePXti7969Bb6UkEqlmDt3Lnx9fTFy5EjxeMtkMlSrVg19+vTBH3/8gY0bN+oc2BXIO292796Nrl27olKlSrC0tISzszOmT5+OgIAAnYMDNm7cGAEBAViwYAE6deoEBwcHyGQyWFpaokmTJpg0aRICAgIKlYGyqExMTLBmzRps27YN3bt3xzvvvCPea93d3eHr64uqVauW2PYLYmxsjPXr12PTpk3o1q2beJ+oXr06RowYgePHj6s0RdI1LosuY8eORUBAAMaOHQu5XA5LS0ux9njIkCHw9PTE2rVrCzXGTGmysrKCp6cnZs2ahaZNm8LCwgJSqRQ2NjZo0qQJ3N3dERAQgHHjxonNa4ODg3Umxiiqd999F8ePH8eUKVPQuHFjcZ82adIE33//PTw8PFSapWo6dm/iGnFychK30bFjR1SuXBkymQzvvPMOOnbsiGXLluHYsWNo1qxZkbehifLYNjVr1hSbmRWWlZWVSq2ycr8hmUyGDRs2YMOGDejatat43dSoUUO8bpS3p2nfm5ubY/369dizZw8GDRqE2rVrw8zMDCYmJqhVqxYGDRqE/fv344cffngj4+69CRLhTT9JERFRqWvdujVSUlLQvXt3nR3tK7I5c+aIb1wvXbqk0ryS3rxTp06JTRw3btyokryByravvvoK58+fh6WlpdjEit4Mf39/TJ8+HQDw22+/oWfPnqVcotLHZmlERBXE1atXsWfPHtStWxeurq5iDVF+//3vf8WsPBWhfTWVbatWrUJsbCycnZ1VEkHkp+ifCfC8LAsSEhLw7bffok6dOujfv7+YGCC/9PR0MX0wj5vhrFy5EnFxcXB2dtY5UCuvG3UMboiIKggbGxucPXsWQF4Wo/nz56vNk5aWhp9++kn8N9+OU0nLzMzE0aNHcfToUbRt21Zjs6Dbt2+LKWidnJzE8cqo9FhZWSE4OBiXLl3C7du3sX//fo19odavXy+mluf9xHDS0tJw5MgRHD16FO3atdPYvD4oKEjMANekSROdA62+TRjcEBFVEE2aNBETO3h4eCA6OhoDBgxAjRo1kJaWhsePH8PT01PMGPXZZ58ZrD8akTaKvi45OTlwd3fHp59+itatW8PW1hZxcXG4evUqDh48iPT0dBgbG2vMSkdvnlQqxdChQ7Fjxw7cvXsXI0eOFLOcSSQSRERE4MiRI+LguM7OzhUijXBZMXToUHh5eSE3Nxfjxo3DqFGjxOvm5cuXuHLlCg4ePIiMjAwYGxuLiWqIfW6IiCqU8PBwjB8/vsBBeEeNGoXvv/++SFmpKgr2uXlzDh48iB9//FEcHV6TSpUqYcWKFejRo8cbLBnpkp6eLqaD1qVt27b4+eefUa1atTdUsrfDgQMHsHjxYp3Xja2tLVauXGnQcXvKOwY3REQVTGZmJnx8fHDq1CmEhIQgISEB5ubmqFq1Ktq0aYMhQ4bozP71tmBw82aFh4eLY+48e/YMGRkZsLOzQ61atdCzZ08MHjwYDg4OpV1M0uDChQvw9fVFcHAwYmNjIZVKUaVKFTg6OmLgwIHo2bNnmU6tXZ49f/4c+/btw9WrV/H8+XNkZmbCzs4ONWvWxIcffohBgwbB3t6+tItZpjC4ISIiIiKiCoF9bt6g+PgU5OaWXixpb2+FuDjDj2BMVFw8N6ms4rlJZRXPTSqrSvrcNDKSwM7OUut0BjdvUG6uUKrBjaIMRGURz00qq3huUlnFc5PKqtI8N8v9UKQTJ06Eo6OjODpsUQUGBuKrr75Chw4d0LRpU3Tr1g1z587Fw4cPDVRSIiIiIiIqSeU6uNm7d684pkNx7NixA25ubjh//jzi4+ORlZWFqKgo+Pj4YOjQoTh27JgBSktERERERCWp3AY33t7eWLJkSbHXc+bMGaxcuRIA8OGHH8LHxwdXr17Fjh074OTkhMzMTMydOxf37t0r9raIiIiIiKjklLvgJjMzE4sXL8YPP/yA4iZ6EwQB69atgyAI6NSpEzZs2IAmTZqgcuXKeP/997F3717Ur18fWVlZWLt2rYG+ARERERERlYRyFdycPn0aLi4u2Lt3L4C80biL46+//sLjx48BAFOnToWRkerusLKywpQpUwAAly9fRlRUVLG2R0REREREJafcBDeJiYmYPHkynj17BgsLCyxYsACzZ88u1jovXrwIAKhcuTJatGihcZ6uXbtCKpVCEIQCR+glIiIiIqLSU26CGwCQSqX4+OOPcfz4cYwePbrY63vw4AEAwNnZGRKJROM8VlZWqF27NgDgzp07xd4mERERERGVjHIzzo25uTlOnTqFWrVqGWydkZGRAICaNWvqnK969ep4+vQpIiIiDLZtIiIiIiIyrHJTcyOTyQwa2ABAfHw8AMDa2lrnfIrpiYmJBt3+m5Sdk4v/Pn5Z2sUgIiIiIiox5abmpiRkZGQAAMzMzHTOZ2pqqjJ/UdnbWxVr+eK4/TAWP2y+gg0zuqF+jUqlVg4ibapU0f2Sgai08NyksornJpVVpXluvtXBjVQqRW5urtb+NgrFTTmtEBeXjNxcw6xLX7lZ2QCAe49jYSUrNxV29JaoUsUasbFJpV0MIjU8N6ms4rlJZVVJn5tGRhKdFQZv9VOuubk5ACA9PV3nfJmZmQAKruEpy6rY5n3XF/FppVwSIiIiIqKS8VYHN4q+NElJuqNLRV8bOzu7Ei9TSTE1kaKyjRli4lNLuyhERERERCXirQ5u6tevDwAFDs4ZHR0NIC9rWnlW3cESMay5ISIiIqIK6q0Obho1agQAuH//vtZ5kpOTER4eDiBvPJzyrAaDGyIiIiKqwN7q4KZr164AgJiYGK0DdF64cAE5OTkAgM6dO7+xspWE6g6WSEjJRHpmdmkXhYiIiIjI4N7q4KZdu3ZiU7NVq1YhO1v1oT85ORmbNm0CAHTr1g316tV700U0qOoOlgDA2hsiIiIiqpAqfHATHByMvn37om/fvvDw8FCZJpVKMXv2bADAtWvX8MUXX+D27duIj4/H1atX8dlnnyEsLAwmJiaYMmVKaRTfoGo45KXNY3BDRERERBVRhR/nJi0tDWFhYQCA+Ph4ten9+vVDSEgIfv/9d1y+fBmXL19WmW5sbIzVq1ejadOmb6S8JekdewsAQMxrBjdEREREVPFU+OCmMKZNm4b27dtj9+7duH37NhISEmBnZ4f33nsP48ePR5MmTUq7iAZhYSaDjaUJXrxiOmgiIiIiqnjKdXDTvn17hISEFHseAOjYsSM6duxoqKKVWVXtzNksjYiIiIgqpArf54ZUVbM1Z7M0IiIiIqqQGNy8ZaramSM+KQMZWTmlXRQiIiIiIoNicPOWqWqXl1QglrU3RERERFTBMLh5y1S1MwfAdNBEREREVPEwuHnLMLghIiIiooqKwc1bxtJMBitzGWLimQ6aiIiIiCoWBjdvoap25njBmhsiIiIiqmAY3LyFONYNEREREVVEDG7eQtXsLPAqMR1Z2bmlXRQiIiIiIoNhcPMWqmpnDgFMB01EREREFQuDm7cQM6YRERERUUXE4OYtVO1/A3kyYxoRERERVSQMbt5ClmbGsDA1xgs2SyMiIiKiCoTBzVtIIpEwYxoRERERVTgMbt5SecENm6URERERUcXB4OYtVdXOAi8T0pGdw3TQRERERFQxMLh5S1WzM4cgAHEJ6aVdFCIiIiIig2Bw85ZSpIN+wX43RERERFRBMLh5S1VlOmgiIiIiqmAY3LylbCxkMDWRMmMaEREREVUYDG7eUhKJBNXszNksjYiIiIgqDAY3b7GqdhZslkZEREREFQaDm7dYNTtzvExIR04u00ETERERUfnH4OYtVtXWHDm5AuISM0q7KERERERExcbg5i2mSAfNpmlEREREVBEYF3cFwcHBCAwMRHh4OBISEjB79mzUrFkTz549w61bt9CvXz+YmJgYoqxkYP+fDjoNqF/KhSEiIiIiKqYiBzehoaGYN28ebt++rfL5xIkTAeQFPXPmzMHatWuxaNEidO/evXglJYOztTKBibER00ETERERUYVQpGZpt27dwvDhw3H79m0IgiD+pywiIgKCICAmJgaTJk3CkSNHDFJgMhyJRIKqduYMboiIiIioQtA7uElNTcXUqVORkpICMzMzTJ8+HYcPH1abz8XFBcOHD4dUKkVubi5+/PFHREZGGqTQZDhV7Szwgn1uiIiIiKgC0Du42b9/P2JiYmBubg5PT098+eWXaNy4sdp8tWvXxuLFi/Hrr7/C2NgY6enp2Lt3r0EKTYZT1c4csa/TkJsrFDwzEREREVEZpndwc/bsWUgkEowYMUJjUJNft27dMHz4cAiCgMuXLxepkFRyqtqZIztHwKuk9NIuChERERFRsegd3ISGhgIAPvjgg0Iv07VrVwDA8+fP9d0clbBqtop00Ox3Q0RERETlm97BTUpKCgDAxsam0MvY2toCAHJycvTdHJWwapWV0kETEREREZVjegc3dnZ2AIDo6OhCL/Pw4UOVZanssLU2hbGU6aCJiIiIqPzTO7hp2rQpACAgIKBQ82dlZWH37t2QSCTislR2GP0vHTQzphERERFRead3cOPi4gJBEODv749Tp07pnDc1NRXffvstHj16BADo27dv0UpJJaqqrTliXrPmhoiIiIjKN2N9F+jfvz/27NmDoKAgTJ8+HQMHDkTHjh3F6f/++y/i4+MRGBiIQ4cOIS4uDhKJBE5OTnBxcTFo4ckwqtqZ497TV8gVBBhJJKVdHCIiIiKiItE7uAGAX3/9Fa6urggNDYWvry98fX0h+d9D8aRJk1TmFQQBNWrUwK+//irOQ2VLNTtzZGbnIiE5E3bWpqVdHCIiIiKiItG7WRoAVK5cGQcPHoSrqyvMzMwgCILG/6RSKQYNGgQfHx/UqFHD0GUnA6lqp8iYxn43RERERFR+FanmBgDMzc0xb948TJ06FdeuXcP9+/cRHx+P7Oxs2NraolGjRujYsSMcHBwMWV4qAVXt8sa6eRGfBsc6zGhHREREROVTkYMbBWtra/Tq1Qu9evUyRHmoFFS2MYXUSMJ00ERERERUrundLG3u3Ln4/vvv9RrnJjQ0FK6urhg5cqS+m6M3QGpkBAdbpoMmIiIiovJN75qbw4cPQyKRYMyYMXjnnXcKtUxaWhpu3LgBS0tLvQtIb0Y1O3PW3BARERFRuVakhAIA9Mp8duXKFQBAbm5uUTdHJayqbV5wIwhCaReFiIiIiKhItNbchISEYNKkSVofdidMmACZTFbgBlJTU/H69WtIJBLUr1+/6CWlElWtsgUysnKQmJKJSlZMB01ERERE5Y/W4MbR0REtW7aEn5+f2jRBEBATE6P3xtzc3PReht4M5YxpDG6IiIiIqDzS2edmzpw5ePnyJXJycsTPbty4AYlEAmdnZ1hYWOhcuZGREUxMTFClShX07t0b3bp1M0ihyfAUwU1MfBrktW1LuTRERERERPrTGdw4ODhg586dKp85OTkBAJYtWyb+TeWfvY0ZJBIg5jWTChARERFR+aR3trRBgwZBIpHA1pZv9ysSY6kRrC1MkJiSWdpFISIiIiIqEr2DmxUrVpREOagMsLGQISmVwQ0RERERlU9FTgWtr4yMDI3JCajssLFkzQ0RERERlV9619woXL58GSdOnMCLFy+QmZmpcQybnJwcZGZmIikpCZGRkcjJyYGLi0uxCkwlx8bCBKGvE0q7GERERERERVKk4Gbx4sXYt29foeZVHidHn4E/6c2ztjBBYmpWaReDiIiIiKhI9A5urly5Ak9PT0gkEjFwMTMzQ3p6OiQSCczMzJCRkSHW5CgCmp49ezIVdBlnYylDRmYOMrJyYCqTlnZxiIiIiIj0onefGx8fn7wFjYwwf/583Lx5E0FBQbC3t4dEIsGJEydw9+5dnD9/HtOmTYNMJgMAWFtbY9iwYYYtPRmUtYUJADCpABERERGVS3oHN7dv34ZEIoGLiwtGjx4NKysrSCQStGnTBoIg4OrVq5BIJKhevTq++uorbNy4EQDg6+uLoKAgg38BMhwby7zgJjGFTdOIiIiIqPzRO7h59eoVAKB79+4qnzdu3BiCIODWrVsqn3ft2hW9evWCIAg4cOBAMYpKJc3mfzU3iay5ISIiIqJySO/gJiMjAwBQo0YNlc8bNmwIAHj06JHaMn379gUABAcH611AenNsLPKaECYxHTQRERERlUN6Bze2trYAgJSUFJXP69SpAwAIDQ1VW6ZmzZoAgOjoaL0LSG+ONWtuiIiIiKgc0zu4qVWrFgDg/v37Gj9PSEjAv//+qzItOTkZwP/X+lDZZGoihalMiiSmgyYiIiKickjv4KZ9+/YQBAF79uxRCWKsrKxQrVo1AMDp06dVlrl8+TKAvIxpVLbZWMqQyGZpRERERFQO6R3cfPLJJzA2NkZ0dDQGDx6MlStXitO6dOkCQRCwceNGHD16FKGhodixYwf27NkDiUQCZ2fnYhX27t27+Pbbb9G5c2c0bdoUXbp0wTfffIN//vmnWOv19/eHu7s72rdvj6ZNm6Jz586YPHkyAgMDi7Xe8sjGwoTN0oiIiIioXJIIipE49bB582asW7cOQF5tzI0bNwDk9bf5+OOPkZOTozK/IAiQSCRYt26dmFxAXwEBAZg5cyays7PVphkZGWHGjBkYP368XuvMycnBrFmzcPz4ca3zfPHFF5gxY4be5dUkLi4Zubl6726DqVLFGrGxSTrn2XAwGC8T0rH483ZvqFREhTs3iUoDz00qq3huUllV0uemkZEE9vZW2qcXZaVffvklli1bhnfeeUcla1rDhg2xaNEiSKVSCIIg/gcAw4cPL3JgExwcjO+++w7Z2dlo27YtPD09cfXqVezbtw/t27dHbm4u1qxZgwsXLui13l9//VUMbHr06IEDBw7g8uXL2L17N1q1agUA+OOPP3D48OEilbs8srGUcRBPIiIiIiqXilRzoywyMlLMhqbw8OFDeHl54dmzZ7Czs0O/fv3Qo0ePIm/j888/x6VLl9CoUSMcOnQIpqam4rSsrCyMHTsWN2/eRMOGDeHn5wcjo4JjtszMTHTo0AEpKSno3Lkztm7dColEIk5PT0/H0KFD8fjxY9SrVw8nT54scvkVykPNjc9fofC/+hx/fNcNRkr7g6gk8Q0klVU8N6ms4rlJZVVp19wYF3cD+QMbAJDL5Zg/f35xVw0gr6nbpUuXAABff/21SmADADKZDLNmeqhX1gAAIABJREFUzcKIESMQGhqKf/75B23bti1wvU+ePBHTWQ8dOlQlsAEAMzMzfPzxx1i7di2ePn2KhIQEVKpUySDfqSyztjBBriAgJS1LTA1NRERERFQeFKlZWlHk5uZix44dei938eJFAIBUKsUHH3ygcZ4WLVrA3t4eAHD27NlCrVe5did/HyEFY+P/j/0KUxtUEdiIY90wHTQRERERlS9v5Ik9ODgYQ4YMwapVq/ReVjGeTu3atbWmkpZIJHBycgKQl1GtMOrWrQsbGxsAgK+vr9r0rKws+Pn5AciriXpb0ljbWMgAAElMB01ERERE5UyBwU1ycjJ27tyJTz75BO3bt0fr1q0xdOhQbN++vcBBOZOTk7F48WKMGjUKDx48KFIBIyMjAfz/IKHaVK9eHQAQERFRqPWamppi8uTJAIBLly5h6tSpCA4ORlxcHP7++29MmDABd+/ehUwmw9y5c4tU9vLI2lJRc8PghoiIiIjKF519bh4+fIiJEyeKAYYi98C9e/dw7949HD58GDt27ICDg4Pasv7+/vjpp5/w8uVLcTkzMzO9CxgfHw+g4AFAFdMTExMLvW43NzdYWFjgl19+wcmTJ9WSBjRv3hxz585F69at9Sx1+WWjCG5Yc0NERERE5YzWmpu0tDR88cUXiIiIEFM6V6pUCTY2NuK/Hz9+jKlTp6os9/r1a0yZMgUzZsxQCWy6desmNvPSh6J2qKDASJFooKDaJGU5OTlIT0+HhYWFxunh4eG4ceOG1j45FZGVmQwSCfvcEBEREVH5o7XmZu/evYiOjoZEIkGLFi3w448/iv1aHjx4gBUrViAwMBBBQUE4f/48unfvjsePH2PChAmIjo4GkFfTU716dcybNw+9evUqUgGlUikAqGUzK67s7GxMmzYNp0+fhkwmwzfffINBgwahSpUqiIyMhJeXF3bu3Imff/4ZDx48wNq1a4udVEBX2ro3pUqVgvsOVbI0RVauUKh5iQyF5xuVVTw3qaziuUllVWmem1qDm8uXLwPI6+uyY8cOmJubi9OcnJywbds2DB8+HPfu3cOxY8fw7rvvYvTo0UhMTIQgCJBKpXBzc8OUKVNUltWXYtn09HSd8xW2hkfh8OHDOH36NABg/fr1KsFXvXr1MHv2bLz77rv4/vvv4e/vj549e8LFxaUoX0FUHsa5AQBLc2PExKUwfz69MRyvgcoqnptUVvHcpLKqtMe50VoVERYWBolEglGjRmkMTqRSKT7//HMIgoCgoCAsWLAACQkJEAQBjRo1wv79+/Hdd98VK7AB/r8vTVKS7p2k6GtjZ2dXqPUeOHAAANCuXTuttUpDhw5F06ZNAQD79+8v1HorAhsLEySxWRoRERERlTNag5vXr18DAJo0aaJ14VatWgEAoqOjERgYCAAYOXIkDh06hGbNmhmkgPXr1wcAREVF6ZxP0RROkTWtIE+fPgXw/99Bm3bt2gHIG/TzbWFjacKEAkRERERU7mhtlqZo5lWpUiWtC+evJZkzZw7Gjh1rmJL9T6NGjQAAz549Q2pqqsbO/4IgiOPhODs7F2q9WVlZKv8v7PxvA2sLGVNBExEREVG5o7XmRpHlTBfl/i29e/c2eGADAF27dgWQF1xcvHhR4zy3bt3Cq1evAABdunQp1HoVNUKKGidt/v77b5X53wY2FiZIz8xBZtbbkyWOiIiIiMq/4qX/UjJkyBBDrUpFnTp1xKZjGzZsQEpKisr0rKwsrF27FgAgl8vRsWPHQq23X79+APLG7PH29tY4z9GjR3H79m0AKHYygfJEMdYN+90QERERUXlisOCmSpUqhlqVmrlz50IikeDx48dwdXVFYGAg4uPjcevWLYwfPx43btyARCLB9OnTVVJGBwcHo2/fvujbty88PDxU1unq6oqGDRsCAObPn4/Fixfj7t27eP36NR49eoTVq1djzpw5APKauo0cObLEvl9ZY2Pxv4E82TSNiIiIiMoRrX1u9FXcMWB0adGiBRYtWoQff/wRd+/ehZubm9o8c+bMQY8ePVQ+S0tLQ1hYGAAgPj5eZZq5uTm2bNmCr7/+GiEhIdi7dy/27t2rtt5mzZrht99+g4mJiQG/UdlmbSkDACYVICIiIqJyxWDBTUkbMWIEmjZtiu3bt+P69euIj4+HpaUlWrVqBTc3t0I3R1NWs2ZNHDx4ED4+PvD390dISAiSk5NhbW0NJycnuLi44OOPP4ZMJiuBb1R2seaGiIiIiMqjchPcAHlpqRX9awqjffv2CAkJ0TmPiYkJRo4c+VY1OyuIIrhhnxsiIiIiKk8KDG5++OEHjemXizKfRCLBrl27Cl86KhWmJlKYyIzYLI2IiIiIypUCg5u7d+/qnK7owF/QfIIgqHT2p7LNxsIESWyWRkRERETliM7gpjBj3VDFZGNpwpobIiIiIipXtAY3Z8+efZPloDLGxsIEcYnppV0MIiIiIqJC0xrc1KxZ802Wg8oYawsZwqITS7sYRERERESFVnKD01C5ZmNpguTULOSyaSIRERERlRMMbkgjGwsT5OQKSE3PLu2iEBEREREVCoMb0sjaMm/gUiYVICIiIqLygsENafT/A3kyuCEiIiKi8oHBDWmkCG4SU7NKuSRERERERIXD4IY0srH8X3DDZmlEREREVE4wuCGNrMxlkIDN0oiIiIio/GBwQxoZGUlgZfF/7N15fFT1vf/x15kt+0YI+xaWgICyKiICiiIIIsFewWoVVMSrv6utG9Z627o97LVVL1VvbVWwVCtuKMomKIqssgjIvggEEEISsu+znd8fkwxEkpCEJDMJ7+fjMY9Jzvmecz4TvszM53w3u1puRERERKTJUHIjVYoOd2jMjYiIiIg0GUpupEpR4Xby1C1NRERERJoIJTdSpegIB/nqliYiIiIiTYStqh39+vWr94sZhsG2bdvq/bzSMHzd0pTciIiIiEjTUGVyU1paWu8XMwyj3s8pDScqwkFxqQeX24PdZg10OCIiIiIi1aoyubn00ksbMw4JQtHhdgDyi1y0iFZyIyIiIiLBrcrk5p133mnMOCQIRYeXLeRZ5KRFdGiAoxERERERqZ4mFJAqRUeUJTeFmg5aRERERIKfkhupUpQ/udGkAiIiIiIS/KrsllYTaWlppKWl4XQ6MU3zrP1utxun00lBQQEHDhxg+fLlLFmy5HwuKY3o9JgbJTciIiIiEvzqlNwcOHCA3//+9/zwww/1HY8EkRC7FYfNoumgRURERKRJqHVyk5OTw5133klmZmalrTXVadeuXW0vJwFkGAbREQ6NuRERERGRJqHWyc17773HqVOnMAyD9u3bc80119CyZUtmzZqFYRj8+te/xul0cuLECVauXElWVhaGYfDHP/6RW265pSFegzSgqHCHuqWJiIiISJNQ6+RmzZo1gK8VZuHChYSHhwPw5ZdfsnPnTvr3789ll10GQH5+Po888girVq3i9ddf54YbbiAyMrIew5eGFh1uJzu//hd0FRERERGpb7WeLS0lJQXDMJg2bZo/sQHo168fAJs3b/Zvi4qK4n//939p27Yt6enpfPzxx/UQsjSmqAiHxtyIiIiISJNQ65abvLw8ALp161Zhe48ePTBNkz179lTYHhERweTJk/nrX//K119/zbRp0+oerTS66HAH+UUuTNPEMIwGv97CtYdZue0ELaJDiI8O9T1iKj6HhZzXJH8iIiIi0kzV+ltiSEgIRUVFREREVNjeuXNnAA4dOnTWMZdcckmV+yS4RUc48HhNikrdRITaG/RaP/6Uy4I1h+nSJhqHzUpKaj5b9mfg9lScuCImwsGMG/twUee4Bo1HRERERJqWWic3LVq0oKioiLS0tArbO3XqBMCRI0dwOp04HA7/vvJEqLzVR5qO8rVu8gqdDZrclDo9vLV4N/HRoTx6S39/64zXNMkrdJKZW0Jmnu+xZnsqr87fzuO3DqRzm6gGi0lEREREmpZaj7m55JJLME2TpUuXVtjepk0bHA4HHo+Hbdu2VdiXkpIC0CjdmqR+RUX4ktS8woYdd/PRyh9Jzy7mrnEXVeh2ZjEMYiND6NY+hssuas31Qzrz6C0DiAi18b8fbiMtu6hB4xIRERGRpqPWyc2oUaMA+OKLL/if//kfsrOzfSeyWOjTpw8Ab775Jl6vF4DCwkLefvttANq3b18vQUvjiQ73JTf5RQ231s2ulCy+3nKc0YM70qsGXc3iokJ4eEp/vCa8/ME2cgs0m5uIiIiI1CG5uf766+nevTumaTJ37lx/sgOQnJyMaZqsWbOG8ePH85vf/IZx48axb98+DMNg+PDh9Rq8NDx/t7QGmjGtqMTN20v20KZFOL8Y2bXGx7WNj+A3N/cjr9DFyx/+QFGJu0HiExEREZGmo9bJjcVi4fXXX6dz586Ypklc3Ok77f/xH/9B3759MU2TlJQUli1bRnp6OgCxsbFMnz69/iKXRhEZbseg4bqlzVuxn+z8Uu6+4SIcdmutju3aLpr/d1NfTpwq5NX523G5PQ0So4iIiIg0DbVObgA6duzIokWLePbZZ5kwYYJ/u9Vq5a233mLs2LEYhoFpmpimSe/evZk7dy4JCQn1Frg0DqvFQkSYvUG6pW09kMHaHScZP7Qz3drF1OkcfRPjuXv8Rew7lsMbn+/G6zXPfZCIiIiINEt1XjDEbrdz8803n7U9NjaWWbNmkZWVxbFjx4iLi/PPpCZNU3SEo95bbvKLnMz9Yh8dW0Vy47DE8zrX5X3akF/kYt6KA7yzfB93jOmpyStERERELkC1Tm7S09Np1arVOcu1aNGCFi1a1CkoCS7R4fZ6HXNjmibvLNtHYbGLR6b0x2atUwNiBaMv7UhekZPF648QHe5g0oiaj98RERERkeah1t8qr776aqZPn86iRYsoLdUsVReC6AgHefXYLW3DnjQ278sgeXgiHVtF1tt5bxrRleGXtGXhuhQ+XXUIt8dbb+cWERERkeBX65Ybj8fD2rVrWbt2LeHh4YwdO5aJEydy2WWXNUR8EgSiwh3k11O3tOz8Uv69fD/d2kUzdkj9dlc0DIM7xvbE7TFZuC6F7QczuWv8RfWaQImIiIhI8Kp1y82kSZOIjIzENE0KCwv55JNPmDp1KqNGjeKVV17hyJEjDRGnBFB0uJ2iUjcu9/m1hBxOzePvn+3E5fZy9w29sVrOvzvaz1ktFu6Z0Jv7k/uSnV/CM//cxOdrDqsVR0REROQCYJimWevppZxOJytXrmTRokWsXLkSp9N3V798EHe/fv1ITk5m3LhxREdH12/ETVhmZkFAZ/NKSIgiIyO/1set3Hacf32xjxfvv4IW0aG1Otbp8rBxTzrfbP2Jw6n5hNit/Oq6JIZd3LbWcdRWfpGT9746wIbdaXRsFcnd4y+iU+uoBr+u1F5d66ZIQ1PdlGCluinBqqHrpsViEB9fda+cOiU3ZyooKGDZsmUsXLiQjRs34vX67pAbhoHdbufqq69m4sSJjBw5Equ1duuYNDdNNbnZsj+D1z7ZwR+nXUrnNjVLDtKyi1i59ThrtqdSWOKmbXw4owZ2YGifNoSH1nmSvjrZsj+Df5VNYDB+aGduuKJLvUxiIPVHH9ISrFQ3JVipbkqwCnRyc97fMiMjI/nFL37BL37xCzIyMli8eDELFy5k165dOJ1Oli1bxvLly4mLi2P8+PE8+eST53tJaWTREQ6AGs2Ytu3HU3z9/U/sPJyF1WIwICmBUQPa07NTbMCmZx6YlEBSx1jmfbWfz9emsGV/BneP713jRE1EREREmobzbrmpyrFjx1i6dCmLFi1i//79vosZBnv27GmIyzUJTbXlJj27iN/+4zvuHn9Rtd3Jvtt9kjc+301spIOr+rdneL92xEWFnE/I9W7bgVPMXbYXp8vLS//vCkIdjduKJJXTHUgJVqqbEqxUNyVYBbrlpkH65mRkZLBu3To2b95MSkqKFlRs4qLCz91y4zVNFq5NoX1CBH++7wpuvDIx6BIbgP49WnLfxL4Ul7r5fl9GoMMRERERkXpUb7etc3NzWb58OYsWLWLz5s3+sTemaRIWFsZ1111HcnJyfV1OGlGow4rdZiG/sOq1brbsyyA1s4h7b+wT9ONZenSIoVVsGGt3pDbKxAYiIiIi0jjOK7kpLi5mxYoVLFq0iLVr1+J2uwFfQmMYBpdeeimTJk1izJgxhIeH10vA0vgMwyA63F5ly41pmixal0LruDAu7dWqkaOrPcMwGHZxGz5dfZhTOcW0jA0LdEgiIiIiUg9qndy4XC5WrVrF4sWL+eabbygpKQF8X3ABOnfuTHJyMhMnTqRdu3b1G60ETHSEo8rkZvvBTI6mF3DXuIuwWJpGF8Qr+rZlwerDrNt5khuvTAx0OCIiIiJSD2qd3AwbNoz8fN8gofKEJjo6muuvv57k5GQGDBhQvxFKUIgKd5BbcHZyU95qEx8dyuV9WgcgsrqJjwmlV+c41uxI5YZhXbBoXJiIiIhIk1fr5CYvL893oM3GsGHDSE5O5pprrsHhcNR7cBI8osMdHEsvOGv73iPZHDyRx+3XJQX9WJufG3ZxG95atIcDx3Lo2Sku0OGIiIiIyHmqdXLTs2dPJk2axIQJE4iPj2+ImCQIRUXYySt0+sdTlVu4LoWYSAdXXtL0BuYPSmrFO479rN1xUsmNiIiISDNQ6+Tms88+a4g4JMhFhzvweE2KS92Eh9oBOPBTDnuP5nDLqO7YbdYAR1h7IQ4rl/Zqxaa96dw2OokQR9N7DSIiIiJyWtPqRyQBEx1RvtbN6emgF607QmSYnZH92wcqrPN25cVtKXV6+H5/eqBDEREREZHzVGXLzVNPPQX4ps394x//eNb2uvj5uaTpiC5fyLPQSZsW4Rw5mc+OQ5ncNKJrk27x6NEhhoTYUNbuOMkVfZte1zoREREROa3K5Ob999/3j604MyE5c3tdKLlpmqLCfV3R8gp9M6YtWpdCWIiNUQM7BDKs8+Zb88Y3LfSp3GJaxmjNGxEREZGmqtpuaeVTPVe2vS4PabrKu6XlFzk5nlHA9/szuHZQB8JDz2sd2KBwRd82AKzbeTLAkYiIiIjI+ajym+mKFStqtV2aN3/LTZGLxeuPEGK3MvrSjgGOqn60jAnjos5xrN2RyoQrupxXy6SIiIiIBE6VyU379pUPEq9quzRvVouFyDA7Px7PZXdKFmMu7URkmD3QYdUb/5o3P+WS1DE20OGIiIiISB3Uera0JUuW4HSevVK9NH9R4XZ2Hc7CarEw5rLm0WpTblBSK0IcVtbsSA10KCIiIiJSR7VObh5++GGGDRvGH/7wB77//vuGiEmCVPmMaSP7tSMmMiTA0dSvEIeVS3v61rwpdXoCHY6IiIiI1EGd1rnJz8/no48+4le/+hWjR4/mtdde49ixY/UdmwSZ6AgHVovB2CGdAh1Kgxh2cRtKnR627M8IdCgiIiIiUgeGWctpzBYsWMCiRYtYv349Ho/vDnf5AOyBAweSnJzM9ddfT2RkZL0Hu2vXLmbPns3GjRvJyckhLi6OgQMHMnXqVAYOHFjn86anp/P222/z7bffcuLECQzDoEuXLlx//fXccccdhIaG1kv8mZkFeL2BmzUuISGKjIz8Oh9/NC2fU7klDExKqMeogofXNHniH+tpGRPGY78cEOhwLijnWzdFGorqpgQr1U0JVg1dNy0Wg/j4qvOMWic35bKysliyZAkLFy7khx9+8J2sLMlxOBxcc801TJw4keHDh2Ox1KmBqIKlS5fy6KOP4na7z9pnsVh45JFHmD59eq3P++233/LQQw9RWFhY6f6kpCTmzp1LixYtan3un2vqyc2F4PM1h/lszWFeuG+o1rxpRKqbEqxUNyVYqW5KsGqyyc2Zjh07xsKFC1m8eDEHDx70nbgs0YmPj2fChAlMnDiRXr161en827dv57bbbsPpdDJ48GAefvhhEhMTSUlJYdasWWzYsAHDMPj73//OVVddVePz7tmzh8mTJ+N0Omnfvj2PPvoogwcPJisri/nz5/POO+9gmiZXXXUV//jHP+oU+5mU3AS/UznFzPz7eiYNT2TCsMRAh3PBUN2UYKW6KcFKdVOCVbNIbs60e/duFi5cyBdffEFqqm/mqfJEJykpic8++6zW57z77rtZs2YNPXr0YP78+YSEnB7M7nK5mDZtGps3b6Zbt24sWrSoxi1FkydP5ocffqBt27bMmzePtm3bVtg/a9YsXn/9dQAWLlxIUlJSrWM/k5KbpuHP720hK6+UP917uda8aSSqmxKsVDclWKluSrAKdHJz/v3FfqZ37948/vjjfPPNN7zzzjv06dMH0zQxTZP9+/fX+nwHDx5kzZo1ANx3330VEhsAu93OY4895i+7ZcuWGp13+/bt/u50TzzxxFmJDcDtt9+OxWIhNDSU7du31zp2aZqGXdyW9Jxi1u08GehQRERERKQWqlzEs65KSkr45ptv+Oqrr1i1ahUFBQX+fXUZmL969WoArFYrI0aMqLRMv379iI+PJzMzkxUrVjB48OBznnfp0qUAdOrUiTFjxlRaJj4+nq1bt9bbhALSNFx2UStW/3CCOUv24DVNhl/SLtAhiYiIiEgN1Ety43a7WbNmDYsWLeLrr7+muLgYANM0MQyDSy+9lOTkZMaOHVvrc+/ZsweAjh07EhUVVWkZwzDo1asXa9euZdeuXTU6b3lLzJAhQypsN00Tr9eL1WoF6paQSdNmt1l5aEp/XvtkB28v2Uup08O1g5vXoqUiIiIizdF5JTcbNmxg8eLFLFu2jLy8PMCXHICvReTGG28kOTmZDh061Pkax48fBzjnOcq7lf300081Ou+BAwcA6Ny5M6Zp8vHHH/Phhx+yd+9e3G63P/677rqLsDDNmnWhCbFbefAXl/D3z3by3lcHKHV5GD+0S6DDEhEREZFq1Dq52b59O4sXL2bJkiWcOnUKOJ3QREVFMXbsWJKTkxk0aFC9BJidne0/d3XK95cnWdVxOp3k5uYCEB4ezvTp0/3jesqlpKTwyiuvsGzZMt566y1atWpVl/ClCbPbLNyX3Jc5i/cw/9tDlDg93DSiqyYZEBEREQlStU5uJk+ejGEY/oTGarVyxRVXMGnSJK699locDke9BlhaWgqcu3tY+UQD5eWrc+Y4oNdff52MjAzGjRvHf/7nf5KYmEh6ejrz5s1j9uzZ7Nu3jwcffJB58+bpS+0FyGa1MP2G3jjsVhavP0Kp08Mt1/bAorogIiIiEnTq1C3NNE169OhBcnIyN954IwkJDbdiffnYl/pMLM5MgDIyMpgyZQrPPPOMf1uHDh147LHHiIuL4y9/+Qtbt27lyy+/5Lrrrjuv61Y3bV1jSUiovgVMKvfo7YNpEbuLBd8exLBa+H8398dqUYJTn1Q3JVipbkqwUt2UYBXIulnr5Obmm2/ml7/8Jb17926IeM5SPt6lpKSk2nI1beH5eRmHw8Gjjz5aablp06bx9ttvc+rUKZYtW3beyY3WuWnaJlzeCa/bw+drU8jNL2H6Db2xWet9NvULkuqmBCvVTQlWqpsSrJrcOjfHjh3jN7/5DQsWLDivwGqqfCxNfn71f6TysTZxcXHnPGdERIT/54suuojo6OhKy9lsNvr37w/41tCRC5thGCQP78rkq7uzcU86ry/YidvjbbDruT3egCbDIiIiIk1NrZObffv2cezYMZxOZ0PEc5bExEQAUlNTqy138qRvwcXKFuP8OYfD4Z8g4OeLgv5cZKQvM6zJWB65MIwd0onbRiex9cCpBklwvKbJup2pPPa3dfxxzkZ+yig490GVyCty8vmaw2Tnq+6KiIjIhaHWyU1hYSEASUlJ9R5MZXr06AHAkSNHKCoqqrSMaZr+9XBq2l2uV69egK8lqjqZmZkAmi1NKrhmUIcGSXBSTubxp3e/561Fe4iLCiG/2MWzczfzzZaf/JN41MSmven895sbWLDmMB9+82O9xCYiIiIS7Gqd3HTt2hU4vbhmQxs5ciQALpeL1atXV1pm27ZtZGVlATB8+PBanTc1NdW/oOfPFRUVsXXrVgB/9zSRcmcmOH//bNd5JTh5RU7+uXQvz/5zMxnZxdw17iL+e+pgnr7rMnp2iuWd5ft57ZMdFBS7znme1xfs5PUFO4mPCeXy3q3ZuDuNE6cK6xybiIiISFNR6+TmoYcewjAMZs2axfr16xsipgo6derEgAEDAHjllVf8LUflXC4XL730EuBrTRo6dGiNzjtu3Dj/2Jvnnnuu0gkLXn31VQoKCjAMgxtvvPF8XoY0U9cM6sCt1/Zgy/4M/lGHBMfj9fLl5mM88Y/vWLsjldGXduT5GUO58pK2WAyDmAgHv7m5H1NGdWf7wUz+OGcj+45mV3quzXvT+f1bG9iyP4NJI7ry5O2DuOXaHtjtFhatS6mHVysiIiIS3KxPPfXUU7U5oKSkhDZt2rBq1So+++wzFi5cyI4dO9i5cyc7duxgy5Yt1T7qsrhnjx49+Pjjj8nKymLNmjV07tyZiIgI9u3bx+9+9zs2btyIYRg899xz/pYl8C04OnXqVN59910ALrnkEv++sLAwYmJiWLlyJWlpaaxevZo2bdoQHR3N8ePHefnll/n3v/8NwNSpU5k4cWKt4/654mIntehZVO8iIkIoKmqcsVIXkq7tYggPsbF88zFOZBYyMCkByzmmiTZNk91Hsnntkx2s23mSnh1jeOAXlzC0bxvstor3HAzDoHv7GC7pFs+2A6dYvvmYbzr2jjFYDIO8IidzFu/hszWHaRsfwUOT+3Fpr1ZYLAYhdivFpW6+3XaCyy5qRVR4/a5DVV9UNyVYqW5KsFLdlGDV0HXTMAzCq/k+Y5i16ciPb3axcqZp1nr9mbp2Z/vggw946qmn8HorvzP+xBNPMG3atArbNmzYwB133AHAf/3Xf/HAAw+cddwbb7zBrFmz8HhrFT2EAAAgAElEQVQ8lZ53/Pjx/OlPfzrnxAM1oamgm7flm47x/ooDDO6ZwIwb+5w1TbTb42Xv0Wy2HTjFth9PkZVXSsuYUG65pgcDerSs0f+lEqebfy/fz9qdJ+neIYYrL27L/G8PUlTi5sYrE7l+SKezrptX5GTm6+sY2MMXVzBS3ZRgpbopwUp1U4JVoKeCrvU6Nz/PhWqTG53PQpxTpkyhb9++zJkzh40bN5KdnU1ERAQDBgxg6tSpNe6O9nMzZsxgxIgRzJ07lw0bNpCRkUF0dDS9evVi8uTJjBkzps4xy4Xluks7gmny/tc/wsLdzJjQG6fLw/aDmWz78RQ7DmVSXOrBYbPQJ7EFE69MZMhFrXHYrTW+RqjDxt039KZPYgv+tWwf/1y6l86to3jslovo0Kry/+jR4Q5GDezAso1HmTCsC23jIyotJyIiItLU1brlZuPGjed1wcsuu+y8jm/K1HJzYVi28SgffP0jreLCyMwtweM1iY5w0L97PP27J9C7S1ytEpqqZOQUs/9YDkN6tz7nYqJ5hU5m/n0dA5MSmDEh+FpvVDclWKluSrBS3ZRg1eRabi7k5ESkJsZc1gmLxWDtjlTGXNaJ/j1a0rVdNJbzaLmsTEJsGAmxYTUqGx1xRuvNFWq9ERERkeap1smNiJzb6MEdGT24Y6DDqGDsZZ34estPLFyXEpStNyIiIiLnq9ZTQYtI0xQd4WDUgA5s2J1GaqbWvREREZHmp9YtN0888USdL2YYBs8//3ydjxeR8zN2iK/1ZtG6FO5R642IiIg0M7VObj799NM6zXpWPm20khuRwPGPvdl0lAnDEmnTIjzQIYmIiIjUmzp1SzNNs8YPgPj4ePr06UPv3r3rNXgRqb2xQzpht1pYuDYl0KGIiIiI1Ktat9ysX7++2v2maZKfn8+JEyf49ttvmTdvHsXFxTzyyCNcccUVdQ5UROpHdISDqwe2Z/mmY0wY1kWtNyIiItJs1Hqdm9ratm0bU6dOJTQ0lM8//5zWrVs35OWCmta5kWCRW+jk8dfXMahnK+6ZEPgWVdVNCVaqmxKsVDclWAV6nZsGny2tf//+3HLLLeTm5jJ79uyGvpyI1EBMWevNd7tPkpZVFOhwREREROpFo0wFPXLkSAC+/fbbxriciNTA2CGdsVstvLV4Nykn8wIdjoiIiMh5a5TkxuFwAHDy5MnGuJyI1EBMhIPbx/TkZGYRz/xzM6/O387RNHVxEBERkaar1hMK1MXGjRsBCA/XwGWRYDLs4rYM6JHAV98fY9nGY2x9exODkhKYeGUiHVpV3Z9VREREJBg1eHKzYsUK3nzzTQzD4OKLL27oy4lILYWH2rhxWCLXDurA8k3H+HLzMb7fn8HgXq2YOKwL7ROU5IiIiEjTUOvk5p577jlnGdM0KSkp4cSJE6SmpvoX8Lz55pvrFKSINLzwUDvJw7ty7eCOp5OcvekM7duGO8f1wmpplF6sIiIiInVW6+Rm9erVGIZRo7JnzjI9btw4Ro8eXdvLiUgjiwyzc9OIrlx3aUcWrUth+aZjdGsfw9UD2gc6NBEREZFq1albWk2WxrHZbERFRdGzZ0+Sk5OZOHFiXS4lIgESGWZnyqjupJzM57PVh7i8d2vCQhplmJ6IiIhIndT6m8revXsbIg4RCUKGYTBlVHeenbuZJd8d4RcjuwU6JBEREZEqqRO9iFQrsW00l/dpzfJNx8jKKwl0OCIiIiJVUnIjIud004iumCZ8supQoEMRERERqVK9dqBPS0tj06ZNpKWl0bp1awYNGkTbtm3r8xIiEgAtY8IYfWkHln53lNGDO9K5TVSgQxIRERE5S42Sm5MnT/Lee++xb98+HnroIXr16lVhv2maPP/887z//vu43W7/dqvVyoQJE/jv//5vIiIi6jdyEWlU4y/vwuofUvng6wM89ssBNZ41UURERKSxnLNb2nvvvcfo0aN58803WbVqFcePHz+rzCOPPMK7776Ly+XCNE3/w+12s2DBAn71q1+Rk5PTIC9ARBpHeKiNiVcmsvdoDj8czAx0OCIiIiJnqTa5mT9/Ps888wxutxvTNLFarZSWllYo88UXX7BkyRL/Qp2XX345//d//8fbb7/N1KlTsVqt7N27l+eff75BX4iINLyR/dvRpkU4H33zI26PN9DhiIiIiFRQZXKTn5/Piy++CEBUVBRPP/00mzZtYty4cRXKvfzyy4BvytghQ4Ywe/ZsrrnmGoYOHcoTTzzBc889h2maLFy4kF27djXgSxGRhmazWrj56m6kZhax+ocTgQ5HREREpIIqk5ulS5eSnZ2N3W5nzpw5TJkyhbCwsApltm/fztGjR/2/z5w5E6vVWqFMcnIy/fv3B2DJkiX1GbuIBED/7i3p2TGWBWsOU1zqPvcBIiIiIo2kyuRm1apVGIbBhAkT6Nu3b6VlVq5cCfhabbp3707v3r0rLTd27FhM02T9+vXnH7GIBJRhGEy5pjv5RS6WfHck0OGIiIiI+FWZ3Bw4cACA4cOHV3nwmcnKlVdeWWW5pKQkANLT02sdoIgEny5tohlatrBnZq4W9hQREZHgUGVyk5WVBUC7du0q3e90Otm5c6f/98svv7zKi0RF+dbEyM3NrVOQIhJ8bhrRDdDCniIiIhI8qkxunE4nwFljaMpt3boVl8vlLzNo0KAqL5KXlwdAZGRknQMVkeASHxPKdZd2ZP2ukxw8rhsXIiIiEnhVJjfx8fHA6Racn/vuu+8AX//73r17V5u4HD58GIC4uLg6ByoiwWfc5Z2Jjw7h1fnbScsqCnQ4IiIicoGrMrnp3LkzADt27Kh0/1dffeX/ubpxOQArVqzAMAy6du1alxhFJEiFhdh4eEp/vCa89ME2svNLz32QiIiISAOpMrkZMWIEpmkyf/58SkoqDhj+/vvv/RMOAFx33XVVXmDz5s3+iQeqm3RARJqmtvERPDS5H/nFLl7+cBuFJa5AhyQiIiIXqCqTmxtuuIHw8HBSU1OZMWMGKSkpeL1eNm/ezOOPPw74uqQNGDCAnj17VnqOo0ePMnPmTABCQ0O59tprG+AliEigJbaN5oGbLiYtq4i/frSdUpcn0CGJiIjIBajK5CYhIYEHH3wQ0zTZtGkT119/PX379uX222/n+PHjADgcDp599tkKx5WUlLBmzRqef/55kpOTOXHiBIZhMH36dFq2bNmwr0ZEAqZ3lxbMmNCHgydy+dunO3F7vIEOSURERC4wtup2Tps2DZfLxV//+lfcbjemafr3hYeHM2vWLLp161bhmAMHDnDPPfcA+Mtfe+213HvvvfUdu4gEmcG9WnFHSU/mfrGPOYv3MH1CbyyGEeiwRERE5AJRbXIDcM899zB+/Hg++ugjfvzxRwAuuugiJk+eXGlLTHx8vD+psdlsTJ06lUceeQSLpcpGIhFpRkb2b09BsYv53x4iIszOrdf2wFCCIyIiIo3gnMkN+Bby/PWvf12jE7Zs2ZJ7772Xzp07c9VVV9GiRYvzClBEmp5xl3cmv8jF8k3HiAq3c+OwxECHJCIiIheAGiU3teFwOHjooYfq+7Qi0oQYhsHkUd0pKHaxYPVhosIdXD2gfaDDEhERkWau3pMbEREAi2Ew7fpeFBS7eO/L/XRIiKBHh9hAhyUiIiLNmAbCiEiDsVktzJjQm/joUF5fsJO8QmegQxIREZFmTMmNiDSo8FA790/qS2GJm79/thOPV1NEi4iISMNQciMiDa5T6yhuv64ne4/msGD14UCHIyIiIs2UkhsRaRRXXtKWEf3asnj9EbYdOBXocERERKQZUnIjIo3mttFJdGodyVuLdpOeUxzocERERKSZUXIjIo3GbrNy/6SLAXj905243J4ARyQiIiLNiZIbEWlUrWLDmH5Db46k5fPvLw8EOhwRERFpRpTciEij69+jJeMu78yqH06wdkdqoMMRERGRZkLJjYgExKQRifTqFMu/lu3j8IncQIcjIiIizYCSGxEJCKvFwr0T+xIeauNPczdRXOoOdEgiIiLSxCm5EZGAiYlwcN/EvqRlFvL+Co2/ERERkfOj5EZEAiqpYyw3Xd2D1dtT2XogI9DhiIiISBOm5EZEAu7WMb3o2CqSfy7dS16hM9DhiIiISBOl5EZEAs5us3DPhN4Ul7qZ+8VeTNMMdEgiIiLSBCm5EZGg0CEhkptGdGPrgVOs0fTQIiIiUgdKbkQkaFx3WUd6dozlva8OkJFTHOhwREREpIlRciMiQcNiGNx9w0UYwOxFu/F61T1NREREak7JjYgElZYxYdw2Oon9P+WybNPRQIcjIiIiTYiSGxEJOlf0bcPApAQ+XXWIY+kFgQ5HREREmgglNyISdAzD4I6xPQkPtfPmwl243N5AhyQiIiJNgJIbEQlK0eEO7ry+Fz9lFLJg9aFAhyMiIiJNgC3QAYiIVKVf95aM6NeOLzYcpajUTcuYUOKiQoiLCqVFdAhxkSE47NZAhykiIiJBQsmNiAS1W67pTlZ+CZv3plNY4j5rf2SYnRZRIXRsFcmQPq25qHMcVkvNG6ULil1s2J3G1gMZdG8fw7jLOythEhERaaKaVHKza9cuZs+ezcaNG8nJySEuLo6BAwcydepUBg4cWG/XOXDgADfddBNOp5N///vfDB48uN7OLSK1E+qw8fDk/gCUujxk55eSnVdCVn4pWfmlZOeXkpVXwpYDp1i78yQxEQ6G9G7N0D5t6NQ6EsMwzjqn2+Nlx8FM1u08ybYfT+HxmrSMCWV3Sjbf7Urj9jE96ZPYorFfqoiIiJynJpPcLF26lEcffRS3+/Sd2/T0dL744guWL1/OI488wvTp08/7Oi6Xi5kzZ+J0Os/7XCJSv0LsVtq0CKdNi/Cz9rncHrYfzGT9rjRWfP8Tyzcdo218OEP7tOHy3q2JjwnlaFoBa3ek8t3uNAqKXUSF2xk1sAPDLm5Dp9ZR7ErJ4t1l+3jpg20M6d2aW0Z1JyYypN7i/ymjgOgIB9Hhjno7Z3NgmiaFJW4ycopJzy4mPaeYjJxibBaDVnHhtG4RRqu4cFrFhmK3qVVNRESq1iSSm+3btzNz5kzcbjeDBw/m4YcfJjExkZSUFGbNmsWGDRt48cUX6d69O1ddddV5Xeu1115j9+7d9RO4iDQau83KoJ6tGNSzFQXFLjbvS+e7nSf5ZNUhPll1iLioELLzS7FZDfp3b8kVF7elb2ILbNbTXdj6dGnBM3dfxuL1R1jy3RG2H8zk5qu6MaJ/OyyVtADV1NG0fD5eeZCdh7MIC7Fy47BErhnUocK1LxSmaXIsvYDv92WQmlVERlkyU1xascthTIQDt8dboSuiAbSIDqVVXBitW4QTG+kr43R5cbo8lLq8ON0enC4vpS4PLreXsBArkWF2/yMizE7UGT+HOqxYrRZsFgOr1YLVYmC1GNisvt/P97U6XV4sFpSUiYg0EsM0zaBfAvzuu+9mzZo19OjRg/nz5xMScvpOqsvlYtq0aWzevJlu3bqxaNEiLLXob3+mbdu2ceutt+LxePzb6rNbWmZmQUBXXE9IiCIjIz9g1xepSkPWzVM5xXy3O41DJ/K4uGsLLr2oNZFh9nMel5pZyDvL9rH3aA7d2kdzx5hedGwVWetrf7r6EN/tSiM81MaYyzpx4KdcdhzKpG18OL+8tgd9E+Pr+tKalKy8EjbsTmPdrpMczyjEYhgkxIaSEBtGQlwYrWJ9j4S4MBJiwghx+JKBgmIX6dnFpGUXVXzOKqKwxI3FMHDYLTjsVhw2CyF2q+93mxWbzUKJ001BsZuCIidFJW5q+w5ssRiElJ0/xG7FYbMS4vBdx3ctKy63lxKnm+JSDyVONyXO08/ln7BhIVaiwx3ERDh8rXdlj5iylrzwUBthIb5HeKiNMIcNi6XuCbU0f/pMl2DV0HXTYjGIj6/68zjok5uDBw8ybtw4AF5++WXGjx9/Vplt27YxZcoUoO7JSHFxMcnJyaSkpDBp0iQ+/fTT8zpfZZTciFQuWOumaZqs33WS91f8SFGJmysubkOvTrF0ax9Dq9iwSsfzAOQXOVm07gjfbP0JwzAYPbgj4y7vRHioHdM0+eFgJu9/dYD0nGIG9GjJlGt60Co2rJFfXeVM0yQ7vxSvaWK1lLVkWA0shq81w2Lx/VzVaz9TcambLfszWLfzJHuPZGMC3dpFc0XfNjVOMqvj9nixWmoWC4DXa1JY4qKguOxR5KLU5cHjNfF4TdweLx6PWfa7F7fHxBFiIzu32N8yVOr0UOrylP3uayWy2y2EOqyEOWyEOqyEOmyEhviewxxW3F6TvELn6UeRk9wCJ0WlZ0+QcaZQh9WX7ITYCAv1PYdXeLb7f48MsxMT6SA2MoSwkMbtlOHxen1j4fJLKSx2U1jiorDETVGJy/d7qYuiEt92m8VCeKiNiFBf7BFhdiJCbf5tNqsFl7usFc7/dy5rmStvlSv7Nzjz36HEebosgNVq+FvjbGUtcjarUbFOWwxsFguWsta68odhMfB4fPXB9zjzZ9/vNqvh+3cpT0bLfy57tlktvtdfcvrvUVh8+u9QXOrBYbf4y1d2HovFwO324vZ6fc/+OHzPoWF27Ab+rq7+pDncQViItdL/F6ZZVr89Ji6Pl+JSN/lFLvKKnOQXOckvcvmf84qclDo9vnocYvXHGup/nb76GRXuIDrcTlS4g1BH5deVC0ugk5ug75a2evVqAKxWKyNGjKi0TL9+/YiPjyczM5MVK1bUKRl54YUXSElJ4eqrr66Q3IjIhcswDK7o25ZLurVk/rcH2bA7jTXbUwHfLG3d2kXTtX0M3dpFk9g2Goth8OXmYyzdcIQSp4crL27LxCsTaREdWuGc/bu3pE+XFizfdJRF647w329uYOyQjoy/vIu/xaIxlCcyh1PzSTmZx+HUPFJS88/5pRvAYbdU+DJ3+kuZ7wtPToGTrfszcLq9JMSGMmFYF4b2aUPrSsZL1VVtu/VZLAZR4Q6iajHmqSE/pF1uL/lFvmSnuMRNUamHolLfF9/iUjdFJW7fc6nvObfASWpmIUUlvm1V3ZoMsVv9iU5spIOYiBBaRIfQpU0UndtEEeqo3Ue/aZqcyi0hLauIU3klZOaWkFn2nJVXQna+E28VwZQnYhFhdsJDbHg8XtJziikqyaewxIXTVfMFem1Wo6zlzNdiFmq3EmK3EBFmJz461NeS5rBiAG6Picfj9Setbs+ZCayXUpcXb9mXfI9Z9uwt2+Y1fQmR1YK9rHui3WrBZjUIsfsSMLfHS1Gpm6z8Uv+/k7OKxYYdNl+M5QlcQmwYoQ4bLrfv37mwxE1GbgnFZf/O1S1abLNasNt8SZphQH6Rq8pyUeG+mwcutxeP14vL7fubnOsWq91mITrcTmS4gzCHlfwiJ+nZ5XXRg9tTdXy+Yx1ER9jLkh5fq6St7O9nt/n+lnabpey1WBqle67FYhAZZi9L/uyEhdiUhDVjQZ/c7NmzB4COHTsSFRVVaRnDMOjVqxdr165l165dtb7G6tWrmTdvHrGxsTz77LMcOqQFA0XktMgwO1PH9uL263pyIrOQg8dzOXgij4PHc/nhYCbgGw8S4rBS4vQwoEdLbhrZjfYtI6o8p91mYfzQLlzRty0frfyRReuOsHbHSa4d1IHQEFuFO8mn7yxbsNkMYiNDiI8OrdUd+qKyAfuncos5fqqQlNR8DqfmkVvomzzFYhh0SIhgcK9WdGodic1q8X/R83jNsp+9/ru+pS6P/8tY+RfxzDO+oNltFq7o24Yr+ralW/tofZGohN1moUV0aIXkt6ZM06TEeToJyi9yklPoaxHKKSgtezg5cjKfnIJMSl2+7taGAe1bRtC1LCHv2i6Gdi3D/dOnO10ejp8q5Fh6AcfSCjiWns+xjMIKY6IshkFcVAjxMaEkdYwlPiaU+OhQ4qJCiQovb4mx+1sfquNye/0tHEUlblwe7+muhXYrIbayLod2S62meA+E8oSnuNSN22MSWfZ3sNtqF7fL7WtRMU0Tm82CzWLBajXOaqVMSIjiZFqur5WlrEXQ1zroa3UpKHJhGJQlFr7kwv9cdt5Qh5WoCAdR4Xaiw33PIfbqW1/K4yt2+v7NCopPXz+/7Np5hb56eDQtn2KnB7fb994RLKwW4/RrLnv9ESF2wkJ9LbCnb9j4btaEOWzY7RbO913MYjGw26zYy/8tbJbzGs8plQv65Ob48eMAdOjQodpybdu2BeCnn36q1flzc3N58sknAfjjH/9IQkKCkhsRqZTFYtAhIZIOCZGM7N8egKISF4dS8zh4PI9TOcUM79eOpI6xNT5nXFQIMyb04eoB7XnvywN8tPJgjY8NC7ERHx1Ci2jfl8sWZT+Xujy+RCanhIyymcd+vkZQ2/hweneJo0tb35fcTq0itb5PE2IYhv8LWIvoc5fPK3KSkprHoRN5HErN4/t9Gaz6wdcKGWK30rF1JIXFLk5mFflbhELsVjq2iuTy3q3p2CqSdi0jiI8OJTbKUW+Jht1mISYypF5nJQwUm7Ws1eI8Z0O02yzYbTU7h9ViKWuha7y/X3l80RG1e51e0yzrXufF5fbiKnv2eBo+6fF4TV8SVuQkv9BJXtHpn/OLXaRlFfla4JxVt4g2FKvFl2zay7pPnncG1cAM4OarujO0b5tAh1KloE9usrOzAapstSlXvj8vL69W53/66adJS0tj7Nix/rE9IiI1FR5qp29i/HlPDNCjQyx/mDaYgmKXv6XEXd5iUta9xls2+1ZOQSmZeSVk5ZY955Vw8HhuhQTGajFoGeMbsJ/YNpqWsaEkxISREBtGq7iwRh+XIYEVHe7gkm4tuaRbS8DX8pOeU+xLdk7kceRkPq3jwhnUsxWdWkXSsXUkCbFhuqss9cY3+Yc1qG+imGZ5q7TH3zpVXOqmpNSD0+059wmqPbdv3N+ZyZ3bY+IqT/g8jZPonS/DgDbx9de9uCEE/adbaWkpAKGh1Tfbl8+gVl6+JpYsWcLixYtp2bIlTz31VJ1jFBGpD4Zh1Go8yM+VON1k5ZUS6rASGxmi2bakSoZh0DounNZxvrWgRMT3/yLUYSPUYSMuqum3Jl6ogj65sVp9GX5999dOT0/n6aefBuCZZ54hLi6uXs9fmepmdmgsCQnVt4CJBIrqZv3o2D7QETQ/qpsSrFQ3JVgFsm4GfXITFuabHrWkpKTacjVt4Sn35JNPkpOTw6RJk7jmmmvOL8ga0lTQIpVT3ZRgpbopwUp1U4JVoKeCDu6pRzg9liY/v/o/UvlYm5q0wMybN49Vq1bRpk0b/2QCIiIiIiLStAV9y01iYiIbN24kNTW12nInT54ETs+aVp0lS5b4jznXmji33XYbAO3bt+frr7+uScgiIiIiIhIAQd9y06NHDwCOHDlCUVFRpWVM0/Svh9O7d+9Gi01ERERERIJH0LfcjBw5kueeew6Xy8Xq1asZM2bMWWW2bdtGVlYWAMOHDz/nOd988008nqqn9Nu8eTMzZswAYM6cOfTv3x9LkC8eJiIiIiJyoQv6b+ydOnViwIABALzyyisUFhZW2O9yuXjppZcASEpKYujQoec8Z2hoKBEREVU+zpyUICQkhIiICP/EBiIiIiIiEpyCPrkBeOKJJzAMgx9//JHbb7+d7777juzsbLZt28b06dPZtGkThmHw0EMPVZgyevv27YwdO5axY8fy7rvvBvAViIiIiIhIQwv6bmkA/fr14+mnn+app55i165dTJ069awyv/3tbxk1alSFbcXFxRw+fBiA7OzsRolVREREREQCo0kkNwBTpkyhb9++zJkzh40bN5KdnU1ERAQDBgxg6tSpNeqOJiIiIiIizZdhmmbgVpW8wGRnFwZ0Ec/4+EgyMwsCdn2RqqhuSrBS3ZRgpbopwaqh66bFYhAXF1HlfiU3IiIiIiLSLDSJCQVERERERETORcmNiIiIiIg0C0puRERERESkWVByIyIiIiIizYKSGxERERERaRaU3IiIiIiISLOg5EZERERERJoFJTciIiIiItIsKLkREREREZFmQcmNiIiIiIg0C0puRERERESkWVByIyIiIiIizYIt0AFIw9q1axezZ89m48aN5OTkEBcXx8CBA5k6dSoDBw4MdHjSzH3zzTd8/PHHbN++nezsbEJDQ+nSpQujR4/mtttuIzIystLjCgoKmD17NsuXL+fYsWM4HA4SExNJTk5mypQp2Gx665L6k5GRwQ033EBOTg5//vOfmThxYqXlVC+loeXn5zN37ly++uorjh49itvtpmPHjlx77bXcddddxMTEVHlsRkYGb7zxBt9++y0nTpwgIiKCpKQkbr75Zm688cZGfBXSHK1bt453332XH374gdzcXCIjI+nbty+TJ0/muuuuq/K4QLxvGqZpmvV+VgkKS5cu5dFHH8Xtdp+1z2Kx8MgjjzB9+vQARCbNndvtZubMmSxevLjKMh06dOCNN96gW7duFbZnZmZy6623kpKSUulxAwYM4K233qoyMRKprXvvvZeVK1cCVJncqF5KQ9u1axczZszg1KlTle5v27Ytc+fOpXPnzmftO3ToELfddhtZWVmVHjt69GhmzZqlBFzq5IUXXmDOnDlV7r/xxht54YUXsFgqdggL1PumuqU1U9u3b2fmzJm43W4GDx7Me++9x/r165k3bx5DhgzB6/Xy4osv+j/QRerTX/7yF39iM378eD766CO+++47FixYwP3334/dbuenn35ixowZFBUV+Y/zer3MmDGDlJQUYmJieO6551izZg1fffUV999/Pzabja1bt/Lkk08G6qVJM/Phhx+e831Q9VIaWlpaGnfeeSenTp0iNjaW5557jpUrV7JkyRIefPBB7HY7qampPPDAA3g8ngrHFhQUMH36dLKysmjbti2vvPIK69evZ8mSJdx6660AfPnll7z88suBeGnSxM2fP9+f2AwcOJB//etfrP8CCaoAAB/uSURBVF27lg8//JCrr74agM8//5y//e1vFY4L6PumKc3SXXfdZSYlJZnjx483S0pKKuxzOp3mrbfeaiYlJZnXX3+96fF4AhSlNEcnT540e/fubSYlJZm///3vKy2zcuVKMykpyUxKSjLfeust//ZFixb5t2/atOms4+bNm+ffv3Xr1gZ7DXJhOHr0qNm/f39/nUpKSjIXLFhwVjnVS2lov/71r82kpCRz0KBB5p49e87a/+GHH/rr2Ndff11h3z/+8Q8zKSnJ7Nu3r5mSknLWsS+++KKZlJRk9unTxzx+/HiDvQZpnsaMGWMmJSWZN9xwg1laWlphn9frNadOnWomJSWZ/fv3r7A/kO+barlphg4ePMiaNWsAuO+++wgJCamw326389hjj/nLbtmypdFjlObrq6++wu12YxgGDz74YKVlRo4cyYABAwAq3DX/5z//CcCVV17J4MGDzzpuypQpdO3aFYCPPvqofgOXC4rX6+W3v/0tRUVFTJo0qdqyqpfSkDIyMli2bBkA999/P7169TqrzKRJk4iJicHhcLBr1y7/dtM0+de//uUvU1mXtfvvv5+YmBhcLhcLFixooFchzVF+fj6HDx8GfF3PHA5Hhf2GYXDzzTcDUFRUxI8//ujfF8j3TSU3zdDq1asBsFqtjBgxotIy/fr1Iz4+HoAVK1Y0WmzS/KWnpxMSEkK7du1o2bJlleU6derkLw+QnZ3Njh07ABg1alSlxxiGwVVXXQXA119/XY9Ry4Vm9uzZbN68md69e/Of//mfVZZTvZSGtmzZMrxeL+Hh4f5uZD9ns9lYtWoVO3bs4L/+67/82/fs2UNGRgZQdf0MCwvj8ssvB/R5L7Vz5hian3eHLHfmOK7y8oF+31Ry0wzt2bMHgI4dOxIVFVVpGcMw/HeHzrwLJHK+HnroIbZv387nn39ebbmjR48C+Gf/2bdvH2bZ/Ca9e/eu8rjyfVlZWZw4caI+QpYLzL59+3jllVdwOBy88MIL1Q6yVr2UhrZ9+3YA+vfvT2hoaIV9Z04I9PN9cPrzHmpWP/ft21fpJEMilYmIiCAxMRGAxYsX43Q6zyrz6aefAhAXF+cvG+j3TSU3zdDx48cB32xU1Wnbti0AP/30U4PHJBee6mY/2bdvH9u2bQNg0KBBwOl6C9C+ffsqjy2vt6C6K7XndDqZOXMmTqeTBx54gKSkpGrLq15KQztw4ACAv0vZ8uXLueOOO+jfvz99+/bl6quv5oUXXiAnJ+esY8vrp8PhICEhocprlNdPl8tFWlpafb8EacYefvhhLBYL+/fv5+6772bTpk1kZmayc+dOfvOb3/DNN99gGAaPP/64fxhEoN83NSdgM5SdnQ1QZatNufL9eXl5DR6TSDmn08kf/vAHTNPEZrMxefJk4HS9BYiOjq7y+DPrtequ1Narr77K3r17GTBgAHffffc5y6teSkMr71YWExPD7373O+bPn19h/4kTJ5gzZw5Lly5l9uzZFabPP/Pz3jCMKq/x8/pZ3RdOkTNdd911vPrqq/z5z39m48aN/OpXv6qwPzExkccff9w/cxoE/n1TLTfNUGlpKVB5E/aZyjPs8vIiDc3r9fLkk0/6W23uuusufzP2mfXw55NgnOnMeq26K7WxZcsWZs+eTWhoKH/605+wWq3nPEb1UhpaYWEh4Jtyd/78+VxxxRV8+OGH7Nixg9WrV/Poo4/6p4K+7777KkyfX9PPe9VPOR8FBQWEh4dXui8tLY1NmzZRXFzs3xbo900lN81Q+Qd2dXdxRBqbx+PhySef9I/FGTJkCL/+9a/9+2tab02tOyx1UFRUxOOPP47H4+GRRx7xJ9XnonopDa2kpATwteCMHDmSt956i379+uFwOGjVqhX33HMPf/nLXwA4cuQIH3zwgf/YmiTooPopdffss8/y+OOPs3fvXu644w6WLVvGjh07+Oabb3j44Ydxu93Mnj2be+65x5/gBPp9U8lNMxQWFgacfsOsSk3v+Iicr+LiYh544AE++eQTwDdb39/+9rcKA7nL661pmpUOWixX0ztCImf6n//5H44ePcqQIUO4/fbba3yc6qU0tDM/gx9//PFKE5brr7+ePn36APinjYbT9fNcd73P3K/PfKmpdevW8e677wLw29/+lieffJIuXbrgcDho164d9957L2+88QYWi4VNmzb5pyUP9PumkptmqLwPY35+frXlyvs3xsXFNXhMcuE6deoUt99+u38K0ssuu4w5c+acNeHAmf1yq6u7Z+5T3ZWaWLVqFR988AERERH86U9/qlWrtuqlNLSIiAgAWrZsWWE8zc+VrxVy8OBB/7by+llQUFDtNc4cz6D6KTX14YcfAr4Jqu64445KywwdOpTRo0cD8P777wOBf99UctMMlXe3SE1NrbbcyZMngYqzVYjUp0OHDjFlyhT/fPdjxoxh9uzZlc6k1qVLF//P1U0JeWa9bteuXf0FK83WkiVLAN/YhlGjRtGzZ88Kj2uuucZfdubMmf7toHopDa98ZtNz3bkuf9888253ef0sKSkhKyurymPLP+/tdrt/jTuRc0lJSQF805SfuebNz1122WWA732wuLg44O+bSm6aoR49egC+vrlnDjw8k2ma/vnxq5uDXKSu9u7dyy9/+Uv/9I533nkns2bNOmuF43I9evTw31Hfu3dvlefdvXs3ALGxsUrMpcGpXkpDK19zLj09vdruZZmZmQC0atXKv6388x4qrnnzc+X1Mykpqdp1nUTO5HK5KjxXpfw90jRN3G53wN83ldw0QyNHjgR8lXH16tWVltm2bZv/Ls/w4cMbLTa5MKSkpHDnnXeSk5ODYRj87ne/47e//W21d34iIyMZOHAgUPVqxaZpsnLlSkD1VmrumWeeYcuWLVU+Fi9e7C/73HPP+beD6qU0vDM/s8u77/6caZqsX78e8I1ZLJeUlOT/UlhV/SwuLua7774DVD+ldsp7Am3evLnaxV83b94MQEJCAlFRUQF/31Ry0wx16tSJAQMGAPDKK6/4p5ks53K5eOmllwDfG+PQoUMbPUZpvpxOJw8//LA/eX722WeZOnVqjY5NTk4GYOXKlf4P8jN98MEHHDp0CKDG5xRxOBxERERU+ThzgPWZZcupXkpDGj58uL9LzksvvVRhjZBy//73vzly5AgAkyZN8m83DIOJEycC8PHHH/sXBD3T3/72N3Jzc7Hb7dx6660N8RKkmRo3bhzgazV87bXXKi2zadMm/yQX48eP928P5Pum9amnnnqqXs8oQaFHjx58/PHHZGVlsWbNGjp37kxERAT79u3jd7/7HRs3bsQwDJ577jm6du0a6HClGZk3bx4ff/wx4PsQnj59Oi6Xq8qHx+PBbrcDvu4ZK1as4NSpUyxfvpzIyEhat25Nbm4uc+fO5eWXX8br9TJmzBimTZsWwFcpzUleXp5/lp/Ro0f7uwmVU72UhmSxWEhMTGTRokXk5eXx5ZdfEh8fT2xsLJmZmcyePZtZs2ZhmibXXnst9913X4XjL774Yj799FPy8vJYtmwZLVu2JCEhgbS0NF599VX++c9/AjBt2jTGjBnz/9u796CorjsO4F8DCwIKPqKoqIDoriQEtMZHlKYBFBVIIxgVsYuJwU501NRqxkciiNI0SZO0xLYERwzGlAgqghYiEi0qVQGViiFRVEAWBQR5KA+7wt7+wXBnl324oIaw/X5mnLl777nnnnvZWfe355zf6YE7pN5q7NixyM3Nxa1bt3D+/HmUlpZiyJAh6Nu3L+7cuYOkpCRs2bIFDx8+xPDhw/HJJ5+ImdJ68nOzj8Dk5yYrMTERW7duhUql0nl806ZN/I+YnrhZs2ahrKzM6PIODg4a3dYKhQJLly7FrVu3dJafOHEivvzyS/EDlOhxlZeXi0kFPv74Y/GXcHV8X9LTlpqaii1btuiddzN16lTs2LEDdnZ2WscKCgoQFhaGhoYGnef6+voiOjra4NBgIl0aGhqwevVq5OTk6C3j6OiImJgYrWx/PfW5yeDGxBUWFmL37t3Izc1FXV0dbGxsMHHiRCxdupTD0eiJq62t7fL7qnNwA7SnNY2Li0NmZibKy8shCALGjBmDgIAAyOVyvUkJiLrDmOAG4PuSnj6FQoH4+HicPn0alZWVsLKygouLC4KCgjBv3jyDyQBqamqwc+dOZGVloaKiAubm5pDJZJg/fz7mz5/PwIa6TaVS4dtvv0VKSgoKCwvR0NAAGxsbuLi4YPbs2Vi0aJHeAKUnPjcZ3BARERERkUlgGE9ERERERCaBwQ0REREREZkEBjdERERERGQSGNwQEREREZFJYHBDREREREQmgcENERERERGZBAY3RERERERkEhjcEBERERGRSWBwQ0REREREJsG8pxtARESPtnHjRhw6dOiR5czNzWFjYwN7e3u4ubnh9ddfx6RJk36CFpKxqqursWPHDpw+fRo1NTWwsbHB0KFDsX//flhaWnarzs8//xx/+9vfAAADBw7EqVOnYGFh8SSbTUTUKzC4ISIyIa2trWhoaEBDQwOKioqQnJwMuVyO999/v6ebRgCam5uxePFiKBQKcZ9SqYS1tXW3AxtBEJCamiq+rqurw7FjxxAQEPDY7SUi6m0Y3BAR9TJRUVFwc3PTeUypVOL27ds4ceIEjhw5AkEQsHfvXowaNQpLly79iVtKnaWmpoqBzZQpU7B8+XLY2tpCEIRu15mTk4Py8nIAgIODA27duoXExEQGN0T0f4nBDRFRLzN69Gi4urrqPe7h4YG5c+fCx8cHv/vd7yAIAmJiYhAcHNzt3gF6Mq5fvy5ub9++HU5OTo9dZ8dwxREjRmDhwoX485//jNzcXJSUlMDZ2fmx6yci6k2YUICIyETNmTMH3t7eANqHKp09e7aHW0TNzc3i9siRIx+7vqamJhw7dgxAe0/QrFmzxGNJSUmPXT8RUW/D4IaIyIS99NJL4vbNmzd7sCUEQGP4mbn54w+eOHr0qBgw+fj4wMXFBePHjwfQ3qOjVCof+xpERL0Jh6UREZmwtrY2cbu1tVVvmW+//RYnTpxAQUEBamtroVQq0b9/fzg5OcHT0xMhISEYOHCg1rkdWdzGjx+P1NRUlJaWYs+ePcjOzkZVVRWsrKwglUoxb948BAYG4pln9P+mVl5ejt27dyM7Oxu3b9+GtbU1xo8fj+DgYPj5+SE8PByJiYlwcHDAiRMndNZRX1+Pr7/+GllZWSgrK0NLSwsGDx4MDw8PBAUF4Ve/+lUXn6C2u3fv4ptvvsHJkydRWlqKlpYWDBo0CO7u7nj11Vfh6+uLPn36aJwjk8m06lHfd/Xq1W61pWNImpWVFTw9PQEAr776Kq5cudKlxAJKpRL79u1DWloarl27hra2Njg4OMDX1xdhYWG4cuUKlixZAgD4xz/+gRdffFGrDkEQkJ6ejiNHjuD7779HfX09bGxsMHbsWPj4+CA4OBjW1tbduk8iImMxuCEiMmHnz58Xt3XNv1AoFFixYgWuXbumday2tha1tbW4ePEiEhISsHv3bp1f0jtkZGRgw4YNaGlpEff997//RW5uLnJzc/HPf/4TsbGxOlMUnzp1CmvWrNE4t6GhATk5OcjJycF3330HKysrg/d68uRJrF+/Hvfu3dPYX1FRgYqKChw9ehTe3t7405/+hH79+hmsS5/09HSEh4fj/v37GvurqqqQmZmJzMxMTJ48GZ9//jkGDRrUrWsYS6FQiH9fHx8fMXAICAjAp59+CpVKZVRigdraWoSFhaGwsFBj/40bNxATE4PU1FSsWrXKYB01NTVYtWoV8vPzNfbX19fj/PnzOH/+POLj4/HXv/4V7u7uXb1VIiKjMbghIjJRZ86cEXs4Bg4cqDFEDWj/tT4sLAylpaUAgNmzZ8PPzw/29vZoamrCjRs3sGfPHty6dQs1NTViz4kuFRUVWL9+PczMzBAWFgZPT09YWFjgwoULiI2NRWNjI86cOYP4+Hj89re/1Tj3P//5D1auXImHDx9CIpFALpfjlVdegZmZGc6dO4fdu3cjLS0NEolE772ePXsWK1asQFtbGwYMGIAlS5Zg8uTJsLa2RllZGZKTk8XnsWrVKsTFxcHMzKxLz/PYsWNYt24dVCoVJBIJFixYAG9vb9ja2qK4uBgJCQkoKChAXl4eQkNDkZiYCBsbGwBASkoKACA6Ohr/+te/NPZ116FDh8RhbvPmzRP3Dxs2DFOnTsXZs2cfmVjg4cOHeOONN8Seo+nTpyM4OBjDhg1DSUkJ4uPj8eOPPyIiIkJvO5qamiCXy1FcXIw+ffrA398fs2fPxrBhw9DQ0ICTJ08iKSkJVVVVeOONN7B//364uLg81r0TEeklEBHRz96GDRsEqVQqSKVS4dy5czrLtLa2CnV1dcKlS5eETz75RHBzcxPPSU5O1iqflJQkHo+KitJZZ2Njo+Dl5SWWq6io0NuuCRMmCD/88INWHfn5+YJMJhOkUqkwZ84cjWNtbW1CYGCgIJVKheeff17Izc3VOv/69evCtGnTxOt4eXlpHG9paRFmzJghSKVSwdfXV6isrNR5L5999plYR0JCgs4y+ty/f1+YMmWKIJVKBQ8PDyEvL0+rTFtbm7B582bxGtu3b9cqo/68HodKpRK8vb0FqVQqzJgxQ2htbdU4fujQIfE6H374od564uLixHLbtm3TOq5UKoW3335bLCOVSrXuPTIyUpBKpYKrq6uQkZGh8zqXL18WPDw8BKlUKgQHB3fjjomIjMOEAkREvUxoaChkMpnWv+eeew5Tp07FggULsHPnTiiVSvTt2xcREREIDAzUqqe8vBzDhw9H3759sWLFCp3XsrGxgY+Pj/i6qqpKb7sWL16sM0X1hAkTxOFsxcXFGpPcL1y4IA6HWrZsGSZPnqx1vouLCzZu3Kj3uocPH0Z1dTUAYOvWrbC3t9dZbs2aNWIPxldffaW3Pl0OHDiA+vp6AMDq1at1zjl55plnEBERIaZ3TkpKEs950tTXtgkICNDqhfL19RWHqRlKLLB3714A7enFdT1jiUSCDz/8ELa2tjrPr6+vx8GDBwEAr732Gnx9fXWWc3NzQ1hYGADg4sWL+P777x91i0RE3cLghojIxFhYWMDd3R2rVq1CRkYGQkJCdJZbu3YtsrKykJ+fb3B+yJAhQ8RtQ9m3Oia06zJ69Ghxu6mpSdxWTwwQFBSk93w/Pz+9X7CzsrIAtH8Rnzp1qt46zMzMxDYWFxcbDNQ6y87OFutYsGCB3nIWFhbi8Y75Rk9DRyIBQHNIWgdra2sxLXRdXR0yMzO1yly5cgW3b98G0J6EQN+wPzs7O8ydO1fnsXPnzuHBgwcAgBkzZhhs88svvyxuMy05ET0tnHNDRNTLREVFwc3NTXzd3NyMy5cvY9euXaiuroalpSUCAgIQGhqqlbVLl44MZm1tbaisrERZWRlu3ryJa9eu4dKlSxoTzVUqld56DK3bop4lSz2D25UrVwAA/fr1M7igpUQigaurK3JycrSO/fjjjwDa548YWty0M4VCobeXp7OOhAvOzs56g6wOEyZMELeLior09mZ0l/raNlKpVEz93FlgYCBSU1MBAPv27YO/v7/G8Y7nBkDj/aSLu7u7zvlW6nWsW7cO69atM+oeFAqFUeWIiLqKwQ0RUS8zevRorS/xkyZNgp+fH0JDQ1FSUoIPPvgAN27cwLZt2wzW1draioMHD+LQoUMoLCzU2TNjKH2zOkPZzNSDLEFtrZeamhoA0JlmurPBgwfr3F9XV2dU+zrrnFXNkI7hZcZkQFNv59MYlqa+tk1RUZHBDHYddCUW6Hj2wKOff08+eyKirmBwQ0RkIoYOHYrY2FgEBgaiqakJiYmJGDlypFZ2sg51dXVYvnw5Ll++LO4zMzODo6MjxowZA1dXV7z44osoKCjAp59++lTa/PDhQwCGe4QepWP9HplMho8++sjo8wz1NHXWEZAZ0xOmfi/GBoZdoT4krSuSkpKwYcMG8XXHswe6//zV10764osvMGzYMKPO69+/f7euR0T0KAxuiIhMiKOjI8LDw8UvsdHR0XjppZfwwgsvaJWNjIwUAxtPT0+EhYVh4sSJ6Nu3r0a5vLy8p9begQMHoqSkBHV1dRAEwWDwoK8XZMCAAaiurkZdXV2XhqV1hZ2dHe7cuYO7d+8+sqx6j4idnd0TbYf62jZubm5Yvny5wfKNjY147733ALQHRWvXrhXXGVLvrXlUD4y+Z69+f1ZWVk/t+RMRGYvBDRGRiZk3bx4yMjJw4sQJtLa2YvPmzUhOTtaYMH737l1kZGQAAJycnBAbGwtzc93/JXRMOn8aXF1dcfHiRTQ3N6O0tFTveiwqlUpjfoe6cePGobq6Gnfu3DG4pgvQPqSrqqoKDg4OmD59usZcIENkMplY/7179wzOu7l06ZK4PWbMGKPqN5b62jaLFi3CnDlzHnnOwYMHcfHiRTGxQMfcG/VApLCwEDNnztRbR+cFPjtIpVJxOycnB9OmTdNbx82bN5Geng4HBwd4eHjA0dHxkW0nIuoqZksjIjJBW7duRb9+/QC0z8v48ssvNY4rFApxKJJMJtMb2Ny7d0/MRgZoJgN4Ery8vMTtI0eO6C2XlZWlt3dBPUvbnj179NbR3NyMiIgIfPDBB3j33XeNGmLW+RptbW04cOCA3nJKpVJMjWxubm4we1tXCYIgJgiQSCSYPXu2UeepZ6Hbt2+fuO3m5iZmwktPT9f7t33w4AGOHj2q89j06dPFNNT79+/XyITXWWxsLP7yl7/g3XffRUFBgVFtJyLqKgY3REQmyN7eHu+88474+u9//7u4LgqgOSQpPz8fjY2NWnU0NjZi/fr1qK2tFfcZSgXdHZ6enhg7diwAIC4uTueX3srKSkRFRemtY8GCBWIgt2/fPqSnp2uVEQQBW7ZsEYdXvf766wYTIHQ2f/58sbdmx44dyM/P1yqjUqmwbds2lJaWAmjvQTMmAYGx1Ne2efnll40e8jZ37lzxXjsSCwDtwdeSJUsAAKWlpfjss8+0zhUEAZGRkeI6Qp3Z29uLaaKrq6uxadMmjbk8HY4fPy7OFbK3t3/iGeSIiDpwWBoRkYlasmQJUlJSUFhYiJaWFmzbtg07d+4E0D4357nnnsMPP/yAO3fuICQkBMuWLYOjoyOamppQUFCApKQkVFRUaNR5//79J9rGPn36IDIyEkuXLsWDBw8gl8shl8vxy1/+EhKJBPn5+di1a5dGgNWZra0ttm/fjrVr10IQBPz+97/H8ePH4e/vj0GDBqGsrAwJCQliQDJy5EisXr26S+3s378/oqKisGbNGjQ3N0Mul2PRokXw8vJC//79UVJSgoSEBHFImpOTEzZv3tz9B6ODeiKBgIAAo8/r168fZs6cKfaMqScWeOutt5CWloZr165h165dKCoqwsKFC2Fvb4/y8nJ8/fXXuHDhgkZ9nXu83nvvPeTl5aGqqgoZGRkoKSlBaGgoxo0bh/r6emRlZeHAgQNQqVTi39vS0rK7j4GIyKA+gnpOTiIi+lnauHGj+OX2q6++Mnq4U0FBARYtWiQOQYuOjhbnaVy9ehWhoaEG0xUPGTIEK1euRGRkJADg7bffxtq1a3W2Kzs7W2PBT33t11UuPT0dmzZtEheE7CwkJAT//ve/cfPmTTg7O+scJnX48GGEh4ejpaVF7/2MGzcOMTExGDVqlN4yhqSlpeH9998XUzHrMmPGDHz88cd49tlntY6pP4erV68afd2mpiZ4enqiubkZNjY2OHPmjFbiB0POnDmDN998E0B7r92pU6fExAJVVVV48803cePGDZ3njhkzBpMnTxbXuTlw4IBWggqFQoGVK1eiqKhIbxusrKwQGRmJ1157zeh2ExF1FYelERGZMHd3dyxcuFB8/Yc//EEcgiaTyXD48GGEhobC2dkZFhYWkEgkGDx4MKZMmYINGzYgPT0dixcvxogRIwC0T8h/Gr+J+fn54ciRIwgJCcHo0aNhaWkJW1tbTJ8+HTExMYiIiBDTDutLAvDrX/8a3333HVauXIkXXngBdnZ2MDc3x4ABAzBt2jRERkYiOTm524ENAPj7+yMzMxMrVqzA888/D1tbW1haWsLR0RFz5szBzp07ERcXpzOweRwZGRliQDVr1qwuBTYAMG3aNAwfPhwAxMQCHezt7ZGSkoJNmzbBw8NDvKdx48bhnXfeQXJyssYwRl3Pf9SoUUhJScFHH30ELy8vDB06FBKJBNbW1pDJZFi2bBnS0tIY2BDRU8eeGyIi6hV+8YtfoKmpCV5eXvjiiy96ujn/V7Zu3YpvvvkGAHDhwgVxjhMR0c8N59wQEVGPOXv2LPbu3QtHR0fI5XKxh6izy5cvi5m4xo8f/1M20aS99dZbcHBwwCuvvAJvb2+dZQRBQG5uLgDAwcGBgQ0R/awxuCEioh5ja2uL48ePA2jPxLZlyxatMi0tLfjjH/8ovmamrSenoqIC2dnZOH36NKZMmaIzcNmzZ484H8fY9NNERD2Fw9KIiKhHBQUFiYtEzpw5E/7+/hgxYgRaWlpw/fp1JCQkoLi4GADwm9/8RmcARN0THx8vBo5OTk6Qy+UYO3YsLCwsUFlZifT0dHF+joODAw4fPsyeGyL6WWNwQ0REPUqhUCAsLExcH0afxYsXY/PmzWKWL3p8bW1tCA8PN7gwKdCefCI6OhrOzs4/UcuIiLqHwQ0REfU4pVKJ5ORkHDt2DFevXkVDQwOsrKwwdOhQTJo0CUFBQZgwYUJPN9Nk5eXl4eDBg8jPz0dlZSUEQcCzzz4LFxcX+Pv7Y+7cuVybhoh6BQY3RERERERkErjODRERERERmQQGN0REREREZBIY3BARERERkUlgcENERERERCaBwQ0REREREZkEBjdERERERGQS/gfiUd/JOsrRNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cummulate_survival_ratio = []\n",
    "\n",
    "for i in range(1, 81):\n",
    "    cummulate_survival_ratio.append(df_train[df_train['Age'] < i]['Survived'].sum() / len(df_train[df_train['Age'] < i]['Survived']))\n",
    "    \n",
    "plt.figure(figsize = (13, 5))\n",
    "plt.plot(cummulate_survival_ratio)\n",
    "plt.title('Survival rate change depending on range of Age')\n",
    "plt.xlabel('Range of Age')\n",
    "plt.ylabel('Survival Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Age의 범위에 따른 생존 확률을 구해보니, 젊은 연령대에서의 생존률이 높았고 연령대가 높아질수록 생존률이 급격히 낮아짐을 알 수 있다.\n",
    "- 이러한 결과가 나온 것으로 보아, **Age 변수는 target 변수를 예측하는데 중요한 feature**라고 생각할 수 있겠다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**추가적으로 Pclass별 Age의 분포를 확인**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:22.035604Z",
     "start_time": "2020-06-10T13:29:21.490215Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(df_train[df_train['Pclass'] == 1]['Age'], shade = True)\n",
    "sns.kdeplot(df_train[df_train['Pclass'] == 2]['Age'], shade = True)\n",
    "sns.kdeplot(df_train[df_train['Pclass'] == 3]['Age'], shade = True)\n",
    "\n",
    "plt.title('Age Distribution within Pclass')\n",
    "plt.legend(['Pclass = 1', 'Pclass = 2', 'Pclass = 3'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Pclass가 높을수록(1st) 나이 많은 탑승객들의 비중이 커진다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pclass와 Age, Sex와 Age에 따른 생존률의 차이 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:23.086348Z",
     "start_time": "2020-06-10T13:29:22.070631Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 2, figsize = (18, 8))\n",
    "\n",
    "sns.violinplot('Pclass', 'Age', hue = 'Survived', data = df_train, scale = 'count', split = True, palette = 'RdBu', ax = ax[0])\n",
    "ax[0].set_title('Pclass and Age vs Survived')\n",
    "ax[0].set_yticks(range(0, 110, 10))\n",
    "\n",
    "sns.violinplot('Sex', 'Age', hue = 'Survived', data = df_train, scale = 'count', split = True, palette = 'RdBu', ax = ax[1])\n",
    "ax[1].set_title('Sex and Age vs Survived')\n",
    "ax[1].set_yticks(range(0, 110, 10))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 모든 Pclass에서 나이가 어릴수록 생존 확률이 높다.\n",
    "- 또한 앞서 계속 언급했듯이, 여성의 생존 확률이 남성에 비해 월등히 높다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Embarked에 따른 생존률의 차이 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:23.116372Z",
     "start_time": "2020-06-10T13:29:23.092353Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Survived</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Embarked</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>0.553571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q</th>\n",
       "      <td>0.389610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td>0.336957</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Survived\n",
       "Embarked          \n",
       "C         0.553571\n",
       "Q         0.389610\n",
       "S         0.336957"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embarked_mean_survived = df_train[['Embarked', 'Survived']].groupby(['Embarked'], as_index = True).mean()\n",
    "embarked_mean_survived"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:23.476626Z",
     "start_time": "2020-06-10T13:29:23.121374Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x6acd5dc188>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 504x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (7, 7))\n",
    "embarked_mean_survived.sort_values(by = 'Survived', ascending = False).plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 탑승 항구가 \"C\"인 탑승객들의 생존률이 가장 높으며, \"S\"인 탑승객들의 생존률이 가장 낮다.\n",
    "- **Embarked 변수가 target 변수를 예측하는데 중요한 feature라고 생각하기엔 조금 애매**하다. 그래도 **일단 모델에는 포함**시킬 것이다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Embarked 변수와 다른 변수들을 비교**\n",
    "1. Embarked\n",
    "2. Embarked vs Pclass\n",
    "3. Embarked vs Sex\n",
    "4. Embarked vs Survived"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:24.828585Z",
     "start_time": "2020-06-10T13:29:23.481631Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(2, 2, figsize = (15, 15))\n",
    "\n",
    "sns.countplot(df_train['Embarked'], data = df_train, ax = ax[0, 0])\n",
    "ax[0, 0].set_title('(1) No. Of Passengers Boarded')\n",
    "\n",
    "sns.countplot(df_train['Embarked'], hue = 'Pclass', data = df_train, ax = ax[0, 1])\n",
    "ax[0, 1].set_title('(2) Embarked vs Pclass')\n",
    "\n",
    "sns.countplot(df_train['Embarked'], hue = 'Sex', data = df_train, ax = ax[1, 0])\n",
    "ax[1, 0].set_title('(3) Male-Female Split for Embarked')\n",
    "\n",
    "sns.countplot(df_train['Embarked'], hue = 'Survived', data = df_train, ax = ax[1, 1])\n",
    "ax[1, 1].set_title('(4) Embarked vs Survived')\n",
    "\n",
    "plt.subplots_adjust(wspace = 0.7, hspace = 0.5) # 4개의 plot들이 겹치지 않도록 가로 및 세로 공간을 조정\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 전반적으로 탑승 항구가 \"S\"인 탑승객들이 많으며, 탑승 항구가 \"S\"인 탑승객들의 남녀 성비가 가장 많이 차이난다.\n",
    "- 탑승 항구가 \"C\"인 사람들의 생존 확률이 높은 이유는 Pclass가 높은(1st) 사람들이 많기 때문이다. \n",
    "- 반면 탑승 항구가 \"S\"인 사람들의 생존 확률이 낮은 이유는 Pclass가 낮은(3rd) 사람들이 많기 때문이다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T03:01:52.103016Z",
     "start_time": "2020-06-10T03:01:52.097035Z"
    }
   },
   "source": [
    "### SibSp와 Parch 변수를 하나의 변수(FamilySize)로 합친 후, FamilySize에 따른 생존률의 차이 확인\n",
    "- SibSp(형제 자매) + Parch(부모, 자녀) = Family(가족)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:24.847600Z",
     "start_time": "2020-06-10T13:29:24.832590Z"
    }
   },
   "outputs": [],
   "source": [
    "# 자기 자신도 포함해주어야 하므로 '+ 1' 을 해준다\n",
    "df_train['FamilySize'] = df_train['SibSp'] + df_train['Parch'] + 1\n",
    "df_test['FamilySize'] = df_test['SibSp'] + df_test['Parch'] + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-10T13:29:26.123505Z",
     "start_time": "2020-06-10T13:29:24.851602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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