{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Modelos e Estratégias de Trading\n", "## Comportamento do Retorno dos Ativos\n", "\n", "Uirá Caiado. 07 de Agosto, 2016" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Estatísticas de Retornos Financeiros\n", "\n", "Nesta primeira parte o objetivo é estudar as características estatísticas das distribuições de retornos logarítmicos de cinco diferentes índices de ações. Como não consegui obter estes dados para o *FTSE All Share*, vou seguir apenas com os outros 4 índices. Para começar, vou baixar os dados do *Yahoo! Finance* e orgnizá-los em uma tabela:" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# importa bibliotecas necessarias\n", "from pandas_datareader import data, wb\n", "import pandas as pd\n", "import datetime\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a primeira data do S&P 500 é 02/01/1980\n", "a primeira data do DAX é 26/11/1990\n", "a primeira data do Nikkey 225 é 04/01/1984\n", "a primeira data do Ibovespa é 27/04/1993\n" ] } ], "source": [ "# recupera dados do yahoo\n", "# NOTE: nem o yahoo e nem o google finance voltam dados do FTAS\n", "d_data = {}\n", "l_names = [\"S&P 500\", \"DAX\", \"Nikkey 225\", \"Ibovespa\"]\n", "l_codes = ['^GSPC','^GDAXI', '^N225', '^BVSP']\n", "ts_start = datetime.datetime(1980, 1, 1)\n", "ts_end = datetime.datetime(2016, 8, 8)\n", "for s_key, s_name in zip(l_codes, l_names): #, '^FTAS']:\n", " df = data.get_data_yahoo(s_key, ts_start, ts_end)\n", " # guarda apenas preco ajustado em dicionario\n", " d_data[s_key[1:]] = df['Adj Close']\n", " print u\"a primeira data do {} é {:%d/%m/%Y}\".format(s_name, df.index[0])" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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BVSPGDAXIGSPCN225
Date
1993-04-2724.5000001640.800049438.01001020207.0
1993-04-2824.2999991628.900024438.01998920455.0
1993-04-3024.1000001627.199951440.19000220919.0
1993-05-0625.6000001623.300049443.26001020622.0
1993-05-0725.7999991611.900024442.30999820811.0
\n", "
" ], "text/plain": [ " BVSP GDAXI GSPC N225\n", "Date \n", "1993-04-27 24.500000 1640.800049 438.010010 20207.0\n", "1993-04-28 24.299999 1628.900024 438.019989 20455.0\n", "1993-04-30 24.100000 1627.199951 440.190002 20919.0\n", "1993-05-06 25.600000 1623.300049 443.260010 20622.0\n", "1993-05-07 25.799999 1611.900024 442.309998 20811.0" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# coloca todas as bases para comecar na mesma data\n", "df_prices = pd.DataFrame(d_data)\n", "df_prices.dropna(inplace=True)\n", "df_prices.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apesar de ter alguns dados desde 1980, os dados do Ibovespa que tenho acesso começam em 1993. Então, para efeito de comparação, excluí todas os dados dos outros Índices anteriores a este ano. Abaixo vou calcular a mediana, a média, o desvio padrão, o ponto mínimo, o ponto máximo, a assimetria, curtose, o desvio médio absoluto (MAD) e a distância interquartil (IQR) de cada uma das bases a amostra com frequência diária, semanal, mensal e anual:" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import scipy.stats.stats as st\n", "\n", "def calc_stats(df):\n", " '''\n", " Return a dictionary with the median, mean, std deviation,\n", " minimum value, maximum value, skewness, kurtosis, MAD\n", " and IQR\n", " :param df: dataframe. time series of log-returns of\n", " different assets\n", " '''\n", " d_rtn = {}\n", " # Panda's std() method uses degrees of freedom of 1 by default\n", " # calcula estatisticas basicas\n", " d_rtn['Count'] = df.count().to_dict()\n", " d_rtn['Median'] = df.median().to_dict()\n", " d_rtn['Mean'] = df.mean().to_dict()\n", " d_rtn['StdDev'] = df.std(ddof=0).to_dict()\n", " # recupera min e max\n", " d_rtn['Min'] = df.min().to_dict()\n", " d_rtn['Max'] = df.max().to_dict()\n", " # calcula assimetria\n", " d_rtn['Skew'] = dict(zip(df_aux.columns, st.skew(df_aux)))\n", " # calcula curtose\n", " d_rtn['Kutosis'] = dict(zip(df_aux.columns, st.kurtosis(df_aux)))\n", " # calcula MAD e IQR\n", " d_rtn['MAD'] = df.mad() \n", " d_rtn['IQR'] = df.quantile(0.75) - df.quantile(0.25)\n", " # reorganiza dados\n", " df_rtn = pd.DataFrame(d_rtn).T\n", " l_idx = ['Count', 'Median', 'Mean', 'StdDev', 'Min', 'Max',\n", " 'Skew', 'Kutosis', 'MAD', 'IQR']\n", " return df_rtn.ix[l_idx, :]\n", " " ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# calcula estatisticas \n", "l_name = ['1. daily', '2. weekly', '3. monthly', '4. yearly']\n", "d_logrtn = {}\n", "d_logrtn_all = {}\n", "df_rtn = None\n", "for s_frq, s_name in zip(['1D', 'W-FRI', '1M', 'A'], l_name):\n", " # modifica frequencia dos dados e calcula log retornos\n", " df_aux = df_prices.resample(s_frq).last()\n", " df_aux = np.log(df_aux/df_aux.shift()).dropna()\n", " # calcula estatisticas e guarda resultados na mesma estrutura\n", " df_test = calc_stats(df_aux)\n", " df_iqr = df_test.ix['IQR', :]\n", " l_idx = df_test.index\n", " df_test.index = [[s_name] * len(l_idx), df_test.index] \n", " if s_frq == '1D':\n", " df_rtn = df_test.copy()\n", " else:\n", " df_rtn = pd.concat([df_rtn, df_test])\n", " #guarda dados sem outliers (1.5 * IQR)\n", " l_no_out_liers = ((df_aux <= df_aux.quantile(0.75) + 1.5 * df_iqr) & \n", " (df_aux >= df_aux.quantile(0.25) - 1.5 * df_iqr)).sum(axis=1)==4\n", " d_logrtn_all[s_name] = df_aux\n", " d_logrtn[s_name] = df_aux[l_no_out_liers]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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BVSPGDAXIGSPCN225
1. dailyCount3894.0000003894.0000003894.0000003894.000000
Median0.0013900.0007940.0006720.000199
Mean0.0015050.0001280.000303-0.000123
StdDev0.0224250.0143670.0113870.014545
Min-0.172082-0.072703-0.094695-0.121110
Max0.2281160.1068510.1024570.094941
Skew0.145602-0.210270-0.188665-0.573797
Kutosis7.0530133.3589856.7867875.886725
MAD0.0157330.0102940.0078200.010490
IQR0.0231040.0146750.0106900.015791
2. weeklyCount1215.0000001215.0000001215.0000001215.000000
Median0.0062280.0048550.0027320.001457
Mean0.0064030.0015290.001317-0.000188
StdDev0.0517190.0315150.0234190.030472
Min-0.293351-0.243470-0.200838-0.278844
Max0.3519180.1494220.1135590.114497
Skew0.264375-0.843994-0.859391-0.786575
Kutosis5.1189405.9553617.0014126.290145
MAD0.0360860.0229920.0165430.022953
IQR0.0518840.0352180.0240390.036751
3. monthlyCount280.000000280.000000280.000000280.000000
Median0.0181700.0138170.0111290.003091
Mean0.0277850.0066360.005715-0.000815
StdDev0.1192770.0624810.0423670.058690
Min-0.503413-0.293327-0.185636-0.272162
Max0.6792020.1937380.1023070.149670
Skew0.947240-0.860704-0.858302-0.554707
Kutosis5.4808772.5693451.7899441.097969
MAD0.0813310.0464070.0318360.045697
IQR0.1102630.0723790.0512840.073784
4. yearlyCount23.00000023.00000023.00000023.000000
Median0.0713610.1489370.1047010.006057
Mean0.2188530.0663730.066854-0.001957
StdDev0.5878390.2447350.1847970.231809
Min-0.531427-0.578790-0.506836-0.546864
Max2.4505690.3800470.2864240.449290
Skew2.273065-1.224154-1.374617-0.165764
Kutosis6.3682050.9140831.966505-0.251998
MAD0.3920260.1898890.1373940.187660
IQR0.4961350.2911040.2208440.315518
\n", "
" ], "text/plain": [ " BVSP GDAXI GSPC N225\n", "1. daily Count 3894.000000 3894.000000 3894.000000 3894.000000\n", " Median 0.001390 0.000794 0.000672 0.000199\n", " Mean 0.001505 0.000128 0.000303 -0.000123\n", " StdDev 0.022425 0.014367 0.011387 0.014545\n", " Min -0.172082 -0.072703 -0.094695 -0.121110\n", " Max 0.228116 0.106851 0.102457 0.094941\n", " Skew 0.145602 -0.210270 -0.188665 -0.573797\n", " Kutosis 7.053013 3.358985 6.786787 5.886725\n", " MAD 0.015733 0.010294 0.007820 0.010490\n", " IQR 0.023104 0.014675 0.010690 0.015791\n", "2. weekly Count 1215.000000 1215.000000 1215.000000 1215.000000\n", " Median 0.006228 0.004855 0.002732 0.001457\n", " Mean 0.006403 0.001529 0.001317 -0.000188\n", " StdDev 0.051719 0.031515 0.023419 0.030472\n", " Min -0.293351 -0.243470 -0.200838 -0.278844\n", " Max 0.351918 0.149422 0.113559 0.114497\n", " Skew 0.264375 -0.843994 -0.859391 -0.786575\n", " Kutosis 5.118940 5.955361 7.001412 6.290145\n", " MAD 0.036086 0.022992 0.016543 0.022953\n", " IQR 0.051884 0.035218 0.024039 0.036751\n", "3. monthly Count 280.000000 280.000000 280.000000 280.000000\n", " Median 0.018170 0.013817 0.011129 0.003091\n", " Mean 0.027785 0.006636 0.005715 -0.000815\n", " StdDev 0.119277 0.062481 0.042367 0.058690\n", " Min -0.503413 -0.293327 -0.185636 -0.272162\n", " Max 0.679202 0.193738 0.102307 0.149670\n", " Skew 0.947240 -0.860704 -0.858302 -0.554707\n", " Kutosis 5.480877 2.569345 1.789944 1.097969\n", " MAD 0.081331 0.046407 0.031836 0.045697\n", " IQR 0.110263 0.072379 0.051284 0.073784\n", "4. yearly Count 23.000000 23.000000 23.000000 23.000000\n", " Median 0.071361 0.148937 0.104701 0.006057\n", " Mean 0.218853 0.066373 0.066854 -0.001957\n", " StdDev 0.587839 0.244735 0.184797 0.231809\n", " Min -0.531427 -0.578790 -0.506836 -0.546864\n", " Max 2.450569 0.380047 0.286424 0.449290\n", " Skew 2.273065 -1.224154 -1.374617 -0.165764\n", " Kutosis 6.368205 0.914083 1.966505 -0.251998\n", " MAD 0.392026 0.189889 0.137394 0.187660\n", " IQR 0.496135 0.291104 0.220844 0.315518" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# imprime resultados das estatisticas por periodo\n", "df_rtn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Olhando os números dispostos desta maneira, não fica tão fácil a comparação. Para ajudar na análise, vou criar um *heatmap* de cada uma das estatísticas calculadas acima." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pMSUkULqsMSaNRkPfLwfwefeuaNDQ5L1mlC1XLiXWi7z22utWi8UW8e38cwfH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JM4g0fPhwrK2t+eKLL/juu+8ICwtjy5YtbNu2zTSItHHjRnbs2MGpU6cYMWIEXbt2zdEgkoeH\nB8uXL6d06dKkpqYyb948NmzYYHqkQf78+SlTpgzDhg1j6dKlAGnufnn16lWaN2/Ol19+iaurq3n+\nUYRIRzp1QgghhBBCvIB9+/bx3nvvySOWhGqkUyeEEEIIIYQQeZjcKEUIIYQQQggh8jDp1AkhhBBC\nCCFEHpar737pUL1f1n+URyQcnQvAa0M3q1yJ+Zyf1gQAh/8OUrkS80k4NBOHxtPVLsOsErZk/lyw\nZ8nu6+/RPp7XxD54ea5Ad7Yz3hEyIUnlQszIwcb4//s5f/pBrmNv/XJtI3i8nbI9n0ZyJuZBqtol\nmFU+Oz3xSS9PdjraGLPzZcsZ4KXcTtmVk/5EXsyaXN2pE0KoSCcn8oUQCpOcEUIoTSM5I506IUTG\ndDkbERNCiOcmOSOEUJpGckY6dUKIjGlkZEsIoSLJGSGE0jSSM9KpE0JkTCMjW0IIFUnOCCGUppGc\nkU6dECJjGhnZEkKoSHJGCKE0jeSMdOqEEBnTyMiWEEJFkjNCCKVpJGekUyeEyJhGRraEECqSnBFC\nKE0jOSOdOiFExjQysiWEUJHkjBBCaRrJGenUCSEyppGRLSGEiiRnhBBK00jOSKdOCJExjYxsCSFU\nJDkjhFCaRnJGOnVCiIxpZGRLCKEiyRkhhNI0kjPSqRNCZEwjI1tCCBVJzgghlKaRnJFOnRAiYxoZ\n2RJCqEhyRgihNI3kjHTqhBAZ00gICiFUJDkjhFCaRnJGOnVCiIzptXG5ghBCRZIzQgilaSRnpFMn\nhMiYRka2hBAqkpwRQihNIzmjaCsnTpzI2bNnlVyFEEIpOl32voQQIrskZ4QQSstuzuTRrFH0TF2D\nBg1YsGABN2/exNvbG29vb5ydnZVcpRDCXDQysiWEUJHkjBBCaRrJGUVbWa9ePT755BPmzZvHkSNH\nqFu3LiNGjODy5ctKrlYIYQ4aGNUSQqhMckYIoTQ5U/fi/vzzT8LDw4mMjKRGjRp88803JCcnM3Dg\nQMLDw5VctRDiRWlkZEsIoSLJGSGE0jSSM4p26saMZ/nC7QAAIABJREFUGUPbtm3p168fDg4Opt9/\n+OGHSq5WCGEOeXSkSgiRh0jOCCGUppGcUaRT99dffwEQHByMTqfjxo0bpmkVK1akY8eOSqxWCGFO\nGhnZEkKoSHJGCKE0jeSMIp26cePGZfh7nU7HsmXLlFilEMLcNDKyJYRQkeSMEEJpGskZRTp1y5cv\nV2KxQghL0sjIlhBCRZIzQgilaSRnFOnU9e/fnzlz5lCnTp2npu3Zs0eJVQohzE0jI1tCCBVJzggh\nlKaRnFGkUzdnzhxAOnBC5GkaGdkSQqhIckYIoTSN5Iyid788duwY4eHhJCUlAfDPP/+wZMkSJVcp\nhDAXjYSgEEJFkjNCCKVpJGcUbeWECROoUaMGsbGxlC5dmoIFCyq5ukx1bFGTzYv6s2nhx+xYOpg7\n+2aSz8k+zd842Nuw/YtAKpcvrlKV2aPTwRTfKqzoU5NvP6pB5eJOGf7dpA//w6Amr1m4upwb0tmd\nyCUfs2fpQPxb/DfNNL8mruxdFsiuLwfQw+cDlSrMnr1zO7EprC2bwtoyP7BxmmntPd7mwPwAfp7W\njoBGVVSq8Bk08KDOnDIYDEyZNIGu/n78r3tnrl69kmb6rh0RBHTwpVtAe75fuzrNtJMnjtOre4Dp\n56i7dxk0oC+9uvnTvXNHrl29apE2ZMZgMBA8cTwBHf3o2S2Aq1fStm/njgg6+rWhcyc/wtc83b4e\nXf0tWW4aBoOByQ9r79H16dp3REbQoV0bOnd8XPuz5hk+ZBA9ugbQvYs/TRu5M2LoYACWfvUF7dv6\n0NHPl4jt2yzbwCfk5e1kIjmTKYPBQMikCXTzb0/v7l0yyJpIAjq0pVtAB9Y9zJrk5GTGjRpOzy6d\n6NKxHbt2RAJw4c8/6NG5Ez06dyJo3GhSU1Mt3ZyH++wEOnf0o1e3zhnus538fOnSqX2G+2zPro+z\n89xvZ2nsUZ9e3TrTq1tntm7ZbJE2pJeTzHnkxInjdO/y9OtwWlgIa1Z9p2jdmTHndrp79y6B/fvS\no4s/3QJUeo+Th4+/uEKFCuHl5cXevXv5+OOP6dSpk5Kry9Q3Px7gmx8PADBruC9ffr+PmLj7punV\n3yrHp6P9KF1cvY5ndrm/XRyDwUD7eQeoUakQg5q+Tp+lR9P8jd/75XitpDMH/7yrUpXZU8f1VWq8\n8wpu3T/F0d6WAZ0apJk+pX8LXHzDiL+fyNFVw1m15SjRT2zH3MbWxgqApsNXPTWtcD57xgXUpuZH\nS4mOT2RjqC+RRy9x5VaMpcvMmEZGtnIiMmIbSUmJfLl8JSdPHGfmtFBmfvIZYDygmjk9jK9XrsXO\nzo7unTvQwM2DQoULs+zLJfy04QccHR1Ny/pk1jSaNW9Bw0ZNOHzoABf/ukCZsmXVahoAkdu3kZiY\nyLJvjO2bPi2E2XPmAcb2TZ8ayopV4djZ2dHFvz0N3D0oXLgwX32xmJ9+/AEHx4wHmCwh4onaT5w4\nzvSpIcz+9HHtM6aGsmK1sfbOnYy1H/31SIbzhE2fCUB0dDQ9u3Vm6IhRxMTEsOLr5fy0ZRtxcXG0\n+7AV7h4NVWlrXt5OJpIzmdoRsY3EpCS+WL6CUyeOM2taGDM+mQsYt/Gs6aEsX7kWezs7unXuSH03\nD/bs3knBQoWYOCWM6Oh7dPBtTb0Gbsz7dDb9Bg7CpborQWNHsWtnJA3cPCzansjt20hKTGTpw312\nxrRQZs15nJ0zpobx7Spjdnb172DaZ5d+seThPvs4O8+cPo1/5650Cuhi0Takl5PMefQ63PDjDzg+\n8TqMirrLmJHDuXzpEhUrVlKrSWbdTp/MnEYzrxZ4NmrC4YMH+EuN9ziN5IyirdTr9Zw/f56EhAQu\nXLjAvXv3lFzdc3F9uzxvVirJ0nW/pPm9rY01bQMXce6vG8+YM/fZfvofxqw9DUCZQg5EJySlme5S\noSDvlM3Pyv1XMpo9V/J8/w3O/HmdVdO6smZmNzbtPp1m+onzf1MwvwMO9jYAGDCoUeZzq1qpGE72\nNqwP/pCfQn357xslTdMqlirIiT//ITo+EYAjv9+gxlul1Sr1aRoY1cqpY0eP8EHtugC8U7UaZ0+f\nMk3768KflC9fAWdnZ2xsbHCp7sqvRw4BULZ8eabPnptmWceP/co/N2/Sp1c3Nm/cwLv/rWG5hjzD\n0aNHqFXncfvOpG9fhcftq+76rql95ctXMHVu1XL01yPUflh71arVOJ1J7a7vvseRQwcznQdg/mdz\naN+xE0WKFMHBwYHSZcoQFxdHQnw8eiv1Dhby8nYykZzJ1LGjv1KrtvGmc1XSZc3FCxco9zBrrE1Z\ncxjPRk34qG9/AFJTU7G2Nr5fTpv1KS7VXUlKSuTO7ds4O+ezeHuys8+6uD7OznLly5s6s4+cPXOa\n3bt20r1LJ4LGjSEhPt5yDXlCdjKnuuu7/Hr4UZsqMCvd6zA+Pp6P+n5M8xbelmtABsy5nY4dNb7H\n9e7RjU0bN/CeGu9xGjlTp+i70YgRIzh//jz+/v4MGTKEDz/8UMnVPZeh3RoRvGjTU78/cOIv/r51\nD10e25AGA4S1e4cxLd9i/dHrpt8XzWfLx56vErTuLHmpRUUKOlH9rXK0H7GU/qFr+Wpy2rO7Zy/c\nYN+yQRxeMZRNe84QE/dApUqfT/z9ZGatPoT36LX0n7OVL0c0N2XFH9eieKtCEYoWcMDBzho3lwo4\nPuys5go6ffa+NCQuNg5nZ2fTz1bWVqZLmeLi0k5zdHQiNjYWAHcPT6ytrNIs6+9rf5O/QAHmLfqC\nEiVL8dWSRRZoQeZiY2PJl+/xAZ+VlbWpfbGxseR74mDQ0dGJ2Bjj2WX3hp5YWadtn6XFxcamOVi1\nTle7c5raHYmJjSE+Lu6Z89y9e5eDBw7QspWPaXqJEiXw8W5G+7Yf0qGjepcw5uXtZCI5k6n0+/OT\nWRMbl3aak6MTsbEx2Ds44ODoSFxcHCMGB9Ln4wGA8VnBN67/TTsfb/699y+vv/GGZRvDw+zM90R2\nWj2Rnely1cnRidiYh9mZwT5bpWpVAgcPZclXX1O2bFkWzEvbmbCU7GSOk5MTMbHG16FHBm0qU6Ys\nVd6paoGqM2fO7fT3tb/Jn78ACxYb3+O+XKzCe1x2cyaPZo2iVb/22ms0a9aMd999l/DwcLp06aLk\n6rKU39meyuWLs+fIH6rWYW7DvzuJZ9hugttUwc7auEmbVi1JQUdbFnd/l/+5VaJF9dK0ejcXnQV6\nhrv34tn2y2+kpKTyx+Vb3E9MpkgB46UJ/3m1FE1qv80b3pN4w3syxQvno5Wb+uGXmfPX7rIy4iwA\nf/79L3ej71OqsDEM78U9YPiiHawY681Xw5vz6x83uHNPnZHGDGlgVCunnJydiI+LM/2cmmpArze+\n9pycnIh9Ylp8fFyaA+/0ChYqSL0GbgDUq+/G2bOnn/m3luLs7EzcE20wpKaa2ufs7GzqpMKj9uW3\neI3P4uTsnG7bpK09Lu5x7XFxceTPXyDTebb9vJlmzb1MA357du/i9u3bbNoayZZtkURs38bpUyct\n0bSn5OXtZCI5kymndNv4yaxxdkq3Pz+RNTduXOejHl3w8m5FoybNTH9TslRpwn/cjE+btsycGmqh\nVjzm5OyUbp99IjudnYiLfTwtLovsdHNvyJtvvW383sOTc7/9plDVmctu5uTK12E65txOBQsVpP7D\n97j6Ddw4e0aF9zg5U5dzderUoU6dOtSsWZOqVavSuHFjXFxccHd3V2J1z1+Xa2V2HDynag3m5O1a\nil5uFQFITE4h1WDAYDBejrh872U+nPMLAQsPsTDyAj8e/Zt1R/5Ws9znsu/YBTw/eBOAUkXz42hn\nw517xvCIjk0g/n4iDxKTAbgVFUvB/A6q1fo8Ojd+h9BeDQAoVdgJZwdbrt81Brxer8Olcgk8h3xH\npyk/8kbZIvxyJvdsI51Ol62v5+Hj40NAQAABAQGMGjUqzbSIiAjatGmDn58fq1evfsYScgcXF1f2\n7tkFwMnjx6j82uumaRUrvcrVy5eIiY4mKSmRX48c5p1qLmnmf/Q6BXCp/i57dhuX9euRQ7z6qvo3\nNXJxcWXPrp0AnMigfVeuXCL6UfsOH6Kqi0u6Jah3WbRLdVd2735c+2uvp6398uWHtScmcvTIYaq5\nuFDNpfoz59n/yy/UrlPP9HP+/Pmxs7fHxsYGG1tb8uXLR0yMOp+Dzcvb6RElcuZlUs2lerqseZwP\nr1SqxJXLl01Zc/TIYapWc+HOndt83Lsn/QOH4NWylenvB/Xvy5XLlwDj4JMalw67uLiyd5exPc/a\nZ03ZefjwU/vskx+56Pu/HqYBlYMHfuGt//zHAi14WnYy59cjh6iWvk0G9V+H6ZlzO1V3ffwed+Tw\nIV6tbPn3uOzmTF7NGkVulPLo+XRDhgxh8ODBlCpVips3bxISEqLE6p7b6xVK8Ne126af2zZ5F0cH\nW776/vHn63Lji+tZfj55k9C27/BN7xpYWekI/uEsjd4piYOtFasPqn8HvZzYvPcstatXYvdXA9Hp\nYODUcNo2qm7cTj8c4Ivv9xOx+GMeJCZz4dodlm84pHbJmfpq80kWDW7Cthl+pKYa6D1zM77138TR\n3oavNhvfjPbN9ed+YjKfrD1MVEzuuemLuUMtMdH42cFly5Y9NS05OZnQ0FDCw40fJm/fvj0eHsYP\nXudGbh6e7P9lH90C2gMwfuIUNm/cQEJCAq0/9CVw6Aj69u6OwWCglY8vxYqlvaPuk/+2AwcPY9KE\nMaxZtQJn53wEh063aFsy4t7Qk/2/7KVzJz8AJk4OYdPGDSTEJ+DTxpfBQ0fyUa9uGAwGWn/4dPtQ\n8aJvj0e1dzTWHhQcwqafjNvGp40vQ4aNpHfPbmAw0OrDNhQrVjzDeR65dOkiZcuVM/3s+u57HNj/\nC53at8VKr8fF9V3e/6CWZRv5UF7eTqYK8ujBk6W4eXhy4Jd9dAvoAMD4icFs3vgT9xPiafWhL4OG\nDqdv7x5gMNDSpw1FixVnRtgUYmKiWbxwPp8vnIcOHXPmL6JL9x5MGDsKWxtb7O3tGRM0yeLtMe6z\n++jSyZidQZOnpNtnR/BRr+7P3Gd1T+yzo8dNIDR4EjY2NhQpWpSxEyZatC2PZCdzMmxTLnwNmHM7\nBQ4ZxsRxY1j9nfE9bspUy7/H5cZ/YyXoDAr2Yvz8/Fi5cqXp53bt2vHdd89/i1aH6v2UKEsVCUeN\n13q/NlSdW+4q4fy0JgA4/HeQypWYT8KhmTg0Vv+g2pwStgzJ0XxOvl9m6+/jVnfNdPqJEycYNmwY\nZcqUISUlhcDAQKpVqwbAuXPnmD59Op9//jkAISEhuLq60rhx48wWaRaxD/LOQE5WnO2Mb1zp7pmU\npzk8/Jjp/WR16zAne+uXaxvB4+2UXebOmdwq5oHlHx+gpHx2euKTXp7sdLQxZufLljPAS7mdsiu7\nOQN5M2sUfaTBq6++ytChQ6latSrHjh3jPyqdGhdCZJ+5R7bs7e3p3r07vr6+XLx4kZ49e7Jlyxb0\nev1TN3xwcnJS7ZI2IYTlaGUEXQihHq3kjKKdukmTJrF161YuXrxI06ZNadhQnWf5CCGyz9wh+Mor\nr1ChQgXT9wULFuTWrVuUKFHiqZs6GG9gkfs/TC6EeDFaOdgSQqhHKzmjaKdOr9db5PIpIYT5mTsE\n165dy++//8748eO5efMmcXFxFCtWDDCe1b90yfhhcnt7ew4dOkT37t3Nun4hRO6jlYMtIYR6tJIz\ninbqhBB5l7lDsE2bNowcOZIOHTqg1+uZMmUKGzduJCEhAV9fX0aOHEm3bsabOvj6+lK8ePqbOggh\nXjZaOdgSQqhHKzkjnTohRMbMnIE2NjZMn572JjQuT9wGuUGDBjRo0MC8KxVC5G7aONYSQqhJIzlj\n0YeU5PZnTwkhHtPCM12EEOqSnBFCKE2eU6cAB4fc/aBoIcRjeTXUhBB5h+SMEEJpWskZi3bqvLy8\nLLk6IcQL0EoICiHUIzkjhFCaVnJGPlMnhMiQVkJQCKEec+eMwWBgwoQJnDt3DltbW4KDgylXrpxp\n+pYtW/j888/R6/V4eXkREBBAcnIyo0aN4tq1ayQlJdG7d2/c3d3NWpcQQj1aOZ5RpFPn7+9PUlJS\nmt8ZDAZ0Oh0rV65UYpVCCHPTRgYKIdRk5pzZtm0biYmJrFy5kuPHjxMSEsK8efMASE1NZebMmYSH\nh+Pg4ECzZs3w9vYmIiKCQoUKMXXqVO7du0erVq2kUyfEy0QjxzOKdOqGDBnCmDFj+Oyzz7CyslJi\nFUIIhWllZEsIoR5z58yRI0eoW7cuANWqVePUqVOmaXq9nk2bNqHX67lz5w4GgwEbGxuaNm1KkyZN\nAGPHz9paLmIS4mWileMZRZKrWrVqtGzZknPnzuHp6anEKoQQCtNKCAoh1GPunImNjSVfvnymn62t\nrUlNTUWvN97sW6/Xs3XrVoKCgnBzc8PR0dFUQ2xsLAMGDCAwMNCsNQkh1GXpy7wfGTduHAULFmTQ\noEFmXf+zKPZIgx49ekiHTog8TAu3/xVCqMvcOePs7ExcXJzp5yc7dI94enqyZ88eEhMTWbduHQDX\nr1+nc+fOtG7dmmbNmpm3kUIIVZn7kQZPXuY9ePBgQkJCnvqblStX8vvvvyvVpAxZ9Dl1Qog8RJfN\nLyGEyC4z54yrqys7d+4E4NixY7z++uumabGxsfj7+5OYmAgYH7Ok0+m4c+cO3bt3Z+jQobRu3dp8\nbRNC5A7ZzZkssiazy7wBjh49ysmTJ/Hz8zNnK7IkF44LITIkZ9+EEEozd854enqyd+9e08FUSEgI\nGzZsICEhAV9fX7y9venUqRM2Nja88cYbtGzZkilTphAdHc28efP47LPP0Ol0LF68GFtbW7PWJoRQ\nhyUv87516xZz585l3rx5bNy40azrzYp06oQQGZJOnRBCaebOGZ1OR1BQUJrfVaxY0fS9r68vvr6+\naaaPHj2a0aNHm7UOIUTuYe6cyewy782bN/Pvv//Ss2dPbt26xYMHD6hUqRKtWrUyaw0ZkU6dECJD\n0qkTQihNckYIoTRz54yrqyuRkZE0adLkqcu8/f398ff3B+D777/nr7/+skiHDqRTJ4R4BjnYEkIo\nTXJGCKE0S1/mrRbp1AkhMibHWkIIpUnOCCGUZuacyeoy70csfeMl6dQJITIkI+hCCKVJzgghlKaV\nnJFOnRAiQ1oJQSGEeiRnhBBK00rOSKdOCJEhrYSgEEI9kjNCCKVpJWekUyeEyJg2MlAIoSbJGSGE\n0jSSM9KpE0JkSCsjW0II9UjOCCGUppWckU6dECJDWglBIYR6JGeEEErTSs5Ip04IkSGthKAQQj2S\nM0IIpWklZ6RTJ4TIkFZCUAihHskZIYTStJIzubpTl3B0rtolmN35aU3ULsHsEg7NVLsEs0rYMkTt\nEnIHbWQgznYvX0MdbNSuwPzsc/W7Vfa9jNsoR16+l1+G8tnp1S7B7BxtXr6N97LlDLyc2ynbNPJP\nkKt3XyffL9UuwWziVncFwMEzTOVKzCdh63AAHKr3U7kS80k4OheHehPULsOsEnZNyNF8WhnZ+icm\nSe0SzKZ4PmNP4d+EFJUrMZ+CDlYAxD4wqFyJ+Tjb6V6qbQSPt1N2aSVnbtx7eXIGoGQBG6LiX559\nuJCjcf+NuZ+qciXmk8/eOJBwN+7l2U6FnSRnMpOrO3VCCPVoJQSFEOqRnBFCKE0rOSOdOiFEhjSS\ngUIIFUnOCCGUppWckU6dECJDWhnZEkKoR3JGCKE0reSMdOqEEBnSSAYKIVQkOSOEUJpWckY6dUKI\nDGllZEsIoR7JGSGE0rSSM9KpE0JkSCMZKIRQkeSMEEJpWskZ6dQJITKk12skBYUQqpGcEUIoTSs5\nI506IUSGtDKyJYRQj+SMEEJpWskZ6dQJITKklWvQhRDqkZwRQihNKzkjnTohRIY0koFCCBVJzggh\nlKaVnJFOnRAiQ1oZ2RJCqEdyRgihNK3kjF7JhW/evJnk5GQlVyGEUIhOp8vWlxBCZJfkjBBCadnN\nmbyaNYp26k6dOoWPjw9hYWH8+eefSq5KCGFmOl32voQQIrskZ4QQSstuzuTVrFH08sshQ4YwaNAg\ndu3axezZs7l16xZt27alRYsW2NjYKLlqIcQLMvdIVXJyMqNGjeLatWskJSXRu3dv3N3dTdO/+uor\n1qxZQ+HChQGYOHEir7zyillrEELkLnl1RFwIkXdoJWcU7dQZDAb27NnDunXruHbtGt7e3kRFRdG7\nd2+WLFmi5KqFEC/I3Bm4fv16ChUqxNSpU7l37x6tWrVK06k7ffo0U6dO5e233zbvioUQuZZGjrWE\nECrSSs4o2qlr1KgR7733Hv7+/rz77rum3//xxx9KrlYIYQbmHtlq2rQpTZo0ASA1NRVr67Txc/r0\naRYuXMitW7do0KABvXr1Muv6hRC5j1ZG0IUQ6tFKzijaqfv+++9xdnZ+6vchISFKrlYIYQbmzkAH\nBwcAYmNjGTBgAIGBgWmmN2/enI4dO+Ls7Ezfvn3ZuXMn9evXN28RQohcRSPHWkIIFWklZxTp1NWp\nU+eZ0/bs2aPEKoUQZqbEyNb169fp168fnTp1olmzZmmmde7c2TQIVL9+fc6cOSOdOiFecloZQRdC\nqEcrOZNlp+7EiRNUrVo1Wwt9Vsft33//zdZyhBDqMXcG3r59m+7duzNu3Djef//9NNNiY2Px8vJi\n06ZN2Nvbs3//ftq0aWPeAoQQuY5GjrWEECrSSs5k+UiD6dOn06JFCxYvXsytW7eytfBJkyaZvt+z\nZw/t2rXLfoVCCFWY+5kuCxcuJDo6mnnz5uHv709AQAAbNmxg9erVODs7M2jQIPz9/enUqROvv/46\n9erVs0ArhRBq0sKzo4QQ6tLKc+qyPFO3bNkyrl27xg8//ED37t0pVaoUrVu3xsPDI8vHEjg7OzN9\n+nTi4+M5f/48n3/+udkKF0Ioy9yZNnr0aEaPHv3M6d7e3nh7e5t3pUKIXC2PHjsJIfIQreTMcz18\nvEyZMrRq1QovLy/Onz/PsmXL8PLyYuvWrZnOFxgYSEpKCpcuXWL58uWUL1/eLEULIZSnhVEtIYS6\nJGeEEEqTM3UPrVq1ivXr13Pr1i1atWrFt99+S8mSJbl58yatW7fG09PzqXnS3yjl9u3bpt/JjVKE\nyBvyaKYJIfIQyRkhhNK0kjNZduoOHz5M//79qVGjRprflyhRgvHjx2c4j3TchMj78upIlRAi75Cc\nEUIoTSs5k+Xll4MHD2bnzp0AXLlyhWHDhnH79m0AGjdunOm858+fp0OHDnh5ebFo0SIiIyPNULIQ\nwhJ0uux9CSFEdknOCCGUlt2cyatZk2WnbsiQIZQrVw4wnp177733GDZs2HMtfPLkyYSEhFCoUCHa\ntGnDp59++mLVCiEsRgvXnwsh1CU5I4RQmlY+U5dlp+7ff//Fz88PAFtbW9q2bUtUVNRzr6BChQro\ndDoKFy6Mk5NTzisVQliUFgJQCKEuyRkhhNK00qnL8jN1Dg4O7Ny5k/r16wPwyy+/4ODg8FwLL1Cg\nACtXriQhIYGffvqJ/Pnzv1i1L2hPWAui45MAuPhPDH3m700z3cHWivVjG/PRvD38cT1ajRJf2JB2\nNWn+wWvYWOtZ+ONRlm85qXZJL6Rji5r4t6iJwWDAwd6Wd14rwyueo4iJu692ac9tSMc6NK/9BjZW\nehauO8TyTcdM01rVf4vBHeqQmmrgu20nmbf2gIqVppVHM80iDAYDM0In8ef5c9ja2jF8TBCly5Yz\nTd+7awdLFy/AytqaZt6taNGqDampqUydPJ7Lly6i1+sZPHIcFSu9SlTUXaZOnkBsTDSpqamMDppC\n6TJlVWnT1CkTOX/uHLZ2doweP5EyT7Rp985Ivli0AGtra7xatqalTxuSk5OZPGEM1/++RlJSEl17\n/I+69d248OcfhE6eAEC58hUYPX4Sev1z3WzZ7G0KmRzE+d9/w9bWjrFBkyn7RJt27Yhg8aL5WFtb\n06KlD60/9DVNO3niOJ9+MoNFS5YBMGrYIO7cuYMBA9evXeOdai5MCZuhSptepu0kOZM5g8HAzLDH\nWTNsTBClyzyRNbt3sGyJcXs39WqFV6s2APQMaIuTkzMApUqXYfjYSZz//TfmTA/BysoKG1tbRk+Y\nQsFChS3enqlTJvLH78b9d9S4p/ffLz83ZqeXt3H/TU1NJWTiOC5duohep2P46PFUfLUyv587y+D+\nfShf4RUAfHzb4eHZxKLtedSm0OAgzv9u3EZjJkxKlzORxpyxsca7ZWta+fiSnJzMxPGjTa/Jbj16\nU6+Bm2mezRs3sGrlN3yxbIXF2wPGNk0Lmcj5389hZ2vHyIy20+KHOePdGu/WD7fTpHHG9zidjmGj\nx1OxUmXGjRzC3UfZ+fc1qlR1YeKUaRZtj1ZyJstOXVBQEEOHDjVdclmqVCmmTp36XAufMmUKCxYs\noFChQpw6dYrg4OAXq/YF2Fob36iaBW3OcLpLpSLM6fkBpQvn3bOJdaqWo8bbZXAb+DWO9jYMaPNf\ntUt6Yd/8eIBvfjR2dGYN9+XL7/flqQ5dnWoVqPGfsrj1WWLcJu1qmabpdDqCenpQq+ci4u8ncXRZ\nX1b8fIKomAQVK34sr45UWcLuHdtJSkxk/hffcPrUCT6dNY2QGXMASE5OZu6sqSxevgo7ezv6dPOn\nTn13Th0/Bjod85Ys5+iRQyz67BNCZsxh/pyZNGrqhVvDRhw9fJDLF/9SpVO3M3I7iYmJLF72LadO\nHmf29DCmzZ5ratPs6WEsXbEGezs7enbpRL0G7uzdvZOCBQsxYXIo0dH38G/nQ936biyY+wl9+w+i\nWnVXJo4bxe6dkdR387B4myIjtpGUlMiXy1dy8sRxZk4LZeYnn5naNHN6GF+vXIudnR3dO3eggZsH\nhQoXZtmXS/hpww84OjqaljVl6kwAYqKj+V+8mAXGAAAgAElEQVSPLgwZNsri7YGXbztJzmRu947t\nJCUlMm/JN5w5dYLPZk0jePrjrPls9lQ+X2rMmr49jFnj+LAzN3v+F2mWNXdmKAOHjebVyq+z/vvV\nfLN0CX0HDrVoe3ZGGtvz+VLj/vvJjDCmznq8/34yI4yl367Bzs6OXl2N++/J40dBp2PRl1/z6+FD\nzJ87m6mz5vLbmTN08O9C+06dLdqG9HZEbCMxMYkvlq3g1InjzJoexownXpOzZoSyfMVa7O3s6Na5\nI/UbeLDn4WtyYnAY0dH36NC2talT99vZM6xft1bNJply5vOvvuX0yePMmRlG2MzHbZozM4yvvnm4\nnbp1ou7D7aTT6Vj4xdf8euQQC+bOJmzmXCaGTAcgJiaafv/rysAhIyzeHq3kTJadurfeeosNGzYQ\nFRWFjY0Nzs7Oz71wZ2dnatWqRbly5ahWrdpzn+FTwjuvFMbRzpofRjfCSq9jwoojHP7jtmm6rbWe\ndtMiWPJxPdVqfFGe71XkzMVbrJrQGmdHW0Yt2qF2SWbj+nZ53qxUksCw1WqXki2eNSpz5sI/rAr2\nM26T+Y+f7WgwGHDx/wyDwUCxgk7o9ToSk1NUrDYtjWRgjpw4dpSatYyPaflPlaqcO3vaNO3SxQuU\nLVcBp4dZ+Y6LK8d/PUIDD09q12sAwI3rf5Pv4ZULJ48fpfJrbxDYpwelypRlwGDLv+EBHD96hA8e\ntqnKO9U4e+Zxmy7+dYFy5SuY8r9adVeO/nqYho2a4NHIeMMsQ6oBa2vjW0rYzDnodDqSkhK5e+c2\nzs75LNwao2NHj/BB7boAvFO1GmdPnzJN++vCn5R/ok0u1V359cghPDwbU7Z8eabPnsu4UU9/fnzB\nvE/x69CRwkWKWKYR6bxs20lyJnMnjx+lxvvG7f12laqc+y2TrKnmyvGjRyheoiT3ExIY8nEvUlNT\n6fFRf96uUpXxwdMpXKQoACkpKdjZ2Vm8PcePHuH9LPbfR+2p6mLcf90bNqJOfWOH5/rf10zZ+dvZ\n01y+dJFdkdspW74Cg4aNxMHBEUs7dvRXatV+2KZ0OZP+NelS3ZVffz2MZ6MmNPQ0viZTU1OxtrYB\n4N9/o5j/2ScMHjaK4InjLNySx04ce7yd/pPFdqrm4sqxXw/j5tGIOvWe2E750l6dt3jBXHzbdaRw\nYctnp1ZyJstO3ZkzZ1iwYAH37t3DYDCYfr9s2bIsFz5z5kxu3LjBn3/+ia2tLYsWLWLmzJkvVnEO\nJTxIZvb6UyyLOM+rJfPz/WhPqvVfy6MmHfz9lip1mVOR/A6UK54fnzFrqFiqIGsmfohL98Vql2UW\nQ7s1InjRJrXLyLYiBRwpV6IAPiO+pWKpQqwJaY+L/1zTdIPBgHfdN5kd2JyN+34nLiFRxWrT0srI\nVk7ExcXi9MQBsJWVFampqej1euJiY01vdgCOTo7ExcYAoNfrCZ4wmj07IpgUZszCG39fI3/+/Mya\nt5ivFi/g66WL6f6/fpZtEBAXG4dzvsdtsk7XpienOTo6Ehsbg/3Dgbq4uDhGDg2kd7+BgHHfuXH9\nb/r9rzv58uXntTfesGxjHoqLjUszEGll/USb4tJOc3R0IjY2FgB3D0+u/33tqeVF3b3LoYP7GTJc\nnbN08PJtJ8mZzMXFxabpbD+ZNfFxT2dNbGwM5StUxK9TF5q3/JCrly8xbGBvvl7zk6lDd+rEUdat\nXsGchUtVaE/cM9uTvq1O6bJz4rhR7IrczpRpswDjgFpLnza88ebbfLVkIYsXfMbHgZY98wgZbKMn\nciY2Nn2bnIiNSfuaHDEkkD79BpCamsrkCWMJHDICWxvbNMfclpad7eTo6EhszOPtNGm8cTsFP9xO\nAFFRdzl86AADh4y0XCOeoJWcyfLi+eHDh1OjRg369OlDv379TF/P48iRI0ydOhVHR0dat27N1atX\nX7jgnDp/PZrvdl8A4M8b0dyNeUDJQpYf0VHS3egEth3+i5RUA39ci+J+UjJF8qt3dtRc8jvbU7l8\ncfYc+UPtUrLtbnQ82w7+QUpKKn9cvcP9xGSKFEi7363f/RuVfGZgZ2tFxybVVKr0aVq4/W9OOTk5\nEx8XZ/r50ZsdgJOzM3FxsaZp8XHxaQ60R08I5tvwDYRNHs/9+wkUKFjIdAavdt0GnDt7xjKNSMfJ\n2Ym4J9tkSNem2CfaFB9vGoW9eeM6fXt2pXmLlng2bmr6m5KlSrNm/SZat2nL7GlhFmpFWk7OTum2\nk+Fxm5yciH1iWnx8HPnyZX6matvWLTRp5qXqAcLLtp0kZzLn5ORMfHzGWePo5Ex8uqzJly8fZctX\noGETLwDKlq9A/gIFuXPbOHAdsXUTs8ImEzZ7PgUKFrRgS4ycnNK+Jg1P7r9OabMzLi4e5yfO9oyb\nOIVVP2xkysRx3L9/n/puHrzx5tsA1HdryO/nfrNQK9JycnImLj7jnHF2Tt+mxzlz48Z1PurZBS/v\nVjRq0oyzZ05z5cplQicHMXrEYP766wIzp4VatjEPOTk5pdnvMttOT+YMwNigKXy3biMhD7cTQOS2\nn2nUpLlq2ZndnMmrWZNlp87e3p5OnTpRs2ZNatSoYfp6HikpKTx48ACdTkdKSooqH5R/JMDtNUIC\njJ8xK1nIAWcHG25ExatWjxL2nbqK538rAVCqiDOOdjbcic4dn896EXVcK7Pj4Dm1y8iRfScu41mz\nMgCliuTD0d6GO/eM+52zgy1bPumCjbUVAHEJSaSmqjcyl55ep8vWl5a8U82F/Xt3AXD65HEqVX7N\nNK3CK5W4duUKMTHRJCUlceLYEf5T1YUtG3/k66+MZ85tbe3Q6/Xo9VZUdXFl3x7jso4fPUzFSpUt\n3yBIU8fJE8d5tfLrpmmvVKzE1SuXiYmOJikpkaO/Huadqi7cuXOb/n160i9wMM29W5n+fsjAvly5\nfAkwjuLqrdTJfhcXV/Y+atPxY1R+7XGbKlZ6lauXL5na9OuRw7xTzSXN/OlHyg/u30ftOupeov+y\nbSdz54zBYGD8+PH4+fkREBDAlStX0kzfsGEDbdu2pUOHDkyYMCHNtDt37tCgQQP++usvczbxhbxT\nzYX9+7KRNe+4sHF9OPM+Md6I4vatf4iPj6NI0WL8vOlHvl+9ktkLvqRkqdKqtKeqiyv7HmbnqWft\nvzHG/ff40SO8U9WFTT+tZ9kXnwNgZ2uHlZUVer2eAX17mi51PHxwP2++9R/LNwio5lKdvbsfvSaP\nUfm1x9volYqVuHI57WuyajXja/Ljj3rSf+AQvB6+Jv9T5R2+W7ueBYu/YkrYDCpVepVBQ9W5HL9q\ntcc58zzbqUpVFzb/tJ5lXz69nQAOHfjFdCm8GrKbM3n1mCbLyy/r1KnD8uXLqVOnTprrr0uXzjoQ\nOnfujI+PD3fv3sXX15euXbu+WLUvYGnE7yzsU5efJzYl1QAfzdtDm1oVcbSzZmnEedXqMqfNBy9Q\n+51y7P7UH51Ox4A5P6tdklm8XqEEf127nfUf5kKb95+ndrUK7F7YEx0wcNZPtPWogqO9LV/99Csr\nfj7Btk+7kpicwqk/b7Li5xNql2ySRzPNIuq5NeTQgV/4qFsnAEaOn8y2zRtJuB9Pi1Zt6DdoKIP7\n9sKAgebePhQtWoz67g0JCRpDv15dSElOpv+QEdja2tJ34BDCJo3jh7WrcHJ2Znzw892IytwauDfk\n4P599OzcEYCxE4PZsukn7ick0NKnDQMGD6f/Rz0xGAy0bP0hRYsVY+bUEGJjYvhi0QKWLJyPTqdj\n9mcL6dy1JxPHjcbW1gZ7ewdGjZ+oSpvcPDzZ/8s+ugW0B2D8xCls3riBhIQEWn/oS+DQEfTt3R2D\nwUArH1+KFSueZv70o8qXLl1Mcwc4Nbxs28ncObNt2zYSExNZuXIlx48fJyQkhHnz5gHw4MED5syZ\nw4YNG7C1tWXw4MFERkbi5uZGcnIy48ePx97e3rwFvaC6DYxZ07eHMWtGjJ3Mti0buZ8Qj1erNvQd\nOJQhH/fCYDBmTZGixWje0ofQiWPo1zMAvV7PiLGTAfh0RiglSpVmzLAB6NDh4voeXXr2sWh7TPtv\nl4f7b1AwP2/6iYQn9t8BD/ffFq18KFqsGG7unkyaMJqPugeQnJJC4NCR2NraMnz0eKaHBmNjY0OR\nIkUZMXaCRdvyiJuHJwf276Nb5w4AjA8KZvOmn7ifEE8rH18GDRlO3949AAMtW7ehaLHizJg6hZiY\naBYvms/nC+eh0+mYM28Rtra2qrQhvfruDTl4YB+9uhq305gJwfy82Zgz3q3b0H/QcAb06QkGA14P\nt1MDd08mTxjNRz0CSElJYcDgEab2XL58kTJl1MtOrRzP6AxZXLTr7u7+9Ew6Hdu3b89y4f/88w92\ndnZcunSJsmXLUrhw9m6d6+T7Zbb+PjeLW23s0Dp4qnMZkhIStg4HwKG65T//o5SEo3NxqDdB7TLM\nKmHXhBzN13he9h6vsKVPzRytR23/xCSpXYLZFM/38MP2CbnnhjsvqqCD8Ux27IPccxb7RTnb6V6q\nbQSPt1N2mTtnQkNDqVq1Ks2aNQOgXr167NplPONgMBiIiooyHYsMGDCAdu3aUatWLYKDg2nQoAEL\nFy4kKCiIihUr5qA1z3bj3suTMwAlC9gQFf/y7MOFHI37b8z9VJUrMZ989sazZHfjXp7tVNjJMjkD\nmWeNwWBgwoQJnDt3DltbW4KDgylX7nGndcuWLXz++efo9Xq8vLwICAjIUd3ZleWZuoiIiBwvfOTI\nkSQmJuLm5kahQoWy3akTQqhHr5GRLSGEesydM7GxsWk+G2ltbW36HJpOpzMdhyxfvpyEhARq1apF\neHg4RYoUoXbt2ixYsMC8BQkhVGfunMnsioDU1FRmzpxJeHg4Dg4ONGvWDG9vbwpa4DOsWV5Af+/e\nPcaMGUNAQABRUVGMHDmS6OjnezD3kiVLmD9/PiVLlmTo0KG0atUq65mEELmCTqfL1pcQQmSXuXPG\neGOKjG8sAsYR9rCwMH755RfmzjXeiTg8PJy9e/fi7+/Pb7/9xvDhw7lz5475GyuEUEV2cyarrDly\n5Ah16xo/I1itWjVOnXr8GAu9Xs+mTZtwcnIiKioKg8GAjY2Nou17JMszdWPHjqV27dqcOHECJycn\nihcvzpAhQ1i0aFGWC9+2bRv79u3j+PHjlC5dmjp16pilaCGE8qSfJoRQmrlzxtXVlcjISJo0acKx\nY8d4/fXX00wfO3Ys9vb2plF1gK+//tr0vb+/PxMnTqSISs8hFEKYn7lzJrMrAsDYsdu6dStBQUG4\nubnh6GiZu+1neabu6tWrtGvXDr1ej62tLYGBgdy4ceO5Fj5jxgyOHDlCt27dCA4Opl27di9csBDC\nMnTZ/E8IIbLL3Dnj6emJra0tfn5+hIaGMnLkSDZs2MDq1as5c+YM4eHhnDt3Dn9/fwICAti2bVva\nemQ0S4iXTnZzJqusyeqKADBm0Z49e0hMTGTdunWKtCu9LM/UWVlZERMTYwq6ixcvPvejCTZt2sTV\nq1fZs2cP/fr14/79+6xaterFKhZCWIR8pk4IoTRz54xOpyMoKCjN75686cmZM5k/B3LZsmXmLUgI\noTpz50xmVwTExsby0UcfsWTJEmxtbXFwcLDYYFGWnbqPP/4Yf39/rl+/Tp8+fTh27BhTpkx5roWf\nPn2aXbt2sXfvXuzt7WnatGnWMwkhcgUZsRZCKE1yRgihNHPnjKenJ3v37sXPzw+AkJAQNmwwPi7H\n19cXb29vOnXqhI2NDW+88QYtW7Y06/qfJctOXb169ahSpQonTpwgJSWFiRMnUrRo0eda+Pz58/H0\n9GTevHnkz58/6xmEELmGHGsJIZQmOSOEUJq5cyarKwJ8fX3x9fU170qfQ5adukd3h3rk7NmzAPTr\nl/WzydLPK4TIO/RytCWEUJjkjBBCaVrJmef7cNxDSUlJREREyK1+hdAAnS57X0IIkV2SM0IIpWU3\nZ/Jq1mR5pi79Gbm+ffvSrVs3xQoSQuQO8lkXIYTSJGeEEErTSs5k60wdQFxcHH///XeOVrZ69eoc\nzSeEsDwtjGoJIdQlOSOEUJqcqXvI3d3d1MM1GAxER0fn+Eydg4NDjuYTQlieVq5BF0KoR3JGCKE0\nreRMlp265cuXm77X6XTkz58fZ2fnHK2sUaNGOZpPCGF52ohAIYSaJGeEEErTSs5k2ak7dOhQptNb\ntWr11O8iIiKYNGkS1tbWBAYG0qxZMwB69OghD/YUIo/QyjXoQgj1SM4IIZSmlZzJslO3Y8cODh8+\njLu7O9bW1uzcuZNixYqZnseQUaduwYIFrFu3jtTUVAYMGMCDBw9o3bo1BoPB/C0QQihCr40MFEKo\nSHJGCKE0reRMlp26u3fv8sMPP1CkSBEAYmJi6N27NyEhIc+cx8bGhgIFCgAwb948OnfuTKlSpTTT\nUxbiZSCvVyGE0iRnhBBK00rOZHn3y5s3b1KoUCHTz3Z2dty7dy/TecqUKUNISAjx8fE4Ozszd+5c\nJk6cyIULF168YiGERWjhTlFCCHVJzgghlCZ3v3yoQYMGdO7cmcaNG2MwGNi4cSPe3t6ZzjNlyhTW\nr19v6hmXKlWKZcuWsXDhQvNULYRQnFZGtoQQ6pGcEUIoTSs5k2WnbuTIkWzatIlDhw5hZ2dHv379\nqF27duYLtbbGx8cnze+KFi3K6NGjX6xaIYTFaOUadCGEeiRnhBBK00rOZNmpAyhevDivvfYaPj4+\nnDhxQumahBC5gFZGtoQQ6pGcEUIoTSs5k+Vn6pYuXcrs2bP56quvSEhIYNy4cSxZssQStQkhVKTL\n5pcQQmSX5IwQQmnZzZm8mjVZduq+//57lixZgoODAwULFmTNmjWsXbvWErUJIVSk1+my9SWEENkl\nOSOEUFp2cyavZk2Wl1/q9XpsbW1NP9vZ2WFlZaVoUUII9eXRTBNC5CGSM0IIpWklZ7Ls1NWoUYOw\nsDASEhLYtm0b3333He+//74lahNCqEgr16ALIdQjOSOEUJpWcibLyy+HDRtGhQoVeOONN1i3bh31\n69dn+PDhlqhNCKEicz/TxWAwMH78ePz8/AgICODKlStppkdERNCmTRv8/PxYvXq1Qq0SQuQmWnh2\nlBBCXfKcuod69OjBF198gZ+fnyXqEULkEua+pnzbtm0kJiaycuVKjh8/TkhICPPmzQMgOTmZ0NBQ\nwsPDsbOzo3379nh4eFC4cGGz1iCEyF3y6mdXhBB5h1ZyJsszdffv3+f69euWqEUIkYuYe1TryJEj\n1K1bF4Bq1apx6tQp07Q///yTChUq4OzsjI2NDe+++y6HDh1SqmlCiFxCC6PnQgh1yZm6h6KionB3\nd6dIkSLY2dlhMBjQ6XRs375d8eLiVndVfB2WlrD15bt0NeHoXLVLMKuEXRPULiFXMPc16LGxseTL\nl8/0s7W1Nampqej1+qemOTk5ERMTY9b1P0vxfDYWWY8lFXR4+W5m5WyXR99ln+Fl3EY5oZXPupQs\n8PLlTCHHl28fzmef5bmOPKew08u3nbJLKzmTZadu8eLFlqhDCJHLmPutzdnZmbi4ONPPjzp0j6bF\nxsaapsXFxZE/f34zVyCEyG1evkNoIURuo5WceWanbvbs2QwcOJAyZcoQHx+Po6OjJesCwMF7vsXX\nqZSE9R8B8N7kSJUrMZ/DY9wAcJ/zi8qVmE9E/w/48IsjapdhVmu7vZuj+cw9suXq6kpkZCRNmjTh\n2LFjvP7666Zpr776KpcuXSI6Ohp7e3sOHTpE9+7dzbr+Zzl5NTbrP8oj3inrDMDVqESVKzGfsoWM\nj9S5FZusciXmU8zZ+qXaRvB4O2WXVkbQj122zJUHluJSPh9/3b6vdhlmU7GoPQA37iWpXIn5PDo7\nfOHWy7OdKhWzz9F8WsmZZ3Zed+7cafq+Y8eOFilGCJF76HXZ+8qKp6cntra2+Pn5ERoaysiRI9mw\nYQOrV6/G2tqakSNH0q1bN9q3b4+vry/FixdXvpFCCFWZO2eEECK97OZMXs2aZ56pMxgMGX4vhNAG\nc4eaTqcjKCgoze8qVqxo+r5BgwY0aNDAvCsVQuRqefXgSQiRd2glZ57ZqXvyVKVWTlsKIR6T170Q\nQmmSM0IIpWklZ57Zqfv3339Zt24dBoPB9P2TWrVqpXhxQgj1aGVkSwihHskZIYTStJIzz+zUvf/+\n+xw4cOCp7x+RTp0QLzeNDGwJIVQkOSOEUJpWcuaZnbqQkBBL1iGEyGX0WklBIYRqJGeEEErTSs5k\n+Zw6IYQ2aeW5LkII9UjOCCGUppWckU6dECJDGhnYEkKoSHJGCKE0reSMop26W7duUaxYMSVXIYRQ\niFYuVxBCqEdyRgihNK3kTJZnJK9du0bXrl1p1KgR//zzDwEBAVy9evW5Ft6/f3/69u1LZGQkqamp\nL1ysEMJydLrsfQkhRHZJzgghlJbdnMmrWZNlp27cuHF0794dJycnihUrhpeXF8OHD3+uha9YsYLA\nwEAOHjyIn58fs2bN4sqVKy9ctBBCeXpd9r6EECK7JGeEEErLbs7k1azJslMXFRVFnTp1MBgM6HQ6\n2rZtS2xs7HOvoESJEpQrVw57e3t+//13goODmT59+gsVLYRQnl6ny9aXEEJkl+SMEEJp2c2ZvJo1\nWX6mzt7enhs3bpiexn748GFsbW2fa+EDBgzg/PnzeHt7M23aNEqUKAGAj4/PC5QshLCEPJppQog8\nRHJGCKE0reRMlp26ESNG8L///Y/Lly/TsmVL7t27x+zZs59r4W3btqV27dpP/X7FihXZr1QIYVF5\n9fIDIUTeITkjhFCaVnImy05d1apVWbNmDRcvXiQlJYVKlSpleaZu0KBBpjN74eHhaabNmDEDOzu7\nFyhZCGEJOjSSgkII1UjOCCGUppWceWanbuTIkZnOGBIS8sxpfn5+Oa9ICPH/9u47OoqqD+P4dzeb\nnkCAUEIPvVdFulRFaQKhSJOigPQSpAoIhiJVOlKkiIIUpeUFQRDpHUINvYUSenrZ7Lx/rCxEAiG4\ns5Owvw8n52RnZmfu5e4+mTtzZyZVsJcjW0II7UjOCCHUZi8589JOXYUKFd54pU/fe/PmTbZs2UJ0\ndLRV1iuEsB17CUEhhHYkZ4QQarOXnHlpp65JkyaW38+ePcv+/ftxcHCgSpUq5M+f/7VWPmDAAKpV\nq4a3t/d/L6kQwqZ09nJlsRBCM5IzQgi12UvOJHtN3aJFi1ixYgW1a9cmISGBL7/8kq5du9KsWbNk\nV+7i4kLPnj2tUlAhhG3Zy5EtIYR2JGeEEGqzl5xJtlO3cuVK1q5di4eHBwA9evTg008/fWWn7sqV\nKwB4e3uzceNGihUrZukl+/r6WqPcQgiV2cmBLSGEhiRnhBBqs5ecSbZTlz59egyGZ4u5ubnh7u7+\nyveMGDHC8vvKlSstv+t0OpYuXfom5RRC2FhaffimECLtsHbOKIrCqFGjCA4OxsnJiYCAAHLlypVo\nmejoaDp16sTYsWMtB5p/+OEHtm/fTnx8PK1bt36t0UhCiLTBXvZnku3U5cqVi5YtW1K/fn0MBgNb\nt27Fw8ODmTNnAiQ5vHLZsmUA7Nixg5o1a1qmBwYGWqvcQgiV2ctwBSGEdqydM9u2bSMuLo4VK1Zw\n4sQJxo0bx+zZsy3zT506xciRI7l7965l2sGDBzl27BgrVqwgKiqKRYsWWbdQQghN2cv+TLKdOl9f\nX3x9fYmLiyMuLi7Jh4n/244dOzh27BgbN27k2LFjAJhMJv78808+/vjj/15qIYTq7OTAlhBCQ9bO\nmSNHjlCtWjUASpcuzalTpxLNj4+PZ/bs2QwcONAybffu3RQqVIju3bsTGRnJV199Zd1CCSE0Ze2c\nSW5EwMaNG1m6dCkGg4FChQoxatQo6xbgJZLt1L3JjU6KFCnC48ePcXZ2tgxt0Ol01K9fP+UlFEJo\nQm8nD+sUQmjH2jkTERGBp6en5bXBYMBkMqHX6wEoW7YsYN4pe+rRo0fcunWLefPmcePGDb788ks2\nb95s1XIJIbRj7Zx51YiA2NhYpk+fzsaNG3FycmLAgAEvjFxUS7KduiVLljBr1izCw8MBcxDqdDrO\nnj370vf4+PjQpEkTGjdubAlSIUTaImfqhBBqs3bOeHh4EBkZaXn9fIfuZby8vMifPz8GgwFfX1+c\nnZ15+PAhGTNmtG7hhBCasOWIACcnJ1asWIGTkxMARqMRZ2dn6xbgJV6rU/f777+TPXv2FK98/vz5\nzJ8/HxcXF8u03bt3p3g9Qgjbs5cx6EII7Vg7Z8qVK8eOHTuoV68ex48fp1ChQsm+p3z58ixbtowO\nHTpw9+5dYmJiyJAhg3ULJoTQjLVz5lUjAnQ6neWA0LJly4iOjqZy5crWLcBLJNupy58//xs/PHzT\npk3s2rULV1fXN3q/te2Z4kdYVBwAV++G8eWMvyzzejYqRYe6Rbn3JNr8etZOLt1+okUxX5uDTseI\nhkXw8XLBUa9j0Z5r7LrwwDK/mI8nfesWAOBBRBxf/34Go0l52epSjbg7l3iyfxWZPxmcaHpU8F4i\nTmwBnQPuRaviXqKWRiVMuahbF7m7cwW+nw5/YZ4pPparK8eR4+OuOGf00aB0SbOXu0W9CUVRmP/9\nOK5euoCTkxNfDviarNlzWuYf3vs3q39agIPBQM0PG1KnfhMSEozMmDCSe3du4+DgQLf+w8meK4/l\nPYtnTyFH7rzUbdBUiyqhKArff/ctly4G4+TkzICho8ie49k1Ant3/cVPP87D4GDgwwafUL/xs7sD\nPnr4gO4dW/HdjPnkyp2Xx48eMnncKCLDw0kwmRg8MgCf5/5/bFmnyePGcPGC+bqHQV+PJkfOZ3Xa\n/fcOliyYi8Fg4OOGTWjYxA+TycSEb0dy/eoV9Ho9/kNH4JuvABeCzzJt4jgcHBxwdHJi+OhxZMhg\n+zM5b1s7WTtn6taty549e2jVqhUA40zy84IAACAASURBVMaNY+PGjURHR9O8eXPLcs8/jLhGjRoc\nPnwYPz8/FEVh5MiRqe5hxYqisHD6eK5dvoCjkxNd+w8nq0/itoqNiSFgcA+6+Y8ge85n2XLh7Cl+\nXjiDkZPm2brYL1AUhZmTArh88TxOTk70HTwKnxzP6rF/91/8vPgHDAZHPqjfmHoNm7I1cD1bA9eh\n0+mIjY3lysXz/LzhT+6E3GTOtAmW76T/8G/x0ug7OWXCGC5dMH8nvxr+TaLv5J5df7F0oTlnPmrw\nCQ0+8QPgi/YtcHc3Py7MJ3sOBn09xvKemVO/I3deXxo1aY4WFEVh5uQArvzTTn0GvdhOvyx51k4f\nNmjK1v+tZ9u/2mn5+j8tddzxRyAb1q5gylzb3wXf2jmT3IgARVH47rvvuHbtmuXGkraQbKeuXbt2\nNGzYkNKlS+Pg4GCZPm7cuGRXnjNnzkRn6bTkZDD/Z380fH2S88vm96bz1D85cfm+LYv1n3xUMiuP\no+IZuf4sni4Gfv7iXXZd2GeZP6x+Yb5afYqQxzE0Kp0Nn/Qu3HgUrWGJkxd+NJCo83vRO774uXmy\n91eyth6LzuDE3V+G4VqwInpnNw1KmTL3Dmzg8endSdYp+s5lbm1ZRHzEQw1K9mqpbJ8mVTm4Zwfx\n8fGMnfEj58+eZPGcKQwaMwWAhAQji+dO4bs5P+Hk7Mzw3p15t0oNzp8JwpRgImD6IoKOHODnhbPw\nH/UdYU8eMWP8SG6HXCdH7rya1WnPzu3Ex8cxY/5PnD0VxJzvJzLmu+nmOhmNzP1+InOWrMTZ2Zne\nXdpTpXpNvDJkJMFoZNqEMTg/l/U/zJxCnXoNeL/WBxw/cojrV69o0qn7e8efxMXHMffH5Zw+GcTM\nKd8xbsoMwDwkZuaU71j40yqcnZ35snNbqtaoxakTx9GhY86inzh25BA/zJrOuMnT+X7yBPoPGk7+\ngoVYt/ZXfvpxAb362/6GGm9bO1k7Z3Q6Hd98802iaUk9H/ffj1fy9/e3bkGs7NCev4iPj2PM94u4\ncPYUS+dOZeA3ky3zL58/y/zvx/Hofmii963/dSm7tgXi4po6/lbu/dv8+Z06bynnTgfxw4xJjBw/\nDTB/fn+YMZkZi37B2dmZ/t0+o2LVGtT9uBF1P24EwKzJY6nXsAnu7h7MnT6RHgOG4pu/IIHrVvPr\nT4vo0sv27bjrrz+Jj49j9sLlnDkVxKypEwmYZP5OGo1GZk37jvlLfsXZxZken7ej6vu1cPunozNt\nTuI7rT5+/Iixo4Zy88Y1cufV7rnOe//eTnxcHFPmmttp/sxJjBj3rJ3mz5zM9IXmdhrw5We8V6UG\ndT9qRN2PzO00e8qzdgK4eP4sf2z6XbP6WDtnkhsR8PXXX+Pi4pLozru2kOwFbwEBATRs2JBKlSpR\noUIFy8/riI+Pp2HDhvTv35/+/fszYMCA/1zgN1XK1xt3FwPrR9Vn0+iGvFsoS6L5ZfNnZqBfWbaN\n+wT/ZmU1KmXKbD0TypydlwHzqWVjgskyL3dGVx5Hx9PmvVzMa1eGdK6Oqb5DB2Dwykqmj3onOc/R\nOxem2EiUhHjzhDTS63DOkI3cTfonOU9JMJK7aX+cM6Z8eLPa9Dpdin7sybmTxyn7biUAChUtyaXz\nz64xvnntCj45cuPm7oHB4EiREmU4G3SU7DlzY0pIQFEUoiIjMDiaj6nFREfT8rOuvF9H2zsDnzxx\nlHcrmu9uXLREKc6fPW2Zd+3qZXLkyo37P3UqUaosQceOADB3xmQaNm1BJu9nmXoq6Dj3Q+8ysNcX\nbP9jE2XKvWvbyvwj6PhR3qtUFYDiJUtx7vk6XblMztx5cPfwwODoSKky5Thx9DDVatTiq+GjALhz\nK8QyxGb0uEnkL2j+w51gTMDZxTbXSPzb29ZOkjOv59yp45R51zyEq2DRElw+n/i+BkZjPAO/mUT2\nfx0YypY9FwNGTbJVMZN1OugY77xn/vwWKV6KC+eefX6vX7tCjpzPPr/FS5Xl1PGjlvnnz57m+tXL\n1GtoHs0wdPR3+OYvCEBCQgJOztqcRDh54hgVKppzpliJUgSfS/ydzJnrn5wxOFKydDlOHDvCpQvB\nxERH49+rC/17fM6ZU0EAREdF0bFLdz74qKEmdXnqzL/a6fy/2in7v9vpxHPtdM7cTh/+M+okPOwJ\nS+fPolsf7e4qm9KcSS5r6tati5OTE61atWL8+PEMGTKEjRs3smrVKs6cOcPatWsJDg6mXbt2tG/f\nnm3bttmknsmeqXNycnqjO2ACfPHFF2/0PjVExRqZ+ttxlmw9R36f9KwbVZ+S3X7m6Q2wft11kXmb\nThEWFcevw+rx4dXcbDlyXdtCJyPWaO7EuTk5ML5ZCWb/dcUyz8vNkVI50jPhf+cJeRTD1FYlOXs7\nnCPXHmtV3Nfimq88xrCkz5Y6ZsxB6K+j0Du64JK/PHqn1DGsNznpCr1L3JN7Sc5zy5H89R5aseP9\np2RFRUVajrQCODg4WIZfRP9rnqubG5GREbi4uhF6J4Q+HZoRHvaYIQHfA5AlW3ayZMvO0YN7bF6P\n50VFRuLu8ewaAQeHZ9cI/Huem7s7kZERbNm0Dq8MGXnnvcr8vGSBZf7d2yF4pkvPxBnzWbZoLr8s\nW0iHL3rYtD4AUZEReHgk3U6RkRG4PzfPzc2diIgIAPR6PQEjh7Lrr+2M+W4qABkzmS9DOHniGGtX\n/cKs+bYfQgRvXztJzrye6KhIXN2S/iwDFCpWCkh8V0+AClVrcu/ubdsVNBlRkZG4Pfe90yf6/EYk\nmufm5k5kZLjl9cplC2nTqZvldYaMmQA4c/I4G9asYNLsH21QgxdFRkbgkeg76ZCoTolyxt2NiIhw\ncufxpVXbDtRv3Iyb16/xVd9u/LR6Ez7Zc+CTPQcH9uzSoioWUVGRicrt8K92ck/0N86dyIhn7fTr\nsoW07mhuJ5PJxNRxI+nSyx9HR8cXPp+2YusRAWfOnLHuBl9TsmfqKleuzPjx49m7dy+HDh2y/LyO\nYsWKsWPHDhYsWMC2bdte64JltVy49ZgVf10A4NLtJzwMi8Eng7tl/qz1QTyKiCXBpLD58HVK53uz\n6whtLWs6Z+a0LcPGoDtsPfNs2MWTqHhuPIrm+sNoEhSFfZceUtTH8xVrSt3iH9wg5toJsrWfTNb2\nkzBFhRF96fU+h+LN6FP4Y0/c3NyJjoqyvFaUZztXrm7uREdFWOZFR0Xh7uHJxtXLKfNuZaYvWcuk\nH1YwY/wI4uPjbV72l3Fzdycq6tk1As/Xyc3dnajIZ3WKiozEw8OTLRt/58jBffTv3olLF84x4Zth\nPHxwn/ReGahU9X0AKlWtwflz2vyBc3P3SFSn53eC3d09iIp4Ni8qKjLRhe/DvhnLL79tYsKYEcTG\nxADw5x//Y/L4MUyaPpf0Xl42qkVib1s7Sc68Hlc3d2KiU3ZXz9TIzf3l2enm7kFUZOLv5NODFJER\n4YTcuEapsu8kWt/ObZuZOWksYybPIl16bb6T7q/IGXOdnv9ORuHp6UnO3HmoU68BADlz5yFdei8e\n3E/64K8W3NzciXq+nf5dp+fqGx0ViYdn0u10IfgMt0NuMHPSt4wfNZgb167ww4yJNqyJWUpzJu19\ns8ySLfeZM2c4ffo0c+bMYfr06UyfPp0ZM2a81sqHDh1K9uzZ6devHzly5GDw4MHJv0kln9UpwvhO\n5qELPhnd8HB15PYj84fS09WRIzNb4upkPnFZo1QOjl1KPV+ul8no7siMT0sz/c9LbAq6k2jezccx\nuDk5kMPLPByhbK70XL4XmdRqUqV/H83RObmhMzihczCg0+nQu3piio16ybtTq9R/k5rn6XS6FP3Y\nk8IlyljOrJ0/c5LcvgUs83Lm8eVOyE0iI8KJj4/n7KljFC5WEnfPdJYzeO4eniSYEjCZEjQpf1JK\nlCrLwb3mo8NnTp2wDGsCyJM3HyE3bxARHkZ8fDwnjx+hWMnSTJnzI1NmL2LK7EXkL1iEwSPHkjGT\nNyVKl+XAP+sKOnaEvL75NalTqTJl2ffPEe9TJ0+Qv8CzA4t5fPNx8+Z1wsPDiI+P48SxIxQvWYYt\ngRtY9uN8AJycnNHrHdDp9WwJ3MDaX39hxg+Lyeaj3XDpt62dJGdeT+HipTn2ksx5HVqdIfm3YiXL\ncGif+TN39lQQefM9+/zmzuPLrZvXLZ/fU8ePUrREaQBOHj9CmfLvJVrXn1s2smHtSr6buYCs2bT7\nTpYsXYb9e/8G4PTJE+Qr8K/v5I0b/+RMPEHHzTkTuH4ts783d27u3wslKiqSTN6ZNSl/UoqV+lc7\n5U+mnYo/a6fSz7VT4aIlmLN0DeOnL2DwNxPInTcfXXoNtG1lSHnOpNWsSXb45bJly9545Y8ePaJd\nu3YAFC1alC1btrzxuv6rxVvP8UOfmmwb9wkmRaHbjL9oXq0Abs6OLN56lhFLD/DH2EbExCew40QI\nW4/e0Kysr6tD5Tx4uhj4vFpevqhm7jL8fuwWLo4OrDt+mzEbzxHQpDgAQTefsPdS6rsZx8s8/UJF\nnd+PYozFvdj7uBerwb21Y9E5GDCkz4JbkaoalzKlzHV6fGYvpvhYMpZW/0GU/0XajDTbeK9qTYKO\n7GdY704A9Bg4kt3bNxMTHU2d+k347Mt+jPmqBwoKtT5qTIZMmWnQrA2zJ33D130/J8FopE3nnjg/\ndw2I1v/fVWvU5sjBffT+wpzZA78ew/Y/AomOjqZ+42Z82WcgX/XpCorCx42avbADotPpUP45cNG1\nlz+Tx45kw9pfcffwYOjoCTavD0D1mnU4tH8fX3ZqA8CQkQFs3byJmOhoGjbxo1e/r+jf4wsURaFB\n42Z4Z87M+zXrMPab4fT84jMSEoz08R+MwWDg+0njyJYtO0MH9Ean01Gm/Lt06tLd5nV629pJ6899\nWlGhak1OHj3A133MmfPlwJHs2b6ZmJgYan/8iWW5l+2Mppad1Crv1+bYof307/YZAP2HfsOOrf8j\nJjqajxo1pUtvf4b264aiQL2GTSyf35vXr5EtRw7LekwmE3OnfUeWbD6MHtIPnU5HybLv0Pa54Zm2\nUq1GHQ4d2EePz9sCMPjrb9m2JZCY6CgafOJHj74D8e/VBUVRqN+oKZm8M1O/cVPGjx5Ozy/ao9fr\nGTR8TOIzrxq3V+XqtTl6aD8DvjS3U78h3/DX1v8RExNNvYZN6dLLn2H9ze30YcMmZHyunXyy53jV\nqjWROj796tMpyRy+OXz4MAsXLiQqKgpFUTCZTNy6dYvt27cnu/IWLVowa9YsMmfOzP379+nZsycr\nVqx47cK5Nprz2sumdtHrvwTgnW93aFwS6zk83NwpqTV9XzJLph3be1ei2aIjWhfDqtZ0Kv9G7/vp\nyM0ULd+2vO3vbmgNJ29GJL9QGlEyp/lM4M1HcRqXxHpyZjA/wPVehFHjklhPZg/DW9VG8KydUspe\ncub49fDkF0pDyuT25Mr9GK2LYTW+3uYDbHeepJ4h8f9VtvSOAFy+9/a0U77Mb3YznJTmDKTNrEn2\nTN3w4cP54osv+O2332jXrh1///03xYoVe62V9+nTh1atWlme5zBmzJjk3ySESBXs5ciWEEI7kjNC\nCLXZS84k26lzcXGhWbNmhISEkC5dOr799luaNn29h+NWqVKFP//8k4cPH1qeri6ESBtSyWgdIcRb\nTHJGCKE2e8mZZDt1zs7OPH78GF9fX06cOEGlSpUS3RHnVVasWMHKlSuJjY21TAsMDHzz0gohbCa1\nXIMhhHh7Sc4IIdRmLzmTbKeuQ4cO9OvXjxkzZuDn58eGDRsoUaLEa6186dKl/PDDD6RPn/4/F1QI\nYVtp9Za+Qoi0Q3JGCKE2e8mZZDt1H330EfXq1UOn07F27VquXr1KkSJFXmvlhQsXxsfHBwcHh/9c\nUCGEbdnLkS0hhHYkZ4QQarOXnHllp27Hjh0UKFCAXLlysW3bNlavXk3RokUpVKjQaz30smLFitSp\nU4dcuXKhKAo6nY6lS5darfBCCPXYIgIjIiLw9/cnMjKS+Ph4Bg8eTJkyZRItExAQwNGjR3F3dwdg\n9uzZeHh42KB0Qgi12ceulhBCS/aSMy/t1C1cuJDAwEAmTJjAuXPn8Pf3Z9iwYVy8eJEJEyYwbNiw\nZFe+cuVKpk2bhuc/T5oXQqQdtjiy9eOPP1K5cmXat2/PlStXGDBgAGvXrk20zOnTp1m4cCFeXl6q\nl0cIYVv2cgRdCKEde8mZl3bq1q1bx8qVK3F1dWXSpEnUqlWL5s2boygKH3/88WutPGvWrJQsWfK1\nzuoJIVIXW3xrO3bsiJOT+flWRqMRZ2fnRPMVReHatWuMGDGCe/fu4efnR7NmzWxQMiGELcjegRBC\nbfaSMy/t1Ol0OlxdXQE4cOAArVu3tkx/XXFxcTRu3JiCBQta3jd58uT/Ul4hhI1Y+8jW6tWrWbJk\nSaJp48aNo0SJEty7d4+vvvrqhREAUVFRtGvXjo4dO2I0Gmnfvj0lS5akUKFCVi2bEEIb9nIEXQih\nHXvJmZd26hwcHAgLCyMqKoqzZ89SpUoVAEJCQjAYkr2/CgBdu3a1TimFEDZn7Qj08/PDz8/vhenB\nwcH4+/szaNAg3nnnnUTzXF1dadeuHc7Ozjg7O1OxYkXOnTsnnToh3hL2saslhNCSveTMS3tnXbp0\n4ZNPPsFoNOLn50eWLFkIDAxk6tSp9OjR47VWXqFCBasVVAhhW7Y4sHXx4kX69u3LtGnTKFy48Avz\nr1y5Qr9+/Vi3bh1Go5EjR47QtGlT9QsmhLAJOzmALoTQkL3kzEs7dfXq1aNs2bI8evTI8ggDd3d3\nvv32W9577z2bFVAIoQ29DY5tTZkyhbi4OAICAlAUhXTp0jFr1iwWL15Mnjx5qFmzJp988gnNmzfH\n0dGRJk2akD9/ftXLJYSwDVvkjBDCvtlLzrxyHGXWrFnJmjWr5fX777+veoGEEKmDLY5szZ49O8np\nHTp0sPzeqVMnOnXqpH5hhBA2Zy9H0IUQ2rGXnLHpDWFWrVply80JIf4DXQr/CSFESknOCCHUltKc\nSatZ83p3PLGSp3fTFEKkfvZyZEsIoR3JGSGE2uwlZ2zSqYuJiUGv19OgQQNbbE4IYQX2MgZdCKEd\nyRkhhNrsJWdU6dRdvHiRKVOmkD59eho2bMjw4cPR6/UMGzaMmjVrqrFJIYSV2cuRLSGEdiRnhBBq\ns5ecUaVTN3LkSPr06UNISAi9e/dmy5YtODs78/nnn0unTog0wl5CUAihHckZIYTa7CVnVOnUmUwm\nyzPqDhw4QKZMmcwbe82HlgshtJdWLxQWQqQdkjNCCLXZS86ocvdLX19fhg0bhslkYvz48QD88MMP\neHt7q7E5IYQK9LqU/QghREpJzggh1JbSnEmrWaPKqbNvv/2W7du3o9c/6zNmzZqVdu3aqbE5IYQK\n7OXIlhBCO5IzQgi12UvOqNKp0+v11KlTJ9G0xo0bq7EpIYRK7GUMuhBCO5IzQgi12UvOyEVuQogk\n2cuRLSGEdiRnhBBqs5eckU6dECJJaXVMuRAi7ZCcEUKozV5yRjp1Qogk2cuRLSGEdiRnhBBqs5ec\nkU6dECJJ9jIGXQihHckZIYTa7CVnpFMnhEiSnWSgEEJDkjNCCLXZS87oFEVRtC6EECL12XfxcYqW\nr1TAS6WSCCHeVpIzQgi1pTRnIG1mjZypE0IkyV6ObAkhtCM5I4RQm73kTKru1LlWG6F1Eawmetdo\nAFouOaZxSaxn5WdlAXh/6h6NS2I9O/tVYcCGYK2LYVWTGxZ+szfaSQq6lu2pdRGsJvrYTAC+2vT2\nfIa/q2/+/K46fkvjklhP8zLZGRp4XutiWNXYjwu92RslZ9Kk6GMzabboiNbFsJo1ncoDMH77JY1L\nYj2Da+UHoNb0fRqXxHq29670Zm+0k5xJ1Z06IYR27OVuUUII7UjOCCHUZi85I506IUSS7OVuUUII\n7UjOCCHUZi85I506IUSS7CQDhRAakpwRQqjNXnJGOnVCiKTZSwoKIbQjOSOEUJud5Ix06oQQSbKX\nMehCCO1Izggh1GYvOSOdOiFEkuxlDLoQQjuSM0IItdlLzkinTgiRJDvJQCGEhiRnhBBqs5eckU6d\nECJp9pKCQgjtSM4IIdRmJzkjnTohRJLsZQy6EEI7kjNCCLXZS85Ip04IkSR7GYMuhNCO5IwQQm32\nkjPSqRNCJMlOMlAIoSFr54yiKIwaNYrg4GCcnJwICAggV65clvnbt29n9uzZGAwGmjVrRvPmzTEa\njQwaNIiQkBAMBgNjxozB19fXyiUTQmjFXvZn9FoXQAiRSulS+COEECll5ZzZtm0bcXFxrFixggED\nBjBu3DjLPKPRyPjx41m8eDHLli1j5cqVPHz4kJ07d2IymVixYgXdu3dn6tSp1q6lEEJLKc2ZZLJG\nURRGjhxJq1ataN++PTdu3HhhmejoaD799FOuXLlixYq8mqqdutGjR3P27Fk1NyGEUIkuhf+EECKl\nrJ0zR44coVq1agCULl2aU6dOWeZdunSJPHny4OHhgaOjI+XLl+fQoUPkzZuXhIQEFEUhPDwcR0dH\n1eorhLC9lOZMclnzqoNHAKdOnaJt27ZJdvbUpOrwyxo1ajB37lzu3r1Lo0aNaNSoER4eHmpuUghh\nJfYyBl0IoR1r50xERASenp6W1waDAZPJhF6vf2Geu7s74eHhuLu7c/PmTerVq8fjx4+ZN2+edQsl\nhNCUtXPmVQePAOLj45k9ezYDBw607oaToeqZuurVq/P9998ze/Zsy3/A4MGDuX79upqbFUJYgYy+\nFEKozdo54+HhQWRkpOX10w7d03kRERGWeZGRkaRLl47FixdTrVo1tmzZwvr16xk0aBBxcXFWqZ8Q\nQntWHn350oNHT5UtW5asWbOiKIoVa5E8VTt1ly5dYuLEibRt2xZPT0+WL19O69at6du3r5qbFUJY\ng/TqhBBqs3LOlCtXjp07dwJw/PhxChUqZJmXP39+rl27RlhYGHFxcRw+fJgyZcqQLl06yygiT09P\njEZjoh00IUQaZ+Ve3asOHmlJ1eGXw4cPp0WLFvTs2RNXV1fL9GbNmqm5WSGEFch1ckIItVk7Z+rW\nrcuePXto1aoVAOPGjWPjxo1ER0fTvHlzhgwZQqdOnVAUBT8/P7JkyUKHDh0YOnQobdq0wWg0MmDA\nAFxcXKxaLiGEdqydM+XKlWPHjh3Uq1fvhYNHWlKlU/f0Ti8BAQHodDru3Lljmefr60ubNm3U2KwQ\nworkmjohhNqsnTM6nY5vvvkm0bTnH09Qo0YNatSokWi+m5sb06ZNs25BhBCphrVzJrmDR8+2a9sd\nKVU6dSNGjADMlXl+PKlOp2Pp0qVqbFIIYWXSpxNCqE1yRgihNmvnTHIHj56ydZ9HlU7dsmXLAFiw\nYAGff/65GpsQQqhN9raEEGqTnBFCqM1OckbVq/r+/vtvEhIS1NyEEEIl8pw6IYTaJGeEEGqz9nPq\nUitVb5Ty6NEjqlWrRs6cOdHpdOh0OlasWKHmJoUQVmKroeDVq1cnb968gPk2wP369Us0/9dff2Xl\nypU4OjrSrVu3F66HEUKkXXLtrhBCbfaSM6p26ubOnavm6oUQKrJFBl6/fp3ixYszZ86cJOffv3+f\nZcuW8dtvvxETE8Onn35KlSpVcHR0tEHphBBqs5N9LSGEhuwlZ1Tt1BmNRjZv3kx8fDwAoaGhjB49\nWs1NCiGsxQYpeOrUKe7evUv79u1xdXVl8ODBiS42DgoKonz58hgMBjw8PMibNy/BwcGUKFFC/cIJ\nIdRnL3tbQgjt2EnOqNqpGzBgAHXr1uXo0aNkyZKFqKgoNTcnhLAia48pX716NUuWLEk0beTIkXTt\n2pUPP/yQI0eOMHDgQFavXm2ZHxERgaenp+W1m5sb4eHhVi2XEEI7afXaFSFE2mEvOaNqp87NzY2u\nXbty9epVxo0bR+vWrdXcnBDCiqw9Bt3Pzw8/P79E02JiYnBwcACgfPny3Lt3L9F8Dw8PIiIiLK8j\nIyNJly6ddQsmhNCMvVzrIoTQjr3kjKqdOp1Ox71794iMjCQqKkrzM3X+bapRv0phHA0OzPv9IMsC\nj72wzAz/hjwMi2bkD9s0KGHyFEXh5uaFRIdeQ29wItfHXXDOkNUy/+HJvwk9sBEHZ3cylqpOptI1\nLfMiQy5we8cvFGg7QouivxHFlMCTvxaREP4AEoy4l2uAS94yWhfrtdw9fZDz21aid3Ag17t1yP3e\nB4nmRz++x4mV01FMJgBK+vXAI3N2Lv+9jhsHtuLkkT7RdFuzRQbOnDkTLy8vPv/8c86dO4ePj0+i\n+aVKlWLatGnExcURGxvL5cuXKViwoA1KljLfD21JqUI5iImN58vRP3M15IFl3ie1yzCgQx1MJoWV\nmw8z+5edOBoc+OGbtvjm9OZJeDR9x//KlZv3NaxBYoqiELRmDk9uXcXB4EiZlr1wz5Qt0TLGuFj2\nzRtB2Za98ciSA5MxnmMrphP54A6OLm6UatYNd2+fl2zB9hRFYcPCady+dgmDoxNNuvqTMWvi71Vc\nbAyLAwbStNtXeGfPZZke8eQRc4Z0o+PwSYmma01RFI6tnsOTW1dwMDhRrmUvPLz/3U4x7J47gvKt\n+uD5Tzsd/uV7czu5ulOmWTc8NGwnO9nXsrpXZU7P1jXo0KQy9x6aRzX0DFjBpev3XrYqzSiKwu0/\nFhEdeh29wZEcH32Bk9ez/ZnHZ/by4PBmdA4OuGTORfYPOmFKMBISOJe4x6E4OLvhU7djon0grSmK\nwr5fZvEw5AoOBkeqtu2DZ+Zn36/Lh/7izPZ16B0MZMiRl0qf9sCUkMDuZVOJeHAXk9FIqY9akbvU\nexrWIjFFUXiycynxD26AgyMZanbEkD6LZX70pUOEHw0EnQ63gpXwKF0XxZTAo+0LSQi7j2Iy4lm+\nIa6+ZTWrg73kjKqdup49e7J1KetVEgAAHXVJREFU61YaN25MnTp1aNy4sZqbe6WqZfJSoXhOanZf\ngJuLI31aVXlhmc6N3qF4vqzsOn7V9gV8TU/OH0JJMFLoszFEhlwg5M9l5PPzB8AYFc6dv1dRuPME\n9M6uXPr5WzzzlsQpvTeh+zfw8OQu9E7OGtcgZaLP70Pv4olXrS8wxUZyf9WoNNGpMyUkcHrDQqr1\nnYqDoxN7Zg4ia/H3cP6nowYQvHk5vlUbkrV4Be4FH+Nc4BLe+WwIT25eokzrfqTPkV/DGmCTFOzS\npQsDBw5k586dGAwGxo8fD8DixYvJkycPNWvWpF27drRu3RpFUejfvz9OTk7qFywFGtUshbOjgZod\npvBuiTx8N6ApLfrPB/55QGnPhlRuPYGomHiOrRnGL5sO0aLeO4RHxVLjs8kUyJ2FaYNb0LjnbI1r\n8sztk/sxGeOp3vs7Hl4L5tS6hbzXaZhl/uMbFzmxejbRTx5apl3d/wcGZ1eq95lIRGgIQWvmUqnr\nN0mtXhNnD+3GGB9H1zEzuXHhDP9bOps2A7+1zA+5HMz6+VMJe5S4c52QkMD6+VNxdE592Xnrn3aq\n2WciD68FE7RuAZU7D7fMf3TjIsdWzUrUTlf+aaeafScRHhrC8TVzqaplO9nL3pYVvSpzAMoWzU3n\n4Us5EXxTw1ImL/zCYUwJRvK3+4aoWxe5vf0n8jQdAIDJGEfo7lUU6PQdeoMjN9bPJOziUeLD7qN3\nciV/u9HEPrzN7a0/krfFYI1r8sz1E/swGeNpMHAy966c4+Ca+dTuZj6QboyP4+iGn2jy9RwcHB3Z\nuXACN04eICYiDBePdFTv4E9sZDjrxvZMVZ26mCtHURKMZG42nLg7l3iy5xcyfdwHAEUxEbZ/DZmb\nj0Ln6EToz0NxK1yJ6CvH0Lt4krFOF0wxkYSuHKFpp85eckbVTt27775L0aJFuXnzJlu3bsXd3V3N\nzb1S3QoFOHMllF/HfoqHmzNDZ29JNP+94rkoXzQHC9YdonCezBqVMnmRN4LxzFcaAPccBYm+fdky\nL+5xKK5Z8+Lg4gaAW/b8RIZcwCm9N04ZsuLr159r62dpUu435Zr/XZT875pfKAo6vYO2BXpNEaE3\ncPfOjuM/bZHRtxgPL5/Gp1RlyzLFGnW2zDclGHFwNHdWnty8xMU/VxMb/ogsRd+hQC2/FzdgA7YY\ng54uXTrmzZv3wvQOHTpYfm/evDnNmzdXvSxvqnLZ/GzdewaAQ6euUa5Ybss8RVEo0/RbFEUhcwYP\n9Ho9cfFGiuTLxh97TgNw8XooRfJlS3LdWnl45QxZipQHIGOewjy+cTHRfFOCkQodh3H05ymWaeF3\nb5ClaDkAPLLkIDw0de1QXjt3koJlKgCQq2AxQi4HJ5qfYDTSZuAYVs0cl2j65mVzqPBBI3b+/rPN\nyvq6Hlw5Q7Yi5v/zl7VTpU7DObT8WTuF3blOtqLmtvXMkoPwuzdsV+Ak2Mu1Ltb0qswBKFssFwM7\nfUA273Rs3n2aST9u1aKYyYq8GYynr3l/xi17AaJvX7HM0zk4kq/tN+gN5jsdK6YE9AZHYu+HWPaB\nnDP6EPvglu0L/gp3L54mR3Hz9yuzbxHuX7tgmedgcKTBwMk4/HP3ZpMpAQeDE77lq5G3XDXA/DdD\n76DqrnmKxd06j3PukgA4ZctPXOhVyzydTk+W1mPR6fQkRIWhKAroDbgWqIBrAXPeKiig8b6bveSM\nqg8f37JlC23btmXgwIEsXryY2bO1OxKdKb0bZQtn59OvV9J78gYWj3i2o5w1owdDO9ag39RN6FL5\nwNuEuGhLpw0AvR5FMQ/fc8qYjZj7NzBGhmGKjyX86ilM8bEAeBWukGY6RM/TOTqjd3TGFBfN4z9m\n41GhqdZFei3GmChLhw3A4OxKfExkomWc3DzR6R2ICL3J2U2LKfTBpwBkL1uNkn7dqdgtgIdXznD3\n7GGblv0pnS5lP/bK092FJxExltfGBFOiHFEUhUY1S3Fg5RD+PnyBqJh4goJv8lE18x08K5TMi493\n+hfWqyVjTHSiz69O72AZJgyQMW8RXL0ygfLsPemz+3L3tPmz+vDqOWKePDT/gU8lYqKjcHF9dmBR\n7+CA6bk65S5UnHQZM8NzZT7612bc03tRoNQ7iaanFvExURieq9O/2ynT03Z6rqG8cuTj9plDADy4\neo5ojdtJciblksucXzcfoVfACj7sMp1KZfLzYdViWhQzWabYaPTOrpbXuuf2Z3Q6HQY38/XTD45s\nwRQfi0fekrhkyUP4RfOlM1EhF4iPeJSqciY+Jgqn53Pmue+kTqfDxdOc9Wd2rMcYF0v2omUxOLng\n6OxCfEwUO+aPpVyj9pqU/WVM8S9vJzB37KIvHyF05QiccxSx7Lc93Xd7uHkW6So206Loz5XRPrJG\n1U7djz/+yK+//oqXlxfdu3dn2zbtrlN7GBbFtoMXSUgwcfHGA2LijGRKb95paVqzOJnSufH7d23x\nb1ONlnVK0vrD0pqV9VUcnFwxxUY/m6Ao6HTmZjS4uJO9djuurJ3CtXUzccuWD4Ob50vWlHYkRDzk\n4YaJuBauYjnyk1oFb/6JfXOGcejHAIwxz9rJGBuNo+uLZ6rvXwzi8JJxlG3dH3dv8/U9vtUa4eTm\nid7BgSxF3yEs5PIL77MFXQp/7FV4ZAye7s+G5ul1uhd2MtbvCCLfB8NwdjLQukEFlqzbR0RULFsX\n9qVBjVIcO3vd1sV+JYOLK8ZEOWNCp3/1n4s879XB4OLK7pmDuXPqAF4586eqg2Qurm7EPvedVEwK\n+mTqdPSv/3Ep6AgLv+nH7WsXWT1rHBFPHqld1Nfm6OKWKGeU12invO/VweDsys4Zg7l96gAZchXQ\ntJ0kZ1IuucyZ9fNfPAqLIiHBxObdpyhdOPVcB/o8vbMrprhnndPn92fMLxXu7FhOxLVT5G7SD4AM\npWqgd3Lh8vLRhF08gmtW31SVM44ubsQn+k4qib6TiqJwaM1Cbgcfp1aXZ0OlIx7eY/O0IRSoWId8\n77xv0zInR+/oivKKdgJwzVcen47TUBKMRAXvAcAY/oD7677DrUgV3ApqO5w0pTmTej5RKaNqp87B\nwQEnJyd0Oh06nQ5XV9fk36SSvUHXqfue+QYLPpk8cXNx5MET841b5qw5QNUu8/io72ImLd/Fym0n\n+XnLCc3K+iruOQsTduk4YL7xiWvm54Z6mUxE37lKwXajyNOkDzEPQnDPWVirolpFQtQTHm6ajGfF\n5rgWfvE6yNSmcL22VPoygLojlxL54Dbx0RGYjPE8vHyaDHmKJFr2/sUgTq9bwHtfjLJcPxcfE8XO\nST1JiItFURQeXAwifU6Nrq2zhwS0gn3HL/NhleKA+azbqYvPhgN5uDmzZX4fHA3ms+SR0bGYTCbe\nKZ6HHQeCqdt5Gr9tO8aV525ykBpk9C1qOUP88Oo50vnkTfY9j65fwLtgKar2HE/20lVwy5S6hpTm\nLlyC88f2A3Dj/Bmy5vZN5h3w+ajv6TxyKp1HTsUnTwH8egzBI30GtYv62jL5FuXOP+304Oo50r9G\nOz28foEsBUvzfq/x5ChdBfdMGt9kQnImxV6VOZ7uLhxZNRRXF/MQvxrvFkp1B42ecstRiPDL5v2Z\nqJALOGdO3Pm8tXkBpgQjeZoOsAzDjL59CY+8JcjXZgTpC1fAySvLC+vVUpb8xbh5ynwmPPTyOTLk\nyJto/t7l00kwxlO72wjLMMzosEf8MWM47zTpRMFKdWxd5GQ5+RQk5loQAHF3LmLIlNMyzxQXzb3f\nxqEkGAHQOzqj0+lIiArjwYbJpK/UAvciVTUpdyJ20qtTdeBu+fLl6d+/P3fv3mXEiBGULFlSzc29\n0uZ956lSKg+75nVBp9PRd8omWtQuiZurI4s3HtWsXCmVvvC7hF8J4sJS84W3uep349HpPZjiY8lU\nphYAwQsHo3d0InOFBhhcPbQs7n8WeWwTSmwUkUc2EHlkAwAZ6vdD5+CoccleTe/gQLGGndj/w0hQ\nFHJXqItLuozERUUQtGom73w2mDPrF6IkJHD8l2mA+Tqkks26U+Tj9uydMxQHgyPeBUtbrm2yNXsZ\ng/5frdt+gloVi7D9R/OR5C4jl9OiXnncXJ1Y/Ns+fgk8yLaFfYkzJnDqfAi/bDpExvTuLB3fgEGf\nf8ijsCi+/Ga5xrVIzKdkJe6dP86u6V8BULZVH24e3UlCXCx5Kj53F9fnPiIembNzeNlEzm9bhZOr\nB2Va9rJxqV+tWIVqXDp5hB++7glA0y8HcWLPn8THxPBO7frPFnzZUf9UdDbgqewlK3E3+Dh/fW9u\np/Kf9uHG0Z0Y42Lwrfjhc0s+K7tH5uwc/N9Ezm37FSdXD8q36m3jUicmOZNyyWXOiBnr+WN+H2Li\njOw4EMzWvWc1LnHS0hV6l8irJ7n80ygAcnzclcdn9mKKj8U1my+PTu7EPVcRrvxivqFRpnfq4Zaz\nMDfWzSB07+84uLiT46Mu2lUgCXnKVObW2WNsmmi+4UvV9v24fOgvjLExZMpTkAv7tpK1QAn+N9V8\nc5ditRpzJziIuOhIjgf+wvHAXwD4oOcYS6dPay75yhN74zT31pjbwav250Sd349ijMW92Pu4Fa7M\nvd/GotMbcPTOhWuhyjzZ/TOm2CjCDq+Hw+sAHd4N+2u272YvOaNTVB6M/Pfff3P+/Hny5ctHrVq1\nUvRe12pp59b7yYneNRqAlktefIxCWrXyM/OdjN6fukfjkljPzn5VGLAhOPkF05DJDd/sbO31h7Ep\nWj53xtR3d8DX4Vq2p9ZFsJroYzMB+GrT2/MZ/q6++fO76njquiHCf9G8THaGBp7XuhhWNfbjQm/0\nPsmZtCn62EyaLTqidTGsZk0n88HT8dsvaVwS6xlcyzzKp9b0fRqXxHq29670Ru9Lac5A2swaVc/U\nNW3alEaNGuHn54eXl5eamxJCWJl9HNcSQmhJckYIoTZ7yRlVr6lbvHgxjo6OdOvWjX79+rF37141\nNyeEsCJ7uFOUEEJbkjNCCLXJ3S+tIF26dLRp04aAgAD0ej0DBgygefPmbN2aOp+ZIoR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# arruma estrutura os dados para usar em plot\n", "df_rtn2 = df_rtn.stack().reset_index()\n", "df_rtn2.columns = ['Sample', 'Stat', 'Index', 'Value']\n", "df_rtn2 = df_rtn2[df_rtn2.Stat != 'Count']\n", "\n", "# cria funcao para fazer cada heatmap\n", "def facet(data, color):\n", " data = data.pivot(index=\"Sample\", columns='Index', values='Value')\n", " g = sns.heatmap(data, annot=True, linewidths=.5, cmap='Blues')\n", "\n", "#plota o heatmap de cada estatistica\n", "with sns.plotting_context(font_scale=5.5):\n", " g = sns.FacetGrid(df_rtn2, col=\"Stat\", col_wrap=3, size=4, aspect=1)\n", " g = g.map_dataframe(facet)\n", " g.add_legend()\n", " g.set_xlabels('Index')\n", " g.set_ylabels('Sample Frequency')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esperava observar um aumento nos valores de cada estatística quando diminuímos a frequência dos dados (diário para semanal, por exemplo), porém isso não aconteceu para a curtóse e para a assimetria. Também olhando para os dados desta maneira é possível perceber algums fatos curiosos:\n", "- A mediana anual mais alta foi fo índice DAX\n", "- Todas as médias do *Nikkey 225* são negativas, independente da frequência (e sua volatilidade anual não é baixa)\n", "- O pior retorno anual de todos os Indices foi semelhante\n", "- A assimetria de nenhuma distribuição ficou perto de 0 (zero)\n", "- O desvio médio absoluto, no geral, é inferior ao desvio padrão" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Agora, vou checar visualmente a distribuição dos retornos e sobrepor como seria a distribuição normal deles se considerasse o mesmo desvio e média. Note que os eixos X e Y tem amplitudes diferentes em cada gráfico." ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# reorganiza dados para plotagem de heatmap\n", "df_plot = None\n", "for s_name in l_name:\n", " df_aux = d_logrtn[s_name].copy()\n", " df_aux.index = [[s_name] * len(df_aux.index), df_aux.index]\n", " if s_frq == '1D':\n", " df_plot = df_aux.copy()\n", " else:\n", " df_plot = pd.concat([df_plot, df_aux])\n", "\n", "df_plot = df_plot.stack().reset_index()\n", "df_plot.columns = ['Freq', 'Date', 'Index', 'Return']" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Izs4maMJYHJ6QUEarvltjnv3zeLas+oFN//qeSe+W70q9EFXFw23q29WrAOgy\nbCCRKZfLvU9jrbp16DloABG//kZ81DE6+fUwUOSiLKSPEqLi5A6WGdr8zfek37vPMy88j2vjRk99\nvZ2DA++//z6FhYXMnTtXpgqaiNDQUCwsLFi/fj0zZszgs88+IyEhgcmTJ7NmzRrWrFkjHZeeafeV\n0/7dvJzEycPReLRvR89BA8pczqA/jaZhMzcid+0l+ep1A0YshGnTtqmc7GwSY+No3q4N7bt3wcm5\nBg6OjuUub8CoZwEI3bJD36GKcpI+SoiKkwGWmbl+8TLhO36jUfNmDBo3qszv69GjB8OHD+fMmTNs\n2bLFgBGKsgoMDNRl3rx58ybOzs4kJCRw8OBBJk6cyJw5c8jKylI4yqpLo9GwbfU6AMa+OrVcWQEt\nLS0ZOfUFNGo1W76VJApChG3bhUajoe+Iyp1wN27hTutOXiTGxsnFC4VJHyVExckAy8zoTghfmVLu\nLEvvvPMOtra2fPXVV+Tl5RkiPFFOlpaWzJw5k0WLFjFs2DA6duzIzJkzWbt2LW5ubixfvlzpEKus\nxNg4LsYn0KGnN83btS73+zv16oGHVzviIo6QdO6CASIUwjzk5+UTuWsvjs416N6vd6XL6zey6C5W\nxM49lS5LVI70UUJUjKzBMiNXEs9x6kgMrTq2p123zuV+f/369Rk/fjyrV6/mp59+YuLEiQaIUpTX\nkiVLSE1NZdy4caxfv5769esDRVcPFy5c+NT3x8bGGiSuqlZuZmYmNwru69aLbFr1bwB8hgzg2rWr\n3Em5hYWVNdk5D3TvuXbtaokyHn5NjyEBXDqdyJbVaxn96mSyMzOJS0nH6QnrIssSa0WZU7myEWvV\nkRBzjMy0dALGjMDaxqbS5XXq5YOjcw2i9x1k0J9G6yFCURnSRylf7sP9FxTNwtBoNFy9WrRGrqz9\nT1kZ4jiY4rEtTWX7KBlgmZEd/y7ac2z4ixN16djL66WXXmLDhg3861//Yty4cdjooTMUFbN161Zu\n3brFtGnTsLOzQ6VS8cYbbxASEkLHjh05cuQIXl5eTy3HECeqsbGxVa7ctLQ0slIu4+Rcg6RzF7h+\n/hLtfbri06foirutpTWW1lbUdXUFigZXTZs2K1HGw69xc2tK+OadnD0Wh72VLS5NXOjcoMUT95yr\nisdWVG/R+w4B0DOwn17Ks7K2xiegL6Gbd3D2+En8m5T/DrOoPOmjTKfc4v3XpYSz7P9lK2ePnyQr\nPQNH5xqx8EQsAAAgAElEQVS06dyBnoMD6BzQTy97nhriOJjqsTUUGWCZieSr1zkdE0vLDu1p3enp\nP2ilqV27NuPGjeP7779n165djBgxQo9RivIYNGgQs2fPZuLEiRQUFDBnzhwaNGjARx99hJWVFa6u\nrrr570K/9v+yDYDA5yr371+lUjHoT6P4dtE/2LdxK8P+Ml4f4QlhNh5kZXPqSAwNm7nh1spDb+X6\nDg4gdPMOjoWGM234WL2VK8pO+ijTUpBfwIbl33BgU1H/Vae+K3UbNSArLZ3jYYc5HnaYpMhYFi1a\nhJ3do3s5CuOSAZaZ2P/LVgACx1R+QDRx4kR++OEH/v3vfzN8+PAK3w0TlWNvb8/nn3/+yOPr169X\nIJrq437qHY6FhtOwmRvtunepdHnd+vVh07/+TdSe/TKdSVQ7p47EUJCfj09AX732JU1bedDIvSkJ\nR4+TmZmpl6vyonykjzIdWVlZ/POvC0lKPE/DZm6Mn/EqrTq25/r1a7i5NeXymXOs/+Kf7Ny5k1u3\nbvHVV1/h7OysdNjVmiS5MAOZaWlE7QmlbsMGdOrlU+nyGjduzKBBg0hMTCQmJkYPEQphPg7v3oe6\nsJD+o4bp5YTQ0tISv6GDyMl+wImII3qIUAjzcfxQJAA+AX31Wq5KpaJ7/z4UFhQQHh6u17KFMCd5\neXnMnDmTpMTzdOvrx6yv/kHrTl66/kulUuHRvi2vL55HQEAAsbGxTJ06lZycHIUjr95kgGUGDu/e\nT35eHv1HPYuFpaVeynzhhRcA+PHHH/VSnhDmQKPRcOS3/Vjb2uj1hLD30IGoLCyI+m2/3soUwtTd\nvn2bS6fP4OHVjroNG+i9/G59/QA4cOCA3ssWwlzMmzePY8eO0d6nG1NC3sPO3v6xr7OwtOTdd99l\nyJAhxMfHM3v2bO7fv09aWlqJP7VabeRPUD3JFEETp9FoOLx7H1bWVviWYyPUp+ncuTOtWrVi//79\n3L17FxcXF72VLYSpupJ4jts3k+kR2A97Rwe9lVu7Xl069vTm5OFozp49S48ePfRWthCmKjQ0FI1G\no/e7V1oNmrrRoKkb0dHRZGZm6i07mhDmYvv27WzZsgVPT08m/d8bWD7hIvuDrCwi796l3+TnSbh0\ngd27d+PQtCF+QwfqXpOdmcnAlh1lyq0RyB0sE3f9wiWSr16nk19PHJ1r6K1clUrFmDFjyM/PZ9u2\nbXorVwhTdnR/GAC+QYF6L9tvSFEntnv3br2XLYQpOnToECqVii59ehmsjo69fMjLy+PgwYMGq0MI\nU3Tz5k0WLFiAg4MDCxYsKNMWCA5OjtSq48JrC0NwdK7Brz+sJyc7GyfnGjg51yiR5l0YlgywTFzM\n/qL0t70McEI4fPhwbGxs+Pnnn9FoNHovXwhT8uDBA05GRlGnvittOnfQe/ntfbriUMOJvXv3UlhY\nqPfyhTAl9+7dIy4ujqatW1LTpbbB6unkV3Q3WC5ciOpm8eLFZGVlMWfOHNzc3Mr13lp16zDu1ank\n5uSw9h/L5RxPATLAMmE5OTmcCD9Mrbp18KzAxsJPU6tWLQIDA7l8+TLx8fF6L18IU3LgwAFyc3Lo\nOXgAFhb6/+mzsramU68e3Llzh+joaL2XL4QpOXjwIGq1Gq8e3Q1aTwO3JjRv3pzw8HCysrIMWpcQ\npiI8PJz9+/fTrVs3Ro0aVaEyegzsj5dPNxJj4zgedljPEYqnkQGWCTt48CA52Q/wHTygUskt1Gr1\nI4sctX8DBhSt69q8ebMsfBRVmvYKuO+gAIPV0dW/aFH+jh07DFaHEKZg//6ihC4dDDzAAujfvz95\neXlEREQYvC4hlJafn8/f/vY3LCwsmDt3boWz3apUKsa9Pg0LS0s2f/NvCvLz9RypeBIZYJmwnTt3\nAuA7uHLTAx9kZRF2/RyRKZcf+Sts5opDDSd+3b2L+/fv6yNsIUzOvXv3OH78OE1beVCvkf6znWm5\nt2tNgwYN2LNnj6TIFVXWgwcPiIyMxN3dnXqNGxq8vj59+gBFa76EqOq2bt1KUlISY8eOpU2bNpUq\nq36TRvgPG8IfvycTtn2XniIUZSEDLBN19+5djh07RtNWHtRv0qjS5Tk4OeoWORb/q1WnNt36+pFx\nP424uDg9RC6E6dGui+roZ9jsfhYWFgwcOJCsrCxZlC+qrIiICHJycujb1zDZAx/Wpk0b6taty6FD\nh2SmhajS8vLy+Oc//4mNjQ2vvPKKXsp89oXnsXN0YOfan8jLzdVLmeLpZIBlovbu3YtaraZz754G\nr8t7QFEn+dtvvxm8LiGUoJ0e2MnX8OnTBw8eDPzvDrQQVY12Xyp/f3+j1GdhYYG/vz93796V9cKi\nyim+jGPt2rX8/vvvjB49Gjs7uxJLOjSail1cqFGrJv1HPkvG/TSi9siecsYiAywTpT0h7NjL8CeE\nrTp44uxSm4MHD5KXl2fw+oQwpnv37hETE4Onpycu9esZvD4PDw/c3d2JiIjgwYMHBq9PCGNSq9VE\nRERQp04d2rVrZ7R6+/XrByB3hkWVk5GRwd6Lpwi/eZFvf/geKxtr2gb1LbGcI/RKArmVuPsUOGY4\nNna2HNzyq5znGUmZB1j5+fm89957TJgwgbFjx3LgwAGuXr1KcHAwEyZMYP78+ZIGUk/u3LlDTEwM\nXl5e1K5X1+D1WVha0rl3T9LT04mMjDR4faJIYWEhs2fPJjg4mPHjx3PhwgVpUwagnR6oTehiaCqV\nioEDB+rWqQjjunPnDn379uXKlSvSngzg7NmzpKam4ufnZ5BsnKXp1asX1tbWsg7LiKSPMh4HJycu\nxidw99Yf9BocQMOmTUos53BwdKxU+U41a+I/bAhpd+7K7AojKfOv4/bt23FxcWHdunWsWrWKDz/8\nkI8//ph33nmHdevWodFodFmFROXs27cPtVpNQIDhsp09TLtRpOw1YjyhoaFYWFiwfv16ZsyYwaef\nfiptygC0U1+NNcACCAwsSkyzb98+o9Upii4E/vWvf8Xe3h6NRsPixYulPemZNpOfsaYHajk6OuLj\n40NiYiIpKSlGrbu6kj7KuPZt3AJAwHPDDVL+wLEjsbC0lL1PjaTMA6ygoCDefPNNoGiKgJWVFWfO\nnMHb2xso+rE9fFjy7OuDdpBjzBNCt5YtcHV15dChQ+RLKk+jCAwM5MMPPwSKdmyvWbMmCQkJ0qb0\nKC0tjejoaLy8vGjUqPLJYsrKy8uL+vXrc/DgQWlPRrR06VKCg4OpV69oKqj0UfoXHh6OSqWiV69e\nRq9bO01Q7mIZh/RRxnPt/EUunU7Eq0d3GjQt36bCZVWrbh069vLh0qVLHD161CB1iP8p8wDLwcEB\nR0dHMjMzeeutt5gxY0aJbD4ODg5kZGQYJMjqRDs9sHPnztSvX99o9apUKvz9/UlLSyM2NtZo9VZ3\nlpaWzJw5k0WLFjFs2LASV5WkTVVeRESEUacHallYWBAQEEBaWhrHjh0zat3V1aZNm3BxcaF3794A\naDQaaU96lpGRQVxcHB06dKB27dpGr19710z2wzIe6aOM49B/U6gHjh1p0Hp6Dx0EwLp16wxajwCr\n8rw4OTmZ119/nQkTJvDss8/yySef6J7LysrC2dn5qWUocfKu1IChIvWGhYWhVqtp27YtcXFx3Ci4\nj4OTU6mvv5NyCwsra7JzihbTX7t29amveZzszEyaNGkCwH/+8x+sra3LHHN1+E67detmsLKXLFlC\namoqY8eOLbH4VOk2VRXK/eWXXwCoX7/+U9vT49rJw+3paW0pOzOTuJR0nJycaNq0KQDr16/Hxsbm\nqbHqgzmVq+82tWnTJlQqFYcPH+bs2bPMmjWLe/fu6Z4va3uC6vGbVpE6jx49SkFBAR4eHsTGxpKZ\nmVmpNlXWvknbpgBcXV2JjIwkJiYGS0vLMsVtDsdWHwzVT0kfZdhyr1+/zsnIaFzdGuNQp2a5z+O0\nry9Le7JyssPNzY19+/axZ88e6tSpU+54K8OcvrPKtqcyD7BSU1OZPHky8+bNo2fPotTh7dq1IyYm\nBh8fH8LCwvD19X1qOYY8UX2c2NhYo9dZmXq1VxXGjx+Pq6srWSmXcXKuUerrbS2tsbS2oq6rK9eu\nXaVp02ZPfE1pMtMz6NG5N6tXryY+Pp6uXbuWafdwJY6vUt+pvm3dupVbt24xbdo07OzssLCwwMvL\nyyTalKGOsTHLzc/PJyEhgYYNGzJq1CjS09Of2J4ebiePa09Pa0uZ6Rl0btCCmjVr0rFjR/75z39y\n6tSpEu2pKhxbU7R27Vrdf0+aNIkFCxawdOnScrcnqB79VEXq3Lp1KwDjxo2jc+fOpKWlVapNlbVv\n0rYpgP79+7Nhwwasra3p0qXLU2M2l2NriqSPMk65YWFhaNRqBo0dRbNm7o99TWltpXibKmt7euGF\nF1i0aBFnzpxhxowZ5Y63osztO6usMk8RXLlyJRkZGaxYsYJJkyYxadIkZsyYwbJly3j++ecpLCwk\nKCjIkLFWeQUFBRw+fJiGDRvSsmVLo9dvZWVF3759SUlJISEhwej1VzeDBg3izJkzTJw4kalTpzJn\nzhzmzp0rbUpPTpw4QXp6Ov369SvTxQJ9s7a2pm/fvty6dYvExESj11/dqVQqZs2aJe1JTzQaDRER\nEdSsWZMOHTooFoefnx+ArP0xAumjDE+tVrNt2zZs7GzxHtDHKHUOHDiQmjVr8tNPP0nKdgMq8x2s\nkJAQQkJCHnl8zZo1eg2oulCr1Y/MXT516hRpaWkMGDCA9PT0Sm0sV1EBAQFs27aNffv24eXlZdS6\nqxt7e3s+//zzRx6XNqUf2v1y+vfvr1gMffv2Zdu2bYSFheHp6alYHNVN8TYk7Uk/Ll26RHJyMkOH\nDi3z1Dx90G7CqtWuXTssLCw4dOgQEydOBKBGjRpGTRlfXUgfZXhHjhwhJSUFn4B+2Dk4GKVOOzs7\nRo0axffff8/BgwcZNGiQUeqtbuQXSSHajeWKbyT3096ivQlqtW2ul43lKqJ3797Y2tpKemlh9kJD\nQ3FwcMDHx0exGPz8/LC0tJSsZ8LsaRNL9OljnKvsWg+ysgi7fk7XT57K+gO3Vh4kJCSw72I8ey+e\nkkQLwmxp1wn3GNjPqPWOGjUKgM2bNxu13upEBlgKcnByKrGR3Pm4eCytrOjs10MvG8tVKCYHB3x9\nfbl06RI3btwwev1C6MOVK1dISkrC19cXW1tbxeKoWbMmnTt35uTJkyUSLghhbrQDLCXSszs4OZbo\nKzv06I5arebGpStPTAIlhCm7d+8e+/bto3nz5jRr08qodbdu3RovLy/Cw8P5448/jFp3dSEDLBOR\ndvce1y5comUHT6PdJi5N3759AdlrRJgvU5geqNW3b1/d+hUhzFFeXh6xsbG0atUK1ycsoDcWz+5F\nyS3OHDuhcCRCVNy2bdvIz89n+PDhiqwTHjlyJIWFhWzbts3odVcHMsAyEWeOHgfAy0f5TCjavUbC\nwsIUjkSIijl48CAqlUp3sUBJcsFCmLu4uDhycnJ0GYSV5t6uNXaODiTGxikdihAVtnXrVqysrBRL\nFPLMM89gbW3N5s2bS+xvJvRDBlgm4nRMUQ5/UxhgNWrUiFatWhEdHc2DB6XvpyCEKUpPTyc2NpYO\nHTpQt25do9atXZBf/M/V1RVXV1fCw8O5e/cumZmZJTZpF8LURUdHA5jMAMvS0pK2XTrxx+/JpCbf\nUjocIcrt4sWLJCYm0qdPH0U27QaoVasWAQEBXLp0ifj4eEViqMpkgGUCCgsLOXPsBLVd69LQvanS\n4QBFd7Fyc3OJiYlROhQhyuXIkSMUFhbq7sQa08ML8iNTLnP41hU8unQgPT2d9WF7OJmeLIvyhVmJ\niorCwsICb29vpUPR0U4TPB93SuFIhCi/X3/9FSi6i6SkkSNHAv/b407ojwywTEBS4nmyMzLx8umm\nyDzcx9GenMq0JmFutGudevfurUj9Dy/Id3KuQZc+RYkBLsafwc7BXpG4hKiIrKwsTp06hZeXFzVq\nlL7pvbF5dusMwIVTsmejMC8ajYZff/0VBwcHxdcJ+/n5Ubt2bX777TcKCgoUjaWqkQGWCTCl6YFa\nXbp0oUaNGkU7jMvcXGEmNBoNkZGR1KxZ06T2cWvbpSNW1tacjj6mdChClEtsbCwFBQUmMz1Qq26j\nBri41uPi6TMy5VaYlZMnT3L9+nUCAgJwUDipmZWVFYMHD+bOnTu6qcBCP2SAZQJOx8RiaWVF266d\nFIvh4bUj2dnZ+Pj4cPPmTU6ePKl7XDoyYcouX75McnIyvr6+Rt0M9Wls7e1o3bkDNy5dIfN+2tPf\nIISJiIqKAkxn/ZWWSqWiTZeOZGdkcvHiRaXDEaLMtNMDn332WYUjKaKdprhz506FI6laZIClsPS7\n97h2/iItvZRNz/64tSP12hfty7Dut+1EplyWDR2FyVN6euCTtPfuCsDVxAsKRyJE2UVFRWFjY0OX\nLl2UDuURbbt0BODYMbkzLMxDQUEBu3btonbt2vj6+hq9/sclYvLw8MDV1ZW9e/fyxx9/yMV0PZEB\nlsIS/ruPR3sTmB748NqRbv5F60bOx8UXbXwsGzoKExcZGQkUzSs3NdpF+VfPygBLmId79+6RmJhI\nly5dsLOzUzqcR7T57wArNjZW4UiEKJuoqCju3LnDkCFDsLa2Nnr9j7uYfuR2Eu18vcnIyGD17q3s\nvXiK7Oxso8dW1VgpHUB1p12T4dVD+QHWw5xdatOsTUsuxp/hQWaW0uFUOfn5+XzwwQf8/vvv5OXl\n8corr9CgQQOmT5+Ou7s7AMHBwQwdOlTZQM1Ebm4uR48epWXLljRo0EDpcB7RsJkbtevV5erZCxQW\nFiodjhBPpc0ia2rTA7Vq16tLvUYNOXHiBPn5+YqcsFZl0kfp344dOwBlpwdqL6YX1ysogENbf+V0\n1NGifACZ6QpFV3XIAEtBxdOzNzKR9OwP69DDm6vnLpJ4/CStO3dQOpwqZfv27bi4uPDJJ5+QlpbG\niBEjeO2115g8eTIvvvii0uGZnWPHjpGTk2OS0wOhaM2IZ/cuRO7ay/nz5032pFUIrSNHjgDQo0cP\nhSMpXcuOnhzZvZ+EhAQ6d+6sdDhVivRR+pWTk8PevXtp3Lixyf1bbda6JfUaNeTk4WhGTfsLjkoH\nVAXIFEEFXbtwyeTSsz+svU/RupGEGJmCoW9BQUG8+eabQNG8aCsrKxISEjh48CATJ05kzpw5ZGXJ\nncOyOnz4MGCa66+02v13mqBkaxLmICoqCkdHRzp0MN2La606tAekTRmC9FH6FRkZSXZ2NkFBQSZ3\nzqdSqfAe4E9eTi5n/rt0RVSO3MFS0NnYOMC00rM/zL1NKxyda5Bw9DgjX/qz0uFUKdr0rJmZmbz1\n1lu8/fbb5ObmMm7cODw9PVm5ciXLly9n5syZTyzHUOsPzK3cvXv3Ym1tjYWFxWPryMzM5EbB/VLX\nEt5JuYWFlTXZOQ90j127dvWprynP8zXqu4BKxf79+w0yEDSn76xbN9P93ROQnJzM1atX6devH1ZW\npnuq4NHBEygaDE6fPl3haKoW6aP068cffwSgadOmJep4Wt8ET+5btP3U0/qfp72mSbuWABzZs5/e\nLdsb5DiY03dW2T7KdH81q4Gzx08qnp79aSwsLfHs1oWjoWHcun4TGnooHVKVkpyczOuvv86ECRN4\n5plnyMjI0G3mGRgYyMKFC59ahiFOVGNjY82q3H379nH9+nV69+5damamtLQ0slIuPzL3XMvW0hpL\nayvquroCRZ1W06bNnviap5XxOPWbNuby5cu0bdsWR0f9TcQwt+9MmDbtHSFTnh4I4OTsTKtWrTh+\n/Di5ubnY2toqHVKVIn2UfkRHR3Py5EkaNmzI2LFjS9zBelrfBKX3LcX7qbL0P096TdOmzWjUvBlX\nEy+Qk5ND3759y/sxn8jcvrPKkimCCrlz5w43Ll1RPD17WWinCSYej1M4kqolNTWVyZMn89577zF6\n9GgApkyZwqlTp4Ci9Q+mtFmuKYuPjwdMM3vgw9zbtaawsFCXQEAIU6Rdf+Xl5fVIWufifxqN8umc\nu3XrRl5eHnFx0kfpk/RR+pOQkEBGRgaBgYEmNz2wuK7+fhTk5+v6VFFxcgdLIdqrg6aQnv1pPP+7\nf8+54ycVjqRqWblyJRkZGaxYsYIVK1YAMHv2bBYvXoyVlRWurq58+OGHCkdpHrQdvimvv9Jq2rYV\n0bsPEBERQf/+/ZUOR4hHaDQaoqKiqF27Npc1WdxOufzY1/2RkkKNWjUp/bq7cXTv3p0ff/yRqKgo\nk7/jZk6kj9Kfo0ePAjBo0CCFI3myrv692PHv/3DihKzDqiwZYClEd3XQBNOzP6ymS23cWrbg8plz\nZGdnU7NmTaVDqhJCQkIICQl55PH169crEI35Kiws5PTp0zRo0AAPD9OfwtqweVMcHBx0e3YJYWqS\nkpK4ffs2AQEBODk7lzp1KctENp7v0qULlpaWkuhCz6SPqjy1Ws29e/c4duwYderUoUWLFqSlpZV4\njancCQZo5N6Ueo0acvr0aR48eIC9vb3SIZktmSKogMLCQqKjo6lZx8Vk07M/rL1PNwoLCmRDR2Fy\nzpw5Q2ZmJn5+fiY99ULL0tKS7t27c/XqVW7cuKF0OEI8QnsB0NvbW+FIysbR0ZH27dsTHx8vWe2E\nScnIyODbnZvIzMykjXcXov64WmKT38iUy4ReSSA3N1fpUIGibIIdfb3Jy8sjIiJC6XDMWrkHWCdP\nnmTSpElA0YmNv78/kyZNYtKkSezcuVPvAVZFp06dIj09nXZdO5nFCSH8L9NhVFSUwpEIUZK2EzCH\n6YFaPj4+AHIXS48KCwuZPXs2wcHBjB8/ngsXLnD16lWCg4OZMGEC8+fPR6PRKB2mWdD+znfv3l3h\nSMquZ8+eFMhFQGGCzp0oWs/kE9gPJ+caj/w56DHZkT508C3qn/bu3atwJOatXAOsb775hpCQEPLz\n84GiRXsvvvgia9asYc2aNbKbdxmFhYUB0LabaW009yQtPNtg52DPkSNH5CRFmJTIyEhUKlWp2QNN\nkXaTYRlg6U9oaCgWFhasX7+eGTNm8Omnn/Lxxx/zzjvvsG7dOjQaDfv371c6TJOnTcDSsGFDGjdu\nrHQ4ZaZdeyXTBIUpUavVnI46ir2TI607mUdCkCYezXFxcSE0NJS8vDylwzFb5RpgNWvWjOXLl+tO\nsE+fPi0bzlVAeHg4lpaWtOrYXulQyszSyorWnTrw+++/k5SUpHQ4QgBF0y/i4uLw8PAwq7WBTZo0\nwc3NjaioKAoKCpQOp0oIDAzULbi/efMmNWvWJCEhQTfNzd/fX7cZtSjd2bNnSUtLw9fX12xmWEDR\nOixra2vd9EYhTEF8fDzp9+7TuktHLC0tlQ6nTFQqFV26dCEzM1PaUyWUa4A1aNCgEv9AOnXqxMyZ\nM1m7di1ubm4sX75c7wFWNampqSQkJNCpUyeTT8/+sDb/3a9L5uUKUxEVFUVhYeFTU0mbUkppLT8/\nPzIyMiQdrh5ZWloyc+ZMFi1axLBhw0rcbXdwcCDDRJIymDLt9EDtXVZzYW9vT+fOnTl79iz37t1T\nOhwhgKI76wBtu5vPjCUoumABsGfPHoUjMV+VyiI4cODAcm84p8T8aKXmZD+u3vDwcKDobuCNG9cq\nvHN3aa/R7uhd2XIep2aDugDs2LEDT09P3ePV4Ts1xU3sxP+m2LVu3Zq9F089sT2ZSkppLT8/P378\n8UciIiJ0nZmovCVLlpCamsrYsWNLTG/JysrC2dm5TGVUh9+00urUnlDZ29sTFxfHjYL7pbarp/Ub\nj3u+eB+lj74pOzOTuJR0nJycaNq0KUePHmXDhg0lEnSYyrE1NOmnTItGo+HgwYPYOdjj7tla6XDK\npUWLFtSrV48DBw5QUFCAlZUkHS+vSh2xKVOmEBISQseOHcu84ZyxfwCU2uG5tHr/85//ADBmzBhS\nHFUV2rm7tNcU39G7MuWUxqWWCx4eHpw7d4727dtjZ2enyPE11V27hXFpNBoiIiJwdnamWbNm5Dg5\nPbE9mUpKaa0ePXpgaWlJZGQkb7zxhtLhmL2tW7dy69Ytpk2bhp2dHRYWFnh5eRETE4OPjw9hYWFl\nXqdXHX7THldnXl4eFy5cwMPDg8DAQNLS0shKuVxqu3pav/Hw8w/3UfromzLTM+jcoAU1a9ZEpVLx\nyy+/8Mcff+g+m6kcW1H9JCQkkJKSQte+flhZWysdTrlYWFgQGBjI+vXrOXr0qFmtcTYVFUrTrp2X\nPX/+fBYvXsykSZOIi4vjlVde0WtwVU1hYSGRkZE0aNCAFi1aKB1OhfTs2ZPc3FyOHTumdCiimktK\nSuLmzZv07NnTbOa2F1ejRg06d+5MfHz8I/uiiPIbNGgQZ86cYeLEiUydOpU5c+Ywd+5cli1bxvPP\nP09hYSFBQUFKh2nS4uPjefDggdlu1uvl5YWDg4MkuhAmQXs3uON/s/KZG+2myDJNsGLKfQerSZMm\n/PjjjwB4enrKhnPlcOrUKdLS0hg0aJBZLR4uztfXl3Xr1hEWFmZWabFF1aOdHujn56dwJBXXq1cv\nYmNjiYqKYvDgwUqHY9bs7e35/PPPH3l8zZo1CkRjnsx1/ZWWjY0N3bp1Izw8nNu3b+P6hDtjQhiS\nRqPht99+w97enrZdOpHxIFPpkMqte/fu1KpVi3379jF37lwsLGTr3PKQo2VE2vVXffr0UTiSiuvY\nsSMODg6S6EIoTjvAMueBvjZ2aU/CFERFRaFSqXT7tJkj7d23mJgYhSMR1dn58+e5du0avXr1wtrW\nRulwKsTKyoqAgABSU1M5ceKE0uGYHRlgGVF4eDhWVlZmPZfVxsaGHj16cOXKFW7cuKF0OKKaysvL\nIyYmhhYtWtCoUSOlw6mw9u3bU7NmTSIjI2V/OaGo7OxsTp48iaenp1ltefAw7d037d04IZSgnVbX\nr4Qmm3cAACAASURBVF8/ZQOpJJkmWHEywDKSO3fucPr0abp27YrTEzKdmQPtHTjtHTlRMfn5+bz3\n3ntMmDCBsWPHcuDAAa5evUpwcDATJkxg/vz5ctJdihMnTpCdnW3W0wOhKK24n58fycnJXLp0Selw\nRDV2/Phx8vPzzXZ6oFbbtm1xdnaWdVh6IH1Uxe3ZswcbGxt69eqldCiV0rNnT2rUqMHevXvluy4n\nGWAZiXYKkDlPD9SSaU36sX37dlxcXFi3bh2rVq3iww8/5OOPP+add95h3bp1aDQa9u/fr3SYJkn7\nb8+cpwdqSXsSpsDc119pWVpa4u3tzY0bN2SWRSVJH1UxV65c4eLFi/Tu3RtHR0elw6kUGxsb+vfv\nT3JyMqdPn1Y6HLMiAywjCQsLA8Df31/hSCrPzc0Nd3d3oqKiKCgoUDocsxUUFMSbb74JgFqtxsrK\nijNnzuj2b/H39+fw4cNKhmiyIiMjsba2LrHXjbnS3oWTAZZQUlRUFNbW1nTt2lXpUCpNO0g8cuSI\nwpGYN+mjKkY7nW7gwIEKR6If2mmCv/32m8KRmBfZOcwItOnZ69evT6tWrZQORy/69OnDmjVrOHfu\nnNmm9FWag4MDAJmZmbz11lvMmDGDJUuWlHg+owx7NxlqQ0tTLTctLY3ExETat2/PmTNndI9XduPu\np22KWtEyHicuLq7EVOGmTZsSExPD4cOHsbW1feJ7n8RUv7PHkX2CTEdaWhpnzpyhW7duut8lc6Zd\n53zkyBGz3RLFFEgfVTFbtmzB0tISFxeXEpt1P9yfaFV2w21tufrYuBuKNu9uY1VLdxwcHByws7Nj\n+/bt9OvXr1JZsE31O3ucyvZRMsAyAm169oEDB5ptevaHaQdYp06dUjoUs5acnMzrr7/OhAkTePbZ\nZ/nkk090z2VlZeHs7PzUMgxxomqojTL1Ue7WrVsBGDJkiK6sQ4cO0aRJ00pt3P20TVErUsbjnD2T\nQOfOnUskEhg4cCDffvsthYWFFT4+pvydCdMWExODRqMx++mBWi1atMDV1ZWoqCiCg4OVDsesSR9V\nPjdu3CApKYnevXvj7++v26z77v27j/QnWpXZcLt4P6WPjbuhaPNuUtJLHIf+/fuza9cuHB0dadeu\nXanvfRJT/c4MRaYIGkFVSM/+MG9vb2xtbWWAVQmpqalMnjyZ9957j9GjRwPQrl07XXrhsLAwunfv\nrmSIJqkqpGd/mCSOEUrSJoSoKgMslUpFr169uHfvHteuXVM6HLMlfVT57d27F6g60wO1tPs0SjbB\nspMBlhFo07ObezaZ4uzs7PDx8eH69eukpKQoHY5ZWrlyJRkZGaxYsYJJkyYxadIkZsyYwbJly3j+\n+ecpLCwkKChI6TBNilqtJjIyknr16tG6dWulw9GbLl26yP5yQjFRUVHY29vToUMHpUPRG21/Kwvz\nK076qPL77bffsLCwIDAwUOlQ9KpPnz7Y2dnJAKscZIqggWnTs3t7e5t9ena1Wk1aWpru/3fv3p3w\n8HD27t3L8OHDdY/XqFFDdvwug5CQEEJCQh55fM2aNQpEYx7Onj3L3bt3GTlyZJWZbgv/218uNDSU\nmzdv0rhxY6VDEtXE7du3uXTpEn369MHGxjw3RH0c7d04GWBVnPRR5ZOcnMzJkyfp2bMnLi4uSoej\nVw4ODvTp04e9e/dy8eJFWrZsqXRIJk/Ogg2sKqVnf5CVRdj1c0SmXCYy5TK2LZsAsOPgPt1jey+e\nKtOiVyEqoipOD9SSdO1CCdrpgVUtWZH2Lve5c+fIyclROhxRDWinB2qz7lU1kk2wfGSAZWCHDh0C\noG/fvgpHoh8OTo44OdfAybkG7m1bUateHS6cTMDe0QEn5xpPzOImRGVFRESgUql0WcLMkfZO8MN/\nnTt3BiA0NBS1Wq1wlKK60KYyryrrr4rr1asX+fn5HD9+XOlQRDWwZ88eVCpVlZseqNWvXz+sra11\nA0nxZDJF0IAKCgqIjIykYcOGVSY9e3EqlYoWHTw5fiCcK2fO0rJDe6VDElVYVlYWJ06cwNPT06yn\nX+RmPyDs+jlcHtQt+YQl1G1Yn6joaO7du0edOnWUCVBUGxqNhsjISFxcXCqcGUxpD09dL65jx45A\n0Z3vqrQGWpie27dvc/z4cbp160a9evWUDscgnJyc8PPz4+DBgyQlJeHu7q50SCZN7mAZUFxcHOnp\n6fj7+1ep9SLFeXTwBOB0jGH2NhBCKzo6mvz8/CoxPbD4neDif149vMnNySE+Pl7pEEU1cOHCBW7f\nvk2vXr3Mdt3sw1PXi//lNKqFhaWlbmqxEIayd+9eNBqNLtteVaX9fHIX6+nM8xfVTFS16YGP496u\nNVbWViTEyBQMYVja9uTv769wJIbj5dMVKMrqJoShaQcefn5+CkdSOaVdsKjjWo9GLZpx/vx57t27\np3SYogrTZteraunZH9a/f3+srKxkHVYZyADLgA4dOoStrW2VnNuuZfP/7N15WFTV/8DxN5soqyLi\nrrhvKAiImKK4i0vuu1hq5lK2WblWlpaV2eLSLy3NMndFy8QNBVFURBHcAhUXhAQFlX2f+/vDZr6i\n7MxwZ5jzeh6ecuZyzucO9zPnnnvPPaeqKc3btyP6RhTJj0QDJmiGJEkEBgZibW2No6Oj3OFoTEvH\n9hgZG4sOllAhlBOqVObhc41aNUeSJJFTgsYkJCRw/vx5nJ2dqV27ttzhaJS1tTXu7u5cvXqV2NhY\nucPRaqKDpSEJCQncuHEDNzc3qlWrJnc4GtWu09Or7lfPX5Q5EqGyioyMJC4uDg8PD4yMjOQOR2NM\nq1WladtWREZGkpCQIHc4QiWWnZ3N+fPnadWqFXZ2dnKHozGNWz99/vn06dMyRyJUVseOHUOhUFTa\n2QOfp7xLJ9bEKproYGlIeHg4ULmHByq1c3MB4Kp4DkvQEH0YbqvUyvnpHbqTJ0/KHIlQmUVERJCd\nna3zwwOLY9eoPpaWlpw+fRpJkuQOR6hElBOsHDhwAHg6E2dBM8RKkm7NCqtQKEhNTS1wX5KSknBz\nc8PQ0JCDBw+KGW+LIGYR1JCwsDBAP04I69k3okYtW66dv4giTySboH4nTpzA0NCwUkxwUZy2rh35\ne9NW/P39GT58uNzhCJWUciKVyt7BMjQ0xMXFRTXzWZMmTeQOSagkUlJS2HcxiAsXLtCoZXOiSCcq\n7la+bR7GxWFZ3VqmCMsmIy2NO+mJGDy3L89q2q41ly9fJioqqlLOkq0OooOlARkZGVy5cgV7e3ss\nLS0LnEJWF69qFMbAwIB2nZw55XuEe1G3oL5Y4VtQn8ePHxMeHo6TkxPVq1eXOxyNs6tfjwYNGhAU\nFER2djZVqlSROyShErp06RKmpqY0b9680GnOK0s75e7uTkBAAKdOnRIdLEGtbl2JQKFQ0KmnBxZW\nli+8n5aSIkNU5VfVrFqB+6PUqVd3bl6+RkBAgOhgFUIMEdSAEydOkJOTg71TuwKnjg2Ku4X/7atk\nZWXJHaratPtv9rOI0HCZIxEqm1OnTqFQKPD09JQ7lAphYGBAt27dSE9P59y5c3KHI1RCcXFxxMbG\n0qhVc84/jq307ZRyEg/lUGNBUJfw08EAOHevvBPFFKRjty4YGBhw/PhxuUPRWqXuYIWHh+Pt7Q3A\n3bt3GT9+PBMnTmTJkiVifPN/lFPfOnfvWuDUsRZWlpiZm8scpXq1cXbC0MiIfy6IiS5K49l8unbt\nGt27d8fb2xtvb298fX1ljk47KE+KnJ2dCx0TnpqaWimutCt5eHgA4O/vL3MkuiMnJ4cPPviAiRMn\nMnr0aI4fPy7aqEIoJ3xo49qx0DaqMrVTdnZ2tG7dmnPnzpGeni53ODpHtFMFe/z4MTfCr2DfqgW2\ndevIHU6Fsq5pQ9O2rQkLC+P+/ftyh6OVSjVE8Oeff+avv/7C/L8v3eXLl/Pee+/RqVMnPvnkE44d\nO0afPn00EqiuUE4nbWpWjeYObeQOp8JUszCnpaMDEaHhPHjwAGtr3RpzLIfn8+nq1atMmTKFKVOm\nyByZ9sjNzeXUqVPUrl2bW1Ia8YWMCb+SEk+LrBoUPqBBtzg6OmJpaYm/vz+LFy+utAuVq9P+/fux\nsbFhxYoVJCUlMXToUNq0aSPaqAIoJ1Bp1bGDzJFUnO7duxMREUFwcDA9e/aUOxydIdqpwilnD+zU\nq/KuzViUjt1fIurqPxw8eJCpU6fKHY7WKdUdrMaNG7NmzRrVVcBr167RqVMn4OmXl5gG9emXz4MH\nD2jq0AYjY/16xM2pWxcAAgMDZY5ENzyfT1euXCEgIIBJkyaxaNEi0tLSZI5QfuHh4SQlJfHSSy9h\nbln4lfaq1arKHapaGRsb4+Hhwf3797l+/brc4eiEAQMG8NZbbwFPZ8EyNjYWbVQBsrOzOXXqFLa2\nttRuUF/ucCqMcoFyMUywdEQ7VbgjR45gYGCAa08PuUORRYcubhgZGalmURTyK1UPoF+/fsTExKj+\n/exwCzMzM1JK8DDfhQsVP5V3Rda5c+dOAJo7tiU6+m6h2yXGxWNobEJ6ZoZatymoTk3VpaSss1bj\np43133//jZOTU6HlqENFH0cuLi5qL/P5fHJ0dGTs2LG0bduWn376iTVr1jBv3rxiy9HUZ6EN5W7d\nuhWAunXrEhMTjZmFRaHbxsbElusYL+j95/OpLGWUNtb01FTC4pKxt7cHYMuWLQwdOrTI8pS04W9W\nUurOKTMzMwBSU1N5++23eeedd/jqq6/yvV+SNgoqdzt15coVUlNT6dSpE7Gx9zBLKjynynu8F5dT\n6mibSlJGWFgY1apVw9zcHD8/PwYPHqzxu8JyHEPa2k7p0vdSSctNSEjg0qVLNGzZlOT0VJKjUwvc\nTnl81rC1KfScsLx5oCxX3ed6RZ3DwtO2qm3btly+fJn9+/dTr169IrcH3ToWyptP5brFYmj4vxtg\naWlpWFlZFfs7mvgCKMqFCxcqtM5PPvkEU1NTGrdpSaNGjQvdztTIBCMTY2yLWOCxtNtER98tsE5N\n1KWUr85GjWnYvCk3btygefPmGhsmWNF/04rSt29fLC2fDnLr06cPy5YtK9HvaeKz0NRnXJpyJUli\n4cKFmJmZMXbsWM4/ji10VqPEuHjqN6hfrmP8+fcLyqfSllGWWFOTU3Cq0xQnJyfWrVtHZGRkiT4z\nbfibye3+/fu8+eabTJw4kcGDB7NixQrVeyVto6Byt1PKxUHbt29PgwaNipwprLzHe3E5pY62qbj3\nI65dxcnJCWtra3r06IGvry/W1tYanflMl3KmtMrSTunS91JJy/35558BcO/Tq0TneumZGYVuV548\neDan1HmuFxcfX+R+wdO2auTIkVy+fJm7d+8yZMiQIreX+29W0co1i2CbNm1Us1wFBgbi6uqqlqB0\n1e3bt4mKiqJz586Y6OnUyg6dXcnLyxPDMMpg2rRpXLp0CYAzZ87g4OAgc0TyunHjBtHR0XTv3h1T\nU1O5w6lw1tbWODs7c/nyZRISEuQOR+slJCQwdepUPvjgA0aMGAGINup5kiQREBCAmZmZXk6trBwm\nKIaxl51op57y9fXF2NiYDl3c5A5FVt27d6dq1aocOHBATCL0nDJ1sJS31ufPn8/q1asZN24ceXl5\nDBgwQK3B6Ro/Pz9APxYXLoyD+9MTmGPHjskcie5Q5tOSJUtYvnw53t7ehIWFMWvWLJkjk9fRo0cB\n9HpSAk9PT9VJsVC0n376iZSUFNauXaua4eydd94RbdQzbt++TXR0NF27dsXExETucCqch4cHBgYG\nooNVBqKd+p+bN28SERGBu7s7ZpaFD7HVB2ZmZnh6enLnzh2uXbsmdzhapdRDBBs0aMD27dsBsLe3\nZ/PmzWoPSlf5+flhZGREt27dOHRDP6crr92gPg0bNuTkyZNkZmZStWrlmnxA3Z7Np7Zt27Jt2zaZ\nI9Iefn5+mJiY0KNHD/Ly8uQORxZ9+vRhxYoVHDlyhFGjRskdjlZbvHgxixcvfuF10Ub9j7Kjrq+z\n6NnY2NC+fXtCQ0NJSUlRDXUTiibaqfyUkzr069dP5ki0w+DBgzl06BAHDhygXbt2coejNcRCw2ry\n4MEDLl26hKurq15PUW5gYECPHj3IyMjgzJkzcocj6Kh79+4RERFBly5dsChiYovKrlGjRrRp04az\nZ8+SlJQkdziCjvP398fAwEA1VE4f9ejRg9zcXHEXSygTSZLw9fWlWrVqqvUK9Z2HhwdWVlb4+vqi\nUFSe9SjLS3Sw1EQ5JK53794yRyI/5RBJ5ZBJQSgt5bGjz8MDlfr3709OTo5YdFgolydPnnDx4kU6\ndOhAzZo15Q5HNsrvFDGMXSiL8PBwoqOj6dWrF9WqVZM7HK1QpUoV+vbtS3x8vOqZV0F0sNRGeUIo\nOljQrl07bG1t8ff3Jzc3V+5wBB3k5+eHoaEhvXr1kjsU2SmHoRw+fFjmSARdFhQURF5eHp6ennKH\nIqsWLVrQsGFDAgMDyc7OljscQcfs27cPgGHDhskcifwUCgVJSUkkJSXRt29fALZv3656Tfmjr3e1\nRAdLDR49ekRwcDAODg4lWgegsjM0NKRv3748fvyY4OBgucMRdMzDhw+5ePEizs7Oenml/dlGKykp\nCRsbG5o1a0ZQUBCxsbF632gJZaO8Y6PvHSwDAwP69OlDWlqaGMYulEpmZia+vr7Y2dnRpUsXucOR\nXUZaGoH3IgmKu0VqbUts69XhmP9x/KKuEBR3i6C4Wxy9eanE6w9WNqKDpQZHjhwhLy+PgQMHyh2K\n1lB+Fr6+vjJHIuia48ePI0mS3g4PfLbRUv60cOtITk4OGw/46H2jJZReZmYmJ06coGHDhrRq1Uru\ncCrU8xcskpKScHd3B+DgwYPigoVQYseOHSMlJYWhQ4diZGQkdzhawczCHAsrSyytrejq1Zfc7Bz+\nuXARCytLLKwsMdPjZ6hFB0sNlJ0IfZ8C+FnOzs7Url0bPz8/MQxDKJWDBw8CqIYc6CNlo6X8ce/3\ndKjktXOhet9oCaUXFBREeno6/fr1U023rS+y0jNeuGCRbGuOhbUVxwL8ORl7U1ywEEpEDA8sWpd+\nvTAwNOT0IfH8PYgOVrnFx8dz/vx5XFxcqFu3rtzhaA1DQ0O8vLxITk4mKChI7nAEHfHgwQPOnTuH\ns7OzGG77jLqNG1K3cUOunLtAZnq63OEIOkb5/F7//v1ljkQez1+wsKphjVO3LqQmJfMgJkZcsBCK\nFR8fz+nTp3F0dKRp06Zyh6OVatSypY2LE7evRXL/7j25w5Gd6GCV06FDh5AkCS8vL7lD0TrKYYLK\nOxKCUBxfX18kSRLDbQvg3KMruTk5XD57Xu5QBB2SnZ1NQEAAdevWxcHBQe5wtEbHbk+HCV44cVrm\nSARd8Ndff6FQKBg+fLjcoWi1lwY8Hdov7mKJDla5HTx4EENDQ729MlgUBwcHGjZsyLFjx8jIyJA7\nHEEH+Pr6YmRkJIbbFsClRzcAQo6L9XuE4imfPVI+N+Lp6UlycrLqmaPU1FQkSX+fO2rt7Ii5lSUX\nTpxCkae/n4NQPIVCwa5du6hataq4mF4Mp66dMbMw5+xRf/Ly8uQOR1aig1UOMTExhIeH07lzZ2xt\nbeUOR+sYGBgwcOBA0tPTOXHihNzhCFru7t27XL58mS5duujl7IHFqd+kMQ2aNeFy8HlSk5PlDkfQ\ncikpKRy9eYltB/4EwNaxVb7nkK6kxJOVlSVzlPIxNjGho8dLJCU+4vY/kXKHI2ixM2fOcO/ePQYO\nHIiVlZXc4Wg1kypV6NS7B8mPHnMl+ILc4chKdLDK4c8/nzZcgwYNkjkS7fH8jE3KRYd3794tZmsS\nCqQ8Znx8fADo2bPnC7N+JSUl6fXVdiX3vj1R5OURduqs3KEIOqCKqSlXz12gum1N2rp2zPccUtVq\nVeUOT3adenoAcPGUGCYoFG779u0AjB07VuZIdEM3r6cTVJ38W78fDxEdrDJSKBTs27ePatWqieFM\nz3h+iun7ZtCweVPOnDnDwWsXxGxNzwkPD8fb2xt4egdn/PjxTJw4kSVLliBJkszRVYyUlBSO3Ajn\nT98DGJuYULVN43xX2oPibuF/+6peX21XcuvdAwNDQy4EnJI7FEEH/HMhjPSUVDr16o6hoWjun9fS\n0QGrGtUJDwomNzdX7nC0lj63U/Hx8fj7+9OmTRvat28vdzg6oVHL5jRp04orwRdIjH8gdziyEd+4\nZXT+/HliYmLo168f5ubmcoejVZ6fsanboH4oFAounz0vZmt6xs8//8zixYvJyckBYPny5bz33nts\n2bIFSZJUC4Pqg4R/44iPicWxa2ds69TOd/xYWFliJnIMAOuaNrRxcSL6+k2io6PlDkfQcsqOeOe+\nPWWORDsZGhnh4tmN9JRUQkJC5A5HK+l7O7V7927y8vIYN26c3i1xUB6eQwciSRJnDlXu46MoooNV\nRnv37gVgxIgRMkei/Tr17I6xiTFnDvtV+qtdpdG4cWPWrFmj+kyuXbtGp06dAOjevTunT+vPsJVz\nfgHA/4YWCIVz/+9k+dChQzJHImiz5ORkrp2/SL0mjWnQ1F7ucLRWp57dATh69KjMkWgnfW6ncnNz\n2b17N+bm5uJRkFJy8eyGhbUVwX7+ejv6xFjuAHSNQqEgLi6OQ4cOUa9ePVq0aEFSUlK+bZKSkhCP\ni/yPuZUljl3duRBwins3b0HdZnKHpBX69etHTEyM6t/Pdj7NzMxKPJTywgXNPEhaUeUmJiYSevI0\nVjY1MKtVg+jouy/8TmJcPIbGJqRnFj4bZWxMbJHvF1dGQe8/H0tZyihtrMWVUbNxPUxMq7Bv3z48\nPT3zDf3SpWPBxcVF7WUK/3P8+HHycnPp3MdTXHkvQpO2rbCxq4W/vz9paWliRMpz1NFO6dL3krJc\nhULByZMniYuLo3v37pw//+LyGKmpqcRUycXcqvCROcrv8xq2NgW2bc9uU9b2S1luect5fpvC4i1p\nWe27duaM71F+/fVX+vR5On27Lh0L5W2jRAerlFJSUli9/TcyMzNx6N6FMw/uvLDNw7g4srOzKz44\nLfZS/95cCDhFyLETjPcQdykK8uyJclpaWolnK9LEieqFCxcqrNxt27aRnZlF39HDsLdvUuDvmRqZ\nYGRijK2dXYHvJ8bFU79B/ULfL0kZz78fHX2XRo0al6uMssRakjI6erzEOb8AMjMz8fB4+qB+Rf7N\nBO2nvMPp1ruHzJFoN0NDQ1x7defI9j0cPnxYjEopRlnaKV36XlKWm5SUxKKlSwDoMvZl0uq8uJ8J\ncenUql6rRO1OembGC+3J89uUpf16tp0qTznPbxMXH19ovCUta/CksZw96Me5c+f48MMPCQ0N1alj\nobzEEMEyuBh4BoAeL3u98KyIeF6kYG1cO1K9pg2hgUGkp6fLHY5WatOmDefOnQMgMDAQV1dXmSOq\nGPv37wegS/8+MkeiO7r07w3Azp07ZY5E0EYxMTGEhYXRzKEtNna15A5H63Xq1R0DAwPVTKZC4fSl\nnbpy5Qr3btyivbsrTdu0Eud6ZWBbpzZtOzlz7do1QkND5Q6nwokOVilFRERwN/IGDm4u2NapLXc4\nOsPIyIhugweQmZ7B4cOH5Q5HqyiH78yfP5/Vq1czbtw48vLy9GJ2yrt373Lx4kWat29LrXp15A5H\nZzRs3pSWLVvi7+/Pgwf6O0uTULDdu3cD4PrfNORC0WzsauHq6sqFCxe4ffu23OFoJX1rp7Zt2wZA\nn1HDZI5Et3kOe/rs2saNG2WOpOKJDlYp7dmzBwDPYYNljkT3dB/cH0MjI3bv3i0mu/hPgwYNVGts\n2Nvbs3nzZrZv387nn3+uF89NbN26FYDOfXvJHIluMTAwYPjw4eTl5am+kwQBICcnhz179mBhYYFT\nN3e5w9EZgwc/bdP37dsncyTaR9/aqdjYWPz9/aln35hWHTvIHY5Oa9KmFe3bt+f48ePExsbKHU6F\nEh2sUnjy5AlHjhyhZm072rk5yx2OzrGuaUN7905ERUVp7EFHQXekpaXh4+ODra0tHbq4yR2OzunX\nrx9mZmbs2rWLvLw8ucMRtIS/vz8JCQl4eXlRxdRU7nB0gkKhoGPHjlhYWODj40NiYuILC50rFGLm\nKn2xefNmFAoFPYZ6VcoOZEUyMDBg4sSJAPj6+socTcVSSwdr+PDheHt74+3tzcKFC9VRpFby8fEh\nKyuLl7z6ikUby6jbwH4AbNmyReZIhIqgUCjynaSkpqaq/n/Hjh2kpqbi5eWFkbHIp9IyNzdn8ODB\n3L9/n4CAALnD0Rr6vCgq/O+5vOHDh8scie7ISEsj+MEdHLt3ISEhgfV/7cq30PnRm5dKPKuroNuU\nbZOdnR1O3brIHU6l4OHhgb29PUFBQXo1pL3cZzXK+e03b97M5s2b+eKLL8odlDZSKBRs374dU1NT\nMStTOTRp24pmzZrh5+enV4mmr1JSUjh685LqRCUy9wlBcbc4dT+K37dtxcjYCGuHZnq7TkZ5TZo0\nCYBff/1V5ki0g74vinrv3j2CgoJwdnamadOmcoejU8wszOk35mmn9PRBv/yTGVgUPg23ULkcPHiQ\nzMxMJk+ejLGJidzhVApGRkZMmTKF3NxcNm3aJHc4FabcHayIiAgyMjKYNm0ar7zyCuHh4eqIS+v4\n+flx7949+vfvj5ml+LItKwMDA0aPHk1ubi6///673OEIFcDMwiLfiYqFlSUxN28RHxOLi6cHdvXq\nyh2izmrRogUeHh5cuHCBqKgoucORnT4tivr83eGkpCR+++03AIYMGfJ0PUaxIGOp1GnUkLauHbl5\n+erTNRsFvfL48WOOHj2KnZ0dQ4YMkTucSmXYsGHUrFmTrVu36s3F9XJ3sKpVq8a0adPYsGEDn376\nKe+//36lG6ssSRLr16/PN5ZUKDsvLy9sbW3Zvn07ycnJcocjyODIzr0A9BouJosprylTpgD6ITpI\n0AAAIABJREFUN769IP369cPIyEj177Iu3q0Lnr877Bd1hd0+PljWqI6ZQ1P8b18Vd4bLoNeIpyfW\n/nv/ljkSQVMKujiRlJTEunXryMrKYuLEiWRmZooLFGqg/KwzMjIYMGAAWVlZrFmzRi+ecSz3QsP2\n9vY0btxY9f/Vq1fn4cOH1K5d8BTmckxuUN46L1++zNWrV3Fzc+Px48fE5D4pcshASVbBVveK28pt\nCqpTU3UpPVtnceWkp6ZiHpdMnz592L59O9988w1Dhw4ttM7CVPRxpI2L2OmqO5E3uBYSSiunDjRp\n04r42H/lDkmnubu707p1a86dO0dsbCz169eXOyStUdbFu3WhnUpNTeVR7hMyc58uan/24DGyMjLo\nMqgPyWkpPHnymOTU1CK/02NjYsvVLpTl/dK0F+qIAUq3n1Z1bKlhZ8vZo/64DeyNmaUF6amphMUl\nY1GKoYJyHEOinSoZ5cWJZ8/jUpOT2b5jB2ZWltR2d8T/9lUsq1tjKWOclUFGWhqBjx5hk2FLTbe2\n1PSzw2fvXlr186BGLVvg6Xlh3+YdsLa2ljla9Sp3B2vPnj1cv36dTz75hPj4eFJTU6lVq/CFDSv6\nC0AdKzz/8MMPAHz44Yc0aNCAtLhbWFgVnnYlWQVbnStuK7d5dkVvTdel9HydxZWTmpyCU52muLq6\n4uvri5+fHwsWLKBatWqF1vs8bV21WyiZg388fQjfa9IYmSOpHAwMDJgyZQrz5s1j48aNfPTRR3KH\npDWUi6K6ubkRGBhIly4le2hdF9qppKQkVVuUl5tL6PGTmFatysuTxmNuZVnsd3FiXDz1G9QvV7tQ\n2vdL216oI4ay7Ge/McPZseZnroeE8fKrE1XtVklPAEUbpf2Uw9WV/v5tK1mZmfQbOZgatWqSnS3u\n/qqLmYU5FlaWWFpbM+TVCWz66ntO/HmASe+9KXdoGlXuIYKjRo0iOTmZCRMm8N5777F8+XKdnmHv\n+VvHJ0+eJCQkBHd3dxo0aCDGtauJubk5EydO5PHjx6pFMYXK70HMv4QFnaVJ21a0FuuLqI2Xlxd2\ndnbs2rWLf/8VdwT1bVHUEP+TPH6YQNeBfTEv4uKfUDJdvfphYW3F8T37yUhNkzscQcPi78Vy4q+D\n2NWvi3PPbnKHU6m59fGkdsP6BPke5f7de3KHo1Hl7gmZmJiwcuVKtm7dypYtW3ByclJHXLJ5dlz7\nqftRrFjz9O6V8+C+BMXdEuPa1cjb2xszMzPWr19Penq63OEIFeD034cBGDhxjFhfpByevxCUnp6O\nl5cXOTk5rF69utKOaS8JfVsUVZGXx+FtuzEwNKT3qNIPtxZeZFqtKn1GDyMjLQ3/Pw/IHY6gYT7r\nN6HIy2P49FcxMi73wC6hCEZGRox8fQoKhYKda3+u1Etn6O6tJg1S3jqOvn6TG5eu0raTM44vuT2d\nBc3cXO7wKo0aNWrwyiuvkJCQoFdTd+qrezdvcTU4lIbNm9LevZPc4ei0jLQ0Au9F5lurp7pzS2rV\nq8tf+/ez4/SxSjWhg1C4EP+T/Hsnmi79emFbp+Bnn4XS8xw6CDNLC/x27SMrI1PucAQNuR5+hbCg\nszRv35aOHmLdq4rQ4SU32rg4ce38RS6dCZE7HI0RHaxCKPLy8Fn3KwYGBox4/VW5w6m0pk2bho2N\nDRs2bCAxMVHucLRCZVy4W5Ik9qz7FSSJEa+/WinvJFQ05bh21Y+1NS9PmYgiL4+T+w/LHZ5QAfJy\nc9m/aStGxsYMmjxO7nAqlWrmZvQa8TJpySkEHTwqdzhapzK0U3m5uWxfvQ6AUTOninapghgYGDDm\njekYGhqy68dfyP1v3cLKRnSwChF87AQxt+7QuW9PGjZrInc4lcbzQ5tyc3OZMmUK6enp/PDDD5V6\nys6SqKwLd18NCeWfC2E0dWhDW9eOcodTabn29KB+U3suBJwkIiJC7nAEDQs5HsjDf+/jMai/uHul\nAb1GDMHM0oJju//kyZMncoejNSpLO3V0515ib92h26D+NGnTSu5w9Eo9+0Z4DhvEw3/vE7Cvcg7D\nFR2sAmRlZvLnxs0Ym5gwdIpY90qdChraZOfuSM06tdnj44PP+ZMcvXlJb4c3VcaFuxV5Cvb8dze4\n19hhcodTqRkaGjJm9mtIksTKlSv19kKFPsjIyODIDh9MTKswUMzIqRHmlhYM8h5HZno6GzZskDsc\nrVEZ2qmE+3H8/ft2rGpUF6OUZDLk1QlY17ThyA4fbt2qfAt7iw5WAQ5v28PjBwn0GT0Mm9qFT+0q\nlM3zQ5uq16zBmDde+29Y5iaqmpnJHaJsKuPC3UEHj/Dv7bt06d+b2g3FGk2a1trZkQ4vuXH58mX+\n+usvucMRNGTTpk0kJT6i98ihWNe0kTucSstz6EBs69bGx6dyngSWha63U5Iksfv/NpCTnc3YOa9j\nblny9c0E9TGzsGDiu2+Ql5vLsmXLyM3NlTsktRLTpTwnIiKCwP2+1KpXl0HeY+UOR284dXXHqas7\nYUFnOXfsBB7ezeUOSRalXbgbNLegZUnKVSgURc4AGR0dzYHft1PN3Ay3gb3/ey3/YtjqWghbE4um\nljbWksRZXKzqWPS704Be/BNykS+//JKaNWtiVs6LFpo4xsQ6QYVTKBRF3sW/e/cuW7ZsobptTQZO\nFHevNMnYxITBr0xg05ff8dVXX/HTTz/p/bM6pW2n5GyjCvLXX39x49JVmjs6UKtJwxe+56Oj76qt\nXVJuU8PW5oV6ylJOQdsoy1V3zIXFW564ny+zRoPatO7UkWshF1m2bBlDhgwpss7CaGMbJTpYz8jN\nzWX58uVIComJ786miqmp3CHplXFvzSDiYjh/b9rCqwOHVbpVvUuitAt3g2ZOVEu6UGZSUhJHb17C\nzOLFK4CSJLFjzV5ysrOZ+O5s2jg4FLgYtjoWG9XEoqllibUk+1JcrOpY9Lu6VXUmTJjAb7/9xl9/\n/cXixYsLLMfS0rLYdQvFoqkVT7lcSGF5tf6LL8nNzWXg5LGYVqsqQ4T6xaGzK66urgQGBuLr68ug\nQYPkDklWpW2nKrKNKu7iRGRkJHv37sXcyorXF3/wwt1f5feoOtqlZ7dJz8x4oT0pSznPb/Ps9746\nY46Ljy803rLGXVCbCjDxrVl89/Z8fHx8GDVqFA4ODkXW+zxtbaP0qoNVXOL99ttvREZG4uLZjTYu\nur2ely6qUcuWYdMms331Or788kvWrVund1cKR40axfz585kwYQIGBgY6sXC3clmD5wX7BRB15R+a\ntW+Le79eMkSmvzLS0qjbxYkGJ0/w999/U6t9Sxw6u+bbJj01lb7NO+jlhQxdUFhenT1ynOvhl2ne\nvi1tOznLEJn+MTAwYP78+Xh7e7Ns2TLc3d2pWbOm3GHJRpvbqaIuTmRlZPLtgoXk5OQwYe4bYmit\nlqhqbsb777/PokWLmDNnDr/99luB7VJJLghqE73qYBWVeHev32TdunVYWFvRf8IoGaITAHq87MX5\ngFOcPHmSP/74A29vb7lDqlDKhbt1XXzMv2z9/keqmJoy7LXJetdR1gaW1a2YtvgDPp/xDrv/bwNt\nXTtiVaO63GEJ5ZBwP45tq37CtFo1Br86QeRVBVEoFFhaWjJz5ky+++47PvnkEz7//PN82+jayV95\naHs7VdDFCUmS2P7DTyT8G0fXgX1p6dRepuiE52WkpZFlZ0HfMcM5ssOHtxd8yLTFH+TLJ128IKgf\n3wbPUCbesz8GwNbv1iJJEqNmv4Z5AVcNhYphaGTE+LdnYm1tzddff01wcHC+ad2TkpJITU3V66nc\ntV1OdjY/f/YVmekZDJkyEZvaRQ9xFDSnnn0jhr82mZQnSfy6/Fvy8vLkDkkoo7y8PDYu/5bM9AzG\nvzUDGzuRVxVFOfttvW4u2LduybFjx/huy0bVTLj6PPOtrti/aQsh/oE0a9eG3qPFbLbaxszCnOGv\nTaata0ciQsM5vufPfOfpBd0Y0XZ618F6Xl5eHj8v/ZqE+/F4TRxD07ZiLQS5mZhWwWvKBHJzc5k7\n70MOR4blm9Y9MveJaNC0lCRJ7Fz7M/du3qLboP44du0sd0h6r9fIl3Ho7Mq18xfZ+/NvcocjlNHf\nv20j6so/uPToKobcysDMwhyrGtZM/+gDzCzM8Vm3iUfxD3T25E+fnDl8jAObd2Bbtw6zli7C2Fiv\nBm/pDEMjI6YtmkutenU5uGUXAX/q9vpYet3BUk7V+c+FMNq7d2LIqxPkDkn4T3t3VwZ5jyUx/gGb\nvvyOKlVM8l3JEA2advLbtY/A/Ydo0NSesW9OlzscgadrY7226H1qN6zP0Z17OXvUX+6QBGDHsYPs\nDw1if2gQZ+9dV/3//tAgDoad5fa/0aptzx07ge8fO7CtW5uJ774hhgbKyLZuHaYunEtOdjbrliwn\nLVlc6NNm4afPsXnlGswszJmz/GMsq+vOEDN9ZGFtzdtffYpljepsX7WOCyeC5A6pzPS6g3Vw6y6O\n++ynbuOGTFs4V2/GT+uKIa9OpHMfT27/E8kvy75BIYY3abVzxwLY/dNGqtvW5I0vPhazcGqRahbm\nzF66mKrmZvy+YhVXgs+jUCheGH77/I8Yhqs5ZjWssK5b+78fu2f+vzZWdewwNDIC4Na1CH77+geq\nmpvxxucfiyHsWqC9eycGeY8l4X48axcvJTsrS+6QhAKEnTrDuiXLMTI2YtbSxdRp1FDukIQSqFW/\nLm8t/4QqVauy4fNvuBBwSu6QykRv75Me2eHDnxs2Y2NXi7e//oxqFuZyhyQ8x8DAgMkfvEXSo8eE\nnw5m4/JvmTL/XbnD0iv/xseRklr4FdqUlBQUpgrCgs6y6aunJ4FvfblEPB+iheo0asDszxaxesGn\n/PTJcia8N5snzZtik2Fb4PbKh4oF+dy7eYs1Cz8jLy+P2R8vpp59I7lDEv4z+JUJPIi9T8jxQH77\n6nu6/bBG7pCEZ5wPOMmGz1diYmLCm8s/oaVj6ab+FuTVqGVz3vziY9Yu+oyfl61g5IwpOAwreOZO\n5XP5oF2TzVSaDpYkSUiS9MLrCoVCdRVWoVAgSRJ7f/mdQ1t3Ud22Jm9//Rk1ahV8giHIz9jEhJmf\nLmT1/CWEHA8kMz0Dr6nj5Q5Lb9xKuI/CpvAr5g8epRB+MgSfn37FpEoV3li2mPpN7SsuQKFUWnXs\nwKyli/hx8VK2fvsj49+dRaOmTeQOSyjAg7sx/LJ6AxmpaXi//xbtxJTsWsXQ0JAp898lIy2dK8Hn\n+fDDD1m+fDlVq1bNd8KnpE0nfroq+t9YUtPTALhzP4ZqN19sm/Jycjmyy4fD23ZjWq0ab335Cc3b\nt6voUAU1aOnowLsrP2fVvE/Y/X8biI+J5eUpk17Io5jcJ6TF3dK6mQYrTQcrIuoGN1MSXng9+v49\n4sJzAHh8L45jR45y7lgAdvXr8s6KZdSsU/gCaYJ2qGZuxttff8ZPn3zB5bMhPE5MZNqCuVBH7sj0\nmyRJBO4/xNFd+zCztGDO8k9o2ra13GEJxWjXyZkZSxawbsmXbP56FdnpmfQcPljusIRnRF68hM93\n68jJzOKVee/QRUxqoZWMjI2Z8ck8vn1/MWfOnOHVma8zdeFcHv93wqekbSd+uurOo3ioaQVARi0L\nEszzn2hnpKbx6/IVhIdcoGZtO2YvW0yDZuICki6zb9WCD374iu8/+IiT+w/xKP4BUxfMxcLaSrVN\nYWsGyq3SXE6RAOs6di/+1LbFuo4dWXm5bFrzf5w7FkCjFs344IevROdKh5hWq8rsZR/RqWd3Ym7c\n4tv3FnLhwgW5w9Jb6amp/N9Hn3N01z6salTn/e+Wi86VDunQxY0pC+diZmXJ9tXr+P2bVWRmZMgd\nlt6TJImjO/fy89KvyM3JYerCuaJzpeWqVK2K9/tz6PCSG3cirrNm4ackJz7W+Smmdc0/oeF8+tqb\nhIdcoGnb1iz4v29F56qSqNu4ITM/W0gLRweungtl2Yy3uRJ8Xu6wilVp7mAVRqFQ4L/3b/Zt+J3M\n9Azc+/Vi0ntvYFKlityhCaVkUsWEaYvfp3qdWhzbuY85c+YwZswYpk+fjrl5wc/QiWEZ6nf5bAhb\nv/8/Hj14SNO2rRn39gwxLFAHNWzehFlLF7Fj1TqCfI8SefEyUxa8S3OHtnKHppceP0zgj2/XciX4\nPFY1qjNghjduvXvIHZZQAsYmJox+czr17BtzaOsuNi1dSfL0BHqNGKKarETQjKTER/z56x8E+R7F\n0NCQ/kMH09t7jJgtsJIxs7Rg8ry3OXfEnwObd7B6wad06tWd0bNfkzu0QlXqDtaNS1f54/u1xN25\nh5mFOaOnTcZ9yADRudJhBgYGuPXvSePmzdiz7le2b9/OwaNHGPzKBJy6umNopNsrf2uzB7H/svfn\n3wgNPI2hkRGDJ4+nUy8PTKqK2QJ1VQ07W+at+Yb9m7ZwZIcPK96ah1sfT4ZP86ZKtWpyh6cXcrJz\nCDkaQOA+XzLT0mnj4sToN6bzJCdd7tCEUjA0NGT4a5Np0aEdG79Yya7/20DwsROMe/N1ajdqIHd4\nlU5GWjr7f9vG0R0+ZGVmUq9JY16d9w61qpqjEOtcVUqGhoYMnjwep67ubF65hpDjgYQFncW1dw9G\nvz5F7vBeUOmOQoVCQURoOAe37uJ62GUA3Pv2ZOSMKeQ+EetVVBaNWjbj7W+WEuIXwOFtu9ny7RqO\n7d6H14TRuHh6YFLFRO4QK41/b9/lyE4fgo8GoFAoaObQhknvvkG9Jo15EBMrd3hCOZlUMWHE66/S\n4SU3dqxezzm/AC4Gnsa1lwcNp86QO7xKKyc7m1O+R/DdvIPE+AdUNTfDe+6bdB3Yj7SUVJ7Eiw6W\nLnJwc+G1pQs4u/8IwX4BfP3Wh7Rzc8Fq+ky6desmd3g6Ly46hoA/D3DK9wg5WdlY1qjOqNnT6OrV\nFyMjI9Kj78sdoqBhDZo1Yd7qrzl18CgHft/OGd+jhB4/ibNnV+p4T8XZWTsmBCp3B0uhULBkyRKu\nX7+OiYkJn3/+OY0aVfxUsrExMfidO8PpQ0dJuB8PPP2ic+3nSZdengA8Eh2sSsWkigkvvzqRLv16\nc3DrTs4cPs6vX37Hzh9/oXOfnjh0dqGLnb3cYZaKtuRTcnIyu3bt4rctfxAVeR2AevaNGDx5PB27\nvySGXVZCzR3asuD/vuXskeP8/fs2zhw6xtnDx2nXrh0TJkygT58+WFpq34PExdGWnIKnz1hdu3YN\nX19ftu/cQXpqGsYmxrj168mYmdPEsKZKwsLaiqkL59Lj5YHs+mkDV89dYPq56XTo0IGhQ4fi5eVF\njRo15A6zzCo6p+7evUtAQADbdu3kbtTTyUMsbarz8qsT6T5kAFXNzDRWt6CdDI2M6D54AO59e/Ln\n71sJPXaSM4eOcebQMdq1a0f//v3p06cP9vb2si3MXu4Olp+fHzk5OWzfvp3w8HC+/PJLfvzxR3XE\nVihJkoiNjSUsLIywsDBOnTrF3bt3AahS1ZQu/XvjOXQg9q1bEh19V6OxCPKrVa8Ok99/i4ETx3Di\nr4OcOXKc4z5/cdznL/6w+YHu3bvTsWNHnJycaNasGUZaPCZejnyCpx2qsLAwQkNDOX/+PKGhoUiS\nhIGBAW07OdN98AAcu3YWHatKztDQkJcG9KFz356cPepP2CF/Ll26xMKFC/n444/p0KEDXbp0wc3N\njbZt22KhAw/vy5VTSg8ePCAkJISQkBCCgoKIiYkBwNzSggHjR9Fj6EBSM9NF56oSaubQhnmrV3Dp\nTAhhvsc4e/Ysly5d4osvvqBDhw507doVd3d32rRpg5kOdRI0mVO5ubncvHmTS5cucenSJUJCQoiO\njgaefj85uLng3r83to3r06RpU7XUKeiuKqamdO7fixFTJxNyPJCIgDOEhIRw9epVvv32W+rUqUOn\nTp3o1KkTDg4ONGvWjCoV9JhQuTtYoaGheHh4AODo6MiVK1fKHZRCoSApKYnExEQePXpEYmIi9+7d\n4+7du9y5c4fbt2/z+PFj1fZmZmZ07uJOa4/OdPR4iWrmuvNFJaiPbd06jJwxhWHTvLkSfIHzAae4\nERrOvn372LdvH/D0WGnatClNmjTB3t6eevXqUatWLWrVqoWdnR1WVlaydiI0kU8A2dnZPHz4kAcP\nHqj++++//3Lz5k1u3bpFbOz/hvoZGBjQokULhg4dik2TBti0Fo2YvjEyMsLxpc7MHjGe06dPc+fO\nHQICAlSd8LVr1wLQqFEjWrZsSYMGDahfvz716tWjbt26NG3aFFNT7Xg2T1M5pZSTk5Mvt+Li4rh1\n6xZRUVHcunWLxMRE1bbm5uYMGjSIfv36kWpVBdvGT5/NSRUXAistAwMDmjm0YXKfQWRlZbF//36O\nHTtGeHg4Fy9eZM2aNRgYGNCkSRNatmxJw4YNVflUt25d7O3tte7CVnlyKi0tjQcPHpCQkKD6iYuL\nU53fRUdHk5OTo9rewsKCvn370q1bN8zq18KqaUMAcfFcyMfIyAiHzq7MGDoGSZI4duwYJ0+e5Ny5\nc+zfv5/9+/ertrO3t6dJkybUrVuXevXqUa9ePWrXrk3r1q3V2m6Vu4OVmpqa7yqmkZERCoWiTF8I\nkiQxbdo0goODVYsDP8/IyIj69evj5uaGk5MTjo6OtGvXjpvRd15YE6Eg6ampRb+floaRsTGpVQse\nTljc+8ptMtMzSE0uepuSlFOabdJTUwusUxN1qV57rk51fX5FlpGaSp5xlSK3ada+LXWbNKLXZ5+T\nkJCgutt5+fJlIiMjC20QDAwMsLS0pFu3bqxcubLQGDVFnfmkFBsby7Bhw0gt5Ni3tbXF3d0dR0dH\nnJ2dcXJy4saNG7i4uHDq6kUKzsT/SU9Lw7SQY/35v2VBx6g6jonMjEzSU9PKd1ypIdaS7Etxsaoj\nF9WVZwB2dnZ4eXkxa9YskpOTCQ4OJjQ0lIiICCIiIvDz83vhdx0dHdm+fXuhdVckTeSUUlpaGv37\n98/XiVIyMDCgQYMGqrzq1KkTbdq0wcTk6fOh+0ODiiy7vG2IHDlT3PulbS/UEYNW7OczuTRt2jSm\nTZtGcnIyZ8+e5cKFC/zzzz9ERERw69atF8oeO3YsS5YsKTR2OZQ1p06ePMmsWbPIy8sr8H0LCwta\nt25N69atad++PR06dKBZs2YY/zdpReCV0BLFV57zPOXfTt3nTemZ6YXmc3nqUvf3vnKb4r5/ylKf\nps5RVX+z//7u1atXZ+TIkYwcORKFQsHNmze5cOECkZGRXL9+nevXrxMVFfVCOb1792bNmjVF7nNp\nGEiSJJWngC+//BJHR0e8vLwA6NGjBydOnChwW7FukaDLXFxcNF5HafIJRE4Juk3klCCol7bllMgn\nQZeVJ5/KfQfL2dkZf39/vLy8CAsLo1WrVoVuWxGJLwi6rDT5BCKnBKE4IqcEQb3EeZ8gFK/cd7Ak\nSWLJkiVERkYCsHz5cpo0EatnC0JZiHwSBPUSOSUI6iVyShCKV+4OliAIgiAIgiAIgvCUdk1NIwiC\nIAiCIAiCoMNEB0sQBEEQBEEQBEFNRAdLEARBEARBEARBTUQHSxAEQRAEQRAEQU3U3sHKzMxkzpw5\nTJw4kddff51Hjx69sM3OnTsZOXIkY8eOJSAgAIC8vDyWLVvG+PHjGTlypOp1TdapFBUVhaurK9nZ\n2RqvMyUlhZkzZ+Lt7c24ceMICwsrti6FQsHHH3/MuHHj8Pb2Jjo6Ot/7x48fZ9SoUYwbN45du3aV\n6HdKoiz15uTk8MEHHzBx4kRGjx7N8ePHNV6nUmJiIj169OD27dsVUue6desYN24cI0aMYPfu3aWq\nszQ0dXyXtdz09HRmzZrFpEmTmDJlCvHx8Wopt7jcKO/ncPToUebOnQtoNqfKcwyHh4fj7e2tljJL\nkotlKTcvL48FCxYwfvx4JkyYwI0bN9S2/2XN4dLQ1HGvqXrL0maUt06lZ3OmOLrUTikVlm/qrk+O\ndrG4PFUn0Uap53MQbVTFtFHl/QxK3E5JarZx40Zp9erVkiRJ0oEDB6Rly5ble//BgwfS4MGDpezs\nbCklJUUaPHiwlJWVJe3Zs0dasmSJJEmSFBcXJ23atEnjdUqSJKWkpEjTp0+XXnrpJdVrmqxz1apV\n0m+//SZJkiTdunVLGj58eLF1HT58WJo/f74kSZIUFhYmzZo1S/Vedna21LdvXyk5OVnKzs6WRo4c\nKSUkJBT5OyVVlnr37NkjffHFF5IkSdKTJ08kT09PjdepfG/27NlS//79pVu3bmm8zrNnz0ozZsyQ\nJEmS0tLSVMeCJmjq+C5ruZs2bZLWrl0rSZIk+fj4vPB7msqNspSbnZ0tSZIkLV26VBowYID03nvv\nSZKk2Zwq6zG8fv16afDgwdLYsWPVUmZJcrEs5R49elRauHChJEmSFBwc/MLnIEcOl4amjntN1VuW\nNqM8dRaWM8XRpXZKkorON3XXJ0e7WFyeqpNoo8permijKr6NKs9nUJp2Su13sEJDQ+nevTsAHh4e\nnDlzJt/7ly5dwtnZGRMTEywsLGjcuDGRkZEEBQVRu3ZtZsyYwUcffUSvXr00XqckSXz88ce89957\nmJqaVsh+vvrqq4wdOxaA3NzcEtUbGhqKh4cHAI6Ojly5ckX1XlRUFI0aNcLS0hITExNcXFwICQkp\n8ndKs4+lrXfAgAG89dZbwNMrBEZGRhqvE+Drr79m/Pjx1KpVq0L2MygoiFatWjF79mxmzpyJp6dn\nqestTXyaOL7LWu4rr7zCzJkzAYiNjcXa2lot5RaXG2UpNyIiAni6MOaSJUuQ/luVQpM5VdZjuHHj\nxqxZs0YVY3nLLEkulqXcPn368NlnnwGF//0rOodLQ1PHvabqLUubUZ46C8uZktSlK+0UFJ1v6q5P\njnaxuDxVJ9FGlb1c0UZVfBtVns+gNO2UcbFbFGHXrl38/vvv+V6rWbMm5ubmAJibm5ObAoDGAAAg\nAElEQVSSkpLv/bS0NCwtLVX/Njc3JzU1lcePHxMdHc26desICQlhwYIF/PHHHxqtc82aNfTo0YPW\nrVtX2H4qX3v48CEffvghixYtKrJugNTUVCwsLFT/NjIyQqFQYGhomK/MZ2Mp6ndKqiz1mpmZqX73\n7bff5t133y1xfWWt08fHBxsbG7p168a6detK3WCWpc7Hjx/z77//sm7dOu7du8esWbM4dOhQqeot\niKaO77S0NIYPH57v71/WcgEMDQ2ZPHkyV65cwdbWlsOHD5e73GdzY/r06RgZGTFkyBC1xDtw4ECC\ng4NV72kyp8pSNkC/fv2IiYmhIJrKxbLGamRkxLx58/Dz82PVqlXlLrO8OVwYdeYT/O+4v3nzJhs3\nbqyQekvaZqh7X5/PmeLoUjsFReebuuuTo11UbldYnpaVaKNEG1UQXWqjylpuadupcnWwRo8ezejR\no/O9NmfOHNLS0oCnB5OVlVW+9y0sLFTvK7extLSkevXqqrsAnTp14s6dOxqvc//+/dSuXZvdu3eT\nkJDAtGnT2Lx5s8bqVG4TGRnJ3LlzmTdvHq6urgXuZ1FlPZswlpaWBdZT1O+UVGnrVV4luH//Pm++\n+SYTJ05k0KBBGq3TysqKzZs3Y2BgwOnTp4mIiGD+/Pn8+OOP2NraaqzO6tWr07RpU4yNjWnSpAmm\npqY8evQIGxubUu3v8zR1fGdkZGBjY5Pv+C7PMQzw+++/c+vWLWbMmMH+/fvVUq4yN5YuXaq6uqSu\neIvaVp05Vda8KYqmcrE8sX711VckJCQwZswYfH19qVq1apnKVEcOF0bd392Q/7g/evRohdRbkjZD\nE/taGrrWTpWVLrSLJcnTshJtlGij1BGvnG1UWcotSzul9iGCzs7OBAYGAhAYGPhCY9ChQwfOnz9P\ndnY2KSkpREVF0bJlS1xcXDhx4gQAERER1KtXT+N1HjlyhM2bN7N582ZsbW3ZsGGDRuts0aIFN2/e\n5O2332blypUvJGdJ6goLC6NVq1aq95o2bcrdu3dJSkoiOzubkJAQOnbsWOTvlGUfS1Kvk5MTCQkJ\nTJ06lQ8++IARI0ZovM6OHTvyxx9/qP6OrVu35quvvirViVlZ6nRxceHkyZMAxMfHk5GRQY0aNUq9\nv6WNT53Hd1mP4fXr1/Pnn38CYGZm9sJtfU3lRlnLLe4zVXdOlSVviqOpXCxLuX/++Sfr168HoGrV\nqhgYGORrxOXI4dLQ1HGvqXrL0maUt86y0KV2qjx0oV0sSZ6qk2ijylducZ+paKPUf+xXRDtlIKlr\nLMZ/MjMzmTdvHg8fPqRKlSqsXLmSmjVrsmnTJho1akSvXr3YtWsXO3bsQKFQMGvWLPr27Ut2djZL\nliwhKioKgCVLltCmTRuN1vms3r17c/DgQapUqaLROmfPnk1kZKSqA2llZcXatWuLrEuSJJYsWUJk\nZCQAy5cv5+rVq6SnpzNmzBj8/f1Zu3YtCoWCUaNGMWHChAJ/p0mTJiXat/LUu2zZMg4dOpSvrl9+\n+aXEzw2Upc5neXt789lnn5VqX8ta54oVKwgODkahUDB37ly6du1a4jpLQ1PHd1nLTUxMZN68eWRl\nZaFQKHj//ffp2LFjucstLjfK+zmcO3eOHTt2sHLlSo3mVHmO4ZiYGN5//322b99e7jJLkotlKTcj\nI4MFCxaQkJBAbm4ur7/+er5nZuXI4dLQ1HGvqXrL0maUt06lZ3OmOLrUTikVlm/qrk+OdrG4PFUn\n0Uap53MQbVTFtFHl/QygZO2U2jtYgiAIgiAIgiAI+kosNCwIgiAIgiAIgqAmooMlCIIgCIIgCIKg\nJqKDJQiCIAiCIAiCoCaigyUIgiAIgiAIgqAmooMlCIIgCIIgCIKgJqKDJQiCIAiCIAiCoCaigyUI\ngiAIgiAIgqAmooMlCIIgCIIgCIKgJqKDJQiCIAiCIAiCoCaigyUIgiAIgiAIgqAmooMlCIIgCIIg\nCIKgJlrXwYqJicHBwYFhw4bl+4mPj5clnjVr1jB48GAGDx7MihUrKrx+b29vzp07l++14OBgvL29\nS1xGr169XngtJiamwNeLMn/+fPbu3Vuq3ymLZ4+BoUOHMnDgQJYtW4YkSZw5cwYvL68XfmfNmjV8\n+eWXAGzZskX1u8OGDWPfvn2q7Xr16sWgQYNU748YMYLg4GCN71NFE3mUnz7mkdLWrVsZOnQogwYN\nol+/fnz11Vfk5OQA4OPjg5ubmyofBgwYwNdff41CochXxh9//IGDgwMJCQmq16KioujcuTNRUVGq\n1w4dOsTYsWPJzc1l9erVrFmzpmJ2soKIvMpP5FXBeQWwatUqXn75ZYYOHcro0aM5efKk6r3WrVsz\nbNgwhg8fzssvv8z48eO5fv266v2AgADGjx/P0KFDGTJkCD/88AOSJFXYvslB5FZ++ppbrVu3Zteu\nXflee/az2LFjB0OGDGHIkCEsWLBAlXN+fn6qduyNN94gOTkZgH379tGtWzfV8fT9999XyH4AGFdY\nTaVgZ2eX76RYLqdPnyYoKEgVy2uvvYafnx99+vSp0DgMDAwqtL7CGBgYVFgszx4Dubm5jB8/npMn\nT9K9e3eysrK4evUq7dq1U22/f/9+1q5dS3h4OLt372bnzp1UqVKFR48eMXLkSNq0aUOrVq0A+Pnn\nn6lXrx4Ap06d4t133+XkyZMYGRlVyL5VFJFH+eljHv30008EBATwyy+/UKtWLXJycliwYAHfffcd\nH374IQC9e/dm+fLlAKSnp/PGG2+wevVq3n77bVU5Pj4+9OnTh927dzNz5kwAmjVrxltvvcWHH37I\njh07uH//Pl9//TV//PEHxsbGWvN5q5vIq/y05e+sTXnl6+vLtWvX2LdvH4aGhty5c4fx48dz4MAB\nbGxsAPIdQzt27GDevHns3buXwMBAli5dysaNG2ncuDFZWVm88847rFq1Kl9OVkYit/LTx9wC+P77\n7/Hw8KBOnTr5Yrh9+zYbN27Ex8cHc3Nz5s+fz5YtWxg1ahSffvope/bswc7OjlWrVrF69WoWLVrE\n5cuXWbhwIQMHDqyw+JW07g5WUebPn8/MmTMZOHAgAQEBXLp0iQkTJjBixAimTZtGTEwMAFeuXGH4\n8OGMGDGCb7/9tsDe+oIFC164UvL333/n28bOzo4FCxZgbGyMsbExTZs25f79+4XGt3TpUrZt2wbA\nzp07VX/QnJwcPD09ycvLIzAwkNGjRzN8+HDmzJnDkydPAArdF6XExESGDBnC8ePHVQd6dHQ0PXv2\nVG1z7tw5pk+fXtqPFR8fH959912mTZtGv379+PTTTwGQJInly5fTv39/vL29iY6OVv3Ovn37GDFi\nBMOGDWPRokVkZ2dz9epVunbtyqNHj3jy5Am9evUiIiIiX13ffffdC5/7xo0bi4wvMzOTnJwcVcM0\nYsSIfH+r0NBQqlevTvPmzXn48CGSJJGeng6AjY0Nq1atokaNGgWW7erqyqNHj1RXO/SByCP9yKOs\nrCx++eUXPv/8c2rVqgWAiYkJCxcupEmTJgXug5mZGe+++67q8weIiIjgyZMnTJ8+nZ07d+a7kj5x\n4kRq1qzJ6tWref/995k3b57q4oW+EXkl8kqZVwkJCeTl5ZGVlQWAvb09q1evxti44Gvarq6u3Llz\nB3jaeZszZw6NGzcGwNTUlCVLluDm5lbqz66yELmlH7mlNHnyZBYtWvTC68pcMDc3B6BFixbcv3+f\n3NxclixZgp2dHQAtW7YkLi4OgMuXL7N3716GDh3KBx98ULHnepKWuXfvntSuXTtp6NChqp8NGzZI\nkiRJ8+fPl+bPny9JkiRlZWVJQ4YMke7fvy9JkiQFBgZKr776qiRJkuTl5SWdOnVKkiRJWr16tdSr\nV69yx3X79m3J3d1dunv3bqHbBAYGSnPmzJEkSZLeeecdqWvXrlJCQoJ05swZ6Z133pESExOloUOH\nSsnJyZIkSdK2bdukRYsWSdnZ2YXuy6RJk6SjR49KI0aMkA4fPixJkiSdPXtWmjRpkur9M2fOqD4f\nX1/fF+Lq2bPnC6/du3dP9fqePXskT09PKS0tTcrIyJB69OghRUZGSgcPHpS8vb2l3NxcKTExUera\ntau0d+9e6fr169KECROkrKwsSZIk6ZtvvpF+/PFHSZIkadWqVdL8+fOluXPnSuvXry/lp/y/2JTH\nwMsvvyy5uLhIU6dOVdUXExMj9ejRQ7X9Rx99JO3YsUOSJEnKzs6WZs+eLbVr106aNGmStHr1aik6\nOjrfZxETE6P69/bt26X+/fuXKU5tJvJI5NGVK1ekzp07F7mNj4+P6lhQSk9Pl1q1aiUlJiZKkiRJ\nn3/+ubRixQpJkiSpb9++UkBAQL7tHz58KLm4uEgffvhhvtdXr14trV69ukyxayuRVyKvSpJXSUlJ\n0rhx4yRHR0dp6tSp0vr166WHDx+q3m/VqpXq/xUKhfTtt99KU6dOlSRJkpycnKSoqKgyxabLRG6J\n3JKkp7mRm5srjRgxQtq5c6dqX8+dO5dvu8TERKlnz54vvJ6RkSENHz5c2rt3ryRJkvTGG29I4eHh\nkiRJ0sqVK6W5c+eWObbS0rkhgo6OjgDcuXOHe/fuqYarAKSlpfHo0SMSExPp2rUrAGPGjMHHx+eF\nchYsWMA///yT77Vp06YxZMiQF7a9ceMGM2bMYN68eTRq1KjQuN3c3Pj4449RKBTcvn2bgQMHEhIS\nwuXLl/H09CQ8PJz79++rxtDm5eVRvXr1QvdFacmSJdSqVYu+ffu+UOfIkSP5888/cXJyIjg4mM8+\n+6zQ+IrSsWNHzMzMAGjYsCFJSUmEhITQv39/jIyMsLGxoUePHkiSRHBwMHfv3mXMmDHA06s0yuF6\ns2bNYsSIEVSrVo1vvvnmhXq+++47Tpw4ke+1IUOGMG3atHyvPXsMKIdfLFu2jM8++4z69etjb29P\ncHAwHTt25MSJE8ybNw94eiVx7dq1REdHc+rUKQIDA9mwYQObNm1SHTuvv/76/7N352FRndcDx7/D\n7rAJLnFBQPYdBCVi4lKjxsSk2ZpWY2hMzNaYZm9rqommWUybNEvV1l9t2rTGxKQmTTSLiZGoUVRk\nBwERUBEVN3RgAGFg5vcHGSICijAzd2Y4n+fhacPM3Pcw8Dr33Pu+5+Ds7IxOp2PEiBEWXZNrSTKP\nZB5duKwjOzu7/ec6ffo0O3bs6HJfh/E1bm5u6HQ6Pv/8c9555x0AbrjhBj788EMmT57c/vzi4mIG\nDBhAdnY29fX17VcX7ZXMK5lXl5tXXl5efPDBB5SWlpKenk5aWhr/+Mc/WL9+PaNGjQLg1ltvBaC5\nuZmQkBBefPFFABwcHOx+v1V3ZG7J3AJwdHTk1Vdf5Z577mHixImdHj9x4gT3338/d955J+PGjWv/\nfl1dHY888ghRUVHt8+vCfcD333+/RZd5WmWCdSmurq4A6PV6Ro0a1T4Z9Xo9p0+fxsXFpcPzu7sl\nb9xzcDlZWVk8/vjjPVrD6erqSnh4OBs2bCAoKIjk5GTS09PJzs7mgQceICsri8TERP72t78Bbf+w\narVaTp482eXPYvTAAw+wbds23n//febOndthzOuvv54333yTTZs2MXnyZJydnXv0c3UV+4UMBgMq\nlYrW1tb27xn3KOn1embOnMnixYuBtn0bxufV1tbS0NBAY2MjZ8+e7bQ078knn+TJJ5+8oticnZ2Z\nOXMmb7/9dvv3jMsEa2trSUlJaT+p+/TTT7nqqqtISUnhrrvu4q677uLNN9/ks88+a/8H+sI9WP2V\nzCP7n0dBQUE0Nzdz6NAhAgMDSUxMbH9vIiIiun3d/v37GTZsGGq1ms2bN1NbW8uCBQuAtv2QZ86c\n4cSJE1x11VWcOnWKxYsX89e//pX33nuPl156qcd/E/ZI5pXMK4B//etfpKSkEBERQVhYGPPmzeOZ\nZ55h8+bN3HfffQDdJhIxMTEUFBQQHBzc/r2DBw+yatUq/vjHP176jbJjMrfsf25dKDQ0tMNSQeNF\nh/Lych544AF++ctfMm/evPbnnzx5kvnz5zNhwgSeffZZALRaLevXr29/nl6v7/bvwhxsag/WhYKC\ngtBoNGRmZgKwfv16nn76aTw8PBg9ejRpaWlAW/GD3jp+/DgLFizgz3/+c483yE2ZMoWVK1dy9dVX\nk5yczJYtW1Cr1QwcOJC4uDhyc3Pb11qvXLmS1157rdufxSgqKoolS5awcuXKThV1BgwYwKRJk3jz\nzTe57bbbev2zdiUlJYVNmzbR3NyMRqNhx44dqFQqkpOT+fbbb6mpqcFgMLBkyRL+/e9/A/DCCy9w\n9913M2fOnPb1vKawe/fuDkUtrr/+enbv3s3GjRv52c9+1v59vV7PG2+8wdmzZ4G2E8JDhw4RFRVl\nsljsicyjNvY4jwYMGMBDDz3Es88+2/7zGgwGvv32224LutTV1fH222+3f5h//PHHPPHEE6SlpZGW\nlsb27dtJTEzkv//9LwaDgd/97nfMmTOH2NhYnnvuOfbs2cPXX3/dPlZ/JfOqTX+dV1qtlrfffrt9\nL3BjYyNVVVVERkZe9vj3338/K1eu5PDhw0DbHY1XX321318UNJK51cYe59bFHnjgAc6dO0dubi4q\nlQqtVsv8+fN58sknOyRXra2tPPzww8yaNas9uYK29+gf//gH+fn5QFs13K7uBpqLVd7BulS1EuNj\nLi4uvP3227z88ss0NTXh6enZXqb7T3/6E4sWLWL58uUEBQX1Oo533nkHnU7X4YrHnDlz+MUvfsGD\nDz7I448/3uGkH2Dy5Mm88MILJCcn4+XlxaBBg5gyZQoAQ4YM4ZVXXuGJJ56gtbWV4cOH89prr13y\nZzEKCAjgrrvu4sUXX+SXv/xlh/fohhtuICcnh7i4uCv6+YzH6Or9VqlUXHfddRQUFHDzzTczePBg\nQkJCgLardAsWLOCee+5Br9cTFRXFgw8+yJdffklVVRVvvfUWer2eO+64g02bNjFz5swrigvarkYY\nb/E2NTUREBDAyy+/3P64q6srKSkpZGRkMHbs2Pbv33777Zw9e5Y5c+bg4NB2/WDWrFkdkrD+QuaR\nzKMHH3yQwYMHs2DBAlpaWmhubiYsLIyPPvqoPb60tDRuvfVWVCoVLS0tzJw5kwceeIDTp0+TkZHR\n6T287777WLp0Ka6urjQ3N/PQQw8B4OHhwR//+Ecee+wxEhISrKYClqnJvJJ5dbl59cgjj/Dmm2/y\n05/+FFdXVxwcHLj77rtJSUnp9mcymjhxYvvV/tbWVlpaWrjhhht49NFHrzhOWyNzS+bWhTEZlwre\ncccdQFsCeubMGd555532ZetTp04lKiqK4uJi9Ho9mzZtAiA2NpYXX3yRt956i6VLl3L+/HlGjx5t\n0bvAKoOdX2Y8evQoqamp7Vc17E1raytvvPEGQ4YM6ZDRX2jq1Kl2+/MLy5B5JPNImJ7MK5lXwjxk\nbsncUtoV38HKy8vj9ddfZ82aNRQXF/PSSy/h4OCAi4sLf/rTnxg0aJA54uw143pSe3XHHXcwaNCg\nS/bHsOef35bpdDp+//vfc+zYMZqbm/nVr35FcHAwCxcuxMHBgdDQUJYsWWIVvz+ZRzKPrF1X82nY\nsGE89NBDBAYGAm1XoZXoh9IdmVcyr2zBxed9S5YswcnJicDAQF5++WWr/B3K3JK5pbQruoO1evVq\nNmzYgLu7O+vWrSM1NZVFixYRERHBhx9+yMGDB1m4cKE54xXCbnzyySfs37+fZ599Fo1Gwy233EJk\nZCT33Xcf48aNY8mSJUycONHizQ2FsEVdzacFCxag1Wq59957lQ5PCJt08XnfggUL+MUvfsGkSZN4\n5plnmDVrVoeeTEKINldU5CIgIIAVK1a0b15+44032qvmtLS0dKpGIoTo3syZM3nssceAH6vbFBUV\ntZcdnTRpEunp6UqGKITN6Go+7du3j61bt3L33XezaNGiDiWQhRCXd/F5X1RUFOfOncNgMFBfX9/r\n6nVC2LsrWiI4Y8aMDl2mjV3Ms7OzWbt2LWvXrr3k67OysnoRohDKS0pKMvkxjb0ntFotjz/+OE88\n8USHDZhqtZq6urpLHkPmlLBVpp5TF8+nJ598kqamJn7+858TFRXFqlWrWLFiRXvPvO7InLo0vV7f\nXh2vO2q1ur3IkLAcc3xOXXzeFxAQwIsvvsjf/vY3vLy8SE5OvuTrZT4JW9XX+dTnKoJffvklq1at\n4u9//3unuvddMcc/AJeSlZVl8TEtPa5er6euro7c3FwSEhK6fI6np6dZPvCUeH+V+p2aw/Hjx3n0\n0UeZO3cuN910E6+99lr7Y/X19Xh5eV32GLb0XtjS786WYgXbi9ccLpxPs2bNoq6uDk9PTwCmTZvG\nSy+91KPjmPt9tMTvylxjaDQaNpflo/bwoKqqEj+/jg1YG7RapoeE4e3tbZLxbPm9svQYlvDyyy/z\n/vvvExwczNq1a3n11Vd5/vnnL/kaW/q5be33ZEvx2lKsptCnBOuzzz7jo48+Ys2aNSb7x1Rcubq6\nOjaX5VPTco766opOj7d94MXJ78jKnD59mvvuu48lS5Ywfvx4ACIjI8nIyCA5OZnt27e3l/UVQlxa\nV/Np/vz5LF68mLi4OHbt2kVMTIzCUdoHtYcHHl6e7f8r+o+BAwfi7u4OwNChQ8nJyVE4IiGsU68S\nLJVKhV6v55VXXmHEiBHt/RmSk5P59a9/bdIARc+oPTw439IsH3Y2ZNWqVdTV1bFy5UpWrlwJwKJF\ni3j55ZfR6XQEBwf3qo+EEP1RV/Pp2WefZdmyZTg5OTF06FD+8Ic/KBylELbJWJHupZde4sknn8TJ\nyQkXFxdefPFFhSMTwjpdcYLl5+fHunXrANizZ4/JAxKiv1i8eDGLFy/u9P01a9YoEI0Qtq27+fTB\nBx8oEI0Q9uPC876kpCSZU0L0gOxCFUIIIYQQQggTkQRLCCGEEEIIIUxEEiwhhBBCCCGEMBFJsIQQ\nQgghhBDCRCTBEkIIIYQQQggTkQRLCCGEEEIIIUxEEiwhhBBCCCGEMBFJsIQQQgghhBDCRK640bCw\nXrVnzvLB/76iNL8QJycn4lKSmXbnrUqHJYQQQgghRL8hCZadKM0r5N1X36SpsRHXAQNobWmh8kA5\ne77dyvzFz8CwIKVDFEIIIYQQwu7JEkE7UFxczD9ffp0WnY65Ty3grQ0f8Man7zNj9h2cOnacVc+/\nwpkzZ5QOUwghhBA2Ji8vj9TUVADOnDnDr371K+6++27mzJnDkSNHFI5OCOskd7BsXGNjI0uWLKFF\np+POxx9k0k0zAXAd4MgdD85jgHoAn/3zPRYtWsTf/vY3VCpVl8fx9PTEwUHybSEuRa/XU1dXd8nn\nyFwS/YFWo2Hz+x9Tmp1PfW0dwwP9mXr7zcRcPVbp0IQJrV69mg0bNuDu7g7Aa6+9xi233MLMmTPZ\ns2cPFRUVjBo1SuEohbA+kmDZuDfeeIPKykom//RGQhNiOz1+w9yfU5ydR25uLiv+u5bESRM6PadB\nq2V6SBze3t6WCFkIm1VXV8fmsnzUHh5dPi5zSfQHRysO8c+XX+fcmRo8B3ozPGAUVeUHeffVN4kd\nP47wRc9f8vVyEcJ2BAQEsGLFCn77298CkJOTQ0REBPfeey8jR45k0aJFCkfYP3R3cU+r1aLRaACZ\nV9ZGEiwbVlFRwfvvv09AQAA33P1z6hq0nZ6jUqmYlTqbin3FfPHv90m+bhJuAwYoEK0Q9kHt4YGH\nl6fSYQihiKqqKlYteYVGbT1T7riZnz90H45OTtScOMk/l71Bwe69PLNkMfcv/k2XJ3tyEcK2zJgx\ng6qqqvb/Pnr0KN7e3vzrX/9i5cqVrF69mscee0zBCPuH7i7uVbWco766QuaVFZIEy4atWLECvV7P\nI488gpOLCzR0/TyfoYOZ+NMb+O7jjWxZ/xmzUmdbNlAhhBA2r7m5meeff56GOi1zn1pAYFwkjk5t\npxG+Vw3l8T+9yOtPLmR/dh6ZaduYevtPFY5YmNrAgQOZOnUqAFOnTuXNN9+87GuysrLMHZZJWWO8\nWq2WmpZznG9p7vB9tYcHNedqaNBqyc3NxaOb1RXWwhrf2+4kJSX16fWSYNmo0tJSvvrqK6Kjo5k0\naRLpJw5e8vkTb7qePV+nkfbJRqb//DZcXF0tFKkQQgh78Ne//pWioiKSplzLpJtmUll5uMPjzi7O\n3PnI/az8/R/45O//JiIxgRGB/gpFK8whMTGRrVu3csstt5CRkUFoaOhlX9PXE1VLysrKssp4NRoN\n9dUVnVZPVFYext8/AG1tHQnDgqz6Dpa1vrfmIos1bdS///1vABYsWNBt4YoLuQ4YwORbbkSrqWXX\npi3mDk8IIYQdOXLkCP/85z8ZNmwYtz90b7fP8xzozW0P3oOuuZkPV/zdghEKczKeZyxcuJDPPvuM\n2bNns3PnTh5++GGFIxPCOskdLBt09uxZvvjiC/z9/Zk8efJlq5oZ/eS2m9n80ads/u+nTLx5pmyG\nFEII0SNvvvkmOp2ORx555LL7eKPGJRI1LpGivdkUZ+USmZRgoSiFOfj5+bFu3ToARowYwT//+U+F\nI+rfdM06tn76OXu+3cqp49UMvmoo8demkHTfQ1Z9B6u/kTNsG/Tpp5/S1NTE7NmzryhJ8vb1YdzU\nSZw6dpwDeYVmjFAIIYS92LdvH1999RWxsbFMmzatR6+57f5fAvDJ6n9jMBjMGZ4Q/cbZU6d5dcHT\nrF/1T44fPoKHtxcnqo7xxX8+YP78+Rw9elTpEMUPJMGyMQaDgXXr1uHq6sqtt956xa+/5obpAKRv\n+tbUoQkhhLBD//rXvwB47LHHenxRzz80mLE/mUhlaRnFmTnt39fr9Wg0mkt+6fV6s/wcQtiyunMa\nXn/iWarKD3LNjdP50/r/8NAri/nT+n+TMvM6ysvL+eUvf8mpU6eUDlXQiwTrwvsamf0AACAASURB\nVI7ehw8fZs6cOcydO5elS5fKVSoLyMvLo7KykhkzZuDj43PFrw+JjWLoyOFkbd9Jo7beDBEKIYSw\nF8eOHWPTpk2EhYVxzTXXXNFrZ/zidgC2fLyh/XuN9fVsP7KfndUVXX5tLsvv8bJ3IfoLvV7Pe39e\nwenj1dww905Sn/417p5tFQPVHh787OH53H///Rw7dozHH3+c1tZWhSMWV5RgrV69msWLF6PT6QBY\ntmwZTz31FGvXrsVgMLBlixRPMLcvvvgCgJtuuqlXr1epVKTMnIauqZnMrTtMGZoQQgg7s3btWlpb\nW5k3b16PCipdKCAshJDYKAozsqiuPNL+fbWHOx5enl1+ddfEW4j+bP369ZQV7CMuJZlb7kvtci7O\nnz+fmTNnkpOTw5o1axSIUlzoihIsY0dv452qoqIixo0bB9BWKjw93fQRinYtLS189dVX+Pj4kJKS\n0uvjjJ82BYCsbZJgCSGE6FpzczMff/wxgwYNYtasWb06xnV3tPXC+u5/X5gyNCH6jaqqKlauXIna\n04O7n3602wsdKpWK5557Dh8fH95++20qKystHKm40BUlWDNmzMDR0bH9vy9cEqhWq+W2vpnt2bOH\nM2fOMHPmTJydnXt9HN+rhhIYEcb+nHy0Go0JIxTCtl24P0Sr1Xa5P8RgkP0hon9IS0tDo9Fwyy23\n4OLi0qtjxF8zHi9fHzLStqFr1pk4QiHs3/Lly2lqauKW+1Lx9r301hBfX18WLVrE+fPneeONNywU\noehKn8q0X7jZtb6+Hi8vr8u+Rokuzkp1jjb1uGvXrgUgODi4w7G1Wi1VLedQe3h0avwIcKb6BA5O\nzjScb2z/XnB8FIdKStmy4UvCk+LIra7tdQfw/vA77U/N8fqzuro6Npflo/bwoKrlHPXVFR0eP1Vd\njedAbzy7eb0Q9uSTTz4B4Lbbbuv1MRwdHRk//Sd88+En5O/KwC9ktKnCE8LulZaWsnHjRkJDQ0mc\n3LM9kDfeeCP/+c9/+PrrrykpKSEiIsLMUYqu9CnBioyMJCMjg+TkZLZv396jZWuWPlFVqnO0qcfV\n6/UUFBTg6+vL7NmzO9xJNHb4rjlXg79/QKfXujo64+jsxOChQ9u/p77lJrZ8+CmHCoq57pabet0B\nXIn3t791AxeWpfbwaN8L4uHVMZWql7v0op+orq5mx44dxMfHExIS0qdjpcyYyjcffsKur7/lzpAH\nTBShEPbvL3/5CwaDoa2hcw8reKpUKn7961/zwAMPsGLFClasWGHmKEVXelWm/cKO3suXL2f27Nm0\ntrYyc+ZMkwYnfpSXl8fp06eZMmVKh+SqtwYPuwr/sBBKcvJprG8wQYRCCKEcnU7Hb37zG+bOncud\nd95JWlqaVLrtgy+//BKDwdCrdiAXGzE6gMDwUAozstFqak0QnRD279ChQ6SlpREXF8eECROu6LXX\nXHMNY8aMYcuWLZSWlpopQnEpV3wH68KO3oGBgVKpxELS0tIAetzksSfiUpKpLC3jQF4h04JjTHZc\nIezB2ZOn2fnpJsoLiwAIjYsm/trxDB4xTOHIRFc2btyIr68vr732Wvu+ocjISJ566inGjRvHkiVL\n2LJli0n/DbVnmzZtwtHRkeuvv94kx0ueNoVD+w9QtDeHlBuuM8kxhbBnxgrd99xzzxVX8FSpVMyf\nP59HH32U999/n6VLl5onSNEtaTRsI9LS0hgwYECfqgdeLPbqtmV2xVm5JjumEPZg1zdp/H3xy2z9\n9HOqj1RRfaSKtE82smLhC+Tt3KN0eKILM2fO5LHHHgPallQ7OTlJpdteqqqqoqCggPHjx/eq32JX\nEie1XYHfl6HMnmghbEldXR2ffPIJw4YNY/r06b06xpQpUxgxYgQbNmygtlbuHFuaJFg2oKqqioqK\nClJSUnBzczPZcf3DQvAc6E1Jdq4snRHiB1lbd/Duq2/i5OzMfb9/mrc//4i3N37IvN89gaOTIx8t\n/zsZW7YqHaa4iFqtxt3dHa1Wy+OPP84TTzyBXq/v8LhUur08vV7Pp59+CsDkyZNNVknTZ8hggqIi\nOFRSKssEbUxeXh6pqakdvrdx40Zmz56tUET279NPP6WhoYG77rqr11WjHR0dmTNnDo2Nje0Fa4Tl\n9KnIhbCMnTt3Am1rak3JwcGB6HGJ7N78HQcOHGi/0itEf1VYWMiHK/7OAHd3Un//BEkp49sfS7n+\nOtRenrzz0uv85/XlDA/wZ1RIkILRiosdP36cRx99lLlz53LTTTfx2muvtT/W00q3YJkqpdY6hlar\n5b8b/oeDgwM1Xo58mLm1w+NnT51B7emJz2BfgE6Va7uqWmsUFB9FRVEJO79Ow8G165PGBq22U1Vb\na32vrG0McxR/Wr16NRs2bMDd3b39e0VFRXz88ccmH0v86H//+x9OTk7cfvvtPXq+scXIxWbMmMHy\n5ctZt24dt956K15eXh0qgAvzkQTLBhgTrGuvvdbkx465eiy7N39Henq6JFiiX2toaGDx4sXo9a08\n+Pxv8bhqUKfnDPP3484F9/Pe68tZtWQZS95ZjosJ7yqL3jt9+jT33XcfS5YsYfz4tsS4N5VuwfzV\nbi1RCbW3Y5SVlXHyyDEiEuMZk5zc6fETR4+1V6WtrDzcqXJtV1VrjTxuuYlvP/iEY2UVXVa8BdDW\n1nWoamvN75W1jWEOAQEBrFixgt/+9rcAnD17ljfffJPf//73PPfccwpHZ59KSkooLi7muuuuY9Cg\nzp9DXWmsr2d7TQ2+jYM7PRY5LpG8nbv59+aNzJvx015VjBZXTtJYK9fS0sLu3bsZOXIk3t7eXS7X\n6Evz06ixY1A5qGRvguj3/va3v1FdXc2UW28ialxit8+LHJvA9Dtv5fTxajatk6u41mLVqlXU1dWx\ncuVKUlNTSU1N5YknnpBKt1fI+FkQO970F9x8hw5hWMAoDhbt53xj5ztcwvrMmDGjvXKxXq9n0aJF\nLFy4ELVarXBk9ut///sfwBVX8FR7uOPh5dnpa+KsGQAU7pH9j5Ykd7CsXEFBAXV1dUQkJ7Lzoqan\nRsbmp73h7uVJQFgohYWFaDQaubIh+qWKigreffddhg0bxoxfXH5Jxk3z7mJv2na+/uBjUmZcxxCp\nLKi4xYsXs3jx4k7fl0q3V2bHjh0AxKd0vntlCmHxMVQfPkJJdh4J14y//AuE1SgsLKSyspKlS5fS\n3NxMWVkZy5Yt49lnn73k6yyx/NKUlIy3paWFTz/9FC8vLzw9Pdtj0Wq1VLWcQ33B0lmjysrDl1ya\n6zF0EO5enmRt20HmDZkMHDjQ7D9Hd2zpb6Gvd5wlwbJyxuWB0eMSOzU9Nepr89PwMXEcKiklLS2N\nqVOndvkcT09PWbdrBnl5ebz++uusWbOGoqIiHn74YQIC2pbOzJkzhxtvvFHhCPuHlStX0tLSwhNP\nPIGzq+tln+82YAA/+9V8/vHSa2x4dy3zf/+0BaIUwrzOnz9PRkYGQ/1GMGTkcLOMET4mju0bvqJg\n115JsGxMXFwcn3/+OQBHjx7lqaeeumxyBeZfcmtKSi/l3LlzJ7W1tcydO5err766/fsajYb66opO\n54HGZbqXWpoLMH76T9jy8QYaGxu57jpl2iQo/d5amiRYVm7Hjh04OjoSEhtttjGMG/U///47XKMC\nOz3eoNUyPSRO7m6Z2MWbh/ft28e9997Lvffeq3Bk/UtFRQVfffUVkZGRTJ48mfQTB3v0uqQp1/LV\n+/9lb9p2fnrPXWY7IRXCUvbs2UNTUxNRY8eYbYyRQYGoPT0o2JOJwWC44v4+QhkX/57kd2ceX331\nFYDJlzOPmzqZLR9vIC0tjZtuusmkxxZdk1sSVkyj0VBQUEB0dDQD3M233nlkUCAurq5U7Cvucv1u\nV7ekRd8ZNw8bS+QXFhaydetW7r77bhYtWkR9fb3CEfYPq1atwmAw8Mgjj1zRCYODgwM33HUnBr1e\n9mIJu/Ddd98BXHIPYl85ODgQPiYOzZkajhwoN9s4wnT8/PxYt27dZb8n+kan0/Htt98yZMgQEhNN\nOwcDI0IZOHgQ33//Pc3NzSY9tuiaJFhWLCMjA71eT3IXlZxMydHJkYCIUKorq9CcqTHrWOJHF24e\nBoiPj+d3v/sd7733HqNGjWLFihUKRtc/nDx5kq+++orQ0NBul8deStLkaxjqN4JdX2+htuasGSIU\nwjIMBgPbtm3Dy8uLwIgws44VnhgHQP7uvWYdRwhbsmfPHjQaDddff73Jt2SoVCriJiSj1WrZtWuX\nSY8tuiZLBK3Y3r1tHz5JSUk0mHms4JhIDuQVsj+3gOTrJpt5NNGV6dOn4+nZtr562rRpvPTSSz16\nnS1tGgXrivfjjz+mpaWFiRMnkpOT02kjcU96/IyZcg1fv/dfvvjgv4z5yTWdevhYkjW9t5fTn9bi\n24KysjKqq6uZPn16hws/5hAaF42DoyMFuzO56ZdzzDqWELZi06ZNAFx//fVmOX78hKvZvuErvvnm\nGyZPlvM8c5MEy4rt3bsXFxcXoqKiyDx71KxjjY6KAGB/Tr4kWAqZP38+ixcvJi4ujl27dhETE9Oj\n19nSiao1bXLV6XQ8+eSTeHh48Mgjj+Du7t5hI3FPe/wM+cXP2Lp+I/nf72bWXb8gYWSIIvsVrem9\nFbbHeFX7wo315uKmVhMcHUFZQRH1tXW4d1PASYj+Qq/Xs23bNnx9fRkzxjx7IP3DQhgyZAhbtmzh\nhRdewMlJUgBzkiWCVurcuXPs37+fhIQEXHtQ1ayvRoz2Z4C7O/tzC8w+lujIuO9n6dKlLFu2jNTU\nVHJzc/nVr36lcGT2LS0tjVOnTnHbbbe1FxrpjQHuapKnTabm5ClKsnNNGKEQlmNMsMaOHWuR8SKT\nxmAwGCjJybfIeEJYs8LCQk6fPs3kyZPNdgfZwcGBa6+9Fo1GQ26ufFaZmyRYViorKwuDwcC4caZv\n9tgVBwcHwuJjOHXsODUnTlpkTNFxo3BUVBQffPABa9as4c9//nOfTvrF5RmbOd555519Ptakm28A\nYPfm7/p8LCEsTafTkZGRQUBAAMOGWaanW2RSPIBclBAC2Lp1KwBTpkwx2xh6vb797tg333yDRqPp\n9KXX6802fn8j9wetlHH/lbkLXFwoLCGWvPQ97M8tIOV6ZfokCGEJp0+fZseOHURHRxMaGtrn4/mH\nBuMXFEhJdq407BY2p6CggIaGBlJSUiw2ZkB4KAPc3SnOyrPYmEJYI71ez5YtW3B2diYmJgaNRtPp\nORqNBoOhb8lPY3092sFqnF1c2LztOxLuuKHD49KSx7TkDpaV2rt3L87OzsTFxVlszPAxbWPJMkFh\n77788ktaW1v56U9/arJjJk/7Ca0trWzZssVkxxTCEozLAy2ZYDk6OhKeEMupY8c5fbzaYuMKYW3K\nysooLS1ldHQEuXUn2Fld0enru4P7aGpq6vNY3r4+RCTGUV1ZxfmGBmnJY0aSYFmh2tpaiouLiYuL\nw83NzWLjjgz0x81dTfm+YouNKYQSPvvsMxwdHZk1a5bJjpl83WRUKlV7JSghbMWuXbtQqVQWKXBx\noYikBAC5iyX6tZ07dwKQOHFCl71IPbw8UZtwy0Ds+LaVUQW7M012TNGZJFhWyLj/ypLLAwEcHB0J\njo7gZNUxas+es+jYQlhKZWUlRUVFTJgwgUGDBpnsuD5DBhESG0V+fj5Hj5q36qcQplJfX09eXh4x\nMTEWXxoUmdi2D6tY9mGJfmzHjh0AxKVY5pwvdnxbIZuC3RkWGa+/kgTLCmVmtl1VsFSBiwuFxEQB\nUF4od7GEffrmm28A8/Qaib9mPACbN282+bGFMIfMzExaWlosujzQ6KpRI/EZOpiS7DzZXC/6pcbG\nRrKyshgeMIpBw4Ze/gUm4Dt0CH5BgezPyed8Y+PlXyB6RRIsK5Sbm4uDg4NF918ZhcS2JVhlhUUW\nH1sIS9i8eTOOjo5MnTrV5MeOuXosKpWKb7/91uTHFsIclNh/ZaRSqYhMTKC+to6q8oMWH18IpWVl\nZdHU1EREYoJFx41NGUeLroX92dImwVz6nGDpdDqefvppZs+ezdy5c6moqDBFXP1Wc3MzhYWFhIeH\nK1KmOzA8FEcnJ8oKJMES9uf48ePk5+czbtw4fHx8TH58z4HexMfHk52dzalTp0x+fCFMbdeuXbi6\nupqtuenlhCXEAlCaV6jI+OLy8vLySE1NBaC4uJi5c+eSmprK/PnzOXPmjMLR2Tbj/ivjPLCUqLGJ\nABRlyfJcc+lzgrVt2zZaW1tZt24dCxYs4K233jJFXP1WcXExzc3Nin3Yubi54R8WTOWBcpoazysS\ngxDmYryzNH36dLONMWXKFAwGA2lpaWYbQwhTOHPmDKWlpSQmJlqkoX1XwuJiACjNk+q11mj16tUs\nXrwYnU4HwCuvvMJzzz3HmjVrmDFjBqtXr1Y4Qtu2c+dOXF1dGR0ZZtFxg6LCcXVzkz50ZtTnBGv0\n6NG0trZiMBioq6vD2dnZFHH1Wzk5OQAkJFj2dvGFQmKi0Le2cqikVLEYhDCHb775BpVKxbRp08w2\nxuTJkwHZhyWsX1ZWFmDZfosXGzRsKIOGDaWsoEj2YVmhgIAAVqxYgcFgAOCNN94gIiICgJaWFsUS\nc3tw8uRJDhw4wJgxY3B2cbHo2E7OzoQlxFBdWcXZU6ctOnZ/0ecES61Wc/ToUWbOnMnzzz/P3Xff\nbYq4+q28vLZytUrdwQLZhyXs0+nTp8nKymLMmDEMHWq+zcTDhw8nOjqaPXv2dNkwUghrYSyoNHbs\nWEXjCIuPob62jmMHDysah+hsxowZODo6tv/3kCFDAMjOzmbt2rXMmzdPochsX3p6OqDcBQ7jvq9i\nWSZoFk59PcC7777LxIkTefLJJ6muruaee+5h48aNuHSTjRuvmFmSEmNeybh6vZ6GhgYAdu/ejZeX\nF2VlZZSXlwOg1WqpcmnB3avrJnBnqk/g4OSMz2BfKis7f0AZH28433W1mIsfd/VuG6dwbxaxk1No\n0GrJra7Fo5smdP3hd5qUlGTR8YTpbdu2DYPBYNa7V0bTp09n3759bN26lVtuucXs4wnRG5mZmTg7\nOxMba9n9HxcLjYtl19dplOYVkjxtiqKxiMv78ssvWbVqFX//+997tJdVqXOw3rJUvBs3bgTA29ub\nqqrKSzb6vdR5XGXl4cue53V1DJ+RVwGQuX0nflGhlz3XMwVb+lvo63lfnxMsb29vnJzaDuPl5YVO\np7vkbX5Ln6hmZWUpcnJ8JeNqNBo2l+XT1NjEuXPniB0/jobhP/YjOV3dwJCBQxjczVV3V0dnHJ2d\naDjfiL9/QLePX+71Fz4+zN+Po+WHGTnSj8b6BhKGBXXZI0WJ91ep36mwbd9//z3w4xI+c5o6dSpv\nvfUW27ZtkwRLWCWtVsv+/fsZM2aM4su8wuJ/3IclCZZ1++yzz/joo49Ys2ZNj/um2dLntaXOL/R6\nPSUlJQwZMoQbb7yR9BMH8fDy7Pb53Z3HVVYext8/4LLneV0dY9Qof7wH+VK5vww/v1E0aOu7Pdcz\nhf527tbnJYLz5s2jqKiIuXPnMm/ePJ5++mnc3NxMEVu/ovbwoLryCAChcTFm6+DdUyExUTQ1NnK0\n4pDFxxbC1HQ6HTt37sTPz4/Ro0ebfbyQkBCGDx9Oeno6LS0tZh9PiCuVk5ODXq9XfHkgwODhV+Ez\ndDAH8ve17/UR1kWlUqHX63nllVdoaGjg0UcfJTU1leXLlysdmk0qKSmhpqaGa665BpVKpUgMbW0S\n4qk7e06W55pBn+9gqdVqqRxoIhX7SgAIjolQOJK2fVg7vvyGsoJ9JF9lmeZ3QphLbm4uWq2Wm2++\n2awfZnq9vn3f1fjx4/nf//5Heno68fHxHZ7n6emJg4O0IRTKMe6/soYryiqVirC4GPZ8u5UTR47C\n8GClQxIX8PPzY926dQDs2bNH4Wjsg7H/3IQJExSNIzIpgd2bv6M4K5eUmeZfPt+fyCe8FanYV4yj\nkxMBYSFKh0JwTCQA5T8kfULYsu3btwMwadIks47TWF/P9iP72VldwcDIIAA+2vwlO6sr2r82l+VT\nV1dn1jiEuJysrCwcHBwULah0IeMyQSmuJPoDY6J69dVXKxpHZNIPhS6kXLvJSYJlJXRNzVSWVeAf\nGmzxcp1dGTJiOJ4+AynfV6x0KEL02ffff4+Li4tFPszUHu54eHmScM3VODk7UZpb0HHJrxk3EAvR\nE01NTeTn5xMREWHWDe1XwthotaJQPnOEfdPpdGRlZREYGGjWirY94T3IlxGB/pTmFdLyQ68zYRqS\nYFmJI2UV6FtbCYpWfnkgtC3ZCI6K4OzJ05w9JZ3ahe06ceIE+/fvJzk5GVdXVzQazSW/DAbT9OJx\nGzCA0LgYjpRVyBwSViU/Px+dTmcVywONhowYzsBBvpTvK5Z9WMKuFRUV0dDQoPjdK6PIpAR0Tc3S\n+9TEJMGyEof2t/1hB0dZR4IFEBTdtkzQGJsQtsi4PHDixInU1dWxuSy/w5K9C7++O7iPpqYmk40d\nc3VbAYF9e22nNK2wf8ZSydZQ4MJIpVIRGh+DVlPLoUOHlA5HCLPJyMgAYNy4cQpH0sa4TLA0r1Dh\nSOyLJFhW4lDJAQCruYMFPxbbOCxXNYQNM5ZnN+6/Unt4dFiyZ86KnbE/JFiFezJNelzRvby8PFJT\nU4G2K8WTJk0iNTWV1NRUvvzyS4Wjsw7WVODiQsZ9WHl5eQpHIoT5GBMspRoMXywkNhoHBwfKZXmu\nSfW5iqDoO4PBwOH9B/AdOgSfIYOVDqddQFgIjk5O7cmfELamubmZ9PR0/P39CQwMbK/wZylD/UYw\nePhVlGTno29txcHR0aLj9zerV69mw4YNuP+QKO/bt497772Xe++9V+HIrEdLSws5OTmMHj2aQYMG\nKR1OB6FxbQlWTk4O99xzj8LRCGF6Op2O7OxsgoODGTJkiNLhADDAXY1/WAiVB8ppbGw0Wx+s/kbu\nYFmBo0ePotXUWtXdKwBnFxf8w4I5WnGIxsbuu4MLYa1yc3Opr683e/XA7qhUKiISE2isr+dwaZki\nMfQnAQEBrFixon0PT2FhIVu3buXuu+9m0aJF1NfXKxyh8kpKSmhoaLCq5YFGw/z9cPfylDtYwm4V\nFhbS0NBgNcsDjcITYtG3tpKfn690KHZDEiwrUFBQAECwlSVYAMHRkej1eoqL5daxsD3p6ekAXHPN\nNYrFEPXD+vaiTCmDa24zZszA8YK7hPHx8fzud7/jvffeY9SoUaxYsULB6KyDtS4PhLYLEkFREVRX\nV3P06FGlwxHC5IzLA62lwIWRsYpndna2wpHYD1kiaAWMCVaQFRW4MAqOjuTb/35KQUEBP/nJT5QO\nR4grsnv3bpycnBS9Whg+Jg6VSkVJdi6zUn+hWBz90fTp0/H09ARg2rRpvPTSSz16nbEIhDkpNcaW\nLVsAcHV17fJxrVZLVcu5btsJnKk+gYOTMw3n21Y1VFYevuTjl3v9xXxHXgXA+vXrufbaa7v9OUzN\nHsawxqRZdGTsf2Vtd7BCYiJxcHCQBMuEJMGyAgUFBTi7uDAqJEjpUDox3lWT28bC1mi1WgoLC4mL\ni2vfk6MED28vRoUGU76vhPOy1Nai5s+fz+LFi4mLi2PXrl3ExMT06HXmPlHNyspSZAyDwUB5eTnD\nhw/n+uuvR6VSdXqdRqOhvroCDy/PLo/r6uiMo7MTg4cOpbLyMP7+Ad0+frnXd2VMyni2ffw5Z86c\nISkpSbH3yhbHENatubmZnJwcQkJCrG7/o5tajV9IEEVFRdTX1yv6mWkvZImgwurr6ykvL2dUSBCO\nTtaX73oP8sX3qiEUFBSg15umP5AQlrB3715aW1sZP3680qEQlZRAa0sLZfn7lA6lXzAmDkuXLmXZ\nsmWkpqaSm5vLr371K4UjU1ZFRQVnz54lKSmpy+TKGowYHYBarW5fyiiEvSgoKOD8+fNWtzzQKDgm\nktbWVnJzZTm7KUiCpbD8/Hz0ej0BEaFKh9KtwIgwamulN4mwLbt27QKwigQrwrgPK0s+uMzNz8+P\ndevWARAVFcUHH3zAmjVr+POf/9zvr8oakxZrLHBh5OjoSFxcHAcPHuT06dNKhyPo2Prg8OHDzJkz\nh7lz57J06VJpCn0FjMsDraU8+8VCYqOAH+MUfSMJlsJycnKAtiTGWgWGt8VmjFUIW7B7927c3NxI\nSEhQOhRCYiJxdnGhWBIsoSDjHiBrX6pmnLOyH0R5q1evZvHixeh0OgCWLVvGU089xdq1azEYDO17\n+sTl7d27F7C+/VdGoyPCcXR0bC/EIfpGEiyFGW/FBoSFKBxJ9wJ/uLsmCZawFadPn+bAgQMkJibi\n4uKidDg4u7gQGhfNsYOHqT17TulwRD+VmZnJwIEDCQ4OVjqUSzImWLJMUHkXtz4oKipqTxAmTZrU\nXqlVXJpx/1VYWBg+Pj5Kh9Ml1wFuREZGUlhYKC0tTEASLAXp9Xry8vLw8/PDc6D1NnYbFjAKtVot\n63KFzTAucbCG5YFGEYltJ40H8goVjkT0R0ePHuX48eNWvf/KKCoqChcXF0mwrMDFrQ8uXBKoVqup\nq6tTIiybotfrSU9Pp6mpiYSEBDQaTacvg8E69rgnJibS2toqF9RNwPqqKvQjBw8epLa2VtEePT3h\n6OhIdHQ0e/fu5dy5cwwcOFDpkIS4pN27dwOQkpKicCQ/ihqbwCd/h9K8QpitdDSivzEuD7Tm/VdG\nLi4uxMXFkZWVRUNDg9LhiAs4OPx4Xb6+vh4vL6/LvsYSJfBNydTxarVa3vmkbV9oo7crH2Zu7fD4\n2VNnUHt64jPYt9tjXKq9QWXl4cu2P7jcMQC0tbW4uroCbW0SWltbOz1HrVZ3+Bu4Urb0t9DXpdSS\nYCnIeIUgNjZW4UguLy4ujr1795KXl8fkyZOVDkeIS9q9ezdeXl5ERkYq/ezUJwAAIABJREFUHUq7\nkUGBeA70pjSvQDaGC4sz3g1KTExEo9F0+zxruZo+duxYMjMzKS0tZeLEiUqHI34QGRlJRkYGycnJ\nbN++vUcXsax9z9+FzFFOX6PRcHb526hUKn4y6wbcL2qBcOLosUu2LoDu2xsYWyVcrv3BpY5xYRwu\n8c44ODpSfLCcGcM6Js8NWi3TQ8Lw9u7diqv+1qpAEiwFGZfcxcbGclLhWC7HmATm5ORIgiWsWlVV\nFVVVVUybNq3D0halOTg4ED4mjszvvufw4cNyJ1hYVFZWFmq1mpEjR7K5LL/bRsKnqqvxHOhN112w\nLMd4p62kpEThSAT82Ppg4cKFPPfcc+h0OoKDg5k5c6bCkVm/pqYmDpeW4Rc8ulNyZW0GDvYlMDyU\nQyWlODk54qZWKx2SzZIES0G5ubm4u7sTFBTEyVOHlQ7nkqKjo1GpVLIuV1g1vV5PWloaAPHx8Z2u\n1Ct9dT5iTDyZ331PZmYm8fHxisUh+pczZ85QUVHBhAkTcHJyQu3h0W0j4Xor2VOTkJCAo6Mj+/fv\nVzqUfu/C1geBgYGsWbNG4YhsS2FhIS06HWHxPWt0rrSwhFgqikooKywmJrn/3HEyNSlyoZBz585R\nXl5OXFycVV1l746npychISEUFBS0l2sVwtrU1dXx+XffAuAYOIyd1RUdvr47uI+mpibF4otMakuq\njOV6hbAEW9p/ZeTu7k5UVBQVFRU0Nna/r0QIa2dsNxCeEKdwJD0T/kMiuD+3QOFIbJskWArJz88H\nsIoePT01ZswYGhsbKS0tVToUIbpkMBg4WLwf70G+BEWF4+Hl2eFLrXCj2cHDh+F71RCys7O73EAs\nhDnYSv+ri40dO5bW1tb2z0shbFFWVhYqlYrQ+GilQ+mRoJhIHBwdKZUEq09MkmD93//9H7Nnz+b2\n229n/fr1pjik3TMutRszZozCkfScMVZZJmg6eXl5pKamAnD48GHmzJnD3LlzWbp0qRRC6IXy8nK0\nmloixsRZbSnq0LgY6urqKCoqUjoU0U9kZWXh7OxMXJxtXEE3MiaEUq5d2KrGxkb27dvHyNEB3e57\ntDZuAwYQGB5KZWkZjfVSxbO3+pxg7dmzh5ycHNatW8d7771HdXW1KeKye8YCF7a0D0MSLNNavXo1\nixcvbl9yuWzZMp566inWrl2LwWBgy5YtCkdoe4xX6iMSrXdehf6w/GLXrl0KRyL6A61WS3FxMbGx\nsbi5uSkdzhVJTEwEJMEStis3N7etIEisbdy9MgofE4ter6esQC4E9lafE6ydO3cSHh7OI488wsMP\nP8yUKVNMEJZ9My55CA4O7lEPCWvh7++Pr6+vJFgmEhAQwIoVK9rvVBUVFTFu3DgAJk2aRHp6upLh\n2STj3qaIMdZ7pT70hw9aSbCEJeTm5qLX621ueSCAj48Pfn5+5Obm0tzcrHQ4QlwxY9P7kBjraRnS\nE2HxbZWjS/NkmWBv9TnBqqmpobCwkL/85S+88MILPPPMM6aIy66VlpbS0NBgU/uvoK1M65gxYzh+\n/LjcqTSBGTNmdChwcuGSQLVaTZ2VVPOyFS0tLeTk5DB4+FX4XtV9LxCleXh7ERISQnZ2NufPn1c6\nHGHnjHd/bKnAxYXCw8M5f/68LKkVNmnv3r04ODgwOipC6VCuSEhMJI5OTuzPlf2PvdXnMu0+Pj4E\nBwfj5OTE6NGjcXV1paamBl/frjtSK9HFWanO0d2Nu3nzZgB8fX3JyspCq9VS1XKu2/W5l+u+bXzc\nZ7AvlZWdy7339PXdPd6g1ZJbXYuHhwdDhgwB4OOPP2b8+PGX/DnNydJjWuLq74Xd0evr63t8d9OW\nOqOD+eItKyujvr6eoISYLucBXPlcuPg4fZ1L0DafAgMDKSsr48MPPyQmxnSle23pb8EW76jYoszM\nTBwcHGxqv++FIiIi2LJlC1lZWTZ3UVL0bw0NDRQUFBAeHs4Ad9vqJ+Xi5sboyDDK95XQqK1ngIey\nBaJsUZ8TrKSkJP7zn/9w7733cuLECRobG/Hx8bnk8y1Jqc7RlxrX2E/itttuY/To0Wg0GuqrK7rt\nS3K57tvGxxvON+LvH9Dr13f3uLa2joRhQe3du9etW4dGoyEpKUmR99deu4FHRkaSkZFBcnIy27dv\nJyUlpUevs6X3wpy/O+PywDETru5yHsCVzYXKysOdjtPXuQRt82nUjTfy7bffUlNTY7L3w17nhei9\n8+fPk5+fT0REBJ6e1t3gtDvh4eFAW6I4f/58haMRoudycnLQ6XTtewltTXhCLGUFRZTm7yN+QrLS\n4dicPidYU6ZMYe/evfzsZz9Dr9ezZMkSq63eZS2ys7Px8fEhMDBQ6VCuWHR0NM7Ozu1FOkTfGefL\nwoULee6559o2xAYHM3PmTIUjsy27d+8GIDg2SuFILi8hIQEnJ6f2mIUwh/z8fHQ6nU0tD9Tr9R0a\nhLu4uDBy5EiysrI4e/Ys3t7eHe72C2GtjPuvkpKSsMWawGHxsXyx5kP25+ZLgtULfU6wAH7zm9+Y\n4jD9wokTJzh27BhTp061yUTUzc2NyMhIioqKpPmjCfj5+bXf0QwMDGTNmjUKR2Sbzp8/T05ODmFh\nYXjYQOEYtVpNfHw8OTk51NbW2lSxG2E7bHH/VWN9PdtravBtHAxAVcs5RoQHczRtO2u3biJ16o3t\nqymEsGZ79uzB0dGR+Ph4cutOKB3OFQuKjsDJ2Un6YfWSXAayMFvsf3WxxMREWlpaKCwsVDoUIYC2\nedXc3GwTJ5LGK/QJCQno9Xq2bt2KRqPp8KXX65UOU9gBW0ywANQe7j82B/fwIDKp7fPy2MGu91YK\nYW3q6+vZt28fMTExuCvc4L63XFxdCYqKoKr8IPW1UnTrSkmCZWHZ2dmAbSdYxthlmaCwFsaldrZw\nItlYX8/2I/txCxoJwIZtW9hZXdH+tbksXypIij5raWkhNzeXkJCQS+6LtgVhcW2tDSr2lSgciQDQ\n6XQ8/fTTzJ49m7lz51JRUaF0SFYnMzOT1tZWrr76aqVD6ZOwhDgMBgMH8uWC+pWSBMvCcnNzcXZ2\nNmnlMEszVnKSfljCWuzevRsnJyebqTKm9nAnamwCrm5ulBcWtV+tN16xF6KvDh06RGNjo01cdLic\nwSOG4T3Il4ri/R3aWQhlbNu2jdbWVtatW8eCBQt46623lA5JUcZVCRd+ff/990DbvnWNRoPBYJur\nEsIT2vph7ZdlgldMEiwLME6+EydOUFRU1N7X48LJaEuTb+jQoYwcOZKcnBz5sBOKq62tpbCwkLi4\nONRq2ymF6+TsTGhcNNWVVZw9dUbpcIQd0ev15OXlAT+e4Nnq5w20FQIKjYum7uw5jhw5onQ4/d7o\n0aNpbW3FYDBQV1eHs7Oz0iEpqq6ujs1l+R1WImzfswtHJ0cahnnx3cF9NDU1KR1mr4yODMfZxUUS\nrF4wSZELcWnGyXfsYCWtra0MCg5gZ/WPt9RPVVfjOdAbWyqiO2bMGD7//HOOHz+udCiin9u7dy96\nvb69L5stiUiMpzAji/05eYyfMVXpcISdqKurI7u4bUmPbqSvzX/eAITGRZP53ffk5uYSGxurdDj9\nmlqt5ujRo8ycOZNz586xatUqpUNSnNrDo73VTqO2nqqKQwRHR+A7ZDC65maFo+s9ZxdngmMiKcnO\nQ6uphWFKR2Q7JMGyELWHB8cOtW3QjUyM79Dzqt4G91skJCTw+eefc+DAAaVDEf3crl27AHrcN8ya\nRCS1LWkszpYES5hOa2sr1YePMHTkcEYG+nd4zBY/bwBCY9v2YeXm5pKamqpwNP3bu+++y8SJE3ny\nySeprq7mnnvuYePGjbi4uHT5fFtqgA5XHq9Wq6Wq5Vz78u7SnAIMej3DRvtTWXnYJA3qL/WcnozR\nk3G6e/yqwFGUZOeRsf17rmoEjz4sY7elv4W+9pWUBMuCyguLAQiOjlA4kr4zFrqQBEsobffu3ajV\nauLi4myudcDI0QF4eHtRkp2HwWCwydYNwvqUlZXR1Hie0Djb3et7seGB/gzwcJfiSlbA29sbJ6e2\n00cvLy90Ot0lK5/aUgP03jRs12g01FdXtF843/35ZgCSJ0/E3z/AJA3qu3tOZeXhHo3Rk3G6e/zq\nKZPY9snnnDt+koSEhF63SejNe2vLZA+Whej1eir2FTNkxHC8fG27ohNAWFgYarVaEiyhqBMnTlBe\nXs7YsWO7vXpqzRwcHAgfE8e502c4ceSo0uEIO2FMQkLj7SfBcnBwICgqgmPHjlFdXa10OP3avHnz\nKCoqYu7cucybN4+nn34aNzc3pcOyGqW5BTg5OzE6KlzpUEwiIDwEFzdXygqKlA7FpkiCZSEnjx6j\nQVtvF3evAJycnIiLi+Po0aNoNBqlwxH9lC0vDzSKTPxxmaAQpmCs8Br6Q3lze2E8YbWlZUb2SK1W\n89Zbb7F27Vo++ugjZs2apXRIVqO+to6q8oMERUXg4uqqdDgm4eTsTEhMFCeOHOXMGSnI1FOSYFnI\noeJSAIJjIhWOxHSMywSN1aqEsDRjgjVhwgSFI+m9iMR4AEokwTKJvLy89j06hw8fZs6cOcydO5el\nS5f2i6qnBoOB3NxcPH28GXRV98uFbFFwVNsFyr179yociRBdK80rxGAwEJYQp3QoJmUs127s5Sou\nTxIsCzloTLCi7S/Bkn5YQgkGg4Fdu3YxaNAgQkNDlQ6n14aMGMagYUMpzc1H39qqdDg2bfXq1Sxe\nvBidTgfAsmXLeOqpp1i7di0Gg4EtW7YoHKH5lZeXc+7cOUaGBNndnr6RQYEMGDCAzMxMpUMRokv7\nc/OBHxMSexE+pi1hlASr5yTBspBDJftxc1cz/KKKTrYsPr7tyrtsOhZKKC8v59SpU6SkpNj8iWRE\nYjwN2noqD5QrHYpNCwgIYMWKFe13qoqKihg3bhwAkyZNIj09XcnwLMJ4d2dkcKCygZiBo5MTMTEx\nlJeXc/bsWaXDEaKT/bkFOLu4MDrSPvZfGfmHheA6YIAsz70CkmBZwOnTpzl9/AQhMVE4ONjPW+7l\n5YWfnx/5+fm0tLQoHY7oZ4zLA22x/9XFjPuwZJlg38yYMQNHR8f2/75wSaBarabORkuUX4k9e/YA\n4B8erHAk5mFcOSEnesLaaM7UcOzgYULjonF2sa/my46OjgRFhVNZWcmJEyeUDscmSJl2CzAuoQuz\no4pORqGhoXz33Xfs37+f6Gj72lAtrJs9FLgwMi6/KMnJ59qbZiocjf248IJWfX09Xl5ePXqdJU7e\nzTGGXq9n586d+Pr64j14EJWVhzs9p689eS5+/OIxTH38C8do0Grbe/B88cUX+PiYriKvrf7OL9Sf\nSmBbo+KsttU8kT/0N7Q3ofExFGflsmvXLm699Valw7F6kmBZgHHNali8ba7J1ev13VYK9PdvW/KY\nnZ0tCZawGJ1OR0ZGBgEBAYwYMULpcPrMy2cgI4MCKSsoQtfcrHQ4diMyMpKMjAySk5PZvn17j5Nx\nc5+omqsfTFFREVqtllmzZqFSqfD3D+j0nL725LnwcWMPHnMdH+gwhra2jqSY8SxfvpyqqiqTvYeW\n6M/T33oA9UdFmW0X0yPHjlE4EvMI/6Fwx86dOyXB6gFJsCwgOzsbVzc3/MNsc8lGY30922tq8G0c\n3OkxVcAQADIzM9srdwlhboWFhdTX13PzzTcrHYrJRCTGc7TiEIdKDoC/fbRzUIpxT97ChQt57rnn\n0Ol0BAcHM3Omfd8dNC4PHDt2LLUKx2Iubm5uxMbGkpubS11dHZ6enkqHJAQGg4Hi7Dw8fQYycnTn\nCxv24KpRIxkyZAjp6eno9Xq72vJiDvLumNnp06c5fPgwgZFhHfYG2Bq1hzseXp6dvkaMDsDdy5P8\n/HylQxT9iLFYgT0sDzSK/KFc+4H8QoUjsW1+fn6sW7cOgMDAQNasWcO6det4+eWXbb4YyuUYl82O\nHTtW4UjMa/z48ej1ejIyMpQORQgAqg8fobbmLJFJCXabeKhUKsaNG0dNTQ379+9XOhyrZ59/BVbE\nWE7WnsqzX0ilUhEYEUZ1dbVsfBQWs2vXLlQqFVdffbXSoZhMaFw0Do6OHMiTBEtcuebmZrKysggK\nCmLIkCFKh2NWxr53/aEqpLANpXkFAETZ6f4rI+Nn7s6dOxWOxPpJgmVmxpK59tRg+GJBPzR/lKuJ\nwtz0ej3Hjx8nLy+PyMi2OaXRaDp8GQx6haPsHTe1mtGRYRwpr+gX1e6EaRUUFNDQ0GAXVTUvJy4u\nDrVaLQmWsBqlP1wYi0i07wTL2PZCEqzLkwTLzDIyMnBzc2NUSJDSoZhNSFxbcYvdu3crHImwd3V1\ndbzz+ce0tLQwPCqUndUVHb6+O7iPpqYmpcPstYjEeAx6gzTvFlfM+O9vf0iwnJ2dSU5O5tChQxw7\ndkzpcEQ/19zcTHlhMcMDRuEzZJDS4ZiVr68vkZGRZGdn09jYdSVQ0cYkCdaZM2eYPHkyBw8eNMXh\n7MbZs2cpKysjNjYWRyf7rScyItAfLy8vdu3a1aHvjBDmUFFUAkDixJROewLV7u4KR9c3EWPa9mHJ\n3WBxpXbv3t2+R6I/MO6/NO47E5b1f//3f8yePZvbb7+d9evXKx2OogoKCtA1NxOZZJ/VAy+WkpLS\nviRZdK/PCZZOp+P5559nwIABpojHrhiXBxobI9orBwcHEhMTOX78OFVVVUqHI+yYwWCgJCsPtYc7\no6Psr9JeUFQ4Lq6u7Xs3heiJhoYG8vLyiIqKYuDAgUqHYxHGfViSYFnenj17yMnJYd26dbz33ntU\nV1crHZKijBfEosba9/JAo2uuuQaQZYKX0+cE609/+hNz5syx+021vWE8SUpMTFQ4EvMzVq2SDzth\nTocOHeLsqdNEJiXYdFXO7jg5OxMUHcGhQ4f6/UmL6Lns7Gx0Ol2/WB5oFBwczNChQ9m1axd6vW3u\nu7RVO3fuJDw8nEceeYSHH36YKVOmKB2SojIyMnB0ciQ0PkbpUCwiKSkJV1dX2QN5GX1KsD755BN8\nfX259tprAWR52EX27t2Lq6srUVFRSodidsYEy9iHRQhzMCbw0cn2W4Y64ody7du3b1c4EmEr7LFt\nweWoVCpSUlKoqamhtLRU6XD6lZqaGgoLC/nLX/7CCy+8wDPPPKN0SIqpqamhpKSEwPAw3PrJSi5X\nV1fGjh1LaWkpJ0+eVDocq9WnjUGffPIJKpWK9PR0SkpKWLhwIX/9618ZPLhzQ1ojJdZsKjGmRqOh\npKSE6OhoioqKqGo5h9rDo8vnnqk+gYOTMw3nu94w2NPHfQb7Ull52GzH7+7xqqpK1I7eDBw4kB07\ndpCZmWn2fjOW/p0mJSVZdDzRNWOCFZNsv3eFI5PG8Ok//sO2bdv4+c9/rnQ4wgrp9foOlSa3bt2K\nq6sroaGhP1bT7Ac3dSZMmMBnn31Geno6ERH2t2TYWvn4+BAcHIyTkxOjR4/G1dWVmpoafH19u3y+\nre3VuZJ4d+zYgcFgYHhIYJfnX9D3c6zLPaey8nCfj9GTxxu0WnKra/Hw8CAgIICdO3eydu1aJk2a\n1O2YF7Olv4W+nvf1KcF677332v9/amoqf/jDHy6ZXIHlT1SzsrIUOTlevnw5ANdffz0JCQnUV1fg\n4dV1x3lXR2ccnZ0YPHRonx5vON+Iv3/nDuKmOn5Xj1dWHsbPz58xw4KYOHEiGzduxMvLi7Cw/2fv\nvqOiuBo+jn/p0qwgiooo9q4odlHUYIm9vajE3qM+JlExMVFjTIxPTKJGo7HE2GLBErHGDqKAitii\n2FBsIKACS1tg5/2DZzegNGFhgL2fczhHd2f2/maZy8yduXNvnUw/Sxvk+p0K8oqLiyMoKAjbGtUp\nUyHzA3lJYFXZhurVq3Px4kWSkpIwMTGRO5JQxMTGxnLi/nXMLCx4HRFJSEgI9Vo05fLrZwBEhIWh\nVCplTlnw1F0iL168yNixY2VOozscHR3ZsmULY8aMITw8nISEBMqVK5ft8sXF+55fbN++HYA2Lp0z\nPf+C/J+DZbdMaOhj7Oyq5+szcvu+IiaWZpVqUqZM2gX1HTt28Pjx41x/X7p27iaGaS8gN2+mzYmg\nfhBXF6gnoBPdBIWCEBAQQHJyMvX/14WuJGvfvj0JCQliNEEhS2YWFliUtuTR7bTucU3btS4xo2nm\nVsWKFalduzaXL18u1tMzFDedO3emfv36DB48mClTprBgwYIC77VSFKWkpODr60ulSpWoZFdV7jgF\nTqVSae6QV6hQgSpVqnD+/HkiIyMzzEUpnolMo7UG1tatW6lRo4a2Pq5YSb/TRUdH8+bNG27cuEHZ\nsmWxtbUt1pOfvg/11UTRwBIKgvqZpJI+kSP8O0rTuXPnZE4iFHW3LqV1uWnopDtXhtPr2LEjiYmJ\n4mJEIZs9ezaenp7s27dP8/dK1wQFBRETE0O7du10ooGZEBeH95NgfMMeciE8hBrNGhEXF8f2M8c0\nc1GeuH89Q/dlXSbuYGmBuruGegfbf+U8r1+/xr5RPS6+fFTsJz/NrSpVqlCtWjUCAgJITU2VO45Q\ngkiShI+PT1rf73q15Y5T4Jo2bYqFhQXnzp0TgwcJWUpNSeF24DWsKleiYpXKcseRhfr5D3ExQihs\n6n1OlxqYZhbmmjvljp3Semjdv3Hr37vnWYw1oItEA0tL1N01LEpb8vjOPQAat2mlU901IK2bYGxs\nrKaLpCBoQ0hICM+ePcPJyalEDs/+NkNDQ9q3b8/Tp095+PCh3HGEIurBrTskxsXTyMlRJ66gZ6ZF\nixbiYoQgi3PnzmFiYqJTzxWlV7tpY0xKleLGxUtyRymSRAOrAPxz+SoADRxLflemt6mH7D9//rzM\nSYSS5NSpU4BuXSl0dnYGxJV5IWu3LgUC0LAEj6qZEyMjI83FiJCQELnjCDri+fPn3Lt3DycnJ0qV\nKiV3HFkYGRtRz7Ep4U+f8fLZc7njFDmigaVlqSkp3L12k/KVKlLeJuvRXEqqdu3aYWBgIObwEbTq\n9OnT6Ovr61QDq2PHjoBoYAlZu+F3CUMjI+o0ayx3FFmJixFCYTt79izw776nq5q0aQXADb/LMicp\nekQDS8se3LpNUkICNRrq5pwclpaWNG/enBs3bvDq1Su54wglQEREBNeuXcPR0ZGyZcvKHafQWFlZ\n0aRJEwIDA4mJiZE7jlDERIW/5NnDR9Rr0VRnJjjNirgYIRS2kydPAuDi4iJzEnk1at0SgGsXxOBm\nbxMNLC1Tt+JrNW0ocxL5dOrUCUmS8PX1lTuKUAKcOXMGSZJ08kDWuXNnUlJSxImj8I5bAWmjBzZt\n31rmJIXn7RF71T9GRkY0aNCAy5cvEx0dLXdMoYR78+YNly5dolGjRlSurJuDy6iVtapAjfp1uXft\nJopocSEwPdHA0rIbfpcwLmWCfb2Cm2i3qFOP6iS6CQracPr0aQC6du0qc5LCkf4ksm3btgAcOXJE\nzDMiZKBpYLV1kjlJ4Uk/TPTbP1Wb1Cc1NVVzZ0EQCsrZs2dJSUmhe/fuckcpEpp3bItKpeLaBTFV\nQnqigaVFEc9e8OLxE+q3aIahsZHccWRTp04dbGxsOH/+vBiuPQ8GDBiAu7s77u7ufP7553LHkVVc\nXBwXL16kTp06VKtWTe44hSL9SeSzUiqsq1TG98IFzjy+LeYZEQCIjo7m4a072NerQ5kK5eWOU6jS\nDxOd/sepq3gOS9C+zO6aHjt2DEgbNVn9mi7MdZqV5h3TLgRe9RG9ltIzlDtASXLDP22oysb/e+hP\nV+np6dGhQwf27t3LzZs3adq0qdyRig31fGlbt26VOUnR4Ovri1Kp1Jm7V2rqk0iAlp07cHT7Hh7d\nvkuL/807Iui2CxcuoFKpdKp7YE6q1rSngk1FfH19SUpKwsTERO5IQgmgnudUPb9TUmIivhcvYFO1\nCs9KqXgW9pCIsDAsy5bBUuascqlYxZaqNe25fSWIxPh4ueMUGeIOlhZd/99cAOqH/nSZupugeqQd\nIXfu3LlDQkIC48aNY9SoUVy7dk3uSLI6fvw4oDvdAzPTvGNao+rq+YsyJxGKCvU0GM3aiQaWmp6e\nHo3btiI+Pp4LFy7IHUcoQd6e5zRFmUwL53b/Tq6rQ3OdZqVZx3akJKfwz+UguaMUGeIOlpYkJiRw\n99pNqtWqSTnrCsSGKuSOJKv27dtjbGzMyZMnmTlzptxxig1TU1PGjRvHkCFDePToERMmTOD48ePo\n62d9LeTKlSuFmDD/cps3KSmJU6dOUbFiRRISErhy5QoKhYKnKW+ynC0+KiwcfUMj4hMTtPJ+aOhj\nrX5+nj7DxJAyFcpzzdePhw/uo0xKIigsBotMvoPitC/o6uSc+ZWUlMTFixepUMmGyvZ2cscpUhq3\nacXZA4c5efIkXbp0kTuOUAKpL3SpL3wJaVp0asehP3Zwwy8Aho6UO06RIBpYWnI36AapKSk0aat7\n3QPVfZTf1rp1a3x8fLhx4wYNGzbMtpEgpLG3t6d69eqaf5ctW5aIiAhsbGyyXKc4naheuXIl27wq\nlUrzfNGpU6dISkqiZ8+e1K5dG0h79kQRH4FlmTKZrm9iYISBkSFWFTOfg+593g8NfYydXXWtfn5e\nP6Nll46c8vyLuIg31GhQl2aValLmre8gp+9WKBm8vb2Jj4+ntWtX9PT05I5TpNjVqYW1tTWnTp1i\n0aJFGBqKU5yCEhUVxcCBA9m8eTM1atSQO06hUCYlcf2CPxVsKmJX20HuOEWKrb0dFavacufKNRIT\nE985PukiccarJTf80roHNtGhEZ3UshrZybZZAwDW790pHsrPpb1797J06VIAwsPDUSgUWFtby5yq\n8Kj7u/uGPWTXob8AsGpeX7NPnQm5pXlOTZeon726fNZH5iSC3I4ePQpAsw5tZE5S9Ojr6+Ps7Ex0\ndDSXL4uJTwtKcnIyX331FaY6Nv/ajYuXSIxPoJVLJ3Fx4y16enrr1x77AAAgAElEQVQ4OrdHmZSE\nj484ToFoYGlFUlIStwICqVCpItXr1pY7jiwyG9nJyaUT+vr6BF+9Lne8YmPw4MHExMQwfPhwPvnk\nE7777judu/NnZmGBoaEBt68EUcmuKrUbN9D5vu41G9Sjgk1FrvpcRKmDDUwhTXx8PGfPnqVq1apU\nqWkvd5wiqXPnzgCakd4E7Vu2bBlubm46dfEPIOBU2giVTt06yxukiHLq2hkQdU9Nt87cCoi/vz9J\nCQm06NReXNVIx6JMaWo3bUTo3fu8fPlS7jjFgpGREcuXL2fHjh1s376dZs2ayR1JFtcuBJCsVNKy\nc0dRp0i7Mt+qqzNJCQn8c+mq3HEEmZw9e5aEhAS6desm6kUWmjVrhpWVFceOHUOpVModp8TZt28f\n5cuXp0OHDgBIkiRzosIRF6vgZsBlqtS0p0qN6jmvoINs7e2oUtMePz8/Xr9+LXcc2YkOylqgngjV\n0bmDzEmKnuYd2hJ89Tre3t6a52gEISeXz6R1MWjZpaPMSYqO1l2dObZjD4HevjB4uNxxipUBAwZo\nBgWpVq0a3377rcyJ8kbdPbBbt26Ey5ylqDI0NKRXr15s2bIFX19fMdiFlu3btw89PT0uXLjAnTt3\n8PDwYM2aNVhZWWW5TnEafAcy5lUPrBR85TopySnUcWyq9cGP8js4Umjo44IZYCkPOR2aNuDZw0es\nW7cu04mYi9O+kN9nmkUDK5+USiU+Pj6Us7bCvp5oQLytWYc27Fy1jjNnzjBu3Di54wjFQOybaG4G\nXKGqQw0qV9eNyYVzw7ZGdao61OBOYBDR0dHiIeJcKilzyykUCry9vXFwcMDBwYHw8BC5IxVZffr0\nYcuWLXh5eYkGlpZt27ZN8293d3e+/vrrbBtXULwHYoqOjiYu7CFHNuwAoPuAvlSolHGAIm0OrpSV\nrJZRD8ZUUAMsvW/Ozn1643PgKNevX8fDwyPDe7o2EJPoIphPvr6+xMXF0aRda9FlIxPlrK2o2aAe\ngYGBhIWFyR1HKAYCvX1RpabSrkc3uaMUOU5dO5Oakqq5ay7krKTMLff333+jVCrp2bOnONbkoGHD\nhtjb23P69GkUCt2eMkXIvzeRUdy9doNajRu807gSMipTvhwtW7bk6tWrPHnyRO44shINrHxST4Ta\ntL2Y8DErLZzbI0kShw8fljuKUMRJksSlU+cwMDSkdTdnueMUOU5d00avUncVE3Kmnltu48aNLFq0\niM8++wyVSiV3rPem7prVv39/uaMUeXp6evTp04ekpCROnjwpd5wSa+vWrToxRPul095IkkSb7i5y\nRykWXF1dATh48KDMSeQlugjmQ1xcHCdOnKBy5cpiToRsNG3XmgPr/8DLy0t0ExSyFRwczIvHT2jW\noS0WogvcO8pZW1G7SSOuX7vOgwcPcHAQf3dykpe55QrjOYH3KePFixdcuXKFRo0aERYWlusJt99+\nViT9e0V1Mu7M3leXkdO68QqFZhJue3t7IK1LW7VqOXc1Lmq/87zQpe5XhSU1NRX/E2cwKVWKVi7i\nmeDccHFx4ccff2Tv3r1MnjwZAwMDuSPJQjSw8uHEiRPEx8czfPhw0WUjG2aWFrRv355z584RHBxM\n3bp15Y4kFFGHDh0CEN0Ds9HG1YW7126wZ8+ed/q4C+/au3cvd+/eZcGCBbmeW66gT1TfZ8JtSOse\nCDB06FBq1aqVqwm3w8LD35koW/1eUZ6M++3305eR07qKmNgMk3Dv2LGDK1euYG1tjZ2dXabrQOE8\nG6Jrz5+UFAEBAbyOiKRDb1dKmZnJHadYMDMzo0+fPuzatQtvb2+dfQ4y310Ek5OTmT17NiNGjGDI\nkCE69WzA/v37AejVq5fMSYo2lUpFx45pV348PT2Jjo5+56c4dtkRtEupVPL3339jWbYMjVqLE5Gs\nNGzlSLly5Thw4IBOTrr8vorj3HLpJ9z2fnaPA4e8KGVmhnFdO52ecPt9DR06FIA9e/bInEQorg4c\nOABAx94fyJykeFHXvd27d8ucRD75Psp4eXlRvnx5tm/fzoYNG1i8eLE2chV5T548ISAgACcnJ2xt\nbeWOU6QlxMWRXKUcpczM8Dp6BJ9n9/ENe6j5OXH/eoartYJuOnLkCDExMbTs0klnuxTkhqGRIR9+\n+CHR0dGcOHFC7jhFXnGdW87MwgKL0paEBt8n5tVrWndzppx1BZ2ecPt9ubq6UqZMGfbv3y/mxBLe\n28uXLzl//jy2NapTva4YJfp9NGjQgCZNmuDt7c3z58/ljiOLfDewevTowYwZM4C0OxW6cmL0119/\nAWnzqwg5K12uLE5dOxEd9YpHd4KxKG2p+cnqOQJBd0iSxLZt29DX1xfdA3Ohb9++gG5fHdQV5w6m\nDQ7Uvpe4gv6+TExM6N+/P1FRUZw6dUruOEIxs3//flJTU2n7gYt4DCQPhg4dikqlwtPTU+4ossh3\nA8vMzAxzc3MUCgUzZ85k1qxZ2shVpKlUKg4cOICZmRkffCAOernVqW9aV8pzfx2ROYlQ1AQFBXHr\n1i06duxIeZvsn48R0ibLbdOmDZcuXeLu3btyxxEKSPiTZ9zwu0zNBvWoXqeW3HGKJdFVScgLpVLJ\n9u3bMTMzo3mn9nLHKZZ69uyJpaUle/bs0ck7yFoZ5OLFixd8/PHHjBgxgt69e2e7rByzOGu7zMDA\nQJ49e4azszO3b9/OckSn3I58pK33y1mVL5RRo972/NnTXOerUqsGNy8Fcv3KFcpap01OmH7kp9wq\n7P1IPJxcsNSTVw4dOpREmbMUFx999BF+fn788ccfLFmyRO44QgE4vT9t0Jeug/vKnKT4qlmzJk5O\nTvj5+XH//n1q1RINVSFnhw8fJiIiAjc3N0zNxeAWeWFmZsaQIUPYtGkTXl5empE9dUW+G1iRkZGM\nHTuWBQsW0KZNmxyXL+wTVW2M3PP2iE4///wzABMmTMhyRKf3GflIW+/HJyYU+KhRbwsNfYxtlaq5\nXv+DIQP4/bsfuX/lBgMnjgbeHfkpJ2I0puJLpVIRHR2d4bWIiAiOHz+Og4MDDg4O3EyIlCld8eLs\n7EyNGjXw8vJi5syZcscRtCwhLp6Lx09RztqK5h3ayh2nWMjs7wukDXQSEBDAunXr+P7774v8ICeC\nvCRJYtOmTRgYGDBs2DAeEC93pGLj7TrYv39/tmzZwvr165k7dy7R0dFYWlrqRB3M9xauXbuW2NhY\nVq9ejbu7O+7u7iVudKP0Izp5+p/j8uXL1GrcgHALfTGi03tydG6PeWlLfI+eIFmZLHccoZDFx8dr\n6pL656fN60lNTaX5B505++gfUZdySV9fn9GjR5OcnKy5AyiUHAGnzpKUkEDnfr0wMBQzquRGQlwc\n3k+CM/x98Q17iF4tW6yrVObo0aM8ePBA7phCEXf+/Hnu379Pr169qFSpktxxipW36+A9lYLmndrx\n+PFjjgVd1KlBzfLdwJo/fz7nz59n69atmh8TExNtZCtS1CM6+f2dNgx996ED/h2kQYzolGtGxsa0\n7/UBiugYAk6dlTuOIAN1XbIobQmShO+RE5SpUJ7O/XqJuvSe+vXrR4UKFdi1axcJCZl30RWKH6VS\niffBoxiZGNOht6vccYoVMwvzDIMoWZS2pHTZMvRwG0xqaiq7du2SO6JQxG3atAmAMWPGyJykeHq7\nDvYaOQyAwNO+OjWoWcm/R6dFiugY/E+cwaqyDU3atJI7TrHlMuBDDAwNOfanJ6rUVLnjCDI6tfcg\nSQkJfDB0AEbGxnLHKXZMTEwYPnw4MTExYpS0EuTQoUO8iYzCuW8vLMqUljtOidC6Wxcsy5Vl//79\nxMTEyB1HKCLUXdrUP0FBQfj5+dGqVStsbW2Jjo5GksQ8nflha29Hk7ZOPL3/kAc3b8sdp9CIBtZ7\nOL3fi2Slki79P0RfR4ajLwjlrK1o+4ELL58+J9DngtxxBJnEKxSc3u+FZbmydOrTQ+44xdaIESOw\ntLTk0KFDKBQKueMI+aRUKvnjjz8wMjbmg2ED5Y5TYhgZG9GpTw/i4+PZsmWL3HGKteTkZGbPns2I\nESMYMmQIp0+fljtSnqV/BMQ37CG7Du4DoPXAXuIREC3qNTJtNM/DW3ciSZLMaQqHaGDlUoIijtN7\nvbAsW4aOH4qTwfxydRuEnr4+R7fv0ZnKJmR0aq8XiXHxdB8yAONSpeSOU2y8fcUV0hpZCoWCtWvX\nEh0djUolrrgWV/v27SM8PJx2PbpRpnw5ueOUKO17fkC5cuX4/fffiYqKkjtOseXl5UX58uXZvn07\nGzZsYPHixXJHyhd1t/Wn9x/y5O5DGjq1oHHrluIREC2qUb8udR2b8jj4Hj4+PnLHKRSigZVL5w8f\nJyEuju5DB2BiKk4G86tiFVtadenI0wch3L58Ve44QiGLfvWaE7v3Y1GmNM79esodp1jJ7EF+O2cn\nzCwt2LZ9Oweu+urMQ8QlTWJiIr/99hsmJiZ0HvCh3HFKHBPTUowdO5b4+HjWrVsnd5xiq0ePHsyY\nMQNIu+BjUAJ69KhUKvb+thmAvqNHyBumhOo8qA96+nqsWbOGlJQUueMUONHAyoXXr19z9q/DmJe2\nxLlfL7njlBg9hg9BT0+PI9t2kSqexdIpf23cSlJCAn3HjKSUqanccYqdtx8irmBjTYe+PUhKTOTC\n0ZNyxxOAmJiYDHca0/8oFIpMTzA2bdrEixcvGDJkCKXLlZUhdcnXv39/qlatys6dO3n69KnccYol\nMzMzzM3NUSgUzJw5k1mzZskdKd/8T5wh9O59GrZpiX29OnLHKZGsbCvh1LUzjx49Yv/+/XLHKXBi\n7Ndc2LRpE4nxCQz7eII4GdSiKjWq065HN3yPnsDLy4tRo0bJHUkoBE8fhHDh2Emq1LSnQ+8P5I5T\nYjTv3J7A0z6cP/w3D4aNpEWLFnJH0mmn/wnEuFzmc/s9SoikRngYdlWqal57/vw569evx8rKijFj\nxhAUG15YUXWGSqUiPj6e8ePHs3DhQpYuXcqSJUtQKBSa7ra6MkdPfr148YKPP/6YESNG0Lt372yX\nvXLlSiGlen8KhYKHinA8123C0NgIlyH9CA19rHk/KiwcfUMj4hOzHqU1p2Xy+35Oy4SGPi4WOQGa\nOLch8Ox5fvjhB2xsbDAvwl0w8zvfqmhg5SAkJIR9+/ZhVdmGTn1EVyZt6zd2JJfOeLNu3ToGDRqE\nhQ4N4amLJEnir01bkSSJoVPHl4iuJUWFoZER/zd9Mr98vohly5axY8cOcaIoI5NSpTAvbZn5e6al\n0u5wWfw7Iee3335LYmIic+bMISUlRYxcVgAS4uLwfvWKsk1qUb1uLU6dOkWNti2wrFSBuLCHxCsU\ndK/VJNeT3uuqyMhIxo4dy4IFC2jTpk2Oy+f3RLUgRUdHs/2bBSjexPDhR26UrlAOO7vqmvdNDIww\nMDLEqmLFLD8jp2Xy+352y4SGPsbOrnqRz6nOWq9RY8aPH8+vv/7KmTNnWLBgQZafVdyJo282JEli\n8eLFpKam0vsjNwyNjOSOVOKUqVAel4F9ef36tegTrwN8fX15eOsOzdq3oV6LpnLHKXEat2lJ4zat\nuHbtGgcOHJA7jpCFxPgE/NI9Q7fp2F+cOnUKuzq1sGxWR4xcVoDMLMwpXbYMo2bPRN/AgP3r/8DQ\nyChtQANxgS9X1q5dS2xsLKtXr8bd3R13d/diu7/evHmT84f/xqZaFXoMHyx3HJ0wfPhwHBwc2LVr\nF1evltxn8EUDi3dH5VL/7Nmzh4sXL9KqVSsatS66V2CKu879elOpUiU2b95McHCw3HGEfMiqLkVH\nR3Pv3j08PT0pZWbK/82YJHfUEqvfuI8wNTVl2bJlvHz5Uu44QhZMzdOeozMwMGDPmvXo6+vj/sk0\nSpctI0YuKwRVatrzwbCBRIW/xHvfYbnjFCvz58/n/PnzbN26VfNjYmIid6z3lpCQwDfffIMkSYz8\n5GMxF2MhMTIyYtGiRQB4eHgQFxcnc6KCIRpYvDsPgm/YQ47eDmTZ8h8wNDbCsd8HKJVKuWOWWEYm\nxppuMZ9//rlOjC5TUmVWl3zDHuLz7D6fzp9HYmIiPUYOpZy1ldxRS6xy1hWYNm0a0dHRzJkzRwwg\nU8TtWbOB1y8j6TliCHZ1askdR6f0dh+GtW1l/P8+w+0rQXLHEQrZsmXLePToEe17fUCdpo3kjqNT\nHB0dGTNmDKGhoSxbtkzuOAVCNLD+Rz0PgkVpS8wtLdj760biYmIZNHE0ttXt5I5X4rVr147+/fvz\nzz//sGbNGrnjCPmQvi6pf84fPsa967ewq1ebll06yh2xxBs0aBBdu3bF39+fDRs2yB1HyILf36fx\nPXqCarVq0mvkMLnj6BxjExPGz/8MfX19Nn67nDeRUVnegVf/iDnmSobjx4+zc+dOHBwc6DN6uNxx\ndNLMmTOpW7cuu3fv5uDBg3LH0TrRwMrESc+/uBlwhQYtm9O5v5iLpLDMmzePqlWrsnbtWi5cuCB3\nHEFL/rl8Fa/NOyhnbYXLkL7o6enJHanE09PTY/HixdjY2LBq1Sr8/f3ljiS85eWTZ2z/eQ2lzM2Y\nuGCueMZXJvb16tB1WH9iX79h6/JVnH30zzt34NU/J+5fF3PMlQDBwcHMmzcPMzMzFi9eLLoGysTY\n2Jiff/4ZCwsLFixYwO3bt+WOpFWigfWW24HX2Lvud0qXL8fouf8Ro3AVAvVzO5Ik8fXXX2NgYMCn\nn37KP//8I64aFnNhoU/4bdH36BvoM+GruZQyN5M7ks4oV64cP/zwA/r6+kyfPp179+7JHUn4n7iY\nWHb+uAZlYhKjZs+kYhVbuSPptFbdO9OsfRse3b7L33/uxdzy3bvwYhCMkiE8PJypU6eSkJDA0qVL\nqVmzptyRdJq9vT3fffcdiYmJTJ48mefPn8sdSWtE6yGdZyGP+W3hd+jr6zN54TzKVCgvdySdkBAX\nh/eTYHzDHvK6fCn6TxjFmzdvmDpzBifuX+f43SCePn2aYZJO0W2j6HsV/pIVcxaQEBeH+2czcGhY\nT+5IOqdly5YsWbKE2NhYJk2aJAa9KAIU0TF4rd9CzKvX9B//ES06tZM7ks7T09NjzLxZ2Naw48rZ\n8/y1aavckQQteHvQpdDQUMaMGcPz58+ZNGkSTk5O/7u4K84fCktmA2G1atWK6dOn8/LlS8aNG0dI\nSEiJOKcT82D9T1RYOGu+WEy8Io4xHrNwaFRf7kg6xcwibUQtgO5D+vMmMoqTew6wacly3GZNwftJ\nMOUT0gZGeJryhriwh5p1xdwlhedlVCThr6KyfD9eoQAzfV6Fv+Snz+bz6mUE/caOpE33LoWYUrep\nD2BqnTp1YvLkyaxduxZ3d3dWrlxJ7dq1xd15GSiio/npsy+JfBaGo0tHeriJYaGLilJmZoz8dDob\nv/kvR7fvwcjYhF4jh4ouzcWYetAlMwsLYt9Es27hd7x4FEqnPj2p3aMTvmEPiQgLw7JsGTKfsU7Q\nNvVcdOrzObXqLm1wfvyAcwePMGrCODb/tqHY310UDSzSJhP+5fOviXn1miFTxtHmAxe5I+m8QZPG\noIiOwe/v02z5fgXuc2ZoGmDqQRSEwvciKpJoy6z/bLwMe83rsFg2LvmB6KhX9BwxRDy8X8gyO4DV\ncu2IS8RzTu89yEdjx/Dbml9p2lTMQ1aYXoW/5JcvFvPs4SMatXOih/swcfJexFiUKc3oeZ/w+5Ll\nHPx9GzGv3zDs4wniYkQxZmZhQVxMLGvmL+bl0+c49+vF/02fpPmdxoln6gpd+gvq6bnNnIyBoSGn\n9x1k7NixLF++nFq1Mh9Z1dLSssjXS51vYHl7e/PZZ58RGxvLkCnj6Dakv9yRBEBfX59Rs2cAaSNt\nrf1yCTOWLsLWXozoWJTduXYDz01bSUpIEPVJRpkdwIZNm0DZCuXZ99tmJkyYwNKlS3FxEReTCsPd\nazdYt3ApiugYugz4kAYdnNAr4icHuqq8jTVzVv2XlR4LOHvgEK/CXzJqzkwsypSWO5rwFpVKxb2Q\nh4CU6fuxsbFcCbzAgV83E6+Io+eIIfQb6y4ubBRRenp6DJ02HklScWb/IcaNH8/wWVNp1LplhuWK\nS68lnWhgSZLEyUsXMTEz1byWmprK0X1/cWjPXgwMDBgwebQ4GSxi9A0MGD33P5iam3Fm/yG+nz6b\n/5s+Cdu6xfu2cUmkTEzEc+0mzh08iqGRERO+mkPLzmI49qLG9f8GYWRizP51m5k2bRpubm5Mnjz5\nnUlCi8PVweIgWZnMsR17OLJ9NwDDZ06hU9+e3Lx2TeZkQnbKWVfgs5+X8tuipVy/GMA3E2cy9vNP\nsa1RXe5oQjrJycncT3iFZSbPyyfGx/Pn7xvx+/s0hkZGjPaYRVvRO6nI09PTo8vAPlSqXo29azfx\n+3c/0qHXBwyePBZTi+I1AbtONLAAkozApELaFd2Q23fZ/tNqntx/SAWbigz/ZBqlbcTEp0WRurJZ\nV7Xlrw1b2bz0J2o3b8zYOf+hvE1FuePpPEmSuOpzkX2/bSbi+Qsq2lbmozkzqd2kodzRhCw0dHLE\nsnw5/lq/hT///JO/T5+i//iPaNCqBVB8rg4Wdff/ucP+LTt48fgJZa0qMH7+bFEvihFzSwtmfr+I\nY396cnDzDpbPmkfLLp2o99lcUTeKMJVKxeUz3hzYsJWo8JdUqFKZKQs8qFZLXJgtThq1aUmthvX5\n/bsfOX/kb24GXGHgxNG0KkbzaOpMAwvSRgk8un03l8/4IEkSbV27MnjyWFJSU4lRiH64RVnT9q1p\n2taJLctWEnz1Ol9+NBnnfr3o4TYYfQMDuePpHJVKxa2AKxz705P7N/5B38CA7kP607ZzJ8pUqSR3\nPCEHNerXYf76FRzavINTew+ycckP1GnaCFe3wVSvW1vueMWWJElcunSJX3/9FT8/PwCc+/ViwPhR\nmIopCoodfQMDeo0cRt3mTflzxa9cPuPNEP/LDBs2jFGjRmFjYyN3ROF/UlNSCDrvx5Htu3n6IAQD\nQ0O6DelPHWcn0bgqpqo61GDerz9y7E9PjmzbzaZvl3Nsxx5cBvfDqV81uePlKN8NLJVKxcKFC7l7\n9y5GRkYsWbIEO7ui85yMUqnk6NGjbNjyO8HXbgJpv7Sh0yZQt1ljAN68ei1nRCGXrCrZ8J8fFnNk\nlycXDh7nlOdfnD1wmMZtW2EybATOzs4YGhbvawZFvT69DA/nzKGLXDh2kvAnzwBo0taJQZPGUMmu\nKi/vP5I3oJBrpUxNGTxlHO16dGPvut+5GXCFu9duYlOtCg/79GPw4MFUrlxZ7pj5Vhh16sWLFxw/\nfhxPT08ePHgAQN0mjRg4eQz29epotSyh8Dk0rMfnv/7Iyb0HOed5kN9//51t27bRuXNn+vTpQ6dO\nnd7pZluSFZXjlCRJPAt5zJ0Dh/A9epKYV6/R09OjTfcu9Bk9nFLm5jwKe1rouQTtMTQy4sOP3GjT\nvQuHtuzE78QZtv2wiiObtjNo0CBcXV1p0KBBkXyuLt9noydPniQ5OZmdO3dy7do1li5dypo1a7SR\nLU+USiV3797l2rVr+Pr6cuHCBZKSkgBwaFifHsMH07hNqyL5yxBypq+vT5P2rXEdNADfo39z9sBh\ngnwu8rHPRcqUKYOzszMtW7akWbNmODg4FLvnSIpSfZIkicjISIKCgrh06RIBAQEEBwcDYGhkSFtX\nF7oO6ieuDhZztjWqM33pQp7cf8jxnXsJ9L7AmjVrWLNmDbVr16Zt27a0adOGhg0bYm1tXez+dhZE\nnYqIiODq1asEBQXh7+/PP//8A4CRkRG9evVixIgRhOsrMRddz0sMfQMD2vXoxszho/H29uaPP/7g\nxIkTnDhxglKlSuHo6Ei7du1o3rw5derUwdy8eD0v8j7kOk6pVCoePXpEYGAggYGB+Pn58eLFCwBM\nzc1xGdgX5749qWRXFQBFjOiZVFJYVa7E6Ln/oefwIZz0/Iugc76sX7+e9evXU6lSJdq1a0fTpk1p\n3rx5kTn3y3cDKzAwkI4d0/pENm3alJs3b+Y7VFaUSqVmYrKYmBiio6MJCwvj6dOnPHv2jNDQUO7f\nv09ycrJmHVtbW3r16kW5uvbUchTDEpcURsZGdO7XG+e+vbjud4mwK7fw8fHh4MGDHDx4EAALCwtq\n1qyJvb091atXp2LFilhZWWFlZUX58uWxtLTE3Ny8SFREtcKqT0qlEoVCQWxsLAqFgtevXxMWFkZ4\neDjh4eGEhIRw//593rx5o1nHxMSEJs2a0ax7J5p1aIu5pUWBZBPkUa1WTcbPn83L5y+Iu/kQHx8f\nrly5wr1799iyZQsA5cqVo06dOlSpUgVbW1sqV66MjY0NZcqUoXTp0lhaWlK6dGkMilC33bzUqbi4\nOB4+fEhERASRkZFEREQQFhZGSEgIISEhvHr1SrOskZERHTp0wMXFBVdXV8qXT3vg/miQX8FskCAr\nY2NjBg0axMCBA7lz5w6HDh3Cx8cHX19ffH19gbRnh+3s7KhZsyaVK1fG1taWxMREUlNTcXBwoEKF\nCjJvRf5o+ziVmppKfHw8cXFxKBQK3rx5Q0REhObn2bNnmrqnvmAOacf45h3a4tTNmYatHDExLZWv\nHELRZ1OtCv3GufP1p3MJCgri1KlTnDt3jn379rFv3z4ASpUqRfXq1bG3t8fOzg5ra2usrKywtram\nQoUKWFhYULp06QK/65zvBpZCocDC4t8TLQMDA1QqlVZPWoODgxkzZgyvX2fflc/ExIT69evTsGFD\nGjVqROvWrQkLC6NFixYcDrqY7boJcXFZXu2Ij4vDwNAQRancvx+vUGg+Ly/r5+X9+MT4TLehIMuP\nVyhINTQulO1Tv5/+uwWoXL0aH3XtzeLFi7l79y5BQUFcvXqVW7ducfv2ba5fv57p56o5ODiwd+/e\nItHFoyDrU1xcHG5ubjx+/BilUpntsnp6elSrVg1HR0caNEAnL6gAACAASURBVGiAk5MTTZo04faj\nh9nOgwX/m2w4C4kJicQr4gptX8nP+2/vZ9r4/ILcBnVebWTs378/o0aNQqlUcvXqVS5fvsydO3cI\nDg7G398/y/XURowYwfz583NcrjDkpU717duX58+fv/O6vr4+VatWpWnTppqrpY0bN8bU1DSTT8me\nto85b7+fGJ9Q4MeDgqgj2f29l73upPvbpqenR/369alfvz6zZ8/m5cuX+Pv7c/PmTU1dOXPmzDuf\nYW5uzsWLFzEyMsq0jOJAG8ep+/fvM23aNCIiIkhISMhxeVNTUxwcHHBwcKB58+a0aNGCatWqcebh\nzUxHEVTLqh6o5XR+Ieff9Nwsk9t9V+6c6qw5nS/mKodCQalKpXB1dcXV1ZXU1FTu37+vOfe7e/cu\njx8/1vS4yYyhoSErV66kS5cuWS6TX3qSJGU+gUAuLV26lKZNm9KzZ08AnJ2dOXfuXKbLXrlyJT9F\nCYKsHB0dC7yM96lPIOqUULyJOiUI2lXU6pSoT0Jxlp/6lO87WC1atODMmTP07NmToKAg6tatm+Wy\nhVHxBaE4e5/6BKJOCUJORJ0SBO0S532CkLN838GSJImFCxdqbsV999131KhRQyvhBEHXiPokCNol\n6pQgaJeoU4KQs3w3sARBEARBEARBEIQ0RWf4NEEQBEEQBEEQhGJONLAEQRAEQRAEQRC0RDSwBEEQ\nBEEQBEEQtEQ0sARBEARBEARBELQk38O0vy0xMZHZs2fz6tUrzM3NWbp0qWZm+/RevXqFm5sbXl5e\nGBsbI0kSnTp1wt7eHoDmzZvzySefFGiZuV0vr2Xu3r2bXbt2YWhoyJQpU+jcuXOetlOlUrFw4ULu\n3r2LkZERS5Yswc7OTvP+6dOnWbNmDYaGhgwaNIghQ4bkuE5O8lImwIABAzQTEFarVo1vv/0212Xm\nplyAhIQExowZw7fffkvNmjULfFszK1Mb25pbcuzfBZlVW/UiP+SoU4WdFwpvH33fvKD9epxbed1H\nU1NT+e6777h16xZKpZLp06fTuXNnrZah9uDBA4YNG8aFCxcwNjbWahmxsbHMnj2buLg4kpOT8fDw\noFmzZhnWK4z6kZcykpOT+fzzz3n+/DlKpZIpU6bg4uKi1TLUoqKiGDhwIJs3b852hLy8lrFu3TrO\nnDmDUqlk+PDhDB48WOvflYeHB8+ePcPAwIDFixdrjl3aVpyOUbnNK/dxShyj5M0LWjhGSVq2adMm\nadWqVZIkSdLhw4elb7755p1lvL29pX79+kmOjo5SUlKSJEmS9OjRI2nSpEmFWmZu1strmS9fvpQ+\n/PBDSalUSrGxsZp/52U7jx8/Lnl4eEiSJElBQUHSlClTNO8plUqpe/fuUkxMjKRUKqVBgwZJkZGR\n2a5TEGVGRUVJiYmJUv/+/d+rnPcpV5Ik6fr169KAAQOk9u3bSw8fPszVOgVRpja2Nbfk2L8LKqs2\n60V+yFGnCjOvtupjQeSVpIKpx7mVl300KSlJ2rt3r7Rw4UJJkiQpLCxM2rx5s9bLkCRJio2NlSZM\nmCC1a9dO85o2y1i5cqX0xx9/SJIkSQ8fPpQGDBjwzmcXRv3ISxl79+6Vvv32W0mSJOnNmzdS586d\ntV6G+r2pU6dKrq6umv1Tm2X4+flp/t7FxcVpfo/aLOPEiRPSzJkzJUmSJF9fX2n69OnZlpEfxekY\nlZtyi8JxShyj5MsrSdo5Rmm9i2BgYCCdOnUCoGPHjly8ePGdZQwMDNi8eTOlS5fWvHbr1i1evnzJ\nRx99xMSJEwkJCSnwMnOzXl7LvH79Oi1atMDIyAgLCwuqV6/OnTt38rSdgYGBdOzYEYCmTZty8+ZN\nzXsPHjzAzs4OS0tLjIyMcHR05NKlS9muk9vte58yAwICuHPnDgkJCYwbN45Ro0Zx7dq19yozp3IB\nkpOTWbNmTYYrigW5rVmVqY1tfZ98hb1/F1RWbdaL/OYs7DpVmHm1VR8LIi8UTD1+n2zvu48GBwfj\n6+uLjY0NkyZN4ssvv8z2zkley5Akia+++opPPvkEExOTAtmO0aNHM2zYMABSUlIyLacw6kdeyujR\nowczZswA0q5AGxgYaL0MgGXLluHm5oa1tXW2n5/XMnx9falbty5Tp05l8uTJWd4JzU8ZNWrUIDU1\nFUmSiI2NxcjIKMdtyavidIzKTblF4TgljlHy5QXtHKPy1UVwz549bNmyJcNrFSpUwNzcHABzc3Ni\nY2PfWa9du3bvvFaxYkUmTZqEq6srV65cYfbs2Xh6ehZomQqFQnNrMqv18lpmXFwclpaWmv+bm5uj\nUChyvZ1Z5YS0P1QqlQp9fX0UCsU75cTGxma7Tm7kpcyaNWsybtw4hgwZwqNHj5gwYQLHjx/PdZk5\nlQtpM8i/7zoFUaapqWm+tzUzcuzfhZlVm/UiP+SoU4WdVxv1sSDyQsHU48xocx99/fo1oaGhrFu3\njkuXLjFv3jy2bdum1TJ++eUXnJ2dqVevXoFth/q1iIgI5syZwxdffPHO91YY9SMvZZiZmWnWnTlz\nJrNmzcr0s/NTxr59+yhfvjwdOnRg3bp1SDlMFZqXMl6/fs3z589Zt24dT548YcqUKRw7dkyrZZiZ\nmfHs2TN69OjBmzdvWLt2bbbbkVvF6RiV17xF4TgljlHy5QXtHKPy1cAaMmRIhj7LANOnTycuLg5I\n20nTX63ITqNGjTRXoxwdHXn58mWBl2lhYYFCochxvbyUaWFhoXk//TIODg652s7sPiv9L9TS0jLT\ncrJbJzfet8wyZcpgb29P9erVAbC3t6ds2bJERERgY2OjlXK1uU5+19fGtmZGjv27MLNqs17khxx1\nqjDzaqs+FkReba6TE23to5aWlpQtW1Zzp6FVq1Y8evRI62V4eXlhY2ODp6cnkZGRjBs3jq1bt2q1\nrgEEBwfz6aefMnfuXFq2bPnO91YY9SMv+zTAixcv+PjjjxkxYgS9e/fO8vPzuh1bt25FT0+PCxcu\ncOfOHTw8PFizZg1WVlZaK6Ns2bLUrFkTQ0NDatSogYmJCa9evcry+aO8lLF582Y6duzIrFmzCAsL\nY9SoUZpnn/KjOB2joPgep8QxSr682lpH6998ixYt8Pb2BsDb2zvTP96Z+eWXX/jjjz+AtO5Xtra2\nBV5mXtfLzbpNmjTh8uXLKJVKYmNjefDgAbVr187TdqYvKygoiLp162req1mzJo8fPyY6OhqlUsml\nS5do3rx5tuu87/blpsxmzZqxd+9eli5dCkB4eDgKhSJXXSxyW64218nv+trY1rzkK6z9O68Ks15o\nK2dh1anCzKut+lgQebW5Tn6z5XYfrVOnDo6Ojpw7dw7IeR/Naxl///03W7duZevWrVhZWbFx40at\nllG7dm3u37/PzJkzWb58uaa7S3afXVD1Iy/7dGRkJGPHjmX27NkMHDgw28/P63Zs27ZN8zuoV68e\n33//fZaNq7yW4ejoiI+PD5BWNxMSEihXrpxWv6syZcpo7tKULl2a5ORkVCpVjt9ZXhSnY1Ruyi0K\nxylxjJIvr7bW0ZNyuv/9nhITE5k7dy4REREYGxuzfPlyKlSowObNm7Gzs8vQb71r164cPXoUY2Nj\nYmJimD17NvHx8RgaGvLVV19lO3KPNsrMaj1tlblnzx527dqFSqViypQpdO/ePU/bKUkSCxcuJDg4\nGEAzklV8fDxDhw7lzJkzrF69GpVKxeDBgxk+fHim6+T2+8xrmepRi168eIGenh6zZ89+Z3Sq/Jar\n5u7uztdff02NGjUKfFszK1Mb25pbcuzfBZlVW/UiP+SoU4WdtzD30ffNq6bNepxbed1HlUolCxcu\n5MGDBwAsXLiQ+vXra7WM9NLXZW2WMXXqVIKDgzUnh6VLl2b16tUZPrsw6kdeyvjmm284duxYhs/d\nsGFDls+r5aWM9NLvn9rcDoD//ve/+Pv7o1Kp+PTTT2nfvr1Wy4iPj+fzzz8nIiKC5ORkRo0aleMd\nv7wqTseo3OaV+zgljlHy5lXLzzFK6w0sQRAEQRAEQRAEXSUmGhYEQRAEQRAEQdAS0cASBEEQBEEQ\nBEHQEtHAEgRBEARBEARB0BLRwBIEQRAEQRAEQdAS0cASBEEQBEEQBEHQEtHAEgRBEARBEARB0BLR\nwBIEQRAEQRAEQdAS0cASBEEQBEEQBEHQEtHAEgRBEARBEARB0BLRwBIEQRAEQRAEQdAS0cASBEEQ\nBEEQBEHQkiLRwHr69CmNGjWif//+GX7Cw8NlybNixQp69erFhx9+yObNm2XJcP36dX744QcA9u3b\nx7x5895Zxt/fH3d391x/pouLyzuvPX36NNPXs+Ph4cH+/fvfa528SL9f9OvXj169evHNN98gSRIX\nL16kZ8+e76zzyy+/sHTpUgC2b9+uWbd///4cOHBAs5yLiwu9e/fWvD9w4ED8/f0LfJsKmqhL7xJ1\n6V87duygX79+9O7dmw8++IDvv/+e5ORkIO27cXJy0tSJHj16sGzZMlQqVYbP2LZtG40aNSIyMlLz\n2oMHD2jdujUPHjzQvHbs2DGGDRtGSkoKq1at4pdffimcjSwAol69S9Srf2VXrwBWrlxJ37596dev\nH0OGDMHHx0fzXr169ejfvz8DBgygb9++uLm5cffuXc37Z8+exc3NjX79+tGnTx9WrFiBJEmFtm0F\nTdStd4m6laZevXrs2bMnw2vu7u4EBAQAsGvXLvr06UOfPn2YN2+eps6dPHlScxybNm0aMTExABw4\ncIAOHTpo9rGff/65QPMbFuinv4eKFStmOAGWS0BAAP7+/hw6dIjk5GR69epF586dsbe3L9Qc9+/f\nJyoqqlDLzC09PT309PQKpaz0+0VKSgpubm74+PjQqVMnkpKSuHXrFg0bNtQs7+XlxerVq7l27Rqe\nnp7s3r0bY2NjXr16xaBBg6hfvz5169YFYP369dja2gJw/vx5Zs2ahY+PDwYGBoWybQVF1KWMRF1K\ns3btWs6ePcuGDRuwtrYmOTmZefPm8dNPPzFnzhwAunbtynfffQdAfHw806ZNY9WqVcycOVPzOfv2\n7aNbt254enoyefJkABwcHJgxYwZz5sxh165dvHjxgmXLlrFt2zYMDQ0LbRsLkqhXGYl6lSanenXk\nyBH++ecfDhw4gL6+Po8ePcLNzY3Dhw9Tvnx5gAz71a5du5g7dy779+/H29ubxYsXs2nTJqpXr05S\nUhL/+c9/WLlyZYY6WdyJupWRqFv/+vnnn+nYsSOVKlXKkCEkJIRNmzaxb98+zM3N8fDwYPv27Qwe\nPJhFixaxd+9eKlasyMqVK1m1ahVffPEFN27c4PPPP6dXr16Fkr3INLCy4uHhwZs3bwgNDWXOnDmU\nL1+epUuXkpiYSLly5Vi0aBFVq1bl5s2bfPnll+jp6dGhQwcOHTrE6dOnM3zWvHnzuH37dobXxo8f\nz4cffqj5v5OTE1u2bEFfX5+IiAhSU1MxNTXNNmP79u1xcXHh8uXLWFtbM3z4cLZu3UpYWBhLly6l\nVatWhISE8NVXXxEdHY2ZmRlffPEFjRs3xsPDA0tLS27dukVYWBgff/wx3bt3Z+XKlSQkJLB27Vps\nbGx4/Pgx7u7uvHjxgrZt27J48WJN+aGhoYwaNYozZ84AaX8k1q9fz/r169/ru963bx8+Pj7ExMTw\n5MkT2rdvz4IFC5AkiaVLl3L27FkqVqyISqWidevWQNqBYcuWLahUKho2bMiCBQu4d+8eEydOxMvL\nC319fQYOHMiaNWuoV6+epqyffvqJc+fOZSi/b9++jB07Nst8iYmJJCcnaw5KAwcO5NChQ5oGVmBg\nIGXLlqVWrVqcPHkSSZKIj4/H2NiY8uXLs3LlSsqVK5fpZ7ds2ZJXr14RExOT5TLFnahLuluXkpKS\n2LBhA7t27cLa2hoAIyMjPv/8c06dOpXpNpiZmTFr1iwmTpyoOZm7c+cOb968YfHixUyfPp1JkyZp\nDrYjRozg3LlzrFq1Cj8/P+bOnau5gFGSiXol6lV29SoyMpLU1FSSkpIwNTXF3t6eVatWYWiY+elX\ny5YtNb0w1q5dy/Tp06levToAJiYmLFy4kIcPH77X91Zcibqlu3VL7aOPPuKLL75g48aNGV5X1wVz\nc3MAateuzYsXL0hJSWHhwoVUrFgRgDp16nD48GEAbty4QWhoKOvWraNOnTp8+eWXlC5d+r2+p/ci\nFQFPnjyRGjZsKPXr10/zs3HjRkmSJMnDw0Py8PCQJEmSkpKSpD59+kgvXryQJEmSvL29pdGjR0uS\nJEk9e/aUzp8/L0mSJK1atUpycXHJV6YVK1ZIzZo105Sdnbp160qnTp2SJEmS3N3dpU8//VSSJEna\nv3+/NG3aNEmSJGnQoEHSiRMnJEmSpKCgIKlLly5SUlKSNHfuXGn69OmSJElScHCw5OTkJEmSJO3b\nt09T9t69e6XOnTtL0dHRUlJSktSpUyfp3r17kp+fnzRy5EhJkiRp5MiR0sWLFyVJSvvOjhw58k7O\nLl26vPPakydPNK+ry4mLi5MSEhIkZ2dnKTg4WDp69Kjk7u4upaSkSFFRUVL79u2l/fv3S3fv3pWG\nDx8uJSUlSZIkST/88IO0Zs0aSZIkaeXKlZKHh4f06aefSr/99luO32Fm0u8Xffv2lRwdHaWxY8dq\nynv69Knk7OysWf7LL7+Udu3aJUmSJCmVSmnq1KlSw4YNpZEjR0qrVq2SQkNDM3wXT58+1fx/586d\nkqura55yFiWiLom6lJmbN29KrVu3znaZ9N+TWnx8vFS3bl0pKipKkiRJWrJkifTf//5XkiRJ6t69\nu3T27NkMy0dEREiOjo7SnDlzMry+atUqadWqVXnKXhSIeiXqVWZyU6+io6Ol//u//5OaNm0qjR07\nVvrtt9+kiIgIzft169bV/FulUkk//vijNHbsWEmSJKlZs2bSgwcP8pStuBB1S9St7L7blJQUaeDA\ngdLu3bs12xoQEJBhuaioKKlLly7vvJ6QkCANGDBA2r9/vyRJkjRt2jTp2rVrkiRJ0vLlyzW/q4JS\nZO5gZXeLuGnTpgA8evSIJ0+eaLqlAMTFxfHq1SuioqJo3749AEOHDmXfvn3vfE5mVzDGjRtHnz59\n3ll2xowZTJw4kcmTJ7N7926GDh2abf5OnToBUKVKFRwdHQGoXLky0dHRxMfH8+TJE7p166bZnjJl\nyhASEoKenp4md+3atYmOjgZ4p491y5YtNS1tOzs7Xr9+neH9QYMG8ddff9GsWTP8/f35+uuvs82b\nlebNm2NmZgZAtWrViI6O5tKlS7i6umJgYED58uVxdnZGkiT8/f15/Pix5rtJTk7W3E2aMmUKAwcO\nxNTUVNOXOL3MrmD06dOHcePGZXgt/X6h7nrxzTff8PXXX1OlShXs7e3x9/enefPmnDt3jrlz5wJp\nVxFXr15NaGgo58+fx9vbm40bN7J582bN/jRx4kSMjIxITk7G1ta2wPvjFhZRl0Rdyqwupe/WERgY\nqNmuyMhIzp8/n+lzHep1SpUqRXJyMocOHdJcSezZsye7du3C2dlZs/zt27cxNTUlMDCQuLg4zdXF\nkkDUK1Gv8lKvSpcuzZ9//sndu3e5cOECp0+fZsOGDXh6elKtWjUA+vfvD4BSqaRWrVqaOxT6+vol\n6nmrrIi6JepWZnULwMDAgKVLlzJq1Cg6duz4zvvh4eGMHz+eIUOG0KpVK83rsbGxTJ06lQYNGmjq\nV/rngMePH6/5nRSUItPAyo6JiQkAKpWKatWqaSqiSqUiMjISY2PjDMtndetd/WxBdh4+fIhSqaRe\nvXqUKlWK7t27ExwcnON66ct8+xkelUr1ToWRJInU1FQATf7s+rVmtU1qrq6u/PTTTxw7dgxnZ2eM\njIxyzJwZ9XedPqeenp4mK/y7fSqVih49ejB//nwg7ZkN9XIxMTHEx8eTkJDA69ev3+l2N2vWLGbN\nmvVe2YyMjOjRowcrVqzQvKbuJhgTE0Pbtm01J3QHDhzAxsaGtm3bMnz4cIYPH85PP/3EX3/9pfmD\nnf4ZLF0h6pJu1qWaNWuiVCp59OgR9vb2tGjRQvO7T991423BwcFUqlQJMzMzTpw4QUxMDNOmTQPS\nnomMiooiPDwcGxsbIiIimD9/PmvWrGHbtm188803udpPSgJRr0S9yqpe/f7777Rt25Z69epRp04d\nRo8ezWeffcaJEyc0XaKyalw0atSIGzdu4ODgoHktJCSEtWvX8v3332f/RZUQom7pZt1Kr3bt2pqu\ngupckDa40oQJE/joo48YPXq0ZvmXL18ybtw42rVrpxkgRKFQ4OnpqVlOpVLl+L3mV5EYRTC3atas\nSXR0NJcvXwbA09OTTz/9FAsLC2rUqKHpc+vl5ZXnMp48ecL8+fNRKpUolUpOnz6tuSKRVxYWFlSr\nVo0TJ04AEBQURGRkJLVr185yHQMDA1JSUrJ8/+0Ka2pqSqdOnfjpp58YMGBAvvK+rW3bthw7dgyl\nUkl0dDTnz59HT08PJycnTp48yatXr5AkiQULFvDHH38AsGjRIkaOHImbmxuLFi3SWhY/P78Mg1q4\nurri5+eHl5cXgwcP1ryuUqn48ccfNVd6UlJSePToEQ0aNNBaluJM1KV/6UJdMjU1ZdKkScybN08z\nOpckSZw8eTLLQV1iY2NZsWIFI0aMAGDv3r385z//4fTp05w+fRpvb29atGjBnj17kCSJuXPn4ubm\nRuPGjfnyyy/x9/fn+PHjmrJ0gahX/xL1Kq1eKRQKVqxYQXx8PAAJCQk8ffqU+vXr5/j548ePZ/Xq\n1Tx+/BhIu2OzdOlSnbswCKJupacLdettEyZM4M2bNwQFBaGnp4dCoWDcuHHMmjUrQ+MqNTWVyZMn\n07t37wyjL5qamrJhwwauX78OpI2G2717d61ky0qRuYOVXetd/Z6xsTErVqxgyZIlJCUlYWlpqXkY\ndNmyZXzxxResWrWKmjVr5jmHs7Mz169fZ8CAAejr6+Pq6qoZcUT9sHf6E/zMsqv/n360lf/+978s\nWLCAlStXYmJiwi+//KK5ypB+ffW/mzRpwurVq1m+fHmm25O+DLWePXty9epVmjRp8l7bnNlnpX+v\na9eu3Lhxgz59+mBlZUWtWrWAtCt006ZNY9SoUahUKho0aMDEiRM5cuQIT58+5eeff0alUjFo0CCO\nHTtGjx493isXpF2JUN/eTUpKonr16ixZskTzvomJCW3btiUgIICWLVtqXh84cCCvX7/Gzc0Nff20\n6wi9e/fO0AgrqURdyriuqEtpJk6ciJWVFdOmTSMlJQWlUkmdOnXYvXu3Jt/p06fp378/enp6pKSk\n0KNHDyZMmEBkZCQBAQGafURt7NixLFy4EBMTE5RKJZMmTQLSTiq+//57ZsyYQbNmzUrEKIKiXmVc\nV9SrNDnVq6lTp/LTTz/Rt29fTExM0NfXZ+TIkbRt2zbLbVLr2LGj5mp/amoqKSkp9OzZk48//vi9\ncxZlom5lXFfUrYzZ4N+ugoMGDQLSGthRUVFs3LhR023dxcWFBg0acPv2bVQqFceOHQOgcePGLF68\nmJ9//pmFCxeSmJhIjRo1CvwusJ6khUuL69at48yZMyiVSoYPHy77SeyzZ89wd3d/ZxSZkiw1NZUf\nf/wRa2vrDK359FxcXHTqOykOrl27xg8//MDWrVt5/PgxHh4e6OvrU7t2bRYsWCD7iamoS6MzXUbU\npaIrfZ1S8/LyYvv27ezcuVPGZP8S9Wp0psuIelU8KJVK5s2bx9OnT7GwsOCrr77SjHQoN1G3Rme6\njKhbhS/fXQT9/f25evUqO3fuZNu2bYSFhWkjV76o+43qkkGDBnHnzh2GDx+e5TK69p0UdevXr2f+\n/PmayfG+++47PvnkE7Zv344kSVkOn12YRF3KnK59J8XF23UK+H/27jw8yvLqH/h3ZjJZJvsCBBKy\n7zvZSAIhbFJsFatFq1CsFl9bl7aKUrFVqVjrr75XW2v7+kK11VekooVYpGgBWQLZt0lCVhJC9kzI\nQiaZSUImM/P7Y5wIZLLOcj8zcz7XlevSPDP3fZhkMs/9POc+B7W1tTh69CjDqKai95Vu1vaamKtP\nP/0Ujo6O+OSTT/DSSy8tuKiCMdB7Szdre024QO87WH/4wx/A4/HQ2NgImUyGX/ziF4iJiTFUfIRY\nrFOnTiE8PHyyOeuaNWtw4cIFAMCZM2eQl5eHV155hXGUhJiP299T169fxy9+8Qvs3r0bL7/8Mj75\n5BPWIRJi9l599VWsWrVqsgrbunXrJvswEUI09L6DNTAwgOrqarz99tt49dVX8fzzzxsiLkIs3qZN\nm24pMHDztQ6RSITh4WEWYRFitm5+T6lUKvzqV7/Cnj17JksPE0L0FxkZObmgqqioQE9Pj9UUsiFk\nrvQucuHu7o7g4GDY2NggMDAQdnZ2GBgYgIeHx5THlpWV6TsdIUzoW0loLrTFOABNtai5dBin9xQx\nV8Z+T1VXV6OtrQ2//vWvMT4+jqamJrzxxhu3VJbShd5TxFyZ4nMK0KSkXblyBdu2bUNiYiKio6On\nTUGj9xMxV3q/n/TtVHzu3Dn1o48+qlar1WqJRKK+44471CqVSudjS0tL9Z1uVjQHzWFO2tvb1Q88\n8IBarVarf/zjH6uLiorUarVa/fLLL+vsxn47Q/7bDf06Umzsx+PqWMZ083tKq6OjY8r3psPi30lz\n0pzmRCwWq8+dO6dWq9Xqqqoq9a5du6Z9rLFeCxrX/MY1p1gNQe87WGvXrkVJSQm2bt0KlUrFicpn\nhJgT7ftlz549ePnll6FQKBAcHLygsqaEkKkbutVWuPGdEGPx9/fHn/70J+zfvx8uLi63tE4hhGgY\npA/W7t27DTEMIVbH19d3snR0QEDALaWlCSHzd/N7aqbvEUIWxt3dHe+//z7rMAjhNM40GiaEEEKI\n9VGpVLMW9XF2dr5lnyohhHAZLbAIIYQQwszw8DBOkhFAxgAAIABJREFUN1VB5OSk8/iITIY7QuLg\n6upq4sgIIWRhaIFFCCGEEKZETk5wcnFmHQYhhBgELbAIIYQQQggxE9q0WplMBqlUqvMxlFbLFi2w\nCCGEEEIIMRPatNqBiUHIJc1TjlNaLXu0wCKEEEIIIcSMiJycMDYxTqm1HEX3DgkhhBBCCCHEQOgO\nFiGEEEKMSqVSTbtfRCqVQq1WMYiKEEKMgxZYhBCiw2y9eWgDMSFzNzw8jMqhbsglLlOO9UokcHZz\nBSU6EUIsBS2wCCFEh5l689AGYkLmz17koHO/iHyWJsOEEGJuaIFFCCHToN48hBBCCJkvWmARQggh\nhJA5USgU2LNnDzo7OyEQCPDaa68hKCiIdViEcAptICCEEEIIIXOSk5MDpVKJw4cP46mnnsJbb73F\nOiRCOIfuYDE23UZ6bbUl2khPCCGEEK4IDAyEUqmEWq3G8PAwhEIh65AI4RxaYDE23Ub6jolB9DZV\n0UZ6QgghhHCGSCRCZ2cnNm/ejMHBQezfv591SIRwDi2wOEDXRnqRk5PO6mWEEEIIIax88MEHyMzM\nxLPPPguJRIIf/vCHOH78OGxtbXU+vqyszChxWPO4MpkMHRODEDk5oa2tdcrxEZkMFZIhOOlxHmmM\n18EcXlutpKQkvZ5PCyxCCCGEEDInrq6usLHRnD66uLhAoVBApZq+UbS+J6q6lJWVWfW4UqkUckkz\nBgYH4OfnP+W4bGgYCd5BC86AMsbrYC6vraHQ5h4z0dfXh97eXtZhEEIIp1VWVmLHjh0AgLq6Omzf\nvh07duzAzp070d/fzzg6QszfI488gtraWmzfvh2PPPIInnvuOdjb27MOixBOoTtYHNfQ0IA//OEP\nqKysBADExMTg5ZdfRlxcHOPICCGEW9599118/vnncHR0BAD89re/xcsvv4yIiAh88sknePfdd7Fn\nzx7GURJi3kQiEVUOJGQWdAeLw5ou1eDxxx9HZWUlMjIysHr1alRXV2PHjh3Izc1lHR4hhHCKv78/\n/vKXv0CtVgMA/vCHPyAiIgIAMDExATs7O5bhEUIIsRJ0B4ujpH0D+OD//RFKpRJ/+ctfsGHDBgDA\nxYsX8dOf/hTPPPMMjhw5goCAALaBEkIIR2zatAkdHR2T/79o0SIAQHl5OQ4dOoRDhw6xCo0QQuZs\nuhY+WlKpFGr19PveCHsGWWDde++9k5VKli9fjt/+9reGGNZqqdVqnHj/EEblI3jxxRcnF1cAkJmZ\niX379uGFF17ACy+8gAMHDoDH4+kch3poEUKs3RdffIH9+/fjr3/9K9zd3ef0HGNVurLmOWUyGQDo\nrHjWL+kB30aIkbFRnc/VtyKapb+2Wlzc6E8WZroWPlq9Egmc3aiFD5fpvcC6ceMGAODgwYN6B0M0\nqovKcLWmARGJ8diyZcuU41u2bMEXX3yBnJwc7P/sE8RlpE55zIhMRj20CCFW7dixY/j0009x8ODB\nef0tNPWJKosqWKaeUyqVoqH0vM6KZ3YCIQRCG3gtXqzzufpURLOG15ZYJl0tfLTkM9zdItyg9wKr\nvr4eo6Oj2LlzJyYmJrBr1y7Ex8cbIjarpFIq8dl7/wfweLjr4YemvTv11FNP4eLFizh5+AhW3rEW\nAoHAxJESwn3TpVnIZDJIpVIAdKfXEvF4PKhUKvz2t7/FsmXL8PTTTwMAUlNT8dOf/pRxdIQQop/x\nG+Mo+eIUynLycP1aHxydnRCbloLN27Zisc8y1uERGGCB5eDggJ07d+L+++9HS0sL/uu//gsnT56k\nE5YFEl8sQGdzC+JWrcTSAL9pH+fn54fUDVkoPH0OxWdykL5pvQmjJMQ8TJdm0TExCLmkme70WiBf\nX18cPnwYAFBUVMQ4GkIIMaxrnV048Mpv0dvVDRtbIZaHBGGwtw95X55G8Zkc/GDXU4hJS2EdptXT\ne4EVEBAAf3//yf92c3NDb28vlixZovPxpshLNqc5bu7GDQD/+eQoACDjrk3o6GibNu9cJpMhOjMV\nRV+dx8lPsuETEXzL8bnmrJvTa8VyDkr3MF+60ixmSr0ghBBCuOh6bx/++NxLGLjWi7Rvrceqe+5E\nWEQE1Go1Ss9dxD/eegfv/78/4oGnH8eqHwSxDteq6b3AOnr0KC5fvoy9e/eip6cHMplssnKTLsY+\nUTVF7rMh59B243ZycUbHlatoa2hCVPIKeC5dAg83j2nzzjXPc0Fceioq84ugGrmBgIiwyeNzyVk3\nt9eK5RymolAosGfPHnR2dkIgEOC1115DUBD9kTSma9euobq6Gt7e3ggKCpo2LZcQQghhZWx0FH/6\nxSsYuNaLDVvvwfqtWyYLw/B4PKSsX4Nlgf74/bMv4uj+v2FTQipWrVrFOGrrpXce39atWzE0NIRt\n27Zh165deOONNyg9cIHOHzsBAFj73bvm/Jyse74NAMj5/EujxERMKycnB0qlEocPH8ZTTz1FzRyN\n6MboGD75819xzz334LHHHsNdd92Fhx9+GJ2dnaxDI4QQQm5xdP/76G5tx7p778KaLXfqfIxPoD8e\ne2k3VCoVXnzxRQwODpo4SqKl90pIKBTi97//Pf7xj3/g0KFDSEhIMERcVkcxPo7Sc7lwX+SF2JWa\nuzEqlQpSqXTaL7VahcikBCxathQl5y5gbFR3iVtiPgIDA6FUKqFWqzE8PAyhUMg6JIs0fuMG3tr9\nMorPnEdwcDCefvppZGZmorS0FA8++CBaW6eWkiaEEEJYqC0V48LxL7Es0B/f+/GPZsy0iEpegW89\nuBW9vb10kZYhajTMEdVFZRiVy5F517fA/7oi4KhcjgsDA/AY9ZryeG0PBGdXV6RuzMKJDw+jKr8Y\nqRuyTB06MSCRSITOzk5s3rwZg4OD2L9/P+uQLI5arcYX7/8DzbX1WJGZgT+/8SY8PT0BAB988AF+\n97vf4amnnsLf/vY3xpESQgixdsqJCRx++wD4fD4efeEZCG1nv/C6/r670VBQik8//RTf+973EBsb\na4JIyc1ogcURxWdyAGDKAknk5KhzM/7NPRBS1q3BiQ8Po+TsBVpgmbkPPvgAmZmZePbZZyGRSPDD\nH/4Qx48fh62t7bTPMWSBD0MXC2Ed2+1FZACgoawSNYVl8AkOQObW76C6unqyGExsbCw2bdqEU6dO\n4Te/+Q1iv7tRZ6PH24vIWNrrZoqxLGXfJCHW5rPPPkN2djYATS/U+vp65OfnL7gRNJlZ3pen0dPR\niawtd8IvLGROzxHY2OD555/HU089hddffx0ff/wx7S82MVpgccDYyAiqCoqx1H85fIMD5/187fNq\nSsohH5bB0Zn+yJkrV1dX2Nho3pYuLi5QKBRQqVQzPsdQJ6qGLhZiyPEWOtbNRWQAQDGuwF+Pvg6+\ngI/HX34BTm6uU4rBxMTEoKamBufPn0fK976jszHqzUVkLPF1M/ZYhKiUStSWVaDtchNujN1AeFLc\ntI2GCbfce++9uPfeewEA+/btw/3330+LKyO5MTqG4//3MWzt7fCdhx+a13OTkpKwYcMGnDlzBvn5\n+VTwwsSoGgUH1JVVYEKhQNLazAVfYUhZvwbKiQlU5BYaODpiSo888ghqa2uxfft2PPLII3juuedg\nb2/POiyLcf7YCfR2dSNp/Rp4+/nqfIydnR127dqFiYkJnDj4sYkjJMTytTc147X/+hn+vOfXOPb3\nj/Cff/wTf3ruZXzwu7doL7EZuXTpEhobG3H//fezDsViXTxxEkMD17Hhe/fA1cN93s9/8sknAQDv\nvPMO1Gq1ocMjM6A7WBxQU1wOAEhYnbbgMVasTsdn7/4fqgqKserOjYYKjZiYSCSiTalGohhX4NQn\n2bB3FCHzHt0VmLTuvPNO/P3vf0dVfjG6WtqwbIam34SQubtSU48/7X4ZN8bGkP6tDUjKWo3utjbk\n/+cMCk6eQXdrO555cx8cnBxZh0pmceDAAfz0pz9lHYbFUiqVOHv0cwjtbLFx6z0LGiMqKgpr167F\n+fPnUVxcjJUrVxo4SjIdWmAxNjExgfryCngsXgTfoIAFj7NkuQ+W+PqgrlQMxfi44QIkxEKUnr+I\noYHruOP+78568sbj8bBjxw7s2bMH5z47ju3PPmWiKAmxXEMDg/j0j/uhGB/Hj3+9B4lrNClLi5cv\nQ9zqNHz54ScoPHUWH7z5J/zk1RdpzwiHDQ0NoaWlBampqbM+1tB7VK1hXJlMhvNFOejvuYak9ZkY\nkF7HgPT65PF+SQ/4NkK4e3mgrW1q1dub9wlrF1h//vOfJ7cgGDpelmMaa1x9U+JpgcVYZWUlRuUj\nWHnHer0/TOLSU3D6n/9CQ8WlW5oOE2Lt1Go1zhw5Bh6fj3X33g35+OxpSJmZmfBYvAgFp87inh/t\ngJOriwkiJcQyTUxM4N/vfYTh64N48Gc/mVxcadnY2ODh3T/DwLVeVOQW4MzRzxd81Z4YX0lJCdLS\n5pZ1Y4y9m8baE8qVcaVSKV7//Zvg8Xj47qM/wGKfZbcctxMIIRDaYGRsdNZ9wklJSTh69CjEYjG8\nvb3h4+Nj8HjngiuvranQHizGLl68CACIT0/Re6y4DM2VpKqCYr3HIsSSNNfUo72pGYmZ6fD0nttG\neoFAgNV3fQuKG+PI+/IrI0dIiGXLzs5GT1sHVm5ci7X3fFvnYwQCAR771fNwcXfDZ+/+H/q6JSaO\nksxVS0sL/PwoddpY6uvr0d7YjLj01CmLq4XYtm0bVCoVDh8+bIDoyFzQAouxwsJC2NrZITRe/x4F\nwTFREDk5orqwlDYzEnKTwtNnAQCrv/OteT0vZd0a2AhtUHj6LL2nCFmga9eu4cCBA7ATOeD+Jx+b\nMVvD1dMD9z+5ExMKBbL/+oHpgiTzsnPnTjz88MOsw7BYx44dAwBk3jW/zywtlUoFqVQ6+ZWRkQFX\nV1f885//RG9v76zViYn+aIHFUE9PD1paWhAUHTGnxnGzEQgEiEiMR3/PNfRLrhkgQkLMn2J8HKXn\nLsLN0wMRK+Lm9VyRsxNi01LQdbUVHVeuTn7/5g8vmUx2yweZVCqlDy9CbvK///u/kMvlWHX3t+Ds\n5jrr41PWZyEwKhxlOXlorKoxQYSEcMfIyAhOnjwJV08PRKckLmiMUbkcF9obkCdpRp6kGaXXO7Fi\n3WpIpVL8z5FDGL6plyoxDlpgMVRQUAAACIuPMdiYEYkJAIDGqmqDjUmIOastFWNEJkfqHevAFwjm\n/fy0O9YBAApPn5v83s0fXg0Tg5MfYnmSZpxuqqIPL0K+1tPTg6NHj8LHxwexGXNLhefxeHjgyccA\nACcOUkoTsS4nT57EyMgIUjdkLegzS0vk5AgnF+fJrzV3a6rnVuXTNhJToAWWCdx+q1b7lZOTAwAI\nNegCKx4AcLnyksHGJMSciS/kA/hmoTRfMSuT4ejijOIzOVAplZPf1354iZycbvkQE1HDTUIm/e1v\nf4NCocDDDz88r5PFoKgIhK+IQ11ZBdqbmo0YISHc8vnnnwMAUjesNei4PoH+8AsLQUN5Jfr7+w06\nNpmKFlgmMDw8jNNNVbdc5c7tvoK8okKInJ3gvmSRweZa7LMUHosXoelSLaUpEas3NjaG+vJKLPVf\nDp/AqZWW5sJGKETC6jQMDVxHc12DgSMkhlZZWYkdO3YAAFpbW/HQQw9h+/bt+PWvf0376ExMKpXi\nn//8J5YuXYpvf1t3YYuZbH5oKwDg3Gf/NnRohHBSb28viouLERsbCw8DnhtqZXxrA1QqFU6ePGnw\nscmtaIFlIrdf5R4euI7h64MIiYkyaK8PHo+HiMR4jAzLcPnyZYONS4g5KiwshGJ8XK8m3oCmkTcA\nVFwsMERYxEjeffddvPTSS1AoFACAN954A7t27cKhQ4c0pfrPnGEcoXX517/+hbGxMWzfvh1C4fz3\nGUcmJWB5SBCqCoogkVBFQWL5Tp48CZVKhTvuuMMo46esXwO+QIBTp04ZZXzyDVpgMVJbVgEACIqJ\nMPjYkUmaNMGSkhKDj02IOTl//jwAYEVmhl7jRCTGw87BAeLcQroLwmH+/v74y1/+Mvkzqq2tRUqK\nZt/PmjVrkJ+fzzI8q6JSqfDxxx/D1tYW991334LG4PF4WHfvXVCr1Dh+/LiBIySEe06cOAE+n48N\nGzYYZXwnVxeExcegvr4eHR0dRpmDaNACi5H6cs0CKzg60uBjR6ygBRYh4+PjyM3NhfsiL/iFBus1\nltDWFjErk9DXLUFHc4thAiQGt2nTJghu2udz82JYJBJR8RETKiwsRGtrK+688064u7sveJzktZmw\nc3DA8ePHobxpDyQhlqazsxMVFRVITU2Fp6en0eaJS9f0TKU0QeOyYR2ANVIplWisqsFi32Vw9fQw\n+PguHu7w9luOyspKjI+Pw9bW1uBzEMJ1FRUVkMlkWLUmwyBpuCtWp6PsfC4uFRQjaV2mASIkxsbn\nf3MNUS6Xw8XFZU7PKysrM1ZIVjPnu+++CwBISEhAWVkZZDIZAKCtrXXKY/slPeDbCDEyNqpzrPDk\neFRdLMT777+PFStWzDsWS3ttp5OUlGTyOYnhfPnllwCwoP2K8xGzMhlH9/8dJ0+exM6dO406lzWj\nBRYDHVeuYmxkFElrVxttjpDYKOS2taO6uhqJiQvro0CIOcvNzQUARH5dWVNfkUkJ4PF4qCkR0wLL\nTERGRqK4uBipqam4cOEC0tPT5/Q8U5+olpWVWdScMpkMYrEYAQEB+P73vw8ejwepVIqG0vPw85ta\nbMZOIIRAaAOvxYt1jrfh3i2ouliIqqoqPPbYY/OKxdJeW2K5vvjiCwiFQqPtv9JydHFGcnIyioqK\n0NnZCR8fH6POZ60oRZCBxku1AIDQ2GijzREYGQ6AzVU0QrggNzcXQqEQQTGGScN1cnWBf3gommvq\nMDai+0o74QbtHcs9e/bgz3/+Mx588EEolUps3ryZcWTW4dSpU7hx4wbuvvtug9w99gn0R1BQEHJy\ncijNk1ik9vZ21NXVIT09HW5ubkafb/369QAoTdCYaIHFQNMlTWf6ECMusIKiaIFFrFdvby/q6uqQ\nkJAAO3t7g40bnZoIlUqF5tp6g41JDMvX1xeHD2ua0wYEBODgwYM4fPgwXn/9dYNWbCXT0xak2LJl\ni0HG4/F42LRpE8bHx/HVV18ZZExCuOTs2bMAYLTiFrfLysqCQCCgBZYRGWSB1d/fj6ysLFy9etUQ\nw1k0tVqNxku1cPPyhNfSJUabx8XDHb6+vhCLxdQPi1idvLw8AEBamn7l2W8XnaxJt236+i40IeRW\n165dQ1FRERITE+Hr62uQMVUq1WR652effQapVHrLF33Gmd6BAwfw4IMP4r777sORI0dYh2P2tAus\ndevWmWQ+Nzc3pKamoqqqCt3d3SaZ09rovcBSKBR45ZVX4ODgYIh4LN61ji4MXx9EaGy00a+mxsfH\nY2hoCE1NTUadhxCu0e6/MvQCKyAyDA6OjmiqqqFy7YTocObMGajVatx5550GG3NULsdlhRT+4aEo\nLSvFf+rFyJM0I0/SjNNNVZQ2aGJFRUUQi8U4fPgwPvroI+pRpqfBwUGUlZUhLi4OixYZvrnwdLR3\ny3Jyckw2pzXRe4H15ptv4qGHHjLpL4U5a9SmB8ZFGX2u+HjN5v7S0lKjz0UIVyiVSuTl5WHJkiUI\nCgoy6NgCgQCRSQkY7OtHf3ePQccmxBKcPn0agOFTnUROjkhdvwZqlRpNVTVwcnGGk4szRE5OBp2H\nzC4vLw/h4eF48skn8ZOf/ARr165lHZJZu3DhApRKpcnSA7W0P7dz586ZdF5rodcCKzs7Gx4eHli9\nWlMNj67ozk67/8qYBS60EhISANA+LGJdamtrMTg4iFWrVs16l1ilUk1JN7r5S62emnoUnaIpE325\nstoo8RNirgYHB1FcXIy4uDgsXbrU4OMnrNbcka7IKzT42GTuBgYGUF1djbfffhuvvvoqnn/+edYh\nmTVteqC28ISp+Pj4ICwsDIWFhRgZGTHp3NZArzLt2dnZ4PF4yM/PR319Pfbs2YN33nkHXl5e0z7H\nFCf7XJtDJpOhY2IQIicn1JVXwd5RhAm+Gm1trTP2/+jq7Jj22Gx9Q0ZkMogErnBxcUFBQQFKS0t1\nnmxy7bXi6hxUctd8FBUVAQAyMjJmfeyoXI4LAwPwGJ36N6tXIoGzmyucb/t+VLJmgdVcU6d3rIRY\nkvPnz0OpVGLjxo1GGd9rqTd8gwNRX16BsZER2ItERpmHzMzd3R3BwcGwsbFBYGAg7OzsMDAwAA8P\n3X09jfX5bAnjKhQK5OTkYPHixZOpgsCt5426aM8B3b085t1bbkQmQ4VkCE5OTggPD8fly5fx0Ucf\nTTnPMcbrYE4/M33P+/RaYH300UeT/71jxw7s27dvxsUVYPwTVVP0n5jvHFKpFHJJM5QTExjs7UNs\nWjL8AwIBTN//o62tFct8fKftDTJb3xDZ0DBWeAchLS0Np06dwtKlS6f0OuDia8XVOYj5KC4uBgCk\npKTM6fEiJ0c4udy+jALk0+zr8FiyGO6LvdBSd5k21xNyE216oLEWWACQsCoN/75yFdXFZUheS/3o\nWEhKSsKHH36IRx99FD09PRgdHYW7u/uMjzc0Y33um3rcixcvYmxsDA8++CCSk5Mnv689b9T12QR8\ncw44MjY6795ysqFhJHgHwdXVFXw+H8ePH0d7ezsef/zxWePVh7n9zPRFZdpNqLlGU9o5KNowfXnm\nQtv1vqKiwmRzEsLKxMQEysrKEBQUhMXTXHwwhMCIcIzKR9DZ3GK0OQgxJ3K5HLm5uQgNDUVgYKDR\n5plME8ylNEFW1q5di8jISGzduhVPPPEE9u7dSy0QFujixYsAwGwfW1xcHNzd3ZGTk0MXDA3MYAus\ngwcPGvWPqiVormsAAARHRZhsTu0+rMrKSpPNSQgrtbW1GBkZmfPdq4UKiAwDADRUXDLqPISYi4sX\nL2J8fNyod68AwDc4EJ7ei3GpqBQTCoVR5yLT2717N44cOYLs7GysWrWKdThmKz8/HyKRaPJiuKkJ\nBAJkZWWht7cXtbXUfsSQ6A6WCV2trQePz4d/eIjJ5oyKioJQKKQFFrEK2v1XqampRp0nIEKzwLpM\nCyxCAHxT6tnYG/V5PB4SVqVhTD5CFziIWevu7saVK1eQkpICW1tbZnFoe2+dP3+eWQyWiBZYJqJU\nKtHS0AifAD+Tbsy1tbVFZGQk6urqcOPGDZPNSwgLJSUlAOa+/2qh3Lw84LF4ERqrqimtglg9lUqF\n3NxceHl5ISrKBC1IVmnSBKsKSow+FyHGkp+fDwDM7wCmp6dDIBBM9o8khkELLBPpbm2H4sY4AqPC\nTT53fHw8FAoF3f4lFk2hUEzuvzJFX77AqHCMyOS41t5p9LkI4bK6ujr09fUhMzMTfL7xTytCYiJh\nL3JAbQm1ICHmKy8vD4DpF1i3tydRqVSIiYnBpUuX0NbWNvk9oh9aYJlIW0MjACAw0nT7r7S0DYcp\nTZBYMu3+K2OnB2ppL5a01jeaZD5CuEqbHrhmzRqTzCewsUFEYgKudXajr1tikjkJMSSlUon8/Hx4\ne3ubvH7BqFyOC+0NyJM0T34tjQ6DSqXCR6dP4HRTFfXFMgBaYJlIy9cLrCAGd7Co0IV5OXDgAB58\n8EHcd999OHLkCOtwzIap0gO1aIFFiMaFCxcgEAjm1HvOUKJTEwEAdWX0uUbMT11dHaRSKTIyMphU\nYNS2J9F+rchMB6Dp7zhd7y0yP7TAMpHWy00QOTliyXKf2R9sYMuWLYOXlxctsMxAUVERxGIxDh8+\njI8++ggSCV2dnavy8nIAuKWXiDG5eXnCc8lidDQ2Q61Wm2ROQrjm+vXrqKqqQkJCAlxcXEw2b0yq\npu9NfTm1ICHmhyv7r7T8QoPh5OqCmpJy+jwzEFpgmYBUKkVflwQBkeEmyU+/HY/HQ3x8PLq7u9HT\n02Py+cnc5eXlITw8HE8++SR+8pOfMOuNYW7UajXEYjF8fHyM2v/qdsGxURiVydHT3mGyOQnhktzc\nXKjVamRlZZl0Xo/Fi7AswA9N1bUYGxsz6dyE6CsvLw88Hg/p6emsQwEA8Pl8RCYlYLCvH90tbZDJ\nZLfs07r9i/ZozY4WWCZQU1MDAAiKNH16oBbtwzIPAwMDqK6uxttvv41XX30Vzz//POuQzMLVq1cx\nODiIxMREk84b8nXT8KbqOpPOSwhXXLhwAYDp9l/dLDo1CRPjCojFYpPPTchCyeVyiMViREdHw93d\nnXU4k6JTNJ+f1cVlqB3pv2WP1s1fp5uqMDw8zDha7rNhHYA1qK6uBgAmFQS1bl5gbdq0iVkcZGbu\n7u4IDg6GjY0NAgMDYWdnh4GBAXh4eEz7nLIyw1XSMuRYhh5vprG0/Ts8PT1veZxMJkPHxKDOnPK2\ntlb0S3rAtxFiZGx0yvG5HBN5uQEAKguL4RejeX+PyGSokAzBSY88dq7+TA05VlJSksHGImyo1WoU\nFhbCy8sLYWFhJp8/JjUJpz/9DAUFBdi8ebPJ5ydkIUpKSqBQKEy6Z3EuopI1zY6bLtUgOCkOTi7O\njCMyb7TAMoHJBRbDO1jR0dHg8/l0B4vjkpKS8OGHH+LRRx9FT08PRkdHZ73CZagT1bKyMoOe9Bpy\nvNnGys7OBgB897vfRXj4N+8zqVQKuaR5ygdFW1sr/Pz8YScQQiC0gZeOtMK5HPPw9MRBB3tIWtrh\n5+cPAJANDSPBOwiurq5G+bdawlimpFAosGfPHnR2dkIgEOC1115DUFAQ67AsQmNjI/r6+nD33Xcz\n2agfHBMFW3u7yQbjhJgDru2/0nL19IBvcCBaGxqhGB9nHY7ZoxRBI1OpVKipqcFi32VwdGZXmcXR\n0RFhYWGoqamBQqFgFgeZ2dq1axEZGYmtW7fiiSeewN69e5mcuJib8vJyODk5ISQkxKTz8gUC+AQH\n4lpHF4auD5p0bjI3OTk5UCqVOHz4MJ566inrLIOmAAAgAElEQVS89dZbrEOyGAUFBQDAbB+J0FaI\noKgItLa2UkEgYjby8vIgEokmKzxzSVRKIiYUE+i60sI6FLNHCywju3LlCuRyOfzDTHvid3sjOalU\nisjISIyNjaG8vJw2KHLY7t27ceTIEWRnZ3PuChcXDQwMoKWlBfHx8RAIBCaf3zdUczekuYb2YXFR\nYGAglEol1Go1hoeHIRQKWYdkMQoLCwEAaWlpzGIIi4+5JRZiGvfeey927NiBHTt24Je//CXrcMxG\nd3c3mpubkZKSAltbW9bhTBH9dZpg++UmxpGYP0oRNDJtSp5/eKhJ5x2Vy3FhYAAeo16T37P11aQ6\nHTl3ChERpm94TIgxVFRoyjSvWLGCyfzLv15gNVXXIWE1NypCkW+IRCJ0dnZi8+bNGBwcxP79+2d9\njqH3Is6Fuc2pVCpRWFgIb29vdHV1oaura8bHy2QyAJr03NvNtN9xtuMu3prPuBMnTmD58uU6n29u\nr+1CmSqF98aNGwCAgwcPmmQ+S8LV9ECt4JgoCG1t0dZACyx90QLLyCYXWCa+gwV800hOKypJU+ii\nu7XN5LEQYiza/lemriCotSw4AHw+H1eokiAnffDBB8jMzMSzzz4LiUSCH/7whzh+/PiMV49NvdeM\nxf42fecUi8UYGxtDVlbWnMaRSqVoKD0/uVfxZjPtd5ztuJuLG064u6OhoQGJiYlTUqrN8bXluvr6\neoyOjmLnzp2YmJjArl27JgtpkZnl5eUB4O4CS2grREBkGBorq3G9tw/ui7xmfxLRiVIEjayyshIO\nDg5Y4ufLOhQs9vWByMkRrQ2NrEMhxGDEYjEEAgHi4uKYzG9rZ4floUFoa2yijcEc5OrqCkdHRwCA\ni4sLFAoFpUgbgHb/FetKaHw+HykpKejt7cWVK1eYxmItHBwcsHPnTvztb3+bbCdC76nZKZVK5Ofn\nw9vbG4GBgazDmVZIbBQAoLaUmnjrg+5gGZFcLkdTUxMSEhKY7A25HZ/PR0BEGGpLxWhvb59sJHc7\nZ2dnJg2RCZmv8fFxVFdXIzw8fPIkmoXg6Ci0NjShtaER3v5+zOIgUz3yyCP45S9/ie3bt0OhUOC5\n556Dvb0967DMXmFhIXg8HlJTU1mHguTkZJw6dQoFBQUmL3RjjQICAuDv7z/5325ubujt7cWSJUt0\nPt5Y6ZLmNm52djakUikSEhImMy+mM1OLEeCbtFl3L495p93OlpLrvEjTFqb0Qi6WR0/d3qJPKxJz\n+pnpexeaFlhGVF1dDbVajejoaNahTAqMCkdtqRhHcs9gWWgA5JLmW46PyGS4IyRuwSWmCTGlmpoa\njI+PM0sP1AqJicTZ7M/RVF1HCyyOEYlEVDnQwEZHR1FRUYHIyEi4ubmxDgcpKSkANIu+HTt2MI7G\n8h09ehSXL1/G3r170dPTA5lMhkWLFk37eGOkSxorDdOY4w4MDAAAtmzZMusc07UY0dKmzY6Mjc47\n7Xa2lFxbvg0cXV3QVt8IX9/lUy64L7QVibn9zPRFtymMqKqqCgC4tcCK0PQI6u3ogsjJCU4uzrd8\nTXe1hBAu0l4FZFXgQis4JhIAaB8WsQrl5eVQKBTMyrPfbunSpfDz80NRUREmJiZYh2Pxtm7diqGh\nIWzbtg27du3CG2+8QVkvc5Cfnw8ej8eZ9810eDwelocGQyYdQkdT8+xPIDrRHSwj0ha4iI6ORqNK\nxjgajcBIze3e9qZmcPstTsjsxGIxAPYLLDcvT3h6L8aVmjqo1WqmsRBibNpKaDefKKpUKgwPD0/7\nHKlUCrURt+mkp6fjk08+waVLl5j/PbB0QqEQv//971mHYVbGxsYgFosRHR0Nd3d31uHManl4MOpL\nxagtFcOPQZE2S0CXHIxErVajqqoKS5YsweJpbsOy4OTqCo8li9HR1EwngsSsqdVqiMViLF26FEuX\nLmUdDoJjoiAfGsa1zpnLVRNi7goLCyEUCm9JzR0eHsbppirkSZp1fp27qknnNRZtsQ3qh0W4qK6u\nDgqFgnlRmLnyCdG0H6kto0IXC0ULLCORSCTo7e1FbGws61Cm8A0OwKh8BAM911iHQsiCtbS0YGBg\ngDNXq0OiNWmCLXWXGUdCiPFcv34ddXV1SEhIgIODwy3HdKWdT6afG7kITWpqKng83mR1Q0K45NKl\nSwC4W579diJnJywPCcKV6lqMj42xDscs6b3AUiqVePHFF/HQQw9h27ZtaGykEuDAN/uvWJWOnolv\nsKY8aOeVFraBEKIHbXog6wIXWtp9WFfraYFFLFdxcTHUajXn9pG4ubkhKioKFRUVGBkZYR0OIbeo\nrq6GSCRCQkIC61DmLCp5BSYUE7hcVcM6FLOk9wLr3Llz4PP5+Pjjj/HMM8/gj3/8oyHiMnvaBRYX\nm+9pF1hdtMAiZowrBS60lgX4wd5RhBZaYBELpVKpkJOTAwCIjY2FVCq95UttzE1Wc5Ceng6FQmG0\nUtCELER3dze6urqQkpIyY4NzrolM1ny21paKGUdinvReYG3cuBH79u0DAHR2dlJ5769VVlaCz+dz\nqoKglrf/ctgIbdDZ3MI6FEIWrKKiAiKRCGFhYaxDAQDwBQIERYajt7Mbg4ODrMMhxOCGh4dxoSAP\ndg4OuO5hP2WP1Y0bN5jGp72rRmmChEu0RWHMJT1QKyQmEkI7W9TRAmtBDLIHSyAQ4IUXXsBvfvMb\n3HXXXYYY0qxNTEygtrYWISEhTJufTsfGxgZLA/xwrb0T44w/EAlZiMHBQVy5cgXx8fGwseFOMVRt\nmqA2354QSyKRSNAvuYaw+Bi4uruZdI/VXCQmJsLW1pYKXRBOycvLAwCzKXChJbS1RWhcDLpa2jDY\n1886HLNjsDOT3/3ud+jr68MDDzyAL774Avb29jofZ4pb96znaG1txejoKJYtW4aysrIZO3LP1FG7\nq7NjwZ24Z+vi7e69GO2NzSjJzcPy0ODJY/p06J4O65+HIXCxiZ01q6jQVDbiSnqgVnD0NwssuthE\nLE1paSkAIDKJm/tI7O3tsWLFChQVFeH69etmUQ6bWDalUon8/Hx4eHggKCiIdTjzFpW8ArUl5agr\nq0D6tzawDses6L3AOnbsGHp6evD444/D3t4ePB5vxoZzxj5RNUVH59nmaGpqAgCsX78eSUlJM3bk\nnq6jdltbK5b5+C64E/dsXbwjV8Sh6mIhRgaGbukCvtAO3dPhws+DWB6uLrACI8PA4/Mm92ASYklK\nSkoAABGJ3NtbrJWWloaioiIUFRVh8+bNrMMhVq6urg5SqRRZWVng8Xisw5m3KO0+LFpgzZveKYKb\nNm1CbW0tfvCDH+Cxxx7Dr371K7PaxGcMXC5woeX7dY+Dq7X1jCMhZP7EYjF4PB7n3mP2IhGW+vuh\nrq7OqD1/CDE1tVqN0tJSOLu5YlmAH+twppWWlgaA+mERbtCmB3KxZc9cLAvwg6unB+rKKqBSsS1i\nY270voPl4OCAt956yxCxWIzKykqIRCIEBwfP/mBG3Bd5QeTshKvUs4eYGYVCgUuXLiE0NBTOzlPv\nCrMWEBGGrqutqKur49wCkJCFunLlCvr7+7EiM4PTV+JjYmLg5OREhS4IJ+Tn54PH43Gy4Nlc8Hg8\nRCYloPDUWXQ2t2B5iPmlObJCjYYNbHh4GM3NzYiJiYFAIGAdzrR4PB58ggMwcK0X0v4B1uEQMmcN\nDQ0YHR3lXHqgVmCEpqqhtk8XIZZAu2AJjY9hHMnMbGxskJKSgra2NnR1dbEOh1gxuVwOsViM6Oho\nTl4MnCvtnsva0grGkZgXWmAZ2KVLl6BWqznZYPh2y4ICAABX6xrYBkLIPGgXLlxt2BhACyxigbQp\nd6Fx3L8ST2mCxtff34+srCxcvXqVdSicVVJSAoVCYXbVA2+nXWDVldFn2nzQAsvAtPuvzGGB5RMc\nAACUJkjMinbhwtU7WO6LveDl5YXy8nKo1WrW4RCit4mJCRQXF8PX1xceixexDmdWtMAyLoVCgVde\neQUODg6sQ+E0c+1/dTtXD3f4BgWgsaqGWvvMAy2wDMwcClxoLQ30B4/HowUWMSsVFRXw9PSEn59m\no71KpYJUKp32S6027cZcHo+HuLg49PX1obOz06RzE2IMNTU1kMlkSE5OZh3KnISGhsLLywsFBQV0\nkcMI3nzzTTz00ENYtIj7i22W8vLyIBKJps224Npn10wik1dgQqFAU1UN61DMBnc6dFoAtVqNqqoq\neHt7Y/E05dO5xF7kAG8/X7Q0NEKlVILP4T1jhABAd3c3uru7sWHDhsmN9sPDwzjdVKWzz1yvRAJn\nN1eYOvs9NjYWZ8+ehVgshq+vr4lnJ7c7cOAAzp07h/HxcWzbtg1bt25lHZJZ0e6/SklJYRzJ3PB4\nPKxcuRInTpygfVgGlp2dDQ8PD6xevRoHDhygBew0uru70dzcjKysrGkra3Pxs2s6UckrcPrTz1Bb\nVgG/8FDW4ZgFWmAZUFdXF/r7+7Fp0ybWocxZYGQ4ulvb0d3aDp+v92QRwlXTpQeKnJx09pmTDw+b\nJK7baVOExWIx7r77biYxEI2ioiKIxWIcPnwYIyMj+Pvf/846JLOjTbVLSkpCzZh5FEVKS0vDiRMn\nUFNTgy1btrAOx2JkZ2eDx+MhPz8f9fX12LNnD9555x14eXlN+5yysjKjxMLlcXNycgAAfn5+k+Pd\nPq5MJsPAxCDGJqa29BgcvI4hmQwjY6M6x++X9IBvI4S7lwfa2lqnPa7r+TMdu/n4zePauTlBYGOD\nyoJixKxZiQrJEJx0LAxnw+Wf2e307a9KCywDqqysBGAe+6+0AiPDkP+fr3C1roEWWITzuNpg+HZh\nYWGws7OjQhcckJeXh/DwcDz55JOQyWT4xS9+wTokszI6Oory8nJERkbCzc0NkJjHAis9PR2AJr2R\nGM5HH300+d87duzAvn37ZlxcAfqfqOpSVlbG6XEPHToEAPj+97+P4OBgneNKpVLIJc06Lw7aCYQQ\nCG3gNU02lPb4yNgo/Pz85/X8uYwt6emZMm5YfAzqyirg4uiChMgEuLq66v7HT4PrPzNDoz1YBmRO\nBS60AqMiAADNVEmQcJg2V720tBRCoRC+vr6czVUHAKFQiJiYGFy+fBkymYx1OFZtYGAA1dXVePvt\nt/Hqq6/i+eefZx2SWSkvL4dCoZhcsJgLHx8fLF++HHV1dZiYmGAdDjFTs+2T0tV8V6lUoqCgAN7e\n3ggKspy+UZFJmgubjZXVjCMxD3QHy4CqqqogEAjMqqHcsgA/2NrbUaELwmkjIyM4UV2ChoYGLA8N\nRun1b4pHcC1XXSsxMRFlZWWorKw0+ypS5szd3R3BwcGwsbFBYGAg7OzsMDAwAA8Pj2mfY6w0lplw\ndc7PPvsMALBo0SJUVFSgY2JQ556RhaQdzfe5uo6PyGTTpiuFhISgvb0d2dnZCA4OnvHfaWgsfp6m\nvop/8OBBk87Hwkz7pEZkMtwREjflTk5NTQ0GBwfxve99j9NNuecrKmUFsv/6PhoqqoAHWUfDfbTA\nMpDx8XHU1NQgLCwMIpGIdThzJhAI4B8WgqZLtRgbGWEdDvlaf38/7rvvPnzwwQcIDAxkHQ4n9HX3\nQKVSISwu+paUClb7rGajTWOsqKigBRZDSUlJ+PDDD/Hoo4+ip6cHo6OjcHd3n/U5psQixWWuc77+\n+usQCoX4/ve/j/Hxcb1SmnSlHc31udMdlw0NI8E7SGe6Uk9PD86dO4fBwUGTvr5cTVkiCzPdHt/p\nXLx4EQCQmZlprJCY8An0h4u7Gy5XVlNxkzmgFEEDqa2txfj4OOf3hugSGBUBtVqNlvpG1qEQUI+R\n6bTUa+6yBkVHMo5kbrSlecvLyxlHYt3Wrl2LyMhIbN26FU888QT27t1rUVeVjen69euoq6tDYmKi\nWf490vbD0lZBJMQU8vLywOfzJ3//LAWfz0dEUgKGrw/iypUrrMPhPLqDZSBcb346k8CIMADA1frL\n8A2xnHxhc6XtMXLgwAHWoXBKS4PmAkBwjHkssNzd3REYGIjKykoolUoIqA0CM7t372YdglnSVg80\nt/1XWh4eHvDz80N5eTnGxsZgb2/POiRi4aRSKSorKxEfHw9nZ2dIpVIAmoqB2v+++bFc2z88m6jk\nFSj+6jyKioroLu0s6A6WgWivUpvlAisyHABwtZYKXbB2c48RAHQb/msqlQqtDY3wWuoNV4+Z07u4\nZMWKFZDL5WhspLvDxPxo7/xweYE1WxGC0NBQjI+PU0VPYhKFhYVQqVRYvXr15P6tPEkzGiYGkSdp\nvuXr3NUa3Lhxg3XI8xKZGA8AKCkpYRwJ99EdLANQq9WoqKjAkiVLsGzZMtbhzJv7Ik94LF6EKzV1\ndELPGOseI4bemG2o8Xp6ejAyLENQTOSUTfIL7ffR1ta64OfefuzmmG7edK8tpHDs2DHI5fI5/3u5\n+jM15Fh09ZP7CgoK4OzszOnCTaNyOS4MDMBjVPffSDs/zb6twsJCTi8UiWXQ7r/SXiTV7t/StY+L\nq/uHZ+Lm5Qlvv+UQi8W4ceMG7OzsWIfEWbTAMoD29nb09fVh8+bNZpvbHxIbheIzOejt6gaWmrba\nEvkGyx4jht6YbcjxvvzySwBA3MqUKZvkF9Lvo62tFX5+/gvuFXLzMe1YWkODUgQ6LoKrqysEAgHe\ne+89SCQShISEAACcnZ3B50+fPGDI142rYxHua29vR0dHBzZu3Mj59FaRk+O0RQgCoyMgEAgm0x0J\nMRa1Wo3c3Fy4ubkhOjraYlt0hCXE4MLnX6K8vJwuWsyAUgQNwJz3X2mFxEQBoDRBwk3aFLuw+BjG\nkcxuVC7HhfYG5Ema0WGnhMjZCcXiMuRJmnG6qQrDZnjVklgfc0gPnAtbeztERUWhuroaQ0NDrMMh\nFqypqQk9PT1YtWoV5y9K6CM8QdPrNS8vj3Ek3EYLLAOwiAVW7NcLLGo4zBkHDx6kEu3QXBVsbGyE\no4szvP18WYczJ9or6i5urgiOjsBATy+UCoXOXiqEcJGlLLAAICUlBSqVivaNEKPKzc0F8E16oKUK\nio6AUChEfn4+61A4jRZYBlBeXg4HBwcsW7Zs2o22XK8UszTADw6OjrTAIpzT1dWF69evIygqwixT\ncIO/vjvcdKmWcSSEzI1KpUJBQQGWLl2KgIAA1uHoLTk5GQAoTZAYlXb/VUZGBuNIjMvWzg7x8fGo\nq6tDf38/63A4ixZYehoaGkJTUxMiIyNxrqV2SpUYc6kUw+fzERwTib7uHnrDEE7RXnUOio5gHMnC\nhMVp0hovV1YzjoSQuamrq4NUKkV6erpZXtS4XUxMDBwcHOiKOzGa0dFRlJWVITIyEounaZhtSVJT\nUwFQj7mZ0AJLT5WVlVCr1YiNjZ2sEnP7l8jRkXWYc6JNE6ysrGQcCSHfKC0tBWA+DYZv5x8eAqGd\nLS5XXmIdCiFzYknpgQBga2uLlJQUNDc3o7Ozk3U4xAIVFhZifHzc4tMDtbRNlC9cuMA4Eu7Se4Gl\nUCiwe/dubN++Hffffz/Onj1riLjMhnb/VXx8PONI9KctdFFVVcU4EkK+UVpaCnt7eyzz92MdyoLY\nCIUIiYlCV0sbZFLaZE+4TaVS4fz58wCAqKgos0t3n86aNWsA0MZ8Q1AqlXjxxRfx0EMPYdu2bdTn\nD8C5c+cAAGvXrmUbiImEhobC29sbFy5cwMTEBOtwOEnvBdbx48fh4eGBQ4cO4b333sNrr71miLjM\nhnaBxeU+IXMVEBEKgY0N3cEinHHt2jW0trYiJCQEfIH53nAP/TpNsLmmnnEkhMxMIpGgoqICvsGB\nqFdIzS7dfTraOwvafTJk4c6dOwc+n4+PP/4YzzzzDP74xz+yDokp7UUJd3d3i7jYPhc8Hg9ZWVmQ\nSqXUxHsaep+xbN68GT/72c8AaH7JLLk05e3Gx8dRUVGB0NBQuLq6sg5Hb0JbWywPCcLly5fn1RSV\nEGPRNrYNDQ1lHIl+whM0C6wrNXWMIyFkZqWlpVAqlYhLTzXbdHdd/P394efnh4KCAigUCtbhmLWN\nGzdi3759AIDOzk6LOP/RR21tLXp7e7FmzRqrOgdet24dAEze8Sa30nuBJRKJ4OjoCJlMhp///Od4\n9tlnDRGXWaiursbY2NjkZj9LEBgZDqVSSWmChBO0+6/MfYHlHx4Goa0trlRTJUHCbdr9VzGpltFU\nWqVSTaY3pqamQi6XIzc3d/J7KpV5pjyyJhAI8MILL+A3v/kN7rrrLtbhMKVND9QuOKxFWloaHBwc\nJv/95FY2hhiku7sbTz/9NLZv347vfOc7Mz5We0XamEw1x7FjxwAAnp6eqKioQMfEoM4+N/2SHvBt\nhBgZG53Xsa7OjgU9b65zunt5oK2t9ZZjzovdAQD//ve/YWtrq3Ps+bKEn3lSkmWcbJibkpISODg4\nwM/PD+aZmKQhtBUiKDoCDeIqSKVSq7/iS7hJrVajoKAADk6OCIwMYx2OQdwYGcWF9gZ4jHrBNULT\nV/DImf9gdJkbRmQy3BESR+/HBfrd736Hvr4+PPDAA/jiiy9gb2+v83HG+nw2xbgymWzac7sRmQwV\nkiGcOHECAoEAIpFoxufefr610HPDm4/rOo8z1Ni6xgUA2dAQ1E1dcHJyQlhYGCorK/Hpp59iyZIl\nADQ3Xvh83fdvzOl3Qd/zPr0XWH19ffjRj36EvXv3TlYVmYmxT1TLyspMNsc777wDAHjggQdgY2MD\nuaQZTi7OUx5vJxBCILSBl47SndMda2trxTIf33k/bz5zjoyNws/P/9ZjfCE+P/Ahurq6DPI6mvLn\nQcybSqXC8PDw5P9LpVI0NjYiOTkZY2NjgJlurtcKi49Bg7gKYrEYfn7mWbCDWLampib09PQgYXUa\n+BaU6qRt/B2fngoboQ0aK6vh9NTUz2oyN8eOHUNPTw8ef/xx2Nvbg8fjTXtCDRjnvM9Yn/u3jyuV\nSqc9t5MNDWMZ3wmtra3IyMhAZmbmLcdvfm5bW+vU860FnBveflzXeZwhxpb09OgcFwB6Ortw/cYN\n8LxcEL46FZWVlShruYys+NCvL1qE6bxoYaqfGVfonSK4f/9+DA8P43/+53+wY8cO7Nixw2w3wc6H\nQqGAWCxGcHAwPD09WYdjMI4uzggJCYFYLLaKnyPhjuHhYZxuqprcUP+PM18CALxCA1A93GP2v49h\n8bEAQBuCCWdpSy5HJCYwjsQ47BzsERoXg/amZkj7B1iHY7Y2bdqE2tpa/OAHP8Bjjz2GX/3qVwbL\neDE3ubm5AKwvPVB70SJ5nWZRWS+u0uzT1HGnz1rpfQfrpZdewksvvWSIWMxKdXU1RkdHLWr/lVZy\ncjKamppQWVlpkf8+wl3aXnIA0FLfAACIy1iJIbn5lzcPjAyDjVCI8vJy1qEQopO2wl5EouVWQotO\nTUJdWQVqSsoRl7GSdThmycHBAW+99RbrMDjBWhdYWq4e7giICENTVQ3kwzLW4XCK+dY9ZqykpAQA\nkJKSwjgSw9Peai0qKmIcCbFmdeWVsBc5ICDCvAtcaAltbeEfHoqmpiYMDg6yDsfq9Pf3IysrC1ev\nXmUdCifJ5XKUl5cjPDwczm6WuydJW7yjpoQudBD93BgbQ2lpKUJDQ+Hj48M6HGbi0lOhUqlQU2z8\n/fbmhBZYC2TJC6wVK1aAz+fTAoswM3CtF9c6uhAaF2NRZW9DYqOgVqtRXFzMOhSrolAo8Morr8DB\nwYF1KJylLV+enp7OOhSj8vbzhcfiRagtKYeSGqQSPTRUXML4+DgyMjKmNOQ298bc8xGXocl0qsov\nvqVq5+1fMpnMqip30gJrASYmJlBeXo6goCB4eXmxDsfgnJycEB0djaqqKoyMjLAOh1ih+nJNs+vI\nJMvaCxIWr+mHlZ+fzzgS6/Lmm2/ioYcewqJFi1iHwlna9EBLX2DxeDzEpadiRCbH1boG1uEQM1aZ\nq2lp4BodfEtDbktozD0fvkEB8Fq6BJeKSjB0fRAX2ht0vh4NE4M43VR1SzErS0YLrAVoamrCyMjI\nnKommquVK1dOFvIgxNTqvl5gWdpekOWhwXByckJeXh7rUKxGdnY2PDw8sHr1agCaUuTkViqVCmfP\nnoW7uzuio6NZh2N08V9fca8ppjRBsjATCgXqyyvh6umBqKSEKU25zb0x93zweDwkrlmFsZFRXKmu\nnSyAMeX1cHKyqiIYBumDZW0uXboEAFi1ahXjSIxn5cqVeO+991BYWGjR/07CPWq1GvXllXBxd8Oy\nAMsqZy4QCJCUlIScnBy0tbVRuXYTyM7OBo/HQ35+Purr67Fnzx688847M2YfmKJ3H5fmbGpqQl9f\nH9asWYPq6mqD93S8+fh8e/boOy8AdHZ03nLcwdMVtvb2qMgvglgshrOz4Uu2s/h5crFUtaWqK6vE\n2MgoktauBo/HYx0Oc4lrVuHUJ9moLSlH9Er6PQRogbUg1dXVEAgEFl1hLzExETY2NrQPi5hcd0sb\nhgauI3VDlkV+cK1cuRI5OTnIy8ujBZYJfPTRR5P/vWPHDuzbt2/W1G5Tn6iy6ONy85w5OTkAND0d\nExISDNrT8ebj0/XWMURfx+me2y/pgY+vz5TjsWnJKDufC2dnZ4O/9lzty0MMp/yCJgshJi2ZcSTc\nEBARCvfFXqgvr8QE7W0EQCmC8yaVStHc3IyEhAQ4WfCtTpFIhISEBFRXV+P69euswyFWpLZUk5Zq\naemBWitXakpDU5og4YozZ87A3t4eGRkZrEMxmYRVmvehdu8ZIXOlnJhARV4hXNzd4BsSxDocTrgl\nTfBSHetwOIEWWPNUVFQEtVpt8RuBASAzMxNqtZo25BOTqv661Gt0SiLjSIzDx8cHy5cvR1FREV3p\nM7GDBw8iMDCQdRiccvXqVTQ3N2PVqlVWVWUxOjUZfD6fFlhk3hrEVRgZliEqJRF8Pp1GayWt0Wwn\nqSkqZRwJN9Bvxjxprzpbw74k7aZw+sF1kNIAACAASURBVAAipnJjdAyNVdVYHhIENy9P1uEYTUZG\nBmQyGaqqqliHQqzcmTNnAAAbNmxgHIlpOTo7ISg6ErW1tejp6WEdDjEjZTma88CoVMu8CLhQgVHh\ncHZ3Q22pmFoggBZYt5ipfr9UKsXg4CDy8vIgEokQExPDOlyji4yMhJeXF/Ly8qymbwFhq/FSDSYU\nE4hZadl57dqLFxcuXGAcCbF2Z86cAZ/Px9q1a1mHYnLavzNfffUV40iIuZhQKCDOLYCrpwf8QoNZ\nh8MpfD4fUckrMCqTo7a0gnU4zNEC6ybDw8M43VSls35/nqQZn+R9hc7OTkRHR8PGxvLrg/B4PKxe\nvRp9fX2oq6OcWmJ89WWaP8qxFr7ASk9Ph1AoxPnz51mHQqyYRCJBRUUFkpKS4O7uzjock4vLSAWP\nx8OXX37JOhRiJqqLyyAfGkbK+jWUHqhDXIZmb2PRV+cYR8Ie/XbcRuTkpLN+v5OLM5prNU0J4+Li\nGEdpOtor7bm5uYwjIZZOrVajrqwCji7OCIwMYx2OUTk6OiItLQ0NDQ3o6upiHQ6xUv/5z38AAHfe\neSfjSNhw9XBHQkICysvLKU1wHhQKBXbv3o3t27fj/vvvx9mzZ1mHZDJFp88DAFZuXMs0Dq7yDQ6A\np/cSVOQVYmxkhHU4TNECax5qSzRNCRMSEhhHYjoZGRm0EZiYRHNzMwb7+hGVvAJ8gYB1OEanTcmi\nu1iElS+//BJ8Ph+bNm1iHQozGzZsgFqtxsmTJ1mHYjaOHz8ODw8PHDp0CO+99x5ee+011iGZxIhM\nhqqCYiz1X47lVD1QJx6Ph4TMNChujEN8sYB1OEzRAmuO5MMyNNfUIyoqyqpSKdzd3REbG4uKigpI\npVLW4RALpi0gY+n7r7SysrIA0AKLsHHt2jVUVVUhLS0Nnp6WW1BmNuvWrQOfz5+8m0dmt3nzZvzs\nZz8DoNm7LrCCC2IAUJ6ThwmFAml3rLPIHo2GEr8qDQBQ9NV5toEwRgusOaopLoNKpUJmZibrUExu\n3bp1UCqVk80oCTGGnJwc8Pl8xFhJZSYfHx+Eh4ejsLAQcrmcdTjEyhQWFgKw3vRALU9PT6SkpEAs\nFqO7u5t1OGZBJBLB0dERMpkMP//5z/Hss8+yDskktAuG1A1ZbAPhOE/vxQiOjkR9eSUG+/pZh8OM\n5VdqMJCq/GIA3+xJsiYbN27EW2+9hdOnT2PLli2sw7FoCoUCv/zlL9HV1YXx8XE88cQTWL9+Peuw\njE4ikaCmpgYhsdFwcnVlHY7JrF27Fg0NDcjPz8cdd9zBOhxiRYqKiiAUCrFx40bWoTC3efNmFBUV\n4eTJk3jkkUdYh2MWuru78fTTT2P79u34zne+M+Njy8rKjBKDKcaVyWTomBiEYmwclyur4R8RCtmN\nUcjaWtEv6QHfRoiRsVGd49x+vK2tdcbjcz1283F3L48p4xpqbF3jznXs0KQ4XKmpw8kj/0L6t7/5\nG9PR0YYKyRCcnJx0jr1QxvhdSEpK0uv5tMCaA+XEBKqLy+C+yAshISG4cuUK65BMKjg4GIGBgcjN\nzcXo6KhVNaM0NW1u+3//939DKpXiu9/9rlUssLRlkuPSUxlHYlrr1q3DgQMHcObMGVpgEZO5evUq\nWltbkZWVBTc3N9bhMLdp0ya8/vrr+Pzzz2mBNQd9fX340Y9+hL179yItLW3Wx+t7oqpLWVmZScaV\nSqWQS5pxNvtzAEDW3XfCz88fAGAnEEIgtIHX4sU6x7r5eFtb6+TzdB2f6bkzjT0yNjplXEOMLenp\n0TnuXMcOCQnBVx9no6agBA/8+Efg8Xhoa2uFr68fEryD4GrAC6nG+l3QF6UIzkHTpVqMyuWISl6B\noaEhyGQynX2y1Grz7xU1XS+wNWvWYGxsjKoJGpm15rafOnUKABCTZh37r7RiY2OxdOlSnD17FuPj\n46zDIVbiX//6FwD8f/buOyyKq/0b+HfpHcSuFMVeogbsRlFRUAEBUVERTTRYEjXGEtGgEVPE7i+i\niTFRFBWxgAoaNWDBLoEIwSg2BEWKdJYFFth5/+BhX5a+yyyzwP25Lq7EmZ1z7tmde2fPzJlzYGdn\nx3EkisHQ0BCWlpZ4+vQpTUlSD7/++ivy8vKwf/9+uLm5wc3NDUVFRVyHJTelpaW4e+kaNLS1MHhs\ny3tMRBbaerowtxyF1LdJeB4dy3U4nKA7WPUQeausUdF9YD+Ev42DoESA/JTXEq/5kJICXQN96HIR\nIIsK8vMRnpkJw4I2EssN+ncHUDbqFF1plx8tLS0AaFF92zMyMhAZGYmPPvoI+oYtZwAZoGxixkmT\nJuHIkSO4e/cuxo0bx3VIpJkrLS3F+fPnoaWlRd0DK3ByckJYWBjOnz+PPn36cB2OQvP09ISnpyfX\nYTSap3//g+yMTIx1sIW6pgbX4TQZY+wm4VHoTdwOvoJegz7iOpxGRw2sOpSWliLy1l3otTJA1z69\noKquBqgoQUdPsimVn5fHUYTs09LRrrJ/fcwHQr+1Ie7cuYPi4mKoqqpyFF3zJ03fdoDdvsds92Ou\nT3k3btyASCRCr1698O5dIrRq6Jud9C5J6v7kta1LrKMPvTTrKvZVr207AZ9fpf95ly5dAAAnTpyA\nnp4eAMX9TNksSxG7dLQEd+/eRVpaGqysrKChQT8Wy40ePRqtWrVCcHAwVq9eDTU1Na5DIgri/tUw\nAMAY+0kcR9K0dP+oLzqaGiPq9j3kZbe8UaipgVWHuKho8HNyMdbRrkXP2s3j8fDR8CG4c+kqHj58\n2CIH+2gM0vZtB9j7ocp2P+b6lnfgwAEAwJw5cxCvVFilcQ+UNVo6G3WWuj95TevK+8PL2k+9tr71\ntW3Hz82r0v/c3Nwcv/32Gx4/foz+/fsjNjZWIT9TRe3nTqQTGBgIABgzZgzHkSgWNTU12NnZwc/P\nD7dv34aVlRXXIREF8P79e8T9EwOzvr3R2awL1+E0KTweD5/Y2uDMgd9x/2oYeo9oWecPVlsM0dHR\ncHNzY7NIzkXcKJtgd8h46nc76JOyH/wXL17kOJLmq6X1bU9NTcWDBw8wcOBAdOrUietwOMHj8TBp\n0iTk5+fThN5ErrKysnD9+nX06NEDZmY0UWplTk5OAICgoCCOIyGK4uLFi2AYhu5eyWiE9XioqKri\ndsgVMKKmP06BNFhrYB06dAienp4oLi5mq0jOFQuL8c/t+2jVrg3M+vbmOhzOdendE507d0ZoaCjN\n2yMnnp6euHPnDvz8/MR/6urqXIclNyEhIRCJRHBwcOA6FE6Vz0V0+fJljiMhzVlwcDCKi4sxbdo0\nmii1Gn369EGfPn1w8+ZNpKSkcB0O4VhBQQGCgoKgpasDi7HUa0cW2nq6GDJ+DNKSkvEi+gnX4TQq\n1hpYpqam8PHxAcMwbBXJuf8iolCQn4/BY0e36O6B5cqvtBcUFIiH1SZEVgzD4Pz581BVVW0xk53W\nNEpn586dYWpqirCwMLp4QeRCJBLB398fqqqqsLe35zochTVnzhyUlpbi1KlTXIdCOBYUFIScnByM\nnDQBas34Qqe8TZxZdmf44ZUwjiNpXKy1GqytrZvdkNIP/roOABgynvqql7OxsQFA3QRJwz19+hQv\nX77E2LFjW8xcPAX5+Qh/G4e7Ka8l/u6lxqPXCAsIhULcu3eP6zBJM3Tnzh28efMGtra2aN26Ndfh\nKCxbW1vo6+vjzJkzzbp7NqldaWkpjh49CjU1NXxia8N1OE1a566m6DfUHIlxL5H4/CXX4TSaRh/k\nQl4zb7NRR/mM3Vo6OuDn5OLx3QdoZ9wZUFeRGHGsupmz2RqNrKL3Se8aPBN3bdtKux8CPh/aKgbo\n3r077t+/j9DQULRqVfew2or8mdcXPdzPvgsXLgAAHB0dOY6kcVU3SicAjLCZgLAzF3Dz5k14eHhw\nEFnzVFxcjA0bNuD9+/cQCoVYunRpi5i8uzI/Pz8AaHbPSbNNU1MTzs7OOHz4MK5cudLiuy+3VKGh\noUhMTISjoyN0DdibFLelsp45DU8eReHm+UuYPcaa63AaRaM3sOT9Q7UhI12Vz9ito6eLK/5nISoV\nYbyTPUxNuwCofeZsNkYjqygxMQGdOhs1eJbv2raVdj/KR0CbPXs2vv/+e8THx9c5j0pjjDxGo5sp\nDpFIhLz/TVlQPiF3Zbq6uigpKUFISAgMDAxoRMr/0WtlgFGjRiE8PBz//fcf+vbty3VIzUJwcDAM\nDQ2xY8cO5OTkwNHRsck3sCrmWU10dXXFXdtfvXqFO3fuwMLCAr1790ZOTk6N+ZmTkwOGaRkPo5d3\n2a3Mzs4OR44cwbFjx2Bvb0+PCDRjlXOJz+cjOzsbv/32G3g8Huzs7JDdQvJBnnp9PADtTY0Q8+AR\nkpKSJEbSba5Yb2A1hwdnRSIR7ly6BlV1NQybYMl1OArH1tYWO3fuREBAABYsWNDsuoYS2eXl5eGv\nlzHQ0tHBu5LsKhNyC/h8TOw+ADdv3kRmZiYWLFhA881UYG9vj/DwcJw7d44aWCyZNGmSuGuzSCRq\nFt9XFfOsOuV5Vv4jpvzu1bx588TbZlaTnwDwISUFugb6qHqPtfkpyM9HeGYmDAvaSK5QAvoOMceT\nR5G4ffs2LC3pd0BzVTmX3pVkI+rqRfz333/oN9QCL0tyoVvEaxH5IE88Hg8jJk/A+V994evri+3b\nt3MdktyxelnGyMioWTwYGvf4X3x4n4zBY0fXeAJryfT19WFvb4+kpCTcunWL63CIgtHS0YGOnq74\nvxX/yvPpxIkT4PF4mD17NsfRKpYRI0bAwMAAwcHBNNgFS7S0tKCtrQ0+n4+vvvoKX3/9NdchsaK6\n/KqcZwDw4cMHXLhwAZ06dRLfudPS0alxey1tba52iRPlXXYr/01xnQEA8PX15TZAIncVc0FTWxtX\n/c8AABwXurW4fJCnPkPN0d64My5fvoz4+Hiuw5E7mmi4GreD/wQAjLajeQ9q4urqitOnT+PEiRNN\nvrsNaVyxsbH4999/MX78eBgZGXEdjkJRUVGBlZUVzp07h8DAQHpehiXJyclYtmwZXF1dYWtrW+fr\nG+O50YbUWfF54eoI+Hw8TsmFjo4OTpw4gcLCQtjY2CA6Olpi28rP4ALyeZ644npp62xovQCQ9C5J\n6m3V9HVg1L0rHjx4AF9fX3Tt2rXKa7S0tGrsPsjFMURd5RsuLioGCXEvYWE5CiY9uiE16T3XITUb\nSkpKmDRnBo5u2wsfHx/s2rWL65DkihpYlWSmfsA/t+/DqFtXmPXtxXU4Cqtnz54YMmQI7t27h9ev\nX9OklaTezpwpuzro6urKcSSKacKECbh06RKOHj2K2bNnQ0WFvqYbIj09HQsWLMB3332H4cOH12ub\nxv6hKu1zpBWfF65O+fOyQqEQN27cQMeOHbFy5UqoqamJt83MzqzyDC7A/vPEFdenpKZKXWdD681I\nSUVno84ybTthuiN8vfcg+PpfWPjtGol1Zd0we1b7LElLei44OjoaO3fuFHdDbcpEpaW4dS4YPCUl\nTP2Mzk/y8NHwIejduzcuX74Md3d39O7dfOeYpSc3KwkP/hMikQgTZzo1i+fJ5Kn8B3Jz+GIljSMn\nMwthYWHo1q0bRowYwXU4CklXVxcODg5ISkqi+eZY8OuvvyIvLw/79++Hm5sb3NzcWszw24cPH0Zh\nYSEWLVpEzzrKoGvfXjDp2R3/RUQhK+1Djd0wW6pDhw7B09MTxcXFXIfCiodht5D+PgUjrMejg4kx\n1+E0SzweD0uWLAEA7Nmzh+No5IsaWBXk5ubiYegNGLRpjSHjRnMdjsKzsrJC586dERgYiOTk5Gon\nUC0fqUokolF4CHAzKAQlJSWYN28eXcCoxfz588Hj8XDkyJFmNXk7Fzw9PXHnzh34+fmJ/9RbwKSh\n6enpOHXqFDp27Ihp06ZxHU6TxOPxMN65bFLmoN+PchyN4jE1NYWPj0+z+I4qFAgQdOgolFVUYDeP\nng2Wp2HDhmHYsGEIDw/HjRs3uA5HbqiBVYG/vz+EhUWYMN0BytQtp04qKipYsmQJhEIhfvnlF/z1\nMqbKBKpxJdn462VMnUMKk+YvNysb96+GoX379i1u7itpde3aFePHj0dMTAxNPEykJhKJsG/fPhQW\nFmL+/PkoKCiQuPDVUoZhZ0P3Af3Qx2IQnjyKQuzDv7kOR6FYW1s3i1E5AeDS8dPIycjESNuJaN2h\n+i6jhB08Hg/ffvstVFRU8OOPP6KgoObnJ5syakX8T1ZWFgICAqBroA/LqZO5DqfJcHBwwMGDB3Hh\nwgX0mWQJnU6SzwSUj1ZFyLWAQBQLhZg+fToKCgqqfKm29B9+5XPylN/1nTdvHsLCwrBjxw707dsX\nSkpKEnMbEVKTV0+e4uq1a+hgYgzDIf1wt8Jw7OXDsJP64fF4mLF0Ib5f9BXO/PIH+lgMoguwUpLX\ngB9slMvn8/H4bRxCz5yHfmtDjLCdKDEQCxsDu5SvrzzACxtlt2pjyOpgNRXXV1duQ8t+9y5RPACP\njY0NLl26BC8vL8yYMaPa19eXPI6xhj5HSd8S//PHH39AIBDAYZYb1DQ0uA6nyVBVVcWSJUvg6emJ\nsHMXMW/Ncq5DIgooIyUNN4JCoN/aEDr9zSR+8JVrSfPvVKd8Th5BiaBsfiJ9VXw8eiT+uX0PBwL9\n0WvQRxJzGxFSHZFIhMt+pwCGwazli6DfykBifT71JpBaZ7MuGG1rg/DgP3Hr4mWMnzaV65CaFHkM\n+CHNQCLxbxNRWMNzl0JGhJsBFyAqLYXr119CVU1NYiCWhg7sUr4+MTGhygAvbJQtKCxgdbCa8vU1\nDUjTkLITExNgZGSCQR3MoK+vj969eyMyMhKXL1/G559/ju7du1dbX10UdVAZuhQK4O3bt/Dz80O7\ndu0wwsaK63CanKlTp6Jz5854cC0MqW+TuA6HKKDzh/1QUlyMCTMcoNfKgObfqYGWjrbEnCzOiz6F\nkrIyrvmfhTpd+CH1cDvkKhKfv0K/oeboYzGI63CajamfuUJTWxsXjpxAZmoa1+EoFEV/nvZVVio+\naPOq/fMPCcLbl68xdMJYDBw5lOtQWxRtbW3xIClr166FUCjkOiRWUQMLwI4dOyAUCrFs2TKoqtNI\nS9JSVVXFsmXLUFpSitMHfuc6HKJgXsb+h0ehN2Hc3QwfjaATmDTadu6IMXaTkJaUjDuXrnIdDmlE\nObk5eJkQX+3f68Q3KK7mx0jWhwwEHvKFhpYm7D6dw0HUzZeugT5mfLEQhfkCHNu5r1kM7MAGIyMj\nnDp1iuswZPLm2XNcP3sROvp6cPnSnetwWiQrKytMnz4dz549w+7du7kOh1UtvoEVHh6Ov/76C+bm\n5pg4cSLX4TRZY8eORY8B/RD78G88vnOf63CIgigtKcGJPQcAALNXLKHnh2Rg/+lsaOvp4or/WaSk\npHAdDmkk8cnv8VZZWO3fO+ViZOVmS7xeVFqKI967UZgvgPUsZ+gZtuIo8uZr5KQJ6D9sMJ5GPsb9\nKzSFQlNWwM/Hoe93QCQSYcYyd+jo63EdUou1fv16dOnSBUePHsXt27e5Doc1LfrXDp/Px3fffQcV\nFRVs3LhR4W9zKzIejwcn90+hoqqCE3t/QX4u9fMnwBX/c3gfn4DRdjbo1r8P1+E0STr6+pixdCGE\nhUXYtm0bXTlvIXg8HpSVlWv8q+xaQCDi/onBwJHDYDH2Ew4ibv54PB7cVi+Dlq4Ogn1PIj4+nuuQ\niAxEpaX4/cedSE9OwWj7Sej+UV+uQ2rRtLS0sHPnTqiqqmLt2rXNJq9adANr69atSElJweLFi5v1\nbNJsKR/lrKa/dkYdYT9/DnIzs+D/86/0Q7CFS3r9BiHH/GHQpjWc3D/lOpwmbbj1ePQc+BHu378P\nf39/rsMhCuZp5GNcOHwc+q0NMW/tcrpYKEcGbVpj7qplEBYVYd26dTQFSRN09uARxD78G/2GmmPc\nNHuuwyEA+vXrBy8vL+Tk5GDJkiXIysriOqQGa5ajCKZnpOPOyydQq2YySYZh0NuwI/795zECAwPR\nt29fLFq0iIMom57yUc4MC9pUWVc+AtxEl2l4fPchIq6Ho9egATAdQA3X5ig7Oxul1UwenZubC2FR\nIfLzeLjwqy8YkQifeXwNbV0aqr8heDweZn21BHtXrsf27dthbm5OF4UIACD13Xv8tmUblJSVsHjz\neujo6yOfn891WM2aheUoWDpMwa0Ll7Fy5Ups374dKhWGbi+faoGmVVA8V06eQdjZC+hoagx3z2+Q\nm5PDdUjkf5ycnJCQkICDBw/iyy+/xO+//w4tLS2uw5JZs8x8hmGg2aYVdNq3qfYv7tkzbNmyBTo6\nOtizZw/U1Ghgi/rS0tGudQQ4ZWVluG/8Btp6uji17yCSXr3hNmAiF/dexCIiI7HKX1TmWySmp+D3\nH3YgKy0dNrOno7f5QK7DbRb0DVvB09MTRUVF+PLLL5GZmcl1SIRjWR/S8X9rN0KQx8eclV+iWz9q\ndDeWsU52MOvfB/fu3cPXmzbgTvIr3E15jbsprxFXko2/XsbQ3S0FE3r2AoJ+P4ZW7dpghfdmaOrQ\nyLWKZsWKFbC1tcU///yDRYsWgc/ncx2SzJplA6s2Galp+MFrCwoLC7Ft2zaYmJhwHVKz07pDOyzY\nsBqlpaU4vfdXpCfTg/nNjZq6ungS6Yp/GlraCD91Af9FRKHbgH5w+MyV61CblTFjxmDZsmV4//49\nvvjiC+Tn052Klio3Mxt71ngiIzUNUz+bi1GTJ3AdUouirKyMuWuWoUuvHoi4Ho6g33yhpa1VdsHx\nf9+HRDEwDINg35M4c+B36Bm2wtc7foBh++rngCLyVdejJnl5efjxxx8xefJkREZGYuHChcjOzq67\nYAXUohpYGSlp2L3qW2RlZWHlypWwsLCo8uEyTNVuT0R6/YdaYM7KpRDk8fHLxh/x9OnTWpNKVE13\nM9K0lJ/Entx+COPuZnBcUjaHE2HX0qVLYW9vj+joaCxbtgwCgYDrkEgj+5CUjBPb/g+pb5Ng7TIN\nU+bO5DqkFkldQwPLvb+Daa/uuPvnXzj0/XYUC4u5DotUkJ+fD9//O4CQY/5o07E9vvm/bWhv3Jnr\nsFqsgvx8hL+NE9/trfz318sYFBYWYseOHXByckJMTAxcXFwQFxfHdehSa5bPYFXnfXwCfDZsQUZq\nGoZPtoKR5RDcTXkt8Zry54h0OYqxuRljNwnvE9/ixtmLWP71Srhv/AZG3bpWeZ2Az8fE7gOgr6/P\nQZSEDaWlpTixZz/uXv4LBu3bYsU2L2TnUd92eVBSUsJPP/0EgUCAsLAwzJs3D7/88gvatm3LdWik\nEcQ+/BuHvt+BQoEAUz+biylzZ9KgFhzS0dfH1zt/xAHP7xEVfg9Z6ethu8AVhgaGXIfW4r169Qpf\nffUVXr16hW79+mDxZg/ot6bPhWvlj5rURllZGT/88APatWuHgwcPYtasWfjuu+/g4ODQZL7vWsQd\nrMd37mPb8rXISE3D5LkzMXb61FqfIyLsGWlnjUlzZoCfnQOf9V548iiy6vtOXSmatKwP6di9agPu\nXv4LRt26wnn1Uui1MuA6rGZNRUUFe/bswbRp0/DkyRPMmjULsbGxXIdF5KiwoAD+Px/EvvVeKCku\nhu2CObB1c2kyPzaaM01tLSz33oyhVpaI/y8Ov3/njX8fRHAdVoslFAqxf/9+ODk54dWrV7CcNBGr\ndv9IjasmRklJCStXroSPjw9UVFSwfv16LFmyBElJSVyHVi/NuoHFz8mB3859+GXTTygtKcXnnmth\n5ezAdVgtzsjJE+C2dgWUVVVw+Kdd+OOnXcjNbPpDcLZ0DMPgUdgtfO++Ai///Q8WlqOw9AdPaOlR\ng7kxqKqq4ocffsDy5cvx/v17zJo1C/v27YNQKOQ6NMIihmEQFX4P33++HDfPh6CjqTGWbf0O/UcO\n5To0UoGaujoWbFiNuauWoURYDF/vPVi9ejUSEhK4Dq3FKC0txaVLl+Dg4AAfHx+0atUKP//8M6Z/\n5gYVVVWuwyMysrKywrlz5zBixAiEh4fD3t4ee/fuVfih3JtlF8HCwkLcvHAJ1/zPQcDPR2ezLvj8\n2zXo1NUUeTm5XIfXIvW2GIgNB3bjj5924lHoTcQ+iMBk15kYYz+J69CIDF7HvcDF78/iVexTqKiq\nYs7KLzDGfhLy8/gA9QyUi/KHgytzdXVF9+7d8dNPP+HAgQO4cOEC3N3dYW1tTcNFN2Gi0lJE343E\n5eMBeBP3AkpKSpg0ezrs5s9GUWER0tLTuA6RVMLj8TDazgbabQwQ5h+Eu3fvwt7eHnZ2dliwYAG6\nd+/OdYjNEp/Px6VLl3Ds2DG8fv0aysrKcHV1xcqVK6Gjo4PQGLqb2FTUdJ7T19fH7t27cevWLezc\nuRMHDx6En58fXFxc0KdPH1hYWHAQbe0a3MASiUTYvHkznj9/DlVVVfz444+cjcz36tUrBAQE4Nat\nW8jNzYWmtjZmfPE5xjnaQlmlWbYlm5T2xp3h4bMTty7+ifOH/XDu4BH8efIMhk0Yhw7TZ8Hc3Jzr\nEDmnSPlUGZ/PR1hYGE6ePImYmBgAwKBPRmD6kgVo26kDx9E1f7XOQ6deirnfrsKDK2F4cC0Mmzdv\nxr5ff0GfYeZ4XZKHaYNHt9hnHBU5pypjGAZxcXH466+/EHD6NDLS0wEAFmM/wdRPXdHBxAgAUFRY\nxGWYpA5tOnXAki0bUPTfG/z+++8ICgpCUFAQhgwZAjs7O0ycOBGtWrXiOkyZKUJOCQQCXLlyBdev\nX0doaCgKCgqgoqICZ2dnLF68GMbGxo0aD2FHbec5AZ+PiWPHwtraGqdPn8bvv/+OI0eOAAACAgIw\nceJEjB8/XmE++wa3OkJDQ1FcXIxTp04hOjoa3t7eOHDgABux1Sk9PR1RUVGIiorC3bt38fLlSwBl\nLV3rWc6wnukEXYOW+aNCUSkpRbyyggAAIABJREFUK2Ockx2GThiLm+dDEHbuIm4EBeNGUDC6deuG\nUaNGYdiwYejbty/at2/f4p4v4DKfKhMKhXjy5AmioqIQERGB+/fvQygUgsfj4aPBH8PadSZ6DuzP\nSWwtVU0PB+fn5UHZQAXz1izHlLkzcfl4AB6F3sKdC3/i7sUruNyvH8aOHYtBgwahX79+MDBoOc/I\nKVJOVVZUVITXr18jNDQUp0+fxt9//433798DADQ0NGA5dTIsp05BZ7Mu3AZKpMbj8WBlZQVHR0fc\nuHEDR48eRUREBCIiIrB582b069cPw4cPR//+/dGnTx8YGxs3mfNdY+dUYWEhEhMT8fz5c0RHRyM6\nOhr//fcfSktLAQDGxsZwdnaGo6Mj2rdvL7c4SOOoaxAMTU1NzJ8/H7NmzUJoaCiOHDmCyMhIREZG\nwtvbG0ZGRhg0aBAGDRqEvn37omvXrpyc8xrcwIqKisLo0aMBAAMHDpT5QWuGYVBUVISCggIIBAIU\nFBSI/7KyspCeno709HSkpaUhISEB8fHxEhNtqqmpwcrKCj179sQ052l4UpgJzSY8A3Rzp62rA1u3\nWbB2mYZH18Px5sE/ePToEY4dO4Zjx44BKGso9+jRAx07dkTHjh3RoUMHtG7dGjo6OtDV1YWOjg50\ndHSQn5+PgoICqKmpQbmJDwvOVj5Vp6SkRJxTFXMsLy8PGRkZiI6OxtWrV/H27VvEx8fj3bt34hMY\nAPTo0QM2Njaws7PDi5w0qLVtuldgm7M2Hdpj3poVcF68AFfOBOLV4yd4+vSpxLHUqVMnGBsbo3Pn\nzjAyMkKbNm2gr68v/tPV1YWqqipUVVWhpqYGNTU1MAzD4V7JTp45Va78/FVYWCjx34KCAvD5fGRl\nZSEzMxNZWVnIyMjA27dvkZCQgJSUFIn3VU9PD1OmTIGVlRUMO3WEsD2NadvUKSkpwcrKClZWVnj/\n/j0uXbqE8PBwPH78WOJY1NLSgpGRETp16oROnTqhQ4cO0NfXh56eHvT09KCvrw8DAwN07sz9EONs\n55RQKMSDBw/w4cMHZGZmiv9SU1PFeVKRqqoqunTpgkmTJmHcuHHo27dvk2mcEvaoq6vD1tYWHTp0\ngLGxMW7evIlbt24hMjISISEhCAkJEb+2VatWMDExQbt27dC2bVu0adMGrVu3hp6eHnR1daGtrY2O\nHTuy2kBvcAOLz+dDp8IocMrKyhCJRFL393d3d8fdu3fr9VolJSUYGRlhwIABGDRoEMzNzfHRRx9B\nQ0MDkZGRUFdXhyAtD6XFJVW2FeTmoTC/APzcqjOsC/LzoayiAr5G9bOvl68XFAqqbF/btrKsE/D5\nKFVRk6nM+tapCPsBAD0G9MMX02ZDU1MTjx8/xt9//424uDg8e/YMkZGRUv2wU1dXxw8//AA7O7t6\nb6NI2Mqnyu7du4clS5aguLh+c7QYGBhgwIAB4r7N5ubm6NDh/3cD/PdhAoQ5VRuz+Xl5yM/jg5+b\nBwGfz9rxVVhQCAE/n9Xjkp+bx8rxXnk/G1pmdXkpa7n9hltg9KSJGNauC168eIF///0X//77L168\neIGHDx9WKac2PB4PGhoaWLVqFebOnSvVtlySV06VKywsxJQpU5CcnCzVdu3bt8eQIUPQpUsX6Onp\nwcHBAWZmZuK4op49QWYNzwzn5+WhQFD9cQI0/nFW17ry9YWChp17ZalX1u+OhtQr4POhoaJWZXmn\nTp3g7u4Od3d35OfnIzo6Gk+fPsXTp0/x/PlzJCUl4fnz59XGUs7LywszZ3I77xnbOXXy5Els27at\n2nUdOnTAsGHDYGpqiq5du2LgwIHo27cvYmNj6/3cjbCwCMIacknAz4ey6v//HNn6Pq+8ns3zYcX1\nbOdx+fqacrUhZdfn92Bd29ekXbt2mDlzJmbOnAmGYfDmzRtER0cjLi4O8fHxiI+PR2xsrMRF48p4\nPB6Cg8t6U7GBxzTwsqS3tzcGDhyIyZMnAwAsLS1x69atal8bGRnZkKoI4VRjPEQpTT4BlFOkaaOc\nIoRdipZTlE+kKWtIPjX4Dpa5uTlu3LiByZMn4/Hjx+jVq1eNr1XEUT4IUSTS5BNAOUVIXSinCGEX\n/e4jpG4NvoPFMAw2b96MuLg4AMDWrVvRtWtXVoIjpKWhfCKEXZRThLCLcoqQujW4gUUIIYQQQggh\npAzNPEkIIYQQQgghLKEGFiGEEEIIIYSwhBpYhBBCCCGEEMISamARQgghhBBCCEsaPEx7bQoLC7F2\n7VpkZmZCW1sb3t7eMDQ0lHjNiRMnEBQUBB6PhwULFojnVWCzDl9fX1y+fBkAMGbMGCxbtkwu+wIA\nmZmZmD17NoKDg6GmVnWiwcpEIhE2b96M58+fQ1VVFT/++CNMTEzE669fv44DBw5ARUUFzs7OmDFj\nhtSx11UHABQUFOCzzz7DTz/9BDMzM9brCAkJwbFjx6CsrIyePXti8+bNUs+8XlcdV69exaFDh8Dj\n8WBvb4958+axvh/lNm7cCAMDA6xevVrqOqQl6zFe3XZaWloyHccMw2DMmDHo0qULAODjjz/GqlWr\nZM4LWWM7ffo0AgICoKKigqVLl2Ls2LESsTEMAz6fDw0NjXrnU22fuaz56eTkJJ6I09jYGD/99JNM\nediQ2KorT9bYqsvf8pHEKm8j63dBdXHJg6zHbE05IO9667udrHXWlVP13VdZcqW+37ds1glUnwNs\n1QlIl8fyqrOh+ykNNs9RFbeTV67KKxfZzLeVK1fKJZ/klTPyygt5HftsnvNqxMjR4cOHmX379jEM\nwzCXLl1ifvjhB4n1GRkZjJ2dHVNSUsLw+XzG0tKS9ToSExOZadOmMSKRiGEYhpk1axbz7Nkz1uth\nGIYJDw9nHBwcGAsLC6aoqKhe5V69epXx8PBgGIZhHj9+zCxdulS8TigUMhMnTmRyc3MZoVDIODs7\nM+np6VLHXlsdDMMwMTExjJOTEzNq1Cjm9evXUpdfVx0FBQXMhAkTmMLCQoZhGGbVqlVMWFgYq3WU\nlJQw1tbWTF5eHlNaWsrY2NgwWVlZrNZRzt/fn3FxcWF27doldfmykPUYr247WY/jN2/eMIsXL5Y6\ntprKkyW2tLQ0xs7OjhEKhUxeXp74/yvGJks+1baNtOVlZGQwhYWFjKOjY5X3QZY8lDW2msqTJbaa\n8rembWQpq6a45IHtHJB3vfXZTtY665NT9cV27smjztryk406GUb6PJZXnYqUU9Kco6Qpl2Fky1V5\n5SKb+SavfJJXzsgrL+R17LN5zquJXLsIRkVFYcyYMQCA0aNH4/79+xLrDQ0NceHCBSgrK+PDhw9Q\nV1dnvY6OHTvijz/+EN8tKSkpgYaGBuv1AICysjJ8fX2hp6cnVbmjR48GAAwcOBCxsbHida9evYKJ\niQl0dXWhqqoKCwsLREREyBR7TXUAQHFxMQ4cONCgeSxqq0NdXR0BAQHiz7chn0FNdSgrK+PPP/+E\njo4OMjMzIRKJoKqqymod5etjYmLg4uICppFmOJDlGFdXV692O1mP4ydPniAtLQ3z5s3DokWLEB8f\nX6/YaipPlthiYmJgbm4OVVVV6OjowNTUFM+ePZOIbdu2bejduzeA+udTbZ+5tPn56NEjPHv2DAUF\nBVi4cCHmz5+P6OjoOssCqs9DWWOrqTxZYqsuf8uPr+q2keW7oKa45IHtHJB3vfXZTtY665NT9d1X\nWc5ldR3DbNdZW36yUScgfR7Lq05FyilpzlHSlAvIlqvyykU2801e+SSvnJFXXsjr2GfznFcT1roI\nnjlzBseOHZNY1rp1a2hrawMAtLW1kZeXV2U7JSUlHD9+HPv27auzS5csdaioqMDAwAAMw2D79u3o\n27cvTE1N5bIvI0eOrLXc6vD5fPFtTKAsqUUiEZSUlMDn86GrqyteV1O9DakDKJuVvaFqq4PH44lv\nk/v5+aGgoID19wooO5auXbuGLVu2YNy4cdDU1GS1jrS0NOzfvx/79+8Xd3VgG1vHeJcuXfDq1Sus\nXbtW3GUiPj4ebdq0kek4bteuHQYMGIDIyEgUFBTAwcEBpqamMueFLLHl5+dXyQc+n4927dph8eLF\nsLGxwZIlS3Dy5EnMnz8fQP3yqa4clDY/zczMsHDhQsyYMQNv3ryBu7s7rl69KlMeyhpbTeVpampK\nHVt1+Ttq1CjxBY3K28jyXfD8+fNq4yrfF1mx+V1e8TiLjIzE2rVrcfbsWbnXW/H9rO0cIEud9cmp\nuva1ujiBhudefbCZn2zUCUifx/Kqs6Zc5yKnajpHVdyvP//8E/Hx8bC3t693uUDdubpz507x+aqh\n5TY0XmnyrXfv3nLJJ3nljLzyQl7HPpvnvJpyirUG1owZM6o8H7R8+XLk5+cDKDuwarqzM3fuXLi4\nuMDd3R0PHz7EsGHDWK2jqKgIGzZsgI6ODjZv3izXfZGWjo6OuFwAEh+Wrq6uxLr8/Hzo6+uzWgdb\n6qpDJBJhx44dSEhIwL59++RSBwBYW1tj4sSJ8PDwwPnz5zFt2jTW6rh69SqysrLg7u6O9PR0FBYW\nolu3bnB0dJRpf6rD5jHerVs3uLu7Y8CAAcjLy8OcOXMkjilpjuP+/ftj4MCB4ruCY8aMQXBwsMx5\nIUtslT+b8td069YNysrKAIAuXbogKipK/Jq68klPT6/Wz1yW/OzSpYv4ZN6lSxcYGBjgw4cPMuWh\nrLHVRNbYqsvfmraRpaya4mrfvn2t+1MXNr/L+/fvLz7OLCwskJaW1ij16ujogM/n17mdLHXWJ6fq\n2teaympo7tUHm/lZ32ON7TyWV52KllPVnaMqHtuTJ0+Gn58fgoODpSq3OhVzdc2aNbh48SIr5TY0\nXmnybfDgwXLJJ3nljLzyQl7HPpvnvJrItYugubk5wsPDAQDh4eEYPHiwxPrXr19j+fLlAMqucKip\nqYkPMrbqYBgGX3zxBXr37g0vLy+pB1aobz2yqlju48eP0atXL/E6MzMzJCQkICcnB0KhEBERERg0\naBCrdbClrjo2bdoEoVCI/fv3y9QVtK46+Hw+3NzcIBQKwePxoKmpKVMjsrY63NzcEBgYCD8/Pyxa\ntAh2dnasNq7qE5M0x3h128l6HPv4+ODo0aMAym6/d+rUqV6xSbNPdZU1YMAA/P333xAKhcjLy8Or\nV6/Qo0cPidjat28v/g6pTz59/PHHtX7msuTnuXPn4O3tDQBITU0Fn89H27ZtZcpDWWOriayxVZe/\nNW0jS1k1xSUPbOeAvOttyLmHjZyq775Kmyt15Z60+9fQ/GSjTja3aej2ipRT0pyjpCm3JnUdv/LK\nRTbzTV75JK+ckVdeyOvYZ/OcVxMeI8cHSQoLC7Fu3Tp8+PABampq2LVrF1q3bg1fX1+YmJhg/Pjx\n8PHxwe3bt8Hj8TBmzBh88cUXrNYhEomwatUqDBo0SPzMzOrVq6VuqNRnX8pZWVnhzz//rNcogsz/\nRiWJi4sDAGzduhVPnjyBQCDAzJkzcePGDezfvx8ikQjTp0/HnDlzpIq7PnWUc3Nzw5YtW2R6Fqu2\nOvr37w9nZ2eJL5v58+djwoQJrO7H6dOncfbsWaioqKB3797YuHGj1A3q+r5XQUFBiI+Pl2oUMVnJ\ncoyvWbMGvXr1qrKdtra2TMdxbm4u1q5dC4FAABUVFWzatAldu3aVOS+q264+sZ05cwYBAQEQiURY\nunQpJk6cKBGbsrIyDA0N8f79+2o/v+ryqbrPvDwHZMnP4uJieHh4IDk5GTweD2vXrhV/NtLmYUNi\nq648WWKrKX+trKyqjU2WsiwtLauNSx5kPWZrygF511vTdmzVWVdO1XdfZcmV2o7v+mAzP9mqs1x9\n81hedTZ0P6XB5jmq4rEtr1yVVy6ymW9dunSRSz7JK2fklRfyOvbZPOfVRK4NLEIIIYQQQghpSWii\nYUIIIYQQQghhCTWwCCGEEEIIIYQl1MAihBBCCCGEEJZQA4sQQgghhBBCWEINLEIIIYQQQghhCTWw\nCCGEEEIIIYQl1MAihBBCCCGEEJZQA4sQQgghhBBCWEINLEIIIYQQQghhCTWwCCGEEEIIIYQl1MAi\nhBBCCCGEEJYobAPr3bt36N+/PxwdHSX+UlNTOY1r27ZtWL9+PSd179u3Dz4+PvV67cOHD6uNMzAw\nUOr4x48fj/fv30u1jSwCAwMxdOhQODo6wsHBAba2tjh37hwAYO/evdi0aVOVbdzc3HDjxg0IhUJ4\neXnB3t4eU6dOxdy5c/Hvv/8CkDyWnJycYGdnhwULFnB+LDUGyqOqmnseAYBAIMC2bdtgY2MDW1tb\n2NnZ4cyZM+L1Hh4eGDduHBwdHTF16lTY29vj/PnzVcpZsWIFpk6dKrHs/PnzmDJlCoqKisTLtmzZ\ngm3btgEoy8lHjx7Jac8UA+VVVZRXQG5uLlavXg17e3vY29vj888/R0JCAoCyff7444/F56HJkydj\nxYoVyM/PF29/5MgR8bE0bdo0XL58uVH2S5FQblXV3HPr4cOH6N+/P16+fCmxvHfv3gCA0tJSfPfd\nd7C3t4ednR2OHj0qfo2Pjw/s7OxgZ2eHHTt2iJevX78eNjY24uMnNDRU7vtRmUqj1yiFdu3aVXvS\n58r9+/dx/vx5jB07lpP6eTxeg18rTRmNjcfjwcrKClu3bgUApKenw8bGBjY2NnB2dsaMGTPw3Xff\nQVlZGQDw/v17JCQkwNLSEr///jsYhkFwcDAAICoqCkuXLsWtW7cAVD2Wdu/eje+//77eX1pNGeWR\npOaeRwCwfPlyGBkZITg4GGpqavjw4QMWLlyIdu3awdLSEjweD1999RUcHR0BAG/fvoWrqyvat2+P\nESNGAACysrLw9OlTtGnTBlFRUTA3NwcAODo64saNG9ixYwc8PT1x5coVxMbGwt/fX1y/or8/bKC8\nkkR5ZYldu3ahV69e2LVrFwDg0qVL+PrrrxEYGAgA6N+/P/z8/MTlrV69Gj///DPWr1+P3bt349mz\nZzh+/Dh0dHSQmpqKuXPnolWrVuKcbCkotyS1hNzi8Xjw8PDA6dOnoaQkee8nMDAQubm5CA4ORkFB\nAaZPn44hQ4YgOzsbd+/eFR8rn3/+OUJDQzFhwgTExsbixIkTaNOmDRe7A0DBG1g18fDwQHZ2NhIT\nE/HNN9/A0NAQ3t7eKCwsRKtWreDl5QUjIyPExsZi48aN4PF4+OSTTxASEoLr169LlLV+/Xo8ffpU\nYtnnn38OOzs7iWXZ2dnYu3cvFi9ejLi4uFrjO3PmDB48eCD+kvXx8YG6ujpcXV3h5eWFFy9eQCQS\nwd3dHba2tuDz+diwYQPS0tKQlpaGwYMHY/v27Xj48CF27NgBkUiEnj17wsjICABw9uxZ3L9/v0r5\n7u7u4hgYhqk2torLPTw8oKuriydPniAlJQXLli3DtGnTkJ2djbVr1yIlJQXdu3eHUCgEUHYVYfv2\n7YiIiEBpaSmcnJzw6aef4tixY7h27RqOHz+Ov//+G99++y2CgoKgpaUlrmvhwoXIyMgQ/5vH42H9\n+vUYOnRoje9jXl4etLW1oa6uDmNjY/To0QPh4eEYN24cAODixYtwcHCAkpISMjIyUFxcjOLiYqiq\nqsLc3Bze3t4oLS2ttmwLC4sqx0JLQ3nUPPMoKioKL1++xG+//Sa+GNG2bVt8//33KCwsrHYfjI2N\nMW/ePJw8eVL8Yy44OBiDBw9Gz549ERAQIG5gAWV3rBwcHNCvXz/s27cPR48eFdfV0lFetay82rJl\ni/hubkZGBtq0aQORSAQlJSVMmTIF2traNX4WFhYWCA8Ph0AgwLFjx3D58mXo6OgAANq3b4/du3dD\nU1Oz1s+zJaHcap65xePxMGjQIKipqeHQoUNYvHixROw9e/YUn380NTVhbGyMlJQUmJiYYP369VBR\nKWvKmJmZITk5GQKBAMnJyfD09MT79+8xceJELFu2rPEbmYyCevv2LdOvXz/GwcFB/PfHH38wDMMw\nHh4ejIeHB8MwDFNUVMTY29szycnJDMMwTHh4OPPpp58yDMMwkydPZu7cucMwDMPs27ePGT9+vMzx\nrFixgrl//z4TGBgorrsm+fn5zMiRIxmBQMCIRCLG2tqaSUtLY3bs2MEcO3aMYRiGycvLY+zs7JjE\nxEQmJCSE+fXXX8X7M3HiRCY2NpZ58OABM3jwYCYvL0+8D/v27aux/IoePHhQbZznzp0TL1+3bh2z\nfPlyhmEYJi4ujhk6dCjDMAzj5eXF7N27l2EYhomIiGB69erFvHv3jjl58iSzdetWcZxz585lIiIi\nGIZhGDc3N+b48ePMpEmTmKioKOnf4P/FNnToUMbBwYGxs7Nj+vXrx/z888/i9UFBQcyqVavE/548\neTITHx/PMAzDvHv3jrG1tWUsLCyYpUuXMseOHRO/b2/fvmXGjRsn3k4oFDLr1q1jNm7cKFOcTQnl\nUcvLo8OHDzMrVqyo9TUeHh5MYGCgxLKbN28yU6ZMEf/b0dGRuXXrFpOcnMwMHDiQyc7Olnh9eHg4\n06tXL+bs2bMSy+fOncs8evRIptibCsoryqvqxMbGMpaWlszw4cOZlStXMqdPn2aKiorE+zx37lzx\na/Pz85nPPvuMOXjwIBMTE8OMHDlSpriaG8qtlpdb5bnx/v17Zvjw4cyLFy8YhmGYXr16VXltZGQk\nM2LECCY3N1dieXx8PDN8+HAmISGBSUxMZJYtW8ZkZGQwBQUFzLx585jTp0/LFFtDKPQdrNpuEw8c\nOBAA8ObNG7x9+xZLliwRr8vPz0dmZiYyMjIwatQoAMDMmTPFt+krqu4qxsKFC2Fvby/+95kzZ9Cx\nY0cMHz682jIq09LSwpgxY3D16lUYGRnB1NQUbdu2xb1791BUVCR+rqigoACvXr2Cra0tYmJi4Ovr\ni9evXyM7OxsFBQUAgK5du4qvaNVUvomJCdq2bVtnXJXxeDzx+9OjRw/k5OQAACIiIrB7924AwODB\ng2FsbAyg7Db5s2fP8ODBA3H8L168wODBg/HTTz/Bzs4Orq6u+Pjjj6vUVfkqBlD23g8bNkwinvHj\nx4u7CGZlZcHV1RVmZmawtbWFjY0Ndu7cKa7XwMAAXbp0AQB07twZISEhiImJEd/O9/X1FR8/aWlp\n4u5QQqEQAwcOxJo1a6R+z5oiyqOWl0cVHTt2DIGBgSguLoaZmRn27dtX476oq6sDAJ4+fYrk5GSM\nHDkSKioq6NOnD4KCgvDpp5+KXxsREYE2bdogPDwczs7O9XqvmhPKK8qrynnVr18/XL9+HZGRkbh3\n7x6OHDmCgIAABAQEAABiY2PF56GSkhIMHz4cn376KV68eFHjnYeWiHKrZeVWuY4dO2LVqlXiroKV\nPXr0CKtWrcKuXbugq6srXv7ixQssXrwY69atg4mJCQBInOfc3Nxw/vx5zJgxo/5vEgsUuoFVm/If\nAiKRCMbGxuJkFIlESE9Ph5qamsTry28hVlb+Y742f/75Jz58+ABHR0fk5ORAIBDA29sbHh4eNW7j\n7OyMX375BcbGxnBycgJQdot2586d6NOnD4Cy7gT6+vrw8/PDtWvX4OLiglGjRkl82ZbvZ23lT5s2\nrc59qEn5+1T55FGxa115dwiRSIRvvvkGEyZMAFDWACq/FZyUlAQdHR08efKk2nr++OMPqWNr1aoV\nRo8ejaioKNja2kJTUxNjx45FaGgooqOjMX36dPFrd+/eDVdXVwwYMAADBgzA4sWLMXv2bNy7dw/9\n+vVTuD7dioLyqPnlUf/+/XH06FFxN6V58+Zh3rx5ePTokcRJp3KscXFx6NGjBwDg3LlzEAqFsLa2\nBlD2wyUgIEDcwLp//z4uXbqEoKAguLm5ISgoSPz5EMqrlppX3333Hb799lsMGTIEQ4YMwZdffglr\na2vxD/nKz2CV69atGwoKCpCcnIyOHTuKl1+6dAkZGRmYN29enfG1FJRbzS+3KpoxYwauXLmC337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CGENAEyN7Dc3NzEA18EBQXh9evXdTauAMX5oRoZGclKLDk5OchPeQ0dPV2J5fzcPAzqYAZ9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\nUxo0aICzszN16tTB0dGxWH/fpb1GZWRkcOnSJa5cucL58+c5f/48M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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pltando dados sem out-liers\n", "g = sns.FacetGrid(df_plot, col=\"Index\",\n", " row='Freq', sharex=False,\n", " sharey=False)\n", "g.map(sns.distplot, \"Return\", bins=15, kde=False,\n", " fit=stats.norm);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Para alguns dos gráficos acima, não ficou tão claro se realmente não podem ser considerados normalmente distribuídos. Abaixo, vou aplicar o teste [Jarque-Bera](https://en.wikipedia.org/wiki/Jarque–Bera_test) para testar a normalidade das distribuições e imprimir o p-valor dos teste para cada Índice/Frequência:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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p-value
FreqIndex
1. dailyBVSP0.827902
GDAXI0.041758
GSPC0.029428
N2250.559243
2. weeklyBVSP0.998951
GDAXI0.011183
GSPC0.174028
N2250.117950
3. monthlyBVSP0.983525
GDAXI0.194519
GSPC0.143611
N2250.153363
4. yearlyBVSP0.630335
GDAXI0.453847
GSPC0.620602
N2250.714038
\n", "
" ], "text/plain": [ " p-value\n", "Freq Index \n", "1. daily BVSP 0.827902\n", " GDAXI 0.041758\n", " GSPC 0.029428\n", " N225 0.559243\n", "2. weekly BVSP 0.998951\n", " GDAXI 0.011183\n", " GSPC 0.174028\n", " N225 0.117950\n", "3. monthly BVSP 0.983525\n", " GDAXI 0.194519\n", " GSPC 0.143611\n", " N225 0.153363\n", "4. yearly BVSP 0.630335\n", " GDAXI 0.453847\n", " GSPC 0.620602\n", " N225 0.714038" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# imprime p-values dos testes\n", "df_jarque_bera = df_plot.groupby(['Freq', 'Index']).aggregate(stats.jarque_bera)\n", "pd.DataFrame([[x[0][1]] for x in df_jarque_bera.values], index=df_jarque_bera.index,\n", " columns=['p-value'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A hipótese nula é que a distribuição é normal. O teste consiste em testar se a assimetria e o excesso de curtose (curtose - 3) são zero, como é esperado por uma distribuição normal. Curiosamente, o teste não rejeitou a hipótese nula de que o *S&P 500* e o *DAX* na frequência diária sejam normais e que o *DAX* seja normal na frequência semanal (todos com 5% de confiança).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 Replicação do Índice Bovespa\n", "\n", "Nesta segunda parte o objetivo é praticar a agregação transversal de retornos financeiros através da replicação de um índice de ações. Neste caso o objetivo é a replicação do Índice Bovespa (IBOV) através dos retornos individuais das ações compõem o índice através da fórmula:\n", "$$IBOV_t = IBOV_{t-1} \\, \\times \\, \\left( 1 + \\sum_{i=1}^{N} \\omega_{i, \\, t} \\times R_{i, \\, t} \\right)$$\n", "\n", "Onde $R_{i, \\, t}$ é o retorno da ação $i$ na data $t$ e $\\omega_{i, \\, t}$ é o peso da ação $i$ na carteira do índice na data $t$. Vamos começar baixando os dados de cada ativo. Vou baixar os pelo Yahoo! Finance e, quando não disponíveis, baixarei pelo Google Finance. Porém, isso implicará em erro nos cálculos, uma vez o Google Finance não fornece o fechamento corrigido pels eventos, como o yahoo." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "l_assets = list(pd.read_excel('DadosReplicacao.xlsx', sheetname='LISTA').T.values[0])\n", "df_redutor = pd.read_excel('DadosReplicacao.xlsx', sheetname='Redutor',\n", " skiprows=1, index_col='Data')\n", "df_qtd = pd.read_excel('DadosReplicacao.xlsx', sheetname='Qtd.Teorica', index_col='Data')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ALLL3 foi recuperado do Google Finance\n", "KLBN11 foi recuperado do Google Finance\n", "SANB11 foi recuperado do Google Finance\n", "TBLE3 foi recuperado do Google Finance\n", "Feito!\n" ] } ], "source": [ "# recupera dados do yahoo\n", "# NOTE: nem o yahoo e nem o google finance voltam dados do FTAS\n", "d_assets = {}\n", "ts_start = datetime.datetime(2015, 1, 5)\n", "ts_end = datetime.datetime(2015, 8, 3)\n", "for s_key, s_name in zip(l_assets, l_assets): #, '^FTAS']:\n", " try:\n", " df = data.get_data_yahoo(s_key + '.SA', ts_start, ts_end)\n", " df = df['Adj Close']\n", " except:\n", " print \"{} foi recuperado do Google Finance\".format(s_key)\n", " df = data.get_data_google('BVMF:' + s_key, ts_start, ts_end)\n", " df = df['Close']\n", " # guarda apenas preco ajustado em dicionario\n", " d_assets[s_key] = df\n", "# print u\"a primeira data do {} é {:%d/%m/%Y}\".format(s_name, df.index[0])\n", "print \"Feito!\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Agora, preciso calcular o peso das ações no retorno do índice cada dia. Primeiro, vou replicar o índice usando as quantidades teóricas:" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# redimensiona dados\n", "df_assets = pd.DataFrame(d_assets)\n", "df_assets2 = df_assets.ix[df_qtd.index, df_qtd.columns]\n", "# os dados do yahoo em julho estao multiplicados por 10. Efetua correcao\n", "df_assets2.ix[df_assets2.RUMO3>60., 'RUMO3'] /=10.\n", "# calcula ibov\n", "df_ibov = (df_qtd * df_assets2).sum(axis=1) / df_redutor['Redutor']" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ICOD5559n0aJFVFZWYrVaeeONNwgICGDLli1s3rwZlUrFrFmzGD9+PDU1Ncyb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plota comparacao\n", "ax = df_redutor['Fechamento'].plot(label='observado', legend=True)\n", "df_ibov.plot(ax=ax, label='calculado', legend=True)\n", "ax.set_title(\"Fechamento do IBOV\\n\", fontsize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Além do deslocamento no eixo Y provavelmente por estar usando dados com eventos mais recentes descontados, há alguma inconsistência por volta de Abril/2015, aparentemente. Depois parece que foi corrigido. Consegui apenas localizar o erro relacionados às cotações da RUMO3. Como replicar o índice pelo método tradicional não é o objetivo deste trabalho, vou extrair o peso das ações destes dados mesmo." ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dimensões da matriz de quantidade: (144, 70)\n", "dimensões da matriz de preços: (144, 70)\n", "dimensões da matriz do redutor: (144, 1)\n", "dimensões da matriz do IBOV: (144, 1)\n" ] } ], "source": [ "print u\"dimensões da matriz de quantidade: ({}, {})\".format(*df_qtd.shape)\n", "print u\"dimensões da matriz de preços: ({}, {})\".format(*df_assets2.shape)\n", "print u\"dimensões da matriz do redutor: ({}, {})\".format(df_redutor['Redutor'].shape[0], 1)\n", "print u\"dimensões da matriz do IBOV: ({}, {})\".format(df_ibov.shape[0], 1)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Data\n", "2015-01-05 1.000000\n", "2015-01-06 1.013041\n", "2015-01-07 1.031060\n", "2015-01-08 1.012346\n", "2015-01-09 0.979304\n", "dtype: float64" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# amostra dos dados calculados antes de serem acumulados\n", "df_omega = ((df_qtd * df_assets2).T / (df_redutor['Redutor']*df_ibov)).T\n", "df_aux = (1+(df_omega * df_assets2.pct_change()).sum(axis=1))\n", "df_aux.head()" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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27E5Hk/u9G0ox+4JPICLtDEKIqzpyWGo6Nzc3Fi1aVOXYpbuEQdVxW//85z+r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\nD5ZdQ97WP+uGOyUL4x0Pnma4pxuRlody5R0Yo0Fif4x3nHOmYtJUVHc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1s5bgDgf46YF3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\nq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# usa como ponto inicial o fechamnto dado em planilha\n", "df_ibov2 = (df_aux.cumprod() * df_redutor.Fechamento.iloc[0])\n", "# plota comparacao\n", "ax = df_redutor['Fechamento'].plot(label='observado', legend=True)\n", "df_ibov2.plot(ax=ax, label='calculado', legend=True)\n", "ax.set_title(\"Fechamento do IBOV\\n\", fontsize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Utilizando como ponto de partida o fechamento dado em planilha e o método de cálculo proposto no início desta seção, fica claro a diferença mencionada anteriormente. No início de Abril/15 aconteceu um rebalanceamento de carteira, que pode ter introduzido este erro nos cálculos." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Style notebook and change matplotlib defaults*" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#loading style sheet\n", "from IPython.core.display import HTML\n", "HTML(open('ipython_style.css').read())" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#changing matplotlib defaults\n", "%matplotlib inline\n", "import seaborn as sns\n", "sns.set_palette(\"deep\", desat=.6)\n", "sns.set_context(rc={\"figure.figsize\": (8, 4)})\n", "sns.set_style(\"whitegrid\")\n", "sns.set_palette(sns.color_palette(\"Set2\", 10))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }