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Kaggle 타이타닉 튜토리얼 Part 1
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Kaggle - Titanic Tutorial_Part 1\n",
"**<분석 목적>**\n",
"- 타이타닉에 탑승한 사람들의 신상정보를 활용하여, 승선한 사람들의 **생존 여부**를 **예측**하는 모델을 생성하는 것이다.\n",
"\n",
"**<튜토리얼 과정>**\n",
"1. 데이터 셋 확인\n",
" - Null 값 존재 여부를 확인하고, Null 값들에 대한 처리를 해준다.\n",
"2. 탐색적 데이터 분석(EDA)\n",
" - 여러 개의 feature들을 개별적으로 분석하고, feature들 간의 상관관계를 확인한다.\n",
" - 또한 시각화 라이브러리들을 활용하여 insight를 도출한다.\n",
"3. Feature Engineering(특성 공학)\n",
" - 모델 설정에 앞서, 모델의 성능을 높이기 위한 작업이다.\n",
" - 원-핫-인코딩(One-hot-encoding), class 나누기, 구간 나누기, 텍스트 데이터 처리 등...\n",
"4. 모델 생성\n",
" - 사이킷런을 사용해서 모델을 만든다.\n",
"5. 모델 학습 및 예측\n",
" - 학습 데이터 셋(train dataset)을 가지고 모델을 학습시킨 후, 테스트 데이터 셋(test dataset)을 가지고 예측을 수행한다.\n",
"6. 모델 평가\n",
" - 모델의 예측 성능을 평가한다.\n",
" - 우리가 직면한 문제에 맞게 모델 평가 지표를 결정하면 된다.\n",
" - ex) RMSE, R_square, F1-score, ..."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:42.642848Z",
"start_time": "2020-06-08T07:38:41.324801Z"
}
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\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 missingno as msno\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 데이터 셋 확인\n",
"- 분석에 사용할 **feature**는 ***Pclass, Age, SibSp, Parch, Fare*** 이며, **target 변수**는 ***Survived*** 이다."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:42.690102Z",
"start_time": "2020-06-08T07:38:42.642848Z"
}
},
"outputs": [],
"source": [
"df_train = pd.read_csv('../titanic/train.csv')\n",
"df_test = pd.read_csv('../titanic/test.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**<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": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:42.719961Z",
"start_time": "2020-06-08T07:38:42.692032Z"
}
},
"outputs": [
{
"data": {
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" <th>Survived</th>\n",
" <th>Pclass</th>\n",
" <th>Name</th>\n",
" <th>Sex</th>\n",
" <th>Age</th>\n",
" <th>SibSp</th>\n",
" <th>Parch</th>\n",
" <th>Ticket</th>\n",
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" <td>Braund, Mr. Owen Harris</td>\n",
" <td>male</td>\n",
" <td>22.0</td>\n",
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" <td>0</td>\n",
" <td>A/5 21171</td>\n",
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" <td>NaN</td>\n",
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" <tr>\n",
" <th>1</th>\n",
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" <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
" <td>female</td>\n",
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" <td>PC 17599</td>\n",
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" <td>C85</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <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",
"</table>\n",
"</div>"
],
"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 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:42.772856Z",
"start_time": "2020-06-08T07:38:42.723946Z"
}
},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <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",
" <th>Parch</th>\n",
" <th>Fare</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <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",
" </tr>\n",
" <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",
"</div>"
],
"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 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train.describe()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:42.822725Z",
"start_time": "2020-06-08T07:38:42.774812Z"
}
},
"outputs": [
{
"data": {
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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",
" <th>Parch</th>\n",
" <th>Fare</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",
" </tr>\n",
" <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",
" </tr>\n",
" <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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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 확인"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:42.840633Z",
"start_time": "2020-06-08T07:38:42.824677Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"column: PassengerId\t Percent of NaN value: 0.00%\n",
"column: Survived\t Percent of NaN value: 0.00%\n",
"column: Pclass\t Percent of NaN value: 0.00%\n",
"column: Name\t Percent of NaN value: 0.00%\n",
"column: Sex\t Percent of NaN value: 0.00%\n",
"column: Age\t Percent of NaN value: 19.87%\n",
"column: SibSp\t Percent of NaN value: 0.00%\n",
"column: Parch\t Percent of NaN value: 0.00%\n",
"column: Ticket\t Percent of NaN value: 0.00%\n",
"column: Fare\t Percent of NaN value: 0.00%\n",
"column: Cabin\t Percent of NaN value: 77.10%\n",
"column: Embarked\t Percent of NaN value: 0.22%\n"
]
}
],
"source": [
"for col in df_train.columns:\n",
" msg = 'column: {:>10}\\t Percent of NaN value: {:.2f}%'.format(col, 100 * df_train[col].isnull().sum() / df_train[col].shape[0])\n",
" print(msg)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:42.858585Z",
"start_time": "2020-06-08T07:38:42.845623Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"column: PassengerId\t Percent of NaN value: 0.00%\n",
"column: Pclass\t Percent of NaN value: 0.00%\n",
"column: Name\t Percent of NaN value: 0.00%\n",
"column: Sex\t Percent of NaN value: 0.00%\n",
"column: Age\t Percent of NaN value: 20.57%\n",
"column: SibSp\t Percent of NaN value: 0.00%\n",
"column: Parch\t Percent of NaN value: 0.00%\n",
"column: Ticket\t Percent of NaN value: 0.00%\n",
"column: Fare\t Percent of NaN value: 0.24%\n",
"column: Cabin\t Percent of NaN value: 78.23%\n",
"column: Embarked\t Percent of NaN value: 0.00%\n"
]
}
],
"source": [
"for col in df_test.columns:\n",
" msg = 'column: {:>10}\\t Percent of NaN value: {:.2f}%'.format(col, 100 * df_test[col].isnull().sum() / df_test[col].shape[0])\n",
" print(msg)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- train dataset과 test dataset의 Null 값 존재 여부를 확인해보면 ***Age, Cabin, Embarked*** 변수에 **Null 값이 존재**하는 것을 확인할 수 있다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**missingno 라이브러리를 사용하여 Null 값들에 대해 시각화**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:43.168793Z",
"start_time": "2020-06-08T07:38:42.862575Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c6eb49fcc8>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"msno.matrix(df = df_train.iloc[:, :], figsize = (8, 8), color = (0.8, 0.5, 0.2))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:43.780182Z",
"start_time": "2020-06-08T07:38:43.171751Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c6eb6d3988>"
]
},
"execution_count": 9,
"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), color = (0.8, 0.5, 0.2))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:44.355289Z",
"start_time": "2020-06-08T07:38:43.782254Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c6eb9a16c8>"
]
},
"execution_count": 10,
"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_test.iloc[:, :], figsize = (8, 8), color = (0.8, 0.5, 0.2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Target 변수 확인\n",
"- **Target 변수가 어떤 분포를 갖고 있는지 확인**해봐야 한다.\n",
"- 왜냐하면 우리가 수행할 **이진 분류 문제**의 경우, **target 변수의 분포가 어떤지에 따라서 모델 평가 방법이 달라지기 때문**이다."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:44.628668Z",
"start_time": "2020-06-08T07:38:44.357284Z"
}
},
"outputs": [
{
"data": {
"image/png": 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t2hUTJkzAypUrcfr0aZw8eRKjRo2qdO+16iZy4MABmJubAwC6dOmC4cOHY/Hixbh8+TKCgoLg5eWFSZMmleucmzdvFgL3mTNnYtWqVWqB/4ABAzBixAgsWLAAUqkUy5cvh4+PD4yNjWFpaQlLS0u1oeQtWrTQ+vI469atQ1RUlDB8PTMzE15eXkJPR9OmTdGrVy+8//776NevX7Fgs7ooFAqMGTNGqAQAhQ0gwP9uRqqEiZqC94yMDNy8eRNA+W5wQOENy9fXF1KpFJcuXdI4jeDGjRvIyMgAULw3f/ny5cjLy0PDhg3x559/okWLFsK2zp07Y/jw4fDw8MDq1asRHh6O33//HV9++aWwz61bt4SGgd69e2PXrl1qQ9yGDRuGdevWMVs+EdUacXFxwuOqzNJ99uxZIXDXVGdQNeTOnDkTcXFx+O233zBw4MBqGxmWnJyM3r17Y+fOnWqBX//+/WFhYYGjR49CIpHA29tb6PlWzbdW/Y6bmpqWuqJPWeRyOdLS0rBkyRK16QnOzs4YMmQIPvzwQ6Snp2PLli0YNWpUuUZG5uTkYPXq1VAoFDA2NsaePXvUeqm7dOmC8ePHY/Xq1Th+/DjCw8Ph5uYmdMRU9TVWBVtbW2zZsgULFy6ERCIBUDhyLywsDL///jtEIhE6duyI3r17Y+DAgejcuXO5O3HelkKhgJubG/r27Qug8LutMn78eGzcuBHJycm4d++eMAy/qHPnzgm93+UZhWdjY4O+ffvi+vXr8PX1RW5ursZ6nGpEiYmJCYYNGyY8HxISgu3btwMAhg8fjk2bNqnVS7p164ZJkybhs88+w507d/Dbb79h5MiRakPoN2zYIIwUWbt2LaZMmSJsU2X9d3V1FerXpH1sRqlDXr16hdDQ0GL/AgMDce7cOaxatQqurq7CGq5Lly6FlZVVuc595MgR5OfnQ0dHB+vXr1e7Cavo6enhm2++EYayv01Gcz09PWzevFkI3Is+/8MPPwg/XkePHi3X+dLS0oT53G3atMHKlSs1/tj37dtXGL6XkpIiHFNbWVhYwMPDA3PmzNE4F+rVq1fw9PTE4sWL0bdvX/z0009qw/Wq04cffqjxeVtbW+HG5+Pjg4KCgmL7nD9/HlKpFEDZQ+ZVBg8eLHz3SlpFQdWb/+YN7tatWwgNDQUA/Pvf/1YL3IuaOnWqMBrD3d1dKCPwv3mjenp6+PHHHzV+HitWrChXAh4iopqQm5srPC5vfaA8VHOLDQwM4ObmprHO4ODgIIzQUyqVJc5Hripff/21xh7b6dOnC4+rO+HZu+++qzGvQPPmzYWs6ZmZmTh37ly5znf8+HGhQXrRokUah5fr6uri22+/FRLbenh4CMfUVgMGDICXl5fG0aFSqRSBgYHYvn07pk6dimHDhuH8+fM1Uq6mTZsK9Zc3jRs3Dnp6egDKroM4OjqWe6SLqg5UUFCAK1euFNuenZ0t5CEaMWIEjI2NhW379u2DQqGAiYkJfvjhB431EiMjI/z444/Q1dWFUqlU62DIysrChQsXAAB9+vRRC9xVbGxsSp0+QzWPwXsd8vXXX8PFxaXYv+nTp2Pp0qU4fvy4sBTM4sWLhQQc5aH6YXB0dCx1TpyZmZnwg3T//n214KYi+vbtW2IG9QYNGgjDqJ88eVJsDo4md+/eFZYemTJlivADq0nRoNPPz68CpdYOIyMjrFy5En5+fli3bh0GDx5crNEDKMwjsH//fowcORIRERHVWiZ9ff1Se1BULc65ubnCd6soVSuyg4NDmclqVAwMDDBy5EgAhQlmUlJS1Lbn5ubC19cXQGEveNHlZ4qWoaQbs4pqpEBOTo6QREkmk+HWrVsACluyS+rBEolExebZExFpS9F7oaqX822lpKTg2bNnAICBAweqTU96U8+ePYVevlu3blXbvNnGjRuXmJDLyclJeFy0MaM6lDYcfuzYsUJwpbpXlUU1Qk1PT09jYKViYGAgbBeLxWpJ6mqrVq1a4ejRozh9+jS++OILdOrUSWPd7dWrV1iyZAmWLFlSbE53VSttLnujRo2Exv1Lly4V+3uKiYkR8i2NHz++3KMFhgwZIkwD1NQocPHiReG1ig6ZVyqVuHHjBoDC0YOa6oUq9vb2aNWqFYDC+rLKzZs3hbrzmDFjSjz+vffe0/pIVPofDpuvB4yNjWFubo7mzZujW7dumDx5coX+yGQymZDQJiYmRsjcWZb8/HykpqaWeuMuSdGhSJq0b98ep06dglKpRFRUVImZ0VWKLolX2o8vUDh/2snJCTExMWrLsdV2VlZWmDJlCqZMmQK5XI6nT5/C398ft2/fxr1794SGlKSkJMydOxfe3t4ae0OqqiylzUkbPHgwLCwskJWVBW9vb4wYMULYFh8fjwcPHgAobMmuyHC4CRMm4OjRo5DL5Th//jxmzpwpbLt8+bIw6uTN3nxVrzsAYTm98oiJiUG3bt2QlJQkjGho27ZtqcfURMJAIqLyKJr0tap6Y4veN8u636r2efHiBbKysvD69esqHb6vUlqdp+gwZFWgUl1K6201MjJCixYtEBoaisjIyHKdT/VeN2/eXGOel6K6du0qPA4LC1MbfVabtW3bFm3btsXixYuRnZ2NBw8e4M6dO7h586awrBxQOGLPxsZGmBJQHezs7ErdPmHCBNy4cQOZmZm4efOmMF0QAP766y/h8Zvz0kuj6pg4duwYbt26hfT0dLVRMqrefHt7e/Tq1Ut4PjY2FpmZmQAKA/Ly1t1jY2OFx0W/h2VNp+jUqZPasaQ9DN7rkIMHD6r94VaVrKysSreGZ2ZmVip4LyvRWtFsqeXpeS9aKSm6VF5JbGxsEBMTU6VDyyQSSZk93lU110xPT0/ILP/JJ58gMzMTf/zxB3bt2gW5XI7Xr1/jyJEjlcpqWx5lza03NDTEiBEj4OHhgevXryMnJ0doSDh79iyUSiWA8g+ZV+natSuaNWuGqKgoeHt7qwXvqt58Ozu7Yn8n6enpFXodlaysLABQ6+Uva56itpIAERG9qehIujdX2aisor+n5b3fqmRkZFRL8F50KPGbijYQq+491UFHR6fMjgZV3ebNkWMlUdVRypNBvuhnUZV1m+Tk5FLL26BBgyr7TM3NzTFw4EChkT04OBgbNmzAvXv3ABROpZw3b16l6p3lUVaHx5AhQ2Bubo7s7Gx4e3urBe+qXvNu3bpVePqci4sLjh07JuT0mTZtGoDCzhjVKIo3OzsqW6+RyWRCnawiq1OxblN7MHgntZbofv36CfOyyqOy83tLG9YOQG1oVGnrXqoUbXwoT0+u6vxVmT0zKSmpzGC0vPPtlEolUlNTkZqaClNT0zJHUjRo0ABLliyBo6MjVq1aBQC4c+dOpYL38jTklOc9dnFxgYeHB8RiMS5fviwMpVe1Ijs7O5c4daKs827ZsgWBgYGIjY2Fo6Mj0tLShAyv48aNK/a5qr7jVlZW+OOPP8r9WqrlWCoyOqCkpfGIiGqaaiiyKgN8RZ05cwYvX75Er1694OzsDAMDA7UAuCL3W6By99y6skSVrq5umdenei/Ku4qN6r0uz/tc9H2qyrrN0aNHhUzlmry5bnppJBIJkpOTkZqailatWpXa6AIAHTt2xL59+/DJJ5/g7t27kEql8Pf3r/D0tPI22pT1Pqs6Jjw9PYXlbk1MTBASEiJ03lS0UwIoDPhVHRNnz54Vgndvb2/hc33zvEX/riZNmqTWmVEW1fvOuk3dxE+C1FrbcnJyaiQTqWqoT0mKtiiW1ZINqCfiSUlJKbMVWNXaWNF15GtKVFSUMNR81KhRcHNzK9dxkyZNwsaNG5GRkVGsl6W8vQ9vriNbWd27d8c//vEPREdHw9vbGxMmTEB4eLgwxaEiw8qKGj9+PLZu3QqlUolz585h/vz5OHfunBCgazqv6juelZWFd955p8LL0BQdKZKWllbqvmV9t4mIaooqT42/vz+io6MRExOjNge8LIcPH0ZgYCB+++037N+/H71791arM5SnB7lo756me25ZgVVV3ZOqm1wuR3Z2dqlzj1X3j/LUa4DC9yspKUntPSxJ0c+ittZtfv31V+zcuRMAsHv37nKtWKSvr4+ZM2cKc7UrM4KkKr9DLi4u8PT0RF5eHq5du4ZRo0YJI/+K5uapKFXd5v79+0hMTETjxo2Fzo4uXbqgefPmavsX/YzFYnGl6u5Fv4epqaml1p1Zt6k9mLCOYGBgIPSgBwcHl5mt3NPTE4cPH8a1a9cqPX9MleymJKpEYSKRqMTM4EUVnevz+PHjUvdNSkoSls955513yjx3eTk6OuL58+el/isvBwcHoWX+3r175U40pKOjIyy7puo1Vik62kFTBniVhISEcpezLKpA+u7du8jJyVG7wY0aNapS5yw678vHxwfA/4arderUSeP3RZWoRS6XIyAgoNTz3759G/v27cPFixeFipaNjY1QYVV9N0tSdH49EZG2FV2yqiJLWYaEhCAwMBBAYSW/Z8+eACp2vwWAoKAgAIWrgBS9L6l68qRSaYmJyAoKCio9PFgbSvv9z83NxcuXLwGUnTtFRfVev3z5UpjGVRJVsjSgaus2ixYtKrVeU95ed0B9tGZFEgYXnar3Zt1G9T1S5bzRpCrrNT169BCmo1y+fBlKpVLIhj9o0KAycxOURJXkTqFQ4OrVq3j16hVCQkKEbW9ycnISetADAgLKHKGyb98+HD16FLdv3xaeU9WNANZt6hIG7wQAeP/99wEU3kTd3d1L3C8hIQFr1qzB999/j7Vr11Z6GI2Pj0+JjQRpaWlCJtbevXuXK+lar169hGDX09Oz1B+xosvPqTKHqtTUWqJlMTAwEFqkU1NTyz3U+9mzZ3j9+jUACBUtlaK9AUXX/i3q+fPnwvFVQXUzkkql8PPzE9ZJ/+CDD96qZ0A1fOzx48cIDg4WKpglrauq+n4DwIEDB0o8r1KpxNq1a7F+/Xr861//EioDenp6GDx4sPCaJTXEKJVKtaQ1RETaNnbsWGHq1eHDh3H//v0yjxGLxfjmm2+E/8+bN09oALaxsRGCSl9f31J7Qu/evSsErL1791Ybzl2ee9Lt27crvapNeVXlff/06dOlblNdi2pFnbKo7l1yuRzHjx8vcT+JRIITJ04AKAxm38z7UlvqNgMHDhTqaidOnCj32uGqFWP09PSKJQVUfY/i4+NLPP769esVL2wpVMG0n58fAgIChMaB8qztXpKiq+9cuXJFWMJNJBJh9OjRxfYXiUTC55yYmCjsr0lgYCDWr1+Pb7/9Fjt27BCef//994WVeby8vEocBfP8+XMG77UIg3cCAMycOVO4Mf/yyy8aeyclEgmWL18u9LZXZH7Nm7KysvDtt98WC7IlEgm++uor5OXlAQDmzJlTrvM1bNgQY8eOBVAYwG7YsEHjfnfu3MGuXbsAFCaAefOHtuj8elUZtGXRokXCTc7NzQ07duwotRITExODJUuWACgcKvnmkjVFe0sOHTpU7Pjc3NwqX8vT0dFRuBnt2bNHqMRVZk5YUcOHD4eJiQmUSiW++eYbKJVKiESiEnvzhw4dKgwV9fPzw+7duzXu9/PPPwvZVwcPHgwHBwdhW9G/kRUrVmjsBdm5cyeCg4Pf6tqIiKqSSCTCunXroKurC5lMhgULFpRa0U9LS8Pnn38u/JZ16tQJrq6uavt8/PHHAArv2cuWLdO4BFt8fDz++9//AigMHlXHqBS9J2kaEZCSklLivbwqqe77VbGMnJeXl8blUcPCwoTpb02bNhUag8syadIkoSf3l19+ERqqi1IoFPj++++FQNjFxaVYgruqvMa30bBhQ2EZ47y8PMydO7fMxqRTp04JdZYxY8ao3ZeB/32PEhIShNF4RQUFBeHIkSNVUXyBqmMiJydHGHnQsGFDtY6CylDVSe/evSsMmf/ggw9KTCZX9G9q7dq1atn5VTIzM4VcSADUlpE2MjLC9OnTART2vGvKbZCTkyP8HVPtwDnvBKBwGZKlS5di06ZNEIvF+PjjjzFlyhQMGjQIpqamiIiIwIEDB4RlSzp37lzsZl5RZ8+eRXx8PGbNmgUHBwe8fPkS+/fvx9OnTwEU/jiWtSZ3UStWrMC9e/cQFxeHP/74AxfENR8AACAASURBVE+ePMG0adPQrFkzZGRkwMfHBydOnIBMJoOOjg7Wr19frPe36Nzm7du3Y+7cuVAoFGpLsNSUdu3aYePGjfj3v/8NhUIBNzc3eHh4YOTIkXB2doaNjQ1kMhni4+Nx+/ZteHt7QyKRQCQSYdu2bcWuTTWcKysrCz4+Pvjiiy8wdepUWFhYIDQ0FAcPHkRUVBSaNm2KV69eVdl1uLi4wN/fXxj+ZW1tXa55bqUxMTHBsGHDcOrUKeG8AwYMUMt9UJSenh7Wr1+P2bNnQyqVYtOmTQgICMDEiRNhZ2eHhIQEeHl5Ca3zDRo0KHazateuHebNm4edO3ciNDQULi4u+PTTT9G+fXukp6fDy8sLFy9ehImJidYbfoiIiurduzfWrFmDb7/9Fjk5OVi8eDG6dOmC0aNHo127djAyMkJKSgru3bsHLy8voXGyWbNm+OWXX4olWHNxccGlS5dw9epVBAQEYNy4cZgzZw46dOggJMc7ePCgkPV8/vz5QkOuypgxY7B9+3bIZDIcPHgQubm5GD16NAwNDREUFIQDBw4gKSmpyu9Jb7K1tUVkZCSeP38OT09PtG3bFg0aNFDL1F9eCoUC//znP/Hhhx9iyJAhEIlEuHPnDvbt24fc3Fzo6upizZo15c67Ym5ujnXr1uFf//oX8vLyMHPmTEybNg0ffPABzM3N8fLlSxw5ckQYMt+sWTONgVZVXuPbWrZsGaKjo+Hj44O4uDi4urqid+/eGDx4sLAkXnZ2NsLCwnDx4kWhwaJNmzZqo0FUXFxchPnwy5cvx7x589CrVy+IxWL4+fnB3d0denp6sLGxKXeW/7I4OTmhR48eCAgIEOogY8aMeeukbsOHD8fatWuRl5dXrvxA7733Hj788EO4u7sjLS0NU6ZMgaurK/r27QuRSITQ0FDs27dPGJUwdOhQDBkyRO0cixYtgo+PD169eoVff/0VISEhmDJlCmxsbBAWFobdu3cjOjqadZtahME7CT799FPo6OjAzc0NUqkUR44c0dha2aNHD/z666/lzpaqyZAhQxAZGYmHDx/i4cOHxbZPnjwZa9asqdA5LS0tcejQIfzzn//E06dPcf/+fY0tutbW1tiwYQP69etXbFufPn1gamqK3NxcnD9/HufPn4dIJMLDhw/LlfW+qo0cORINGjTA2rVrERkZibi4OOzZs6fE/Zs1a4bvv/9e45KCFhYW+Omnn7BkyRJIpVJcuXIFV65cUdvno48+QosWLbB27doquwbVzUg1BH306NFVkrXUxcUFp06dUvt/abp3745du3Zh6dKlyMjIwPXr1zUOpWvSpAl+++03jRn+ly5dCrlcjj179iAuLq7Yd9TS0hIrVqzAypUrK3dRRETVZNq0abCzs8OaNWsQFxeHR48eqc2TftPw4cOxZs0ajcuU6ejoYMuWLVi1ahXOnDmD2NhYrFu3rth++vr6WLJkCebNm1ds2z/+8Q/897//xbp166BQKHDixAlh6DdQmDH93//+NzIyMrBv375KXnXZhg0bhnv37kEmkwlriLu4uGD9+vUVPtfcuXPx559/Cv+KMjExwc8//1yhTgmg8HPYvHkzvv76a+Tl5eHQoUMaR8/17dsXGzZs0LiUa1Ve49vS09ODm5sbdu3ahd27d6OgoAB37twRVozRZMyYMVi1apXGaZTjx4/HjRs34O3tjby8PGzbtk1tu7m5ObZs2YLNmzdXWfAOFL5/RUepvu2IQqBwbv/QoUOF6RdWVlYYMGBAqcesXr0ahoaGOHDgAPLy8rB7926NowuHDRuGjRs3FnvexMQEhw4dwoIFCxAaGgpfX19h6qrKgAEDYGdnpzbtlLSHwTupmTdvHoYPH47Dhw/j9u3biI+PR35+PiwtLdGhQweMGzcOo0aNeutlSBo2bIiNGzdi9+7dOHfuHBISEtCwYUN07NgRM2bMqPR69vb29jh+/DjOnj2L8+fPIzg4GBkZGbC0tETTpk0xYsQIjB8/vsT51o0aNcIff/wBNzc3BAcHQywWw9bWFgkJCZVeFu9t9enTB3/99Rdu3LgBPz8/BAUFIS0tDRkZGdDX14etrS3atWuHYcOGYciQIaU2MgwZMgTe3t7Yu3cvbt26haSkJJibm6NTp0746KOPMGDAAI2VgrdhZmaGoUOHCnPBq+IGBxS2ONvb2yM+Ph6WlpZl3uCAwvfyypUrcHd3x7Vr1xAREYHs7GyYmJigZcuWGDx4MKZPn15ingUdHR0sX74cw4YNw4EDB/Do0SMkJSWhYcOG6N+/P7744gskJydXyfUREVW1/v3748KFC7h06RJ8fX3x9OlTJCYmoqCgACYmJnBwcECPHj0wceJEdOjQodRzGRoaYtOmTZg+fTo8PDzw4MEDJCcnw9DQEA4ODujXrx+mTJlSau+uq6srunbtiv379+PevXtIS0uDpaUlevTogdmzZ8PZ2bnaA0xXV1dIJBJ4enoiLi4OBgYGle5hHD58OMaPH4/ff/8d/v7+yM/Ph5OTEwYOHIgZM2YUS7ZWXqNHj0avXr1w6NAh+Pn5ISYmBmKxGE2aNEG7du0wceJE9O/fv8S57VV5jVXBwMAACxcuxNSpU+Hj44ObN28iMjIS6enpyM3NhYWFBRo3boz33nsPo0aNQqdOnUo8l66uLjZv3ozhw4fD09MTT548QV5eHpo0aYIBAwZg7ty5sLe3x+bNm6v0GkaMGIF169YhPz8frVu3Rvv27avkvBMmTBCC99GjR5fZUaanp4eVK1diwoQJcHd3h7+/P16/fg2pVApra2t07doVkyZNKrWO1LhxY3h4eOD06dPw8vJCZGQkJBIJmjVrhokTJ8LV1VVj4xxph46yvIsfEr2l2NhYYZ7XtGnT8P3332u5RERERESV98svvwhzhY8dO6aVaXZE9PfBhHVEREREREREtRyDdyIiIiIiIqJajsE7ERERERERUS3H4J2IiIiIiIiolmPwTkRERERERFTLMds8ERERERERUS3Hdd6JiIhIK9LTc6FQsA+BiIhIRVdXB1ZWphq3MXgnIiIirVAolAzeiYiIyolz3omIiIiIiIhqOQbvRERERERERLUcg3ciIiIiIiKiWo7BOxEREREREVEtx+CdiIiIiIiIqJZj8E5ERERERERUyzF4JyIiIiIiIqrlGLwTERERERER1XIM3omIiIiIiIhqOQbvRERERERERLUcg3ciIiIiIiKiWo7BOxEREREREVEtx+CdiIiIiIiIqJZj8E5ERERERERUyzF4JyIiIiIiIqrlGLwTERERERER1XIM3omIiIiIiIhqOQbvRERERERERLWcvrYLQERERFSVzC2MYGQo0nYxiKpcgViK7KwCbReDiLSEwTsRERHVK0aGInz0n8PaLgZRlTuywRXZYPBO9HfFYfNEREREREREtRyDdyIiIiIiIqJajsE7ERERERERUS3HOe/01kJCQrB37174+/sjIyMDVlZW6NatG2bPno1u3bppu3hERERERER1Hnve6a2cP38eU6dOhbe3N5KTkyGVSpGUlIQLFy7A1dUVe/bs0XYRiYiIiIiI6jwG71Rpjx8/xn/+8x/IZDL06NEDR44cwZ07d+Du7o5evXpBoVBg06ZNuHbtmraLSkREREREVKcxeKdK27p1KyQSCVq1aoV9+/ahe/fusLa2Rrdu3bB371706NEDSqUSGzZsgEKh0HZxiYiIiIiI6iwG71QpERERuHnzJgDg888/h6Ghodp2kUiE5cuXC/s+fPiwxstIRERERERUXzB4p0q5ceMGAEBPTw/9+/fXuE+XLl3QsGFDAMCVK1dqrGxERERERET1DYN3qpTQ0FAAgJOTE8zNzTXuo6Ojg7Zt2wIozEhPRERERERElcPgnSolLi4OAODo6FjqfnZ2dgCA2NjYai8TERERERFRfcXgnSolPT0dAErsdVdRbc/Kyqr2MhEREREREdVXDN6pUsRiMQDAyMio1P1UiexU+xMREREREVHFMXinStHT0wNQOK+diIiIiIiIqheDd6oUY2NjAEBBQUGp+5W3h56IiIiIiIhKxuCdKkU1lz07O7vU/VRz3a2srKq9TERERERERPUVg3eqlObNmwMAEhISSt3v9evXAP6XdZ6IiIiIiIgqjsE7VUqrVq0AANHR0cjLy9O4j1KpFNaDb9++fY2VjYiIiIiIqL5h8E6VMmDAAACAVCrFjRs3NO4TFBSEtLQ0AEC/fv1qrGxERERERET1DYN3qpSmTZvC2dkZALBt2zbk5uaqbZdKpfj5558BAK1bt0bv3r1rvIxERERERET1BYN3qrSVK1dCR0cHL168wMyZM3H37l2kp6cjKCgI8+bNQ0BAAHR0dLB06dJ6v6ScUqmEVCZHvliG3HwpcvKlyM2XIl8sg1Qmh0KphFyugFyugOyNf1KZ6p8cEpkcUpkCiv87X8H/nU/1L69ACrFEDrlCoe1LJiIiIiKiGqSv7QJQ3dWlSxd89913WLNmDUJCQjB79uxi+3z11VcYNGiQFkpXdRQKJcRSGRQKQFdXBwYiPeTmS5GamY+ktDykZYuRmV2AnHwpcvKLBNsFUiGQzy+QQqEs/2vq6gDGRiKYGunDxEgEU2MRTIz0YWokgolx4fPmJgawaWCERtamsG5giAamhtDV0YFEJodSCYj0dWEg0qu+N4aIiIiIiGoMg3d6K9OmTUPHjh2xb98++Pv7Iz09HaampnB2dsbs2bPr1HD5AokMcrkShgaq4LwA8Sk5iEnMQWJaHpLS8pCUnoeUjHzIKxKJV4JCCaERAMgv93HGhvqwtTRGY2sTNG5oAkdbMzg1NoedjSmsLIwgkcoBHcDYQL/ej4YgIiIiIqpPGLzTW+vQoYMwv70uUCiUyJfIoKujA309HSSk5CE8Jh3Po9MRGZ+J6IQsFEjk2i5mpeSLZXiVmI1XidnFtunr6cCxkTma2zdAS8cGaNvMGo6NzKCvpwuJTAFDkS5E+uypJyIiIiKqjRi8U71XIJFBqSycl/4yPguhUWmIiM1AZFwmXqfmVmg4e10mkysRlZCFqIQs+D6IEZ63NDdEczsLNLO3QPtmDdG2mRVMjESQyRUwMRJpscRERERERKTC4J3qHVWwrlAo8fRlKgKeJuJJRApik3K0XbRaKSNbjMDsZASGJeMkIgAADRsYoWMLG3RrY4surWxhbmIAmVwBY0MOtyeqKStWrMCpU6fK3G/Hjh344IMP1J7LycnB3r17cenSJcTExMDAwADNmzeHi4sLpk2bBn39km//CoUCJ06cwIkTJxAWFga5XA57e3sMGTIEc+fOhZWV1VtfGxEREVUcg3eq8wokMkAJyBVKhESmIiA0EcEM1t9KamYBrj+MxfWHsQAKe+c7vtMQXVvbwrl1I1hZGEIqY888UXV6+vRppY5LTU3FRx99hKioKOE5sViMx48f4/Hjxzhz5gz27NkDMzOzYsfK5XIsXrwYly9fVns+MjISu3btwsmTJ7F37160adOmUmUjIiKiymPwTnVSXoEUIn1dRMZl4uqDWDwKS0ZcMoP16pKRLcbNR/G4+SgeAGBhaoCurW0xsJsjOreyhUxW2Cuvq8teeaKqIBaLERkZCQBwc3PDgAEDStzXyMhIeKxQKDB//nxERUWhQYMGWL58OQYOHIiCggJ4eXlh165dCAwMxKpVq7B169Zi59qwYQMuX74MXV1dzJ8/H5MmTYKJiQn8/Pywfv16JCcn4/PPP8fZs2dhYmJS9RdOREREJWLwTnWCUqlEXoEM+vq6CH6RAt+Hsbgfmvh/2dippmXlSuAXGAe/wDjo6+miU8uG6N/VEe91bCIsp6evp6vtYhLVWc+ePYNMJgMAdO/eHaampuU67vz58wgODgYAbN++HT169BC2LV68GI0bN8a3336LCxcuICgoCF27dhW2JyQk4PDhwwCARYsW4YsvvhC2TZw4Ee3bt8eUKVMQFxeHQ4cOYf78+W99nURERFR+DN6p1pLLFRBLC7O++z99Db+HcXgUngyJTKHlklFRMrkCgc+TEfg8Gds8gJaOlujb2R79nB3QwNQQOjrgevNEFRQSEgIAaNSoERo3blzu4/bv3w8AeP/999UCd5Vp06bhwIEDiIyMhKenp1rwfujQIUilUjRo0ABz584tdmzbtm0xYcIEHDt2DJ6engzeiYiIahiDd6p18goKe9OvB8bh2oMYPItK+9tkhK/rlEogPCYD4TEZ2O/9FHYNTTGgmyNG9mkGIwM9GBnoQVeXPfJEZVHNd+/UqVO5j0lPT8eTJ08AAIMGDdK4j46ODgYOHIjIyEhcvXpVbduNGzcAAO+9957aUPyiBg0ahGPHjuHVq1cIDw9Hq1atyl0+IiIiejsM3qlWKPi/dddDIlPhfeslHjxLhEzOiL2uS0jNxdHLz3H08nO0b26N0X2bo1cHOygUChgz2R1RiVTBe+vWrfHnn3/C29sbz58/h1KphJOTE0aMGIHZs2erJZ1TbQeA9u3bl3hu1ba0tDTEx8fD3t4eEokEERGFq0106NChxGPbtWsnPA4JCWHwTkREVIMYvJPWyBUKSKQKZOaIceZGJHwfxCA7j3PY66unL9Pw9GUajAz00KezPca+/w6cmpgXDqvX57B6IhWpVIqwsDAAwJ49eyCVqv8uhoWFISwsDCdOnMDu3bvRokULAEBcXJywj4ODQ4nnt7OzEx7HxsbC3t4eiYmJwhz70o61tbWFSCSCVCpFbGxsxS+OiIiIKo3BO9W4fHFhL/utx3E4e/MlwmMytF0kqkEFEjmu3o/B1fsxaGxtgqE9m2JE72YQ6evBxIg/SUTh4eFCwC6XyzF79mxMnDgRjRs3Rnx8PDw8PHD06FHExcXh008/hZeXFywtLZGeni6cw8LCosTzm5ubC4+zsrIAQO3YotvfpKurC1NTU2RkZCAzM7PS10hEREQVx5oy1Zi8AikKxHJ4XHmOq/djkS+WabtIpGWJaXk4dOEZjlx8hnfbN8GHw9rAoZEZDPR1OTee/raSk5PRqFEjpKSkYOvWrRg2bJiwzcrKCt999x2aN2+On376CXFxcdixYwe++uoriMViYT9DQ8MSz190PrvqGIlEonG7JqpzF309IiIiqn4M3qlaKRRKiKVyvE7NxZGLz+EfksDkc1SMQgncC3mNeyGv0crJEtOGtoZz60bQ0QFEHFJPfzMDBgzAjRs3IJFIYGBgoHGfOXPm4MSJEwgLC8PJkyexYsUK6OkV/q3o6OiUen7VvPiiijaWVeb4ymrY0KzsnYhIja1tyaNjiKh+Y/BO1UImV0CuUCIkIhXul5/hWVR62QcRoTBb/bp9/rC1MsbEgS0xpGdTAICRAX+u6O+lpMBdZdCgQQgLC0NGRgaio6NhbGwMoDC4lkgkJfa+a+qhNzExEZ4rKCgo9XVVvfRl9dCXR2pqDhTV0KLL4Ibqs+TkbG0XgYiqka6uTomN26wNU5USS+SADnD9YSyOXwlHQmqutotEdVRyej52nnyCg+dCMaL3PzDpg1Yw0NeDMefFEwEA7O3thcdpaWlq89yzs7NLDN6zs/9X8beysgKgPs89JyenxNdUKBTIzc1VO5aIiIhqBmvBVCUkUjkUCiVO+UXgzI1IZOVKyj6IqBzyxTKcvBaB036R6N/VAR+P7QBjQ30YG/Lni+o3pVJZ6hD2olnojY2N0axZM+H/8fHxsLGx0XhcQkKC8FjVAGBnZwcjIyMUFBQgPj6+xNdMTk4WXrdo1noiIiKqfqz90luRyuRQKIDzd17i2OUw5ORzqTeqHgqFEtcexuJGUByG9myKWaPbQ6SnCyMG8VTPLFq0CPfu3YO9vT1OnTpV4n4vXrwAAOjp6cHJyQlA4Xx1pVKJZ8+eoXPnzhqPU60hb2lpKQTgurq6aNGiBUJCQhAaGlria6qOBUpfS56IiIiqHtM5U6XI5AqIpXJcfxiL+T/5YO9fIQzcqUbIFUpcuBuNOd9dxJFLz5BXIIVYwpULqP4wNzdHZmYmnj17hsTERI37iMViXL58GQDQrVs3mJmZwczMDN26dQMAXL16VeNxSqUS165dAwD069dPbVv//v0BALdv3y4xk7yvry8AoEmTJmjVqlXFLoyIiIjeCoN3qhCFQgmxRI6Ap6+xaKMvth4LQlpW6cmNiKqDRKbAyWsRmPP9JZy89gIFYhnEUrm2i0X01saOHQugMNBet26dxn1+/PFHpKSkAAA+/vhj4XkXFxcAwLVr13Dnzp1ixx07dgyRkZEAgNmzZxd7XV1dXaSlpWHHjh3Fjn327BlOnjwJAJg1a1aZWemJiIioaumtWbNmjbYLQbWfUlm45FtoVBr+34EAnLn5kj3tVCvI5Ao8iUjFhTtRMBLpo7l9A0BZmKmTqC5ycnJCaGgoXr58iYiICAQHB8PBwQGGhoYIDw/HDz/8gNOnTwMAxowZg88++0w4tm3btrhy5QpSUlJw6dIlmJmZoXHjxsjMzMSBAwewefNmKBQKDB8+HHPmzFF7XWtra6SmpuLJkycICAhAZmYmnJycoFAocOnSJXz55ZfIzc2Fo6Mj1q1bV2Y2/PLIz5egCleeE5iaGuLE5SdVf2IiLZs0tDPy8phXiKg+09HRgYmJ5nusjrIqF2yleilfLENKRj5+9QzC05dp2i4OUamsLYzw+aTO6NralsvLUZ2Vm5uLhQsX4vbt2yXuM3LkSGzcuBEikUjt+ZiYGMyePRtxcXEaj3N2dsYff/whLC1XVEFBAb744gvcunVL47HW1tY4cuQImjdvXoGrKVl1LhX30X8OV/l5ibTtyAZXLhVHVM+VtlQcg3cqkVQqh0yuxH7vEFy4E4VqqF8RVZvOLW2wZLozzE0MmNSO6iSFQoGzZ8/i9OnTCA4ORm5uLiwtLdG5c2dMnjwZgwYNKvHYnJwc7N27F5cvX0ZsbCyUSiXeeecdjBkzBjNnziy111yhUODEiRPw8vJCeHg4CgoKYGdnh4EDB2L+/PmwtbWtsmtk8E5UMQzeieo/Bu9UYWKJDPeCX2PX6SfIzOHwLKqb9PV04DKgJaYNbQ19PV3o6zHNB1FtwuCdqGIYvBPVf6UF7+yOIjUFYhkycsRwc3/IIfJU58nkShy/Go5rD2PwxaQu6NTShkPpiYiIiKhOYi2WABQm/ZLJFXC/9Ayn/SIh5xh5qkdSMgrw/d576NraFounOcPMRMQgnoiIiIjqFNZeCQUSGZ68SMFvxx8hNZPLvlH9FRSWjE9/9MHkQa0weVBLiPT1mJWeiIiIiOoEBu9/YzKZAmKpHFuPBeLOkwRtF4eoRsjkChy9/By3H8fjq9nvwtbSmAntiIiIiKjWY/amv6l8sQwhL1Pw2forDNzpb+lVYjYWbfKF17UXEEvk1ZI0i4iIiIioqrC76W9GrlBAKlVg31/BuHA3WtvFIdIquUIJ90vPcedJAv47pyesLAw5F56IiIiIaiX2vP+NFIhliE7Iwr82X2PgTlREVEIW/rnxKnz8X6FAItN2cYiIiIiIimEX09+AUqmEWCrHiavh8LgazuHBRBpIZQrsPPkEd4ITsGLmuzAy1IOBvp62i0VEREREBIA97/WeWCpDUnoevvrtJo76hDFwJyrD4/AULPjJB09epKBAzF54IiIiIqodGLzXY/kFUtx/+hr/3OiLiNhMbReHqM7IyZdize67OOYTBrFEru3iEBERERFx2Hx9lS+W4vDFZzjtF6ntohDVWcevhiPsVTr+O6cnDA30oK/H9k4iIiIi0g7WROsZqUyOrJwCfL/3HgN3oirw+EUK/rnxKmKTcpjMjoiIiIi0hsF7PZKbL0F0Qib+tfk6giNStV0conojNbMAS92uwy8wjgE8EREREWkFg/d6IjdfgptBsVj+yy2kZhZouzhE9Y5MrsAvHkHYceIxCiQyKJVM/khERERENYdz3uuBvAIp9vwVDB//GG0Xhajeu3I/BpHxmVjzaW+Ym4gg4nJyRERERFQD2PNeh0llcmRmF+DrHbcZuBPVoJfxWVi0yRexSTnMRk9ERERENYLBex2Vl1+AlIw8LNt2A+ExGdouDtHfTlauBF9u9UNIJNeDJyIiIqLqx+C9DkrPykFsUg6+3HYTiWl52i4O0d+WRKbAd3vu4npgLAN4IiIiIqpWDN7rmLSMbIS/ysR/f7+LrFyJtotD9LenUAK/ej6Cx5UwiJmJnoiIiIiqCRPW1RFKpRIZWbnwD03G717BUCiY6ZqoNvG8Eo7k9DwsnOIMQwMmsSMiIiKiqsXgvQ5QKBTIzi2A9+1XOOYTru3iEFEJrj2MQ2qmGKs/6QUjAz3o6Ohou0hEREREVE9w2HwtJ5PJkJcvwR/ezxi4E9UBTyJSsHybH7LzJJArFNouDhERERHVEwzea7GCAjEKxDJsdg/ClQAuBUdUV0S/zsa/t/ghO0/KAJ6IiIiIqgSD91oqJzcXUrkSm44EIiA0UdvFIaIKSkzLw5dbGcATERERUdVg8F4LpaVnQKnUhZt7EB48S9J2cYiokoQAPpcBPBERERG9HQbvtUxySir0RYZwO/aIPe5E9UBiWh6Wbb3OAJ6IiIiI3gqD91okOSUVhobG2OrxGAFPGbgT1RdJ6fn/F8AziR0RERERVQ6D91oiOSUNhkbG2Ob5BP4hr7VdHCKqYoUBvB8DeCIiIiKqFAbvtUBh4G6EXzyf4B4Dd6J6iwE8EREREVUWg3ctS05Jg4FhYeB+N5iBO1F9pwrgc/NlUCqV2i4OEREREdURDN61KCk5Fbp6+th3NpSBO9HfSFJ6Plb9fgsFErm2i0JEREREdQSDdy1JSk6FTK7E2dsxuHo/VtvFIaIaFpWQhXV/3INYItN2UYiIiIioDmDwrgVJySnIysnHw/AMHL/6QtvFISIteRyegt88HzGAJyIiIqIyMXivYRmZWXidlIbELCV2pU+bWwAAIABJREFUnQ7RdnGISMt8H8bimE8YCsQM4ImIiIioZAzea1BuXj6ePouAgYk1fj4SBOaqIiIA8LwSjusPYxnAExEREVGJGLzXEIlEinsBQWj+Tgus/SMAUhmXiSKi/9l+4hFCXqZyCD0RERERacTgvQYoFApcv3kP3Zy7YM0ef2TlSrRdJCKqZRRK4Mc//BGbnAOpjFnoiYiIiEidvrYLUN8plUr43riHXu92w48HHyI+JVfbRaoRBRkxyIi+i/zUCMgKsqGjqwuRqS3M7TrBslkf6OoblvtcktwURF93A6BEq1E/VlkZc5PDkRUTgPz0KMjFOdDR1YehRROY2zujQdOe0NHVK/HY7PjHSIu4Dkn2a+jo6cPYujkath4Gowb2pb7m60eeyIoJgNU7/WHbfkyVXQvVDxKZAqt33Mb2/wxCAzNd6OjoaLtIRERERFRLMHivZgEPHqF1qxY4fCkcIZGp2i5OtVMqlUgJ9UZ65A0A/5vUr1QA4sxYiDNjkfnKHw695sHAtGGZ51PIpXgddAxKhRQ6ulXzdVUqZHgd5IHs+KBiz+enRSE/LQqZMQFw7PUJ9AxMix2fEX0PSU9OFDlOitzEp8hLDoNDz7kwsWmp8XUlOUnIin0AXX0jWLf8oEquheqf7Dwp1uy+i/UL34ehAX+iiYiIiKgQh81Xo2dhEVBCFxEJBTh3O0rbxakRyU/PIj3SD4AS+kaWsO0wHk59voD9u3Ng2qgdAECal4o4/31QyEuf26tUyJHw4BAK0qOrtIwJD48IgbuBWWM07jwFTn3/CbtuM2Bk1QxAYUND/INDxY6VS/KQ/PQMAMDY+h049JoH+x6zYWDepLBR4JEnlErN+QxSnl0AlApYtRigsVGASCUiLhM7vB4zgR0RERERCRi8V5OE10kIfhoOO4em+NXzsbaLUyPy06OR8fImAMDAvDGa9vsXrJr3hbF1M5g1bg+Hnh/DwqkHAECam4ysmIASzyUryELMnZ3ITQqt0jJmxQUh53UwAMC44Tto2m8RGjR9F8ZW/4C5fWc49V4AE5tWhdeTGoHcpGdqx+ckhkApl0BXZAKHXnNhatsaZk06wLHXJ4COLmT56chPfVnsdQsyYpDzOhh6hmawat6vSq+J6iefgBjcfBSPAiawIyIiIiIweK8WuXn5OHfpGoYNGYB1f9yHWPr3SD6VGnYZgBLQ0YV991nQNzQrto9tuzGATuFc8uyEJxrPkxUXhOgbW1GQHlX4hE7VfU1Twy4BAHRFxrDvPgu6egZq23V09dTmor9ZRnFWAgDA+P+zd+fhUdb3/v+f98xksu8JCYFA2DfZV3Gtdbf2uCGKC5VWjuUcy+k5/dHF2p4WWirqOafW+uux2KMCehADVo9iRYXK5g6yrwGyQcieyTL7/f0jMhBJ2JxkMjOvx3VxOZn7/tz3ezAk85rPlt63TVtbXCr2pJzWcxxHT7tv1Z7VAGQM/CYWm/204yLt+eOrX3CsuhmvT7tTiIiIiEQ7TagMMr/fz1//7x1uufkGfv/KNo5WR8cCdV5XI81VBwBIzZ+APSm73fOs9gQyBn4Dn7uJmISM044Xb3gaZ13xl18ZZA6+muaqg7TUFH3tGp11pXiaqgBI738FVntCu+fFpvQkte/FGIZBbEqvNsf8XhfQGv6/yhoT2+acE5oq99FcdYCYhAzS+k7+2q9DoofX5+ff/7yZp/+/q0iK12etIiIiItFM4T3I1q3/iLFjRrH283I+3nks1OV0mebKfa2r0gHJeaPPeG7WkGs7PHYiuNuTepAz6g7iMwporjoYlBqbKvcGHp+txpyRt7b7vPXL0P7VgA7gc7cAYLHFBZ4zTTPQ6545+JqgLbon0aO63slv/ucj/v17FxNr73gHBBERERGJbEoSQXSg6Agejw+PkcCS1dExz/0El+PkBxWxqb0Dj02/D6+zHtP0Y4tLw2I987dcTEIG6QOuIDX/zFu1XVCNXw55t8TEt1np3u/z4nXWYxgGtrjUM97XnpwLgLP2MH6fB4s1BgBPSz3upkoAYlNObhfXeHQbrvoy7Mm5JPcaG9TXI9Fjx8FqXnpnD3dfM4S4WP3YFhEREYlGehcYJLV19Wzc/Ck33Xg9c//zA/zm2dtEErejAmgNxtaYeDzNNVTtfYfGYzswfW4ADEsMSbnDyRxyfYfbxBV8Yx5GEOe4t6mx8TgAMfHpQGuYr963hqbjuzH9resSWGxxJOeNJnPwtdjikk+7RlLOcI5b7fjcTZR9/BcyBn4D0+ehau/fwPQTk5BJfEZfoPWDi6q9fwMga+j1nfa6JDqsXHuAkQOyGD0oixibeuBFREREoo3CexB4PF6WF/4fd027hd8t2UJDkzvUJXU5n7t1br/FFkdT5T7KP30xENpPMP0eHOVf0HR8Dz3H309i9qDTrtOZATdQY0wcDaWfceyLV8Fsu5ig3+ukvvgjGit20Xvyd9v0okPrnP0eI/6Bim2v0lJ9kLLqk0P6DWsMuWOmB15DfckneJqqiEvvS1LO8E57XRI9/vPlz/nvn3xT4V1EREQkCim8f02mafLG6veYOGEc6z4vZ2dRdahLCgn/l0Hd73Vy9LMlmH4vGYO+SUrvCcTEp+JprqW++CNqi9bj97o4+tkS+lz2A+yJWV1X45fz1N2NlRz7YgWGxUbm4OtJzhuDLTYRd2MVtUV/p6H0M3wuB2UfP0/fy+eetid7ap+J2OKSqd7/Pq76MgyLlfjM/mQNuY7YlJ5f/n14qNn/HgBZQ28MtG2pLabu8Cbcjcex2OJIyhlKat+pZ51OIALQ0OTmyZc+58f3TyDOru8ZERERkWiid39f09Ztu6hrcDApN4/fvPRBqMsJmRO97H5PC2DQc/x9JPe8KHDcnpRN9vBvEZOQwfEdr+H3Oqna8zZ54+/twho9APhcDgyLjd5TZhOf3idwPDYll9wx07Hak6gt+jteZx01B9aRPfym066V2GMoiT2GdnivukMb8DrrSewxlITMfgA0HttB+WdLAwv7AbRUH6Ch7AvyL36wzUJ3Ih35dHcFG78o59LRecQqwIuIiIhEDU3C/Rqqqmt5Y/V7TLvlJp54aQseb/TuxWx8uXAbQFLuiDbB/VRpBVMDQ9Ebj+1sd9X2znJqjWkFF7cJ7qfKHHId1i/3qG8o+/y87+PztFBzcB1gkDnkeqB1RELFtkIw/aQVXMKAa39Jn8v+BXtSD1z1JVTuXn3e95Ho9aeV22hq8Ya6DBERERHpQgrvF8jn8/HSK39l2m0388bGwxwsrQ91SSFlscYGHiflth/cT0jMGdb6wPThrC/vzLLasNjOrUaL1UZC1mCgtZfe01J3XvepObAOv6eF5LzRxKW2flDhKN/eurd9YjbZI76N1Z5IXGoeOaPuAKCh5FP83uhbK0EujNPtY+GLH+NyK8CLiIiIRAuF9wu0cfNnZGdnYU9I5ZV394e6nJCzxaW0+7j9c1MDj08sItcVbLEnV48/tYb2xMRfWI1eZwN1hzeAYSVzyHWB51tqDgEQn9EPwzACz8el98WwxGD6PTjry875PiJ7Dtfy1qZDOBXgRURERKKCwvsFOFZRyQebPubmG67miWVb8EXbvnDtOLH/ObQOGz+TE9uyAVhj4jutpq86sZgcgM/TfMZzTf/JQHQ+NVbvfxfT5yG1z6Q22+F5XQ0A2L4cjn+CYRhY7QmtNX15jsi5evGt3VTXO/HrZ5CIiIhIxFN4P08ej5dly//KjDtv5X/X7Kf0eGOoS+oWTp0/7qwtPuO5bsexwOOYhPROq+mr4tLOvUbXl/vWY1jP2kt/grupivriTzCsMWQO+uY512V+uV2daUbvmglyYbw+k98+/zEer+/sJ4uIiIhIWFN4P0/vf7CJPvm9cPrtvL6hKNTldBsJWYMCW6o1lH2O3+ts9zy/103jsR1Aa094TEJGl9WY1HMknNiDvfijDsOyp6WO5qrW/dsTewzFsJzbntrVe/8Gpo+0gktPmzpgtbf2uHu/0rtu+r343K2jAE4d1i9yroqPOVi57oCGz0eRyspKJk+ezJAhQ/jrX//a4XmNjY38/ve/56abbmLUqFFMmDCBadOmsWzZMrzeM3+/+P1+VqxYwV133cW4ceMYPXo0N9xwA08++SS1tbXBfkkiIiJyDhTez0NxaTkfbPyY66/9Bn9YsQ1TI1UDDIuVtH6XAa2LvB374tU2w+OhtWe5YvvKwBzy1L4Xd2mNttgkUvMnAOBqOErlrjcxv/I/0e/zcGzrK/Blb3ha3ynndG1nfRmO8m1YYuLJGHjlacfj0noD0Fy5H7/v5JvmpuN7W7eOMyzEpva6kJclwor39tPU4gl1GdJFfv7zn1NXd+aFNKurq7n99tt55plnOHDgAC6XC4fDwbZt2/j1r3/NvffeS2Nj+yPHfD4fP/jBD/j5z3/Oli1baGpqwul0UlRUxLPPPsvNN9/M3r17O+OliYiIyBkovJ8jl8vNiy+t5NZv38C7HxdruHw7MgZcERia3nh0G8Ub/kB9ySe01B7BUb6N0s3/jePLrdfiM/uT2mdy0Gso2fQn9v3fPPb937xA7/mpsobdRExC61z0ukPrKd38JxrKttJSW0xD6ecUb3ialuoDAKT0Hk9ijyHndN+qPasBk4wBV7Y7Rz6552gMiw2vs57yT/6Hpsr91Jd8yrEvVnx5fGSXzv+XyOLx+vn98i3qfY8Cr7zyCuvWrTvjOX6/n9mzZ3P48GFSU1NZsGABGzZs4N1332XOnDnYbDa2bNnCI4880m77RYsWsWbNGiwWCw899BBr1qxh48aNLFy4kLS0NCorK/n+979Pc/OZ1w4RERGR4LKFuoBw8fa7H5CclET/fv1Y9MraUJfTLRkWK70mf4+jny+juXIvroZyKr4Mp6dKyB5Mz3H3tFl1vatYY+LJn/oQZZ+8iKu+hJaaQ4GV4E+V0ns8PUbefk7XbK4+SHPlPqyxKaT1u7Tdc2xxyWQPv5njO1bRXLWf5qqTOxTY4tPJHv7tC3tBIl/asreSHQerGTM4G5tVn8tGopKSEhYuXHjW81avXs2OHa3Tk5555hkmTJgQODZ37lxycnL45S9/ydtvv83WrVsZM2ZM4PjRo0dZtmwZAA8//DBz5swJHLvtttsYPnw406ZNo6ysjKVLlzJ79uxgvTwRERE5C73DOwdl5RWsXb+JO+/4Nn9+fSctLvVudcQaE0fvyd8lb8JMEnNGYI1NwbC0LvqWkD2EnuPupdekWSHtZbbFpdLn0n8id8x0ErIHY41Naq0xPp2k3IvoNfl75I6ZjsV6bp9tVe1eDUDm4KuxWGM6PC+t4GLyJtxPbGpvDIsNqz2RlPyJ9Lnkn7HFab67fH1/fHUrXp8WPoxEfr+fn/zkJzQ3N3Prrbee8dznn38egEsvvbRNcD9h+vTp9O/fH4AVK9p+wLp06VI8Hg+pqanMmjXrtLZDhw4N3P+rbUVERKRzqef9LPx+Pytee5NvXHYxVQ1eNmwtD3VJYSEpdwRJuSOCcq38qQ8F/VzDsJDSezwpvcdfaFkBfS7953M+Nyn3IpJyL/ra9xRpT1Wdk+Vr9nHn1YOJj9WP90jy3HPP8emnnzJ8+HAeeughVq1a1e55tbW1bN++HYCrrrqq3XMMw+DKK6+kqKiI999/v82x9evXAzBlyhTi4uLabX/VVVexfPlyiouL2b9/P4MGDbrQlyUiIiLnQT3vZ7Hli50cr6zhm1dexjOF20NdjojIGb329wM4mtyhLkOCaO/evTz11FPY7XYee+wxbLaOP5jZu3dvYCHO4cOHd3jeiWM1NTWUl7d+KO12uzl4sHWtkBEjOv7wddiwYYHHO3fuPPcXIiIiIl+LwvsZNDW38Oprq7nj1m+xRovUiUgY8PpM/vN/P9fidRHC7XYzb9483G43Dz/8MIMHDz7j+WVlZYHHvXp1vINFz549A49LS0sBqKioCGwhd6a22dnZxMTEtGkrIiIinU/h/Qzeee8D8nJ7UNC3Dy+v2X/2BiIi3cCOg9V8vuc4Hq/mv4e7P/zhD+zZs4exY8fy3e9+96znn7oHe0pKSofnJSefXGejoaHhtLanHv8qi8VCYmIiAPX19WetSURERIJD4b0DZeUVrFv/IbfechPPvbFLi9SJSFj571Xb8fvNUJchX8Pnn3/Oc889R1xcHAsXLsRqtZ61jcvlCjyOjY3t8LxT57OfaON2u9s93p4T1z71fiIiItK5tKJRO04sUjd+7Eg8fhvrt5advZGISDdS0+Bk9eZD3HBxP2LtZw990r00Nzfz4x//GJ/Px09+8hP69et3Tu1OBPyzbcV5Yl78qSyWk5/nX0j7C5GZmRSU64hEk+xs7VAjEq0U3tux5YudFB0q4e47b+P/X7WbIL1HERHpUv+7Zh/XTSkIdRlyAX73u99RXFzM5MmTue+++865XXx86zacpmnidrs77H1vr4c+ISEh8JzT6TzjfU700p+th/5sqqsbO2WEiMKNRLLKSkeoSxCRTmSxGB1+uK1h81/R1NxC4V/f5huXT6Gu0ctne46HuiQRkQvS1OJh+Zq9ODXtJ6x88MEHLF++nMTERBYuXHjWXvBTnTrP3eHo+A3+qcfS09OBtvPcGxs7XqDV7/fT1NTUpq2IiIh0PvW8f8WGzZ/Q4nRy+aVTeeKlL0JdjojI1/L6+iJu+8ZA4rTve9h46623AGhqaupwr/YT5s2bx7x584DWbeIKCgoCx8rLy8nKymq33dGjRwOP8/LygNYV6OPi4nA6nYHt49pTWVmJx+MJtBEREZGuoZ73Uzgcjbzz3gau+cZllFY2s6OoOtQliYh8LR6vnyVv7daim1Fi0KBBgZ76PXv2dHjerl27AEhLSwsEcIvFwoABAwDYvXv3WdvCmfeSFxERkeBSeD/Fug0fYzUMpl48kRfe6vhNj4hIOFnzcbGGzoeRX//613z++ecd/nnzzTcD5y5YsCDwPEBSUhLjxo0D4P3332/3+qZpsm7dOgAuu+yyNscuv/xyADZt2tThSvJr164FIDc3l0GDBl34CxUREZHzovD+pdq6etZ+sIlrrr6cfSX17C+pC3VJIiJB4fObvPCWtrwMF3a7ncTExA7/nLpI3KnnnnDLLbcAsG7dOjZv3nza9ZcvX05RUREAM2fObHPs5ptvxmKxUFNTw5/+9KfT2u7Zs4dVq1YBcP/995/XfHwRERH5ehTev/T+uk3YbTFMnjiOF9XrLiIRZu1npTS1eEJdhnSB22+/naFDh2KaJnPmzGHp0qVUVFRQVlbGH/7wB+bPnw/Addddx8iRI9u0HTBgAHfddRcAzzzzDAsWLODQoUNUV1fz2muv8Z3vfAe3203v3r2ZPn16l782ERGRaKYVjIDKqho+2PwJt3zrOrbur+TIMW3BISKRxe83eeHNXcy5fRTxcTGhLkc6kdVq5emnn2bmzJmUlZUxf/78QGA/YezYsTz22GPttv/xj3/MkSNH2LhxI0uWLGHJkiVtjmdkZLB48WKSkrRHu4iISFdSzzuw5v31xNntjB87iuVrDoS6HBGRTrF+axleX/D31JbuJz8/n9dff505c+YwaNAg4uPjiYuLY/jw4cybN48XX3wxsCf8V8XFxbF48WIWLFjAuHHjSE5OJiYmhj59+nD//ffz+uuv069fvy5+RSIiImKYphnV7+SOVVTy2yee4bqrL6dXwTAeffajUJckItJpbvvGQO6+dghxdg28ktCrrm7E7w/+25Ds7GRmzFsW9OuKhNpLi+6hslIjREUimcVikJnZ/ui2qO95X73m78TExDB+7BhWrisKdTkiIp3q7c2HQ12CiIiIiFyAqA7vxyoq2bJtJ5PGj8LjN9iyrzLUJYmIdKpmp5f3Pi7G4/WFuhQREREROQ9RHd7Xb/oEm9XK+HFjKFx3KNTliIh0icJ1B4juCVMiIiIi4Sdqw3uDo5FNH33GsCEDycrK5O+fl4a6JBGRLlFZ28KWfcfx+/2hLkVEREREzlHUhvePP/0C0zSZOH4sb244jNenN7EiEj3+9519uL36uSciIiISLqIyvLtcbt5bt5E+vfMYPLCAtzYfDnVJIiJd6kBpHaXHG0NdhoiIiIico6gM79t37qGpuYVJE8eyfms5DU3uUJckItLlXvrbHpqdnlCXISIiIiLnIOrCu9/v52/vfUB6eiqjLhrGax9oezgRiU6f7a7A69PKdSIiIiLhIOrC+4GiI1Qcr2bURUM5Vt2sYaMiErX8Jvztw8PaNk5EREQkDERdeH937QYS4uMYNnQIf/tIK8yLSHR756Mj+NX5LiIiItLtRVV4P3rsOHv2FZGXl0NBn15s+KIs1CWJiITUsepmSiscoS5DRERERM4iqsL7p1u2Y7VaGTZkEJ/tPkaz0xvqkkREQu6NDUW0uPTzUERERKQ7i5rw7vF42bj5UzIz0hg2dAjvfKwh8yIiABu/KMdiGKEuQ0RERETOIGrC+4GiI7Q4nfTKyyEhIYFt+ytDXZKISLfgdPv4cMdR/H5/qEsRERERkQ5ETXjf9NGnxMbGMnzYEN77pEQLNImInOKtTYdwuRXeRURERLqrqAjvDkcj23fuIyszg+FDBvHuJyWhLklEpFvZdaiGZs17FxEREem2oiK8b9+5F9M0Gdi/D0ermyivagp1SSIi3c7qTYdwe7Tnu4iIiEh3FPHh3TRN/r7xY1JTkhk0aCDvfart4URE2vPB1jJMU3OKRERERLqjiA/v5UePc6yikpSUJPoX5PPhjmOhLklEpFs6WtVEQ5Mn1GWIiIiISDsiPrx/tnU7FouF/F49qahuoqbBGeqSRES6rQ+2luL1aeE6ERERke4mosO71+tl04efkZmRRv/+BWzarl53EZEz2fhFuea9i4iIiHRDER3eS0qP4nS5iY21M6BfgYbMi4icxYHSOvzaS1NERESk24no8L5j934Mi0F2VgY+Pxw55gh1SSIi3ZppwubtRxXgRURERLqZiA3vpmny6efbSEtNYUD/Ajar111E5Jys31pGi1t7vouIiIh0JxEb3iuOV1FX30BCfBz9Cgr4cEdFqEsSEQkL2w9WYbNE7K8HERERkbAUse/O9u47iAEkJSWSlprMzkPVoS5JRCQseH0mW/dXhroMERERETlFxIb3Tz7fRnJKEgP79+Wz3RWavykich7+/nkpzU7t+S4iIiLSXURkeK+rb6Ck7BjJSYn0ye/Dh7s0ZF5E5Hx8sb+SGFtE/ooQERERCUsR+c7swMHDAFgsFvr0zmX7garQFiQiEmYamtzUOVyhLkNEREREvhSR4f2zrTtISIgjp0cW1fUt1De6Q12SiEjY2bqvEtPUlCMRERGR7iDiwnuL08nefQdJTUkhv1ce29TrLiJyQT7fd5wWl7aMExEREekOIi68l5YdwzTBarXQq1cvvtivVeZFRC7EjoPV2KwR92tCREREJCxF3LuyokPFYBgYhkHvvB7sKFJ4FxG5EHUOF45mTTsSERER6Q5soS4g2Lbv3ENyUiLZWRnUNLTQ0KQ3niIiF+qL/VVcNSE/1GWIiEiYSk+1Y7PHhroMkaDzul3U1ndt1oyo8N7c4qSk7Bh5PXvQq2cuuw7VhLokEZGw9vmeCqZclEtCXEyoSxERkTBks8fy2aLvhboMkaAbP28x0LXhPaKGzZeWHcUwDCwWC7k9e7LzUG2oSxIRCWvbNe9dREREpFuIqHdkhw6XBB73zsthV5F63kVEvo6aBidNLZ5QlyEiIiIS9SIqvO/as5/kpASSkhKxWKwcrW4KdUkiImFvf2ldqEsQERERiXoRE97dbg/FpeUkJibSIyuDw+V6sykiEgy7D9Xg9fpDXYaIiIhIVIuY8H604nhgf/eszAwOljtCXZKISEQ4VF6Py+MLdRlhyev1UlJScvYTRURERM4iYsJ7WdkxTNMEICMzi0MK7yIiQXGovIEYW8T8urggV111FVdffTUHDx485zZffPEFY8eO5YEHHujEykRERCRaRMxWcQeKDhMX17qHZHZWBoePFoe4IhGRyFDT4MTnN0NdRkiVl5djGAYez7kv3nfi/MrKyk6sTERERKJFxIT3IyXlJCTEY7VayEhLpqSiMdQliYhEjJIKB4P7pIe6jE7X3NxMXV3Ha6ZUVlaSkpJyTtd5/vnnAYiNjQ1WeSIiIhLFIiK8u1xuqqpr6ZWXQ2Z6OsdrmvD6tLiSiEiw7D1Sw8DeaVgsRqhL6VS1tbXcdNNNuFyuNs8bRuvrnj179nldzzAMLrrooqDVJyIiItErIiYxVlXXYhgGhmG0Dpkvrw91SSIiEWV/ST0utzfUZXS6Xr168eCDD2KaZlD+JCQk8C//8i+hflkiIiISASKi572yqjqwWF1mZgZ7tFidiEhQHSqvJ1pmvT/44IMYhoHff3IE19NPP41hGNx5551kZ2efsb1hGNjtdrKzs7nkkkvOer6IiIjIuYiI8F5aXoHF0jqIIDMzi8NbtS2PiEgwlR53YI+xhrqMLmG325kzZ06b555++mkA7r77boYOHRqKskRERCTKRUR4P3SkmMSEeAB6ZGdw5OjOEFckIhJZvD6TWoeT7LSEUJcSEgsXLgQgLy8vxJWIiIhItAr78G6aJqWlR0lNTSbGZiMuNobKupZQlyUiEnEqa1uiNrzfeuutoS5BREREolzYh/cGRyMut5uYmBiSkxOpqVdwFxHpDOVVTQzvlxnqMroFj8dDc3MzPp8vsObKmWRm6u9NREREvp6wD++VVTUYRut895TkJKrqmkNckYhIZCo73ojX58dmjYiNSs6bx+PhhRdeYNWqVRQVFZ1zO8Mw2LVrVydWJiIiItEg7MN7TU0dfr8PgOTkJCpq1fMuItIZKmqacXt8URneTdPkH//xH9m8eXPgaxEREZGuFPbh/XhVDVZr6wrIKUlJHK5xhrh5ylOSAAAgAElEQVQiEZHIdLy2mWjNrKtWrWLTpk0YhgHA0KFD6dOnDwkJCYHnRERERDpT2If3ysoq7HY7AInJyVQeaQpxRSIikamytiUqe90BXnvtNQCSkpJYvHgxo0ePDnFFIiIiEm3C/l1YZXUtsbGt4T05KZlKDZsXEekUtQ4nNmt09jLv3bsXwzD4x3/8RwV3ERERCYmw73mvqaklJSUZgJSUJI7XasE6EZHOYJrQ0OQmPSUu1KV0OaezdUrW+PHju/S+pmnyxhtvUFhYyO7du2lpaSE7O5spU6YwY8YMLrroog7bNjY28txzz/HOO+9QUlKC3W6nX79+3HLLLUyfPh2breO3AH6/n8LCQgoLC9m3bx8+n4+8vDyuvvpqZs2aRXp6eme8XBERETmDsA7vLpeblhYnGRlpAKQmJ1CtPd5FRDpNVX1LVIb3nJwcSkpKcLvdXXZPp9PJD37wA/7+97+3eb6srIzCwkJWrVrFww8/zJw5c05rW11dzYwZMzh8+HDgOZfLxbZt29i2bRtvvPEGixcvJikp6bS2Pp+PuXPnsmbNmjbPFxUV8eyzz7Jq1Sqee+45hgwZEpwXKiIiIuckrIfNNzgaMSwWDMMgMSGeFqcHt9cf6rJERCLWseroHN10ySWXALBx48Yuu+dvfvObQHC/4447WLlyJZs2bWLZsmVMmTIFv9/P73//e95666027fx+P7Nnz+bw4cOkpqayYMECNmzYwLvvvsucOXOw2Wxs2bKFRx55pN37Llq0iDVr1mCxWHjooYdYs2YNGzduZOHChaSlpVFZWcn3v/99mpuj83tBREQkVMI6vDscjZxY5DcpKZHaBvW6i4h0ptqG6NzRY+bMmcTGxrJkyRL27t3b6fc7cuQIr776KgAzZszgN7/5DSNGjCAzM5MJEyawePFiRowYAcAzzzzTpu3q1avZsWNH4Ni0adPIzs4mPz+fuXPn8uijjwLw9ttvs3Xr1jZtjx49yrJlywB4+OGH+eEPf0ifPn3Iysritttu44UXXsBut1NWVsbSpUs79e9ARERE2grr8N7gaAxsWxRrt9Pk9IS2IBGRCFff5Mbvj7794goKCli0aBE+n4+7776bJ598ks2bN1NSUkJ1dfVZ/5yv9957D7/fj2EYPPTQQ6cdj4mJ4cYbbwRg//79NDWd3Gnl+eefB+DSSy9lwoQJp7WdPn06/fv3B2DFihVtji1duhSPx0NqaiqzZs06re3QoUO59dZb220rIiIinSus57zX1TdgfpneY2PtNDu9Ia5IRCSyNTs9eH1+7BZrqEvpUicCa3x8PPX19SxevJjFixefU1vDMNi1a9d53W/WrFlcf/31lJaWkpOTc9brn1h8rra2lu3btwNw1VVXdXj+lVdeSVFREe+//36bY+vXrwdgypQpxMW1v7bBVVddxfLlyykuLmb//v0MGjTovF6biIiIXJiwDu/HK6ux22MAsNtjaGpRz7uISGdqavHg85kQE+pKutbu3bvbfH3ig+POlJeXR15eXrvHmpqaWLlyJQATJ04kNjYWaN3S7kRtw4cP7/DaJ47V1NRQXl5OXl4ebrebgwcPAgSG5Ldn2LBhgcc7d+5UeBcREekiYR3eHY7GQG+D3W6nST3vIiKdqsnpxd8FwbW7ueWWWzCM0O5x39jYSEVFBR9++CHPP/88xcXFJCcnt1l4rqysLPC4V69eHV6rZ8+egcelpaXk5eVRUVGB1+s9a9vs7GxiYmLweDyUlpZ+nZckIiIi5yGsw3tzixObtXXafqzdTk2zwruISGdqavEQfdEdfve734W6BG6//fY2W78NHjyY//qv/2LAgAGB52prawOPU1JSOrxWcnJy4HFDQ8NpbU89/lUWi4XExETq6uqor68/r9cgIiIiFy6sw3tLixOrrXXeZYzdTnONwruISGdqavEQ2v7n6FVRUdHm63379vHoo48yf/78QIB3uVyB4yeG0rfn1PnsJ9qcuod9R/Pdv3rtU+93ITIzT99nXkTOLDu74w/XRKRrdfW/x7AO782nhHe73U6z032WFiIi8nU0OT1YLYrvXc3v97Nq1Sp69epFbW0tb731Fv/1X//FZ599xowZM3jllVfo27cvVmvr78SzDfFvb86+xXJyA5oLaX8hqqsbO2X3AoUbiWSVlY5Ql3Be9O9RIlln/Hu0WIwOP9wO6/DudDpJSW39gRATY6fZ2XSWFiIi8nU0tXiwWsN6l9EL8sknn3yt9hMnTvxa7S0WC/369QMgJyeHBx54gCFDhvDAAw9QV1fHU089xZNPPkl8fDzQGq7dbneHve/t9dAnJCQEnnM6nWes50Qv/dl66EVERCR4wja8m6ZJi9NFRkYa0DrnXVvFiYh0rhaXF6s1+nre77vvvgtesO5Ctoo7F1OnTmXq1Kls2rQpsOXbqfPcHQ5Hh+Hd4TjZU5Ceng60nefe2NjY4X39fn9gX/kTbUVERKTzhW33icfjBdMMvJmy22Nodim8i4h0JtOkU4Y5hwPTNC/4T2c5saVbc3MzNTU1FBQUBI6Vl5d32O7o0aOBxye2o+vZs2egJ/1MbSsrK/F4PIE2IiIi0jXCtufd5XK1mZ9nsVjw+f0hrEhEJDpE41Zx8+bNO+Nxv9+Pw+Hg6NGjbN68mcrKSvr27cvChQvPuHJ7R55++mk2bNhAfn4+jz/+eIfnnTq8PTY2lkGDBmEYBqZpsmfPHkaNGtVuuxMjAdLS0gIB3GKxMGDAAHbu3HnavvbttYUz7yUvIiIiwRW+4d3t4dQlj00TDK2BLCLS+aIvuzNr1qxzPtftdvPEE0/w4osv8sQTT7Bs2bLzvt+xY8fYsmULu3fv5tFHH2132zfTNNm0aRMABQUFJCYmAjBu3Dg+++wz3n//fe688852261btw6Ayy67rM2xyy+/nJ07d7Jp0yZcLle7w+7Xrl0LQG5uLoMGDTrv1yYiIiIXJmyHzZ+6pU0rkwucjigiIuchGnvez4fdbudnP/sZkydPZsuWLSxfvvy8r/Gtb30LaO1Zf+qpp9o95y9/+QsHDx4EaBPSb7nlFgDWrVvH5s2bT2u3fPlyioqKAJg5c2abYzfffDMWi4Wamhr+9Kc/ndZ2z549rFq1CoD777//gtcBEBERkfMXtj3vHq+XU7ve9VZSwlFKop3EuJhQlyFyXhTXzs306dP56KOPeO2117jrrrvOq+2UKVO49tpreeedd1iyZAk1NTV85zvfIT8/n6NHj/LSSy+xYsUKAEaNGsV9990XaHv77bezbNky9uzZw5w5c/i3f/s3rrnmGrxeLytXrgyE8uuuu46RI0e2ue+AAQO46667eOmll3jmmWdwOBzcc889pKSksH79en73u9/hdrvp3bs306dP/5p/QyIiInI+wja8i4S7ySNy+eHdY2hpcZ39ZJEQ8vv92O127PbWD5qidL2689arVy+AQC/3+Vq0aBFOp5MPPviAN998kzfffPO0cyZNmsTvf/977HZ74Dmr1crTTz/NzJkzKSsrY/78+cyfP79Nu7Fjx/LYY4+1e98f//jHHDlyhI0bN7JkyRKWLFnS5nhGRgaLFy8mKan9PWhFRESkc0ROeD9l5XmR7u76KX259/rBFL72JhXHq0JdjsgZHauo5MrLpnDzDd8MdSlhpaSkBCCwMvv5io+P59lnn2X16tUUFhayY8cOGhsbSU1NZcSIEdxyyy3ccMMNbRZvPSE/P5/XX3+d5557jjVr1lBaWoppmvTv359vfetb3HfffW0C/6ni4uJYvHgxhYWFrFy5kv379+N0OunZsydXXnkls2fPJjs7+4Jek4iIiFy4sA3vhmG0GStvoqGcEh7uvX4IV0/I45XC16mrbwh1OSLnxO/Tbh7no7GxkT//+c8A9O3b94KvYxgGN954IzfeeON5t01KSmLu3LnMnTv3vNtaLBamTZvGtGnTzrutiIiIdI6wDe9A27Su9C7dnMVi8M93jGRQXjz/+Yc/09jUHOqSRM5Ji9MZ9SOb3nrrrXM6r6WlhbKyMv76179SVlaGYRhcc801nVydiIiIRIOwDe+tbyRPdr2bmNoqTrqtWLuVn9w3jqQYN46GOu6ZfkuoSxI5L/m9ckNdQkj967/+6wV9gJGTk3Paiu4iIiIiFyLMw/upG72jreKkW0pJtPPv35tEY30lmT16kJ1VEOqSROQCmOe5Rd6kSZOYP3++FnYTERGRoAjb8A5tR8n7/X6sVqV36V5yMhL49ezJHDlUxEXDBpKcrDfxIuFo4cKFZz3HMAysVispKSkMGTKE3NzoHq0gIiIiwRW24d3AwDxl2LzL7SIxXvtlS/fRv1cqv/zuRHbu2s3EcSOJi40NdUkicoFuvfXWUJcgIiIiUS5swzvQZo67y+UiKb79bW9EutqYwdn8aMZYtm3fycWTxmCzhfU/NRERERERCbGwTRStO8Wd7Hl3uxXepXu4YlwvHvz2cHbt3s0lU8a1uweziIS3hoYGPv74Y/bt20ddXR0Wi4XU1FT69+/PpEmTSE9PD3WJIiIiEmHCNrzHxMRw6tpBrT3vCaErSAS49coB/MOlfSgqOsSUiWOjfnstkUjT0tLCf/zHf7BixQpcLle751itVm677TZ++tOfEh8f38UVioiISKQK2/AeF2vn1K3iXC43yQma8y6hYRjwvW8PZ/zgdKoqKxk7ekSoSxKRIKupqWHmzJkcOHDgjCvPe71eVqxYwaeffsrSpUvJyMjowipFREQkUoVteI+NjW3T8+50usjOUniXrmezWvi3GWPITTXwup0MGTwg1CWJSCeYO3cu+/fvB6CgoIBp06YxevRosrKy8Pl8VFdXs3XrVgoLCzly5AiHDh1i3rx5LF68OMSVi4iISCQI2/AeE2PDYjHw+/1YLBZcLjdJ8WH7ciRMJcTZePSBCZhuB0kJqeTmZIe6JBHpBO+88w6ffPIJhmFwxx138Itf/IKYmLYfGA8YMIBJkybxwAMP8Ktf/YpXX32VjRs3smHDBi699NIQVS4iIiKRImxX0jIMg4T4eLxeH9A65z1RC9ZJF8pIiWPRP02lpeE4vfOyFdxFItgbb7wBwKhRo5g/f/5pwf1UMTExzJ8/n1GjRgFQWFjYJTWKiIhIZAvb8A6QkBCP19ca3p0ut/Z5ly7Tu0cSjz98CaXFhxg+dCDpaamhLklEOtG2bdswDIO77777nM43DIN77rkH0zTZtWtXJ1cnIiIi0SCsx5knJsRTU1sPqOddus7QgnQemTmB7Tt2MnnCGOz24H9o5He3AFqpXsKNgcUeG+oiOkVNTQ0A/fv3P+c2/fr1A6CioqJTahIREZHoEtbhPSEhnuNV1QA0tziJtduw2yy4vf4QVyaRavKIXH4wbRTbd+5i6uRxWK3WoN/D73bSuHsztX//X07dUUGku8ud9hNie0bmgo3x8fE4HA4cDsc5tzlxbmxsZH6gISIiIl0rrMN7UlJiYM47QF19Ez0yEig93hjCqiRSXT+lLzOuHcjeffuZOnlcp+zh7nc7qf/wdWrXLw/6tUU6m+mP3A9OCwoK2L59O2vXruWSSy45pzZr164FID8/vzNLExERkSgR1nPekxMT8PlOhvf6Bgc90hNCWJFEqnuvG8K0bxRQWlrKxPGjgh7cvV4vXmczVe/8RcFdwpZhCf5IlO7i8ssvxzRNli9fzpYtW856/tatW1m+fDmGYXD55Zd3QYUiIiIS6cI6vKempuDxegNfNzgc5GQovEvwWCwGc+8cxZRhaTQ01DFyxNCg38PtcuJ3O6n863/S+MV7Qb++SJexhPWvlDOaMWMGycnJeL1eZs2axfPPP09j4+mjvBobG3n++eeZNWsWHo+H+Ph47r333hBULCIiIpEmrIfNp6WmYDmlB7TR0UBOZloIK5JIEmu38pP7xpEY48Zqhb75BUG/h7O5CYvfS+WK3+IqPxD064t0JcOI3PCekZHBr371K370ox/hdDp57LHHeOKJJ+jXrx8ZGRkYhkF1dTWHDh3C5/Nhmq3rVSxYsICMjIwQVy8iIiKRIKzDe2pKcpvhyw0OBz179gxhRRIpUhLt/Pv3JtFYd5ysHjlkZwX/zXezox6L10XF//4aT83RoF9fpMtFcM87wI033ojNZuMXv/gFdXV1eL1eDhxo+6HbidCekpLCggULuPbaa0NRqoiIiESgsA7vKSlJmKcsxl3f0MiwERo2L19PTkYCv549mSOHirho2ECSk5OCfo+m+lqM5joqli/A11QX9OuLhIJhC/62id3Ntddey9SpUyksLGTDhg3s37+furo6TNMkNTWVIUOGcMkll3DHHXeQlBT8nx0iIiISvcI6vCcnJWKaJqZpYhgG9Q0OstMTQ12WhLH+vVL55XcnsnPXbiaOG0lcJ2zx1FRXjb+6lKqVizDdzqBfXyRULLHR8eGp1Wpl0KBBzJw587RjL7/8Mna7vVN2oxAREZHoFtZjHG02G6mpybjdHgCampqJj4shNiZyVzyWzjNmcDa/fnAyO3fu5uKJYzoluDfX1+Ap2UnlK79VcJeIY7HHh7qETveXv/yFyy+/nNmzZ+PxeE47XlhYyM9//nOuvPJKVq5cGYIKRUREJFKFdXgHyM7MwOVyBb6urW8kOz3y30BKcF0xrhc/mjGGXbt3c8mUcdhswR2UYpomLY46WnZ+QM3rT4Hfe/ZGImHEsNkhwnubFyxYwOOPP47D4cDn81FcXHzaOWVlZZimicPh4JFHHuF//ud/QlCpiIiIRKKwD+89emTidLkDX9fVN9C7h+YZyrm77coBPHDjYIqKDjFl4lgsQV50y+fz4W5uxLGpkPq1SwDzrG1Ewo0lPhnTe3pPdKT46KOPWLp0KQA9evTgZz/7GXl5eaed97e//Y0nn3ySnj17YpomTz75JPv27evqckVERCQChX14z+2Rjct9MrxXV1XRLy8lhBVJuDAMmP0PI7h2Qi6VlZWMHT0i6PNUPR43PncLtW8/S+OnbwX12iLdiTUhBdPvC3UZnebll18GICcnh1dffZX77ruP+PjTR3mlpKRw0003sWrVKrKzs/H5fLz44otdXa6IiIhEoLAP7+lpqRicDFyVVdUM7K3wLmdms1qYd+84huXH4fU4GTp4QNDv4XS2YLqdVL26iOY9m4J+fZHuxBqfHOoSOtXWrVsxDIMHH3yQHj16nPX8tLQ0vve972GaJh9++GEXVCgiIiKRLqxXm4fT93o/XlnNxRenhrAi6e4S4mw8+sAETLeDpIRUcnOyg36PlkYHFr+H48sX4D5+JOjXF+luLPFJET3nvbq6GoDhw4efc5sRI0YAcPz48U6pSURERKJL2Pe8Z2WmY5p+zC83fK+rbyAlMZbEuLD/XEI6QUZKHIv+aSotDcfpnZfdKcG9qb4WWho49sJPFdwlalgTUjAskbvTR0pK64iu5ubmc27j87VOI4jthJ0rREREJPqEfXhPTEwgOTkpsF2caZocq6ylIE+979JW7x5JPP7wJZQWH2L40IGkpwX/e6Spvgaz4TgVL/4MX0NV0K8v0l1Z4pMxbDGhLqPT5OfnA7Bu3bpzbrNx40YAevfu3RkliYiISJQJ+/AOUNCnN02n9IZUVVbRX+FdTjG0IJ2F37+YvXt2M3HcSBITgr+dYFNdNd6jB6h86d/xOxuDfn2R7syWnI5hRMSvlHZdc801mKbJ8uXL2bp161nP37NnD0uWLMEwDC6//PIuqFBEREQiXUS80+pf0IeWFmfg66rqKgb0juzFk+TcTbkol0e/M5Gdu3YzdfI47Pbg9g6apklzQy3uA59QvfJxTK/77I1EIow1KSPUJXSqW2+9ldTUVDweD9/5znd4+umnKSkpOe288vJynn32We655x5aWlqIj4/n/vvvD0HFIiIiEmkiYmJ4z9weQNtF6y4bNjJ0BUm3ccPFfbn7moHs3befqZPHBX0rOL/fj7vZQfNnq2nYVBjUa4uEE2tCZO/ykZGRwaJFi3jooYdwuVz88Y9/5I9//CNJSUmkpaUBUFdXR2Nj66gb0zQxDIOFCxeSmZkZytJFREQkQkREz3uP7EzADHxdVV1DXnYyNmvkrnwsZ3fv9UO4/Yq+lJaUMnH8qKAHd6/Xi9fZRP3apQruEvWsSemhLqHTXXHFFfzlL3+hd+/emKaJaZo4HA5KSkooKSnB4XAEnu/RowfPPvss1113XajLFhERkQgRET3v6Wkp2Gw2vF7vl//1UVvfSJ/cFIrK6kNdnnQxi8Xg4TtGMigvnsbGBkZeNDTo93C7nODzUv3GU7Qc+Dzo1xcJLwa25MgP7wAXX3wxb775Jps3b2bt2rUcPnyY6upqvF4vqampDBw4kKlTp3LNNdcQExO5C/iJiIhI14uI8G6xWMjv1ZOq6hpSUlrnupcfPcawggyF9ygTa7fyk/vGkRjjxmqFvvl9g34PZ3MTFr+XyhW/xVV+IOjXFwk3tpQsTJ8PwxodYdVut3PFFVdwxRVXhLoUERERiSIRMWweoH+/PjQ1twS+Li8/yuiBkb2AkrSVkmhn4fcvxuqtJys9hd55uUG/R7OjHlxNVCx5RMFd5EsxmXmYfl+oyxARERGJaBET3vN79cTn8we+Li07yrB+WiQoWuRkJPD4w5dQVVHCwH75ZGcF/4ObpvpazMYaKl74KZ6ao0G/vki4isnMw7BGxEAuERERkW4rYsJ7bk42py5H1uBoxPT76ZmVGLKapGv075XKon+eysED+xg7ahjJyUlBv0dTXQ3+qmKOL/05vqa6oF9fJJzZexRgiYkNdRkiIiIiES1iwnuP7EzssXY8Hm/gudLyo1zUX73vkWzM4Gx+/eBkdu3cxcUTxxAXG/wA0Vxfg6d4B5Wv/BbT7Qz69UXCnT0n+GtLiIiIiEhbERPeLRYLgwf2o8HRGHiurKyMsYMV3iPVleN68aMZY9i1ezdTp4zHZgvusF3TNGlx1NGy8wNq3ngK/N6zNxKJQjHpwV9fQkRERETaipjwDjB8yEBaWk4uWldcUs7IgdkhrEg6y21XDmDmDYMpKjrElIljsViC+63s8/lwNzfi2FRI/dolgBnU64tECiMmFos9IdRliIiIiES8iFphKD8/D8M4OfO9vsGBz+ulT04yxRWOEFYmwWIY8OC3RzBuUBpVVZWMHT0i6PfweNyYXje1bz9L855NQb++SCSJyeiJ6XVhWBXgRURERDpTRIX3njnZWK1WvF5vYAh1cWkZowdlK7xHAJvVwr/NGENuqoHX42To4AFBv4fT2YLF76Wq8HGcxTuDfn2RSBOTkRfqEkRERESiQkQNm7fZbAwZ2L/NvPfS0jLGD9W893CXEGdj/uxJpNpdJCXE0rdP76Dfo6XRgeFuoWLpLxTcRc5RTFZvDK00LyIiItLpIiq8A4wcMYTm5pMrgh8+UsrwflnExlhDWJV8HRkpcSz6p6m0NFTSOy+b3Jzgr2PQVF8LLQ0ce+GneCqLg359kUgVm9sPw6KfryIiIiKdLeLCe0Hf3m32e3e6XJQfq2LskB4hq0kuXO8eSTz+8CWUHCli+NABpKelBv0eTXU1mPUVVLz4M3wNVUG/vkgks/coCHUJIiIiIlEh4sJ7To8s4uJicbs9geeKioq4ZFROCKuSCzGsIIPfzZnKnj27mTR+FIkJ8UG/R1NdNd5jB6h8+Vf4nY1nbyAiAZbYBGzJGaEuQ0RERCQqRFx4t1gsXDR8CHX1DYHnDhQdZsKwXKwW4wwtpTuZclEuP//OeHbs3MUlk8dht8cE9fqmadLcUIv7wCdUr3wc0+sO6vVFokFs7yH4Pa5QlyEiIiISFSIuvAOMHT28Tc97Y1MztXUNXDQgK4RVybm64eK+zLltBPv2H2Tq5HFYrcGdT+v3+3E1NdD82Wpq//ZnMP1Bvb5ItIjPH47FHhfqMkRERESiQkSG9/79+mC1GPh8J0NZ69D53BBWJefi3uuHcPsVfSktLWPCuJEYRnBHS3i9XrzOZurXLqVhU2FQry0SbeL7j9ZidSIiIiJdJCLDe3xcHEOHDKSuvj7w3P6Dh5lyUS5BzoISJBaLwdw7RzFlaBqNjQ2MHDEk6Pdwu5z43U6qX/89TdveD/r1RaKKxYo9u0+oqxARERGJGhEZ3gEmjB1JS8vJLeNq6+pxu90Myk8PYVXSnli7lUcfmECvDAOrFQb06xv0ezibm8DjonL5fFoOfh7064tEG3tOAabPc/YTRURERCQoIja8DxpQABj4/SeHzh88eIipIzV0vjtJSbSz8PsXY/HWk5WeQu+84P//aXbUg6uJYy8+gqv8QNCvLxKN4noPBQ2ZFxEREekytlAX0FmSk5Po3y+f45XVpKWmAHCg6BDXXXMNz7+5O8TVCUBORgK/nj2Zw4eKGDlsIMnJSUG/R1N9LTTXUbF8Pr6m+rM3EJFzktB/DJaY2FCXERXWrl3Lq6++yrZt26itrSUuLo6CggKuueYa7rnnHpKS2v/Z2djYyHPPPcc777xDSUkJdrudfv36ccsttzB9+nRsto7fAvj9fgoLCyksLGTfvn34fD7y8vK4+uqrmTVrFunpGsUmIiLS1SI2vANMGj+al199IxDeK45XYbH4GdInnb3FtSGuLroN6JXKL747kZ07dzNx/EjiYoMfAprqavBXl1C1chGm23n2BiJyzmJ7DQ51CRHP6/Uyb9483nzzzTbPezwetm/fzvbt23nllVd49tlnGTBgQJtzqqurmTFjBocPHw4853K52LZtG9u2beONN95g8eLF7QZ/n8/H3LlzWbNmTZvni4qKePbZZ1m1ahXPPfccQ4YEf20SERER6VjEDpsHGDywPwate3qfsHPXHq6bkh+6ooQxg7P51YOT2bVzFxdPGtMpwb25vgZP8Q4qX/mtgrtIkNlSszFsMaEuI+I9/vjjgeB+0003sWLFCj788ENee+015vmhz0QAACAASURBVMyZQ0xMDKWlpcyePZvm5uZAO7/fz+zZszl8+DCpqaksWLCADRs28O677zJnzhxsNhtbtmzhkUceafe+ixYtYs2aNVgsFh566CHWrFnDxo0bWbhwIWlpaVRWVvL973+/zT1FRESk80V0eM/MSCOvZw6NjSffYOzas5+po3oRa9dczVC4clwvfjRjDLv37GHqlPFnHLZ5IUzTxOmoo2XnB9S88RT4vUG9voh8Od/d7wt1GRGtoqKCpUuXAjB9+nT+4z/+g1GjRpGens6wYcOYO3cuf/zjHwEoLS3l5ZdfDrRdvXo1O3bsAOCZZ55h2rRpZGdnk5+fz9y5c3n00UcBePvtt9m6dWub+x49epRly5YB8PDDD/PDH/6QPn36kJWVxW233cYLL7yA3W6nrKwsUJ+IiIh0jYgO7wBTJoylvsER+LqpqZnS8mNcOjovhFVFp9uuHMDMGwZTVHSIyRPGYLEE99vP5/Xibm6kYVMh9WuXAOZZ24jI+YsrGIlhjw91GRHt3Xffxev1YhgGP/jBD9o954orrmDs2LEArFu3LvD8888/D8Cll17KhAkTTms3ffp0+vfvD8CKFSvaHFu6dCkej4fU1FRmzZp1WtuhQ4dy6623tttWREREOlfEh/dRI4cCtFl1fvfuPVw3WUPnu4phwOx/GMG1E3Kpqqpk7OgRGIYR1Ht4PG58bie1b/83jZ++FdRri0hbCYPGB/3fsLR1/PhxYmNjycvLIysrq8Pz+vTpEzgfoLa2lu3btwNw1VVXtdvGMAyuvPJKAN5///02x9avXw/AlClTiIuLa7f9iesWFxezf//+c3xFIiIi8nVFfHhPT0tl+JCB1NaeXGn84KEj9M5OIi8rMYSVRQeb1cK8e8cxLD8Or8fJ0MEDzt7oPDmdLZhuJ1WFi2jeszno1xeRk+w9+mKJaT/USfD88Ic/ZNu2bbz++utnPK+4uBiA1NRUAPbu3RtY52X48OEdtjtxrKamhvLycgDcbjcHDx4EYMSIER22HTZsWODxzp07z/ZSREREJEgiPrwDXDp1As3Ok4uW+f0mu/bs55pJfUJYVeRLjLMxf/YkUu1OkhJi6dund9Dv0dLowHC3ULHslziL9SZSpLMlDJmMof3du0xH28BBa1A/MWd9/PjxAJSVlQWO9+rVq8O2PXv2DDwuLS0FWufZe73es7bNzs4mJiamTVsRERHpfFER3gcP7E9CXBwulzvw3M7de7h6Yj4Wi4Z+doaMlDge+6eptDQcp3deD3JzsoN+j6b6Wmhp4NgLP8VTWRz064vI6ZIvukwrzXcDbrebX/ziF5imic1m48477wRah82fkJKS0mH75OTkwOOGhobT2p56/KssFguJia0j1+rr6zs8T0RERIIrKsJ7TIyNSy6eSHVNXeC56po6GhwOxg/pEcLKIlPvHkk8/vAllBwpYvjQgaSnpQb9Hk11NZj1FVS8+DN8DVVBv76InM6anIk1ueP519I1/H4/jzzySKDXfdasWfTr1w9o3cv9hNgzbMN56nz2E23cbne7x9tz4tqn3k9EREQ6V3D36erGJoy9iHfXrsc0zcBCS7t27+aGiwfxye6KEFcXOYYVZPDIdyawbfsOJk8Yw/9j787jq6ru/f+/9hmTk3keGUMI8xBmUCYFBRERqjghYq23Ulvb26q3vb0d1E7a29ran9fbW23lW2zrLM4oAgqiyKAIhHnMSObhJGc+vz8CgQhhPMkJ5P18PHgQ9t5r789GEs97r7XXstlC30PnrKnCV7qHqtd+T9DnOXMDEQmJqLzREAyc+UBpN36/nx//+Mct78KPGTOG++67r2W/2dz8SsOZJhQ89l78iU5cAeR82p+PpKS2XwsQkVNLSWl7ZIyIdKyO/n7sMuE9PS2F7MwMauvriYtt/kvesXMvXx83hszkKIornGGu8OI3dlA63/7aYL7ctp3xY/JbPkSGSjAYpKm+Bs+e9VQvf1ohQqSDRQ+ehMmmyerCpampie9///usWLECgKFDh/Lkk09isRz/X3lkZPMSfsFgEI/H02bv+6l66B0OR8s21wnzxJzKsV76M/XQn0llZQOBQOiX9VS4kUtZeXn9mQ/qRPT9KJey9vh+NJmMNh9ud4lh89DcizDp8jHU1ze0bPP6fGz5chtzJ4d+BvSuZsa4HiyeO5Bdu/e2S3APBAK4nfU0bnyb6nf/T8FdpIOZIqKwp/YMdxldVkVFBQsWLGgJ7qNHj+aZZ545aUK7E99zr69v+wPFifsSEhKA1u+5NzQ0nNTmmEAggNPpbNVWRERE2l+XCe8AA/v3xWwyt8ymC/D5l9u5fFgmcdG2MFZ2cbvt6jzmTepBUVExI/MHh3z9Z5/Ph8/VSO3KJdR9/FJIzy0iZ8eRk0/Q7w13GV3Svn37mD9/fsv67VdddRVPP/30KWei79mzZ8vXx5aAO5WSkpKWrzMzM4HmGeiP9aSfrm15eTler7eljYiIiHSMLhXeoxyRjBk1jIrK4zPqNjY2sWP3PmZN6BXGyi5OZpPBfTcOYUy/eBoa6hg0oG/Ir+Fxuwh4XFQu+wPOLStDfn4ROTtRgyZisjvOfKCE1I4dO7j55ptblmRbtGgRjz/+ODbbqR845+bmtjxA3bFjR5vn3b59OwDx8fEtAdxkMpGT0zwSraCg4Ixt4fRryYuIiEhodanwDjBxwmi8Xh+BwPFh15s2b2Hm+J7YrVq7+GzZbWb+685RZCUYWMyQ06tHyK/hanSC1035vx6mae+mkJ9fRM6OYbYS2WNQuMvocg4cOMCiRYuoqanBMAx+9KMf8R//8R+tJpb7qujoaPLz8wH44IMPTnlMMBhk1apVAFx++eWt9k2cOBGAjz/+uM2Z5FeubH6Qmp6eTm5u7jndk4iIiJy/LhfeM9JTGdg/t9WycdU1tRSXlHHFqG5hrOziERtl41f3jMPw1pCcGEt2ZnrIr9FYXwtuJ6VL/hN38Z6Qn19Ezl5Ez8EE/b4zHygh4/F4+Pd//3eqqqoAePjhh1m4cOFZtZ0zZw4Aq1atYt26dSft/9e//sW+ffsATjrntddei8lkoqqqiqeeeuqktjt27OCVV14B4Pbbbw/5a1IiIiLSti4X3gGunDIBl8vdaqmbTZs/Z+7k3pj0OeS00hIdPPbtCZSXHia3VzdSkhNDfg1nbTXBhirKnv0PfNUlZ24gIu0qZvAkTHbNMt+Rnn/+ebZt2wbA9ddfz8yZM3E6nW3+ampqamk7b948+vXrRzAYZPHixfz973+nrKyMoqIinnjiCR5++GGg+d35wYMHt7puTk4ON910EwBPPvkkjzzyCPv376eyspJXX32VO+64A4/HQ3Z2NvPnz++gvw0REREBMIKhWqz1IhIMBvntH/5MTV098XHHZ+ad/7U5LH3/AB9vUWA8lZysOH7y9VFs21bAqBGDiWhjCaIL4aypJFBZSMXLjxL0nH6pIhFpf4Ytkh7ffRqTNfTf79K2adOmcejQobM+Pisrq9Uw+cOHD7Nw4UKKiopOefzw4cP561//2rK03IlcLheLFy9m7dq1p2ybmJjIc889R69eFz5XTHsuFXfLA0tDfl6RcHvu0VsvyqXiNj56V7jLEAm5EQ/8RUvFdQTDMLjqyknU17de233T5s+5YaqWjTuVYX1T+Pk3xrB9WwHjRg9rl+DeWFuF99BWyp//pYK7SCcRPWgidL1nvGFVVVV1TsH9VLp168ayZctYvHgxubm5REZGEhERwYABA3jggQdYsmTJKYM7NK/d/pe//IVHHnmE/Px8YmJisFqtdO/endtvv51ly5aFJLiLiIjIubGEu4BwGdCvDwnxcTgbG4lyNM+gvGffQcaPG8PwvBQ27ywPc4Wdx+T8LO6aPYCCHTsYPzb/tJMlnY9gMIi7oZamraupXfX3kJ5bRC5M/OhZmGwaMt+REhMT2blz5wWfJzo6mvvuu4/77rvvnNuaTCZuuOEGbrjhhguuQ0REREKjS/a8A1gsFq664nKqqmpbtgWDQdZ9sp5F1/RHc/A0mzs5h4Uz+rJv337GjBwW8uDu9/nwNDZQt/ZFBXeRTsaW3htzTOjntRARERGRc9dlwzvA8GEDiYiw43Z7Wrbt2rMfm8nPhCGZYaws/AwD7r5uINNHplNRUc7woQNDPquw1+vB73FR/c7/0rDx7ZCeW0QuXNyomRgWa7jLEBERERG6eHiPjIhg6qTxVFRWtdq+9pNPWTizH+YuOvW81WLiwQX59O8Wgc/rol/f0M8D4HI1EfS4qHjpURp3nLyUkYiEl2GNIKr/eAyTOdyliIiIiAhdPLwDXDZ2BBaLpVXv+8FDRTQ667vkuu9RERYeunsMsVYX0Q47Pbpnh/waTQ11GJ4mypb+FNehbSE/v4hcuOgB4yEQCHcZIiIiInJUlw/v0dFRzJg2mfKKr/S+r/uUW6/Kw2bpOn9FibER/OZb42mqLSM7M5X0tJSQX8NZVw1NdZQ++0O85Rc2m7KItJ+4Mddisp96NnIRERER6XhdJ5mexvix+TgiI2hqOr48WWlZOWVlZcy6rGssh5OdGs1j355A4aH9LTPxh5qzpopgTRllS/4Tf11FyM8vIqFhTemOJT4t3GWIiIiIyAkU3ml+933WjKlUVFa32v7xJ58xb0ofoiIu7RX1+vdM5NeLx7NzRwGj8gcT5Qh9b5uzphJf6W7K//FzAq6GkJ9fREInbuQMDPOl/XNPRERE5GKj8H7UqPyhJMTH0dDgbNlWVV3DvgMHmTelTxgra19jB6Xz4ztGsHXbdsaPycdmC+3M0sFgkMa6aty7P6Py5d8S9HnO3EhEwsaw2IgeNFET1YmIiIh0MgrvR9lsVubMmkZVTV2r7Z+s38CM8T1Jib/03v2cMa4Hi+cOZOfuvYwfk4/ZHNoP64FAALeznsaNb1Oz/P8gqMmvRDq7qAETIBgMdxkiIiIi8hUK7ycYMqgfmWkp1NbWt2yrr3ey+Ysv+bc5A8NYWegtuDqPeZN6UFRUzKj8wSFfw93n8+FzNVK7cgl1H78U0nOLSDsxTCROulkT1YmIiIh0QgrvJzCbzcy5djq1dXUET+h5+mzjF+RkxTCy/8U/gZPZZHDfjUMY3S+ehoY6Bg3oG/JreNxugh4Xlcv+gHPLypCfX0TaR1S/sZgiHOEuQ0REREROQeH9K/r1zaFXz+5UVde0bPP7/axc/RH3zB10US8dZ7eZ+a87R5GVYGC1GOT06hHya7ganeB1ceRfD9O0d1PIzy8i7cUgccptmGzqdRcRERHpjC7eJNpODMNg3uyrcTqb8PuPv6N94FARFeVHuPHK3DBWd/5io2z86p5xGN4aUpLiyMoI/SiCxvpacDspXfIj3MV7Qn5+EWk/jtwRmB2x4S5DRERERNqg8H4KPbpncfn4UZSVlbfavvqjj7lmQk+yUqLDVNn5SUt08Ni3J1BeepjcXt1ITkoI+TWctVUEG6ooe/Y/8FWXhvz8ItK+Eqcu0LvuIiIiIp2YwnsbZk6fjM1mo7HJ1bKtwdnIp59tZvG8QWGs7NzkZMXx6L3j2bt7F/lD+xMTE/oHD86aSgIVhzny9x/jd9aG/Pwi0r4iew/DEpsU7jJERERE5DQU3tsQHR3FvDlXU15R1Wryus1fbCUlzsplwzLDWN3ZGdY3hZ9/YwzbtxUwbvQwIuz2kF+jsbYK76GtlD//S4Ie15kbiEinkzhV77qLiIiIdHYK76cxcvhg+vTuTkVldcu2YDDIB6s+4u7rBhJpt4SxutObnJ/FD24ZRsGOHYwfm4/FEtpag8Egrvoamraupur1P0LAF9Lzi0jHiOg+AGtCRrjLEBEREZEzUHg/DZPJxA1zrsHtduPzHQ+nxSVlHDx4iK9fOyCM1bVt3pQcFs7oy759+xkzchgmU2j/M/t9PjyNDdStfZHaVX8P6blFpGMlTrkNwxr6UTkiIiIiEloK72eQlZnG1EkTKD1S0Wr76jXrGNU/hRH9UsNU2ckMA+6eM5BpI9KpqChn+NCBGIYR0mt4vR78HhfV7/wvDRvfDum5RaRj2TNzsaX2CPnPCREREREJPYX3szBt6mVEOxw0OBtbtnk8Xt59fyX3zR9KbJQtjNU1s1pMPLggn/7ZEfi8Lvr1zQn5NVyuJoIeFxUv/YbGHetCfn4R6ViJU2/DsIb/55eIiIiInJnC+1lwREYwf94sqqqqW01eV1hUws5du/nODUPCWB1ERVh46O4xxFpdRDvs9OieHfJrNDXUYbgbKVv6U1yHtof8/CLSsexZfbFn5mIY+t+AiIiIyMVAn9rO0uCBeQwbPJDS0tZrv3/8yWf0SIvkilHdwlJXYmwEv/nWeJpqy8jOTCU9LSXk13DWVUNTHaXP/hBv+aGQn19EOppByqxvYVjU6y4iIiJysei806V3MoZhcMPcmez974M0OBuJjnIA4PcHeOe9D/j6nFls3VtJWVXjGc4UOtmp0fz8G2PYtWsnw4cMIMoR+qWenDVVBOuOUPbCrwi4GkJ+fjm14jo3rxZUsqmkgXKnF5vZIC3axoTusczITSQ+8vTfuvurXbxWUMkXpQ1UNfkwGQbp0VZGZsUwp38SSQ5ru9T9WkElT31WAsDf5vYlLbrtcPjGzkre3FlFUZ0Hh83E8Ixobh+WRkbM6QPlD5fv5/NSJ4tHZ3BtP61Nfj5ihk7FEpukd91FRERELiLqeT8HsTHR3HbTHCorq/H7Ay3byyuq2LDxc35wy3BMHfRZeECvRH69eDw7dxQwOn9IOwX3Snyluyn/x88V3DvQe3uquef1Pbx+NNh6/EEaPAH2VrlY8vkR/m3ZbtYX1rfZ/tWCCu59Yw/v7qmmtMGLxx/E5QtwoMbNi9sq+Oay3Wwsarv9+Sqt9/C3zWVndezfNpfx/31awoEaN95AkFqXn1X7a7nvzb0crHG12W5TcQOflzpJj7Yyo29iqErvUgy7g8QrF2pddxEREZGLjML7Oeqf14eJE0ZTUnak1fYNm7dgN3u4fnKfdq9h7KAM/vOOkWzdtp3xY/Kx2ULbixoMBmmqq8a9+zMqX/4tQZ8npOeXtn1WVM/vPy7C4w9iNxvcPDiFX1zZk0eu7MH8QclYTQZ1bj+/XH2IPZVNJ7Vfe6iO//2slEAQbEfb/3JaT34+tQfX9E3EZECDJ8DDqw9xoLrtkHyugsEgj68rwuULnPHYwlo3L2xtfv3ksh6x/GpaTx68PJvUKCv1Hj9/XFfc5jWOPRxYMCwNS0c9KbvEJE66GcPcPiMvRERERKT9aNj8OTIMg2tnXkHBzj3U1NQRHx/bsm/5+6u4Zf5cNu8qZ19Rbbtcf+a4Htw0rQ87d+1h/Jj8kA97DQQCeBobcG58i7qPXw7pueX0AsEg/7O+hCBgMRk8dnVvcpOO946OyIxhZFYMDy7fj9sf5JlNpfxyWq9W5/jrplIAzAb8enov+qc4WvaNzo6hf0okv11bhNvXHIR/NrVHSGp/a1c1X5Q6z+rYlftrCAShR7ydH07shunov+GMGBvffWsf28sbKWvwnDTkfs3BOnZXNtEz3s7kXnEhqbursSZlETPsCkyaYV5ERETkoqOe9/MQGRHBwlvmUVffgNfna9leV9/AytVr+dHCEURFhr5na8HVecyd1IOiomJG5Q8OeXD3+Xz4XI3UfrBEwT0MvihxUlLfPMphdr/EVsH9mEFpUYzKigFgc4mTere/ZV9xvZuiuub2E7rHtgrux1yRk0BuUgQAG4sb8AWCJx1zro40eHj66EODWLv5jMfvP9rjPyQtqiW4A+QlO3BYTa2OOcYfCLLk8+Ze9zvy01q1k7OXPPObGGY9sxURERG5GCm8n6eePbKZedUUSkqOtFo+bufuvRw8eIAHbssP2fvvZpPBfTcOYXS/OBoa6hg0oG9oTnwCj9tNwOOictnjOL9cGfLzy9kZnR1DapSVsd1i2zymW5y95euKRm/L17Wu40E+K9ZOW3rEN4d3XyBIndvX5nFn6w/rimnyBhiY6mBizzP3iDd5m4fWR58i6B8L743e1sPvl++pprDOw4AUB2Oy2/67kbY5+ozAnt4bw3TmBywiIiIi0vkovF+AKydPoEe3LCorq1tt/2jtJyQ6gtxyVd4FX8NuM/Nfd44iK8HAajGR0ys0w5xP5Gp0gtdF+T8fomnv5pCfX87O8Mxofj61B8/Oy2NwWlSbxx1xHg/sCSfMOp94wteH69xtti8+2jtvMRnE2S+sF/bd3VVsKmnAZjb47rgszuZ5VZStOTx+NaADOD2Bo8cc/9Hk8QdYuqV5jolF+WkXVG+XZbaQPPObmGwR4a5ERERERM6TwvsFsFotLLj5ejxeH02u48N8A4Egb777PleN6caYgennff7YKBu/umcchqeGlKQ4sjJCH1wa62vB7aR0yY9wl+wN+fkltHZWNLLuUB0AQ9OjiI84Hr7Tom30TmgOZ+sO1bGz4uRlC9cX1rO9vHn7+G4xmC9geEhFo5f/29A8XP7WIalkx7Xd23+iXkdr3FLqbDVqpaC8kaajE94duw9oXn6ustHHqKxoBp3moYa0LW70tZjsJ79GISIiIiIXD4X3C5SWmsxt86/jyJFK/P7jw5YbG5t4463l3Dd/KFkp0ed+3kQHj317AuWlh8nt3Y3kpIRQlg2As7aKYEMVZc/+B77q0pCfXy5cMBik0etnT2UT//tZCQ8u3483ECTaZuae0RknHf+tMZlEWkz4g/Dg8v38/fMyNpc0sLG4nr9sKOXhVYcASI+28vUR5/9gCeCJdcU4vQFyEiOYNzD5rNtN7BmHyWh+r/1XHx7mi9IGVu2v4dcfHgaaH0qkRDVPqOb0+HlhawUGcMdw9bqfD3N0PAmXfU297iIiIiIXOc1cFAL5wwZx8HAxKz9cR7fsjJaJ5ErKylm7bj3/decovvf4RzSd5fvFOdlx/OTO0Wzdtp3RIwYTYT+7Hs1z4aypIlB5mIqXHyXoCd2SYRJaK/fX8tiawlbbBqQ4+O74rFbvvrfsS3Xw3zN689dNpXxW1MDSLeVAeatjZvZNZMHQVOIjz//b//291awvqsdswPfGZ51TD363ODs3D05h6ZZyPjpYx0cH61r2xdrN3Ds2s+XPL2wtp97jZ3KvOHonal3y85E0/et6z11ERETkEqCe9xAwDINrZ1xBbk5PysoqWu37ctsOjpQV872bhp3VuYb3TeGhb4xh+7btjB89rF2Ce2NtFd5DX1L+/C8V3Du5sgbPSdsO1LhYtqOy1UzzxwSDQbaWOVveaz+VjcX1fFZUf941VTV5+d/PmkdqfG1QCjnnEapvG5bG/Zdlk5MYgdVkEGs3M6VXHH+8Jofso5PtVTV5eXVHJRaTwYJhqa3qf2TVIb7z5h7+6/0DvLu7ikDwwmfNvxQ5ckfiyMnHsGhddxEREZGLnXreQ8RqtbDw1nk89vifqa2tJy4upmXfytVruHHudcyb0oeXVu5p8xyT87O4a/YAthfsYPzYfEym0D5bCQaDuBtqadq6itpVS0N6bmkfg9Oi+OWVPXHYTBTVeXh9RyU7Kpp4Y2cVW8uc/Gpar5YedH8gyO8/LmLFvhqgeeb6mwankJMYgdcf5MsyJ//v8yPsq3bxu4+LKGnwcPuwcx+K/qdPimnw+OkWZ+eWISnnfW9Te8cztXd8m/uXflGO2xdkVl4imTHNgf61gkqe+qyk1XEbihv4+HA9P5nc/YLe4b/UmCKiSLn2Xg2XFxEREblEqOc9hOJiY7hr4Xzq6xtwu4/3fPr9Ad54eznXT+rV5gR286bksHBGX/bvP8CYkcNCHtz9Ph+exgbq1r6o4H4RGZQWxfDMaPKSHUztHc9/z+jN9D7NgfdAjZu/bDw+V8EbO6tagvvVfRL4+dQe9E9xYDObiLKZGdstlt/N6M2gtOaJy/6xpZwN59gDv2p/DesO12My4LvjsrCZ2+dHSHG9m+V7qrFbDG4++oCgrMHD00fvd9HwNJ6f35/fTO9FYqSF9YX1vLy94nSn7HKSrv43DGvoR+6IiIiISHgovIdYzx7ZzJ83i9KycgKB40th1Tc4Wfbmu9w3fyh9ux+ffM4w4O45A5k2Ip2KinKGDRnQ8s58qHg9HvweF9VvP0XDxrdDem7pWCbD4FtjMklyNPe2rz5Qi+voDO2v76wEINpm4u5Rp35IZLeY+N74LI51UL++o+qsr13T5ON/1jf3es/KS2RAavvNXr5k8xF8gSBz+iWRGNk85PvdPdV4A0GGZ0Rx4+AUYuxmhqRHcdfRiffO5V4udY7ckUTljsBksYW7FBEREREJEYX3djBuTD6XjRtFUXFZq+2lZeW8t2IV/3XnKNKTHFgtJh5ckE+/LDt+r5t+fXNCXovL1UTQ66Lipd/QuPOTkJ9fOp7NbGJ0VvNrGb5AkMJaN06Pn6Kj77kPTosi0tr2BGWZMXZ6xjcPpd5xiuXk2vI/n5VQ5/YTZTVxeY849lY1nfSr9oT38A/WuFu2n4u9VU18eKCWaJuZrw06Pix/W1ljy/2daGhG85/LG72UO9t+17+rMEVGa7i8iIiIyCVI77y3A8MwuP7a6RQWl1B2pILUlKSWfXv3HyI6egMP3z2WitomAu5aYqLiSU87/3eH29LUUIfJ76XsX4/gLT8U8vNLaNW7/ZTUe6h2eRmTHXvaY2Ptx8O5NxBs6X0HiLadeWbxuIjmYxq9gTMcedyOo+vDO70B7n93/xmP/+kHB1u+fvv2QWd9nb9tKiMI3DgoudW9VDZ5AUj4yiz5cfbjf65q8rUsM9dVJV/zLQyrgruIiIjIpUY97+3Ebrfx9dtvxG63UV1T22rf51u28+mn66k5Uki3zNR2Ce7OumpoqqP02R8quF8kfrumkPve2svPPzhEjev0ywqW1B/vYU52WImxm1uGwp+4ry2Vjc3nPxbiO4stpU42FDeQblycvwAAIABJREFUFGlhdr+kMzcA/CfMNB/o4pPORw+ejKPXEEyaXV5ERETkkqOe93aUEB/HPV+/jd//6S80OBuJjnIQCAQoKi4jyuHgyinjiXKEfu1qZ00VwbojlL3wKwKuhpCfX9rHwDQH64vqCQLL91Rz46BTP9SpavKyvqj5v2u3ODspUc1BLTcpkp0VTWwvb6Sk3kNGzKl7oPdVNXGo1g3AoNSoUx5zKs/OyzvjMU9+WszrO5vfPf/b3L6kRZ9bL/hfNzVPSHfL0FTsltbPFhMiLBTVeVoePBxT0eht+To+ouv+SLPEp5F89V0aLi8iIiJyiVLPezvLykzj7jtvobq6lsbGJg4XljJy+GC+ccdN7RTcK/GV7Kb8uZ8puF9krsyJJ+JoYP3Xl+Xsr3addEyj18+vVh9uGSZ/w6Dkln3X5iUCzb3Pv11TiNNz8jrwtS4fj60pbPnz2fZud4SPD9Wxo6KJrBgbV/VJOGl/blLz98unha1nyP+ssPnfeazdTHp0F+1xNkykzP0BhiaoExEREblkdd1uqg7Ut08vbrtpDs8ufYkrp1zG7JlXYDaHdrhyMBjEVV+De/dn1Lz3NATP/l1m6RwSI63cNSKdP31aTKM3wHff2suc/kkMSYvCYTOzq6KJVwoqKGto7mme1DOOK09YJ31q73jWHKzjk8J6tpc3svj1Pczul0Tf5EhMBhQcaeTVgkoqm5p7ruf0TzrljPELX9rJEWfzNc6n9/x8BIJBlnzePMHjgmFpp1yvfWrveF4tqGR3ZRO//vAwM/smsL/a3dJbf3VuQshXarhYxF12A/akTAxT53oNQkRERERCR+G9g4weMZTePbuTlBgf8oARCATwNjbg3PgWdR+/HNJzS8e6Ji8RbyDA0xvL8PiDPL+1gue3nrx++TV9E/nm6IxW/5YMw+DBid34w8dFrDpQyxGnt9U68CeaNyCZO0ektdt9nKsVe2s4WOMmJzGCiT1PPVlfn6RIvjYwmRe2VbD6QC2rDxyfS6JPYgQ3D0ntqHI7lYhuA0gYex0mm9Z0FxEREbmUKbx3oOSkk4cCXyifz0fA46LmgyU4v1wZ8vNLx5vTP5mRWTEsK6hkc0kD5Ud7wZMcVganRXFNXmLLEPKvirCYeHBiN2b0TeCd3dVsL2+kusmHYTRPbDc4LYpr8xLpnRj6VzbOl8cf4O9fHAFg0fC00z7cunNEOhkxNl7bUUlRnYe4CDOTesZx69DUllcOuhJzTBKpNzyo4C4iIiLSBSi8X8Q8bjf4vVQue5ymvZvDXY6EUHasncVjMs+7/ZD0aIakR59X27OZmK4ti8dknnPdNrPpnK45o28iM/omnmtplxzDYiN1/n9itnWeBzEiIiIi0n4U3i9SrkYnpoCP8ud/gbtkb7jLEZEOljhzMbb4VIwQz58hIiIiIp2TwvtFqLG+DpO3idJ/PoSv+tTvNIvIpStm1CwcffIx29XrLiIiItJVKLxfZJy1VeCsoez5R/A7a8/cQEQuKZE9h5Aw6SYsCu4iIiIiXYrC+0XEWVOFv+IQlS8/RtB78hrgInJps8SnkTL3+wruIiIiIl2QwvtForG2Cu/BLVS99SQE/OEuR0Q6mGG1k3LjjzDZIsJdioiIiIiEgcJ7JxcMBnE31NK0dRW1q5aGuxwRCZPEa7+DJSYRk1k/tkVERES6In0K7MT8Ph8+dxN1a1+kYePb4S5HRMIkdtxcHD0HYY1whLsUEREREQkThfdOyuvxEPR5qH77KRp3fhLuckQkTBy5I4kffz0WBXcRERGRLk3hvRNyuRox+X1UvPwYrkPbw12OiIRJRPeBJM++T8FdRERERDCFuwBpra6mGrstgvLnf6HgLtKF2TNySJn3gCaoExERERFA4b1TOVJSxJInf8+uLzcTe/l8MJnDXZKIhIE1pRspN/4nWG2YTPoxLa0tXryYvLw8NmzYcNrjysvL+cUvfsH06dMZNGgQY8aMYcGCBSxbtuyM1/B4PDzzzDPMnTuXYcOGMXz4cGbPns1TTz1FU1NTqG5FREREzoGGzXcSh/fv4YW//i9Wm41P167myhnXkjTrXiqX/REIhrs8Eekglvg0Um/6CZ6giWirLdzlSCezdOlSVqxYccbj9u3bx6233kpVVVXLtpqaGtavX8/69etZvnw5jz/+OBbLyR8DmpqaWLRoEZs3b261fefOnezcuZNXX32VZ599lrS0tAu/IRERETlr6tLpBPbu2MY//u9PRDocxMYnEAwE+ODdN/Em9SThyjvCXZ6IdBBzTCKpt/wMlz9IdExMuMuRTuaFF17g4YcfPuNxDQ0N3HXXXVRVVZGRkcEf//hH1q1bx1tvvcUtt9wCwHvvvcfvfve7U7a///772bx5M3a7nQcffJBVq1axevVqfvjDHxIZGcn+/fu59957CQb1YFlERKQjKbx3AjXVlfi8PiIij09K5ff5eO/N1zDljCJ2/NwwViciHcEUGUPKzT/DHTCIS0gKdznSiXg8Hh566CF+/OMfn1Vgfu655ygqKsJms/Hss89y1VVXkZiYSE5ODj/96U+5++67AViyZAnFxcWt2n7xxRe89957ADz88MPceeedZGRkkJ6ezh133METTzwBwJYtW3jrrbdCfKciIiJyOgrvnUD+2MsZM3EqpcVFBAKBlu0et5vlr79CZP4MYkZfG8YKRaQ9GXYHKTf9BI9hJS4pJdzlSCfy3nvvMWvWLJYuXQrAwIEDT3t8MBhkyZIlAFx//fX06NHjpGMWL15MXFwcXq+XV199tdW+v/71rwD07t2b2bNnn9T28ssv57LLLgOaRwKIiIhIx1F47wQMw2DyzOsYlD+KI8VFrXpWGp0NvP3KC0SOnEXshK+FsUoRaQ+GxUbyDT/Ca40iPjk13OVIJ1JXV8e9997LwYMHcTgc/OQnP+HBBx88bZuCggLKy8sBmDp16imPiYyMZOzYsQCt3p8PBoOsWbMGgMmTJ2MYxinbHzvv+vXrqa+vP7ebEhERkfOm8N5JmM1mrr5+Pr3zBlBeWtwqwDsb6nnrlRewDb6CuMm3hrFKEQkpk4WkuffjdyQQn6LJv+RkZrOZ6667jjfffJNbbz3zz/+CgoKWrwcMGNDmccf27dy5E5/PB0BhYWFLGD9dD3///v0B8Pv97Nix48w3ISIiIiGh8N6JWG02Zt98OxlZPagoK221r6nRyVuvvIA5dxwJV94ZpgpFJFQMi43keQ8QiM8kPiU93OVIJxQZGcny5ct59NFHyczMPKs2RUVFANhsNlJS2n4FIyMjAwCv10tZWVmrtgBZWVlttj2xlsLCwrOqS0RERC6cwnsnY4+IZO7Cu0hJz6C8tKRVD7zb1cTbr71IoPtQEmd8Ezj1kEYR6dxMEVGk3PxTPNGpxCWrx11OzWq1kp2dfU5tqqurAYiJiWlz2Pux/cfU1dW1agsQGxvbZtvo6OiWr2tra8+pPhERETl/Wue9E3JERXPjont46f/9HyWHD5GSntHyIczjdvPOspeYfs0ckmZ/h8rXn4Bg4AxnFJHOwhydQPJNP6HK6SK7W/ZpA5bIuXK73QBERESc9rgT9x9rc+x3ALvdflZtPR7PedV5TFJS9JkPEpFWUlK0lKhIZ9HR348K751UZFQUN9zxb7z892c4vHc3qZlZLR/yfV4v777xClfOuJbk679Pxau/h4AvzBWLyJlYEjJIufknFBaVkDNgsIK7hJzZbD6r40615NyJbTvq32ZlZQOBQOjXi1e4kUtZefnFNVGkvh/lUtYe348mk9Hmw20Nm+/E7BGRzFvwdXrnDaCsuLDVhy2/z8d7by2j3p5I8rwHMMzWMFYqImdiS+9F2m0Ps3fffnr3H4TJpB+/EnqRkZFA6170Uzlx/7Ge9GNtAVwuV5ttT9x3uh56ERERCS19euzkbPYIrrvlDvoOHEpp0eFW68AH/H5WvPMGNUYkKfP/E8NiC2OlItKWiB6DSJn/E/bs3cuA4aPOundU5Fwde1e9oaHhtMcde88dICEhoVXbM7U/cXm4Y21FRESk/Sm8XwSsNhvXzl/AwOGjKC1sHeCDgQCrlr/NEVeQ1NsewhwVH8ZKReSrHHljSJzzfQ7s38eAYSPU4y7tqmfPnkBz73hVVVWbx5WWNq9oYrVaSUpKatUWoLi4uM22JSUlLV+f7Sz4IiIicuH0KfIiYbFamfm1Wxg2dkJzD7zf37IvGAzy0Yrl7CksI33Ro9jSeoWxUhE5JnrYlcRNv5vCwkLyBg/TO+7S7nJzc1u+PnHN96/avn07AH379sViaZ7+JjU1lfj45gfAp1u//Vhbk8lEXl7eBdcsIiIiZ0fh/SJiNpu5as6NjLpsMqVFhfhPCPAAn3/2CevWriH1lp/h6Dc2TFWKCEDs+LlEjvsa5RUV9Ok3INzlSBfRt2/fljXcP/jgg1Me09TUxCeffALA5Zdf3mrfxIkTT9sWYOXKlQAMGzas1ZJzIiIi0r4U3i8yJpOJqddcz7gp0ygrKsTn87baf3Dfbt5d9jKx0+4i7vL5aC14kY5lWGwkzv4uRr9JNDQ20b13n3CXJF2IYRhcd911ALz44ovs3r37pGOefPJJamtrsVqt3HLLLa32zZkzB4Bdu3bx4osvntT2o48+Ys2aNQAsXLgw1OWLiIjIaSi8X4RMJhOTrr6WyTNmc6SkBFdTY6v9VRVHeP3Ff0CfcSTPux/DqtmARTqCJT6NtDt+zZFgFH5MZGR3D3dJ0gV94xvfICUlBZfLxcKFC3nttdeorKxk//79PPTQQ/z5z38GYMGCBaSlpbVqO2HCBCZNmgTAz372M/70pz9RVFREWVkZS5Ys4Tvf+Q4AQ4YMYfr06R17YyIiIl2c1nm/SBmGwbgp00hOS2fZP/6Gx+0mNv74rL+uxkbeevVFJky+gvSFv6L8+V/ir6sIY8Uil7bInHwSZ93Lhk8+ZsDwUSQkJYe7JOmioqOjefLJJ7nrrruorKzkgQceOOmY6dOnc//995+y/W9+8xsWLVpEQUEBTzzxBE888USr/T179uSpp57S5IsiIiIdTP/nvcjlDhjMgsX/jsVipaKstNVa8IGAn48+WM723fvIWPQb7FmaWEgk9AziLr+RuBmLWfHOmwwdPV7BXcJuyJAhvPXWWyxcuJAePXpgs9lwOBwMHz6cRx55hD/84Q9thu+EhASef/55HnzwQQYOHIjD4cBms5GTk8M999zDSy+91DJDvYiIiHQcI3hi2pOLVkN9Ha899zcKD+wlNSPrpA9lWd17MfHK6dSseJaGLSvDVKXIpcUUEUXi7O/SYIlhy+ZNTJ5xLRGRjnCXJXLRqKxsIBAI/ceQlJQYbnlgacjPKxJuzz16K+Xl9eEu45ykpMSw8dG7wl2GSMiNeOAv7fL9aDIZJCVFn3pfyK8mYREdE8uNi77J0FHjKS08hNfjabW/6NB+3nrlBRyX3UTCtDvBrDcmRC6ELbUH6YseY8+RWoqKipg+5wYFdxERERFpNwrvlxCrzcZV19/I9Dk3UnGklEZnQ6v9tdVVvP7iP3Em5ZC+6DGsyd3CVKnIxS1q4GWk3PJzVq1aSXJGNqMum6z3f0VERESkXenT5iXGMAxGjJ/I/DsX09TYSE1VZav9HreLFW+/weat20lb8AgxI2eGqVKRi5DJTPy0O3FMvI13X3+FcVOm0b13brirEhEREZEuQOH9EtWrbz8Wfuv7RDqiKS8p5qtTG+wp2MobL/0T89CrSLn5J5ij48NUqcjFwZrSnfRFj1Ib3Y1P137E1XPnE5egSbtEREREpGMovF/CklLTWHDPd+mZ2++U78HX19bwxsvPs7+igYy7foej76gwVSrSiRkmYifMI/XWh1i9dh31jY1cMet6bDZ7uCsTERERkS5E4f0SFxkVxdzb72LadTdQXVF+0jD6YCDA5vXreP/tN4mZfjeJMxdjWCPCVK1I52JN7kb6ot/QlJ3PP//6Z4aNmcCQkWMxDCPcpYmIiIhIF6Pw3gWYTCZGjJ/Iwm//gOiYWEqLCvH7/a2OKS8t5rV//p1KezIZd/039sw+YapWpBMwTMSOu560BY/w4cefsnb1CuYt/AYZ2d3DXZmIiIiIdFEK711IakYWC77174y+bApHSopwNrRel9Dr9bDmg/f45NP1JN/4Y+IuuwEM/RORrsWalEXawl/h6TWaZ/70O+KSkrlh4b8RHRMb7tJEREREpAvTYt9djM1mZ8o119Errz+v/2sJ5aUlJKeltxoGfHDvLspLi7n8iumk542l+u2ncBfvDmPVIh3AMBE7ehax4+exavlbFB06wNwFXyc1IyvclYmIiIiIqOe9q+rZpy933vcgfQYMoqTwEG6Xq9X+RmcD7y57mQ1fbCXphh+SOOteTA71PMqlyZqYQdrtv8DbZwLP/On3xMTFs+Ce7ym4i4iIiEinoZ73LiwqOobrbr6DnLyBLH/1eRobzMQnJbfqhd+/eweFB/YxbPRY+tz9R2o/+if1m5ZDMBDGykVCw7DaiR17HTEjr2H1++9weN9err9tEWmZ2eEuTURERESkFfW8d3GGYTB4xGgW3fcgSanplBYePmlJOa/Xw2drP+Tt114iOGga6V//LfasvDBVLBIKBlGDJpH5zT9Rk5TH00/8N5GOKBYs/p6Cu4iIiIh0Sup5FwASk1O45e5vs3HdR3z47hsYhkFiSiom0/HnOzVVFbz96ov0yu3HqHkP4t63mZoPniXQWBfGykXOjT07j/hpd+EyrLyw9FlcLhfX33Yn6Vndwl2aiIiIiEibFN6lhdliYfTlU8gbNJRVby+j4ItNxMTFER0b1+q4/bt3cPjAXoaPGkvuv/2Rmo+ep37jOxpKL52aJS6FuKkLsXXrz4crlrP5048ZP2Ua4yZPw2qzhbs8EREREZHTUniXk8QlJDL75oUMGzOBd1/5FyWFh0lKTcVms7cc4/N6+ezjj9hVsJ3xE6eSPmwaNcv/D9eh7WGsXORkhi2C2PHziM2/ii82rGfVcw+TlJLG7Yu/R2a3HuEuT0RERETkrCi8yykZhkGPnFzuvO9BNn+ylg+XvwFw0lD62upK3n7tJXr2yWPk7O8RU1VM3Yf/wF24I1ylizQzTEQPnUL8pFs4dPAA/3z8UQJ+PzO+djP9Bg/HbDaHu0IRERERkbOm8C6nZbFaGXX5ZPoOGsLqd5ax/YtNRMfGEfOVofQH9uzk4L7d5PTtz7A53yegEC9hFNl7GHFTF+L0BfnXkr9SVlzIuCnTGDlhEvaIyHCXJyIiIiJyzhTe5azEJSRy7U3HhtI/T2nhYRK/MpQ+GAiwZ8c29u4qaAnxwapiahXipSMYJqLyxhAz4Wv4LJGsXPk+X278lIHDRzH75tuJS0gKd4UiIiIiIudN4V3OmmEYdO+dy6LvPMDnn67lw+Vv4vf7SUxOwWK1thzXKsTnDWD4nO/jryqm7sPncBfuDOMdyCXJbCF68CRix83F6fayeu0avtjwCZndenD74n8ns3vPcFcoIiIiInLBFN7lnFmsVkZeNpl+Q4az4eMP2bBmJcEgJKakYLF8JcQXbGXvzu1HQ/wPFOIlZAxrBDHDpxEz9jqqKyt5//332b55A1Exscy5ZRF9Bw5pNT+DiIiIiMjFTOFdzlt0bByTr76WkeMnnlWI33c0xA+b8wP8VUU0rHuFpv1bgGD4bkIuOqbIGGJGXUPsiKspKTzMh6++xJ6CbZjNZiZePYv8sZdhs0eEu0wRERERkZBSeJcLdnKIX0UwGDwpxAcCAXYf7YnvnTeAQVd+gwSLiYZNb9OwZSWBpoYw3oV0duaYJGLGXkfM4Mkc3LuL5c8t4dDe3djsdi678mqGjBpHdExsuMsUEREREWkXCu8SMsdC/Ihxl7Px4w/ZsHbVKXviA0d74vcUbCUlPYP+A/PJvuxGnLs+w7npHdxFu8J4F9LZRHQfQNTwq3DkDGd3wVbeeOYpSg4fwhEdzbTZ8xgwbAQRkY5wlykiIiIi0q4U3iXkYuLimTxjNiPGT2Tj2g/Z8PFqCAZJ+EqIBygvLaG8tAR7xEf06TeQ/nN+gOF24tz4Fg1bPyLodYXpLiScTI5YogdPIWr4dLxBg4JtX/Ll8sepOHKE+MQkrrnxNvIGDcVqs4W7VBERERGRDqHwLu0mJi6eyTNnM2LC8RDv9/uIi08kMiqq1bFuVxPbPt/Ats83kNmtB/0HTiZ7ygIatq+hYePbeMsPh+kupMMYJiJ7DsIxbDqO3sM4tG8Xn36wgr07ttHodJKakcncBV8nJ28AZot+dImIiIhI16JPwNLujoX40ZOmsnPL53z60QeUFh3GZo8gPjHppBnBiw8fpPjwQRxR0fQdOJi8Wx7CV11C0xfv49y1Xu/GX2Ksyd2IGjyZ6MGTcTobKNixg70f/pkjpcV43C669cxh/BVX0713H80eLyIiIiJdlsK7dBhHVDTDx13G0DHjKTywl03r1rBr2xYwID4hEXtEZKvjG50NfL5+HV9s+JRuvXLokzeV7Gl30lSyD1fBWhp3forfWROmu5ELYXLEEj3gMiKHXoE5KoE9O7ezZ9krlBYdpq6mCgODPgMGM2biVDK69cAwjHCXLCIiIiISVgrv0uFMJhPde+fSvXcudTXVbP9iIxvWrKa6soKISAdxCYmtwlowEODQ3t0c2rsbs8VCVvde9Oo9nqwpt+EuP4yrYC3OHZ/gr68M413JmVhTuuPIHYk9dwwRKVkc3rebTZ+sp/jQAaorK/B43MTGJTB15hzyBg8jJi4+3CWLiIiIiHQaCu8SVrHxCYyddCWjJkzmwN5dbFizigN7dmEymYhPSsJms7c63u/zcWjfbg7t243JZCajWw969R5Bt8vn460ubQnyvpqyMN2RHGOYrUT0HERE7igcfUbiD8Khg/s5tHEzpYXLqK+rwVlfh2GYyBs0lGFjxpPdM0dD40VERERETkHhXToFs8VCTt4AcvIGUFVRztaNn7LpkzVUu8sxmy3EJiScFOQDAT9FB/dRdHAfxuoVpGdm07P3IHqMvR5/QzVNOz7GtX8L7pI9EPCH6c66FnN0Ao4++dhyRxPVYyA15WXsPXiQwjeWUVtdidvVRG11NYGAn9SMLC6/ciY5/QcSFR0TkusvXryYFStWsHTpUkaOHBmSc4qIiIiIdAYK79LpJCanMPGqWUy44mqKDx9g59YtbN+8gWpXBSaTQWx8IvaIiFZtgoEAJYWHKCk8xCcfrSQ1I4vuvXqTNXMiaXEJNBbuwnvgC5oObsVTuh+CgTDd3aXFsNqxp+cQ0XMw9tzR2OJTKT60j4IDByha/Qketwu3q4n62hp8Pj9R0TGMnzqdvMHDSEpJC+m77EuXLmXFihUhO5+IiIiISGei8C6dltlioVuvPnTr1YcpM6+jtPAQuwu2snXTemqqKjEMg9j4BCIiW090FwwGKSsupKy4kM8Ae0QEaZndyMweSOawq4iIiqGpcBfew9twF+7EXbyboM8Tnpu8qBhYkzKxZ/XFlpWHNSuPiMQ0aiuOUFJSzOF1n3CktBi/z0djQz3OhuZVAaJiYhgxbhI5/QeQ2b0XZrM55JW98MILPPzwwyE/r4iIiIhIZ6HwLhcFs9lMVo9eZPXoxcTp11BWXMjegq18uXE9ZcVFGEBMfDwRkY6TenPdLlfLe/IAEQ4HqelZpGXkkt5vImnJqbjKi/AUFuAp2omn/DDeqmLw+8Jwp52HKTIae2Zf7Fl9sWT1IzIzB6+rifKyEg6UHaH8ww+pKi8nEPDj83qpr63B42l+CJLZrQfjpkyne05uyHvYT+TxePj1r3/N0qVL2+X8IiIiIiKdhcK7XHRMJhMZ2d3JyO7OhCtnUF5azN4d2/hy43qOlBQDYLVaiY6Nw2a3n9Te1djYKsybzRaS09JJSc8gbfAMEhKSiIxLwFNXiae8EH/FQXzlh/FUFuKtKLrkeulNdgeWhHSsCelYEjMwJ3cnIisXsyOW6rJiCsuOUL59NxUrP8LV1Ag0j25oHg5fSyDgx2K1kTtgMHmDhpLdszeOqOh2r/u9997jscce4+DBgwAMHDiQbdu2tft1RURERETCQeFdLmqGYZCakUVqRhZjJ0+jrqaK0qJC9u3czp4d26iurACC2Ox2oqJjTxnm/X5fyzD7rUe3mUwmYuISiE9MIi4hjaT+/YhPTCQqPgmvsxZPRRG+8oP4Kpp76f3OWvzOWoKepg69/7NlcsRiTUjHmpCBJTEdU2IWloR07PFpGBYLzpoq6mtrKK+ro7ashootb1FbXUUwGAQgEAjQ1OiksaGeQCAIwSCxiYmMmXQFvXL7kZ7VDYvV2mH3U1dXx7333guAw+HgBz/4AX369OH222/vsBpERERERDqSwrtcMgzDIC4hibiEJPIGDSUYDFJdWUFp4SH27SrgwJ6dVFeWAwYmk4momBgiHVGnHNIdCASora6ktrrypGvExMUTl5BEfGIiibm9iY1rHq5vc0RjGAa+xnp8jXVHA30NOKsJHP3a39gc8v1NDRD0EwwEmifPCwQIfuX3U02qZ5itmCKjMNmjMEUc/2WOaN5GRDRGRDSmiGiMiCgsjlhs8SkEAgGcNVXU1dZQU1dPXXEN9QUHqa+taelNPyYYDOJxu2l01uNxuzGM5qXb0jKzGTR8FJnde5KSnkFsfGK7DYc/G2azmVmzZvHd736XzMxMPv3007DVIiIiIiLS3hTe5ZJlGAaJySkkJqcwYNgIgsEg9bU1HCkpovDgfg7sKuBISREmw0SAIAYGEZGRRERGYrXZTxlMg8EgdTXV1NVUc3j/yde0WKxERDqIcEQSEekg0hFFRGQykSnZOLpHEhnpIMrhwGaPwDCZMQyjORybmn83DAPDZGr++uh658HA0ZDffFd43Y143S48bjdetwu3243b7cHl8eB2u/HUuPG4j+B1u3A0f8vJAAAXG0lEQVS5XDTU1eBxu9v8e/L5vDQ5nTQ6nRiGQTAQICYuntz+Q+iek0tqeiaJKalYbbZQ/GcJicjISJYvX052dna4SxERERER6RAK79JlHJudPjY+gT79B8HV1+Jxu6iurKC2uoqKI6WUHD7IkeIiqisrMAwTwWAQwwB7RCT2yEjs9ojT9jb7fF4a6mtpqK8NXd0mU8s1A/5zX68+GAzi83pxu114XC68Hg8YRnNQDwax2eykZ3ejZ5880rO7k5KeEbJ119uL1WpVcBcRERGRLkXhXbo0mz2CtMxs0jKz6TtwSMt2j8dNbVUlNVWVVJUfoaTwEEeKCzlSUtwcpA0g2Ly+vMlswmKxYrFaj/9utYZsSHkwECDYxr5AIIDf58Pv9+P3+/D7fHg9Hrxe79FefQgGgkRGRZGUkkZyWkbzkPeERGLj4omOjSciMjKsw99FREREROTMFN5FTsFms5OSnklKemar7V6Ph7qaahqd9TQ1NuJqaqKhroa6mhrq62pw1tfRUFdHY0U5wPEAfTR9B2n5guNfHD8gGAw2Pxg42jYYCGKYjOPD648e0/wrgNlswR4ZSaQjiuiYWCIcDuKTkklJzSA2PoGYuHhi4uKw2SPa8W9LRERERETam8K7yDmw2mwkpaaRRNppjwsEArhdLlxNjc2/Ghvx+bwnBO9gc4/60RAeDAZbZnEPBAMEAwH8gQA2qw2b3Y7Vbsduj8Bmt2M79rvNjtliUa+5iIiIiEgXoPAu0g5MJhORDgeRDke4SxERERERkUuAKdwFiIiIiIiIiMjpKbyLiIiIiIiIdHIK7yIiIiIiIiKdnMK7iIiIiIiISCen8C4iIiIiIiLSySm8i4iIiIiIiHRyCu8iIiIiIiIinZzWeReRS8KYMWPYuXNnuMsQEREREWkX6nkXERERERER6eQU3kVEREREREQ6OYV3ERERERERkU5O4V1ERERERESkk9OEdSIiInKSbdu28fTTT7N+/XpqampISEggPz+fhQsXkp+fH+7yREREuhz1vIuIiEgrb7/9NjfeeCNvvvkm5eXleL1ejhw5wjvvvMOtt97KX/7yl3CXKCIi0uUovIuIiEiLLVu28MADD+Dz+Rg5ciTPPfcc69at4x//+AdjxowhEAjw29/+llWrVoW7VBERkS5F4V1ERERa/OEPf8Dj8ZCbm8szzzzDiBEjSExMJD8/n6effpqRI0cSDAZ59NFHCQQC4S5XRESky1B4FxEREQD27t3LmjVrALjnnnuw2+2t9lutVu6///6WYzdt2tThNYqIiHRVCu8iIiICwEcffQSA2Wxm4sSJpzxm6NChJCUlAbBixYr/v717D4rqvMM4/iy4gItYUVKLCq1tQaQYB6KjRA1WiffrJF5aSkwTZ2ozZoxNrSGaizHtJMZLRGszkjC9GCWxcYyRarwLJhAwkSbDMDLaiIHipbojqxthCds/mD0RYRc0LrvC9zOTmXXf95zzO5nhj2ffW7vVBgBAZ0d4BwAAkqSysjJJUlRUlMLCwlrsYzKZFBcXJ6lxR3oAANA+CO8AAECSVFVVJUnq16+fx36RkZGSpMrKSq/XBAAAGhHeAQCAJMlqtUqS21F3F1d7TU2N12sCAACNuvi6AAAA4B9qa2slSSEhIR77uTayc/W/XQEBpu90vScR4aFeuzfgS978u/GWoO69fF0C4BXe+Hv0dE/COwAAkNS4UZ3UuK69PYR7MWBnZszw2r0BX+rVq5uvS7hlgxa86usSAK9o779Hps0DAABJUteuXSVJ169f99ivrSP0AADgziG8AwAASd+uZbfZbB77uda6h4eHe70mAADQiPAOAAAkSf3795ckVVdXe+x37tw5Sd/uOg8AALyP8A4AACRJMTExkqSKigrZ7fYW+zidTuM8+Pj4+HarDQCAzo7wDgAAJEkpKSmSJIfDofz8/Bb7lJSU6PLly5KkUaNGtVttAAB0doR3AAAgSYqOjlZiYqIkKTMzU9euXWvS7nA4tGbNGklSbGyskpOT271GAAA6K8I7AAAwZGRkyGQy6dSpU0pPT1dhYaGsVqtKSko0f/58FRcXy2QyafHixe12pBwAAJBMTqfT6esiAACA/3jnnXf04osvqqGhocX2jIwMPfroo+1bFAAAnRzhHQAANFNaWqrs7GwVFRXJarUqNDRUiYmJmjdvHtPlAQDwAcI7AAAAAAB+jjXvAAAAAAD4OcI7AAAAAAB+jvAOAACANistLdXvfvc7jRw5UgkJCRo1apQWLVqkzz77zNelAZD0xBNPaMCAATp+/LivS8EdRngHAABAm+zZs0ezZ89Wbm6uLl68KIfDoQsXLmjv3r1KS0vTm2++6esSgU7t7bff1sGDB31dBryE8A4AAIBWff755/rDH/6g+vp6DRkyRFu3blVBQYG2bdumYcOGqaGhQatXr9aRI0d8XSrQKW3fvl0rV670dRnwIsI7AAAAWrV+/XrV1dUpJiZG2dnZuu+++9SzZ08lJSXprbfe0pAhQ+R0OrVq1So1NDT4ulyg06irq9NLL72k5cuXi4PEOjbCOwAAADw6ffq0jh07Jkn67W9/q+Dg4CbtZrNZS5YsMfqy/h1oH/v379eUKVP09ttvS5J+9rOf+bgieBPhHQAAAB7l5+dLkgIDA/XAAw+02Gfw4MHq1auXJLHmFmgHNTU1WrhwoSoqKmSxWPT8889r6dKlvi4LXkR4BwAAgEdlZWWSpKioKIWFhbXYx2QyKS4uTlLjjvQAvC8wMFDTp09Xbm6u0tLSfF0OvKyLrwsAAACAf6uqqpIk9evXz2O/yMhISVJlZaXXawI6u65du2rfvn2t/l2i42DkHQAAAB5ZrVZJcjvq7uJqr6mp8XpNQGdnNpsJ7p0M4R0AAAAe1dbWSpJCQkI89nNtZOfqDwC4cwjvAAAA8CgwMFBS47p2AIBvEN4BAADgUdeuXSVJ169f99ivrSP0AIBbR3gHAACAR6617DabzWM/11r38PBwr9cEAJ0N4R0AAAAe9e/fX5JUXV3tsd+5c+ckfbvrPADgziG8AwAAwKOYmBhJUkVFhex2e4t9nE6ncR58fHx8u9UGAJ0F4R0AAAAepaSkSJIcDofy8/Nb7FNSUqLLly9LkkaNGtVutQFAZ0F4BwAAgEfR0dFKTEyUJGVmZuratWtN2h0Oh9asWSNJio2NVXJycrvXCAAdHeEdAAAArcrIyJDJZNKpU6eUnp6uwsJCWa1WlZSUaP78+SouLpbJZNLixYs5Ug4AvKCLrwsAAACA/xs8eLBWrFihF198UaWlpZo3b16zPs8884zGjBnjg+oAoOMjvAMAAKBN5syZo4SEBGVnZ6uoqEhWq1WhoaFKTEzUvHnzmC4PAF5kcjqdTl8XAQAAAAAA3GPNOwAAAAAAfo7wDgAAAACAnyO8AwAAAADg5wjvAAAAAAD4OcI7AAAAAAB+jvAOAAAAAICfI7wDAAAAAODnCO8AAAAAAPg5wjsAAAAAAH6ui68LAAAAAO4WFy5c0O7du5WXl6eKigpdunRJQUFB6tmzp2JiYvTAAw9o4sSJ6t69u69LvW2VlZUaO3asJGnOnDl66aWXfFzRrUtPT1dRUZH69u2rQ4cO+boc4I4gvAMAAABt8Ne//lXr16+X3W5v8n1tba1sNpsqKip04MABrVu3Tr///e/18MMP+6hSAB0R4R0AAABoRVZWllavXi1JioyM1MMPP6xBgwYpPDxc33zzjaqrq5Wfn68PPvhAVqtVy5YtU21trdLS0nxcOYCOwuR0Op2+LgIAAADwV1VVVRo3bpzq6+s1dOhQbd68WRaLpcW+n3/+uR5//HHV1NTIbDZr37596tOnTztXDKbNoyNiwzoAAADAg+3bt6u+vl6StGLFCrfBXZLuvfdePf3005Ikh8OhrVu3tkuNADo+wjsAAADgwalTpyRJJpNJP/zhD1vtP23aNHXp0rg69eTJk16tDUDnwZp3AAAAoA2cTqdOnDihoUOHeuxnsVi0atUqBQcHq2/fvk3aBgwYIEkaOXKk3nrrrRavv3z5spKTkyVJM2fO1CuvvGK0ffLJJ3rkkUckSTt37tSFCxe0bt06nT59WqGhoRowYICioqK0fft2SdK7776rwYMHu611586dWrp0qSRp7dq1mjx5stvd5qdNm6aTJ08qLCxMH3/8sYKCgtzeNyMjQzt27FBAQICOHDmi3r17N2k/ffq0tmzZooKCAp0/f15Op1M/+MEPNGzYMKWnp+unP/2p23tLUk1NjXJycrR371599dVXcjqdiouL0y9/+UtNmjTJ47XA3YqRdwAAAMCDgQMHGp+XLl2q48ePt3rN5MmTlZqa2uTaO+3o0aNasGCBysrKVFdXJ6vVqqqqKs2dO9fos3v3bo/3+OCDDyRJ3bp1MwK7OzNnzpQk2Ww25eXlue1XV1en/fv3S5KSk5ObBfdNmzZp6tSp2rp1q7788kvZ7XZ9/fXX+vLLL5WTk6OpU6dqw4YNcrc1V1lZmSZNmqQ1a9aotLRUNTU1stlsKi4u1uLFi7VkyRI1NDR4fBfgbsTIOwAAAODB7Nmz9eabb8put6uqqkppaWmKjY3V2LFjNXz4cCUmJio4OLjd61q/fr3CwsK0aNEiDRw4UOXl5QoKClJCQoJiY2NVXl6uPXv2KCMjQwEBzcfsLl26pIKCAknShAkTFBIS4vF5U6dO1erVq1VfX6/du3crNTW1xX6HDx+WzWaTJE2fPr1J24YNG7Rx40ZJ0k9+8hOlpaUZP3CUlZXp73//u86cOWP0efLJJ5tcf/78ef3qV7/S1atXZTKZNHPmTE2aNEndunXTF198oc2bN2vXrl0tvi9wtyO8AwAAAB7cc889ev3117Vw4ULV1dVJksrLy1VeXq6//OUvMpvNSkhIUHJyskaPHq17771XJpPJ63U1NDRo3bp1GjFihCQpKSnJaJs+fbpee+01Xbx4UZ988okxDf9G//rXv/TNN99I+nZU3ZOIiAiNGDFCR48e1eHDh3Xt2jWFhoY26+ca7bdYLBo3bpzxfWlpqTZt2iRJGj9+vFavXt1k6n1SUpIeeughLViwQAUFBfrzn/+siRMnNplCv2rVKl29elWStHLlSs2aNctoS0xM1KRJk5SWlqYzZ860+j7A3YafpAAAAIBWpKSkaMeOHUpMTGzW5nA4dOLECW3atEmzZ8/WuHHjtGfPHq/XFB0dbQT3m02bNk2BgYGSpNzc3Bb7uKbM9+vXT/fdd1+bnjljxgxJ0vXr13Xw4MFm7TabTUeOHJHUOJrftWtXoy07O1sNDQ2yWCz64x//2OKa+ZCQEP3pT39SQECAnE6n/vGPfxhtNTU12rt3ryTp/vvvbxLcXSIiIrRixYo2vQtwtyG8AwAAAG0QExOjnJwcvf/++3riiSc0aNAgIyDf6OzZs3rqqaf01FNPGSPb3uBpI7rvf//7uv/++yVJ+/btM2YMuHz11Vf697//LalxlL6tMwVSU1PVvXt3SS3/KPDhhx8az7pxyrzT6VR+fr6kxuP0wsLC3D6jT58+iomJkSQVFhYa3x87dsw4sm/KlClurx8+fLj69evXpvcB7iZMmwcAAABuQVxcnOLi4rRo0SLZbDZ9+umnKigo0LFjx4xj5SRpz549ioiI0PLly71SR2RkpMf2mTNnKj8/X1euXNGxY8c0ZswYo23Xrl3G55vXpXsSFBSkiRMn6p133tFHH30kq9Wq8PBwo901mt+nTx8NGzbM+L6yslJXrlyR1BjIXbvut6aystL4/J///Mf43NpGgIMGDWpyLdARMPIOAAAA3KawsDCNHj1aGRkZys3N1XvvvdcktObk5OjcuXNeeXa3bt08tqemphoj3DePkrv+nZSU1Kaz62/kmjrvcDi0b98+4/sLFy6oqKhIUuO0/RtH861W6y09w6W+vt5Y437p0iXj+x49eni8LiIi4raeB/gzRt4BAAAAN+rq6nTx4kVdunRJMTExTdZwtyQhIUHZ2dl6/PHHVVhYKIfDoaKiIk2bNq3Nz3R3RNrNWpvqHhwcrAkTJmj79u06dOiQ7Ha7LBaLSktLdfr0aUnfBvFbkZSUpB/96Ec6c+aMdu/erTlz5khq/EHAdUTbzfe9cfnAQw89pPT09DY/z/X//FY2AezShZiDjoeRdwAAAMCNjRs3asyYMZo1a5aKi4vbdE2XLl2ahNPz58/f0jNdx6zdCa4QbbfbjY3kXLvBu6bA3w7XVPvjx48b7+eaMj948GD179+/Sf/vfe97xufa2loNHDiwzf+59hW45557jHvcOArfEtcUfaAjIbwDAAAAbtw4pTwvL6/N1914hFrv3r2Nz64R4a+//trttdXV1bdSokdDhgxRdHS0JGn//v1yOp3GTvhjxowxNp+7Va5N7hoaGnTo0CGdPXtWpaWlRtvNoqKijBH04uJiY4TenezsbOXk5Ojjjz82vnNtYidJX3zxhcfry8rK2vwuwN2C8A4AAAC4MXr0aJnNZknSe++91+bzw12j3IGBgU2OYXOtQf/vf//r9tqjR4/eXrFuuMJ0Xl6eiouLjR8H2nK2uzt9+/bV0KFDJUkHDx40jnAzm82aPHlys/5ms9nYC+D8+fNG/5acOHFCr776ql544QW98cYbxvcjR46UxWKRJO3YscPt8oKTJ08S3tEhEd4BAAAAN3r16qVHHnlEUuPU88cee0zHjx/3eM3OnTu1ZcsWSY1HmvXt29doc+2yXl1drQMHDjS7tqSkRFu3br1T5Uv6dpT86tWreuWVVyQ1vtfIkSO/031d4b+wsNCYMv/zn//c7WZyv/71r43PK1eubLIzv8uVK1e0bNky49+u//dS4xnwc+fOldQ48r5x48Zm11+9elXPPvvsbbwN4P/YyQEAAADw4Omnn1ZFRYUOHDigqqoqpaWlKTk5WWPHjlX//v3VvXt32Ww2lZeX68MPP9SJEyckNQb1559/vsm9ZsyYYZxdvmTJEs2fP1/Dhg1TbW2t8vLytG3bNgUGBioiIkL/+9//7kj9UVFRGjJkiIqLi42p7VOmTPnOm7qNHz9eK1eulN1uV3l5uSTPx84NHz5cv/jFL7Rt2zZdvnxZs2bNUlpamkaMGCGz2ayysjJlZ2cbsxIefPBBpaamNrnHk08+qQMHDujs2bPauHGjSktLNWvWLEVERKi8vFxZWVmqqKiQxWKR3W7/Tu8H+BvCOwAAAOBBYGCg1q1bp82bNysrK0vXr19XQUGBCgoK3F4zZcoULVu2rNlxbtOnT1d+fr5yc3Nlt9uVmZnZpD0sLEyvv/661q5de8fCu9T4o8GNG+7dzi7zNwsNDdWDDz6o999/X5IUHh6ulJQUj9c899xzCg4O1t/+9jfZ7XZlZWUpKyurWb9x48bptddea/a9xWLRli1b9Jvf/EZlZWU6fPiwDh8+3KRPSkqKIiMjlZOT8x3eDvA/TJsHAAAAWhEUFKSFCxdq//79euGFF4xR9x49eshsNqtXr16Kj4/XY489pn/+859as2aNevbs2ew+AQEBWrt2rTIzMzVq1Cj16NFDQUFBio6OVnp6unbt2vWdp7O3ZMKECcaGcbGxsYqPj78j971x3fzkyZON/QHcCQwMVEZGhnbu3Km5c+fqxz/+sSwWi8xms3r37q3x48dr8+bN2rBhg0JCQlq8R+/evfXuu+/q5ZdfVlJSknr06CGLxaL4+HgtX75cb7zxhrFDPdCRmJxtPUgSAAAAAAD4BCPvAAAAAAD4OcI7AAAAAAB+jvAOAAAAAICfI7wDAAAAAODnCO8AAAAAAPg5wjsAAAAAAH6O8A4AAAAAgJ8jvAMAAAAA4OcI7wAAAAAA+DnCOwAAAAAAfo7wDgAAAACAnyO8AwAAAADg5/4P6me5zoP0yBsAAAAASUVORK5CYII=\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['Survived'].value_counts().plot.pie(explode = [0, 0.1], autopct = '%1.1f%%', ax = ax[0], shadow = True)\n",
"\n",
"ax[0].set_title('Pie plot - Survived')\n",
"ax[0].set_ylabel('')\n",
"\n",
"sns.countplot('Survived', data = df_train, ax = ax[1])\n",
"ax[1].set_title('Count plot - Survived')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 전체 탑승 인원 중, 38.4%가 살아남았다.\n",
"- Target 변수의 분포가 제법 균일(balanced)하다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 탐색적 데이터 분석(EDA)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T03:01:01.625748Z",
"start_time": "2020-06-08T03:01:01.619763Z"
}
},
"source": [
"### Pclass 변수에 따른 생존률의 차이 확인"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:44.645587Z",
"start_time": "2020-06-08T07:38:44.630627Z"
}
},
"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": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train[['Pclass', 'Survived']].groupby(['Pclass'], as_index = True).count()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:44.669535Z",
"start_time": "2020-06-08T07:38:44.648581Z"
},
"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>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": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train[['Pclass', 'Survived']].groupby(['Pclass'], as_index = True).sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- ```sum()```을 사용하면 **각 Pclass별 인원수 중, 생존한(Survived = 1) 사람들의 총합**을 구할 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:45.058738Z",
"start_time": "2020-06-08T07:38:44.672516Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row0_col0 {\n",
" background-color: #ffff66;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row0_col1 {\n",
" background-color: #cee666;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row0_col2 {\n",
" background-color: #f4fa66;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row1_col0 {\n",
" background-color: #f6fa66;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row1_col1 {\n",
" background-color: #ffff66;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row1_col2 {\n",
" background-color: #ffff66;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row2_col0 {\n",
" background-color: #60b066;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row2_col1 {\n",
" background-color: #dfef66;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row2_col2 {\n",
" background-color: #90c866;\n",
" color: #000000;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row3_col0 {\n",
" background-color: #008066;\n",
" color: #f1f1f1;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row3_col1 {\n",
" background-color: #008066;\n",
" color: #f1f1f1;\n",
" } #T_152bd3f4_a95b_11ea_9f12_9822ef754c60row3_col2 {\n",
" background-color: #008066;\n",
" color: #f1f1f1;\n",
" }</style><table id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60\" ><thead> <tr> <th class=\"index_name level0\" >Survived</th> <th class=\"col_heading level0 col0\" >0</th> <th class=\"col_heading level0 col1\" >1</th> <th class=\"col_heading level0 col2\" >All</th> </tr> <tr> <th class=\"index_name level0\" >Pclass</th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60level0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row0_col0\" class=\"data row0 col0\" >80</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row0_col1\" class=\"data row0 col1\" >136</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row0_col2\" class=\"data row0 col2\" >216</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60level0_row1\" class=\"row_heading level0 row1\" >2</th>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row1_col0\" class=\"data row1 col0\" >97</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row1_col1\" class=\"data row1 col1\" >87</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row1_col2\" class=\"data row1 col2\" >184</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60level0_row2\" class=\"row_heading level0 row2\" >3</th>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row2_col0\" class=\"data row2 col0\" >372</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row2_col1\" class=\"data row2 col1\" >119</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row2_col2\" class=\"data row2 col2\" >491</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60level0_row3\" class=\"row_heading level0 row3\" >All</th>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row3_col0\" class=\"data row3 col0\" >549</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row3_col1\" class=\"data row3 col1\" >342</td>\n",
" <td id=\"T_152bd3f4_a95b_11ea_9f12_9822ef754c60row3_col2\" class=\"data row3 col2\" >891</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1c6eb90d188>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# margins = True 로 설정하면, 표에 'All(총합)' 부분이 추가된다\n",
"pd.crosstab(df_train['Pclass'], df_train['Survived'], margins = True).style.background_gradient(cmap = 'summer_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- ```crosstab()```을 사용하면, 위 결과들을 좀 더 수월하게 볼 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:45.075660Z",
"start_time": "2020-06-08T07:38:45.059701Z"
},
"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>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": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train[['Pclass', 'Survived']].groupby(['Pclass'], as_index = True).mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- ```mean()```을 사용하면 **각 Pclass별 생존률**을 구할 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:45.260165Z",
"start_time": "2020-06-08T07:38:45.077652Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c6ebb76d48>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_train[['Pclass', 'Survived']].groupby(['Pclass'], as_index = True).mean().sort_values(by = 'Survived', ascending = False).plot.bar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Pclass가 좋을수록(1st) 생존률이 높다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**seaborn의 ```countplot()```을 이용한 시각화**"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:45.584299Z",
"start_time": "2020-06-08T07:38:45.262197Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1296x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_position = 1.02\n",
"\n",
"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', y = y_position)\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', y = y_position)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 결과를 보면, **Pclass가 높을수록(1st) 생존 확률이 높은 것을 확인**할 수 있다.\n",
"- 이 결과를 토대로 나중에 모델 생성 시, **Pclass가 target 변수에 큰 영향을 미친다**고 생각해 볼 수 있다. (즉, **Pclass 변수를 feature로 사용하는 것이 좋을 것**이라는 의미)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sex 변수에 따른 생존률의 차이 확인"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:45.912422Z",
"start_time": "2020-06-08T07:38:45.587291Z"
}
},
"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[['Sex', 'Survived']].groupby(['Sex'], as_index = True).mean().plot.bar(ax = ax[0])\n",
"ax[0].set_title('Survived vs Sex')\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": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:45.930373Z",
"start_time": "2020-06-08T07:38:45.914416Z"
},
"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>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": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train[['Sex', 'Survived']].groupby(['Sex'], as_index = True).mean().sort_values(by = 'Survived', ascending = False)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:46.010196Z",
"start_time": "2020-06-08T07:38:45.935360Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
" #T_15bd134a_a95b_11ea_a8db_9822ef754c60row0_col0 {\n",
" background-color: #ffff66;\n",
" color: #000000;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row0_col1 {\n",
" background-color: #77bb66;\n",
" color: #000000;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row0_col2 {\n",
" background-color: #ffff66;\n",
" color: #000000;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row1_col0 {\n",
" background-color: #2c9666;\n",
" color: #000000;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row1_col1 {\n",
" background-color: #ffff66;\n",
" color: #000000;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row1_col2 {\n",
" background-color: #8bc566;\n",
" color: #000000;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row2_col0 {\n",
" background-color: #008066;\n",
" color: #f1f1f1;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row2_col1 {\n",
" background-color: #008066;\n",
" color: #f1f1f1;\n",
" } #T_15bd134a_a95b_11ea_a8db_9822ef754c60row2_col2 {\n",
" background-color: #008066;\n",
" color: #f1f1f1;\n",
" }</style><table id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60\" ><thead> <tr> <th class=\"index_name level0\" >Survived</th> <th class=\"col_heading level0 col0\" >0</th> <th class=\"col_heading level0 col1\" >1</th> <th class=\"col_heading level0 col2\" >All</th> </tr> <tr> <th class=\"index_name level0\" >Sex</th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60level0_row0\" class=\"row_heading level0 row0\" >female</th>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row0_col0\" class=\"data row0 col0\" >81</td>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row0_col1\" class=\"data row0 col1\" >233</td>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row0_col2\" class=\"data row0 col2\" >314</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60level0_row1\" class=\"row_heading level0 row1\" >male</th>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row1_col0\" class=\"data row1 col0\" >468</td>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row1_col1\" class=\"data row1 col1\" >109</td>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row1_col2\" class=\"data row1 col2\" >577</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60level0_row2\" class=\"row_heading level0 row2\" >All</th>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row2_col0\" class=\"data row2 col0\" >549</td>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row2_col1\" class=\"data row2 col1\" >342</td>\n",
" <td id=\"T_15bd134a_a95b_11ea_a8db_9822ef754c60row2_col2\" class=\"data row2 col2\" >891</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x1c6ec36b508>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.crosstab(df_train['Sex'], df_train['Survived'], margins = True).style.background_gradient(cmap = 'summer_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 결과를 보면, 남성에 비해 여성의 생존 확률이 월등히 높은 것을 알 수 있다.\n",
" - 아무래도 사고 발생 당시 노약자, 여성, 어린이들을 우선으로 구조를 했기 때문이라 생각한다.\n",
"- Pclass 변수와 마찬가지로, **Sex 변수도 target 변수에 큰 영향을 미친다**고 볼 수 있다. (즉, **Sex 변수를 feature로 사용하는 것이 좋을 것 같다**는 의미)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sex 및 Pclass 변수에 따른 생존률의 차이 확인"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:46.574242Z",
"start_time": "2020-06-08T07:38:46.011158Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1c6ec2e5948>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 829.375x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot('Pclass', 'Survived', hue = 'Sex', data = df_train, size = 6, aspect = 1.5)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:47.412667Z",
"start_time": "2020-06-08T07:38:46.576236Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1c6ec506048>"
]
},
"execution_count": 22,
"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": [
"# hue 옵션 대신, col 옵션을 사용\n",
"sns.factorplot(x = 'Sex', y = 'Survived', col = 'Pclass', data = df_train, satureation = 0.5, size = 9, aspect = 1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 모든 Pclass에서 여성의 생존 확률이 남성에 비해 높다.\n",
"- 또한 Pclass가 높을수록(1st) 생존할 확률이 높다.\n",
"- 여담으로 Pclass가 1st인 여성의 경우에는 생존 확률이 거의 1에 가깝다..!!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Age 변수에 따른 생존률의 차이 확인"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:47.428213Z",
"start_time": "2020-06-08T07:38:47.412667Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"최고령 탑승객 : 80.0 Years\n",
"최연소 탑승객 : 0.4 Years\n",
"탑승객 평균 나이 : 29.7 Years\n"
]
}
],
"source": [
"print('최고령 탑승객 : {:.1f} Years'.format(df_train['Age'].max()))\n",
"print('최연소 탑승객 : {:.1f} Years'.format(df_train['Age'].min()))\n",
"print('탑승객 평균 나이 : {:.1f} Years'.format(df_train['Age'].mean()))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:47.710192Z",
"start_time": "2020-06-08T07:38:47.430210Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize = (9, 5))\n",
"\n",
"# kdeplot(): 커널 밀도 함수\n",
"sns.kdeplot(df_train[df_train['Survived'] == 1]['Age'], ax = ax)\n",
"sns.kdeplot(df_train[df_train['Survived'] == 0]['Age'], ax = ax)\n",
"\n",
"plt.legend(['Survived == 1', 'Survived == 0'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 보시다시피, 나이가 어린 생존자들이 많은 것을 알 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:48.047250Z",
"start_time": "2020-06-08T07:38:47.712145Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1c6ecabb3c8>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (8, 6))\n",
"\n",
"df_train['Age'][df_train['Pclass'] == 1].plot(kind = 'kde')\n",
"df_train['Age'][df_train['Pclass'] == 2].plot(kind = 'kde')\n",
"df_train['Age'][df_train['Pclass'] == 3].plot(kind = 'kde')\n",
"\n",
"plt.xlabel('Age')\n",
"plt.title('Age Distribution within classes')\n",
"plt.legend(['1st Class', '2nd Class', '3rd Class'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Pclass가 높을수록(1st) 나이 많은 사람의 비중이 커진다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**나이대(Range of Age)가 변할 때, 생존률이 어떻게 되는지 확인**"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:48.316529Z",
"start_time": "2020-06-08T07:38:48.049243Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cummulate_survival_ratio = []\n",
"\n",
"for i in range(1, 80):\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 = (7, 7))\n",
"plt.plot(cummulate_survival_ratio)\n",
"plt.title('Survival rate change depending on range of Age', y = 1.02)\n",
"plt.ylabel('Survival rate')\n",
"plt.xlabel('Range of Age(0~x)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 결과를 보면, 나이가 어릴수록 생존률이 높은 것을 확인할 수 있다.\n",
"- 따라서 **Age 변수도 모델 생성에 있어서 중요한 feature**임을 알 수 있다."
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T05:49:31.653022Z",
"start_time": "2020-06-08T05:49:31.649033Z"
}
},
"source": [
"### Pclass, Sex, Age 변수에 따른 생존률의 차이 확인\n",
"- x축은 우리가 나눠서 보고 싶은 case(Pclass, Sex)를 나타내고, y축은 보고 싶어하는 분포(Age)로 나타내겠다."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:48.808639Z",
"start_time": "2020-06-08T07:38:48.318525Z"
}
},
"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, 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, 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": [
"- 생존 여부만을 봤을 때, 모든 Pclass에서 나이가 어릴수록 생존 확률이 높은 것을 확인할 수 있다.\n",
"- 또한 여성이 남성에 비해 생존 확률이 월등히 높은 것도 확인할 수 있다.\n",
"- 앞에서 계속 말했듯이, 사고 발생 당시 여성과 어린 아이들을 먼저 구조했기 때문이다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Embarked 변수에 따른 생존률의 차이 확인"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:49.056977Z",
"start_time": "2020-06-08T07:38:48.809637Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c6edafe908>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1, 1, figsize = (7, 7))\n",
"\n",
"df_train[['Embarked', 'Survived']].groupby(['Embarked'], as_index= True).mean().sort_values(by = 'Survived', ascending = False).plot.bar(ax = ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 탑승한 항구가 \"C\"인 사람들의 생존 확률이 제일 높다. (그러나 큰 차이는 없어 보인다)\n",
"- Embarked 변수가 모델에 얼마나 큰 영향을 미칠지는 모르겠지만, 그래도 일단은 나중에 모델의 feature로 사용할 것이다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Embarked 변수와 다른 변수들을 비교**\n",
"\n",
"1. Embarked\n",
"2. Embarked vs Sex\n",
"3. Embarked vs Survived\n",
"4. Embarked vs Pclass"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-08T07:38:49.728037Z",
"start_time": "2020-06-08T07:38:49.058933Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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IJycn+Pv7Iz4+HhwOB5qamhg0aBDmzJmD/v37i91OUVER3N3dcevWLXz+/BnFxcXo3LkzZs2aBSMjoyr3U5ooKUZqLCcnh32aKOrCzdW4cWNYWFjAwsICTZo0qfE2+/Tpg2bNmiEjIwNubm61CgBlZGSwd+9eTJ06FYWFhTh//jz09fXRs2fPaq+LYRgcPnwYdnZ2Av3+v3z5gi9fvsDNzQ0mJibYvHlznTyl8fPzY/+uSR0EfX19NlHp5eWF5cuXS23faiM9PR0AICsrCw0NDb5pfn5+WLduHbKzswWWS0lJQUpKCnx8fHDlyhXY29sLFOoPDAyEpaUl8vLy+F5PTU1Famoq/P39YWdnBzs7O3Tq1ElqywIVx8Xy5cvx4cMHvtczMjIQEBCAgIAAODg44OTJk2ILqxYWFmLhwoVs6wQubsFmNzc3nDhxQuhvtKioCKtXr4aPj4/Ask5OTrh58yb27t0rcttARbfajRs3CrQsKCkpQVhYGMLCwuDg4ICDBw+KbRmRl5eHefPm8Y00GhUVBS0tLQDA+/fvYW5uLtCKMT09Henp6Xjx4gXs7Oxw5syZKi/CtVVQUMDup6jgUBrnhPDwcKxYsQJJSUkC09LS0pCWlobAwEC4urrC0dGR/awqKy0txZIlS/haqXz+/JnvXBwREQELCwuBz/fFixd48eIFvL29q6xpEhoaCktLS4GuV6mpqfD29oa3tzecnJxw7NgxoQFlcXEx1q1bJ3Asff78Gba2trh16xZmzJghdh8IqS+SxERDhw7F0KFDq1wXh8PB69evAQCNGjUSOQCONGMioKK12IkTJ/Dy5UukpaWJLBDP7TrZu3dviYp029ra4tixYwKjXHM4HOTn5yMuLg537tyBsbExdu7cWe39PnXqFE6cOIGysjK+1z99+oRPnz7hypUrWLFiBSwtLaVSj1Yanjx5gvXr1yMnJ4fv9cTERCQmJsLDwwN6eno4ePCg2EGGIiIisGbNGr5zd1FREfz9/REQEIB9+/Zh1KhRMDc3Z3trcHGv0SEhIbCxsRFYd1xcHJYvXy50pPiMjAxkZGTg9evXcHFxgb29PZt4kJS04iBReON5W1tbtGnTBlOnThXbi2LIkCESrfv+/fvYsGED30iViYmJuH79Om7fvo19+/Zh2rRp1d7n+iTNe5nDhw/zDUaRlJRU7bI5dYHD4WDZsmXw9vbmez0qKgqHDh1CQEAA7OzscPLkSZw8eZLv4UR8fDxcXV3h5eWFa9euiYy5ysrKsHr1anh6evK9zv29ubi4wM7ODl26dBFYNjMzE5aWlnzxGldWVhaysrIQFhaGixcv4tSpU2ITvTX9DvLy8rB48eIqE2JXr17Fnj17UFxczPf6169f8fXrV9y4cQNGRkbYvn270IYJ8fHxMDc3FxjJnfs5eXp61jjZXhOUFCM19uTJE/ZiUNXTvePHj0tlFBcZGRkMGzYMd+/ehbe3N8rKymp1km3fvj1Wr16NAwcOoLS0FFu2bMG1a9eqnbTat28fHB0dAQBNmzbFwoULMXDgQMjKyiI0NBT29vZISUmBs7Mz8vPzBZ7K1FZJSQnevn0LoKL1Vk1GOuratStat26NhIQEvHv3DiUlJfjpp5/YeiZbt25FeHg436hLdT3Cy4cPH9hWYj169OB7Wvjx40csX74cHA4HysrKMDIywvDhw9G0aVOkpaUhJCQETk5OKCgoQEhICGxtbbFu3Tp2+ZycHKxZswZ5eXlo1qwZLCws0KdPHygpKSEhIQFubm7w9fVFfHw81q1bBzc3NzaYrs2yQEWSwMTEBKmpqZCXl4eBgQH09PTYQscPHz7EjRs38PHjRyxYsADu7u4in0rZ2NggNTUV/fr1w9y5c9GpUyekpKTAxcUFT58+RUlJCTZt2oRHjx4JjJK4Zs0aNiHWq1cvmJqaomPHjkhMTISrqyuePXvG95lVVl5ejuXLl7Mjnerq6mLGjBlo37498vPzERQUBGdnZ+Tk5MDS0hJ2dnYiL+A3btxAeXk5Zs2ahenTpyM3NxcBAQEYPHgwG2CkpqZCVVUVixcvxsCBA6GmpobU1FTcv38ft2/fRlZWFlavXo0HDx7U6RDjZ86cYWvsiWpNUdtzQmZmJszMzJCVlQU5OTkYGBhg1KhRaNGiBbKzsxEREYF///0XmZmZ+Pz5M2xsbHDkyBGh++Ln54fy8nLo6elhwYIFKCsrw6NHj9juUsnJyZg3bx7y8vIgIyODGTNmYNKkSVBXV8fbt29x9uxZ3Lp1S+w5PDo6GqampigoKICKigqMjY2ho6ODxo0bIzExEXfv3mWfepqZmeHy5csCx+OGDRvYpEK3bt1gZmaGTp06ITk5GZcuXcLTp09x5swZCb4hQr696sREVXFzc2MfCHFb6goj7ZiImxQrLy/Hw4cPYWxsLHQ+btfJiRMnVrlONzc39tzUsmVLzJs3Dz179oSamhoSEhLg7e2NO3fuoLy8HK6urhgzZgx+++03ifeZ2zICqOj+ZmJiwhbljoiIgKOjIz5//szOs2rVKonXXVcCAwOxfPlylJWVQUNDAyYmJvj111+hqqqK2NhYuLu7IyAgAI8fP2avnaK+V0tLS2RnZ8PIyAjjx4+HnJwcHjx4ABcXF5SXl2P//v24dOkSwsLCMGXKFPz+++/Q0NDAmzdvcPz4ceTl5eHGjRswMDDgSwiVlJTA3NycLRGgr6+PSZMmQUtLC/n5+fjw4QMcHBwQHx+PtLQ07NixQ6IWg1zSjINEGTRoEHr37o2wsDA2Fjp8+DDGjh0LHR0dDBo0qEY33Wlpadi0aRNKS0sxa9YsTJ48GYqKivDz88OFCxdQXFwMa2traGhoVNlooCpnz54Fh8PB9OnTAfCP3t6qVasql9fT02PjeGHr4H04Jq17mfz8fJw7dw5du3aFpaUlWrRogWfPnmHEiBE1/BSkx9bWFpmZmejTpw8WLFiAtm3bIjo6GkeOHEFWVhYCAgKwbNkyPHnyBJ07d8bixYvRtWtXpKSk4OzZswgNDUVKSgqOHj0q8v0/e/aMbam6ZMkS9OrVC+np6bh69Sq8vb2RmJiIRYsW4e7duwIPPKysrNiE2PDhwzFjxgy0bt0aHA4HX758gbOzM6Kjo1FQUIBNmzbh8ePHQs8NNf0OCgoKYGFhwQ6iIioh5u7ujm3btgGoOA5NTEzQr18/KCgoICYmBq6urggLC8Ply5dRUlIi8FkVFBRg/vz5bCvIMWPGYNasWWjevDmioqJw/vx5BAYGftsRYBlCamjLli2MtrY2o62tzeTm5lZ7+WPHjrHLBwcHS7ycra0tu1x4eHi1tmltbc0um5KSwjAMw5SVlTGGhobs66dPnxZY7vz58+z0Z8+e8U17+fIlO01fX59JTk4WWD4zM5OZMWMGO5+np2e19rsqcXFx7LoXLlxY4/UYGxuz64mJieGbNm/ePEZbW5sZPXp0jdb97Nkzdt3W1tZVzp+fn8+YmJiwy7i4uPBNX7duHTvt4cOHQtfx7t07pmfPnoy2tjYzduxYvmnu7u7s8i9fvhS6vJWVFTvP27dvpbIswzDM8uXLGW1tbeaXX35hXrx4IXT5J0+eMN27d2e0tbWZNWvW8E3j/b61tbWZDRs2MGVlZXzzlJeXMxYWFuw8d+/e5Zv+8OFDdtrSpUuZkpISgX3Ys2cP33bc3Nz4pl+4cIGdZmdnJ/R9xMXFMbq6uoy2tjYzcuRIge2MHj2aXccff/whdB3Pnz9n57l586bQeWxsbNh5PDw8hM4jCu/nOWPGDObdu3cC/16/fs3cuXOHWbJkCTvvvn37hK5PGueEI0eOsNMuXLggdDtJSUnMwIEDGW1tbaZPnz4Mh8Phm879zWprazPGxsYCxwjXH3/8wc535coVgempqanM+PHj2XmEnQOmTZvGaGtrM8OGDRM4d3BdvnyZXcfBgwf5pvn7+7PTTE1NmeLiYoHlKx+Plc/FhNSn2sZEXJ8/f2YGDRrEruvNmzdi55d2TDRx4kSxscSHDx/YZb5+/cowzP+fx/X19fnmLS8vZ0aMGMFoa2szgwYNYmJjY4Wu08nJiV3nli1b+Kbxxg62trZ808LCwtjr5KpVq4SeNwoLCxlTU1NGW1ub6datGxMdHS3ZhyMEdz90dHSEXicq/3v//r3Q/dHR0WG0tbWZ8ePHM0lJSUK3xXsNqBz/uLm5ib02Mwx/DKKtrc2cO3dOYJ7Hjx+z0//66y++aVeuXGGn7d27V+g+5uXl8V3DExMT+aZzr0G9e/cWWLa2cZCk4uPj2WOw8r9u3boxkydPZnbv3s14e3sLPX548f5eRMUjr169Ynr37s1oa2sz48aNE1gnd1kzMzO+13njkO3btwustzrxsyji1iGNuIX3vm7gwIFMenp6jfeV97O+cuWKRL837j9h3yPv97Zo0SKBeXx8fPjmmTlzJpOfn883T2FhIXss/frrr0x5ebnIbUyaNEno+z9w4AA7z4EDB/imPX36lJ22cuVKgfUzDMOUlpby3bNW/u1I+h3wnkPu3LnDMAzDFBUVsedKbW1t5uTJk0KXTUpKYn755RdGW1ubmTNnjtDrXWlpKbNhwwZ2XU+ePOGbznt+O3LkiMDy+fn5jJGREd9nWteo0D6pMW7LpNatW4tt2i1t2jz99ENDQ2u9PllZWfz1119sq6eTJ08KNOUWx87Ojv37f//7n9AnWRoaGvj777/ZbD5vc1Zp4O0+KKqbhSR4W5jl5ubWap/EycrKQkREhMC/t2/fws/PD6dOncKUKVPw4sULABV1WGbNmsW3Dm7Nh549e2Ls2LFCt9OjRw+2joiwLl1cogqwLlu2DMbGxti4cSPf07TaLPvp0ye2DtuiRYtEdncZMWIEZs6cCQDw8PAQORqYkpIStmzZIvA0RUZGBrNnz2b///79e77p3KeBqqqq2L9/v9BWf5s2bRLZZaG8vJwd2GHQoEEwMzMTOl/btm2xYcMGABVdC8QVcBbVKiEtLY39W9TnbWpqitmzZ2PdunVV1uoRJzw8HNOnTxf4N2fOHPzxxx9sy7pVq1YJ1OngksY5ISUlBZqamtDU1ISJiYnQ7WhpaWHw4MEAKroeZmVliXxfRkZGQp+45eTkwMPDA0DFU0lhxcFbtGiBXbt2iVz306dP2fpCf/zxh9AuAUBFHUdufRtXV1e+bifcFgZycnLYt2+f0Boy1tbWtfpuCalL0oiJ0tPTsXTpUrZLnaGhIVv4WxRpx0TcFqRBQUHIzMwUmM7tOtmvXz+0adNG7Lri4+PRuHFjqKurw8DAgB04pzLebmaSjHzJZW9vj/LycqiqquKvv/4Set5QVlbGvn37ICsrC4Zh4OTkJPH6RUlNTRV6naj8T9i5+9atW2wMsXPnTpFdsKysrNjSC9zrtTC9evUSWldKX1+f/btt27ZCr9G//fYb+5lxW+Vzff36Fa1atYKysrLIchpqamp8dWcl/e6kHQeJ07p1a9y8eRPTp08XaFHDMAyio6Ph7OyMpUuXQldXF6dOnZJo4K3p06dj6tSpAq8PGDAAixcvBlDR5TAwMLDa+1wfpH0vo6+vL7KWbHVt27ZNot8b919KSorY9VlbWwucK0aMGAEVFRX2/xs2bBCo+6WsrMy2As7OzhYbc+3fv1/o+1+3bh0bx7q7u/Mda58+fULbtm2hoKAgsqu3nJwcX41Xce+1Ot8Bh8OBlZUVe7yKaiEGAC4uLigsLISMjAxsbGyEXu/k5OSwY8cO9v6H9xxWXl6OK1euAKgYUM3KykpgeVVVVdjY2HzTlmKUFCM1xr2ASlJPQpp4b4q+fPkilXV27dqVHY2ypKQEW7durbJ+DlBRq4fbdaxXr17o27evyHnbt2/PdoN4+/at0GCzprjDLAOoVUFS3oCB4elHL23e3t5CL2SzZs2Cubk5/vnnH7ZJ7aBBg3DmzBmBpI29vT0CAwPh5uYmdlvcRF/lIIc32WNpaSn0ZqJHjx7YuXMnFi9ezBfM12bZJ0+esJ9tVV1suM3uy8vLERQUJHSeXr16CdRa4+Ldbn5+Pvt3Tk4OXr16BaCiab2o7gPy8vJsQFpZZGQkEhMTAYBNdIgyYsQI9uIuKkCUl5dHnz59hCeASl8AACAASURBVE7j/bw3b96MwMBAgd+nlpYW9uzZgyVLlqB79+5i90caTp8+jXXr1gkkj6V1Tti/fz/8/f3h6+srtpsybyJbXCDfr18/oa/7+/uzdX64I9kJM3ToUJHDuPPWpJP0mM7Ly2OTCKWlpXj69CmAihuK1q1bC11WQUFB6E0IIQ1BbWOi1NRULFy4kK1X2LNnT7Z7ijjSjom4SbHS0lI8evRIYHp1uk62bdsWt2/fxqtXr2BtbS1yPnV1dbbLu6QjgTMMw9ZS7du3r9gHgq1bt2YHPuCen+sL93ypoKAgtn6VnJwce334+PGjyISQqJIEvMm2IUOGCL25lJeXZ29aeWMEAFi7di18fHwQHBws9sZaU1OT/VvS707acVBVNDQ0YGNjA29vb2zZsgW6urp8CRCu7Oxs/PPPP5gxY4bQUdh5iXpYBYAvbqpcu6ohqot7GVExR31r3ry50Np3MjIybCJQUVGRHf1X2PJc3DIalfXs2VPkZygvL8/GWtz6YFwmJibw8vJCaGio2DhW0t+cpN9BWVkZ1q1bx56bxCXEgP8/h7Vt21bs9U5dXZ39HF++fMk+CA0LC0NGRgaAitGLRXUN79ChQ63rZFYH1RQjNZKbm8smYr7VaG9cvNur6mlAdSxduhQPHjxAZGQkgoOD4eTkBFNTU7HLJCQksIFEVU9zufNwg4GYmBj8+uuvUtl33mCwNi28eAu+1qbFWU0pKChATU0NLVu2RO/evTFhwgTo6uqKLYzLDfSKi4vZ4o6fPn1CZGQkXr9+zdbDqJzkGzVqFLS1tREVFYXXr1/D0NAQP/30E3R0dDBs2DDo6OiIrM1Wm2W5LWoA8UFVZXFxcUJfF5WoAMD3lIu3wHF0dDT7f1GJKC5Rx/W7d+/Yv48dO4Zjx46JXQ+XqPfRtGlTkSM5du/eHSNGjICvry9iYmKwcOFCaGhoYNiwYRg+fDh0dHSqbLEgqcGDBwttSVBQUIDs7GyEh4fDwcEBQUFBuHPnDmJiYuDk5MSel6R9TuAe3xwOBwkJCYiLi8Pnz58RFRWF4OBgvmHjxSXyRdUe4S1wyq3DI0qfPn3w9etXgdd5j+lRo0aJXQevuLg4DBgwACkpKeyAFVUlNKs6XgmpD7WNiWJjY7F48WI2sdapUyecO3dOotqI0o6JtLW10blzZ3z8+BGenp58rUdjYmIQExMDGRkZiZJivLjnsry8PMTFxSE2NhYfPnxAREQEXr16xY6eLekDua9fv7Kt5J89eyZxkXdh57Dqqs3I29zzJYfDqfKcyysuLk5oqzJR1z7eB6S8N9Hi5hOG+72VlZUhKSkJsbGx+PLlC6KjoxESEsLWHgLEX4N4STsOkpSWlhZMTU1hamqKkpIShIaG4vnz5wgICEBwcDA7UENMTAwsLCzg5uYm9IZdSUkJvXr1Ermddu3aoUmTJsjOzhYoIt4Q1cW9jLCREWvK0dFR4gEQqiIuVuT+Fpo2bSqytjTv70XUuUpcUhHgj7WioqIwYMAAvunc3xzDMEhJSWHjvpiYGLx9+xYhISHsvOJ+c5J+B3///TffCKeiHrQDFfcS3LgzLi5O4vNuYWEh0tPT0bJly2rFnX379q1xMry6KClGaoQ3O/4tu04C/Mmayk+2akNBQQF//fUXjIyMUFZWhr///ht6enoim/sD4Gs6y/v0QBTeRIm4ZrfV1b59e8jKyqK8vBwJCQk1Xg83gSQrKyv2fdeWsCGgayIrKwsODg7w9PTEp0+fhF4cuJ9LZfLy8jh//jy2bdsGX19fABU3FNyhqmVkZNC3b19MmzYNhoaGfBfC2ixb0xaClUeo4hL2tJOLN5nIe/HmFnAGxF/8AIh8Qizt91G56HplR48exa5du3D79m0wDIOsrCzcv3+fbbWgra2N33//HSYmJlWuqyZUVVWhqqqKVq1aYcyYMezIQu/fv8c///yD7du3A5DuOaGwsBAuLi64c+cOoqKiBEZuA0Qf37wUFBRE3vhU51gQleit7bHA2z22pvtASH2qTUwUHByMFStWsE/Ou3btCnt7e4mP9bqIiSZMmIBTp07h2bNnyMnJYRNv3K6TAwcOFNntT5gPHz7gwoUL8PX1FdriqSYjQtb0vFNaWoq8vDyoq6sjISFB6OjVXC1atBCbUKqJb33tBFDjEc9LS0vh5uaG69evIzw8XGirlJp0b5L2Z1ATioqKGDRoEAYNGoSVK1ciOTkZp0+fhqurK4CKxJ2npydfVzWu5s2bVzmgRdOmTZGdnc13fWuo6uJe5lvfG0qqLn8vXFV9hry9MyqffxiGwf3793HlyhWEhIQIbY0m6W9O0u+AmxBTVFRESUkJDh06hNGjRwt9mJqTkyNx8ruy7OxstGzZssHGfJQUI7X2TUeGAH/wJO1t9+nTBwsXLoSdnR0KCgqwfft2tm6SMNU9MfAOFy7NYcFVVFTQo0cPhIeHIzo6GllZWVWeaCpLSUlhn6D26NFDZKudhiIsLAxLlizhu6lXVlZG586d0aVLF/Tu3RtDhw7F0aNH+bp38dLS0sK5c+cQFRUFT09P+Pj44N27dygvLwfDMAgJCUFISAguX76Mf//9ly9BVNNleY+Bq1evSjyCp7RqMwDgq+VU026yvO/jzz//RP/+/SVaTtRxVdXvQV1dHQcPHoSVlRU8PDzg4+ODkJAQ9r1ERUXh8OHDcHFxgaOjY51265aRkcGGDRvY4bZv3ryJrVu3SpSgqkzUOSEuLg6LFy/m6w6loKCATp06oXPnzujVqxcGDx6MmzdvwsXFpcr9rcm0ykQFitxkXdOmTXHhwgWJ18e9qZbGPhDSUFQnLrl//z6sra3ZIe1/+eUX2NraVmtEvLqIibhJMQ6Hg8ePH7Oj1nEfQghLFIji5uaGHTt28CX1NTQ00LlzZ3Tt2hW//PILdHR0MHHiRJHdkYThPXfOnDkT8+fPl3hZ7sOkY8eO4fr16yLns7S0lPpoldzPoVu3brCxsZF4OVGtwuvqnJiZmQkLCwu2mztQ0aWzQ4cO6Ny5M3r06IFBgwYhNDQUhw8frta6v0UcVFZWhvT0dKSnp6N58+ZVjlyppaWFnTt3omnTpjh16hQAICAgQOixLskIr9z3WNejtEtDXdzLSPMeR5pqMzqvtPDG3bwPLIuLi2FlZcV3zyIjI4O2bduyv7kBAwYgKysLGzdurHI71fkOVqxYgQ4dOsDa2hr5+fnYsWOH0JpxvOfx3377TewI9ZVxu/o31JiPoktSI7yZdm6T92+Ft35W5SKI0mBlZQUvLy98/vwZgYGBuHr1qsh5eRNPvMkZUarTKqO6xo4di/DwcDAMg5s3b1bZ9bMy3sBQT09PqvsmbcXFxVi1ahX7ec6fPx8zZ86Etra2wAVPkiBbW1sb2traWLVqFbKzs/H8+XP4+vrCw8MDubm5iIyMxKFDh7Bv375aL8tbdL9x48YiC8fXJd4bLm7rBFFEPQXkfR/y8vLV6gZSG+3atYOFhQUsLCyQn5+Ply9fws/PD/fv30daWhoSExOxfft2ODg41Pl+aGhoICsrC7m5uUhPT4empqbUzgnr1q1jE2JTpkzBvHnz0Lt3b4EA+9KlS7V6H7ytINLT00XW8wIEn2hycfc7JycHnTt3rnZCnfdmparjUVyrDkLqS01iIhcXF+zZs4e9IR01ahT+/vtvsa1/hamLmKhbt27o1KkTPn36BA8PD0yfPh2RkZH4+PEjZGVl+Yq4ixMZGckmxNTU1LBq1SqMGzdOIMFTXl5e7ViS9xpUXFz8za5BtaWhoYHU1FRkZmY26H3etWsXmxDT1dWFubk5+vfvL9CllzsgUnV8izgoMDCQLXhvYWGB9evXS7ScmZkZmxQTVcdNkusQtzWctFsa1oWGdC/zX1DV8cEb5/B+fseOHWMTYr1798bKlSsxePBggRZf7u7u0ttZVAxUtXr1agDAjRs3EBgYCF9fX9y4cYN9ICJsf/Py8mp0Dqscd4rzLWM+KrRPakRdXZ0NAqVZ10sSvMUvq9N8X1LKysrYu3cvm8m2sbEReWFs164dG4Ty9vEW5c2bN+zf3FGFpGX27NlssGJnZ1etZuaZmZnsyCAKCgpCR6BrSLy9vdluogYGBti2bRt69Ogh9AmQqO6kJSUliI6O5ityCVQEa+PHj8fevXtx8+ZNttsI75Ob2izLLfYLAM+fPxf7PsPCwnD27Fncu3cPSUlJYuetDt66Tby1wYThrRfCqzrvIycnB8ePH8f169cFRsGURGlpKT59+sQODsClpqaGkSNHYtu2bbh37x7b5ffZs2d8N4p1hfdpKfdGVhrnBN6aEUOGDMHhw4fRv39/oU+ca9NdGuD/HnlbBAjDWwdG2DrKysqqvEEKCAiAvb09PD092cCwRYsWbKBV030gpD5VNyZycXHBrl272ITY7NmzcerUqWonxIC6i4m4BfcDAgKQn5/PjlI7ePBgibu0XL58mW1ZsGPHDixatEhoi6ekpKRqt1Zp164d+3m9ePGiyuXt7e1x6dIlBAQEsK8dOHAAkZGRIv9Ju5UY8P/ny5SUFHZQBVE8PDzg4OCAR48eVasVXW2lp6ezLaE7duwIW1tbDBs2TGiNu5pcg75FHMQ7AAW3zIUklJSU2FhS1O8pJyeHrwZTZR8/fpS4TmZD0JDuZf4LoqOjxU7nHZyrZ8+eACriJ+4o3I0bN4aDgwP09PSEdoGsbdxXGW8duV27drEPNvfv3y+QtFJUVGR/W2FhYexxLsrVq1dx8eJF+Pj4sNcCacSddYGSYqTGuE92xF0Y6gLv9urqZPzrr79izpw5ACoK6IrqniQnJ4ehQ4cCqEgeVE6S8OIdmrl79+4S9duvjhYtWsDc3BxAxdOtjRs38nWTE6WkpAQbN25k+3gvWrSoTpKN0sQ7dHjv3r1Fzvf69Wu+orq8zX4nT56MKVOmiA1627Rpg59//hkA2O4ttV2WO2oPADg7OwutE8V19OhRHD58GGvXrq11gVlezZo1Y0el8fb2Fjk4A8MwuHHjhtBpffr0YRMZDx48YEeiFMbV1RUnTpzApk2bhI5mVhVzc3NMmDABixYtEnlj0KRJE76RdiQdBaum3r17x35ubdq0YQMXaZwTeI9vccV8v379itevX7P/503SSUpXV5cNht3d3UV2p42MjBQZnPAe0+Ja6DEMgz179sDGxgZWVlZs4lJOTg5jxowBUBEsRkZGilz+1q1bVb8pQuqBpDFRQEAA9uzZw/5/2bJl2LNnT4279dRVTMRNihUXF8PX1xcPHjwAUL2uk7zdv8Wdy3h/1+Kuibx4R29MTk5mk3bCBAcHw8bGBn/++SfOnDkj0frriqTny4KCAvz555/Yt28fNmzY8E27o8XFxbFJxm7duonswpSTk8P30E/Sa9C3iIPatWvHJqQiIyNx584diZbz8/Nj38fgwYNFznfz5k2R03hHRR8/frxE261KXX7/Dele5r/g9evXIhO4xcXFuH37NoCKAZC4CaKMjAw2pmzfvr3IemAcDofvXFeTuE+cDh06YPny5QAqeors3r1bYB7u75fD4bA1+IRJTEzEzp07sXv3buzZs4c9j/To0YMtcXLnzh2+eyReGRkZ7AjD3wIlxUiNcUcBi4+Pl2rxy6rwtjSRZJSUmlq/fj1bZFBccmnRokXs37zJJV7Z2dlYu3Yte/IyMzOT8t5WWL58OXsR9/b2hrm5udgnCvHx8TA3N2efovXt2xeWlpZ1sm/SxNv9T9QTwM+fPwv0uedNlHBHyUtISBBZB+nDhw9sSyreUe9qs2yfPn3YkXqioqKwb98+oYkIV1dX+Pv7AwBbu0OauN1r8/PzsX37dqEX1lOnTolsKaaoqMiOGlVSUoI1a9YITa6FhYWxNyFKSkqYPXt2tfeV+3kXFxfjyJEjQudJS0tjhxRv3749X/cMaSsqKsJff/3F/n/GjBl802t7TuA9vgMDA4Wef1JTU7F69Wq+aTVJBCorK7MPAN6+fYsTJ04IzJOXl4ctW7aIXMe4cePYVnq+vr5C61AAwOHDh9lRh8aMGcM3CtT8+fPZpIC1tbXQa4qtra3YYJ2Q+iRJTJSbmwtra2s24bBw4UKsXbu2Vtutq5ioe/fubKLP3t4eMTExkJeXx7hx4yRehyTX6idPnuDkyZPs/6tzHuM91+7ZswcxMTEC82RnZ2Pr1q3s/xcsWCDx+uuCoaEhe8N76dIldvACXgzDYPv27Wz5glmzZtWoFWFN8X5vwcHBQluD5OXlYf369XxdwST97r5VHLR27Vo2mbR582ZcvXpVbB3Vd+/eYceOHQAqariJSwCfPXtW6PXo2bNnbLJzwIABVY5EKClu7am6ajHYkO5lvnccDoevViQXwzDYtWsXmzBbsGABWweyUaNGbNIoJiZG6L1bSUkJ/vzzT76WaHXxANjc3Jx9qO/h4SHwMJs3Xjt+/LjQHgIlJSXYsGEDm/CuXPORew+SlJSEnTt3CvwuORwONm/eLDJhVheophipsSFDhrD1bEJDQ/me/NQlbtPeFi1a8DXBlDZ1dXXs2rULS5YsETvf4MGDMX/+fDg5OeHDhw+YOnUqTE1NMXDgQMjIyODt27e4cOECexKcMmUKpk2bJrCe+fPns8PO1nT4YXl5eZw+fRrLly9HUFAQnj17hgkTJmDSpEnQ1dVlk3yJiYnw9/fHvXv32BNOv379cPr06QZfYB+oSJKoqKigsLAQPj4+WLFiBQwMDKCpqYm0tDT4+/vjxo0bAsFDbm4u2ypm8eLFuH79OnJzc2FjY4PXr19j4sSJaN26NXJzc/H27Vs4OjqiqKgIsrKy7JOT2i4LAHv37sXMmTORl5eHixcv4t27dzA2NkbHjh2RmpoKDw8P9qmmgoICdu/eLfWnhJMmTcL169fh6+uL+/fvIyEhAfPnz0eHDh2QkpICd3d3eHl58S1TeR+WLl0KHx8fhIeH482bN5g6dSoWLlyIPn36oLCwEEFBQXB0dGS/h/Xr11dZ7FYYQ0NDODo6Ij4+Hk5OToiOjoaBgQHatm2LkpISREZGwtHRke1GtHLlyhp+KhVJQmEtosrLy1FQUIDw8HC4urqyI7W2a9eOrVvCVdtzwsCBA6GpqYnU1FRERERg4cKFMDExQZs2bZCVlYUXL17g2rVrAiN4iWrxV5VVq1bh0aNHiI2NxYkTJxAeHg5DQ0O0aNECUVFROHfuHL58+QJVVVWhAbmcnBxsbGxgamoKDoeDQ4cO4cWLFzAwMECrVq2QmJgId3d3PHnyBEBFq77KSbYePXrA3Nwctra2iIiIwPTp02FhYYGePXsiMzMT7u7u8PT0FLkPhNQ3SWIiJycntntlmzZtMGXKFIm6h3Tp0kXkCLJ1GRNNmDABZ86cYbv7DB06tFrFzidOnMi2ijh69ChSU1Oho6MDdXV1xMfHw9PTEw8fPuS7IaqqOw6voUOHwtjYGK6ursjIyIChoSFMTEygo6MDBQUFREREwN7enr3BHDduHMaOHSvx+utC48aNsWfPHqxduxYMw+CPP/6Al5cXJk+ejGbNmiE2NhYuLi4IDg4GUJGcqYtunOJ06NABPXv2xLt375CSkoK5c+fCzMwMHTp0QH5+PkJDQ3HlyhWBFuLVuQZ9izho1KhR2LhxI2xsbFBSUoJt27bBwcEBEyZMQK9evdC8eXMUFRUhNjYWvr6+ePjwIcrLy6Guro6TJ0+KLfJdWFiI+fPnY+HChdDR0UFZWRl8fHzg5OQEDocDJSUloa1sakpTUxNfv36Fn58fPDw80Lp1a2hpaUmtZ4e07mXqQmxsLFuORFKtWrWqt3pnKioqePbsGQwNDWFmZoZOnTohMTERzs7ObAKpf//+fAl6ZWVljB49Gg8fPkRRURHmz58Pc3NzaGtro6SkBO/fv8eVK1fYB4tcNY37xOH+3kxMTMAwDHbu3InBgwez30GnTp2wdu1aHDp0CMXFxVi0aBEMDQ2hp6cHNTU1fPjwAQ4ODmzyrm/fvuxDdK65c+fi7t27eP36Ndzd3fHlyxfMnz8fbdq0wefPn/Hvv/8iPDz8m8Z8lBQjNTZixAgoKyujqKgIT58+/SZJsdLSUrb+gKSFXmtj5MiRmDZtmthm0gCwZcsWKCgo4MKFC0hPTxfamkVGRgampqYSF/usKXV1dfz77784f/48bG1tkZ+fj+vXr4scYUlVVRWLFy/GkiVLRAbdDY2mpiZ27tyJLVu2oKysDF5eXgIJHKDiqfnQoUNha2sLoOLpCzeAaNmyJY4fPw4rKyvk5OTgwYMHbPcQXioqKvjzzz/5kpS1WRao6Gbj7OyMlStXIj4+HsHBwWwAzKtJkyY4dOiQ1J40Vnb06FEsW7YML168YEfL5NWiRQvMmDGDbflT+fhQUlKCnZ0d1qxZg2fPniEhIUHoYARycnKwsrKq8RN6NTU1nD59GhYWFkhOTsazZ8/YVmG85OXlYWVlJVAYtDrCw8MlXr579+44efKk0OLWtTknKCkp4eDBg1i2bBmKiorw8uVLvHz5UmD5jh07YtasWTh06BCAiuN7wIABEu07L1VVVTg7O2Pp0qWIiIiAt7c3vL29+eYZOXIkWrVqJbKw/8CBA3H27FmsXbsWWVlZePLkCZsE49WyZUucPHlSaF0h7hPo8+fPIz4+Hjt37uSbrqGhAWtra2zevLna75GQuiZJTHTlyhX27/j4eMyaNUuidXt5eQn9zdR1TDRx4kS+7obV6ToJVLQINTIywuXLl8HhcHDhwgWhratnzJiBnJwceHl5IT4+HoWFhRK3jNq+fTuUlJTg4OCAgoICnDt3Tmhr1fHjx+PgwYPV2v+6MmnSJJSWlmLHjh0oLCzEnTt3hHbv69q1K06fPl3thIA0HDhwAAsWLEBWVhYiIyNhbW0tMI+mpiZWrFiBXbt2AYDQlnqifKs4yMzMDC1btoSNjQ2SkpIQHR0ttuZTnz59sHfv3iprgVlYWOD8+fM4deoUW5ifq3nz5jh16pRUk9Tjx4+Hvb09CgoK2KLoK1euhJWVldS20ZDuZXht27at2svs378fBgYGdbA3VTM2NkZYWBiCgoKE/m4GDx4sNOm6fft2RERE4OvXr/j69atADARU3ONt3rwZO3bsQFlZWZX1y2pq4MCBmD17Ni5fvozU1FQcOHCAL763sLCAjIwMjh49Cg6HAxcXF6GlhgYNGoQTJ04I1MSVlZXFuXPnsGrVKgQEBODVq1cCdYN79eqF0aNHC+3BUBcoKUZqTF1dHWPHjsWdO3fg5eUl9IcvbUFBQWxWvDY3vtWxZcsWPH36VGhTYi5ZWVlYW1tj2rRpcHFxwfPnz5GcnAxZWVm0bt0aQ4YMgaGh4TcruCknJ4elS5fCyMgId+7cga+vL96/f8+2LGnevDm6deuGESNGYMqUKXXa1ayuTJ8+HZ07d8a///6Lly9fIiMjA7Kysux7+/3336Gvr4+EhAQ2KXb//n3o6Oiw6xg2bBju378PFxcXPH36FJ8+fUJ+fj7U1dXRpk0b/Pbbb5gzZw7bwo5XbZYFKlrG3L9/H9euXYOXlxciIyORnZ0NRUVFdOzYEaNGjYKJiUmd1mtQV1eHo6Mjrl+/jps3byIyMhL5+flo1aoVxo4diyVLlvAlR4Qlf5o2bQoHBwc8fvwYt27dQkhICFuYs1WrVhgyZAhMTEzQrVu3Wu1rt27dcO/ePVy6dAk+Pj6IiYlBbm4uVFRU0LJlSwwfPhxGRkbo0qVLrbYjiry8PFRVVaGlpYVu3bph3LhxGDdunMg6QLU9JwwbNgzXr1+Hvb09AgMD2cE+mjZtiq5du2LChAmYOnUqSktLcfLkSRQWFuL+/fs16p4KVBQUvnLlCm7evAl3d3d8/PgRJSUl6NixIwwMDGBiYoK9e/eKXcfw4cPh5eUFV1dX+Pj44MOHD2zrzJ9//hljxozBnDlzRNbKkJGRwYYNGzB+/Hg4ODggJCQEKSkpaN68OUaMGIEVK1bwFRUnpCGpKibKyMgQW3uxJuo6JuJ2ofz8+TMUFBRq1Mpq9+7dGDp0KK5du4bw8HDk5uZCSUkJLVu2RN++fWFoaIhBgwbh6tWr8PLyAofDwcOHDzF16lSJ1i8nJ4fNmzdjxowZcHV1RVBQEJKSksDhcNj6mTNnzsTIkSOrve91aerUqRg+fDguXrwIPz8/xMbGsjFE9+7dMXHiRBgYGNTbw8pu3brh1q1bOH/+PPz8/BAfHw+GYdC4cWN06dIFo0ePxqxZs9CoUSOcO3cOCQkJ8PDwwJo1ayRu0fWt4qBJkyZh9OjR8Pb2hp+fH8LCwpCZmYmsrCyoqKhAU1MTffv2hb6+PkaOHMl2aRPH1NQUI0aMwPnz5/HmzRuUlpaiQ4cO0NfXh7GxsdTj6rVr10JRURF37txBcnIy1NTUpN5KqKHdy3yvFBUVceHCBTg5OeH69ev48uULFBUV0b17d8ycORPTpk0T+hvR0tJi4z4vLy/ExsaitLQU6urq6NSpE3R1dWFkZARNTU24u7vj1atX8PX1RUFBgdRGHua1fv16PH78GKmpqXBzc8PkyZP57qHMzc2hr6+PixcvIiAgAAkJCSgsLISGhgZ69eqFqVOnYtKkSSJ/T+rq6rCzs8ODBw9w+fJlREdHIzc3l+26bG5uDmdnZ6m/L1FkGHGdqwmpwvv37zF9+nQwDIOrV6/WWYsWrs2bN8Pd3R1DhgxhR0skhNSdCxcu4MCBAwAqCrGLK5ZMCCE/MoqJCPnv2rRpE9vrwt/fH5qamvW8R4QQaaFC+6RWunfvjtGjRwOA2BEopCE7Oxv3798HAKxYsaJOt0XIf92mTZvYGypxuN0UFRQU2MKbhBBCBFFMRAghhHx/KClGao0bjN29e1dsF8Paunz5MgoLCzFgwAB26GBCSM1kZWXB3d0du3fvFjlC6aNHj9i6UCNGjPguqcOKvwAAIABJREFUBmEghJD6RDERIYQQ8n2hpBiptT59+sDAwADFxcVCi5tKQ35+Puzt7dnaEYSQ2uHWniosLISRkRHOnj2Lp0+fIiQkBA8fPsTmzZuxZs0aMAwDNTU1+t0RQogEKCYihBBCvi9UaJ9IxZYtWxAYGIhLly5hwYIFaNOmjVTXf+HCBWRmZmLp0qV1XqODkB+Bnp4eVq1ahZMnTyIlJQWHDx8WOl+rVq1w9OhRtGvX7hvvISGEfJ8oJiKEEEK+H9RSjEhFo0aNsG/fPhQXF8PGxkaq605ISMC5c+egra0NS0tLqa6bkB+ZpaUlrl+/DmNjY3Tt2hWqqqpQUFBAq1atMHjwYOzYsQO3b99G//7963tXCSHku0ExESGEEPL9oNEnG5DMzHyUl9PXQQghhPzXyMrKoGlTtfreDSICxWCEEELIf1NVMRh1n2xAyssZCsgIIYQQQr4xisEIIYSQHxN1nySEEEIIIYQQQgghPxxKihFCCCGEEEIIIYSQHw4lxQghhBBCCCGEEELID4eSYoQQQgghhBBCCCHkh0NJMUIIIYQQQgghhBDyw6GkGCGEEEIIIYQQQgj54VBSjBBCCCGEEEIIIYT8cCgpRgghhBBCCCGEEEJ+OJQUI4QQQgghhBBCCCE/HEqKEUIIIYQQQgghhJAfDiXFCCGEEEIIIYQQQsgPh5JihBBCCCGEEEIIIeSHQ0kxQgghhBBCCCGEEPLDka/vHSDS06ixMpSVFOp7N0gDVFTMQW5OUX3vBiGEEPKfRDHY/6OYgxBCyPeEkmL/IcpKCpi78WJ97wZpgFz+Z4JcUIBKCCGE1AWKwf4fxRyEEEK+J9R9khBCCCGEEEIIIYT8cCgpRgghhBBCCCGEEEJ+OJQUI4QQQgghhBBCCCE/HEqKEUIIIYQQQgghhJAfDiXFCCGEEEIIIYQQQsgPh5JihBBCCCGEEEIIIeSHQ0kxQgghhBBCCCGEEPLDoaQYIYQQQgghhBBCCPnhyNf3DhBCCCGEEEIIIYQ0RGFhb2FrewI5OdkoLy/HTz+1xMqVq9G5c5f63jUiBZQUI4QQQgghhBBCCKmkpKQE1tZrcOTISXTr1h0A4Ol5D+vXW+Hq1VuQk5Or5z0ktfVdJcVyc3Ph4OCAR48eITY2FqWlpWjXrh3Gjh0LMzMzNGnSROSyqampOHv2LJ48eYKEhASoqalBW1sbhoaGmDp1qtjtlpSUwNnZGXfu3MHHjx8hIyODdu3aYdKkSTA1NYWKioq03yohhBBCCCGEEELqUVFREfLy8lBYWMC+Nn78RKipqaG8vByBgU/h4GCH0lIOlJWVsXLlGvTu3Rf79u1CYWEh9uw5gI8fP8DKahlOnDiLjh071eO7IcJ8N0mx8PBwLFmyBGlpaXyvx8TEICYmBjdv3oSDgwM6dOggsOzHjx9hYmKCjIwM9rWsrCwEBQUhKCgIDx48wN9//w15ecGPo7CwEIsWLUJwcDDf65GRkYiMjMSNGzfg4OAALS0tKb1TQgghhBBCCCGE1LfGjRtj+fJVWLduFZo1a4G+ffuif/9BGDtWH0lJiTh79iSOH7dFkyYa+PjxA9auXYFLl25g7dqNMDMzwf37d+Di4ggrqz8oIdZAfReF9pOTk7Fo0SKkpaVBQ0MDe/fuhY+PD+7duwcrKysoKCggMTERq1atQllZGd+yeXl5MDc3R0ZGBlq1aoVjx44hMDAQ9+7dw9y5cwEADx8+xJEjR4Rue8OGDQgODoaSkhKsra3h4+ODJ0+eYPPmzVBRUcGnT59gaWkJhmHq/HMghBBCCCGEEELItzNnzjzcvv0Aa9asR/PmLXDxogMWLZqLwMCnSE9Pw+rVK7Bw4Vzs3r0dMjKy+Po1DioqKti1ax9sbPaiZ8/eGD9+Yn2/DSLCd9FSbP/+/cjOzkajRo3g4OCA7t27s9NWrlyJn376Cdu2bUNkZCR8fX0xevRodrqLiwvi4+OhqKjI15KsWbNm+PPPP6Guro6zZ8/C0dER8+bNQ+vWrdllQ0JC8PDhQwDAnj17MG3aNHbawoUL0aVLF5ibmyM0NBT37t3D5MmT6/qjIIQQQgghhBBCyDcQGvoGYWGhmDt3AXR0foOOzm9YsmQlFiwwQkFBPgYOHIzdu/ez8ycnJ6FFC00AQGzsFzRp0gTR0ZHgcDhQUFCor7dBxGjwLcVSU1Ph6ekJAFixYgVfQoxrxowZaNKkCRQVFREeHs6+zjAMHB0d2XmEda1csWIFmjRpAg6Hgxs3bvBNu3DhAgCgc+fOQuuO/fbbb9DV1QUAXL16tYbvkBBCCCGEEEIIIQ2NhkZTODjYISTkDftaenoa8vPzoKMzAkFBz/Dly2cAQGCgP0xNjVFcXIzExAT8889hHD16Eu3bd8Tp08fq6R2QqjT4lmKenp4oLy+Hqqoq292xMnl5efj6+kJZWZnv9YiICKSmpgIA9PT0hC6roqKCoUOHwtPTE15eXlixYgWAioSav78/AGDUqFGQkZERuryenh78/f0RFBSE3NxcNGrUqEbvkxBCCCGEEEIIIQ1H+/YdsH//YZw9exIpKSlQUlKEmpo6Nm/+E127amPjxq34888tYBgGcnJysLE5AkVFRezcuRXGxvPRufPP+OMPa5iazsGgQUMwfLhufb8lUkmDT4qFhoYCAPr16yeQ9CotLWWL41eeBlQkxbh69uwpchs9e/aEp6cnIiMj2XV+/foVubm5AIBevXqJXLZHjx4AgLKyMrx//x6//vqrhO+MEEIIIYQQQgghDdmAAYMwYMAgodP09MZCT2+swOu2thfYvxs3bozr1+/V2f6R2mnw3Sejo6MBgO36+ODBAyxYsAD9+vVD7969MXr0aNjY2CArK0tg2fj4eACAoqIiNDU1RW6jVatWAAAOh4Pk5GS+Zf+PvXuPq7rK9z/+3hvYIKBclLyb6OC1NK2ppkw9HrW8dPIyRIOjJimZHSNr0spsmpE5ptVM5iVjoDSxjhfE1Kyk1KnU+k2laSpKKspNIxDlftv79weHHTv25rJFQXk9Hw8fbr5rfb5rLfhnPT57XSSpY8eODmOrnkGWmppa12EBAAAAAACgETX5pFjl9kcfHx89//zzmj17tr7++msVFhbKYrEoPT1db7/9tsaNG6eTJ0/axF64cEGS1LJlS4fbHyvLK126dMkmVqrI7Dri7e1t/Xzx4sV6jAwAAODalJmZqTvuuEM9e/bUBx984LBeXl6eli5dqjFjxqhfv3667bbbFBwcrHXr1qmsrKzGNsxmszZu3KiHHnpIAwcOVP/+/TVq1Ci99tprNvM0AAAAZzX57ZP5+fmSpLi4OGVmZuquu+7Sk08+qd69eysnJ0cffPCBli5dqoyMDD322GPasmWLPD09JUnFxcWS7G+trKpqeWVM5f+S5O7uXqfYkpKSeo7OVuvW3rVXApwUEMB5dwCAhvHCCy/YXaVfVVZWlkJDQ5WcnGx9VlxcrEOHDunQoUPatm2boqOjbb5grFReXq6IiAjrLeCVTp06paioKMXHxysmJkY9e/ZskPEAAIDmqcknxYqKiiRVfCM5ZMgQvfnmm3JxcZEk3XDDDZoxY4Y6deqkJ598UmfOnNH69es1bdo0SbLWq43FYqn2rGpsTavMGlJWVp7M5up9qSuSHqhJZmZuY3cBAJoto9Fw3Xz5tWHDBu3Zs6fGOmazWeHh4UpOTpaPj4+eeeYZDR06VEVFRdq8ebOioqJ04MABzZ8/X0uXLq0Wv2TJEiUkJMhoNCo8PFwTJ06Up6enPv/8cy1evFiZmZl67LHHtH37duuXoQAAAPXV5LdPVl2JNW/ePLuJrlGjRlkPw//kk0+sz1u0aCHJdtWXPVXLK9urjJV+SczZU7WsphVlAAAA17qUlBQtWrSo1nofffSRfvjhB0nSypUrFRwcrICAAHXu3FkRERFasGCBJOnjjz/WwYMHbWIzMjK0bt06SdLs2bM1Z84cdenSRW3atNGECRO0Zs0amUwmpaWlKTY2toFHCAAAmpMmnxTz8vKSJLVp00bdu3d3WO+22ypug6h6rljlWWB5eXk1tlF5jpgk+fn52cTWFl95Q2XVWAAAgOuN2WzWs88+q4KCAo0fP77GuqtXr5YkDRo0yDpHqyokJETdunWTJG3cuNGmLDY2VqWlpfLx8VFYWFi12F69elnb/3UsAABAfTT5pFinTp0k1b4Kq/I8iqqrvrp27SqpYjVXdna2w9hz585Jktzc3NS6dWubWElKT093GJuRkWH9XPUmSgAAgOtJTEyMvvnmG/Xp00czZ850WO/ChQs6fPiwJGnYsGF26xgMBg0dOlSStGvXLpuyL774QpJ05513OjwXtvK9Z8+etd5UDgAAUF9NPinWq1cvSdJPP/1U4zbIrKwsSRXnjFUKCgqyfj527JjD2KNHj0qSevToIVdXV+t7fH19JUmJiYm1xhqNRg57BQAA16Xjx4/rjTfekMlk0uLFi63zJUd1K89r7dOnj8N6lWXZ2dnWLyBLSkqsq/4rj8awp3fv3tbPR44cqftAAAAAqmjySbEhQ4ZIkkpLS/XZZ5/ZrWOxWLR//35JUv/+/a3Pe/Toofbt20uq/i1kpcLCQn311VeSpHvuucembPDgwTXGStLu3bslSbfccotatuSgewAAcH0pKSnR3LlzVVJSotmzZ6tHjx411k9LS7N+7tixo8N6lXM0SUpNTZUknT9/XmVlZbXGBgQEyM3NzSYWAACgvpp8Uuyee+6xbkt87bXXdOHChWp11q1bpzNnzkiSzRkXBoNBDzzwgCRp06ZNdpfXr1y5UhcvXpSbm5tCQ0NtysaNGydJOnHihDZt2lQt9osvvtCXX34pSZo6daozwwMAAGjSli1bpsTERA0YMECPPPJIrfWrztWqntH6a1W/TKw837VqbE1fNhqNRuu5sxcvXqy1TwAAAPY4XvveRLi6uuqll17So48+qtTUVIWEhOjJJ5/Ub3/7WxUWFmrTpk365z//KUkaPny4Bg0aZBM/Y8YMxcXFKTMzU1OnTtW8efM0aNAgXbp0SWvXrrXebjR58mS1bdvWJvbuu+/WkCFD9K9//UsvvfSSzp07p/Hjx8vV1VWffPKJ/vGPf0iS+vXrp5EjR16F3wYAAMDV89133ykmJkYeHh5atGiR3VvAf63qcRc1nQlb9bywypiSkhK75fZUvru2W8bronVr78t+B34REMDuCQDAtaHJJ8Wkii2Uixcv1oIFC3TmzBnNmTOnWp077rhD//M//1Ptube3t1auXKnp06crKytLc+fOrVZn5MiReuaZZ+y2vXjxYk2bNk3Hjh3TsmXLtGzZMpvyrl27atWqVTIam/yiOwAAgDorKCjQvHnzVF5ermeffVaBgYF1iqtMnBkMhhrrVZ47VlXV+ZQz8c7KysqT2ez8+0gC2crMzK29EgAAV4HRaKjxy69rIikmSQ888IAGDhyo1atX64svvtC5c+fUokULde/eXRMmTNC4ceMcHvrar18/7dixQ1FRUdqzZ48yMjLk6uqqnj17auLEiZo4caLDpJafn582bNig2NhYbd++XadPn1ZZWZk6d+6skSNHavr06dabLwEAAK4XL7/8ss6ePas77rhDkydPrnNcixYtJFUkrUpKShyuFrO3oszT09P6rKioqMZ2KleV1baiDAAAwJFrJikmSZ07d9aCBQucim3Tpo2ef/55Pf/88/WONZlMCgsLU1hYmFNtAwAAXEs+//xzrV+/Xl5eXlq0aFGtq7aqqnqOWG5ursOkWG7uL6uJ/Pz8JNmeI5aXl+ewDbPZrPz8fJtYAACA+rqmkmIAAAC48nbs2CFJys/P17Bhw2qsO3fuXOvxFMePH1fXrl2tZenp6WrTpo3duIyMDOvnykuV2rdvLw8PDxUVFSk9Pd1hm5mZmSotLbXGAAAAOIOkGAAAABpMUFCQDAaDLBaLEhMT1a9fP7v1jh49Kkny9fW1JraMRqO6d++uI0eO6NixYw7bqIyVpD59+jRg7wGgeWrZykMe7m6N3Y0roqi4VLmXat6Sf7357rtv9MQTMyVJK1ZEq3//Wxq5R00XSTEAAADY+Otf/1rjkRUZGRkaM2aMJCkyMlKjR4+2lnl7e2vgwIH69ttvtWvXLj344IPV4i0Wi/bs2SNJuueee2zKBg8erCNHjmjfvn0qLi62u/1y9+7dkqR27dopKCio3uMDANjycHdT6Nx1jd2NK+K9JZOUq+aVFEPdcWUiAAAAbJhMJnl5eTn8V/Vw+6p1K40bN06StGfPHu3fv7/a+9evX69Tp05JkqZOnWpTdv/998toNCo7O1urVq2qFpuYmKj4+HhJ0pQpU+p13hkAAEBVJMUAAADQoCZOnKhevXrJYrFo1qxZio2N1fnz55WWlqZly5Zp4cKFkqR7771XN998s01s9+7d9dBDD0mSVq5cqcjISJ0+fVpZWVnasmWLHn74YZWUlKhTp04KCQm56mMDAADXD7ZPAgAAoEG5uLho+fLlmjp1qtLS0rRw4UJrIqzSgAEDtHjxYrvx8+bN05kzZ7R3716tXbtWa9eutSn39/dXdHS0vL29r9gYAADA9Y+kGAAAABpc586dtXXrVsXExCghIUGpqamyWCzq1q2bxo4dq8mTJ8tkMtmN9fDwUHR0tOLi4rR582YlJSWpqKhI7du319ChQxUeHq6AgICrPCIAAKqrPNTeZDJp1659OnbsiNatW6Pvvz+ogoJ8tWvXXvfeO1qhoVPk6uqqoqIirVu3Rp99tlPnzmXI09NLAwfepunTZ6pLlxurvT8r62dt2RKnb775WikpKcrLy5WHh4fatm2n2267XcHBoWrXrl29+33y5I/asOE9fffdN8rK+lkmk7sCA7tp+PCR+q//miA3t+vz4oVfIykGAACAeunUqZOOHz9eaz1vb29FREQoIiKi3m0YjUYFBwcrODjYmS4CAHDVffzxh1q06K8qLy+3PjtzJllRUSv1449JmjNnrp544lGdPn3KWl5SUqJduxL0739/rZiYterQoaO17Msv/6WXXpqvoiLbiwLy8vKUl/ejTp78UR9+uFWvv/6mevXqXed+xsauVlTUSpnNZpt+HD78vQ4f/l5bt27RK6+8rhtuaOvMr+GawpliAAAAAAAAl6GsrEyLF0eqQ4eOevnl17R16yeKilqtHj16SZJ27UrQrFmPKD09TbNnz9GmTdu1ZctHmj59poxGo3JzL2nt2nes7zt3LkN//vPzKioq0o03dlVk5GJt3LhV27btVFTUao0d+4CkigTZ8uX/qHM/t2yJ06pVy2U2m3Xrrbdr6dI39eGHn2rTpm2aM+cZtWzZSidPJumZZyJUXHz939rJSjEAAAAAAIDLYDab5eXlrZUro+Xn5y9J8vdvreeee1HTpoVKklJSzupvf3tFQ4b8hzXu4Yen6/Tpk/rsswR9882/rc83b96g4uJimUwmvfbacpstkn5+/urT5yYVFBRo164EHTp0UMXFRXJ3/+V2aHtyc3O1YsVSSdKQIf+hyMgl1lucfXx8NXFiiPr1G6AZM6bo5MkfFRe3UaGhkxvmF9REsVIMAAAAAADgMo0aNcaaEKsUFNRDLVp4SpLat+9okxCr1LdvxU3MP//8k/VZYGB3PfDABE2aNNXhmWG33DJQUkVC7tKlS7X2b+fOHSosLJAkPf74k9aE2K/7e999YyRJ27dvqfWd1zpWigEAAAAAAFymXr362n3u5+enwsICBQX1sFvu6eklSSotLbU+GzVqrEaNGuuwrbS0VJ06ddL6c9VzzBw5cOA7SZKvr698ff1UUFBgt16fPjdp+/YPdPbsGeXk5MjX17fWd1+rSIoBAAAAAABcJkfJo8oVWV5eXnbLjUbHm/iKior0zTdf68cfk5SamqK0tFQlJ59Wbq7tyjCLxVJr/9LT0yRJOTk5GjlycK31JSkz8zxJMQAAAAAAADhW25le9bVhw/uKiVml/Px8m+cuLi7q3buv/Pz8tW/fF3V+X0FBfu2VfuXXbV9vSIoBAAAAAAA0Ie+9t1YrV1Ycit+uXXsNHjxUQUE91bVroLp16y53dw/t2LGtXkmxyqRd374366233qmldvNAUgwAAAAAAKCJKCoq0urV0ZKk3r37avnyKLm7u1erl5OTU6/3tm3bTidPJikjI73GehaLxe4h/Ncjbp8EAAAAAABoIpKTT1m3Ot533xi7CTFJ+vbbf1s/m83mWt/bv/8tkqTs7CwdPfqDw3pLl76m0aP/U9OnT3Fqy+W1hKQYAAAAAABAE+Hi4mL9fObMabt1du78WF9/vc/6c1lZWa3vve++MXJzc5Mkvf76qyouLqpWJynphLZti9elSxfl5eVtvRnzesX2SQAAAAAAgCaiW7ffqHXrNsrK+lkffLBZAQE3aNiwEfL09FJq6lnt2LFN27d/YBNTlxVdrVu3UVjYo3rrreU6evQHzZwZpkceeVR9+96soqIiff31fkVHr1JxcbHc3Nz0+ONPXKkhNhkkxQAAAAAAAJoIFxcXPfPMc5o/f67Ky8v11lsr9NZbK2zquLm5KTR0itasiZEkpaSkqHfvvrW++49/nKqCgnytXfuOkpJO6Nlnn65Wx8PDQy++GKkePXo1zICaMJJiAAAAAAA0Y0XFpXpvyaTG7sYVUVRc2thdcMqgQUO0atXbWrdujQ4d+l4XL+bIZHJXu3btNGDArZo4MUQ33thV//rXLiUnn9bnn+/SyJH31fpeg8GgRx99XEOGDNPmzRt08OB3+vnnnyVJ7du31+23/04hIaFq1679lR5ik2CwWCyWxu4EKmRl5clsdv7PERDQUqFz1zVgj3C9eG/JJGVm5jZ2NwCg2TIaDWrd2ruxuwEHmIM1HOYcAICmpLY5GAftAwAAAAAAoNkhKQYAAAAAAIBmh6QYAAAAAAAAmh2SYgAAAAAAAGh2SIoBAAAAAACg2SEpBgAAAAAAgGaHpBgAAAAAAACaHZJiAAAAAAAAaHZIigEAAAAAAKDZISkGAAAAAACAZoekGAAAAAAAAJodkmIAAAAAAABodkiKAQAAAAAAoNkhKQYAAAAAAIBmh6QYAAAAAAAAmh2SYgAAAAAAAGh2SIoBAAAAAACg2SEpBgAAAAAAgGbHtbE7AAAAAAAAGo+fj0muJvfG7sYVUVZSrAsXS65oG0eO/KDVq/+pY8eOKD8/X35+/po48UFNmjT1irZ7tX333Td64omZkqQVK6LVv/8tjdyjy0dSDAAAAACAZszV5K5vl0xv7G5cEbfOjZZ05ZJip079qP/+7xkqLS21Pvvpp/Py9m55xdpEwyEpBgAAAAAA4ISEhE9UWloqFxcXvfhipAYOvE3l5eXy8vJq7K6hDkiKAQAAAAAAOOHChWxJUvfuQfrP/xzRyL1BfXHQPgAAAAAAgBPKy8slSZ6eno3cEziDlWIAAAAAAAD18N//Ha6DB7+z/nzw4HcaNOg2SdKoUWM1f/5LkiSz2aydOz/SJ5/sUFLSceXn58vHx1f9+9+iCRNC7B5WX3mgvclk0q5d+3Ts2BGtW7dG339/UAUF+WrXrr3uvXe0QkOnyNXVVUVFRVq3bo0++2ynzp3LkKenlwYOvE3Tp89Uly432u1/VtbP2rIlTt9887VSUlKUl5crDw8PtW3bTrfddruCg0PVrl27ev9eTp78URs2vKfvvvtGWVk/y2RyV2BgNw0fPlL/9V8T5ObmVu93XkkkxQAAAAAAABrYpUsX9dxzf9L33x+wef7zz5n67LMEffZZgh566I96/PEIGQwGu+/4+OMPtWjRX60r0iTpzJlkRUWt1I8/JmnOnLl64olHdfr0KWt5SUmJdu1K0L///bViYtaqQ4eONu/88st/6aWX5quoqMjmeV5envLyftTJkz/qww+36vXX31SvXr3rPN7Y2NWKilops9ls05fDh7/X4cPfa+vWLXrlldd1ww1t6/zOK42kGAAAAAAAQD289tobKi8369VXF2nnzo/Ur98tevXVNyRJrq6uKi8vtybEXF1dFRo6RSNHjpK/v7/S09O0efNG7dixTf/7v7Fq2bKlpk59pFobZWVlWrw4Uh06dNTjj0eoT5+bdO5chl599WWdOJGoXbsSlJR0XD/9dF6zZ8/RkCH/KVdXF23f/oHefjtKubmXtHbtO5o37wXrO8+dy9Cf//y8iouLdeONXTVjxmPq2bO3PDw8lJGRrq1b47V9+wfKy8vT8uX/0PLlUXX6fWzZEqdVq5ZLkm699XZNmTJNv/lNkAoLC7V37+eKjn5LJ08m6ZlnIhQVtVru7h4N8Fe4fCTFAAAAAAAA6qEyqePi4iJJMhqNNueKbdu2xbpCbOHCl3XPPUOtZa1a+ej55/8sX19fvffeWq1eHa0xY/5LbdoE2LRhNpvl5eWtlSuj5efnL0ny92+t5557UdOmhUqSUlLO6m9/e0VDhvyHNe7hh6fr9OmT+uyzBH3zzb9t3rl58wYVFxfLZDLptdeW22yR9PPzV58+N6mgoEC7diXo0KGDKi4uqjWBlZubqxUrlkqShgz5D0VGLrGufPPx8dXEiSHq12+AZsyYopMnf1Rc3EaFhk6u5Td8dXDQPgAAAAAAQAPasiVOknTLLQNtEmJVhYU9Ki8vL5WWluqjjz60W2fUqDHWhFiloKAeatGiIgHXvn1Hm4RYpb59b5Yk/fzzTzbPAwO764EHJmjSpKkOzwy75ZaBkiqScpcuXXIwwl/s3LlDhYUFkqTHH3/S7lbQoKAeuu++MZKk7du31PrOq4WVYgAAAAAAAA2koCBfSUnHJUk9evRUQUGBw7pBQT118OB3Onz4oN3yXr362n3u5+enwsICBQX1sFvu6eklSSotLbV5PmrUWI0aNdZhf9LSUnXq1Enrz1XPMnPkwIGKCwd8fX3l6+vncLx9+tyk7ds/0Nk3kST3AAAgAElEQVSzZ5STkyNfX99a332lkRQDAAAAAABoIBkZGdbD5jdseF8bNrxfa8xPP/1k97mjxFHlaiwvLy+75UZjzRsDi4qK9M03X+vHH5OUmpqitLRUJSefVm6u7cowi8VSW9eVnp4mScrJydHIkYNrrS9JmZnnSYoBAAAAAABcT/Lz85yIybf7/EocSL9hw/uKiVlVrU0XFxf17t1Xfn7+2rfvizq/r6DAft9r4mi8VxtJMQAAAAAAgAbi4fFLIutPf3pO48ZNbMTe2HrvvbVaubLiUPx27dpr8OChCgrqqa5dA9WtW3e5u3tox45t9UqKVSbu+va9WW+99c4V6feVQlIMAAAAAACggdxwwy8H2GdkpNdY12Kx2D2Y/kooKirS6tXRkqTevftq+fIoubu7V6uXk5NTr/e2bdtOJ08mNamx1hW3TwIAAAAAADQQX19fde0aKEnau9fxiqvi4mKNHz9aEyeO1cqVb1zxfiUnn7JudbzvvjF2E2KS9O23/7Z+rjwbrSb9+98iScrOztLRoz84rLd06WsaPfo/NX36FKe2XF4JJMUAAAAAAAAa0NixD0iqSEStX7/Obp3Vq6P188+ZOn/+nLp3/80V75OLi4v185kzp+3W2bnzY3399T7rz2VlZbW+9777xsjNzU2S9Prrr6q4uKhanaSkE9q2LV6XLl2Ul5e39XbMxsb2SQAAADhksVi0bds2xcXF6dixYyosLFRAQIDuvPNOhYaG6qabbnIYm5eXp5iYGO3cuVMpKSkymUwKDAzUuHHjFBISIldXx1NRs9msuLg4xcXF6cSJEyovL1eHDh00fPhwhYWFyc/P70oMFwCABjF+fLA++WSHkpJOaNmyf+jMmWSNGzdR7dq11/nz5xQfv0lbt8ZLqjiLa/jwe694n7p1+41at26jrKyf9cEHmxUQcIOGDRshT08vpaae1Y4d27R9+wc2MXVZ0dW6dRuFhT2qt95arqNHf9DMmWF65JFH1bfvzSoqKtLXX+9XdPQqFRcXy83NTY8//sSVGmK9kRQDAACAXUVFRXriiSf0r3/9y+Z5Wlqa4uLiFB8fr9mzZ2vWrFnVYrOyshQaGqrk5GTrs+LiYh06dEiHDh3Stm3bFB0dLW9v72qx5eXlioiIUEJCgs3zU6dOKSoqSvHx8YqJiVHPnj0bZqAAADQwd3d3vfLKUs2b95SOHz+mrVvjrUmwqnr06KX/+Z9XbFZxXSkuLi565pnnNH/+XJWXl+utt1borbdW2NRxc3NTaOgUrVkTI0lKSUlR7959a333H/84VQUF+Vq79h0lJZ3Qs88+Xa2Oh4eHXnwxUj169GqYATUAtk8CAADArr/97W/WhNjvf/97bd68Wfv27dO6det05513ymw2a+nSpdqxY4dNnNlsVnh4uJKTk+Xj46PIyEh9+eWX+vTTTzVr1iy5urrqwIEDmj9/vt12lyxZooSEBBmNRs2cOVMJCQnau3evFi1aJF9fX2VmZuqxxx5TQUHBFf8dAADgrDZtAvTWW+/o2WcX6Le/vUO+vn5ycXGRt3dL3XLLQD399LOKilqt1q3bXLU+DRo0RKtWva2hQ4fJ37+1XFxc1KKFpwIDu2nChGCtXv2+Zsx4zHom2uef76rTew0Ggx599HFFR6/V6NH3q0OHjjKZ3GUyuevGG7sqOPgPio3dqMGDh17B0dWfwWKxWBq7E6iQlZUns9n5P0dAQEuFzrW/VxnN23tLJikzM7exuwEAzZbRaFDr1tVXRDVlZ86c0X333Sez2azQ0FD9+c9/tikvLS1VSEiIjhw5oqCgIG3fvt1a9uGHH+qpp56SJK1bt0633XabTez//u//Wt+3fv163XLLLdayjIwMjRgxQqWlpYqIiKi2Ci0xMVHBwcEqKSnR008/rfDw8MseK3OwhsOcA7g2+fmY5Gqyf+j6ta6spFgXLpY0djfQSGqbg7F9EgAAANV89tlnMpvNMhgMmjlzZrVyNzc3jR49WkeOHFFSUpLy8/Pl5VVxaO7q1aslSYMGDaqWEJOkkJAQrVmzRqdOndLGjRttkmKxsbEqLS2Vj4+PwsLCqsX26tVL48eP1/r167Vx48YGSYoBQHNXkTQicYTmh+2TAAAAqCYsLEy7d+/Wu+++q7Zt29ZY12AwWA/Nv3Dhgg4fPixJGjZsmMP6Q4cOlSTt2mW7LeOLLyqurr/zzjvl4eFhN77yvWfPnlVSUlLdBgQAAPArJMUAAABgV4cOHXT77bfbLcvPz9fmzZslSb/97W/l7l6x7eb48eOqPJ2jT58+Dt9dWZadna309HRJUklJiU6ePClJ6tvX8aG+vXv3tn4+cuRIXYcDAABgg+2TAAAAqJO8vDydP39eX331lVavXq2zZ8+qZcuWNgfmp6WlWT937NjR4bvat29v/ZyamqoOHTro/PnzKisrqzU2ICBAbm5uKi0tVWpq6uUMCQAANGMkxQAAAFAnEydOVHJysvXnHj166PXXX1f37t2tzy5cuGD93KpVK4fvatmypfXzpUuXqsVWLf81o9EoLy8v5eTk6OLFi/UaAwAAQCWSYgAAAKiT8+fP2/x84sQJLViwQAsXLrQmxoqLi63llVsq7al6XlhlTElJid1yeyrfXbU9Z11rN4M2dQEBjhOaAAA0JSTFAAAAUCuz2az4+Hh17NhRFy5c0I4dO/T666/r22+/VWhoqDZs2KAbb7xRLi4ukioO069J5bljVRmNvxx360y8s7Ky8mQ2O/8+kkC2MjNzG7sLAABIkoxGQ41ffnHQPgAAAGplNBoVGBgok8mktm3batq0aXrzzTclSTk5OXrjjTckSS1atJBUkbSquvLr1+ytKPP09LQ+KyoqqrE/le+ubUUZAACAIyTFAAAA4JS77rpLd911lyRp165dkmzPEcvNdbxiqGqZn5+fJNtzxPLy8hzGms1m5efn28QCAADUF0kxAAAAOK1v376SpIKCAmVnZ6tr167WsvT0dIdxGRkZ1s8dOnSQVHEjZeXKr5piMzMzVVpaao0BAABwBkkxAAAAVLN8+XI99NBDeuaZZ2qsV3Wbo7u7u4KCgqzngSUmJjqMO3r0qCTJ19fXmtgyGo3WA/uPHTtWa6wk9enTp5aRAAAA2EdSDAAAANWcO3dOBw4c0M6dO3Xp0iW7dSwWi/bt2ydJ6tq1q7y8vOTt7a2BAwdK+mVLpb24PXv2SJLuuecem7LBgwdLkvbt2+fwZsndu3dLktq1a6egoKD6DQwAAOD/kBQDAABANWPHjpVUsRKs8hD9X3v77bd18uRJSdKDDz5ofT5u3DhJ0p49e7R///5qcevXr9epU6ckSVOnTrUpu//++2U0GpWdna1Vq1ZVi01MTFR8fLwkacqUKbXeUgkAAOAISTEAAABUc+edd2rkyJGSpLVr1+qpp57SoUOHdOHCBR09elQvvPCClixZIknq16+fJk+ebI2dOHGievXqJYvFolmzZik2Nlbnz59XWlqali1bpoULF0qS7r33Xt1888027Xbv3l0PPfSQJGnlypWKjIzU6dOnlZWVpS1btujhhx9WSUmJOnXqpJCQkKvxqwAAANcpg8VisTR2Jy5HZmamxo4dq5ycHC1ZskQPPPCA3Xp5eXmKiYnRzp07lZKSIpPJpMDAQI0bN04hISFydXV12IbZbFZcXJzi4uJ04sQJlZeXq0OHDho+fLjCwsIa7NajrKw8mc3O/zkCAloqdO66BukLri/vLZmkzEzHN4ABAK4so9Gg1q29G7sb9VZYWKgnnnhCn3/+ucM6t99+u5YuXSp/f3+b5ykpKZo6darS0tLsxg0YMEDvvPOOWrRoUa2sqKhIs2bN0t69e+3G+vv767333lNgYGA9RuMYc7CGw5wDANCU1DYHc5wJuka88MILysnJqbFOVlaWQkNDlZycbH1WXFysQ4cO6dChQ9q2bZuio6Pl7V39F1VeXq6IiAglJCTYPD916pSioqIUHx+vmJgY9ezZs0HGAwAA0FS0aNFCUVFR+uijjxQXF6cffvhBeXl58vHxUd++fTVu3DiNGjVKRmP1zQedO3fW1q1bFRMTo4SEBKWmpspisahbt24aO3asJk+eLJPJZLddDw8PRUdHKy4uTps3b1ZSUpKKiorUvn17DR06VOHh4QoICLjSwwcAANe5azoptmHDBushrY6YzWaFh4crOTlZPj4+euaZZzR06FAVFRVp8+bNioqK0oEDBzR//nwtXbq0WvySJUuUkJAgo9Go8PBwTZw4UZ6envr888+1ePFiZWZm6rHHHtP27dvl6el5hUYKAADQOAwGg0aPHq3Ro0fXO9bb21sRERGKiIiod6zRaFRwcLCCg4PrHQsAAFAX1+yZYikpKVq0aFGt9T766CP98MMPkirOpQgODlZAQIA6d+6siIgILViwQJL08ccf6+DBgzaxGRkZWreuYin87NmzNWfOHHXp0kVt2rTRhAkTtGbNGplMJqWlpSk2NraBRwgAAAAAAIAr5ZpMipnNZj377LMqKCjQ+PHja6y7evVqSdKgQYN02223VSsPCQlRt27dJEkbN260KYuNjVVpaal8fHwUFhZWLbZXr17W9n8dCwAAAAAAgKbrmkyKxcTE6JtvvlGfPn00c+ZMh/UuXLigw4cPS5KGDRtmt47BYNDQoUMlSbt27bIp++KLLyRV3L7k4eFhN77yvWfPnlVSUlK9xgEAAAAAAIDGcVWTYmVlZUpJSbmsdxw/flxvvPGGTCaTFi9eXOOtkcePH1fl5Zp9+vRxWK+yLDs7W+np6ZKkkpISnTx5UpLUt29fh7G9e/e2fj5y5EjdBwIAAHCVNMQcDAAA4HrjVFJs2LBhGj58uDVpVBfff/+9BgwYoGnTpjnTpKSKRNXcuXNVUlKi2bNnq0ePHjXWr3oFeMeOHR3Wa9++vfVzamqqJOn8+fMqKyurNTYgIEBubm42sQAAAFdCY83BAAAArkdO3T6Znp4ug8Gg0tLSOsdU1s/MzHSmSUnSsmXLlJiYqAEDBuiRRx6ptf6FCxesn1u1auWwXsuWLa2fL126VC22avmvGY1GeXl5KScnRxcvXqy1TwAAAM5qrDkYAADA9ajGpFhBQYFycnIclmdmZtaYbKr6nsoD793d3evXw//z3XffKSYmRh4eHlq0aJFcXFxqjSkuLrZ+rqndqueFVcaUlJTYLben8t1V2wMAAHBWU5qDAQAAXK9qTIpduHBBY8aMqZbsMRgMkqTw8PB6NWYwGHTTTTfVs4sVE7p58+apvLxczz77rAIDA+sUV5k4q+yvI5XnjlVlNP6ys9SZeGe0bu3dIO8B7AkIcLziEQDQtDSVORgAAMD1rMakWMeOHTVjxgwtW7asQRrz8vLSk08+We+4l19+WWfPntUdd9yhyZMn1zmuRYsWkiqSViUlJQ6/IbW3oszT09P6rKioqMZ2KleV1bairDZZWXkym51PsJH0QE0yM3MbuwsA0GwZjYZ6ffnVVOZgAAAA17NazxSbMWOGDAaDzGaz9dny5ctlMBj04IMPKiAgoMZ4g8Egk8mkgIAA3X333bXW/7XPP/9c69evl5eXlxYtWlTrqq2qqm4ryM3NdZgUy839JVng5+cnyfYcsby8PIdtmM1m5efn28QCAABcrsaegwEAAFzvak2KmUwmzZo1y+bZ8uXLJUl/+MMf1KtXryvTs/+zY8cOSVJ+fr6GDRtWY925c+dq7ty5kqTjx4+ra9eu1rL09HS1adPGblxGRob1c4cOHSRV3Ejp4eGhoqIipaenO2wzMzPTetht1VssAQAALkdjz8EAAACud07dPrlo0SJJvySQmqqgoCAZDAZZLBYlJiaqX79+dusdPXpUkuTr62tNbBmNRnXv3l1HjhzRsWPHHLZRGStJffr0acDeAwAA2LpW5mAAAADXAqeSYuPHj2/ofjj017/+VQsWLHBYnpGRoTFjxkiSIiMjNXr0aGuZt7e3Bg4cqG+//Va7du3Sgw8+WC3eYrFoz549kqR77rnHpmzw4ME6cuSI9u3bp+LiYrvbL3fv3i1JateunYKCguo9PgAAgLq6mnMwAACA651TSbFfKy0tVUFBgcrLy+t0E2Pr1q3r/G6TySSTyeSwvOrh9iaTSV5eXjbl48aN07fffqs9e/Zo//79+t3vfmdTvn79ep06dUqSNHXqVJuy+++/X2+99Zays7O1atUqRURE2JQnJiYqPj5ekjRlypR6nXcGAABwua7kHAwAAOB653RSrLS0VGvWrFF8fLw1qVQXBoPBZsvhlTZx4kStW7dOiYmJmjVrlp5++mmNGDFCZWVl2rx5s1atWiVJuvfee3XzzTfbxHbv3l0PPfSQ3nvvPa1cuVK5ubmaNGmSWrVqpS+++EIvv/yySkpK1KlTJ4WEhFy1MQEAgObrWpmDAQAANHVOJcUsFoseffRR7d+/3/pzU+Xi4qLly5dr6tSpSktL08KFC7Vw4UKbOgMGDNDixYvtxs+bN09nzpzR3r17tXbtWq1du9am3N/fX9HR0fL2rvs16wAAAM64luZgAAAATZ1TSbH4+Hjt27fPul2wV69e6tKlizw9PZvkFsLOnTtr69atiomJUUJCglJTU2WxWNStWzeNHTtWkydPdrhF08PDQ9HR0YqLi9PmzZuVlJSkoqIitW/fXkOHDlV4eDhXnAMAgKviWpuDAQAANGVOJcW2bNkiqeIg++joaPXv379BO1UfnTp10vHjx2ut5+3trYiIiGrngtWF0WhUcHCwgoODnekiAABAg2hKczAAAIBrndGZoOPHj8tgMOjRRx9lMgYAAHCVMAcDAABoOE4lxYqKiiRJt956a4N2BgAAAI4xBwMAAGg4TiXF2rZtK0kqKSlp0M4AAADAMeZgAAAADceppNjdd98tSdq7d2+DdgYAAACOMQcDAABoOE4lxaZOnSp3d3etXbu2TofcAwAA4PIxBwMAAGg4Li+99NJL9Q3y9fVVt27d9Mknnyg+Pl55eXnWa8DLyspUWFhY4z9PT8+GHsd1obCwRBaL8/FeXu6KSzjccB3CdWPiiH4qKGCrDQA0FoPBIE9P02W/hznYlcEcrOEw5wAANCW1zcFcnXnp+PHjJUktWrTQxYsXFR0drejo6Dp36OjRo840CwAA0KwxBwMAAGg4TiXFjh07ZvOz5XK+WgMAAECdMAcDAABoOE4lxcaNG2ddqg8AAICrgzkYAABAw3EqKfbyyy83dD8AAABQC+ZgAAAADcep2ycBAAAAAACAaxlJMQAAAAAAADQ7Tm2f/Pe//31Zjf72t7+9rHgAAIDmiDkYAABAw3EqKTZ58mSnD3nlOnAAAADnMAcDAABoOE4lxSSuAAcAAGgMzMEAAAAahlNJsblz59ZYbjablZubq4yMDO3fv1+ZmZm68cYbtWjRIrVs2dKpjgIAADR3zMEAAAAajlNJsbCwsDrXLSkp0auvvqp3331Xr776qtatW+dMkwAAAM0eczAAAICGc8VvnzSZTHr++ed1xx136MCBA1q/fv2VbhIAAKDZYw4GAABQsyueFKsUEhIii8WiLVu2XK0mAQAAmj3mYAAAAPZdtaRYx44dJUmnTp26Wk0CAAA0e8zBAAAA7LtqSbGUlBRJUmlp6dVqEgAAoNljDgYAAGDfVUmK5eXl6Z///Kck6cYbb7waTQIAADR7zMEAAAAcc+r2yR07dtSpXmFhodLS0vTBBx8oLS1NBoNBI0aMcKZJAACAZo85GAAAQMNxKin21FNPyWAw1Duubdu2mjp1qjNNAgAANHvMwQAAABqO09snLRZLvf7dfvvtWrNmjby9vRuy/wAAAM0KczAAAICG4dRKsUWLFtVax2AwyMXFRa1atVLPnj3Vrl07Z5oCAADA/2EOBgAA0HCcSoqNHz++ofsBAACAWjAHAwAAaDhX5fZJAAAAAAAAoClxaqXYr126dEn/7//9P504cUI5OTkyGo3y8fFRt27ddPvtt8vPz68hmgEAAEAVzMEAAACcd1lJscLCQv3973/Xxo0bVVxcbLeOi4uLJkyYoOeee04tWrS4nOYAAAAg5mAAAAANwentk9nZ2XrwwQcVGxuroqIihzcelZWVaePGjZo4caKys7Mbsu8AAADNDnMwAACAhuH0SrGIiAglJSVJkrp27arg4GD1799fbdq0UXl5ubKysnTw4EHFxcXpzJkzOn36tObOnavo6OgG6zwAAEBz01hzsN27d2vTpk06dOiQLly4IA8PD3Xt2lUjRozQpEmT5O3tbTcuLy9PMTEx2rlzp1JSUmQymRQYGKhx48YpJCRErq6Op6Nms1lxcXGKi4vTiRMnVF5erg4dOmj48OEKCwtjeygAALgsBovFYqlv0M6dO/XEE0/IYDDo97//vV588UW5ubnZrVtaWqq//OUv2rRpkwwGg/75z39q0KBBl93x61FWVp7M5nr/OawCAloqdO66BuwRrhfvLZmkzMzcxu4GADRbRqNBrVvbTxrVR2PMwcrKyjR37lx9+OGHDut06tRJUVFR6t69u83zrKwshYaGKjk52W7cgAEDFB0dbTehVl5eroiICCUkJNiNDQgIUExMjHr27Fn3wTjAHKzhMOcAADQltc3BnNo+uW3bNklSv379tHDhQoeTMUlyc3PTwoUL1a9fP0lSXFycM00CAAA0e40xB3vllVesCbExY8Zo48aN+uqrr7RlyxbNmjVLbm5uSk1NVXh4uAoKCqxxZrNZ4eHhSk5Olo+PjyIjI/Xll1/q008/1axZs+Tq6qoDBw5o/vz5dttdsmSJEhISZDQaNXPmTCUkJGjv3r1atGiRfH19lZmZqccee8ymTQAAgPpwKil26NAhGQwG/eEPf6hTfYPBoEmTJslisejo0aPONAkAANDsXe052Pnz5xUbGytJCgkJ0d///nf169dPfn5+6t27tyIiIrRixQpJUmpqqt5//31r7EcffaQffvhBkrRy5UoFBwcrICBAnTt3VkREhBYsWCBJ+vjjj3Xw4EGbdjMyMrRuXcXKq9mzZ2vOnDnq0qWL2rRpowkTJmjNmjUymUxKS0uz9g8AAKC+nEqKVR7W2q1btzrHBAYGSqqYXAEAAKD+rvYc7NNPP1VZWZkMBoOeeOIJu3WGDBmiAQMGSJL27Nljfb569WpJ0qBBg3TbbbdViwsJCbGOY+PGjTZlsbGxKi0tlY+Pj8LCwqrF9urVS+PHj7cbCwAAUFdOJcUqr/XOza37eQGVdd3d3Z1pEgAAoNm72nOwn376Se7u7urQoYPatGnjsF6XLl2s9SXpwoULOnz4sCRp2LBhdmMMBoOGDh0qSdq1a5dN2RdffCFJuvPOO+Xh4WE3vvK9Z8+etV48AAAAUB9OJcW6du0qqeIWorqqrNu5c2dnmgQAAGj2rvYcbM6cOTp06JC2bt1aY72zZ89Kknx8fCRJx48fV+VdTn369HEYV1mWnZ2t9PR0SVJJSYlOnjwpSerbt6/D2N69e1s/HzlypLahAAAAVONUUmzw4MGyWCxav369Dhw4UGv9gwcPav369TIYDBo8eLAzTQIAADR7jTUHs3c7ZKXjx49bzwS79dZbJUlpaWnW8o4dOzqMbd++vfVzamqqpIptnmVlZbXGBgQEWC8aqIwFAACoD1dngkJDQ7VmzRrl5eUpLCxMERER+v3vf19twpSXl6dNmzbpjTfeUGlpqTw9PfXHP/6xQToOAADQ3DS1OVhJSYlefPFFWSwWubq66sEHH5RUsX2yUqtWrRzGt2zZ0vr50qVL1WKrlv+a0WiUl5eXcnJydPHiRafHgIZlLitVQIDjv1tzU1ZSrAsXSxq7GwAAB5xKivn7++svf/mL/vSnP6moqEiLFy/Wq6++qsDAQPn7+8tgMCgrK0unT59WeXm5dfl8ZGSk/P39G3QAAAAAzUVTmoOZzWbNnz/fukosLCzMeqh/cXGxtV5NZ5lVPS+sMqakpMRuuT2V767aHhqX0dVN3y6Z3tjdaDJunRstiaQYADRVTiXFJGn06NFydXXViy++qJycHJWVlenHH3+0qVM5EWvVqpUiIyM1cuTIy+stAABAM9cU5mDl5eV64YUXrGeN3XHHHYqIiLCWu7i4SKo4TL8mlf2symj85XQPZ+Kd0bq14+2hwOVi5RwANF1OJ8UkaeTIkbrrrrsUFxenL7/8UklJScrJyZHFYpGPj4969uypu+++2+6yfgAAADinMedghYWFevrpp/XZZ59Jkvr376+VK1fK1fWXaWXlLZkWi0UlJSUOV4vZW1Hm6elpfVZUVFRjXypXldW2oqw2WVl5MpudT7CR9EBNMjPrflssAKBhGY2GGr/8uqykmFTxTWBQUJCmTp1arez999+XyWSq9Vs+AAAA1E9jzMF+/vlnzZw5U4cPH5Yk3X777XrzzTerJd6qniOWm5vrMCmWm/tLssDPz0+S7TlieXl5DvtiNpuVn59vEwsAAFAfTt0+Wentt9/W4MGDFR4ertLS0mrlcXFxeuGFFzR06FBt3rz5cpoCAADA/2mMOdipU6cUEhJiTYjde++9iomJsbsSrWvXrtbP6enpDt+ZkZFh/dyhQwdJFTdSVq78qik2MzPTOvaqt1gCAADUldNJscjISL3yyivKzc1VeXm5zp49W61OWlqaLBaLcnNzNX/+fL3zzjuX1VkAAIDmrjHmYImJifrDH/6g1NRUSdK0adP0+uuvy2Qy2a0fFBRkXaWWmJjo8L1Hjx6VJPn6+loTW0ajUd27d5ckHTt2rNZYSerTp089RgMAAFDBqaTY119/rdjYWEnSDTfcoOeff9767V5Vn3zyiV577TW1b99eFotFr732mk6cOHF5PQYAAGimGmMOlpycrGnTpiknJ0cGg0HPP/+8nn32WZsD8X/N29tbAwcOlCTt2rXLbh2LxaI9e/ZIku655x6bssGDB0uS9lCmSxwAACAASURBVO3b5/Bmyd27d0uS2rVrp6CgoHqNCQAAQHIyKfb+++9Lktq2batNmzZp8uTJ1gNVq2rVqpXGjBmj+Ph4BQQEqLy8XO++++7l9RgAAKCZutpzsJKSEj311FPKzs6WJC1cuNDuGWb2jBs3TpK0Z88e7d+/v1r5+vXrderUKUmq9s77779fRqNR2dnZWrVqVbXYxMRExcfHS5KmTJnC+bUAAMApTiXFDh48KIPBoBkzZuiGG26otb6vr6+mT58ui8Wir776ypkmAQAAmr2rPQfbsGGDjhw5IkkaP368Ro8erfz8fIf/CgsLrbETJ05Ur169ZLFYNGvWLMXGxur8+fNKS0vTsmXLtHDhQkkVZ5PdfPPNNu12795dDz30kCRp5cqVioyM1OnTp5WVlaUtW7bo4YcfVklJiTp16qSQkJB6jwsAAEBy8vbJrKwsSfU7v6Fv376SpJ9++smZJgEAAJq9qz0HW7NmjfVzfHy8dXWWIx07drRul3RxcdHy5cs1depUpaWlaeHChdZEWKUBAwZo8eLFdt81b948nTlzRnv37tXatWu1du1am3J/f39FR0fbPegfAACgLpxaKVZ5zXZBQUGdY8rLyyXJ4ZXcAAAAqNnVnINlZ2fbPcS/Pjp37qytW7dq1qxZCgoKUosWLeTh4aE+ffpo7ty5evfdd+1u/5QkDw8PRUdHKzIyUgMHDlTLli3l5uamLl26aMqUKdq6dasCAwMvq38AAKB5c2qlWOfOnZWdna09e/bo7rvvrlPM3r17JUmdOnVypkkAAIBm72rOwfz9/XX8+PF69/HXvL29FRERoYiIiHrHGo1GBQcHKzg4+LL7AQAA8GtOrRQbMWKELBaL1q9fr4MHD9ZaPzExUWvXrpXBYLDeJgQAAID6YQ4GAADQcJxKio0fP14+Pj4qLS3Vww8/rOXLlyslJaVavfT0dEVFRWnSpEkqLCxUixYtNGXKlMvuNAAAQHPEHAwAAKDhOLV90t/fX0uWLNHMmTNVXFysFStWaMWKFfL29pavr68kKScnR3l5eZIki8Uig8G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