{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"# ** 5-2 Finance Analysis - Rolling**\n",
"파이썬을 활용한 금융분석"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"## **1 이동평균선을 활용한 매매 분석**\n",
"Golden Cross / Death Cross"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"### **01 데이터 불러오기**\n",
"pandas datareader"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# from pandas_datareader import get_data_yahoo\n",
"# start_date = '2013-01-01'\n",
"# codes = ['KO', 'MS', '005930.KS', '000660.KS']\n",
"# result = {}\n",
"# for code in codes:\n",
"# result[code] = get_data_yahoo(code, start_date).Close\n",
"\n",
"# import pandas as pd\n",
"# prices = pd.DataFrame(result)\n",
"\n",
"# prices = prices.fillna(method='ffill')\n",
"# prices = prices.dropna() \n",
"# prices.to_csv('./data/stocks.csv', encoding=\"ms949\")\n",
"# prices.tail(3)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 1410 entries, 2013-01-02 to 2018-06-11\n",
"Data columns (total 4 columns):\n",
"KO 1410 non-null float64\n",
"MS 1410 non-null float64\n",
"005930.KS 1410 non-null float64\n",
"000660.KS 1410 non-null float64\n",
"dtypes: float64(4)\n",
"memory usage: 55.1 KB\n"
]
}
],
"source": [
"# 저장된 CSV 파일을 사용한다\n",
"\n",
"import pandas as pd\n",
"prices = pd.read_csv('./data/stocks.csv')\n",
"prices = prices.set_index('Date')\n",
"prices.head(3)\n",
"prices.index = pd.DatetimeIndex(prices.index)\n",
"prices.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"### **02 Series.rolling( ).mean()**\n",
"이동평균 데이터 생성하기 [정리 Blog](http://ordo.tistory.com/67)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 1\n",
"1 3\n",
"2 5\n",
"3 7\n",
"4 9\n",
"5 11\n",
"6 13\n",
"7 15\n",
"8 17\n",
"9 19\n",
"10 21\n",
"11 23\n",
"dtype: int64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"data = [ i for i in range(1, 3000, 2)]\n",
"data = pd.Series(data)\n",
"data[:12]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 NaN\n",
"1 NaN\n",
"2 NaN\n",
"3 NaN\n",
"4 NaN\n",
"5 NaN\n",
"6 NaN\n",
"7 NaN\n",
"8 NaN\n",
"9 1.0\n",
"10 3.0\n",
"11 5.0\n",
"dtype: float64"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.rolling(10).min()[:12]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 NaN\n",
"1 NaN\n",
"2 NaN\n",
"3 NaN\n",
"4 NaN\n",
"5 10.0\n",
"6 12.0\n",
"7 14.0\n",
"8 16.0\n",
"9 18.0\n",
"10 20.0\n",
"11 22.0\n",
"dtype: float64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.rolling(10, center=True).mean()[:12]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 NaN\n",
"1 NaN\n",
"2 3.0\n",
"3 4.0\n",
"4 5.0\n",
"5 6.0\n",
"6 7.0\n",
"7 8.0\n",
"8 9.0\n",
"9 10.0\n",
"10 12.0\n",
"11 14.0\n",
"12 16.0\n",
"13 18.0\n",
"14 20.0\n",
"dtype: float64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.rolling(10, min_periods=3).mean()[:15]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prices['005930.KS'].rolling(60, center=True).mean().plot(figsize=(15,4), color=\"red\")\n",
"prices['005930.KS'].rolling(60, min_periods=3).mean().plot()\n",
"prices['005930.KS'].rolling(60).mean().plot(color='Green')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"### **03 삼성전자의 이동평균선 생성**\n",
"pd.Series.rolling()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Close | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2013-01-02 | \n",
" 31520.0 | \n",
"
\n",
" \n",
" 2013-01-03 | \n",
" 30860.0 | \n",
"
\n",
" \n",
" 2013-01-04 | \n",
" 30500.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Close\n",
"Date \n",
"2013-01-02 31520.0\n",
"2013-01-03 30860.0\n",
"2013-01-04 30500.0"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"price_df = prices['005930.KS']\n",
"price_df = pd.DataFrame(price_df)\n",
"price_df.columns = ['Close']\n",
"price_df.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Close | \n",
" 15d | \n",
" 40d | \n",
" 15d-40d | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2018-06-05 | \n",
" 51300.0 | \n",
" 50810.00 | \n",
" 51132.25 | \n",
" -322.25 | \n",
"
\n",
" \n",
" 2018-06-06 | \n",
" 51300.0 | \n",
" 50906.67 | \n",
" 51193.25 | \n",
" -286.58 | \n",
"
\n",
" \n",
" 2018-06-07 | \n",
" 50600.0 | \n",
" 50986.67 | \n",
" 51233.25 | \n",
" -246.58 | \n",
"
\n",
" \n",
" 2018-06-08 | \n",
" 49650.0 | \n",
" 50996.67 | \n",
" 51229.50 | \n",
" -232.83 | \n",
"
\n",
" \n",
" 2018-06-11 | \n",
" 49900.0 | \n",
" 50990.00 | \n",
" 51218.50 | \n",
" -228.50 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Close 15d 40d 15d-40d\n",
"Date \n",
"2018-06-05 51300.0 50810.00 51132.25 -322.25\n",
"2018-06-06 51300.0 50906.67 51193.25 -286.58\n",
"2018-06-07 50600.0 50986.67 51233.25 -246.58\n",
"2018-06-08 49650.0 50996.67 51229.50 -232.83\n",
"2018-06-11 49900.0 50990.00 51218.50 -228.50"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"price_df['15d'] = np.round(price_df['Close'].rolling(15).mean(),2)\n",
"price_df['40d'] = np.round(price_df['Close'].rolling(40).mean(),2)\n",
"price_df['15d-40d'] = price_df['15d'] - price_df['40d']\n",
"price_df.tail(5)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"price_df.plot()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Close | \n",
" 15d | \n",
" 40d | \n",
" 15d-40d | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2013-01-02 | \n",
" 31520.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2013-01-03 | \n",
" 30860.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2013-01-04 | \n",
" 30500.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Close 15d 40d 15d-40d\n",
"Date \n",
"2013-01-02 31520.0 NaN NaN NaN\n",
"2013-01-03 30860.0 NaN NaN NaN\n",
"2013-01-04 30500.0 NaN NaN NaN"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"price_df.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"# price_df['Close'].plot(grid = True, figsize = (15, 7))\n",
"price_df['15d'].plot(grid = True, figsize = (15, 7))\n",
"price_df['40d'].plot(grid = True)\n",
"price_df['15d-40d'].plot(grid = True)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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s8mzmJc+rgxUeX2G5HtDvziql2O4mxGYi0GJiZUoul7zxO2v25vn7ZhU52JlZzF2frG+QuZ4qCazrwOuvv07nzp3911OnTuWRRx4hJSWFiIgI3nvvvQacnRBCCCHqy7SvtgCQV+rEbDT4D4UBPRXk+rI5MP8+CIqBuB6+dzwk5STRM6bnUceddWNv/xgoBZ3GQ3E6FB6Ztzyk+RB6x/bm+T+fZ8n+JadvcbXkezYTr6ZR4nATbDURaKlMZ8kssvtfVz2NMqu4sr2xkMD6NEtLS2PhwoX85S9/AUDTNJYuXcrVV18NwKRJk/j2228BfSd70KBBdO/enX/+858NNmchhBBC1I1iu75b6/ZqWEyGajvWkY50riz6RA+or5sDBiNLHhnKW3c0weFx0Cu211HHrcjNrkgt0Zp01d/I3nFEX6PByNRerxFti+GHvT+crqWdMA18O9ZmAi1GzLi5xLCKYEPlX/LLXZWB9bp9+Q0wy1Nz1p68OGPNDHbkHfnDdSo6RXaqMdepqocffpiXXnqJ4mK9rE5ubi7h4eGYTPq3Oj4+noMH9WLtkydP5t577+WWW25h5syZp3WuQgghhGh40cFWAB4c3p4NBwooc7rB64VlzzKj6AO907UfQbh++EuHJiGszNaPI+8VU4vA2uMl6WAh//gyh/lAwf4thHcYVa2v2+Nl3Ot/YI1rTal7JS6vC7PBXMOodaNil97r1Sh1ugm2GrG7TVxlXMGL5tkULfsV2s2HwEjKnZWBdYndXW9zPF1kx/o0+v7774mNjaVPnz616r9y5UomTpwIwM0331yXUxNCCCFEAzAaFFFBFh4dnYDZqHB5NFj3Hvz2CtFaHsmBvf1BNUBGSQbvbnmXHtE9aBLU5KjjWoyVO9ZPLdjKplwj2Voo7qwjNxVLfcGqp7Qj5e4yknKSTsvaKtI2ShxuiuxHfzDS4duFXrc/H00Dq9lIN/tGnjB9AkBw/naYfRHYC9mXW1pl3o0vsD5rd6yPt7NcF1auXMmCBQtYtGgRdrudoqIiJk+eTEFBAW63G5PJRFpaGs2bN/ffU1EUXgghhBBnn4IyFy2jAgF9l9niKoKVr0PL87kx/SraturG9Cr9P9n+CeXucl644IVjjls1FaRJqL4rnuKNp2vekfWsc0r0Un/u0naA4re03zgv9rxTWtem1AImzFzJx7f35y8frcPp8bLvxfE19rW7qh9QYzEauKL0C0rN4Ywq+QcvjQhiyB93wE9PMPWPMf5+pY7GF1jLjvVp9MILL5CWlsa+ffuYO3cuI0aMYM6cOQwfPpx58/QncT/66CMmTJgAwODBg5k7dy4Ac+bMabB5CyGEEKJuFJQ7iQi0ABBh8fLfooehKB0unMI2b0uwVq8I9lvab/SP60/L0JY1DedXEVg73F7cHr0SSIrWDGtBCpe8toz5iQf9fS9+7Tf9hTeQlrbefLT1I7bmbj2ldS3dkQXAd5vScXqOfbKj3VW9vrbVqBGQuQFL10tJJ5qblgZAp0tg99Jq/Uoc1e9rDCSwrgczZszg1VdfpX379uTm5nLHHXcAevWQmTNn0r17d3/etRBCCCHOHgVlLsID9Hzmfmo7zckkc9T/SI0YgN1VefIiQHpJOvuK9jG4+eDjjltx36/J2azZl0eTUCt/ejtjdRfzVN4UPv1jj79v1cB3UOj9hFhCeHvT26e0Ls1X1q9iN/xYDg+sI5zp4CpDa9LN3+ZtNQQKU2lOtr8tObOYjMJyUrKKT2mu9emsTQVpaMOGDWPYsGEAtG3bljVr1hzRp02bNqxatcp//eyzz9bX9IQQQghxDN9vTifIamJ4QuwpjVNQ5iIsUA+su5Wvx6GZGLbASvmCZQAEWStDsVXpekwwqOmg445rMerl6j5fcwCA81qG833RIFpSxBTDR4zTfgUuOOI+5Q3i4jYX88XOLyhxlhBsCea7TelkFJZz19B2tV6XwxesJ6UXHbev3ffwYoDZSLnLQ0zpLn0uTboB+s53dtwFNDGYmB7wGbeXP0Tz8ECW7sji/Je/xtbs/+jZMpDRrS/i9m6313qODUF2rIUQQgghDvPAZxu57YO1p5Tn6/J4KXG4/akg7bV9FIclMP2aAfz7mp68em1PbhvcGgCv5mXh3oXEBsTSLvz4Aa7FVD2EC7GZaRUVyFv2Uaz3duCK/A/Q7EXsPFR9t9fh9jKm9RhcXhfLUpehaRoPfr6R5xedWCU1l1vfsc4urv2OdYCvdnVkSTIoA8a4yjM/9mlNYfjjjND+5J52BXg0L+aIVQS2fguL7QC2siI9heYMJ4G1EEIIIUQVJVWC6ZcWn3zp3ooTB8N9O9bGwgNEt0jg6j7xXN0nnit7xxPuC7q/3Pklaw+t5a4ed9WqsMHhgTVAu5hgvBh4znUjIe48st69iste+xmAqCAL0cFWHC4vPWJ6EBcUx7zkeWxKyztinNpwemqf/2x3ebEYDRh864oo2AZRHbDaAv19DhaUw3m3AHBpwSe0M3+ALW4+QW4jH2em8uG237g9+8w/5lwCayGEEEKIKp5eUPlg37eJJ79LWlCmB9ZhAWbwevRTESNa1dj325Rv6RbVjWsTrq3x/cNVPbmwQsXu+gatIx/FTqFJ7hp22m5le8Js1nf7ije05+mStwSDMnBn9zvZkLWBf69586TW5nJrxIZY/ddhAUevi213ebCaDRgUdFd7iD60AhLGYjIa+MsQ/fuRll8OwTGsNPRhP5vZFZVIq9Ig5pQZaWYPYOP4hTBs2knNtT6ddYF1RTL9ueRcXLMQQghRF174YTvz1uvHgl/asxnFdtdJ/3+2oEw/UTA80KKnMXhdEH5kYJ1TnsPW3K0MazGs1mV4bWYjX993Pv+6TD9x0agg2hfoBltNrAy8iG1Ro9nqbU1A3nbY9DmDPOu5LPNN0DSuTbiWYfHD2F7yIyh3jTvgx+L0eLGaDbx7S1+UAs3jhOUvwrr3wVO9prXD7cFmNqIU3GNagNsaSVKXcdy6+Fa+yJ1ISMJTzEufSnpJOv8IGMHU2GginTbez02mQ9E63ndfTGZAOwiLP6E5NoRafReVUvuUUluUUolKqXW+tkil1BKl1C7fvxG+dqWU+q9SKkUptVkp1bvKOJN8/XcppSZVae/jGz/Fd+9JFXe22Wzk5uaeU4Gmpmnk5uZis9kaeipCCCFEo6ZpGm//qlfT+PLuQXRrFopXqzxg5UTlleqBdUSgGfL36o017FivPLgSgKHxQ09o/N4tI4gK1lNJrCYjz07oxru39KV9bDBOj5evWj/NtcyABzfAtR/zZtB9RHhyIE9f48TOE3FSSEDL2Wihv+JwOY/1cdU4PV7MRgOjujTh3gvb0c+7GZa/AN8/Am8NAUdlbvfW9CIMCsxGAz0Ne8hpNoiHVj7OgaIDXNPxGsI851PoSePiry8mN+b/CDW0IG3f3/jMMYHEQa/zlucSihrJKYwnUhVkuKZpOVWupwG/aJr2olJqmu96KnAx0MH3NQCYBQxQSkUCTwF90Y+LX6+UWqBpWr6vz53An8AiYCxwwofZx8fHk5aWRnZ29vE7n0VsNhvx8Wf+b3FCCCHEmazMF0BP7N+C/m0iSckqAaDY7iLYeuKF1H5PycFqMtAqMghW/QrKCM2OPJhlRdoKYgJi6BTZ6YQ/w+WrzmExGYgIsjCqSxPeWbEbt0fD6dGwmo1gCYQuE0j+pQxKgT3LIfEzzu9+DYFlIym1rMLUZB+3/pjKs0OeqdXDk06313/6o9loYCRrcGLBNHY6hsVTYf8f0HEMhwrtbE4rBGDRX7oQ/2kOX0eFk527mXdHv8vApgPJ3reRjRkDuW54LrOW72Ro+6v4XCvjNffVDOsyGG3ZSorKj36y45nkVMrtTQCG+V5/BCxHD6wnAB9r+rbxaqVUuFKqqa/vEk3T8gCUUkuAsUqp5UCopmmrfe0fA5dzEoG12WymTZs2p7AkIYQQQpyrKo7l7hkfDkCIzcS1xmWEfvUutB0Igx444kCXY0nNK6NDk2C93N6uH6HFAAiIqNZneepyluxfwo2dbzyp05idvlJ2VethmwwG3F4vDrenWnu2tRWlKpCghY/qDSk/Q840SkpHYQpNZLdxPjcsvIEl1ywh1BJ6zM91eSprcIdoRVxp/J2v3EMY0vpqWqjHIW0ddBzD7ymVe7Jd1F5cwFz7HpoHN6d/XH8AmocHsDgpnPt6TuSVLxYR1aUZkAJAjC+9pbiR7FjXNqFGA35SSq1XSt3la2uiaVqG7/UhoOJA++ZAapV703xtx2pPq6FdCCGEEKLeVFTxCPU9iBduU0wzfU7QgWV6msNP/zih8fLLXHqpvaIMOLQFOo45os/rG16nfUR7JveefFJzTojTA+ALE2L8bWaTAadHw+GufgCNxWxiZtADrLf0JcnbGjISucv1KaE2E+6iXvytx38oc5exeO/i436u062nggB0yF6CTbn4yDOGlAIvxHaBg+sB+G1XlSyCjE3Mighje2kaf+v7NwxKvz862ILLo/HRH/sACLRWPpgZbDERbDXx+i+7+Gnr2VMVZIimab3R0zzuV0pVSwLy7U7XeWKzUuoupdQ6pdS6cy3dQwghhBB1q6hc3xUNtemBdR/THiJVCbNin4RuV8GORVDL57jm/LmfxNQCvVpG9na9Mb5vtT655bmkFKQwrs04bKaTe1aqV4twNj4xikt6NPO3mQyKTakFOFzeag8lWk1GfjYO4aqiR7nE+TxLzCO4Uf1IjEFPeXn+2xLahrXlp30/HfMzV+3O5Y/duf6xTVlJ5GvB7NBa6Lv+zXvrgbWmsTIll67NQlnyyFA8+1bydWgYI1uO5KJWF/nHC7HpCRTPfL8NgFsGtfa/F2Ax+ssfrtuff1Lfo/pUq8Ba07SDvn+zgG+A/kCmL8UD379Zvu4HgRZVbo/3tR2rPb6G9prm8Y6maX01TesbExNTUxchhBBCiJNS5N+x1gO9wJRFeDCwsDQB2o2A0izI2FSrsf7xTRIAXk2DAt8f7MNaVOuzNnMtgD8l4mRFBFmqXS/doYdkS7ZnYjVV7v5azQYc7srjzWeUjMWmXLzY7DduMP7C0+Y5jIzqwbrMdWSVZXE0M5fpaRp9W+lpLV0NB9jubQkoyp0e/RcIewGu7BRyShyM6RpHB8dW/jj4O7kGGNtmbLXxgq2VpfquPK95tXx2s7EyPebBEe1r+y1pMMcNrJVSQUqpkIrXwGggCVgAVFT2mATM971eANziqw4yECj0pYz8CIxWSkX4KoiMBn70vVeklBroqwZyS5WxhBBCCCHqRUWOdViAWa+cseZdNocOJ98TCB3Hgi0cvn/4iHJyh6taney2wW30+tXKAKHNqvVbm7GWIHMQXaK6nP7FAB6vVi0VxGoy4HB56RQXAoAxtjOLPf3ol/YBz5vf43LHfMb/8QEmg5Hbf7ydfHvNO8Q5JQ5GdWnCo6MTwOshvHgXvfsPAaDc5YH4fgB4f5mOBRehNhM7f5rCMzExtAhuzvAWw6uNF2CpnOPwTvoR8nGh+g6+Uoqv7h3E9w8OIcR29FrZZ4ra7Fg3AX5XSm0C1gALNU1bDLwIjFJK7QIu8l2DXtVjD3rW+bvAfQC+hxanA2t9X89UPMjo6zPbd89uTuLBRSGEEEKIU+HfsbaZYe17APzQ/AGcHi8ERcO4lyF9I+z59ZjjHMgrA+CFK7vTr3UkFKZCSFMwVgaGHq+HPw/9Se/Y3pgMp1JL4tgOTwVxuD3+w2X25ZbyqOtedvSYxvbAPrxoe4R25cW8k3AH6SXpPPb7Y5S6So8YM6fEQbSvzB95e8BdjiGuOwArkrPRYjrBhdOw7pzPFcbfiTCU8BDZeC0BvHzhK1iN1mrjuT2Vv4iM6qI/svfdg0OYf/9gAPq0iqRb87DT902pQ8f9L6lp2h6gZw3tucDIGto14P6jjPU+8H4N7euAbrWYrxBCCCFEnSj05ViH2EyQthaanYfdFovL4zt9MWGcvvOctgY6XHTUcTb5yst1rwgGC9OOSAOZsXYG+4v2c3ePu0//QqqoekKj1aSngthdejqInhZiI3TEw8xwjiX5QAbTgN5lpUzrP43pq6czZO4Q/t7379zQ+QZA3wXPK3USHewLjjMzFa5QAAAgAElEQVT1lBdTs+5AOst2ZvND0iFiW99F3PLZXGRYz6HcSNLNJl7ueANdo7seMcfmEQEA/HN8Z2xmfb4xIVZ/RZDG5Kw7eVEIIYQQ4mQUlDsJshgxaW5IT4T4vliMBlxuLxNmruTxRXv1kxOzdx5znL3Z+i5vgi/lgoID1U4NzLPn8cXOL7i247Vc2u7S076Or+873/86wFK5h1qRY+1wVz/wpll4AGajgSKvDSLaQOYWtmzvjD31DloFd+LFNS/yW9pvAOSXOfFqVAbWh5JAGTHEdvaPty29iA2pBXytemAISubr7HlEejwM73FrjfPt2iyMpX+9kDuGNP6SyRJYCyGEEEIA+3JKaREZqKd7eBzQoj9mkwGXR2NTagGf/XkAojtAbsoxxyl1ugkwG/VydF4PFB2E8Mod65/3/4xX83JtwrV1so7eLSO4vJeezx1orrpjbcTj1ShxuKs9FAj6IS9OjxeadIXMrWxKK8RV0oFuxr/SKrQV9/1yH9/t/o7cEv10xqhgC5TlwcZP9IcVzZVVTf7cl8PHO97i3dZ7eLhpJOk4+EdAB6y28KPOuW1M8EnV8T7TSGAthBBCCAHsPFSsP9i3ZzmgoPUFlQFnheiOkLsbvN6jDUOpw01QRS3mkkzwuv071g6Pg893fE6HiA50jOhYZ2tpGRkIgNlUGayG+epzZxY56NgkpFp/i1Hppzg26Qa5uzF7ywFI3F/Ol5d+SZeoLryZ+CaZxXr+eHSwFVbNhNIcks6/h6UHloKxFGUqYlPxVxRaF+Mq6sFj3aaz/JpljL7+2zpb65lEAmshhBBCnPOK7C7SC+30CSuCde9D8z4QGImlys6uwZrO7UUbGNA8isk/30NGSUaNY+mBtS8Fw19qryVlrjKu//56UgpSuLvH3XW6QxvvC6zzSysrmERWKcvXKa76yYpmX8oLcd0BjfPLlgN6WofbbeKeHveQVpLGqgy9PSzATNnB9bzfvB03rHmaycsmE9JxOsEdnscaswR3aXui7bdyQ5/LCQiOhbNgN7o26u4xVCGEEEKIM5TXqzHr1930aRXBwLZR7MosBmDMwTfAXQ6XvQFUVtUwhWwhIH4OW+xmhpTbWX7oTzYtnMil7S5lWIth9IjugdlX9aPU6SGwIre5sCKwjuetzW+RUpDCq8NeZVSrUXW6vqZhempGTonD3xZVJbC+tm88X22oPPi6IuWFDqOh9QU8tO8tNgS1ZGVpPFvSChnadijRAdEsPTQX1C2UuHO42ZVCslkxsOlArku4jv1F+9mXW8xnvxrxlLfiqpHVH9g8F0hgLYQQQohzyuzf9hBgMfLyjzvp2SKc+fcPZt2+fMy4ic78A3peD0302tImg8IYuAtb03l47S1YcskzhL87kqTeDzGzZAefbv+UD7d+SIApgCHNh/D4gMcpc7oJqqjGkb4RDGYOWWx8svUTJrSbUOdBNUDzcL3Shv8hQyA+Qt/Fjg2x0r9NJIC/8kZFyotmNKOumo3jlfN4RXuVYbxAfpkLo8HIEwOfYPKyhwnp9CR3LFXYDBpvxo3mgtGv+j8jNa+MTxYvA2DyyA51vs4zjQTWQgghhDhnuDxenl243X+9KbWAnBIHL/ywg0GGnRhcpdC+spTemoK5BLb6HK87GFveJMJjuoDRQre8g8waN4sSZwmrM1az5tAavt71NavTV2PxjqGl9WJ9gOTFFLY+n9uW3o/ZaObOHnfWyzrbxgTz9s19GNgmyt/WMiqQj27vT3xEAEopNj05GqMv1aUi5SU5s4SEuDj+pv7KW97pPGT6hlKHfuDLiJYjuDDmVpalf8WkVoO4as0HtDt/dLXPrVoiz2A4N9I/qpIcayGEEEKcM6oe6V1h1vLdGPFwu3ExGMzQ5gK9r8fBuvzvcBd3ojRlKvbyMDRzAHQaD1v+D9xOgi3BXNTqIh4f8Dhzx8+lZ2xPcq3zyDctJj99A+SmMDcqlrSSNGaOnEmr0Fb1ttYxXeMIC6x+WuGFHWNoFxMMQFig2X98uMmoh4RjXluBx6uxwtONNeHjuNO4EGP+bv/9vUIupzTlcR4I7kQ7lxuqlNkDqp30eC46t1cvhBBCiHOKw+U5om3HoSL+ZfqQUcb1cNHTYNUrZiw9sBSHtwRn/mDGd2tJqdNDm8cWscQ6CsrzYPcv1cZpH9GeN0a8gcnejX3a/3HRz7fzYGw0s3LXMqrVKPrF9auHFZ6cUofb/zq3xIHD7WV163sxKw/N0n/yv1dRIcWStxPMQUccfHM2lMw7FRJYCyGEEOKcUXXH+tbzWwOQkpbJNcYVlHS5Ac5/AIAt2Vv416p/0Sq0FSsn38XL1/Twn6Q4c08TQEF6ItnFDu79dD07D+kPP5oMJryZtzAk6J9c7LWRFBDE6NZjmD54er2u80TdMKClP+86vdCOx6tBSFO2a61olrtK75T0NV32fcpgwxaMKUsgJgEMEkpWJd8NIYQQQpwzqgbWT1/WlZGdYunrXIdVuTD1nuh/750t72A1Wpk9ejZxoYEEWkz+Ew17tImDyLaQvZ1vNqbxQ9Ihvtl40H9vuQMSbG14dn8yy1pcxUtDXyLIHFR/izwJTcMCmHZxJwDS8vVa1VaTgT8NvYgvTmT6jOfwzvsLw/b9hzmWF1D2Qhj+eENO+YwkgbUQQgghzhkVx3m/eWNvAO6+sB1XG38lQ4vE1nYwAIWOQn4/+DuXtL2EuKA4/71mo4EmoVbsLo+eW5y1nfwyvU50mVNPpXC6vTg9XjqXrAHNAwkX1+fyTkmgr5JJYbm+JovJQGb8xWgaPFH+EkUE8V6n2byi3QT3/AYd6r66SWMjgbUQQgghGqVyp4dHvkhk+c6sWt/jcOk71hUP2fU7MJvhxk184RkGBj2w/HHfj7i9bsa3HX/E/TazEYfbS3lkF7w5KezYcwCArCK9XnSZ000AdvqnvgchzfSDZhoJq0lff1G5239dGt2d4c5XeNR1Lzc5pjA/pylzTJf7T5IU1UlgLYQQQohGKSm9kG82HuS5KuXzjqciFcRqMkJxJmrZ82yLGEFx38kApBalMnvLbNqGtaVzZOcj7reZjNhdHjbb+mLAy6SMZ4mmkAN5evpEeoGdO42LCC/dC5e/6Q/WG4OKXzaK7S7/tdurkao1wdH1WpK0tmxOKzznK38ci3xnhBBCCNEoVewSezSt1vdUpIJYzQbY8R2g0eX653ji8l4ATF89nVJXKc9f8HyNFS5sZgN2l5fCqJ485ZrEQMM2ZgR+yp6cErxejd27k7nF9BPl8YOh3fBTX2Q9qgysfTvWZgNtovTc8GEdY/z9LMcJrJf9bRg/P3phHc3yzCaBtRBCCCEapcwiOwChNvNxelay+1JBLEYDbP0Wojr4azGnFqeyOmM1N3W5ia5RXWu83+rbsS5zevjIMwZ77zsZ6V3J37SP2LptC11WPUoIZahxL5/i6upfRcBc5NuxthgN3D6kDR/c1o/LejXz9zvejnWb6CDaxwbX3UTPYBJYCyGEEKJRyirWd6xtZgPfbjzIrOW7j3MHHCosB6CZOxX2r4Sul4NSbM/dzrQV07CZbFzR/oqj3m81G3C4vZT46j47hkwhu+NE/mL6ge7zLiC+dBv/9lyHremRaSRnuooc68odayNGg2J4QixWkxFzxSmNkgpyVPKdEUIIIUSjlFWs71g73F4e/iKRGYt3cKjQfsx7dmeXEm1xEv3N9RAQSXL7oXy962smLZ7EvqJ9PDXoqWqVQA4XYDZS5nT7q4AEBYdgvvy/vOq6GoDp7pt41z2+UR6UYjYqlIKi8soc66oCLfopjRajhI9HY2roCQghhBBCnIyKHOvMKsF0an4ZP207xO6sEp6+rCs5JU6S0gu57YO1rPnHSPbmlHJzyAZUURqrJ7zKvcsn49bcxAfH8/HFHxMTGHO0jwOgaZiNVbtzKXHoudoBZiNGq4n/eq5ktmccZdjqbsF1TCmFpsG6/fnAkTvTQRYjheUu/862OJIE1kIIIYRolCp2rNOrBNbpBeU8P38DFlwEWU28WSU9ZPnObPbklHCfaSd7QmL4Z8rntAxtyUtDX6JVaCtspuMHxS0iAyl2uEkvKNeDaoO+M/3hbf3Ym1NKsd2Ny+M9ziiNw+E71hFBFtIL7ZIKcgwSWAshhBCiUarIsQYY0iaMUamvcf6yTNZZk9FQPPXH3UB/f5+VKTmk5pVji0riuthAzO4yXhv+GgmRCbX+zOhgK6CfThhkrQyjhiXEMqz2wzQKh+9MJzQJYWt6kZTbOwb5zgghhBCi0ckrdVLgO/UQ4KboZCaZluBB8ZO3H2VYmaI+wozb3+e7xDTiyGVeQDlKGfn6sq/pFt3thD7XZtaDzZwSJ0HWsy8lYmzXyvzysIDq1VY6NQ0BoMzpqdc5NSa1DqyVUkal1Eal1Pe+6w+VUnuVUom+r16+dqWU+q9SKkUptVkp1bvKGJOUUrt8X5OqtPdRSm3x3fNf1Rgz/oUQQghRb+YnHgRgYNtIAHp5k7BrZj7q8D8edd3LNNedxKl8dtluYYnl77xifpMV1odZHDiZH4ICuaT50GM+pHg0Ab5jv3NLHARZzr4//HePDwP0Bxmjgy3V3usUFwrAnuySep9XY3EiO9aTgcOPNvq7pmm9fF+JvraLgQ6+r7uAWQBKqUjgKWAA+t9lnlJKRfjumQXcWeW+sSexFiGEEEKcI/JLnQDM+ctAVk4bQVzJDrbTmowSfTd1mfc8HnA+yLfmcXQwHOQq4++kEsrN8R1xG0xM7P3ASX2uzZcGkV/mOit3rAN8O/JNQm1HVDbp3FQPrNOPU3nlXFarwFopFQ+MB2bXovsE4GNNtxoIV0o1BcYASzRNy9M0LR9YAoz1vReqadpqTdM04GPg8pNZjBBCCCHODXllTiICzRgNiuYhJsjYxHbVnm8T0wEItpr43juID8Lu5wrHv7jFOZW91/+dfcYyXhn+Kh0iOpzU51bsWAPVcqzPFhXraxp25IOcMSF6fvmkQa3qdU6NSW1/Il4DpgAhh7U/p5R6EvgFmKZpmgNoDqRW6ZPmaztWe1oN7UIIIYQQNZqfmO4P9Ej6Cpwl/OTs7n+/aZiNXVkl2MxG3nj8HuxODw+vvJnOkZ0Z2XLkSX9uxY4unNiJj42F0bdLHRcWUOP7e18Y1yhrdNeX4+5YK6UuAbI0TVt/2FuPAZ2AfkAkMPX0T++IudyllFqnlFqXnZ1d1x8nhBBCiDNQVrGdYrubiEBfDvCq/0FMZ5Z7e/r7VKQtGA2KmGArf2R/x678XdzQ+YZT+mxblcD6wRHtT2msM1F2iV5pJS7UWuP7ElQfW21SQQYDlyml9gFzgRFKqU81TcvwpXs4gA+orGdzEGhR5f54X9ux2uNraD+CpmnvaJrWV9O0vjExxy7gLoQQQoizT1axnVGvrgDgr6M6gqMYDm2B7lfRr3Uk/VpHkPLcxbSOCgQgPNDMNynf8Nyfz9E7tjfj24w/pc+vmgrSocnhf8hv/Lr4fiEZ0alJA8+kcTpuKoimaY+h706jlBoG/E3TtJuUUk01TcvwVfC4HEjy3bIAeEApNRf9QcVCX78fgeerPLA4GnhM07Q8pVSRUmog8CdwC/DGaVyjEEIIIc4S29KLKCx30blpKL1bRUCOL/yI6sCXdw8C9F3ViQNa4vB4mTgghpt+mkyPmB68P+Z9jIZTe+AwKsjCvcPacVXv+ON3boSGd4pl4xOjiAiyHL+zOMKpZN3PUUrFAApIBO7xtS8CxgEpQBlwG4AvgJ4OrPX1e0bTtDzf6/uAD4EA4AfflxBCCCFENSUOvS71f6/vpadl5PpOVoxqVy1NoWlYAJMvasXTfzxNoaOQJwY+ccpBNehB+9SxnU55nDOZBNUn74QCa03TlgPLfa9HHKWPBtx/lPfeB96voX0dcGIV2oUQQghxzimx64F1sM0XwuT5AuvItkf0fXndy/yw7wfu63kfnSLP7mBYnBnk5EUhhBBCNBoVO9bBFaXucvdASFOwBFXr98fBP/gq+SsmdprIvb3ure9pinOUBNZCCCGEaDSKfTvW/lMP83ZDZLtqfb7b/R33L72fduHteKTPI/U9RXEOk8BaCCGEEI1GicNNkMWIweDLp87dDVGVaSCFjkJeWPMC3aO78/6Y9wkw1VyPWYi6IIG1EEIIIRqNUoe7Mr/aXghlOdV2rD9I+oBiZzH/GPAPImwRRxlFiLohgbUQQgghGo1ih7syvzrNV2gsJgGA1ze8zntJ7zGuzTgSIhMaaIbiXHb2HXIvhBBCiLNWid1NcMVR4us/hMAoaDeCnXk7mb1lNpe2vZQnBz3ZoHMU5y7ZsRZCCCFEo1HicBNiNUFpLuxYBL1uwGs08/qG1wmxhDC1/1RsJltDT1OcoySwFkIIIUSjUWx36akgqatB8+DteDGPLHuE3w7+xp3d7yTMGtbQUxTnMAmshRBCCNGgNE1DP1/u2HJLHOzJLqVFZAAcWA1GC4tdOSxNXcpD5z3ErV1vrfvJCnEMElgLIYQQokFd9r+VPPJFYo3vlTndONweADIK7bi9Gn1bR0Lqn9C0Fx/t/Ix2Ye24o/sd1Y40F6IhSGAthBBCiAZRUOak9bSFbDlYyLeJ6TX26fLkj1z55h8A2F16gB1gcEP6Rr6Lbsa23G1cm3AtBiUhjWh48lMohBBCiAaxN6e02rXHq6eDlDs9fL85Ha/vemt6EQAOtxeAmPxEDioPTxYl0j+uP1d1vKoeZy3E0Um5PSGEEEI0iJwSZ7XronIXa/fl8fWGgyzeeog3b6ye2mF3eQihjLarnuGdyCZ4gWcHP4vVaK3HWQtxdBJYCyGEEKJBZBbZq10v3JLBP79NIl5l8azpO/6Yu4QWqgdRFJOxeSl2rRMjDRswFh/g22bdGRzTg6bBTRto9kIcSQJrIYQQQjSIrGIHAEM7xrAiOZvlO7O5z/gt95i+J1SVVe/8NcR3ncpI41pej25ClrOQxyUFRJxhJMdaCCGEEA0iu9hOdLCVF67sDkBO8iqmmL9ko7c94x3Pc7XjSX72nMcM873sN7Sg59YZGEK38mGIlSs7XMmw+GENuwAhDiM71kIIIYRoEFsOFhIbYqVZmI3YICMPOL+iSAvgftdD9GrfkgdHtMer3UrTrGKunN+Df7TayiuG5bQKieSpQU9JJRBxxpHAWgghhBD1rrDMRdLBIm4f3AaleZkf9BxNPZt5yXUdJQTytzEJ9GoRDoDFZCCXMN4xxVFkKeL+Tg9JUC3OSBJYCyGEEKLeFZa7AOjSLBT2/krTos18GnIHv6hLeaBrM39QDRAZaMYS8wMHLb9icMdyRYfLGmraQhyTBNZCCCGEqHcVgXVYgBm2zQdrKDc99Dw3mW3V+mWWZvLq5hewRv+Kq6AP17aZTIA5oCGmLMRxyd9RhBBCCFHvKgLrUJsJMjZDs15wWFAN8MzqZ1idsRJH1ijsGVcztmuL+p6qELUmgbUQQggh6l1+mX44TJjNAFnboUm3I/rszNvJirQV3NH9Dpy5IwFFz/jwI/oJcaaodWCtlDIqpTYqpb73XbdRSv2plEpRSn2hlLL42q2+6xTf+62rjPGYr32nUmpMlfaxvrYUpdS007c8IYQQQpyJfk3OJsRqoo33ALjLjwisC+wFvLz2ZQJNgUzsNNHfHmSVLFZx5jqRHevJwPYq1zOA/2ia1h7IB+7wtd8B5Pva/+Prh1KqC3A90BUYC7zpC9aNwEzgYqALMNHXVwghhBBnGU3T+HJdKvPWpzGmWxzW32aAJRjaX1Stz4NLH2R95nr+1u9vhFnDGnDGQtRerQJrpVQ8MB6Y7btWwAhgnq/LR8DlvtcTfNf43h/p6z8BmKtpmkPTtL1ACtDf95WiadoeTdOcwFxfXyGEEEKcZX5NzmbKvM0A3NDBCzsXwuCHIaSJv8/CvQtJzE7kiUFPcE3HawCYe9dA3pvUt0HmLERt1fbvKa8BU4AQ33UUUKBpmtt3nQY0971uDqQCaJrmVkoV+vo3B1ZXGbPqPamHtQ84gTUIIYQQooFkFJbz8ar9mI0G7rmwLYGWY4cW323KwGI0sGjyENrnLNMb248EwOP18MKaF/hm1zd0ierC5e0v9983sG1Una1BiNPluIG1UuoSIEvTtPVKqWF1P6VjzuUu4C6Ali1bNuRUhBBCCAF8tT6NWct3A9ClaQhjuzU9at9t6UV8tSGNq/vE0z42BNavBJMNYjtzqPQQb29+m3nJ87ii/RXc0/MeOQRGNDq12bEeDFymlBoH2IBQ4HUgXCll8u1axwMHff0PAi2ANKWUCQgDcqu0V6h6z9Haq9E07R3gHYC+fftqtZi7EEIIIepQZpEDpUDTYG9OGUu2ZXJ+u6gaHzIc99/fALikR1P9hh2LoO1wVmZt4KGlD+H0Orm5y81M6TelvpchxGlx3F8FNU17TNO0eE3TWqM/fLhU07QbgWXA1b5uk4D5vtcLfNf43l+qaZrma7/eVzWkDdABWAOsBTr4qoxYfJ+x4LSsTgghhBB1KrPITofYYAItRmYs3sGdH69j3vq0GvuGBZgBGNI+Gg6uh8IDFHcYyTOrnqFlaEvmXTqPv/f9e31OX4jT6lT+xjIVeFQplYKeQ/2er/09IMrX/igwDUDTtK3Al8A2YDFwv6ZpHt+O9wPAj+hVR7709RVCCCHEGS6v1ElkkIUyp8ffllvq9L8utru47YM1pGQVEx8RwEWdYzEVH4Q511AQFMWVe+dyqOwQ0/pPIyEyAb3egRCN0wkVg9Q0bTmw3Pd6D3pFj8P72IFrjnL/c8BzNbQvAhadyFyEEEII0fDKXR7iAipPTLSYDERmrYaVP0DCeDbkhbFsZzYZhXacHi82sxE2fwHleXw15jEOJc/h/THv0y+uXwOuQojTQ6qsCyGEEOKklbs82CxG3rqpN5vTCkneuIKbd02DXR74823SB30P6AF3UbmLALMRdi7C3ew85h78hQFxAySoFmcNedxWCCGEELU2P/Eg32yszKG2Oz0Emo2M7daUKWM7cbf3C0oNIXDp61B0EEPKTwAEW02UuzzEqjycB9fzbFQEh0oPcUPnGxpqKUKcdhJYCyGEEKLWJs9N5JEvNvmvy10eAixG/WLXEvq51rHAOg563QQhTRm4/y2GGRJxOuyUuzz0y1/I1NhovipJ4dautzKsxbCGWYgQdUACayGEEEKctDKnR0/vcJXDN3eTYWvHs/mj8Cgj2riXCXdn8aHlJabkPsFow/d86JnPz0GB/LXPo/y171+lVrU4q8hPsxBCCCFqRa+eW8nr1XC4vfqO9U9PQFkuG7tMw46V5xZuJ7PZKIbZX+Et9yX08W6BJovZZrPxRL/HuLXbbQ20CiHqjjy8KIQQQohaKXa4q12XOPXrWPchWDsb+tzGyLFXMjx3A/+3LpX+bSLIJ5QFTa/lQ085pUG7uL/DRK7tInnV4uwkO9ZCCCGEqJUyh6fa9YrkbEy4uXTnVLAEw5BHsJpN3HlBW4odbu75dAMoN8S9T0nIPpx553PnwKkNNHsh6p7sWAshhBCiVkoO27FOOlhEX9NeQvK3weWzIKIVAAPbRukdDGVYY38gtWQP0we9SkLoAIwGY31PW4h6I4G1EEIIIWqlzFkZWHu9GsmZxVwYkgblQNvh/vcMBoWyZBPY4gMMljxu6nwTV3Qa1QAzFqJ+SWAthBBCiFoprZIKsi2jiKU7srgn9gAYm0BoU0B/wPGZ1c8Q3PYrNK+V2aM+YECzvg01ZSHqlQTWQgghhKiVqjvWl7zxOwBt3SnQvKe//duUb5mXPI/L2l7FZa1vYUCztvU+TyEaigTWQgghhKiV5Tuzq12HUEZk+T5oeiUAG7M28u91/6Z3bG+mX/Ck1KgW5xz5iRdCCCFErWzPKCI80AyADQczza9j0DzQaTyZpZnc9dNdhFnDmD54ugTV4pwkP/VCCCGEqJV9uaWM6RIHwP2m+Qw1boFLX4dm5zF7y2zcXjdvj3qblqEtG3imQjQMCayFEEIIcVxFdhc5JU7aRAcyxrCWu4zfU9DucuhzKzvzdvLVrq+4vMPltAhp0dBT/X/27js6qqIN4PDvbk/vCZBGQhJK6CBNpHdQmmABVFBQURBFsSsIyKdUUUARpHcQRHqV3kuAEFpIQhIS0nuy9X5/7CYQQYoCQZnnHI67s/fOnVlw9925M+8IQpkRgbUgCIIgCLeVrzexJfIaAM2y1vCTZjKpuOLcbQJphWn039wfd507b9R8o4xbKghlSyxeFARBEAThtoYuOcH2cykABCWuhfK18Ht1K6i0rIr4iVxDLvM7zMfHwaeMWyoIZUuMWAuCIAiCUMqkrRfoPHUPhQZr3uqd561Btb90DbvUCKj+LKi0mC1mVl5cSaPyjQhxCynLJgvCI0GMWAuCIAiCUMrU7RcBWHQojqtZRVhkaCBFMUo9DxRqCO+OLMv8fPpnkvOTGfHEiDJusSA8GkRgLQiCIAiPOVmWMZgtaFVKlh+JLykfsz4KBRbeUq7lA/VykmR36D0fXP3ZcHk9005Oo11gO1r6t7xN7YLw+BBTQQRBEAThMffT7stU/mwTGfkGRqw6ha+rHQDNFRHs0AznA/Vytpvr0EI/Cap0wiJbmHV6FiGuIYxvPh6VQozTCQKIwFoQBEEQHnuLD10B4Mdd0QC81TKE55U7mKmeiJO9DtOz8xloHI4eDQCbYzdzKesSA6oPEBvBCMIN7vh/gyRJOkmSDkuSFCFJUqQkSaNs5XMlSYqRJOmk7U9tW7kkSdJUSZIuSZJ0SpKkujfU9bIkSRdtf16+obyeJEmnbedMlSRJehCdFQRBEAThZl5OWgBm7r4MQKD+HOM0v0DFJ/EYshNV9a50rePPmG7V2X91Px/v+Zgq7lXoENShLJstCI+cu7l3owdaybKcJ0mSGtgrSdJG22sfyLK88k/Hd30/GRAAACAASURBVARCbX8aAjOAhpIkuQNfAvUBGTgmSdJaWZYzbccMBA4BG4AOwEYEQRAEQXjgsgoMpZ5XOz0eycEb7fPzwc4VgMnP1QZgxK5puGhdmNthLmqF+qG3VRAeZXccsZat8mxP1bY/8m1O6QrMt513EHCVJKk80B7YKstyhi2Y3gp0sL3mLMvyQVmWZWA+0O0f9EkQBEEQhLskyzJpedcD66pSHK5pR6Fuv5KgupjJYmLv1b0082uGg9rhYTdVEB55dzUxSpIkpSRJJ4EUrMHxIdtLY23TPSZLkqS1lfkC8TecnmAru115wi3KBUEQBEF4gIYuOUGPGfvJLjTSorIXGoz86jIZyak81B9w0/EnU06Sa8ilmV+zMmitIDz67iqwlmXZLMtybcAPaCBJUnXgY6AK8ATgDnz4wFppI0nSIEmSjkqSdDQ1NfVBX04QBEEQ/tPWRlzlxJUsANqHl+Psq87YFaVAp/HgXOGm4zfFbkKlUNG4fOOH3VRB+Fe4p6W8sixnATuBDrIsJ9mme+iBOUAD22GJgP8Np/nZym5X7neL8ltdf6Ysy/VlWa7v5eV1L00XBEEQBOE2PB21qKK3glILwS1uen1t9FqWnV/GM5WewVHj+NDbJwj/BneTFcRLkiRX22M7oC1wzjY3GlsGj27AGdspa4GXbNlBGgHZsiwnAZuBdpIkuUmS5Aa0AzbbXsuRJKmRra6XgN/ubzcFQRAEQbiR2VJ6uZSXkxYubIagp0BTev50niGPCUcmUNe7Lp81+uxhNlMQ/lXuJitIeWCeJElKrIH4clmW10mStEOSJC9AAk4Cb9iO3wB0Ai4BBUB/AFmWMyRJGg0csR33lSzLGbbHg4G5gB3WbCAiI4ggCIIgPEB6k7nUc3/DZciIhoZvlCq3yBamR0wnU5/J9Cemi0wggnAbdwysZVk+BdS5RXmrvzheBt76i9d+AX65RflRoPqd2iIIgiAIglVUUg6/R1zlg/aV+TvbPxQZLQB81rkqDQJd8NjcC3SuEF46MddHuz9iY+xGnqn0DNU9xVe1INyO2INUEARBEP6F3lseQVRSDp1rlie8gss9n19ktI5YO+lU1FTEQOIxeHoqOHqXHLM7YTcbYzfSv3p/htUddt/aLgj/VWIfUkEQBEEoQ7Isc+JKJtYbvvfuj/N/L0tWoS2w1qmVcM22TCroehq97Ve28/m+zwl2CWZI7SFi63JBuAvi/xJBEARBKEMrjiXQffp+tpy9dk/nKW3f4Lv+ZmBdPGKtVSnh2lnQOIJrIABphWmM2DUCTztPxjcfj1op5lULwt0QU0EEQRAEoYzsvZjGiJWnAEjMLLync4vnSEdezf5b11562Lpnm5NOBdciwbsqKKzR+pJzSzBajExoPoEgl6C/Vb8gPI7EiLUgCIIglJFfj1/feFijurev5OIRZ6P5700hiUjIwtVeTYOKbpASCd7VAOvuikvOLaFVQCsRVAvCPRKBtSAIgiCUkRuD6Ty96Z7O1ZusI9Ymi+Wer5uRb+B0YjYDngxCXZAChZngE05MdgwDNg/ASe3EkDpD7rleQXjcicBaEARBEMpIVoGRUG9HtCoF6Xn6klHou1F8rEUGi+XmUeuB84/y0SrrNJPZe2NIyCywHm+ReWfpCWQZngr1tE4DAWTvanxz+Bu0Si2LOi+ikmulf9o9QXjsiDnWgiAIglBGsgoNuNlrUCokfo9I4uc9MfzYty6LDl0h0MOeMd1q/OW5euP1kWqjxYJWoSx5brbIbLUthrycls/hmAyWHbnClnebczYphz0X06gf6EZNX2dYMIUijRMfXFrMvqv7+KD+B3jaeT64TgvCf5gYsRYEQRCEMpJbZMJJpyLUx4nknCIADsdkUvvyTPof78WlmNhbnme2yBjMFuw1ypLnN4pKyil5fDjGuslxZoERuL7YcVLv2igvboLYPayp/yx/XN3L27Xfpk/VPve1j4LwOBGBtSAIgiCUkSKjGZ1GiY+T1lYiUz1xKcPVK6mkSMLxzMJbnmewza920FpvPBvNMutOXWVLZDIAO8+l3HROcZrs3CLrXG4XezWc34hZ68z83PPU9KzJoJqDUN4w8i0Iwr0RgbUgCIIglJEiowWtSlGyiPFd1Sp6JH/HPnM4hyxV8Do1A/LTMFtkPlp1qmQkOrvQOvrsZAusTWYLby8+waAFxzBbZLbfEFi3URxjteYLhprnQV5qySJJexUsSNhOT99yxOcl8HL4y39ra3RBEK4Tc6wFQRAEoYzoTRZ0aiValRI/KYXByt/YRGPeML5NqJTIVsUIOLWMy8EvsfRIPMevZLLl3ebsPJ8CyIzULcJJewBL/haeUeznaeUBLk+dBtfa81y9Fjxx5kuelXaSqVCA+gpZM/YT5NWfQI80ui0dyRVHFTXtPHinyrO0Dmhd1m+HIPzricBaEARBEMqI3mhGq1LwRmgWbx4eicWoYlThi4DERdmPAsdA7GN2k1PhRcCanu+3k4lM3X6R9k7r+Fq3l6tBSnovb8KH9jk4GrVImTBFfYmrCokm0k7muLRlknMcqIrQyCDJS9B7K/ArNDLINZwuXReg1NiX7RshCP8RIrAWBEEQhDJSMmK953+g0fKmbixJhW40CHLncEwGqV6NCIzdQHq4dQqIvVrFsJW7UTpc5Gz5g9jJSirklmOZ8zWWOzkh51UmyGDiY8N+ci6PY7JvMPM1V7AYtegTetK3DRw/E0lopp7Rr3yD5C42gBGE+0kE1oIgCIJQBkoye0gGiN0L9foTfykQyOHDDlXoOWMfsd5tCIxZRt6pFWh9LhGvS8Oh0mUkhRG1BT4xB/FK4hvU1RmIzF+Hyv4ylx0zGCT52K5ionH5hpw80QqFwYVKqnBmXIwguEGACKoF4QEQgfU9+O1kItGp+bzXNqysmyIIgiD8yxVn9gjKjwBTEYS0YVqDuhyOySBHvoBD6Gg+yrCjsn8gscZf0LgrsZiDMObW4p0qHXntwECiazwP0XA8WkNNv/582b4aPX/agZPdBaY0sqdWw2fxdPZjgVMsn/8WyYIDsQS42/NV1/Cy7bwg/EeJrCD34ODlDBYfiivrZgiCIAj/QksPXyEuPZ/vtl1k9YkEkrILcaSAelfmgEoHgU0I9HDgqapqvjk2EmQVFbTVMftUo1qRkp+SU9gcd5SuKR60TzuARlKQGtCxpP4pz9WmXqA7WOzIza9Fxdqv4ensB0CojxMAEQnZhPk4olaKr39BeBDEiPU9cLNXk1lgRJblf5ySKE9vYsGBOAY+FYRKfMAJgiD8pyVmFfLRr6dLlb3QIIA3VL9TLusEdJ8BGntOpZ7ilU2vIMsypuQBNPBry4cdqtBu9Api5N9wVZ7jW+lnuAjUegGTky+QBIC/u3UB4qtNg1hzIpFgT4eSa4XZAmuASt6OD7y/gvC4EhHdPXB30GC2yOTYkusvPxrPueScO5xlZbHIHInNQLZl6B+5NpJvNp1j76W0B9ZeQRAE4dFwIDr9prIlh6/QQhEBgY2g1vOYLCZGHxyNm86Ntd3W4kQVsguN5OlNXCywJ63Jl1Qb+iuyvSf4PQGdJ6JSXP8aLx6F/rxLNY5+1qbUAJC7g6bkcf1A9wfYU0F4vInA+h642ls/mLIKDFxJL2DEylMMWXzirs4dv+U8vX48wJHYTMZvPsfKYwn3dO0/b1d7t4qMZr7ffpGcIiOWv1mHIAiCcO+yCgysOZGILMvsj/7zIIpMW8VRqitikSq1Jlufzbt/vMu5jHN8+MSH+Dv742ynJrvAyPG4TGQZ6gS4gmsA0rtnYMAW0DigUt767unt7qoGezn85WuCIPwzIrC+Bx6O1sA6NVfP8qPxALjdMApwO8WjFZsjk5m2M7qkvHhr2TudW+mTDZxOyL7ptatZhWw7e+0vz90elcLErReoOXILnabuuau2CoIgCP+MLMs0GLudYctOEpdewOGYDAB06BnouI/1mk/4WTOJdIcQqD+AiUcnsjdhL+/Ve4+2gW0BcLVTk11o5EhsBgoJ6ga6WStX24FtpLqcs+6u21TBxXqsr6vdfeypIAg3EnOs70Ggbf7a6cRs5h+IBcBBo7yrc4tvw83eGwPASzUdaRX1OQ03JFK4QULq+j26atZFKEazhdUnEqkf6EaAuz0D5x8FYMz6s7zaNIh24eVK6u03+xDRqfkc+LgV5V1u/rAsMppLHp9Lzr23DguCIAh/y6rjiRjM1qwfby0+TkJmISFSAj+rJxJkuobRNQCaTcGj1gvkyAY2xmyke2h3+lfvX1KHi52anedT2XspjRq+Ljhqb/7KDvJ0wNVezcCngu/YpuVvNOZ0QjY69d19bwmCcO/uOGItSZJOkqTDkiRFSJIUKUnSKFt5kCRJhyRJuiRJ0jJJkjS2cq3t+SXb6xVvqOtjW/l5SZLa31DewVZ2SZKkj+5/N+8PPzd77DVKRv1+tmSedc5djDgDWGxzq4O9HCjvouMTl020UEZwSlOHq4UqlCv6wcnFAGw9e40RK0/RauIuXvj5IHl6E27kUPHKKqKWfAxF1nnd0al5RKfmA/B7xNVbXjcj3wBADV8XAKKS7m5OuCAIgvD3mMwWvt9xseR55NUcHClgumYqLlI+v1f5BvWwk1C/P6h1rDi/giJzET3Depaqx8VOXfK4Q/Vy3IokSZz8oh1vtQy5Y7v83OzpWKP83+yVIAh3426mguiBVrIs1wJqAx0kSWoEfANMlmU5BMgEXrUd/yqQaSufbDsOSZKqAc8D4UAHYLokSUpJkpTANKAjUA14wXbsI0ejUjDr5folz31d7cgpNMKVQ7Bt1G3PLdCbaRzswfb3mrO/6Sm0R2bwm6Upn0pDeNbwJSfkMFg7BK5FllrQeCQuBSeHCJ70H0lk0DoOBOxj5Q9Vidv0PltPXU/99/WGc/SYvg+LRSYtr4isAgMZ+QbS8w2olRIftfGnu2IPp6Lj7/8bIwiCIJQ4fiWLuPQCRttyRasxsVIzikrSVT41vkp2xY6gsI4ab4ndwpTjU2jq25Rq7qW/+ooD6x51fO8qcBYEoezdcSqIbE1jkWd7qrb9kYFWwIu28nnASGAG0NX2GGAl8INkXUXRFVgqy7IeiJEk6RLQwHbcJVmWLwNIkrTUduzZf9KxB6VJJc+Sx5W8HTmTmA2JkbB3EtR8Dryr3PK8fIOJ8i46pKIs+ONrCOvAxMt9uJKSBzjzsfJ9tquHkbPlfyyOfB4AlVMEuvKrQGngjEmJr0M1zuUmMMpLC9c206Dwd7qXc8be3oGEfBWpeRXos3AyUZbzmCVQGxxw1gVRPiCD6fuTUAUWkhV5mMK6K7Cz93gYb9c/llNkxGSWcbNX/+MUh4LwV/44n4Kvq11Jrl9B+Cdi06x3EpuHeVPLL4EaSSupoohnW81JvPFET8IrOAPWedizTs8ixDWEKS2n3PQZVxxY6+5yyqEgCGXvrhYv2kaWTwIpwFYgGsiSZbl4HkQC4Gt77AvEA9hezwY8biz/0zl/Vf7IcrW3ftjV8HUmI99AUZXuICkhYslNx2YXGuk76xCRV3Ow16ggcg2YDdB8BLLm+srsPKUz1OmHU/Q6XneejG/4FOz8lhAo2zElJYMtbk0ZWGc66dGfkhf9Hj5p4SSqndnhWsh6TRoRbsnE+5wgxhxF+1w9L2cW0NSYhos+Gh8pFnvZQpxSxw+6VF7/9RmMZuNDe7/+rkWH4qg5cgt1R29lzPqoWx6TXWBkzYnEUnPJBeFeZBUYeGXOEfrNPlzWTRH+I+Iy8lEpJCq46hjb3J5XlRuI14bR4plXqOXvikqpIFufzeRjk4nKiOLFqi+iVWpvqsfFlonKZJurLQjCo++uFi/KsmwGakuS5AqsBm49LPuASZI0CBgEEBAQUBZNAGDVm01IzdVzNasQgKsmJ4JD28LJRfDkO2B/PUfomhOJJVM7XO1UXDw5F0fvMPLsHOna7DjbT5m4cK0Ii2M2q/3D2Rpfh32qZIKKjLyVk0ev3CuoQ9pAx29xTQNQIBu8uZTaD1Ih2EvDp53CWbrgRwxKM2qzGvsnurLw0Hl+UE+lgeIclxRBhL23iZCxB/kgeAY/auP5bO8nfNDgQzztPG/Rw0fD99svlTzee/H69JjsAiOfrjnNl0+Hs/jQFSZvu8BXReG81LhiGbRS+Le7mGK9IZecU0RGvgGLLOPpeD3I+fjXU3g5anmvXeWyaqLwL3ImMZtpO6Pxd7dDlXKG6qvbISvNSF0ngMo68mwwGxi4ZSBRGVF0Ce5Cz9Cet6zLWWf9ii7e+lwQhEffPWUFkWU5S5KknUBjwFWSJJVtVNoPSLQdlgj4AwmSJKkAFyD9hvJiN57zV+V/vv5MYCZA/fr1yywpcyUvRyp5OZak0HtveQTP+/bhuaIdSGuHwPOLSo5dfSKR8i46etXzY1DedAZYkoly0MDvtg9SLdgHQBHwxRGQVBpCiiqzsEIF7GtUA59wqPgUSBKudvk3taXIoKBZWDletTQE22fvzqfCMEoq+h78FBUmavh78KujJ5KkoLxzT95IHsVMNnM05TiLOi2inMOtF8WUteScopLH0al5WCwyCoXEwkNxrDuVRIC7PT/vuQxY0wqKwFr4O9Jy9QColRJ1R29FqZCI/roTYP13t+Sw9YZaiI8Tbav6YCduywu30WPGfgC0KiVELAVJQnrrKHhUAqzTP2ZEzCAqI4rJLSbTJrDNX9ZVnL3DIEasBeFf446BtSRJXoDRFlTbAW2xLkjcCTwLLAVeBn6znbLW9vyA7fUdsizLkiStBRZLkjQJqACEAocBCQiVJCkIa0D9PNfnbj/SinOBnozP4mS8khZPDqXcsQmQcAz86gEQn1FAu/ByvFfLBDPm8nWdF9hfqTFOWmdqeNYgz5jH0qMXWbbfBFiQzXaE1Q/B/pmaN12veLtagB/71uPitVwCPR1QKxVMfq4W7y6LAKx5TUc+HU7Pun446dS42FnnJ2uUCi451mNEvpGWQQ15JS+CkQdGMqn5JOzV9jdd72GTZZkJW87TuqoPATf0taKURGvpBHlp1XH2DiDVFgjFpudjNFt/Xx2ITidfb8LhFumo/u1kWeb3U0nU9HWhoqfY2OF+sVhkOn63Bxfb1K7if0s3bsb0sW0LaoUEQ5ecoEVlL+b2b3BzZcJjz2KROZuUUzK6bK9RQvR2CHyyVFA9+uBoVlxYwdPBT982qIbrOymKEWtB+Pe4myikPDDPlr1DASyXZXmdJElngaWSJI0BTgCzbcfPBhbYFidmYA2UkWU5UpKk5VgXJZqAt2xTTJAk6W1gM6AEfpFlOfK+9fABKudSOjH/Ho9n6aX7GfZPxdBjDr/siyE930Cghz0c/xkUakLajCXEofTCwbxQP5buPlTyvGp551teT6mQ+HVwE5y0KkJ9nEqlX+pUozxu9hqCPB1KRtTqBLiVOl+jUlBgUUNoW6pFbmBY62GMOzefPhv6sOLpFagUZRuUxqTlM21nNNN2RvNBe+tt9/dUy3lL+RtKScY0bxvZNfoRc0RHoOTGvkvWgOhJxSk6qnZzeeZoFGFPEthoKI4u/re71L9GkdHM2aQchi45QbXyzmx456mybtJ/Rp7BxPlrpXO7u5NDmCIBYl1I1QaUbOrRo64fK48l8Mf5VGKPbCTAPwBFufCyaLbwCNp4Ook3Fx0vVearSIeUc1CnX0nZnMg5rLiwgr5V+/J+/ffvWO/1uyNi4bYg/FvcTVaQU0CdW5Rf5npWjxvLi4Bef1HXWGDsLco3ABvuor2PFI1KwfbhzWk9cRcAcbkK64fowRmc2/cb/9toXXjSqYoLzF0KVbuAw83ZOGr4uZR6XqXcX2cmqPunYLmYVqWkRWXv27ZXq1JYbym2HwcJbXnx2Gqc24/j470fsy1uGx2COtz2/Aet89S9JY/Hbz5PS/UZhirXcNGnIzPiA/nSbQ9OByYwTymDEn4ydmaXlyOX3ffxjW0XMpI3Ybd6Mz2rvkin4M5U96z+r8wmYrbIKBUSXX/YVxL8nU3KISm78JYbAQn3rtBwfcFrv0aB5Fy9yAfXPsNPSoO54GTnw7eqKpyWQmmWamGC7heKZDXyBhOnNFoCm7yLW/NHNu2+8BAdjcss9dzfRcME3SxQqKByR2RZZuyhsSw7v4x2ge344IkPUEh3zh3wZCUPBjwZxKBmd978RRCER8N/7775Q1bJy5FAD3vi0gu4mlXIxuC+NHbaSrXdb+LFRH55qxMBO9+GwkxoMOiWddy4CUBlHyeq+7rc8rh/SqNUYDRZwMUXmr4LG96nk3MoPzlXZE7kHNpVbHdXH/YPQqHBTKEts0egux3hWTsZp54P7mHktpvMrz8f59ekZriRQzVFHHUdd3KgwjHOazXUNEJ8fheMshtBuWfxcN3D8nOLWXhuERUcKtDCvwX9qvXDz8mvTPp2r6Zsu8C8/bHs+bDVDSOqMlWlKxy8mET3+uJL9n7I11/f3OmzOkVoT72GUaHgR7kXbzwVQNbxDXRRHqS3tAtSoEiS+F4bzmrPfHI1epQxC2mQf5aKHlUYUH3AI7tWQXgwDl5OZ/+lNIa1CSO3qHSWpV09LCiW7ICO34JHJTbFbGTZ+WW8WOVF3qv/3l1/zqqUCr54+pHc1kEQhL9QNlHUf8wf77eguq8zmQUG3lx1ma6pryOZ9UxUzyDk4Edwbh20/QoCm/xlHTVto9ab3232wOYJq4tHrAGCWwKguHKQAdUHcDb9LK9ufhWD2fBArv1XZFnmZHwWVb/YBEDnmuUZaf6e6ZqpyE7loPd8An2uZ1nJxIFDjkbmlE/hsuTBB+4NmddlGVJhO5ISw9mf04sm+m7sik/mc2UFKrtXZsWFFXRZ3YWJRyciy2W25vWuFBnNTNl2kcwCI0djM0rKf6u6k43aj2m7qSWWraPAItIL/hMj10bSbvJuABw0SrRnloJCzcxay5hs6snYomdplP45/dzmQ99fWf/0OhqVr8H8ChlkSzoqF/Xk5ZxcMrNiWHVhFa9teY2jyUfLuFfCwzRm/Vmm7rjEkdgMcgpN6NTWr1M/KQXFrnGgc4F6r2CymPgx4kfC3MIY8cSIW6bVEwThv0ME1veBJEm42Km5klEAQJxcjknGZ2mmPI1d5FIIagaN3rptHSveaMyZUe1ve8w/pVEqri+CcQ8GtQOknKVbSDc+b/Q5R68dZWHUwgfahj+b/kc03abtK3k+1mk1LfU7uBDUD9d39oN3Vey0ZlzL7Ufr8xsOlSZi57scX4eKPFNhCi89PQtVuerEpReU1LFS1xPHp96n96WDhCU9xRvBs+gc3Jm5kXMZe2gs5kc4KN0elVLy+I/zqQD0cjlHzZjZRClCOaIPRLFvEvzSHtIu/lU1wm2cjM9i7v5YTLZFijP71bX++A1ti8HBD73Jws97YgCo5FuebzKO8vnZd3BwkilM6Et+9HBkSzve9W7Kirg4Zjf4nFxDLv0392dX/K6y7JrwAFksMutOXcVikTGaLSRkWtOtnr+WS67eSAUXO3oqdrNN8wGkXoDOkzAqFLy+9XUuZ19mUM1BKBUio4wg/NeJwPo+cbXTlAR3o7tVZ5q5G5WL5iJ/nAAvrQXl7UehtSoljg84o4W9RsnO8yksPxoPCoV1l8iUs0iSRO/KvWnq25Q5Z+aQZ8i7c2X3aMy6syw/Uno7dYtFZvpOa67qcs46Lg7xw/XYVKjdh7C+U0ChZM2lNXRe3Rmz21rULseRzQ4UxvdjY69VjOx8fYr/tz2vZ1FJyCzAUH8QmTjR58IwcncsZEyjkbxY5UWWnV9G73W9ydZn3/c+3g+bIpPxdrKOaM3dH0srxXHG679Ccg/mK7ev6W8cwRfGlyH9Eqx+vYxb+++08GBcqeee2achNwmqPl06lZ6kR+e9k4VRC+lQsQPLuiyllvtTIGvIKTRCy09ApaH2qrfZ1H4hIa4hfHXwKzKLMhH+e5YeieftxSdYdjSe91dEkFVgnf4Rm1ZAbpGJpzVHmKj5kUi5Irx9BGo8y+743RxOPszHDT6mfcUHO3AiCMKjQQTW94mznbpkBMzXVYefmx16NEhaJ3hEFs+N6lodR62KXbaRULyrwbVIsFhHsQfXGkyOIYcBmweQb7w5Z/bfdSW9gFl7Yxix6lSp8i7f7yXfYGb8szXZ+2FL1CfmgVIL7caAUsWJlBN8uf9LKjhWwClzGHkXRlEQ+xYhjo1umqPY+wl/tg9vzlstK3EtR09cnpI39MOIk70Zbp4N85/mw6BufN30a2KyYxh1YNR969/9kqc38XvEVSp6OjCn/xMAvKjcTqHOB97Yi8reBZCYb26P3PQ9SDwG2Qll2+h/oZXHrr9nruQSdOhLUNlBaDvKOetAMqByPo5r5W9YHTubdoHtGNN0DH5Ofqx8ozG96/uRW2Sy5ph/ZT0Y8rA7Po/RT44mozCDzr92FtNC/oOKNwSLTcvnt5NX6Va7AsFuKhzTTtI9ay5vZY4nQfZkebVp1nUswIqLK/Cx96F35d5l2XRBEB4iEVjfJ76u11Pvudpr2DSsGXtGtCzDFt2str8rAe72ZBfaFtoEt4CCdIhaC0ANrxpMaj6JqIwo1lxac1+umVtkpNn4nQD4u1/PZlGc89XNXk23Or6oDDlwajlU74Fs58biqMUM2zmMCg4V+KnNT6iN1gV7E3vVYuWbt56rXsnLkUbB1qwrmyOTOSRXZXblmXxhfBlT4kkU87vydEBbXq/5OlvjtvLa5tceyOj8nSRnF/HjrmgsltLzvddFXAUgLU9Py8revBiuo4UigjjfzqCxx9fVDkmVjdr1MEskiRi1Ci7/8dDb/1/goFES8UU7dj1xCE16FDy3AFnngsLpGF7h47DzXU5171Bmtp3Jt82+LfkhJ0kSzjo1mQUGRq87S5NZCRQEtoSIZVT3CGdpl6V42HkwdOdQxh8Zz6nUU3doxXy05QAAIABJREFUifBvIWObOmTblMpTJzPH8AHvxb1Jf9MKcrQ+uL+zm697W++kXci8wP7E/fQI7VHmqUwFQXh4RGB9n4R4X0+R52qnxlGrKrWhy6PCxU5NVqFtgWJ4d/AMgz0TSl5vHdiaml41WXpu6X1Z6Lc58lrJY3v19S+XPIM1I8NbLUNQ512FmS3AmA8NBrL43GLGHR5HsEswU1tNxVHjyOyX6zOzXz161vO77ZSZyrZUhRO2XADgtWahHPTsyXi3kZB3DQ7N4NUarzK83nAOJx9m2slp/7iPt5OZb+DCn3Ilj1l/lv9tPMeBy+mlyhNtI2Iz+9WHvFQ+K5qIJIFPs1eJSI3gknoMjiHfoCv/K+MuzqSHbwXGHf6GzedXEp8Tj8li4nZMZkupzU/+K4xmC7lFRj5YEVGyeRCA3nTzXPo8WyaQt1uF4kIuLueWQo3eHHR0osOqDny671PCPavxfavvmdthLo0rNL5pXmyLyt7oTRZm743hanYR38RXg+wrcGQWld0rM73NdKq5V2PJuSW8uvlVItP/FWn5hTuISbPexSv+WHzd5xyB5jj+Z3mJ5/Sf81utmdi7+6JUSFzNu8orm17BTefGs2HPlmGrBUF42ERgfZ+E+TiWPHaz15RhS27P1V5DVoERWZbRW4Dqz0LyGTBcX/z3QpUXiM2J5YeTP/zjhX7bo67h62rHs/X8yLkhJVV2vgGQ8SEDlr8E+WnIL69jYtIfjD8ynhZ+LZjdfjahbqGA9YdLu/A7pzPzciy94j7Mx4n6Fd1ZnBqEJaglHJmNColXqr9Cj9AeLD2/lD/i/3gg2UIOXU6n4bjttJu8m+Ts69uzG22ZWb7dfB7TDVsVR6fmEeTpQIi3I2z5DPvko8S2+5wpiSt4dfOr5BlzaOPbm/zLwxhdfw4tvOuxSiPz/sFRdFrdiUaLGzFk+xAOXD1wy/Z0nbaPpt/suO/9LEtFRjOhn26kzldbWXEsgTn7rIsOj8ZmUPmzTSUbvBRLzrb+eAk3R8GsNpiNhfweWJOhO4aiU+n4qslXzGo3ixb+Lf5ylPHJEA/qBrgCoFJILC2oT7JXU9jwPlw9gb+TP7Paz2LLs1tw1jrTZ30fFpxd8ADfBeFhOBp7fe68s06F17W9GNTOzDV34JBcFY9yASWvLz23lHxjPvM6zMPb/vb7CwiC8N8iAuv75MYtuJ1vyEv9qKngquNqViGj10VR+bNN5LuEADKkX88w0aFiB9oGtmXmqZksilr0j66XmFVIiLcjbvZqHHMusWDicJhYBf/vKxCt7cvT21tb5wp3m84upZG5kXPpHNyZcU+N+1s5tSVJonmYFw0qurN+aFPsNEqah3mRpzdxwbc7ZMfDr9Z84m/VfgtvO2+G7BjyQLKhPDfzYEkWlkMx6aTkFpGcXcSJi1d4XrmD0Ku/sTfqSsnxl1PzCfZ0gLxU4s//xtiwJ3ju8mK2xG6hmV8zFndeTN+wN7Hoy+GmDmRyp7kcIIAlRQ581eQreoT2ICojisHbB3Mk+UiptsiyTOTVHJJuCPD/C4pHqIvXNygV1vUMiw9Z39dDf7orcCklH5Cpf2Y0mIr4X6PefHJ6On5OfsxuP5vuod3veNtekiRq+VsD6z4NA9CjYWu1r0GhhtMrS47ztPNkWZdlNK7QmMnHJhOTHXNf+vww7Th3jbW2KUqPM73JTEquvuTfl68yE86tQxPWmnNjO7NjeHO61CwPQK4hlxUXVtAusB0VXSqWYasFQSgLIrC+T1TK629l8Yfvo6hVFW8sMvxiG9lLUNm2/k49X3KMSqFiUotJNCzfkNlnZlNoKvxb17JYZK5mFVHOWceAKmZ+135Gv9xZZJjtOBv6BjPMzxDfaCQM+gNL1S78cOIHApwCGNlkJI4axztV/5fmDWjA8jcaE17Bmhv8qVBPtCoFExLDodkHcGYlJEXgZe/Fuh7raOHfginHphCfG3+Hmv++d5aepOHYrYz8ZhzL+Ij/qWcxQf0TtTb3govbsBgNxKTlE+xpT9qBKfT1cWe1IZmW/i35vfvvTGoxCXedO45a64+277df5OzVHNSVWlE9KYru5ZvyScNPWPXMKvyd/Hlr+1vMi5xXcv08/e2nifxbpdww9QPgWk4RssWC/eUN/KL+ltCYBYxdf5Yn/7eDPrMOMmrhFvoqt5Gee5FPQ2qx9NoB+lbty8qnV+Jp53nX1y2eUlM83SvNZAchbSBydcliYLAG16OfHI1OqWPE7hFczr58H3r9cMSm5TNg7lGGLjlR1k0pU0VGM20nWXOed6xuvWv2rmEmmE3Q8lMAgr0cUSkVFJoK+XTvp+QZ8+hfvX+ZtVkQhLIjAuv7yM/t0d9q2ttJV+r5JbM3SEpIPXfTsYNrDSajKINJRyfdcf5uMYtF5sOVpzgWl0nf2YdIy9MT7utM+VPT0agUtNBPpG7GaDqdbsYE03M4N3+bDPdA+m3ox/nM87xZ+03Uivs74m+vUVHd14VtUddIrDrAmnnk5BIA1Ao1nzb8FJVCRd8NfYlKj7ov1yweqe5Z9/pujx+qlvGjZgqOShMnW8xlgOF97AqTYVFPTDNb0VXeTu/Lgxl5aRk5SiVLuyxjfPPxpQI+B611vu/RuEwmbb0AlVpZX7AtYnTRujCz7UyeKPcEE45OYF7kPCyyhbS8h7vxz8NSPGI9plt1avq5sPXoWdZ/+xJj9N/QSnmSDgnfMehwBxbqh/J9fE8O6IbwgXYeg3z92JpziReqvHBPO+EVK/771aqtfx/fbb8I1XtATiIpx9awPeoasiwjyzKedp6MbTqWpPwkBm8bjNFivF3Vj4ziH9+Pu1MJ2VzJKKBqeWfebRuGFgMtlaegfn/wDC117PcnvueP+D/4qMFHVPMQOyYKwuNIBNb30eZhzTj+eduybsZteTiWnv+dXoh1s5gbRqyL1fWpy3OVn2Pp+aVMPzn9rupPy9Oz7Gg8PWfsZ390OsPahNJXswsiFiM1GESsXB6wjui3D/fBWafi832fcy7jHF81+YrOQZ3/aRdvacCTQQAk6XVQqSWc31CyCqmcQzkWdFqAhMQ3R765L/OtixeI1vZ3YWjrUJzJ5zXVRuL9n8Hr84vUbtGd47qGjK+6CnrMQpEVw9fqn/nCLpW99vYMqzuMELeQm+r1dtLRNMQaaF9Oy4Pytaw7vJ1ZCWZjSX+mtpxKK/9WTDg6gTYr2rLszOaSOv5LCxhT86yBdbtwH7wyT7JL+y4dC9exxNSSNnbL+dQ4gCh1ON6+Fdjk0YgBTg1pXb4y11QqZrb7mU8afvK3fsg938A6n7ZFmFdJmTG0A7hVxHP9ACIXjaDL93sZviICgJYBLRn75FgS8xJZF73uPvT8wUvPv/5jrMDw37zjcTeKFx//8kp9Knk5srGLETVG6x2KG0RnRbMkagk9QnvQp2qfsmiqIAiPABFY30cOWhXuDo/uwkWwjt4C9KpnHUnNKTSCTzVIOAKGm3NXf9boMzpU7MCiqEVkFWXdsf4/j4y2r+aDYvcE8G+E1PpLvnu+Nm80r8Tlrzvx3QvV+WzfZ+xO2M3w+sPpHtod6QHl/A70sN6yz8g3QFh7yIqDmN0lr4e5hTGw5kCOXTvGlrgtf1mP2SKz7ey1m1Ll/VlarvV9cHfQ8l7bME50iEWFCf/2w8CWZaK8ix2XsqGgSnf6aSfR1qU9ZzRKxjX7hpdrvHrLejUqBQtfa8jrzYJJyCxElhTQ+G24sAm2fF5ynFKhZEKLCbxQ8WOSM5UsjP0KXYWlSMrcRzZIkmWZnedTSr23RrOF4csjOBCdfstzUnP1KCTwsFMyTTcDs50H8+ssYZ7ne1QP9GaJOowfqobR0i6LcS4XOOKZhFEux5SWU6jtXftvt7W2vyux/+uMv7s9nW1za7NMWnh9D6vNTzJUtYbOKTM5fOJkyTnN/JpR1b0q005O40zamb997Ycl/4bpQ8X/nh9HxelJiz/bg1O2gZ07VGxacszuhN3029APO7UdQ+sOLZN2CoLwaBCB9WPo8ted+PbZmujUCnKKTGRV64clLxV5Xlcw3jyf+vWar1NgKmD+2fl3rDsjv/QXcHlzojUVWc1eoFTRtbYvH3WsgkIhMSdyDmuj1zKo5iBeqPLCfevfrbjZvhQzCwzWTCgeobDiFSi8vtK/V1gvQlxDeH/X+8yPvHVf+889wmvzj7LmZCJZBYa/HN0ev9k6tSbQwx7OrkX5x1io3Al86wJgkS14u2ezL3kLtacO55TLdNLco+ge0p2OQR3v2B9Xew0Gk4WRayP5OL0DhPeAU0tLRq0BkjKNzNzoQkHcIIyZT2DnepZyFSeStmYAHJh2PW/YI2LjmWT6zznCvAOxgHWOb+inG1l1PIFP15wudWxSdiFdvt/D/ktpeNirUR6aji4/Abeu39C/W0fWDmnENcVG7CvOILrgAB2DOjKh+QTWdVvPiddW08yv2X1rdwdbtpq0PD0XsiV+ch7GLnNNBqvWslI3BoxFxKblczoxm88afYaMzGtbXiOjKOMONZetvKLrgfVzMw/w9Yb7M03q3yarwIBOrUCrUkL8YTi3Hqp0AqX1TkdyfjIf7/mY8o7lWdhxIe469zJusSAIZUkE1o8hhUIq2egit8jI+8dcedvwNlLiEXJ3Tb3p+BC3ENoFtuPn0z+z/Pzy29adnl96MZlLom1UuFLrUuVphWksiFxA64DWDKkz5IGNVBdzt6VAzMg3gs4Zuk2Hwgw4v6nkGI1Sw6JOi2jq25QfTv5AWmFaqTqyC43svmDdtXJtxFVqf7WVn3bfvBjtl70x7LTtbhngYQ/H54OLP/RewKWsaH458wstl7fkuOVj7HyXofXaiWx2oCD+JUY1ubsdIV3trV/q8w7EseRwPNTsbf2RcH5DyTGbIpOsDyx26K91Y5y+HIXqQroXnWD93jFw7tGakpCQaU35eCXD+t+p269nqknIKCQtT8/Ws9dIyS1iwYE4ziTmcDQuk090K2HrF1gCGnPI2YNRB0bRfFlzzhQuoYK6AZt7bGNUk1G0r9ieQJcAFPd5cXHx9KqO3+2h3eTdxGabWFVtKnMqTaacnAobhvPMhHU888M+qnvU4Oe2P1NoKmTW6Vn3tR33W57ehK+rdd1IUnYRM3dfJuHa9f8n0vP0jF1/liLjP0vJ+ajLLjTiaqcBkwEW9QIHT2j6HgCHkg7Rf1N/jBYjk1tMJtg1uIxbKwhCWRPbQT3GnO3UXM0qQiHBBksjdpp30XTfBHhyENi5lTp23FPjSC9K58eIH+ke2v0v56Wm26aC/K9HDfzc7JGOzAe3IHC3znGWZZnZZ2Yz/eR0ZGQG1x78YDtpY6dRolMrrCPWAL71wak8nF/PKvNTnL+WyyedqmKvtuejBh/RbU03xhwcw6gmo3DRurDj3DUGzLVuU+3jrOWP86koMXN88wJQuUGD10Gtw2yRGbcxipp+Lox6Jhxncw5c3kl2w4FMOTyWlRes6dgalmtI5+DOhHuGU9G5ItN3xuJVR3vXPzBc/5TS8YCiHuUsPlTY9AVa72rgGcrpxBzKOev4sV89PDIj8Fu9n2NSS07WtOMLTqHc+DZtNPao/vSjp6wUD6ArJImcIiMbziRRJ8CVwS1CGDj/KPXHbANgSCN3aiWv5mf1EZJkD7rmbye/Ri+GOyvZt20QaoWaNoFt6BLchaa+Tf9W2sZ7UT/QnXdah1oXMGJd2OjrZkey3JhlF1vx3ImF7NH+ynxzO2JPORBcuwVdK3VlybklOKodeSX8FezVj95mUnl6E8FeDiUbF41SzcFvxovgUwO6z2DBGS0/74nB01HL680rlXFrH5zsQiMudmq4ehyKsuCZ78GjEumF6QzfNRwXjQs/tPqBAOeAO1cmCMJ/nhixfoy1q+bDrgup7LPNX51geg61bIBNH4Mss/tCKl/8dgaLRSYhw8BLVV8itTCVXfG7/rLO9Hxrrtfe9f1paj4E0TshxBq4bb+ynVc2vcJ3x7+juV9zFnZaSJhb2EPpK1hHrUumqigUULkT8qUdfLLiCDNvGHkOdA5kcO3B7Liyg6dXP01UehQXrlm3Pu/bKIDhbSrRUXGIfdqhzNRMhq1fwLwukBlHnt6E0SzzTK0K1Alwwxi5iikuDjS/tpGVF1bSP7w/m3puYlb7WXQP7U6YWxgapYZhbcLo0zDwrvviYl86sH5h9hE+NA7CVJAFC3qQmJLG7xFXaRjkRu2UNfiv7oZR58nvBd0I4W18HHz5wMOZIbtHPNA0g/dCb8u0IQFXswopMloY+FQwrat406dhAE0reRAiJfDymf60T/6JGooYXlJt5YC7L231kRxIOshHDT5i93O7+bbZtzTza/bAg2qwznt/t20Yqwc3KSkLdLfHUaPiQ8NrFDy3AhNKhqjWELC2F2TF8269d3myfDNmRMygz7pXydZnP/B23gtZlsnMN1DJy7rr6eK6Ubys2sof5lpQkA5zOuGpsK7JGLfxHCPX/nd3l8wqsAXWl3cBElRsSlphGp/v+5x8Yz7ftfyOBuUblHUzBUF4RIjA+jH2dqsQfF3tMJgsNKnkQaRcke9MPSBiCcMn/cxLvxxm/oE4FhyMo9XEXSQnB+Hn6McX+7/gt0u/3bLOjHwD7g4aFLmJsKI/+FQjrcFrfLr3U4btHEZ6UTrv13+fSS0mEe4R/lD76+agIT1PT2a+Ab3JzIgzfkjGfN5SrUHCUmpR38CaA/mm0Vz0RiV9N/RlT+oClAoY3dKNHgd7MUPzHQqtI4MNQ/nJZZg1q8rvQ8mz7S7ppFOx99xKnj79HbNdXegc1JmlXZbyXv338HX0/cd9Keesu6nssFyV2eU+h+wreMxuyP9UMxlzbTD8/g74NeD8s9tJxoMlBzNwzvyMD72f4oCkp9OvnXhz25tlGtzJssz2qGuANTd1gcE6vcDVnI5i9UDGXniGhclPs007Aq0xi576L2mkn0atohmMD6iEi9aVBR0X0Kdqn3+UA/2fqBPgxt4PW/JKk4q0Cy+Hk856QzDKvj719D/RVD8FyWKCIz/jpnOjT9AXFCa+wKXsSNqtbMeJlEcnX3Rqnp58g5mKHva0LtxMk7Oj2W2uwbuKD6HPCjDk0erEEJywTtuZuz+2bBv8Jz/uiuaHHRfvfOBdyC40Wn/IxuyC8jXJUijou6Ev+6/u5716790ye48gCI8vMRXkMWavUdG7vj+Tt10ouQ0/29TBOrKWeQANXfEii+VHrSOaR+Oymdb4M0ad+Ykv939JJddKoPdHq1IQ6uOE3mRmf3Q6ldxUsOZNQCb56Um8tOsdUgtTea3GawyuNRi1smx2pvR20rLzfCoNx23nhxfqsCorhKbqxgxVraGKFM/SH/YzoOcz4FQO3Cqy6YREyvmBVK72B6fyV+HgVYRp/24sWTEca/YVO+2LOHX2EidlC7qwjjx1chWqy3sAM4n6E0w8OxpfWWZq/U9oGX5/F2eWd7meM3142zCWHoknMauQSZfKc0zxIX3M2+im3IcKf2g3FhoMwi7j+vz32DQ9fV/+hhZTwtlQPogZSQdpt7Id3UO7M7ze8If+d7Q/Op2IBGtgfyYxmyKDmSrSFWrv/BLyE6ByR9A68dkhBX9YatOlWSO+a+LFrDMzWHXpMpNaTKKmV82H2uZb8XOzZ+Qz1h+Mrav68L9N5+g5w7rFfILszUFVA548NhdC2gLVMOXUwt2hIk7+ixm4ZSDv1H2HPlX7oJAUfLjyFGqVxJhuNR56Py4kW+/QVHJXw4avwb8RUcFTydx8iRzXyjj3movP8v78rvmUaXIHNug8WHGhgAJjASkFKVzJvoqzzp5yDuUIdQ2lcYXGuGhdHkrbCw1m/rfRunh43akkNgx9CoPZwt6Labjaqwn2csRBq+R8ci41/aw7aBb/qC7OmnSjnEIjXhojXDjM6pqdmL+5P6kFqcxqN4v65eo/lD4JgvDvIQLrx1ywlwMAyTnWra5zcCTJMZwhuat5Q/k7WslI56SxqPGn6tmpBJ9dxfeh7eihcWH4H+8Tfa4NpryqHPi4FQPnHyUuPZ/lnkvJjNvLzHrd2bLnA/JN+SzsuJBwz4c7Qv1nPrZRXoPJwpLDVzCjZKjxbbJkR15SbYWcYzDHlq+78dvYa55HNrlw7tTT6HxzULuv54lrMubAChA/C4WkQKP0QG82MSEtkwl+FfA/+S4eofbMidbjbzTxs3dLPO9zUA3WOePlnHV0qF6OIa1DGdI6lM2Ryby+4Bi7LLXYZamFGhOn3uyEyrZbo4P2+iKztDw9hZI9fq2+YND64TSr15cFbq4silrEyZST9K7cm+4hDy794Y2WH43n8zVn8HW1o201HxYejMMzYjqbtBMxFzhAn+UQZM3isXD/egAGtwzgta2vEJURRbeQbrQJaHO7S5QJf3d7hretzFhbNg07tZJJ9OFJh+9gaR/yOlsX9hoLfKgsjyA663u+PfIt2+K28Xadt1l2NBlQMLpr9Yfy91BMlmU2nElCIUH9/F2QmwRdpxFssAahl1LyqFP1Gd4wvEMf3UrOl9+CQqPmK+vvBzQKDUWFzrg4SOSa0gAZJ40TP7X5iRpeD/5HwqJDcSWPzyXnkmcw8XvEVT5dfT3FYZiPIxeu5RHxZTuyC4y8OOsgWpWC34c0LQmuf9hxkSsZBWQVGngxZQar7TV8kX2Cis4VmdxysgiqBUG4JRFYP+aKg83cIiMTetXi/RURLPd5l9Dsn2jinoc2O5JVmpEYUeGEdRGTLuYAE7QSw/0rY+c/D1N+JVrPXYs+N4QxzcOIOL2NqZWqkJh+gsYVGjOo5qAyD6oBBjYLxsVOzZz9sSVZO0BC9fQkNutgzNJtfFrHQAf1STjwAw08jWyhNum4oLvamd4FCTjormCu+TwBvg1o6tuUX4/k8e2m8yx7syqnri4lMvL/7d13eBTV+sDx79nd9EoKIUAKhBY6IYTee/HHVQFBUBQVEMQCguWqeBUUgSuCIMoFFBALigWldykiTXpv0iEJNSQhZc/vj5nEREFayGbD+3mePEnOzsyeycnMvHP2nXNmE5V2gXbnrtAwORXvdr3v2v6se7V5ruH+WlUMIa5UAOsPG8O4KZsr7jl64Pw9zHF4g704FG8M/xZX60k4tJIKe5cwfOBu6hWvx8StExm6dihHLx2lT7U+eNju3oyi87efYsi326hQzIcpj9Xil33xVNH7KLPjA7bYo/Dp8QNREX8+FDbh4RjWH9/Nq2uGsPvcbsY2HUuz8GZ3rX53qlvt8OzAuoinC9uSgtDdP0BN60DpTcPpYvUjMbM0szdEAD0Z8mAS0/d/QK+FvfAIK0/KiYf4IzGZyCCvfKvz6z/u4IvfjtK9PHiseAuCykNUMypdNG6+Ry7Yw4GzSSSqCvwW5gFYGXQmhbZX4/HQdnzsmn32kgxK78tJHU7Dyimcsk3m4XkPE1M0hnHNxt213usffj/BsLl/DgtYUp3lyJYVJJ1WtLX8hp+6wikdyJmzRehsPcSeFYmM+OUc4McFayqfrffgsdpVSLgEoxftAyDasp+vLJuYGxxEndDaTGwxEZtFLp1CiGuTs8M9LmvYttR0O97mdNk7MsMZn/k8m/u0pNHbM3jB9i3VfJMYdL4Zi+yxlFKnWZ4xiEmZlWgbX4mA4AMk2Tfi6b+W984CIcGUcPVicqPx1Ayp6cC9yy0q2JtX2kWz7vA5th67QLMKRXm/SzX8zaH4xv9Sjr6bLzKkWX16lzzC/cc/4X53iHctifvVRDxT07DWGghN/g1mD2KripcZuWAvM9de5P4aTxJeqTUX5r5FXL04vKu2huK3PwnJzcjZk6mUYsYTcXy25gjvzt9DgzJBuV73cLWy7c1WnDifQtuxq0gwZy2kQnvYPQdOb6V96fa0LdWWt359iyk7pvDt/m+Z3nY6pf3uzjBi83ecJsTXjR+fqY+bzUo9ttLNbSiJdh96pw1kts+f07lfzbxKgnUR889PAGBgzYEFOqgG8Haz0aBMEKsPJODuaiU9U/NVfARdazxK1O/TGekCl9I9eNv6CLUte6h8riMPd5jNlwcXMmHrB3iXe5vX16zjf+2H4277e159XsvItPPD7ydpU6kYb9nGQHoyPPI9KEWonzuBXq6sO2TcuLkVXQ6WqyQdepa3rhZFNQ9h0fJlVFJHGGD7gZ/dXuOIPYS9B6KoUa0sPweV5sP49YzcMJLhDYbned2T0zJ4b8Eeyof4kHF2D6/ZPqexZRuWBZqqANeYu+vqemhczI+fvL24aLMx8SBMPAgWu40SURa87ZBuSWOOixddSv8fA+IGS1AthPhHNzxDKKXCgOlACKCBSVrrsUqpN4GngKyuv1e11vPMdV4BngAygWe11gvN8jbAWMAKTNZajzDLSwFfAYHAJuARrfW9O9VXPvIzh21LSc/Ey834d0hIuoqHixVfDxunraG8kN6fAdXKMKhqca7O283KfYp1Ho2ps/8zFtiLcTWkPTP2RfGTlz8vBi3A155Bh0fm39ZU0fkhxMcNMCb2yAqqAd59oApvztnJyGVHGckAKqiODIw4SKuAeHD1gurdIbJ+rm1FBHrh4WJlztaTzNl60iztzfoGzeEaDxjebW42K081LE2X2LDsSXFy8nV34bKHkU86ZvE+Sgd7UaFMS0DBps8gtDoWZWFo3aG0imjFy6teZtCKQUxtPZUi7kX+tr1bsfnoeSoV9zUm2jCdvpRKRKBXdlnEjgmctRSlRfJwLuGFh6tRvv/8fgYsG8CJpBPUCa3DOw3eIdgz+JrvU9DULhXA6gMJRAYanxS88t12DjfozSmXKEom7+Z522xGuUwyFv71F/h1EE96hbIsuQPbfC+zRS2i7XebaRrWlAE1BtxxO+QUf/kqE1ccpFtcGL8fu0ConztJVzN4JDwB64q5xqyeIRUB48atYnFfVu1PIDY6noNqPR23pG43AAAgAElEQVRKd2TIQ49S8+0lLD8Oa+xVWEMV5tvj6OO7njrWPZRNOoT3rt30Sj9PUkgY/zs4hzCfMJ6s8mSeBamjFu5hwvKDAAy/vzL1lr1G+tn9fJTxf5zQQaRjwzWoNO/06sCPy35h95FVzHY7TKZnIukqlcbeZah+yk61tH2kq8skWq3EW2wkWF1QOpNBQfVp23BYntRVCFG43cxZLQMYpLXerJTyATYppRabr43RWo/OubBSqiLQFagEFAeWKKWyxlSbALQEjgMblFJztNa7gPfMbX2llPoYIyifeKc7J24sK7DOtGt83I2fT15Mxd3FilKKMV2qs/f0JbrUCqNkEU+m9Ypj8DdbGbT3ad6v2gL7719S9+AU3nGBd9KAk0CHMVBAg2qAt/9VmYrFfbmvWvFc5ZVL+DGrT13qv7eMUxdTKVE+lpY9+2b3Tl+Li9XC6x0q8ur3uWcGzPpbOoLFoq4ZVGfxNUer2H82iTYfrGJarzhKRDxEmU2fgdUN2o1EKUW9EvUY0XAE/Zb2o9137ZjcavJtp/QcOHuZBz5aS6/6pXjjvorZ5acvplI9zMjd5fwROPor3o1e59IiI/UhXScxcMUrrDi2An83fz5p8Ql1i9fN15zjO9W3SRSB3m6UL+bDsj1nAZi0+ihQlsbl6tHgQFPqsZXf7NE8UUmRtGc5D1xexTeW/7HjfCQLMsI5FhPFN/u+YWf8XkY3GUGYb1ie1G3RrtNMXXOYqWsOZ5d5uVqJjf8O3Hyh0eBcy3u4WLF67mcvU4jwiaB/jX74uLtQtaQfK7LTq+CYDqHHKx8D8NT0jSzedYYlHe30XvQIh6PrMWHLBNIy0/Jk+m+tdXZQHeTtRn3fBNzObuVw1ZcZvf7PB1qnt4/D7hvI8VLn+TFlK8kpdlyTa5B2viIfvvocvWds4q3dp+hqWcol7cnliJa83aU2Jb0t4JL/N8lCCOd0w8Baa30KOGX+fFkptRv4p/HCOgJfaa2vAoeVUgeArEE+D2itDwEopb4COprbawY8bC4zDXgTCazzhbuL0SM4pE357AcZ4y9fJSzAyKttXzWU9lVDc61TsognJ5LsbAlsz7vpUfw+uAn9RkygrmUnfbt3w7VC6/zdiVsU4uvO8y2uPX62xaIo4e/BqYuplA72uqkA7uHa4RTxdGHcsgPsPnUJAHeXgjuSpVeOvOsgbzd6Tl0P3MeKCnYiN/wP6vaDIpEA1CtRj9n/N5s+i/sw+JfBzOow67aGszt23sjP33fmcq7yy6np2elIbDBmIvSs/iCLKgVx5lIqozYNZ+WxlTxU/iEeq/QYIV4ht77DDuZitfBw7XAup6bnKo8I9OSzx2uhVByp6Z1pNnoFw3emAg+yU0cy3GUKrh5evHhlNacPeeBxLpT5eiedfurE9LbTKR9Q/o7rduxcyt/KGpcAtwPzIaqZMUtpDr2bFmXr8rkU8SrJt/d9m52e8lGPGJ7/agtWi+JiSjox4X/2qjevUJTFu87Q4kcLhys3Z8zJfQytdT+Tt08m3DecjlEdb/tG6XJqOn1mbAJgcOvydK3qh9uiZ0FZ8ajZFdbvAiDQy5UGZQIZt3kcU3ZMoX7xhixcFceVtGDCAzxRShHk7UaGtvB5ZktWDWlKWEDBm7RHCFHw3dLVXykVCdQAfjOLnlFKbVNKTVVKZZ1JSwA5Z5w4bpZdrzwQuKC1zvhLucgnR0a0p1+TMvi6u1CyiBFQu+f4uP6vQv2Mi+kf5tTTHh7udO3SnUt1XsI1us0/9vA6A6s55XX4LVxY21YJZf5zDbN/L8g9qllTertaLXzbt65ZqnjuVCu01Q09pTWs/1/28lH+UbzX6D1OJJ3ggTkPcOjC36dxvxZtTjKUmp7JOXNGTi+33P9XKemZeLhYYef3sPZDI90moBTlQnzw9T/J0qNLeaTiI7wU95JTBtU5+bi78MWTtZneK464yABebRed/X/i7mKlcok/H+hbYq9J7asf8UuDz/kkoz1FTyxjRMpvfHzaireLN/2W9mPtybV3XKdTF1MIC/AgLjKAMkW9Gdy6PMN8v4e0ZGjyaq5llx9dTp8V95PKWd6u/1aunO+iPu588VQdZjxRmznPNMgechCMYQezXIxoAxeO8lJ4ByoHVeb1Na8zdvPY267/s1/+ztqDiZQp6s3j9SMJXPoi7FsIzV4jMqIUQ81PR6pEaLrO7cqUHVPoVK4TE1tMQKcZqUQ1I4xLV/WwP//+WVO5CyHErbrpwFop5Q3MBp7XWl/C6FGOAqpj9Gj/967UMHcdeiulNiqlNsbHx994BXHLKhQzeqgiAq8fVGalGZy8kIJFgZvNQsfqJXitQ8XrruNMsnrxc+Zf36zPHq/FkDZ33pN4t819tgG/vtKMyCAv5jxj5I1vvehJt+QX2ZkaAPNehGPrs5evGVKTya0mczntMh9t/eim3uNg/BUenbqe/xu/muNmj3XO3nK7XZOabjf+3humQEBpuG8cAEcuHuHJhU8S6hVKj4o98mq3Ha5emSAalQtmVt+6tK5ULNdrOQPrLBWL+/JuRnceD5vPc2n9qJt6gLHJFtCaPov78N3+7+6oPqnpmXi62Pj8ydosfqER/ZtEEXB0EVR+EIL//FQnOT2ZYeuGEekXybf3fUutYrVu+j2Cfdyyb+C2+9QHV28857/EjJaTebDsg0zZMYU1J9bcVv23n7hIl9iSLBnYGM/EXbDrByN9peFAANpWDqVKqYuc8RzH0ctHebPum/y79r9RSvFATAniSgUwuLVxvHaJDWNi9xjGPFQt++ZTCCFu1U0F1kopF4ygeqbW+jsArfUZrXWm1toO/I8/0z1OADkTAEuaZdcrTwT8lVK2v5T/jdZ6ktY6VmsdGxzsHA8uOZtifsaDfZWKX384rAAv46P7FXvj8XS1Feje2dsxoFkZXKyKWpEBt7xuk/JF6dek4M/EVqm4H4HeRltnTZIBsM4eTZekF0nzKGoE1ynnAUjPtFMlMIbO5Tuz+I/F7EjYcc3t5nTJTH3YdyaJH7cah/Smo+ezX8+awrx42mE4shqqPgRW4zTw4e8fopRietvpBHkEcS+ICv57ik3Zoj54uFhZuT+BH+0NmBo4mMpH1jO/5IPUL1Gft359i6k7pmLX9tt6z/RMjavNgqvNYhzH8Xsg5RyU+vPTl9SMVP7z6384m3KWf9f+N2WLlL3l9ylXzAeAbeddoeN4OLkZ6955vBT3EpG+kTy95Glm7Z11S9vMtGvOXUkzZiHNzICV74GLJ9R5OnuZtWfnccT9Xc6nJTCh+QQeLPdg9gOT73epzqw+dSlu9k4rpWhbJZT7a5S85f0TQogsNwyslRE1TQF2a63fz1GeM/H2fiDrSjsH6KqUcjNH+ygLrAc2AGWVUqWUUq4YDzjO0cZAvMuBTub6PYFrz5ct7rryZo911ZLXD6xz9uQObHntXGVnFhsZwP7h7Sjmd+88sLTh3y2yH2RNxp1hGT3g1FYYWx0SD9Jt0joqvL6AHtE98HP1o9vcbkzePvkft5ma9ueENIfirwDwR2IyB+OTGPPFj7w44xd6WhfSaePDRi5vXG+01sw9NJdFfyzi0YqPUtSz6N3b6QKmYbkg6pcJZPELjbLLgn3ceLReBD7miD1bg9tDYFlcj6xidKPRNCzZkDGbxjB7/+zbes+0DDsu1hw3xn+YPccR9bKLxv8+nvmH59Ovej9iQmJu632y0sz2nr4M0f8H7n5waAUeNg9mtp9JTEgMozeO5vDFwzfcVkamne82H6f75HXYNQT5uMG8QbDnZ2g4CDz8SbenM3P3TN5e9zZ1Q+uypNOSAjX0pxCi8LqZHuv6wCNAM6XUFvOrHTBSKbVdKbUNaAq8AKC13gnMAnYBC4D+Zs92BvAMsBDYDcwylwV4CRhoPugYiBHICwfoHhfON33r5sqL/Kus/EOLgl4NSuVX1cRdFOzjxqeP16JRuWD6NCrN9MuxJD22xMiX//ZxTh/dC4C/axDfd/yelhEtGbd5HKuOr7ruNlPSM69Z/vHkSbyw71EmHPsX/3GZRmKR6vDYPPAMYP7h+by86mWiA6LpWannXdnXgsrX3YWZT9ahbIgPC55vyA/9jRSdV9pGs/0/rSlb1Jur6XYIi4Pj6/F28WJc03HEFI1h7OaxJKQk3PJ7pmXacbHmuAwcWQM+xaGIcVxfSL3ArH2zaFe6HU9Xe/o6W7k5FYr5suf0JbBYjZk0D60ArfF19WVUo1HYlI0Bywb84/8UwNztpxg4a2v2eNqhLsmw9SuIeRQavQjAqA2jGLF+BDFFYxjdZPRtPXArhBC344aBtdZ6tdZaaa2raq2rm1/ztNaPaK2rmOX/Z44ekrXOcK11lNa6vNZ6fo7yeVrrcuZrw3OUH9Jax2mty2itO5sjiggHsFhunALh7mJl9tP1mJfjYT3h/GLCizC9V1z2R+OVPz5Lartx6FPbWO32PD+4vs7cH78i0D2AYfWNfNt+S/sxdO3QXDNAZvlrYF3anD2wcfJCACZm3MeKzGpsi30HilUm057JxK0TKVekHF+2/xIfV5+7vMcFV4Vivn8OQ2jy83DhYkq6EVgnJ8L+xSileKPuG6Skp9Dlpy43/WBplvRMO6428zKQdgWOrDLGajfTu6bumEpKRgpPVH7ijvcpMtCTfWeSWL73LJRuAhePwTmjvsGewYxuPBqF4tnlz/5jznVCUu4pDqKPfQ0ZqVCnP3Zt58cDP/Llni/pEd2Dya0m4+vqe50tCSFE3iu4Y4KJAq1mRJHsBx1F4ZJzDOwKM600vTqat9IfIUKd4f7tT8NPz3IiMYNPmk+jR3QPvtv/HV/s+eJv20kxU0GyAsQHa5akmWUzrSwbWBNwP9M8H+ex9JfQ/pForZm5eyZHLh2hT9U+WC3XH5XmXhXg5cq5K2lQpTOEVIbZT0LKeaL8o/i83eekZqQyfsv4W9pmWoYd16we63lD4EqC0fMLfLH7Cz7d+SkdozreVl71XzWLNtJ6fj2YCBHmREt//DmySb0S9ZjZfial/UrTd0lfXl718jVzx09dSMkezrKjZTXFd34M5dqig8vzxpo3eG3Na0QHRPN8zecL3fMfQoiCTwJrIUQuQd65R0M5okO5WO0pvqq/gE8y2sPm6YRPLMWxz55jSOxg6peoz4j1I3hx5Yu5AqFUs8d6dOeqrBzchF5xxRjj8hEHVDhxvd7naobxerkQb77c8yWjNo6ibmhdWkS0yL+ddSKB3m4kXrlqzALacTxcvQg7jNzq6MBoulboypI/llwzT3nfmcuMWbzvb58sZPdYp12BbV9BrSehVCNSM1L5ZNsn1A6tzX/q/SdP6l8vKghvNxsZmRqCyhujwPwyElIvZS/j6+rL1NZT6VmxJ3MPzWXqjqn8kXiFt37axcVk42HYkxdTCPNz4RmXn/ivy8foYtW50uZdJm6dyI8Hf6RX5V7MbD8TN6tbntRbCCFuhQTWQohcakUGEBPuz387V2Pl4CaMeKAK/+1SjbYxpRmR0Y3B6b1ZbK9JXOKPqNX/5YMGI3mqylMsPLKQaTunZW8nKxUk1M/DmPr9wFz8VDKR3cbg4h3AhIdj6FyzJD6eV/lo60fUDq3NxBYTsSg5LV1LsI8bCUlpPPHZBq4EVDZ6rX//PPv17tHdcbO68dSip9hwekOudfvP3MzYpfs5cSH3hDDpmdrIsT72G9gzoHwbAH4+9DPnUs/Ru0rvPP30wN/ThQvJaWCxwL8+hgtHYf0nuZbxc/NjUOwg2kS2YezmsTww+ymmrt1DrXeWsGjnabYfPcdHaa/xovVLEko0J7XLVB5d/SITt06kaVhTnot5DpcCPPOrEKJwkyuYECIXF6uF7/rV58GaJYkI9KJrXDgAof7uaCx8k9mEAekDWK1iYdkw3L/uzoDqz9A8vDnvb3qfp5c8TVpmGleuGoF11rjg7J0LPsXxLNcEMMZ0fqyZjT5L+nAl/QpDag2RFJB/0CnGGAZu6Z6zLN8XDzV6wMnf4agxX1egRyAft/wYd5s7Q34ZwoXUC9nrZk16tOdU7pkvjVFBLHBwOVhsEFaHtSfXMnbzWKIDom9pvOqbUcTTleV7z5Jp1xBem7TitcnYMotjiVfoOXV99uyUSinerv82far056rrTjzCppGuztJ7xiZqXF5B2bTd0G40B9u/QLdlT3PwwkE+aPoBY5uOlRszIYRDyRlICHFT3GzW7Ek1bVYrj6cNJKPJa3D4F9SJjbzb8F0G1BjA6hOreX/T+yRdzcDL1WoEdfZMOPwLRDVFA2tOrGHUhlH0W9KPcynneK/he5QrUviGbsxL4YGejOpUFYCk1Ayo1hX8wuHrHpBkTJhVM6QmoxuP5sLVC/Rf2p995/cBZA8dufvUpVzbTMu042pVsPsnKNWIZIuFV1a9QoB7AO81ei/Pc5TPJ6dxPjmd0YuMUWbe+qMitnP7eHL0dFbui2fK6sNsOHKOSb8c5PNfT1LV+0FST3bG1esIPlGjGRL8PKPcxrM5MIL3dCL9l/ZHa82HzT6keXhzyakWQjicBNZCiJtmNQOXciE+pGfC47tiSNLu6A2T8bB50Ltqb7pHd2fm7pksOT8UjyLbmLFrBu/M6U5fXxvdM47Q6adO9F3Sl6/3fk2oVygTW06kVWQrB++Zc+hYvQRKwcmLqUxYl8iZ9lPhyllSf/s0e5kKARUYXn84x5OO02thLw5fPGwM0wfs+ktgnZ5pp2X8Z3D+MFR6gG/3fcu51HO8We9NSvnl/VCaD8Uac4R9s/E4WmsWZMaRqRUv2r4hiIt8sGQ/nT/+lS/nLyd+wUhW/TCJF5L3svjoMZokJzMxyJ3YyHB6+mq+3jeLFhEt+LrD1zQsKSMUCSEKBtuNFxFCCEOQtxunL6VSKzKAnScvsepoKt/YGvP4tq+NWe/ajGBQ7CDCfMIYtX4cmQF7GLkBvO12wryK4OtTHE+leDnuZbqU64KLVXJhb4WrzYKPm411hxJZf/gcX/h7MN5ahaCVkwhrOsgYIxpoV7odlYMq89BPDzNg2XMcPNMRKMbOk5fQWmf37JbIOEaz01Og6kMsCyzOpF+HElcsjhpFa9yV+vdvWgYPVyvD5u5m4sqDJODHJ5n30c82hzqWXXyR2YwodZJm1i1Y0JAM2CCzTAfG1H+WhRkJnEg6ib+7P+1KtcPLxeuu1FMIIW6XBNZCiJv2/kPV+GnrKTrHluSztUcAGJ7RnQdrl8V303jITMflXxPoHt2dn34N4nzaCb6qlIj/0mGofuugaLRjd6AQ8HF3Yf1hY3KUExdSmGxpygTXcWRsn42tWpfs5XYddeXs4Y6kh3+PtcREKmb05cQhT3bv2UXFMlFkWt24z74cu8XKpuqdGLhyEGWLlOW1Oq/dtbpbLIpuceEMm7ubkQuMdJCRGV3Zbi/FENtXPGGdz2kC2F6qF2NOVMQt6TjhoSH8u2tfUIp2d61mQgiRNySwFkLctHpRQdSLCiItw071MH/iL1/lxIUUdlcaSG1rGmycakwwUv1h0lK9KepakSJb+kNYbQmq88hfR/ZYZI9lhz2SSj/0Bf+SEFGP9Ew7hxKSyEyqiFdiGVK8x3DMbSwlozIJ+PY0mXYLx1yjeNK6j2+KxfDRhuGE+YTxaetP7/oshV5uNl5rH82wubuzy+bbazM/LY6tb7Qk5XIaVYt6s2HoQq7YQ3kzpmL2hDVCCFHQSY61EOKWudos/NC/PpMerQnAf37axVPHWpFarBbMGQBJZ0m6mkGLtKWQeABi7q3pyfPDr680w81mIR0bXdNeI9PND377GIDOH/+a3SP8xxlXahxpwbCES5yzKe4vWYrH/KP5XsGbPuUY5nGWIm5F+KDpB/k29Xf32hF4u/3Zr/PO/VVY+Hxj/DzdKBvig1KK6uHGxEItKxXLlzoJIURekB5rIcRtqxjqi5erlV2nLrEL+KTGAJ473RO+70Nkcku6X3ofIhsaswWKPFXM153wAE/2n00iCU9OR/6LkruncWXnIrYcS8+17LPWn4m1+LHB43m+Pzef3/32s8XfGA6xlHclZt03HVer67Xe5q7wcLWy8IVGvDd/Dz3rRRIT7v+3ET0+7BbD2cuplPD3yLd6CSHEnZIeayHEbVNKUc2cshxgZaI/O2q8QfqBlUxKfwWbzoAOH4At/4K2wq5u6UDA+NtnDaMHsKNMH/APw+ubzjxl/Tm7vIw6TpxlL5ZavagS1YIrRx8jaf+rXDn0PFeOPM2o+h/la1CdpYS/B+O61aBmRJFrDpMX4OVKhWK++V4vIYS4E9JjLYS4IxGBnqw9mAjA5qMX6HA0igpqOLNc3+JsYC3KBEY5uIaFy8wna5NpTk1ePcyfVfsTAEjM9IC+a7gwowdDjn1Np6InKe7nhvfpdZDpBdW60d41kPPJ6di1plutcLzcbMaU5kIIIfKE0uYJ2tnExsbqjRs3OroaQtzzEpKuciThClPXHGbe9tPZ5TYy6FE3ijc7VnZg7Qq3tAw73/9+nLd+2kX7qqGM7FSNBWs3YJs/mAaBl3G3KihWGeo9CyViHF1dIYRwSkqpTVrr2JtZVnqshRB3JMjbjSBvN37edipXeQY24sy0BXF3uNosPFQrnN8OnWPhzjM8GJNI3zlngcGs79Ucd1/3G25DCCFE3pHAWgiRJwa3Lk+5EB9e/X473/StS/Uwf1yskmaQHzpUC+W730/w0KR1APSoE05RCaqFECLfSWAthMgTXm42Hq4dTre4sGs+jCbunkZlg7N/fr1DRZ5okPfTkQshhLgx6U4SQuQpCarzn81q4eW2FQCIjSji4NoIIcS9S3qshRCiEOjbOIqedSPxcLU6uipCCHHPkh5rIYQoJCSoFkIIx5LAWgghhBBCiDwggbUQQgghhBB54IaBtVIqTCm1XCm1Sym1Uyn1nFkeoJRarJTab34vYpYrpdQ4pdQBpdQ2pVRMjm31NJffr5TqmaO8plJqu7nOOCVPPwkhhBBCCCdzMz3WGcAgrXVFoA7QXylVEXgZWKq1LgssNX8HaAuUNb96AxPBCMSBoUBtIA4YmhWMm8s8lWO9Nne+a0IIIYQQQuSfGwbWWutTWuvN5s+Xgd1ACaAjMM1cbBrwL/PnjsB0bVgH+CulQoHWwGKt9Tmt9XlgMdDGfM1Xa71OG/OrT8+xLSGEEEIIIZzCLeVYK6UigRrAb0CI1jprDuPTQIj5cwngWI7Vjptl/1R+/BrlQgghhBBCOI2bDqyVUt7AbOB5rfWlnK+ZPc06j+t2rTr0VkptVEptjI+Pv9tvJ4QQQgghxE27qcBaKeWCEVTP1Fp/ZxafMdM4ML+fNctPAGE5Vi9plv1TeclrlP+N1nqS1jpWax0bHBx8rUWEEEIIIYRwCGV0Nv/DAsYIHdOAc1rr53OUjwIStdYjlFIvAwFa6yFKqfbAM0A7jAcVx2mt48yHFzcBWaOEbAZqaq3PKaXWA89ipJjMAz7UWs+7Qb3igT9ufZfvWBCQ4ID3FXlD2s+5Sfs5L2k75ydt6Nyk/W5fhNb6pnp0byawbgCsArYDdrP4VYwgeBYQjhHgdjGDZAWMxxjZIxl4XGu90dxWL3NdgOFa60/N8ljgM8ADmA8M0DeqmIMopTZqrWMdXQ9xe6T9nJu0n/OStnN+0obOTdovf9hutIDWejVwvXGlm19jeQ30v862pgJTr1G+Eah8o7oIIYQQQghRUMnMi0IIIYQQQuQBCaxv3SRHV0DcEWk/5ybt57yk7ZyftKFzk/bLBzfMsRZCCCGEEELcmPRYCyGEEEIIkQcksBZCCCGEcHLmqGzCwSSwvgallNXRdRC3TynlZ36X/28no5QqZn6XC4QTUkpVUkq5O7oe4vYopeorpaIcXQ9x2zwcXQEhgXUuSqlYpdQM4A05uTgXpZRFKeWrlPoZGAegtbbfYDVRQCilaiillgJvQ/awncJJKKWqKqVWA8OAQEfXR9wapVSMUmoRsAzwc3R9xK1RStVRSs0GJiilWknnoGNJYE12UDYe+ARYCoQCbyqlPB1bM3GzzCD6MuAClFBKPQTSa13QKcMYYDowTWv9lKPrJG7La8C3Wuv7tdYnQD51cAZKKRel1CcYo0WMAxYCTczX5NzpBJRSTYCPgO+AvUAPoIgj63SvkwOH7KBsGdBca/0ZMBLQQIYj6yVuWQWM6Vo/ALorpXy01na5wBdcZs+0N/C71no6gFIqSi7qzsHslCgNJGmtPzDLWiql/AGr+bscfwWXG7ASaKi1/hmYDUQrpWzyiZ/TqAJs0FrPBGZgdC4lObZK97Z79uJlfnRSLut3rfV3WusLSqmWwEaMXut3lFLRDqukuK6c7Zfjwn0ASAMOm189lVLhklZQsPz12AMGAbWVUq8rpdYAo4DPlFI1HVND8U9ytp8ZfCUADZVS7ZVSPwAvYvR+DjaXkeOvAPnL8XdFa/2F1jrF/N0GZGqtM+TmtmC6xvlzFdBZKfUGsBkjdvlIKdXZIRUU915grZTyV0rNBRYDXZRSXmZ5VnB2HnhYa90SuIIRnIU4prbir67Vfjku3LHAJa31TmAnMBSYaH7cec/9rxc01zv2tNaXgAlAJ+AVoBtwCnhQKRXsqPqK3G7Qfp9i5MdP1Vq3BiYDdZRSdRxWYZHL9c6dZjpW1vlxJXC/UqqI9FgXLNdoP28ArfUWoA0QCfTTWjcB1gBtpGPQMe7FYMMLI49sgPlzI/izV0VrvVFrPc9cdj5QA0h2QD3FtV2z/UxHAR+l1NfAEGATsE9rnS4XiQLhum2ntR4HNNFa/6K1vgr8gHGjJMdewfFPx97PGBf2rNzOjcAZ4Go+1k/8s+te+8yUOQtwxFymsaMqKa7rr+3XMOsFrfV6IBij/cBIbfXB6BwU+eyeCKyVUo8qpRorpXzNB2smAbOAVIyPoItfZ9WaGD1nkmvtQLfQfkUwThOgXgwAAAVrSURBVC6nMW6IngbKy12749zKsae1Pp9j1ZrAcSAzXysscrmJ9isBoLXehpH68YxSKgjjAarKQKKDqi64+eNPKaXMzgc3c9XUrHJH1FsYbqH93IC1QH9z1eYYo/OkOqDa97xCO6W5eUIoBnwB2IGDGHd5z2mtE8xl6gNdMBL/PzfLfIHawDsYAdogrfW+/N+De9sttt9GrfUMsywox+vegKvW+pwDduGedQfHnhtQFxiNcUMrx54D3O6xZ5YPBEoDZYEXtNa78rn697w7OP6sWutMpdTnwAGt9ZuOqP+97g6ufZUw0h+LAenAM1rr3fm/B6JQ9libJwiN8VHICa11c4zey3MYd3wAaK3XYHx0UkEp5aeUcjfzBTUwTGt9n1zY899ttF95s/28tNYJSimrUsqitU6SoDp/3cGx52GmgKQhx57D3MGx52OWv48RULeWoDr/3cHx56m1zvp0qJcE1Y5xm8efv3n+3An0BB7TWjeXoNpxClWPtTIGRX8bY5ineYAv0Elr3dN83QKcBB7SWq80y7wxJjWoD4QDNbTWJx1Q/XveHbZfPSACaT+HkGPPucmx59yk/ZxbHp0/Y8x0EeFghabHWinVGONhtSIYw669jfFxSFOlVBxkDw31pvmVpT3QD9gCVJETi2PkQfttRdrPIeTYc25y7Dk3aT/nlofnTwmqCwiboyuQh+zAf3PkG9UASgFvABOBmuZd3w9AM6VUpNb6CEZyfwut9S+OqbYwSfs5L2k75ybt59yk/ZybtF8hU2h6rDHu+GaZH6mAMY5juDZmUrQqpQaYd30lMQbAPwKgtf5R/jELBGk/5yVt59yk/ZybtJ9zk/YrZApNYK21TtZaX83xAEZLIN78+XGMaVp/Br7EmJ1IhhIqQKT9nJe0nXOT9nNu0n7OTdqv8ClMqSBA9kMAGggB5pjFl4FXMcZVPZyVi6QL05ObhYS0n/OStnNu0n7OTdrPuUn7FR6Fpsc6BzvgAiQAVc07vdcBu9Z6tST4F3jSfs5L2s65Sfs5N2k/5ybtV0gUquH2siil6mDMQrQW+FRrPcXBVRK3QNrPeUnbOTdpP+cm7efcpP0Kh8IaWJcEHgHe18akE8KJSPs5L2k75ybt59yk/ZybtF/hUCgDayGEEEIIIfJbYcyxFkIIIYQQIt9JYC2EEEIIIUQekMBaCCGEEEKIPCCBtRBCCCGEEHlAAmshhBBCCCHygATWQgjh5JRSmUqpLUqpnUqprUqpQUqpfzy/K6UilVIP51cdhRDiXiCBtRBCOL8UrXV1rXUloCXQFhh6g3UiAQmshRAiD8k41kII4eSUUklaa+8cv5cGNgBBQAQwA/AyX35Ga71WKbUOiAYOA9OAccAIoAngBkzQWn+SbzshhBCFgATWQgjh5P4aWJtlF4DywGXArrVOVUqVBb7UWscqpZoAL2qtO5jL9waKaq2HKaXcgDVAZ6314XzdGSGEcGI2R1dACCHEXeUCjFdKVQcygXLXWa4VUFUp1cn83Q8oi9GjLYQQ4iZIYC2EEIWMmQqSCZzFyLU+A1TDeK4m9XqrAQO01gvzpZJCCFEIycOLQghRiCilgoGPgfHayPXzA05pre3AI4DVXPQy4JNj1YXA00opF3M75ZRSXgghhLhp0mMthBDOz0MptQUj7SMD42HF983XPgJmK6UeBRYAV8zybUCmUmor8BkwFmOkkM1KKQXEA//Krx0QQojCQB5eFEIIIYQQIg9IKogQQgghhBB5QAJrIYQQQggh8oAE1kIIIYQQQuQBCayFEEIIIYTIAxJYCyGEEEIIkQcksBZCCCGEECIPSGAthBBCCCFEHpDAWgghhBBCiDzw/3EY+EYSO+n2AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"price_df.iloc[:, :3].plot(figsize=(12,5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"### **04 매매 시점 데이터 생성하기**\n",
"np.where(조건문, True 일떄 값, False 일떄 값)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"price_df['15d-40d'].plot(figsize=(15,4))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
" 1 752\n",
"-1 497\n",
" 0 161\n",
"Name: Stance, dtype: int64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X = 100\n",
"price_df['Stance'] = np.where(price_df['15d-40d']> X, 1, 0)\n",
"price_df['Stance'] = np.where(price_df['15d-40d']< -X, -1, price_df['Stance'])\n",
"price_df['Stance'].value_counts() "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"price_df['Stance'].plot(lw = 2, ylim = [-1.1, 1.1], figsize=(12,4))\n",
"plt.axhline(y = 0, linestyle = '--', color = 'k')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"### **05 SMAC_Strategy (이동평균선 전략)으로 인한 수익률 데이터 생성**\n",
"주가를 로그 수익률로 변환한다 : 복리공식에 비해 계산의 용이성"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### **np.shift()**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### **np.log()**"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 로그수익률\n",
"price_df['Stock_Returns'] = np.log(price_df['Close'] / price_df['Close'].shift(1))\n",
"price_df['SMAC_Strategy'] = price_df['Stock_Returns'] * price_df['Stance'].shift(1)\n",
"price_df[['Stock_Returns','SMAC_Strategy']].cumsum().apply(np.exp).plot(grid = True, figsize = (10,6))\n",
"plt.axhline(y = 1, linestyle = '--', color = 'k')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"price_df['Stance2'] = np.where(price_df['15d-40d']>X, 1, 0)\n",
"price_df['Stance2'].plot(lw = 2, ylim = [-1.1, 1.1], figsize=(12,4))\n",
"plt.axhline(y = 0, linestyle = '--', color = 'k')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"price_df['Stock_Returns'] = np.log(price_df['Close'] / price_df['Close'].shift(1)) \n",
"price_df['SMAC_Strategy2'] = price_df['Stock_Returns'] * price_df['Stance2'].shift(1) "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Stock_Returns | \n",
" SMAC_Strategy | \n",
" SMAC_Strategy2 | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2013-01-02 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2013-01-03 | \n",
" 0.979061 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
" 2013-01-04 | \n",
" 0.967640 | \n",
" 1.0 | \n",
" 1.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Stock_Returns SMAC_Strategy SMAC_Strategy2\n",
"Date \n",
"2013-01-02 NaN NaN NaN\n",
"2013-01-03 0.979061 1.0 1.0\n",
"2013-01-04 0.967640 1.0 1.0"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# price_df_log\n",
"price_df_log = price_df[['Stock_Returns','SMAC_Strategy','SMAC_Strategy2']].cumsum().apply(np.exp)\n",
"price_df_log.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"price_df_log.plot(grid = True, figsize = (14,6))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Close | \n",
" 15d | \n",
" 40d | \n",
" 15d-40d | \n",
" Stance | \n",
" Stock_Returns | \n",
" SMAC_Strategy | \n",
" Stance2 | \n",
" SMAC_Strategy2 | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2018-06-05 | \n",
" 51300.0 | \n",
" 50810.00 | \n",
" 51132.25 | \n",
" -322.25 | \n",
" -1 | \n",
" 0.003906 | \n",
" -0.003906 | \n",
" 0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2018-06-06 | \n",
" 51300.0 | \n",
" 50906.67 | \n",
" 51193.25 | \n",
" -286.58 | \n",
" -1 | \n",
" 0.000000 | \n",
" -0.000000 | \n",
" 0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" 2018-06-07 | \n",
" 50600.0 | \n",
" 50986.67 | \n",
" 51233.25 | \n",
" -246.58 | \n",
" -1 | \n",
" -0.013739 | \n",
" 0.013739 | \n",
" 0 | \n",
" -0.0 | \n",
"
\n",
" \n",
" 2018-06-08 | \n",
" 49650.0 | \n",
" 50996.67 | \n",
" 51229.50 | \n",
" -232.83 | \n",
" -1 | \n",
" -0.018953 | \n",
" 0.018953 | \n",
" 0 | \n",
" -0.0 | \n",
"
\n",
" \n",
" 2018-06-11 | \n",
" 49900.0 | \n",
" 50990.00 | \n",
" 51218.50 | \n",
" -228.50 | \n",
" -1 | \n",
" 0.005023 | \n",
" -0.005023 | \n",
" 0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Close 15d 40d 15d-40d Stance Stock_Returns \\\n",
"Date \n",
"2018-06-05 51300.0 50810.00 51132.25 -322.25 -1 0.003906 \n",
"2018-06-06 51300.0 50906.67 51193.25 -286.58 -1 0.000000 \n",
"2018-06-07 50600.0 50986.67 51233.25 -246.58 -1 -0.013739 \n",
"2018-06-08 49650.0 50996.67 51229.50 -232.83 -1 -0.018953 \n",
"2018-06-11 49900.0 50990.00 51218.50 -228.50 -1 0.005023 \n",
"\n",
" SMAC_Strategy Stance2 SMAC_Strategy2 \n",
"Date \n",
"2018-06-05 -0.003906 0 0.0 \n",
"2018-06-06 -0.000000 0 0.0 \n",
"2018-06-07 0.013739 0 -0.0 \n",
"2018-06-08 0.018953 0 -0.0 \n",
"2018-06-11 -0.005023 0 0.0 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"price_df.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"### **06 기간별 수익률 계산하기**\n",
"로그 수익률 계산하기"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0017913126151367523"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"price_df.SMAC_Strategy['2017-05'].sum()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.013787559124506405"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"price_df.SMAC_Strategy2['2017-07'].sum()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}