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[Ch 7. 시계열 데이터를 다뤄보자] from "파이썬으로 데이터 주무르기(민형기 지음)"
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 7장. 시계열 데이터를 다뤄보자\n",
"<분석 목적>\n",
"- 페이스북에서 만든 ```fbprophet```이라는 모듈을 사용하여, 시계열 예측을 수행해보고자 한다\n",
" - ```fbprophet```이라는 모듈을 사용하려면, 윈도우 유저들은 먼저 **Visual C++ Build Tools**를 설치해야 한다\n",
" - 그리고 cmd 창에서 ```pip install pystan```과 ```pip install prophet```을 수행해야 한다\n",
" - 난 설치 실패로 인해 ```pip install pystan``` 대신, ```conda install -c conda-forge fbprophet```과 ```pip install plotly```를 수행하였다\n",
" - 추가적으로 cmd 창에서 ```pip install pandas_datareader``` 명령을 수행해서 **pandas_datareader**도 설치해줘야 한다 \n",
" \n",
"<데이터 설명>\n",
"- https://goo.gl/5wWzLL 에서 **\"08. PinkWink Web Tracffic.csv\"** 데이터를 다운 받아서 사용했다\n",
" - 해당 데이터는 저자 블로그의 **\"웹 트래픽\"** 관련 데이터이다"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Numpy의 polyfit으로 회귀(Regression) 분석하기"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:46.032524Z",
"start_time": "2020-06-03T11:46:39.416857Z"
}
},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"import pandas as pd\n",
"import pandas_datareader.data as web\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"from fbprophet import Prophet\n",
"from datetime import datetime"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**```matplotlib```에서 한글 폰트 문제를 해결해주기 위한 코드**"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:46.044534Z",
"start_time": "2020-06-03T11:46:46.034526Z"
}
},
"outputs": [],
"source": [
"path = \"c:/Windows/Fonts/malgun.ttf\"\n",
"import platform\n",
"from matplotlib import font_manager, rc\n",
"if platform.system() == 'Darwin':\n",
" rc('font', family='AppleGothic')\n",
"elif platform.system() == 'Windows':\n",
" font_name = font_manager.FontProperties(fname = path).get_name()\n",
" rc('font', family = font_name)\n",
"else:\n",
" print('Unknown system... sorry~~~~') \n",
"\n",
"plt.rcParams['axes.unicode_minus'] = False"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:46.117587Z",
"start_time": "2020-06-03T11:46:46.048537Z"
}
},
"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>hit</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>16. 7. 1.</th>\n",
" <td>766.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16. 7. 2.</th>\n",
" <td>377.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16. 7. 3.</th>\n",
" <td>427.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16. 7. 4.</th>\n",
" <td>902.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16. 7. 5.</th>\n",
" <td>850.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" hit\n",
"date \n",
"16. 7. 1. 766.0\n",
"16. 7. 2. 377.0\n",
"16. 7. 3. 427.0\n",
"16. 7. 4. 902.0\n",
"16. 7. 5. 850.0"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pinkwink_web = pd.read_csv(\"../data/08. PinkWink Web Traffic.csv\",\n",
" encoding = 'utf-8', thousands = ',',\n",
" names = ['date', 'hit'], index_col = 0)\n",
"pinkwink_web = pinkwink_web[pinkwink_web['hit'].notnull()]\n",
"pinkwink_web.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**2016년 7월 1일부터 2017년 6월 16일까지의 유입량을 그려보았다**\n",
"- 이렇게만 봐서는 **주기성**이 존재하는지에 대한 여부를 정확하게 알 수 없다"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:46.559898Z",
"start_time": "2020-06-03T11:46:46.127595Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pinkwink_web['hit'].plot(figsize = (12, 4), grid = True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**위 그래프에 대한 '선형 회귀 직선' 및 '다항 회귀식'을 표현해보려 한다**\n",
"- 회귀 모델을 1차, 2차, 3차, 15차 다항식으로 표현하고, 결과를 확인해보겠다"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:46.571908Z",
"start_time": "2020-06-03T11:46:46.563903Z"
}
},
"outputs": [],
"source": [
"time = np.arange(0, len(pinkwink_web)) # 시간축(time) 생성 (0부터 365까지)\n",
"traffic = pinkwink_web['hit'].values # 웹 트래픽의 자료를 traffic 변수에 저장\n",
"\n",
"fx = np.linspace(0, time[-1], 1000) # 0부터 364까지를 1000개로 분할"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- **RMSE(Root Mean Square Error)**을 계산해주는 ```error()``` 함수를 생성"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:46.587919Z",
"start_time": "2020-06-03T11:46:46.575912Z"
}
},
"outputs": [],
"source": [
"def error(f, x, y):\n",
" return np.sqrt(np.mean((f(x) - y) ** 2)) # RMSE(Root Mean Square Error)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 각 차수별 다항식의 **'RMSE(Root Mean Square Error)'**을 계산하고, 결과를 시각화\n",
" - 1차, 2차, 3차 다항식의 RMSE(Root Mean Square Error)는 거의 비슷한 반면, 15차 다항식의 RMSE(Root Mean Square Error)는 비교적 낮은 것을 알 수 있다\n",
" - 이는 모델이 복잡해질수록 주어진 데이터에 대한 fitting 정확도가 높아지기 때문이다 (단, **모델이 너무 복잡**하면 **과적합(overfitting)** 문제가 발생할 수 있다!!)\n",
"\n",
"<참고>\n",
"- Numpy의 polyfit, poly1d의 사용법 관련 참고 사이트: https://pinkwink.kr/1127"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:46.636955Z",
"start_time": "2020-06-03T11:46:46.591923Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"430.85973081109626\n",
"430.6284101894695\n",
"429.53280466762925\n",
"330.4777304274343\n"
]
}
],
"source": [
"# 1차 다항식\n",
"fp1 = np.polyfit(time, traffic, 1)\n",
"f1 = np.poly1d(fp1)\n",
"\n",
"# 2차 다항식\n",
"f2p = np.polyfit(time, traffic, 2)\n",
"f2 = np.poly1d(f2p)\n",
"\n",
"# 3차 다항식\n",
"f3p = np.polyfit(time, traffic, 3)\n",
"f3 = np.poly1d(f3p)\n",
"\n",
"# 15차 다항식\n",
"f15p = np.polyfit(time, traffic, 15)\n",
"f15 = np.poly1d(f15p)\n",
"\n",
"# 각 차수별 다항식의 '잔차 제곱합'을 계산\n",
"print(error(f1, time, traffic))\n",
"print(error(f2, time, traffic))\n",
"print(error(f3, time, traffic))\n",
"print(error(f15, time, traffic))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:47.043241Z",
"start_time": "2020-06-03T11:46:46.642960Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (10, 6))\n",
"plt.scatter(time, traffic, s = 10)\n",
"\n",
"plt.plot(fx, f1(fx), lw = 4, label = 'f1')\n",
"plt.plot(fx, f2(fx), lw = 4, label = 'f2')\n",
"plt.plot(fx, f3(fx), lw = 4, label = 'f3')\n",
"plt.plot(fx, f15(fx), lw = 4, label = 'f15')\n",
"\n",
"plt.grid(True, linestyle = '-', color = '0.75')\n",
"\n",
"plt.legend(loc = 2)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prophet 모듈을 이용한 forecast 예측\n",
"- 먼저 pinkwink_web 변수에서 날짜(index), 방문수(hit)만 따로 저장하겠다\n",
"- 그리고 ```pandas```의 ```to_datetime()``` 함수를 사용해서 'ds' 변수를 날짜로 선언해주겠다\n",
"- 마지막으로 ```Prophet()``` 함수를 사용할 때, **주기성이 연단위(yearly_seasonality) 및 일단위(daily_seasonality)**로 있다고 알려준다"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:50.575759Z",
"start_time": "2020-06-03T11:46:47.048246Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:numexpr.utils:NumExpr defaulting to 4 threads.\n"
]
},
{
"data": {
"text/plain": [
"<fbprophet.forecaster.Prophet at 0xa2bc840a08>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame({'ds': pinkwink_web.index, 'y': pinkwink_web['hit']})\n",
"df.reset_index(inplace = True)\n",
"\n",
"df['ds'] = pd.to_datetime(df['ds'], format = \"%y. %m. %d.\") # \"yyyy-mm-dd\" 형태로 변경\n",
"\n",
"# 'ds' 변수를 생성해줬으므로, 'date' 변수는 삭제\n",
"del df['date']\n",
"\n",
"m = Prophet(yearly_seasonality = True, daily_seasonality = True)\n",
"m.fit(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**```make_future_dataframe()```로 지정된 날짜 수만큼 미래로 확장하는 적절한 데이터 프레임 얻기**\n",
"- 즉, 여기서는 60일 간의 데이터를 예측하고 싶다고 설정해준 것이다!"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:50.595758Z",
"start_time": "2020-06-03T11:46:50.578746Z"
}
},
"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>ds</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>420</th>\n",
" <td>2017-08-25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>421</th>\n",
" <td>2017-08-26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422</th>\n",
" <td>2017-08-27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>423</th>\n",
" <td>2017-08-28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>424</th>\n",
" <td>2017-08-29</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds\n",
"420 2017-08-25\n",
"421 2017-08-26\n",
"422 2017-08-27\n",
"423 2017-08-28\n",
"424 2017-08-29"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"future = m.make_future_dataframe(periods = 60)\n",
"future.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**```predict()```를 사용하여 예측한 데이터를 forecast 변수에 저장**"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:54.370430Z",
"start_time": "2020-06-03T11:46:50.599760Z"
}
},
"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>ds</th>\n",
" <th>trend</th>\n",
" <th>yhat_lower</th>\n",
" <th>yhat_upper</th>\n",
" <th>trend_lower</th>\n",
" <th>trend_upper</th>\n",
" <th>additive_terms</th>\n",
" <th>additive_terms_lower</th>\n",
" <th>additive_terms_upper</th>\n",
" <th>daily</th>\n",
" <th>...</th>\n",
" <th>weekly</th>\n",
" <th>weekly_lower</th>\n",
" <th>weekly_upper</th>\n",
" <th>yearly</th>\n",
" <th>yearly_lower</th>\n",
" <th>yearly_upper</th>\n",
" <th>multiplicative_terms</th>\n",
" <th>multiplicative_terms_lower</th>\n",
" <th>multiplicative_terms_upper</th>\n",
" <th>yhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2016-07-01</td>\n",
" <td>824.576922</td>\n",
" <td>502.632088</td>\n",
" <td>946.950792</td>\n",
" <td>824.576922</td>\n",
" <td>824.576922</td>\n",
" <td>-94.335613</td>\n",
" <td>-94.335613</td>\n",
" <td>-94.335613</td>\n",
" <td>236.084315</td>\n",
" <td>...</td>\n",
" <td>-51.467790</td>\n",
" <td>-51.467790</td>\n",
" <td>-51.467790</td>\n",
" <td>-278.952139</td>\n",
" <td>-278.952139</td>\n",
" <td>-278.952139</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>730.241309</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2016-07-02</td>\n",
" <td>825.416679</td>\n",
" <td>78.304003</td>\n",
" <td>511.903625</td>\n",
" <td>825.416679</td>\n",
" <td>825.416679</td>\n",
" <td>-525.935009</td>\n",
" <td>-525.935009</td>\n",
" <td>-525.935009</td>\n",
" <td>236.084315</td>\n",
" <td>...</td>\n",
" <td>-467.268743</td>\n",
" <td>-467.268743</td>\n",
" <td>-467.268743</td>\n",
" <td>-294.750582</td>\n",
" <td>-294.750582</td>\n",
" <td>-294.750582</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>299.481669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2016-07-03</td>\n",
" <td>826.256435</td>\n",
" <td>211.423174</td>\n",
" <td>631.597398</td>\n",
" <td>826.256435</td>\n",
" <td>826.256435</td>\n",
" <td>-406.571231</td>\n",
" <td>-406.571231</td>\n",
" <td>-406.571231</td>\n",
" <td>236.084315</td>\n",
" <td>...</td>\n",
" <td>-335.184312</td>\n",
" <td>-335.184312</td>\n",
" <td>-335.184312</td>\n",
" <td>-307.471234</td>\n",
" <td>-307.471234</td>\n",
" <td>-307.471234</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>419.685205</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2016-07-04</td>\n",
" <td>827.096192</td>\n",
" <td>744.344249</td>\n",
" <td>1163.872565</td>\n",
" <td>827.096192</td>\n",
" <td>827.096192</td>\n",
" <td>135.972339</td>\n",
" <td>135.972339</td>\n",
" <td>135.972339</td>\n",
" <td>236.084315</td>\n",
" <td>...</td>\n",
" <td>217.224608</td>\n",
" <td>217.224608</td>\n",
" <td>217.224608</td>\n",
" <td>-317.336584</td>\n",
" <td>-317.336584</td>\n",
" <td>-317.336584</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>963.068531</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2016-07-05</td>\n",
" <td>827.935949</td>\n",
" <td>773.450382</td>\n",
" <td>1199.634274</td>\n",
" <td>827.935949</td>\n",
" <td>827.935949</td>\n",
" <td>164.825671</td>\n",
" <td>164.825671</td>\n",
" <td>164.825671</td>\n",
" <td>236.084315</td>\n",
" <td>...</td>\n",
" <td>253.352629</td>\n",
" <td>253.352629</td>\n",
" <td>253.352629</td>\n",
" <td>-324.611273</td>\n",
" <td>-324.611273</td>\n",
" <td>-324.611273</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>992.761620</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" ds trend yhat_lower yhat_upper trend_lower trend_upper \\\n",
"0 2016-07-01 824.576922 502.632088 946.950792 824.576922 824.576922 \n",
"1 2016-07-02 825.416679 78.304003 511.903625 825.416679 825.416679 \n",
"2 2016-07-03 826.256435 211.423174 631.597398 826.256435 826.256435 \n",
"3 2016-07-04 827.096192 744.344249 1163.872565 827.096192 827.096192 \n",
"4 2016-07-05 827.935949 773.450382 1199.634274 827.935949 827.935949 \n",
"\n",
" additive_terms additive_terms_lower additive_terms_upper daily \\\n",
"0 -94.335613 -94.335613 -94.335613 236.084315 \n",
"1 -525.935009 -525.935009 -525.935009 236.084315 \n",
"2 -406.571231 -406.571231 -406.571231 236.084315 \n",
"3 135.972339 135.972339 135.972339 236.084315 \n",
"4 164.825671 164.825671 164.825671 236.084315 \n",
"\n",
" ... weekly weekly_lower weekly_upper yearly yearly_lower \\\n",
"0 ... -51.467790 -51.467790 -51.467790 -278.952139 -278.952139 \n",
"1 ... -467.268743 -467.268743 -467.268743 -294.750582 -294.750582 \n",
"2 ... -335.184312 -335.184312 -335.184312 -307.471234 -307.471234 \n",
"3 ... 217.224608 217.224608 217.224608 -317.336584 -317.336584 \n",
"4 ... 253.352629 253.352629 253.352629 -324.611273 -324.611273 \n",
"\n",
" yearly_upper multiplicative_terms multiplicative_terms_lower \\\n",
"0 -278.952139 0.0 0.0 \n",
"1 -294.750582 0.0 0.0 \n",
"2 -307.471234 0.0 0.0 \n",
"3 -317.336584 0.0 0.0 \n",
"4 -324.611273 0.0 0.0 \n",
"\n",
" multiplicative_terms_upper yhat \n",
"0 0.0 730.241309 \n",
"1 0.0 299.481669 \n",
"2 0.0 419.685205 \n",
"3 0.0 963.068531 \n",
"4 0.0 992.761620 \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forecast = m.predict(future)\n",
"forecast.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 확인해보고자 하는 변수들만 뽑아내서 확인\n",
" - **'ds', 'yhat', 'yhat_lower', 'yhat_upper'** 변수들만 뽑아냈다"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:54.393448Z",
"start_time": "2020-06-03T11:46:54.373433Z"
}
},
"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>ds</th>\n",
" <th>yhat</th>\n",
" <th>yhat_lower</th>\n",
" <th>yhat_upper</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>420</th>\n",
" <td>2017-08-25</td>\n",
" <td>911.790860</td>\n",
" <td>687.739352</td>\n",
" <td>1123.165010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>421</th>\n",
" <td>2017-08-26</td>\n",
" <td>496.917939</td>\n",
" <td>299.881040</td>\n",
" <td>719.876299</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422</th>\n",
" <td>2017-08-27</td>\n",
" <td>629.458439</td>\n",
" <td>424.561921</td>\n",
" <td>838.188886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>423</th>\n",
" <td>2017-08-28</td>\n",
" <td>1181.938386</td>\n",
" <td>961.211611</td>\n",
" <td>1382.032678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>424</th>\n",
" <td>2017-08-29</td>\n",
" <td>1217.864960</td>\n",
" <td>1006.304637</td>\n",
" <td>1433.076587</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds yhat yhat_lower yhat_upper\n",
"420 2017-08-25 911.790860 687.739352 1123.165010\n",
"421 2017-08-26 496.917939 299.881040 719.876299\n",
"422 2017-08-27 629.458439 424.561921 838.188886\n",
"423 2017-08-28 1181.938386 961.211611 1382.032678\n",
"424 2017-08-29 1217.864960 1006.304637 1433.076587"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 시각화를 통해 예측 결과를 확인\n",
" - 2017년 6월 말까지의 데이터 이후, 약 2개월(60일)의 예측 결과를 볼 수 있다\n",
" - 앞서 수행한 것처럼 단순히 다항식으로 경향을 파악하는 것보다 더 효과적인 것 같다"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:54.885811Z",
"start_time": "2020-06-03T11:46:54.396449Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
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HmdrmcKQa8Mgrh/m9y8/AYJoryDRXpFtVkCESyaeqME6ILCfNClmh8DMRbq8NjLH19SMAPLl7KFqjVAsLiwFlKNgWQ+P4uwXhl0EqyIIgCMJJQytv7ltl1AtJao6WUgy1qDi2ShFTCvxM1fdIxePJ3UP85kVzOWdmO4++ElkAMC0EnG6wE5jWjWanEkGoeW1grGVmcRJOsX3PEEPV+v7bFlQz67/x1B6MgWsunstLB0cZqvrYCoKmnOnoPwUnaoCUGDjhrSICWRAEQThpOJbe3ENjHq4VfQ2WXIsDo17TGg08u3eYr//LJu6+bS3bt23GVgovc2n/iVcHCbThyrOns/IdM3hq9xGqfiS+s/osqW5mUQpqp3AWsh9qyq8OsPX1IxwcbfZ5G2M4PObzB996mo9982n2j0RrlMpX1nceHmN2Z4HfWDgHAzy9ZwilIo+3yYhkHRmaSR6kegrvrTCxiEAWBEEQThqOpTf34KhHezyJouTaHBprFshGG/7Hj55l7dMV/vFr93Hj9R/g+Se35iqTY3Glc0rR4dxZHYQGXj9SjZrIMkLaGNIo3+3bNnP3bWt54akt+KdwlXPMCxn1Ama1F3h9sNpyzc7Doxjg54MV/vz7PwWIT0Lq++KHBsdSvOv0LhxLpTaLxip9do8BKiKQhbeIeJAFQRCEk4pj4c31As1ILWBOZxGILBZam6bINS8MeX1Ug+1g3vcp/Hv+M09vfpzLlixN1/hBJMJsSzF/WgmA3UeqzGx3c+I3aSDbvm0zN17/AXzfw3Vd5tz3AOe8/z2/0vM5Uan4IRiVVuhrQUjRqY8WNMDOw1FT4wcvOZ37n3mDahA2jZEOtMG2FG2OzfmzO/jpgRGguRHSQFqlV3DUQSyCcDSkgiwIgiBMOrxQN0WLKZVPTgB4+VCFEAvrp49A1yzs+e/i8mUrcukJSaXTsRTzp7YBkUBWKt/Ml1gstpUfS8cq+77PE48/NlFP87gzVA1wbRXttYLBSr5xzpjIPjGns0DPmdMITZQEYjXYWHytceITl3lT2tJYvsZGyMhuEa0r2hYDkmQhvEVEIAuCIAiTjlbRYqZFU11Sqbz5d6IK7zX/6RYu7VmSy+hNsngdy2Jqm0NHweb1IxUsRfM0OAPdvSvSscqu63LZsuW531kul/nrz36WHz+yoSnG7GRjsOJTjCfaFW2LQw0+ZINh5+EK587q4II50aCWF/aPoBoyjv3QYMcnNKd1Fdk3VEvFcPNI6gjXUXEjpiC8ecRiIQiCIEw6DIYdT27hwaeeoLt3RTTBTdEUy/bCvhFKrsXVVy3lzle2MFycgt3QQJZUOh0rqpSeMbWN3akHuUG8KcWi7vpY5Yt6ennXZVeka5IYu5rn4bguX77vAa4/ie0XQ7WAKcVIathKUWtI7PACzWuDFVa9cwbzprTRUbB54cAoV83tSsd5Q9Ts59h1gVwLNYMVv6XFInldFy9dzjmLuif8OQqnJiKQBUEQhEnHE5s2cfPHrsX3fVy3wO33fpfTFy6msWD74sFRzp3ZgW0pzpvdwc8OjKbpCYmAS6q8iYA7Y2obOw+N8fyTW3lu60Z+7wO/QW9vLwaTNpAlY5WrfpirlCYxdjoMCYB//ddHTlqBXAvC1DsMcX50Q9TbCwdGCbTh3FkdWEpxwewOXjwwglJdObtLVEGOKtGndUW+8TvuvIveyy5h2YL3pus2lcu513XN3d+m75z3NU/qE4RfgFgsBEEQhEnHhkcfwff8SIj6HtvKjwEmJ8q0Nrx4YIQLZncCcN6sDl4dGKMWi7yk2px4kBMLwPypJV4frPCJj/w2t9/6WVavXk25XG45FKPRSpDE2Fm2jesWWNi9jFpwctoEqr7OeR5s1Txg5Zk3ojSK82ZF9ooLZnfy4oFRtM5P2Mt6kId3vwTAff/8ADd/7Fo2bapPVLz3a/dQq9XS13X7ExslC1l4S4hAFgRBECYdy1euwi242LaN4xbo7l0BJm+xeP1IhYqvOWdWOwDnxxFuOw+PASoV060qyIEBz+1A6/pAE0PUpHbN3Vt4aMd+IBqXHGREYxJj9wef+HO+8LXvcOHiHkZqJ6dAjiLW6pVby8pHtwG8Fo/lTpobz5/dSTXQ7B6JmuuSjOMjQ8Mc2PNztm/bzGvbN0f3dczE9302PPIIENlT7vnql1NRbtkOi5ZcmTsBEYRfFrFYCIIgCJOOJUuXseau+3g540E+MFrLVRuTSW5JVvJ5s6Mq54sHRujtmJGurTfpRWLQ3/9q9ABT58LwQRzHoa+vD2MM68qvsvtIlQ07D/G+C+fE45Lzx9bb20tt9nmUnGhc8mDFY2ZHYcL2YqKoBho7U4azFblkCiCNcnPjhQumRzF5e0d9TjdRFXnTpjIv/exnmJEBbrz9j/jk//tZeKOGmjoH13XpXbEKiOwpYRidTCiluPpDv8uFl10hAll4S0gFWRAEQZh0GODCxT189E8+CcDdt61lR8MAkGQEtBOLt/lTS7Q5Fi8dHAPqzWFpBTmeyrdvx7bojqmno5Tiox/9KL29vTzy8iH6Xz5E0bF4fm+UjmE1NPylxxc39LW7NvtHmgeYnAyE2pB1/iqlMNrkm+90Muo7+ndHIToZqfgaUBgi4WuUBTog8D2GBg9z2pQ23tm9kjV33cflcSZ11p5SKLbx/muvA4MIZOEtIRVkQRAEYdKRCNDGoR3v/OeHuOa97wbqwtfNNJnNaHc5Uo0u/+vUYpGvIC9f2sM9Gz1UxzQKxSIf+chHgGg8MsB1i+fxla2vM1jxmVZy0TqyEmQbyYyJxGXRsTg05jfdfzJgaH3MoTFYsXT2Q52mf0BdII/5GlQ0Rrqvrw/14lMYo1M7zNZXS4zUOrnososI4xOM3t5evvP9h/nG937Iqquuiq8KeCd9VJ5wfJAKsiAIgjDpSLytjUM7HtvwaLomqTzamcl67QU7ztatN5EltoFkWc8VS1BA98r3sOau+1i6dBlQF9KXnTEVgOf2DidHQ2ORUxMNLkmEox+efFXQFoVxaMiGDnQ93xii/QWoBDr2hEfCd84ZZ/LO887n9nu/y6LuJZzWVWTvcDWqwGf2pmfJMn7njz4exfYBYKSCLLwlRCALgiAIk45k3lrj0I6eZSvSNWkF2c4IONeJxhcblSS2NVVBlVK0F2zOW9zDhZf1ZNIuose75PQuFPD8vlggt8hf1iZjT1CclFVQjeH5p7Zw921r2b5tc3p70wCQzAlIR+z3HvOiSYcm3mXbLXDu+QtT4XtaV5FDYz6BNjmBbBr20UKlqSOC8GYQi4UgCIIw6TAmsgBkh3Ys7F7Gu7rrQzsS4eVmOs06CjZD1SAnarNZvwkl16biaxSqyavcVXR4x8x2ntsX+ZCjNXlhZ0y9emx03at7MvHk5if41O9/MJ81fcGleZ+3Nqk1BSK/t6Ng25NPsqgwwFXn/DoQ7XHi8QaY3RllIR+p+M3TCqn/27YU1ZM0Jk84vkgFWRCEE4ZyucyaNWvYunXr8T4U4RQnKzcXdS/ho3/ySS65fEmuGpkI2qwFoKNgM+YHKOoRv36YF3kQJV+MeWEqxCESg5YCSykunNPJC/tH0mPJTYMz+QxglDnhKsjJZ7VcLo+75omNG5qyppVSuazpINS5k4vt2zYTjA3xzHPP5TKOgwYhXXIj+eKFOtfk2DhC3LEUNf/E2jvh5EAqyIIgnBAkI3Y9L2qW+vGPf0xvb+/xPizhVMbkRa1tqVwmcXaEdEJ7IRa+1C/n+w0iDyIBV/HDuNGMpnXzprRxMG0gyyc7NA4UUag0Du1EIPtZLRQKrF+/vuVntWfZCtyCS+CTNtcZTFMFObt328qPQe1McEv4vs8j/Y/Qt3IFQYMVI4neq/g6N85bG5N7XR1LLBbCW0MqyIIgnBD8y49/jOd5hHGzVH9///E+JOEUxhjTYqodeEFzBFmjR3YkbtJLrRMNjWYQC+l4UEbWipGI7bldRQxwYMSL12SOLf1PhGMpKieQTSAZhx2G9SEorVjUs4S1X72fP/7Tv0ib66ChSS/M71137wpUUIVCO67rsmJVlHEcaJMOYoHIwgLRSYzObJaB3OtqW4raCVZ9F04OpIIsCMIJwcU9V+K4BSCqIPf19R3vQxJOYRpFKERWiuwgCz9oXUGu+CGY+o8HLSwWJddmsOKjVN6KkYjt07oiD+2+kRrzp7XlbAdRZTpfBR3zThyBnOQNJxXk8T6r2sDFl13B0mX16rJC5ewiSYNjwqLuJZz7tMfw4FRuuus+liyNfjbQ+XVtsUCu+mFu0Iox5F5X21LxCY0gvDlEIAuCcEKw4KLF/NWd36Ky82kuveQSsVcIE0q2CS7BUip3ud5LJuTZeYGsDVSD8KgWi3bXZs+RauxBJl2XrSAD7BuuMX9aKdek11gFdSwVD844MUjGYff399PX1zfuZ1WbqCqfJZqml495sxquZc+eMQ3lFLhw8aWpfzvQBjezMPEgVwKd2zttdO51jV5TjdYGq+E1EoSjIQJZEITjjjGGgTGfixZfweL3r4bRgeN9SMIpjjbNgjOaapdvIIOGJr00hiysC1/duoJc8aPKZatmvrlxCsPe4Vp0PI0e5EaLhX9iVUF7e3t/8UmsMSgaTkKsvJ+6sYIM0R7/3NcQV9+1juwsTgsPctVvEMgts5cVgTYURCALbwLxIAuCcNyp+CGhgSltDrsGKsf7cIRJQCshpZTCmHrDXNqkl6kgdxSjulI1MOkEt5YV5IIdTYMzJjNxT6diu71g01V02DdSQzUMCjHkS6/PPbmFr/zj37Nx48Zf8Vm/vWhMiwpyg42lIb4Noj2OBoVE/u10YEsLD3LVD3N7Fw2obiZoqZwFYXxEIAuCcNwZjT2CJddmqOI3ZcIKwrFmPCEFpH7gdIS0aq5cVrwwFdmNwy6SdWNJBTm+rVEMzu0qsG+4Fse8ta4g3/+1L/NH/+43+crn/ob3vOc9R41VO9HQunmPbUvlYtmCOPouS7R3OvJv0zzyG6AttljUAp2rvn/v2b3cufnn7Do8lntM6dMT3iwikAVBOO4MjPn1Lz91YkVaCacmxkTVzX3DNR7+6f7Me06lKQt+6kHODwoBqARhKqQbG8gg8siG2uBpM65XeW5nkX3DNVTmd0Ldg7x922b+9pZPEQQBRmtqtdpJle7S6lNsKZVLCglaWSwKNpXAEMZ50OnrkFlXtC0sBWOBzv2eL299jW89/Qa/9/UneWTjE9x921p2PLlFTrqFN414kAVBOO4crvi0ObEIMSfnWF3h5EIbeOC5fdz2+C4M8OFzX2bKrjLnLF7KqnN+DRg/xQISW1BdSDuNMW+JBcALxvUqz+0q8ty+YRT58csRim3lx9CZaqtlWSdVuovWpqmEbCuoBvkKcit7CkR7bEx9lLRjWdEQFSKhXXLtyGLRMLq6o2Az6oX8+S3/jfCVLbiuy0Wn/ZBfe/eqiXmiwimJVJAFQTjuNFbWsl3ugjARaGPYtvsIp3UVmV6Ar/3wcW7/u89y88euZePGZHpbc5NedkBFol2D0KT+2OTkrpRWmuue5sapcXO7igxWAvymaXDR+u7eFRQKRSzLwnYc/nbt506qdBfDOE16R4l5g+weR/7i+shvxaExj8NjHgBtjkU1CHPVYT/UnD29BEDQNQcd56o/9uijx/4JCqc0UkEWBOG4o7VBxV+SjkXq3WzF6wMVOoo209sLb9fhCacgxsDrgxUWzulk7yuvM3DGxaANvu/z6KOP8J6+lfXKZbZJr5AVb/nmu4ofcmjMZ1a7m0lZyKRdNOQlJ0kWB8c8zmlMscCwqHsJt9/7XbaVH+OcxUv53d98zwTtxsRgTJQMsn3bZrZufIyeK1ewqHtJbJ0wqDhdoujYuZ/L7rGh8URFpdFv7QWbiqdzTXq+NsztKlKyoTZjPpZt47guvStWvh1PWTiFEIEsCMJxJ2uoeHH7Np7c8C/o669tWS175fAY86YWRSALvxKeDtkzVOPd587ivPNPZ8cLAdbp5+Me3sWVK1bFa5q9rx2F6GtzLGuxCA2urRj1Qs6Z2c7PByuUnCSnN8yNms4+VjIs5Fvf+AbOuy9nYSyAo+XRukXdS1jUvYSDo7WTzkerjWHLli38lxp5DGUAACAASURBVG9tQs88m8K//xBfvOfbnH7BYsJ4Mp4fGpKPsjYGS6lUII81WCy8UDN/WhuvD1YwxlBy7HR/U8Edn4S8Y1YnatVv0Hf5TM5ZvJTLr1h6vLZBOEkRi4UgCMcdE08U2L5tM5/8yAe56x/+J6tXr27q2B+tBQxWfA6O+sfpSIVThd0DNQJtWDC9xLVXdQNwxe/+Z9bcdR/dSyIxleYgZ0RtybVQxBXkxDoRe4s1cPaMdk7vKpII3Iqn8x7kTDV6386fAvCDB7/HH3zo6vT93loHqzRWLos5QUVzuVzmntv/J//98f3os7uhazbBaRewrfwYpDXg+t6N1ALeGKoCdQ/yWC3MpVgopThzWomuokst1LS5NlVfgzLpngVa41oWZ04rMaiLfPRPPsmFi3tosngLwi9gQgTy4OAg1113HX19faxatYqdO3fywgsvsHr1apYvX86nPvWpdO0tt9zCVVddxfLly3nuuecAxl0rCMKpSRK5ta38GL7vobXG87ymjv2BMR/XVlEUnHzjCb8CrwyMAnDW9BIz2gucO6sd+8xLuPCyntxgD0tFDWEJSql43HT90r6vNZalaHMsOgqR/cd1op/JemQbK8g/e3obAMYuEPj197vBNKlkS9W9uFm2vjbIkcqJdcJYLpdZvXo1/+sLaxl0p2Nt+w54FTh3Gd29K0CpjKCNGhyrgWZqyWWo6qdV+moc4ZakWLi2os2xmdHhUvU17a7FmB+iUDkbi20pFkwr8cZwFS/QcWVZGn+FN8eECOSxsTHWrl1Lf38/f/Znf8att97KJz7xCe68804ef/xxdu3axRNPPMGGDRvYt28fjzzyCOvWrUvFcKu1giCcnIx5AbsHjz78Q8eRW929K3DdApZlUygUmjr2dw9V6Sw4aMxRfcqCMFoLjhoXmOTknjUtauia01lksOqnwykgqkZa8fCQ1wYrjNQCIGoiS4bbAOl46nlT2lBxukLBTgSyrgvuhhzk7p4eAFSxhOPW3+/G0JT+YCnVUiAfHvPZ+trg2zppr1wus2bNmnEzmfv7+/E8DzNlDgA955zBOcUKXZf9G951+RVgyJ802BYGOGNqiWqgcxaLUJu0guxYCqVgeqmAr3U6rdBQj9ILdGR3WTC9hDbR3wxLtUoJEYSjMyECed68ecybNw+A6dOnUywWqVarnH322QB88IMfpFwu86Mf/Yjrr78egHe9610cPnyYIAharhUE4eRk1At55fDYUS8FJ3ogaUq67g//hO8+9MOcBzkZR12KBwQkw0UEoRU/OzjKttcHx40M3HW4QmfBZlrJBaLGsBEvRCnT1FQXaMPUNgdtYNQLoil5XpiOq/a1xgKmtkWVz6JjUXKi/4+a+aJ1QcNAke7uSCAvWf0+PnfP/en7PerRy1c9LUUuKxnIicI3jlTf2kYdhVZCOKkO33LLLfT19XHjjTc2fUf39fVRKBRQM84A4Nf7lvOR9y7jiAc79o1EI6TjtaE2aUrInM4CU9ocEhdK1Y8yjpMTHduKMjGiBkhVt1gYMpYNjWNZLIhPfF4dqGDFzYCC8GaY0Ca93bt3c+utt/KFL3yBj3/84+ntM2fOZMeOHezfv5/Zs2fXD8Zx2LdvHzNnzmxa28gdd9zBHXfcAcDevXvZs2fPBD6TU4MDBw4c70M4JZF9PToHhmu8vm+YV+yxdDxsIyMHB3Daoz9HC846i9/4wLXMP/PM3OfaGMPowABu1aVWC3jJHyac2f62PIdTjcnwnt295wijXsjYwAEWzulENeQUv7TvCPM6HY4c2g9AQfsMVzxGDh9kvxrDjBQ5MjyMreDQ/r2UXJs5XW28sG+YotIMjVUY2L8f16ni+QGEHgf370OPuFE27+ggAENHhti3dy/WWBtVz4cABg/uA+pV1HMvXswZ86en7/ehisc3ntjN1547zN+uns+lc9upeCH7xxym6uH0ORhjGDk8QEfB4afDh2jzph6z/bvnnnv4y7/8S7TWFAoFvvnNb9LT08P3vvc9PM8jDEPCMGTdunV8+ctfTu8HOOuss/jGN77Bf/0/L/EUcPn5C6gGUfV968t7uGpBJ3tKNUqujRcE6KDK6OEDDHR42GM1KoNRdf/IkSEO7H2DvSPRzwYjQ+zd+wYAI4cGsMMaozWf0YGD7NkT4NoKP9Ror5Lu04u793NeqcqBWpHOYHL/vZgMn/tjyYQJ5AcffJAHHniAL33pS7S3tzM4OJjeNzAwwOzZs6lUKgwMDKS3W5bFjBkzWq5t5IYbbuCGG24AoKenJ61YC0dH9mlikH0dn5H9I1hjBUrTZjBvaqnpfmMMHUM20zqK6W2DFZ+Zc05jblf9tlAbOoddpnUUaAsi3+G8eTPeludwKnIqv2eNMTwz5PDOdpf9Ix5211ROm9KWW7N75BkunTeFabPmAjBj6hhjO4fpnDGb6bM7mTejHbdtP7Z9hLZps5k/rcRpU4q8HgwwteMw1UDTOXM2swtVNHspFtuYM/c05nQVCULNjpECsAtdKDF91lzmzerAqOdoayulvxOg6LwMhRLt02czb170XXdv/8t85ZnDAPx0yOKqi+fiegGdRZd58+oiOPlMzOoocGDEY/rsmeOehL4ZyuUyf/mXf0kQi1rP83juuee4+uqrufrqq/nc5z5HtVqNhnaYKBovuT/h6quv5ov7NvHqq4PMnzcvruS/QuiW6Jwxm7mnzaCz6BDyNKW2djpnzmbB/Nm0j3oMWINYaheh28a02XMZciOLVsfUacw7fR6WpZgxWmBKp0c1HKZj+mzmnjaTNtcm0D+ho6OD+fPmMaX4Kj974zAPPvl9Vq66iuWX/JtfeW9Odk7lz/2xZkIsFtu3b+eBBx5g3bp1zJw5k1KpRK1WY/fu3QDcf//9rF69mpUrV3LfffcB8PzzzzN//vxx1wqCcHIy6odMaXPYO1Rreb8x1K+PZmiMtMpaNBzLoioe5EnN0Xywtdj3+8xPtvDA3bfx7R/8uKlJ68Col+YQQ2SxqIWaUNdHF2ctFl1tTnRp30C761DxwoxX2WBbFkmR2rEtiq5F0bFim0Bm4l6LoRjZqXwAz7wxxJSiw9nTS7xwYASIPMiNzyFnW1KGwXiAxq9Kf39/boKfbdupP7q3t5f169fz0T/4Q9xCIc4Zbu4XANh9pMqZ06ITE9e2KNoWI3EyRXLooY76DzoLNiqOeFNKUXIsxnxNaEw60dC2VbrH7UWHohM19yU7bIyJmv5ij0aHFfLIYxu58+//hj/8nWvErim8KSakgvzwww+zYcOG9AOzYMEC1q5dy7XXXkuxWOTqq6/mwgsv5IILLuChhx5i5cqVdHV1sW7dOoCWawVBODkZ8wKmtDkcGK1FfsMGgZDNfK2j0i/F/Lp6Lq2ndZp9KkwuEh+s53kUCgXWr1+f86t7oWbHU1u4+WMfwvNqWJaFOvR5/uQ/3ghEg2m0iURbQmcxM0Ja51MnDJGv2LEtXnl2G3t27mWwMCtNsQi0xrHzM+M6iw4l16IShOnEvTBuIMtScqOTvdywi9BQcBTnz+5k+xtDAC19tNnPRMmxeWO4xuktrtK8Wfr6+igWi9Rq0d7ddtttuf3t7e3lvEsu5+L/62pefuoJzl28lCVLl+WPzRh2D1VZtmB6eltn0WbEC8CYTJNelBTSGSdXlFwbS0G7a0UNeLo+WdNR9derw7UoxK/f17/0D5Q+8F5WLl8erYsbIa3qEXTbFNBhmhJyMk0iFI4vEyKQb7rpJm666aam2xvP3izL4vbbb29ad8UVV8iZniCcIox5IdNKLtrAcC1Im6ISTJxgkcVW4OnGahlkhbRCpUJCmFwkKQlhGKZxgFnhUws027dsxPNqGB1Vhf+fj3+c7ssW09vbmwrN7MlaZzoARKcCOcg0kBVti3K5zJ9+5INUl/8HOH85z2zbzDnLL42ixZTKnax1uBYlJ2oiSyvN8ajpUBtCbSg4Fm2uTSWueCcnfL7W2Mri/Nkd/OjFAwxV/civ21RBrldi2xyLI9XgmOxvUiXu7++nr6+vpagc80IuvuwKrlqxnP0jNUZqAVMzn+3RWsihUZ8zp9UFe0fRYaQWolQ9li2MIzu6itH+K6WY0e7S5qjoxAGTPm/Hru9xR8Hh0BuvAfD1L/0j93/x73joR/8SrYtf1zNmTWPPwCjqKFVuQRgPGRQiCMKEEYRRVqylFLZSHB5tvgScrYIlKKs5lsnQXD0bL6FAOLVJUhJsu3UcYMULWXTFlViZSDWtwzRnOBsbltCZiRZLLRFJ6oSJKsj9/f34vgfeGLglntz0OBCJvCSCLH28okNbXAUNM1YMY6JotoFK9Flod20qSXpGJn/ZseCC2Z0AvHhgNJ0Sl8UQDdiBSOx7gT5mg0N6e3u5+eabx624DntBGmVnKdWUxfzSoShnOrFYQLTHI16Q2iEgSvawrEg8J8zqKOLEFXOdiXnLVt/bCzZ7d/0MAGO7eJ7Hvz6yIVoXv67nnHEaxZmnc8Mnb+bv/+l+qR4LbwoRyIIgTBheWJ8i1lG0eWO4OYqqsTIMYLWyWBh4/skt3H3bWrZv2wzUBwgIk4ukwvmZz3ymyV4BkXhb3LOEP/vM/8BxHJRlUSgWUyHdqoKcCLSKF2YqyBpbKQq2wrGtenxZ4IHjcvEV0e9N4tuy7+L2gkObY6fDLiDyIBvgsvlT00poZMPQGJMddqGxLYvzZncAkUC2FAQN4rdcLvPNdZ9j+7bNUVU2M5Z5ojlSCSjE47RLrsWBhpPfnYeiJIozMpaPzqITZUmbyOKi4/1I9jih5NqR4A81oSH9nGczpAuOxTnnnAeAauugUCjQu3xFtC5+rJkdBaohXHfDx1m4uKfl85CBQ8J4TGjMmyAIk5vIOxh9AbU5NgdGatSCkKJT77RvrAwDsRjI37ZpU5mbP3Ytvu/jugXW3PVtuue/ZyIPXziB6e3tHb+6WQsp2Ba//Xv/gXMXXsSjjz7Cte97b7r+aBXkUS8/QtqyImGX/M6Hfvgj/vQ7T/MT4JxLugl11HSWvfwPULBVWkGue5WjSnObEzWsBdrQ5tocqdbiccmR3SBZN6ujwMx2lxcPjMQDS+o2jHK5zPt+7b3Uah73fvHvuf3e73L6wsX4oU6F60Qy6tXtUo5lUQ3yTbOV+N9JbjlEjZAHR7x4kp7B14l1wsqdrFiKtDkyqiBHG1iwsvtrce7558MrL/Ab1//ffOKaFVxyeTc88H9Sb/KM9uj4Bip++homGGN46eAorw1WWbJgWtP9giAVZEEQJoymSWZKMdTgk2x1RVip5gryI488gu/56DBquNm+ZaOE/wstGakFaQPeou4lXHfDx1ncsyS9P0grkpkKcuJB9uqC1g+jSXpdGfG0/Mor6VkWVSprvq5XN1W+gmxbKp30FsbCNtR1K0ZXm4Mf6jTFIpouV/+9iWB858x2dg1EMWcmsybxYeu4AW1b+THerqsqXhD5tJMR3LaqN9IlJHYQp8HnPeIFQFRB9jNrsrtnWwrXinoMIg9yJLadjPCPxk5H/17xmx/kiqXLco8HMKO9AEQj6hvtKdVA89LBUap++LZOIRROHkQgC4IwYdTivOIERXQJO0urr3MrblTKsnLlKtyCix033Fy25MqmxxKEINRNE+ssFTXuJSRCKutpTVIsxvww16RnKYXrZB9LpZfwA6ObxiBn1xUdi1qg0UZnRLmFQtHV5lALknHJOqqqZrzPicib01nkwEgSkVhPf0jsHknMWnfvivhnJ96XXw1Csk/WslTT7/Vb2Fg6izYjtegza8icqKjcw2ErhWNFFhetwQ9aV5Db4sznmh95r70Gr/KsjkggHx7zAJOzU2wqb+RbX/o8Lzy9VSIjhZbINQVBECaMUT/MiRBbtWi+M80mC0vRVPFZsqyXNXfdx8tPPUF37wrecfHl6WVcQUho1fRpx7GACS09yHEFedTLNulFlVyrqbppxfebjD+2uQrqWFZsE6BJSE8pOryqNSXHiiuYmSY9rXMC+eCoF4t2FUfFRXaPB37wQ+7554dZteoqFnUv4eCo13zVZgJo/B2WUmgTCVArPu76863X4UYP7WPMD3nuJ1tYPO896Rrbspqq766tGKqZKAc53uOsdUQpxbS2JHkkzDXtJr8zsVgcGvNBRc2UFpE95f2//mvUah5uweW0bz/A9b8pdi0hjwhkQRAmjJqv05gsiL7UWse35VGopkvFxsBFl1/BqhVR1umYJ5dGhWYiG2++6dNWKifqUu9rRiAXHQvXVnEFObotiXmzrPzjFWNfra91Wo3ODgqB6CQvsQmEmeY5J27ma3NtDIpSIbJYGEOmSa9eAZ/TWSA0URVUxUI0YcnSXvy5FzA7rpQ6VnT8E0300Wz+4CYCNHoO+T3evm0z3//6XbDi9/mL//gfOG/2fVwRZyfbDdX36OQiqkobQ1NlOGFGRySAq4HJrUsq/DNKiUD2gPreZe0pvg8bHn1UBLLQhFgsBEGYMBprWXYLb3Grip9lkV7mrq8zmMxtjqWiS9OCkMFgmsbOWErlMoSDjKjN0llwGPWCzKAQE1eQ8xRjf3MQZCrIDYNCEitGoCOR5+eyfKPcYkM04EMb+PqXvsCm8sb092YryAD7RzwM5AaKGAw7MskujqUYextsR5E+bthlo3Kf2WxlHWBb+TF0ZTi6T7ls3PBIQ1W9VZNeNEmvbsXIvxIzS9GJQS0II4tFkE+7cGyLqW0Oh8d8Et8z5O0prlvgwu78kBNBAKkgC4IwgRidHwJiWc3pFK1i3qLbTW7yXtzgn+LYiuHKsRmMIJw6tLoiEWUEZ8VbXJFsqAx3FGzGvLDuBdaGoq1o0NG0JRVkY9LKdCsPcq6CnLViKEXBtlDGcHhvNOzia+v+gf/9xbWsX7+eQGva3ejreU5nJAL3j9SY01nIVZCf2LQpl+zyuX+6n0uvWPqm9uutYIwB1bDRKn9Sm9on4k3p7l2B/eCjBIDTMZUly1flmiVzFovM3mld3+PGdI4ppTiaL04K8VpcGZjZXuDQaFx9j39fb28v33voh3ztnx9m1VVXcfoFiwlCjWNLzVCoI+8GQRAmjKial29waq4gR19ae440ZyRnxUBj1cpSCq2bK83C5GbTpjLfuONzcVZ2RJSy0FxBdhou2XcWHUYyOcihjlIsrIbKZVscUxiGWesELaqgFn7DsItEDCYpF2/szA+76O/vH7eCnHiQEzY8mk92eXrz42+L7Wgch0U6EAWa93hR9xI+/l/+HIA//q+3srh7Scae0myxGB48yPDoKM88uSVtsCw0jel2sJWiFkSu8ezJSsKMdpdDY34uAQSgZ+kyfueP/jOLupdAQxOnIIAIZEEQJhBtaKqqtYpme+nACFffvYUfvXAgc2teDERVq/zPKSXT9IQ6STbwVz/3t9x4/QdSkWxZeYtF4+X/hI6CzWgtimWDusWicRR6KU5P8EKdXhFxGhrNVJxiEerIIlAX0nWvclfR4Z3nnButb2tPpwIGul7NnN7u4liK/SM1lMqLvOWZZBfLttn/xm6e2vLEMZumNx7G5E8GohvzJ6te0giZWbfoXRcDMOes89FkJ+RZuRPpTZs2sbX/X6jWfP7LR36bV197LTrhaBDIBdvCsaO/E9GQlGav8syOQj3FwjT8PcmccNfk74jQgAhkQRAmDN2gae0WgtYYeHLPEABff3J3/Y6GS7YmWdyAZCELCa2zgfMpCxBFwQFpVnJCZ8Fh1A9Sr3sysKPRANTmxo1ouh4t1mixgLolwAvrcXC2XU+76GpzeOe50TS49//7G/jnh35Ib29vroJsKcXsjkLsQc6LvCuWLmPNXffxges+Aii+c+9Xuflj17LhsY1vaf9+WbRpISYbPq9BQ8Mc1KP0Ep938tltOE+hv78fHdTAdvB9n12v/jxqlmycuJlphDTUs5izyRkz2t3Yg6yar0ip+r+kgiw0IgJZEIQJo9FerFSLdArg2Tei5p1n9w7zz/2b4rUNDUkt0gmMyQsGYXIzXjYwEFU44/eK1+CPTegoRhXkZKRzoJMKcn5dexwJF2idF8g0Vjijf1eDMH3fuxkh3VV00si4Fe//ED1Llqa/N1vdntNVZP9IrakRzhi4cHEPp50xnzAM0GGI7/v8a39/y/3ZN1Q9JhYM3VJLGrLJjH4YNUtamb3rTKL0/DCOvov3xM6fXPT19WEZDbaD47rMPP2MaH+tKKJtzZo1lMvlKO3Cjq5KRSkW8UCRXHyfHcXAxT0N6dFmTt5dy2K4Kv0MQh5p0hMEYcLQOu9Bti3V5BkOQ80zewaxfrYRfdZl/PW9P2b2v1vKecvenfM0trpsrFTz4wmTl1bZwClxhdO1MwMqGj3IBZtRL0wvVARxDnJTBdmp5yBX/UxluGFhMbOu0YOc3J9ExlUDndp6/VDnBXJHgRcOjJJNYoDEdqTo7l2B6xYI8HBcl+UrVzXtzeExjy2vH2F6m8OSs6Y3Vc+zDFV9OgtOU7xdgqZFW22DxSLQOpczDfWR3WNx1nSg6ycq2ZW9vb38+vv38NB+i7/+X99mm56LtW8fz2zbzB9fdw2e51EoFLj/wYfTrOlQ60yKRf3REr+4F+rmvYtxLNU0KlsQRCALgjBhGEzTZdHGdIrn949QCUG9shlsFz3rHTy1bTPnLX138yVRmqvPoo+FLI3ZwFkSYZw2czVWkOOYN2MiT2u9gpx/nI7YgxyEmlpyWV81vtOzQlqnl/CjvORoZZtrp4kY1UDXhXmLCvKjOw+jqFsXoP5pWNS9hNvv/S7byo9xzuKl9CzNx5aF2vD07iGmtzmMeiEvHRzlwrldrbaPUBs2vzrI9HaXRfOmtBTSuiGdBpqj9LJZzglp1rQXEoQN2dAND3jG/Hmw/yDnXnI5G7ftxrEU28qP4XkeYRjieR4bNzyKYy0h1JrQ1L3l+0dqLJheouTa6WtQ9XXT35OkQdi2lFgshCbEYiEIwoTR2KRXv73+RVXeNQCAu/8l1OAemDaPRZcvAdV8ObkZIxVkIYfBjPdmyY2QBppivTqLNqGBajy4I9AGRzVXkEuxVcDXJm3uivKNGweKJEK67nF1VL36WrQt2hOBHNsAkuPLHtvszgK1QDPmhzmLksnESSzqXsJH/+STXLi4p+kzEehIoLe5Nh0F+6h2goExD19r9o/UeG2g0nKNbpE1HUXp5acVNjZBQmSzGPFCNPlKftPJhZ2cXEQJE46lWLJ8JYVCAdu2KRQKrLrqKlxLxdMKDV5cBe4qOgxVAwJt0nHUzRXkzLErEchCMyKQBUGYMCKLRSN54fvs3iGmtDncvu4Oruq5FNwis899V9Ml28aYt+iRlHiQhRyNedn1O1p7kP1Qp1XZ+rjpqNoYCdVm4ZtUJYPQUPMT60Tzr00GiuSa+TJWDMtSTG1LpsGFaUU4CPPiclZ7VA0frARphnP8lJpRNH0moj2pnxSMHsWHvGeoSptj0VlwODjqtVzTKsXCUuSOzQ91k8cbopOQMS/EaJPxDFvj21NMiBdbTi7rWcr69ev5zGc+w/r161nW24tjx+O8MWmTXsGxOH92B0cqfvpa1QLdXH2P/55IBVlohQhkQRAmjJZfOQ3d7rVAU3IsLu1ZynW/9W8BeH3YQzWmWBjDiweH+U/feZZRr14BG6+CPNFRV8KJSaSPWyhkVc/m9TMZvQfHPEb9kIOjNToLUbWx4gcYovdWK5FXcjPWiTBrnWi9LtCZFAtl5cTlnK42ILJYJG/lQOc9yNlYuabowxYT7Ro/EibZACI7gxeEaaJHliDU7B2u0Vl0aHMtBqt+y89RowDfvm0z9677HFs2P1F/LN1ssYD6tMJA1yfftWqEbHNUfEzxiYplYanIn3zzzTfT29ubTtyLsqbrr2vBUkwruYSGegU50A3Vd5OeNNiWwtda/mYIOUQgC4IwYZhxPBbZ7+ZspNXZM9oBeG3IQ0HuC83Xms89uovyqwM8tTuKhYuqVg2Xk0PNE68OsP5nBxmpSWf6ZCPyDzffrqhXkBOxahFFvS1/xwwM9cl6vo5EoD+OBzkRXb6uWyds1ULkJRYLXR9E4TY0Bs5sd7BU5JFNvM+hoUEgZ6ugDU+ucaJdC9tRo/AzJu8XThiLJ9JFw1Eiod0q9cJkPtbbt23mxus/wJ1//zf88e9cQ7lcjvamhQcZogryaKPFosW6pIIc6KThr/lPiW1FE/eCMKkgx1V6x6Lk2ihl0r1rOrkAdjy5NR3TjZHISCGPCGRBEN4yQah5cf8I1XEu2ba+2m1y6RR+ptI0s92lo2Dz2pAfVXUyX+Jf2fI6rxweA+D5fVEsnKVUU66yrw0DFY9Am7dlqphwYmGAHU9t4e7b1vKDRzel7w9FfYpjclJliJIrio7N7I5izoKhdSQ0W+Ugl5JJetpQC+pRZY0kCQp+oKn4dYtFlq6iS5tjU/Eji0U9+qz+9ZxUkKuBTpMfkuNv9FlYSuWsBJAXtPFmtBTIpsUDjnnjCOT4/7eVH8P3o+xp348mAUJzFXzvcJVqENLuOpEQb8iQbiTZYz8MCXVUobeabB1JzJuOK8jR47XZVnRyYuqvQS3U6Mxz27ypzM0fu5bb/+6z3Hj9B9jx1FYRyEIOEciCILwlQm3Y+vogz+4dZnicSq02zd3umPwl2qg6FP0pUkpx1vQSrw9FFotstezB5/dxzsx23jGjxPP7RuL1NFXUjImi5SxgtMWXu3Bqs3nTJv78Y9fyj/3Pc8tPfP7qu/Vc7UQAJUJKG5Nm886fVkotQUFmiIXb8vJ/dgBIs6Ctr4sr0kanJ2uN62xL0eZa1AKdG0nttrBY1IIQP6NrtY5yGHbFJ44QXVVpFHqthLTXwnPb6PO3FQy1aOjTmRHyScScbdu4rktfX1/0nMO6PeXwmMeUNpeRWkjBjk5qw+zkO6t575IMaT8eJ++0qiArhRM36YVapx5k17awmv/3cAAAIABJREFULUVH0SE5H6n6OpffvHHDo7kx3du3bGyuzguTGhHIgnCcONn9biO1gIExn66izVDVb7mmVV5qY3Zx1JBUv3/BtEgg2w2xUbVAM63N5aK5XTy/bxhjoi/gQDdXy1DRGNrhcY5LOHV5fMOj+At6MCt+H4Iaj742Fp80kVYQEwGpNUwtRU1y00tu3WKRiWVz7Ob4tqIb+WGD0ODpZkGbUHIj8R2GpHnJBau5ClpyLCqBTm0d0e9tFsjVWEQnBFrz+Q07ufar23jp4CiQDONp/ZlIUJgma1K0Ln9C2+bYLRv1sjFvScTcH/3pX/A3d99Hb29vfGzRlaGomq24YHYn2hhcx4o9w+aoJxepQA51+lhNk/QsFeUgh1E+dCK4kwmG09qcVKR7gc5NAFy6oj6m23ELLLriyqa/JcLkRnKQBeE48MaRCgNVn4vmTjneh/KWqfghCkWbYzNQGUeItuh2Nw3pFI1exbOml/jhCweiKlPOg2woFiwumtvF93fsZ9+IR1fRTr9kM78SDLiOYrgmFeTJxpUrVmI9+nPCoIaz4csMv/uP2LF/hHlT2tIKYvKeUZahPRafBceqp1No03LyXYJtqbg5LFNBdppFXprEoDXVJLHBaa4gF12bmh9GWb6p7SBrsYg9yL5Os3sBPr9hFw+/cACAZ94Y4txZHeNUkE2uguxYVq7Rtb6u+fiHWlwdatTWi7qXsKh7CQdGa7HIjqrEthWJ+lmdBWZ2FHKjocNMtbzRdgKk+dC+1nGzpNVycEnBsfC1RlPfu8TuMq3kouKfqYWarKtkcfcS/r+77+PFJ5+gu3cFpy+8VCwWQg6pIAvCcWDXQIVXDlYY/QVNZD8fGOPQOFFLx5uBMZ+Coyg6FoOVoEUjUOsvm8Z0ikBrbFX/U3RaVxsGODzm576wgjjq6aK5nQDs2DccV5BbRVrFFWSv+biEU5uepctY2PdvmeGErL35P2Fbin958WDufZcmSlhWKsSgXvH1Qk0tztSNKsjNVV/Xtgh03c/stmhGzU7Sq3jjVZCjamljVbVVikU1CHPitPzqAOfOaqer6LBj/0h6bM22I8jKX8dSjLY4eTQm/7m14wa4xs+QBra8NshNDz7PDd9+OtcMm82aTqbcdbg2tqVSkeyFkaBNGxdbNenFVeVQ1/3MrQRLZNkwmHjvomSLaGVH0amP+/bDXKqOxnDx5VF29KLuJdEQFhHIQgYRyILwNjPmBQxWfNoclfMONhKEmp/uH2H/SO1tPLpfnoGKT9GJvH5BpuEmIfqy1XyxvIs7flDmri9E3eJN6RQNma/tSdRWkP9CSyrN58/uxLYUz+8bQbUSyHG1zFIKY1o3IwmnLsbAMCUWnXMmVy5bypIzp7Fh56GcxaIukFUqYqEuRINQU00n343vfY0ylMevIGcr0mN+XXBnsZSqj0s2+ZHUCcXMNLjGk8sO12bhnA5+mhXIjRYLIOuxcGzV0p9vmrr5IppSMbThi+VXKb86wE92D/HYzsPxHaqeFKINlhVVgLvaohOPuZ3FtLqsTX3ISuEoe+fF8Xe2BS2syvGJSpRikWQvJ1vX5lhpkkgtiER0QqObwlJq3GZjYXIiAlkQ3mYOjET+2mkll9cGK+Pm+O4brlHxQw6PnXgVZK0NwzU/rfJgmrvdDbBnqMb/euI17ngh4B93eNx4/Qd44emtueQJv6HbvSPNom32WzqxoDmtq8gbQ1VsBY0pFo3VMhkAcOpxpOLzk9cHW94XasMbw1XOnBblC581vcSBES+KLWuYpFewFYWMYG0v1Cu+yQAQ22r2IFuWwo0rl37msRpJEhQCXW/Sa1yX2DWCMO9Bdu1IsFX8EEsp2hyLsYb8Yj+MJu4tnNPFzw6O4oc6tljkj6OxAuxaVirYc+uabiEePJK/ydOa1wYr/PYlpzO1zWHjqwPp2uTvWZohbUj3uLPo4FoWXhjlFqcjv1tZJ5LKbxCmo+kt1SxZCrYV27HAS9fFz9O2cFTUbFgLw1yKhSbvt5ZhIUIjIpAF4W1m73CN9oKNUgoD41YtXj40xqyOAsPVsCm26XiT5KUm/mKlTLNANoZdh+NRtXt2wDlL8Q1s35zvFm/0ICdVvIoX5tIu/Mzo2rmdBfaN1MapIMPzcb7pjie3yJfeKYYfap7afYQ3hmotkxj2DFXxQ8P8qSUgGjs8Gr+X4kS2NO1gatHNeeSTqxe+NlQSi0ULDzJE4svXmsAkXuWjeJCD8RMbkmEXQTrsQqfHWA10mhDTXrCjJIbsXmiNbSkunNOJHxpePjQWfyZaVZDrJNaJ5rzk5tXZ/OiE1wereKHhnJntXHn2dMq7BqLEGupi2o8tUaj6PthWFMsWaoNGZywWLSrI8d8BRVSVHu91KDpJioXBj0dSq1hIO5bCsqIqcmOKhdb5BmJbqfSqgSCACGRBeNsJtUnzPJVS42b1VvwwrtCaEy6urOKHOWHh2lbLOKhXByILibX9B2A72KdfwGXLludsD4E2LSvIL7z4Il/9x79PBw9UqjVeffF5tm/bzJzOIvuHvZYNSU9k8k1v/ti1bHh847F74sJxZ8+RKhU/qpS2ajRLsrIXTI8EckfRxhC9Z02mgmyp+slYQkfsQfZDXa8gtxgAApGoy4rMVjaBdNiFqVuQGtdFfubYg0zdg6wU9Jw5LbYKGUqOHXuQGxNgFBfGvvyf7h/Bbhl92HRo0WTBXyCko9uahfTOeI/fMaOdK8+ewUDFZ8e+EUzmd6WT9DIVZDt+rtGx///svWmcHVd95v89td17+3arN+2SLdtgg42RF1ltt+RFRCwBAjGBARwCM/DPOOMMgQQnYUiGyfDJxA5DWP8JBs8EgoEYJiwOE8jAxCBj4bZWy/IO3hftvffdajvz4tSp7dZtE5D3el74Y3Uf1a0q3arzO895fs9DLLEobHCMxlUsg1DKQiYfwDFVo65ELSjSDLIQKkikahm0/TBT6IcyzGjLLaMskEtkURbIJUo8zZDI+LVsAAs9il+pGVrBsy4RruEGmZeHKUQ82WlMTEzwf2++FWYPET56OwAXv/N9vPzcsZzNW1hoafW3n/0Mf/vJv2Tr1q1ce+21zMzOcd/te7jisksRjSmONDrRhC4z287bf5z4m3qex49v2nacr77EM4nJhkufo0Ijip6LhyZV8XbCoJJYaJ/jlhdmNMimELHDgYaWWPihjIuloqAQSNwT0n7JecSMdBDGscpFNm+xVVkuPKNiGQzVbNp+SNU2ulhQvauydrBK3TG572gPXX6PRtVCdVdXdHV3tPSDk0mBPL5uGAHc+ug0SBmP1QyyYYh4UaCS77SHdBDf4/w9gW6bN+WDXNQIGTHSUskxrFSBDIqJrlgmHT/MLBS8oEBiUWqQS6RQFsglSjzNSKcvVyyj0CJNNcuot3nVNJl8GnXIExMTXH311TFzW4QwYuA0TENktrsnJiZ4zatfxcGWhKOPwMI0zB7m4abyj3Vz9m1maqbSDHJgWIRhgOu6fPOb3wTDhMDD91wWDjyIF0hmWh6S7AS++aLE39S2bc4a23Qc7kqJZwOklEy1PKqWSdUyONbsfnYemmpgm4LlAxVASSxAsc36K5r46mahi2kvCGPpU1HUNKgCThWiAlOAuYgGOUgHj1jdLhZKYhFmbN70564YqNBwA2q2SttDJK4S2tlFCMGaJVV++thhvvTZT6ro5PR9o4gd7hFJnY+uzvmWgwomWVp36K9YDNVshvtsDs93UA7LCn6owkT086yvSTPIni9pewGi4J5AwiC7gcSPZFhFC5WKZSqbt2hRY5lGtkC2DCqW4MixY3wptSP1zr/fx1/c+LP43WEa3Yv8Ei9slD7IJUo8zQhDGTNXFctgrrBAJp7RqrbBdEEh8FRgYmKCrVu34roujuNw4403xsb/aagGl3TiVjacYNu2bWqyGV4DP5tACIE48gDTyzd1xUM3W20ee+BR9u9ZYP2GsZhBNmoDSNPEcRze/OY384M7TUBi2Q5nveRF3HyPz+H5Dkv7VUSwfpmdN3Y+V3/hGzywbwfrxzZz2lnnPSX3qsTTj7YfRv66gqptMtVwY99djYemWqwaqMQypv6K+j4tuEmDmz5Gnrjsr+oCOXFYUIVZsf9uGFmZmYbRFWIBqSS9KDnONETG0hAUK+pYBl4cdpEw0gLVzBtKSc02aHphxOiqxjM/lDEjWwtb7P/pg9zx1auwbZuxE29k82a1OCzSFhcxw0XDoNvF4uHpJieP1JL75lgsdIKooU8X78rFQi86IJJYRDfdDyUdLYkovL8J+x5I5YNctFCpWoa6b9HxrFwzX9U2kZ0Wt99zO/u/dTVf/puPc+ONN/LYTIu7Ds9zwtAj/O6mk+ImzjCUhX7LJV54KBnkEiWeZoQQU8i2adDywq4mvLQtkxoT9HS7ALXtXNSw9K/Ftm3bcF2XIFDM7bZt24qvIW+RZIi48Qlgy5Yt2MtOAsPEnD3Ab7zj3/HW11zEVAcmm27Mpk1MTHD02FHuv/N2rrjsUvbv2YljqsLlV9/yDt71vg9y4403cvnll2M5Vc46dyPXXH8DY2efCcDhBcWsp2+NBE4/ZyPvfu8HOOu8sVhLWuK5j3QjqGWopMW8bvTR6RarllTjP+sCrdkJ4pANzSDnCy7bMOLFnm4gM0Wh8xlO5MagNfR5uQaoZ1fbGi42ztFWZTLMhGcYAvodUwXy2KZiXCNNMmQbXIPpQ8j6aCwtSj+7xW+ObmY4lnVlf0pa0iyl5JGpFicN98U/66+YLER68LQGWaA04BqGIWK9sb7HZs97kpdY9GKQdSNkiKsL5FRlU7UM2guzSNOOd6S2bdsWv4P+btdjtKOGTER3Q2KJFy7KArlEieOIhY7P3sdnuqzH0pChzL7ohdJHZsbktzqFiIML8ghDye0HZpls/PJ+yVu2bMFxHMyIud2yZUvxZ+amXFNk/YbHx8e58r//DQD/9UN/zIeu+gRbzjkDUA0+emLetm0bCBNCH99z2TOxHSEEfbZB/9KVvO3fv58LLrgAgEDCWVFi1/J+tX2uPKKzW8VptkylnXUHHZR4bmK+42fkOEJ02/i1/CDTfKcZ5Ibnx81riV9ud6qdFdm3JVHTvTTIyprNl/QMsTBNA8tMHCMWD7tQ+uJYgywMhBBYpkHFMqhZJi0/QEqZkTFo/f5L1q2C2gBGpYZt21x08SXx8aWU3driAvu2dBRz8pezTPPjM21afshJRQwyyVgvVPe47mQ3qvtiZljprU3R+55AIrHQUpI8tNtFOwhwte459S9WtU1GhgYRdhUj9V7zgpDl/Q6hhCdm29G1ii5WvcQLF2WBXKLEcUTTDXhoqsn+A3OZxrE0ikrnfPHbtdUpe/v5Trc8ppseRxZ+eZ3y+Pg4N954I3/+53/eU14BIMMsqyaEQIbZZrnqsrUAvGJ8IwCDVRtQ90hPQlu2bAHTAhli2Q4bxi8EoGYZNN0AIWQcTS1JImlH+mwsQ3BkvoMgO6nl77qUsqtpqcRzE1MNN5N8V8SCKv/d5M9ag7zQSYJnYg1yPgAk0sj6gYx3ZEyMwsLMMQ3cyF6sl04ZiHx/Q5UYWfCZoOQEOihE78SYRmJDVnNMKpZQC+koAEdfh5YsnPWSFwPw9vf9Z67+wjcYixaWED0TeW1xgQY5b30GqonQS717plrqPTPS58Q/q0cMskDG5xZEUgUzd2MqqQhp5eNcfO8MIVRvQ8Qg99aCJ97V8SIk9RWxTcHS0RFWrDuFf/f+/xS/1/xQsi5yOnl8JiqQCxYNJV64KDXIJUocR8x3PJZULI40XFpeQL3S/YiFMts9jYScK1MUl5xlynpZED0202KoZnO0QI/5i2B8fLxnYZw65UJWLZAyZm+8qGtfJ4fpZp2mF8ST6Pj4OLVvH+NFZ53DB977JtZvGAOI9JYBUqqmn8RDVh3bEILl/Q6HF1ykzEksUmzZ/j07+fGPb6L6ptey5aIL/7W3osSzDDMtL/dMdRd5OjxDQ0ssGm5i86YjifNfYqWRVe4UbqxBLv6uO6aBH4SpEIvic7ZNtYALQ2JXhzwqlt7pICWxSDS3fbaBE0mt0oyunwrZWTGgCtbNv34Zp4zWu3dVCgq/PFsa0i0nUU21KVvGgijsfsei0fHj5xUSh4388TS776XkKT3vnU4rjK6zaFg15TWdNF9m7dsqpoE0K7zt8vcx/pLl8YL7pOE+dj02y+OaQS74PpV44aJkkEuUOI6YbflULAMhZc+CVsr8hFvQTR7FJWtYhmC+wGfYD0IOzXUYrFr44fHzSz660Fl0osh7iAKRr2ryd/T/azZPaxEbrtKCatmDFAZnnr0hLo4Bapag5SYd+148KSevrOX9lahzPiexABCS/Xt2csVll3Ldpz/K617z6kVdOUo8NxBCtpiS3ZrROMEtgmMZOKZgwfXjUI+4MMt9h02DOCEvZpB7MJzK5k0mEouClDfQOmQRJ+YVNqSZhgq6CMPkc1P+y32OiWMatL0AmRI4+anFwIrItePwfAeRY0JDGXYtnEUB+16062UYIl7sQhITnymQKybzHfW86qI7ZtZzx0sXyEFYLHXRsEwR67zNHhILJ/aaTrTK6UWIbRpUbEN5SEevZL0IGe1z6HdMHp9txXellFiU0CgL5BIljiNmOz6ViPkpSsiTUnY1whhCdDfpySyT45gGc51uJwtdHIgo0nWu/cu7Xbh+yO7HZrj14ameKX+h7Gaa8hOuF8jMJF+3kwJZd+JDNiFPo2ZFUbjROO2QkfZLXt5fURpkkWXCNFu2Z2I7nudmGnNKPLeRL14M0R0P7IVZX21QMouFTrJzoSKZs1vxkPj0+qGkE2a1wHnoiONecg0NOy8TKJh1NQvq+mHM1topFrzuWFQsI7KBS3yN/VDGtmnL60mBLFN+xNDdVAtqoeHlC2RkV0Gbd6jR76o8g9z0VAEayz9yz79Gn5ZYBMGizXcQyVj8ULl29GDy9b3z04x06veWIaiaKklPL7jdVCPk2qFaLLEQlBKLEgnKArlEieMEP0rfskyjZ7Ic0KUFLJqo8u9oxxSKoclBSTHU6KplMNn45XTIExMT/Le/uIp79+1mruMzU2BBB2oSueu2XXzxrz8Re67mE7e81PYvEDcbNVwfhF4sJLrBNGq2ETkWCGQqXSwdxrC83+FowwWZLcw1W7Zh/EJs28EwTexFGg5LPHeQ333J+29DN4MMUK9YKZeF4q14SJLe/FSwh1Xg0QvKPUHrXlUhWHzOOiVPywSKGGTtxOAGMiVNSrGghqCim9F8P6vLj6p8xzIY7bMjZ5csExrSQ1ucW5iHYbeLhVrAdzPIdur8+iPZS9ML4gK6l244CU+JJFk9Fg3qug0anh//f3HUdKJpVqy1kdMgq/dOJ1BeyUrGklzDCYPVmEHOLyxKvLBRapBLlDhOaPsh9+zbxT/t28GZGzfRv/H8rjFFWkDDyDI0alx2kGUadFp+vG0Zj4NY6mBbomcq38+DtAeyZdv89y9+g1OXXVI4dt/unXzgXb+B53nYtsM119/Aqpecldnu9sOwi6Hrd0zV7a4Z5LC7GADNIHsR45PSZaauvc9R6VihlNnt5OhWrt8wxjXX38CPf3wTb/rVVz2prrrEsx/53Zc8uwlZZweNfsek0QniHRxtj5bXA+smPS+Uie69oCqbmJjg3v1305HL8SIW1+hRIduRVtkwRPSZ3WMqkbNDmkGupBhkxzKoRYVg29d+yd3PxIoBLTvKeheHoSzUFucjqfPuNHpcOtjHL5A7aaeQlpduhCzWDes4bz8Me0pdNGxTMNlQi/SBql3oR51eXCSa5uTclGe2ZuhVAZzcO4O1QzV++MCkkoQVhKKUeOGiZJBLlDhOuHn7T/jQe97CNR+/it9/529w663dmtdIEJH5mUGxxKLrNV0g20gX0rZhPKkGearp9nTXSHsge57HnbsnaBSw1gC7b7k5jnPW9mzkJlw36GaG646lzlFEzLDWKefG9UVNejqZK9Ygp4qGvohR6/hBhglLs2XrN4zxjt95P2ecW4aFPNdRlPJmGGT8tyEqkHPV4EDF4vDUDF+/9jP85JZblKNEgb2YEAI7kk64qWa5NPRCcu+t22l3XI5Mz9HvmIsUyCLxQRbFxWAssQiS73JaYqF1tABtL+y5q7Ii0uULcotGJD89usDHtj0QM6RGweIi704Tj0s9X26g3gl5iQVA0/Xxo2Mm7h55Nj9aDESuN2aB1CV93UejXbHBqrWoi0XHC6Iwlu5r0Ax3Owgy7xPbEKwZrBKEMu5nyL8eg1Cq5sgSLziUBXKJEscJ27ZtyxSNt+34SdcWZtEkLwTksyxk6r+pv9xlV6YkFur/TSPxWy1CGEruOjgfbzXnoT2QDdPEth3OG7+o59hzxzfHcc5pe7Ysg9y91d3nmEpiQZYZtg2DyaYbs1/a5k2ft57I08XA5MHHALjr9tsyE32eLbMMo6dFXonnDop2X0zRLbHwg24GOWjO8eAjj3HdZz7Ka179KqZnZjENCgszxzRi710AOzdGLySl74FpMbnQZqBqLaJBVjraoAdrDUnjmhvIzPZ/+pyqpl4QKolFkS5/xUCFQ/Odrvj1MITPTzzK1/cd4GdHG4B67+QZ5NTrJIZhZCUWrt+9WNUMctMNIx2yChdZvEkvxA/pmaSnrltwLCqQl1TNRYNC2n4i18qP01Z/HS9ESjIa5BOGVKjMYzNKZpGXWMx3fO44OFd6qb8AURbIJUocJ5x9frZoXL9xk2oMSWFiYoKvf/4zsW4X1AQRdEksoGuqEt0d1jL+jx6TDexIo+EGTDZd5lrFRe/4+Dj//P0f8K73fZBrrr+BczaOKceJgonhzHPG+PSXv81/uPJPuOb6G1i/YQyDrF+qF3Q3S9UdM2aGw1TBbxlqa3O4z2am5VGzDdp+GOssEwY5sW+7/nOfAuDP//A/smvHrfFn5BuNTEOUaXrPAxTuvuTYzTD6vuQXZo3Jw0inL27YnJ6ZVU16BeJXx1KSiKQAzY7RC0khAxAGrtXHkordk0GO3S4WaUhzUo1muuBPF8imIWLmteXlnolUlT9UsyMdsIyZXIC9T8xwx6F5AHY+NqOOKURX78PeXbfyhc/9Dd+/OXmeTEG2SS92p+lmkBtekH2uC7TZ6QI50LrsHqsLx0wWt0uqdiGDrJn2UMpYg9zFWuvdpkCz72F8/DWDygv5idl21GjcTWocmusw1fzlG6BLPLdQapBLlDhOOPPcjXz8S9/inj0TbBi/kFUvPZuOHzAQPWYTExO85tWvotNx+epn/4o3vvUdvP7Nb+e0szbEk52GLNACCui2g+uifNQEm04S05jveASh5Eijw9rhWtfvAV6+YYy3Lj2N5f3KUzUMFaPl5BqVQuDMDRs57/wkjMA0RMYvVblYZIuLumNyaE7ZUKWbZQyhNJfrVy3hpgcnqUWf1/aDHNOsfr5nYjtBWzFhnrDY+ZPtXPb6V0bnnNOpGqKn5V6J5w5k3j8cxW62UjKgIlYV4ITVK7nn4QaGaWKaJm3XpdKYL276MpMIaVCR0mnoMJ0//c5+fuRCMxAsWYxBNgVtL8AU9HS7SCQWYSwZcXKF+VAUtNOO0vTyzwSkZUeKndX4u12P0++YDNVsdj46wzs3rEUIkSmiJyYm+O23/jqdV1wB7hxVcweXbDofIbSPs4wi5bvvccIg+wSpc1MMcncDLmibN7XI6cXUpRcJP/qHL/IS/1VdfuaaQR6q2T0Z5HhxEb1P0tewtE/d18mmqxqmC1h1Lwx5YLLBaN2hxAsHJYNcosRxQihVkfzu936A9RvGEKjJTENvzYZhgOe6fOurf8cVl13K3bftLpZOdLHFsjtQJOeXDL0Z5CMLLsN9NpNRoEgR/EBiZCKui48XhrJr4jNEsv0Kuos9+/e0BllrrPVEGkhYNVilXrGo22ZcHLQjz+Rk21n9fMP4hVgy0kLW6py3KZk0841Gd9+2iy/89SdKH+TnOIpkR2bOAaaogQzglBPXgl3l1W/5LYQQHJuc4sE797Jn563kUbWNyBFB/dkucLEYHx/nFa94RfxnVSD3ZkHTDHLROF3k+WFiQdZVIEeFXNsLoia97gbXpPgMM8Xv7QfmuGDdMBeePMLeJ2bp+CFmTmKxbds2XM+FE14OTo1rdx3IfH46QhqyDPJA7GKhnCJilnmRoBCtYc4n36WhmXWA//WZqwv9zON7F7H+RZ+pQ4o6vqIeYpmIYWCZBoNVi6mmF+1IdL+L647FZBT+VOKFg7JALlHiOCFfcpoim34Xb81Gb28ppdIq3/qTQi1gQQ5Ht8Qip7EQiJ7+y0cXOvQ7FoEk1vcWX4PI/KBIvysL/FINIegEWYlFvvmu3zFjXXN6KxaUrzEoJsiJ3kwtXxUDujFIH2/9hjGu/NM/A+B3/uQqXn7uxuTcUo1G+/fs5L3veBNf/NRfsnXr1rJIfg5Dyq41o4o4l4nuvijEAtT3DmBo9Tp83wfDRPoeE9tvzoybmJjgsfvvo9lqx369+UJVo5oq3pZUrEVlAtqjt5cGOSmQQzp+gCG6G1dHowK540fhOQW6/FpsBRdm3il+KKlYBmMnDtHxQ+44OIfISSy2bNmCPXoC9I/C7CHuk0tjvTJSxP0FsQ1dQZNeo+Pjp4v3AjZXs9xBqBwlTIOeQSHxvW/PIwOv0M9cu334odKNF36mkzDrUsr4PaWvYbTPYbLpIkTRLl30VhTFYU0lnr8oC+QSJY4T8uEZ+QSq8fFxvvf9H/Dat74T26nEWuXzxjcX27zJ/Gs+q/GF7oLWNkWhk0XTDfClnnQl853iF722wYo/sYBBnpiY4LrPfoo79u5i/56dsReyaWTPTxcEadQdMwoKCbvs2zTLM1iz40m/5UXG/gWT8plnngnAinUvznSe7929g+s/92n279lZhoU8jyCR3fYEqMJFFzW1zvL6AAAgAElEQVRFIRaQuBic8vKNOI4DholAsunCi+Mx2p3i3jtuY3JykkMHHo+O1aN4SxXIA1WrZ9iFcrEIexZvkBR5XiBpe2Eh0zwYSSxafs6JIVXA11LOLpmG2SDENgTnrhkEYP/BOYxcMTg+Ps5vfeSzAFy5+QQA9jyh9MqkxhbJWHRaYcNTcd4Jg9ztXVyxTbXblEnIK753euEg2vMYpolT4Gee+CCndN4FLiag2PeMZCu6hpE+m6mmh5mTnUCyc6EaBjvFJ1rieYlSg1yixHGCzMUvF3m0jp1/Ab+37DTe8vZ3sGdiOxvGL2T9hjGONjqRxjJil6GLQTYFBVKMbEGrrN4KIqlDiZCJtnG66bFySbX7GiDjsmEZBvNtn1VL1J91EdHpuHzRMgFBEPjYtsNnvvJtXpayU/OCsNDmzQ8lrk9mkk8XBP2OGU96LddXW6Ip31INvZ3c9sPYum5iYoJ/+7GvEoycwBd3fIkP/tpGbNvBwy2cXEs8d1DkYkH0o5jd7MUgRwXSqtNexne+933e+k+HWHPKCWxMaei1BArPBcPi8UcfAdZiW8UFciX188GKXZi2BzpxT2IbxQ1kQBwCoi3FirTKS6oROxwVea7fbbemmdL0MwHJYrW/YjHaZ6uGtIh919pigCP2CIPVKd6+9Xy++OAOfqoZZIglJ/qZzTdC9lcsGh2Vjlfk0axhCp1WGNIrjjp97wBOOWENF/3eB3nPm1/X5WceF8hBmCqQs8epRwx3J0rlc/MMct3hrkNKk+7nvmP6/dpnmxxecDmjx7mWeP6hLJBLlDhO6GKQC5Kq9Mt2/YYxQDWbAax6ydkqTlWkxuX2k4XINsFBdyHdi0FOj6taJlOt4sS9fBFiR6yQRlpHHdZXggxg5hA+Lvt2/IRTz9oQj9VRs2noZpmmr7rdYz1jalKr2mbcpNfytaYxmdCONjo4ppFpSNK6423bthGcsRX6BglO2cjhqb1xWMi/fdNry7CQ5zpEQYUMKQY50b6GUmYWXQALbZ+xzRdQv3kbw8N9medVS6Da0kdaNivWroNHA+we1VtaejFQK7YgA524FzIbhJy2vN4jLln91AtDmn6AZYjuZ8dRLPXenbeyc+ksy049C8i6bMRhIl6Y6VfQYSYAawZrPD6ropURUZpddFa3PT7H+lVLEEJw2tI69x1ZiI6QJMx5BU16oGQWDc8nJOV0YXQn8+kwlphBLoij1tDs+Jplw7zt7e9j/NRlXWO6g0K6TeO0XEa54siMBhkSBlmlBha8Y6Xyx55p+bS8oLAJusTzD6XEokSJ44R8DK5h9PY33j6xgysuu5RrPn4VV1x2Kffs25XZ7tx56wRf/x85O7iil3eukLYMQcsLu5rw0pKNiqVY4SK/ZB3THH+mIWilCu5YR22a8Nar4D3Xwhv+E2YkFUnLMYokFlNPPALA/n23ISUpr9mERapaBtVoYmx5QcQgq3GGUPfYDcKM3lKvG7Zs2QKmBTOqwWjFmeezfsMYb7v8/WwcS9jCEs89dOnjU7/p2v43DI41XCabaiFYj5lVpWn3g27mUrtTjI2NYVb6GF2xGtMQmGZx8VZNGST3CrEAJT9wg5DplsdwrdiqTCfp+SG03FAVebln57ZdO5Fem9v37uHfvPF17L19f3StKQ2yk7g1pB9vXTgCrBms8oQukGViHen6IU/MtTltWR2A05b18+BUMyqIEw1ykc0bKCeLRieInG+SBW13r4L6ueuH+FJ5VvdaXFRTDhXdkrPsvet4SZ9CvuCu2vr+ah/kLPs+2ufQ9ALaflDQpCfjhZkEFnrI00o8/1AWyCVKHCeEkJm/zR4M8uMzbf5gRwf3lPPjUJH9u26JJ6qJiQl+4w2v5bpPf5QrLrs0LpILC26Zpa31tmmRVVFmFhKisFEv3wSVvwZdRLz1/R+G+jAragJO3cSf/e23OOu885FhtlhJT9779+zk7z59NQB/9V/+iJ23TqSS9JKtZ9VVnrVl0ufQ9gOW1h0kyaTXTuktx8fHcWp1TorM/83lJ+nL7UrIKvHswkLH5/Bcu+fvewY1yKRoS3y1E21yKGXMRHqBjJv6ipjL8fFxxi8YJ4i+c/YiIRZaN2wK6LN7a5ArpsF8RxWsQzW7mEFOeQNraVJ+cp7Y/mPwPTBMPNdlz9590bWqhXMQSmpxsRgSyjC+b9r+DGDtYJXD8x3lt5zSFuvFrWZkT1tWxwskD0+1ouOQGVfEIC+46llM+5vnFwRCCOxo0RAE+t+h+N5pe0llcScLmWbN5DdjyUn3MsoxkwVIesGd1iADzDT9jHYbsl7zpuBJ00pLPH9QFsglShwnaOsz3bh2195dBU11ktuemFUeEBvehKFDRcY2xROVSuRzCYXAPXmM3bcoGYYhejXp5SB6uF1kfiajwI7cNeRZ8FQDlMb4+DjrX3sZAL+96UUAtIZPij9bppimNMu0Z2I7QVOFFfiGw/abf5zSUWY/d7Q/srRyw4wGGSE4ebTOvbft5rrPfhJLqO3kTGoYgvFzzsQ2RTy5I2XXPSnx7MJsy+Ouw/M9o9Dzji0x0g1k6UhyCScM1ZhpeXER5flh7GtrmcWFmS4Qp1se/RWzi8nV0E16SyomYhGZQFqKMVQt1iprpjSI2FerQIN80SWXQOiDZWM7Di9bH0ksDMFUy2O65eU0yMTHVPdESyyqSOBAtBjRtzvtXQzw0uX9APzLrv18/dpPs+NW5QATW+kVyKcarh97p+tzK+KHVVphSNMLqFq95QqVqLAdqtkgivcPdBHdcpPdg67GQC1hCdTuWpcGuU/5G8+0va4+D5XMqcbZZnZHrcTzG2WBXKLEcYJEcufeXbF04j++403cvndndoxUHeQActnJXPqBq7jm+hs4/eyN8US1ZcsWbMdBnPU65GuvpPLSTYAqVgv9knNFgygoavNMs20YTBfokMNcGIMh6ErbAnhwqgnAr5y6lJE+m9uemNU3Ib6OfOTvhvELsUKVRmXWBth04cVJw0+uWBmOOvZjrXIsxTC4d99uPvSet/C5v7oKv7XAEwcPxp8pI/aqYhqcOFTj4elmdFrdKYQlnl2YaXtMNz2mmj308UBRiSQgtf2vCh9DCCxTcPJIH36oHAhAfZe1T29PR4moYJtsuPQ7Vs9JUhfSgxUTCkJM8uMAhmrFUozYxSKU+FJ7A2cHXnDBOMPDw7z4zHP46re/y4tOe2n8O8swCJGx7KOV2lXJNy6ujXZXnphtQ8oiT79b7EiKccJQDceAv/tfN3Ddpz/Km9/wWiYm0rs+BQxyJyBI9Qz0cqiwI4nFfMdXi5DiWxcvQoZqFshex4oYZC2xMLuL8mosYYlSCP1s068OAJlueV3vzvR7wzIMml4psXihoCyQS5Q4Tggl3LYjshXT0okdt2QYsVBK7jw0zytePMpAxaJ16sVRw17CcI6Pj/ON7/wzg+NvAmD/tJ706ZZsFJyHlBRvE6ZQtQ0mG0UFsio4NAt+x95dGZ9ZjYcmmyzvdxis2py1egk7HjrCF//6E9yzb3ecAugFIUYs+QhZv2GMj/zlXwHwtvf+J84dOz/e6jTJdvdXLYEdRUSnk69sU3DTTTfheR5hGIDX5uChw/E9TrNlJ4308XBUyOtrK/HsxWzLZ6BiJax/DlLCPft2xbaCGiJlf6jZTSEkfbZJvWIxULHiJk4vKpBiy7VFQjsmmx4Dld4JedUUg4zoraNN27BN/NPXMrHo+c/UAR9mgbTDEIJatcKJp57O2RvGYr11Owg5aaQWuUMo5jm9q5Ik7qnPWBtFKz8+287E1+eDR0xDsCRsEAytisONtm3bFjff5u9df0VZOIbpYxU0zIEqfOc7Pn4o6Xesnux7vAiJNN5F4wxDqLTMqEAuirfWDLIfKtefvA+yllhMNT38SIajkd5VswxBs4ytf8GgLJBLlDhOCEPJhgsuxLad2ON4/dimTLH606MNZlo+m08a4fwTh7jzkJIckCtqDzYDZiqjEAbceM8T3L57R6HcodAvWXYXg3mmuWIahVq6UEru2bc710C4O8OiSKl0iS8eVc08K8IZjrXhs5/7HB96z1viMA7N0s11fA4vuASh5NxzzwVgePW6SFusziGfVmZFne5+KAllGE/yjmnEjYKGaSL8DvWRFck2cYotO3mkxhOzbaW1pLvI11gsWbDE0wMpJQuuz3CfzdFGpI/NYcetE3zo3W/hs1/+Gv/+//8mf/8vqtA0jSSgJr3boRvz1g7VYtcCtcVOz0hiIGabJ5uuKpB7VMiaaV5SMVEWzYtLMQD+8XMf502v/9VF0uAkgS7ec7OzaaiC0w8lITIO8BHAqiVVlvY5tDzVvKrT9tQ1Zxnf0T6bimXEjXqJPKU7eGTZYD+iUscwTezIJtENwzghMx0iVLVM5b+c9kHuIT1xTIPJptpNqlcWaXCMPmiwR3Ojhm2IOOVu7/Yb2Xlr9v6ahhF5HMvsjlT0b/34PUrPfc/9D6HIiuTvpnfVLFOUaXovIJQFcokSxwkh8PJzN3LN9TfwH678EyWdOOe8TGG2/aFJADasHeSkdAEnRIZp/srEz9T/7P42DK7kxok9hXIH1XyXl1gUpEHlzlVEzFG+MAylZN/OW7Is+K5bMsdz/ZDHZlq8aKkqkINHVDe9XPkSPM/jxzfdBKhztQzV5LdqSYWplhvbbTXdgFCGSbNMrggxDSMuBoIwiYa1TYPx8XH+8Xvf513v+yAnnrCWysBgphNfHc/gpOE+QgmPzbYy3fppHJhpsfuxmXLSe4bR9sPYlk0IURhkc/OPb8IdXod8+8cIzv41vnLnNBBFnAeaQdZFo4gtBUf7nLg49AIZJzjaZrdWFZKGuemm0iD3bNJLSyxEd7JkPE5Xk4GHbM0WBtY4cdiFcnboxSBbpopCDsKs7KjumCzvr9DylQVZ2gc5H4ohhGDNYJXHZ1uki8Ei6cSKpSOsedHpvOv3PsjX//F7jI+PxxppP5RMNl0Oz3dUEIkpCKQq8jtRb4Hdw6HCMQ2mogJ5wFlEYmEmTXq9orxBFa5HJqcAmPjBP/Frr31NZhGi7512sUi7bOzfs5Pfe8eboDXP//7ePxcQAgmDbAhBGNLlJlTi+YmyQC5R4jhBRkbI6zeM8e73foD1G8a69MD3HmnQZ5usHayyLirgHp9tRTrK5FhzAycgjj2Mcef3AfBPPDtj7B9/pqSr+pUFbGkR0ywoYqTh7PM3ZVnwjZsy4356rIEXSl68tA+ALWPnqOMtWYZt21x4kUon01ZaUsJJw304pkrQMoXSC/phquEnF+ebntCCMBWrG02YF2/exNv+/fsZHRyg7aX0lqmJ76QRdX4PT7UKXSyars8dh+bwQpmJBC/x9KPtBfH30xQwU6CP33zxJRhrzwBhYNz1Lxyln6mmG3nXZvW2giT+uL9ixgszLwgJpJJZ9Gog04WvRIVf9EhBjnWtCYNcPE43kdGa65kGp5nSjq+eb6VBzh7HiCQUfqga8NJuEkIIltQsQFCzDVpe2MUgpx1l1qas3nQxmKQQJh/c55iElsPbf+f9nLtRebf7UbBI2wtYM1jl9BX9TLf8pBEyDOj4SbFddF8cM1kE9Vd6SyxOHK5Rd0xG+5xFixXbMJicVn0Q0u+OpDaEWoT7gcy4WFiGEadt0pgmrC7JOAoBhHn3jB59GSWefygL5BIlfk60vIAHJxs92UblFppDTjrhBiEVS+ltTxpWWsCHp1uq8E2Nq/YPcNJJJ3HF5ZeztArT9rD6hcgeL+9bnPz8yZlmSbEU48xz8iz4xsxn3h+la500rArQjWNq4txwyau5+gvfYOwCFcbhRzZvErXdvXLAoeWH1B2Llqf8UnXwiS3ybBkxSxXSvSXqmAYISdU2I99n9fdiiYUpWDuompEOzLURdLM+biCRUmAblJ3pzzCabhB/P/tskyML3QXy2PkXcP5vvJsKPv/5Ha9FArc8PK0WP9GYdFCIZmWFEPRXbRWFHsr437qni0Vqsaaa9HoxyOrng7EGeXEpxrqVS3nX+z7Id773/a7AGq1T1jspRQyyaYiMxCLPDNds1SxYs0xa6UVjHA2d9m22Wej4CJJoZf3s2KnGWh0NL0gn6YVYQtDxQ0b6HFYMVJAkVnp+QMwgF3kSQ1Z20l/pdYfh0jNX8tXfPIea09tNRJ+z0afiPkXodS1CtE5ZaZBlZnGxYVzJ4mjNIurDrN+4KSuxyK+dpezqBSnx/ERZIJco8XPA9UNueWiKOw7Mc2C2uIko7wABxHpHDS8IY2Zo3bBmOJuInIWbH0qWDCzh3e/9AC9aPlRo7A8FL2/ITHrp88gzzenu//h4KKu6NAue1zS3o8lBd8wbQlB3TE49eyOnn7MxLlZVUIiBQFCxDEbrFdwgpO4kE3jcTW7lGWRVNPiBzLBlmqUyDEHFMqlaBu1oMpapicsx1bZzxVKBEYYojukm+py5dtmZ/kxirp0wkBXLYLblF4TiSBrWEk5bOcyvXXI+o3022x+aQiAI4yIvKQbT9mqOaeBEcp9W1GRl9misSweADFTMnszwmiVVLj1zJeMnKKlRbx1tZK82OsTbLn8/51/Qneaoo6WV/CP6s1GwaDRF9ExkJRZA3HRYs9XzlW++S8uY+hwzbjYLU4Vvfpz2Nk5r+HUAUCglAxWLPsei7iTNjH4YxjsyRVHT6p6kFyG99cWGECqGW8pFixXLEEz7aiHyul/7Nf75+z/ILEL0gtsLIpu/6FqDqHn4mutv4EUnrmHVi17K6eecl22sJvdeF6JQI1/i+YeyQC5R4ufAguvjhZIVAw6PTLUKvVrzSXpA5Emc/NEPZewf2ueYrOh3eHi6hZnbtvNSFmnp7dC8vriItTZEotmNx6WYZu1Qcfdtu7otjcLuIj//mbpwSXsc90dME1LGLhbKB1kVCJZpRNvcglo0OQdSxtfs5IsBQ28nZ5tq0hNr3TZxLCNODlTawmTrVAjB0rrDZMNVC5CimG6pLOFmy3SsZxQNLymQhRBIZFSYJZAoOdK64RqGEGw+eYSJR6YJpcywm6CKoWyBnBSXrcimK29TFo9NLdbqjtlT+2qaBr9zwYmsGXBQRoLF0OehnBJ628HZpoEXyHjnJT85C5E0rgYytWg0Em2xYxlUbYO2n9pVicZt/7/fi90/+myTpusjkDH77hXInfpsM9Y7x04gkXQKQey7vHawmvQBhIkGOR8mopG2vqtXzJ7su4gWMRJ6Nkvqe6ebji97x7sYH9+U+b0hVFR0EJJZXKgG4g4vP3cjL3npS5GmQzo1EECG+XesLCUWLxBYz/QJlCjxXMBc28dAvYg7gcdM22MkMpfXkIWd7DLHIMsMq7JupI9HploIkWV9vVDGk8iawRqzbZ+Fjo8k2eoEokJd0nSDeLIq8kvWh96/ZydXXHYpnudi2zYvX/UDXrnlomRcwXs/r2nO20EB1B1LRbCmFgR+oIoBpY1Uk6mlC98gRIYp1qqLQdYNSVEhHYQIskVNvWJSMY1I8iIyzJA+t6V1ZxEGGYiKipmWh5TFSV0lnnoEuSJEENl21ez4Z3Mtn8mmF2vLT11a5zt3Habh+oplJFkYmlExqeGYpipAwxSD3EMfWzWT4Ir+RWzeDEHqpHunwennWL0vFrGDMwRuGMYMbV6DDOAYBjOBl41zTj07NVvtqhxtuEiUnGD3bbcD8H//8R+46a//lGuuv4E+e1XcUJd3sbByzxhAKxU8opv0TCFiq7vRuhNrlz1f4sustVwaExMTPHzfvcBS9RlObxcLAfHid5H6OJZ3GKLYa9oQWmIRRgvuEFMIlvZXVHHd8alZRsR851wsol01DVM8fWEhcQqiWXKZzwSekrt+9OhR/vRP/5QPf/jDAHz5y1/mjDPOYMuWLbz61a+Ox334wx/mkksuYfPmzdx1110A3HfffWzdupXNmzfzR3/0R0/F6ZUo8a/GsUZHafxQjNDhuU7m91JKAhny+/94F1/Z83jqF1kZgxeEmSJv3bAKszDIFnB+apw29n98tq0Yn1wDyQ13HuJ1/3OHKlDR4R5ZtlQzzbohJQyCjONEZlzBRJTXUUO2mUd7oApEJklPCEF/RRXImtHVWsAg7WKRY5oMkdJbRsWAGU3KGnXHwtEFsoiY5jjsQI0b7bOjAjlp5NLQ56kWFKm0vhJPO8Lc9osQdMmEfnZsASDW7usmvIYbEkRj9TNUc7K+2o5lYBvKASK9/V+Yament/+tngyyECLT+NprcVW10gxybymGYpDD2KPZKOgOtC2lo07r8tO7LzXLoGIZUdOjWgTu3L0HUM1rvueyZ2I7NUcdW7uHAF3pcpBY5aUlG/q5HkylAlai+wvq3RO7zuSq2omJCbZu3cpd+3ape2Mq+7peta+hzI+RLLa0SGQsI30OpujWNMdNeqEqfjup98lQzcIPdT+DeodlZWxZ1t9eJCwkDCWPTjcLf/eL4FjD5d4j88fteCX+dXhKCuQrr7ySSqWC5ykbl5mZGa6++mq2bdvGD37wAwBuvvlmDh8+zE033cTnP//5uBj+/d//ff72b/+Wn/zkJzz88MPs2LHjqTjFEiV+bkgpmWp68cRpmyLW4SZj4OBsm+0PTfGpmx/i2lsfAbrjobUuV8NZOErDDbh11654woMs07xmiS6QW8jc9p/nS75952EW3IDdj8/Gn+nmikH9ktcNKaZpYts2myLHifg6Qtk1EQlERg+qi5DsRKpStKTUAgtV4AhgSSXZqFoWFcheEBKESRGUZ5r0hOZFE5q2jEsPq9lKY+xG3rEZ+6YUgzzZ9Io9pFP/FULSLgMAnjGo+jj5PhXJhH56LGoOjRjk/ojdbHp+zPi52lc7V4U6poFlGpE+Nmog66FBzm//L8ZcGgZaq7NIGpw6T8Ug996lsKICXjPIxe4PiS4/LpBzDHLFMqNUOVXorT9bucwYhFi2w4bxC6nb6plsppr5EmeH7HMNqokycYqREVObsPuWIWIvc7UIiSQWuZ2hbdu24boueKoJ0wo6LMa+659L5JNKLACW9xffYxG74iQWefp9Uncs/DCkFklTwpxTUH5XzTIFTbf4XTHf8bnn8EJMVvRCEMrCoKY8ppsej820S1u5ZwhPSYF83XXXcfHFycQ7MzPD8PBwZswPfvADLrvsMgDOPPNMpqam8H2fdrvNSSedBMCb3/zmLkP1EiWebijPXmImKV/0gpojH4wSwE5bWudLux+PJzo3zBaXes7Yv2cnX/+bjwLwZx/8AHt33ZoaFyYF8mAqGhYyL++bH5rk0Lxis3c8qnxhTUPEjJpGGE3guiHlP1z5J1z9hW9w7sbzu8fl5iFTkCneezFNDddXbE+mSU/EvrKgJrK48CXVQNTL5i0I463gfGe/Y4rYIaDth0hkyldZHW9p3WG+4+MFQY+Ybv2HMgDgmYTMFZiGyD43AD872sAQyfMwEC28GlG8MaTiknOFmRkFz3iBjC3IrB5FaCXjsNCbQdbnqVROvYu84aiQXL2kosb1OJYdaaT9MMQqYEFBFcheGBKSTZfU6HOMWJcvhFqsnnb6GQC84c1v55rrb2D9hrGYQe74SuoESfyyWcAgt/0gfu/4oZInpAtz0xDxM+eFYRwgku8t0CE/Qqpnbaiu/i17LRoEUZEsFy9WNIO8rF4BUcxI20a0uIgcQDRL75gGEhHb9rlBmJNYZFl/y+j9rphsuMy0vCctficbLrc8PPWk43RozmzZRPyM4GnRIPu+zx//8R9j2zbvfOc7ufzyyzly5AjLli1LTsSyOHz4MKOjo/HPRkdHueeeewqPee2113LttdcCcOjQIQ4cOPDUXsTzAEePHn2mT+E5iemmR2NqHrulJjpd1B2wVUF89OhRglBy3xPHMAW84cX9fPzWBnc8+BjL+0wOdyr0uYr1arTaiDBg5thhtt/4fwiaavvMFxY3/8v3+dWxlwPgegHS6zBz7DCgrKQePDRNY4XgkNXCjbZrv7LjIYaqJqcMVZh48BgzLx/ADUIWEBwwE7eNY9MtGvNtRNPixHXrOHHdOmZaHocPHcSfT7TU00fm1QSXmvwaHZ9D/hzV6BqmpmcAWJg+Cg01qdjSZb7t0pg6yiG7RatqEUqQbovJI4doR0zUTMtDBD6dTsDUkUNMzcwB0Jo+yoEDyWQxNXkMEXi03ZDpo4eYW1jAQDI7dYQDptrCbHkBhqf+f/rYEQ4eCDlwSLGM7YUZZo551EK1qHj0wGFW9tvxvxmoWNnG5AJ2y6Ld9nlMzhMO1f41X43nLJ5t74KZY7NYhogXXU034EjLYomfbC/fe2CK5X0WjWl17rKp/m2PTE6xxmpyoM/l6KT6bnbmpjhwIKlqZlsepgxptdvMTqm/7zUXOHTwUJe8Z2E6+Y6IhSkmj/qIZrbfQKMxNU3QmEN2fA4d9LqOBbDa9Ln6V1azzmkxO73A4UNu14IQwETSbLVw/QDptzl25DDhgp0d5HXw/ICZo4eZnZvDFLAwdYwDVfXszDY9TK9Fxw+ZnTzKgbrPoaPqGdvyyldx4vIaM8cOE7bUczI1Ocmxvg4HwnmOTKoFdmtumpnoOQmjezw5OcXUYMABGjSjd9jUkUM47Wp8arKlPmd+eprZiGFt5/4d1q1bx9e+9jX+fNuj7AZG6lUaU0c43OdmCm5Q39G2F7AwOUdgK+lI+vnNIFAF5KDl05g8xsGDfjeLHPq0XZ9jhw8zv9DAQDI3eZhpv0Zjag7Zie7J0SMcrnTi9+L0kXlaXogX7SCGoWoqPdDXXdze+8Qs1TDkrgfmsNuDxecK3H1oHr/jc/Mdk5yzZqjwexOEkkMHZrBMuPuBhTiY6ZfBs+25f7bjaSmQP/KRj/CRj3yEZrPJr//6r7N582YGBweZnp6OxxiGwcjICDMzM/HPpqenM0V0GpdffjmXX345AOeddx6rV69+ai/ieYLyPv3rEUw36fdrDN+eygwAACAASURBVNXVC9MPlI3R6tVL4zHLVqzk8eYDnDTSxwWnrYVbD/OEW+HUE0bpr9msXq1elsJ8ANsWDC1dwYVbf5Uv/+8b8QCrNsD4K14T//uE4g5qtT6Glq4AYO3QQY66gvrwMkaXD7Iqkl3cP3sn550wzPpVS/jEjx+k7QwyWndwg+z5zVnz7LrzZu7beysbxi9k/YYx/IbL8LJ+Vg/1xeMe9abZ+9gMli/YsHYIALPtM1BPrqFWV1rQ0WUrYl32yJIGzUcW6B9ZyrLlQ/H2a7WvzsqVqxmoqldNrelSrT1G0GkzMLIcp6aYmGUrV7B69Ujmvler88y4HQZGlmM6DSxznpGlK+Lz8IKQwcE54Bj//N3v8OI3/QpLVrwEgKHhEYaWDnHivA0cxqsMUBvqz9wTMdem7lcZqlewOj7VvuQaXwh4Nr0LftZ0qFpG3Ixkuz79jsXq1UPxmMB4hP6qEz8Tq6wW8ChU69RHRlm9ehn1B1RBNzy6jNWrV8Z/t6/lUXEeRBoGlYER4FHqA0tYvXpVV7HadhrA3VQsg+HlK1i+YpCVS6oUYbDp4NomYd8wq1cvKyx8m67P2e0qw3WHoOGyatXSrmIQoOrcC5ZDSIdqtcbyFStZPlDJjBnoP4gvG9RHlmHXPExjkqFlK1i9Wu3Q1pouAwMzwAxW/ygrVy1nyZx6RoeHRxhaqryCl7uzwBOIviUMLl3G6tWD9B9RC//hkaUMRcXYSrMJPIqs9jMwqp49w3oIy5YsX7ky8+4YGe0AB7HqA5imKlhHlmb/HQDe+MY3sl3cxe5tDzLc30d9eDkrV41mdpriYy5bwU9bDnXbos8x4uvMo157GGiwdukQ/aPLWLNmedeYWvV+Wl7A0LLlmJVpLKvByLIVnLC8n/tbFYZnTeAoZv8wS1csj9+xB4JpnCjCG5TkLmx6rF6d/Yy2FyBmLdb2OxxZ6DA4Okq90l1itbwAb9bixGUORxdclowOMdzXvQCbaXn0zVuM9jnMtj1Wrly2qMzk58Wz6bl/tuNpaY30ffWw1Go1BgYGEEJw0UUX8Y1vfAOAu+++m7Vr11Kr1eh0OjzxxBMAfOtb32Lr1q1PxymWKNETYc6+TVmGdW/XPzjV4rRldU4cqlGzDe45shA1gOUlFupo6zeM8eG/UBKLd1/5XzjjnPPicXm3i7VDVZ6YaXdrmgOJYxqcv04VEjsemylsSLtt5w7+6N+9mWs+fhVXXHYp+/fsjJwdctcaSj627QH+4B/v5tCcKjYMA9LyXLdQg6wCO3zVGxRfc34bO0kDSyQWhgCroCFJbycHUuIGQbQlmvzeNg0mH3sIgG9/9Tpe95pXc/udd0Wfm0gsACabXmFqoBZMW6agUWqQnzGEkNnHNoWIv2caWrKj0V8gsfAKvpv6eOr7lIREmD1ikHWvwZKKFUknehclZhSE02tbH7Q0S1/LYjZvyopQyYmKY7ArkY5aN67m7eBs06AWnX87UNrsWFucs28DIj9y9TNPS09y7jQALTcklInXtGnQ1UTYF411g0TPbxVZcZCkEA5UTHXvFtMgS2X7J3pFGpJY6S2tO4s2QfqhjNxzZPw+sQ0VOnQkepfcfcf+jEQtzDusRDaEeavP+Y4ff7YQxLZzeRxb6MTvMSHomeI53/Zi943gSZqID8214/d1ieOHp6VA/tCHPsQll1zChRdeyKZNmzjjjDN4/etfj+u6XHTRRfzhH/4hH/2oKhQ+8YlP8Ja3vIUtW7YwNjbG6aef/nScYokSPZEPADEEXcXWsUaHYw2X05b1YxqClyzrZ8+DB/nq5z7Fnl0743H5wvfss84GYPkJJ2W9hnPFwOolVQ7NtwFZoGkWnDzSh2MKHp5qRi4W2fO74R+ux+10CIMA33P57je+xteu/Qw7chr/2bbLw9Mtml7AVTfej5QSU+Sa9IJuraJ2FGj6fhTYkdJ5po6vtKBG1KQX4gYhhhCFKVmVyBdWSjWJWAXhCYcfvBcAadq4rsu+2+8AEl3maFQgTzVd/HwoSsob2jYMmqUX8lOClhdw58G52DWkCDL3fTWE6Eor6yqQI33sghsgZXdQTBqmERWgQUgn5eNd6GKhi7eq1ZU+mYch9EKrdyGti7zoT4tokI24SS//3Gg4ttbRKv2waZBpXLVNERf4HU9m7kn6vaML5LYXxvdev1eyTjG6ETJI2bzJ6N5lz60vYsW1l7M+nyJonXdndpKvf/7T7Ji4tXCciBr4pFS9EL2QaJCdnppxHTUdyDB2xTGEgWEI7r9jL1/45FUAfOK//jG7UuYAavHWfV75tNIgTFbchrYpLEDLS/pLLEMw2/YKx002vdgBBbF4gXxgts3B+U7P35f4xfCUSSy2bNkSRz1+7GMf6/q9YRhcc801XT/fuHFj2ZhX4lkF7UC1f89O9kxsZ8P4hax6yVmEYdJZvf+A0t+dGm1NLqXBvskWD3z2ozh//Ve8/Ic/ZHx8XPkbOykmJ5qAGl5I+vXnh2HM5Ozfs5P79txPIE/AC2Wm2cyLxhlCsHpJVVnBCWW1ps9vYmKCG772FeTgKliyDA7czXf+4e8JfJ+//+wnOPGHN8apU3ccVPKJi08Z4ccPTvGzYw3WDfdlbOM065ueiLRfarOjGhq9VBGdnq90M48bJHZLRaEIoLrz/YhBVsVAd/zu+pe/jO/t9xHVPhzH4aUvOxN2LMQT0HDNxhBKbxyGZLyO0z1gpiFwg5AgV4SV+OXR6Pj89FiD4ZrNmh4a73zgjWEIvE62wNCMqYZlKl2qcgzIBsXkCzMd0+wFqfTGHvZiuijR7iuLfRuMiE1Uz0PxGJGjl3sV0o6pEtr8MOwZ0Vy1FAseRDIvyzAyz4RtGNSi81eL1eKmWv3eafmJO4VfMK5qGRgCGim3i9hlI3du/VV1TC8Mu1L+8tDNtT+84WvIW/6er3/+k9x4441dEdxCRD7sUlKxF2GQLc0gV3qyfo4VNThG9yS9I3X3rgmCSJftYzGx/ce86TWvACIHoK6okG53Cxn/R33/5t0eVnCpSFPHNHo6XvhhmHnH9krvC0LJ0UZHfRdLL/fjitJ9ukSJJ0GI5J59u7nisktjicI9+3Zn7NbuiyyoThlVmjx56GdgV5FDK/E8j23btgEQRB3gGnGXuBdktuw0i6SDPSb+5bsA3L53Ty7VTjJz7DBf/OtPsIROEkktEu/ibdu24QcB/MrlcOmHOXX9eQSBTxgGeJ4bnxvAnYdU48/lF6wD4N4jC10uFtpkP43YL9VXW7GxFVxunCGiRLNQFaNx4VvwTnfMqJCOxlmGIL/Levb69QBs+fXL+M73vs/JLzpVfW50QNMQjPSpsBAh6O5OTx1LCFF6IT8FaLgBFdPg7sMLXaywRn6XxhTg5Ri6PIMMikVWiXsiimkuZi4tw8A21b+vZpCNJ3GxULr53u4UELlYaMZ3MQY5LbHocSwVQqSKS8fqIbGIzs0NQ9pe0LWrYhgi3s357je/zsTERPzspu9dWmKRWOR1SyyEEFHqXjq6uriA74us4zQLDuBYvRjkaJHanCUMA1w3+x6Kryfymg5CGTP7RdA7Bsv6ncLdKDVGHSeQykJQvXfU2M0XX4yFKlStah9jm5LwpLzDiv5pkN+RCpPi1DEN5jvFDLIME0mJYxnMtXp5KifjBDJ2BsljvqMWQr5Uza0ljh/KArlEiSdBGMK+nbfEARu+57J/5y2ZQlUnK+mJZ/N61SxmjJ6Abdvxbko6QhrUpGgZIuNHCooVsAwjDvaQHeXWcPttezOFtOcH/Oh/f5PP/tVfcOdN3+OxqYbaypbJFuCWLVuw+kfgxLPAcjjtDe/Bth0M08SynfjcAO48OM+py+qctqxOzTb4yV0Pct01n+L23cmWY3GhkvJLTXm0mmZ2ItUJZ7rwdX1VbBc1n1SsaDs5Ynxss5tB1l645/3Ka9l4/gXxNnFa+6jT9KSUiwYAgOzJ0pT4xTHT8uh3TAIZ9tRlqiCIBEIIZCi7FoN5bXF/xUoYZEgFVHT7amsNciw56KFpNaNn8udhkE0DfCkLm+7ia4GsxKLHAR3T4OiCiwSGq3YPdjtiaX2ZyI5yAycfvR+A/3PDN3nj617DvT/7GZDYkwVRSqdAbfcvlqQHUK9YsdUlEO+y5M9PL5K9QEmnBL3jvDVLbwYdDNPEcbLvIQ31t9VzW1nkHtdsk5ptULeNnkVNxYokW1EUtp3yVd+8aRO//1+UxOKdf/BhzjpvLP57xxou37zjID+8/1jmzPIa5PS7xTJ7S7bCVMFtRTagRQvH9ALeMoyez85My1OLvYJ49hK/HMqo6RIlngQhkrPHNmHbDj4ulu2wfmxT5oWoGRM9IZx79lmwbzeveONbef25fxJvHRYVl3VHGfvrw4VROIZtiDjYw/U7SMBZMhI31UxMTKii2vdUFT/9BK0AZtuqWURPfOPj4/zWX36JL/zMxzFgZtnpXHP9Dez4yc1sGL8wObcg5J4jC7zhZSswhGBNTfLD3Xfxo3+4Ctu22XjijWzatCnenkyjP5e4peeOvJ+rSshTmmato7QKpBOgt5OjJj29nZyb/friSVlNoq7fPcmP9tlMNj00y5j+d01/qqRM03sqMNfxcUwVwtB0/UzAhIZi1bq/A2nJixeG1ER2yuqPI841gxzJHXIaZKGb9IIw8UE2e7O+AxWLZXUHnmTL2kAQBN2a58yYTJPeYhILg6mm0qOO1O3CcfpzvKjIU/Kq7JhH7tkHnIk0HVzX5Z77fgqsxTIEMy1lRbe0XqHPMWl7ATrap2eBHL2fwriQ7l6oALFTjRfFV/d6riEJT/nd33s/c3dt4Lff/PoueQXArbdO8PVvfJf1Gzdx7tpXFh4L4P87/wROGqmBKI7ohqRJL0RG77BEnlKzTU5/2Xq463aWnXBy/J5oewG/+ZXbaHoBVTxGL6xz1nnnd+1GQbaZ2zIUCeAHYVdMdLdkQ9D2wi4HlDB1QMsQNHpomg/Nd6jbJp0gZLLRYUXO+aTEL46SQS5R4kkgQ3jZuRvjgI1rrr+B08/ZSLqWyk8uunA79+JXcfo558UNSnkdJaiXc8tVE5WUMtb7WoZg/YYxrvyzqxC+asD4+pf+J/t2KTb3hz/aBsKAUDEVYv4IoAJFJGTO76f+ACsHKrx5/WomHpnm5Jedy7/93T/g9LMT54wHp5q0/ZAzlvcDUJ0/hBxdRxiEeJ7Hj360DVBFfp7x1XZGOnFLX4NikJNxhqEKlSBihV29XVvwJtIMsh+E8cIiP+Fq6yU/jBjEgm3iuqMYMES2uTLMFWVikcaaEr8YwlDSdH1sU+0czBZsJ0spi5vhRD6mvYhBVhILAXGSYi9Ne9U2cIOU/GcRrfkn33gG79ywFgqa0dIwDJVsuSiDLNS1yFycdh6OJeIyeqRWzCBraYLnq5j2okjqjRvOVZ9bUbp8LTvypWSgahFKpVXts1Xhm3cA6VrA2ypGXj86fljcpFezEg1yrFPucY/1zs9ZZ76Mt1/+fjZt6i6Od+/ezStf+Uqu+/RH+dB73sLeXb1TdWceuJOH/vk69u/Z1VMLXtEFcgidQKodqWiwbSbBJ50gjMmKhY6vUglnD9HG5orffg/79+zs2o2CbpmQFMULbknWtUNK6Pjd7x0l7dDnZ9DsoWlueQGWadBnmxxdePJ0vhI/P8oCuUSJJ0E6he7d7/0A6zeMobf9NPIMcjqiVXU8q3GaWUmjzzEVOyDJNBqZUZE3Oz2FdJVBvi9sdk1sB2DzxZeoA0iJaVm8552/BejEveT8glCy45EZLjx5hK2nLcULJLsfn1GNUGmZSFQc6uL+vBevgUofxshqbNvmoujzCguVXLe7tpmzhOhqcIl1lH5SIBcxTRXbUIW+TDr784V5Xzwp56KmU+NqthFdm8xpkLMTnG32ZmlK/GJo+4Ga5oWgYhlMt7o79tN2e3mkFzRFDZQDkcRCH0IxyMWa9opl4gUyiaNehPU9caSPumMS1bY9YQq4Z/8+rvubT/ZsLhfRMyB5sjS45LcjPezKdHObH8okXTI3buOGDQCc/+o38O3v/h/WnKD6Ce7Yu5vv/t3fcOi+fTTcgFpkzahvceI8kz3LumNmoqbjJsLcudVTuzmB1AvaYlx8yih/eMkpvHzVgGqCLrjYiYkJXNeNeiU8JrbfXHisiYkJ3vLG13LdZz7K+37rTdy1d3fhuEqq6df1swsp2zBS7h9hEqutb87B+9S1D61mz8R2QHRrkHPrHyEp1A3nmWdDFGuH08ezTdFbnhSq+ck2jVhC81xEo+Nz/9GFZ/o0MigL5BIlngRFXcz5F6Sbc3ZwTCUlaLh+zAyDeuF2TUARg0w0ieaLvA3jF2JF0axmrc65529WP490cudfeDH/4x++y7suexsAB+baiNT5uUGIF0pG++zYZeOR6Zayg0sxHGlrNoCt550JwKvecyVXf+EbbLzgAiCJms1cg14QRBKLNAuen/u0jjIIw2SiKmSQE01joAuf3JiYQQ7CnpZWNduMvEazEovbdu7g+s9/mv17lA2fsnorC+TjibTHayXq2M/bvSlGraAalNkC2QvDrmenv2LFusswlIk7QUGFXLOMTIOpvQiDbIqkZl9MYrF/7y7+4g9+m8/89//G1q1bFymSycTVFyFdIA/X7EJDOL249KQq4qwCv+RaVKiePb6F88YuiP2k/+yK3+ITV/85v/ubl7Jn1w76bFNJonIa5KbrZ7T49YpF0/OTJr0eTYm2aWBG9ny9ivf0tW49dalagPSoQsbHx3Ec3Sths2XLJYXjtm3bhhcX0i637fhJz8/0o4bfIFS9IPrrZJkiZuc7QRjfE30fzMlHABArXsSG8QsBCjXI+XvSq0BOD7NNQbOAQU73SBiRhKinVjmWuItCNvq5gAU3YKEHS/5MoSyQS5R4EuS3xDQyzXIRE6ohhKCeZoajn6eDQjRqkcZPCBm9BLONRus3jPEXH/8MAL/5u3/EGeduVJ8ZFaEXbL6E9RvG6HNMRvrslMQipy00BXXHYmndiQpkEfvH6nODhFl70WgdU8Ca817B6eecF1+vnvwy12BHdlBaYpFu0svdt4RBThn2FxQDuuEx7Q2bL6S19ZMX6ma+bhasailmRZCwNxMTE7zn37yRL37qL+PglJJBPv5ouQFaOCCEIER2BSNIKcnVzER/oatxNU/69jtmbJOlv/NGL027bRBKWFJVGuheIRYQBYBIddTFGOTdt2zH9zzCoLcTAyRuF4sVyPq5GKxa2ObiDhu+n3om8m4SmsmNnm1ta+e32wRBgOe63LHrllhiof813EBdq/X/2HvzeLuq+mz8WWsP55w75N6bgRACYZBBBMJwM50k6FVUlCqDtVonqrbWoRXR9lehr9pf69tiq9XSaqlDHeJALTI4WwUNMeRkugQSBiGBEELm5M73DHtY6/1jDXvtvdc+F14DxJf7/Xy8knPX3Xuffc5e67ue7/N9HkdQUQ5MtNCKmJjHgqRHQjfpZa5v88b1ICzCwf37ZPJu36io+wHSHlVftGgR7rrrLrz72uvw9/95C1YsX24dNzAwAE8m0p7nYdGyFdZxirKVqkjJ7NyVMoAuFTQrjarL/3jnu96FLrSw+PJ3YGH/EpBMNQpAjnLhUDsyzDlLbX4o0jrz+njIVi+ItYmY8fR3tMh45PmMVhS31UEHgKHJICW9eSzEdII8HdMxRdgrVlw3ywEJL88MtbAQQlJ0hyKOH4dYlDVH0uDRXnSR4BXOPGGBIbeUHzd/RllQLDhypVOVcC/orWDXsKBscGNcIJEHlcD7LkVvxcOwbnCTx7Mk+WJDILvdGU/xPLOoiiplhjxuu5CW5PuK4uS+ZfmWJZkxxZKDbNPBLXsOIsYRxolU1erVqxGEAnWKwgCDtbWghBRKKU3H/12MB1EmESWayqOCA4WGHCkEOc5XX7pKLpoRw81f+lesl5JmNn4skFQb1PnN5yYbBERScNpzkJeuWAnX8+C0UWIAhHpLzHnbc6qNqXB/tKOvSv0hYkYjHMlvVgFZVUGykfZcoq9z4eLl6PAd6aSXbKQpJZjV4eGlL5qFhfNmYLQZGvOTqIRF6h4b56zVanj9ay9F1KxjzZ0/w5FDh4Q6TcH2QknfFdErVFSrVbz9fdfi3AuXFHLGq9Uqbv/Rz3D1Bz+Kz626HecvXmId57uSsiU33GaSL4xZCMouRStKNOkVuHDai07HhafOw0Em7Kc58gkxzyDDQurNwrlHehwhaafSwoG8gNNs3EMC3raPIozZc95nUQ8i3P3YEdz92JFCHjUADDWOPf70dII8HdMxRWRLYgBkAppGkG3c4rpeWMRrNqkqtVAJpDkpo5klYNP5Kkl88+OOn1HCPum4l0WQVWJ+cl8FT44I2ThT7cKGvnb6ruC+cZ7qdrfJN+lud54+Z3akauaJ4wTxszckKXQ4NhCf9BhhACHKulmKhUJlVGJ083/epJ0DBwYGUlJ3/dWVVofE6fjtwtR8BQQiNplJGgo5yBmKhdpMmTF64CkAwDe/+AVcftml2HfggBXdBJLvQT1UHOQ2FAtKtPZcsfcdsGjpMvzVZ76E6z72N1ajCxWEiGe/1Ib37KcSZHviqBrJTFOb7DNR0TxlJp9FQf/6t2/dgU9+8pO46667cM5Fi1HxKOohg3SQFgm3lFwkhOhEvbPk6I2v2sBndZBXr16NIAiAOAAjDoaPHLLqlqsQ1zw1LxtQjb3tLb+XLluGN7/3QzjnokXFyhmGAkjEWEphhxACjxKUJR2LyU1FoopDccacTjxxpI4v/9vn8PCWzbm5IstBdqh9w521rnZoAYKcQYZBuJ6jVWSrLy6lGGvjCLrj8CR+uf0wtj+HXN/9Yy3phhpjooDCFjOO0eaxRa8ApmXepmM6pg6e5yBTQnTpEihQdvBdTAYRTO5rxFiO+9ghERoQUbYLWT5R9RwChxI0orTcEoCUjFCXRHEJIYjlJJ8gyEmCPNKIMNoMtUsVkKATZvIrUPBIduEn79WhBBHjODwZgBLRdd9VEmNjAwX3bBxkL1nkixJfIOEgNyMGxvOLsrpWkQwrBJmBEiEt1ggZunwHR/Y+CQC4+Ss34bb/+Ax+KROZ//ju97Fuzd2ornypbLwUGxRm+SyBtAvfcxVqEf5ddffLSukJLd4MxQK2HahMKk1bdQu15+AT2wGcBu6VEUyMY9+Bg3BKx1upDGqTqSgZ5TbKEw4FwjiPCmaDguCMc8/H5UvfYpWvS45H0ApjlNziMcouWSSmdmqHSrCbEvl1SB5BdiRVQNi0c13xWbhoCZb9/qUAgHt2HkHZdaS6C9f8bYcSbN28ET/YtgkDAwMozzkDFdcBB9AMuTZjyVphDwwMwPd9NOII1Cth5py5aATtEGQC1ZVcpHSh3w8hoG1c9PTxuPy8Co6nEuRWFGsOsvk8lz0nQZBVVc3YcPtj+8AAfOmb34H/b/+Ek+/4Cd4g3fYAaV1vUicISTmQ6nFAxlkxbcSUHC+j087zG3jOkaq+lNoYj7SiGMP1ECf0ejg40cIZc7qs445mMMaxa7iBnrKL0WZUiF5PBhGaVhj9+Y1pBHk6pmOKYMgaSggEJDAmPxuCrEqTRCaXnAtaRnaR75DIK0BSKKhCFmLGtaOV6XwVGY1w2WMRQFNAdMOcXIAX9Am7393DDUH/0Nzi4uOZxiPqvTbDGHO7S1jQ14GJIJYUC+GklyC5NJdUmnJQCQpm54wCSJpqLEgzJUQ680nHPYnQcw68+LhONKIYex9/FADAHQ+hwRNdeOFivP391+rkWAwiudKpujf37RnLvf5sx97RBp4aaTzn5306wTnHkcn2ZdFsgyslyeYpfTBheGDee0oS4w9A/F0W9T37rDMBAKTSDd/3MXP2cXCoPaktywRZaQ0r3V5bUAgXy+9+6UZsXG9vvAMEuulQkqNX5cbJ993OLllVTGZ3+gC3o+AKQY64SbHInyu7acwqSnT4LkqSm696JELGARbh3X9wOT7+8Y/jkksuwZ6H79PzRjOKNM8723xbrVZx1113oWfGDFy0YgDdvTOtDboqBMPi6SPI7UxC9PFkolhsNS0uRik9ZKtbZVdYl4vNh3gtqaoRDG2/DwDAu+cgDEOs+/XdqeNnN1MOSdR8zMg+Ew4hqY2gHoc00kxlA2TqnPqHCK+NdfWQdBNtp4jxTOPAeMuKfqsYbYZoRjE8h7Y977HqADidIE/HdEwR2ZIYICZtc6G3SZ+ZzS0cwNp1YqE9cmAvGmGMsZZYqDt8IT8VxnFK5s1zCI7UQy2N1eFR4XyV4SCrpGHr4EY8smWjROh4kvhmEOkFvSJBfmK4Ac5hIMjJYpB6Dy0hkabereJbBzHDzIqH47p8BDHXaDMznPRsvMFKVg6qjZMeIGglkWVRBsSi4VGqOZkqGegsuZjdWQI4cJZKokod8AyeKEO+MmAzAABE8+FQIyi0Sn62YqgeTpmEPl/RjBju2zuKsWZeuk1Flp5ESd7Om3Pg0GQLr/3KBrz921uwde9YMtZEkC3qKee+5GwAwKvf8se47Uc/Q3dvX7FsoPw+DdVD+A5FySm2Lt62ZRM+cvUbsOrGf8TrXntpoTqFQ8Qi2o5bDAiaRsSeAcWigNqh/r6v4uuqSh5BTm8aQ6UoYZy603NQcqlBARPPDotCBGGAWDYdPrS5po/fku6XMZc23Znrq1armD17Fjq6ezVPuagpUTTpic9+qntHjfddFETeL85hrUYByf1tRAwRz88nJU8myIaKhaaxOQQrF0t96RnHwfM8rWahIjtvEJKW0VTBwXPjbIl01jyHEuQQadH4loxxKUErZtak9cmRJsquA0qE5Xa7xHaoHkxJNwtjhnufGsG2fWOFYxshS6TqKMVkaE/eR5qhrqAcSzGdIE/HdEwR2ZIYIBCmLMUi16QnLVoBYH2thle/9jIAwE/++5vYUrP0TwAAIABJREFUuGG90GSNmMEvThAfQCweFd/R02lFI8hy8jYQ5K2DG/H+t1yJwTW/AABsvXez1vnNUixO7CnDIcCTIw1rM1+aYiE5yIRoioXaDMSco7PkCr1YwlHxHN3gYipnZKNDK08Yia/lvquEprvsaF3VPIIs3n/MuDgvS/RNhS4rwYvPejEA4LVv/WP81x0/1jxRxuxIow1BngwijDej57yJb6gRYqgRTtkB/nxEI4wx0oiw49Bk4Zjs3XKoHQXbfngSYcyxZ6yJT94pEH8nQ2NSZXEzuqRBzZJXX4H+JUsTOUBLllSWCOJQPUB3ySlUWACAe2trEQYhGGuvTuFQKlDkKRBkRUlStCFb+CkEOV+1Agxevmmek3kfatMYGptGN9Mw1+kLOgGH0P3lkBxp34Pv+bqZ75JXDOh7HkZcf/+L0GHfoWjFLNFBLkKQBYQMxnnOFjwblKLtfQOgdaY57PQodW2AUFZRvSDmyJJEkMX9SNPOXEpRXboEHgXOH7gM//yN23CeVBNSkZJbg6oA2qgTGQ4yAcJcwx/PNa5Sy/E4kBtHSF7JImYcw/VAV+WIZaNqnvvB/eMYqrffmCukeu9YE4cmWtYxjDOd5HsOkWCL5ZwFTprPd0wnyNPxgg/GOEYboVVCR/0+G5SmO49tjWuaWwyOX6+5Wx+fhQEe2LQOL5nbheFmqGWZmlGs7XIBUfI8c3YnKETSppr5eCahdSnFYG0twjAAb4nmu8HBzbkmPbXQuQ7F/J4KnhxuINXMZ6FsdPqO1qY0edSqiansUlQ8R0skBXHCZwRgXfzKWrvY3vCjQiUDLqXJgpYZRzVaxhK0jAi0zHUoOkuO/lxWXvZGXLBoqf7bvIySvTsdAI5MBlpD9bkKYYssFvNjUV2jEcTo9CkOTLQwXtBgwxnPIchZviXnHDuH6iAA3nLhCdg51MBIIxTPmByr6UnyYDHjODzZ0gY1k0Gkqy9FBhUqyTpSD9FVctsufktWXAzP90CnUKcgRNipt3PlE+9bfLfajUtxkIndoKRkGOPYkjwg4eXHTG1W8652JZfq57ARSXlJxlEqlbDqth/pZr6Bi1fCk/c84izltme7Pl9qTUcxg0OLdZ8pIQAXmwZvCvoEJbQtX1yMARQ2W8R7Lhn0lKQilYytuAJVbxoc5PSGgOD4GWUcd8ZCnHvR4pzyBGc2vXyeb+bLPBOECGqduc7YGlcpLJtLyzhYx2X7J3juOVTRCGMM1cMpqV2jzQiUEKFvXqBOYQLeLiVoRsy62c/2KhwrMZ0gT8cLPtY/OYy7Hz+CvWNN6+95phS/dXAjvv0fN2LLxvX6NZu+sVZ1YML1zi8LagMlwMsHBjC/p4KyQ3X5sC4Xed0sR4C53SX0dXhohkwjyKokGhiTd391JTzPB4nErv+M8xfpySkr8wYAMzs8jDRCPTkD0Ghd2qZZ8aPTShwi6RTcQEIIZnX6kmfJtM6oOGd+2tv5yMMAgMe3PwJm4QKqKBtGIVlZJhUKQQ4Zl/rLaWe+2R2JI1lgyLwBwK6hOjY/NYJ9mc/dVi08XA9R8ehzKpFUDxJlk6k4g8oo5bmMsWYE36GghBQukNlnxyGwLvI7j9RxUm8FSxf0AQDu3zsmaDyZhtQHNtewdXAjxpohIpZstuotpjeXaoOUDYWeDdUDdPmOdYyK/sVL8emv34p3fui6tuoUlBCRCD6NRrOp6ATqvczRHOTiTaN6JqybRskz1RQLlucg+26SdKpNt3p2Fi1Ziuuvvx7VahUOJfC0bFziQliMIItNcj2MUfGcwqRHcYYZ5yhPQZ8wbaCLQlwLkU169jEKQT6huyznk7TJiudIikWUN09Rn9txXSUcnGhJmkL6e2zrVQHyG27bxjw7jiOPqFIKRJlHvKjBNdfMZ/wUUYwgj7dieA7BgfH2lLKD4y10eA48hxYiw+Z7JUQZYRXwso/BDHk6QZ6OF3QEEcNYI8SsipdLlFQwDnxz81N4/61b8cHv3IP3vfUqfOWzN+DP3naV5iaGsU3FQiE0MRYtWYpbbr0NAPD6t7wLr33FS0EIQV+nr5PIuix1qsTXoxQOJZjTVUI9jKWwP9Pd2oExeS/sX4Kbbr4Dr7ns9wAAC84416BY5BNfZRKQiLfZ1TM6JT86iNLj1AKpG4s6PI0OMmYk7276ntRqNXz02j8DAHzj859GvdFoW65V97aIiuEYHGRlsmKiZTM7fai1tRUl/O1GGOMd39mCa7//EP789geSA3KeW9BaUYxmGKPsOhg/Sk5PjPEpHa8mgwiEiPK9TU/VjAcPjD/nzXzDjRAlVzTfjNTtPOQsB9nGy+QAdg7VccacTrxkbjc8h+D+vWMpJZZ7amIzOrj2V8LY5d5NmNnhgWuJwlhr/tr0soGEx9oIGTp9txBpBETie+b5i3D1+68tTI4BsfhPlbwBibJCOwT58nPm4kMrT8H8njIKVSzk86SeCTvtSJheRHrTqPjAyRjfoYkudBRrioWNN1yRXO0gZknVitgTeF+ajIy3InGPC26NELEQ1CjPbZ8ZeZS0tQUXxzO4ukUyb27S9AsgN5+4DkHZdVJSmtm+DJ0gUyBb1LH1qhDJ9zWDZx8KMTJlimPb7GaVk8Q4WBDkvImJOFxyTgIUzj+HJlqouBQcHCMWa3hAzF8jDQEaeG0R5Hzia0vMs7STYyWmE+TpeEFHKxLFnZJLMdoMrTvmOGb42sZduG/3EGoHGcKeE7StqeImKu6rGSpBrstGvfMvEE0eJ55yCjold3JWxYOjpJuknJmelKUMUU/ZBeOC41uXltSpcfK8C/uX4HVXXgUAKTk4U6pIhdJoBhL5Ntu4xELasJqNBa+sq+Tohamr5GoHLsEFzqPWgNBLjZqCBhJzgkazWShhliQDzEB88nxL1xHcPNUc6BpomehMN+Ti5MdbD2KEjKO37GLXcMMwr8gvaPUgBgGB36ZD/JnGkXqAjbuGC2k9ADDaiOA5BGWPYqhNo14QMewdbWLH4bqVDvRsBOcc44FAkEsuLRT5t2nDRjFPJQDjzQj7xlo4Y3YnSi7F2cd14b69Y6AkQfNXr/m1OG8UIgwDPDxYw8l9lcTQQaKlEROav3YVC0MOseS0lRejVKDyTwe59KdI3gCx0KpqR1HM6ijhNWfPxbZ7N+G7X/5XrLeoZ5QyVRXb5lI16akmWF1VMc4tEuSEk8ulfJuNN1z2E/1gpSriFCDhJUmxmGjF6PQc60YFEIkjoUJpx5+Cgzyr09dzaVEQ+T/OeWFSrigs2iiGphNrV6plKKobYIAL8qbM7fJxYLyFb37hX3Dfpg2p49t6VTjsaK4dQU6PyWa+lKQbw/UIi8lOzsQkcyyXEtQDm+kI18hwyaWF3OLJIJacayKssgsqXDnqBOf2BNn6189/TCfI0/GCjmYkZNjEREkwZuFSrt2wCS0GhBsFAkwWnA9H2poqbqKtSU9xixuhNLFQHF+SIBddZVcv3CqRDlUZU07onb4LAkPCjahmPjXRJ4+xavhrBIlUkclVNq8tK98WZRJuce7EoMTUQaZEaC6rcKgQ2g9lB7g6VjbBGBgYgMpTHL8Cr1Ru06SXJLbiuuxqIi6VHGQYyYAc6ElUCIBsIEwvfGdKLdCdQ3V5xDz6ohAnv02TyTON4XqIg5MBHtw/VkiNGGoEKLsOyq6DoQIkBwCOTLYAIr7Lh4+S4sXe0WbbZLsVCYMJzUFsRdbxjNuhIXPowwfHwQGcPrsTAHD+CT14+OA4gojphKC6QigGEDB4nodXX/JyzCh7IETRNlRDWjFlx1StUM9UUThkatUJcT2JfFi7cKjiBhcfjxDg4S2b8P63XIlVN/4jXvnKV+bUM9JVFVaIIHuSg8xZwvM3kVVKiW5wDGKm9ddtLoQdnqvPqSgWHrXjtIKDzAWCXHLals2VvNlUm5A5XSVNPykKQgAFphbdY3WeZgGC7DlU2tKznDa8OmY4vB8xB770xZtw7TuuSn0+Wfk2/TrP/ttGJ0hzlbOILyBVLCzc4uw4oZhiQZqNcCnBpIUu1owYWjGDKze+IwWaykHM9EEpIXojlg2Wab4jxG6XLXoVjj0MeTpBno4XdDSCWE8vLoE1wbhny4PiP57YAgzvxdzFr8Z7/+KvccNXv6fLrzYTgzT6asqtJYtQh+doXeCm9KtXyLBCXz1HUAaEzFtiSW2TUtu9/SEAwKPbH22LICcazQZ1woogJ+5jqtwdMYEK9BjGCA4hGD20D0HMsHVwg7GQpu9ltVrFN76xCgDw1vdeA+r6clG28C11Sbw979FzjI59pWIh34PnUJQ88d8tA0FW966PCUmxuwcFzcK0BVehUBrXSfMTf5s4PBng+O4S9o8HhQ14QczhkEQPuwhtfmq0iU7PQYfnYPdRoFlEMcPDB8Yx0ka+rRklnf6CW5i3kAakNmw2aSBpVG3bvnEAwJkyQT5nbhfCmOPJkYamUFxwUT8AYMXLX4V/+Or3cOnLX4pO34Ery++RbEiLYlb4fcoiyO1owypBnir5pZS0lYtLjifoUu0MXwiArZvWIZQW6Db1DNNJrx0H2ZUqFnrTSPKudkpNJpJubLrBMTOwois5cWrOsapsOGKOakYMXVNsQijEd+NomOCIpj+OmBUbwJSdtNW4Q2mKTqIQ5IglyV52jh3aKfoneGcfwjBMfT7cSovhKeoEUMBB5lkOsp1i8XScPinJ83yzf+U5FA0L6mtSIkoOxXgQWTfwPOegY098WebMDoG1nyI77liJ6QR5Ol7QMdoMdSJW8R0cnkyXlGq1GnaPCm4yHd0LuvchjHTMwx994MM4+4JFqWaObPlUddg3ApZqThDIhRhbcqk2LBDJb4LkKm6yMgnRuqVMMIezk/fWwY343x9+LwDgG1/8PO4b3KCvDUhzkCuGIoZOpI0OdRWaR20g0gqRqhiozqaN6/HLO/4LAMF1f/KH2P7YTnlt+eRhxTJhzHHciQsSFMxaEk8QeHH91IrQeIpioRZ5Q9LKpYIa4RCBgmt3Qfn/d33zC0AU4uvfvQ1bBzcCyCM+Js+PA2j9llrIMeMYk987QnhOkkmf1+QqEoKmhTPIGMdQPUCHdAFrZzMLoK32qYrJIMZII8TeUTsnHxBObtnPom5LkC1JAwFSScPjQ3W4lGDejBIAaEe6ySDW49TmcvnLLsH5/UvQXXJFc2iHD0/SCSLGEMRMbCgt12wmTp2e2zZBFhxTDn+K5Le75GJ2l992DCAax9ypEmQCLFy8XFug29Qz1JyQqFjQ3LOjyt5RLMYkyh7pgboJVsqahVJ5Ins8U3VGq9M4eR1kQMxnI7IKZ1KwbOFQAob2tJOnG0T/4IWItGcYhQD5JN+lSbWpKat+6v3euurL2Dq4EYsXvgQAQGfMSVUQATFvjDXDNA2LWygWVkkzkkOQs3kpJcjz97k8SWqcXSnGDJeSgudVXAsAbSJl28BbaM9W6kTWat5zKOoWvrKNv30sxHSCPB0v6BhvxXridAlJed3XajVccskleHDXfqA5jiuvuAJ/8obXoBEDjx6aACFILeA2hzxAIMimQ57gFosxhBCc0C0Sg0YgSp3KHMFLLegOfKVbyoSbntmkNxlE2LRuLcK6QERj6mHzunsAFHCQPQeMi2RP8+0iyzg/Sd5Nx70sV3HtmjVggdhchAx4ZMdj8try91wlKmoBL6RYKM6gTAxt5V9AlJ1DU+aNJioGhBAp3+TI9ypeV2hH3KoDw3sQ956AwdpaIbeURXwMLU8Av7XkmrDuFsgfKUBegSzSxK1WrIxzcKl44DoUQRuEO2Ycg0+NFkqyqZhoRejwHewdaxZ2sWf7jBwC63Ft/Ug8U04OYwbfSfjlalM2EUQ5je6Ic5wwo6zHVmQXfSg56LbnUIVZpu8s0UJ+LCDQRYEgT6WwQFMbxaKgIFPSNSghOPvCRfjCt28vVM/QjWZyM10ot6aeCRja4JnTq+sOJYKsaGLZ43UqigVj+jtYtKktuVR/th1+sYoFINB3zos/r2cSwmqaALJp1xYlJ7Phztw7Qoj+7rWkadP2HY8DAFbd9C94/1uuRF9J/MWKK96KG776PSxdukz/fRwzvP+2bfjYzx4xDppBhgv0rcW45J9cXsNf/OAhPHRgXF8fR0YOTv2xEZQUWVIn/1a9ANZxqcsqnp+yaXIQ5+edLAeZEmIFGLIa0sdKTCfI0/GCDc45JmWjEaCE2JOHd/Xq1QiCAOibDww9hXknnIirLhaNdvfvG9NUByBpDotihsNSM7dTJ5dMo5uAKLeac8Fx3UIirSEpFqFWsUhGdZVcfZ2tkKfQDZcSjDQjnN2/DB4Xkxktd+KCZSv0tQF2ZLgZsBQyrI6nz6uVOFh6M5BZSF8+MABK5HWXKjjx5FMBwIrAqeagwDAUsFIs5LjUopwbJZKBKJblZN1oZCb5DsqepEfI17SeKyEgQ7uBWQvQX10pXa0y8k2Z+XyqBHmqMqiSbwPEvR4toDKYXEWHEGuDoKJ/mP8uQrj3jzXx5EjDihyZMVQPUHEdRKxNFztPn8N3KEYt18eYpeycQdWy1RfFjVVNRKqBTPw3cJzcUAICFRQyf0yqmDDBj7VWJAyKhd8eQVa/msri+OmGQwlKT4NHC05wbv8SvP19dvUMdZ8aGX3ebChUnUsE0LUgyB2GfBvjXNPEssfrKMlxjOsqhlvAQTbvlzAQKn6/DiFgHLnejf+bIAAI4QAv5oT7WQTZySf5atOgTJse3bEDAMDDFqIwwPbN98BzCE67aAXOvnBRKvm9b984dg41sH7XsNgEA1qpQ4VCfL+0fhcGnxoxzpzlIHNs2TOGux8/gpu37EldYzrhzr9PSkjecU//MILkG+a4kkhSQ0jedMR2XocCk7b5iWes5i3qH0DBPHEMxHSCPB0v2BBd3omYvWo2UOWogYEB+L4PzDoJdHQf+qsrMatTlFNHGxEIDPMMmehNBDF6yi6OTAYaAa0Hgr+rFvnsolZyRCOWolgoqoOfWWy0XnKYmCIAQMzE709f2I+bvnULKBhe/ftvxzkXLgJgR5DVQtCK05qfQgEgn0jXM+Xu7HtYsWI5rnrbuwEAf33j1zBn3oniPVi63RN9Y16IWgFJk54qybXTXhUqBomWq5kgVzzRfNMMGZiiWMh78r4P/xWWnH0qMOM4nH5ev5W/ZyK5HqUYbdMwd3C8ifW7htpSGY7UA63QUXIpxgoaYcz+tqIE1CbzZOMCxozj0UOT6PYdDBcoTiTXF6LsUXiUFKLN2ZKoQ/MSVIDq7M9xAFKLfBb17UyZf/DUd91zgBnlpDnUo1TI/EnFhiLpMwCa66/P0S5BJiLxPhrJGyBQPX8KpHRDbT2+++UbsW1wY2FiSWQDXkqJwTLOdxOZtyASDoRZGUpl+R4xriXybNWcpEmP5YwzsmHysafkIMtzTWU1/XRCUJAJQIqd+dT8qZJ8myqORpAlWLHg1BeJawWH6/lYtHwl5nT6ODjRQlaa7ScPHQCBuJ/rd43o6zIb5jiAQxMBvrT+SfzLmp2pc2cT301PimOsfuyIob+ekYPLJLT6nDmKBezNslMgzUUbeJFwJwM9SpNNQeo9pR9/m9mJeh/TTXrTMR3HUNg4neaOv1qt4raf/Bzo6MUbL3sVFvYvAZVluIkggpmbRBIFCxnDgr4K5veU9YIk7KGTxMXJLGquQzVnMGbM2ixnOl9lLalbUSwNMQjOX7QUnSUf3bPnGuXpdCc2YHCLzY5tS3k6aTSMoUDDojL2qacI1PiUlyw0TEzyt1gpTwjHLW5FctR7Fuc27ptloJkMRDEXtrrGsA7PFRayEYOam9X1nX7mWXjjZa8CILiwNikls3HFdyjGWvYEOYgYtu0bx3A9xONaFSMfrZDpz8J3hLygvREmeb8ikS5IzDP3xIZwt6IYrZihu+xiaLI4wQ8ihmYYw3NoYVIO5EuitvsGKHexfKQR5GyCLL5zE61E0jCpbtBU0urJZ8ek2HhOQZOem0GQ2+ogT80ZfibhEKIrIrao1Wp4zaWvwqob/xF//rar8NCWTYVjXYekGs0KaUexqA6FTKDq5tlrtRr++2tfBCDmB7NJL3s8NVeEMdPIdXYOU1H2klfX/vC/sHnjBssoEaoB9aggyJJ+VXKKLcQV4JBQLPLvQVfWItE3Mnf+SQCAP73mL3HTzXdgYf8SdJVcTEiHVPU1HmmEuPvxI7ji3LmYUXKxducQAEjzpOT4ChkGgIcPTuDB/ZI+kVGeYJxj4+4RzO0uoREyfTzxO/N4yL0Jx/IsikQ6d9dyDYTZxLdcsIHPWmF7DsGklQKW/jct2ki3L7o9bzGdIE/HCzasVpsk3UDUteBsAMDyhS9OXvMd3YmboK/SSY+L5rW+igfGxcTRCGPELKtvnJxSWcNGEgXVRiEGZ7HkOrpE3JA6nQoZJgTCXEBetlK70NdmoU4kEnRpzc9sw0zFE2lEI4wRyww5LtBfLfsJMtySx7LxPFUTkVqEHKNp0Qx1LRrxIQXSUg6VTnKQEkUZBNl3En1T+ZqpIX1ij3A43D/eFLzybIJs8Oj8Nojv3rEmQsYwt7uExw7Xrc0o+niKOkEJYp5vcMkvQFR/j1LjMgsfBbG6/anSbsmhGG/ZE3JANtoZm4Ei3ecs8iSQ96fJLeSA+ehlv3fKfEQgUunNoEfzz45u0uOqulFAsTAR5FJ7Jz0C8d04Gg1kgCgtt6NrKDqX0le/f+O6wrHiu2D0M1ieCrVpVLbvAkEWv1O9FV/83D8BAPY8+aSw8i5A3zVXmXE88MA28TePby/Y1Cb3+Adf/Tze8LrX5KTqVDhEJMdHaxNCSIKK28J0DgSERXhuDlP9EYxryg4A/PGfX4uF/aK5uMNzhPqRbGIDgN8cnEAQc7z01FlYfkof1u4cAuMclKTVHTiALXtH0VN2UfEobt22D0A+kd62bxyHJwP8yZKTMKvDw/88ekgfIUXFAFIJrbgPFoqFjWPBbQ3JPJVw+9IfIBvZw7nUPu/YehUiy9wz7aQ3HdNxjEVRkmBOGoqD2WuUdTt9VycOaqhaXEA4yp6DzpILzjk6fUejtGrScki6tEeJTPJYUiYGRHKtwneJLhH/7Pu3YsP69TrBLzkUfR0+OksOgkhYUtcNNyhb812n4aLFMsgw5xx7RpuIpTalMhWJM+MKF9JIcBUpIYVmDC5NJl5hV50fo8rJajOy6Vc/xQabeYJx75qRaPgy+6E8ajhkZaTvPIdgjlQhODQRaG1WM0wtT5cKi1YbjSGIJFIn0axC8fwMPYHzfAOejToBQnLuVwJBSiM5Nrc/MYJoSbYi5QzGk4RbGQDYnhNb840NQc42PMq3kVrkBc0mPUZUaWJNx9Cc8UxW6xDoJr0oZsnmzfLeHCdJeDs8py2CLJoejyKCTGmh/BiQ0Lmo48DzfPQvW1k41jOSEYfYm5tKSsWCiSqNZ2xWdTIeiqba3bt3SR1kZnXIq8jr3rdnD274xMcAAP/5T3+D9evX589rvEfeGLNK1akglGgzpKMRDiHobIPSq+S93eYiUexIqD1Z2lnFc6S2PXJVupJHsXRBH4YbIZ4cbsjEN/muM8Zx354xLDu5D686cw5+8eghayL9yx2HAQAXnzYLS0/u00hzTg6Oi3nvzkcP6WfKsVEsAOTx8nxDskh8k9eo5InnQAOWpkRQan/+keEgKxnN7AbbKn13DMR0gjwdL9jgxk8zsos3kG5w6yolCLJu0tP8PYKyK1yqOCHo9F2hIWw032U5dwpBDmXTWsK3TB5P36HY95jQ4LzzRz/AFZddisd2Cg5bV9mFQwn6Kh5aEUOHlHBLxO4T5FpFxWjSS8wzRHLRkkm20sHtkqYiDKphyt7MoxbSkMdGY5A9fIfgiCz195S9wsnRdQiePCS4eHd/bxVee+mrc4hUyU0SpDBm8Jy0QoEnRe+VU6F4rwntpKfswnMIDk0Egr+X+UrkNDpJgeSaMY4CsgybD8HLTR0ul7BaFzSep09kx/kOtZqZZPPUQmk5Dp1xESKaUG2UjawBQDYRAARSefMXBafWDErSiLko7ae/KZ2+KxBkLq5JcbqzCZUwqBGKDcpKnFqSPPV+1KZTIMjtKRYOoUcNQT6uq4R5MyqFv69Wq7jzzjtx9TUfxY3fug3n9S8uHOs5VDdaFjfLOQgYS1tSy4E6GZffnjnzT9byko6T36x6rqC17N3zFCJZRYqCljXx1QgyYyBxaJWqU+GSo9cECYhkrh2CrD77dpsLVWWIeVK5sFXVBAqdaBwHBghxcp/4nJ8abUrJteS7vm3/GIYbIZYu6MV5x3ejETLsH2vllCeG6yEoAWZ3+ljQW8HBiUBeN8khyL/acRjX/eQ3OqkmNoqFDQwiFhts4/k3/zav7JOtIOUdMoF0tazd3wsq1rGXIk8nyNPxgg07gJwuYWWdlACFIMeAMXHEkmuptD/LrgMKjg7P0fxd1XznZSZcYZdME4qFPKfZ1EMIwe6HtogrdH0EQYAdj4sEWTXC9VU8tOJYIhwGdUIj13YEWb1fZSjQjBiO6/IRyzKjQpAZY3qs6QaoQqlThLFYMByKQqUAz6HalKW7Tbe7b4zjk0NWRKrkOYiY4Fva7HeFXbOTspDNNhvN6fRxaLIlxfgzSSjLrhl2yTVzXMmlGC5SgMgsBgR55YwsxUIOtCxo6X+7BbQIs5nHJSikTuQWUmLXQWXgeGjLJnzt85/F1sGNMplOkCFVxl914z/i/e94E+7fnHBRs2hZkYa4QJAhG8jyNCHApFgI44yIcbht+u88KpJeP8PJzcbRR5CnPtby5cvx5vd8COdeuDhFEcqG5xAcnBDPRE/FK+TvR7FI8mJFO5G/q1aruOuuu3D9//o4KIC+4+ZJp097w6y6xzOPnw/HEwoiLiXWxFc1wnX6FH90zV/hjp/8j1WNAxCoowkC/LbhUKL567ZQKkBKNtKGcMfyAAAgAElEQVS16GWXtbIH09Kc2c9Nza8A0c+LuU4skAmyQJDTdAdlinPevBk4ZWYHAOHiSQlJbRoDljwTC3rF8XaPNPNycBy481GRGK97YhiAfbNasNTZKRaZIJZEmnH7M5ZHmm3j8tznaZm36ZiOYyxs/K3swxta0FfBQY4AED3xhLLkNENKVCkrV9+hCCKGmDMDQU4/dqohKGKJ8xWQCNurWLpUoEqk3AHP97WUmjLj6PAdcC5MRRqGNbTtPSgO8q9X/wpbNguETyFNIWM4fkYZJ8+sYKwZSRRcNLglpW6LRJJcnJRhg0tpIUrnOQRH6jJBlqYPtnApQRPCOIK0JqyIVMmR947DWmL3nUTFIm+/LUbO7ixpBDmvYpGmE7iEYNzSqGeOK7u0UCIt65JFYDEA0D/Sr+YXtPRAlwqd0XY6qBXPwXC96NryJ7ahzVs2bsD/987fx03//A94/1uuFCYrJOHv6zI+5wje/m/49D179OJLCVJJg63ps9N3tWyUaL7L8/LFsRJTDKZ4tMTe9Cn+ngjpwjZjgISDfLRULJ5uUAqJgheP8RyKQ3LTuOmnt2DjhjzVoSw5yJzDWvGpVqv4yF99VNJTmJFI25z5xGahZ9ZcvOcvPw4A+NDffMqa+KoEs7ejjDe/55qUTnA2HEJ00no0wndoDnxI/V41/Ur5QJfkVSx2PiJcU3c+tkNQLOTmwgwFeoAnT7LZ09BTdtHlO9g92sjJmqmNYdmlOFUmyE/IRDpVuTQaV3XCPdJAFsDZNVTH/fvG4FKC9buGpc4yAbJ6yU8DDBKvJD/N12wIcu7RILAmvrZMOp9wWy/weY/pBHk6XrBhRemQ12gFMuir6mImyY47ikVy1GvYL/dWPLgU0gY5SQqyck8OSVAwJpNQSsQEbsaSRSJBXjRwKW774U8xd958AEnpsOw5AOGCgxzE4OBpgxJjot+x7V4AwIZ1a/HeN1+BWq1mIHkiyT6us4QwZuj0HdSDSJgOmKXuzMynUOkglmgUzWuvqhDqDcpxq40cVCwSOQKOq9/zAfz8F3dazRMYF1xr2yLvaopFrK2LTZMVADiuy8ehyQAUBSoWJo3BpRiz0BjMca5D0YriXONarVbDqn//Fzxwb6JS4NA879lW6gTyC5CNikGIpekP0JvBkitoGDYpuuw65RBi1TfdsO7XCIMQLI4RhQEGa2sBnsi3qTI+mXMy0NmH3/A5+Na9Qs816/Qlvivp43eWBIJM5LXrEnbmljgShQwMtNShdsdFQHzvlM5yO5SWSv57OxrGsxGUEDCW51qb4dMkmfrRlz+Ly6y0I6FjHTP1TOTzFEcmvmpcKJv5rAiypLHMO1nInp119rnWa1OUic7S1JsQSoiWOzwaUXJpW2MXtRkeHhMo7u4dD6fea61Ww3UfFE6k3/nijVi/vpY0XxtR9kQ/A4wmPU0BknPPSb0VPDXSzMmamW6lvRUPPWUXTwzVBe3IXHdYonRzUm9ZXK+0kTeTye/evxcEwLsWn4RDkwEeOyLUc7JJrQ0ZFrQIWzNfOkTPQPq1IgQ5u4HPzp1F44Rij+WAz3NMJ8jT8YINA1RLvWg+vDYN4U6JIBMkY2PGQWnafrm37EnHIulopVCGzCRO5QJkLlSOpcFNHfu8pRdj0dJlOqFVyXvJEelop68QDqQ0ZE3q8/0b7gGiANwrIwoFbUHLbXFBl+guu4KbODmGvQcOYuvmjSkzkeyE1uErigVLTAcKZhjzfnaXXevkWKvVMHRgLwCAT47g/CXLsdyCWint1ckgKmwgNJslgfznOqfTx6GJwFqezHdiEzvtIDfJp12oFO3gK5+9Ade8/SptbU2IramG5xBkAgv9owB4sVIx5LUpRy4bRzpbVfEdinFLgrxo2Up4vgfHceB6PvqrK1MUkGq1ip//4k4sf+s1AIA5mMRN9+xMqhTGiqtQXzO6fBeTgdAFVygokEeQHZIkb4xxqYpivyeA4NN2yQbadskvIWgry/ZsBYVIjjranFs7bLIYfGLYSjtSDYHNiMl7nucWU5JWz4kYh295rtUGPoo5WrGkJxSZccib3y03IUUblVqthi/962fwwGCxnN0zjd6Kl1IqyQYhBA4Bdu87AAD4/CeuxXqj6Xf16tWImiLBjDnw6zVrZCVMvIeRhlB/qXhUVmmSrgOV3KoN90m9FTw50sjJmkWZeefUmR14Yrieo3aZiXmn72JWh4cnRxo5ObjfHJjACT1lXHXe8QASmkVeLzkfopJjq1ylPzMbB7lIt9iqspMNnjdFEdPTsZchTyfI0/GCDfHM59E3c1dtbdKTyZYoYUoEQXLGTPqE71K4DpUmFkwnqlkEmRIxsYaxKKGrJCL7cHaWVIc10+U/ShL5JirVGkou1Rw5JtUzFLIxVA8QxUwkNGETKHXA9QRtIWRM6DyXHIm6Otj5wL3YsvaXGB6bxDVvvxK1DZvk/chjw8pQQDTLcat7lwqzOae75Fonx9WrV4NHkgpQH8HWjesK+JbixUkpg2ajf3T4AlFTNt4JxUJcx5yuEuphLBoqLR3WZth4yrZxAE8pWZhSXhp1hV08P6tOIc6bp3/YjAKyne7ypdQ4QohVV9kmLzdhUcU4r38JPrvqNrzvL/5a68MC6c3lsmXLgLkvAlp1HPqfryBgwFe+eXMeQY5Zrozd5TuCJ82V3FaeJgSkZd7MMnc7TnuXNAlptxwTpE0vnqugVLyXjjaue5qWUB8FdaiVdpRo/saJW2XmOA4Vn6+gdkn+vpNH3xWCHDGOUHawFlEZFMWiW1aFija+l1xyCT73qf+Nd/7B6wtl4J5pnDqrY0prcMJjoHs2ACAa2oe7775b/25gYEBvwBy/hBUXv1RzkA9NtrR8pfpsmpFBY1P60EQlyGXsG2uCMZaSNctq3J8yswNPDDVk42p6nPlInNRbwe4RpYqRvB4yoVByXFcJJ/dVcP/eMf27LFc5mybb5eBsVVULZ9jS40sslA0r0kwyybtlrjtWYjpBno4XbGTtcoH8rjrIcFUB0zwjAuNKaidvhazKtMIAJKFYZDnImmIhG80Ukptdg8quI68PWqPTpUglod0lF75LZGLGZCd2gtoxDgw1QizsX4LZfTNwxsLF+Ndv345qtYpIUjtmdiQ0kR33bQBrTgB+BWEY4tf3rNP3I9cBbuilxlyggkWVYrXIV6Rjm20hHRgYAGEiwSTNCSxcsrzQKAQQ3EDdpJcZ0+Emqh0m7UTRU5TU25HJII+CsDTfzpao2sZ5NI2+mlJeGnWFtF/N57jILi3ZxBJIc4uTmLo7vewS3fyYO6/xpw4laNkMAACcc+FivOvPP6KT4xwyBOCRgxPAwR3AvkcBAF/97u14aMum1IZgeHQMh/Y+qRF1QFVpYijVOVMH2QxKICkWTG9si5z0AODt/fPxB+fPA3h7ebEO38GpszoKf/9sBZU8zna21Oo7e/Lxs3D1NR/F//z8FznaUSmDINu4xVp/PRYunzFTJiv5a1IUMLXBLGquK5kIcsEmRG8U4xhhGxm4ZyN81wEIBeqj8AlLbSyq1Sq+/s1vAQBef/X7sHjpMk13m1H2cEJPCUHE9DzXChNVnEDP7QmCzDiwfzxIyZoFmY35KX0VDDdCjLWinHmOSbE7qbeim/5yDa7q+9BXwZ6xhvxNhoMMIPtpODaKRTI4FXlZtjwHmVsT6QIVixzHArh5yx5s2zeWH/w8xnSCPB0v2GAMqU58IN9hby66KrokkltviQRUDXcznLuEH8lS/N2s/bIudcYcjDNNnciWgD2H6gVNJQ2CxmBem4uS44ADaGotT0HZGG9FOG1WB/oqHsabEXq7OjDvtDO1JXUUi6TWtOR95SteDspCwCvD8zwsWSYWYtuCm1AsuNEsZ09C1AI7o+wVLqTVahWnvUhwHhdfdD7OucgufWWWdTX6TrPXplAfkXRlKRbjex4HAGy8bxuyi4tovkuOV6T5mRuXSaSVesA7P3QdPvKJv8dgbS22Dm4s4ALaOIMF3enZRlMydXd6yXVwuB7kXhdcwOR4DgFCy7VYOYMkbSHdChmGaRfIwceA4T1A0ACbcxruXX+P3oTWajVs374de5/YkTT7QXyPIya47IzzwsSMEALfFY1muvzfhvt62YuPw/JTZk6JWBFCNFf5uQyhQ263aFehvu8LjuvDm9/zISxfvjw3RiWqrdDk5afHUL0x52gEpmlPOoQ8HkXAuJ4bi65PIchdvlPIK1UbRcdx2srAPRtR8sTmf06Hi3/6+q25jcWypWKzN3veSULSUoILvWUPfRUPgYHuN6M4adKO0onvSb1mY11S0dF0NwNBVuNMmTTFG1exoLeCI/UQzUyFSymPAMIsas9oUzTqZSkWVnUKAbaYkX3+5avI4gHcqk5hM1kCtu4dw86Us2j6eBzAcD3CTbVd2CDttY+VmDJBfutb33rUSiDTMR3HUmzetAHXv/uNqU78bBKSVTsA0giy0gUGhBFBNkFSC5CywQUEsmiGyUFWTnq2BjeB+CTd6RppNsZ0lwWCDEi0FFzTHSLGMbe7hNNnd6IZM3R4rpBvU2XCmIFmksuBi1fgla+7CnBcfOpr38N5518gryU/QSr+XyhVFGwouAqFcPWU3LZoXm/PDADAqfOPL2yqUsdSvGDPQv9QFrKtiGtUHRCf69bBjfjcdX8GAPjc5z6Lh7ZsTiV6LCPzpjQ/s5Ed9/B9m/EfN34mNX9Wq1UsXFzFZ//uf+nv3YNbNtmR4QyUk9VUFePyNUxbqZMbPwFxnYzZusnTxyeEgLO8sD/nLLf5IUgf74EDY4g5cMVAVVRNDu0EOf4MLF6+Uo9bvXo1OKFAHKVoJ+rzmmxFUgdZPjuWxKwsm/QU0k0tmzcVDiG6LH7sMR4FD5ODt5U/Uwny7A4fgN3KW1VV5nSJhNAq30aSeaceikpHET3FN6T0xDj79ak5QG0ubJ+D2ih+8pOfxF133VUoA/dshPr+nHf6Apx7YX7DrXScI8ZTIAQlQIcvejKUnGUzMoyHWHrDrRrrnhppwKQoZCkWSsLtqZEmAG4oD7FUo+ZJfeJ4+8ZbKVqESU+a31NGI2QYboQpExNANbrGuG9/kqg6NE8Vs1VVbZStLBigxmXnkzhmuO4nv8H/+slvkiQ9M45zjsE9IjFecerM/Pmfx5gyQf67v/s73HbbbXjNa16DVatWIQzt8kDTIUJZdk4VrSi2WjNOx3MXtV+vyXXiZ/Uow8zEByQI8qRMLvWikUWQCcH40GGMj4/j/sGNaGn5tvxjp1AwBmGXLJr00mM0V5mJBpFIogdmElpyqV6kGpGggKhJvuI56C65ehHoVIYiLEE3suYeDiU44cQTAQCnn9efWiCza59qIhR6tEoH2Z6GKASqp+KiaJEX48TV9FW8NqYjCd9SXXN2Ye6UC7ZAkHlKt3SwthbRqGjcics92LppXWpxYbAlUxa+nTFu6+BGfOTqN+ALn/57XHLJJakk+b6N6xCGgf7e3bfhnqelTiHc6mwl0fzf5jjItinJgjTbdEsJscg3SXRw6+BGXYHhGRm6B6Tm69VveB2+dMuPsfDEWfDmn4VzLlysFVYGBgZAqAtwpmknWwc3YvDuXwAA6hFLfV7ZzSUgUMuYcf18FTnpASJ5ZhJhey675mu1Gm644YYpwSZKiUZ2i0Ilz7M7fVF9sSa0iSY5YK/4UEpk7wPTXHnRzGenMSnTEcA+hwHJZlU06RU/19VqFddff/1zmhwDyb07vrtsdfmsmAmynDtdQqTiBgXA9Tz3o1u/qyX2sm6lfRUvpVetQQgm7olCkLuNtSQrG2pWLfukOtJkEKc254o+AwAn9ohke8+oSLbTSShwy9Z9+Ms7n8KOw5MAYJe0tD7/6UZDMS5PnRBqF+njPTZUx3AjxKOHJ7UGdLZixgFs3j2CmRUPZ83pxLEUUybIp59+Oj796U/j9ttvx1133YVTTjkFf/u3f4vJycnn4vp+5+LwZPC0eDSPHprUX9R2EbO8O810PL0Ya4Y5a14zlqy4ONeJn+2wj9ogyI2QCUqEqexgHH/TxvXY9Mufot5s4cPvuAo7n9gFIN+kB4gFLYwFUtdqgyCrbnLFVc5SMUoO1RN4M+SG852YZIma6GU3dt2wX9YJtzErOJJHDQiEViOvJE+fSIxChGayQ2ghguxnKRaF49SC4xaqDuiGJGUAYEG3FSLZDEVZ1KRY9FdXwgcDWpOgM2Zj4eLlGQTZgtISC6pijBusrdWbr6zKwMLFy+F5fvK9W7Yyr2Ih/2kmoJQ+vZJottMdUIot+fv3dAT7ObcbBTx47ya8/y1XaiT84S2bU8dTbm8dvoOF/UvwhlddjIABu4brWi2mWq3i+JMW4NQzzsRNN98BAHj/W67EXXfcDAB4cNtWuckrTsxUWb8eJo1SRd8nM+98rvJj1ZT28Y9/PLdZyoZDxCagnT6weiZmd/qF1ZeEg6wSX/v79R1hKNLUTWbF41RlCLDPYQDQWxFz46xOT15b4dt4XkJtPOZ1l6zJj+cQWUVkiXkKFXNi2aUAJ9j7+CMAgJ/d8T289arfkxKZ6XWCEKVHrxxXEwTZTHw7VDUyiAHCU+PMr7qmdYRxqkfGNNmZ3yNQ5j2jylDETKRj/PwRYShyzxNDAGCXtET++Xcs1C4bBigaDdPzzuBTowDE9/F72/Yl40wUPGIY3DOKpSf3tpVefD5iygT5iSeewCc+8QlcccUVWLp0KX7zm9/g7LPPxpve9Kbn4vp+52L/WBNPDjdQt3R+qwgihr2jTewda1q1SM14cP/Y00qkpyMfW/aM4lc7DmP/WNP6+wsWLcGnv34rrvzDq/G6N/4hALtGK5BXsQCAehAhNsrUNIOqrl2zBnHYAqiLMAzx+E6ZIFskkkquatLjWlooC5aZJVHGhDpFNpEWCLJKGKOEimEgzb5L4VAxgdeDWKsvhExSLAzoWrn8qd+3IhOlTV+fSszDWDbptUOQ5TXOmIJiocb1Vbxiuoa8PuVuZ7s2dU8irhoc5YLmECzsX4Kbbr4DvSWKC1/xOpx94eK0hqilnMg5ySXIQJKE9ldXwpMNeSbPknOOl1y4GDfdfIdWgDh/0RJLQsvx8JZ0AvrgvZufNlc5T9mwbbItKDgT573h+o/ghr/+SGIAklsgObZsuCeFhG/dtC6FNGXLyWdKdOjxI3UAiQuZ45XwojNejIX9S8TGIgzAmxMAgIceelDy/PMbVRWqIlI3KwgF6a9CkDns5f9nI1RTWmzZLOWujwh5uXbXppLfWZ12Fz0grWIB2Cs+gKROMJ6TH7OdU/UWAHkTIxUn9Xbgny8/G5ecPlv2FhxbCY+qQMydUbJuuKlsXAzjDMUCYh4seRTbt0lHU8fXTYbZJj1ANppKS2qTxmbeY98R0nNKllONy5rnqLlVqCelARw1bt4M4XL41GhTapIn76v2xAgOTLTgEOCencP6vWY35ozlUX9CSCqhBUQivWXPKO7cfii5d5Ym4vv2jOLkvgouf8lc3PnoIdSDWErfJeM27h7BRCvG0gV9ONZiygT5gx/8IFauXImf//zn+MAHPoDu7m686U1vwumnn/5cXN/vVDDGsW+8Bc8h2D/WKhx3YLwJLhenIjtaQNAw9ow2sf3wZKEr13TYoxnGqAcMFdfBvnH7ZzG4cT1+fsd/4we3fAe337zK4IOmF3lK0oup4tcpeoJKor1MGfNlL3sZHDDA8eB5Ho4/aQEosSeNJdfRCHIQMWuDW0q3VHKLs1rDrkO1BmkzlJO8SqQzzXxlj6YsqaM438xDaeJ2FcXJe7UZCvgO1clZJM9ZmPhqBNkt1Eo2x/VW/CmT7VQykEO3xQITG42L5mexsH8JTpg7B35XjxhnrAc2qSJbOVGU7qGP9/lv3453X3tdimepuMUL+5doBQghG5dOYjesX49vfeEzCIKWQcVYa9ctzYRV7cI22sIZvHnVV/Hht1+BW7/9Ndz6ra/hvW++HA9v2WQV9r9o2coUEn7hkuVt+fs9ZVEmFvrLiUJqbCQD/VVxTBqJZ/aE08/JUCyKy+J9ZcW3La5IOJRo/fOiDdfRjmfSlEYpTWmp28LkIBe9z5JM1BphsbGPOlYYM62uYNNLBkSCHHOuKzE2qgsg7vs5c2eITTW3Kxg8n6EQ5OO7StbP3yFEG/eoyoVZpesuOTh3oejDIKUOeFIiM6k0Jvel4jloKOqEQbEwE19CCDp8F/Uw1vrkgDpvcqxOo8k4ygA46vkquw6O6/KxZ7SZm59u2boPHZ6DK87qxf17RzHRinKOloBSp8hULolFFYdx/Pu6Xfib/3lU5yYOScvGBRHDtn3jWLKgF0sW9CKIOXYN14V6hjHugf2CenHO3O78B/I8x5QJ8g9/+EO8+tWvzr1+4403PisX9Lsc4y2BKM6seNg5VM9Lmch4cqSBbt9Fh+dodxxbHBxvCV1az8H2QxPP1mX/PxmTQQwCjpJLMWrZXNRqNbzrjZfjx99dhdBIQrasvye1yJscLxVqsqpL44nISBrNWLliOV75+t8HHBd//9VbMPO4ebL8m3/sRg/tRyuKsO3eTQJBdvINbg4V54hkqVOpU2SpGEpNQkzySSJtjptRdlFyqNAOlhNuyJi1mUehrwFjmjefdfkT1ye63ZXJhQ3JzR6zp9zGRQ8JZ7C34rXhM6sE2XSzyp5PSdAlCiA5hyzXEe8vI4xv49sJnm/6taz96vmLluBN77kmxbO0cYuTvxf/X6vVcMVll2LLujXgjIFSqilAduer9IXYFj6b5ndWdaJWq+H//+hHwOKElhQGLXzr859BbX2aFsDB0XfaufjUN27XSPg5Fy1Jl04zqK96biaCCCDppEGNOe8iga6/9R3vBAD0zT9F8PyVAowFuVTUnsQdsUh9W5SVlXRcUaPZ0Y5n0pRGAXROYVCivu+zOp/+prGIdqK4xa0UPclO2QikTKQYV5AgG5WBYww8BpDMJ3Nn+Nb3SSXFRW1YtaKQ/P2Mkoezz1sIAKheejm++r0foFqtGo6rybESwyauE18T8VXR4ZvOp+K17PykNk31ME7prZsyb4BSsmiAACmg56H94zhvXjcuXtCNmAPrnxzWro08NdcBjx+ZxPe27tOvEZLWaAaAoUaAHYcn0YoYbpPUiey4LXtG0IwYFp3Yq9U6nhhu5LjP6rktFfDan8849q7odziOTAYyiRHOTq0C+kQgd6WdvoPDE0FhIr1zqIHukouy52C8WUzZmI58jDZCnbA1Q5ZLLFavXo0gTGSuCCFwPR+Ll6/MmRhkJ7SyS+EQkYSbCXI2uSSEYL5scDvj3EVohrFV2aFWq+Gnt/4XOCj+4o9+H0PDI4W6pcI1jEtLaqb5cWboTmxtKJJv+uv2XXgulQg401xl23mV7mcUca0U4VIL95UQ+A7RHdSuJdnW1yiP2V1y2/LO1KTZW7G77ZljUk16mTEqIQ+llFIWyQGgOdnKYEUFA/DNzU/hBw/uTwZbmnGzSLMNGc5SHRTH+OH7NulzqpI8750HvPcbOOdVb8RNN9+BCxYtzR8PgLWZL1s6tXWnI40yrV692mqAsmX9Glxx2aUp7izjwEd++BA+v8PFOz7wYSzsX5LTVc02LnVoapIqJ8ukQRrZjDRC7Btv4dyLFuOdf/KnAAyev0bo8uhqxU/Kz+r9F4VLDWrHc7j6Pd2mNEqS91MUnis2AH0dfs6BUIUyOVHcYlvFBxDPTsQYHty2FQBwYPcTdgTZSZr0HEpyz455/fpE/FgjWACt+gR8RNi5bYudYkGU/bbcSBscZECoBKkk+9xlL8MF/UsBJDQ2c06sSAqb2QyrTJvM6PSEM6vZpKf6QcxjAYJGxjMAjvlZzJ8hpN6ym+SQMfgOxUtml1FyaaGhCAPHqsGn8Klf7pAKHHa1i8Hdo+AA5nb5+O/79+l10qRYjTZEzjKzw8OJPWU4BHhiSCDIKVtti5TqsRLTCfJRjJFmpBdicKT0dM3gsgWcEAKGpJHCjJhx1IMIJVdo3wYxb8tX3jPSKDzfCzEOTQZJqZIki6eKgYEB+J7giHq+jze87Z0pRzBT2SH74BJC0Om7QuaNIYUgZxcXxY8NOUNTUiey88Dq1avBQsGTDhnD6OioaHDLvCfV3R5LioWiYuQQZN0sJxKoyIIgV3zH4LVJNY5Y2O9mpyn1HiKeNPPQggVXmzZwLmTvChdw8fqMcrE6BSAS25JDUXFpYTKQVbGwIcjKNjhbOjWjoptq0gapD+wdw7/XduHrm59KXiR5DrIy4zAb64C83JL6uXVwo+YYX//uN+KedcKERZXkyVkrgc4+zLzk6sSMI3O8TRtq+K8v3Zgy2aAk75Bl607P6pEODAyg5JdAKAV1HJx6xlkglIIzljN0ODjewlOjTTx2pI7v3b9X3ZJUE6G6BvX8UNm4NBnEICTBvZVO79bBjfjZqn/Hr+9ZZ1RpYkTGM2ZTd+gwvseAffOm7w1NuJnH4oLsUqodKYviynOOxx8tPhFuGyqJcpecEkF2KCYbTXz6rz8EAPjvL34O6y1NhCXXkYYivLCRDxD3PZkZ7HbEz1fUajU8ev9mBPt34kPvuAoPGs+MihQHmRtzp0QXSi5NZCUNPnBgSXw7JIJsoupF845SEWHGumMiww4lKEuHVNOZL1vhnN9TxsGJAJEB3AAJfc6hBCf2lAVPGUC2D6EZxNi8WzTW/fjhgwAkMpxxMtr01CgqHsWHX3YaDk8GuH/vmFTZMZBho4LkORTzeyt4QpqdZG211Xs81uK5V0L/fziYqQ1KEl3WbCgOHCDQoHoQ625WGK+npiF5vKwLGyAS8YcOTOAiz8Es1//t38jveMSMY6QRYFaHuhccjTBGdzm5x9VqFV/+7vfxo7vXY8ZZi3DOi8/Ceaf06fGKFxlmdvIqukoO6gFDzFkGQU6PVYlZGHEEUWyVoBoYGIDz/TUNiSQAACAASURBVHsRAfBKHah09xQ26YnJWyhPBGrytlAFABjIcB5pNuXgWhHPIMjp8yrKRhCnKRa2tU8nyIy3R5DluWeUHKvckoq3XXSilLMqduXLJgOek29yKktELeZI5JsyB6x4kmJhlP9jxvFv9zwBAHhyuIEjkwFmdfr6d2YwzvHA4Eb82duuQhgG8DwfN3z1FrzijNfqyZ/zRKFCNaSxOEYI4O6778bAxStRrVZx249+hnf+aDcOANg8RNCMYvl5CfqHA4JarYY/uPwytDpmY9XDddz0Ho7+xUuFM19m6rF1p2f1TavVKr5yyw+w+lersfzilwIQihJhGMDLcGd/WhONSnPKwH/UduHKc48X3M2MAkyWv++TGFu23Id+ug8Xn3YpALFAjhw+gOs//geIwhCu5+Ffv3UHSg5FI4i1hrhDiPVZrOQS5OLvnUsTt7B2FItarYbVq1djYGDgOZUi813a1iQEAPpP6gHkBqOwcdW13JMCtYtGs6UrDnHYwpo1d+PilSsy1yVBGiaem6LzEhjbyzaJ9PMRq1evBl/zNYAThGGIezfcgz9+w6W5cZ6sAAuFIpaS7/QdMe+VXYpGlNaQz1EnZOLLebLhFr0PGQTZd1APmbx3IsR9TucEmophTDtRhooxs8MHB1BvxelqDksS7hN7Kgm1k6TngA27BS2ip+ziJw8fxJ8uWyC5xem5bnD3CBbOm4GF84RO/eNDdVxwwgw0onwFSZui9FWwc6gOSoCmkXBnm3mPpZhGkI9imEYBBKRQ59jkKjqEyKaVdAjKYPpLWUTZODLZwlAjsHJtX4ghpLySBcElBBOtPEXlvP4l2HHiy/DlRyJc+/0Hk7KTMWnYuKoANIIcP10EmTG0ChLaarWKq9/9JwCAj31+FfyOTqkAkX48BbpBpZWzuDaPktxDrEq0UZygpVmucsmlGo0L4zQvN4cga8qGoTVbgA57En2JVQNhwZynOJLdZbftJHTuvG686szZ4Bw5pFxfn5Musdt41CqJDiNhnhLEQqf5SD2xW654VB9DIT7b9o1h++FJvP4lxwEA7pPfEZLR/AXEd+Zei7JDVhGDA/jZbw7C75kNSggopfA8DytlUgoAZy3sx2Hag4XzujEZxFi94wjkiVMmG2EQgJ//e2AveQW+X3sQgLhPWUMRW3c6JXl904UXLcbb3nctFvYv0eoeV1/zUXzn9h/rRLFWq+Hrt3wfiAIMf/9zmAhi7Dg8meMWhhl0a+vgRowe2IOHHnkE17/7jRqpjDnH4X17EAYh4jhGFIbYsO7XGoGLuVJssSeEqmqnVCyyajLp90yF0xgtRqyeiSzb0Y4FfRXM7GgPcqgEi/OpVWJSvHzLuLLrgHolOL5QQHAIMPCygdy4kiuSRoVEFkkuUkoATrSbW9G45yMGBgZQGj8IOrwbnudhsbR6z4ZHpZQmUwhyMvP4jthhVTxHGIXI123IcIcnOciEpKQ07UhzBI5k82yngDlaylIj0pnjKRpTI4pT1ZzYGHdir6BhMAnCmfPTr7YfRtml+PMVp2DPWBP37xvL6SAP1wM8MdzAhSf0YE6nj07fEYkvTSPIWQ+BU/o6sHukkXKVVffOHHcsxXSCfBTDNArwHYLxAqk3c1zJpVYlC86R6b3hhYj0zuEG+soehhqB9fcvtMgmLr5LrSogDEJy6uJTZ4IS4AcbHhR80C2bdRKS5Xip6PRFqVg87MkDnh2pGoiimBVSIgDgzBedBgA47SXnF1rDAsrRSqpdSBQ0C4RpsXuuGk3yi5ovbasBMclynqgJFFpIM66l1IomM18iyJNhhA7PKUSQFOo3o+S1XUQJhKQaBy9EmrM6yI5to2KYmCjpOyo71g9OtPQ1iWMkya8qfb78RbNRcinu2yPKjxw2dymgf9mKlLLDwsXLc4L9u4Ya+NjPHsGNax5DzBgIpXjvdZ/EoiXL9Lg1O4cQc44PLD8Fc7t8/OqxI/qOqPMODAzALZWAM0TiOjrnLAB2K2xm0bugBHn5Jp5Gmhf2L8Hb3vshnNefuI6tXr0a8dwzgf3bwfb+BgDw6OHJXHd6FlUbrK0Fb9UBr4IwDLFmzRrxmcQcJ8yfrzXJPd/HuYuquoEsls1Sts0lkDxjivNYdotl0igRCbnXpvT/TGTZjnZ4Dp0yqSTioZAIcnsKU8LLt28ayh4Bpw7edf2nAADvvOY6LF+eR8zLroMo5pgIInT6TuFmFQAoFXOJTXHk+YxqtYpv3/Fj/NE1H8VnV92G8xcvtY7zHCGlGbN8X4bnEBBKUPEoWiEDk993GxUvoVgYyLAtkZbIcLaZz85Vloi0PKC4vrRyBiA2RiZX2ayYndRTRitmODwp8gVzL/3rnUPoP7EHrzhjNgBg275xoYNszHXjEmzq6xC6+qfN7MDOI3Xd+2DSSQAjQZ5ZQRhzHBhvyUqaSvLTikLHUkxTLI5imEYBvkMx3rIjyJwlZceySzFczye2HOmVyqMU480IsqKhoxnGGGtEmNXpYageip37MfhFey6DZ5KBkutYE+ShyQDDjRD9J/Vg96Fh/HD9AyC3/AM8z8N5836OVw5crBdmzjmO1ENwcPSUPHSVXByaaIExpieYe376fazvXImVK5brc6gGtzBOJjObrJkex1QjjH0J8h3RVKNk3twyySHNCkUwkeGsJbVoqEvk21gbikVFW0gbclsFHU7KEXC8GaGz5BZ+F684Zy4OTTQxq9PPfV5mUEKkgH7xbl6hwzp5J/lOfMUbjLS+qVjQ5naVcGQyQBAxVDxHa73qkqhcACu+g/OO78YWjSDnzTjAgfMXLcVNN9+Bwdpa9FdX4oSzL8hxkLfuF8dgZ70MWPtNoDmGsdHhVMK95vEjqHgU558wA/P8CFu2P4mtg+M44ewL9PetWq3i4//5fXxsUwMzPOCBUbGwUwILgpzn5Wb1SAHAtgXP6qVWL34ZcOAAyJYfwG2MgDrA9sOTuebA7Oayv7oS5DubwUsdGjFX9/r4E+bjM6tuw/iO+7Bi5UtRn306vO1bBU2IieeCWhRbgOTZUUCDSaXKBpGNk2pTZQvFAQ+CYEpZtucjCCBoQOCFSUU5QztxCtQpfEckvvNPPwt47FGcdsZZdic9h4IDGK6H6Cq1l2akhCDivNBt7/mMxUuWovPkc1B28z0eKpQZk5hjGTw3uXPKAKTsis20esxslUY1nwRxbCDDdirGpKWZL4cg+6pHQmySKUgukVb9J62IpTbFyiwKAE407K1P6iun5p0jkyFeeloFPWUPfRUPu4YboleKc51baNMenfh2YJ00HwEkWu2QlFspIBBk4P+w9+ZxdlzltejaNZ2pR3W3hpZkWcY2lrHlQZNblrGIIRCcOBjsBCfAu3BvCE6YLsZhyOVlIA+HAE5IuDHPJCZxSID3HDBOcJjsyMa4NSJPkjxK1tStVs/DmWrY+/6xh9pVteu0CB7axt/vh5Dau+tU1ana+9vrW99avFHvnMXtapxpc7FQYuE9wS/h0A0FHNtCzVDWZykpKMe24Ic002CXRpBd20wTiERSbhHefFLPoXW8FKIRRC2d7041mF6rAt/B+pRm1EIOTnADljMWlbGoOgS25CxQy0UQBPjx/fcBEKgqIWiEFB1FB2sWt2OyHqhJLaLAYwc4ivbDb/0zfvkNr0+UZIsKzaVqkjIt8nECRzUE2TyOcwHjRo48znCgVCyyDnmAZuwhOrZl53QWBY8TblnFyFOi8myC6UaIiHFDlby92pL2At50zhKjCYce+u/Px7eUlCYjgixVLISEm+wmd2yCjpILP6LKkU3aUQNxo61jEVy0vBNPjs6h6ocZMw5dWULXOGaMZdzqHh2eRcUBYNkg635dIc364zlW9dFb9nDgod149J47MRE6eN9vXY39P92VWNCeQS9cm+Ajrzsb040Qe49Pi7kg6cBJwXB8uoEfPBEL+6d1S/l1AD8+NK4a7+Q43SGrctq5gO3gjRvX4stfvxOvXtKBp8eqonNea9KJOA9dvy8XXXgBevpX4abb7sCGTZckNhmXXHIJPvGJT+C1l12KtoIj1AQ479Wk0S1DfreSLtPeQgVCIsitnOp+Flm2FyOIfEdbUCwKqnE1X/oQEDrIlGKx4NWnpSrV8dQ9DtBWmAdBhkCQX0iZkFOMJD3FPEbeEyo2Zm4KfZca8o1Ao1gYKo1Ku9hnGmXPgDSL5mC9mS+Msgg85zRTDhiIn0kFGH0MIBqvtVdbR5pXCMe9Y9N1ACQxP+nHW9VdwrMTNQB8cxU3rie5xWf0lDFeCzDdCDgFjJnHrVrEE/PDk/XkZkDIlS7EWHhP8Es4dJmnPOUJrsGZRczSiW2ag8wRaUPCrf0JxCXhl2I8M1bF06M/v2sgv3fZn6dL4tzRiyfIr3vNaYDtwFp5HlzXxaWvvRxAzC1rhhQ9ZQ+ndZfQ1+YJzUc+QT62fz//3DDIlGTlhBVGceOfqTdIyZCxeLdvRJAdS9A1IkSiYSY9TnbBh5RfcygR5BTso5JGqjXpGbjFcqIPKVU8z7zFz7UtTNQ4ktdWyNc4lgvVY3t24Z9u+atcnicRfzKG3NJz7BwoEWQrkzjIMRGlqklP8rLbCzaCiCqkvOHH2IsyUCAEZ/VVQBlv1kubcUg94t1HpxRlg595SjKOUjx2YgavPXMxLux10L7+zbjl63dizUXrE1SMIOIqIHsGHwAdPwo4HsJiJx7Z9WBiQdtzbArnLW3H68/qhWMRbD88KU4oKe7PKPDVXUfwyf94HCPCOMckB8cYxW07j+Jz9x3E6Jx53EyDf79vfetbsXbdRpzVW8HjJ2bw1S/9Jfbv3aV14lPYqYRr2eJeeO3dWHPhhoSjISFEGfAAwOK2glIToEyWYc1Jnvze5HPXUXCzg9T3wd+JVggycOqybC9GcIaFpFiYxxTStKOcilTRsZJW3jnvtb4JaS84uQ2zAH9PI8py7ahfzLBENZCB5VvXC4pFyPjGzE0p9lRcmzc3BlHiWTchyADQiEKtSc9MsfAjhiCKYmUXlqROyHG1QMjB6RQL7R0raRzkROKrfe7S9gJsAhyd4koW8hr4Zh6JBPnwJG/m45Sy+DMBKMGA1ULj+JBIpmMUPEmx6Cg4sAgw0wwTDcKme7JQ4pUE+TmMjKEAyXqTM/VHMtKcQXUAEY7FUcw0CqobANgEfBe3wGK86uPJeYxOIsowJKSj0uXhdEzXg/mRZkYy/04jec+M11ByLSxpL+DqyzfAIcAFV/8ObrrtDqzfyPlpIeUTaRAx7vpGCM7srSh/ekoZzj7nXAC8cStdktVNNiKDNbQMqXbRFJNurjWsYykaRkila1hyoCsc7aSWZ8jMDXOJZj5J7WiJIDOFqObxCwu2pZC8Ni+fYkEIcGDvLnzonVfj1i98JrcZSqJlDCy/SU9aDft6OTl7XvxaxWYgijcrbZ6DiMXX2RQcb37NcVNifwdHXoZmmhyJ1BNQcF3s93/7MXz23mcSP9ff2cdPVjFVD7FuRSc2nb0CsyjirLXrMom01K5eN7AFzixHfe3eVRxp1o7XDCkv+bo2VnQWcSTRnR5ffz2MsOPIFADgh8IelnOQk+/EyTkfhybqiCjD//cwNwCwrOQ4P4UMlWqjqEfALV/5SkKuLq3lCsTcfanCIO8vAdfm1sc5FqfrUHAVGL7Jy6++TNR8uBZpaTggk7fCAkQ3TzUIgVJama+qIvXzCzm8bLlRkPKNbgtUFeD3OJydaIkg24IDb5Lke7GD3zquN5yHWrqicuGHfE50U9z3iscT5EZI1ZqiN8Hp4wCg5lMtoc1SJypKx1s3CmEZNJ83/VFAgGyU8s2jnkhLQKbh08R8ElKq5mzHtrCsoygQZN0GWya+MkEuY7IeYKYRgEBHhpMUC5UgC8BJIc0pHXRJT6lp7z9gRt8XSrx0Z4kFGHrzHQCAZaXeMvJtgOL4ZMclxzBmSriTKPNMDu9ZxnzJ588SlDIj7SMdx6frODRRy8hi6THdCLixBZhCrvJi/8gsHj4+k2uwwhjLZkgkK8t1aLyG0xeVQQhB0bWxpKOIpa9eizUXbUhwxvgLzlQC5VgWZidGMVer4+E9O7HqjFcBAH71N9+RKcmWC7FBheT4mpALqcTQDKnibuYhPpJHGzGz6oRtCUtqTcvT2EAolR0ilpgc0+tGLBvHlGZ3XilWNlYBXAqvFYL8yM4HEfgBKM1vhiJiImVALu9RuquNTnFu77GnDmSuwbEtRSlgiL9XCwSew/mVJY1iId/HmEdHsFwlyA1YKdoBYwx7j88gpAwPHBpXDTB8YYnP4yeHOFfv4uWdWN1TBgMUSqM/npH4ztau24i/+PPPAACu/dD/zZFmbVxIGaozU/jql25GJ2lqzpxJasf2ZydRDyiKjoUfPjEGQCLDyflgp0iiV3WX8K1Hh9EIoowqRhoZqh56lH/iotMQBAG23beNjzOgahXPQTWIG42URKJFFG9W/tu1uLxURCl8ubk0JDWSGjOh+LEtKDvgqL5rcOT7r8Tg4CD+5m/+5gVVulA0ATCjKycQvxOyWtBVMldzvFQzn0lGFACGjxwSfyPY8f078ZBBQzg+P0GxWIAcZGnnzFi+hrQn5tiaHyJiDHbKmVFKZCYRZAmkUByerCGk8XrRCKnS/c3TQQa4CouiWIj5abYRYrQqm4i57CEIT2rD1HuoH6uhSdApZFibs1d0ciULIE58Jd1JR5ABPj/JhBzQ1CnE8ZZ1FFBwLBycqCUMlPxUwg1oG2RoTXo5SlELIRbeE/xSDobkW0dYxqIxTZ0AoJzH0j/LQM2EZZBmnW/r2VbLhJUxhp8em3pOeL4AT2ofGZrJJPN6RJThxAzX2TQ1ysk4MdOAZ1to8xyVMJjCDymm6gHGaj4OT9aMY/ity55Tem9waKKG1aJxAOAv71zq5ZV6vjyB4pPP7p2DePD734EfRPif77waTz7FEcMrr/ntTEm26Ai6Q8QnKV7Wz4Zul5unJgHE/DiZ+Jq60y0itTx5cqHk2zK0g1jZwdcmx3QqrSPNsqkrj8Opo3etOMgEwNqNm5VyQV4zlCUy5FYyb65AUI6OzwIA/vqj78H27dszx5GcVsq48L1URZBookKQA6qSUDXJWwTtRQftBQdD0w0hdp9EkHcdnULBsRAx4N/3j/Cfs6Rt9fGZBgiAlV1FnCGQl4PjNRCkpI80pGnLJRtR8WwE7X0Z7eK5Wh2PbL8ft3zhM3js3rtwZKKmnl19A/mjp8ZQtIG19Aj2jcxieC7gC3pqPtl1dArtBQf/87VnYLoR4qGhGdHMl9Q3lvcEAK7YeAEAgPStguu6uEzQk0y2uhXPRkT5vCgVVuSx9GfKtgiatVkMDw3h4V074Yc016BCf47bC3bLRU3SNIrPQfIm5eA+97nPvaBycCo9boEgy3fipNiodRXdHP52kr+fh/oeevoJ9Xdam8GOB+7PPT/5briteBgvUuj3qxV/O6BxXxDXQY7HFhwbRddSBktAvOGeaYZY2lHEdCPQkOFIzSdpzjCgcZWDMEFjsC2CekgV/zfeXEp1oqyiUMxBponknY+Lv4/+ziKGZhq82TiiiXHyeztd4wwTjaucVqewiGx2DhQ6L+8JkETqS1L6LoFcZ1H1hRIL7wl+CQdlSa1RAoIgSnGLJRyW/GkG3WTiCHqky7BqnBjm2kQJk5uiFkQYmfUx8xzZVs82QgzPNjHd4ngzjQARYyi5FoZnGrnjRuZ8tHk2io6FmUaYew2S/9hVdDGUczyW3qhAInnxMafqAcZrAVaLSQDgpfZqM0xo3Ep3Ode2VDnygfvvR+T7gO0gCALsf+JJAGb+XknxfGlLDrJMLC3CJyJdnD5xPNdWyDDnqWWRYYtIBJknegHN8ugAjuYBfILSJ9EsghwjzbGjWQ5ypS2wnIOcT7FYc9EG3Hz7t3D9jX+Y2wxFAKFiwXJ5j9z9jwHFNiD0EcxOZNBoi0BD1ZmiMFiQ954lmvQyFAvx4cs6CgJBTjakUcqw6+gULlu9CBcv78Bd+3iC/PhDu/FXn/usSp7kYkAIwcquEmyLKPH8hDWshjQRQrCqu4QjoqNcT1Zr9QZoGIBGEejkcfgUAr1OUoq2PXkC/hMPYtdt/w8A4B++ex9u/9u/xMO7d6gxjHEO9boVnTh3SRsAnrzbhDc3yvCjJIK0adMmOAS4aMvrcdNtd2DjJi5XZ5JIjMvOoUDBYrqG/kj9dNcOPP3IHpw8OYLf/+2rcXJsTEga5iPIAH/mWsoGEllh+fmXvhdLDo6/nzI5MY+xLCIsghk6hT2ymWIhEGRJsch5r1+zZo36ux3WlZGMKWyhYjGf4cmLEeKN4vNJToLsOZyDLN/vNGXLc4hAkGkiaXQIQcSAs3oriChTc38zTCLNtqgYSzCrrBDkuPchojyXqHg2VnYVMdsMUXItRJQpgERVcrT77Nr8e69pyXuYQnwBoL3goOZHiWbjdMK9vKMI2yIcQWbJpjr+WRq1Q0jacbwuBpfSn1v2bI6Cp3jUryTIvwChG4AAguMXGhK9dPJmKHWa8kPGsjQBxpji20oaRp5e8lwzRCOMMDb33Oglj1V9OBYwNJOP+J6c47xAibzl0SIiyiVk5A40TSWRMVr14dncbWquGRppG3nJtT52XCAruih/W8HGXDMSurs8uPMRL1HK2Lp1K2xQwLLheAWsftVZAGBcEGTiK/lsjqFZjo/jk2TZs+EHEZ7Ztxe7dmzPjCs6MTKcp3ZhWxpaSpmgWGQTX9WkFzFt0mvBQRalbqCVDnJcJv/BN/4OO7abUTW5OJ174Qb87gc/ktsMRQjfGDK0dj5T51OdgOe6GTRabRpoUubNsnhZ2bEshSQ3Q6YkknzDoiEpFroCw0ND05ioBVhFplAc3ocjU3U8uH0HPv6ea/D5mz6tEEY98XVtC6d1FXFw3CCyn0JfO2gN+4+M4ImHdiUSc8crwALjustznDpxZKoukOb4+mf9CHTqJNjEEBA2ce+OvfjyFz6Dj7/7GjwoOMNjVR8jcz7WLmtHd8lFZ9HBoYkafydpXGJVHGTtgaoUHLzq/Iux5qL1BnpSHHJTVg+o+h7k/dWf4wd/fD9o0AQsF0HgY2xsQijAZKOkUTMqnpObNAL8OZCOlD9vSDm4VhWQ5yMUL78FggzEHNFFZTN6DOgmO1Hid9LxmjXnqL//1nvel9DsTofSQV6APG/5jDG04G/bnGLR1Di0CeUpy0JJNOnF1AkKYnEFlb62Avo7imoN0RNpuQZM1gMElGWQZsZibnHEgNWLSujvLMGPaMwvDqQBVLx5bwQRGkGkeL71IMoivikk1xe9FnKuSyfcjm1hRWcRz07WQEi8fvqhGbmu+SHANGQ4zCLXFc9GNZhf83mhxMJ7gl/CkeYgp73JAcEZTuVvsuErOy75M0IMVAykPrSFoch4NUBvxcOJuWZLWgRjDCdaoL1yzHjNx5K2Ao5NNXP5xdP1AEXX5tJTyJehS28uTNfAGMOJ2aYo3fOkyXQ8pv0Z/yyJ0usJoYyK54gGorgsHlIuQ6Z3xm/evBm/8ta3AwD+9CvfRP9pqwCYk0ZJTwiiCBFluZ34suT79FNPohkE2LdnO66+8k2Zsq1MaptRFHOVTRQLi6MgFFwmy5T4StWAkMUOea6dTaR1HWRZXncds5SWolgwim988SZc9eY3mpvvwJ9nLrmVL8tFQJSzYStpLk+cz9LOCj73D/+aSbh5FUDom1KmSp1ysyJlxQCOIMeSRslFg5cmmyCI6QEAsH+EN6He/scfwOC3/xEA8K27f8g51hrCmG5IWb2ozBFkJDfJOi/vkT07seu738Asc3Hj/7gOO3fE95PYLjZvfT3ed8Mn8ek/+RMAsjs9+bwzYsMmnE+JqWGwzqXc4joI8J//uY1ft5AEq4jmyjN6ypxXiPi7AjSKhV4t8BxBT9I3l/mNS1U/zJSJ9ZGvvfxyWCwCHBeu66LS1W00xQGQaLhrL9itZQPFeT8XiJWUg7vxxhtfUDm4HdsH8Y3/94t4bO9O2C0EieX3s6js5dMJUo57ee9YUeveO+fVZ7dE6S1iiQR04SU9hEBtLvKb9DhSK1F1rgASj7UI15lm4JtpIF4nlnfyimRPxVXPWCJZFdQpShnWregUTXZinB+p/gj+uQRdJQ+dRQeebWna1rxXR2+Wm2mGypisLBxBdTdYIIeKEVIlB2ca199R5MYeiNdE2bCbdvDja2csVRdTLOJ7W3Yd1aQX01NeQZB/IUI3AAGQKZsCsvyfTnzNeqTpeT6d5CUHy4OZk8tI7FY7Cg4aQdRSL3muGeHAyGzLhr56EIlOZT6Z5MnLpTcNtZzPTffVma4hpAzNMNIaSYg5Qc7J/fWSc7rRCBAIsh8KPUoxLuKlfd18wCLA8pWnAQDOeM3FGZRRD5n4ygnAMSSqQLxQPfXEE7wbzSAZp49r+DQ29kgdSzU4Cfe+iGYROiAWlQ8jioavoyXJcY5jKZc0NSnnzGeq3N2sgtGwdfOdqIi0ktyySCxp1QplIJQ/Byt7O3Heuo3GMY7FTVYiGrsLykutuBYcIhHkuOs8/d32dxTRDCkm62EG8QWAsFEFGzsCAJi12zMc6zDVkHJGTxnHpuvwI5qwhg01mac9gw+Azo4BxIJvFfClz92kNh0hY1i8ZAne/f6PYOvmjXAsgmNTdbWpAOImnTf++tvwlre/C5gaBrqXAwBs28aW1/JyuZyD9O70Q+M10VAXc67TBgCA5gYGJDaX6SRJoWUiGYib9JIbs82bN2P9wGWodC3C52//FoptHUapQiBWbeHHd3LRUiC2a3+uFuSBgQF84AMfeMGS48HBQbz5jb+M2//6s/jo//U2PLRnR+5YySWdPn4QB/buMo7xlMmOVIDJSaS1TWwr+UZAJEQs/1gvZsjkmAG5lC1PVN/kPUkjyLypW8roxRs9mxDIYkbRseOGuYCbSfkA1wAAIABJREFU3QCxUdHKrhK6yx76OwrqPslmvhjx5fMfIQSVgqM1VIZKqhKAJs3J/3vJtdEIdHMSM9WBf2aUeF/5uCTiW/MjQe8UxwvjBF4dT+MW69VXO8XfLnuWOl6iSW8BbqaAVxLk5yy4ckIyM+Od7mkkE0hnvpYRQUZWqgxZLd8039YCMSahc0J7UD6seS5/AOf5jteCllzlqkCLID6+kdP4p7sL2iSWHUpeg+wqFsdDPGEnxyEBDNsk5iQnxgEZFElvRgBiFMzWZkmJgjHGVOkslFxV7R4TQtTCEtIoThoNiZ6cJGXjSnrCkCET3xWvejU3kAA1lm0lFaMuymymZj69IU2qYjgGZDh2+WNoRPECmUm4CUdfgzDWck7r26rzs+ME2Zqv+U6gEq1kuWK+JclVzhgcHMTcFLdi/umP7spNBlybN6VRxKiFPGJ70VUc2EaolyfTCXIBAHBitpFTkbBgVceB0EffuVmOtQlBpowrY0Q0+XzKz1w3sAV2JJ5zp4DBH29TlA19nGMR9EupNy2hlf/fv3w5li5fAUweBzqXApaNN1z9dmy8ZEBcg3gnxH0+Y1EZM80Q47UgoQJjRKQ8G1U/hGwek+Nypa/SyYCVbA61CUFv32J4pTace8F6BGG+UQghMR+yvWC3RC4JAMdqvdlayCF5z5Ry9H/3gw/kDxbPzNM/fRA3/re3qU3V4OAgbrqJb7KURKKYb735KkPg/NVWYRE+By/IBJkQtU6bNltAzEFWCbIB1JCNoZHU6RaybPKYnsN7VgikJrFcT3ildEk7n0c6BD8ciM094sQ3nrPbC7ZC9yU6LHMGQpLUmJgPzBJVGr1pUiHIvtZomJJvA+KmOnksQFOx0MZVtA2ynphnNJ/l8ZjuVvoKgvyyD1PznW2ZuMVZeNMs2M/SeTRM9rbp43m2hVlD0qijp65FMNvMV5Q4WeW8YcnTNcV0I1BuahagpFtMIaeXomNjom6w1U6h6tw10ESdYGoz8MienbjjK3+D+x74ieF42XtsEyQ2K3kvOe+wj1UM0omUDDlB+iHXzQXMHGSZhPqRZsSRGRUjzT3LOTJ90aZLcdfd3zeoYvBxVR3dyFwrEWgpT5AjNo++MaWqxGobKCAWiVUx+IYhX1FCLqSrli/Duz74Mdz9/R+Ym+9k4kvyS518nPhvLJ+ntm3bNpUM0JlRPLzzQeM4rqsredlJZY+yayskuxnmd4D3d8ZayJIvCMSo6l/87W24/iMfx4qOAqpeJ9au24h3Xf9hdQ/SSWOvcDCbaYYJykZAqdoQrF23Eb/34Rv4fyiUwShVyHy6K35lZxHHphoJzqBeLVk3sAXOzEnAduD1rsTrf/031DjVgCmudXVP0gAgLhNnqy8VsSiDEeQZAAQRjTnIPk8GdKkq/TGwBSUmUI2mZklDgD8jkio1N3YCt//tX+YbzxA8pwjyCx2S92zZdsLQyBSRL2hyc5Ncfm/bNqW88alPfQpXXHEFDj3JXUBlo3UlxyKzlGiEtHP1zQHg0Z/uwp23fQm7DT0UL3ZYAt1OO9rqwY1C4jnR1DBdUACJUJRI0d0KDjcrKrmimU+jMeiqGCXXSRgdUWjvhDau4sWJdEPx9/lBKWVY1sHNPyhjsVIEg0CaWyDIAU3wqPm4LIKsM0PTKhbyeFU//f4bbLU9SbEgSUOhBfo+vpIgP0dhRoaTbluAWb4tLRmlRrD0OGSPp/0JAK5DjOiwjjS7tpWLIFPKMDbX5Fzl2Xw9YqnuAPDJYDpHwk1X9ig4FqbqOQoV2o/yXAPluEf27MT1170Ff/eXN+H3rnuLajLSD5V2K+SSVgapqpTqAoCEvmWUs7tV1tCMaoLoJgRZNsJRDUHOXlYst8SPddGmS7HpkmximaYjGBNajW8rJf0cC5lFTTfPSJQTU8+x0lWmVDk85WnNyvuypLsTb3/vh3CJ4RoAKd/G5i3FqsJhi8aqrVu3KoqF3ZjBxZdcahzHS6f8GtJa00XXwpMP74ENimPHjmc6th2L4JE9O3HPv3wFAEd8QbLi+edfdDHe/f6P4JzlPaq5JZH4RknzDD1h1KtIYWrcuUJFwC13JCkbNOm41d9RxPBsk8vGZRBfC2vXbcQffORDAIDfu+lvsebC9VlkWEOQAek4mUSG5T1R1+EmDUCA2BQhiChG5poYrwWQj29N8DJNxwJiHj130mMt7dcBwBP34O5//gq+3MJ4RjZrPhcqFi9GDAwM4Ac//BHe9YGP4abb7sClmzfnjq2U+GaONGbgisbVtPLGgcceAQCcnGui6FgoF8wIspx3CHgylPfGDg4O4r9fexW+/qW/yO0/eDGD9zQQuTc3hjQKidUfsgogEs0NIp6sRlQkvtp/l/eqHkTKklrpKouBRYE0W4TPAZL+xT9XS0BdW1Uta4I+oZp1CdBbKaCt4KhmvprWD5BW4gF0zXeaNQrRLlWi0RDXKK85fbyya4tj0UQinUWQLTSFMVU8T7zSpPeyDzPFImvMYSr/c65yNpE2lc7NCXccrmUZKRZ6UtpKL7kmuMVFsQs1UR2ApK22a1uY883H05vvOKKebSJMby7cnPOTSPOewQcQBHGZ8Z7//M/suDSaT5LyWGm+JcB1ewGk5HtoBt0CYq4tpyeIY5koFqrBjYqEId/yFYhLnabmOyCemDsEJ9q2swmtHOdTGlslG9A317HgWJx2ECPIWQF9Qgg8myhDEW6wYQ6Z6EvOdh5KIwFkkHkSZC3hyhs3MDCA5ctXAAA+/JEbcP7FZg6yKyxkpcWxruzx8O6d+Ph7rkFUr+KeH/wH9u7mRgjy/u1/aBfflN38Z0DQwDOHj2XQEiBO9FYvKuP4dANhxBJVn7SkUaxbGiU2yelFQyI+v/OxP8XvfOSTuOeee7Bp0yWJJp9H9uzEM4/uQc3nUoWhWtCSiM/rNl0MALB6TgNIVt9UvhO9FQ9tns0R5BQyrB8P4CoW1VSJVV7DXDPEq3oqOKOnnGlc0is5+rdLCEHBtbidO2WZ+5YOiSBH1ZlEU2Q6CJ67Jr0XKzYPDOA3f/eDWHPRhpZudW2VCgDgTb/8Bnzxa9/GwMBARnlj/cUXAuAKJp1FJ7cyVFQUFgcWMbt8AoICIubmF1L67lRDNukRtNhs2dx+WyocmapvsjKozyeWtoEjhKDs2UrtgkrKXsq0STawl10b9VD2R8QJqEq4HUvNAVLtQh/XVrDRUXTgh1Sh1rLZPJbmzG7MG2GcvKs10U4mvpRBvIf8Z2knTX682BQlIWlnQJABoCZ41HzcK0YhL/swAMM8oTUkvmn8lJD5qRP8ePNzlSWtw6yrHL8oeXrJVT9KTH55iTRlVCVmnqBEmI6nJ9Iy0o116c2FYxFlmJG9Bl4mdl0+ybuuiy0pTU7K6Lybi9jsIKmhCnDLYt1C1DLSE+IEWU4YngGVkg1EimKRMxEUtUQJMCe0gN51LhDfHERaIsiKV2qQeZNyV0FE0ZQc5BwKiDIeYdLy13gZ6vw6Co5xMyiDqMy3teRWjDSzlqhfextPBjZcuDa3w94T8k2S56crezzw4/sR+gEQNEBtF7sf/DGAWOZv7/af8E1ZFAF+HUeHhhOd2AefPQwAePzhPQC4CxVl3BgkTCDI1Jj4Pv3MQXztlr+Km+9o0qpXJtK9p52BdwrKhp5cyqrK3gfuQcSAR/fuznSny+N1lVy0eZZy3cvTfCaEoLfiCYOfJGcQMDTppJr05GYqpAw9ZRcdBS7BZpOYbxnqGzhDhYOBO0bK5y4f9RPNsLTRUnbNtrj+9Es5OH1fzr3574T8vt92zbVq0yiVNz796U/jnnvuwboL1wLgLoSdRTe3MiTnJ7XxzfnMrVu3wnO9lv0HL2YQyApjvsybvKdyDTC7i4rqG40dIdObvLaCk6FYSOMp+azbFrdGL3u8sY6CJd4vnbJRcrSkliU3qp5toaPgwI+YhvqSBMUiyS2WgAxVybsRGdapGOlmPsM8xq9Vjmthq61ZYUsZ0oUYz8tZjY6O4g//8A/xqU99CgDwxBNP4IorrsCll16KG2+8UY371Kc+hcsvvxyXXnop9u3b13LsQo90sxwQI6aJcVmXEC7zZqROJIMneYZEmmRHG5v5RLTSS45onME7BJjMpU7ElyvtO43SbHxA4mdGBDm7a8g4/skEfO26jbjl63fifTd8Ejd99Q6s35gs49PsacCyYnkaIKtOAMQIctUP1THUxJdevJX9cqRQRtdQnZQNRCGVqhPZygD/3RhZk+dlRJBTskx5nGbpuCcTXxN1wiJQzXyqi53kGArYFqKIKkpEfhLKf95ecIAWPD9LoMcE81MsGGLjg7yQCVJPxcud1GR3Ope+47Jx8lq3bt0K1/OAsAnLK+OiTZym4QsURN+UIWyio3cpAJ5cDg4O4vbb/xEA8IF3vBWP7NmJ0wU94ehkPWGyIZEmGXLB+MbXbsdX/+rPteY7akZohMQTkKQJyaoKa3K+8E9371L6pukFjRCCFe0eDk/VAbCYb5+iWACaOgXRlF0MOqiSg8wY1RBkXjFh4IlVybMBYqHiOdzIACyBRmVROrkJja23c3mj4r34wI3/C7/XyniGECwTluEv1SDaprgVgiwpVN1lN/HMDQwM4BOf+AQGBgYS6hSdJadFZSje+PL3Or+a8893fhfv+sDH8KMf/egFU/c41dBPO685WD5LDb2qlno6lb59FPOB089nxdUc98TP0tQugN9T1QxHofqW9Dnbsy2UpKmLn+QgO2LOLgnpOamDzHnDWpUmhQzza4xU8i49G9LUDiDZuOwbKkh6JUwh0kaKhZSXi1JNeliQ0bod9b8YN9xwA84880zUanyy/vCHP4y///u/x+mnn45rr70WO3bsgO/7GBkZwX333YfHHnsMN954I+6++27j2E2bNj0fp/mchknfWP4XncfKy//JgcTEQWYGHi0xyMGpPxJHFELt6XH6w8oT2mIqq9PR15JrY3TOx1l9hqsyXGvDcDxGU+6CxGR2AkMtntvRltPjECfJa9dtxGi1mWhABLLScgBvKtM3FyafeIUga40LcYKcPF5ZM9nwQ84XNWmSEsIl13yhJmEZkFw5zrFInPjm8C1lqTNOaPOpGJxbLBOQ7C3mcnCWugb+uWZ0yHMsheJxisU8SFPBacnz42YHXOpnviY9hnyHL3V+NkGH0AvNAyNcsWloBPy78Jz4uxgYGMA/3vFv+P17T2LZGSvxGiEVJxc+uSnbM/gA7iosg9fepZL3bdu2IWIEYBSR38SewQfwa+fw0vWUcIWklCkevL5oFIWLX2S7gFaWDukFiXElAxUjbpazcKFI4P2wCQbgrAs3aAiyfNbjG9NdtHF8fBrfvPWvEb75DfjV1281LnxK2B8aMkypkp/SxwFAzY85iFzmjS+KBcdW5+0ixL7HHsNP+2ZQOf08dQ15NKaI5jeaypAbs/PPOw/rf+VSnN/fmTPy5RGE8M1ZKztnSfnqLrn5m0aNcNpZdHNRVYmYthedRIJuivUbNqFj9XnYfLZh4XiRQ6rnAOQUEmRNxSJ1vSWNYsEMPQ0Av1dFx8J0I+ScW32cNrCjxMdx2hEFE+u0/rm2xc22CERyyZgG8vB5ls+9TEmpMfDNqsnYo6QlqnJVNIFGFQ0Zzugl29lxzSCah2KhaTlrG+lfKIrF7bffjtcKbc0wDNFoNHD66acDAN72Ni4384Mf/ADXXXcdAOC8887DxMRE7tiXQqSVGPRICPYDmazByEEGcGDvbtz2NzfjkT2cD2lZvGs2/bmZRIqYEOQU0kzMCLKefxcci1tF0+x1UaQSLkaMfOX0OALTtRo2F8xwDeD35Ktfiu+JaRylWeTSSqH5cpduGxd53aYzR8VCjA0jGnfY57zkrm3FFIsWi7xrE0zWOGJfds2NMMoadp5E2nM4f7OpNRBmNg2EN/NFlOKJx/cDAI4dfDKXsiGtpm1CkOdPUNAWUrB8nh8Q84tb6huL/xXmS5AdC70VDwwsN3n3HP4M1IMwvg7tv19+2aVYtnQZ3HJ7PMlrZcK16zbi3e//CBZ1tnMeIPj7t3XrVtiuB9AIjuth3cCW2D5Wan6Kz0jTbAghKNoEdrEtUZZON9/JBY03t/GfxfJNcQL/y296MwBg5VnnxU01Br69PzeNI0PDuP2Ln8W1V70Zg4ODxgWy7DoYn57FN2/9InZu3y4+N3/h4xa3SYR7cRuXtCo4Ng7s3YWJoSN46uln8N+vvQr79h8Qn5mdxyR/36d6YpFXueD3qs2zW5pYvFzCJoTzV1tcq2cRtHk2p3nlva/ae9XRwqZbPn+dhdYUCyBu6l2IQUhc/cyjp3iSJy/1fkl2RpGbN85BNlcaCw4395B8+0htaJPVvPaCK8alHfLSCbcrKBtJioUtEumiYwEsRpKbosHV9F7rGs1pipW+JiYT6fxxKvENdSoGl0hljAmaVrrnQudlW2BguWvoixXPC4Ksx+joKHp6etS/e3p6cODAAZw8eRJ9ffEO03EcjIyMGMea4tZbb8Wtt94KADhx4gSGhoaepys4tWiGFJOjk/iLH4zjN87txlk9vIxXrQcYGgrUrnS2EeD48Sn8ycPj+MDGxVhS4Q5tc/UAx48H6gW794Ht+IM//UuEV7wf3nv+Gz5/8804+7wLETKGITe2dj4528DcRB1OPf4qq/UQw6VmwoJ1rOqjPj2JqRL/vFo9xFFUEabKjaMzDVS141XrIQ4eaSpSv4zJk7OoBxSB7IZthDjKZkFT/L6Z8UkQgSYCQL0ZYiSahdeIx/khRXVyCm4jdqur1kMMew00SvHPfrJ9Jz7+7usQBj5c18PnvvxV9J99Xmbc2FQd1ekGrJp2zgyYaoYYqnCZuZGxCX4+MxOYsqoAgEhwKCempjA+6mCIVHmXsl/HyZETqGv6n/7sFABgdmYajUYDFmGYGRvBEKkiHTYo5mo1caxa5lgyHAKcmOFVFy+oYuTEcAY5nZueUecIAGF9FiPDwxl1CxI24YcRpsZH+bXV5zByYjiB8FPGYINhZHgY9/7zZ4Gr/hdu/cz/whuXUqxfvz5xPIuGqIcMdSsCYRGmRk9iKJzNXENjdppfs19FdSLCieEgN6mpT04iYsCJE9mN1egoP2/GGGoTUyiUHQwN5bs7vmNNB8ZqPmbGTiIqOhiya9lBYYAgDDFx8iS//mY18V3MNkO4LMRcg2JqbARDhQZmZ6uwwTA1NqIO47IQszWK6vhJnCg2sGrVKrzxyl/D94aAz91yG05btQrN6VEQABPT05ibAIaGAtgWQb3eBKIocbyKZ+OsrW/AGWcW8Jtv/iWsWrUKIR0DbdYT44o2wfTMHH/Oyj5OCMt4vz6HqbERnLZqFS53e/H9e49jYnwcE6UmhlDF8TE+X/jVWUxxN2rMjA4BTgdvdPV93HXXXTjrTe/g38vMJKbEHFOdGMGxoXHc/tU/xzduuRnf/OY3MT27GDZB4txIkzsJfvPvbwHbuh6vv+wS+GGIyG+Azk1gaIg/Kw/9+EdgzWWAW4Qf+Nixew+AV8Ofm8rM4bTB36XpsTGEUQTmNzA6Moxm0UU6LMp7JWh1AlOjdQzROeNzsnv3bgwODmJgYCDzjP9XQz6rL2RUJ6dQcGwMDeVLcVo0QFfBwvTYSfiuhSG7nhkzMxv/fpE1+XttuHcShSwgwNz4KE4WGsY5DADGqz4a042W53Yq8Xzc1yBimB2fQEfRwfCwub+mUeXP6vjkJP+duSmcODGc0NeW8//c1BRODA+rdUJ/PutBBJcGmGsGmB4dwWFx/2mzhpMjw5gVc/FMI4AdBaj6FOOjI6iG/HOi6kzic/2ZKgo2MDtXw8kTQxgZbYhzmcbw8DA/15kp9d5MjI5iuD3EiVH+fdZnpzDXjJ+Bok0wNTOr5rqRsUkxbhJTYs6gNf7/kxMTGB9hGApnMSnWoOrkKEKx7kRVfi4TExMYPQlUgjKq9TosFuHE8DCqQYSg6CKqcWWsqclJnByxYdeLaAYhWNjE2MgIKotKGBrKrqEvVjzvCXJXVxemxGIOAJOTk+jr60O9XsekeAABwLIsLFq0yDjWFO9973vx3ve+FwCwfv169Pf3P09XcGpR80Ps3zeH/zw8i3K5hD959SoAQFjz0bdkESpiMpms+dj70Ay2H6+ifucgPrRlFdau24hgzseSpb2qDLp/3z6EZ20BCmUEq9fjiQP7sfF1b0QtiNDf36s+N5yo4SSbQ5fQUwWAYK6J3sWL0KkljZhuoDRaRVfvEgCA3QjhVVz0p0qRDa+KCVJFl+jgDas+yl3t6E8lvkPRJLyAqiScNAK0dxbRv7g9Ma4y4yTOzWoE6Ggvon9pPK4eRKjUvNQ1+Ojp68BSLYF/bN9jCIMAlFKEYYAnDuzH2Zf8UmZc1Z3DPz1+CHcfOIYvXHWuasoJ5ppYunQxLIugbYgnZV2LetEl+KLtlAF4BpFbRkdPH/r7u0HZT1EoVbB06bLE/Vw24wA4BLvYDubU4dgRFvUtydxPACh4+1BnvBu4u7MjcywZrvMIxuv8vJb09WLZsv5M4tvfKAB4Cszj51xu78Sy/mWKEy2jvTKEiNVBKt0AhlBub8ey/v7EpokxBs89gOnJWcVDi4Im9u3bh6uuuipxvErxICbrASy3ANel6F2yBP29bZlrWDzCABzGsr4eVHrK6O9fnJsgd9T4960/z4lrFe9025yLJZ1F9C/tMI4DgNc57RiabsAmBN3l7HPN78lxRGNNFLt6ADyDUqUt8V00wwiV8lFMTNXRtqgP/f29cAon4DizOHL4MPYMPoB1A1vQUWnDRLOOSk8fFi/h79nyVatRHD+OzVdsVZ9X9g4icoqodPdh6bI+vtmxn4ZHbPUeAkBb8Sjaervxrms+idef3SeacYFKpZIYVykcQuQUUO7uQ3//YgRCn7ijo0ONW+xPAzgOUulAR28f+vs7cZLxTUtHZye6evl8urJ/GZ4ajrierufhqquuwrFSFwCga1EPusR325h+AHCLoJQiCALs27cP3pmr4NhW4tzm9h4EANz9nW/jnn/8K9x7zz2gsFAolbGsf5lSBHjdL/8K/unru8HcAlzXwwUXXYy7dlfR2d2TmcN7FtUADMNu7wLFMArlMpYsXYbusod0lEsHYZM6ehcvQU9nCf1L2jNjBgcH8fa3vx2+78PzvOfUHvqFXn86ax66SubnXMYNV1g4OF5Fe08n2ovmsd5cE8CjAIC+RZ3oWbIkM4cDfK4oOA9j2aIOVHp6sXTpIuMcBgDWTANBsYH+/q7/2sVp8Vzf1yCiaJu1sbyrlHvveo8EAI6CFNoAnERbdzf6l/Un0HU1/5fbsXjpUkT0IRTLlcTzWfNDVCrDCGgNlZ7F6FvCP0/OOzInKNcDFIpHQYMmOhcthisqseXOrsTnBsUaiu4hMMdDd99StDV5rtTevUjdp1FWQccYATAKUunCkqXL0D7Ld8Xd3YsQhDMgbYvQWXRRFvOJnOvaT3Lkt1t7/5eQKoCjQKFdrImdKJR4gtyzeKlCpZfYNQBHgGIbunuWoH9pOyznWbguhdPZizMrHsaqTSzxKIAjYIUKunuXoL+3AopHUSyVUO7uw+rTutRcsRDieadGl0olNJtNHD9+HADwrW99C1dccQUuu+wy3HHHHQCA/fv3Y8WKFbljXwrBGLDtGf4g3n9wQpUhGEuadDAA9+97FgDwcL2C973jWk4XIHFHPABcPLAFOJ3LMeGsS7FuYItRNi5DdQD/QYZ2wJK/l6eXTJHkDBdsCxO1LBJAabLMZiEpowZAOeTpwd0F51fsMHGVt1x2ubLulaVsABkFEMoYHjg0gYMTNfzuHY/g5FwzPmZaqkrjUdkWEd34ISIhAJ/LQfZikw2p0ZpXnuSmK7zExDl8xmFwbUtJZXXmjJMl0UaY33wH8PJeSLUmKEOZUBosVDoXwS4UxPFg7DyXpg2q0TCnyHresna8qqeMM3srMDlB6mHBbK5iHtd6qrJExzZj+d3pBdGkVw002ok21rEsFB2LN65IGgOlYEGA6697C275wmdw/XVvQXNm0miKkaEduHGDW8zfzTauSDF+6VYln/u0W6Fs5NHpP/K89c8ERJd4SuZNr0as6F8KuEW884Mfwz9/+7vK5Y8fL/7clcuXAYWySqS3buVc5fQ1HHmcJ1nMLSBImZjoI7ds2YxzXnM++vpX4pavfxurzjiTn5vhS4sbhLgKQJ4LJcDfC17lyufHpjWAF5oE2c8SlkVQydEslnHe0nact7SdvxM5Y/SNdUfBzaUnEULwhV87F7954XJofk3mcyPklN7rFyOI+LPDUIWQkVUKyvLjC4piwef/iGXpbnqPh5QqBAymOGIeDoVKkE6d0sd5jqWaqrmhlXyv40HdJTe2rhY8X1/MA4Tw3hFJu1MKG2I+MXKQdYqFNify8wZG5pqgjMV67gFVroGySY8xhtU93DG0rMnB6cZDjmj0b/Oed8z2Z4oXpHfw5ptvxjXXXIOtW7di48aNWLNmDa688kr4vo/LLrsMH/3oR/HZz342d+xLIaYbAXYemcJp3SXMNkPsPspRG86RjceFEcMTkyEwfgQotiNYvRF7Bh8AhO2ujFrPqwC3iKWYA5afi/5zLoRFZBIQj6OpJjgZ6eQyndA6FhfsTgelSS6gYxPzOCBxQMsCwlSea+JlG01RDJ2GJl72hk2X4Kbb7sD7bvgkbvn6nVi7bqPRPIUyhqfGqrh4eSdOzvn40ZOiroz4s1WncGrmayvYmBOC7SpRMSShepNGRIWyQy731cKYcCXsKDq5yaVcVAhEIm0YIyfmVs53fJyd8LhvpatcbO/Edb//BwCAj/zp542oWsGxEQiNzlYyb6u6y/jSW89HT9nlmqMtVlIpcTRf2ITMy0G2LLEhA2ttIRtR1IRmd/p7tQjnFtZDCqY1moTNupJ4CwMfM6PDqAdRQqPCZDqmAAAgAElEQVTZ1GhSUvar8UYxNCSXZVc0wom5IjAkvoBmISvmAKPqhNZ1rhY0k1GA4LJf/e7fx4WqITH7uatWrgBsF7/9wY/jG3fyRFpyC/W4YC2XCyPFClyXJ9LSFEV/Bto8B11d3ejoWYzXXLRRLcomDXGpmdoM5SY0n/ta8Wx0lvj4PKvptAbwQpMg+1nCIjFHO3eMFXPfczeN2n3vLDq5XGUAWLO4TTTfmjflMgjJGhotlJBGMWU3/955qUZo185uzIq2nP+TTXAJ0IgQuLYwiWJpyc3kvMMTaSo0h/PG8YRbKvGYLKQrBc2ZLwi5DrI4XjOkWNzmoaPgoBFEqAg+sz7X8evQ5omENwDEOP7+h5Qfu+ZHKW6xGEcpCOF60ovKHjqKDuRUpXsNRJSrorQVnAX33Dxv6frWrVvVBLRhw4ZMs51lWbjlllsyv2ca+1KIuw+chB8xfPx1r8JH/+0A7n16DAOnd3O3LS3Re+j4NHziwNnzbYQbfwPkrM1YN3Ap9OQNAL7/xChKroXPX3sZ3vEve7Ht6TFcc0E/R6QpU4siRVZyh4AhlVtmkGYTGi2PlzgWieVfEuMoSyUXBgRZ/ZH8XD+dIMNknkLUxKPGMYY1F23Aa7dcmhiXTpAPT9RR9SO8ec1iHJ+uY9/IrPqcWAEgK30D8AVconk6opbXYe+HFCETKHOeeoIVo/AdXgsE2YpNQPLk1mSiqPSSc2TeSgJB7hG0lTzU17P5xNy38nTg4CGcc+75xnMrOBz5n2tGqLhObhJCEDfftUKZgHjCny9sm8w7cdpC7YIhPxlwLQvNIMS//uNXAHdD5nslhKDkSD1SHkFE4djcNhaWBcf1sGJ5Px4fjpv0+DgDMiwTX61Jjzd0JqfdsmdjeKap5BJjje5sIl33IxDCEk5aOvqqN8tlkCEtkY6dtJgm35TfxX7Vu67Hhad1q2tNo+UXXnABsHc3tvzqtXj/FX+KgYEBRN/+90zS4NqWavikSEpapUMu9K5FhBJQ/jPwgctW49nxGhhjuc+m1ADetm0btm7duuAkyH6W8Gxr3s2lBb7hYgz51S3tmehoYRQCAESggUDrd9tVaP7CC0L4pqDVvVOSm2HWOENGUXNINekWAzIZtxAxCE36WI9cv32yqTFQyHD2fQU4YusIfXtKoenvJ9//kiffbb6ay3GUMfS1eejoKeOh4Rm1gW/5/muJL5PIsKiC1YIIPRUXc82IAyJIyryFEQfv+jt4dXJpewEHx6pqnCxqc2SdobeycKgVMhZWuv4SjqfHOLF8/coubFrVhV1HJZeaJRLfbc+MAwA+/6kbcWZ3AX3nbsDadRtVd62Mx07MYs3iNpyzuA2Lyi4OnBSNE6lxJs1fhhxlB+3flij7pukNjCYnP5uQjIwa/4wsMpwxMeEQcnZchmKRGQbLQLHYuWM7vnnrF2MFC3F+aem7x0RCfM7iNpy7tB37TsTNZGoyCM1JSEV4ykeUJUwM0lFUOsgc+Z9PgkomK+0lMzIMJI0cAHNlQH6uUrHIKTtLikXCqSwHQZYOeQDg5CwcrpCNG5uZw8SxZ7B31w7jOELipDEvUZFhWWRe6oT87Pm64uPqSv7nToyOoF6v487beXPv6PHDmXtc9mz42mI2Nj6ByZPDiCgFsSzc8EefwemnrRD3jKr3J4iyiZnSEEZsxhEaksskxUJ3tDIcL4jAWMpC1oQga93pRt1S6dyoLZCqO92QcEuXLzlOHku6eslE+oJLr8Da9RsT15remEvbckrj586k5ysT5KJrx5vQnMdgZWcJZ/ZVYJhKEqFrAL+Uo+BY80ofyv1EK2UXKS8J8KpVK1UMLkjIj9jqHneVXKxYoGYshJB5E+R4juXvrokuIn8/pAy+ortZmYqU/I5CSpNIs77GWoJiEXGNc51ioYelEmnpuJeds4uOhbIby5UyDbn2HAttBQddZQ8EsV6yDgbI8xmr+ggFOODZJIkMiyqiH1EsbS8Kt1wibLW16ptQnpEgVHvBRYTYfltSMUIxd/YsIO6xjFcS5OcoZDnRIgRnLCpjaKahHjg9wXxidA5L2wvYMrAJr9t4IUYbDH7IH2Q9qfUjpvhhK7tKODolO/hZ4ngUDEPTDfzoybjjlyDrzMeR5tRJMwPdAckFhhiQYSDrkGcbEGkGZCkWlsFd0CDzluYqDw4O4i1Xvgm3f/GzuP66t6gkmZA4AZCxb3gWrkXwqp4yXrOkHcemG1xmRqO7yGQ+XSpuKziY80NEWqKSRsGAmGLBebmCYpEnQaVNYG0tEGQ5rrvkcg1hE3VClMaVDrLh3AC9TCgnPfMS6TmxiQmQRCOSn2uh3vQxMjGNQ4/swnVXX2ms9Eid0Va8RxmOdWqlWM+2Mkh/OmwrfoTygMaRoaOA5ajlfejQU1luuSbPBgCj4xNgYQBG+Ts6NTmRoDEkkWFzgszviD4uRZ1wbVSDEABRtrWAGUGu+hGkhaypJFpwuHNjXZNbC6JYM1tGjCDHSI6Jg1zRE27NoMS2eIVnphniZNVX59AQyFBEmZLw059Qngxw2UNdgsq0UZKKK75Izk1UJxmcYiP/Pk/p4mUQfW0FtXnJC9uyBO0IudUtIN6ctHv5m3eAb8T4PW6tg7zQo7fitUyQYzMmQbEwTCi6k56+AU1XpOS9DSKq9YMkj2URAscm8KMUtzj1HNuEa+qHEUs47unjCCHoE7KKdT9MIMhFYYzkicmy5FoioeVglg4aBRHFrHDRVb0P4jNibjGXcPRsDsaUxTgl8yYSaXl2HHUXttoJd0HKk/8FyFt/JUH+OeLwRE0hSL62QJ4mbWanGzxZTRlUyB2ptKM9Ol2HXBxlcJSG/31lZxHHpmN5FqolmIwCX95+GB+/+3FMijK+7ILXw4Q0p9FoIGkhDQiXPwOCnNYaJkYEGUaKRdYNMNuolzZF2bZtGwLfB6WcB8p527G1th77R+ZwRk8Zrm3hPKGWse/EbILuklfGapNoXgpBTi8Iymqa8gYM28pHLnWkp73g5Gu5iom4q+TmNrjJpOHoKJepGzn4eC4yDGhi91YO0qwmZnGuOQtHweH0BBQqQH1GNWKlg38EEYvyPKgviEr4W4VrkZZmIgAU75ixfLTs9NNWAo4Ly+VIxemvOiurvSvKk75Ah9u7ukFAeZOa6+L8DZsxPnQEAPDoQ3s1nq+ZYlELklQM2dCpR1nQeiT6HiM5Fvww1rKWyAsRDYmmkqh01NL1iE2mOCXNLUzpm4bZdyIW9o8S7pISQVrRWcRZvRX4UQRblF0jRtUGPf3uyIakQFjJx4t89rmLk/jWfHv5ORD3+RdhUVvWUZwXQRavorgn+e+Pa1moeLagErU6HklP5y/JOKuvrWVvRNwI3YpiETdpB/o6kT6WMpRKvq+ZTaPFgQrKNIfM1DvBOc2Cg0yZel/TIEOfkI5thDQxn0ikmfd+2ChJChiJ7bIBAET2nPB/VgQynDYAsS2CimdjcZuHmh9qyDDEvUlql5eUkUmMXDOmNTiavowXOX4R5pLnLcZrfqIRRj7Pq0R56chUXSCrycRXcumkHe2zEzz51dFc3ShgZXcJJ+d8kewkKQ8jcw1sP8zl8nYc4bQOkyU1BcvUHgmQoU9IEXU1JoeKQZFSsSDIJMjiAIl/mhoNmTwZfZyVTPKlFbCVUrAwcZAfPzmHs/sqAIA1S9pAAMFDjlH6PAS5OTuBk5PTePSnO1P0hOQ4VywmYcQQMokgZy8fiCfcimdn+GfJY0qKhZPb4CYT36ePcQ3av77xf2C7MHBIfKYsoetOeqZzEw5nJZckzsF0DQFxAMsG8WtK0SAdlszyGJsfQbZJZhEwRXfZVZy/vOC3iqNleQji6lWnAQCueff1AIDTVp+ZXdDsuPmSMaDU1o7VZ74a7/zAx/Dlb3wHjSDC1/735wEAf/6JD2PXjkExPmkNDcSUCIjmQUDw91L3uKLROhjiZ9O1CKYaAaYaAcKIck6zHymXzcCQIANx6VS+FiZOc0k1e2rOfCYqhqJYaIg05c2fjZCiq+iio+iCQmwuRSlWP1ai0iTLxIKDbHL5is8xWerOe4YBngBSJr//nEG/YEEIURvtVvfEtQk6hapDK1qUJTnILWhML4coqM1jPsVCIcgRQ1NUaAqOwQ3SiRNpfaOaHuc5nOoWRVSpTrgp8MC2IJBm3jCnc5r16FQ6zFRUabLVwYpn86qgZmQkj0cpQ0fRAYSqTpz4yrWTO2n2lD1YFkesmyETdvNxIp02xnJtC55lxRt4rXKZB+C82PHKVPJzhJ7o6QjSym6RIE/WQQhRDzwg0Rf+91Vi3LOTtUxjnURpAM6vA4Bj042MKsZ3HhsBZfyFlYkyIfGiqM6VZhcXluJHA1lEGeDIQYaKkcqkCSHKUlc/vglykI2G8b9ZBjG1U0n+wMAA7rjrP/CuD35MKVjwcVlEerYZcpoCgIrnYPWiMg6MzCWuz8TffGTPTvzke99BLaD42LuvwY5de/gYw+42lvCJZd5ykWEx0XUUpLuccZiamLuK7rw0DFS6AUYRzE4Ykdx0mdA2SBXJcdwSWDZE5SPIMjZveS3+/7vuNvI4CWJ76PlK3afCLQaA07rLp4SWMUZaIojyGG94K3fwNC1UEtEOo5jG0NHRgd9634fw5l+6HA/vehBRnT9LIXHx4I9/DCAHQfYkJUKj9ggqVj2IMFnnFR9dmi2JIHPazrmL2zFRD1ASC5WykNUWXN4Bz/+d5gIaHfK050Oem6+hvuoaBJ+xnuAqM9g2/47Lni0cvGJZO4rkNWT4lrJjX2tIMqpYZBJk8zMsry3mvr+yrAESQWYtqyoAfy86Sw4f1+J9dCSNiWR59C+nUE16gRmhBXQOMkXdz9/kSUAjpPqGNvttFByLJ6kaMpyei2XTn0SQfbWRzlK2ACFRqSfS2nVUCjxB5hUu/ozI959Shp6Ki66Si2ZIUXZ5hSuNIEuZwaJrA4Rx2Tg/6aSZfv+7Si5K0lab5rsGLpRYmK2mL5HQGQRBFCO+nUUXnUUHhyfrXA5FS+DkAglwhGRpewHPTtQzjXWcIC8S5C5ugnF0qo7OpU4iubxr/wjOX9qOpe0FbD8yBSYaxtKNa1zfOPUIMkMzH8uAvlz9gbHEw5JGkIFYZ1i+/iaZNzlOz7dNCDLnPid1mtdvugSs/+yEqgYhSU5zzH2MJ4Ml7QVM1AJRmo5fcoIYbR+v+fjx/feB1ue4y1cY4SeD2wG82kix4A0YhHeJgzcZ5C3LEkHulNzinKlATmBdJTcXoVGTsO0CtWl4jm1EcuWkHpcJ85v5/CguiedxgnW91F9645uwYdNq4zi5UYoomzepLZ5Co9GpBiGEJwMguWiZpxY+uWnIfhfyOiNGBarCYBHOtessOTh/w2Y43/keAgBOqYJLLr0MQNy4okfZtYVEWbyRlnJws81QfR8xjSFMcIsjyrCkvYBVi0p4YnQOZZebzUgLWdUbwICJGnfq6614meYbX1uYZSgEOaSJBsL0OF23VEeGbME1L7q2SCj4gsm5hfnIkLQ3DyhTjUsWyVZyAH2Tl1/JUcfVOOgv5+TtZwmd7tQq8eUIsiPmpvyQKD1g/r5eLiHngImaD9siCgXWw7YsVQnh/QPm57PsaUhzqG8ak+MkIu1HMaUqjQxbaQ5yDsVC9iEEIUtUpHQkvN1zFHc4EGoXgVhXGeGa2I5l4cnROZRdCzPNMMFBtkksa1qS3GLPxomZZkIpKk076Sg5KDgWxmuB2EjHc85CfKRe2Wr/HMGpB/zvwydG0KzNqeaxVd0lHJ2qw7KguDxAtknn9O4SDk/WMo11IWWKfD/97H4AwM59Two0Kk4Ih2caOGdxGy45vRtjVR/PjNeMCLJZLzmLDINlE2kCE1c52/THUk1/TP12alyq0ZBzlZMfYOI+M8bw3f2juPb2PUo1xBYThgwTMtzm2aj6oWpYAeKXlzGGsVqANYvbcd6GzbDENOAWirhYdOObzDhswQfj10OEUUjmUvmxHLlxcvj9zZkIqlO8AjB74kjui0nEJAkA3WUPn/uHfzXrFqeSwbwGCE+oU8jvzc05OR1Bbi/Y+aVunishYmxehYrVPZVcN66fNeT6z2W+zJ/rpRVAjAhyzBnkvDyu+bmo5KLg2Fi3YRP+4I/+DADwzhv+GBdtEBrCOdxiIG6WAeLKkGNz3mczpEoBoh6IhUoiOYxheWdRdYgXNF45YzHiW/VDnLukTS1gpVSzjM6RlFHSmj0VB1lrIpqs+Ql1Cq52ATXOsXj5vuhY8GwLxIJq0qHzUCzkexNETJmOmN6dn4ViIRvS5Pm/EjENYj5e9tvWLsOvvHrxvMY+xCKglM99L+dGSDkHnJhtorfiGqsbSnmCMsw18humPY1ioahTBpqd/MxmoDeupikWfN7gKhbxPJFurHZsi3OaGe+jMG2Qi66d3CSzuB/AIgRF10Jn0QGlcUUq3iDzpjp5OM+2YJNkBQnQEeT4/DoKnC7H5wmWrDQtQAz5lQT55wmBwA4ODuLee+9BbWZSKSyc1lUSHOSkCoQukQRwHvKzE3WAsQTnNhAozSN7duKGd14N1Kbxr//+fRzYuzvLVbYJNqzgtp4PDc0oEW89TNQJvWlNjTOoXZioGIyZEWSaSHx56ebf949gtpH0vU9QMRjDock6rvy7HXhW2OdK7jNNJdx7jk2BMuBre44lPjfS0C0AeHjHA2qzUik4mPMjEEIQae5ijsUb1LpLDlb3lHHhuo1423XvAgD80S3/gnPP5+YHpuYghYQJigVXMDG/ThId6GiB0gwODmLH/fcCAG6/+dPY//Bu47GAmCpw+vIlOO/ijcYxRw49AwA4fPRY4nfS4dkkMXl77qkkyPkUEEKIouScSgPecxVE/knyNVozmwaDu2BRJchScolP8nIx6GvzcNaa1/C/rzwjwfPNIsgGlJbyd2lVVwn9HQVU/TBWzhCSaXrZkXMBkRDRrwVJxKfkOji9p4J2z0YjjGLZOIrM8dLXKTnD/Jr5OxExYMaP0AhpguaQRpALLlcXIYSg3XNOiWKhfzZHyyJRfcl+aXLcVIO7UJYcO/+5g6xevIIgy+Ag//y87HeuW4mtZ/YAJKupr4d9ihvfl3rIeYsyXjkyXa1FeMIZRgw13dU0/axLFQuqIcgGuptq+mORqvo5VhK5tgjvSwgEoCGrW2nHTVnd5DSxeLOqI80Fx1KfKR33wih2viy5vImPgdMUdTlI6S4r31lCOIe9KCkbYp6IDNKMBcdCwRaVNZbvLrhQ4uX9pD/PIVtvtm3bxqWjolApLKjGupAm6A58wY2PsaKriFoQYdaPkghyxODYFvYMPoAg8IGpIdCOJXhk14PZcZaFpR0FuDbhyhmmBBnZxMFoKGLgKpuoGIxlm8gYAI1NAsZ4w9wf/+BJ/MPuo9rnJhsNGYD7nhnHyJyPbz92Ink+uvRdSPHYiVm4NsH3nhjFyGxTfE6cwP9kO9fn3bnth2qzUhEIMgEynfiNMMKikgdCCJZ3lbBkxUoAwOpzL4w1Wp3s8q00KSP+ktsGNFKGXFC6ivnqFNu2bQMNOSc1mhvHIzt+Yj4Y4tLbopI5UR0cHMTn/uyPAQDfv/u7/Bxykoaiwyd5zkPmSWOrawA4It9qLiOE399Tccl7rkI9i6yFHnWq+caxss+wXDQ4+hJXGuTmp7PoKiSmGSZRFZPMGyC0gsXPwohvQJe0F7Co7CHSUFrO39M0uu1YvaO9YKvvQEq4SQRZ/nxlVwnVZqQsZGV3uomDzEvHVlLtQlxrI4jQU3JR8yNub2sRnuRrSDMhQGchJl21F2wUHNmkl6JYpL4RT9uENEKxKBueT/ldTNR4glwp5DMCLcJNVkBeSZBlcIYFaVlVAXjiK6fZVnfOtvi68lzRohZq6HSyvopn3FzISl5IWSylSQyOq+LdDiMay8YZnfmyVIw0dULKxgVUbN5pkuoggyPN/Nwoo1xAgCRdYz3HUko2cn6SqhOezalvXGs7nifkMyKd9PQqQmfJhWdbKV11Zq4gOUT1IORVmhZKvLyf9Oc5ZJPe1q1bQVwPoFQpLEgli6HpRoICoKtTAFDe440gSoyTjV/rBrbAdT2Q6RNA1zJcuHGzQpol39YVzTz9HUUMzTTMUmqUIT39SW6xHhSZYUhTMRhjRm6xrhIhj//Q8RkAwL/tH1HnxFiKg8ygjFW+9/hJtbimE+mHhqZRDyh+f/PpiCjDdw+MyNNTn3v/AzyxZGGgNitKpoYx6KYIXMuVobvMy/x9bZ4qS4aMoaHZUecpSjRFR7HerZsOmShyK1wzSrN161bYojjlBA1cdMmWnKPFiU5XyTV+5rZt2xA2uW42s/m15ekIe8JCWnLj86TZEghyMV+qDoCqYHitYKvnOIhE5km+k5qSvpNIjqHUGXenQ9m06iho0bVRlPQEPWlMvdcAlJuYXFzU+2pbsC2CjiLnmuulTr0kqrspVjwn0V3PEZ84kQaAnooHilg9Q3anq2TVoJ7RCOLmPrnwNcJIJe9yHG/S4b/HN1MEHaU4Ye0surzpRyT5ieabDIIskwa+yeBoVDYkpWRc2LS3F/Jt2nfv3I5v3vrXOLB318uaH/uzBJFzUouqCsARR/5Vt0bxLIj3+gWsDL0YoW8A+iqF3AZHRySrTd3VNIMMx016Opc+HUXJVaaxsosJ1Cg4MSXODwXHNzVONvMFwnEvTmjjMZ5txRSmkKpKk0245TPAn58uwRmu+SEoi41H7NQ721nk45pRLHsnQQN9reAqNuLcWMprYAE+Vq8kyD9HSOrswMAA1l+yGYt6enDL1+8EAOz4/rcBANMauR2IyxMAV03Y8SOO8DUCmkhq5cO1dt1G3PL1O3HhuefA6+zFeRdvVAhySJMv3PLOIo5PN2CRLLc4Ygw7h6q4U0NoeSk81cxHDc18JJvQmgUxSYZb/NPj0yg6FiZqAe4TLoI6JQLgPOqD4zWsXdaB8Vqg1Dg4Ih2P+/FBrv37q+cuQX9nEbuePIqvfunmBO1k08BmcSZMbVYq2iZELxPZAnWSE0XFi1G6MGIJMw5TSJtmiUbnJY0ysekoyCa9bAwMDODKK38VAPCF/30r1q7bYDwWEE/gXSXXyAXcunWr0tCGxzdqB/c93PLcGmGUmfRM41ybwJtnMrMEV/FUTECeqxDVZKBFiV1+t88ePgIAOPLkgdzyv0SQ5fsqh+mlSV0iTSbSlDFFJ9LVKShjSW1g8f8dGiJdC8KE3JLOueWfK8b5NDFOchXLrg0ChrJrac58SZTm+ExDmaDIRFopbNDYAGCZsIcFRIKc4jRbhCjHLnksSTmiNOYzmniZJZU08IakPIlEVzQbSQS5zTM38gwODuJtv/YruP2Ln8Un3nMNdu/Myh7+IgZ/J2JeaV7YlqVkCFvlKFx6k56SPfxLOXTu7+I2Lxc0kO6i0pLaBJKUHP6OBCGnE8nfS0dJcpWjKEaaDRuRgmNxS2rGE2nT5lJSMULKaQwSGdYTfTn3ALw5WKpd6HQygK8x0gk2CGOnTyu16Sq5dsyjFgl3SLkqin4V+rklzI5ymshf7Hh5P+nPc+hNX5WOLvT0LQYAXH/dW/BtYWe77Uc/TPBoA6FO8cienbj+urfge3d8DQCwf/8+SHEGXTwbANau24iNmzbBpzxhlDltkEKQ4gQZCFLIcEgZbtkzii/c94zGhUJCEQLgtJHsY8oyzXeUAe/+xkP41qPDiZH6tc42Azx+cg7XXrAMy9oLuGv/iPoM/Xj3Pj0GALhx6xnoLDq456mx+Hja6Q0ensSresroKrnos33sfuIwbvnCZ/CJ91yjXN0uuPBiAMDlr3+jkoNTjUYB1e5dXBKXpXDHslQDnB9RzYXOjFu5QgGiGlCUW9AOZMmus9Ra5m3DmjOwtL2AizdsbNmwICkW3SXXmFj8H/a+PNCuqj73W2sPZ7jzTcIQSIKMCUMGLrnJDaCBqKgoTojSVlQ6KH1Krba1+J719dFKaZ8D+ipO1YoDdabWsYoEiDnkJiEQICCCQBhkzHzvPWcPa78/1rj3WWufGIHchPP7o41kZU9n77V+6/t9v+8bGxvDP1/5z/x/VLlRyoff9QdW5ztdtheTreO0Osn3QRyufDIo+DvyfJa6pYoFUKLlLBac/7ruuwCAT37ovW0a0rIkKjvA5XsiJ++Kz9Hfikdz5hnSSW9XM0EzYZxbrN47mfi28+1m1PVvyKschqOdgUhVDMSnmUiKhRzHfxtKCfoqAUKfKs6wmUhPRSlm1APsibRDlsktlsgQQDBYC9Bf9dFMUi3sbyhxeDS/QIY+FQ1EWc6m3aZzLRHkiHG0nC/K7iTkGWGA1FtxV0ykiVAcx1hz003WY73QghKRxWTub4KPE3hH1oGDTGVvwcGdNph0spk9YYlsJEeQm4nRpFdUsZCbwUwjyEWHPMBIkBnQShkI7JKbUrc+FfQk2+aSI8iSYmFQHQoDB0WD9GTE1LhiIt1fCVAJjPVTVNV8mneOrQZUXW+SMlUx8wv9O6ZrYMI0KFhWgd2fcXC/6c9x8EQxz7fZ2FiDKGoBLd5s9r3vfBN33Dqu/o1ELiW3OBPj7t6yRXuY25yvwvziyMflu1OPGKhidyvB7lbSpkm86dGdeGoywVTMcOsjOwGgTaMZsMu8Ae3Ndw9tn8Qdj+/G52/Zqq6DADBYIvjlA9uRsAzL5w3htDmD+NWTe6zHW/PANgzXA8w/pBcnzOrFb54RjXqFRPrxXS0cMcAl7+j2R5ENHg6WEcRxjJtuvJE/EzH+JS89R2kl91rMDiTqWw88taPnzQ1UHaeVlJd/QsFB3hOlwiGvfQygm8MGhL6xaxH649E5+PwFp/BNSslsERoIsmtaOXUxbzDMeoaAuIlkao9VL1kmjdsmI/SEnjNRkUl+f9UHMvc9APy9ZWhXdTCj0WjgiiuusCbt+xKUgH+QYm4TsBkAACAASURBVHGwhewoTwXtJIlabc+kaBQi3xN5yEB0iNcC2ma/zJs+GY4/pAd7olQ7wcUFfWODsjNYCwx1jVRYvrZTLCo+zZl7ZJl2vjOTn6FagIByTVVp5yzPG7EMJx7ah57QR5QyQZ1gOW1wjxL0Vbmr2qF9FUxFqdZBNZDmonW5tMGNU8ab9Ji+tvakQTzjxFhsHe9x6BGuJQ3uTOiiJ4XCRCgIApx11krrsV5ooR4VIaWo7+0bxvG1z1yFu2/bsHcUi4Ocg2wCIrN6QidoIBWATOWk4lDVfJdmhqKQBUGWG3MBzNioEwAUvStKMzSTVCjAtFMspONeKpQibNVBJUHHeDcVryAhd9566BmOlkmOq2ye1yPaKlpuklnWfq9ynpDnVYZdJT08+zMO7jf9OQ7OQeZ/lkjTwNAw/0gi7o6X+RXcPr5W/RuJIEtuMU14o9mRx52oXhZb13mP0XFalG+S447s58njozs5/9RMQn9895Oo+QQVn+KmBzjVwbNQMRjj1IKN69fhS//vY9i8cbxNgi4DcPtjnFv81ESEn937tHgeeQ7y+MM7QAmwaHY/jhqu4ZnJGLubSdvxdgljD0II5gnZO47O5ykbJj1l5Pg5gOeDzjgSQRBgxZkv5mMMm1717CQXtNBAQAgwXNcyY4QQQ+arHBkAOGo2GadoJhl6Q7+kOUwklxV3Fz4AUEoRUK+jU5VM4occFAtA8zfROwOY2oUgsDvfyXFPTUQYqAXOREVOzH2VgHe7u2+DJ+0lVIdGo4FVq1bhQx/6EFatWvWsJMlEEi2zdi6wDHmvtMIdLANK2p7JvVs2AwAe+s19xqKRX/j6Kj5qQjFCoa9MoypzB2uY3V9V/2Yq4drAuXKi+Lu60BH2CEd4+QLUnvj6HkWf4AZOxZozyO9D3+9gPdAuisJ1TxqKDNV8DNVDHDezjskotcrBUaKRpYFqgCQzKBYsvxkocgs55UgiQwZaXvgdlJ13lirk3dVDJt91n3JbctsbNTY2hv/80U/x1vd8AFd+6dtYsWKF/WAvsODPivOOXDKPjUYDbz//Nfj3T/wTLrv4fKxf56anSAT5YOcgy2Y4AJjZGzrn2FBUTBTH36JOIeecOGWYFHrJZc58KTMSX8s5JVDRTFPFQS7O2ZTwOUbqJcuegeJt1H2dlGcSQSb589YCT1V8puJMqV0U53Ypewfw+Uu6CxabdCk1ZR5ZzklzOmLI3QT59wiTipuwDM2J3fjo33+QJ4kiQabVPixcukJxwWTzneQW/9Hb/xgAMHPOUVo/UHWA659HllfNznlFcFcUC8435QkyUYhPK0lxw/3P4Iw5vRidO4g1v9mGTOjxRmkhQQbw9q+uwyVfvhFXf/QjuOTC1+Ge29bnJOiyjMvJHTlQxdHDdVy76VF+ryQvaTcRJQg9iqrv4aghnpQ8tH1SNBGatBOd+M4bqmFPlCreoYmCm0oBK0dOAQC89G2X4oovfhunLl0mnkl+0wDA0Jk1y8m8IUHu8NVzDuXHmzkF22WEHsV2yY+s2NEtAHj84QcBAL+9/+7SxJeDoLwsXjZVyAl2sBZ05AwjrGFWfx2f+tr3rHrJMnl/ZiIS9AnHOXNazuVNP5KL60JyV69ejSiKkKYpoiiyItu/a2i0zP17yf9+6hlnAwA+9NGrc8+k0Wjg0j+7GABw7ec/hVtuucWaDPZVfFR9YYohXk+ZPM7sCeF7FMPG5mVKaAjbJI1qgQePEKU1mjKmVSwKz29mD+cFTxpd50Ce610PPLXYNhNtXc0TTP5b91YCAAQ9QZE6wZEhufhJpLeumvTym4EcgkyJclozUTWbRKL85tJUcrepc2Mm0aa+ig9Swn1ftnw53vSnl2LRacvsA16AwRtXCZARa1kfEN9irOkpa9e46Ske5RXGvbGHP9BDfgeDJaABN4rK1Hdi49HqJj0oyp5tXpTzNbecl5vt9nMqACfJ0JINxIWfQ9m5M6aa9GxIczXU6LbcmBcpGx4lKvdQ0peiCm4ejRCS698x57DiNxvm7kHTTroI8kEWUsUC4C/Z5K4dXJIty0BYDGQZXvXmi7Bg8WkaaTZQ0IUjo3jbn74TgOABlSDIT27lurZ33nmHURIVnEsxbvYAX0Af2dkEDDOOZyZiTEQp5s+s4sUvGsZvd7fwwLZJYbKRp1j8ducUHtqTgR09ClbtRxJH2Ly+oXZ6AE9U73x8N5bOGcTLjp+Je57cg6k4BSVos9WW93DUsLTVnhLudXletlyU5wr77Ye2T7VRNmJR2uXHq4MSYN7Ss3HiktNy6hRAPkmSlpim2YFurMvdvjJ3iNM0R7GwRehTbJuSDUR2dLjRaOBzf3URyNqv4e//+I24e9N667EAaXYh7JJLvky5Ax+o+m7XOCNpOmbukVg0YtdL1hSLGH1VvwRB5s+wr+oDFjkjMzyKXKJVDFkS9zwPYWhHtn/XIABSxhBS6tyoyHuo9A4AAE4SfHUZXP2Db2zTjGDNjTcKvm3+Pemr8iTUtGlOUp6Myua2noqPUCw2Emm2ieJTSjBQCww+sIkg53/cwapeqCRnEMh3u0v9UiCvq2wufHzRzlTi2ybfJK6tZjb9Gc58tmciy7ry79W347X/HrIaFqW8GuZR9/suj9lXlfx9+28rtbcP9vL/7xJSS55St4rNjBkzOLpIKYIgwEte/BLn8Sihpd/1wRQBpZx/TNzVDUmxkKCHDaWvGsmlslW3/BZKXlLwcm1rE2AowDCGKEm5glUbgswpNVwHmVm5xQCUzJvZMGfrB1Da8IzPOzbQIH+vmZrDbP07ElVPMu0GSC2a9NMhurPJ7xFmk17CGIaGBhEEcuGvoOoT9M48FNLuk4/Ll4Dvv+NWALyzXiV5LN9stHnjOK7+yN8BAD7+Dx/Cpg2c01zkIPeEPoZqgaZYWBLukw/rBwD85pnJtkQVANZt5XJroB7ISWfDD0IsWbYip6u86dGdmIhSjBw5AG/HY8gA/HztelCa11/WTT/AEf1VeJTgoe1THEF2JNLzDKTZ1DcG5IfJ/1zxKY4cqOH+ZyYAaOQ6sSLIWm4r15BE2ieNHsNJTapYuPh7oacpKr3VEsm1nU8hu+UbSOMWNq9faxnFQ8oyZciciSo/L1+oeipeSUKrr3mgFjgTEIkqZuANeK5x8ngDSgLIeXmgIErOxxZjY2O4/vrrcfnll+P666+3Itu/a3BlFKASuKc0WRp2NcusXLlSofNeUMGKM89UzbLmyFrgoxpQ0VSn3zufahSlHnoAIcL2WXeTA+0brhk9AQLZ4GZ0dhevrxJ4SnvVpFiYJe/QpzyZhJaDi4UbICFSiYRrG1cFxUKqXSi+tXiEsumv4gsE2aiCFRe+nENeAqNjv/1FUYiU4Cr6lu9Q3Y9MkEM3xx/gm8s0y0qb0V5oQQl/L6uOprpGo4H3vve9YIyBUIp3/u3lOP10Nz2FEv7ulvUWHCwReASH9IQA4H43fZo3WbLMd2YSqja0tgRZrTua1mXTrjbHRcIDoXhaKqponIOskeHi4XqECo3styhukGVU1D3IeaLdQhrQ6jQxM6gT1gqSQMsTpqVUaXlfy/6KboL8e0QG5BKuwaFhXH3tdXjX+z+Iq6+9Dr3VUAn2qzKmkTRu3jiO9/zh64Ekwg//87u4Y2Mx8eXjNjbWIJninN+EBtiw9mb+Z6PbXcYRA1U8uotTLExJMwDYsGY1tj9wJwDg4R12veTxrTswu7+CY/sJBs64AJ/++vdwyqmjuXF3/HY3P+/TD+DzH74UAPCP/8zl1lyugb5HMWegige38cQ8pw1tPJPD+irwCfDDX9yMe27bkDtvWthcHD2jLhJ95HzigfwuvddUsZBNVUKqprhbVs0SjCn5HpcwfqVwjk4NRHyzcbr1WIBOOrMMTmkhgCdEg1WuCesaZ1JHhmpuZNicrAdKEGSJSPPkK7OOkSFRpjKkaWxsDJdddtmzkhwDwkUN5R32FaMZDmiXoRsbG8PXr/0GAODcP/pTLBrh5foiWiI1RPMqFnmpv6pQu6gbEmkubeB64KsGN3Nc0eI2oFQ4ZGmZN0p4M58Zw4JDzC1kNYWJFs4pUfCsZIEc7hEGAHGKNNVznU0bXJVOc25g7nJyIu6XlpRX9XtXzt8nhC9mXQRZh0xhqr5n/XtJdWKMc9p37dheSp8gpPN3fbBExac4pK/CTVZKEGSZ0AJ2dYqK4vlqOqNtE1c1No3FxmAzaqFOuNU4C4IsNZoZTK3x/Li6QSc0N8jFRLpuUiwyrfnelvgaDc7KnMhCO5HPJMm05rOtwXE6RHc2+T3C5CBzlIbTJt7x7vdh4cgo6sLBTZbNAV66v3fzRmzeOK5d8qIpMD/Eplt+Kcbwwbfc8DNs3jiOkbEz4GeiYazaq5IsG9I0XA+wYyoGgZZIG9/IUeo1P/8x/vKPXo+BAHh451SbXnIzTrHpsV04/ahhvGHkaOxADTOPW8QTWgPxlejQPZvGkTz9MMBSpAOH4/bxX8JUjTOpEwCnRTy4XSDXzJ5I37VpPdKnt+K2+x/G3158PsbX6QYu2dAjY1ZviG2TsSiv8xNHhu2nDCW3FSXK6U9PLvmQYxNDxaJo5SnDTLD6KnaZt7GxMVz3o5/ioks/gE997Xs4+VS3vjEl+j0p+zAP66tirjCicXKQc4lv4DYAMayl+yq+syFFIiHc+rh8MqPk+U9UKOFXVQvsyQCgn8nju1uoBVRJMJlx+hhPimccfiSiXKOJDo9yWaapHO0gb6tKCNcZlYl0xvK9BUX0VTlfMft3DfCF1adSSo0hklzAwjjZzNcU6HCcMlCK3ILbU/UEhxJoJZnQaW4vsQ4KAxCWAS3GKzAu58iqQpC1u5hV0spYcG2SUWZIRL+/4pfy97mkWTdBNmPdLQ18+/OfxL0O23qT6uQHARYuW1Ga/BLwb+GFYMTyv156HN5+2pFcrtL5bnIdfLn2+JbNuYmqxmmJioUYlwpdfZdyUtXXNAbZk9OmYkFNoxBDa7xw2pqkEzK94bYl3EobnukeAxuCXDXAJc1BbodcasYGuZlT7Gm/3/0dbu/ObnSMLMtUQiOtoc3oCXhpEhkvmzcaDcRJis0b1uKST/8l3v/hjyAIQrTiJkilB6eM8vLW+lt5Qrv6R9dh7b9ehquvvQ5XfOJf8VfjEd58yftwkuCTSqTpuq9/Ceujx3HuG9+CetCv5KIkan3L+HoAxyl3uXq8G4/sGBBUB53R3vbYLrQShtG5g6qT/cFtk5gxZwCxATTLBXzJ0lFc61G0dvwWZOZcnLr89ByCLBdcuRmoHbYcD+/gKG6Og8wy9Iqvd2NjDbJtMTBjLm8auflmvOmVq9TxTLS8J/AwEafYsmk9fnzHepz/6nMQDx0DIK+gQAlRbmCqE79QTjaPCXB+pDyCy6bZRCt7S0rAy5YtBzv0eAxUgzbnQjMIoOyBy0Cav3v5cfjN0xOl48xrK2vmk7t+QCTIjnGH9Vcwox7ghFm9/FrLyt2UWDu1n8sg4AtKOYLM/277VIy5gzV7CVNyAdOCEoNxOx4lgmIhtIYFFaiYSA/WNErLYHCQC6gKJRwd5rqlmZOr6HtUd6czc0HLhykZletONxNkQ9i/maRKp7l4PGkAAnBZtgyCYmHRLa2qZEDPPVa+pVEmTrMMFY8632P573tL3k1AIMiEWM0VXojRaDRwzstfhlYrwjc/+wkc84t2KpOkOv3gpz/H0HGnYtGp9j4FGZSU9xYcTLFs3jD2tGI0Y1a6eTOlyuwIskh8me5stq0n8puIUnMusY3TCXLqAHnUtYlehSi1I8iB+O6SNDOQYVsiredEvZFup0TUBdjSxkEu3IZqNGRa+s4mBzkdorvd/j0iy1DgFhfK9QI94hQL4IYbVgPUA1KeqO7cvg1XX3sdZgz0YdHYSzB/8WkAgMY63shl2iWPnDoCABg+fI6iddx6O5ekuuUXP8V3vvolvPPN52Fq5zM8KTfQ4SXClU26yx196AAe2TnFy9KGXvJEi8vQPPXQfWh898sARFMd8s18MqletGQEV197HY6eUcchJy3DwpHRNg5yGrVwyYWvw9Uf/Qh+9uVPIWEZntjVysnBmbIxI2NnwNv1ODBwGPxKFSPLTzfGZbndfD3koul//ScX4hNX/gNWrVqFzXdtAdBe2pVSVZI1rsrJhSRJNvTFKcNDDz4AALhfSH8Vw0SreqtuG1wp2J/JPztCdZ2jnfphRs33UPE9zlXei+R9oGo3FCmO66+6ucoD1RBf/YMlWHLEAFx22TI8SkoT1ecieIIEJ98SyCP+sxzyTTKxjxnvEgckCpLfcIVC7J4ZPPkiFWOwGqAqOcgs72hnQ5AlxUJxGgubDI9oA4A0c5di60azjKliYb7rXFdZU480xSLfMFf1PbXwc0tyjjZZm3SMBiJT5qkYNaNKI5PtTvbgUsXCFVQk7M+nvfl0Dk2fSBHHbqWYsbEx/MX7/wbHLx4p5e8DPCHyKX1BJMiU6PXddbttFAsLKOBRzvfnjqvtPQMyakaTXpoJWTbLzyGbqpNMI822cbqnwaBY0eJ8AqOZT1tNtzfzSWOfgrto4TbUPaTmJr890Vcb6YKU6nSM7mzye0QG0yiEWZMyLnLPE9EzXsI7hEnGlA3ywpFRHHH4YQh6BhSfUSa0FHqcMgoRbjYAsF5QJ+Q/TOIIO554TDQhZYpiseCkkwEAL33Fubj62utwytFz8OSeiL+cBArVlC/1R//ur/HFj/490NyNTfc+CEpJDmk2uZQLR0axcukiPNXMhNarmUgzxFMTiOMILE3BdnO95J3NON98l+WVPS5405sAz8fln/8mThZouXQFy6lTyBIRfDAhGXbbHXeoa7P9FvK8Ei1rU7EQjQuPbN2Kb1/zBQDAh//H26xavTIJDGmG73zhUzk6iBn8HBl0S6c9iGjm7NSkJ6kYGdwNJL6Byg1UywxADJpI1beiqvyc0NpzWQeKBcqNCZ6LIOBlutBzUyzMDc2sXrtDlifcFHlCK5I83+IGRXV51WWrHPoUFY8gSphYqOyNKznnK2bXN+bjoA0Assy58FUNhCbXnW4Mk/KLgDAegWFJa7wDZvNdYnTi2/WN5QKpJa3KmvSi1OA9OhJk+X72ljhVAvz3p5S08bZfqJEzT+mgFMMbXLOO3ywhQqFmGiJ9z3bQwvdpi4pPBYIsLd/bnx//ZnnVh5uEtfcMADoJTdJy8xxd4YJIpGGdsyu+pFhkWuateG1Uc5VN6kRxPqlX9Dn5hptZv/+6avpjOYqVK5GOGUMrcTcuToeYnld1gIRJseATTDuCvGPPJL7xuatwS6OB05byZG/09BcrG2SA21FORAJpZhlOPJkntK947RvVOJ9ye1tTsP/khUv4iRhHfv0gxLw5Ryht06yQ+K4655VYODKKOYOGoUimkeY77rqb30vc4kn3tkdw7+M72pr5JBImd31HD9eRZlxezkSQkzRDvadHKXt44jpNeSw5Tia0mzeO44kH7wMAzFuwUEvaSc3nnAEI/9CCnj4lGTZ/wcm5a9Nj/ZzMm60Tn/8W/JiPbH1I8ZXjVtOKwKiy2M5ncM1VV+I1rzzHmkjzSyHcAKQUBQMgdZBLvkyPCv57Vj5OPtMyAxATVS0zMiGEAJn4S+KmWDQaDXzukx/FltvccnbPRUhxf5chAlBIkHsqVuRFNbikWqos9PJPjxJoW+Vc812eR8fdpfi4LFeKzUufeUSbbPCSqFg0CsmeR7mebZKyAsVCH6vRaOA/vng1AP6OKxWLwkJV8alCqBMh36SoE7nkQL9HMdNziW1zKc1kYpYqBRjbwqcQqZQ3L7r4lvzf87/oq/iltCNCODf2hZC87U1I+sTFf/G3uO6HPylthqVCDq5T1YeK97RsDjtYwqNEybg6jUKKKhaWd51/s1Q1hzsd8hR/NxPSh3b7dW1klWoqhuXyQo8iYVy3WFEsCpfnFTfmzEHZMgxFFMXC0qRrNv1NxSUbad/cSEulqOn5TnU5yL9nmDJPxaSsuesZPPH0Nlzz+Svxjc98HP/5k58BAJauOBMLR+aocfXQw5N7IoUgygT0Fee9HguPGlbjaiHFo4/9Fl/9zHcRvvFcHDt/PrBmHC956TmYmSzFuW98C27HbGRbH0AUM4VXyk7RRx64D1+66ToMn8y5zg/vaOKkwwKFSN9+x50A5nEFfwBk+6PYM2+BRiwzXlovqmwcNcyl2R7Z2cRwPVTXm7AMvT09uPza67CxsQaHLFyBD98aczUJE5EWH/rmjeO45MLXIZo3Apz7N7hz8x045uzlfEzBNVA+NwB4/5VXY8+v1uHC816B34RzgPFNTgRZ2XkzBo/4lo+cH3PmEfNAgxApgMDz7C50sju8uQeMadOL4mKk5dvKd6SSYpFlbmQYyCMGZeMCjyJKU9GkZx9TM8qq/Q6pOkDzo+WfbRiydMhrRRHCIMRRFt7jcxUEnSWozNLmIb2h9dnxhJAiYcAeQTkqLkKEEGUfniRF17g8FSMQC1VqcIu9QonVoxALFUea5fdaXDQk0hyzTHGazYRWPf+MAn9+LR55eCuy7AShdpGnMXDXSI1aSdm4WpB3hCSE5DRaZfNNYOFI6uY7lCrAyG+s4nHXSBufWUZocpBLm/REA9k0XWj3R4yNjYEdejwWHTFQOo4Q/g50SpAJ7C5wB2NQcFUcELdpk9RBTixrkwwiNtxZpvnbds6w5CCzUm6xWX3h4+wrgESQY4lIV9rphHJ+ilNdabIl0nVldsI33CnLEHjt55UIcswylfhSSyJdM/o8FGgwTSs/0/OqDqAwVRGK5cSdTzwGBFWVPN14M1epaE/efEzk9EgdTToswU03rsYXP/5PWLVqFe64k/Nt3/Hnf4HLPvIxLBwZVS9fM+GUB0AjUp/96Edw9Uc/givf81YAwCM7pnL3cMKJJwEACBg838dZo0uwKwZ2NWNkmVbF4NaVmqQ/KHRXdzUTdQ+ARriksseiRYsAINf9D/APxadEqXpkrUkAwB13bNYyWhbzFIn2zj52Pt7x7vdhbGysTRtaP2Pe0Kek71LRaIB8hD6nJgwdcjhefj5/Tld96Vproif5YCSaBC0xvSDQtuRlVUwpVZYyt3YpAGxcfwv+43NX4a5bx0uPJ3V5q77bqUxSEkKPVyicRgwEGkFGZkUtFO8xLec9PhdBBKrrkuQD8pSFmT2hFckhRKC0jAl6FKdduCTNminLvZs29JU3o5UnvnqhYlq+rchBpkRRLKTahYnkqucfcR30Rx9+SJVObUoRqgLCtHyTDRkyXb6kEZDntXedW0usVooFVeO0IkZ5haO3Uq6DTMTmoZsg5yPwaUdtaAKNDpeOIwYocJAHoWK9KzGnCT1JsRDUCcfzC+QcwNrlFmVIClQqaFG2BnJAf4uthBkIcvsBObrNry3JRCJdGCbnJ7kxV016hUS6ZqLbovHPt6jYaPnGDFMGt7gNQTbULianOYLcTZD3MRqNBq797FXYMM6966U2IKB5yfPmHAGENRDPRxiGWDbGG86KCbJ0tIJIQiOHhmjWmgTzQpVw337nXblxmzeOY8Pq/waAnEarbLBLoiZYmiLdsx0VJHh4xxQ4V5lf71FHHwsAuPDtf4rPf+uHePWqMwFwVztANyNFab4hsaZk1IRih6RFFMZJhQjT3hbQpP+RsTMQBCFo0uLPb8EpbfrGORULdV4GJm7W5IOa0RP6mGiluSTfVib2CFGKAsOHzgYAnDpq7+6WyNrJC47HRZd+AD/66X9bE2kpQcVEx74rqEhCWdZeXpfRaDRwwXmvwjVXXYm/ecf5uG39uPN4oUcxVONJS0cDEIEyOxFkwvUx+ebHjvg9Fw55exsyQSpDkCklkK/PrB47BxmAoFhkmIwMEfvCGDNpNPXIzXE8oeUVF8ZMA5B26oRs5GFMf1/t+qbQzXymDqp4iRXvVPyzmbPncucrh+qEbgyS8k12bqGWecoQydKp9XgaBZNSkDZJK8mPV2hZCYKc5yCXL6IvFBOL3yVm9VT2glvcWQEG4HNj2cb9YAr57RGSlSDIUsWCCbt01zgqmvSksYc74Zbzk8soRH5jlHCXWVsCCnDJxVQ0wdoUdgA9P0mKRZIya+JbNSgWsnGZ084cFSSm5dvKEumYGaDBNH2vuhSLfQhVymxFuPbqj+Pw63+uyiLbJyNMJQyH91Xwonlzga0P4A/e87e46LUvx/xFS4AfXo/AI9ziFRl6Qh/1wMNkxMu5nDOkSzZ7WgkCj6LiUwz29WBbpQ4iEpATFpwErN+TpyfMWQy85jJsuWszVh57FgBt/+wTCiYMK4ZrAXY0EyDTLn9y3AVvfQeOHKxh63aOMD+4bQqH91dzDYmmfNsiocvMd4PC3hREcZpkSBtnntDq55myDDufeRIbfzWO93/4I7h/2xS+kQKHzD1WUTFMDVkZPapxMdV8YQPN2zYZoa/iI/AoepUmNZQouk2jUU0ahj2vi9cok93ZM4fx5gv+AsuPnWEdJ5v0EpY5E19ApJ3iVC4kdPXq1YhVdzowvvZmnP/Ks61jA4+gr+KXNvPJJH+g1tkhzyP6XbGhFpL3uHr1aqxcufJ5o1fImN1f7Zgg+R5FmjBhI2sfwzvAGVqp/m5ck3yUaNeodv4uUegRb4IrR5Bl810rSa1cRZlIt5QBiFCdECeVz/+HP/05/mkPMDjr8LzVdOF4Wm5NWM0yu2mHpk6kxga0/V2pG016ZdJX6hkbrmGu965iWJx34r6G/gtDYeF3iRfNqHccQ4lUUilPUnoqPo4TMo8He3AOsgADHK+UqiLFrKNdeitlqCnqhP2AvGGOfxMV364LXFEVP6+Ug2xKqbkaYakBBknp1cCyJmonvbw6TVsibeibS4oF1zcuJNLy2pJUzYnTlbrTTZD3IYoSOr9YfSOAk/limGWY3V/BtslELSyveus7sXT+Idg+3I4/RwAAIABJREFUFQPgL82eKBFoJUM98HgJNtVySwD/SCfjFCxKcWhviJlDA8CJi3DmER/An77pXPw6OBJYf7uVnrDlzjuRnrcSABfuB4D3/68PY/cDd2Fk7Az833sDTEWpQjYBtHGpZg/wZr7HdjVzpigJywDGcMmFr0McRwiCEP7/+AYmohSEGPbbaaYkXQD+Ech74nq/nNMcJSlu+vH3ceNNX0IQhPg/X/oevrE+QjNh2n47bU8u6qaFtPhvcnNBCb/ObZMxZvWG6KlwDjJTUjXMWk6WZeyYZfDSvEVvMeTi/civ78Ldw3tw1nGvsI6josEtZVlpiZIDzZzn5Ur0Vq5ciSAMkUURgiDA2Bkvdh7P9ygGa4GgdriSfEmTCdDRAAS8wpFlblRlbGzseU+MZcwZqnUcE1CCzKPoq7iVPWTXuZrkLVJFiiaQsbykkdl8R4ngMxdk3vziQsV/bykbp52vUBjH380J0WzKx+UXtLGxMcxfNIKP/Z+fiSYd7fJXPJ6p+Sy5hbZNY9VAml0azUBe5k2Oc20IA0rQMk0RrKN0Et8beh3LnQGl3Sa9fQiCztUXGS+UDQgler1zVzd0RdSlOgG0q1i4+kECShElzGnEAZgKNbqCZBunN/CpAO/a70MZFAn6h96s5kf6npSq07rF9gZ3XWnSTXqWa5PzidGQ/HyrHu1tTM+rmuaRk9AJQpx+ppBvIwQ138PJh/cjQ6Z2SpNRoixfAaCVpnjRcA8Wze7HtqlIO70JCTe5uLCMc+9eNFzDtsmYc27DGt7yzkuxfPlYrjlI0hOIoCc8+MAD2LhuHQCNDB83fwFGxs7gZhzNCUzGqeLHAnrxk0iCTwlqAVU8IZNbnCWRkm9L4gh+Fgu5KO0GV9SGJoRwtDxOQUAMugNDahzrV7fy656KUm3lbZSxZfQoHVc9TtJJYsYwqzfEsbN6sG0yRk/IkdSmMDtwybx5RJfFXTQMGY88wNU2tqy7GZddfD7WNW6xjiPgpTrWwQqZ/xYEENdgi7GxMXz3v36Miy79AK744rexdNky5/HecPJheOX8Q0qbA+UGZkAYw5TpGxNKxMvifibTPQKP4pDeECAlC5pAVSSPziftaKnkbqeGhWyxYYYSvjhGkoNs2eQB/JmHPlVqEpHS6M6f01OINAMTibnVSUsgQzEryDw5mm+KesnFd6BHdqcbaLlN2F+XWA06ieNFCTyKWPAoqYNHCQBDNe7kVw/9Ur49ABx/SE9phaYb9iCk2+BYjE0bxnHVh/8an/zff40N4+usY2TTb1NuVF3UCaF2ITeg7n4Qgoi5VSIAnVwqoxDHuJwZj9z4FobJjXnMmEqSbZbPch5LUqYSX7uKjT5nVNKkqyhbhhlTME257V0EeR9CljI//60f4KVnn4WRpUuB636ChGU4ariOiu+hvxqopodmrLvEAb6QzhuuoepT+B5VaNS3v/JvOOS1ZyHufREAbuk8Z7CGQ3pDbN0xpbjKmaBFmFSMhSOjeP+HP4J/+vgnkQHYcteduOgNX8bc1TcgJpxL++Cv7sY/v/cd3N76vA/iiJNHhVxYHqUtNsJNRilMXeU4zVAJQ2RBiAQR/CBEbzXgTU2ZFCqT1tD6A9m8cRxZawKP/PZxAHOUTB6D4F4J+sey5cvwxV9GOWTYdm2S+zwVpQbSzP//nZs2Ys2vNuKcl56N7NATFB1jKk6UuYNtQaACQU6Z0Na1IG8yfn3PXQCORja1C3Ec46abbsSLzzy9bRwhMvF1I8OALJVnQNbeZGjGsrExkNnzxb9xj3vryJGYiFJMxqlz8ZOJ3m/v24K7B7ZhdO7LnMeTkkDhNHU92psIPIJDesNSibxQIciG811hjHa+SvOW1MZAIhqfEpaBGYuBrRmqIigHKeMGJTZKBBVl8Fg46SkL2cKxpFSdXPRixjfrruYb3p2eOTeNJmqlhP2JrRTL/wu3kBbX5mpcEuXkVsp4R7zjdXrbaUdi3lDNamBQDFlR6sbvFjxRol3+tohGo4ELz3sFoigCAFx/3Tdwww03tFXGJMVuUiHI9ggpzWl+l1ExkrQDMqyMjJhylrV9O6YZh+t4xGgOVom5JZHWfTlAM3IbAEmk2dRLL9NBN81Tgmn66nW32/sYo8uW441/8h6ccurSnC7wkEDiegKq0IzJJMnJt8mdGyEEvaGHJ7Y+AAD47te+jFe/8hzc/at7xTiCGfUQVZ+L5NcE+irpCUVv953bt4EJigWCqlISiERm+6s7b1Oob9aaxM4J2aTH/4m6D+MLqQsHOu66J8YxhkolxNXXXod3vf+DuPra6zDU24PJKAUhWu1iz8QUHnngXmzeOK440nueeQKNtWuxZdN6ZVsLAK96wwXqWKeeNgqPEmXlC9g5yD7ljm3mOImWf/hdf4CPXnE5Xv3Kc3DPbevVRzkRF9yALL8tb75g6oN3rRuLF3LNZRJPIggCvEQYwRRDNrihhDrBxwkEt0MiTdTgcs4woUSpirjoBOvW3QLseQZ33/gDXHbx+Vi/zo6CA5q2Ml0bKvYmZtRDzBvivEwngiwQH9VoYuHRVQMTLXFLn6mu85QZfDtLguyLhp+Uo7Sukm3F0056qpmvcDgtG5eBQZgYWRZSWbmKRWc6NwBoL8VqdQro0mnJ8ZKUd8WXJQ2BR7GnlaKVMPSVmID01wLMG6oJya1puooe4EEI4QYg3QQZgOjziGP1v6V8ZzHkd/z0nkiYLNmPF/iiSa/EAASQspxZKbdYzTsJbw60NcvycfybVcdzIdJChlJSMWxrojIUSRkmTXUKCz1RylC2lGJPCYLMeK7gUdKm2DNd4sBd6fZznPuFdfir/9qimmWAfJmqrxoo4vlUlKqkDJALKY/e0MfWX90JAMj8CqIowl333AOAl2Z6BVey6nuoimRQqV0UOMMjY2fAz3gjGsIagoArCcjrO2XhYmXaQZIWWilw96YNukkv1YufDIkgZ0w7wckPXcq3LRwZFYm0boJrNBp44okn8MDdd+KSC1+Haz7zSUStJhBNgXkhNq9fq6SlAGD2kUeqY0kqxtZHH8PXPvMJNBoNK4LMn5+HiZgppFnyqJNWC6lw17tv0zrFI4kTLp5e5uAVGGieS7AdABYLQ5eXrVqFK774baxYscI6DpANblkpMiyvJSzpdFbjMn1cV1AoRoQzAVm9ejXINe9BtvH7iOMYv7z5Jvd5wZOuMiWO6R6ffuMpeNfYXLFpsI+pCNRXV3zan1/N4NG11KLRnsNpWSZNnbJtfirKzlVSIqgV4Q49ikgJ9vPE16Vvqp357Atf3deUiCxzl2y1AQDTHETSzlivKgMQ0966/R74ffAmWkBKuNkHEvF/77x1Pb70rx+zGvF04/cLgi6CbMbKlSsRBIH63y5FHpkgP7GnhaFaUKJOITnI9mZZc5xEVV36xrLip5BhRzVPztHNpBxplhQw1TBL0J74Gs18qqpmScw9o3JlyyVkmLrqUjmnU3Vof8WBu9Lt55Ai4RyhaZd5qgWeQpCnYu11rsaJl7Cv4uP4BQsAAKTagzAMcfRxJwAAKjQ/ruKLHWaWKb1cgC+4E1GCk09din/90tcAAAtOW4HPf+u/hDYwH7fg5JNx9bXX4XVvuQiIm2gxCNSQLzo2wfOsNYn7H3gQd9+2wUCQs7bJNJ3ajYcefpQjwxlPvDJCgTRBHLVw889/wqkc0RRIpY6FS1fwzn6HrW6ABKt/8Qt8+aorsWrVKtx622b17MyQtBPFVZbH8z0lN3b22WfpBDorNCRYflv+nA2ve8fHOzp3EH+8bA7ee9EbceKS0zo2uGWZfcIwgxCgEpR/lgSc0wy4ucqAcNzLUKrluXLlSoRIeHNiEODMF9tRcADYsmk9vvqZT2DL7RtKr286B+e0eqXKHoE0ADB47y7pozwvz93gFqcMLYW+ulGVZpJyDjK1X1/oi3lH9DTYrFxNx70040YBNs6wpCQkzOAg2wwAjHFl8k2mzFMqmmDLJK2eUQmyG0GmhODu29bjfRe9AZ/+l3/EqlWruknysxyKg9xF6AFwCuV3fvhTvOqCi/CqN1+EH/zkZw4dfFG5bSY8QXZyi6lhAOJOugIvv+7Y5mwqfqdI8IZdCHJF8aPTUilFPp/wa0uzDJTStk0tJRCJr3YXtSHclOpEWktaWuYwIfOYU7GZppuzLmlrH0MKcTOmS6e+IfMUesQw7RAUC8MuWb4OPRWfG3TcfSdect5bcNlrR3EXnQ3ctgW+UcrurfhqxzoZc0Ra7tJSweVrxozTE9auwWlnvQInn3oMgDzCvXBklDfpPXAfEFQRJSnW3nwzXv3Slcb18avbvHEc923eAFYbxGUX/wlOPOynOOesFwvZqDy3eMv6tWDDc3DZxRdj4ez/5jvurfcBWQpCqdIpRtxE3+wX4cQlS3ONi5vW3ohT6fHKfjtrTYH5ISA0n9ffugnA0e0a0gFHrk0OskeAz157HX5790asXLkS8xeN4J61DwLQJSfA3mgA8N23nKg8SY9wvANvWjgb/tR2JB0a1yjlskGdFqG90RrlADI/Thki7REqStPlqhMfu+a7uGP9Why/ZDmWLV9uHddoNPDuP3w94ijCf1z9cZzwPLrkPZsh+wzLlD1CjyDNMmVEY6NYyL4Bs5xoW9QUZzDVsnF2ioVROk3tTTUAT6RjxmkYCWtXseD3aDjuZVxezibfVBXEvyRlSEXSHVg3AxpBVsoelnRAjpMb0DJJq8Cj2DbJy9h9odsEhBBg8/q1iKO41K2yG/seVDSJvhAspPc2li4bg3/kAgAEK44eto4xG0KH6m630opvGopQZ+VKIs0TUYpa4OblBx5BSzjlutawUFZzcgiyrXIlDEUyDY5ZlZ0EZUtJWlroZPLaTB10W9MsJboRWtlq2291v8d0va5pH6r5JisgyOLlqvhUoUdc9zez6qVWfKq8yZesfAVOG12mkNzQmLD6q35Od9HkNE/ECU48tA9M8IlrgYepmCETNtgmRxrgVAyacjpEUOvBstPPUOOoUWLZ2FjDOc1hFXEcY81NvPyeiJ2wDD5uQvCeebPa2NgYevsHceIpi/CBy/8FYViB53mgaYSwj1ufZlmGxvh6AMDa63+CSy58HTZv5MYXg311kEpdOdQtXLSYX29hEu8JPUxGLKec4VGCRUuX4bLLLsPY2Bh6Qr25iNM0Z8Ri+8hDpdHKShd5aQ3O76VcAUKW1jqVMSnV1r7OMeo8WSkiTaghVVRy2oUjo7jokr/EgiVLnUJvnJenpQ2fT5e8ZzOo5GXDPfnJb1t+L9Yyoa+7yadMikVhnLJzZtAIsuUdMNHXogFI8XixSGbd+qbIOe5xBLl9wQ0FWhynWWnyrg1FNILM6ST5A2o5KAMFcyYDVB2rt+o73zsCYOHSFQjCYL8Y0LwQwqcERwhJz27wUG9j5qbFmVSzwaobQZaqSC6nOhmhR7EnStFMGDduclxb4JGC3JptPuHn6Bc6+E4EWVTLUgWitc9hqpmP6XnCxZEOBadZVt9s+sZUqDR5RuViuu7NugjyPkboEdWMkrOaVX9PFcevmaTK6xxoT6TrSmEhzekgh4b0ScWnalGeipmSbwKA/kqAuUM1NBOGrdsnUQ89TBnmGRJplu/qwpFR/OHbUlxzX4IPfuorWHLaMjEur+wwMnYG6OYfgQU1BEGA08/kmrtJmkdCR8bOgLfxe0hDPu4MIXuXUQ8LTlmMN6w6DsfOPxEbG2uwZdYybNpBRfMYsOaXawHMR5bGSOIIGxtrsHBkFLMGB+CdvARnHPkB/PH552Jy5rHATesQeFTpJwO8/Pv0RKSa0WLW3tkf+rphMmFQbkBOBDmgiPZoK0/Xjp8/Kq46USImocYGXmeUhkInX67gR3CXsPSxZGNlB31jQjom0pyXFyJGhOAATlJMsxM3kqObagD7M77/Hu5i+eB99+LIgYUAYEV9deKbKqQ59NuPZ9q0lvF3pXuXVmJxLWgiUc0ytaEtjvMoVeYEpmRkG7fYkJaSC3PgkIMKPZ7Y+4SUbi7NZ9BXYiNNKcGCxafh/375O7j/tnFc8JpzuujxsxyEEBze302QzeDfHl8fXDQ28x3mHGT7sUKRXO5uJTist1JqPPL0BKcd9VXcqVlAKaZKqA6Ank/kXOdc6/y8KVLR7EidU8wneQTZfq9RaiLSFgRZNf1lSBmsUpXTJboI8j5G6Eu5pcLiIn5n36OoBFSoLPBEWqpJmB9c6FFVmuTUiayt+Q6QibTgNBuqGJTwRZgQgsP6KkhZhlrg8aRc/Ftbg9vxx3L6xdz5p+TGmWMWjozipS97OYLeAVzxxW/jtFGeSBfl2xaOjOKVr34NSKWOj/zbt7B0GS/TywRTjnnHu9+HObNnC9k4nqgsXc4XO5Ix+EGIJcu5TFo99EDCOt78zkuxfPnyHOr7xJ4Wtk/xiUTJ0ImyeezQkFWJSlKgxLT/tCpBaiZCgsqFbhGNInf6kDxK98otyPf2nmJBSLl2qXaDKke3qRpXTsX4wjf+E2/587/Gt77/owM2SSGKYpG5kRxVErWjqo1GA3/1nncCAL7y6Y/h7l/xplpbedLs2G4mXHfc1tmtFCCEXioldgS5ZihPpMy98Cn5poRLIPLk3VY65Za0ssHWdryar9FtOZdQy2aA231LZy5ZNWm/NiD/TMs4yDxPIViweCkuee9fHbDvXTcOrCCEGzuFXvt3I8M0fRqs+c7NoKz67JyK0V/zS5Bhih3CTKy/6jnP63sEu5v8ew19+1ml457c0LqqpRXR09BKJHhnX+8kFaOVy3Us1VdfJL5K39iNlkesc5/P/o5ugryPIXeFUhEBaH8Jeys+agFFU8iQxUm7hqBHCXrFbjFJWU4VwxTZrggVCwCYEpSCiOUNAKoBb6PnSSPLmWxQgtyCKxPGqZgpTq5ZVpYx78gjEMPDCYtHDDm4fCINAEfNnYMMBEcvHNGW1KLpp5mk2NXkH3499IQmJO/EP0VQJ84+51xc8cVvYfb8xer6JiNtKCI3IRn4gh0L17EeZSFNRGe/XXlCmSIwhlgheXaeVyiaIfe0Eq4i4kK3CFFIuC2ZyY1FfkJ1RUBpR7MDQggYY6WTNwDcvnEcX//sVbh70/pyfjQk0lDOo14yugyvu/g9WLb8wE1S1PtN3Gh5KNANpTpT+D1Wr16NpMlt2NOMYMuWu/PHNkJLqXF3KZuFNGDwfJNMJLR2BFk7ZGVIMjsHmd+DkG9KTcWW/BjZfBOnTGxa81UwdSyfXwvvTi9fIAOfaN5jGYIs5jYCoMfgIDcaDVxxxRWqEY+fIxMulN3lqhvPTxDC1+Oyd850iR0oU7EQTd87pmIMVALnnB16VCG+ZRSL0KN4SiDN/dXAsYbx/1hm7AHwamXMMq1vXrrh1txit0QqRcqYKleFjh2yT4nqo/BKqFj7O7oUi32Miq8tZCPYjQJ6As4vlpbJLlvF/qqvFmXZTc6Pp8d4lCi3s2acKgUIs4wZetxwoxZwOTjTprm4eMuFu5noBDlOua6ibVwr1hbS3FAg/zykEUdTJO9SNiqgBLtbCbIM6AdU41NT0Un4Uc9+xasw/4gBvrNMGE98pWycsQmZihmOGq6jmaZ4bGdTJMjc4rrRaGDTbb9GhuG2hbmmVAfycltubcgMu5oJ5gzWnMmviSB32v96lKNunSL0O/OUCYCUoVRurdFo4A9ffy6iVoQgDHDij3iDpevapDpgKY9a0BMOZDkoTjvJuLKHY4xGkNt7AQBBN/n4p9EC4FUqmHPMCcA9sZW/q3RLBcXC1ZBiutAlLEMYUDuCLN/jLEWauqUKK6LCpZ207LJMsvlmUnEabY5b2plPLZCusjM1OvYd5Vp5fQAvJVPC76HRaGDVqlWIoghhGOL666/HiYtP47KWyLoued143oKAr8OyYmOLdg6yaxxR9Kr+qrtaYibjrsQX4MnqU3u4Y+6AA2muGFVpwJ3QVkTiK7XcbVQsQIMGkaoguTnIcaqlQG10MnMcCLoI8sEYSuYtg3q5imhOT+jDF12daZZHms3oCXz4lHOBpBwcR4bzP89gVSTIiTa74CoL/HiEEPRVA1R9r81kQ57z8d1NMKNDn1MxDAWIooyaRJqTRJXr+fHy1yYT6W999d8wfktD3Ssv8/PSa8oybasdyUZD8cGBN6cdP6sHO1vcVnsqYgqhVR8mAQ7tq2DuYB1xyo/XTBjuvHU9znn5y7B582bseuYp3LYxbw9ar0jhdEOqxsKjBPSksVsgyO7yL0+2MnQ2z6CUoroX+sGh51ntOXPHEolHWTPf6tWrEUeyqS7G2hJ9Y0qp0rguy32poHQcyIYCvEkPXNnDVTotNpoUkP+xsTFcc81XAQCvfduf49A5RwGwc5Xl95OkXC/ZiQzLJlJlSWtX2TB1ldMsyynnmCEXNJa5ZaOka2TCMqMUa9FBpURZzWpTFPs7ypt5yhsN+fWJJqKqD1m/WL16NaIoUvrlq1ev5v+e70S7MmTdeN6CEF65rJXM6+aGbaDmtkIvJr7O43nmOHfjauAR7BAUi8FqaB0l+1iaJRtfgG/gWQaFILvUcyq+x1UsclxlC8XC+P4BtAFu+h4MpagSKtb+jml6WdM/JMUiNWwVi4tQLfTgU85lyphO8orJVOALgW2WKVTVhjTVDPcu2fRXHDdQ4WoXU4Z5hhwXJQyEEExGaa4xUCmwCe1SM3RCmyoEORHUjmaS4tFdTQDAU1t/AwD43te/gje85pX4ZUM7svVXPRzSG2IySrXlc8L51vJDSrIMh/SGOLSvqs7bEjzLDPrZ1QMPPRUf9cCDJ+gkAHDr+nFEUcS1l1mC9WvX5O6jJ5Rc0AwbNt4KAHjy4QedTXpxyrCnlaI3dE98lAAgAMuyzkktsFcl4mNm1hXlxhUiXyidvFeuXIkgDEE9r9TlT16boCCXysZRyhs9D+REhUI7PZZxAeM00016FrT09DEuRzjziLlKjcG2SaooYf8UTzzxBJJWE5tvXd8+zlCKUJavlmurqgpMuSVtKJpvZKMuJZYmPUKU6kTTLMU6xiUsU06VRVRdRuARTv+Q1a0OCHJ/1Vdo/sqVKxGGYU6tgr9qvEZzIG/MunFgBQH/ZspACLmpHahygMvV02BS68qQ4apAWwmAvopXQgHLJ+bWNUyMKdv48nPq9R2wO+Txeyg0Lrss5CUHWanYuDjIvDlYmXF1EeSDK2TpIDbUJIqLkHK0SjOwnClG/mUIKEVA5YvFE24usp8/pyzDcqMQzQU2D9df9dvsl+W4yZjh0N4KmgkzqA5c1B/QDnlm6HGZGhenXF5sTyvFQMXH7maScwOMowg33HgzAJ6MHDFQwyG9IZppqrnPIuGWzXcZMszqqSD0KXyab1w0GyFlskIFd1tOFscuHkUYhoAXAIxh2YozrffxyNatePclfwYA+OZnP4F1jXZrZdlY2Uo51cM18RHCOeeMuRMGGb5H9ipB3hueMhHnLjve2NgYvvX9H+GiSz+AK774bZx+eonLH+VJPqHldrMUQqFgmtqC7k3o+ysv/5tNeqV2qcYG2YYgS9OXB+77Ndau/jlaE7vxJ286r83swtQalouGfUHj45QBgHOcl3MDtCFDlGhLat1obBknkGazi91mdgJoBGnnzp3Y9sRj2LR+3DpOJcgVX/HBx8bGcP311+Pyyy/H9ddznW2VMmRdK+RuPH9BCEBoecO0TC6HaoFQVrKPqxjz5UDV3aQnK1X9Vd+5QQbyG/b+iudsqgMMDrKrIV3kMRMykbZspPk9CMoWc891fJynEORSJ02ZcCulqOn5bXcT5H0MmZi1Uqa4xV5BZF/q/MmyqVyEilw6nhRykfA040m3bVdVV3JLLI80Gy9XLfRQDTxM5jjImVI0mDNYAzOONRUzhahJRCplGR4TyLBEfCdzSDOndrAsw9yhOiaTFAsXngKAuwEGYYgxoa3sUYKhWoD+aoAMxECQhTa0gb73Vjx1n5K72YrTnMmK+eyGewI1WRxx/Cn44U9+iuMXnIRDZx+BkWXLcs9OnveRhx9SSUMat3DTTTeiGFXhtAaIDnvHt0sAJS9X5mjH7492RJn3NohQ6SjjxwFc7P7Nf3YpFixe2tFQJGUZgg7IsKRXHNAIMjWUPRxj5LfdTBhXnbAskqYOcuKoDAEa5b//17/i35lDR1q976pJz35tZpOei1sMyG5yPTdxOpGNOkGFDnJ5t3sgEB/VuOjiIHsU27fvxD13b8GTjzyEN7/uVVbnO/mM+6o+kGXqnGNjY0q/HNA0E0IP7MpFNw6sIOD8/LJ+C+lWN1wP+SbPMS4wEeSKW51CfhMDtUCAIPbjKXpSxeeqE44qKKARZM+z9zSYzbKAm4ohQQNPgEXuDbJucC6rIAVUV+lcyft0iG6CvI8hX6woNlCaguMWNRYgUy+5uPuSSHPKeNKYiCa4Yre7KdifSYoFySfSVZ+iZkGQKSGohR5m9YYIKVGL+VRBDs6nVPGRWgkzmvn0uJRpb/cjBqoYqgU4YcFJAIAzX/NmfPP7P8LiU0cAaP5iPfQQGDvypkh8IwO5kuhpX8VTz3eiqA1tLMxDtdCw804wumwMc190DGr1etvmokfY5c6cPRdBWFXXZqMemMhsb8XdTUwpATLuutaJg9xX8XNdz79PcOSPdjYdIaI43QEZJpS/U50srj2RpBzISB6R/ydzc5DlOzYVC86wZYxyvmM6CbXJ+Mnf/IijTwANuDNkELTrSMvmuyg1kGHLeWViPljzkWYlOqgeR5BbJoJUGCf1khOmefkesS/MUvpQzikuBCnwCXbu2ils5mPEkd1URs4DA6LkXLYJlSyLZ2l/2Y1udAxKRGW35KWTtKgZ9YDThJw9DQbiW3NTLGTCLXuNOiXSg/K8ljFVY5MPCGTYkfgCQI+4F5fxiHTwlCCWa6moCOvqjgmypw2Fysbt7+hOOfsYMjFOF3nNAAAgAElEQVSLWKpR0ELHpuwSj1mGjGWImZ2/4xEowf7UbNIrnLNuaKCyDFaJlKrvoS6I962UCfMMnkgPVrnEzKF9FURJioACG8fX4bb1nGYQi+agqZhhRj3EZJTkVCeUHFzKQEDQG3K+82BVI7lLXvJyLDltNC99Jwj9gzVfJVeTKvE1OFLiHkznO07FMEvAejdeDzx1fZMCCZf3WizZhD7ngw8dejj+55WfAAC8/T1/Y9VVNTlezzx8fwcNYa4o4ZKzkTF7oFraoPG7BNeb7awmQQCkabnaBcCpE1xxpFNzINdyLnse0z0kLQYlCguhYcjjMopRjWsm/cdGxRDv5yFzXoSFy87EwOAAvvyd/2p77/TmiQhk2I3kAFDVIddmpSpULJqpVp2wIs1SL1mZ59hLu4EqsZZzECseRaWnH8TzgYw5TWXk/MkNEdwI0rpbGviPz12FLZvWH9Abs24cWEEIT+LKKoNynRiuB7zp1zFOfrM+Jaj77qbv0NObX6BzhWuoFgCwb/SrqkJc/v3La+uUSIdCLznt8P3L+URVt1ybBl+PK2vm3d/RTZD3MeRLanZ2FpMkyddMUpbnIBfQRinYrxJkmeQV3pm6iSBDy7eZSxqlRKGlU5FGX81EemZPiNs2jCOe2IXbb78dl1z4ejQaDYU0ZwAO6asgZjCa+VhO35gAmNkbAuCcKTmRTEWcipF35uIxWAtUV+tUlLfLNks7PRVfaz4naU7FIjA2IXVBJwEkFcOUvsuHorukGeYeNx8AcNSxx1k/4Cce2ar+/O9XXIYN69p5yup5C6qJS87muYrQ60zZ4J3YzCo/ZoYneKgdlThIOz3oQAv+K2Xc/dAxRiI5zTiF59kbSIjc/KZMcZVtZUdtFMJQHxjC0NAwTh1d1jZOLlRVnyLN3GXHIrfQRYmoBl7eGtqldiG4gHmkuX1gxafYtXMntmxoqH9ni9Cn8Kt1zJp7DI4+6ih8+/s/tm5C5X1MPP0Y/uNzV+GWW9q/sUajgVee83Jcc9WVuOzi8zFuGdONbjwXQURjahk1repT1AMPs4VNt3vDLRDfWgDiaJYDDAS5FiDLyo7H/2KoFjipHfL72iXULiqendqhgChFxSjfSCcdKkiVgCoqVicd9Fj0WwVdDvLBF6Y1rOwAL+42PcpRpYRxS0XFQaa2BJkgTbnahUry2lBQCkr4caQChK2Zr8fQOGbmOPGy1kMPm9evBaIpIKgoTmScavm2Q3srICRTHEpTVzlhPLsYrvEEuRp4qltfUjGUW51xD/2VQKHst/zyRoyvaxRcCPnfhR5RdIumSMwTC0rnUcKbfMCTdlP6rvhMTLqLSgYcaNnW3/xa/TmZ2InGmpsso/Q1sA7qD89FBF5nigUh3MGtkzOfTJA7ydB1agw8EIIQ4RdYIvMmkZyphIlObPs4fy8WjZrRN1DWsa3HGRbSJfqmWr6p3Gp2slXenS7VeCJLJceMaGoP7tlyBzY0uDrMPbdtsIzix5uYmMTOZoLZh85UrprFePLRhwEA3/nCJ3HNVVfi5S97aRtXWcq+SanCmy39At3oxnMRBPz7LkOQfY/i3y5YhDeccjjKqiCygjdY80s35oqDXJWJbznFYqgmqR32a6MEeELoJQ86HPxk8j4Z22mi6h7Ext3VR2XeK5fILDcACQQivasZo6+kcXF/x4G92u3HkC9pnGqUplhipWIXKoXzFQpa6K2SSHPMGNKMS6lQ0r6QSsH+JNXoq23BlTJhU7LBTRkK8L+vBR5OWboCJGkCYV1xIvlLzRUZ+qo+BqqBKmtOxSkyQUKW5ROpZlD1KTxhmS2d+Wz229WA4jd33Aowho3j63DBea/CXfdwm16zfMpttTVybeolF3meinaSZEpDmpdsijQWk2+pExrb5LJg/vHqzwGLcPqZdoMNQLvQPd/l33q4d3rJ6V5wiykgEOTOlI1OyfZ0D13KczcbykVxMnJzkAEoBJlluoGxGKqZj+nvxqpvrOYT2dldTrGYKpFlA/R3MplIC2kX0kREk544nmf/JqZ27URGPGSEABnD7eNrLUcD9uzYhseffBKtjKLxw29hw7gdGf73z30aAJDu2QHGtO6xGVL2TUoVnnXWWdZzdqMbz3YQwtfJTnSyw/orTjRVhvxmB6tBB2qXmUiXqGKIcUN1yd93zGOU4kmVINu5z1UDAAPcG+RKYZxr46BAqIQhoNRtv+1Jd8EE/SXugvs7DuzVbj+GXIDijKmmtjZuMTX0jaGRXK+YvJnNfIyjr75l9yWPx/UDGdcttiy4Eo2KpK4yy3OaA49iZOkyvOioo3DksQvwia98F2NjY0hSjqoN93BkeFZviFbCUKHArRs3YKPgKks5OHnWik+BjCPXU4KrLMvOJum/Fni4c0MDiKeAoIo4inDnXdym15xkQo+qpiXJVY5STusofpgS4U4ynkgnhc1A7hkLpRDJe6YOVG3B8cepP//Dp76A0RJrZY9yu+nnO0E++fD+juck4BN9J9RXIcgvBIoFgRB9LnF5Evf49ESE/krglipSesntcosypHZ5rnHFcixJFYpVk67bxAbg1COgpElP3IPc1HJkyHEPjGmqkwNBmjE0COKHIF4AsBSnLT/dcnXAjqefAOoDAKFgEzutBjWrV69GGnGVHDT3gBCidI/NGBsbw89//nO89T0fwMeu+a6VqtGNbjwXEXoURw3XOo7j8z9Km34rJsWiBBmuGuPKVDFUk17VroEsw/eI2ki7ktBiRYo6Nshy3jENRWwh1S52NhP0VTy3eYpHsaeVopWyUnfB/R0H9mq3H0MuoonYLQF2ZFjKmaRMopvt6hSmED8DDEvaIoIMZQ0reb4ebf8RFe8xyTQvt9C4NlQPMDzQj8HDjsSCxacB4IszBTAsLK0HqgE237oerd3bcecdm/EnF7wWjUZDl0/El+R7FJWAohYIBz+YjUv6gws8ipGxM4CkBYQ1BGGIY+fPV38nw/co+qqaJsIbDZm1w1ZtBlKDYmFJLvjmQtjlyqZKxy5YThoVn+KUU5dax8ighACCMzrdQqILHRNf8V50oolUA49LGh3AQcApFgRwcrPlYvDE7haG64GTHydd6LRTnbtJjwnHRZdrlPyNopSpSo69+aaI+DioE0pTlX/Lru70iih1PngfpxU9fN8W673OnDmMw+cdg2NPXCjcO63DMPuwwwC/ws+ZTOGMF7erxKxcuRK+0MTxWQuvvOCtSve4GCtWrMCF7/wLLD6tnbfdjW48V0EI2au5jhKx394rZDjgFAvnONGkVy1XxTCPV9bcJkGngarvtoZXG+5yikVYqFwV3UWLx3t6IkJ/NXAjyAFV6/BAiXnK/o5ugryPIV+ElGXKhUZyF2VQouVMmGg0s+mWelQ7WjHGxfht3fMyyZOJdJxyq9niOFOCimU8iaeF0slQLdCGIuK/xSnjXF3x72uBhzvWr1WIbxJHuOGG1VpeyjheX8VDLfC4mgTTlIii/fbpK1ZgxvAwjjlpMb763R9g7lFH556njEGRpMtnp2giRbQ8LEjfMWm/274JkSVxlbx32PFzEwP3xAdIXd3paWJAQOATIPDsk5kex3/PTvfQW/Exq7fyLF7h8x+EcJpN1bcvBIBh55wyniA7Jvm9kSqSzT6UcMt13nzbPu3KBShOGf++HE16co4pc74DtLTUZM5Jy36vzVaEb372YwCAT/3d++y6xZQiyYDf3PdrpHELfy4ae4tx5OzD1Z/f/q5LMbq8nYM8NjaGr//zB3FqthWf/n+fwnv//l9K0WFeBZl+31c3ukFAwDo0/VZNdYoSZDiHIKNEFcMzEuSSa5NNw8P1Mve+woa7QyKtcp0S9RxAVt98J7jQbqs9PaObIO9jaA4y0xzkQpInm5pilnFTjERwiwtvA0+kdTNflNo7QCWnORGc5oTxhLa44EqUydRLLpaAeyu+MhRResks76RXCzwsXLoCJG4BYR1+EOJMoRtcLO32VwJUfYpmnIJl2nGriIQNVHzUqlXMOXY+Fp02qsYVqRP9Qm8xFYodutEwH6Z5Ct8MMGuiJ2ksCcuMc7rLRICQoCqZ+PhzAECmZ4JMCZ/wOjfz8Y1Xp3EHQxDwd6Sn4t40mDz34XrobjQR74+nkmDXOIJWwpRFu22xkqoYilvsMACQdrQ68XVQJ5RUnWkA0h4Vz0MrTpBKs6CoZdUtrvgUk1NNpCBAmiCxmJ3w8+qznHTiAue389IXn45//LPzsWhkWUeJJ6kT341uTLfwKBFi8yVNvwYHuUydYnTOIFYcNYTjZvYod0lb5CgbJXO2XFMHq26kWTbDT3VIfGUfy2ScClla+znlvU5EKfqrvjPBNGl//dUuB/mgC4X4sEzxd2zEdSWwD44g2xAfQghCQVqX43xK23ZfUntVepjLxLf4bmlDEaY4yFy+iebG1AMPk5FWpygaFHiUYOmy5Tj2mKNx+NEn4F+//j2MLB0FIJFhfeI+UcaJpWIHM9wFjWurBp6WvjPGFZ9d6HsKoctyzXf5e62HmuqiEmkHSh8Il5+IlSfIsrGqt+KXNkEA2n55ulIs9tZQxJ+mSf6zHYQADAQ9ge8cY9p9lyHIodhwZYBVllGGbKx1vZsyfI8ohCZwUCKK+qaU2DmNpiEPH+fuTofnwwtCdV67bjEBDaugPucg+xazE0CjZUD5wkc51wUZ0DFB9gg54Lnv3Tg4Q+bHZUCKXKNkVdT1TcwZquFDLzueN55n7m9CJ9zuBBQw1C7qbqRZVmaemYwBAH0OrX6JWj+1J0Jf1W/ro9LHyyPDTg6yMW6gxK12f0d31tnHkC9MwjgHmcCecFV8qugVzSR1drGHPm8gY4zzbX2vHS3lHGRJschUIl08mikZxQQv1y+Q731KUA04xULkx8qgxPyAh+oBZgwOoH/W4Tj51FGrOgXAF1bOt9ZJPtDeHGRqPptc5SL/1ff08aSKhe3Z1QKPS98xbYriQunkJkSh245ykkwu+qs+ykpdAASCPz3d5bSWZwcEGXuHNB8MQQVlprcEQTYn76Fa4JzkTftl31LJsY1z6QzzcRQTkW74LWuWyekgl42T3MKS7vQ0I3jrJX8JAPifH/202zyH+lhx9svR09uDL3zjP+36xoZiSm/FtbWAMmvhkJpjkAhKOhvxdKMb+yM8QjpykE88tA+XnvkirDx2BsrWEwL5SWSlwMwxM3owqycUc9NeIMglSLMEA56aaIFAu/i1j9PUiYGq+3gmdaKv4jvnxBzFouZ2q93f0Z119jHMJr2YtVMYZMgXME4yPP7EU2hN7MbmDeNt46SVYyo0f60cZCKNR7hecsIyBBZnM6kAodQz0qxN85cSgppPEaUZYpZqXeUCwjVYDVAJKCaFOoXkFtPCOM2jzsAYQ5zoRric/TaBciBjDErtoijfJpHPhIFvGtIMlKANzZPj1GYgZfyZtP8UyhRB61GXl5P6Kl5pSQzgBiTTNkGGSHxLtDwBmUjTaXkPz3YQ8M1ctdhRa4SZIJcjyEQgw/bqhozAo4gSpi3aHecNKMHTE1yWyaUNWhWc+51NjvhUA/vVhRZuoYuDnGYZfnP/fQCAk05ZbL22ipif+oZmYqC/H0ssZidAfuHrCdxd9vy/c/S90yJEKXnejXi60Y29CUKJMtByfdmUELxq/iG8MunQLQb0flHk2854/SmH4St/sAQepaUWzVJ2dqiEqyznuif3ROjfi2a+pyZa6K+4OcPVAoLciSZCCUqrefs7ugnyPoZM6BLGNLppeRnkC3PXbRvQWHMz9mx/Bhe/6by2BpfQ83j5P2G6K97FQWYZ0oyfN/AsCLJhSa1k3grIFaVEecm34rzJhvlS10MPNd8TesTaFKGINprWuynjEnNAu3mC2ZCYGvJSRQ3pgGrd4pQZyXvhjZX8xIRlYJnx7GzlZE+7/AB25zNAUyz6ZJNeyf6WUm77PB2DisS3kzoFFfSK6UgTebaDED7Zl7kLhm0IsnvRiFJTxcJ+vIASRMY77Iw0xv2PPgGAN4i6qiAAL3UCwEAH+SbFaXZQLJ767SMAgJtW3wAAuH/L7dZLq3ieMEVKUfFL9E0N/r7n0ZKkAQA4+tbJRauTo1k3urG/QueTbt1iImkYQKkBCKcaZcafHccTozKU2ZMYcnAlc5hc61oJy/keFMOcTwZqvlv60pg7ywxA5LX1V314XjmNcX9Gd9bZx1BNembyZiknyBdr86b1XC2Cpcq5zoyqsGiUlAibvjE1aAypQJBtC7PkFeV4uRbkqmrQRJjRzGeOC4SbkHQCc1EsJLotKRZKxaKoDW1K2uUspAvjxKIYp5k6nq1xUSbcktPMUXW3yYK8D6AdtVbjPKNJDx0QZEqcifb+DkJ4ctZRL1n8Ji8IBJnwjVcZp7VqcJAHa6Fzkgx96RolVSwcibR478oS6UajgW2PP4adPO/FMw/da100JFL9lECaBxyLkGmXDbiF/R996AEAQOZzDvLdG9e574Fl2NGMefLueCjmwge4v51iVaks9uYd7kY39kdQImXV3amqlAIFUGoAwvNjsWksO6c4aYasnGJhWFe7hrXRyRzjcshwiTZ8xVgLXZt387xc0q4jy2q/xfRc2Q+AMCkWZTJP0ijghEVLeYNLlirnOjOqPkXKMqRZ1tYslz8vd9xLhKGAjU5QM0wHpE2zT0jbWyhf0pRxnm9qQV9ziWqmLaSL1I4ct5hpa+gijSGH+AKKOlFEL02TFZmY2zRkOWWDnzcVNJHA8eyk5qv82F2olCy/9+0NBxnTF93yCMHh/dWO4wj4xDZdd/HPZhDw96AMQZYSaVWfohZQJwdZGoWkSiXG/vxkc2gqKzSWMatXr0aWxkDIzQke3nKrm4rhUeyY4g55fTU70lwxjHYA4MF778IVV1zRVrk69phjAABEnHfJqN0aWs4Vz0zE6CvTNxXjBjp8O4Jh0REFA/j9dhPkbkzH8AhFJt5zZ+Kr/g9KZd4IiEKby9Qp+Ln4wL1p0uM20y4E2UhoS8aFBeqEi1ts9iD0lRiAmEocnaRU92dMX/LHNA9T5k0llpZxcqGaN/8UHP9ghqd37sHV3/1BW4OL0i6WXEVHM0/o8SQvkl3xlnGK98xM84z2D1OO0yYbrE1eSnOGmeICA2hb6LVKBAPLtFKE34YMQyPNJj3FRp2QyLAwCrHZb5sIskymPWp/dlWfYrLZwqZ1awDMcaKIh/WFWHXsDCyfOwSg/OOV9z0dg1KCOUOd3aAIcbvKHWxBCEeIyxIu+S3OFI6SZY0mCcuQZO4NshwXpwxTcYqqw7525cqVIFvWqVLsyKmnOt87nxK0wJ0rQ2o/nrwHqYrxib99N9JnHkEYhrj++usxb948AMAJxxwNbNmCk5eejjsyYPGI3RhHIkP/v713D5OjOs9937Wqq7p77tJoNKNBEgKDBRJCBkmIkbbEsIUvXA6xY3HxNWzMUdiOYxPHPCSxySbejhPHxgafcywD5uRixxvvg3GOIcQ7AVsCwyAZMAYkEBaWMNYgzUij69y6u2rtP1at6urpWmuVPaPpmdH3ex70IM1SddVSVa+vvvV+73dwsIDzOhr1Lw1RgOzC9Ozw8IVdNk8xv2C6Dj8l5D/E9IPxsnxCl2BgcZmeoQEIC58HCGEMfBmT3VsFoH0OgXjHPb3EIh7QNpvGxQNpg3RCjWOQO7C6xzYu/5Djp+bzPTVTX9MALyZPUAFy0r1VFzWyAPKNTZjb0YGVq6uzNOWOcEEkidB9bjH08i0Hg5Vjok56YyzSqgPkchZc6YvHNihQ0omCX87QAtVFP0ofHXUNLBkyyPGMtJ/cNTBqvx3LDI/tBhgdL3QJGC2ZrbSOHz6Io8eO4ZmfbgUAvPbCs4lz7Docn+k+C2fNqU/8edV5TvOniDNWISuYyWQzDs5uM/+7qhfH1jrP6EfqZaQrSskP702DO8VQ0ZfeoJpFo6urC2e+7SwAAIfArud7sK3nmeTPjS0u2iKYqKhGajaKxwfg+z4KhUp5lwpoF517fnhsXQZJ/vlQ0ZctZC0ZqbLEQh8MQMgXc5uGf15TFvXeqXF/EtMLHuroAVNmWJWjAqZdFSnFYGHgqw8YuTxgKMXQj1PPsqmhSLz2pyWvt42Lrw+NBolVvH5nrDFAxTg3HiDrZSe1ZlKX9mXLlqG7uxvd3d347ne/i127dmHDhg1Yu3Ytbr311mjc7bffjksuuQRr167Fjh07JvMUUxMFlzENctJNHQWroSxCZkGrUVIMW0Za6RmVtjhpXNmCTjbP8EWyLjf6TCEX+UBUN/ZQ0gkAKIQZX0A1HhgzLu75HJTHxYlnmn0hs9eyde3YwLfsdiGCcie9sXPHmXzIBwYGsPmur5TPLWHyDu3fB/AM1Pv5L7Y/XT0IlcUS8uE1fFlBX+w3XahzHZw+u67WpzFpNGmsjBQqaGytD1u+asZlw90cmRnWV5R7Do/5jOqzLy3NTQCAYPAIvn33l/Ced78zsVud2rHIBqP43r13J45RC1DfiVE4DHBFEY7jwPMq5V3qWo8MF5HNcH379bh9U07fIStbESBbJBZg8ANhlLsAwKw6b9o/Y8TMxOEMQgij84TUDIc/NASCUjohXxpNiiJlkSggLI1C5HdSY1bvR8x52d6zxWBpGe9k2WyQWKlnuTlvfkGOugHmMpi6+eNJlli0t7fjsccei35/+eWX4/7778eiRYtwzTXXYNu2bSgUCjhw4AC2bt2Kl19+GbfeeiseffTRyTzNVKhFqhALaJNuGhUgq8yq5yRrGlXWajTSNJsKzaSVmi/UuMqBbqZskSaAUKtcfXbxDHLBT+64xVi5i1WhqC/SA8ouEb5ftnkb6w1dUaQXCIwqb+gx5+awstuF9EtO7kLmcIbS6BB27Pw5dvzwy8Af/08c2t8LhvOr5m7h/Pl47vUhsIwLEQS4aN1/qp5goNKD0hAgqc+3LfBTHc4ZGrKktlKozIvMIJs6ZEnp0eHhIk5rzumL9ByGgTCTKzPI5sUFw8cRBOVs71g5VlCUx9rz0rPY+y9fwgPf/Boef/zxinHq++TQYAEteRef/6eHcHT3C+ju7kZXVxd6e3vluFimuTmX0S98sQxSU9bQIUstkLmMxdJKvoSWAkFNQIhpC1eaYYgqJ6Y4jEt/Y7vNG7Pq8lU5ka2Yr85zol0mU6ZZrcfNWVNtQTyD7GgDabUTLovv9JlhL65BhrkQvpZM6qrIY7NaKpUwMjKCRYsWAQDe//73o6enB4cOHcIHPvABAMB5552HgYGByTzF1ESV/6HA3OE8cdshFyuY8wMBx9V1yJJ/ebQUBr5MY+yvWlKHCc6kBgCcIQouRaxwbexdmI+0ymW7tUxCplkVLZWCAKOlWIvbsecWXkPBDzDqK3/jykkpO3FIWceopkMeD4sDR0rSf7kQjauWWIycOAbB5ZsoAPT9Zm/CzAGnL5gP7N2Dd6z+T3gJHMtXJXu5qgBGhE0MTA9vznWMnrrE9CObcTAr7+JtocRGr7dzUAwEDg8Xw65RySOHjh+JOkaaCldUYM5Gj4MlZHsB6XZx6K3fALPnQ5w4DKEJpNWLuS/kIrRsxTuw7prLE64hDJBPjIZttXXSifKfmzJSaiFtyrrGbBlnABgQCHHKyHuImYfDZHCZdao7344dF4gxyZcxsDCW8AOBvGcItlHe3zRlmjetXoiV85ull78x08wwUgqL9FJokJuML9Lyz5vD4jsduYoA2bxLW0smLUAeHBzE66+/jvXr16OjowN33nknWltbo5+3trbilVdeQV9fH9ra2sonmMkgCIKK4BoA7r33Xtx7770AgP3790cZkckkw4CR4SGMjhbAghKO9Peht3S8YszwscMAgONHBlAoFgEnwKH+A2BDXsW40RPHAABHD/WjVPLx6nPP4D/q38Qlayv1yqI4gmLJx8F+6ZcajAyh78BbGPTK/5SFUoAMA4YHh7BvX6/0TCwM4fChg+iNZQoLg0fDczuCfW/JRUqMDKJv/36ciGv+CkPy3A72g41IV4TCiWPYv/+tyoC1MAwAGDjYj4HDI/L6jx5Eb2+p4hpYaQQF38eR/gM4MTgEDoGjh/rQi8FoTNEX4EERI6MlDPQfwMhoARmGqrkTQqCxvg79jgu4HgSA9va56DvwFo6PCVxLI/I62s9cjNd/cwJHDx5ALxtEEkOHD8MZymBwpIT9bxWNhXilE0fQ22vetid+O/r7+2v6+fddPh/1WWBw4CD63RGUjlf/+5ZGhsIXS4G8GMXBA/shTlQ+188++yyee+op4O1yt2Lfy8+i7225iuc1wpcyjPPPXYylN30C113xn3H66adXfLf98Ic/hPDnyd+MHJM7PK6LpUuXVow7MlyM/r8hI3BioA+9udHoz9T8Dh0/AgAYGCpiQWMGxzTPxFD4/QQAmcIgDvX1gY/5DgOAoWPyO8UtDWHwUB/21+ufncGBwwAEjvEh9I5UH2u6UOt7daYyHeZ14PgIjhw8gdl1Hnp7i9pxgwOH4WccjJT8qvUwztDhwxjlgMi56HWGE8eMlgIMDhxFwQGcYa9i3YwzS4zgrFwBxw/1AbkMetlg4pyqxzMzehzHDgaJz//RofK18eGjOHzQR2+h2iHp2BG57texEgYP9aPfG8ZIgqSNDcvPaBJDGDxUwoG64pTcSZq0ALm+vh6vv/46AOA//uM/8OlPfxpHjhyJfn748GG0tbVheHgYhw8fjv6cc14VHAPApk2bsGnTJgDAypUr0dnZeZKvoBo38wK4lwNzBDwXmNPejs45DRVj5p1wAfwKTl0TBDsKL5vD3PYOdIyx32rv9QG8iTd+0wsfDDuf346P3f/9qq3T5qY+FMVRZBpaAexFvqERHR2doSWZpFAK4GZeBrwc6mbNAQDk6xrQOqe1Yp7a+wHgDWTqmtDcOleOq29Ex7x5FVvuzc1HAfTDa25FfaNcyBqam9E5r7LFyk0AACAASURBVLPirbm56TCAg8g1tSJzTP7btra1o7Oz/CIEAA31+1EKjqF+9lwgcwxuZhStbR3o7GiMxpT8ANncHohRgabZcxGw3yCbzaCtvaPKumx26xwUWQbrb/4TfAfA6Wedg46OeagfIxuY3XIMwAGcCDJoynmY3daOzs5mJNF8wkVDNgN/uIDOzrbENuJxanH/zXRqOadzR7LSGnG0hPb2ZsxpyFaNmdV8FEAfAKBtVgvmdsxDe2PluB07diAoFaLf973xS3R0XFvxvCoa6t4EcBxnLpyPj1z353j34rlVmZWrr74aX/p/npGFPKODuOr6j+LP/vgPq2QYLYUSgBcBAK2NdWhubUdn5+yKMZ2dneg46gD4FUQ4TvdMtB8QAN6QczOnFXM7qp9DAFjKGsDZbpyzoB31TVnjs9N4PINSIDBvXgvaEuZ3OkHP/8lhqs8rOzaC10cG0DGnXruWAEDTkAeXM9QBVethnOYTLkqBQMfsOnTObUgcM1L00TDkwWFAR2tdVcyhCOqGcBAnkHU4Zte70fmNndOs+zIw4qOzfS5mtzUkXkfDcBHAi+BMSmXb5jaiM6FuJagbBrADbS2NqG+dg/Z5syMZRZzZbT7uu8bFOzqbcXCoiHmdrRUyjqnCpIXsfqhxBYC2tjYwxjA6Oop9+/YBAB566CFs2LAB69atw4MPPggA2LlzJ+bPnz9Zp/hbk+E86nyX5MQAlLcmRkvSrmxs0drYcb2vvyL/wC9WVZwDQC7W0UqeQ7IuV1mzDYY2Tw6vlnaobZxiEKAQaoaTGorECwhHi/EW0snjCr4fHW9sJz1AyklKoVa5UAqkXENj8yYbhQgUfCHlH1VHk1vTbq4Ov/eRm8I50em3y7rMhqy+GxAgt6TK3YqIUw2HyX9/qaPTa4sV0kO0mu7ubjgiiH6/YsUK7WdmY+4UOjuorq4unH322QCAj/zBDfjMF+6sCo7lucWr09PZNzUZbJ7iNoBNmmsFgDNa6/DAR1Zg2bwmmHtQlr3PyeOYmK4wyPUzb5HZOUzW+tjqVVioB84ZsqnKK9kXMI5T9pTWhiLhz5oNMjElAZXto6ttWaNxcR90QwMQxoAFLXWhn7OYsmV6k5ZB3r17N2688UZ4ngfP87B582YcOnQIGzduRDabxdVXX41zzz0XixcvxqOPPop169ahsbER99xzz2Sd4m+Nshfzhd3FgkPe0DqPXrVQvW3JcuDlIhiCRA1izuXwhbQ0A5Dob6w0yKVAVAbIYwPaMGAs+dJNAtAU38V8lYfDz+UJrWuVlrDoA8OlQDYASdhejV4aQm1xUoEjj7li+AEwODSE/Yd+jee2+7jysksqxiq7rdG4w4Zhjg8NFXD6rLzVnUIWVZjbfhIzE84Z/CAwmtjHF7vmnN6+7V3vOYp/e7MIjwPLV6zSt6SOLS6mW66lpRk4dgRLF79d+5KXCSvYAxH6oGqOlVZbmHPKAUCDpy805IyhMVsea3zGOIMoVTvdEMR0gYXaYpsNoRPWBNlkBBxSl28aF3XmYwyuo/9cWUAo25iYivRchyOf4fAMLeTdqPjWDY+dfH6t9R4+eMFpeOfb24zfnQzS/SP8DRXpLV68GE899VTFn5155plVFkWcc2zevHmyTmtcqAYAqqNdsn2bvIG9jGNuKBLegB1nnA28vBMr1qzHF//2j7UNRU4UpY4pye2CMdn+uOgHUSetpEVIBbSlICh3yEtwxVCZ4ZIvoiK9JF1huYOfj9Gir3X2yMb6vxc0HfKAsufzL57djr4D+4HeXdj4zT/Cj8fITqLmKaH3Mk94aZDj5J8eGipiaUejubLXkV98XPPiQ8xsOIBSuIWgLaqrMM/Xa2jnd84D3vw1ZtV5MNWnq++AJkuArO7j5rxrzLxkuPQvb87bi+psn6u+d+o9R+4eaT5TmlOon9q6UMK4q0YQUx0GuWbaAl8GmbDS+YwrHM4QwPzSyMJfhG2c8lUW0PoWA/L7pDnvhh389MdyOUNLzoUwtstm+INV8zE77+LgUFH7/aSKdAFYnaJqydRTRU8jMmELWWXLlrQI5aJudUHZtzhx+1/+ZSWdWLlmPVZfXN1QJMr4RC4Wmo57nKHkxzrfJblOKAu6QETSiaTW1bmY28VIMdnfGIgF0gEwUgqbkxjGyWYnyRlkQAYgJV/g2Z4nAeYAfhHFBNlJNsogh9lyliyxUG4TfiBkFsxw98svtMCqPSZmJg6XSRqTzVt1m9Zkyu2X3dDr1D7OtGsReY3mHPPWaSzro7Vvii3YuiYm8XNryZltmVS73Oh3hpVPSStIYkFMVxiTa6ZNOsG57PZqHRdmh02+3+XOfOaXS/ldEyaNLBnk5lzG2njEdbj0N2dm2SFX8jRDA5CK7oLkYjEzkXZlKvBN3nbIuvIfvhT6JXNNBlkFb8NFvWYYKC+OqtlBksQCQNSFrmiQHeQibbGIMs2JUoyYVR0vJdu3AUDeUxKLmH1bwrmVm6wE5iYrjgx8l120BvjxQUAEcBNkJ8r6rkIfnZS5jjc7MHQDA8IvtJKo2IImTh0Y4xDwzRnk8H7KcIa6TPXOSzSuyvPTrPOVfsR64i1kTcuKG2WaTfZN5QyyKTBXFo6yAYApaxXvGmaRWDAWtoqnZ4yYnvCwT4DJ5QgINchCVKxBicfjMuObVLujkKFxWRKpHcfkHo4QwtiS+uLTW6JEmrl1NTPWR0TXAISWdoadptg12ALuWkLfTOPACzXIpSBIDCyBuNewiGWQ9frY4WI8oE34zGhcKJ3QZEtV9nUk8i2uvglV4FsKAmNgXu8piUWAkTBAfvR7/1gljylLNnwUS4G2/XY0zi/PiS6QLgUC575jFeqbZ+Gc887HDx75UbXsxJW+ykpH7Wg0TfG+8w2efttZHSNNly9iZuIwlUE2aJBjgS/TFIYClc0zhEF2oJ6L5pw+oFWfm+EMdZ5jLDRVjQtkAwDNZ7pjXhotna+UBlH3sVG7XMM2bDSWywCZMsjEdIUx+cJq22l0mOwa6VoSLnLtYtqOlkCsM58wPzvqWRYwZ4Y/te4M3LBygQykDeP+9JIz8YELOuWumuEa5PnJ+h3dd0BFd0FD85RaQ6v/OJBFZAKDQyPY96tf4rntz1SNUYGvlFgkd4MDylmh4ZIKVPWNQgDg1VdfBQC89cbrmkyzLAqIivmSsttRUV0QC7irzy9qduIL/PKXuwEAD37r/8aGDRsqguRyW21Z9JfhyebpdZF7Rtg8RaNBzmYc6XYRCAjmYPF5y3FRguwk53AUg3KRnqPTece+nBosGWRlAE8B8qmJ+o4H9KphdT/NyruptMrNUfYleZx6YW3O6wNaQAapc+qlntkYIMcyyLpx8YxWU84wrqI6Xb8lqrZ1BezFrQ5L3okiiOkCg9z5sQXIyhXJprd3Uu6qcC4zsLYMMkPYcc/YxISHxXzmcd1nzcGiWXXRsbXH4yzaQzIX6coaBFPzlFpD307jwHU4jhw7ir6+A9jzyku45uorErKqcoq3P/3TKKuaLLEIA+SCWUerFqpvfv1rAIDvfP1vsO2ZnqpxqsBtNG7fViWdCOUfgYgy10k2b1nHicbt3v1LAIAoFaps6HKxTnombXEuFpiXAgGHsWR5SrjlrJxCtAWOroOiL6L21hmNuLiiEj+rt7QB5BcaZZBPXRzOwyVDnwlVz8WsvJtKq9wc6feSx12zvBO3dr8t3N3Q35u3rDsDX3jPYpmNNgjp1aLdZDhevAtkY1YvsVDPrNQg2tvlBsKuLXYYs245E8RUhjG5k2NDuiLZnwnGZfbYNo4z2VXWqFVGlMiFKXHNuBxja11d1habi+rKCWRLpjnWXXCqQt9O48BzGI4fPyHvsKCUWED2s+3bABFgW8/TKPkBBvreSlxI1QI0UoplQZOK71QLWS7l436xgCe2bq0a5zo8bA2tgkZgbI4rCnx9gZHQFUNmkCvHxX2Q208/E0C4tTRGDxyXTsh22SyxEC4byzT7hsLFKJAuBVGmOXnuwkxeXUyXnSRjiW0n13uO8eZ3mHwhmIrdfYiTD+ewLgbZqK2q2fPTi8sTDNKDjsYsNpzdGmZf9ec2t9HD/Ja8cnrS4jkcjdkMHEdv86SenbwrK/H18o/4NZj8Tcvtcm0V+4wzo48rQUx1OAPqXHspl9oRdizRIIfcEbV+LmC3jGMMYDI3bLSDA4sCaVPimnMW6YZNGV8GhgDCKp1wWKiPnsIRMn07jQMvw+HVNQBeHVAcTSwg27p1K+CXACcDcI6DvW8apROR1MEisWCe7GKVYcAlYz4TkAta0Rd47dWdAIDevburbtaMI7WMMtOs3C4SXCxixXxz5i0AAPzBzZ+q6vIXL+YrBdA2T4nG+UHkIW3Kqo/6flTMlzQuH3OnAJKz4EA5oAFUBjlhUIgT+kjH/w5x6qAWDUAfhKrAV2aQ9YtBJE/ImyvAo6IamI3zOeORh6juFu7p6cHRQ33Is5LRvinSUSt/U824lryL5fOasGJ+s3VLlIcBsmvZJnZYsl0kQUwXGrwMzpidt45zGI8098ZxXO6I2uDcvvvC1G6VMEs7HF72JNb5GwPlLHj0xWg4nuqwZf4ek0koU0FiraEAeRx4DkfgZIFsHS58x/l46OF/qyog6+7uBvwSmCcfos75CzUWZPKf4viozOS6jpM4bs/uXQCAwJG+q1d/4IbkTloZjqHhEdz3t38JAPiHOz+P5597rmKM1DqxiuI7k4tFSZRdMT6y6Y+qPrfslxxEmeFk67tyRtpUuKgyyP/fP35LnpsmCFEByFAx7uWc9LmVzQ7MXwZy+4cq7E9NOA8bxRgsiNRCNku5U2gWg4ogVJgWDFW0YtYCKg9RIZIzzT09PdiwYQP6fvMG+ve8ih3P/0ybQY78TfNumM1Jvt9dh+NvrzoHKxe0wOZvLPX7gb0gibMp2V6WINLCOUOdZ88gM15u4GXCYTyVc5J8diw7NChrga0BMgCTnEyOsxcuR+MA424ZoKzvRKoXglpBq/848ByGg4MFAMC6detx0cXVgWpXVxca6utw9vJVAIB5p81PtiALF4odu98AEFayJ4x79aUX5f9ksgCA4cFj2kzzyOgowngWpcIonhmjVeZMWqKVgrjbRbVdVTaSTgQohlnapO2dctGfQJr22wU/wMjIKH69+1U8u626wHH/m3sBAD/4zj8AAAYO9CbOiQq4IyeOBJkIUFmxX+8lv4AoVIBETQxOTcqtpvWFcLl4kZ5hcVFdtqQEyFDgFooGZdW5nqgBgKaF7JYtW1AoFICnvgP89Nt4YfvTxt2SjMPK/qYGbXE5uDcvkGX9vm07mSQWxKmBw2Qyyq5BTimxYLAG0vKjpA7LtI5FmWGLtpiFxXwmiZU8Xnn3zSQpcRhDMQimtJXq1D2zaYDyGgaAljpPX52e9TBrwVkAgDov2Yz/2dAB48CxIQBA/692Jo5bceFyAIgy0ouXLNNmVZmbhePJQDrDgTVjMr6MMXico6/vAP7lu/8IAPj1azuqzz8msVB+iUnbInUxicWxo0dwpH8/Xnhue8Lx5LjXf/kaDg8M4PUdL2Dj1ZdXFTi+sVs6dYiMzND1/Wav2fpOOYBoFmZVpOcw6aRhzIKFWW2yoDo1eeHZ7fgf99yNV174mXYXob3Rg8OAV7f+K175+bPa+2nDWXPwqXWLcO7cBrPEIvarKaBliDlFJBytu7sbnufBeesVeP2/xPJVXeYGAJyXHTZ0nxnWEwgh7FunQCoHmIzDSONPnBKoojq7BpmlChg5Y/AMumIgJrEALLZxUd8xo3SqbH1pbuzBOEMghLULLeey0VrenbrfAVP3zKYBxwYORv8vM77JZGKZ5uZc8k29detWoFQE6mcBAPa8uD3xeBcsPx8AsPiCiwAAZ5+7VFPMxwDu4L/e9t8AAH/02b/GihUrqsYJv4hnnvgxfv7MTwEAd332k1WBahQgBwFKfgCHJW8Bq3GPP/wQXtv5Evp738SH3ndl1fFUsdyeX+4CuAP4yQWOS889FwDAstJaZv7CRUb7NtXlz9M1RQg/tyGbAYO+sQMgv6jIo/XUpKenBx9835X4h7v+Frd+9L24/1v3JY779Y4X4Nz7B/j/v/pnuPWj78Xf3588Lu85uPyc9qh7lD5Ly2RRjaWjVbkBQLK2uKurC48//jg+edvn8OV/+D7OvWCVcaHacPYcrFs0y64thto6tds8pXGAyWXsLXoJYiag5Iym5xCQUohcCsmBw+y7L4yFRXVCGKWCDudlOZnheJH1pSWD7DApn7RppFUhfG4Ky6zo2+l3pKenBz/5t4ej3x/a84p2cXE5jwLkJk33q+7ubiAoAY4L+CWsWHlR4rHy4UOx4CwZPOreDLOOg5IvsPBtZwPQB9J+YQQCjgxUAZRGR6oC1ZwTd6eQD1TSc/7C888CAHa++HMIcG3gq65h0dvPkZ8r/MQCx/OWngMA2PD+DwMAOhck67erChwT5qSnpwff/L/uBqCsquyFBg6zVx0TM48tW7agMDoKIQL4pRI+8YlPVL3kAcCTT2xF8cRRiECO+5NPfSpxXFwLCOiDUM4AKHukFA0AAH0g3dXVhf96y2ew5IJVVvumP7nkTGw4uw1ptMUiKr7RwxlDSdgdYBbMqsPsOs84hiBmAhzpPL+bcplIkmXC4fbdF85kRztbcaDckWKyNNj44htKLKwa5LDA3RLoq1oFkljMQLZs2YKgOBr9fu8vthkaBTAcHZHFd025ZIlFV1cX6uukbKI5n8GSC1ZpMsPypjs8XAQA1GsKBLyMbJ5RCswtKRvyeTDXA0LbuIzDqwJV5XahmnbIorrqW6fnp0/K/+EZ6doRJAe+amvojDPPRrauAUuXX4h/+deEDnnhuMuufC8A+YAmkR2jQR4r/1BFS1/8738lj1OS/25miQVCn0kKkE81uru7wWP3mu/7VS95gHSP4bFFLwiSxyktoJIn6GBgsqGAJaBVWmXALMVQNkpW+yYWs7SzaIvTZJBVloxeLglC4nB7MxEAmNOQlXInC17GrCsGwhfzwN7eOp5pNlmuReYUVomVcoCyfC6XQflUrvOhAPl3pLu7GxxhBVxxFBeuWq1dNOIPRlM2o28o4MkHo62pTpulUTdd3wmZkZ6dS36YPIcjEIh8kHUPZ2NDHZas6MKSVWsAAP/t7nurAlUebg8VKlwnqo/1n7vXA4AMuJ0M2jo68D9/+GjV8SIXiyBAwBjOXb4CF62u7pCnqnTL7bc1/sbh8Y4My5eQumz5paGnpwd33HEHRkdHERRkYOwPHoEtGOCMh1nkqfvwEieHrq4u/M2dd8PJZMA5RzabrXrJA6Sm/48+9zfIZDJghnHyFmIpiu8Qs1syjAt/tbWG5Zzh5ed/hgfuvRvP/6y6FiAax2L+pobzk8U8dh9UpVUkeRJBSPgEe357nBubhADh9w6z28bFH1NjMV+4gySfbcPxuJROpJFYCCFSvTjUCrs/CZFIV1cXrr3uGP7H7gJaG7JYcuFFepunWPqmMavXKqstGGUHlWxVpgLkUdS5DrKa7Rh1rJ889u8AFmm9Bl2HI9/UjPXvvRY7n/gVzlt2gWacFNT39x1AcbSIl57bjgtOe2fFmLVr1sB56GGc37Ue/XWnYcGcZqy6aFX1NYQPbCFmB5cc+Mpxqvguw5LDARUgRzKWMKuuMsejo6MIggCccwR+CR3tUudt01ulqTomZiYf/S8fw1DTfIzs+QX+j/dclmilyBhw+bUfxTuWn48ntm7Ff/n9KzTjWLnlqyVDA7Cwa6TBgjBqAGDWNP78Z9vwZzduRLFQxAPf/Bp+PMa3XOEwhiBIEfhy1VDALsUIQn9zgiDkWjORevuFs+usASgPI2RrJlf9yiwBMi+/IJuebc5Y2GTL/PyrGh/KIM9QFi1cCABob2mAyeZJ3SiN2QxcJ9mjFyhneVvyrrZgJt5xb1be1f4DHuj9NQDgiS0/AQDsefWl5HNzpBeh0kjqHmLXkW4X25/8MYaPH8UfXvd7iXpLz+E4Z/lKuNkcnATLOKCsGX7qia2h17CusUfob1wou1Mka5DlnBwcLKAx60T+q8ruSgXHl112GTw3g/kdc0OPRlMhFIPrJAfuxMyHMWDphavwmdtuSwwq5Rh5Py67cBWu+8NPomuNZhzKLV9Nd5O61wLL9iQLtcqBRYqx/aknUSwUEQR+Yi2AgnN5rOjYGqJWs5YOWYwzIEXFPkGcKjCWzp0iLXnXsRb8SW2x3TZOvcADZreLsvWlpeiPyZjCljHnYJH93VSFAuRxoIJJWWiiV+WUA1+Z2dSNVF2lmjU6ZaCyG1xLPqN9SN781esAAJGRRTC7fv4z7TUo6UT8HJKuoffXexEIBgQ+isXkBdd1eOSDrOsG+PPQ+q3n6acAhP7GSYGvcqdQ9m0a7ZPyNz40VEBTzo22jCK7K8dBNpvFHXfcgY+uWoDLz5kbBTc6GEBNDE5hOGPIOsxaWBPpdw0WaTLjC/lSZimWgQB8AWP2JdIqw1wIt2b9erieC+44ibUA5fPj6SQWqtWsVYMIODAvtgRxKpHNyLbvkwlj6WzjWPQdZt+5CoR8ATZmkLlsNW1qby3HYcpnkEliMQ4qWs1Cn31RN2hLTnar0maaYxlk3VZsPGiT45KPdc7bz8b/emkYzKuDALBc44rhORylQKAUKJ1v8gMiiqP4zZtvSteJoATHySQuuK4TapV9oe189/STTwA4L2p20vebvZYGIOG5aTLIKkgYLPhY2JKPjqXsrrZs2YLu7m50dXVhtO0g8hmOIyMlSzYPyNICf8rCmHzZswfIyhR/IhqAIOqQZ1pcylpl8+Ky6qKL8Tf/74N48WdPY+MV79JmwpVmWAi7zZsvpJraXMUeVs5TBpkgAMi1GimK7yYSlQSyNxSR9Qw2W1Mn1BbXWVw2lPuTtWsgl0XwNi11LaEAeRyoAGq2pUOWWmSb867RIikusdDdMvEFuyXvajM5bz/7bcBLL2PpqjV4WQDLL7wQgJ94vKIv3SkAvcSiODIEwR25igYB3nf9hxIXXNk8JYAvhJRYJBzr0ku7ge/tB/PyEABOW7AonX2b5njxrZymXGVWvaurq+I8VVtNazDA2JRugUmcXBik/Ei3o6LgytnB8FzLrc7QncJm3yZSdL5i6qjmApfntm/Diz97GuevWoOLLq4ugq08HmQDAO2oUIoh62AtHbK4bIowhTNDBHEq4Dp29wyGMPC1FvNxacvmmAN9h/NUmWEOZtVR1xoKkMeBslybVWfuQhUFvrlMqN+zSSxc7Vas8jT0AyEDaV1TjPDcFp2zDC+/0ocM40gKkLMxOziG5A55ANBYX4+jGQ9B4IMJH++79oPaayhLLJKvtaurC95DD2PR8pV4TQCdCxcmB77hAxtpkLXFfJUuIWMfuZ6eniiLzDveLvWWlmAgjXaLmLlwxlDnOVYNeuTsYNDlsjBDI4+rP5aKexnMRTCRZtAQSPf09GDj1ZejMFqA67k455Ef4fINlyRfQ9j5ymrfxjgC4YMxc3Eg41TgShBTAc/hVqkTY7IGwdaghDPAD0SFzFN3vEyKADltU5RaQgHyOFA3yuy8Jxc2i264JR9mmnXHU5nmXHWQF8cNA2RTkZ4XPhTDoc2bqfguHtDqJEjNTQ2of8cqDB07jCDfghWrV2uPF0ksDBeRczOY3X4W8OsjqPccowZ5YEh6PjdmHU0GufyQNY7Rbysni0KhAM/zcNd3foClF6y0BgPNOdf6Rk3MXBgDGrL2LVEeOjvoimqBMChmQACzzygLxYCCmavJQ8UGAL3Od8uWLSgWCrJArwj0PPWkNkCOim8YM2uLWVr7JqZ90SYIYvJwwx4GJljonGPXKjP4gb3hCUMYIFt33+zyj1oztc9uiqNulNl1rizA0dm8xaQTpkDaDQPpZkPxHVBePOW45DHqxjs6XJRbxbpMsyO3TaIA2WBVl61vRMeCRWhoaNCPcziKfoCRko9sJjnwBSrbbzflXKPbRf/gaDguuXixKoMcG6OcLHzfR6FQwAvPPBW5nZuCAWcavN0SJ4/GbAZva62zjnNCSyNTQCgDX/lSawouVSANmC3S4kV/ruYLoLu7G67nyQI910X3JcnBsTqeCrhNa6lqDWvbsuWMRU4yBEHUDs9JIXUIv05UsbsOBiAQwlq8zhlDhnNrDYLD+YR6Q58MKIM8Dua35OEwhgUteWPgq26C5lBioSPKIGeT21Er5ALloyXnagPVeEORlrwLR9eSOlOWRDicaaUdXobh2EgAh8txugDecxiOj/oo+MLq+dwfBcjJmeF8GKCqpihNXnIgnXfHZJBjR1NOFiqDvHLN2lSWVsSpDWPpXpA4Zxgt+chaFpfIPN8wTgXSgDBnkKOtTq59Dru6uvAv//ojPPDw/8L5q9Zg7do1xnMTQu5smbI+POymaVvU0nYNIwji5DK3MWsNaKXbReVOrG6cAKzPP2NIVXzHgCm/S0sB8ji4aGELHvjwBTitOYf+EwVDq+lygGzailWZ5qZcxrgVq+QTLfmMPqANj3XgxChOn5U3nJsTFek5nBmLA4tBEW4gq9NN4/YdHQGgrlejt+YM+8P2281ZV+NOIf9wsOAj63DkvORPjWflGrOVczLWySK7YAlOjBZhkroQRFo4ZODbmKJSvOTbtzGVJ7Ep+6J+YjvW6ou7IDrOAaDPNAOyWEYVrhptniCz4NbCRQAeSSwIouac1py3jpFuF3Y7OB7WPtganjCkk0601nvRztVUhQLkccDA0BC1eta7WKhGFs355EBQ4WbklkPW1TcTARC9mTXn9Bpk9ZY3WgrQksuAseSR3liJheZzvUyoVXYEPIdrpR2ew3FwSGZ8TRnkivbbuWQ3Ds6lfqoUCCkn0b1YxIoGmhOK9OJOFr/Yd7S8nUyLODFO0rdVZSgEQaruVwzme1PZN+VTbIkKIeAaHJgGPwAAG2hJREFUMs2AzPhKf1NLhywOWcVuyTTJDDI9WwQxHeAq42vTKjMZe9iKbxlL11Z7OuwyTf0znMIoKaD8jd7mKV6kZ8oML21vxPnzmgBLS1qld2zO6X2QvZR+yVkV+PpB6DqhOV6oLR4u+shluL7ZSSjZAIAmwwuBCmpdhyFvqIpVC21LTj93nPNoThrGaJCrxrKwwEmYC6EIIg2c8TAzbN+eDEQK/S7sRTBKM5gm2C6mKL5R/qZpPJ9lC1lbFpxRkx2CmCYwSM2wvZgPyHD7uslZpexxOkMZ5HEQddECjDZPnsogZ/UZXwC4afVCrDtjtrUlrZfhqHOdMJObPDJX0XHPEEg7HAKydXWGc3BjpllgZKSEs1rr9fZysQYHTdmMPpDm5eYpzBCYyy3fAM0Gxw4gtJcLhHQAMWbLeNQNjBoZEONFFa6l0eUKpFhcuN1/mzEGzhjyFsN+pVW2ZZpT+5syFmmfjZ+LqV+dThCEhDHA5WZ5lRynAmn7d91U1xanhQLkcRCXVJi0xe9aPAev9B1Hcz4T2a4l4XBEWkDTPeg6HC35DASE3k0inkFWmeYEvY/K5B4cLKAx5xgzzQU/wLGREprypuK78k+acnoXi3hTFLOHtMqW6/XWQCg7KQYyg2yyqoppPEliQYwXzgBfBPasavgybStccThLpd9lLEWxDNJmmmUgbWpvDYSyjxQvlq31nvRVJghiyiOLc+1+yZwpf3Pz8ZpyLppyk9s18GRBr/njQN5Owtg+GgCWtDfi/7z4dKktNBxPZW9NgS8gO/g151yZadYcML54Sv2uPjMMAP2DhdBuLfl4nsNxfLSEUiDQZOgpH88cNRrcOLxIdpKBSb/tRnprize0I4PsOs/RzgkgC43SbCcTRBpkkw17UwzVzjXN9qTNEQNQbbDtGWQGpMg0S39TayAN+fzYFlLX4SSxIIhpAg8bDtm8y1n47NsyyDMJyiCPA7kAya1TewMAIcdZ7JsEhGw8YBh3c9fpODZSkplmnc2bEw+Q9RIL5X3Yf2IUS9sbtNeRdXmkLW40uFNEThzZjFXTDMjstrH9dlxvbZgTl3M0hu4fppeLDGco+QFcQ5BPEGlxwqI6e+Arf55mXJqXN89JYcQfRshpMs1p/E1V+1iSJhHEzIExmdiyF9+l65A3k6AoYRwwyKyQDFT1yAYAYcct4zgW+SSbjrfmjNnoOz6KwCDFiOsYVRCahFqMC77QNuIAxgTcOYPEIhOTTsBuaRdJLGyBtCHIV+PUg2tsl5vSy5Ug0sAY4KTIqjg8Xftlzpg1kwtU3u+mc8vwdJlmAbtuWLW5P5UWSIKY6TDGcF5Hk3atjsZB7g6dStJECpDHgep8JaUOtgwy7JlmAGBhwG24B1VrWCH0Uox4kZ6UJ5gDVTlO33gkPq5R41sMlBfZ5py8tWyBtM0bWmmQm3L6gj81Lptx5JwY5rjcDezUeciJk4fDGRxmbrAByJ0eh9mD2gxnVj0zIJ9HmyOGrE5Pl2lmSOdvmibIJwhiepHmO4fzdPZtMwkKkMdB1PlKCGPGVyaQhdQWG6UYSrIhjG9pqjWsSbIR7wImnR2SjxW/4ZuyegeIeHbJmEF2xmaQk8dFXQNt3tBxDbJhTmbXuWjMZqwOIA6XbhykkSQmAq6C0BTuFJ7DrFka10kXgJ7ZWp+qo5XrMGOTEDUukyojTRlkgjhVcTlDa51X69OYVChAHgflwNesLeaMyb5tFm0xQ+hiAb22GCi3hjVJO9SimM1w5FzH0JI6ZstmsFLzKorvHH1TlFhmWAarmox0NM7sDZ1NWaT315efg5IfzomtTa+we7kSRBoczqIiFxOcyUZANtJIJwBZB2CDM9ny2ZZBlpnhdP6mGW7XKhIEMfPIOBynz66r9WlMKhQljANZe8eskggV/8nAVw+Puljo3SmAWGtY6DXISi84O+8ag0ZvrBRDp2kOA1UGs8SiUlusd/fIRuMs7hQZJbFwjdZ3rfVZ1Gcd+xyHJ0Q+rcREwJnc5bBlhh2eTlvc1pBFvTcxeQsG+aKcpjAwTeDLgFRZcIIgiJkAZZDHAWMMjMuMpEkPGNboWf2NpQaZGd0pgLDpgGqXbIikXc7QkneNQWPWqcwMa+3gwoCyKZeBw/Vq4GwsM2xyp1CBeXPYKERH3BXDOCfldwvrHGc4p0p8YkJwOE/1ssXBUo1rrZ+4LUzGpEtNumK+NK1mqUMeQRCnDpRGGyccCFvNGgLkMHiz+RszVg48TUFeuaGI2X85wxlmhVpgbWa4wi85RfGdxZ0imylnhqU7ha6IUC60LRbphOfIACTrcqM9BY8HyIaXBsZCuyoq0iMmgDQNOwD5/KXxN55IGGNY3pmmOj2dv6m0g6LnhiCIUwPKII8ThzGUgsC4SMptfSWdsGiQI22xKRjkEKFnnGm5yrkcs+rc0Nkh+fxURshhQL2rL76LAt+c7OBndafIu0CKcU2W4rtchks9s83ZQ7WQhvmlQW4nU5tpYmJgqCyI1aH0wJNNGjlE6gwy0l0rQRDETIAC5HHCOEOpGFgzyNIzOYU+NrRwMxf9IYymzXrAz244G51NORlIs8RO01FGqCUvNb7azHDMdQLC7k4RNQDRjLt2eSeKvnSTCBLPTPKx1Qtx8emzAJgDZM7LBY6mZV55w1IlPjERcJbO+shJ2QCkFigdtc3fNO86p1wVO0EQpy4UII8T5atryqxUNBRJUcwXCHlc/Tgm7eWYPkMLABctnAUBgeMjfuSQMRYldYikE5pjlTPILsCY1p2iKayun1PvGQP4M2bX4Ypz24xOFwBw3rxGad9mmTsevoDYXhqkBpm8XImJIe86qe6lljp3yr6UsZRBfs51KINMEMQpAwXI44QzhgBmiySV8fUt7VzLxXwCnmUcWCjZMMoOGEq+kIG0rqNduDDOyrtg0He0q9AWGz738nPm4ouXL8aClhwODRX116Cy6hBwDNpHhzEEQoAz83axLFwU1pcGzpTecmoGK8T0Io3dGgDMnsKZV8/haG/M1vo0CIIgphQUII8THmoXTAEXCzOupUCgzrMX80HA2OlNxoky72ryEOYxWYVuVFQsZ8kge5EfsVlbnM04uGB+i8wMW7TAAgAsshMn3hTF5uwR/r/pc5XekjLIBCFxOMNpzflanwZBEMSUggLkccLDwMxUAS7lDTJ88xx9Zjgq5rM0HlBBsRDCOE4FlzBkhnOx4jtAn6XNufEOefrjRZ7PwtJWW1YkGr2cgZi2WNi8oaU0xSzYkD/1UvjWEgRBEARx6jI1q0amEU4Y6Jlsw2QDEKmzMI1jYeEdALOvcviZtkCacRYF5vqMr/zJrDpza2iZOQ61xQbC0N3asEPKSdJ4PoeOHbBnkNPAGTUJIQiCIAjCDEUK44QrX11btyouw0bXmGlWmVlzZlgFl4A5kOYI42joM8NNORdL2xvxjnlN0bGTWNrRgC+8ZzG6Tp8FaaWWPFJpiyGE2dKOyeBdwDIu/EUIYck0hxpkIYzV+BmHocGjQiOCIAiCIPSQxGKc8LBFq81XlzOpQbZpi6XHsCUzzMqZYaPEgpebZ+hOL+NwfPX3lmBW3sWhwaI28OWMY+WCFpmpFXoZA48CX5ulHQABq/Wd0m/bNMgs+tX8cpHNOHj73EbDJxIEQRAEcapDGeRxwpHOQ1TpgW3aYj+QzhImjSxngAik7tnsl8ytEov4uZkcIFTwrg5m1CCLUDphzAyXD2K0b4t9rvlape2dTXZCEARBEARhgwLkceLwdJpWacbPkDFpi5GudS0DQ1GY21sD5QI3wGyRpgoNTQ1AuPJeBqR8QhNKs7C9n4Dd81lJqc2BtPzVnmkuSztsLXMJgiAIgiBMkMRinHDGo+5xxnGcIWeyYYAM8jiY1YyfMSAIBPKuJUBWzTMMtmxyHKKiP33gK4+jfmPKILMoa223oBMQZukEY1GTE1Pcq8aAmbP0BEEQBEEQNijVNk54ygyyw1jkOayDMVmkZwt8VfhnC8xV8wxhyAwDMngPLFpl5b0sf9WHvjIrLHXIxsxw+EGBANyMPZCGpaEI5wxBIKyyE4IgCIIgCBsUII8TDoasJaAFZABnC3wBJbEwB9KcywDV1JUPiAWXhswwEGqQAZgyzSp4V5Zr+mI+mcsNAsB0uSz8rxQIo6SEsegirM4evjAfiyAIgiAIIg0UTYwTh9szw4CcaJt0ApDyALsGWf5iC7jLjULsPs2yEE7fAASIySKEuZgPDPADEXXf041TDUBcQ/OUyFc5RbfCUiCihiYEQRAEQRC/KxRNjBOHs1QSi0zKDLLncKuGVrVL9qyZ5nKRntE9AyjLiw0RctntwiTFkMV8vhDGDDdXfbUtmmHpTsHCcQaJRajLTqMHJwiCIAiCMEFFeuOkrd5LpXnNOMzYZlrhOszY/ANA6JNsD6Q5k13omK11NQeCEmAr5mNRMw5mccWQ0gnTi0NZ0mxpihL9yJwFZ2BgnFllJwRBEARBEDYoQB4n9dl0U+g53NgkJD7OHvjKgNt2PM6kLjfv2HyVOQT8MPDVH89hsqjOYsYBzhgKQQDPoi2WDUDsXQMVriWQZrDLTgiCIAiCIGxQgDxJLGjJp9IgdzbnkbfavDG4KTLIUpcLaxGhE6odjOljSDlJYMkyy+NJgbFZOhE2ABHMqo8GZIbYsRzPYXbZCUEQBEEQhA0KkCeJtJnm9sasdQyDDD5tDTEYgCBNQxGmxovQhUJ3PIZSEBiL74DQpxn2ojoIlUE2SzH8IECdmzFmwRmTgTZ5IBMEQRAEMV5oP3oawlRXvhTFfH6KwjXpgyxTyGatMkPRF9ZMuPJftgXwnMtjmjLDLJR12IJ8BqTKqhMEQRAEQdigDPI0hDGGJe2N1uJAzpgMkC2yAycc53Jz8Z3D7L7F8nOlZMNmKMEtxYNqDIO9/bY8FnXRIwiCIAhi/FAGeZqSRrKhYl1rS2rGUAxSZIYZQ9EPrF7DLPRTtmaQkS4zzJi9GYvMqnOrAwhBEARBEIQNiiZmMEqrnMYvuejbM8OMy2YceVtGOpRNWLPDKWzZVAe/NIF0Gus7giAIgiAIG1M2QL799ttxySWXYO3atdixY0etT2daovyPrYFqWHyXxu3Ct/gbA6ENHWdWCYiTomsgD+3bbOMcztCYdVJ5UhMEQRAEQZiYkgHyk08+iQMHDmDr1q245557cOutt9b6lKYlDEjl7OCo4rsUmWGbOwUgpRhpOtrxNJlhJt06bE1WGGNYOq/J+pkEQRAEQRA2pmSR3r//+7/jAx/4AADgvPPOw8DAQNWYe++9F/feey8AYP/+/ejt7Z3Uc5wODBV8jBw5hoN9RQy6Dvr7+xPHDRwfwYmBYzhRV0BvQW8zd+TQEEaPDGKgv4TCMf2tc3TgBAqlAL29BeP5nRg4jhMFz/iZADBy5AgG3CGUjrvGcbVCN6/E7w7N6cmF5nfioLk8OdC8Tjw0p78dUzJA7uvrQ1tbW/T7TCaDIAjAY0VfmzZtwqZNmwAAK1euRGdn56Sf51TnxGgJbxRzmH/a7EjrmzhPR0dQN+RhXmcb5hp8mI9ljqMfJ3BaZ5uxSPAgjqLkC3R2thjPr9c/gnkteeNnAsDe0Sw65zWhKTc1A2RAM6/EuKA5PbnQ/E4cNJcnB5rXiYfmND1TUmLR3NyMw4cPR7/nnFcEx0Q6UjcUYUCG2VthO0wW39mcIjizd+8DAM8xd9Erj3Oo+I4gCIIgiEljSkad69atw4MPPggA2LlzJ+bPn1/jM5qeMAZ4Djc24gCkzZtsPGIr0ktX9Ocwbu22B0j9cZrAN++mOx5BEARBEMREMCUlFldeeSUeffRRrFu3Do2NjbjnnntqfUrTEs6YtfAOiGWaLdlczhk8h1udIhhHqiK9M2bXW7PWAKj4jiAIgiCISWVKBsicc2zevLnWpzHt8RyO+S0567ioyYY1MwxrkxAAyDAGz+JOASDVGIIgCIIgiMlmSgbIxMTAOUNbg7kADijbwdmkGA7nVj9iAGjOu1b7NoIgCIIgiKkKBcgEeNiwgzGLdIIBeUs7agCpgnKCIAiCIIipCqX5CDAAdSkCXwYg79I7FUEQBEEQMxuKdggwxpBLESDPrvMQCDEJZ0QQBEEQBFE7KEAm0OA5WNCSt46jojqCIAiCIE4FKEAmkHE4GshnmCAIgiAIAgBpkAmCIAiCIAiiAgqQCYIgCIIgCCIGBcgEQRAEQRAEEYMCZIIgCIIgCIKIQQEyQRAEQRAEQcSgAJkgCIIgCIIgYlCATBAEQRAEQRAxKEAmCIIgCIIgiBgUIBMEQRAEQRBEDAqQCYIgCIIgCCIGBcgEQRAEQRAEEYMCZIIgCIIgCIKIQQEyQRAEQRAEQcSgAJkgCIIgCIIgYlCATBAEQRAEQRAxmBBC1PokxsucOXOwaNGiWp/GlKe/vx9tbW21Po0ZB83rxENzenKh+Z04aC5PDjSvEw/NaTJ79+7FwYMHq/58RgTIRDpWrlyJZ599ttanMeOgeZ14aE5PLjS/EwfN5cmB5nXioTn97SCJBUEQBEEQBEHEoACZIAiCIAiCIGI4d9xxxx21Pgli8lixYkWtT2FGQvM68dCcnlxoficOmsuTA83rxENzmh7SIBMEQRAEQRBEDJJYEARBEARBEEQMCpAJgiAIgiAIIgYFyNOAI0eO4Prrr0d3dzfWr1+PPXv2YNeuXdiwYQPWrl2LW2+9NRrb39+Pz372s7j99tujPwuCALfccgu6urqwdu1aHDp0KPFzNm/ejPXr12P16tXYunUrAODo0aP4/d//fVx66aW4/vrrUSwWT+7FThKTNafHjx/HnXfeiZtuuin6s/379+Oqq67CunXrcMMNN8yYOQVqO68/+clPcOmll+Liiy/GJz7xiZN3kTVkPPN74sQJdHd3R/+deeaZ+PrXv574OUnfBTNtfms5l4pf/OIXmDdv3sm7yEmm1nP6xS9+ERdffDHWrl2LHTt2nNyLnURqOa8zNQZIhSCmPPv27RP79u0TQgjxyCOPiI9//OPiPe95j9izZ48QQoiNGzeKZ555RgghxEc+8hHxV3/1V+K2226L/v43vvENcf/99xs/Y+/eveLyyy8XQRCI/fv3i1WrVgkhhLj77rvFfffdJ4QQ4rOf/ax48MEHJ/ryasJkzKkQQnzqU58SX/va18R1110X/dmNN94onnrqKSGEEJ/5zGfEAw88MFGXVXNqOa/PPfec8H0/+pzt27dP1GVNGcY7vwrf98W73vUucfz48aqf6b4LZtr81nIuFR/60IfEkiVLJvjKakct5/TRRx8Vt99++0m6stpSy3mdqTFAGiiDPA3o7OxEZ2cnAGDWrFnIZrMYGRmJuge+//3vR09PDwDgn/7pn7B+/fqKv//oo49i165dWL9+PW699VaIhLrMxx57DNdccw0YY2hvb8fs2bNx5MgRNDY2YmBgAABw6NAhzJkz5yRe6eQxGXMKAHfddRfe+973VvzZrl27sGbNmqrPmQnUcl4vvPBCcM6jz66vr5/IS5sSjHd+FQ888ACuvPJKNDQ0VP1M910w0+a3lnMJAD/84Q9x4YUXorGx8SRcXW2o5Zz+/d//PXK5HNavX4+bbroJw8PDJ+cia0At53WmxgBpoAB5GrFv3z585StfwZ/+6Z+itbU1+vPW1lYcPnxY+/e2b9+OjRs34oknnsDw8DAeeuihqjF9fX0VLSjVMTdu3Ihvf/vbWLJkCV577TWsXbt2Yi+qxpzMOdURBEHqz5mu1GJeFT/4wQ+Qy+WwZMmS3+ncpwO/6/wq7rvvPnzsYx9L/Jnuu0Ax0+a3FnO5f/9+bN68GZ/85CfHfwFTkFrM6e7du7F06VI88cQTWLx4Mb7xjW+M/0KmGLWY15keA5igAHma8Mgjj+Dzn/887rvvvoosBAAcPnzY2F+9o6MDq1atAgBceeWV2LlzJ7Zv3x5pkr73ve+hubm54gFTx9y0aRP++Z//GTt37sQtt9yCv/iLvzh5FznJnOw51RHPito+ZzpSq3ktFou47bbb8NZbb2k1djOB8cwvAGzbtg3Lli2LMsBpvwtm4vzWYi7nzJmDm2++GXfeeScymczJubAaUqv7kzGGq666CgBw1VVXYefOnSfh6mpHreZ1JscANihAnga8+OKLePjhh3HPPfegtbUV+Xweo6Oj2LdvHwDgoYcewoYNG7R/f+HChXjppZcAAFu2bMH555+Piy66CFu2bMGWLVtw3XXXYd26dfj+978PQL5JlkolNDQ04M0338TcuXMBAPPmzcPevXtP7sVOEpMxpzpOO+00PP/88wCA73//+7jssssm8MpqSy3n9XOf+xyuuOIKfPzjH5/Yi5pCjHd+AeC73/0urrnmmuj3ab8LZtr81mouX3/9dfT19eHzn/88rr/+euzevRu33HLLybvQSaSW9+fq1avxox/9CED5u2OmUMt5nakxQBpm3uvrDORHP/oRnnzySXR3dwOQQcRXv/pVbNy4EdlsFldffTXOPfdc7d//yle+gk2bNgEAli9fjquvvrpqzLJly3DBBRdgzZo1yOfzuOuuuwAAX/7yl3HttdfCcRwwxrB58+aJv8AaMBlzquNLX/oSbrzxRnDOsWrVKrz73e8e17VMJWo5r4888gi2bdsW/X7Tpk344Ac/+LtdyBRlvPMLAE8//TT+7u/+Tvtz3XfBTJvfWs3lsmXL8PTTT0djLr744miOpzu1vD//8i//EjfccAO+/OUvY/78+fjWt741YddVa2o5rzM1BkgDddIjCIIgCIIgiBgksSAIgiAIgiCIGBQgEwRBEARBEEQMCpAJgiAIgiAIIgYFyARBEARBEAQRgwJkgiAIgiAIgohBATJBEMQM5oYbbsCrr75a69MgCIKYVlCATBAEQRAEQRAxqFEIQRDEDOPP//zP8cQTT6C1tRVDQ0MolUq49NJLUSqVcMkll+ALX/hCrU+RIAhiSkMBMkEQxAzisccew8GDB/HUU0+hUChg9erVePzxx/HhD38YH/vYxxAEQa1PkSAIYspDEguCIIgZxPPPP48rrrgCAOB5Hs4//3y8853vxFtvvYVPf/rT2LVrV43PkCAIYupDGWSCIIgZxOmnn46f/vSneN/73ofh4WFs27YNjDF87nOfw7Fjx/Dud78bPT09tT5NgiCIKQ0TQohanwRBEAQxMZRKJXz0ox/Fnj17cNppp8H3fVx22WX4zne+g2w2i+uvvx4333xzrU+TIAhiSkMBMkEQBEEQBEHEIA0yQRAEQRAEQcSgAJkgCIIgCIIgYlCATBAEQRAEQRAxKEAmCIIgCIIgiBgUIBMEQRAEQRBEDAqQCYIgCIIgCCIGBcgEQRAEQRAEEeN/A9iDDnraGQouAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m.plot(forecast);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- ```plot_components()```를 사용해서 **선형 회귀 및 계절성 성분 별로 분해**\n",
" - 다시 말해, **forecast component 시각화(Trend, Holidays, Weakly, Yearly, Daily)**\n",
"- Y축이 yearly인 그래프를 살펴보면 3, 6, 10, 12월에 블로그를 찾는 사람들이 많았다. 반면, 1 ~ 2월과 7 ~ 8월에는 블로그 방문자 수가 급격하게 낮은 것을 알 수 있다\n",
" - 이는 대학교의 중간고사, 기말고사, 그리고 방학 시즌과 주기가 비슷하다\n",
" - 저자의 블로그에 공대생들에게 유용한 정보들이 많이 포스팅되어 있다 보니, 이러한 결과가 나온 듯 싶다\n",
" - 역시 대부분(?)의 학생들이 시험 기간에만 집중해서 공부를 많이하고, 방학 기간에는 공부를 잘 하지 않나보다 ㅎㅎ"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:56.181715Z",
"start_time": "2020-06-03T11:46:54.888800Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x864 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m.plot_components(forecast);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**여기까지 해서 간단한 Seasonal 시계열 분석을 수행해보았다. 학부 때 흥미롭게 배웠던 시계열 분석을 오랜만에 다시 해보니, 역시나 재밌다 ^^**\n",
"\n",
"**이제 본격적으로 주식 데이터에 대해 Seasonal 시계열 분석을 수행해보겠다!!**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Seasonal 시계열 분석으로 주식 데이터 분석하기\n",
"- Pandas는 구글이 제공하는 주가 정보를 받아올 수 있는 기능이 있다\n",
"- 종목 코드를 알면 한국 KOSPI 주가 정보도 받아올 수 있다\n",
" - 하지만 현재 **구글이든 야후든 pandas의 주식 데이터를 읽어오는데 문제가 있다**\n",
" - 아래의 코드들은 동작이 되지 않는다...\n",
" - **ex) KIA = web.DataReader('KRX:000270', 'google', start, end)**\n",
" - **ex) KIA = web.DataReader('000270.KS', 'yahoo', start, end)**\n",
" - 이 문제를 해결하기 위한 방법으로, cmd 창에서 아래의 모듈을 설치해주어야 한다 (```fix_yahoo_finance``` 모듈명이 변경되었으므로, ```pip install fix_yahoo_finance```라고 치면 안된다!!)\n",
" - ```pip install yfinance --upgrade --no-cache-dir```로 모듈 설치\n",
" - ```import yfinance as yf```로 import"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**'기아자동차(000270)'의 2003년 1월 1일부터 2017년 6월 30일까지의 주가 정보를 사용하겠다**"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:57.379561Z",
"start_time": "2020-06-03T11:46:56.184732Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 1 of 1 completed\n"
]
},
{
"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>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Adj Close</th>\n",
" <th>Volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-06-18</th>\n",
" <td>79400.0</td>\n",
" <td>80500.0</td>\n",
" <td>79300.0</td>\n",
" <td>80000.0</td>\n",
" <td>80000.0</td>\n",
" <td>1758207</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-19</th>\n",
" <td>80000.0</td>\n",
" <td>80400.0</td>\n",
" <td>79500.0</td>\n",
" <td>80000.0</td>\n",
" <td>80000.0</td>\n",
" <td>1075002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-20</th>\n",
" <td>80900.0</td>\n",
" <td>81000.0</td>\n",
" <td>79600.0</td>\n",
" <td>80000.0</td>\n",
" <td>80000.0</td>\n",
" <td>885863</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-21</th>\n",
" <td>79700.0</td>\n",
" <td>80300.0</td>\n",
" <td>78700.0</td>\n",
" <td>78800.0</td>\n",
" <td>78800.0</td>\n",
" <td>787586</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-22</th>\n",
" <td>77900.0</td>\n",
" <td>78200.0</td>\n",
" <td>77200.0</td>\n",
" <td>77500.0</td>\n",
" <td>77500.0</td>\n",
" <td>1091383</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Adj Close Volume\n",
"Date \n",
"2012-06-18 79400.0 80500.0 79300.0 80000.0 80000.0 1758207\n",
"2012-06-19 80000.0 80400.0 79500.0 80000.0 80000.0 1075002\n",
"2012-06-20 80900.0 81000.0 79600.0 80000.0 80000.0 885863\n",
"2012-06-21 79700.0 80300.0 78700.0 78800.0 78800.0 787586\n",
"2012-06-22 77900.0 78200.0 77200.0 77500.0 77500.0 1091383"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pandas_datareader import data\n",
"import yfinance as yf\n",
"yf.pdr_override()\n",
"\n",
"start_date = '1990-1-1'\n",
"end_date = '2017-6-30'\n",
"\n",
"KIA = data.get_data_yahoo('000270.KS', start_date, end_date)\n",
"KIA.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- **종가(Close)**를 기준으로 그래프를 그려보았다\n",
" - 2012년 이후로 하락하고 있는 추세이다\n",
"\n",
"<참고>\n",
"- 종가: 주식거래의 당일 맨 마지막 거래가 체결된 가격"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:57.698788Z",
"start_time": "2020-06-03T11:46:57.382564Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"KIA['Close'].plot(figsize = (12, 6), grid = True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 나중에 실제 값과의 비교를 위해, 일부 데이터를 잘라서 먼저 forecast를 수행해보겠다"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:57.744820Z",
"start_time": "2020-06-03T11:46:57.702791Z"
}
},
"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>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Adj Close</th>\n",
" <th>Volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-06-18</th>\n",
" <td>79400.0</td>\n",
" <td>80500.0</td>\n",
" <td>79300.0</td>\n",
" <td>80000.0</td>\n",
" <td>80000.0</td>\n",
" <td>1758207</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-19</th>\n",
" <td>80000.0</td>\n",
" <td>80400.0</td>\n",
" <td>79500.0</td>\n",
" <td>80000.0</td>\n",
" <td>80000.0</td>\n",
" <td>1075002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-20</th>\n",
" <td>80900.0</td>\n",
" <td>81000.0</td>\n",
" <td>79600.0</td>\n",
" <td>80000.0</td>\n",
" <td>80000.0</td>\n",
" <td>885863</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-21</th>\n",
" <td>79700.0</td>\n",
" <td>80300.0</td>\n",
" <td>78700.0</td>\n",
" <td>78800.0</td>\n",
" <td>78800.0</td>\n",
" <td>787586</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-22</th>\n",
" <td>77900.0</td>\n",
" <td>78200.0</td>\n",
" <td>77200.0</td>\n",
" <td>77500.0</td>\n",
" <td>77500.0</td>\n",
" <td>1091383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-12-23</th>\n",
" <td>38700.0</td>\n",
" <td>39350.0</td>\n",
" <td>38650.0</td>\n",
" <td>39100.0</td>\n",
" <td>39100.0</td>\n",
" <td>1070783</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-12-26</th>\n",
" <td>39100.0</td>\n",
" <td>39350.0</td>\n",
" <td>38850.0</td>\n",
" <td>39000.0</td>\n",
" <td>39000.0</td>\n",
" <td>465612</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-12-27</th>\n",
" <td>39050.0</td>\n",
" <td>39700.0</td>\n",
" <td>39050.0</td>\n",
" <td>39500.0</td>\n",
" <td>39500.0</td>\n",
" <td>879686</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-12-28</th>\n",
" <td>38600.0</td>\n",
" <td>39100.0</td>\n",
" <td>38600.0</td>\n",
" <td>38950.0</td>\n",
" <td>38950.0</td>\n",
" <td>662314</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-12-29</th>\n",
" <td>38700.0</td>\n",
" <td>39400.0</td>\n",
" <td>38700.0</td>\n",
" <td>39250.0</td>\n",
" <td>39250.0</td>\n",
" <td>586340</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1122 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Adj Close Volume\n",
"Date \n",
"2012-06-18 79400.0 80500.0 79300.0 80000.0 80000.0 1758207\n",
"2012-06-19 80000.0 80400.0 79500.0 80000.0 80000.0 1075002\n",
"2012-06-20 80900.0 81000.0 79600.0 80000.0 80000.0 885863\n",
"2012-06-21 79700.0 80300.0 78700.0 78800.0 78800.0 787586\n",
"2012-06-22 77900.0 78200.0 77200.0 77500.0 77500.0 1091383\n",
"... ... ... ... ... ... ...\n",
"2016-12-23 38700.0 39350.0 38650.0 39100.0 39100.0 1070783\n",
"2016-12-26 39100.0 39350.0 38850.0 39000.0 39000.0 465612\n",
"2016-12-27 39050.0 39700.0 39050.0 39500.0 39500.0 879686\n",
"2016-12-28 38600.0 39100.0 38600.0 38950.0 38950.0 662314\n",
"2016-12-29 38700.0 39400.0 38700.0 39250.0 39250.0 586340\n",
"\n",
"[1122 rows x 6 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"KIA_trunc = KIA[:'2016-12-31']\n",
"KIA_trunc"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:46:57.779846Z",
"start_time": "2020-06-03T11:46:57.748824Z"
}
},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
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" <th>0</th>\n",
" <td>2012-06-18</td>\n",
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" <th>1</th>\n",
" <td>2012-06-19</td>\n",
" <td>80000.0</td>\n",
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" <th>2</th>\n",
" <td>2012-06-20</td>\n",
" <td>80000.0</td>\n",
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" <th>3</th>\n",
" <td>2012-06-21</td>\n",
" <td>78800.0</td>\n",
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" <th>4</th>\n",
" <td>2012-06-22</td>\n",
" <td>77500.0</td>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2012-06-18 80000.0\n",
"1 2012-06-19 80000.0\n",
"2 2012-06-20 80000.0\n",
"3 2012-06-21 78800.0\n",
"4 2012-06-22 77500.0"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame({'ds': KIA_trunc.index, 'y': KIA_trunc['Close']})\n",
"df.reset_index(inplace = True)\n",
"\n",
"# 'ds' 변수를 생성해줬으므로, 'date' 변수는 삭제\n",
"del df['Date']\n",
"\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:04.548641Z",
"start_time": "2020-06-03T11:46:57.783848Z"
}
},
"outputs": [],
"source": [
"# 주기성이 '일단위(daily_seasonality)'로 있다고 알려준다\n",
"m = Prophet(daily_seasonality = True)\n",
"m.fit(df);"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:04.569655Z",
"start_time": "2020-06-03T11:47:04.551641Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" <th></th>\n",
" <th>ds</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1482</th>\n",
" <td>2017-12-25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1483</th>\n",
" <td>2017-12-26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1484</th>\n",
" <td>2017-12-27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1485</th>\n",
" <td>2017-12-28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1486</th>\n",
" <td>2017-12-29</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds\n",
"1482 2017-12-25\n",
"1483 2017-12-26\n",
"1484 2017-12-27\n",
"1485 2017-12-28\n",
"1486 2017-12-29"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 1년(365일) 후. 즉, 2017년 12월 31일까지의 데이터를 예측하겠다는 의미\n",
"future = m.make_future_dataframe(periods = 365)\n",
"future.tail()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:09.747320Z",
"start_time": "2020-06-03T11:47:04.577662Z"
}
},
"outputs": [
{
"data": {
"text/html": [
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" .dataframe tbody tr th:only-of-type {\n",
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" <th>yhat</th>\n",
" <th>yhat_lower</th>\n",
" <th>yhat_upper</th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>1482</th>\n",
" <td>2017-12-25</td>\n",
" <td>18598.596294</td>\n",
" <td>501.305452</td>\n",
" <td>37082.731391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1483</th>\n",
" <td>2017-12-26</td>\n",
" <td>18593.310112</td>\n",
" <td>308.465174</td>\n",
" <td>37301.813893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1484</th>\n",
" <td>2017-12-27</td>\n",
" <td>18405.128079</td>\n",
" <td>-198.378599</td>\n",
" <td>37154.810512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1485</th>\n",
" <td>2017-12-28</td>\n",
" <td>18199.767031</td>\n",
" <td>-216.631454</td>\n",
" <td>37400.190698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1486</th>\n",
" <td>2017-12-29</td>\n",
" <td>17975.530418</td>\n",
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" <td>37429.652747</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds yhat yhat_lower yhat_upper\n",
"1482 2017-12-25 18598.596294 501.305452 37082.731391\n",
"1483 2017-12-26 18593.310112 308.465174 37301.813893\n",
"1484 2017-12-27 18405.128079 -198.378599 37154.810512\n",
"1485 2017-12-28 18199.767031 -216.631454 37400.190698\n",
"1486 2017-12-29 17975.530418 -526.002105 37429.652747"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"forecast = m.predict(future)\n",
"forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 예측된 부분을 살펴보면, 앞서 수행했던 그래프와 비슷하다는 것을 알 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:10.166617Z",
"start_time": "2020-06-03T11:47:09.751324Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m.plot(forecast);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 계절성 성분 별로 분해해서 살펴보겠다\n",
" - 먼저 **추세(trend)**를 보면, 예측된 부분이 **반등**되거나 **그대로 내려갈 수도** 있어보인다\n",
" - **주간(weekly)** 데이터를 보면, 주말은 장이 서지 않기 때문에 **화요일**과 **수요일**이 **상대적으로 높은 주가를 유지**하고 있다\n",
" - 마지막으로 **연간(yearly)** 데이터를 살펴보면, 기아자동차의 주가는 1년 중에 **2월에 가장 낮은 주가**를 보이고 **5월에 가장 높은 주가**를 보인다"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:11.449529Z",
"start_time": "2020-06-03T11:47:10.174623Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x864 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m.plot_components(forecast);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**이번에는 주가를 가져오는 날짜를 변경해서 다시 예측 성능을 확인해보겠다**\n",
"- 받아온 데이터는 2017년 7월 31일까지이며, 예측용으로 사용할 데이터는 5월 31일까지로 하겠다\n",
"- **종가(Close)**를 기준으로 그래프를 그렸다"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:12.274109Z",
"start_time": "2020-06-03T11:47:11.454530Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 1 of 1 completed\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 받아온 데이터\n",
"start_date = '2014-1-1'\n",
"end_date = '2017-7-31'\n",
"\n",
"KIA = data.get_data_yahoo('000270.KS', start_date, end_date)\n",
"\n",
"KIA['Close'].plot(figsize = (12, 6), grid = True);"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:12.654381Z",
"start_time": "2020-06-03T11:47:12.278114Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 예측용으로 사용할 데이터\n",
"KIA_trunc = KIA[:'2017-05-31']\n",
"KIA_trunc['Close'].plot(figsize = (12, 6), grid = True);"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:12.668389Z",
"start_time": "2020-06-03T11:47:12.657381Z"
}
},
"outputs": [],
"source": [
"df = pd.DataFrame({'ds': KIA_trunc.index, 'y': KIA_trunc['Close']})\n",
"df.reset_index(inplace = True)\n",
"\n",
"# 'ds' 변수를 생성해줬으므로, 'date' 변수는 삭제\n",
"del df['Date']"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:17.053497Z",
"start_time": "2020-06-03T11:47:12.671392Z"
}
},
"outputs": [],
"source": [
"# 주기성이 '일단위(daily_seasonality)'로 있다고 알려준다\n",
"m = Prophet(daily_seasonality = True)\n",
"m.fit(df);"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:17.072509Z",
"start_time": "2020-06-03T11:47:17.055497Z"
}
},
"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>ds</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>897</th>\n",
" <td>2017-07-27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>898</th>\n",
" <td>2017-07-28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>899</th>\n",
" <td>2017-07-29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>900</th>\n",
" <td>2017-07-30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>901</th>\n",
" <td>2017-07-31</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds\n",
"897 2017-07-27\n",
"898 2017-07-28\n",
"899 2017-07-29\n",
"900 2017-07-30\n",
"901 2017-07-31"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 61일 간의 데이터를 예측하겠다는 의미\n",
"future = m.make_future_dataframe(periods = 61)\n",
"future.tail()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:21.655753Z",
"start_time": "2020-06-03T11:47:17.082518Z"
}
},
"outputs": [
{
"data": {
"image/png": 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uvwIjHIp1eIgPCFtyXZefvbQOx4XT8lTWf/o6tqah4vL+U3/CvSyXV6szyN78Jv9++E8AvL9iOUC7QXJeqpf1exqoaDA464S8NrfrqLKGMJqisLZkVdJAd21pCWW7dqJpOgrEVvyLKiyahMfjxcJo9ZxPV6hqMiRAFkIIIY5hEiAfB7Jzcol2NHZdl+JXnuWC6Vfy3msvJATH8ctDJ7O+vBHHhW+f0odbzz6B9aNepDSwkrLdO3nxmSdg/TLc837KkpWLE1739pJF7QbIqqIwKCeFyiaDkGl3qqOF47hYjstnlY1sqwnSI82bNNCNlk8YRqTk5KxzL2Dmj36WcEFQUDieuc+8lLQjR+q+BU9GknHQYxRCCCHE0UEC5GNcIBDg1l/8J47txB5zbJv3Fr/AouefigXHmu5h8tTzyMvvyZZNG5IGh8s+34uuKvyoaBCaqsSeW7xgPpqmw+YVOGdeyd5JP4K6Btj8LgDfuPDiA45TURQ0RWFPfYgheQff0WJXXYiddUFqgya90r0oipI00H3sLw9iGGFcx8EFVi57g5k/+lmr/bXsYBHl0VRqglanA3khhBBCHPkkQD5Gua7L55VNPPnSEsKGQXQZ6GiWGAVs2449Nvkb57Fq+VJMIxx5TFXxen2xul3XdXn7872MH5hNpj/S5ixZNjatLyxuBKbdBrs3MvOaa9rNHsdL9WpUNBqdCpAd16UmaOI4JCzk0TLQzcrJRYmdDXAcp82SEiBpLbWmwPqyBkb3ycCnS5AshBBCHGskQD5G1YUstuxtYmThmegeDxagaRoXf/sapk2/CoBXF8yPlR+gEAuOAVzHwTL31+1+Xh1mV32I688YENumNLCyVTb2W/m9oMwPBRegDD6djMzMDo/Zp6vUBk1c1z3o1eqaDZuGkNVuJ4y1pSU8cM+dOO7+JbQ13dNmScnCpx7n93f8J5BYS52X5mVvk8Gm8kZO6Zd1UOMUQgghxJFPAuRjVGVjGI+mUFQ0gYefSb7CXXz5wRNz/9xqH/H1yCu2N6ApcPbQ/ZPoCosmoaoqthMp33AcB9V18a58HGP4ZOg1jKyc3A6PWVUUTNulutkkL817UMfbZFrkp3tJaSejG+1OQVyAvD+X3NrbSxa1+jmaRc5J8VDRGO5UMC+EEEKII5s0cz1GVTSGSfVGgsWCwvF8/5ZfJF0pLvp4Xs+eCc+dfGphrLxiY3kDS79sYNyAbLLjVpErKBzPr+69H13XUVUVj9fHtBlX8cvf/A6lfAtunxE8cM+dCYttHEhWis6HO+sIdmDBkSjHiQTV6V693TZx0Ul78QGtY9uUBlYm3b5l7XT8z5oaCebL6sMtXyaEEEKIo5xkkI8hjuOiqgpNYYu6oEWvDrQiW1taQmlgJcNPLsDj9WGZkZKLW3/zewoKx9NkWNz8wqeoist14wa0ev3l11zHsBGjEjLUpYGVsG09TL4OMyWn3Rrflvy6RmPYZlddkGE90jv0mkbDwnE54EIj0Ul7ixfMZ9HzT+PYVkJ3i8UL5oMC06ZfRUHh+Fi2uK1+ztkpHj6rbKR3pk+yyEIIIcQxRALkY8j726rJTvFSGzJJ7UCHhZYrxt12zx+oq6lOKMVY+WU1jYbNH88bwNgB2Un303IiXGHRJDz/fAxjwrVQeGmbNb5tSfdpfF7ZRKbP06F+w3VBE6WdUolkY50246pYUA9wwxXTsC0LgEXPPc0jzy6KBcltTTL06Sp1IZPaoElO6sGVhAghhBDiyCUlFscIw3KoCZrsqA1SFzLJ8OusLS3hsb882GaJQ8KKcaZBXU0137/lFwCx123Z24ymKozI87f7/vHvVVA4nof//igj9Rqcggv4wyYdy+lYAAuRLLJpuzSGrQ5tX9YQJtVzcNd68eUlixfMx07JBn8GePyYp1zEbe/WsL6s4YD78ekq22uCB/XeQgghhDiySQb5GNEQtlAVhaBp0zvDl9CCTVVVfnXv/a0yoe0tpBHNKo+663kGZafg0drvDhH/mmjt8uwTxnDp42v4rLKJT3bXUdg/eQY6mewUndqg2e42dUGTqmYjMqkv1dPutu0Jaj644Z/7fqiHlEyqgHve/IybigYxomc6/bKSXyBk+nR214cYmJNCpt9zwDIPIY5Ua9asYf369UyZMoWioqLDPRwhhDisJIN8jKhuNvCoCgOyU/BoakILNtuyuO+u21plkqM1uT+69c5YUBufVQ67Kp9WhhnVq/1a4JaZ6Oikt/7ZKdwyMnIN9vx7Gw7qeHy6dsAAuawhzEc767Ac55BqgHsVxU3GK/uM72Xv5K+Xj2ZrdTO/WryR6+Z/3OZrFUVBVRQ+2V3P9prmTo9BiMMpEAhw5ZVXctdddzF16lQCgQCBQIDZs2cTCAQO9/CEEOJrJxnkY0RFY5gU7/6642Qt2JJNlktWP6xpGo5tw5jzsFQPp/tqgLazv8ky0RDJLP/9p9Ph/FtZ2jSMD0pWM278GR06Hl1VMGwHw3La7EzRFLbIS/WS7ju0xTqaUvPxa3u4ng8YOzNSf722tIRz1S9Y6pxATdCkojFMz/Tk9dCZPp0va5rx6ioDslPQNbnuFEeX4uJiTNPEtm0Mw+C+++5j8eLF2LaNz+dj2bJlklUWQhxX5Jv8GGBYDg1hC39cD+BkLdg6MlmuoHA8F337Wjj7ejjr+7D9E6rWvdfm9tEuGLf+5vcJmWiI6zu85kVIy+XRwJcYltPmvlpygfpQZOEQ121dw9xk2vh0tdPZ48awRUVjmDc2V3J6/xyu/+kvYsHxzVdfytt//CWehf8DwMbyxjb349VVhuen0xCy2FQR2S7ZeIU4Uk2ZMgWPx4OmaWiaxqJFizBNE8dxCIfDFBcXH+4hCiHE10oyyEc513XZVRfCdVsHidEWbNH2ZR0VHjoBon2R359PVuEPk27XVu1xVCyzXLYJ97OVrDlpEhP+soo/TBvBuSfmH3AcmT6dtXsa0FQYmJ3KkLzU2HNVTQYNIYue6Z3rHlFWH2L6v0oJ2w5+XeXWKUNjz8WXjLDnMxRcPt1Tz9kn5LWzR8hL9bCjNkTfLD+byhsZPzBbssniqFBUVMSzzz7L+vXrKSkp4aWXXoo9pygKU6ZMOXyDE0KIw0C+vY9yFQ1hPt1TTztz6Hj1hfm8+MwT3Hz1pR1atOOzJg3CTfDojai7N1JXU510u7Zqj6Pia5zvv/Ybscef/nB3h47N79GwHYfyhjC1oUg9cn3IZM2OWlZvqyHLr3c6e/zqxgrCdiSbfcfUYQzK2R98RwN7TdPwKC4nZqoEttUccJ+KouDRYGN5Aztqg7z3VTVhy+5wNw4hDqexY8dyxx130Lt374THv/Wtb0l5hRDiuCMZ5KPc3maDDJ9Gpj95F4eEIBajQ4t2NPh7oH6xGqWxElXXKdu9kw2ffMSEqRckbNdW7XG8+BrnuQNqmff+NtbuaaAhZJHhP/DHLzfVS7pXp7rZwLIdPqts4qvqZnqkevF3oNdzWzZVNDIwJ4UXZha2CrKjgX20T/LHbl/+vPJLdtQGGZCd0u5+s/wevqhqYkhOKjUhk0921VMTNJkyLA9fO8tgd1QgEKC4uFg6DYguF+1icdppp+H1ejFNE4/Hw+233364hyaEEF87CZCPclVNZkLtcUsdCWIBapoNXlpXTopXpTzocvW5RRhpM3n5uSdZ+NTjLHruKR559pWE4LplIJks8I7WKBcWTWJc4XgyfDrXPv0RD636Er+ucenoXgzNS2v3GD2aQnWdyUe76mgIWfTL9Le7pHRbQpZN8ZYqxvTJ5KNddZwxMKfNDHR8YN+7McxDK7/ktY0V3FQ0qN33UBWFE/etAJiX6mV3fRjLcahuMuiT1X5wfSCBQICpU6diGAZer1cmTokuE+1iYZomXq+Xhx56iKqqKrkQE0IctyRAPoqFLZsmw2qzuwJ0LIgF+P3bW1i+pQqA0/tl8fOLxnD/+wuwzEhpg2kYLH5h/gG7YMRrq0b58jG9WfhpGQBLP6/ktR+239lCURSG5qVS0RTGtF2yUjre87guZPJ5ZRNjB2Tz0MqvePbjSHmHT1e5blz/Du2jZ7qP8QOz+ecHO7h8TG/y2znf8VRFoV+mjybDpqwxEiDbjktnWyUXFxdjGEas00BxcbEEL6JLtOxiUVVVxR133HG4hyWEEIeN1CAfxepDHattjV81LvH1Jh/vqsN1XT7eVQ/AOcPy+N2Fw9FVhVarN+/7ua0V+mwnsdtEWzXK//WNYVx5al8g0p7u/dWrO3Qc+aleehzkks4/WbiOH73wKS9+uoeVX0ZqqVUF7j7vJE7Kb7+/c7xpI3thOy7ff/aTg3p/RVFI9WqU1Ycorw+xZkctlY3GQe0jasqUKXi9kdpor9crE6dEl4nvYiGfLSGEkAzyUW1XXYiUQ6hr/f6zn7CtJshp/TKpCZr899RhXDamT+z54aML0DQN27ZRVY3howtaZYXvf3wB4844E4+m8mVNM6m6Rt99q861Vd6hKgrnZ1Sx8MW7MS+7m1n33Me8e391wNpoRVHw6QdOv35W2UjpzjouHNEz1nbtd8u2APCLs4ZyeUHvdstSkjnvpB48WrKdbTVBdtWF2lxZLxlVUcj06ZTsqAWgX5avU1emRUVFzJkzh0cffZS+fft2Yg9CJBffxULKKoQQQgLko5LjuNQETcrqw+SlHdwSy7vqQlQ3GwzITmFbTRCAj3bV861RvfjmyF6x7daWlvDAPXfGFhpxXYcH7rmTi2ZcFcsKmxisXxNgWEEhPdN9pHq0hAxye+UdpYGVWNvXQn0F1ugLWPPegScPdoTrunznqY8A+OOKrQD89vzhZPl1Ur0aY3pndKr1mq6p/O7CEVz79EdsrGg4qAAZIh05+ugq5Y0GDSGbLOCLvU0MzUvtcCeOQCDAT3/6UwwjkoFesmQJy5cvl2BGdImxY8dy8cUXH3hDIYQ4DkiAfBQqbwyzuaIRl0h2Mpn4yXHRwDNk2Vzy2AcAjOmdAcB9F40kJ8XDaf2yEl4fW+RjX8Drui6WaYBLLCusaBqh6nI2fbyG7DOL8OsatpNYl9FWjXJh0SS8Hg/G6udw/+MWFnhg/J56RvfJPOjzEX+sucPGxB4fNyCbG84YyKktjq2zBuemoCrwxd5mzj3x4F+vKAp5qR521gXx+m3KwiH6Z/s73N0iWicaJXXIojtJxxQhxPFMAuSjUFWTQVlDmD4ZySeLtSyD+PNTL3LyaWMTVoPbVNnILRMHc84JeUkzmNHyCNMN4zgOqqqie7xMm3EVYy+4jKUvPce7rzzPk//6J88+/ST3/uM5LjlvCrvrQpi2g+cAWdpodnnNeyt5zgMVIbjlxXUU/3jCQZ2Llsf6vT+9AMC/rz6Vkb0yDmpfB+LXNQZkp7Cpsu1V9Q7Eo6m4wM7aICGfj7DldDhAjtaJRjPIUisquot0TBFCHO8kQD4KVTYZDM5JaTMIXfzCfMKhSPmE4fPyn6sa6bHhI/pk+FCA52YWkuHT6ZHW9oS3+PKIrJxcynZtZ9LUC7Adl80fvk+GT8e2LWzbBgyCX37CkNxvErIcKhrCZKe0HlvLrHb0f+fVBvne/I+pC1nUNBvkHMREvPiJgKZq8/zmBvpl5nBij/Zbx3VWQZ9MVmytwnHdNrP3B5KT4mF7lYGi2myuaGJEz/QO9YQuKiqiuLiYJ554AoCZM2dK0CK6VDRrvH379ljHlHA4zN13383dd98tnzchxHFDAuSjTNiyCZk2mb7k/3RrS0t4af6/Yz+7A06hGS/ba4LsqAly+zknMCQ3NelrW4ovj6jdW872bdu45ZpLMU0zFhyqqorX6+Xcqd9A11SG5KayszbYKoBM1vINiAXM/2/aSH70wqdsrGhkwuDcDp+PrJxcVEXBzcyHyd+jhhT++6wh3bbE89gBWbyyoZz1ZQ2M6UQ5CETKYnRVQddUPt/bSJpXZVTvju2rqKhIghTRLdasWcMVV1yBaZpomoau67iui+M4LF26lHfffVcyyUKI44YEyF1sR00ze5sMBuWmEjbtQ14coqWg6RCNO5PVGZcGVuLYNvQ+EZpqYeRZ6Nj84aLR9MtK4cT8zmdWSwMrMQ0Tx7Fx9j2m6zpz5syJfWmm+3SG5KaxvSGfwRAAACAASURBVKaZvLgMdXym13BCPDH3zwRWvB0LmB/894sowL9efov0SUM6NGEvOpHQchy4+L9xew5lwuAczj4hr9PHeCBnD83Dqym8sbmy0wEyRM5TdoaPHmle9tSHGZhjkerRUDvYJFnqQ0VXW7BgQax8x7IsJkyYwO7du/niiy9wHEdq3oUQxxUJkLtYyHL4fG8zu+vD+D1qNwTINgpKm4twFBZNQul9Iu7V/xd7zUWDNKYM63HI710wfiIerwcj7MS6VbiuS1VVVcJ2Q/NS2VUXJGTa+D0aa0tLKNu1E0VRARvXdVmx7HVc18V1HCwM3n7pWXBGUqp5uOGKafzq3vu5/Jrr2h1PbCJhZi/oOZS+1HPftAkd7grRGek+nUlDcnnrs0pmTT70TLWuKhi2w5odtfTJ9DO8ZzqO41IbMslto9RE6kPF12HVqlWR31HXjd0pkpp3IcTxQhYK6WKqopCbEqnvNSyHZqNji3l0VE2zgUdT2lyEA4ChYyP/v3sTV2Tu4deXHdzEt7YMOvk0nn7pNW666SZ8Pl+biwp4dZWTe2dQb1ixQP7F+U/gOHZsG9dx0FQ1civX4wUF3M9WQc8TsLP7c99dt7VaiKSl6ERCtecQAH5wah5+T+f7QnfUBSN6UtVscuZDq7Diuna0tYDKgeiqQlWzSUM40qGisslgY3lDm9snW1FPiEM1Y8YMfD4fiqKgaVqsvEJVVc4991y5EBNCHFckg9xNdFVBQaGm2STV23WneW+TSYqutbkIR2lgJU6PoVC1A+35O+h5651d9t6O63L+lMlcfv45zJw5s91b/CkeDcVNLK2I57ou/3HR5Qw9aXhs7C9eeyXOxGuh4AKc4nmUBtrvjRydSPjIqi9Y7cB/TBjXZcfanolxNdKrt9UwcUhu7ELAMMKoqtqhDHhUlt+Drio0hCPnaMXKlbz21ts4l3+TM4uKsB03IfCPrqgXzSBLVk90hbFjx7J8+XKKi4vJy8tj1qxZsc/Y9OnTYxdiEiQLIY4HEiB3o1SvSllDmH7ZXVNmYdoOzaZFfpqvzUU48sdMgHAQZf3ShMD5UJV8sIYdWzaRfdk3YxPF2vui9OkqoMQCecMJJSwiAvDWqwuZ9/zi2Nj/69e/YfaK93BP/SZ4fR0ae0HheBo+8zDMdkj1dn/2GCLHtuqWiZz1t/f4eHc9E4fkUhpYiWGEcR0H23G4767bGDZiVIdqqTVVIdPvoawhzDOLl/H9GRdhhA3+/dB9/O99f2TctCv5xok9aAzbVDSGKCoqYtmyZVKDLLrc6ePGM/6MM9FUhTFjxiQNliWTLIQ4HkiJRTdK8WhUNhqELfvAG3dAk5G4n4LC8Xz/ll9QUDie6maD7z3zMXd/ZJKVonP9aT1jdcmHquT997nnZz9k3oOzmTp1KoFA4ICv8WoqqgqjThvH3Gde4vLvXIemJ676Z9s2ixfMj/18+TXX8ZvvnAeAM2oqg04+7YDvs66sgQ3ljVwet0T218Gnq5yQmxorhSgsmoSq7v91chwnseylA9I8GkvfXo4RNnBdB9uyuOv2/2RNyfsETZvqZoNddWEgksW74447JFARXWrNjjq21zQD+z9jVVVVUtIjhDjuSIDcjVRFQVNhfVkDgS+rCZqHFig3hEwUkk9Ae+aj3azfF6z9btpobv7pz7skOAYoCbyLaR7cF6SqKpyUn05N0KCgcDx3zH6Qvz//KlPOmxYLJF3XZdHzTyfU7F509pk8PD2yGt76srbrcCGyMuD8j3aR6tH45oienT/ATiockMWanXWUNYQpKBzPr+69H13XUVUVTwcz4PEy/DqTJp+FqiUG2p9+8B7Nho3lOARNu1UmXoiuYDsudSGT6mYT13XZWN7AnrpQrKSnrTkHQghxLJIAuZvlpHjYUx/mq9pm6kOHNmFvb7OJX0/+T7ahvIGTeqSx8icTOHNQziG9T0sF4ybEviA1TWP79u0dyiL3y/KjqSqWHWkKV1A4nv/7x5Nc9p3vxTpNOLbVKtM6PD8dgM0VTW3u23JcvvPUR7y+uZJvndyL9Db6QndWdbNJbchsd5urT+2H67rMWVLKY395kGEjRjHv+cXc/Mv/7nT2vmWgrXu8nDlxMh/sqOXzvU0ETZvGcNfckRAiXtiKtJAsbwjz0a46tuxt4tOyek4pHMfzi17j3nvvTVpeUdkYlos2IcQxRwLkbqYoCr3SvfRM81EbbD/gao/tuFQ3GQmTtaJdEz5Zs5rP9zYxvGd6t3RxGHnaOJ546hluuOEGFEXh73//e4dKLTyayok90qhpEWhOm34VXp8/1sGiZaY1w68zMDuFT/bUt9rn2tISZt/xC2797X1srwlyQl4qt0wcfMjHGDRtaoMmpu1Q3hAmN1XHsFwsxyXURua/b5afM/JVlu62+WtZT350ww8AYmUvnbG2tITN69Yyaer5XPad7/Hw/JcpKppAfpqXnBQvGT6dbftugZu2c4C9CdFxIctBAXpl+KhqMknxaDguPP7yUha89hbjiiZRtG/SaEVDpNSnptngk931GPJZFEIcY2SS3tdAURT8ukrNIQTIa3bU0mhYZKdE6njj+yCrJ07A+uZtnDEwu6uGnMiFcWPHsmXzRizLSii1OFANbL8sP59VNmI5Lvq+RTBaLmMdn0GOTjo8Y1Aur6wvp9mwY5Pv1paWcNOV38I0DBh/BUyawMmbnuXztfYhl5PUhSyyU3Sqmk1O7p3BoJwUttcE+XhXXew4kvVXHlT1Ce8xBnoMwiiczuIF8w8pOI4dH6DpHqoqK8jL78nwkwuoq6nmtDMmYo48FcNyaDAsJg/JY/Xq92XCnui0dfsuRL/Y20juvrs3uamRvzPvBd7jtu9NxzRMnpn7IMvffpv+I05hY0UTU0/sQUPIoi5kETIdfHrixbksZiOEOJpJgPw18ekq1c0mjuN2eLW0KMdxqWk2E3ruxndNcMZOJyVcx663nmRt06Quqz3ez8WjKZ1qL+bZt/z0l9XN5MUtfBEdYzTI1zQNULBtC4/Hyy8fWUjIcliwdg/XFvZDVSK9ny1z30VGr2FQu4dXnvwHbzz/5CFPSNRUhTF9MtFVJdaWb1BuKtkpHjaUN9Bk2EnLOP5jwlie/f3DOKdfBsPO5OXHf0TGpCv49tmn0zPdd1BjiLTE238RZVsmxW8s3r/Bvv60/3n3fVx05XdpNCyWrVjJJd88XzoMiE5pClu8vvxd1pasomDMaM45r1/C85tL38c0I6tnmiY88eJrzPjhMJoNi+pmg3dWrmLJ0rfxX3wB558zmbqQRV6aVxazEUIc9aTE4muiKAq269JoWLHbkx0VsmxQYNC+dnFrS0tY//GHuN40+PZs6DmU4PLHmPt//8sNV0xj4VOPH/J4DcvBclwawxYZfg+KosTai7VVi9iWfll+LCeyIpfjRvYJtFjsxMTa99+mEWbZo/cxKlvhzyu/ZMa/SmkyrMgqgVm9YPDpcGIRbP0A13VbL5TSQbbj7i97cV38utaqZ3VWiofBOSk0t9GJpKBwPJcNz4bX/wi+NKwLfsHjn1v87KV1ANSFTGynY/WZWTm50F4tp+tiWxZz7r6dNxc8yYJ/PMS/n3hCOgyITluxchW//sEMnnzo//FfN32v1d+O2GI8qoqiKKRl5aCrCj3SvPz7laX88MqLefav9zP9Wxfy4pvFlGyvoarJkMVshBBHPckgf428msrWqmaa9pVKeNuYcNdSyIos7awo+5eYNsKhSJlB/5Nh28ewsTgWQB1MD9627G2O3OZ3XJdzhvWgsToEcMD+x8mkenVOyEtjy95GHDeSEU/36QmLnajRDLJl4jgOq1e+g76jFi67h+21Qd7cXIlZ6+BcP2/fALfDyicAUDW9U/2eG8IWtgs764IMzk1t89+jR7oPn6ZhWE7SbYafXID27FPYX30YCd6BLXubKd1Zy89eWs+Y3hk8PKOgzXGsLS2hNLCSst07UVQV14nUcyqKknTyk23b3HfXbdi2g6IqaPu6gkiHAXGwit8p3t9WkNb9uwsKx3Prb37PfXfdhmXbzLn7V/g0lcuvuY6tH6/GimWXDRa/uYxrfzSa1dtrGD9hkixmI4Q4qkmA/DXK9OvsqQ/hEskKdzRAbgxZqPvqX6NZV9d1I8HY7k3wwv8kbB/twXsoAbJHUzilTyaG7ZLp99DY6T1FDO+ZTpZfZ2tVMw1hC8d1Wy12AjDvj39g9cp3IqUj29dyibqJtz2jWb29ll1bdgP5UPklLL4frEgQP3HKuZ06VtNxGJidStC0GN07s83tPJrKCXmpbKpopIfuTXhubWkJD9xzJ45toS76X2b8+q8UTJjC7Le3cNOCTwFYs7OOisZw0pKL+FpyTdPQdQ+ObaF7vBSd/Y3EEgsARUHVNCzbBtfFjdxc4MIrruUH131PbmOLgzJm3ERUTcW2Ihdlyf521NVUYztOqwvwlqt5nn322eSketnbZDBg5Gn89Ne/48Pi17lixnT5XAohjjoSIH+NVEXBq6tUNhoETYdMf8deVxXc396tsGgSmqbhOg5ubn/4/L39+9+XSexMD954juuiqyp9srpmBcCo3pl+emf6eXdrFZbt4tUVCgrHJ3wZ3/if/8VHJe9jmZEv3UsmnoKvPpcX1u5BdfNQvizFffGexB0fXEl3wgsHZKeQ4T/wr0GvDB8byhtimfyo2AWL46AqCvnNO7lgRE9G9kpn4adlbK5oZM3OOl7ZUM4lJ/cm06cnXBjFl5kowKVXzaR3v/4UFk1iy6YNCQGyqqqMLDiNwjMn8dQ//optRUpVXNclq2dfRpw2trMnQhyHwpZN/okF3P7b+7j/f27HcZykfzuii+DY++5sRBf4uWP2g0lX88zw6bxRvII5996JbZqsWvkuY8aMkSBZCHFUkRrkr1m230N+mpeaoNGh7U3bobw+3GIZZQXXnwEpmah1ZWiahs+fwn/97oFD6sH7VXUzhuVQ02yS2g3t4qJ8ukqjEQnunBYlBNFbuuMmnsWtv/k9BYXjufHMQUzqpWJvXYP74cuomoaq7h/fquVLExYb6TgXv6djvwJ+j0avDF+rHsTRLFp8y7q1pSW8/dTDTE3by8MzCjh7aB5z39vGBX9fzYwn1iQcc8vXT5txVaxNXF1NNUrc6nyKorDx04959vF5XPPDn8QtSuLltDMn0rxvbCFZTES0w3VdTNvhy+pmFGD6td9n3vOLue7HP0/6tyPamzsykTb5Aj/xfLpKaWAVlmHGapCXL1/e3YclhBBdSjLIh4Hfo1Ld1LGWb3sbw7iKm1BiYdsWDIpkCyedPJQx59yZkMHpjLDlkOLV2F0fYmSvdPp1cfY4nk9XCVkOhuWwoy7EgCx/LKsaLVkwTYOPSt6P1UOO3ruad1+ZDbaNommMGHMqG9Z+GJn4t2+xkWTH77ouX1Y3MyQ3NSHza9kOXlXFo3X8GnFQTiolDTVkxP3aJCsTiZZMeDxe5j7zEr+94HS+/+wnbK1qZnd9mC/2NpOvtH59fMu7gsLxFBZNwuv1YZkGKAqO4+A6DhYGGZmZzHt+cex9R5wylpqQSdC0WbOjlj6Zfob1SDvofxtx7NtZG2JrVRN7m00GZEVuYxUUjmfgoEFk9+iV9DWXX3Mdm9evZeFTj8d+5xYvmM+rL8xP+KxHfwfHTpjI/Ic9mCZ4vF56jigkbNmtWsEJIcSRqtsC5DFjxpCXlwfAjTfeiG3bzJ49m549e+L1ennzzTcBuOuuu1ixYgWWZTFv3jxOPvlkNm/ezI9//GNCoRATJkzg/vvvb3Pbo5FPU6lqNrAdF+0ALd++qgmS7tn/zxTNOBrDJ+E21zLz4nM5dewZhzymhrBF7wwfvdN99M3uvuAYoKBPJj5NY11ZHf2y/DSELfL21fYmdLbAiAW+LesdL7nqWrZs3hArxYi/LWw7LvUhk0y/B8d18Woqu+pD9MnwYzuRThq1IZMxfdquO04mN9VDVoqHxrCV0PItvkzksb88mHT8T1x1Km9vqeJ/3thM6c5aLhiQ+PotmzZEJt45Dl6vLxZsxAfPD9xzZ8Lxxr+v67rUN1isL2ug2bCpaAxLgCySMm2HXfUhTuyRxroPP4hdZA0cNKjd102bfhWvLpgf+wyikPSzDpDm0blo+tU4uEycNoOBJ5+etFeyEEIcqbotQO7VqxdLly6N/fzQQw8xe/ZsLrnkkthj7777LuXl5bzzzjusW7eO2267jddee41Zs2bx6KOPMnjwYK644gpWr16NYRhJtz0aKYqCi0KTYZHp97S5Xci0qQ1a9ExP7B8858kX+el7QSb38RxScOy6Lk2GjUdT0VWF0b0zOzxx8FAoikL/bD9fVjfRI81HQ7g59lzLQDgrJ5fH/vIghUWTWtU7DhsxqlX9I0CzYdNg2FQHLfpm+shK8dAjzcv2miAQyWCP6pXBwJzUgx730NxUPt5VT1stjuNrxFEUynbvZG1pCQWF47lwRD6Pf7CD1zdXcn7/3rHXrC0t4Q+//iWOHSmRMI1wLNiID4LbOt5oF4zCokn4TjoFlMjEzs703BbHvmbTom+Gn3UffpBwt+P+uf9kwtQL2nxdtPzp7SWL+MaFFzNsxKhIwEziRWr8xFOPx8t5l15JTdAgZDlkfV0HKYQQh6jbAmRVTQy0amtrOeWUUxIee/PNN7n66qsBGD16NNXV1ViWRSgUYvDgwQBMnz6dQCBAVVVVq22PZipQ22y2GSA7jsvaPfWtanQB6nKGYrGJb09onUGPD5YOVHLRGLapC5koCpw5KOdrCY6j0n06o3tnkOH3sLWqifLGEFk+TyxrunjBfKr2VnD/b/4rtnjI3Gde4vu3/CK2j5YT/KIcXHqm+6gPRZaOzk/3MrpPJgOyUwhbNj0zOjg7cp/4FcFGnjoWlAPV90bas9mWxcKn/8WrC+bHMsLfPqUPf1j+Bf8XULhwjJdJQ3JZ/ML8WHAMkUA82STLZMfbMhj505MLGTL6dGw30imlZV9nIZoNB4+mtLpb83FpSbsBcsvyp7nPvJR0kl7L/a774D0uKyikNmjSK+PgFs8RQojDpVu+PZuamvjiiy8466yz6N27Nw888ACWZXH77bfj8Xj47ne/y4033khFRQX5+fn7B6PrlJeXx0ozAPLy8ti4cWPSbR3HaRWIz5s3j3nzIr1yy8rKqKys7I5DbFNVbZDGuhBKc/un1rYd1jVUoYeS51SCps0X22pI9+nUhvffljRsh3+t3kleisZQX4javeUAbPjkI5791z8IvFuM67h4vV7uf/gxRp1yWqt9O04keApbDrlpHlI9OlaDy+6GtsfbHedRAxqaXMz6WtK8OhW1Fpl+ncbaal5d8ExkpcB9FwgmBiuXvX7A28AAdUGLQbkpYNt8VREkLT+N3W5T7Pn2jrOlNWvWcOWVV2KaJh6Ph6eeno/bcxieYPJ/35XLXse29teXu46Dae4f+zl9VBb18PPG1nre2LqeJy8dQjjYnLCPMydPYeCgQbF/2/asXPY6phHGcRxMDEqK32TY0CE0BC2+8gRjS5Mfq77u3++jXV3QZFtZA9l+D8NHjkJTNRzbxnXB5/W0+5lr+Vlbuex1vnP9TbHfyehrh48chUf3YAK6Hnkfq6GKzTUO/nAWHk1p1Q3mWCKfya4l57NryHk8eN0SIKelpfHFF18A8NZbb3Hrrbfy3HPPcc8999Dc3Mwll1zCxIkTycrKoqamJvY6VVXJzc2ltrY29lhNTQ35+fkEg8FW27YMjiFS73zjjTcCMHbsWPLz8+nbt293HGZSQW8T9VoT2aneA25b0RjGSc0EF/rnJNb97qkLkhv00SMtcT9PrNnJxr0h/nvqMPJ6Rm7Try0t4dabvodp7O+MYZoGmzduYMLUC2g2bOrCJr3TfdSHLYJhm/w8L2P6ZCZdPrkt3XUee/XuQ23Q5O0tlaTnprF54wZMy4wFx4qi4PF4mTT1gjYnEcUzGw369c2kV4aPofs6gGR1MlBcv349phmZje+6Lo88/Dcu/P7PGDhhQmziZLxJUy/gqX88HAskVFVtNfbfX5TFD579iKqgzYYGjcuvvZ43XnkRyzTRPR5+8PPbO3Sc8e8XrQuNvU/QpF7XCDoqg7JT6HGQy14fTb7O3++jWWPY4tMvq+jXNwOfrpKenRu7Q+U4Nv/4yxzGTZ7a5p2nNj9rLUyYegFz57/cKrNc3WyyNaTQJ9NHVbPJxCG53Xewh5l8JruWnM+uIefx4HRLgGzbdqwlUDTra1kWuq6TkpJCRkYGiqIwefJkFixYwOTJk9mwYQP9+/cnJSWFcDjMrl276NevHwsXLuQ3v/kNW7ZsabXtkcawHBZvKGdUr3QqGsPkpXoPOAlvQ3lkCY6+Wf6EetHKJgNfkg4LK7+s4qT8NC4b0yf2WGlgJZaZ2BVDVdXYbfpGwyLVo1HZZGDaDgV9sxiYnXLE1Kd6dRVdU8hN9dEYtlqtsHfxt69h2vSrOtylw923T0VR6JN1cOUULU2ZMgWv10s4HAl4ly5dyjsr3uVPTy5k7PgzW23fcmJdXU11q3KX/tkpzL98KFe++BWlO+u4/MLxPPLsKx0ujWnr/eJfm53ioSFk8VVjkCyffkwHyOLAHMdlW3Uzuqri21dKtfiF+Ql3OyzTbHeBobY+a21tG30+vuzrpIJCNlU0okCrya5CCHEk6Za/Tlu2bOH666/H6/Xi9XqZO3cud9xxByUlJViWxWWXXcaoUaMYMWIEr732GpMnTyYjI4NHHnkEgAcffJAZM2bg8/m4+OKLGTlyJMOHD0+67ZHksQ+28/OX13P56N4sXFfG5KG5/PHitjtt5KR4aDQsTDvSVSF3X9bZdlzKGw0yW3x5uK7L+j31DHfLWVtqxb6ACosmoXs8sQyyqmncfu/9FBSOx7QdvJqKX9fQVIWB2Rn0axGMHwk2fLSGxa++weCC8Zw1aWLCZKDLr7muw/sJmTapHpWsdiY/HoyioiKWLVvG3XffzdKlS3EcB8s0KHlvJV5NTRostFUbHU9RFM4amsfrmypYGVjNxjXvccaEzrXqa+v9Mvw6mqpQE+xYS0Fx7FpXVs+e+jDZKR7WlpaweMF8Xnr2yYRtdI/ngAsMdeSzHa9ljXy0Fr+62WBPfYgT89M7dTxCCNHduiVAHj58OKtWrUp4LNqqLZ6qqsydO7fV4+PGjSMQCHRo2yPJD8YPZMEne1i4rgyAd7dWEzRtUtpYdMOjqeSkeKkLmeysDWLZkRZkruti2S56iyB25fslhB34tHgRN/91aezLpqAwkoFcvGA+KCRkW+tCFsN7ppOX6kVROCIzNoFAgPP+41wMw0D3eLj1N7MTJgMBSTOx8WzHpSZoErYdJgzKOWDm/mANHToUj8eDZVl4vV7SMrOTfvEn09bEyatO7cur68uYtdoA+1T+efOPeWTu3w6pn3VLfo9KTdA8pms+xYE1hC3qQya7N33MzVdfihEOJSwmc/Iphdw065dd+tmDtts2Zvo9fFUTZGheWpf/rgohRFc48qKlo5iuqTw8o4CXPt3DO1ureWVDOR/vqqdocE67r8vw6eyuC9MQsmk0LPwelUx/66D63TWfACNxa3ZjmYl9R5NldhzXxcWlT6bviO4/WlxcHCthcFyXt5csin2pGk6IP/z3rZGyibj+wC3VhUx6pUdqtvPSDlz/3VGBQICpU6diGAaapnHDDTfw3e9+l8cWvoYRDuO6DqYbbvPW9NrSEm668uJY3eYjzy7a37atRxqTlC8pdoeApmOdNLndW9ydoSoKjhuZ9CkdLY5fYdNhYE4q/35m39LocfX9Xp+fW+/+fYcmwCbTXueclm0boxlqXVWwbIfqZoN8Kf8RQhyBZKnpbnBK30x+9Y0TSPNqLNlc0eZ2a0tLeOwvD7Luww9wFZdm06bJsGkMW/iTBLTpQ8YAoNaVtVocoyXHdaloDHNCXtoRHRwHAgFKSkpwHAeIdH04cdQYPB4vqqpGVu3at4KcEQ7HVppryXKgX7af/jkpXZopLS4uxjAMbNvGtm0GDhzIhAkTGNqvN64bGbPjOGTlJJ9wtPiF+Zj7unGYRpjFL8xPeP67E4ajv/4AVO+EIWM5sXAij3+wg9ouLotoNhKXyA4EAsyePbvVnRpx7AmaNi898y9mzZxOQ319bGlzj9fL5ddc1+ml6WH/BeDf7v9fbrry4lbLTydbOj4qzavx+d4mwpbdcrdCCHHYSUqpm/h1jW+N6sXzn+zm+nEDGJybuChFy9q8Pz6xkPyTChiS2/biFbuVbHK8e7n6B9cz9gD1qpVNBjmpniN6NbVodjYUCsUeU1UVLSWduc+8xLw//oH3VyyPPee6bQeiigKpbZSyHIroJD3DMPB6vUyZMgUAu7keVVVjnSrqatroy92iZXJVReIF0yljz2De7+7k36s2sdwZwh8/09hW8xVbq5u557yTKP6iilP6Zsbq0+N1tOe1pkB9yIpN1IvPinu9XpYtW0ZRUVHHT4o4qjz40N946O7bAHh/xXIuvPTb1FRXHnR9fzLRC0AgdgHYchGbZEvHA6R5dXbWhdhVG2LoEfx3SghxfJIMcjdZW1pC6qeLUYAZT5Sy8NM9Cc/H1+YZ4RDP/eMvLHtqLgufepzH/vJgq0yM7bh8sKOWScN6cf1Pf5E0IGoyLCqbIl9WClDYP/uIrjuNZmfjb/f6fD4Kxk0gddDJ/ODnv0LT46/hlKSBaMiySfVopHq7PkCOTtK79957EwLJqd84B5/Ph6ppeLy+NrP5w0cXJLQjXFW8NGmWbfYt3+WKgj5s27fa37tbq1m8sYLbXt3Ij174tNV+oxdYcx/4PTdffWmrfUbvTqwtLSHVo7G7fn/NaXxW3DAMiouLO31+xJHLsByqmgxefHFhwuNvLFpAyaoVPHDPnQmfm7e21nPRoyW8ubkytiT7ASW5AIz/+9Xy7HW4xgAAIABJREFU79ziBYl3UHqkedjTEEIIIY40kkHuBhs++oBffu9yLNNEKboazryK3y/bwsUn945NvIsuSezs669b/OZiit9cHNuHpuv86t77YxmezyobqQtZ9LarYksvtwySa4ImuJH2SdkpniO6tAIi2VlN07D3rSKnqipz5szhW9+cyvbaIPWpp3HND3/CEw//ad8r3KQZ5Mawzahe6d12MVBUVNQqwxoNnP/14msUjJvQZv3xA/fcmRBoOLZFaWBlq3pPXVX41TeGccno3pQ1hLn91Q3c/eZnAGytamZzRSO/fn0TZw7K4dazT2hz8lP0fVtOIOx10imUNYTJTfW0mRUXx5atVU2UNYSZcO40SlcWxx53XRfXcVp9bv62poIGw+HOJZtgCfTN9PHPK09t1Ys9/s7FtBlXsej5pzANA0VVWbn8TVYsez32uWv5d27R808zbcb+ScR+XaOyMYztuDJZTwhxRJEMcjd466XnMPdlRp33nubkhvUAfFW9f8W0gsLxXPzta9oM6mzL4r67/j97Zx4fVXmo/+9ZZ8m+QQhbWJR9DYthd6tVWupasVra2kq1em+r1lv1d6213uvSVm2t1mqtC9cFKyrFXRFQgbCFfVF2AoRA9mW2s/7+mMyQSSaQQBISPN/Pxw/OzJmZM5OTnOe87/M+z13RkZjVReHylJfvvrHZUUOXJJLgkqkM6AztntQeH61Nyc/P58Ybb4z5DsrLy+mR4qZvmgfTgqTkZIT6Edh4VgbbDo90nYmc3/z8fB7+3X3kDh8bkwgQISJiaTBCfjLv+OBuicwYkMG868bw0wm9+cWkviSoEj9+YyP7KgK8vqGYSr8WXfwkSVKT13z/rflooWBYPNcv5kxyyWw5Usu6g1XNjoo7dE0sy25y/Pk1gwOVAY7Whfj+D3/CvQ8/wXnTzmfOzb9EVhQEQUCUpOhxU+7TqNUsfpjXi7xe4XbP4poQn+6Mbd9qPHMBcNcDjyLLcjh9R9djjrvI37kIpqE3XUcghH3SDg4ODp0JRyB3ADla2F7x1bG6mPtnXjUb1eWO2wgI4cVfkZPJF3sryMCPUVMacwJqTG6ahwGZCafcHNfRzJkzB7fbjSRJMaOZqiyCEB5pV1VX/aKiWCtDUDfZXe4nI0FtNkqvvYgscvtqUyG9UtxUB5suqmsoYlu7IGpwt0RumZTLjRP68I9rRnL+gEwS6y0kn+0up/eQ0Tz56jvcfOe9Ma+5uXANi/71alQwiZJMXv6UsP3EtqkNmliWTX5+Pvfcc48jjs8C1h6s4mht2FoVOS4/WvolAAPSvXgUiSuv/zFPvfI2My65jLABiwb/wuJdZQBM65/On783jLnn9SFBlVi6u4x3tx3l4mdXsfZgFStWFhAafw1W1gC0UJC33n6HyoqK8CxJMxeCg4aNjL5PcwtafZojkB0cHDoXjsWiHbj48u/z8TtvRKO9rv3eZaxYbbLlSA3fGXq8mrVhM1XhqhWs+mJJ9DFBEKKCcOnuMjYfqeGafkksihOZBGBYNqokMrCLBe9HRjOXLVvGjBkzooJNrW8RPFF7V03IpHeqh+ykjh09brzI7YOPP0HLPAfLtmPqp1vTPHYizs1K5KHLBmPbNje+sYm/fLmXR5bsJt2r8MEtv0Ju0LhYWLA8alkRBIFZ1/wg+r4ZCSqlPo2gYbKpcG2T79yh67DjaC39M7zIokhVQKdXqpuCggKmT5+OXl9Z/vTr75I5YWLM88LHhxGeeTENFq3YxIuHE1h1oJK8Hl5G5SQjCgJzz+tLgirzxBd72Xa0jpBh8X/rDtGn73gwx0JuHva7j/J+xrfJFYMxzZeTz7+YjKxu0fesrqxAEEXsZha0emSJw9UBunfw77GDg4PDiXAEcjswdMx4nn1jUYwwGnt4G6uLqmIKGyJevpS0dNau/KLBKwhMnDqDubffzci8Ccx9czPd3JBWtIY7738obmlGQDNJb8P8344knsfXJYuIQnhx4sAReYzMmxBdeBb57IIAI3okkdTB5SeNF7kVLP+Sy28cxcHKQDSD+VhdCLcsnrB5rKUpFBEEQeDhywYzZ/5GArpFhV9na0kto3umRLdpnDs78+rZMa9h2/DlipVcMfPbTopFF6UuZLCztI5EVcKtSFQFdCr9Og/8z8Po9ZXzhq7z+j/+Sl4jgRw5PnQ7hC1KLLQGwd4KUtwyv5mUHXOBN3t0DgLw6vpD+HWLlQcqWR3xCWf1g8v/G0SR/bqXx156h4/X7aB3isor//trdF3jvQXzoz5kVXVFBwwaW4wSVImS2tAJS5UcHBwcOhpHILcTjYXR1H7pLN9XwdelPgZ3S4xZSCUIQnTUD0CWpag4Dhomm4qrYf0inv/ixWZb2/y6yYjU5A77fO2NIon0S/eyt9xPddCgfNdmbp9zZXTh2ZOvvEO/4WNIVOUOTeooKCigqKgIuT5dI2ILGZiZQHF1EN20kEWBgGERNEySm6m83r5pA3fdcmOLmvgakp3sZsGcPBbvKuOhz3azqqgyRiADfOeq2U0aFSN8tXEt//7HE9FilkiKhSOQuw5B3cS04GBVkJBhkeKW2V/hZ9/BQzHblR4NW7saX4jdef9D/OG+uzCSuwMC+d1EfjtrLEqwKub5kijwg7E9+cHYnmiGxbzCQ2zfd5AVL/4Bs/cY6HEuwtHdiNkD+ecBle3WAKgEwbKxGywe/cltd5xwJkUQBCRB4HB1gIGZXWsGzMHB4ezFEcgdxMXnZvKnz/fw3vajaAe389wTj6Bpoei0oyxJWJaFIIr814N/jI6YfrKyENMejlCyK+akEznJBHWToGGR6JJJ93YN33FL6Zfu5VB1kHSvwkcFX8akNqxc/gVXXjIDsQNXvj/33HPcdtttmKaJLMvcdNNNzJkzJyouz81KYMuRWr7atI7P312AbllcM/t6ho0ZjyQKMUJlY+GaZlMoTkayW+HKET1YsquMd7aUMGNAJm5ZpGbf1pj0iplXxY4eby5cwz03Xh2O1qs/7pwUi65HyLDwKCLH6kIkuWUyElT8msnVP5jDQ/dsiG73vWt/GDfRpLqy3jOcEU5S6V2+hazEyVSdIG1NlUV+NrEPL65dwPKdK2HHlwiCwJU/+DEjLr6MJ77YG91W7D0C9q+PGS0+0UwKQKpHYW95gN6pnk6fvuPg4PDNwBHIHUSyW2Fa/wzmbyzmrYUPYOzfEBUpiupqYp14+9WXwqM8ffPge8OhqiQspBucdGzbptyvk+iSOCfT26kzj08FWRIZnZNMcU2I4eMnhaeG0ZAUhcu/fVGHJlcUFBRw6623YhgGALqus3fv3phtclI8fLliJXf/+Ep0TQNg8Tvzue/ZN+mV6o4RKr+48+64Fbyt4ZZJudz05iZueC0siuZIm04ougsLlqNrevS4u+iii/jd737njB53Meo0A1USSfeq0djIRJccjYRc8uGiaAnIi0893uSYiNgsQoOnQsjPhReMafF7x7PwjBzancza/dx+133oM+/GGnUZ54yfRkpCy8s/wp/DZk+Zj6HZZ89MmIODQ9fFEcgdyHeHduezXWXol98PT1yOKIpMmDI9aqeIsLlwDY/edxemYUBKNgB2ZTGCIMTUtZo2JLllzh+YeUY+T0eQ5lVJ86rU5Ofzl/97m5UrvuCSCy9g1sUzOnQ/li1bFmODsW2bxYsX8+WXX0Y9vJIocGDLWgz9eKKFoevs37KGYlGIESrV1VWnvYBvWHYS9154TjQv2crNO6HozsufgqKq6LqGS1UdcdzF0E2LwkNVlPt0Ut1yVBw35MrrfxzTjtdY0KakpVNYsJzr7/0TL1T15nt9JPLGT2zyOs3R3MLTHWtXYBRtgYLXsWf8jJ3122+85Rc8+8zfYlJWmjvmk1SZcn/bVqw7ODg4nCqOQO5Aksp3IW79BGv4tyD7HKTy/U3EMYRH+izLCt/oNQxqSiFYiy3ENskZloVL+mYk9eUkuykfOpobRozlonOzOny0PCMjo0nWbDwP74wZM1AUBa1+BFlRVS67+AKKKgMxQmV0/ZTzqSZbRPjO0O5Mzk3jhtc2cFhIihEvQMyixoi4WfD6qyS6ZPaU+nDkcdehtC5Epd+ISW052ULPhoI2JS2dxx64F63nCOxv3443AW6f2frjL95xm5KWjm1ZsH5ReCXo+TcBYPQcHp3JiGf3aPg6qixSXadhmFZMMouDg4PDmcARyB3I+lUrsFf/C4Z/C7oNYNYF8RvYIqu+Q4YJfUfDts8Amka7mTbJnm/Gj7B3qocUj4JhWmfESlJeXo4gCDEiOZ6HNz8/n2XLljFv3jwgnPOcN34in+8t5+d3/56lH73HBZd+h6GjWj6tfTLSvCoXDMzkzc1H+OXUPK4dkcfuLYXNipHPFv0LXdP595uvMWDJEmcUuQtg2zY7S30ku6WY9JvHHrj3pAs9I4L2xaceR7Ns7Jn/BbLKBGsfia6pbbJ/DaPchI3vIW75EPP6P8OQ8xmQN5g95b4Ttj9GEezwmgpHIDs4OJxhvhnqqpOQlz8F5ck/oQXrELMHMvPqmXG3i4z6vL1iC+9ZbkakClij8/jetTfEnFBM28ajfDNOJKIokHoGy08itdgRD7IgCM16eBvG1hUUFPDYHx8lKSWV5x79LaFgiO3rViBqfq7/+X+22f79YGxP3t1+lMtfXAfAJeWfxBUjYZGiY1kmug6fLVnqCOQuQMiwCOoW+7ZujEm/sSwrbm10PPLypyC/+T66rCIv/itzHvh1m+1f4yi3O+9/iDXlBout/tyxWoPV63lg7KST+u5tO7zwOLGDoxsdHBwcGuP8FWpDCgoK+Ouz/6Q2qHPl7OubnKxG5k3g768v5J7FRfgHnXhqc2TeBD6sTse19Qhff/waRtDHzu1b+Hrb5mh8l2bYJKnOj7AjyM/P5+mnn46mWLhcrpN6eBsWikSi/GzbxjQsnnz0QTyJyXEzrU+FHslubhwo8OT28O1PD/iRJBmB2JmHWE+qQv6UthlBdGhfIlXMDUdhASRJgjh1480x/MLvsQF4+J47T/uYa0g8b/KVwPOri/h7wQEADik9Tuq7FwUBv9Oq5+Dg0Alw1FUbUVBQwIwZM6Le04/feYNn31gU9yRQVrgYc9L13HzTz/j7P56Pu82WIzW8s7WEPnYl+4M+LNPEMk3efvWlaAB/9qDRXbYcpCsyd+5cRowY0eIGuoaFIqIoxlg0LNPk0fvuwrZsFLXlOcgnwtxZgPDGW9jTfoLVdyxX9LTJ7tkrRow0FDIDRk8kb8J5p/WeDh1DmU9DEsMXOJIkRQUygsjls2+Im3ndkIj/NzT5RzBkMOmutv+7Ec+b/LOJfZjSL53/WbyLT3eW8pPrx51wP92ySHlAp0+b752Dg4ND6/hmzM93AMuWLYu2WAEYenjKszGFBcuxvvocLBN98PlxtzEsm7vf34Fh2Vw3shuKokZ9t7ZtY+gaq1d8SbJbcpqnOpj8/HzuueeeFtkSZsyYgaqqSJKEy+Xi17/+NYqiIIgiohjOvbYss9ljpTVsLlxDyeFDyKV7EHYuh4w+jJ95LT+57Y64Mxk/ue0OhowZj2nZzbyiQ2fBtm0OVAZIdiuMzJvArO9ff9yHb1tk5/Q66cVVYcFyNNOEARPh8DbWr1rRAXseZnC3RG7O78v+ygB/WLaH5z8q4IW/Ps7mwjVNtnUrEpU+rcP2zcHBwaE5nBHkNqJxeoEgiqSkpTdZZZ6XPwX1yT8R2rcOe8LV1OY2/RFsOVLD0TqN/77oHC4fns2A1xfy/oL5LHrzNSzTQFIUeg8fT59UT0d/TIdWkJ+fz2effRYz4nz55Zczf9FHBCx4+ck/YOj6KecgR9hcuIafXzsLQ9cQJZlLhvXiE2BVMJ2h1UFyUtxxn7djw1q+nL+e71xykeND7sQEdBPDsqOxbjOvms17C+Y3W90M4WPi/QXzo42KeflTkN79HCMxA/mLf5I3577T3q/WVKVP6ZfOd4d2Z+HWEgCEDz5H/eufmsycyKJAyLSc2mkHB4czjiOQ24hIesH9Dz7EZ598iG3bPHrfXWDbWLaNqrqiJ4NnXl/IwhWbWWTBvN0G0w5Xx9QF7yrzATApNw04PnU58+rZFBYsp+eI8YwcO75DizIcTo2GC/YitydOPI+Nu/YxfepUFi9ZyrRp00/LXvH+W/PRtRAApqGTYPm5Ia8X8woPsXBrCW/OyaNfujfmOZFWPUPXeeIPD0eznB06H3WhWE9upC46UgjS+NgJXzB9N1pWs+hfr/HsG4sY/IO72FcZ4s8P/fdp23lOFtkWjzun92f59v1U4sEeNRNj14q4CwsFQaAuZDgC2cHB4YziWCzakPz8fEaNHQc22JaFaRjhhVmWha6FotPoI/MmcN9//JTrxuQA8PgXe8PVr/XsKfPhkeC9F5+OTkM2HK0ZMWY8vVM9zgmkiyKKAtlJbq677EKuv/lXDBgxNroI61QoP3asye255/VBrp+Ff/qtT3jxqdgp7Uirnmma0Sxnh85JRUBDaVAKsrlwDY89cC9rVnzBYw/c28SqUFiwPKasRtc17v6ynK2VNj/MP4cx41peDNIcMZFtLbQIJbpkbs4sRlz+MvQcgpiVG3f0WxEFKp3CEAcHhzOMI5DbmKnTpqOoSpOsXlEUY04GgiBw5/QBPHDJuWw/Wse724/y6vrDrC6q5P3tJYR2reHvjz/ELdddztuvvsQt113OM4+Fb+/aXMiIHk4da1dHFAX6pnmQBIHakHHKr5PRrVuT2zs3FyI+cz2U7mPZrmP87U//y8+v/S4P33sHmwvX1LfqKUiS1CTL2aFzUVanxVwMn0yc5uVPQVaORyJKfUdzjEQGZnqZk9erTfYpkoYiNUrQ2Fy4psnFWITNhWt4/Pf3Ym1fAqZB3k9/G3fU2a2IlPpCbbKfDg4ODqeKY7FoYyZPnsRDLyzg04Vv8NnCNzAMA0EQmHLhJXG3v3RwN+ZvKObBT3dF75OwsJb9E0wT3Q6x5MNF0ROijsaOwgKE6+JnKDt0bgoKCli2bBnDhg1j1qxZnJOVyMDMBJbsKovxmbaGmVfNZtG/Xot6UmdeFbbiGCE/7CqA/NnYriT0QHVMCspfXnmHjatXMueKS7u8vSLyvbYkXaQroZsWtSGDbg3sVI3roxuPwo7Mm8Czb7wb9SAz4Wre2m/y/DWjUOW2GROJF+t2MttFRNgTDMC+dWwamBe3Nc8tS5TWaeimheIUhjg4OJwhHIHcxqiSSP/hY3lk+hRKbv4Zf/n7P1m88A2+WPwRBZ8vaXLSEAWBO6b356Y3NwMgCTDdW8GSqiNAuM743KEj2bBmVTS7dsq06WfkszmcHg1zkRVFYUl9i50gCGQmqFT6dZLcrf+VDAuiRU0WTCmKirZvLfakH0D/8bBtcTQFpbBgOWMmTkYzrbb+mB1Ow+9VVdWzyk9dHdAJq9zjxBOnjWkYufbbj7+me2JVm5dvNI51O1lTXkNhL3z9OYGB5zF3wRb+dtVw3HKsXczG5lhtiJ7OQmQHB4czhCOQ2xi3ItI/w8uQ7kmMypnGe598xseGEY7zaqbtakzPFG7O70tumocZAzOZ9/QTLK2vbRVFkaTk5Jjs2vOnTj5Dn87hdGiYixy5HRFy3RJVimuCJCHj10xUSWgysnYiGouViIhat3I5/6f7qR1xMWxbDIAoyaSkpXPr9VegaxqvPPVHbrzxRubMmdMlhGXD0eK+ffvGfK8RP3VX+Bwnw7Rsvj5WhzdOW2a8zOF46KbFxsPVDMhIaI9djKElI9uRv2Ojz5vMTcs1Nh+p4d1tR7lmVE7MtiluhZ1lPkcgOzg4nDEcgdzGKJLIyJzjiRQzL76Qvz/+CLZuIUpSs3FeP5t4PBp/3KQpqH91xcQ4RU6Ix+pCpHqccpCuSCQXOTKC3ND3m5HgwiWLHKvT8CgiZX6dbokuRKH1losIkWNm05OvsiJnCGTmQtl+Js+4iOrKivBon2WiaSbPPvssL7/8cqcffW08Wjx//vyY7/Vs8lP7NZNazSSrURlQa+LV3thUTHFNiN+cP7DF7xuxNpT7NNK9TddTNEdrR7b/mVPDT/+1iS/3VjQRyC5ZpCZoENRN3M5iZAcHhzOAI5DbmURXuO43nFFxeieaupBBVoLrlKbhHc48DXORhw0bFiNEVVlkSr8MLNvGrUhsL6nhYFUQlySS4JJOSyjPnjCQFas0mPMkvHwrK5YtZtL5F4UtGFYQ27axbbtLjL42Hi0uKCjg4YcfbpI3fTYQMpomm7Q0Xs2ybf65uohnVxUxOTeNyf3SW/Se5X4NURDQTI2gYeM1wmVE+yp8dEt0kXCSavuWjmwDjMpJZuaQbqwuqmp2m6BhOQLZwcHhjOCsgGhHCgoKePD3D2AaRjgP2TRa3JgWaTtreLLx6yb9M70neJZDZyfSxDdu3Lgmj6myGBUDPVM8qLKIV5U4VB2Mabyz7da13+WfN5EB/t3hG6MuwzINqisreOb1hcy67kcoqqvLpFk0bCdUVTUqhlvTcNhVCBlWk0vqlsarLdp2lGdXFQFw+7T+LXo/ywIQmNo/nZ4pHjK8CiEj7FG3bAGfdupRhM1xblYiZT6N8njteYIdfX8HBweHjsYZimwnIlPBoVAIy7LC05SCQEpay0ZyGmPbNqIgkOZRTr6xQ5cnxaNw/sBMbNvGfaSG0joNVRIpqgqQqEp0S3S1KpHg3m8N5aZXCrB6j4yx7UB4pNKrSPz61rmdXmA2bifs27cvzz33HG+99RZXXXUVc+fOPdO72GbUBA0UKVYiN/b5Zo2YxJufraJux8qYn2nBgUoAZolfsf7DPSytrDipJUO3LDLdMi5ZYkR2MiW1ITYdqQbAJQlErtE0w0IUiHrkbdtusQ2jMaN6JAGwobiai87JinlMRDitfHAHBweH08ERyO1EZCo4Io4FQcCyLP54/2/4ettmZl41u1VtVoZl45bFUz4ROXRNBEGgX3oCxdVB6jSDHsku0jwqR2tDZCW23Is+atxEvlNk8m6RwZ9feSc2lkvTUFSFX938s3b8JG1Hw3bCP/zhD/zmN78B4JNPPgE4a0Ty0boQ3kb2gpF5E3jk5XdYuW4DA9PcPLg+gCnICPNeRlq8gW6X/ZxHvzeK9QfKEHet5N33/8Aiy0IQxZg2z4ZE4gV10yLZEz4liKJARoKCYIcFsCKLVAV0MrwKxbVBTAsGZHixbZtd5T4GpCcgnUJE4eBuiXgVidUHqpoIZEUKN+o5ODg4nAkci0U70XAqWJLCJ7lwo54WLf6IF6bfHAHdJMHlePG+iSS5ZSb0TcOjyAzMTGBI90RM2+JoXevKFKaNGoSNgLv3EKDBdL1lous6i5csbY/db1c++OCDmNtvvfXWGdqTtiWgmwT1pjnAhmVzd6HBm+YwHv18L6YQFrT2nKcwZsyl2G/zw9c3UqnZ2F9/gR32TWBbVlxLRnVQZ1+Fn6qATtCwSG4QBeeSJXqneij360j1s1chw8KrSCS7ZGzbJqBbJLuUU44LlCWR/Nw0vthbHtMmCuE85AqnUc/BweEM4QjkdiIyFfzggw/y9NNP43K5oqO/DbNoW4Jt21QGnZGUbzLpXpUp/dLonerBrUhkJrhwyyI+reXHhVUS9iEvWbcNiG1DUxSFiZOntsu+tyeXXXZZzO3Ro0fz8MMPU1BQcIb2qG2oCRogNPWaH6j0H/cFD7sYDm2Frz4HQ0P84kW+308izaNw6xAFtWgDohj+Ey+KYtzoNcuySfeq6KbNqJxkspPcMY8PyEwAwiPMaR6VkGEhCkJ9252GTzNJccunlac9Y0AG5X6dbSW1MfersohfN9DPgqxuBweHrodjsWhHGk4Fjxgxgsee+QeL3ngVyzTjnqyaw6+bZCe5GJ7t1Et/k/E2SBAY1zuV4uoA247WnjRZAMLpB//9kyvgxud59d01nJ8jxaSlDBg9kTHjJ7bn7rcLN9xwA6mpqbz11luMHj2av/71r2dFYciRmiBu6fiMUSTaLdQ//HnuG63w8G0/xKgpC2+gehEsnW//v5u5a9Z4BEEgr/5nm5KWTnUzHmTThlSPTEA3SXYriI1sEm5FYlj3ZEpqg/RK9bC6KMTQ7mFbREltkMqAQWaCys5SH15Fir5Oa5icm4YkCizbU86IHo3+xtnhuLsUjzOW4+Dg0LE4ArmDyM/P5x+j8pj07avYs2k141qQYRpBN22yk1Qn7sghiiQKYSFiC1QFdFLc8gn96YUFyzF0DYq/wsoZEi2sifxX4dcIdtEFUXPnzmXu3Lk8/PDDZ0VhiGXZ4bzzeqHZMNrNvvy3JA0cw8xpE9k+67u89cqL4SdpfixBiCkiaknkmg2kepSwtcKKkyQB9Ex1k5moIggwrX86aV61/n4PuhlO2lAkgV1lPjz1wlkWRVI9Souq05PdCnm9Unh53SEm56YztldKg0fDC/VSnMXJDg4OHYxzWd6BpHoURo+fyLTZP2fo6KYxX81hWDZe1flROcSS4lGY2DcV3bLYWxFAO0EkVsROIRzcDKk59B0T28YoiQJBvWtPZTeOgOvskXXNURsyMC07uugt6hXP6o/ddwzDzYPIosDMq2ajqMcXarZmViqCbUPfNA9DspOa3UYQBNyKhEuWouI4giKJyJLIgMxELhiYxdR+GZw/MJN+6V6qAi33D998Xl8APt1ZGnO/KgtUtuJ1HBwcHNoKZwS5AxEEgf7pXlyyQE3IIN3bshQCGxtVckaPHZqS5lUZ2j2JQ1VBakIGmXL8Yypip/h05TpeN6E6uU/M45IgEOyCXs9169axbdu2aEFIVy8MMUyLo7VBGg685uVPQXZ50Kb+GIK1ZNVuZHPhQEbmTeDZN97l/QXzQSAmGaclbXuaYZGgSm02MxWJHfSqMj2S3Xx1rI5yn0ZGQvxjsvE+TspNo/BQdcw2LlmksgMW6jWsL++Kx434Ubk4AAAgAElEQVSDg0Pb4wjkDiY3w0uCS2pyIjgxArLkxLs5xKdPmpesRBfLdof9qLZtY1p2NKc2wsi8CYwYO57Fz69hdVEVV4zoEX1MlgQC7VAE0ZY0FDEA8+bN44UXXsA0TVRV5c9//jPl5eVdWuQU1wQ5WB3E1eCCeGTeBM6953W2VtqIX77Ee+v/zcdvvhKNbGssgE/WtufXTCoDGm5Zol9G+xQPJagSPZJdlMUrAKnfx59f+10MXUdWFJ59410GZYVb9SJV1wAuSaTCr2NZdhN/dFvRuL68K3vXHRwc2g5HIHcwBQUFfLx4CSkDR5M1ZfLJn0BY8KiSY7FwaB6PEh4JNEyLo3UaIcOifxzxIwgC5/VN493tRzlQ6advWngblyRS5tNipvY7Ew1FjCRJCIKApmnRVsFQKMRtt92GaZqIosjTTz/dJfOQbRtK6zT6pnqi91UFdLZV2qRV7aGy8N9gmRhoMX7jhsS07cXZzqeFPb1lPr3Z0d3TRRQFRvRI5ou95dSFDBJdsaea9xfMR9fC4lnXNN5fMJ/RP7ob07IpqgowICMBCB+vFnCwKkDf9PYR843ry7uqd93BwaFtcVRXBxI5yf/PA/dzz41Xs3rVyaOoNMPCo0gkqI7FwuHEpHoUgoaFJIJXlZqtpP7BmJ4AvLb+cPS+SNNja2LjOpKGIkbX9RhxLAgCoihiGAaWZWEYBrfedluXjHrzaSZZCWpMS+IHKwqxgcpPXwDLbDayLULD+L5429nYpHtUElWJJFf7jZG4FYn8vukEDJP9Ff6YuvQmHdoC9K8XwHvL/TEP+TSDfRV+jDayAPk1I7ogNWSY7e5d1wyLo7Wtyyx3cHA48zgCuQNpeJI3dJ21J8lBrvBr1IQMctO9ToOew0nJ8qrUaQaKJNZn08YXyOdkJTCpbxobimti7heg0zaXNRQxiqLECJqf//znPP3009FCHgDLNFm2bBmWFf876KzUhAzcjSrE120P51dTcQhBEJgwZXrcRrwIEb/5zXfe2+x2A7MSGN8ntUkRSVuT5JYZ2zOFVK9C0Dhu4QkvMAxnwyuqi5lXzaZvugdRaCqQ0z0K5X4d/2mkrPhCBkWV4dddf6iaXWU+ADYermHo6HHRzPr2sFfsLq+j8FBVmwl8BweHjsGxWHQQBQUFFBUVIcvhr1xVVUaOn9Ts9oZpUauZSEBWO02DOpxd9Ex1Ux3S8WsmSW6Zw1VBXHJ8ATQ0O5FVayrRDIuvNq2jsGA5g/POIyd5MjkpnrjPOZM0XoAH4QvOYcOGMWvWLKoDOrYNt912K6Zloaguxp43mbUHq5jYN+3M7nwLsW2b2qBOaqNIs4ArBWqC4KvEBi64dNZJ49uai3gLGRZJLhmPIuHpoNjIbkluevh0thypoW+aiCKJ9QsMFzVZSJjpEliyZiP56tHofcluhZBh49dan7EcYX+FnzKfRnaSm+qgEfUz+zUDzbRiMuvbgtqggV83OVgZ4GhdENuGg1VBeqe6sWxiZggcHBw6J45A7gAa+ydvuukm5syZQyBzIIZpNVlMBaCZNukehTSPQkI7ToM6nD0IgsCQbklopkVN0GgyEteQ3DQvlg2frVzD//zsSjQthCiK/PJ3j/LY/7ujA/e65TQWMfn5+RQXFxPUTVbur2Did67l4aQc9mxYzYAxE0nqN4wyX4iAbnaYGDwdNNPCtEFsNFt0OCBC+UEg/DP+euvmU34Pn2bE9aa3N141XFtdFdTJSnABTUX85sI1lG1dybFuA7jlustjRr9lEepOw/5T6tPQTJv9lX4kEaoDOuU+Db9uUeHTSFAlREHAp5lt4svefrSWQ1UBMhNUspPc7Kvws6G4mr3lPtyKxOR+6af9Hg4ODu2LcxnbATS0VpimSZ8+fcjPzyc7yYWvmWlDzbTISXYzqmdK3McdHOIhiuHM2nSvgiKJzU7r5tb7PVds3IGmhbAtC9Mw+MvvfsMXX67oyF1uNQUFBTF10n7dRDNtDlT4mTppEj/7zzs5f+oUaoPh+wNdpADFr5lNfOMB3eSokIx4OFwPbts2i958jc2Fa07pPYz6aumOpm+ah7zeKYiCQG3QoLSuabpFYcFy7MPbIbkbuiuJwgYWNFUWqQmcmkAO6CYB3cS0LHaV+sjwqiSoEhsPV2NYNtuP1bHqQCXbSmpYXVQZzRPXDCvWN90K/LpJrxR3dHFiTrKbnCQXkiBgWI7VwsGhK9BuAnnEiBHMmDGDGTNm8Nprr/H1119z4YUXMnnyZO66667odvfddx/Tp09n8uTJbNsWPgm0ZtuuQHOLQDITXFQF9bi+T8OynIV5DqeMLIn0T/dwsCoYtyGvT31Kgrf3IETx+J8By7JYvGRph+1na4nMxtx3331ceOGFrFu3jppg2LfbK9UTMxuTmaDiUURCJyhQ6UzUBI0mCSIbDldj2jCpf2Z0HYJlGjHisaVYto0ocMo2hdNBEARcskS/dC/lAR0LG6vRxUBe/hTkY2G/tdh7RMziQpcstap4pCFVfg1BCLf9pXsUREEgQZURBHDLIn1SPeimzZGaUNiHrxkUFBTwn/fcz9sfLQFgTQPh3BymZaMZFrppEdTNmGPRJYetJYmucB13V/PGOzh8E2m3ufvu3buzePHi6O1LL72Uf/7zn+Tm5nLNNdewevVqNE3j6NGjfP7552zdupW77rqLDz74gF/96lct3rYr0FyBQbpXYWR2MjtLfSSoUsxCPBuhWf+og0NL6JnioaQ2RIVfJ6eRxcCrSnRPVAl6U/nNg3/kD/fdhWVZKKrK6PNaFj94JmgcyVVQUECvMdPwKPF/VxRRpNyn0SPZ3cF72npKfaEmC/TWFFWhSgI3zLyAta//FUPXTqkx73h8mveMxvj1TvVgWjY+zWwS/zYybwJP//kxfrEiwPQf3R5jv5BFAc2yWmWXOVITJN2rsLPUR5IqNylESWlwoZDhVfDrJgHd4vMvV/CDK2aihTReeuox0j78GKP7IAK6eULv8OHqAIeqgti+AJISf5ReEARswlaOJLdjnXNw6My0229ow1EpwzAIBoPk5uYCcNVVV1FQUEB5eTnXXXcdAMOHD6eioqJV28bjueee47nnngOgpKSE0tLSuNt1NH379uVHP/oRAMXFxdH7vYArWEtJrYmnwYixL2BQ6Q6i1XSOP6Kd5Xs8W+io7zNXtak8Vk1pQERpVDaTkyiz51g1d1x6KdnZ2WwsXMPwMeMRkruxv+hQp1xINGzYMBQlLGwURWHQ4CEUHT5MgiKjx9ld3bTZVqrjr/TSK7XzLT6MYNs2RYeqSHbJ6A1+TAX7ysh1G6xZtoRf3Hk31dVVjM6bQJ++fakqO9ri1/drJm4g0TAoLo7vTe+oYzIZ0AIhysp8GI0WJPbvl8vw3Qc5ELSafD5fQGen6Ccr0XXS9zAtm02Hq1FkEV/IJMUjEzzJc7Zv2kDh2tWUHClGC4WwLAtd01i4aBHjvnsDRbKfNK9CdcAgzRveb9u2owMbRyoDHKryE6iupGe2RVUzSwBCQYOtZi190zrv8diZcM49bYPzPbaedlFfPp+PPXv2MG3aNLKzs3nsscfIyMiIPp6RkcGOHTs4duwYWVlZx3dGljl69GiLt7UsK0aIA8ydOzdaEDBu3DiysrLIyclpj4/ZZijJIdYdrCI10UVJbZA0j4ruNujdM6PNamDbgs7+PXY1Our7tL3pbD1aQ2pCrLAYmuNjwaYjJKZlMenCbzPpwm8DUOYLISYmkdNOxQynw6xZs1iyZEl0NsZKzKROSSH9BAurMmyb0jqNNCWBc7ISO3BvW05dyMBTI5PWQPyV1IbYU7kTqeANdq95M24rXksxfBqjcpLJPslIekcdk2m6yWGzjNQ4YndcboDnVx+k1E7knKyE6P0u3cQnCozKOfkCt0q/hlYpYgB9stwnjcncXLiGu265EV0PL6SWZBnBNJEVhaH5F5Ca2Q3N7SE5I4GviqronZ5KkktmTVEVY3qmULh2Na8t+oj+IycweGB/0rK6N/teXsPCsG1ycjKa3cYhFufc0zY432PraBeBnJCQwJ49ewD49NNPueOOO6iqqoo+XllZSVZWFoFAgMrKyuj9oiiSnp7e4m0bi+OuSrpXRZZE/JqJIAiU+zRSPIpjsXBoE7KSVOySpvcP657Eq+Zhdpf7GdztuHCURZHgafh260IGqiSiyiLF1QG6JbriJrWcKvn5+dSFDBZ++AlJPQfw7UtnnnB7URDISlTZU+anX7q3TfelragK6DTWcE99VAiA+dUX0EwrXkuxbbtTJXl4FIlEl0zQMDFMm71b1/P+gvkgwHkzr8Uti7y6/hC/u2RQzHOO1YXwhYyTJvscrArgkUUSVblFGfIN2wcF4PLZc8ju2Yux500m69xRZHhVSmpDSKJAhV9j1YEqRvRIosyn8dbHS/npNd8lFNJQVJU/PvMC3bJ7NPteqixSXRdCM6xOOUvj4OAQpl0Esmma0dD+rKwsBEEgFApx+PBhevbsydtvv83999/P7t27WbBgAVOnTmX79u306tULj8fT4m3PFiRRIDfNw8bDNZyblcDucj9Duyc65SAObYJLlvAqUpMT8rDsJAC2ltQ2EshCTKlDa9l4uJoeyW56p3rYVFzD0O5JbVITXFBQwLJly8jIyOA/f/lLdE1HURR6dv93k7iwwoLlpKSlU11ZEc3ZtQmnCyR3MoHsCxlsK6klUT3+57hw7Wo+OhCA3QVQWXzS9ryTIgi4m/Fpnyl6JrvZcqSGLevX8vu510Srp995fR4D7nqFrSVNR5dFQeBITZCBJ5gJ0E2L4uoQmQlqk8i85sjLn4IkSdiWhShJzLx6dpMLkawElYNVATK8KoIAO0vrEAX45LMlaJqGZZkYusbGwjXR2ZhmEQTqNIN02cm4d3DorLSLQN69ezc33ngjqqqiqirPPPMM5eXlXH311bhcLmbNmsWQIUMYNGgQH3zwAVOnTiUpKYlnn30WgMcff7zF254tZCe56ZEcigqJtsjidHCI0C3JRXF1MEYg5yS7SPXIbCup5eqRx0e8JFE45eQHw7SoCRmItSGO1ATRTItD1UF6pXqwbJugbpHklgnVjxwmuGR000IzrOio4JGaIBnecN3y0ZogXlVm64a10SxxQRAwLQvbstANYkZVNxeu4ZbrLo9G1wmiiKq6eOb1hfQYPIqAbtGZ1uvZts2m4hoCuklmg9/5j1ZtAnkIfL082p439/a7T2n0WDctZFFA7WQXBhkJKts2rGXhP55A148nVFimyZ7PF2HlX9dkUV6qR+Hr0jrSvAoZCfG9yJV+HZumedInR2j0byySKNAjyRUduDhWFwIERoyfhKwo2ICsqIxuwc9IEsI2EEUUncV6Dg6dlHb5zRw0aBArVsRmqfbv3z+aWxpBFEWeeeaZJs8fP358i7c9W0hyy0zok4Yqi6TkJDujx2c569atY9u2bTGpJu1JZoLKliO1mLZNRn0OriAIDM9OZtvR2phtJeHUBXJtyEAzLA5XB8lJdtEz2U1xTYjCg1UghB+/YGAmByoDFFUGuPCcTErrNHYcrWXGwEwgXLIwrHsS3ZNcbDtaS/dEF0uXLiUUCo/SCRF7lSAgy0rMqGpkqtyuz5q1LQtDD1sTrhg6huqATvekky/y6ih006YyoJHWaLFanScT6oCSndi23aL2vMaYlh22BAR0RvXofH9Ttq5fy+9uOj5y3BC7IlyMUlQZYFCj2Q2PInGsVmtWIB+sCuBt5Wh5YcFyTNPAtm0MXeP9BfPjft8Nv8N0j4Jpw9Ax43jkhQXs3riavPwp9Onb96Tv51EkDlYFOVankZ/rlIY4OHRGnEvXTkRkdK+zncgc2paCggKuueYadF1HVVWWLl3a7iI50SWT5JII6rHCd1j3RFbsq2DV6tXsWLuCvPwpDBszHl+odRaL1QcqOTcrgcPVQRJViZT6vFmAniluyn0aQcNEkUVqQwZ1QQNfyOBQVRC/blIbMgjqJoZlU+XXqQkaqLJIZcDAsGBoXj6KqqDr4fSKO+9/mOrKCgYNGRojZPLyp6AoKrodii7ijVgTVEmkOnhqWbrthW5aSKIQE3cGcMxngh4CXyWiKFJdGT+150Tsrwxg2RbnZiaSk9KJhs3reeWV/4sRxxmZ3akoPwYIyHVl6MCBRgIZQJXCx1BjDNNi/eFqyuo0uiW2bgYuYrGwzHBZy8I3XgEBZl7V1GoRQZZEttfbefLyp/CT28INlC1JF3HLImU+jZARzkzuTIuxHRwcwjgC2cGhg5k3bx5avTAIhULMmzev3QWyR5FI96qYlk1t0IhO647vncqzq4r45ZOvYa98NZqUkD1oFCHDxCWf/MRtWTYVfo2vjtlU+nW6JapNLvIyElRs26bCr3OsNkR1yMCjSmwsrkaVRCw73HhXFzJxKyJ7y33sLveR6VWoCGhkDBzBw/WjdOPqPcXQVIyMzJvAM68vjOtBtmybyoCOZdmIZzALOIJl2fh1E9tuui9yeg7CriJESYrrPd5b7qN3qgdFEjlUHSTJJcXk+lq2TbJLJifFxblZXWM9Q1VlGQgCoijyq1tv5o9lcKCyaVaaIolxG0irgwaldSEMy2715x2ZN4FZ37+et199Cdu2MQ2dt199ifcWzG82OSRi59F1rdUJI+E85HA5TF3IcASyg0MnxBHIDg4dTElJyQlvtxcT+qRSUhtic3E1SfW/+qN7ppBDDcV9RsOX86JJCTMHjaImaOCSLRJU+YTlEj4tLFZKfRoZHqVZcSIIAslumd3lPiwbutdHfIWbJGXWHazGxibVo2BaNm5Zio6uHqsNMWTMOKZNOXmJyci8CXGFiigImJZNTcgg1dPxbXKN2VRczdE6jXiFmbWih+ED+jDtznujAj+CYYYXW4YMC0USwbapCRpRgWzZ4QuWjASVkTmdt6p+zpw5vPjii2FfuRi+SLItCwQBf1U52UlDOFAZaPI8WRQIGSZ+zcC0IGiYZHjVsCfYhuwW5CTHY+ZVs3lvwXy0UBDbtqN2i+aSQ95/az6hYHj/dDvU6oQRryIhCgIHKgNknuI+Ozg4tB+OQHZw6GCys7NPeLu9EAQBWQw3eTVkdK80ik0voupCFkXy8qfgkSUOVgUI6ha56d4TTtHXBHVEQaBn8slP8ookktXIO5rokkl0xZYuNMarSqcUPbe5wRT4yLwJuGWR3WU+xvVObfVrtSW2bVPm08jwKk0Wk/k1kz1lPuaM602ee0q0Vjoivvy6SapHqbfLGLhkCQubqoCOYVmETJuBGV76ZyQ0fttORX5+PkuXLuWzJUspNVSefeS30abAlLR0lLJjfHW4qT8ZQETgiz0VIIRtKkO6JbK/ws+Rrzfx4eoVTS4qIjQ+HhoSmX14f8F8Fr35GpZpNJscsrlwDe+8Pi9627IsamtqePGpxxk0ZOjJUywIH/de1abcp3WaWQ0HB4fjOALZwaGDmTNnDi+88ELUgzxnzpwOe29ZFMCOvW/yiIF8cOhrvv/L+/nWpLxwJJptc6wuhCiIaCcQptUBna9LfXjbYIr4RNPiERHdGpqbAi+pDVLh10j3npmkGM2w2HC4Gt2y4yYtbCmpwbQhLVDCLT+5ssn+a6ZNhluur2pW6Zkq45ElAoZJgiqjiEKXGZHMz88nPz+ftUWVDBo6jO3rCkhJS+exB+4llH8DDL+YDetWM2bcxJjnNUz5qQsZfF1ax+Edm/jPG65o1vJwIktEQ+E88+rZ4SecwIP8/oL5WGaszeO155/Gsm0UWeGZ+f9u0WiyKAhY2E71tINDJ8T5jXRw6GDy8/N58803OzTFIoIiiU1SrPqmhaMFx156DSPrkyQiYjVkmNSGmi5ss22bosoA24+G83u98XwCZ5iG5Q8NSzaSXQobD9cwpV/6GSlqCBomxTVB0jxN//xuLlzDi8v3ItCT2h2r4u6/DfRK8dA7xUP3zpRZdxr0SnFTMWIsE8/L58WnHkfXNSj+CsZ8l08LNjQRyA0JXzzJfLhmRdzvK0Jzx0ND4RzO7xcwTQNFUZl51ez4b9rod0gQBAzDBGx0aJ3dwhaoDemOQHZw6GR0rmBMB4dvCOPGjeOee+7pUHEM4RHkxmOWvVPDIquokd8zySWjGRY+vekIcplPY0tJLeletVOKYzieaCE1WujmVaWwhzXOQq+OIGRYeBSRJFesDzoi1NYVVWAf28OuzeuQJDlm/w3TQhEFuiW6zhpxDJDmVTGssL86JS0dURAQSnYCoOSOatFrNPfzbu7xlLR0Xnzqcd5/a/5x4azrGNH/16L2lsbMvGo2ihoepY/GDtZPzUiS1KpCl0iihYODQ+fCuWR1cPgGoUgioihgmFa0cjlBlcnwKhRVxQpktyzRK9WDv34RXlA30U2bJLdMdVDHLYU9zZ2Nhk1637lqdtypclEIN9idicV6Ps1EjFNGUViwnJBhQo9zYfPHfP75B8iKwuXXzWHmVbPpM3QM1UGDfhnes86v6lYkeqa4+GTZch574F5My0LwlZMgGuypEXnxqceb9RVHaJhgciKPceTYeOyBe6OjxpIkIwBi/QjyifzHkdd69o1FFBYsp6T4UNSPLAgCl3z3ilYt1vOoEmV12gk9+A4ODh2PI5AdHL5BSKLAoKwEtpXUxWTF9knzNBlBhuO104Zpsbfcx8GqIG5FRJXEM2JPOBnNNek1nipXJZGqoE5PPB2+j4erAiTEGXVPSUuHHoNBdsGhrdi2jWWaZOf0YuiY8RysCqBIQqcqOmkLIhXiM2bMYM/G1ehauOhFFASS/UdZVSmx5qWHWhSl1lyCSePHIzYOyzQRgMtnzyG7Z6+oIG5OZMd7rc2Fa3hvwXwMwgsMv/Wdy1v1+WVRQLMsgoYV0xro4OBwZnEEsoPDN4yeKR72lfsJGibu+pzjPqkelu+LX0ZRFzL5fE85kihg2jaGaePTdDLP0CK3E7FiZQGaIMVt0msodlyyRIW/4zOR60IGNZpJtzhV8lUVFTD+CtD8sH99OHWkfhRTMyzSPAqyJJDkOnv+bBcUFEQrxFVV5Y7fPYyiKhh6uLY5Q6+gOGUEljcdw1/R6ii15ojYLSKidubVsTMMLXmPhgv7Go5ct6RJrykCdSHDEcgODp2Is+cvrYODQ4uQRIF+6V52HKuNCuTcdC//3naUSr9GWiPh2z/Di18zqQnpZCd1Xt9ruU/jRXMszP4jwsu3hkeQBQEEITw62wBVEjhQFWJ3uY9zsxKbecW2p6Q2iNyMHs8aOQlMHWHlK8gizJr946g1pCqgk53sZlBWwlk1Db9s2TI0TcM0TTRNI1BdyR9feouv168iL38KRXUWWzboCNN/grz4r63y9sajKqBzuDp4UjvGieLgIo83TsRoTZNeY9ySyP4KP5kJTUt2HBwczgyOQHZw+AaSmahiHQ1HjqmyyLDuSQBsO1rHlH7pTbb3qlKnXYwXYd2hKiyAtJ5Mn3MHNTtWsnndaizL4rEH7mXg4OO11IIg0CvFzf6KAP3TvVE/dntiWTZFFQGSmxkBrkrsBezjR1OHM+03P40RZrplke5VOmQ/O5IZM2agqmp0BHn6jBmovYYyadIkAEYCHx1awXrO4+kbLzjt0eP/eGcrO47V8fw1I0nsO4xEuRdDR/SI2eZkDXmbC9fw3BOPRG08kUQMCFszGuYgF1cH+em/NnH+wAz+6/yBze5XklvmWF2IgG7iVZ3TsoNDZ8D5TXRw+AbiVWW6J7mpC+moiAzpnogkwJYjNXEFcmdm0bYS/JrJ21tKkEQBr2TzuTwYBvcDfxJs+TiuzUIWBUzboqQ2SK9Ub7vvZ23IIGTapDQjcneV+eieqHLbz/4jHPcWszBNwN0JPd+nS35+Pp999lnUgzx2/ASW7i6LWbA2LE1kVanMEb/N6Ba8ZuPR38JDVSzcWsIvJuWy41gdAP9YXURAN9l8pBbLhmtH50Sf31wcXOS1f37tLHQtBIAoitFEjKiolhX+8upCeg4exQdfHaPUp/GvTUe4dXIuCScQv4IAx2o1cjOc07KDQ2fA+U10cPiG4pIFqgPhaCqPIjEgI4GtJbWn/bonm55uSzTT4vef7gYgQZV46orhfLbwDRYkDw1vcPGtsGMJsizHnZ5PdslsPFyDV5XbvTjkWF2IE2ncQ1VBeqV64o5g9hg8GtdZKJDheFlIhBS3QsiwcCsSmwvXMO9/fw3XPMIDDz1Cz4R7T3hMNVykKYoiv3nwj7xqDOdAZYAPvypFBC46N4tPdpZGn/PJzlL6pHp4dOlu/t9F5zTxJzc8bt5/a35UHAMMGTmGO+9/KEZUa0mZ3LGyDv/KtTH79szKA8wYkMHgbokkxplFSHMrfF1aR580z1mXUuLg0BVxBLKDwzcUlyxiNWjVG5adxKc7S7Hs+A1vLeFk09OnytuvvsSSDxdxwaWzuPL6Hx9/v6Ph5I3z+qTy6xkDyE334po0hn/f8gv082+GHoM4/4b/4IffuyTufrhlCVUyqfLr7SqQg7rJ/gr/CRfYHa4OMKVfOoUFi2NGMNcVLGfW4FFRv/jZTlaiyv5yP25ForBgOUZZEQBmUrcTLtKLWB9CoSDYNqZl8eiD98PN/wcIsOVjpK0fk/29mYzae5Be+ZeRM3Qc/1hdxN0f7MCnmby09iB/uXw8N/z5Law9a5k66bzY92vUQjl42Mjo44qiotsh7EHT8KNybT+J4YMGMigrgbe2lDB/YzHzNxYzqW8aT14xvMn+y5KIDQR0k4SzaCGmg0NX5ewcknBwcDgpLknEaKCQh/dIok4zORAn7q2lNBxJ07UQzz3xCJsL15zWfr796ks8dM/trPpiKQ/dcztvv/pS9LFVh324ZJE/zRpKbnrYJjEybwLPPvM35vQKApB3xY0nFOkJqsTBqgCG2Xyl9ulSGzIw7fomwziU1IYo9+v0y/A2KbQYOX4SKR71GxpMBDcAACAASURBVDOqmOpW0OuPy7z8Kai2CXUVCBm9m12kF7kwW738c7CPH9PW4OmYCAhv/AY+fRqjZA/z/v4XNn3yNu8/8DMy9izl19P7k1afh73uUDV//mIv/9xpsCZzWpPjZubVs1HU8EI6RVWjtdQj8yZw5/0PIQgCdrcBUHmYt++8kp6+/fTPSODO6f25ckQ2ACsPVMb83jXEtsPHioODw5nHEcgODt9QFEnEbHCiHtUjGYDnVh045deMiDtRFLEsi9XLP+eW6y4/LZG85MNFcW/vKffx/q5qpvfPaDK6OjJvAv9x2630SnFTcKASIOrrbbwvbkXCr5vUhgxs28a244uX0yGgmXGqQY4TidibnJseTVi4+c57eeb1hQwYMZbMhI4vNDlTJLpkBISoVefO+x+iT5JIztjzm73QKSxYHl00ByDIKkJGb+xJN5Cr+FHK94drpBvNjCz7aBGzx/Rk4U/G8+nciWQlqMzfWAzA9qO1HKkJcvuibby5KXxfuCDkXX5x13/z7BvvRvfHtm22leuYWf0hdywUfxXTxCcKAvdeeA6/v2QQAPvK/XE/R7JbYsexupjfSwcHhzODM4/j4PANRRQEDMuOJlnkpnu5dHA3PttVGr2vtUTE3XNPPMLq5Z/H5BBDywoYGnPBpbNY9cXS6O1zh45k4dYS/rRsDwmqyJ3T+8d9niAInD8wk9fWH+LvL7/GSw/8EtOyUFVXE+uHKAjUBg3K6jSChsmInJRWf/YTUasZqFLzEvnLveVkuWHpq39nQ3o61ZUV0e+p1KeR6v7mCGS3IrFr8zru+vHVUavOtx5ewPuHTPyaGTdNJSUtPSqOAXr94m8clLuhivDkDeMpOy8c6VZbU8O8v/8lut25Q0fy8D13RNsW3/7ROJbtKac2ZPDHZXv48fyNlPt1vtxbwcwh3fGqUtwykjc3H+Hf1mD4wWNQVwHL5yFKYd97Q0/+iAEjANh0pIZzshKafnZZojYU4mBVIDoj4uDgcGZwBLKDwzeUjASV3HQvpXWhqBi+YGAGH351jB3H6hiVk3xKrzsybwJzb7+bwlUrMHQdUZJiV/m3wpu8uXAN1ZUVXHr59/l40QJs2+a1JWswvBcCcN/UHDLilG5E+NG4Xryz6RDPb60BIzx1rYVCTbysCapEUVUAjypR4dMZ3sa1vxV+HVczHuKAbrL6QCX2xg94ZulzMQ2A4QV6o75xntRd9Y16lhX2YYuHt2HZg1lVVMkFAzObbF9dWYEgiuHvLqU7B+VuAPxiiExOipucBqK2V99clny4iHOHjuTV5/+GaegALPrXazz7xiK+Vb9dt0SVp1bsp9wffnzxrlIWbD7C6JwU7pjen6qAzr4KP6Nzkvl8TzkAWVKIsvf/P3tnHh5Veb7/z1lmyb4n7PuOhCUQCItGUEFRiuKORWvValvrt1q12vpzrWuttlUR2ypaUVRERXGrQJBAIBCWyC6yE0LIvs6c9ffHZMZMMhPCqsL7uS4vYebMzDnDmZnnPO/93PfT2HWVyE4nO7ZuDkRaOxxOXnrrA9rHuMjbXcHl6e2bHwYACRFOtpXUkhbjEsEhAsEPiJBYCARnKIos0SHWhd5Ee+sPzdhVHnoJ+GiwVTd2VAIgsSLnK7yehoA22d9Rbg2/rnTms4/z5SfzsfEtZZudBwPwzMX9Gdmx9ZCP+AgHfcrWQseB0P9c337ZFps2rA2SWkQ4FGo0g4p6nQbdxGucOD2yRzep9ZphXSje3VCEYYP13coWCYB5uV+jyvJpafHWGueNPxeH0xHQYfdPdODC4MP8bSG3z8gai9PpQlEU5HY+v2HpnXuZ+ZtpzJ8zO0hac9n0G3jhzfnU1VYHimMAvclKB8C4HknMvW4YebePYUBaNI/+71s2H6rlrXUH2H64ljsXbObm9wp5c+0BNhbXcNmgdlwpFSId3ArYWKbB4s8WfD9wqWusXbmcs3smkbennBpPaK2xKkvIEiGj3wUCwanjzGpLCASCIGLcwV8B7WJcvpS5Y/xxfn3NPj74ppjzaldhZN8M/c5Bf/seln75aWAby7JaJNuFYuH7c9G8HmzbRpZlFFnGliSs1J70jvXJJ9qSWtbNu4e1xTEw8grY4pNqLP3yU/KWLg7qZCdFODlU48WhSNTrJu4T1L2r9hjNpa8BcneV88/c3aS4oerQtxiN2m2fv66DLoMySYx0nHHpauPPHsvjr85jx7pVJCQm8uzD9+M99zZWeDJYt2YVQ4ePDNq+aTLe4qpotgB2yS50U+PpB+7Gsm0cDid3Pfh4QL7S3JFCkeUWQ4CSJOFQJP4x9SxeX7OPJTvKOFDl4b5PtwY+I39ftos4t8qlZ7VDj2+0iDN0VIeT8RdOYV3+yiDLOLljKu+sL2LRjlKmntUu5PFHOhQqG/SQ9wkEglODKJAFgjMYl6oQ7VLxGhYuVUaRJTrFR7Cn4ug7yJZt88/c3QAsjR4KfRo7ZAPHYx/eBak9oGgLSBJVFeWtPldhQT4L3p0TGJiToxIY+39/xdFQyVdWT8b27dTm/bp42tV88PDfscffComdoXwftm23CA9RZIkOcW5K6zTqNeOE2b4dqvHgCqM//mhTMQAzr8ygesR8CvJyiUvwaZD7DhtFvyEjAg4LZxLRLpVzx40hY8RI3vvXP9B1DXashP7Z/Dq3gRUZwRIYv853UOYY5qzRkHZvQbZ0kGVMy8K2LHTby1N//gOWZaE6HNz98FM4nE50TUNWFO597K9hZT/xEQ7uGNeDO8b1IOe7Ml7I9RXFvxnTjd3lDcwY3onkKCekZfLMy6+xbcvmgIa8V78BQdp727bpmhDB62v2cUGflJCaaociUy3cLASCHxRRIAsEZzhpMS72lNfjUn0FYa+kKAoPVh/182w/XAdA14QIKjw6UXYNdRVVMOBcSOgAndPhfy+ilnzLB85M3OsO8LOB7fjDx5sZkBbNb8d258ONxSiSRGleLoYrGuLikUp30fG6h8ipSwKS6JEUyY2Zndu8X+kZmTz8h9v5f2t1+p93GTs+fBnLNFqEQPhxKTIV9Tqd4o/6LWiBbdscqtXC+h9vL6njgj4pvoGsxODhr9I6jaQoB+1i3ce/Iz8x8vLymPfJF3RLzyQuIRFZkrD3rscGdBTWHahmWCffIGUgHCQ6FbngMObgi7hnYjrfKTMoKy1h+ZKvMA0dy7ahUcKiaxorlnzFlCumBwb02jo4mt0zieyeSWHvHzB4aCBqOhSSJHFR/1RmrtjDXxZ9y18u7NdiG0WWMCwL3bTCWgMKBIKTiyiQBYIznMRIJztK6wJ/H5AWzZfbD1Ner7Wpi5q/t4KPNh1iY3ENMS6VWZenkxzlpLAgn1t/eRfahXf7imMg4uzraGeVs6ve5sXlu3EoMvn7KsnfV8nEvqk89tW3ADw9Ygz2Ze0gqTPyu/dRl9AVPDCySzx3Z/c86uGlC8Zk8sj6FYycej13X3NRq24aLlWmouHEdO8qG3R000IN4WHcoJsUVXu4ZGBayMfatk3PpKgzblArLy+PCRMmoDV2dkHCtCxkNP4vaSd/K+vB2gNVgQK5IC8XTY3AnvFPTKCTVEW/+FSee+8tDF1DkmVft9kK1pUvW/Q5Nr6Aj8nTrm6xHyciEdIXTX1JoEv9x8f+ymXTb+DqIR2YuWIPi74t5aELwhfBmiEKZIHgh0IUyALBGU6MSw3y6B3S6F6xck8lF/VPbfWxpmXz6/kbAVAkmHVFOkVb1/NxY2Hx8n9ms3pFLvRWOeyxmbc7jl34ChuPYfHk4h2B57pmztrAn1/YrEOSr0tsXvkEpR7447k9uXxwh2M6RlWR6ZkUyaZDNfx2WkubrqY4VZmqOg3PCdAhH67VcIYpcNYdqMIGeiW3tPvyc6YVxwA5OTlomoZpmlj+oUXbBknCU1VGt8SBbGoSiZ6RNRbli3wMQNq7nruuyAyKhLZNE5q5UMuKgmXbvmFItBauJsebCOkvrjdtWIuuaQBYpslTf/4DvfoNID0jk8cm9eXPn29jT0VDmHNAwmtahD87BALByUQUyALBGY5TlXE5FAzTQlVkBrSLITnKyZLvSo9YIO+r9A0qXTIgjRnDO1Gza2NQYXHXg48jS5CR4osNlt6ei+2OQy7bwyW33M2g8ZfQOzmK+karM//Q4H9yt0NtLWz8EroO5ZyOLi4dFDpFra0M7RjHBxuL27RsbdtQVq/hUmSSo13H/JqVDXpY94q564tIinQwpltCi/sMy8apyMfkRf1TJzs7G6fTGdRBbiqJKa6MY+GWEsrqNJKinKRnZJL989+RU6Tx8rWZDBk+ktwF7wQ9p9L47y0rClOunE7fgek8+/D9GLoWUmrTNBEyVAHdGps3rOPu22706aabYVpW4Ll6JvlK351l9aELZNvXQRYIBD8MokAWCAQkRjiobNCJVmRkSSK7ZxKfbD6ExzBbpNQ1xa9VvmZoB7onRvKHe/+B1+MrmnXb28JBwFmxH0Pfiepw8rMxg0lvMsU/ovP3ot+h0kFuu+bn6JoXKf9dxjz6DMpxRi2P6prA3PVFrNpbydjurbtouFSJPeUNVHp0xvdKPqZOsm3bVHsNYkPoj3eX17NidwVTuyq8OfP5Fsv4Ht0koRV/59OZrKwsFi1axBdfLSau1xDiIxxBUgf5YDUfbCzmklfzmdA7hcEdYllZCsM6JzFkuC+IY/LlV7PgvTkYuh4YyGsavgK0GJ5rij8Rsqn7RFtZX5AfKK5lWQ6kSoJPzuF/ri4JEciSLxESUlo8j0uV2FNRT5RTxaWemRdLAsEPiSiQBQIBUS6Fw7W+JenCgny0jYV4rL6MfWEFK28fgxqi47p6XyXP5HxH14QIeiRGMn/ObHK+WBi0jd9BwECjqqKcmW9/yMJ5c5uveLcgPSOTux58nKcfuBvTsnj24fsDS9PHysgu8cS5VT7fWnLEAjnKoVDeoNOgW2imdUwFco3XQDetFoV9zo5S/vDJFlQJPn3oRozq0hbL+B7DousZ6F7hJysrC8O0eHX+p5x99jn84rd3Bu47q30sb183jPcLD7JwSwmfbS2hfYyLB87vHdjGHwndmoY4VCJe0/v8tnFHq0EekpEZVFzf9eDjbNtYGBgGBHjthb8Rl5BIgt2eldv3M8ZV0uK1Yt0Oyuo0vt5ZRqxbZWz3xDPO7k8g+CERBbJAICBCVTDtJo4Apgm3zwNg9v9WcdOkrKDtv95Zxh8XbqFzfAS/6WXw35nPk9PE6xiga89eFO3b12IZ+5P356LrGp/Mm9uqtrOqovx7nah+dMvcoXAoMhN6JzP/m2J+ldWVzvERYbdVFRmPYaFIHHNoSFWDjhyioHl19T4AzpN28GV1KZZpolkeFs6bGzg+27bDOl+cCeTl5THxgvPxejXenvlci/OkZ1IU95zbi9+O6c6CzcWk1e3n8zdeCiowWyuA28KxPn7A4KEhi+vCgnwWzpvLgvfewjB0XyjMeb+mrO84bnr0BmxDQ3U4mPXOx8D3sez9hwynwqNT4zWIPYMixwWCH5oz9xtYIBAE8Gly7aBwDp6/DG59g1feX0lmihL4oS+u8XL3J1vomxLFrd017p5xKbqutehuXXPjbS2WsV974W9t1nYezzJ3OCb1TWX+N8VcOnsNy387Jqw+GKDyu29YkpNDybhzuHHq+SG76K1R6zVxNvM/1k2LbSW13JjZmbEuF4v+oWCZJrZts+C9t5h8eaPdmERIf9wzBf+gnmWZgYS7UOdJpFNhgHmA235x6TEP1J0MmhfXgQtP/2fLz54NkD4JK8XnEa5rGm/M/Ad5Xy8OOp72fYdQp5miQBYITiFC1CQQCFAVic3r1gSFc2AZULwdK61XUATv+gNVmJbN/RN6s23NcjTNi2WaWKbJ0MzRjDr7XO5/4jkum35Di9fxF73+COHWil7/Mvetd91/woqeIR1jGdzo0pG3O3xYib+gmfPPp7l9+lSWLFt+1K9V4zVaDAPurWzAtKFHYiTpGZlMuXJ64MLCMg0K8nKxbBtZks64eOmm+Af1FEXB4XC0ep74L+r8cc5tiTE/VgoL8oNiq9uKf+gvqDgG2LMWTAN6fn9uHy4pDlxEal7fyoJTlaiobzn0JxAITh6igywQCHDIMoWrV2CaZuA2RVGw9m/EHjsDevfi2jlrmTaoPRuLa3AqEr2SIvmyutq3VIxPFvDNutW88u4npGdkhrXKOhpt5/EukzdHliReumwQZ7+4nE2HasnulRxyu4CLgWViGPDV4sWcnz3uqF6rxmu0kElsLakFoHtiJODTpH4yb26QDMVrWMS7z7x46ab4B/W+WryYqB5Dwp4DLRIXFfWErDSEe62jtX7z273FJSTicDjRbW9gYA8ArQH2b4QeI2DZ6zicLn521XVs3bgBILCycMGlV6EMzjgpxyUQCEIjCmSBQICqSKSPGN1iuOhAeQ1zbXhpi4GNwRONvsWXDWrH5vVrmPPvF4OexzSMwHJ4U6ss3fbyynNPcsvv/3jCi96jxaXKdE+KZPvh2rDb+Dvduu1FkiQcUXFH9Roe3UQ37RYDel9sPUxajIveKT5br1AXDIfrvK16I58pZGVlkZWVxfJdZRyq8ZIW09JuryAvN3BRJ0kSU664toW04XjDPpq+1tFYvzUvqO968HE+mvsmmzasBZp0kneuhnNvJvVnd/DkDRexY+tmrCYXqqahU5i/nM4DhuA1TFytuMoIBIITx5m7hicQCAK4FJkBQ4fz0lsfMG7CJHr1GwDAOaNHcom0mWgHJEQ4iHGpTO6fyr3n+mQXVrN0sqayCX+R6be5WpW7lNuumcr8ObOPaZn6RDIwLYbCgzWY1veFStPlc7+Lhn/f//rQfaxYsaLNz1+nmdgEL6eX1mms3FvBRf1SQw7vARimhUOW6RIfeWwHdhqSFuMGyffeNKepZMfpcjP58u8T8fwF6sxnH+e2a6Ye9/l2NPIgaFZQ6xrbNhayfcs30Oy8YEceAId7nMtfH/kTT/7priAphizLgdeq9ZoIBIJTg+ggCwQCZFnCrSps37qZnC99Vm2b1hegOhxYloUaEcNTs+cybPjIQGxyRtZYnE6XL7FMkjj7vEnMuPV3QS4CM9/+kFeee5JVuUuxLQtdC/ZGPtEDVbppUV6vkxLtDFuEAozsksBHmw6xvqiKjE7xIZfPqyrKAzZ1mqbxv0VLGD16dJv2o8ZroDR7/c+3lmDZMLlJ+Erz13381fe4YtJ44XnbhJ5JkXh0k5JaL3HNNN2tSXZa6/geS0ri0cqDmg+ZIoFhfB9h3r1XX7r27EVSSiql3kKWutLZfKguKBJblmXuefQZ0jMyKa/XqGzwhaMIBIKTjyiQBQIBAHERDhZ/uiDoNkPXATAbatiUv5zMzJGB+9pSMKRnZHLL7//IuvyVGLoGkhTkjXy81m3NqfIYRLkU6jWT6FZs0sb1SCTOrfJmwQEch7bz7EP34/V4ABsDjYXz5rLz223f66stC8sdjWm1lE2EorTOGxQTXVzj5c21B0hvH0O3xO+7w82LuG9Wr+D2Ky889jfgNESSJOIjVA5UeULeH06y07RAVVQHfYeNwrZt9lY2YFi+wru0TiMhwoEiSxys9hDjUoPOm6YSDeCo5BpNPx/DRo3hu21bAucTwO7vtlO0fy8z3/6Qf77wAgxOh+RuULQFAEVVuffRZwLDrpEOhX2VHqKdKmmx7ra+fQKB4BgRBbJAIACgXYyLrPMmszo3J3Cb6nBgW1aLJeWmhUPTEIdQNC0U4hISW434PRb8RU98hAPLtmkf42Lb4To00yLO7QhZ0EY4FK4Z2pGX8/awbBewfQf+pW8b+ODt14PkI5IksevAIao8OomRrXfwbNumvF4noUnQx7M531Fap/HkRf2Ctm3eZRySOfqIMdhnIg5FaSFZORJNz7tugzPpOnAYxTVe4twOLNsnebFtaNB9F1O+UBgtUCA37e4rjZHXpmm0aeXDtm08hkV6RiadBwyhXrNYvSIXSZaDhlr9rhtn9e7BOm8dJHcBIHvi5KDVGPBp54vKG6jTKjm/T6pYZRAITjKiQBYIBAAkRDqYdOXPiXapLP5sAeMvnBIyjvdYpvmbdvlai/g9Fuo0k5RoFwerPfRLjaZ3SjQJkU6Ka7xsKq6hXbSLGHfLr7qrBnfg5bw9vr8MnQwr3gJ83eLmdlyyLFNWfIDc3BVMuSC71f0pq9MwLTsg8dBNi5V7K7g8vT1DOgYP+zUt4tIzx3DWsBHH+C6c3jgUiSPGL4YgPSOTAUOGU6ebZHZJwGtYOBWZ7YdrqfYatItxsa+igWgXOBUpqARv2t0PKmrbsPJRp5l4DItqj4GNTc+kSPoMG4XT6ULTvNiWhSzLqA4ncQmJ/Psff4Up7SCtFzNuvYPf3f9Qi+eUJImuCRGU1WtUe3SSo1sOLQoEghOHKJAFAgEALlUhPsLBhVf+PMjDuHkhcLTT/M050S4W9YZJ7+RobNumT0o0kiSREu3CpcpUNuh49NCDTTFulccyHPx5SRF0HAiArCgtBg8lWUaSZT5/bw6LP3qPxYsXkZWVFeopAdhWUouzSRf4QJWHBt1iUPuYkNv7348aj0GMSzgUhMIhH3u31Gv6bPOiXSr+mrJXchQORaJBt/jmYA1OVUKWJWzbVwRLkhTU3ZcbO8iWabRp5cNjWPRJicatSuyuaKB7UiTDM0fy2L/fZeOaPNqlJlNbWUFG1tjA54miLZAxFbczvLuKIkvIkkS99sMP6/mTIkNdfAoEpwPizBYIBAE6xbnZfKg2SD/bnFAJd/4YXSSft++psnGzLF9fsXO8m05x7qDBq1i3g17JURQWVYd9/KRxo8g5uIIlBxK4+LqbGDhwIM8+fH/Q4GFSSiofvP0GlmWi6RpfLVoctkA2TIsar0Fyk0Gq/Y3a2c5x4aOtwVdUiQGs0KiKRAv3hzbiNSw6xQUn0MU1yl/cqk23hAiKa7w4FIn2sW5Ka70kRDrpO3g4L8z5gM/nvwMS9B2YTlVFediVj2qPHrBgs2yIi1BJjHTSvvHffWyPJIZ2msTe887mYJWX+CYSHIfDib5nLVbm5VR1af2zo8oS9cYPXyBvPlSDbUNG5zhcqhK4sBAITheOWCBfe+213H777a12TAQCwenBtg0FzF3wOWeffQ5AyKK3+XAewK+uugRd8yV9LXj3LWa9s6DNIQrHI7Wo9OhkdI0O6w0b4VCwmsklmr/uZaP689X8jQyfcTcd63Zz8bSrg465sCDfF+aBhupwMGxU+O5hSY0XG4IKhf2VDQB0im99sGrL+tWsnLeeieeNF9+3zXCrMg5ZxrDsgItKa1i2zY6yOronRKKZVtgupyxLZHZN4JuD1Rys9tAnJYqyOo39VQ1EOFRqvAYL3puDrvmi1H/+q9+FPVfL6nVMSyPGsFBlidhmQ6KSJBHtUkmJcrG34vuBw6afp6UxEp8VSdzi0YkLEyvtUCTqtZaWd6caWYKKBoOvvyunY5yLBt0ko3PCD71bAsEJ44gF8iOPPMKsWbN4+OGHufbaa7nmmmtwOEQevEBwupGXl8eUiybi9WrMefGvWJaNafhcLJoXvU1lEq+98LeA2wUQGDxqreidP2c2Tz9wN4ZpoihK0LR+Wymr00iNdtI9KbxncIxLxaHIGKaFqsgh9dMZQ0fQKzmSJ7/ahmfZW1jrPsaJxeRpVweO9a4HH2fxZwsYff5kugwYEvb1imp8LgNN2VpSS5xbDRraa86GNau478bLMXSdp5/4C4sWtS7jONOQJIn2sS4OVgd3XsNR4zVIjXaxp6KBQe1jSDrCYGW3hEh0wyLSqTKqawJbD9eSFu3i7x+9G7jws22bN17+O526dgt5rkY5Fd8gXZHGuJ5RqGGGLSMcSguNu//zNPZwHdfOWcur+fv4/dk9Qj5elWUadCPkfaeSet23WhLpkNl+uA5FluivGUQ6xcK04PTgiMKuXr168cwzz/DBBx+waNEiunXrxsMPP0xdXd2p2D+BQHCKyMnJQdMa45V1PVAcw/dFbygyssaiNrloPpJGs7Agn6ceuNvnCWvbmIbBk3+6i/lzZrd5X+s1k0inQo+kqFaXdRVZondyFOUNvmNpHt5QkJeLIkvcN743dQaYWddij7wq6HgLC/J59uH7yV/+NS/+5QFyli1vUeCAr4CqqNdxO+Sg21bvr2J45/hW93PVilx0Tcc0TTRNIycnp83vxZlAXl4e77zyDza0MexDa9Qd90iKpH9aDPIRus4xbpX0DrEARLlUMjrFt4gJ97P4M58Vot3Ypa7xGBimhUuV6ZEYSfsYN10SwstpIhwKskTIc6h3ShQXD0jjvQ1FVDboQeE1fpyKRI3XwPsDyCwOVXtY8u3hgLa/R1Ik7WLddI6PIMIhs7ui/pTvk0Bwsjhigbx7927+3//7f/zsZz9j5MiRbN26lf79+3PllVce8cmHDRvG559/zrJly+jRowfZ2dlkZ2dTXl4OwMyZMzn77LMZOXIkS5cuBaC4uJiLL76YcePGccMNN6A3dqZCbSsQCE4c2dnZOJ3+pDAHihq66G3+o52ekcmsdz5m2vRfMO26XwR1mmu9BlUePeh1msYD+7Esi6cfuJvCgvyQRUFz6nWT7omRbfIk7hwfQXyEgxqPETYNTTq4FXnFm74HdB2GrKiB+xa+PxfN6wkU1WtXLQ85JFXrNTGauFeAb0DvUI2X4Z1CR1X7j9UVHRd4751OJ9nZ2Uc8rjOFvLw8JkyYwF8eeYj7b7yC/JUr2/AoiT4p0YzoktBmXWzzjq9TlTl/6pWNA3rfM3z8Rdi2TZ1m0i7aRZ1uoJk20U6VLgmR9E2LPuJFW/tYN1We0F3g6cM6opk2ry9a0yIJsLAgn9kvPseWdWsoqfG26bhOJPuqGihvMNh+uLbRWeR74twO9pY30KCbIYt/geCnxhHXQm6//XZuv/12X39cXAAAIABJREFUHnnkkcBtV155JcuXL2/1cfPmzaOqqgqAyspK7rjjDu64447A/Xv27OHjjz9m6dKllJSUcMkll5Cfn8+f/vQn7r//fkaPHs3dd9/N/PnzGTVqVMhtBQLBiSMrK4tFixbx2ZeLSOgzlPgIRwsNsl8aYVoWTqcrYPHm/08zLPZWNlBap5Ec5eRQrRcJKUhPGZeQCCF+QC3LYuG8uXzy/tyA9+yUK6eHHPqz8Q1aVbehYSXLEoPax/L1zrKA3tN/XH4K8nJh9fu+Jx5zHZnjLwrojxe8Oyfwgy8rKukjRlPZoBPVrMN4uNbbomBfs9/3HTi8c3yL/QrIPTQNh9PB03/9G3XVlWRnZwt5RRP8Kxu+iyqNlcu/ZsTIkWGLUMu2kfFJHo6HCIfCL6dO5KyvlvDC889y8OBBplx1HdmXTqeoxotbkRnWKY7th+s4XKcxrGMccqPLxJHokRTFgSpPyMG2nkmRxEeorPnuYJBbzBsz/0Hu4i8Cnz119jyGjBhJZpf4sBr8E41Ht3ApEodrffKmpsiSzwlk08EaTNtmZFehRxb8tDligfzxxx+HvP3vf/972MfU1NTw3//+l+nTpwO+AjkhIfjD8tVXX3HFFVcgSRJpaWkkJiZSWVnJtm3bAnGu06ZNY+7cudTW1obcNj6+5Y+OQCA4drKyshgyPJOl35WSEuUKKkz90gizMS5X17wttMbVXoNO8RF4DZOKeo0op4Jl+/TC0S4VlypTVVGOJMnYtm/QSG608HI4XSARKAos02T+nNl8Mm8uM9/+kEHDRrC9tI7OcRE4ZIkop0J4f4pgol0qMS4Vr+F7TX8R7n/ujKyxKIqCte8bAFburQwM8zXtdvfpfxZRTpX1RVU4VZmURt8w27bZV9lATDP95Zp9lSRFOugWYsm9IC8XPSBpgbrqSu677742HtGZg39lQ9M0nE4nZ59zDg26RWSYArhBN0mMchxRVtEWYtwq52WP47zscYHbTMumrE4j1q3idiiU1unER6hHHMJsSrRLpUt8BHsqG0iNcgYVyZIk0S8lmgNlqQG3GCSJpf/7NHChpmteVufl0nHAUDTDppXQyBOKx7BIinRi2nbIC4F4t4NDtV5UWcKy7BPybyAQ/FCclI/V7373O/785z+zcOFCALxeLy+//DKzZs1i0qRJPPDAA5SUlDBo0KDAY5KSkqioqAjyIPXfFm7bUAXyK6+8wiuvvAL45BqHDx8+GYd4xiHexxPLj/n9tG2b+opKKupVmv4G5i76HKtJsSjJMn37D6Cy9BC1mgE26KZNn87xoMDO0jqiFYlYt4ppwXcHfHMLPfr2x+F0Yhg6DtXBLXf+kYrKCjIzRwHwyXtvozWGddi2ja5rLPvqc1LadyLStjlcUkXf1GgOHjx4VO+jVFfH4XqN3EWfo2teLMtCx/f3a2/8FRMvuZRPPpgHtWWY/c4hd9HnDMnIxKE60Gwb27LYXLiO302fyiMv/Bu3dzj903zexvWayeFDVSREOvA3tU3LZuWecoa1i6SqrKTF/vTtPwDV4cAwwOFwMHDgQIqKio7yX+vE8WM9J7t27crcuXPJy8sjKyuLtF69OFhSjNbMmcK0bA5Ue4h1qXRPjKSoqOGk7ld5je//0baNBBw86PMvbuv7GGfbuD21FFUbRDW7sOobr7Bqr80td/6ZnI/m8u2WTUGyBUmWGTEkHbu6nKIijZgwjhcnEtu2qSqtQGockgwr8NBNVq9by/9e/Yazx45h+PDhx/W6P9bz8qeGeB+PnhNeIM+ZM4cuXbowYsSIQIF80003cdNNN6HrOjfffDOffvopcXFxVFRUBB5XUVFBSkpK0JeA/7Zw24billtu4ZZbbgFg+PDhpKSk0KFDhxN9mGck4n08sfyY389udhQ1HiMQuwswdsIk5vz7ZXTNiyTL3PvoM4yeMAmAuioPlm3TJc5N9y6+1aJunW1sm0AXKaW8no3FNfTLGs9fXp3Ht+tW0mfoKPoNGc6OwgI2FeQxbNRY/vTyOyxbOI+cBe9imgaq6mDA6AnY0YkM7xBHaowrKGa3re+jEuOl9kBl4Dj8cddjJ0wiPjmNy667kf8tXIC24VPsMT+n81AHo88Zxcy5H/HKc0+yKncptmVhGDp7vt3G4LHnk5qWjKrI7CmvJ8bjIr6Jj3HurnIqPSYXDOxIfHLL76vREybx3H/ns3XtSq6ZMulHIav4sZ6TU6ZMYcqUKYDPSq9CriQ+KjhJrtqj0zUWKup1enZNCXgd/xC09X1UYzysP1BNfDO5wnkDI3m9sIz/fLEKY/PGIEmSJElMv+k3jJ4wicN1GompcYGVjJNBaa2X4hovfVKjiapxBJ3j0NI2sbAgn8f+72YMXeelF/55QhxZfqzn5U8N8T4eHSe8QH7rrbeIjIzk6quvZuPGjeTk5NC9e3f69u2Lw+EIdH3HjRvHAw88wM9//nNKSkowDIPo6Gg6duzI2rVrGTZsGO+//z7nnXceHTt2DLmtQCA4ObSLcVFS6w0qkJv7H/ulFbppEe1SMCzoHPf9MrMkSUEd6K6JkY02XSrO4Zlcd/EE9lU2sGz5Cu6/8Qp0TUN1Onhhzofc8fDTTLvqWtaszKVfRhaTzh2HYdl0asUd4EjEulWwpbDH4b99xYo8/m3Cw+t0ojqWMj4jk1t+/0cKVi7H0HVkRWF41lgs22bZrnIM08YGIpuFq/x71V46xbkZ1z0p7D71Sc/gvHPG0SdVfJ+1FZcqh8wM8ZgWneMiMC2CztsfMxEOBTvEwfRLjSaVOkrSL4S1n9D8gN+Z/QrZEy+ifb/BGNaJH4jz2yICHKzxsrO0DsOyWwzfhZpJ8EmHdF+wTqMjy4/h4k8gOFpO+LeIv2sM8NBDDzFq1CgWLlzIzTffjGVZjBo1igsvvBBJkhg6dCijR48mIiKC559/HoCnnnqKG2+8EVmWGTFiBBMnTgy7rUAgODkkRTkDsbvfrF0dVEw2H5jzNuoSIxwKSVGtd7JGdIlHliAtxkVCpJN2sW4Wvr4eQ/9ei7trQz6d+w+h21lDGTFqFLVekwFpMaHm+o6KCIeCU5UwzPAhC/7ji1yzn3/k7uJfK/cyvldy471S0P9TopyYlo3k8NluRTSxd6vXTLYcquH6EZ19BV0IDNNCt2zax7Zdu3qmk5eXx6uvzeZAlYepV15LRuZIwD+YJ9E1weeJ3RZ3kx8DboeMRMt9lSSJy/rF8fLWKPj9hzDrBqgrByRs2w7YEE7pNySgqz8ePLrJrvJ6+qVGc6DSw87yerK6JaBIEiU1XqJcCiW1XlKadI/DzSRkZI3F4XRg6AhHFsFPmpN6mf3QQw8BMGnSJO68884W9z/44IM8+OCDQbf17NkzpI1bqG0FAsHJwaUqpEa7+PirpTz566vRdT0QrNG8QNZNixiXSo/kqCM+r79wSWgS3DDxvPE8/cRfAkNYF54/Hk2RcaoyvZOj2VlW16IbfaykRrtYsiyXu6+/PCgspPkxzRjeicoGnbfWHUA3rcZhPQPbtrFMIzCcqDZaXTUPr9h+uBbThvT2sSH3w7Ztyhp0BrWLCZvyJggmLy+P7OxstMbgjq8+nMuTs+czdHgmpmXTKc5NjFvlrDDv+Y8RhyyDFPrK74YLRjFr6zJsJBh8IY417wESlmkELApVRaJeO/7QkMoGnU3FNXgNy+eugU1JjRevaeE1LdJCSDgK8nKDZoZkWQ5YI06edg0ew+Tu39wsuseCnyzim1kgEISkQ5ybPd/kB5ZLDUIn5Jk2YR0F2srEiRMpKiril7/8JePGjuFAZQNJUU7cDoXBHUN7CB8LHePcwWEhaCycNzdk5HWflCgMy2Z3eUPAP9kXN916EArAgWpflHDnMM4Gh+s0eiRG0Sn+2CUjZxo5OTkBX3wAQ9ep2L4OV1YWh2s1uiaGT1T8sSLLEi5VCZI0+FFliSW3jeaqf+XQMCCL317iG3Zb/NkCxl84hfSMTAzLpqjaS7/UY3OMaNBNdNNiT0U98W6VQzVekqOceHSTwoPVgBQ2hTAjayxOpyswk3DPo8+wY+vmJpILJ7f+8hdHvU8CwY8FUSALBIKQpEQ5mXTeeN6e+TcMHWRFobhoP4UF+QwaNoJ63cRrWOimFTQ0dzQ07wpu2LCBQYMGnbSuU3yEg9HjzmHuy8/5nCmAj959E8uyWnST+zXqgjcdqmFqGN1yOA5W+2b828W0LJDXrV7FquXLuOGyi5DSRp/YAzyNyc7OxuFwBM4Vp9PJRRdMoFdyFJEO5SejO25OjEuhQbMIZWW8c+NaDq9fitV7DE8/eAMSYJoGBSuXs21TIZOnXU37foOp182jPn5f17iaygYdpyKT2KQQjm6MaA8nD/Jz8bSrAz7pADdfMbmJ5ELj9TfeYOOaPOHtLfhJcmy/agKB4LRHVWSmnJ/NE6/OY+rVMwCJD956g9uumcqKFStwqjI9k6IY2TWBhGN0DGjeFfR6vfzyl7/ktttuIy8v7wQdyfdIksRlF2Tz6/sfQ5ZlLMvC0PWg6Gk/XRMiSIhwUNAY9pGekckvfnsnO7Zu5rfXXdZqNPbBag9JkY4WBUZhQT6/nT6Vfz/3OGefPY577733hB/j6UpWVhY5OTnceuut3HrrrSxZsoSsrCxSol1hpSw/BdKiXdTroWOjC/JysQ9sBlcURnxHn1bfNNE1jflzZnPbNVPZvG5NyGTHI1FRr7G/0kN8hCOoOPbTWnHsD7n5YO4bfDJvbmBfm0ouABa8O4cHHniACRMmnJTPs0BwMvlpXnILBIJTgluVOWvYCHasX4Vh6NiWha55WZe/gqsmn0dazPHZSzXvCgJs2bKFLVu28NprrwWKoBNJcrSLGLsB27ID9lmSJLWQTkiSRGaXePL2lGNYNqosMX/ObB6/7/cArPx6CQCXTb+hxWt8W1oXGBhrSkFeLl6PF7CxbJunn36anj17BqwpBa2TlZUV8nz4KQdSJEU5scJMoGZkjcXxr3+hAXLvLJTKAxi6FvAIN3SNTatXUHXeOaQe5WfRa1okRzlxH0MKXyiZEoAsK5iNRbJv/3Rs2xZuFoKfJKKDLBAIwiJJvpjoqNgE7MYfPsuyiI1LwKkcf1Hi7wpmZraULPh/VE8G556bjcPpQFEUHE4nl02/IeSw3oTeyVQ2GBTsrwR8+s+mNP87+BwBth2uo71cyxP33ckT999JYUE+4Ct4pGbF3Pvvv38iD03wEyPS6Ut59Bgtu8DpGZm8/OrrdJKqSDj7KmbO/Yhzzr8IRVF86XuSRFJSMhX1eohnbp16r4njGD/Dfk2+oijIisKC997ig7lvBNIxgUARL8kyDuFmIfgJIgpkgUDQKjEulfLyMiTJ93UhyTLVVRVH1Ce2laysLJ5//nkUJbiTJcvySftRPXvMGJ54dR633nU/s975mPse/1tIXfHobglEOGS+2l4KQJ8B6UH3JyS2DADZWFyDadl8/tKjvD/nNd5/8zV+ddUUCgvyGTB0BFfe+Oug7adNm3YCj0zwU6RTfETYIjc9I5PfXDiSMi9srLDI+3oxZmPSpGkYPP/IH1mRt4Lyeg1viCI7FOX1GofrNFzKsX2G/Z7ht951P1OunI5pGr6UTdsORMeD7wI7Y/TZvPrugiN2j1uzXxQIfghEgSwQCFol2qXQe+hInC5noOM6ImvcMS3NhiMrK4uXXnopUCQrisJLL7100pZkZVli+MhRXHPrHa0O3LlVhXHdk/hgYzFLdpQSExusdf3fJ/MD3WE/Gw5WA2Du2xS4za9vrtcM/vzIX5g1axYXXHAB99xzD2VlZUKfeRTk5eXxxBNPnFbvWcc4NwkRDhrCaJHP6eELm3l+k4GW0jMoWU/XNL744B1W762kpCZsADQAlmXz7eFaVu6uIMqptHDOOBr8mvzJ064OdJMdThfX3XI7qqoiSRKyojB+0hS6DBxKcbWHNfsq0EMUwl7DZO0Bn9bftm3MkxB+IhAcLUKDLBAIWiXapTLhnHEM/exLlubkENNrCFddNP6E6z5vueUWBg0aRE5OzimZeu+VFMm6omrc0a0X+tPS2/Hl9sP8a9Ve/pg1FkVVA5P6lmW1sL7bUFRNsqJRodfjL3f8+maPaZES7Qoc64QJEwL+zycikvd0Jy8v77R8zxyKTLfESDYW1xDhaHk+OlWZu7N78kzOd0iDLoD9m4JS7UwLKhp0qr2teyJXeXQ2FteQ3BjscyIIlUzZqWu3gN3b3x/7E6nd+1A9dDiWDR7dwtGsMNcMmwbdxLJsimu87K1oYFS3hBOyfwLBsSI6yAKBoFUSIp3o+7dQkJfL+RPOZdrEc0mKCu2NerxkZWVx3333nZKiJzXGTYSqhNR+NiWjUzy3ZnVl++E6ug0cyr2PPoOqqsiyjMPpChrsMy2b9fsrKC/82pfupihkT5zMrHcW0HfwcGy7MfIan4OHpmmYpnlS9danEzk5OXi9XkzTxOv18sYbb5w23eQYt0prjdOrhnRgQu9kEodkc9m1N6A6HEiShMPp4vKrp9Mh1kVlQ+ta5LJ6jWincty+5c3xd5P9F4pVFeVYto1tWRi6xq4Nq0iNdqHIUsjPm9cwadAsdMvCMC3K6jW0E5AQKBAcD6KDLBAIWiVU1653yk+/a6fIEn1To1i5t5I4l9oiDa8pfk/kneX1XDb9Bnr1GxDSE3l9URX1Bkh71mNbFrKiMHDwMNIzMimq9jCofWygc5ednY3T6Qy8r2KI6cgkJSUFrMQsy+I///kPVmMoxU+9mxzlVJFoXVrQPzWaRd+W8psHn2Ly5VcHnYO2bVNW73ONkMLETpbUaESeoM5xa4QL1pGB3eX1aIZFeYNOuxgXKdEuKhp0GgyT1XsriXap1GsmdZqBJKnsKqsnNa1lkIpAcLIRBbJAIGiVUJ3On3Ih0pS0GDc9EiM5dATtZs8kn2Xbd6X1DOkQR3pGZkjt8ovL9xChgLm/EFNRAsWBYdlEORS6NUl7y8rKYtGiRadMUnI6UFZWFvCvliQJwzBOGxsxRZZQFdm38hCmwPVfqG07XMeIZuegJEnYNngNC3eTItiv6bWBao9BctSxeZY3p8Zj4FClkLMIoWQXAFFOhZJaLwervaiKRGmdRlq0xq7yOjTDYk9FA9EuFZcqUeUxkCWJ/VUNDNRM4iNEgSw4tYgCWSAQtEp2djaqqmJZFqqqnladzvxVK/nsf4uI7J7OuePGhu1StYtxEetS2VJSG/a5DlR5KDxYzR3jujN49DtBxUG9ZhIb0fLrNpyvryA02dnZuFwuNE0LWJ0ZhnHadOBdqoxh2jjV0AVy35QoALaW1DKiczyFBfnBXWRsyuo0OjaJMK9o0PnmYLXvIk8ibHf5aNhb0cAVb6zh7B5J3HNuT66fu54HzutDVhPdcKiLSLdDAY9OWrST+kbN8f7KBtKiXSRG2Ciy5PNPtn23RzqUQFqnQHCqEQWyQCA4Iv6BIDtMoMFPkabSEYfDieM/75E9bkzIbSVJIr1DLOsaJ+1DsbYxcW9MtwR6JHUKll6sWcWuwnz0iyeKgvg4uf766wGYMWMGwGnVgY9wyHj08MVgQqSTtBgXm4prAml2uq4FYtL7DxnO5kO1JEU5A11kj25SWqezae1SvvjgHRyKzORpVx8xLr01vt5ZhmnDku/K2HyohpJajUe/2s6nN4084mP98euxzS5Gv78okFCBQzVe9lU2oJv2Ee3rGnSTg9UeeiRFHcvhCAQhEQWyQCBolZycHEzT9C3VmuZPfinbj3/gy7IsbNvLzg2rGDJ8BPERoQcQR3aJJ3dXObvL64OkEn52V9SjylIgQc/f3YtLSOTZh+/D0HVefu7pn7xW9oeiuRZ+xowZp10H3qXI1HpMaEUFMaJTHF/vLKf3zjw0zetLt7S9ATcVWTJYsbuccT2SUGWfjGHz2tU8fPO0gPvKgnffYtY7C465SC48WE1ylJNLz2rH+qIqDtVqlNRqbCuppW+jDOR4SYpycqDKg0uV2FvhISXahW37uuzNu+Dl9RpFVb4CuaxOCzxeIDgehKhHIBC0in+YTFGU02YpG1oOfA3s1gHLlsIGFpzfJwUJ+GLb4ZD376/y0CHOjSJLge7ezGcf56kH7hZuFSeAM8H1I8qpUq+bra7UjO2eSLXXoDamQ1C6ZU21z387PsKJ17DYVlLLmn2V7C5vIP+L+YHiGEBv9OVuC4UF+bz2wt8oLMjHtm3WHahiyY4yxvdK4ldZXZk5LZ3Ft47Crcq8s6GoxWObp0m2FVWWSItxkRDhZE9lPRsPVrNsZznF1Z4W22qGRX1j5/27sjo2FdcE7qs9gvWdQBAO0UEWCAStcroOkzUd+JJlmarKCronRbCztD5k9yk5ysnwznHMXrOPSwak0SHOHXT/vooGOjXeVpCXi65rWKaJLMu+dDFJOq0uME41Z4LrR5eECOo0g32VHlKinSGH9UZ1TUCRYHOVL2raHxry1r9fJHviRaRnZBLvdlBU7cEhS3SMc7dIvVRkOcieMBxNZRxqXCpRt8yiQoNOcW5+M6ZbYLtYt4PJ/VP5ePMhbh/TjYRIJ4UF+fzqqkvQNV9H91i61qos4XbItEuO5lCNlwbdZH+Vh9QYN8XVHtJiXKiKTKXHwLAsTMs3kFiv+fTNZfUaa/dXMbBdDO1iXByo8tA1xOqPQBAK0UEWCARH5FT6E58q/ANfiqLgcrnIzs6mS7xvkMkK08Gb2DcV3bSZ8trqoLSv0jqNb0vrGNQuBvDZXPmHyBRV5fIbbuXc8RN4/vnnT6v38FTiv1B79NFHT1uZiqrInNU+lo7xbmrCdD6jXSqDO8RRYHdAjk4M3O4PrQFfsEhSpJNYt0+rMXna1TicLgBkReHex/7apkK16YWe3i+bCs2nk/5Fd5N/PHhPUGf4qiEd0EybF1fsQTN8+2Lo3/syG0fRtQ5FcpSTTvERlNXprN1fyfLd5RTsr6KwqIqyOg3btqls0Kls0LFsm2+Kq1m9rxLNtFh3oMrXWT5UQ7XHt081HiNscqFAAKKDLBAIzlDCdcbbxbgoq9MCxUVTJvVN4fU1+9hX6XOsGNoxDoBF35ZiA+f1SWmyta/7Z1kWH/73XxiGwfLcZQwaNOi0LO5OBaeb5jgUkiTRMdZNUVVLKYGfC/oks/ZAFcN/9xxrn7oR0zSRZJm4hMSQ26dnZDLrnQUhvbtbo6mfsZ3Wm/aREo9lOMJ2hge1i+HDjcUYpsVlWWNRHY7Adk39kI8FpTG5U5ahssGgc1wExdUeHI3dcUWS2FRcjUuVqfGYfFdaT6dGyZNmWOwsq6fKo9OgW8S4bFbtraBXUiTdxGCfIAyigywQCM5YQnXGO8S68RihO8huh8J/rhwMEKRz/Orbw/RIiqR74/JtQV4upunz6LUaNbOns3ZWcGKJcCit2rFdPrgD6e1jKYvswD2PPoOiKFiWxbMP3x9W65uekUlG1lgK8nLbrAdOz8jkrgcfJ2NsNpE9h5DeObnVzvA95/YE4JMtJQwcOoJZ73zMtOm/YNp1vziuocCmJEU6SYx04FRl4iMcpEW7SIt2BfTbcW4HHeJcdE2ICBTVTlUmxqWS4HZQ7dHRTRuPbqKZp48rj+DEIzrIAoFA0ISESCdORUI3LRwhfJETI520j3Gxoaiaq4dYPJPzHesOVHPLqC6BbfydNx0NtVFqoes6kiSRlJR0Kg9H8BPEpcrYtt1qKt6orvH8a+VeSpXKoFhnv5tFc0LZwjXdrrmnMsDa1at4evY8jORuYKn0USoY0kpnuH9aDA9d0IeHvtzOvsqGsIE64V7vaIl2fV/CRDaJ0A6l3fZddMC3pXVEu1R0yxYSC0GriAJZIBAImqDIEj2ToyjYV+kbEIpxt9hmbI9EFmw6xMy8Pbz/TTGyBJcMSAv60Z/59ofkLF3KoO4dWb7kf3z88cdYlsX//d//CZmFoFVURSbKqVJU46VjbMvzD6BXchQ2kDZoVMhY5+Y01RMbBBfS4Yrnl1fswZh8r+8Jtudiqi7Sf3sndz/8FB+9819S0toz49bfBRW4fRrDTLYdrg2yQ2z62QBaLdZPFm5VwXDYbD9ci4wvRCXchbBAIApkgUAgaEa7mMYl2zABBVcO7sCnW0p4fc1+Osa6mXVFOiXbNwT96P9zzgeMHD2WP1w/DY/HE7DuOh1ikQUnn5Fd41mxuwLNsHCqLQu4Xn7tbEq3kLHOzWmqJ5YVheKi/RQW5JOekcn7y79B6zoMe9ty9F7DeHn5Tv4xdAT75EQwgR2rYNEs4sY8RGFBPs8+fD+6rrFj6xZm3Pq7oNfpkRiJW5UpPFjDxL6pwPcFuKZ5kWWZcRMmhi3WTzbRLpWSWi8OVaak1sveinoqGnT6psQQ4xYlkeB7xGWTQCAQNMPtUOifFo1TDr283T0xkr9NGYBblblmWAfaxbhY+P5cNK/H96Ova6xesYwta1eiaVqgOJaE1ZugjbhUhd5JUVR69ZBRy377th2ldaRnZPKL397ZapGZnpHJzLc/ZNyESVimyfy3Xue2a6ayYuUqFlp9sCffi3TuLViT7yXf6shfvvqWw6YT8t6CBX9B9tZQVVEe3IkO4UyhKjKDO8Syck8Ftm1TWJDPK889idfrwbYsTMNg6ZefoigqiqIc9/DesZAc5SQ50knXhEi+K2ugrE7nQCtDkYIzE1EgCwQCQQi6JETgaNSChiKjUzz/+9UorhrcgcKCfBa8OyewrayoDByexTlnnxMUsvKrX/3qtLUoE5x42sW6cMoyRTXeFvcpskTPpEi+K60/qudctvgLXzJmQke0uI4syN8SuM8eejHDk2VSopx8vPkQHSJlnN/moigKDqeLjKyxgU50a8Xteb2T2VPRwPtLVnHbNVNZlbs04NcMvsj65NQ0pl4z45TJK5oiSxKKLKHKEpZtUa+blNdrp3QfBD9+xHqCQCAQhECSJJIy+H22AAAgAElEQVQjnVTU6yREhs7+jXD4hoJ8rhVm4HFTrriWvkOGM7RjfJCVHMAbb7zBG2+8EYhKFgjCoSoyY7onsnpvBR7DxK0qQff3S43mi22HMUwLtQ062oK8XF96pCsKrn8RG1hk+brRN2V24UB1AzeP7EpJrZeC/VV0qNvNFxPPB8nnpex/jrsefJyqivKwko5J/VL5+7JdvF5Yjqa4sK2GFtsc3L+XD+f+l74D0095gdyUBLcDt2JR7dHxNA7tORQ54IAhOHMRBbJAIBCEoU9KNMt3lx9xu6b6TtXhZPLlvmLCpcoB795XXnmFX//614FC+rXXXmPJkiWiSBa0ituhkBbjZm9FfYsCOatrAvO/KabwYA3DOsUFbp8/ZzaLP1vA+AuncNn0GwK3Z2SNxel0oXUciL+fO/WsdvxubPcg/W37WDddGgq5bfqlAU1934HpAe3xkQbrIhwKFw9IY+56E2a8gPzK9UiSFBR3DWAaBk8/cDe9+g34wYpkVZGJUWRMj03BvkqQJLomRNApPuIH2R/BjwchsRAIBIIwRDkVZMIn6/nx6zunXj2DrHPGs/D9uWxZtwan4utC5eXl8Zvf/CZQHAPCE1nQZuIjHOghzsERneNRZIm8PRWB2+bPmc3j9/2elV8v4fH7fs/8ObMD9/nP0xGX3gDY3KwUcElCRcjhtOZa44/mvhnQ2GteDwvnzW11n3+e0cn3h4hYrrzzUf713kLuf+I5Bg4Z5oteb6RpAuAPSbzbgce0OFjtwbKEP7JAFMgCgUAQFlmWiI9w4NFbDkmFYsF7c8j5YiHvv/ka995wGWtX+wIZcnJyfEvbTRDDeoK2EuVUkGi55B/tUklvH8OKJqsciz9bELTNzGf+whUTRvGHm6+jsCCfgUNHcMDdGal0L//522Pcds1U5s+ZzRP33RkUHd1UaywrCls3rg9o7G3bZsF7b7UaOJIW4+L96zMA6HXupaRnZHLZ9Bt4fcEirrvldmRZRpJkJFkm58tPA4V8YUF+i305VcS7HSRGOqjThD+yQEgsBAKBoFVSY1xsL6kNhBCEo2XCmM6yr5cydsxosrOzcblceL1eJEnikksu4Z577hHyCkGbiHQquBQ5pNY4q2sCL63YwyPzV9C5aCUJiSlB91eUl1JRXsqub7eRu/hLZvzzIw7U20ir3sEyTXTby1N//kNgdePDuW8y9errmDzt6oB93KYNa8n5YmHQ85qGfkR7ts7xEcS4VAoPVjP1rHaArwB+Z/YrPomH5JNZbFpfwKb1Bezfs5u3X50ZFGP97KzZjJ4w6TjfwbbjUmTKG8TAnkB0kAUCgaBVYt0qpm1T6zVa3S6jMWHMj6NJhzgrK4tFixbx2GOPsWzZMj744ANRHAvajCRJtItxUeM1MJst/0/unwbAgi2lvPjXx/nsw3f9D2rxPEb2Lby63aB7tIRjTwGKoiDJMmaT1Q3T0Jk/Zza3XTOVHVs3h90nWZaPaM8mSxKjusSzbGc5u8t9bht+6YZtWdjNVlU+/+g99GYx1usbu8iFBfm89sLfTnpX2e1QqPaY1Gutf94Fpz+igywQCAStEO1UMS2b4hovvVzhvzLTMzKZ9c7HLJw3lwbD5M7bbgoqgv3DegLBsZAS7eSb4hoqPQbdmyTUpcW4yKheS0HsMIhrBxUHAF9xasP3NoXt+8KgiQA8NmUI3qG+7nBcQiLPPHhvoGtL42M0r4enH7gby7YDMgurscssKwr3PPpMmwbrrhragRV7KrjqzbXMyOjE2FFjAgOtNgSeE+Bw8cEgOzhFVRmSkXnEmOwTjSrD7op6BqTFnrTXEPz4EQWyQCAQtIJTlYl1O5BlCcu2kUN05vykZ2QyYMhw6jSTc3snn8K9FJzuxLodJEU5qKzXg24vLMhnw2dvw1XDILlboEC28XV5/dKJDqMupAhYdOso4twOSM0MFJm9+g1g4by57NyxjXWrVvgeb9sYpgm2jQRcevUM3ws2Wr61tUAd0iGO+dcP5++5u3ht9T76Te7PzLc/ZMG8d1n43ptYjkjI/iXsXIO9/f+zd+fxcdd14sdf33POTO6mSXrfrfSiB/SigVbEBRE5BBblAa4WPH8oWxVWF1hd1AVZ1sWt1GUFFC0KqCjH4gIpLYQWQqFAS1t60iNHcyeTme98j98fk6RJM7naSdu07+df7cxnJp/5gPied96f93s9jJoJh/dCtIFPf/ZzTJs5mz+ueeyETd7bXL6RN8vWM2HWOYy/6iJ8eu+lVeL0JQGyEEL0oTDiY3+9i+W43VptHa014ZIfNlF6CaSFGChTVxke9hG3u5YllJetx6neB64D+WNQPnwNz/OSU+va1miaRsa4GQwLmcngOIXhxSNAgU0by45kcT0PVVU7Whcea1CaGzL5549PYt2uWtbvrmXeyDH8qeDTKNMPg23BtAtg/LnQUAFX/gBa6lF/eQOTz5rBlnc2UXFgP5qmo8CgTt7rmqk2KM78K+cuWMCo7CBlZWUd/czlN0FnBgmQhRCiD+NzQyQcl0ON8W4B8ubyjZSXre8YmpBwXUKm/KdVpN/Uggz2N3QdujFnwWLMn91LvHoPjDjS37idoihopp8aM49JeaFu79k5KNQ0DUVRukyPnDpjNrfecfdxZ2x1VWHpuBz+tr2adw81AuAt+jw0t3Xg8AXhuvuSfw5l4WYX82933Y7iOjiOg6ZpXHbt9QPKXg9Uedl6LCuO57okPI+/vvAiWeNnsH/r2yxfvhzLsjBNU6ZhniHkv+JCCNEHVVUYHvGzt65rcPLUYw8nOwC4LoZh8ODjf6Foyqw+O14IcSxUVSFo6li2i6kn79i39zb+z/V7eMcbhxrJw26oBkDTDS675nNkLb6Kh7bb3Da9sOO92r/YVRzc31G+oABjxk1k94fbOtZN6WHSXcJxcT2wbDdlH+VUbl4wmn31rWw+1MRZwzPYfbgJU8+kJFLBX37/GPawieAkYPYlUPIl7MwCqPkI/vxD8DyGF40Y1NrjzOycjouDrutSXJCP67m89HIplmXhOE5H/3IJkE9/EiALIUQ/ZPoNdE3FcT00VWFz+UZ+/L1/7LhklLAs7r3zNq795h3MvfLEtaUSZ5acoEFVU7wjQIZkkHxV1OXtcouJX/kPig5uIMtpZMmnruaxgwGe3N7A5PwQ543LAY5kjS0rDoACHaUU1/7Dzdxzx3ewEwl0w+iYCnm0Q01xPMBUFXRNwXE9wr1cYgUYHvHzP1fPojlu4zc0NCWZ4f7VA/fhblsPW9Ymh4g0VuKefxOoGmQVQnYxbt0B3n/nLTaXbxy0ILmhrhZFVfFcF1VVaapPDmBZfN55mKbZkUGW/uVnBgmQhRCiHzRVoSBsUtNisef9Taz+9x93uYEPsOWdt/jhzVezcMwLXLB0yUnaqTid5YdM9ta10rm/wubyjdz1D5fjLfsaWycvYWvuMh7//Nk8t7WKNz7aD8DXF4/tqIsvL1tPPB7rqDX2SHamuPWOu7n8uhuYMGVal7KhVAK6yuRhGdRG4+yqiRL26cmBJv2ovT86kM7MzkleflVVDNPHrdd8gude/wubEtkwZSmMmwfvN1K69hXK1r7UaxeLpphNwFC79Yvuj8zsHDRVxfE8FFUlMzsHUJg7/1xefPFFHn300QG/pxi6pA+yEEL00/AMP5veTGbfNqxfm3KNnUiw4bWTPzpXnJ7ywz5Chtblsl57b2Fef7zjsRd3HGbzoUYm5oV47ovzOXd0dsdzmdk5XdqpAXiuS0Ndsh54xpz53Pi1b3ULQlssm4ONseRfFIWCDJPR2UF0TSXi02nqo1d4KpvLN/LTu27HcV0UVe0I0q2978CzP4X978O8K+Can8BXHiNhhrqMpnZcjxd3HKamxWJLZRPn/6KM2577gITjcuf/buOvWyoHtA/bcfA8D9dx+Oldt7N10xvYrse7777LQw89xOrVq1m2bBllZWUD/qxiaJEAWQgh+ikzoLN542sdgw7aKaqKbhiomia/ghWDSlEUxuQEuwyu6RgLXX8Ac/X1TIoorH59H28daOTc0Vnkh31d3qOhrrbbIJH+dIdoiNmdBl57mJpKVsAgL2gyKjvY75HsnXUeHILn0VBXy+byjXzw3jvJBX97ABIxyBkBgDpxEa3jFvD3v3mLbVXN/P6dg3znma3cW7qTv21P1l6//GENvyjby1+3VnHnC9tpTThYtovrHX2Fsfs+6DROO2HF+cWPvs/ff/ZKvvKVr5BIJHBdl3g8Tmlp6YA/qxhapMRCCCH6yadrLFxyHmt+cR+W63bc9lcVhUs/+zkyhxXyxSsvlgs8YlDlh022VB4J9tov6rWXRZgjp3Hf2p2cOzqba2YVd3v9nAWL8fn8JKw4KArnLb+I62/+Rp+1vYam4NNUKppiZAXMjjKGacMzyAoY7K6NErOdPlshHr2X9sEh7UF6edn6I5006g6w8ODzFM/8As/tiRK66Iv8b4XOgcYW7l+3i7idXPe3HYcBGJUVoMWyeeTN/R0/48nNh3jy3UMEDY1Hrp2NrnYvA2nfR8KL47ouiqLgui7b393E9nc3dVmraZp8CT4DSIAshBADsPy8xfzLL//A6889yV+f+B2uY6MbJss+fRXnnLuAOSOzTvYWxWkuaOpkBwxaLLujpeCMOfO7BLirr5rZ4+uPDqj7f+lN4azCCC2Ww4hMf8ejuSETgAl5Qd451DigALmnvXQEzbrBF1esYMac+Zy/r47bnv2AhrYyjzc+agDgC/NHkuFLnsnScbkoCuyujRI0Ne4t3cn963Z3/Lz3DjUyqziz131kZufwu4d+0aWbRztN03jggQfkS/AZQPG8Xn7nMMTNnTuXp59+mqKiopO9lSHv4MGDco5pJOeZHifjHF3X4+0DDTTFbXa991bH/6EerKrmM5/8OJd+vOSE7idd5N/J9DhR53i4Oc4bH9Uz7KjyicFU3RLnwknDUFNkYAFsx+X/th8m4boUhH1oPazrj/Y2dJOnTmPhsiNdYWzXY+fhFkZnByjf30BhxMfYnGCPlwMt2+WP71Xw6p5aXttTx99NHUZe0GR/Qys/uGgKPr17penm8o188cq/63YJV1EUbrrpJlatWnXMn+tkkf9992zu3Lm8+eab3R6XDLIQQgyAqirkh02qW6yObNeXr72MhGXx+C/+XYYIiBMiw6+jcOKmNTquh6GqPQbHALqmMr0wg921UVoTTp9t33rTnhGvP9z1kp2uKkweFgZg0dicPt/H1FWunlXE1bOK+Nm63TxafqT04sJdNSyflN/tNeVl63HdrvXUiqLg9/u5/vrrj+XjiCFoUC/pnX322Tz//PNUVFRwySWXsGTJEm644QYSieQs+VWrVnHeeedxzjnnsHZt8kb4QNYKIcTJEPLpHRPLysvWk7AsXPfIEAEhBpupqSgqnKhfAidcF7/Rd8hQnBVgWNiH7Z56v5z+2uIx3HbBBEZlBQB46cMaYgmHgw2xLuvmLFiMpnUtE1m09Hz58nuGGbQA+YknnqChIVkf9E//9E/cfvvtrFu3jvz8fJ566in27t3LX/7yF9auXcvTTz/NypUrB7xWCCFOhoCh4bgelu0ybe4CdNNAkw4W4gRSFIWwqRF3Bt45YiCa4zb1rRb1rTZjsoP9ek3QVE/JAFlVFK6YUchTN8zlc2cX8387qrnut5u49FdvsKWyqWPdjDnz+c4P7kHXdVRVxecPcOXNtzJn3jkncffiRBuUEoumpiZ+/etfc9111wGwbds2Fi5cCMAVV1zBmjVraG5u5qqrrkJRFAoKCsjJyaG+vn5Aa7Oy5DKMEOLECxgas4sz2XSgntEfm82P/ucJ6rdv4pMXLpMMkzhhijMDbK9qHtCluFQ8z+uo4fU8j2jCIWho1EYTqKqCpihMLwxT3JZ57YupaXicegFyZyvOTY69fmVXsvfzC9uqmVaQ0fH80QNTiqfMYlt1M9MLIz29pTjNDEqA/I1vfIPvfe97PPPMMwBdanlyc3Opq6ujqqqK6dOnd3t8IGtTBcirV69m9erVQLJco7q6Ou2f70wk55hecp7pcbLPMWK30JJwmD55ApOXzEJXFQ4ePHhS93SsTvZZni5O5DkmLJummka0VuO43udQYxzH8xie4aM57uB4Lh5QGPYxJjeUHAndmuBga32/3q8plqClphmj9fhDjOb6ZAC75Z1NvF2+kVlz5jNt5uzjfl+A7y3IZX2xj8feq+XlHVV8bkqwSwu4UaNHM2r0aAC8aB07am2y3azk1L8hpvO/lwnH5XCLRWHE38srRNoD5Mcee4xRo0Yxb968jgC5c41UXV0d+fn5ZGZmUldX1+3xgaxNZcWKFaxYsQJI3kzMz8+Xm5tpIueYXnKe6XEyzzG/wKU14RDxH1+AcqqQfyfT40SdY9x22Bnzk9XWZm2gDjS0UhD2kR+wyQkZHKiPMSzbJC9kUtEYY/H4vF4v5fXEsl12xavJSlOHjX1797Lyy18gkbAwDLPXUdMDdWk+ZGXX8K2nt/D8RzafmzOix7Xvrn+Vd196mwuXXTAkf1NUVFSE53ls2t/AR4lWAmqYSfkhXC95mVF0lfYT+e1vf8uWLVu45ppreOKJJ/jxj3/M8OHDeeuttwB48sknWb58OUuWLOHJJ58EoKqqCtu2CYfDFBcX93utEEKcTIamnjbBsRh6TE1FU5IdJgbKdlxURaGy2aIw4mNiXphMv87s4kymDAuzcGzOMQXHkAy2Ij6dWMLpe3E/tE+5cx0HO2F1GTXdX0899jBf+9zlPPXYw92eO29cLkvG5nD/ut0s/a/XqGmxuq3ZXL6R275wJT+4844hPWq6ujlORVOcgrCPXbUtbNxXz4Z9dcf079DpLu0Z5PasMcCdd97Jueeey8SJE/nCF76AqqrMmzePT3ziEyiKwuzZs1m4cCGBQID7778fgJ/85Cf9XiuEEEKcqRRFIT/so6E1MeCWajHbJStgcKgxzvAMP1kBg/MnHvnNrO8465rH5QbZdLCR1oRDdvDYMtztUk3bG4inHnuYu2/7JgCvv/IykKwxhiP9li+etYh1u6HFcnjg+Te544qFXd4j2a0m0aVbzVDKIjuuh+24bK1sJtOvY+oqBWEfVc1xEo7HrpoWJuZL4rGzQe2DfOedd3b8OVVrtjvuuIM77rijy2Pjx4/v91ohhBDiTFYY8VPRFDumAHlUVoCE4xLxpz8UyA/7MFSFloRDyHaP61f4xz75L+ml557u9vfLr7uBzeUbkz3MExaapqENG49zyW38tewjPjNG7/Jz5ixYjGEaJKzkhcbc3Nxj/jwnw9bKZircBqIJl2Hh5BcWVVEYnuHHdlz21rUyLjd0XMNdTjdSdCKEEEIMURG/juf1P6hpv+fjeR7DIz4m5ofxG8eXLU5F11QmDwuTH/LRYtnH/X4z5sznxq9965hqjy/45KVd/j5p2gx+9cB9PPPkmk6lGwncAx/AjjK8/HG88VrXMo4Zc+bzlX/6Iaqq4rout9xyy5Aps2iK2TTGEtS0JMgJdP8ypGsqCcelpsUibqenLOZ0IJP0hBBCiCEqYGhk+DTitptybPLRtlW3kB0wMPRk/fzxlj/0ZlR2EENTeWVnDSiQHRi8n9Wb9nKK3/3PKmKtMX6z+gFc10HVNDRNB88DRUFVVZyDW/BmfpKcsxZ2e59oQz2u6+G67qCVWXRuuZcuFU0xtLYJoD0JmRpPPP8S777xGrMnjKSmpoaSkpIhVUaSbhIgCyGEEENYUcTPpoONjMz09/kr8qCpUdea4NzRWSfk1+mmppIVMEg4Ho7rndRf4e/esb3L313HoXjkaA7t34fjuiiKwiVzJ/OsAvv0Yd1eP2/hYh5+wMBOMGhDgTbuq2dWcaSjBvx4A2bX9dhX10rI7P23BDvffYtvXn85ibiF5yXPQtM0fv7zn3d0BjvTSImFEEIIMYSNywsxOtvPvvrWXtftqYtiagp5IZPizP4N/TheuqoQMjXG54Wob02kXDOY47I3l2/kVw/cx58f/03K5z/aswvbdvBcF9dxGFVYwJJxuTy7tQr7qCmFs+aew93/8wT/9M93DsrYadtxqYsmOrpo7KlpoXx/ciJxa8LhjX11vb28m8PNcXbXRrEct88vJs88uQYrFsPzkp/Z8zxs2+YrX/nKkCklSTfJIAshhBBD3OziLA63WL1mHDVFIWBoTMoPDUrdcSpBUyM3ZDI6O8Cemii263UZxgFQ0RzHdaE4M72DKzaXb+Smqy/FTlgoam/5wGSArqgqcxYsZnx2AaU7a3hldy0XTMjrsvKs2fMY//GljM9LT8cH1/XYsK+OqQUZGKpCzHaoabEoygywuzbaMZSkOW7THLdpitlk9HKpsi5qETA0dFXhjY/qidkuuUGDRKznPWwu38if1vw65XOO4/Doo4+ekaUWkkEWQgghhjhNVQiZOgkndTbW9TwChkbYpzMiK3jC9mVoKlMLMvDpGpOGhalrTWZHo5ZDbdTC9TxUFHy6iuN61EQt9ta1dmSVo5aDfYw9ep95cg0JK47nebiOw6Rp0zn3vPM597wLUn6J8Nom+S4ck4OmwLf/upX3Kpq6rMnw6XxUH0tb1rs14VDVFGdbVTMHG2LoqsL+hhhbK5tosRzac9hNMZsWy2HtzsO8uruGqqYYUcvGdlx2VDeTcFw8z+Odg41UNcepbIoDCiMz/YTM3nOhzzy5Bsc+/ouUpxsJkIUQQojTQF7IJJpiOIfneUQth4IMH/NGZp2EnSUVRpKT9RzXo641geV41EYTjMsN4TdUqlssfLrKsLDJzpoolu3S1JY5PSZHxbA7t21hxTe/y4pvfgfd6D7gx/M8ysvWo6sK31s+CYDnP6jqssbUVVptlxYrPd0eLMfF8WBPbZRdtVEyfDoZPp1DjTHCZnLYyu6aKIcaY0QTLp6XvFO4cV89b37UQG00wZbKJpriyQC6rjXBocY4bx9sJDug91m/vLl8I0///rEen/f5fFx//fVp+axDjZRYCCGEEKeBooifPbXRLo/VtFgcjlrkBA0mZ4TT3iFhIHy6xrCwj/31Mc4ansHhFovGuM34vCDDIz5MTSFo6jTHbRRFobrFIsOn4x5jtvbiK6/hj2sexXWSwWx7AAzJ0gFIDltpPxPD9HUMIfnUxwp4blsVbx9s7Pa+KnC4xRpw7+lU4rZL0NDIy/J3+WcTaCuBqa232FLZiKooFEd8GJqKpio0xmwONcbICRq0WA710QSu52E7HodbLHICBobWdw60vGx9x1kcbf78+dx///1nZHkFSIAshBBCnBYi/mT2MZZwOmqMm+I2IVPD8xQyAyd/LPrEvDBjc4JkB01GtA0qMTSVrMCRYC7s05lWEObFHYeJ6BqJYyyxmDFnPt/94b382/dX4rpulwC482S+W++4m4a62m5DSCbnh3j87YPd6qYjPp09tVFGZweO6QtHa8KhojFGVsBge3ULPl3p8X1G91AOU5DhI2Rq1LRYRHw6u2qixB2H/JDJoeYYwzN8/dpL5ymFqqbheR6ObWOa5hkdHIMEyEIIIcRpQVEUxuUGKd/fQK6i0JpwyAwY2I5H0NQ6spInU+cLZqau9jhhL9NvkBs00FpV6hyX5rjd74yt63kdl9suv+4GJkyZ1m0KX38m803MC2M5HnvroozPDXXZd308QXPc6fXCXE+a4zabDzWiqwoRn0HEf2xfXEKmxoHGOBk+Ddf1yAv50FWFoBnq+8Vtjp5SCLB+3Suct/S8Mzo4BgmQhRBCiNPG8Aw/0woctle3ALBgTA7vHWo8YW3d0kVVFaYWZFBbHSVkBqhqjmNqKqqqoLd1e/Dr3QN+23HZWx9jVJYfQ1PxPI8Zc+Z3C4JTPXa0SfnJQHNHdUuXAHlz+UbWrl2Le/GFXLx8ab8+T1lZGaWlpZSUlFA0eSaaopDh0wn20Z+4N4qikOXX8bd1rWg30F7TR5/F9LPnUdViUd+aIOsU+K3DySIBshBCCHGaUFWFEVkBPqhqpjjTT1bAYNHYnJNae3yshkf8uM0GUwszWberhqrmOLqmMDzDz/76GEURP0EzWRawsyZKXsikJpqgIMOkIWaTFzLZUdPCqKwAfl3rklnujzHZAQxNYXt1CxdNST62uXwjX772MhKWxeO/+HdeeqnvfshlZWUsW7YMy7LQNI1zS5aTmZPPZ67++x6D9M3lG/vMcANpqYM+mqIo6IoiAfLJ3oAQQggh0sena5w7OoeAkSxfGIrBcWeKonDW8Awqmiz21bUSsx0ifh3bdQGNw9EExZl+KprijMoKoKnQGLM52BgjJ2DSYiWzzTtrogwLm2T2s6RB11Qm5YV559CRi3rlZetJJCxc1yGR6N+46dLSUizLwnEcHMfhlReeBeD5p9bw4ONPdwuAO4LwhIVhmKz63Z/6zHYfq54CcZ+u0tDDYJczhbR5E0IIIU4zuSGTYB/9b4eSnJCPwzs28/gv/4PXy14nJ2hyuCXR0QJuYn6YSfkh5o/KYlZxJlOGhSkI+wiaGrbrUdkcY1jYxB3ghb95IzN5r6KJaFtbt/ZLbZqmoRkG89rqdntTUlKCaZpw1BcVO2F1dNXorCMId5we16RDeyC+6qd38+VrL2Nz+caO50xNpfFY2+udJiRAFkIIIcQpraysjI8vv4BH7v8Rt994OYd3bGZUWxcJv65SkOFjRlEmqqpgaCoT88O07nufv/1mFVrFNuaOyGZ8bgi7rWVcVXO8x9HXnc0blYXjemw6kBz53H6p7eZbb+enjzxJ1vjpfe67tLSUv/vUp7s9pxtmx8W4zjoH4T2tSYfeAnFDU2ixbCzb7eUdTm+nz9dLIYQQQpyWHn30USwrOYXPsiz++uQaVq1aiu24KYejlJWV8clPXIhlWZimyYsvvsjE6WfTGHPwsAiaWlv2ufdyi5lFEQwtObZ50dgcoOultsqmGBmzc34AACAASURBVLVRi5ygmXIPy5YtIx6P47pdA82PzZzDrXfenbJ04ujOEoNVXtG5xdvRgbiiKHieQm3UYngkvSPAhwoJkIUQQggxJOmaSiTFQIzOdb+WlawVnnH2PEZlBTirMANNVSj98DAAlU1xcoMGeor38esaMwoj/G17NV9bNKZjTXvt7sfmLiTTP4+FKS5Ctu/h6OBY07Qeg+N2/emycbz6CsTDpsb26hZyQ2a/ho6cbs68TyyEEEKIIeX666/H5/OhKEq/xh+XlJSgaRqKoqBpGiUlJYR8OueOySbs0wkYGqG2Uc4JNznSuicXTc6nstlizTsHga61u9+8/nI2bngdy+leitC+h6MtWX7RoAe/valpsWhty7rPmDOfG7/2rZT7CZoazZbdr1KU05EEyEIIIYQ4pS1YsICXX36Zf/3Xf+VnP/sZpaWllJWV9fqa9oxuT108JuWHaIrbZAUM7F7u7n1meiEjs/y8sa8e6F67u/mN14j3UKs7a9asLn/XNI3rb/5Gr/seTLbj8olfbuCrT72L63n83/ZqmmI9fzkwVYWG2JkZIEuJhRBCCCFOee3t1Np7CrfXFqdqs1ZaWopt23ieh23bKduxDY/4OT9o0GI5bNhb1+vPPrs4k9KdNQBkZuck+ymrKrphMmPeQmIJl86lup3rjyEZpKuaxnd+cE+/s8f97YU8EOv3JD/n5kNN/NNzH/C37YeZWRThoc/OTLk+YGhUNVlMyEvLjx9SJEAWQgghxJCQqra4c+Db3jWivr4eVU1O0jNNk5KSkpTv59M1fLpGXsikMZbocezzuNwQf36/kvVlG/jpXbfjuC6qqnLrHXfzsdnzul0ULC0tPXI5T1GYv6SEm7753QEFx+nuhRy3XX5dvp+goTG7OML/bU/WYL9X0YTtuKlrsA2NisYYr+ysYWpBmPyw77j2MJRIgCyEEEKIIaG9p3B7Brlz4Ht014j2+uP777+/z2EeU4ZlsH53DVZLnOa4w5icYJfnx+YkR3WvffMdEgkLry3wbairxdRUmo4qQ8jNzT1yOc/zWPbJSwcU4JaXrcey4niui+XGeOaJNccVILcmXL7/ly28c7CROy+cxCXTCqhujvO/26u5/5XdvF/ZzMyiSMrX+k2NyuYY+SHzjAqQpQZZCCGEEEPCggULePHFF/nBD37Qrbzi0UcfpbW1tSMw9TwPz/Ooqanp830z/Drj80IkHI+A2f1i3di2gDlj7PRuPYoNXaEmmsDpNITkYGU1itI2yVBVaairHdDnzMzOSQbhbZ/jz7//TZdBHgPx3AdVfPr3H/L63jq+//GJXDKtAID8sI8JiQOouKxZ/16Pr8/yGxRm+GlJnFmDQySDLIQQQoghY8GCBd0ywmVlZfzyl7/stlbX9R7LK442NidIQFfZWRPtVnJQkOHDr6skwsO6tUZzPY9Dja3srY2SEzLxPI8Z8xdi+kzsRCLlsI++6osb6mqTk/faBps4ts0zT6wZcE2y53n8csM+Rmea3P7xKcwuzuyyh1s//xnc5d/gb/FZXLZhA+ecc07K9zFUhaZ4937TpzMJkIUQQggxZJSVlfHoo48CEIlEKC0tpaqqCsfpHsDdeOONfZZXtDM0lZHZQaqbLZotu0uArCoKY3KC7KqNMqOka49iVVEYmelnZ22U3bVRYrbLocYYF11+DbqqcPEV13RZ31t9cXvg3NTYiKaqHZ9J1XSe/sNvcRx7QDXJ5fsb2FfXyncWDu8SHMORbhy88SRMWsSDr+9jztx5KWuRdU0lGk3Q0JogM9D7cJXThQTIQgghhBgSysrKKCkp6Ziq15v+9EtOJRLQqY1ahI4ajjcpP8TanTW4npfsYtGJrqnYbgLPg23vvMl3b7i8I3t88RXXdFnbpU0cyRHPM+bMZ3P5Rm66+lMk2j9bW+eLmXPPwYrH2bJ504Brkp96t4KIT+e8UeGOx9qD8MzsHDRNx6vaCZUfsrlgAv+xfje3Lh2f8r18mkJVc/yMCZClBlkIIYQQQ0JpaSmJRO99eRVF4bLLLuPll1/ud/a4swyfge11b4w8uyiThpjN7tpoytdl+w12vlvOz/75WyQsC8/zSFhxnnlyTZd17SOeO9cxA/z2j8+QmLQU2mqX8TzwPN4t39gRHCcf9nj6D7/ttSb5rf0NlPzXa7ywvZqLpw7Dpx+ZANg+5OQn31+JYyfwAO3lXwDJgNpL8dkh2fLtcIvFvrroGTE8RDLIQgghhBgSSkpKMAyjxwyyoijcdNNNrFq16ph/RtjUwEtOnPPpKmFfMlSaVZzs8vD2gUbG54a6vW7r229y6+c/cyQD3O6oeLPziOdN5gS+ta6ef0ls4I3MeXDhcnASoGqw+PPwt//EPrQdPrYcdm6AuuQ0P9exOzLPqfz3xn00Ww5+XeWKGYXgNgFds9eduRUfslTdw1p7DJXNFsMzuner8Okqh1sSVDU3UBTxM29Udt+HOYRJBlkIIYQQQ8KCBQsoLS3lsssuY+rUqUycOLHL86ZpHlNZRWchn86ckVloarI7RbsRmX5ygwZvH2xI+bpnnlzTLTjWNI2Lr7ym29oZc+Yz45xFvBbNpp4A/+8v22gw2tqsnXsNzL0cQjmM++w/os74BJx3I1xwM1p2Idz8azjvRuYsWMyhxhiNbS3m6lsTvH2wAc/z2FrZzCenDOP5L53TpWVde/b66OmCqqqy4KzkWX54uCXl51MUhZjtELddotbpf2FPMshCCCGEGFKeffbZbllkRVEGdCmvN/lhH+eOzmbd7iMt4hRFYVZxJm8faOx4rHM979O/f6zLe6iaxnd+eG/KLO/m8o3c/cBDMPvzULMPLxChWGli0ZhsnqIAGw1NgQ+tECy4LvmiUTNwln0Zgpk4sy8lb8IMrnjkTQKGxvNfOocbH3+bj+pjzBmRSVPc5pxRWR3Z73bt2etHV/2MdS8+j+u6qJrGt39wDxcumstPNpfxfkUTi8fmpDwXBYXsgEHMdvE8r8cx3qcDCZCFEEIIMWSkqkNWFAW/33/c2ePOQj4dVVG6XMqbXRThxR2HeWZrJSOje7np6kuxExaKqh4ZDNK2n+/+8F4uv+6Gbu+7vmwDt37/LpwLvgKN1fC7b2PgsOwLN7P9D5v5x4suZell1xLxG6z8r9/x2uYtcGALnP1pGDULBQ9QuPaxt7AcD8ux+beXd/JRfQxIdq749McKuGjKsB4/W9krLyU/V9v46/Z9TswPselA6gw5wIis5Dzt6hYLy3Hx6d17Rp8uJEAWQgghxJBxdB2yYRj8wz/8A9dff31assedBQwN2/Ew9WSA/OmzhvPwm/t56t0KJry9hoQVB8BzHBRF6Sg3Vtqm7B2tNeGwckMrziW3QXMNPPE9sKJE8gp49Bf/AcDrr7yMqsDl193AFxdN5I2fJS/9sbUUzR/iH//5h7xVC5WhifiHZ1HTYvHH9ypQFfi3i6eScD2WT8zrMbvbXofceRpgu/kjs1jz9kGaYjYZ/p5DRM+D+labggwJkIUQQgghTrr2OuT2XsiDERi3CxgqrZaL2fF3jYunDuOxtw4w1ut6jWvWvAW8+9ZGXNfFMH3dhoNAsr43gYb66qO4m54FK9kRo+ZwZZd1Lz33NJdfdwMz5sxn5V0/4Sff+0cc1wU7zn13frdLP+RJM+ewuyZKQYaPnKDZ7Wcerb0O2cbqNsRk2cQ8fvPWAdbuqumYuJeKX1fYfLCRJeNy8BunZ5AsAbIQQgghhpRU0/QGQ8DQaIrZwJEgcHJ+GNv1mP3JK3nmD78mYVmomsYnP3MVX7/tjl6n3W2rTl6A+/EtX+SRH+/m/XfKU/7cSdNmdPy5oa42mZn2PFzHwXUcPM/r0kN5akHGgD7XJVdcAwrdhpicNTyD4Rk+XtxxuNcAOeI3qG6Js/lQI2NzguSHu3e9GOqki4UQQgghRAohUyfhdO3TNjo7AICvcDwr7/oJuq7jeR4/vet2AG782rdSBsee5/H0+xUUR/ycv3A+t955N6rWPfuqKAqPP7y6o89x177JBnqKHsr91d4H+Y9rHuWvT6zp9ryiKCybmMe63bX8auNHvb5X2NQ51BhjX13rgPYwVEiALIQQQgiRQsDQcI9qZDyqLUDeeThKQ10trufhuS4JK87qf/9xjwM8Xt1Tx5bKZm6cPxJFUZgxZz7f/eG9aJqG0jY1T1HVZHY4kcwOw5HOEzffejsPPv4XVt71Y+YtOo9b77i712l6m8s38qsH7uuyny5T/Dr9jM4u/Vgyc7x6w15sN/XQkPazCZs6NS0WrYnTr+2blFgIIYQQQqTQPoGus4ChMbMowv/tqOZ75y7CMEwSXhzXddmwfi2bNr7Oqt/9qUvwuubtA9xbuouiiI9Lph7pLnH5dTcwYcq0jlZxP73rduxE99rgGXPmd4yjvueO72AnEpS//ioTpkzrsY3cl6+9jETCwjBM7ln1PyxcdlGv9cftxueG+OFFk/ne89v48HALU4aFu61plxUwqG62aGhNEDjNapElQBZCCCGESCFVgAzwqWkF/PD/dqAVz+TWO+7m1w/+J/v37sZz3Y7MbHvgWt+a4N7SXQDcvmwiutb1PduDX6AjWO6phvmZJ44MI0lYFs88sSblui6ZYizeLt/IwmUXAT3XH3c2uS0o7itABjA0hfpYguERf6/rhhoJkIUQQgghUvDrKj5dw7JdzE7B8vKJedxTupOH175L2V23Y1lxPM9DVdVumdl3DiYHi/z3Z2cwqyiz15/XOVhO6ejObT3M6Tg6UzyrLfvcOat88RXdJ/y1G5kVwNQUdvQwVa8zv65S32r3uW6okRpkIYQQQogUFEVhdFaAJqtrABj26VwwIZfXKiwsN1mDrKoq8xcv7VZesasm2cptQm7ouPdz8RXXYJjJjhGKqlJTXZWy5rlz3fKq3/2JaTNn96v+uJ2uKkwtyOgyNbAnhqbSHJcAWQghhBDijJEf9uGkuKx2ybQCLHS0SQvRNA3D9LHim9/tlgHeUtVEQdjsNvb5WCT7Iv8YTdPwXJfS/32Gm66+tMcguXNHja7dMPrugDFvZCZbq5r6DH41VSHhuKfdRT0JkIUQQgghehD2aQQMjeqWeJfH543MoiDDx5Srv9mRqT06OK5oivPKzhqWTcxP234a6mq7jLXuKxvc7uiscq+lHMDcEVm4HrzVy+jpdlHL4Y199TS0JvpcO1RIgCyEEEII0QNFUZhVnInjdn1cVRQumTqMLfUel9zw1W4Bp+16rNl0AIC/n12Utv3MWbAY3TA6/p4qG/zUYw/ztc9dzlOPPQzAlnc28asH7gPg2pv+H9njp9PSVjbiealbuU0vjODTVDbsq+8zO1wY8XOwsZUPqpqP7UOdguSSnhBCCCFEL7ICBgFdxXbcLl0ozp+Qx0MbP+KtAw18YvKR9m3NcZtrfvMWFU1xLpqcn9YODzPmzOfBx//CM0+soeZwFbn5w7o8/9RjD3P3bd8E4PVXXmbThjJe+OtTuK6Lafr44UO/5/wlizncYtGasGiM24zLCXb7OT5dZWZRhMffPkjZ3jp+//k56GrqW4E+XWVMdpDYaVRmMSgZZMuy+NSnPkVJSQlLly7lwIED/PrXv2batGmUlJRw4YUXdqz9/ve/z9KlS1m0aBHvv/8+ANu2bWPZsmUsWrSIlStX9rpWCCGEEGKwFWb6aTqqHndCbhCfprKlsmvm9H+3VVPRFGdY2OTri8emfS8z5szn4iuvoWztS/zxd4/y5Wsv66hDfum5p7usff7Pf8Cx7Y5hJrvf2cio7AAeyexxTtAgbrspfsqRoSH76lrZuK+u1z0ZmkprwsU+OtU+RA1KgKzrOo8//jilpaV86Utf4pFHHqG+vp4f/ehHlJaW8sILLwCwbt06KisrWbt2LQ8++GBHMHzLLbfw0EMP8eqrr7Jnzx42bNjQ41ohhBBCiME2LOzrNllO11SmDQ+zcV89nud1lC18UNVMxKfzzD/MpyDDNyj7KS9bj2XFcR0HKx7rmOJ3wScv7bKucwmFoqpcetFygoaGpijoqkpu0OixhOKiKcNY99WFqAq8e6ip700pHrEegu2hZlACZFVVCQaT6fodO3Ywffp06uvryc7O7rLuhRde4NprrwXgrLPOora2Ftu2icVijBkzBoArrriCsrKylGuFEEIIIU4Ev66Sqlp32YQ8dhxu4ctPvsvS/yrjma2VbPyonsnDQihKD42K0yAzOwev7bKe53lsWFfKl666mD8//hvOPe+CLj9bURQ0XefWf/k3LixZQsinc/6EXM4bn8uIzABWL1nfgKExNifI+5V9B8iep5w2ZRaDVoN8zz33sHr1aiZNmsS3v/1t3nzzTb797W9jGAaf//znWbFiBVVVVeTnH7nZqes6lZWV5ObmdjyWm5vL1q1bU6512/oOdrZ69WpWr14NQEVFBdXV1YP1Ec8oco7pJeeZHnKO6SNnmR5yjul1Kp2n43pEa+upj3UNnc4vVHku38+b+5PdHu743+1oCnx9Ti71hysHbT8VB/ahKEpHhtjzPBzb5v23y7utHTtxCjd+63YuX76EQ4cOdXnOcT1iDfXURHW0HtKmZ+UaPL+znsqKQz1OFwSIxWx2ek1YWYEBfx7P8wb1C8VADVqAvHLlSlauXMlzzz3HV7/6VR5++GHuuusuotEon/70p1m0aBGZmZnU1R2paVFVlZycHOrr6zseq6urIz8/n9bW1m5rjw6OAVasWMGKFSsAmDt3Lvn5+RQVpe/26JlMzjG95DzTQ84xfeQs00POMb1OpfP8MOYjqKvdxkX/7Io8/uWFHRRFfKzdVcM3loxleRpbu6WyeNlF/Hr1zztGT/dm8lkz+Pr1VxPx6ymDUMufyc7DUfw+Db+udXt++TSTP29/j91xP+cOz+72fLug7RJzXIqK8gb0WSzbZdOBBuaPyjplguRBKbFoamrq+EYzatQompubse1kXU4gECAjIwNFUViyZAlPPPEEAFu2bGHEiBEEAgHi8TgHDiRbozz11FMsW7Ys5VohhBBCiBMlJ2DQmuhejpDpN/jppdO4tWQ8T39h/qAEx0dffpsxZz6Xfva6HtdrWjIYNkyTz13zWTIDRo/BZ3FbmUVDzCZqdS+RmFGUgarAk5sP8d8b9uH20BrO1FVaEw7WAOuQK5ti1J9iPZQHJYP8wQcfcMstt+Dz+QgEAjzwwAPcdtttbNy4Edu2+cxnPsO0adOYMmUKzz77LEuWLCEjI4MHH3wQgPvuu48rr7wSn8/HpZdeytSpU5k8eXLKtUIIIYQQJ0JeyKSiKUbGIP0C/mBjDFWB4Rld28JFLYePGlqZnB/u8vjkj81I+T4lF17MVV/8KhteW8eiJUtZes5Zvf5cv6ExIS9EfWuCaMIBumaRQ6bO9MIIL++s4eWdNYzJDrB8UuovAR4Qsx3MXkoxjra/IdZj0H2yDMo/4Xnz5vHqq692eeyee+7ptk5VVVatWpXy9WVlZf1aK4QQQghxIoR8OimmTh+XppiN31CpjSbwPFJ2gXA9D7+hdavTbairRVHVjst6iqJg+vxc/+VvMHzyTJYvXUxhJEBTbVWf+5hSkMG+2ihbexj28dWFY7h37U62V7fw6p66HgNkBYXmuE3Eb6R8vrO6qMXeutZTLnsMMklPCCGEEKJfQqZGOktkHdcjajtUNlloqsLwiA9TV3E9j+a4jdMWjTuelxxU4nrEbIfaqEXCcZmzYDGm6UPTNAzT5PzLr+O/fvtHps2eh6oojM0NkeHvfy7Ub2h4KXt1wNkjMvntdWezeGwO71U09vgeAUPlUGO8x+c7210bpaYlWUN9ipQed5BJekIIIYQQ/WBoKgFdw7LdAZUQ9CRmO2T5DZoth6nDQgyP+HllVw01LQk8PA41xokEdBKOS6bfIJZwaYzbhH0aVc0WM+bM54HH/sibZeuZOX8RI6fNwnI8GmIJxuUGMXpqS9EDn67SV6XD2cWZrN9dy8GGGEWZ3ScEhkyNiqYY5R/VM7Mo0u1CY5fPn3BpTTgYmtpjYH6ySAZZCCGEEKKf8sImjUdN1DtWlu0yLMNk8dhsijMDGJrK3BFZXDAxj3kjsyjO8jO7OBNTU8kLmdht0evEvDB+Q6WqOU7hlFks/9yXsT2Xvzz8c3a//xYXTMhj4lH1yv3h01UUek/lloxPtuJdvyf1PApFURie4aeqOd7nOUUTDk2WjamdYuljJIMshBBCCNFv43JDVDTGjyuL3BhLELNdXA8iPoOgeSQcywwka3fzwj6WhJNT+BpbE+SFfUzIC7GnNkphxEduyMBxk/XJD/3pBW77wpXYiQSGYbJwzIssWLBgwPvy6SqK2ntP4pFZfoaFTd4+0Mil0wrwG93bwgGoCrRaDgRT/yzH9bAdj/E5ITRVobqlf2UZJ4pkkIUQQggh+ilgaIzMCrR1exg423GJOy6zijMpGZ9Lftjs8zWTCzLIDZn4DY0pBRnomkrQ1Mnw62QGDHa9swE7kcB1HOyERWlp6THtTVEU8oO9Z8gVRWHOiCxe2F7N4p+/xpYeJuz5NI2DjTHcHm41xhIOKKCpp172GCRAFkIIIYQYkMyAQcIdWK/fdvUxm0l5YQojfkK+1IM7Buq6T38Sn2miaRqmaVJSUnLM7zVpWJi47fXadu26s4s7/vzHdytSrsnw6xyOJmg96ouE43psqWhqC8JPrbrjzqTEQgghhBBiAPy6Cn3U6qbiecnAsyDDl9b9LFiwgBdffJHS0lJKSkqOqbyiXdinMy43yO7aFvJDqfc5ZViY17++iG89vYX3K1JnkCF5QpbjEur02MGGVrZVN1MQ9mEO8BLhiSQBshBCCCHEAIR9Opqq4LjegEoEGuM2RW2Z43RbsGDBcQXGnY3PDbK/vhXbcXvsQqFrKpPyQ2z4qL7nemwP4rZLrK1TharAhzVR/LpKfSxBTqDvXskny6kbugshhBBCnII0VaEww0ez1f9uFp7nEbddxub2cGvtFKJrKiOyAjSnGDvd2bThGTiu1+NwEV2FQ41x1u6soaopRkPMJpZwyAuZaIoy4DZ0J9KpuzMhhBBCiFNUYcRP3O5/DW11S4LR2YF+TZg7FWT6dRJO75/v7OJMAN7cX5/6PQIGlc0xLNultjVBUyyBqoCqKOSF+r6ceDJJiYUQQgghxABl+nU0NdlmTe3jol1TzCbi15kyLOME7e74+frRwi4rYDAmO9BjHbKqKOSHfNiOy8GGOBVKHF0dGrnZobFLIYQQQohTiK6pDM/w0dyPoSGttsPMogjqKdrSLBWfnpxu5/UxWm/KsDDbqlt6XaNrKq22Q2PMJjwI9deDQQJkIYQQQohjUBjxE7N7b/fWmnDIChhDJjBsFzR18sM+WvqoQ55eGKGyKc6e2miv64ojfkZlB9CHyJcECZCFEEIIIY5BVsBAVZRes6xRy2FEpv8E7ip9cgIGCcelojGG08PAj/bR01c+Ws763anHTw9FEiALIYQQQhwDQ1PJDhpUt1g9rnGAnOCpfSGtJ0FTI+54uNBjx46CDB8/uXgqAM9urTqBuxtcEiALIYQQQhyjUVkB7BTZ1aqWOHvqogR0laCpnYSdHT9TVztKRCyn51KSZRPzuGhyPu8cbDiBuxtcEiALIYQQQhyj4RE/AUPrXoLgQYbPoDDiS8s46ZPBp6noqkLEp4PX+2cYnxuistnq16XFoUACZCGEEEKI4+DTVRzXozZqcbAxBoCCQlHER1EkcJJ3d+wChkaGXyczYIDSezeLsTnJz9nXZb2hQgJkIYQQQojj4NNUHM8jZrsdl/YUxWNaQQYZ/qHVvaIzVVXIDZhkBQyg9wzypPwwQI9T9YYaCZCFEEIIIY5DwFBpsRzCpk5B2EdlU5yQqQ+pvsc9mTUik0y/jqKQsta6XWHER27Q4N0ehoYMNUP3a40QQgghxCkgZOr49AST8sMoeLiex/SiyMneVtooisKkvBDbq5vJC/l6XDO9MMJ7hwYeIH94uIW403u/5RNNAmQhhBBCiOMwLi/EuLxQx98LM4du3XFPsgIGrge1UYuIT0fXuhchnDU8g9KdNdS3JtrKMvrn3tKdNMQSfH7OyHRu+bhIiYUQQgghhOhVwNBIOB6mplLbmki5ZnphBgDvDaDMwnE93q9sYsqwcFr2mS4SIAshhBBCiF75dBW/oZHpN+ipa920ggw0BR54dTfVzfF+ve/mQ420JlwJkIUQQgghxNCiKAoBQyVgatDDXb2AoXHeuFw+PBzl/nW7+3zP1a/v5Ut/2EzI1DhndHaad3x8JEAWQgghhBB9mpAXoijix2do2D1M1vvXT05hcn6I9btruw9P6eSDqmZWv74PgAc+cxahU2zaoATIQgghhBCiT4URPxl+nbyQSbOVuuuEqatcPauIFsthf0Nrj+/1yq4aFODFm89leuGp1/FDAmQhhBBCCNFvY7KDNMVtPqhqpqJtcmBnE9s6enx4uOepertqohRn+sn097/bxYkkAbIQQgghhOi3DL9OYcRPdtAglqLUYmxuEENT2Hyoscf32FUbZWxucDC3eVwkQBZCCCGEEAMyZ0QmOQGToNG9dtiva8wuzqRsb13K18YSDntrox2Z5lORBMhCCCGEEGJAdE1l2vAwSg893xaOzmZXTZSKpq7t3mzXY2tVM46XHCxyqpIAWQghhBBCDFjY1PFpKnG7e5nFgjHJtm2X/eoNfvzSh3iex5sf1bPwP9fzpT9sRlcVZpyCl/PaSYAshBBCCCEGTFUVxucmL+wdbVxOkKChYbseT2w+xOZDTTy26QCuB5l+nZvOHT2gcdQnmn6yNyCEEEIIIYamrKCRcm6Ioih8ffEYXttbx7pdtbyyq4b3DjVxydRh3PmJySd8nwMlGWQhhBBCCHFM/HrPAz6umlnEv1/6Mc4fn8sjb+6nrjXBzKJTt6yiMwmQhRBCCCHECQJKXQAADo5JREFUMTE0BQXwvJ6n5t28cHTHn88bl3sCdnX8pMRCCCGEEEIcE0VR0FSFnbVRxmQF0LXuudfxuSHuvHASeSGT3JB5EnY5cBIgCyGEEEKIYxYwVPJDJvsbYozJST3845JpBSd4V8dHSiyEEEIIIcQxm1GYyfTCCEHz9Mm7nj6fRAghhBBCnHAZfp2wp6Gr4Hoeag/DQ4YSySALIYQQQojjoigKGX4DK8XQkKFIAmQhhBBCCHHcMnwaliMBshBCCCGEEABkmDqW03O7t6FkUAJky7L41Kc+RUlJCUuXLuXAgQNs27aNZcuWsWjRIlauXNmx9vvf/z5Lly5l0aJFvP/++wADWiuEEEIIIU6+kE9POVVvKBqUS3q6rvP4448TDAb5zW9+wyOPPMK6det46KGHGDNmDFdddRUbNmzAsiwqKytZu3Yt7733HitXruTZZ5/llltu6fdaIYQQQghx8oV9PU/VG2oGJUBWVZVgMNkHb8eOHcydO5e//e1vjBkzBoArrriCsrIyampquPbaawE466yzqK2txbZtYrFYv9YKIYQQQohTg0/X8OkqtuOmHBgylAxam7d77rmH1atXM2nSJFasWEFu7pHRgrm5uWzdupWqqiry8/OPbEbXqays7Pda13VR1a7/AFavXs3q1asBqKiooLq6erA+4hlFzjG95DzTQ84xfeQs00POMb3kPNPjRJ6j2tJMdcwmYA4sm9zSmuDgQRvlFGkRN2gB8sqVK1m5ciXPPfcc3/rWt6ivr+94rq6ujvz8fFpbW6mrq+t4XFVVcnJy+r326OAYYMWKFaxYsQKAuXPnkp+fT1FR0WB8xDOOnGN6yXmmh5xj+shZpoecY3rJeabHiTpHJxBlS2Uz4YCBrvY/2E20xCkqGnbKBMiDkv9uamrC85Jl2qNGjcJxHOLxOAcOHADgqaeeYtmyZSxZsoQnnngCgC1btjBixAgCgUC/1wohhBBCiFNHht+gKW6zq7alX+sTjktz/NTJHLcblAzyBx98wC233ILP5yMQCPDAAw9w+PBhrrzySnw+H5deeilTp05l8uTJPPvssyxZsoSMjAwefPBBAO67775+rxVCCCGEEKeGkKkRNnUcr3/9kCub49iOR3FW4JQKkgclQJ43bx6vvvpql8fGjh1LWVlZl8dUVWXVqlUpX9/ftUIIIYQQ4tRgaCqziiO8V9HUr8t6pqbi1xVygsYJ2mH/DO0rhkIIIYQQ4pQyPOInO2BQ2Wz1uq45buPXNWYURRibEzxBu+sfCZCFEEIIIURazSyKYGpKx520VKK2w+wRmRRG/BinWFu4U2s3QgghhBBiyNM1lYjfIO70XIuseJDhG7SGasdFAmQhhBBCCJF2AVPDdlJnkC3bJeTT0QbQCu5EOjXDdiGEEEIIMaQFDJW6aNcAOWo5WG1Z5aJM/8nYVr9IBlkIIYQQQqSdX9dIOB6tCQe7LSiubI7TbNkcbrHIDZoneYc9kwBZCCGEEEKknV9XqW9N0Bi3qWpJdrQIGCoFYT9hn05wgOOoTyQJkIUQQgghRNqFfTrTCyNMzAsRSyQn5mUFDGYUZZDp1wkYEiALIYQQQogzSNinM214BiOzAhRl+qhoilOQ4SNgaIzJCZ6yF/RALukJIYQQQohB5Dc0zhmVTcKpJdNvoCgKI7ICJ3tbvZIAWQghhBBCDCpdU5kzIovQKVx33JkEyEIIIYQQYtBl+IdO2Ck1yEIIIYQQQnQiAbIQQgghhBCdSIAshBBCCCFEJxIgCyGEEEII0YkEyEIIIYQQQnQiAbIQQgghhBCdSIAshBBCCCFEJxIgCyGEEEII0YkEyEIIIYQQQnQiAbIQQgghhBCdSIAshBBCCCFEJxIgCyGEEEII0YkEyEIIIYQQQnQiAbIQQgghhBCdSIAshBBCCCFEJ4rned7J3sRgycvLIxQKkZ+ff7K3MuRVV1fLOaaRnGd6yDmmj5xlesg5ppecZ3rIOfZsz549HD58uNvjp3WADDB37lzefPPNk72NIU/OMb3kPNNDzjF95CzTQ84xveQ800POceCkxEIIIYQQQohOJEAWQgghhBCiE+3OO++882RvYrDNmTPnZG/htCDnmF5ynukh55g+cpbpIeeYXnKe6SHnODCnfQ2yEEIIIYQQAyElFkIIIYQQQnQiAbIQQvz/9u42psY/juP4+5B/axUSY9lo5gEmxsZJkWOF0UTU2NzMZHhWY4ylmbsxO+7CjOaBe2ZahsamrYTqzGwItYVhZsrNcZdw1P/Bf52dVscfp3N1uD6vZ11d1/n9fp99r9P3nH5nR0RExEPANshOp5M5c+Zgs9lISEjg8ePHVFdXk5iYSHx8PCtXrnSfW1dXR3Z2Njk5Oe5jx48fJykpiZEjR7Jz506v43z48IHt27ezePHiFscdDgcTJkygqqqq/RdnIF9zbHbu3DliY2O9jlNQUMC4ceOwWq2cPn0agGfPnhEVFYXNZsNms3H//v32X6DBjMqzoaGBQ4cOMW3atBbHHzx4QFpaGpcuXWq/RXUAX3M8evQoQ4YMwWazMWnSJK/j7N+/n4SEBKxWKyUlJQCUlpYyYMAAd12+efPGfws1gFFZ6rnyxzk2NjaSlZXFmDFjiI+P5/Xr122OY4aaBOPyVF16z/Hjx4/umrLZbAwYMIDc3Nw2xzFLXf6KoI6egDf19fXs2LGDqKgoLl68iN1u59GjRxw6dIjo6GjS09OpqKjAarWyYsUKBg4cSH19vfv6lJQU5s6dS2NjI8OHDycrKwuLxdJqnJycHKKjo/n48aP7WHl5OcePHyc0NNSQtfqTrzkCfP/+nSNHjngd49OnT9jtdoqKinC5XIwdO5bp06fjdDqZPXv2D1+g/GmMyBPAbrfTp08f6urq3MeePHnC1q1bCQsL88vajORrjk6nky1btjB9+nSvYzx58oTz589TUlJCbW0t06ZNw+Fw4HQ6yczMJDMz04il+p0RWYKeK/8vxwMHDjBs2DB27drldQyz1CQYkyeoLn+UY1hYGMXFxcB/LzimTJnCokWLWo1hprr8FQH7DnJUVBRRUVEAREREEBwcTENDA9HR0QDMmjWLsrIyAI4cOUJCQkKL68PDwwF4+fIl/fr1a7M5Bti1axczZsxocSw2NpY9e/bQs2fP9lxSh/A1R4C9e/cyd+5cr2OUl5eTmJhIcHAwoaGhWK1WqqqqcDqdREREtP+iOpAReQKsXbu21Tsi/fv35/Dhw+6x/mS+5vgztXXlyhXS09OxWCz07t2bHj164HQ6/7q6NCJL0HPl/+VYWFhIdXU1CQkJrFy5krY+/26WmgRj8gTV5c/8zQE4deoUycnJbb7BYqa6/BUB2yA3e/78OXa7nRUrVhAZGek+HhkZydu3b71eV1dXR1xcHCNHjmTp0qVGTDWg/W6OlZWVlJWVMXPmTK/n1NbWtvgKy+bHrK+v5+zZs8THx5OVlcW3b9/aZzEBwJ95msnv5uhyuVi1ahXjxo3j4MGDbZ7jrS6/fPlCbm4u8fHxbNy4sf0W08H8maWZ/G6ODoeDtLQ0rl69yufPn8nPz291jtlqEvybp5n8bo7N8vLyyMjIaPN3ZqzLnxHQDfKFCxfYsGEDeXl57lc0zd6+ffvD7xXv1asXN27coKamhn379lFTU4PD4XDvpWneJ2sGv5tjQ0MDmZmZ7N69u8Xxp0+funPcvXs33bp1a3GDNj/m5MmTuX37NqWlpYSHh5OXl+efBRrM33mahS/39/r16ykvL+fy5cucOXOGe/futbq/vdXl4sWLuXnzJsXFxTx8+JDCwkK/rtMI/s7SLHzJsU+fPowaNQqA5ORk7t+/b+qaBP/naRa+5AhQUVFBTEyMe8uJ2evyZwXsHuQ7d+5w/vx5Dhw44D725csXnj9/Tt++fcnPz2fdunVer3/37h3dunUjNDSUrl270tDQwOjRo937cczClxyb9xQ37z+qqalh8+bNZGdnt8jx1atXbN68mdWrV/Pt2zcqKysZNGgQLpeLoKAgOnXq1OIV75/MiDzNwNf7u7m2QkJCCA8Px2KxtLq/7969S05ODvPnz6e2thaXy0VYWJj72i5dutC9e3d/LtMQRmRpBr7m2K9fP+7evUtMTAzFxcXExcWZtibBmDzNwNccAU6cOEF6err7ZzPX5a8I2Ab50qVLlJaWYrPZgP9ulh07dpCWlkZwcDApKSkMHjzY6/WrVq3iwYMHNDU1kZqaytChQw2aeWDxJcfk5GSSk5PdP8fGxpKdnd3qvJ49e7Jw4ULGjh1LSEgI69evJygoiJMnT7Jv3z46d+5MdHT0X/HvWyPyNANf7+81a9bgcDhwuVykpqYyZMiQVufExMQwYsQI4uLiCAkJcX/YJzc3l4KCAhobG4mNjWXKlCl+WaNRjMjSDHzN0W63s2TJEgCGDx9OSkpKq3PMUpNgTJ5m4GuOADdu3GDbtm1ef2+muvwV+iY9EREREREPAb0HWURERETEaGqQRUREREQ8qEEWEREREfGgBllERERExIMaZBERERERD2qQRURMYuHChVRVVXX0NEREAp4aZBERERERDwH7RSEiIuK7NWvWcPXqVSIjI6mvr8flcjFhwgRcLhfjx49n06ZNHT1FEZGAowZZROQvdeXKFV69esX169f5+vUrVquVoqIi5s2bR0ZGBo2NjR09RRGRgKQtFiIif6lbt24xdepUAP755x+GDRvGxIkTefHiBcuXL6e6urqDZygiEpj0DrKIyF+qf//+XLt2jdTUVD5//kxFRQUWi4W1a9fy/v17Jk+eTFlZWUdPU0Qk4FiampqaOnoSIiLS/lwuFwsWLODx48f07duX79+/k5SUxLFjxwgODmbOnDksW7aso6cpIhJw1CCLiIiIiHjQHmQREREREQ9qkEVEREREPKhBFhERERHxoAZZRERERMSDGmQREREREQ9qkEVEREREPKhBFhERERHx8C8xz8n8Kn1PbAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 예측된 결과를 시각화\n",
"forecast = m.predict(future)\n",
"m.plot(forecast);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 그래프를 그려서 실제 데이터 값과 예측 값을 비교!!\n",
" - 예측 값들이 실제 값들과 정확하게 일치하지는 않아도, 어느 정도 비슷한 추세로 예측이 수행되었다는 것을 알 수 있다"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:22.128088Z",
"start_time": "2020-06-03T11:47:21.659756Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (12, 6))\n",
"plt.plot(KIA.index, KIA['Close'], label = 'real')\n",
"plt.plot(forecast['ds'], forecast['yhat'], label = 'forecast')\n",
"plt.grid()\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Growth Model\n",
"- 이 부분은 **prophet의 튜토리얼**에 나오는 예제이다\n",
"- 예제에서 사용한 데이터는 **주기성**을 띠면서, 점점 성장하는(?) 모습의 데이터이다"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:22.144100Z",
"start_time": "2020-06-03T11:47:22.131091Z"
}
},
"outputs": [],
"source": [
"df = pd.read_csv(\"../data/08. example_wp_R.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:22.169118Z",
"start_time": "2020-06-03T11:47:22.147102Z"
},
"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>ds</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2008-01-30</td>\n",
" <td>394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2008-01-16</td>\n",
" <td>424</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2008-01-17</td>\n",
" <td>408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2008-01-14</td>\n",
" <td>385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2008-01-15</td>\n",
" <td>369</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds y\n",
"0 2008-01-30 394\n",
"1 2008-01-16 424\n",
"2 2008-01-17 408\n",
"3 2008-01-14 385\n",
"4 2008-01-15 369"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:22.197138Z",
"start_time": "2020-06-03T11:47:22.173123Z"
}
},
"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>ds</th>\n",
" <th>y</th>\n",
" <th>cap</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2008-01-30</td>\n",
" <td>5.976351</td>\n",
" <td>8.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2008-01-16</td>\n",
" <td>6.049733</td>\n",
" <td>8.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2008-01-17</td>\n",
" <td>6.011267</td>\n",
" <td>8.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2008-01-14</td>\n",
" <td>5.953243</td>\n",
" <td>8.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2008-01-15</td>\n",
" <td>5.910797</td>\n",
" <td>8.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ds y cap\n",
"0 2008-01-30 5.976351 8.5\n",
"1 2008-01-16 6.049733 8.5\n",
"2 2008-01-17 6.011267 8.5\n",
"3 2008-01-14 5.953243 8.5\n",
"4 2008-01-15 5.910797 8.5"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['y'] = np.log(df['y']) # 로그 변환\n",
"df['cap'] = 8.5 # 예측 값의 상한을 8.5로 설정\n",
"\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 예측 값의 상한이나 하한을 설정했으면, Prophet 객체를 생성할 때 **growth** 파라미터를 설정해주어야 한다\n",
" - 주어진 데이터를 그래프로 그려보면 **'로지스틱 함수'**의 형태와 유사함을 알 수 있으므로, ```growth = 'logistic'``` 이라고 설정해주었다"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:35.815782Z",
"start_time": "2020-06-03T11:47:22.200141Z"
}
},
"outputs": [],
"source": [
"# 주기성이 '일단위(daily_seasonality)'로 있다고 알려준다\n",
"m = Prophet(growth = 'logistic', daily_seasonality = True)\n",
"m.fit(df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- 예측 값의 상한을 8.5로 설정하고, 약 5년(1826일) 간의 데이터를 예측해보겠다"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2020-06-03T11:47:48.795975Z",
"start_time": "2020-06-03T11:47:35.819786Z"
}
},
"outputs": [
{
"data": {
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