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moving average crossover strategy
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Moving Average Crossover Strategy\n",
"\n",
"The strategy is as follows:\n",
"\n",
"1. Calculate the 5 day simple moving average 'mean' \n",
"2. Calculate the 30 day simple moving average 'mean_Long'\n",
"3. Calculating the SMA_diff = 'mean' - 'mean_Long' \n",
"\n",
"The day when SMA_diff goes from negative to positive gives me the BUY signal and SMA_diff going from positive to negative gives me the SELL signal. Here I am only taking the long position. Each trade uses the adjusted closing price of the day after the day for which I get the BUY/SELL signal. This is because the signals are generated using the closing price of the day at the end of the day and thus taking the same price for the trade will introduce a look ahead bias.\n",
"\n",
"I am taking Reliance Industries stock prices (NSE) for testing the strategy. I have 5 year data with opening ,closing and adjusted close prices. \n",
"\n",
"I will also be comparing the strategy returns with a simple buy and hold strategy, ie buying the stock at the start of the 5 year test period and holding it throughout.\n"
]
},
{
"cell_type": "code",
"execution_count": 316,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x330b4048>"
]
},
"execution_count": 316,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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LF7Nw4ULmz59PUVERAE888UTL+D//8z8TiUT696JERERERERERNoZ8hlHP/zTVrYdqI3p\nMedMTOfOz+Z3un3Lli2cccYZXR7jl7/8JcYYNm/ezI4dO7jooosoLCzkN7/5DbfeeivXXHMNwWCQ\nSCTC9u3b+cMf/sDatWvx+XysWLGCJ598kuuuuy6m1yUiIiIiIiIi0hNDPnA0WL399tvccsstAMye\nPZspU6ZQWFjImWeeyV133UVZWRmf+9znmDFjBn/961/58MMPWbRoEQBNTU1kZ2cP5PJFRERERERE\nRIZ+4KirzKC+kp+fz3PPPderfa+++mo+/vGP89JLL3HJJZfwwAMPYK3l+uuv5yc/+UmMVyoiIiIi\nIiIi0nvqcdQL559/PoFAgAcffLBlbNOmTezbt6/l/TnnnMOTTz4JQGFhIXv37mXWrFns2bOHqVOn\n8s1vfpNLL72UTZs2sWzZMp577jnKy8sBOHr0KKWlpf17USIiIiIiIiIi7Shw1AvGGJ5//nlee+01\npk2bRn5+Prfffjvjx49vmbNixQqi0Sjz5s3jiiuuYNWqVSQkJPDMM88wd+5cFi5cyJYtW7juuuuY\nM2cOP/7xj7nooouYP38+F154IQcPHhzAKxQRERERERERGQalagNl4sSJPPPMM8eNb9myBYDExEQe\neeSR47bfdttt3HbbbceNX3HFFVxxxRWxX6iIiIiIiIiISC8pcCQiIiIiIiIiMkJYa6lpCnV7vkrV\nRERERERERERGiMZghIX//mq35ytwJCIiIiIiIiIyQgTD0R7NV+BIRERERERERGSECEYUOBIRERER\nERERkQ4o40hERERERERERDoUCEd6NF+BIxERERERERGRESKgjCMREREREREREemIStX6SUlJCbNn\nz+aGG25g5syZXHPNNbz22mssWbKEGTNm8N5779HQ0MBXvvIVFi9ezGmnncYLL7zQsu8555zD6aef\nzumnn84777wDQEFBAUuXLuUf//EfmT17Ntdccw3W2oG8TBEREREREREZRnoaOIrro3X0n5dvg0Ob\nY3vM8fPgU/9xwmm7du3i2Wef5eGHH2bRokU89dRTvP3226xZs4a7776bOXPmcP755/Pwww9TXV3N\n4sWLueCCC8jOzubVV18lMTGRoqIirrrqKj744AMA1q9fz9atW5k4cSJLlixh7dq1nH322bG9PhER\nEREREREZkXr6VLWhHzgaQHl5ecybNw+A/Px8li1bhjGGefPmUVJSQllZGWvWrOHee+8FwO/3s3fv\nXiZOnMjNN9/Mhg0b8Hq9FBYWthxz8eLF5OTkALBw4UJKSkoUOBIRERERERERABqDYZ5ct5eP5Y7i\ntFNGtYxba9lVXs+McWld7h/zjCNjzMPAZ4Bya+1cd+xHwKVAFCgHbrDWHnC33Q78ExABvmmtfcUd\nPwNYBSQBfwZutbGow+pGZlBfSUhIaHnt8Xha3ns8HsLhMF6vl9WrVzNr1qw2+61cuZJx48axceNG\notEoiYmJHR7T6/USDof7+CpEREREREREZKh4q6iCu/68HYCtP1xOSoIT2vnD+/u47Y+b+f3XPsGZ\n00Z3un9f9DhaBVzcbuw/rbXzrbULgReBHwAYY+YAVwL57j6/MsZ43X1+DXwNmOF+tT/msLN8+XLu\nu+++lj5F69evB6CmpoYJEybg8Xh4/PHHiUR69ig8ERERERERERmZ/KFjMYRDtf6W17vK6wH4sPRo\nl/vH/Klq1to3gaPtxmpbvU0BmjOHLgWettYGrLXFwC5gsTFmApBurV3nZhk9BlzWo5UOQXfccQeh\nUIj58+eTn5/PHXfcAcCKFSt49NFHWbBgATt27CAlJWWAVyoiIiIiIiIiQ0HrwM/hVoGjRJ+Tt/Pc\nh2WsWlvc6f791hzbGHMXcB1QA5znDk8C1rWaVuaOhdzX7ceHrNzcXLZs2dLyftWqVR1ue+CBB47b\nd8aMGWzatKnl/T333APA0qVLWbp0acv4/fffH+NVi4iIiIiIiMhQ1jpwVF4baHld2eC8LqlsZOWf\ntnHDkryO9++v5tjW2u8B33N7Gt0M3NnbY7VnjLkRuBFg7NixFBQUtNmekZFBXV1drE4n3eD3+4/7\nPkhb9fX1+oxkSNC9KkOF7lUZKnSvylCi+1WGCt2rndtWEmp5/c6GrWTWFAGwo8TfZt7rb7yBx5gu\n9++OWDxV7UmcZtd3AvuBya225bhj+93X7cc7ZK19EHgQYNasWbZ1Fg7A9u3bSUvruku4xFZiYiKn\nnXbaQC9jUCsoKKD9vSoyGOlelaFC96oMFbpXZSjR/SpDhe7Vzm0r2AU7dhLnMaSOyWHp0jkA/M/W\ntYxNa6KmwU9StIEzPn4hGcnxx+2/vWA37NjR7fN1pzn2cYwxM1q9vRRoPuMa4EpjTIIxJg+nCfZ7\n1tqDQK0x5hPGGINT4vZCb84tIiIiIiIiIjJSBUJOqdnkrGQO1/lh6//CwY1U1Ac4e/oY/jzzRTYm\n3kjcCzd1uH/MexwZY34PLAXGGGPKcDKLLjHGzAKiQClwE4C1dqsx5hlgGxAGvmGtbW73vQLnCW1J\nwMvul4iIiIiIiIiIdFMwEiU+zsO49ARqq6vgj1/DnnImFfVfZ3xylNyiNQAk7f4zhAMQl9Bu/whe\nz/ElbJ05YeDIWntVB8MPdTH/LuCuDsY/AOZ2e2UiIiIiIiIiItJGIBQlwethXHoiKbtfh0gQSt8h\nLnQtixoLiQs38FD4U/wTL8O+dyHvk8ftH+/tfgFar0rVRERERERERESk/wXCERJ8HuZOzGBh07tY\nDCYa4lPe9ziz+H4Co0/l5+HPETVe2FNw3P7BSJQEnwJHIiIiIiIiIiLDTjAcJSHOy4VzxjHPU8z+\n0WcSSBzLj+MeIclfTuPy/6aWFKpTpsGhLS37tN5fGUcjxNKlS/nggw8GehkiIiIiIiIi0k8CYafH\nUe7oZE7xHGGzfwzrJ1xBggkRmn0pKVM/DkBl4hSoKOS94qPMvfMVymv9gBs4ilPgSERERERERERk\n2AmEIyTEeaDxKCk08VFtBk9GLuAVzyfxXbSS+DgPKfFeDvpyoLqUHWVHCEaiHKxxAkeBSM8CRyds\njj3Y3fPePew4uiOmx5ydNZt/W/xvXc4pKSnh4osv5hOf+ATvvPMOixYt4stf/jJ33nkn5eXlPPnk\nk+Tn53PLLbewZcsWQqEQK1eu5NJLL6WkpIRrr72WhoYGAO6//37OOussCgoKWLlyJWPGjGHLli2c\nccYZPPHEExjT/W7nfr+fr3/963zwwQfExcXxs5/9jPPOO49Vq1axZs0aGhsb2b17N5dffjk//elP\nAXjooYe45557yMzMZMGCBSQkJHD//ff3/gMUERERERERkT7RkjFUXQJASWQsrxY20jD7ByzPmgpA\nZnI8ez05YKOEjuwGoCkUObZ/D0rVhnzgaCDt2rWLZ599locffphFixbx1FNP8fbbb7NmzRruvvtu\n5syZw/nnn8/DDz9MdXU1ixcv5oILLiA7O5tXX32VxMREioqKuOqqq1pKztavX8/WrVuZOHEiS5Ys\nYe3atZx99tndXtMvf/lLjDFs3ryZHTt2cNFFF1FYWAjAhg0bWL9+PQkJCcyaNYtbbrkFr9fLj370\nIz766CPS0tI4//zzWbBgQZ98XiIiIiIiIiJycgLhqJNxVFUCwCHPeIjC7PFpLXMyknzssRMB8FTu\nAqa1CRwljKSMoxNlBvWlvLw85s2bB0B+fj7Lli3DGMO8efMoKSmhrKyMNWvWcO+99wJONtDevXuZ\nOHEiN998Mxs2bMDr9bYEdgAWL15MTk4OAAsXLqSkpKRHgaO3336bW265BYDZs2czZcqUluMvW7aM\njIwMAObMmUNpaSkVFRWce+65ZGVlAfCFL3yhzXpEREREREREZPAIhKMk+bxQVQrAt75wIZuPRLhi\n0eSWOZnJPnYGx4HxkFm7HZiGP9gq42gkBY4GUkJCQstrj8fT8t7j8RAOh/F6vaxevZpZs2a12W/l\nypWMGzeOjRs3Eo1GSUxM7PCYXq+XcDjcJ+uN9bFFREREREREpO8Fw1EyknxOxlHyGM5fMJXz283J\nSolna40fchZx6v73gM+0ZBwFwhGS4r3dPp+aY/eh5cuXc99992GtBZwyNICamhomTJiAx+Ph8ccf\nJxKJxOyc55xzDk8++SQAhYWF7N2797jAVWuLFi3ib3/7G1VVVYTDYVavXh2ztYiIiIiIiIhIbLU0\nx64uhVFTOpwzOiWeyvoATL+Q2dFdjKbmWKlapGc9jhQ46kN33HEHoVCI+fPnk5+fzx133AHAihUr\nePTRR1mwYAE7duwgJSWl1+f49Kc/TU5ODjk5OXzhC19gxYoVRKNR5s2bxxVXXMGqVavaZBq1N2nS\nJL773e+yePFilixZQm5ubks5m4iIiIiIiIgMLi09iqpKYVRuh3OyUhKo9Yepm7IMgMu8a2lSqVr/\nys3NZcuWLS3vV61a1eG2Bx544Lh9Z8yYwaZNm1re33PPPQAsXbqUpUuXtoyf6MlmBQUFHY4/8sgj\nx43dcMMN3HDDDS3vX3zxxZbXV199NTfeeCPhcJjLL7+cyy67rMvzioiIiIiIiMjACISjJHgt1OyD\n/Ms7nJOVGg/AtugUwpF8bor7E8/5bwKaA08qVZMeWLlyJQsXLmTu3Lnk5eUpcCQiIiIiIiIySAXC\nUcbaoxANd5pxNDrFDRwdrOW3kUsYa2oYc/RDQBlHw9Lll19OcXFxm7F77rmH5cuXx+T4zU99ExER\nEREREZHBLRiOkh0ud9500uMoyw0cbT9Yy/vR2YSth3FV64EbaApFyG98v9vnU+BoCHj++ecHegki\nIiIiIiIiMggEwhHGhg86b7qRcdRAEjvIZVLdRoLhKNHGKr5c/G2+0s3zDdlSteYnlUnf02ctIiIi\nIiIiMvCiUUsoYskKlQMG0id1OO9YxlEdKfFetvvmMLlxK5VVVcz37OnROYdk4CgxMZHKykoFNPqB\ntZbKykoSExMHeikiIiIiIiIiI1owEgUgLVwBqdng9XU4LzM5HmMgErWMS0/kvYSziLdBAptfYJ7p\nWeBoSJaq5eTkUFZWxpEjRwZ6KSNCYmIiOTk5A70MERERERERkREtEHIDR8FySJvQ6Tyvx5CVHE9l\nQ5Bx6YkUBuZzODCRMRt+yUXeKIH0PGBjt845JANHPp+PvLy8gV6GiIiIiIiIiEi/CYQjAKQGj8Do\naV3O/fjULP68+RBj0hIot5bHU7/CzQ33s9BTjX/i5+lu4GhIlqqJiIiIiIiIiIw0gbCTcZTsL4f0\nzjOOAD49byIApZUNJMV7eTPuTH5zxp+4KfQtfMtXdvucChyJiIiIiIiIiAwBgXCUBIIkhKohbWKX\nc8+bPZbJWUncumwGST4vTcEIB+otHyWfjXfUKd0+55AsVRMRERERERERGWkaAmHGmmrnzQkyjpLj\n43jrO+cD8NKmgzSFIpTXBchOT+jROZVxJCIiIiIiIiIyBNT6Q4znqPMmbXy390uM9+IPRThY7Wd8\nelKPzqnAkYiIiIiIiIjIEFDTFGJcc8ZRF09Vay/J56UxGGFfVSM5oxJZ+c7Kbu+rUjURERERERER\nkSGgtinMOFPlvOlF4AggM62Bh4pWd3tfZRyJiIiIiIiIiAwBNU0hsk011hsPSaO6vV9a4rG8IZNw\nuEfnVOBIRERERERERGQIqPWHGOephtRsMKbb+512yrEgk9/s79E5FTgSERERERERERkCaptCTPTW\nYFK73xgbYOHkzJbXFcFSspOzu72vAkciIiIiIiIiIkNAc6laT56oBhAfdyz8U1q7h+mZ07u9rwJH\nIiIiIiIiIiJDQK0/zGhbBanjerzvq9/6JA/dcBq7q3czI3NGt/fTU9VERERERERERIaAhsZG0m1d\nj56o1mzGuDRCcfsIRoPMHTO32/sp40hEREREREREZAiIb3SfiJbW84wjgK2VWwHIH53f7X0UOBIR\nERERERERGaTe2FnO/3t2I/uONpIYOOIM9rA5drOtFVvJSMggJy2n2/uoVE1EREREREREZJBas+EA\nz6/fz5b9NUwLVDiRnJPIOMofnY8xptv7KONIRERERERERGSQag7x7DhUR5atct70IuPIH/ZTVFXU\nozI1UODwCs2nAAAgAElEQVRIRERERERERGTQCkaiZKclAJBtqrHGAyljenycnVU7idgI+WMUOBIR\nERERERERGRZCkShZKfH8ccVZfHl+EiYlGzzeHh9nS8UWoGeNsUGBIxERERERERGRQSsYjuLzejj9\nlFGkBit63d9oW+U2RieOZlxyz/ZX4EhEREREREREZJAKRSw+r9vpqP5Qr5+oVlhVyOys2T1qjA0K\nHImIiIiIiIiIDFrBSJT4ODd8U3e4VxlHoWiI3dW7mZk1s8f7KnAkIiIiIiIiIjJINZeqEQlDw5Fe\nZRwV1xQTioaYNWpWj/dV4EhEREREREREZJAKRaLEez1QWwZYyJzc42MUVhUCMHOUMo5ERERERERE\nRIaNUHOpWlWpM5A5pcfHKDxaiM/jIzcjt8f7KnAkIiIiIiIiIjJItZSqVbuBo1E9DxztrNrJ9Mzp\n+Dy+Hu+rwJGIiIiIiIiIyCAVilg346gEjBfSc3p8jMKqQmaMmtGr8ytwJCIiIiIiIiIySAWaM46q\nSiFjEnjjerR/ZVMlFU0VvWqMDQociYiIiIiIiIgMWk5zbOOUqvWiv9HOqp0AzMzqeWNsUOBIRERE\nRERERGTQCkWiJHgtVBTC6Gk93r+oqghAGUciIiIiIiIiIsNNMBxlUmA3+GtgypIe77/z6E6yk7IZ\nlTiqV+dX4EhEREREREREZBCKRi3hqCWv7kNnIPecHh+jsKqQGVm9a4wNChyJiIiIiIiIiAxKoWgU\ngMl1G2H0DEif0LP9IyF21+zudZkaKHAkIiIiIiIiIjKoWGt56t291DSFAEgOVTlPVOuhPTV7CEfD\nzBzVu8bYAD17hpuIiIiIiIiIiPSpv++p5LvPb+aNneMA8EWbID61x8cprCoEet8YG7qRcWSMedgY\nU26M2dJq7D+NMTuMMZuMMc8bYzJbbbvdGLPLGLPTGLO81fgZxpjN7rZfGGNMr1ctIiIiIiIiIjJM\nWev8u+dIPQC+SBP4knt8nMKqQnweH7kZub1eS3dK1VYBF7cbexWYa62dDxQCtwMYY+YAVwL57j6/\nMsZ43X1+DXwNmOF+tT+miIiIiIiIiMiIlxTvhFKaS9V8kUaI73ngaOfRnUzPnE6cp/cFZycMHFlr\n3wSOthv7i7U27L5dB+S4ry8FnrbWBqy1xcAuYLExZgKQbq1dZ621wGPAZb1etYiIiIiIiIjIMOXz\nOOGa6kYncBQX6X2p2sn0N4LYNMf+CvCy+3oSsK/VtjJ3bJL7uv24iIiIiIiIiIi0EnFr1cJRiyGK\nN+LvcalaRVMFlf5KZmX1vr8RnGRzbGPM94Aw8ORJreL4494I3AgwduxYCgoKYnl4kT5RX1+ve1WG\nBN2rMlToXpWhQveqDCW6X2WoGOn36q6qSMvrRIIYLLvLDrOvB5/J9qbtADSWNlJQ3v392ut14MgY\ncwPwGWCZW34GsB+Y3Gpajju2n2PlbK3HO2StfRB4EGDWrFl26dKlvV2mSL8pKChA96oMBbpXZajQ\nvSpDhe5VGUp0v8pQMdLv1ZSSo/Du3wFIJgDAtNnzmLZ4abePUbKlBMrhi+d9kVGJo3q9ll6Vqhlj\nLga+A/yDtbax1aY1wJXGmARjTB5OE+z3rLUHgVpjzCfcp6ldB7zQ61WLiIiIiIiIiAxTkahteZ1s\n/M6LHpaq7azaSXZS9kkFjaAbGUfGmN8DS4Exxpgy4E6cp6glAK86cSDWWWtvstZuNcY8A2zDKWH7\nhrW2Ob9qBc4T2pJweiK9jIiIiIiIiIiItBFtHThyM46IT+nRMXZW7WRm1sk1xoZuBI6stVd1MPxQ\nF/PvAu7qYPwDYG6PViciIiIiIiIiMsJE7MkFjkLREMU1xZw96eyTXkssnqomIiIiIiIiIiIxcrKl\navtq9xGOhpmROeOk16LAkYiIiIiIiIjIIBI9yYyjouoiAKZlTjvptShwJCIiIiIiIiIyiESix14n\n42Yc9SBwtLt6NwZDXkbeSa9FgSMRERERERERkUGkbalazzOOdlXvIicth6S4pJNeiwJHIiIiIiIi\nIiKDSIelaj3ocbS7endMytRAgSMRERERERERkUGlTcZRD0vVQpEQe2v3xqQxNihwJCIiIiIiIiIy\nqDRnHD31tY/zjbMngDcevL5u7VtSW0LYhpVxJCIiIiIiIiIyHDVnHE3MSCIx6u9xmRrA9MzpMVmL\nAkciIiIiIiIiIoNIc+DI6zEQaoT41G7vW1RdhMd4yM3IjclaFDgSERERERERERlEmkvVPB4DwQaI\n71nG0Slpp5DgTYjJWhQ4EhEREREREREZRCJR51+vcQNHPSxVi1WZGihwJCIiIiIiIiIyqERaMo7o\nUalaIBJgb93emDXGBgWOREREREREREQGlWhzjyNjIFjf7VK1kpoSojaqjCMRERERERERkeGqTXPs\nYCPEp3Rrv13VuwCUcSQiIiIiIiIiMly1aY4dagRf9wJHu6t3E2fiyE3PjdlaFDgSERERERERERlE\nIr0sVSuqLmJK+hR8Xl/M1qLAkYiIiIiIiIjIINLcHLunpWq7q3fHtEwNFDgSERERERERERlUmptj\ne6IhiIa6VarWFG6irK4spo2xQYEjEREREREREZFBJRJ1/vWGm5wX3cg4Kq4pxmKVcSQiIiIiIiIi\nMpw1l6p5wg3OQDd6HO2u3g2gjCMRERERERERkeEsGrV4DJhgozPQjVK1ouoifB4fp6SfEtO1KHAk\nIiIiIiIiIjKIRKx1GmOHmjOOThw42lW1i7yMPOI8cTFdiwJHIiIiIiIiIiKDiJNxZCDYs1K1WJep\ngQJHIiIiIiIiIiKDSiTqZhw1l6rFp3Y5vz5Yz4GGAwociYiIiIiIiIgMdxFr8ZpWpWq+rjOOdtf0\nTWNsUOBIRERERERERGRQiUYtHk/3S9Vanqg2SoEjEREREREREZFhraU5djdL1YqqikiKS2JS6qSY\nr0WBIxERERERERGRQSQSxW2OXecMnOCparuqdzE1YyoeE/swjwJHIiIiIiIiIiKDSDRq8XoAfw14\nE8CX1OX8vnqiGihwJCIiIiIiIiIyqLQ0x/bXQGJGl3Or/dUcaTqiwJGIiIiIiIiIyEjQ0hy7qfqE\ngaNd1buAvmmMDQociYiIiIiIiIgMKi3NsbuRcdQSOFLGkYiIiIiIiIjI8BeJdr9UbVf1LlJ9qYxL\nHtcna1HgSERERERERERkEIlat1TNXwNJmV3O3VW9i+mZ0zHG9MlaFDgSERERERERERlEepJxtLt6\nN9Myp/XZWhQ4EhEREREREREZRCJR8BhOGDg66j9KdaCaqRlT+2wtChyJiIiIiIiIiAwiUWtJ9gQg\nGuoycLSneg8AUzMVOBIRERERERERGREiUUu6bXTedBE4Kq4tBlDGkYiIiPS90soGNuyrHuhliIiI\niIx4UWtJNScOHO2p3kNSXBLjU8b32VoUOBIREREA/ue1Ir71hw0DvQwRERGREc/JOGpw3nSVcVRT\nTG56Lh7Td+EdBY5EREQEgOrGINWNwYFehoiIiMiIF4laUmkOHGV2Oq+4ppi8jLw+XYsCRyIiIgJA\nfSBMfSCMtbbTOQU7y/ntm3vwhyL9uDIRERGRkSVqLaknyDhqDDVyoOFAn/Y3Aojr06OLiIjIkFEf\niBCKWALhKIk+73HbqxqC3PDI+wCkJsZx1eJT+nuJIiIiIiNCJGpJo+vAUUltCdC3T1QDZRyJiIiM\nWKFIlKt/u473io8CUB8IAdAQCHc4v9Yfann9ytZDfb9AERERkREqYiHlBBlHe2r2AJCXrlI1ERER\n6QNVjUHe2V3J+r1VADQEnPKz+k4CR41BZ/vkrCTW7qqgrlUgSURERERiJxq1TuAoLgniEjqcU1xT\njNd4mZI+pU/XosCRiIjICBUIRQHwu/82B4zq/F0Hjs6aOoZQxFJW1dQPqxQREREZeSJRS0q0/oRP\nVMtJy8Hn9fXpWhQ4EhERGaECYScQ5A9HCIajBMNtA0jtNbXKOAKorNcT2ERERET6QtS6GUddBI5K\na0vJTc/t87UocCQiIjJC+VsyjiJt+hrVd5px5IxPzkoGoLIh0McrFBERERmZIlFLchcZR1EbZW/t\n3j4vUwMFjkREREYsf8jNOApF22QZdZpxFGrOOEpmDDUsWHszrPlm3y9UREREBg1rbYfjh2v9LX9k\nkpMXsZbkaOcZR+WN5fgjfgWOREREpO80ZxwFQpE2waK6EzTHHp+eyL/6niP3yOvw0aMQjfb9YkVE\nRGTARaOWOT94hZ/8eftx286/t4D8O19pKYWXkxONWpKjdZ0GjoprigFUqiYiIiJ9p3WPo/pulao5\n81N8Xi7wrj+2obqkz9YoIiIig8ffio7QFIrwwJt7jtvWEIxgLTz93r4BWNnw42QcdV6qVlpbCkBu\nRm6fr0WBIxERkRHqWMZR+1K1UIfzm9z08+Sq7WRzlIK0zzgbDm/r24WKiIjIoPDkur0AnHZKZpvx\nUORY9vGeI/X9uqbhKhqxJEW6DhwlxSUxNmlsn6/lhIEjY8zDxphyY8yWVmNfMMZsNcZEjTEfazf/\ndmPMLmPMTmPM8lbjZxhjNrvbfmGMMbG9FBEREemJlh5H4bbNsRsCHaeYNwYjxHkMvj1/AeBp3+XO\nhvLj09VFRERkeKkPhHmz8Ijzul12ck3TsT86Hazx9+u6hitf1I+XSKeBo5LaEnLTc+mP0Ep3Mo5W\nARe3G9sCfA54s/WgMWYOcCWQ7+7zK2OM1938a+BrwAz3q/0xRUREpB/5w62aY7s/AMZ5DHVdlKol\nxXuh8C/sTZzFVn8WZE6BcmUciYiIDHcFO8sJRqJMz06lqrFtdnJtq8DRoVoFjmIh2bqZW11kHPVH\nY2zoRuDIWvsmcLTd2HZr7c4Opl8KPG2tDVhri4FdwGJjzAQg3Vq7zjot2B8DLjv55YuIiEhvNZeq\n+d3m2DmmnHNT9lLvD8LW/4XGNv/7pykYYYKvAcrep2TU2VTUBbFZU6GqZABWLyIiIv3pnd2VpCfG\nsWx2NjVNwTZPV2vOOBqXnsCBaj8Uvwkv3wadPIFNTiw52uC8SEw/blswEmR//f7BEzjqoUlA605Y\nZe7YJPd1+3EREREZIC3Nsd3A0er4lTwU+jfOqPhfePZ6+Ns9beY3hiJ8zLsLsDROPpumUISm5IlQ\noyaYIiIiw92hGj+Ts5LJSvbxNZ6naf/Wlm3NgaNPZ+7l4eD/g0c/C+/+GuoODdRyh7xE2+S8iE89\nbltZXRlRG+2XxtgAcf1ylh4yxtwI3AgwduxYCgoKBnZBIt1QX1+ve1WGBN2r0mxnURCA6rpGthcV\nM85UA3Bj7f0A1Gz/G+uTClrm7zvg51PB3QAcaPABsKE8ylkNR3jzr68Q9SbEdH26V2Wo0L0qQ4nu\nV+mt3QeayEgwxO16he/4nuHgs7t577QfALDuYJhUGvnOkdsoJ536hPGkBg6x/vXnqcmc06vzjfR7\n1RtuAC+s31ZEzYG2P2NtatwEQGVRJQV7C/p8LbEOHO0HJrd6n+OO7Xdftx/vkLX2QeBBgFmzZtml\nS5fGeJkisVdQUIDuVRkKdK9Ks783bofdezBxPjJGjyFw2EcCzl8M7dzPk7FtDUvPWgzxyQA8WLSO\nU0OHIGEyn//0xfz7h3+hafQcKIdPLpgKY2bEdH26V2Wo0L0qQ4nuV+mtxrWvcWZuNsvrVwMwvuYj\nJsybTHn8JF55tYgzPWtJtAH+v9BNXHT6fP5pwxc4LS8LFizt1flG+r367OtrATht0Vkw6fQ224q3\nFMMRuPy8y0mPP76ULdZiXaq2BrjSGJNgjMnDaYL9nrX2IFBrjPmE+zS164AXYnxuERER6YGWp6qF\nonjqD5BAiPW5X+UM/69pPPWLEA3B/g94YcN+fvHXIhqDEXIjeyH7VDKSfUzISGRbo9uwsXrvAF6J\niIiI9KVwJEpFfYDstATGHfwrayP5YDzw0WPc9dJ2fv/eXj7p2UTUl8JGM5N71jUStYZQRfFAL33I\nSsBtMt5BqVpJbQlZiVn9EjSCbmQcGWN+DywFxhhjyoA7cZpl3weMBV4yxmyw1i631m41xjwDbAPC\nwDestc3P9F2B84S2JOBl90tEREQGSCB8rDl2aoMT+GnKWULljgTK4yeTB1BVyq3P1AEwJzuJCaF9\nkP1ZAGaNT+P96jTnYAociYiIDFsV9UGshdz4anz+Sl6Jfoap48YxfsNTvBs4E4Alni148s5h3WUX\n89jfSzn85ihGHS3GN8BrH6qSon4n1cfN/G6tpKaE3PTcflvLCQNH1tqrOtn0fCfz7wLu6mD8A2Bu\nj1YnIiIifaY54ygctWQ0lgKQNG4mUMqBSKYTOKo9AGQBkBY8iI8QjJkJwClZyawpTQJPHFSX9v8F\niIiISL84XOtkv0wN7wFgSzSPbRPOYMKh11kQXEc9+Uz1HIKcj5GZHM+49AT22myy9PNBryW2ZByl\nHLettLaUcyef229riXWpmoiIiAwR/lC05fUo/z6CJoFR453Huh5qsJCSDbXHWhImNhxwXmQ47Qwn\nZCRR7Y8Syc7nyPa3qWkM9d/iRUREpN80B47GNxZiMeywp7A1eTGNidlc6X2dmcZ9iPq4eQAk+rzs\ns9l4q0sGaMWx4w9FsNa2vN93tJGdh+oIhqPc/sfN7K1s7JPzJlo3cORrGziqC9ZR6a9kSvqUPjlv\nRxQ4EhERGaH84UjL6wnh/RxNyCE7IwmAbz+7kaakcUSqy1rmZEfLnReZTuBoYmYiAIczzyCtYgN/\n+mhPP61cRERE+tPhugAAmTXbMKOn401I5WhTlL+nf4pzvZu4xPuuM3G8U2SUEOdlSzSXuIZDUNPp\nc7EGvUA4wuw7/o//fGVny9glP3+L5f/zJm/sLOf37+3lJy9vj/l5o1FLsvETMV6Ii2+zrbjG6RvV\nn6VqChyJiIiMUIFWGUe55hC1yVNIjo8jNcGpZD9gRxOpPvbD3iRTgcVAuvOg1AlukGlL/DwSTYik\n8g39uHoRERHpLxV1ATxESdi/Dk75OJkpPqobgzwSuoCQieercS8TjU+D9EkAJPo8fBR1n7Za9h6V\n9QHOu7eARXe9RmV9YACvpGfW7qoA4IUNB1rG6gJhAJ561+nvmBTvjfl5A+EoyQQIeY/vb1RYVQjA\nzFEzY37ezihwJCIiMkI1Zxx5iXCKKacxzUl5/uu3z8XrMVR4xuCpaxU4ooJA4tiWv3xNyHAyjtYG\nnR8Ms44qcCQiIjIcHW0IclbSXoy/Gqaex6jkeMrrArxbHse6SV8GwJO7BIwBnFK17XYKEW8C7Huf\ntbsrKa5o4EhdgNKjfVPa1Rde3nwIgHmTMlrG4uOcMMq6wv38R9yDXHL4QQj5Y3reQ7V+kglg4zoO\nHKX4UpiYOjGm5+zKCZtji4iIyPDU3OMoxxzBZyIEM/IAGJeeyJSsZA7aLOJCdaTQRANJTDIVRNxs\nI4DxGYkYAxsqPeyNjmV0nZOqfaTxCNWBakLRENMzpxPvjT/+5CIiIjJkVDYEWOrbBkEg71wy3y9m\n7a4KIlFL/eJ/gWtuB19Sy/xEn5cQcdSNyidz/wd8FKxq2VbbFKK4pph3D75LTloOZ008C48ZfDkt\nFfUBXtx0EDj2x7Zaf4hgOEpCnIfP27e4Mq4AKoHSz8H0C2J27kM1fpKNH9tBY+zCqkJmZM7o189M\ngSMREZERKhCKkJYYR17Q+WtadNS0lm1jUhPY5c8GYK4p4V17KpNMBd6sJS1zfF4P2WkJFB2uY7PN\n44zGnax8ZyWri1a3zMkfnc+DFz1Ienx6P12ViIiIxEI0avnWMxu44mOTqawP8gk2wfh5kDqWzKQy\nIlGnYfTsCWmQlNpm30SfE9SoypxLZulzbGysYFRKHHVx67h744McXHesL2JeRh7/cvq/cN7k8zBu\nxtJg8Nu39hCMRJmUmURtk/MAkIPVTmbRXRdms/ivazhos5hgjsLR4pie+1BtE+kE8Ca0DRxZayms\nKuRTuZ+K6flOZPCF9URERKRfBMJRMpJ8nGqcGn2TPbtl29i0BF4PzyPkSeAPCT/iKd+PmeIpJ37i\nvDbHGJ+eSGMwwpboVF5OrmN10WquOfUa/vOT/8lti29j59Gd/PS9n/brdYmIiMjJK6ls4IUNB/jT\npoM01NcyO7gNpp4HwKhkX8u8SZlJx+2bGOf0/alMmw2hRhoPFjI5722SJj5HKBLh9sW389LlL/GT\nc36CBw+3vnErt75xK4HI4Ol/tGV/DfNzMlg4OZNAYx2891sOHykHLJ/adCuTExp4afpKmkiIeeDo\nYI1TqhaXmNZmvKy+jLpgHbOyZsX0fCeijCMREZERyh+KMG1sKgvrd1EcHUdyxtiWbWNS43mr3rAz\n9WPMrV/LWd5tBK2X+NO+1OYYo1MTANjIJPZmpLNk1BxuW3xby/aKpgp+t/l3XDn7SuaOmds/FyYi\nIiInbfP+GgAKD9eR27CBOMIwdSkAmclOGXpWSjyJvuObQzePHUpxAhwTEz7iw8g7zK7NYPmpd3P1\nqfMBOCX9FJbnLufxbY/z3x/+Nz9Y+wPu+eQ9fXxl3VNZH2RyVjLpSXFc1fgk/HkNs0edzhnms6RU\nboZL7qWx7ixKi7KZcXQPsWyRfajGT7r3+IyjrRVbAfr9ZyplHImIiIxQDcEwCyZn8ImEEjbY6Yx3\nm12DU6pW6w9zX+o3+XHa93kpspjHIhdB2rg2xxid4vzgWJhWQ43Xy02Z89ts/+q8r5Icl8zTO57u\n8+sRERlpAuEIr+84PNDLkGFqU5kTONpxsJaFwfWETTycciZwLOMoLbHjXJTmUrXvvxWkzhNP8YT3\nGEU8v6vawie33QFHjj3e3ufx8ZW5X2HFwhX8ufjPvFr6al9eVrdVNgQZkxrPJHOUKyIvUZIwmzFV\n61md8EOsNx7mfp5x6QmU2nFEK3bH9NwHa/ykeoIQ37Y59uaKzcR74pkxakZMz3ciChyJiIiMQKFI\nFH8oygRzlIxwBZ+++DOMTUto2T7Gff1RZRxFo84l/PlV5F3z8+OO05xx1JhexJRgmAVNbZ+UkuJL\n4ZKpl/BKySsc9R/twysSERl5/vvVIr6y6gPe3VM50EuRYWizGzhqCEY427OF8lGntQQyRrl/OEqJ\n7yxw5OTfVAcst6VPpTIhyG2BNDKilplHC+ChCyHctiztq/O+ysxRM/n5Rz8naqN9dFXdE41ajjYE\nGZ2SwOLql/AS5Uu1X+dfgivYmbgAc/73ITmL7LRESu04vDWlEI3Nmgt2lvPqtsOkGj/Et+0dtaVi\nC7NHz8bn8XWyd99Q4EhERGQEagiEAZhb9RoA8TPOa7N9jBsQOlIXICslnksXTmLZqW2zjZx58Zi4\narwpxSyp92A6qPG/ds61hKIh7lt/X6wvQ0RkRDtQ3QRAYXk9FfWDpzeMDA+F5XVMG5tCNlXM9uyj\nesLZLdvSE53ARWpCx4GjhDgPxkBc+ke8OaqRL9bW8akDH/KhZy6bU88Gfw3sfr3NPj6Pjxvyb6C0\ntpR3D77bdxfWDTVNISJRy+iUOPIPv8Cb0fmU2bGsiS4hdO2f+P/ZO+/wtsqzD99HW7It7z3iOM7e\nZIeEAAl7j5aWskNLAxQKpaUUCpRAyyibwscqe6XMBEjYIyGL7GHHieN47yFbWzrS+f44kge24xEn\nDsl7XxcX1jnvOoosn/N7n+f3cOyNAESadJQqSWgCXnBUD8jc//5cjcaKkHygb4s4koMy+Y35jE8Y\n313Xg4YQjgQCgUAgOApxeGUkgowp/x8MmQNJozucT7a2RR/FhnwMuiIuwoA+egsA2S0JKI1Fndrk\nROdw8eiLeW/3e6yvWj9AVyAQCASCCKMa1fH3D3cw9d4vB3k1giOJFo8fm8vPWRPTmKPZDoBvyLzW\n8+GKalZz18KRJEkYTTZMqR8iO3OYXKtWbv3ROJunEu4AcyzseL9Tv5OzTybGGMOSgiUDfUl9osGp\nCrFDA/uI8NSwNKCm6K2/fT7j0qNb25n1WoqVFPVFF/dAfSUQVNhT4+DqOUMxKW4wtHkcFTUX4Zbd\njI0fe8Dz9BUhHAkEAoFAcBTi8Mok0kykuxzGntvp/NCEthuV+MjuhaP4SCM66xYCriHY/enQtK/L\nUO3rJ11PljWLe9beM+jh5wKBQHCkYOkmTUggOFDKGtXU85HJUfxtVDU2KZrM0dNbz88ZnsC5k9L4\nxzldmzTnNeShT38eFPBU/pJb/Nfhnvd31llPpskLDDsRSlZ36mfUGjkv9zy+KfsGm2w7KNfWG+od\nPgCGNq0B4PvgRDQSJEWZOrQz6bWUKEnqiwGorFbS4MQrBxmdqIeAD4xtqWphY2wRcSQQCAQCgeCQ\n4PDIxEp29UVEYqfzUaa23Pn9RRw5gqVoTdX4WyZRrKQgyR5oqejUzqK3cP2k6ylpKeG7su8O/AIE\nAoFAgE4jDfYSBEcoYeEoM9ZMQs1qYsaeRHyUufW8Sa/lsV9NJj3G3KGfoii8vettLvn0EhRkXGUL\nUeQYvJIRw7w/oYuIpcXth/Qp0FIO9s7m7r8Y8QsCSoDVjs7C0qGiISQcJdaswhk/jnqiu7wfshi0\nVCoJBCXdgEQcFVSr92YTDFXqgfg2E+zt9duJ0keRZc064Hn6ihCOBAKBQCA4CrF7ZeLCwpElvss2\n4YopcRHdC0ebGr5CUTTILRMoVkIeSN3cOC0YsoCUiBRey3+t/wsXCAQCQSsuX2CwlyA4QikNCUfZ\nShk4a2HYCT30UPn3hn9z37r7mJk6E+e+Gwi6hwAQZdSh1UhEmXTYPTKkHaN2qNzUaYxMayYzU2ey\n1rGWQHBwPuONTi8SQcz123CnTAMgxtLZkNqs1xJAi8OUqkZdHyAFNXYkCYbIobFS2qKLdtTvYGzC\nWDTSoZdxhHAkEAgEAsFRiMMjE4NDfWGJ67JNuGLK/oSjH6q/IeAcjhKIoDgYzvHvuiStTqPj4lEX\n82vNN5cAACAASURBVGP1j+xq3NX/xQsEAoEAOPKFo1dWF3P64ys568lVfLC+kOCm12CQhIQjgWBQ\nYeydK3ju+55Lx5c2uoix6Ims3ageyJrVY58fq3/k1bxXuWjkRTw1/ymUQFvae0woWsdq0mP3+CF1\nAkhaqNjY5VgXjLiApkATqypW9eLKBp56h49sTQ2S34UlazIAN500olM7syFUPc6UMSCpauVNblKs\nJgz1eaoxdmw2AN6Alz1NexiX0HVq4MFGCEcCgUAgEBxFBIIKLR4/zl5EHI1LU80fTfqubxfKWsqo\ncJQjO0YxPTuOKuIIaAz7DdW+YMQFWHQWnt367IFdiEAgEAhw+eTBXsJBZdnWSmpaPMhBBdvSv6FZ\nej2Nmz8a7GX9bKmwuXH6Avzz0543b8qb3GTEmqH8RzDHQVxOj32e2vwUSeYkbpl6S6eomGizGq1j\nNemwe2VqPVpIHAnV27sca37WfGK1sTy3/TkURenF1fWfYFBpnaO8ycW8h75hS5mNqaZKACyZEym+\n/wzOnJDWqa9Rp15nozFdFY4OcK31Dq9a2bZmJySNAY0qTO1q3IWsyIyLF8KRQCAQCASCg8ydH+1g\nwt2fY3P72yKOzF1HHP3z/PE8cMF4xrerHtKe1ZWq98CXi37L/ReMR0GDMyITGroXjqwGK1eOu5Iv\nS79kU03n8HSBQCAQ9J5wxJEBP5G4WitdHSk0uXzMzInno2tnc65RjUzx7BvcMu0/Z/bWOVp/7kmM\naXL6iI8wQtmPkDENpP37ae2s38mm2k1cOe5KTDpTp/PhNK85wxPRazWc9/Rq5MQxqkDSBXqNnpOj\nT2Zb3TZWFK/o6dL6RYXNzb+W53PxC2uZ++A3AORVtlDS4GL13nom6crUqKjEUd2OIUkSZr2WIn0c\nz5kUFq+6gzfz36Sspaxfa2pw+NSiJLV5kDym9fiO+h0AIuJIIBAIBALBweeDzapxdUWTmzjJjmKI\nAl3XqWiRRh0XTctC6uZmcU3VGtIi0siKymo10242Z3Wbqhbm8rGXE2eK4/ntzx/AlQgEAoEgHHH0\nmuFf7DBdjT9wZFWttLn8xFj0GGo2ExuoB8BSvX6QV/XzZW+ds/Xn8ib3ftva3H5SjR6oL4DMaT2O\n/Wreq1h0Fs7N7VypFcAaijiaPjSOV66cToXNzVpnCjSXgbvr6mmzImcxPmE8/1z3Txw+R5dtDoS3\n15fy7HdFrC1qpLzJjaIoNDpVU2x/QGG8VKiKRvrOQlh7jJGVPKRbyZNxMXxW+hX/Wv8vTv/gdB7b\n+Fifo6UaHF4yjR5wNUBCW2rc1tqtJJmTSI5I7vuFDgBCOBIIBAKB4CjCpFdDnksbXSRqHUiW2H6N\nE1SCbKzZyLSUaUiSanYJUGfIhMYifv3M9/zhrc1d9jXrzPxm9G9YVbGKgsaC/l2IQCAQCHD5AkzL\njmWGRk098jkbB3lFA0cwqGBz+9VKVnu+QJE0vC0fj7VhO/icPQ8g6ET7iKNt5c37bdvs9jMmuEd9\nkbF/4Whz7WY+3fcpvxr1KyINkZ3Ozx2ewDFZbfcbs4bFMyc3gU9rQqny3UQdaSUtt8+4HZvXxlu7\n3trvGvrC4o/z+Laglh8KVTEyS6rhHM0q7Kv/i7tR3WAz4mOUbwfkzNvvWAWNBQSSn0JBz7sVVawa\n/yc+Oe8Tzh9+Pi/ueJF/rPkH/qC/V+tSFIV6p4/h2o4V1RRFYX31eqal9izgHSyEcCQQCAQCwVGE\nKZSLX9boIkHj6NbfqCf22vZi89qYkjwFUHP89VqJYvMYCPjwlm5k2dbKbvtfNPIizDozL+98uV/z\nCwQCgQDcvgDJ1rZoCKWia8H+54jdIxMIKmqK057P8adMZnlwBhrFD6VrBnt5P0v21jpU3yLA5vZ1\n2y4YVGh2+xnuzQNJA+lTum2rKAqPbnyUJEsS10y4pss2ry2cwcI5Qzscm5ody9e2xNDCvu52/LEJ\nY5mbPpdX817F5Xd12663BIMKL67axxUv/cjW8mbO1qzma8OfeNzwNNYvbmb69ruYo9nOLE0eBsUH\nw+bvd7zntj2HpGiZLN3OSJ8fmvaRZc3i7ll389vxv+W9Pe/xm09+w5KCJTR5mvY7lsMr45ODZCmq\neEWCKhwVNRfR4GlgRsqMA77+/iKEI4FAIBAIjiLCEUdlTS7iJEe3/kY9sbFG9ZqYmjIVIBR1pCff\nMBaA6aHd72A3fhvRxmguHHEhy/ctp7SltF9rEAgEgqMdp09WNwFCSJVbBnE1A0uTSxU2knRuqNxM\ncNh81gVHEZD0sPebQV7dz5OqZg8jk6MAcHm7r05n98goCmS6QgbNxqhu266vXs/m2s1cPf5qLHpL\nh3PHjUjstt/EjBiqlTgahpwBqx6F4h+6bXvNxGuweW28U/BOt216i93bZigfCAa5K2Y5taZsTvI+\nyP/JZzLWuY7XDf/ifv3zyBojDJnd7VglLSV8UfIFVv88PIE4iEprrawmSRI3HHMDDx33EN6Al8Vr\nFzPvnXlc/MnFfFz0cZciUoND/cynyuWg0UPMEABWlq8EYFqKiDgSCAQCgUBwCDCGhCN/QCEaO1j6\nJxxtqNlAsiWZjMiM1mNRJh01chRKwshW4ajC1r2HwlXjrsKgNfD4psf7tQaBQCA42nH5AmQoVa2v\nLVv+C0XfDt6CBpCwcDTEvR1Q0OfMxYORSuvEI+YaDzVOr0yS1Qi0Gat3RbPbj0SQpJYdkDG123ZB\nJcgjGx8h2ZLM+cPP73T+v5dPZdfiU7vsOz5DLbzxXOwfKQ4mUfvSb6iq6HojaWLiRKanTOedgncO\nuMJas6stbWyCVES8ay/J869nj5LBs/KZbAuqkVEpUhO7si8Bg6W7oXhpx0voNXqSggtw+wNq5bmf\nVJY9deipfHjOh7x95tssmrQIl9/FbStvY/7/5rOkYAlBpc2XrMHpBSDeXaKOpdURCAZ4p+AdJidN\nJiMqg8FCCEcCgUAgEBxFmPRtf/qjlZZ+paopisKG6g1MTZnawTg7yqTD4ZXxZ8xkqqYADUEK67o3\ns0wwJ3DpmEv5vORzSlpK+rwOgUAgOJpRFAW3L0CqrKa1POi/CJ2zCrYtGeSVDQy20AN+sm0LaHRo\nM6Zi1mspjJwKNTvAUTvIK/z54fTJRJn0GHWaVmP1rrC5fQyTKjHIdsiY3m27ZXuXkdeQxx+n/BGj\n1tjpvE6raY10/ikJkUYyYs28vKGB3/tuxIoD+X9Xd1vO/tzcc6lwVLC59sDSMdun6J0TpW5yaced\nB0ATVs723cep3vtZIs+javyibsepddWydO9Szs09l0hDHG5/EGIyobm8U1tJkhgbP5ZFExfx3tnv\n8eLJLzItZRqL1y7m6s+vpt6tei3VhyKOIp3FrWlq35V/R7mjnN+M/s0BXfeBIoQjgUAgEAiOIsKp\nYwb8WBQXWBL6PEZJSwkNnoZWf6MwUUY9do8fe/J0rJKb0VIpe2v3XwXl16N+jU6jG1DTS4FAcGAo\nikJNi2ewlyHYDz45yOz7v0YOKiT5y1HQ8HzgDNyJE8BePdjLGxDCEUcxdRshdRIYLEQYdeSZQ397\nir4bxNX9/AgEFTz+IBaDlgijrseIo2M0+zfGdvgcPLHpCcYnjOf0oaf3a02zcuLxykGqTMP4X9Ql\nZNrWga3rjaT5WfMx68wsK1rWr7nChAXJUSlRXJTRpEb2WOJ4b9EsFoxWK5btUrL4i3wNMbHdb669\nnvc6ASXAFWOvwKzX4PEFwJoO9ioIdv/eajVapqdO55kFz3D3rLvZXreda764BrfspqzRhQ4ZY0tJ\nq3D0Rv4bpESkMD9r/15LBxshHAkEAoFAcBTh9qs3M7HY1QP9SFXbULMBgKnJHcPXo0w67B6Z+nj1\npn66Jp+q5v0/fCaYEzhpyEl8XPQx/kDvqo4IBIKDy6fbq5nxz69YV9Qw2EsRdEOj09f6/RrvLccT\nkY4fHT5T4hETidPo9GHAj7F2K2TNBCDSqGW3JgdMMVAkfI76QjjCKMKgw6zX4txfxJHLz2SpkIAx\nGuJzO51XFIW7Vt9Fg6eBW6ffikbqn6wwO1cVZiZnxaAbcRIAvn1dG59b9BZOzDqRz4o/wxvw9ms+\nAJtbvdd46uLJRDbsgNSJAEwZEsep41I6tI2PMHQ5RrO3mXcK3uGU7FPItGZiMehw+WWwpoESAEdN\npz6KonD30p38WKxWPtRIGi4YcQGPnvAoe5r2cOu3d/Hvz3exINWDFPRDwgiKbEWsr17fusk2mAjh\nSCAQCASCo4jwDmOcFBKOIvoecbShZgPxpniyrdkdjkeZ9Ng9Mo3aJEqDiRyv2YrH3/2uW5gzhp5B\ns7eZNVWiSo5AcDhQ3qRWLvpgc8Ugr0TQHY52Br8x7lLcoe9jrzkRHIdfxFGFzc3jX+7p5E/T3m/m\np9hcfsZr9iEFvJCpVpOKNOlw+BTImgUVGw/qmo80wn//LUYtI3TVLCq6HmxlXba1hSKO5NSpoOks\nGayrXsfnJZ9z7aRrmZg4sd9rOnZYAlqNxLTsOAIJo2hRzARKur8XOCvnLOw+e6tZdH9oDkey4YDm\nUjWaLURSlJpulx5j5orZ2WTFde1vtKRgCS7ZxcJxCwG18IjbF4TokAdRc+fvzp2VLby8upjfv9bx\nczsnfQ6LJi3im4rlBKM/4y9TQxYA8cP5ZN8naCQNZw87u9/XO1AI4UggEAgEgqMId6tw1KIe6GOq\nWnf+RqBGHLV4/LR4/LwfnMs87TaiHMU9jjk7bTZRhihW7FvRp7UIBIKDQ7RZD8D60M644PDD2Soc\nKUQ5S/BZVUNfrzEBnPUQ6D6aZDBY9PpGHv1yN8UNbeXUN5U2MfGez3lzXdeGyNUtHuaa1ApVYeEo\nwqBTq2LFD1OrVwWDXfYVdCb8mYkw6Pi1/CHDPdth5cMd2uyqbuGCZ1bz4IfrGS5VoMnqnKamKApP\nbX6KZEsyl4+9/IDWlGQ1sfT6Y1k4ZygWk5EtwVy0Zeu6bT8jdQYJ5gSW7e1/ulo4VS2mabt6IK1N\nOBqdagXgxvnDufvssei0neUSj+zh9fzXmZM+h5FxIwEw67XqRpk1TW3U0lk4+jxPjULyyp0/s9dM\nuIbx1gUYE7/m8qKH+G1KItfnv8D/Cv7H9JTpJJj7vsk30AjhSCAQCASCo4jwjmN8a6pa38yxKxwV\n1LhqOvkbAVhD5tjNLj+vySfhU3RMaez55k6v1XPSkJP4uuxrPLLwVREIBptwpGBRnRN/QDyYH46E\nI44SaUYfcOGPzQHAbUwAFHDWDeLqOlPepFbYdLaLlNpZ0QzA3z7Y3qVR887KFuYYCyE2G6JU75lI\no04dIz4XAl5o6WxELOia8N//KMnNPO+3+NDDljfAo24k+eQg17+5mX31TiZq9qKRFPRDZnQaZ2XF\nSrbWbeWaidd0aYjdV8amRWPSq75Lq4NjMTTu6tanS6fRcdrQ0/i+4ntsHlu/5mty+Yk06tCVrQaN\nroOHU2KUkaJ/ns4vp2V22//Dwg9p9DS2RhsBmA0a3P4AijVdPfAT4ei1tSW8uFKttubwytTaO97r\naCQNs6MX4S67lGM1Ubh0Rmq9TSRY1CIihwNCOBIIBAKB4CghGFRw+wNcMTubxSeH8vj7mKrWnb8R\nqKlqigKVzW4aiCZfO5wc59ZejXtq9qk4/U5WVvQ//FwgEAwM7XfEm93Ce+xwxO5RhZb7j1dTaQIx\nqnD079WqGNOVx8pgYveon6Ow4TVAha3t4XlfvbNDe48/wJ6aFkbL+ZA5s/V4RKtwNEw90FB4EFd9\nZBEW7ZId+RgVL58bT4KAD+pVE+yCajuFtQ7uOGM0f5/oQEGC9I6bRHJQ5vFNj5Memc65uecO6Poi\njTq+C4bS3gq/6rbdWTlnIQdlVhT3L0rZ5vapUZXFP6jXZ4jocF6jkbrpqV7/yztfZmLixA4baGa9\nlkBQwae3gt4CLZUd+n2yrRKnL8BDF05gqrQL8wvHwcpHOlSQa3bL6L0TuL/Zwxum0Sw5awnvn/0+\nx2Uc16/rHGiEcCQQCAQCwVGCR1Z3G5OtJqKDLYAE5tg+jbGhegMxxhiGxQzrdM5qVo0bi+udSBIU\nGscxxFcIfneP405LmUaSJYm3d73d6dw3BbWiwpNAcAhpLxzZ9uNBIxg8whFHkyxqGe9gnPqdXKfE\nhBocWuHI6ZU5/fGVbCnrOgrEH1AfkJvafZ7KGl3tfu74d6Kg2k6aUkOEvxEy28rBRxh1FDe4+Kw6\nUj3QsHegLuGIJxxxFGNXhaIvpNnqifoCoM3bbGRKFCM9W5GSx4IpusMYSwqWsLtpN3+a+if0Gv2A\nri/CqCNfycJrSoS93QtHo+JGMTx2eL/T1ZpdfpLNAajcBEOO7VPfFcUrqHBUsHDcwg7p+maDev/j\n8Stqulpzx0g4m8vPSWOSOW14BP9neIyo5gL46h/Iu7/o0CbZHIS6XR3S5w4XhHAkEAgEAsFRQqsx\npkELrnq1oppG26cxNtRsYErylC4rqIxNU28wv91dR6RRxz7zOHTIULGpx3F1Gh2Xj7mc9dXr2VrX\nFqXk9Mpc+dKPXP3Khj6tUyAQ9J/2pvbNbt9+WgoGC0cogsfSshd0ZqSYLABqB0k42lxqI6+qhQeW\n7+p0rn26o61dxFFZk4vx6erfjcDe72DXJ63ntpTZmCLtVl9ktUUcRRrVv1nXfFSOTW9BEcJRrwlX\nUYtqLsChjWadPBw0eqhX3+dwOmFGlAZK18HQjpEuDe4GntryFDNTZ7Iga8GAr0/9t5VojJ0ANXnd\ntpMkibNzzmZb/Tb2Ne/r8zw2t5/JumIIyh0+Wz2hKAovbn+RYdHDmJc5r8O5uAhVRKtzeMCa3ilV\nzebyE2PWE1mxkgSphd/4bqNcScD3zUMd1jXJUK5WZUsVwpFAIBAIBIJBImyMbTZowdXQZ3+jamc1\nFY6KLv2NQDWVtJp02Fx+os16SiLGE0SCfd/1avwLR1xIhD6CJQVLWo8V1KheTFXNPUctDQSVNjeb\nSpsOyVwCweGKiDg6/AlHHBmbdkPCcPR6NeKhnlCEiP3QCkfh9UQYO29GVNravr8bne2Eo0YX49Kj\nSTQGOGPz7+Dti6F4FXaPn0+2V3GyZTeK0QqJo1r72NwutJZCIoY9wtyMBCbXfsLx7xzPA+sfEB55\nPRBOVTM3FVBnycXhlyAupzVVrbzJRZRJR3T9ZtU/6ifC0RObn8Dtd3Pb9Ns6FccYCCKM6mfYZkyH\npv0bn5+RcwYaSdOvqKM6u5fxhFIc07u+n+mKlRUrKbQVsnD8wk6bZ8MS1Qi4wlpnSDjqmKpmc/uI\nseih6Ftckpl1wdG8IS/AUr2+tW2zy88kTUgIFRFHAoFAIBAIBgu3v13EkbOhzxXV9udvBKDVSIxK\nUSuSjE+PJmiKJU8zEnb3zofAordw+tDT+bz4c+w+VTDaVaX+P9lq6tNa+8vFz6/l/KdXd4i4EAiO\nNtp//oVwdHji8AYwaDVo6ndD4igMoepPXgzYlIhDHnEU9jCyhFJ22tM+DS38eXJ4ZZpcfrJiTfzV\n9H7red9Hf2Ti3SvYvK+WE1iPNPI00GhRFIXntz3PZ86FWIa8gF6r4Ryblas8GqamTOWN/Df426q/\nEQgend/diqKwubSJgmp7t22c3gCgoG8soCkyF6dPRkkcAXXhVDU3GbEW1fsHCYbMbu27vW477+95\nn0vGXEJOyE9roIkMCUcNhnSQPeDo2iAbINGSyOy02SzduxQ52PsKgoqiUN3sYWRgN8QM6ZPP44vb\nXyQ1IpVTh57a6VybcGSH6HSwV7VWNvT4A3j8QWIsBij6ln2Rk5HR8XUwJA4VfgmofnKT5O3quqIz\ner2uQ4UQjgQCgUAgOErolKoW0beIow3VG4jSRzEidkS3bf64YDjnTU7nwQsnYNRrWKmZClVbO+2+\ndcfZw87GE/Dwffn3gFoaGNp2Ig824VLRa4saDsl8AsHhiFcOtj7E2YQ59mGJw+snyeiH5jJIHIlB\n1/ZYV6fEdBKO3L4Aw/72KUs2lB2U9dQ71EiiriKOSkNeRnqthNdeDxtfpqFwIwDHNr7PBd4P+J98\nHJ+NfQhD0x5+o/2Sq6LWYZLtMO4CAJYVLeOJzU8wL+N4rhp1EwuiHiS3eQQ31JTz7zn/4papt/BF\nyRc8svGRg3J9hzsbS5o47+nVnPLY99Q7vF22cflkEmlG8rtwRGajKBCIHa5G9wT8IeHIDGVroZ2/\nkRyUuW/dfSSaE7lmwjUH7RoiQqJjjS5U0r6xaL/tLxxxITWuGr4s/bLXczQ4ffgCQTJd+X2KNlq+\nbzmbajdx+djLu/R2ijDqSIs2UVjrUCOOlGCr8BUuMJCisUFjEY2JaqW6AiWTFn0iFCwHwO5yM8qz\nBYad0Ot1HUqEcCQQCAQCwVFCuNyxSd+/VLWNNRuZnDwZ7X58kWbnJvDoRZOIMukx6bV8EzxGPbHn\n817NMSFxAnGmuNbqanmVqnDUcogeXlNCkU1f5dcekvkEgsMRrxwkMcqIJEGzS3gcHY44PDJj9KGI\njMRR6LVtj3W1XQhH1S0eAkGFv7y77aCsp87etVgBqnCk10qMSo7i6pI/w7IbSfjieiSCDC9+k2rr\nBP4sX8ON2zJYzUQW61/mNv9/IO0YyDmBkpYS7lt7H1OSp/DYCY9w04yriLVYKJCTVZ8aWymXjb2M\ni0ZexKt5r3bwyTtaqGlpe/9LGpxdtnH6AmTrVDN1X6Qa0eKOzoGgjNJYRHmTi8wYPZRvgExV3FAU\nhbtW38XOhp3cMvUWIg2RB+0aNBoJi0FLlTZVPdC4f/+i4zOOJ9uazUs7XkJpV51sf1Q3ezDiI9JT\n1SEFcn/YfXYWr13MxMSJXDTyom7bpcaY+XBLJS/vCH1nhjbMwlF2Q9z5AEiZ00I9JFZFnAwFn9Kw\n8UOy3PmYgk7IOb5X6zrUCOFIIBAIBIKjhLDHkUWvAVdjn1LVimxFFLcUMzttds+NQ5h0WnbKaRCd\nBbs/az3+21c3dLvrrZE0zE6bzeqK1eQ1+NlQovoNNR3Eh1dFUfhoSwVuX4BGlw8NQfLL6w/afALB\n4Y7HH8Ck1xJj1GB3unruIDhk/PHtzYy5cwUOr8xIbSiS8yfCUR3RnYSj9t+hwV4+ZPeFWrvqL6Sm\nQ3WkrMlFeoyZ06UfGOYrgNRJRNh2c6Pufcz2YlIW/IG/njYaj1/hGs8f2Dv0Yjj1AbhyOV5J4Zbv\nbkGv1XP/3PtbNy6sJj27/UnqBCGD7Jum3ESiOZF/rPkHLv/R8bn1+APIgSAtnrbNlbDJ9U9xeWWG\n6hoBCESpwpHTqlbj81Tm4/QFGKMpB5+j1TT6zV1vsnTvUhZNXMTpOacfzEsB1MidKuJBo+sx4kir\n0XLZ2MvIa8hjffX6Xo1f1ewhRVLfA2Iye9Xn3d3vYvfZuW3Gbeg03Uc/zx6mbsa9VRDyZgpVVgv/\n7qXYd4BGz9SZx3PHGaOZOzyB56Xz2RNMJ37Z5bytuwtZMkCOiDgSCAQCgUAwiIRT1SIVh1q1ow+5\n/SuKVyAhcfKQk3vdx6TX4JEVGHEK7P0G/OqO9xd5Nfvd9Z6XMY8mbxPLKveQFGXk8llDaHL5e72j\n2FfW7G3gxre38Od3tyLJHj4x/I2/Nv4dDtJ8AsHhjlcOMkrZxwrpen6Xf8V+TWoFh5YPt1Ti8gWw\ne2RypXLQGiA2G722zay4VolVzbHbfYc1tTOlLm0Z+H/PcMRROLK1PWWNLo6NrGJh4yPkScPYOv81\nPDorf9S9T9AcD2POYWRKFAB2LCinPQQzfw96E49ufJRdjbu499h7SYlIaR0z2qJnnxKKTAlVBYvQ\nR7D42MUUNhVy95q7D9rfjMOFskYXo/6+gjuX7mxNh4LuhSOnL0C2NrQpEhJNWiKGAuCuUqvh5Xp2\nqOczZ7CzYScPb3iYeRnzWDRx0UG6io5EGnW0+CSIyVJT6Hrg7GFnE2eK4/+2/l+v/r0rmlykSaFU\ndGt6j+19AR+v573OjNQZjI0fu9+215+Yy00LRlClxKkHQpXVwhFHMY1bIWUcJnMEV8/NISchgp21\nfs7xLeb7wHgAahOmgzmmx3UNBkI4EggEAoHgKCEccRQh29QDvUxVUxSF5fuWMzVlKomWxF7PZ9Jr\nCQQV5MxZILuhobC1HDCoFUS64riM4zBqjTTptpIdH0FKtBmfHMTjPzgPr3vrHAB8vK2KP+g+YLSm\nlKnBbVC27qDMJxAc7nj8AX7heZdkpZ5UX7HqeSI4rGh2+xkSLIP44aDVdahyVadEq9+53jaj5KZ2\n37eNnoEXVOpCvjpdRhw1ujgt8A0ScKn7Fs55YTv/dJ8HgDTmHNAZGZmsCkeRRh05CREAbKrZxBv5\nb3DxqIs5PvP4DmNaTXoaicIXOxzyPmo9fmz6sdxwzA0s37ecN3e9OeDXeTjxwApV7Fm1p54Wtx+d\nRiIuwtB9xJFPJlNTD+Y4jBGqf5FdMUJUGsGQQXaafRtEpeK3pnL7ytuJM8Vx77H3HpQqal0RYdSq\n1d/icnqMOAIwao1cN+k6NtRs4LPiz/bb9rU1xdy9LI80QsJRLwyoPyn6hFp3LVeNvarntei0HJsb\nTwsRuC3pkL8MFIVmt49EbETU/NihUt0xQ2LxBYK4MPFs9A2UaDLxzb65x3kGCyEcCQQCgUBwlNBa\nVc0fKjffS+FoZ8NOiluKOWPoGX2az6xXUwq81iz1QFMxDk+bcPTD3q7TwSx6C3PT5+IybsNoCBJj\n0RNLC75VT4HcvY9Gf8mrCj9cKZypWcse8wQalUiCH14HzRUDPp9AcLgT9HuY7F3PasuJBNDAS6fB\nqscGe1mCdlTY3GTIpZA4stO5ekIRC+3S1dpHHHkOQuGxupauI47sHj9NLj+j3JuRhszg4SsXcExW\nDK8HTuI+7e+RFtwFQGq0iSiTjnHpVjQaCX/Qz+K1i0mLSOPGY27sNJ/VrAMk6ob/EsrXQ21+rBy+\nPQAAIABJREFU67mF4xYyL2Mej258lO112wf+Yg8xhbUOtpTZOh0vCRVzSIoy0uz2YzXryYw1U97U\ndZqe3SOTRh3EZBEfYQSgweGDxBHoGtXy9DH1myBzBm/kv8ne5r3cNuM2YkyHLgImwqDD4ZUhdig0\nFvcq8veC4RcwMnYkT25+cr8V1pZtqwIgTQrde/QQcRRUgry882VGxo5kVtqsXq1/REoUIPF94q+g\nbB071izH5vJzvnYlUlCGSZe0tp2WHdf685OLzmXInTvInjy/V/MMBkI4EggEAoHgKCGcqmbyh25A\ne5mqtmzvMgwaAydln9Sn+Ux69TbDHREWjvapN4Qhuqv8AvCLkb9A0Tqw69YSZ5JYZryD6O/vhF0f\n92kNvSGvSjXgzpGqyNbUUJl+Gr/z3axWRHlvIRyl5Z0FRyfLt1eR1vgjZsXNlrhTecZwhXqi5IdB\nXZegIz6Pizh/VZfCUYMUq/7QTjhqbOdx5JUHNuLIHwhiD323O30dvy/LGt3E0kKCcw+6nOM4fmQS\nU4bEEkTD95FntKblSJLEHWeM5roTcgF4K/8tCm2F3Dr9Vix6S6c5rSa1slV5aih9unhV6zlJkrh7\n9t0kmBNY+PlC8hryBvR6DyXBoML9y/O5+Z0tnc5VNau+Ug6vTItHJtqsJz3GRHz9BnjmWPjqng7t\n6+xe0qhVhaNIA6BWGSNhBJaWvaTSgMFZyVexSTy26TFOzDyREzNPPPgX2Y5Io64t4sjbjN5v77GP\nVqPl2knXUmov5eOi7u8R7B6ZhEgDF4/SQkQi6E37HXdl+UqKmou4YtwVvY64spr0pMeYub96GnWK\nlagfn8Dm9nOa9keU9KmQ2FaVNi3GTGacmWSrkbgIQ6/GH0yEcCQQCAQCwVGCO7QTbPD2PuLIH/Sz\nongF8zLnYTVY+zSfMRRx5NZGgSkGmoqxt4s46iqlIcys1FlI3gwqlGXEuvLJCO8QFn3XpzX0RCCo\nUFDdwhWzs3l6mjqHMvxkNiijqJz9DyhdAwWfDuicAsHhyNPfFvLL/1vDojc2keVVPWMa4ybxgnwa\njDwDbKWDvEJBezKkOjQoEDes07nKgJqGhL269ViT00eEQf1OHuiIo/b+Oi6vDO4mtTIXakW1+drN\n6smhxwOQm6RW5vLIHRdy0bQs5g5PpN5dz9Nbn2Zu+lxOyOzaKNhqVoWjOk0iGCKhfk+H8wnmBF47\n7TWijdHc/O3NPxuz7F3VLZQ0OFEUhTs/2sHEez4nv8pOeZObYLBN8PPJQRqc6uaLwyvT7PLx+8Bb\n/Lv4fBa7FkPNDljzHwi0/ds02Z0kylUQP6xVOKq3eyFhBIaAk9O0a3nFGsVNlZ8xOm40982575Cl\nqIWJNOnYWdnCm3vUz6rJU9WrfidknsDouNE8u/VZ/MHOafDBoEJRnYNzJ6WTSn2v0tT+u+O/pESk\ncEr2KX26hpzECPY1B3lRPp0hTWswlK9lnGYfUs68Tm2vPyGX38/r/Dt8OCKEI4FAIBAIjhJcvgBm\nvRbJFRJhelFVbU3lGho9jZyZc2af5zOFU9XkAMRmQ2PHiCN3FyaqYSRJQqk/Ew8NfFr9FgCOyCFQ\n9M2AmlZX2tx4/EFGpUQxyr0J4nOxJOUAUJxyKmj0rQ9AAsGRzIMrClhfrFYbGqUpo0GfhiUyhma3\nHyUmSxWOjnCz4Z8TmVKd+kNMVqdzdUo4Va229Vij00dajBlALVowgISFoxiLXo04WnIZvDCfte88\nyDs/lvIr7TcE4nIhYyoAwxJV4cjWjc/dKztfwSN7uHX6rd0KF9Eh4ajFE4CE4a0G2e1JtCRy/9z7\nqXBU8ML2Fw74Og82iqJw6mMrOeHf37KhpIlX15Rg98hU2Nz4AsFWHylQq9gpChh0GpxemeHNa7jI\n/TaSRoOChP2ExSB7WjdbAkGFSHcFOkVGicvlm7IviMp+kY+q7+HBlu08GhtNXub3/Ds+lgVZ8/nv\nqf8l0hB5yN+DS2YOAWBVo+p5ZXb3TjiSJIlrJ11LuaOcj/d2jjqqsLnxykGGJUVC494uf2/as6V2\nC5tqN3HZmMvQa/R9uoYh8WqE3BuBBbglE7+pWIyOAAzpXJX2omlZXHns0D6NP1gI4UggEAgEgqME\nlz+AxaAFV4O6Q9tDmDbAx3s/JtoYzdz0uX2ez6QLpar5ghA3tJPHkcu3/21vnzObYcYFvNe8gZUm\nM7syfqk+vPai0kpv2VfvBGBonAFKVsPQ41pDxnfV+VCSxkBV5xQBgeBII9LYVmZ6lFRKjSWXaIsB\nRQFPZCb4XeDs2pdMcGhoXzUqXepYHas9zUSgaA1qum0Im8tPfKQBs7mFamXXfr1g+kpYAEqNNjPR\nvwX2fQ/AmLxHce3+nqma3WinXgEhESgsHOk0nUWhZm8zSwqWcEr2KQyxDul2znCqWrPbjyd6GMpP\nIo7CTEmewlk5Z/HSjpfYXLu539d4KCgK/T0KKrCjorn1+JmaNbykfwDXhjaz75oWNU1tWGIkTm+A\nWa6vcGisrD3rO+Z4H6Mw65dgiIL8pWwqbeKMJ1aSTSUK8KBtE3/+/s9o9TacchNLqlbzarQVp1bm\nL0os/z7+Ycw68yG99jDTsuM4d1IaBd44QMLsru6xT5h5GfMYGz+WZ7d1jjoKF8EYYZWhqRhSJ3U7\njj/g556195BoTuT84ef3+Rqy41VzdzsWlipzSVJCv6sZ0/s81uGEEI4EAoFAIDhKcPsCmA1a9eHP\nEtdje4fPwddlX3Nq9qnotX3bcYO2iCOPHIC4HBRbCSvzy9AS4HLtZ2hctd32VRQFXwBmx15JrmTi\ntqQE1ppHqyeLvu3zWrqjpEG9Uc+VC8HngKHHER8Sju79JJ88cqByi4i0EBzRuH0BHF6ZP58ykumZ\nFoZKVTRYhhETiuqwm9PUhraSQVylwCu3VZbMkOpQNHqITOmipUTQktQx4sjlw2deg27Iv8gzPs9F\nH1/EltqBEcVb3H7MeHjS9Ree1j5MrSGTawN/wiq5eMe4mEYpGqZc0do+NsLAn08ZyStXdX6Qfqfg\nHVyyi6vG7b+KlUmvQa+VeG9TOU9u0yC1lIPX0WXbv874K6mRqdzy7S00uBsO6FoPJqv2tAmzu2vs\npOrsnK1ZzW36NzlBu5WM1XeAU11/2N8oNykSTcDNbHkdeTHHk5YYRwuRfL2nGXfWcVD4Jd/k17Cr\n2k6OVMWL0VZeL/uCS0ZfQq7/HrI8t1O/8042FJexrKKKS3POQiMNrkQQYzFQ65LAmt7riCNoizqq\ncFSwtHBph3MVNrXSXLYvFJmWNrnbcZbsXsKepj3cOetOIvQRfV7/kPi2Pvd6LuJh/4VsO+ZeMPUt\n3f9wQwhHAoFAIBAcJbh8clvEUS/S1L4q/QpvwNuvNDVoJxz5A5A2GSkoU7BlNZdqv+Af+lc4veyR\nbvt65SAKEGWM4GGXFpck8YH9fRRrxoAKR/vqXZj1WuJqQ+XGs+e2pkAAfNqQDB6beGAWHNFUh6IX\nUqwmFrAOraTQEDWq9XehSR8SjpqKB2mFAqBDqm+GVIcSnQmarh/nZEtSq8dRub2ceu0y9gRfYrxH\nw1m2XFq8LVy2/DJe2vHSAa+r2e1njFRCrjcPNwYu9dyCduRpyHo13ej+4OVgjOrQ57oTchmXHt3h\nmMvv4o38N5iTPoeRcZ1Nv9sjSRIRRh2FtQ72KqHPZ+PeLttaDVYePf5Rmn3N3L7q9g6RW4cT4VRR\ns15LdVU5Hxrv4gnDU6RLDfxHPhut7Ibv7gegOiwcJUZyomYzFrwUJp1CeqwaKfTk14U8X50LLRX4\nK7eDxkNjzC4ej4vhtKGn8ZdpfyEx0hwSoLTc57+U1yOvgNk3DMaldyAuwoDdKxOMG9on4Qhgbvpc\nJiRMUKOO2vk7hdMprQ2hKntpXUcc1bvreW7bc8xImcHxmcf3a/1DE9RUNaNOgx0LTwbOxzLzyn6N\ndTghhCOBQCAQCI4S3P4gZoMOXPW9qqi2rGgZGZEZTEyc2K/5zCHhaFt5M//YpN5IzdDkc5PuXVyY\nmWT/Dqq2dtk3nMZm0Uvk1O9jQXMGtYFtfJYxRk2DGKAb/+IGJ0PiLUj7vofkcRCRgKZd+sR6R5L6\nQ0PhgMwnEAwmS7dWctdHOzodr2pWd+PTLQEuaXiKzcFcypPmEWMJGRDrQ1EtA5gmKuiZ19eWsOTH\nMtYVNfDn/22ltLHN4DlDqkcT29Gn5Zp5OYxKUQUanzkBl6OGe9feyxkfnEEg5jPGkc7L1fv4Z9PX\nfDT+Rk7OPplHNj7C8n3LD2idzW4/wzUVAJznu4cCXyKzhifjveIz5nkfoSLzjF6N8+auN2n0NHLN\nhGt61f68yenkJkVSpoS+p/dj4D4ybiR/nvpnfqj8gbd2vdWr8Q81ZaF/X7c/wJSa90gM1FClUX/3\nnpbPYX3COfDjC1C1lVq7F6NOQ1qMibO0a6hVYmhJnt4h5fRVWxp3J8TzdeA+okbezedJ9UxSzNwz\n+x4kSSI+0tD6mYo+4UZO+t0DoDMe+gv/CbGh7x1vVFafUtVAFRQXTVpElbOKDwo/aD3e7PZj0GrQ\n1WxRK7aZYzv19cgerv3yWtyym1um3dLv9WfEWtBpJC6alsnvjsvhlpNHMCyx75FLhxu6npsIBAKB\nQCA4EnD7ZCx6LTgaIGnsftvWOGtYX7WeayZe0++qKia9uj/10GcFAPzOGMdNuncxSjIPWP/GH+0P\nY/zxRTj7iU59XSHj7NhgM8geRgQn8lVQ5tlgHSe5m9A2Fau+SfvB4w9Q0uBiZEpUt22KG5yMTTRC\n6TqY2pYa8dZvZ6KgcPPzobSGJhFxJPj5c8NbqsfLXWeN7SCQhv1Scuq+xBK0c5//Jk7SG1qFo0a/\nHqzpUC8E1ENFIKhwx4cdRb6EKPWhPhoHw6QKiDm2w/nbThvNjKFxXPXyBpzGBO7w7WR9wRIuyL2I\nVz5L476UZTg1sbiDMtFb3+FfF/6XWlctd6++m9Fxo8mOzu7TGv2BIC5vAJvLT65Ugaw1UaGomxJz\nchOIiM/iiWvTW82C94fNY+O/O/7LnPQ5TErq3n+mPXedNRZFUZhye01okP1X/vvlyF/ybfm3PLLx\nEWamzSQnOqdX8xwqKprcxGjczGIbF0mfU5kwh4di7mDDjl0kJSTwjOYSZug/h/XP0yL/jmiznlTP\nXqZpNvNmYD5RlrDoo6CzbsWb8hFLNZEc67Jzod3HFI+XkRd9hEmn+hsmRLaJRBdNyyTZ2rPv4aEg\nNpQu7ojIItHfDF57p4i1/XFs2rFMSJzA89uf59zcczFoDbS4/VjNeqTKLZA1s1MfRVFYvHYx+Y35\nPHXiU4yKG9Xv9Zv0Wl5dOJ0RyVEd3uOfOyLiSCAQCASCowSXr505dg8eR8v3LUdB4Yyhvdsp7opw\nqlqY1cExGCUZWdGwPWoOq4zzYPu7HUpGh3GHIo5iZfWcPyIDk+N0Cr0NvBRthcqeTU4f/XI3pzz2\nfaspZlfUNHuYpC9Rq88MaXsImzUsnmnZcdRJsciSXqSqCY4oGpy+Dq/Dfinxhe/TaMpggzISfyBI\ntFl9gGt2+SA+Fxq6NiAWDDzb25kjR+Hin7oXsNeWcr32A7aafkeE5IVpCzv1U793FR5VKlhn1HLP\nrLu4dMSN4Esgo+lHtpun86V2DhQsR68EeWDuAxi1RhZ+vpA6V12f1njb+9uZeM/nNLl8jNJW4ozM\nQUFDQqSBrJBYNDEzhhiLocexnt32LE6/k5um3NSnNUiShGKMxqOx9CgcSZLEPbPvwawzc9vK27os\n2z4YFNbaufqVDdicbpaa7+EZw+MA2KbfzOjMRALWTE4ak8x3pV7edx+DvP0D3C4HUSYdEzbfSTOR\nPCmfR2q0icKmQoaOfRtz+tskmjIxFF3JyVW57Ky7hNfsC4kY2iaaTMhQUwXHpFpJiT48RCOA2NDn\npcmYoR5o7FukoyRJXDfxOqqd1by/531AjTjKNjqgpbxLf6PHNz3O0r1LuXbitczLnHdgFwDMHpZw\nRIlGIIQjgUAgEAiOGty+AFadD2R3j6lqy4qWMT5hfJ93oNuTGGVkclYMM3NUkeo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a0vCmUuLmobj6YxDldkohF8hPaejE6tIC0gEh1Lt2hJfFC1s9jfWr6VVHMq8aaWkRAxoTq20hv0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3ddrH7Qvwl092UWt3syDwsTSDP3AmIIk3FlUKJ/kHsVKn4v2Dj2HQlnN1WhotXjtPznySZEPn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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x330caef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%pylab inline\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"pd.options.mode.chained_assignment = None\n",
"\n",
"def getData():\n",
" df = pd.read_csv('table.csv')\n",
" return df\n",
"\n",
"df = getData()\n",
"\n",
"#defing the small and long lookbacks\n",
"small_lookback = 5 \n",
"long_lookback = 30\n",
"\n",
"df['mean'] = df['Close'].rolling(window = small_lookback ,min_periods = small_lookback).mean()\n",
"df['mean_Long'] = df['Close'].rolling(window = long_lookback ,min_periods = long_lookback).mean()\n",
"\n",
"df.plot(x='Date',y=['Close','mean','mean_Long'],figsize=(20,8),grid=True,title = \"Closing Price Vs 5 day SMA Vs 30 day SMA \")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above graphs shows the closing prices of the stock in blue , 5day moving average in orange and 30 day moving average in green. As defined by the strategy above, it can be seen that our BUY and SELL signals using the crossovers capture the actual price movement well enough. "
]
},
{
"cell_type": "code",
"execution_count": 318,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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VN7X0ckW1HTDhXEjuRdjUBYMjSZIkSZKkYSquOOrNimrbIX9gGmODwZEkSZIk\nSdKwVdvY0vMV1ZoboGzPgPU3AoMjSZIkSZKkYauusRdT1Up3Q9Q6YCuqgcGRJEmSJEnSsNWrVdXa\nVlRzqpokSZIkSdJZr66xhczUHja6Lt4BBJgwZ8Dub3AkSZIkSZI0TNU19aI5dsl2yJ0GaVkDdn+D\nI0mSJEmSpGGqV6uqFe8Y0P5GYHAkSZIkSZI0LLW0RjQ0t5LRk1XVWlugdOeArqgGBkeSJEmSJEnD\nUl1TC0DPKo7K90NzPeQPXGNsMDiSJEmSJEkalmobm4EeBkclO+KvVhxJkiRJkiSd/eoa44qjzLQe\nrKpWvD3+asWRJEmSJEnS2a9XU9VKtkP2RMjKG9AxGBxJkiRJkiQNQ7VtFUc9CI6Ktw/4NDUwOJIk\nSZIkSRqW2qaqdbeqWhRB8Q6DI0mSJEmSpNHiRMVRt1PVqo5AQwXkGxxJkiRJkiSNCj1eVa0k0Ri7\nYGAbY4PBkSRJkiRJ0rBU39TDVdVOrKhWMH/Ax2BwJEmSJEmSNAy1TVXrrsdR8XZIz4ExkwZ8DAZH\nkiRJkiRJw1B1fWKqWnoPgqOCeRDCgI/B4EiSJEmSJGkYqmpoJj0lifSUHvQ4GoT+RmBwJEmSJEmS\nNCxV1TcxNiO164Nqj0NN8aD0NwKDI0mSJEmSpGGpsr6ZcZk9bIydP29QxmBwJEmSJEmSNAxV1vWg\n4qh4W/y1wOBIkiRJkiRp1Kiqb2ZcRjcVRyU7IDULcqYNyhgMjiRJkiRJkoahuMdRd1PVtkH+HEga\nnIjH4EiSJEmSJGkYiiuOupuqtmPQ+huBwZEkSZIkSdKwVNldxVFjDVQWxRVHg8TgSJIkSZIkaZhp\nammlvqm16+bYpbvjrxPOG7RxGBxJkiRJkiQNM1X1zQBdN8cu3RV/teJIkiRJkiRp9KiqbwLopuIo\nERzlnTto4zA4kiRJkiRJGmYq6+KKoy57HJXshHGFkJY1aOMwOJIkSZIkSRpmelxxlD94/Y3A4EiS\nJEmSJGnYqTzR4yizk4qjKIqDowmD198IDI4kSZIkSZKGnRMVR+M6qziqPgYNlYO6ohoYHEmSJEmS\nJA07JyqOOu1x1LaimsGRJEmSJEnSqHKi4mhMemfB0c74q1PVJEmSJEmSRpeq+may05JJSe4kuinZ\nCcnpkDNtUMdhcCRJkiRJkjTMVNU3db2i2vGXIG82JA1utGNwJEmSJEmSNMxU1jV33t8I4uBowrmD\nPg6DI0l7+77uAAAgAElEQVSSJEmSpGGmqqGJcZmdVBy1tsLxPZA3a9DHYXAkSZJ6rbS6gfc+sIaP\n/uzFoR6KJEnSWamqvouKo8qD0NIQT1UbZAZHkiSp1/79dzv5zeYj/PCFA7S2RkM9HEmSpLNOHBx1\nUnF0/KX4a55T1SRJ0jATRRF/2H6s7edDFXVDOBpJkqSzU2VdU+cVR23BkRVHkiRpmNlbWsuB43W8\ncfEUAHYeqx7iEUmSJJ19quqbGddVxVFyOoybOujjMDiSJEm98vSOYgDec1XcjHHXUYMjSZKkgVTf\n1EJjS2vXFUd5syBp8GOdbu8QQrgvhHAshLCp3bZbQwibQwitIYRLTzn+oyGEXSGE7SGE69ttvySE\nsDGx72shhDCwL0WSJJ0JT+8oZuaELBZPyyV/TDo7jlYN9ZAkSZLOKlX1zQCM6zI4GvxpatCziqP7\ngRtO2bYJeBPwdPuNIYQFwG3AwsQ53wohJCd2fxu4E5iT+HPqNSVJ0hCKooiWRKPr+qYWouj0ptcN\nzS08u7uUv5hbAMDs/Gz2H689o+OUJEnDW0VdE6teKh3qYYxoVfVNAB03x25theN7hk9wFEXR08Dx\nU7ZtjaJoeweH3wT8KIqihiiK9gC7gKUhhMnAuCiKVkXxb6E/AG7u//AlSdJA+cijG1n86SfYebSK\n+Z/8DY+tO3jaMS8WVVDX1MJV5+UDMDk3w+bYkiSNMgeO19LY3Hra9vqmFn7w3F4Wf/oJbvvuKioT\n4Yd6r7axBYCstOTTd1Ydhua64RMc9dJU4EC7n4sS26Ymvj91uyRJGiZ+vPoA1Q3N3Pj1lQD8dE3R\nacdsPxJPS1s4NQeAKbmZHKmop7X19OokSZJ09imuauDaf/sjX31qx0nbW1sj/vq+F/inX2xu21Z0\n3A+X+url4KiDqWpncEU1gE4myw2tEMJdwF0ABQUFrFixYmgHJPVAdXW1z6pGBJ9VdSYlCZpboSHx\nCeKWouP84Q9/oH1bwhVbGshIhh3rVrEzBKqPNdHUEvH4E38gN2NgP4/yWdVI4bOqkcTnVf315N4m\nGptbeeCZ3VyUdpjUpPj3hH2VLTy/p563zktjzvgkPreqnt/86QWOTepb7DDan9UXi+MeR9s2baD5\n4MlVR5MPPcE8YNWOY9QfWDHoYxno4OggMK3dz4WJbQcT35+6vUNRFH0X+C7AvHnzouXLlw/wMKWB\nt2LFCnxWNRL4rKoj1Q3NNP/mt4zPSuX9rzqPzLRkPv7YJmYuWsqs/Oy24/5r1/PMm9zEq151FQAt\nW4/ywJbVzFhwERdNHz+gY/JZ1Ujhs6qRxOdV/fXVbz7DmPRWqhqaacifx6svnALAfz79ErCVe958\nNSlJgc+teorxheey/MpZfbrPaH9W6zYehjVruXLZZZw/edzJO5/8PexOY9n1b4GkDqayDbCBnqr2\nOHBbCCE9hDCLuAn2C1EUHQYqQwjLEqupvQP4xQDfW5Ik9dH+0rjB9eduXsTfXD2bxYW5AGw7XHnS\ncTuPVXHexLFtP0/JzQTgUHn9GRqpJEkaKg3NLWw6WMFfLZvB5JyMk6a1P7O7hHMLspk0LoO87DQy\nU5MpKnOqWl912ePo+EswfuYZCY2gBxVHIYQfAsuB/BBCEfAp4mbZXwcKgP8JIayPouj6KIo2hxB+\nAmwBmoH3R1HUkrjU3cQrtGUCv078kSRJw8C+0hoAZkzIAuCcnAwAjlS+HAhV1jdxtLKB8yaOads2\nJedEcOQvhpIkne12HaumuTVi4ZRxJAX4zh93c6yynoKx6azZV8YbFsfVRyEEpo7PpKjMlVf7qrYp\njlIyOwyO9kDeuWdsLN0GR1EU3d7Jrsc6Of7zwOc72L4auKBXo5MkSWfEvuPxL3bTE8FRXlYaqcnh\npODoRIPL6XlZbdvGZaYwNiOFPYngSZIknb22Ho4XyTh/8lgWTBnHt1bs5rF1B3nD4ilU1TefNKWq\ncHwmB/1gqc/qO2uOHUVxxdGsV56xsQzL5tiSJOnM2ldaQ152GuMyUgFISgpMHJvB0YqXg6PDFfEv\nf5NzM9q2hRBYMi2XtfvKzuyAJUnSGbf1cCXpKUnMnJBNSnISF03P5dG1RcydFE9jnzfp5ensMydk\n8+c9x2lpjUhOCp1dUp04MVUtM/WUiqOqI9BUC3l96x3VFwPd40iSJI1A+0pr26apnXBOTsZJFUeH\nEiHS1ERfoxMum5nH9qNVVNQ2Df5AJUnSkNl8qIJ554wlJTmOEv7y0mnsOFrN95/bC8DcSS9PZ180\nNYeaxhZeKq4egpGOfLVNzaSlJJ0eupVsj7/mzzljYzE4kiRJcXCUd0pwNC6Do5UNbT8fKq8jJSmQ\nPyb9pOMunTmeKII1+4+fkbFKkqQzr76phbX7y7lsZl7btlsumkr+mHRWbC8mf0w6uVlpbfsWT4sX\n2lh/oPyMj/VsUNfY0nFj7GNb468TF5yxsRgcSZI0yjU0t3Cooo4ZE7JP2j5pXAZHKuqJogiAw+V1\nnJOTcdonX0um5RICvFhUccbGLEmSzqx1+8tpbG7litkT2rZlpCZz7xsXMDkng9ctOuek42fnZzM2\nPYUNRWdncFRR18Rb/+M5PvDwWirrB77quraxhaxTp6lBHBxlTYDsggG/Z2fscSRJ0ih34HgdUUQH\nU9XSqWtqobK+mZzMVA5V1LetotZeVloKs/Kz2XKoMm7YWLoLakuhpRGmXAzpY047R5IkjSzP7S4h\nKcDS2Xknbb/xwinceOGU045PSgosKsw5/YOl1lY4tA52/z7u07PgZkgeedHEI6sP8PyeuNr6loum\ncu35kwb0+nWNLR2vqHZsKxScD+HM9Y0aeX87kiRpQO0/Hq+IdmrF0az8OPDZWFTBVXPyOVRex6Uz\nxnd4jQWTx7Fxfyn87C7Y+JOXd0y6AN75K8js+DxJkjQyPPdSKRdMzWlbSKMnFkwexwOr9tHc0kpK\niGDdA/Ds1+MPmU546tPwms/CgpvOaBjSH0cr67lv5R5m52fzUkkNBxKr0w6k2sbmjldUO7YVFt82\n4PfrilPVJEka5bYdiZfWPa/g5Mqgq87LJystmb/63vO89t//RFFZHXPPGdvRJVgwZRyvqfpZHBpd\ndQ/81aNw0zeheBv89hOD/hokSdLgqWtsYf2Bcq44d0L3B7dz/uRxNDS3sre0Bp7+Cvzy7yBtDNz8\nHfiHl+D2H0FmDjzy1/CTd0BzQ/cXHQL1TS38+M/7qWloBuDOH6ymoq6JL7/lQjJTk9l/vG7A71nb\nUcVR2R5orIJJCwf8fl0xOJIkaZTbWFTB9LwscrJO/gQxMy2ZpbPicvSthysBeMvFhR1e44KCNO5K\n+RUVk6+C6z4F510HF/0VLLsb1j8IRzYO7ouQJEmDZvW+4zS1RCf1N+qJBVPGAbB/2xqip/+FHQXX\n0/Du38GS2yF7Asx7Ldy5Aq79J9j6OPz6Hwdh9P33rT/s4h8f3cjdD61l08EKXiyq4MM3zOfSmXlM\ny8vkQNnAVxzVN7WQeWqPo8Mb4q9Tlgz4/bpicCRJ0ii38WAFiwpzOtz3xTddyP9762KWzc7jLZcU\nMnFcRofHLaz4IwWhkrXT33XyjqvvgeR0WPP9gR62JEk6Q57bXUpKUjhpRbWeOLdgDOnJEXOf/zj1\nSVncfuBmvvq7XVTUtmsmnZwCV/89vOKDsOa/Yc/TAzz6/imtbuC7f3qJcwuy+eOOYm78+kqSkwKv\nv3AyANPzsgZpqloHq6odWg9JqWd0RTUwOJIkaVQrq2mkqKyORVM7Do7OycnglosK+dFdV/CVWxd3\nep3xe37F4SiPP3PKLzKZ4+H8N8DGR6Bx4H+pkiRJg+/Z3aUsnpZLdnrv2iSnpSTxiYKVFNZs4if5\nd1NKDt9esZvXf/1PtLZGJx/8qo9D7gx46t6BG/gAeGzdQeqbWvnWHZfw8dedz9TcTN5xxQzyx6QD\nMC0RHJ1YhXagdDhV7fB6mHg+pKQP6L26Y3AkSdIo9vttxwA6bXrdI3XlJO3+HU+nXsW+svrT9y+9\nE+rL4flv9/0ekiRpSFTWN/FiUTmv6GV/IwAOruFtVfexomUxn9p7ATMnZJE/Jp2isjrW7i87+djU\nTFj2Pji4Bo5sGpjBD4Cfrili8bRc5p0zljv/YjbPfOQaPvWGl3sMTRufRU1jC8drGgf0vnVNp1Qc\nRVFccXSGp6mBwZEkSaPawy/sZ3Z+Npf0Jzja9j/Q2sSWvOs6LtWevgzmvR7+9G9QfqDv95EkSWfc\nn/ccpzWi142xaayFR95F0thJfG3c3wOBN19cyB/+7ytJS0nifzYePv2cC98KyWmw9gcDMvb+Kiqr\nZduRKt64eEqnx0zPywLgQNnANsg+bVW18v3xB3GTDY4kSdIZUl7byJp9Zbzp4qmE/ix/u/lnkDuD\nlskXsa+0k+loN/xz/EnZ//5D3+8jSZLOuGd3l5KWksTF03vxIVNzA/zqQ1C+j3Dzt/n397yaK8+b\nwOsvnMzYjFSWzZ7Ac7tLTz8vKy+e4v7ij0hqGfoV1lbuLAHgL+bkd3rMtERwtH8A+xy1tEbUN7We\n3Bz78Pr4q8GRJEk6U06UVBeOz+r7RWqPw0srYOEtzJgwhoq6ppMbXp4wfgZc9SHY8Wso2dX3+0mS\npDPq2d2lXDpjPBmnrvDVmYqD8N+vhRd/HPctmnkV0/KyeOhvljG7YAwAiwtz2HmsmvqmltPPv/gd\nUF9BfsmqAXwVfbNyVwmTxqVz3sQxnR4zLS8TYEAbZBclVmmbkttuUZJD6yEpBSYt7OSswWNwJEnS\nKFWWCHhyslL7fpGtj0NrM1zwprZP3PYdr+n42EveGa8E8uf/6vv9JEnSGXO8ppGthyt73t/o8Ab4\n7iuheAe89UF45Yc7POyCqTm0tEZsOVx5+s6ZfwG50znnyO/7MfKBsWZfGZfPmtBlZXZWWgr5Y9IG\nNDjafqQKgLmTxr688fB6KDgfUjte4XYwGRxJkjRKldfGFUfjs9L6fpHNP4e8c+GcC5kxIREcdTZd\nbcxEWHATrH8IGqr7fk9JknRGrEs0sL50Zl73B9cehx/cDCkZcOfv4ilnnTixmuumgxWn70xKggtv\nY3zZhrh6aYhU1DZxuKKe8yeP6/bYaXlZAzpVbcfRODiacyI4iqI4lJvc+Qq3g8ngSJKkUao8UXGU\nm9nHiqOmOtj3LMx7LYTQ1hyyy1+clt4FDZXw4o/6dk9J0qi0dn8ZV/zz7zhUPrANiNW1DUUVJIWX\ng54uPf8dqDsOtz0MBfO6PHRyTgZ52WkdB0cAS94Wfx3CKuXtifBm/jljuzkyXlntQNkAVhwdrWZa\nXiZj0hPNsSuKoLZ0SFZUA4MjSZJGrbL+VhwdeB5aGmDWKwHITk8hf0w6+0o7maoGMG0pFF4GT/9r\nHDxJktQDn/nlFg5X1PPklqNDPZRRZcOBcuZOGkt2ekrXBzbVwfP/AfNvhMkXdnvdEALzJo1lx9FO\nKpDzZlFccAX8+XtQV96Hkfff9iPxNLp5PQiOpudlcai8jubmDno29cGOI1XMnXjKNDUYksbYYHAk\nSdKoVVHXRFKAsRnd/DLYmT1Px00aZ1zRtml6XmbXFUchwHX3QtUhWPP9vt1XknSSTQcreOosDlSq\nG5rZlvhH/MbOKlQ04KIoYkNRORcW9qDaaPPP46XiL39vj68/75yx7DxaRWtr1OH+/dNvhcYqePKf\nenzNgbTtSBVjM1KYnNN9T6Gr6n7PipS/I/kLE+E7V8HvPw91ZX26b0trxJ6SmpMbch9aDyFpSBpj\ng8GRJEmjVlltIzmZqSQldd7wsUt7n4k/+Up/+ROxGROy2d9Zj6MTZl4F0y6H578NrQPzyZwkjWY3\nfn0lf/OD1URRx/8AH+me2VVCfVMrYzNSWLOvb/8YV+8dOF5HeW0Ti6fldn1gaws8902YMCf+f3wP\nzZ00lprGFg52Mv2weuxsuPx9sPb7ULy9N0MfEGv2lbFoak6XjbGJIvjjl1m2/iOUMo6D578H0sbC\nn74C338D1JT2+r6HyutobGllZn72yxsPPB+HRmn9WAm3HwyOJEkapcprm/o+Ta2pHg6tPanaCODc\ngmwOVdRTkeif1Kll74OyvbDjN327vyTpNEVlZ+cU4D/tLCYrLZn3vvJc9pTUcKyqfqiHNCqsL4qn\niC0u7CY4WvcgHN0Ir/pYXFncQ/POiStqdh6r6vygq++BlEx45ms9vm5vtLRG/OTPB7jnJ+t5/0Nr\nef6lOOgpqW5g25Eqrjwvv+sLbH0c/vB5as7/S25t/BQrZ3wA3v1ruOMRKNkJ378Ryvf3akx7E1P+\nZ50IjpoboOjPMKPnodxAMziSJGmUKq9tIierj42xD6+HlkaYfnJwdPH08QCsPdDNJ8Lz3wA50+C5\nb/Xt/pIkgJOqjDYf6mBp87PAyp0lLJs9gasS/4hf9dLxIR7R6LDhQDnpKUld9/hpaY6ra6ZeCgtv\n6dX150waS3JS4OfrDnV+UHY+XPx2ePHHg7LC2td+t5MPP/oiz+wqYcX2Y3zox+v52u928sTmeOpn\nt8HRs9+A8bPIePO3iZJSX56uf9518LafxE2tv3k5PPY+2PVU/MFbN/aUnBIcHVoHzfUw88o+v87+\nMjiSJGmUKqtt7HvF0f7n4q/TLj9p85LpuSQnBdbs7SY4Sk6JV1jbtxIOvNC3MUiSOFbV0Pb9lkNn\nX/+fo5X17C2t5RXnTmDhlHGMTU/hud29n/6j3ttwoJwLpuaQmtxFbLD5sbii5up7elVtBDAuI5UP\nXnMej284xM/WFnV+4BUfgKgVVg3sh00trRE//vMBXjm3gFUfvZaPvf58DlfU829P7uDeX25mQnZa\n16vJHXgBil6AZXeTnJLC1PGZHGhf9Tf7lXDXClh0K2z9JTz4ZviXc+Gpe+Hgmk4vu6ekhqy0ZCaO\nTY837Pht3N9o+isG4mX3icGRJEmjVHltE7mZfaw42v983Msg++RP4rLSUlgweRyr9/Xg0+BL3w3Z\nBfD7z/ZtDJIk9pa8vJLl91bu4ZcbuqjeGIHWJnoaXTJjPCnJSVw+O4/ndpcM8ajOfs0trWw6VNH1\nNLXmRvjD52HiQpj72j7d5wOvOo+lM/P45M83nfQsn2T8DJj/+rjqqKW5T/fpyPMvlXKksp6/vHQa\nIQTedFEht15SSF52Go3NrXzgmvNI7qoP5HPfhIwcWPI2AKaNzzp9gZAJ58Ibvwb/sBPe9gjMeTWs\n/H/wn9fAk5+Kp6GdYm9JDTMnZMe9lZobYd0DMPcGyJ4wYK+9twyOJEkapcprG8ntS8VRayscWAXT\nL+9w9yUzxrP+QDlNLa1dXyd9DLzig/HqbEc29X4ckiT2Jf6h+u+3LaGmsYU/bDs2xCMaWGv3l5GW\nksTCKXHlx7LZE9hbWsvhirOzn9NwseNoNfVNrSye1kXFzdrvQ9meeLXUpL5FCynJSfy/25aQnBT4\nux+v77zB+6JboaYY9v6pT/fpyAt7jxMCvGp+AQCZacn8y62L+cX7r+R9y8/ljstndH5y2b64v9El\n74p/nwEm52RwpLPnMjUT5r4Gbr0f7tkGF/81PPPVOEA6pQfSnpKal6epbX08ft2Xvae/L7dfDI4k\nSRqFGppbqGlsIS+7DxVHJTviJWZP6W90wqUzx1Pf1MrWwz3otXHR2yE5Hdb8d+/HIUlif2ktyUmB\n1y2azOLCHIqrT69gGMnW7i9n0dQc0lLif7pecW5cdeF0tcG1obvG2PUV8McvxQ2b57y6X/eampvJ\n/3n1XDYcKGdfZyuzznl1vFrZpkf7da/2thyqZHZ+NllpKSdtn5aXxT/eML/tmevQ8/8RTx9belfb\npnNyMiiuaqC5uw/Oxk2Oq5Bu/zGUH4CHboXGuNqqqaWVA2V1zMxPrJ725+/B+Fkw+5o+vcaBYnAk\nSdIoVJ5Y9Wx8dh8qjg6sir9OW9bh7ktn5AGwurs+RwBZebDgjfEvgi3drMQmSTrN3tIaCsdnkpqc\nRP6YdEqqG4d6SAOmsbmVjQcruKjdcvDnnzOO3KxUg6NBtuFAOTmZqcyY0Mny77+6B2qPw2s+2+ve\nRh1ZNjsOBNd1trhGamY8XW3r4/H0rQGw5XAlC6Z0UVHVmfoKWPsDWPgmyJnatnnSuAxaI3r+3+C8\nG+Avvw/F2+HXHwbilRFbWiNmTsiG4h2w/9l4an8fK7oGisGRJEmj0PGa+JeaPjXH3r8KsvLjefsd\nOCcng6m5mTzb0x4UC2+JK5gGsPxckkaL/cdrmZ4X/+O+YGw6xVVnT8XR1sOVNDa3clFixU6ApKTA\nxdPH82LR2dcI/EwpKqvlrh+s5lhV5yt8bSiqYPG03LjPzqn2Pw+bfgqv/DBMvXhAxjR30liy05JZ\nt7+884MueHMc2uz+fb/vV1HbRFFZHQsmj+v9yWsfgMYquOLukzZPzskA4Ehl9yuntTn3VXD138O6\nB2HVd9hTUg3A7IJs2PJzIMTT9IaYwZEkSaNQWX+Do+nLuvyE8cbFk/nD9mIOlfegB8W510BqNmz5\nRe/HIkmj3N6SmraqkPwx6RyvaaCltZM+MSPMuv1x9clF00+eLjVzQjb7j9d23g9HXbpv5V6e2HKU\n7/1pT4f7axub2XG0iiWFnVTjPP1lyJoQ9ykcIMlJgcXTcrsOjmYvh8zxAzJdbXNiBcIFU3oZHLU0\nw/PfiafoTbnopF2TxiWCo4peBEcAyz8K82+E3/wji391I19I+U8WbPhCXNU0fVk8tW2IGRxJkjQK\nlSWmquX1dqpa1dG4Eeb0jqepnfBXl8+gNYr46Zoultc9ITUT5l4PW38FrS29G48kjWLltY1U1jfH\n01qA/DFptEZQVnt2TFdbf6CcSePS2yo5TpiZn0VdU8tZVV11ptQ3tfDo2vj/zQ8/v5/6ptP/v7v5\nUCUtrRGLp3XQ3+jgGtj1FFzxAUjLHtCxXTozj82HKqio7WTqekoanP9G2P6/0NhJL6QeWr2vjBBg\nSUevsStbfwEVB+CK95+265zEc3q0NxVHAMkpcdPs132FyiiT61PWkrH5x/FUwEve2btrDRKDI0mS\nRqHjtScqjnrZHLub/kYnTMvLYsHkcbyw53jPrrvgJqgtgX3P9m48kjSKnWgkfGKqWv7YdABKzpIG\n2esOlLOkg+lSJ17v3s4aKatTWw5XUlHXxBsWT6GqoZk9JTWnHbPhQFz1c2FHjbFXfAkycmHpnQM+\ntqvn5NMawXMvddG/6oI3Q2M17HyiX/f6897jzJs0lpzMXvweFEXw7DcgbzbMveG03XlZaaQmBw53\nUXF0uKKOT/x84+m/HyWnwtI7uSf7n3nf5B8TPnoAPn4IFt/W8/ENIoMjSZJGoRNT1XJ7O1Vt/ypI\nyYDJi7s99KLpuaw/UN6zKRNzXg2pWbDhR70bjySNYntL43/0z0hUHBWMiYOjs6ESp7S6gX2ltSf1\nNzrhRIXVvtLTQw91befRKgBed8E5AB0GR2v3lzE1N5OCRBDZZvcfYOdv4ar/A+ljB3xsS6blkp2W\nzMpdxZ0fNOPKuM/i1sf7fJ/mllbW7ivjspl5vTvxwPNwaC0su7vDZtVJSYGJYzM6rThqbmnlfQ+u\n5cFV+7ntu8+x61jVSftbWiO2Ha5iYW+nz50BBkeSJI1CZbWNjE1P6Xqp2Y7sXwVTL4nLxbtx0bTx\nVDc0s7u4uvvrpmXDkjtg40+g6kjvxiRJo9RLxTUkBV7ucTRCK45qGpqpqj95etKJ5eA7mko0dXwm\nyUmB/cetOOqtHUeryUhN4uq5BQC8dMr/o6Mo4oU9x7l89imhSmsLPPEJyJ0Bl793UMaWmpzEkum5\nbOyq8XlyCpx/I+z4LTT1oI9iB3YVV1PT2MLFM3o5Te25b8TVVkve1ukh5+RkdNrjaPW+MtYfKOej\nr51PWkoS//HHl07av6ekhrqmFhb2ZaW3QWZwJEnSKFRW00hudi+nqTXWwOEN3fY3OuHiGfGnxH/e\n28PpasveBy2NcTNISVK3dhdXMy0vi4zUZCBujg1QUjVyehxFUcRbvvMcSz7zJOXtejOt3VdOUoAL\nT23Q3NxA6sp/5b7Mf+eKzZ+G330Gjm45w6MeuXb8f/bOOzyO6urD7+yueu9dVrFkufdu4w42YLCN\nQ0xwKKEEAjFfSEgghBIghDQSSOi9VxtswICxjXvvlpus3nuXVivt7nx/3JWssivtypIs2fd9Hj+S\nZ+7MPbPanZ35zTm/U1TD4GBPPF10hHq7kt4u4yitpJbS2kYmx7YTjg6/B0XJsODP4NTWc6onifb3\nIKeiC0Fo+DJRrnbq627N0dyRz2opni3K08V8E37RqbdTqLftjKPdaWUoCqyYGM114yJZezS/jcdU\ns2G3zDiSSCQSiUTSL6iob8Lf0TK13AOgmrr0N2omJsCdcB9XtqeU2rf/gHiImQlHPxI+AhKJRCLp\nlLSSOuKDPFv+7+2qw1mrGVAZRweyKjhVIMyY//LNqZblG08VMS7aD3dnnVhQngFf3w+vzoYfnyJR\nySWpZjfsfA5ent5tEeFS42xRLYnBoswsLsijQ6naXov3zqTYgHMLDTWw+Snx/T9sSa/GF+3vTnld\nI7UGo+1BMTPBLxYOvt2tOZLzqvB00REb4IC5995XQKODSXd2OizUx5XC6garHf/2pJcxPNwbH3cn\n5g8LodFobvNw7WBWBe7OWgYHe3bY9kIjhSOJRCKRSC5BKuob8XO0o1rOXkCBqIl2DVcUhVlDgtiZ\nWkqTyWzfHKNXiKd6eYcci00ikUguMcxmlfSSWuKDzt38KopCkJfLgPE4Simq4e73DxLo6cyNk6NZ\ncziPzNI6MkvrOF1Yw0KLDw/VBfDWIjj8Phgb4IaPeWHEx8xRX4HfnRVt0dfcIbJiJTbRN5oorG4g\nzvKeiQ30IL2kro3IcTi7kgAPZ2Is5Y8AbH8W6krgiqehnVF5T9NsfJ7TWRmiRgPjb4asHVB61uE5\njnXJoKYAACAASURBVOVWMTzcG43GzmOpLYZD7wljbu+wToeGertS32iipp3wZTCaOJxdyRSLIDc5\n1h9nrYYdZ889XNudVsaEGH+ctP1Ppul/EUkkEolEIul1yusa8XPYGHs3BA8Dt45GpbaYlRhEjcHI\noawK+zZIXAQootWvRCKRSGySV6nHYDQTF9Q2OyHQ05mSfppx9PnBXKY/s5m/fXcagBd+TMVgNPPx\nnVO4b34CzloNK9/Yy/99cgSNghCOVBW+WgX6SrhjM6w6DEMWMcjfgyp9E5V4wooPxXfTJyu77Xtz\nKZBfJV6bSD8hzsQGitewov6cv9Th7ArGRrfqZFdwDHa/ACOvh8jxvR5jlL8bQNf+VWNuFBlADmYd\nqarK6cJqx3yEvv4NmI0w87ddDg3xEWV8Re18js4U1tBoMreYvbs765gQ48dXR/OpbzRSUmPgbHEt\nU+MCOuyzPyCFI4lEIpFILkEq65scE46MBsjZZ7e/UTPTBgei0yhsTemkQ0prPAIgfAyk/+jQPBKJ\nRHKp0dx4IL6DcORCaW3/8zgqqzXw6Npk8ir1vL0zk7xKPd8mF7J0bASDg70I9nLlHz8ZRW6FnrTi\nWv6zYqwQOA68KVqvL/gzhI5o2V+zIXhWWT14hcLSl6EyG/a8dKEOsd+TZ/EOCvcV4kzzeyejVLyX\nquqbSCupO9fJrrYEPlgOHkFw+ZN9EqNdGUcAnsGQdJXIQmu0v7teZX0TDU1mIv3c7Nsg/wic/hpm\n/R6CErscHuothKOCdsLR0RZfpXOC1X3zEsivauDXHx5mzaFcAKbFS+FIIpFIJBJJP8BgNFFrMOLv\niDl2+hZhRJm40KG5vF2dGDfIz37hCCB+LuTsQ9dkRze2XuBYbiXHLN18JJJLmQOZ5exOK7vQYUhs\nkFYibpZbl6pBs3DUvzKOVFXl6fWn0TeZ+Nt1I9E3mbjlzX00Gs2smBjdMu7qUeFs//0cDjwyn2tG\nh0NJCnz/MMTPg4l3tNnnIIs/TVazwBB7GQy5CrY8I0vWbJBf2SwcCXEjNlC8hs3vpSOW776xUb4i\n02vtPdBQBTd+KsS5PsDHzQkvV519HfOm3AMNlUI8spNmQSfMx06D7z0vgbMnTLqj67GcE44K2xlk\nH8+txN/DuY1gNTkugIcWJbE9tZS/fnuaSD+3jmbw/QQpHEkkEolEcolRaUlJ93Uk4+jkOnDxhrhZ\nDs83KzGIE/nVlNfZ+QQ8cSGoJvzLDzo81/mSUVrHNf/byTX/20mj0U5fJonkIuSzAzksf3k3N7y2\nh7rOTGolF4y0klp83Z3wb+dXF+TlQlmtAZO5/zQZ+OpYAasP5XLvnMFcPyGK0VG+nC0W/kzD2nWQ\nivJ3x0WnBbMZvrwbnNxgyYvC16YV0f7uaBQ4mV99buE1z4N7AHx2CzRUI2lLfqUejXJO3Ij0c8NJ\nq7QYZB/OrkBRYFSULxx4A85+DwuegJDhfRajoihE+7vbJxxFTxaG3dufBYN9D5sKLOV6ofYIRzWF\nkLwaxq4EV/sEnWBv0dmwfcbUoexKRkb4nCsBtPDLWfGsmjsYgDlDgjus7y9I4UgikUgkkkuMCku7\n4/Y3GzYxNoo07SGLQOfi8HxJoaJ7S2aZnankERPAM5Sgkt0Oz3W+PLcxpeX3dUfz+3x+iaS/8PnB\n3JbfX9maRk1DUyejJReCtOJa4oM8O9xoBno6Y1bPnev7A1vOFBPg4cz9CxJRFIU/XTUUgFunx9re\n6NA7kHcAFj5jNdvFzVnLzIQgvjqaj7lZJPMIhOVvQkUWfPuH3jiUAU1upZ5Qb1d0FvNlnVZDtL87\nGSXNwlElQ0K88DRVw8YnIG52l13EeoMoP/euS9WaufwpqC2EXf+1a/i5jCM7StX2vy68jRx4DVyd\ntEyO9Wf1wdyWxiAn86tJLa5lblKw1W1unxnHqnkJ/HreYLvn6WukcCSRSCQSySVGc+aPr7udpWrp\nP4pU8OHLujVflL1+Bc1oNDD0apFxVC/a1J4qqOaWt/b1avmFyayyNaWEpWMjGBbmzaNrkzmcbaep\nt0RyEVFR18iBrAp+NTseX3cnnt+cyr82pHS9oaRPSSup61CmBhDoJQT+/lSuti+jnEmx/i0i18QY\nf/Y8NI8bJ0db30BfCZufhEEzYNT1Nve7bFwEeZV69rVqac6gqTDjN3D0Qzj0bk8exoCh1mCkocnU\nYXl+pb7F36iZ2EBP0ktrMZtVjuRUMjbaFzY8Ao01QrS7ABkw0QHu5FToMVtpad+BqImQdDXsfcmu\nLLPCqga0GtF9sFOaGoS/1pBFEBBvZ+SCOy+LI7+qgfXHCwBYcygXJ60iyi+t4Oqk5f4FiQR72Vk+\ndwGQwpFEIpFIJJcYFXUic8DujKPk1SJFO35ut+ZrrufPrXCg083E29GaG2H/G+gbTSx6bjtbzpSw\n8WRRt2Kwh+S8Kirqm5g9JIi3b52Iv4czv/nkCPrGjhffEsnFzK60MkxmlfnDQnjxxnEApBZfGM8x\niXVqGpoorTV06KgGwuMIoLSmf2Qc5VXqya3QMynWv83yUB9X22U52/4hHhws/GunwsVlCUGAOH+3\nYdbvxXfWul/D6fXnFf9AQVVVyusa+fxgLiMe+54HVx/rMCa3Qk9EO1PouCAPMsvqSSuppUrfyA2N\na+DI+0J8Cx7aV+G3IcrfnUajmSqDneWWM38rvJgOvNHl0IKqBoK9XNBquhDEjn8G9WUw5W77YmjF\nnCHBDA725NVt6aiqeCg1NT4QP3uvu/ohUjiSSCQSieQSo6VUzR6Poya9uOgeeg3ounfB4+6sI9DT\n2f6MI4DgoZT5T4Dd/yMlM6tl8e703jPq3X5WGHjPGBxIsLcrTy8dSWZZPd+fKOy1OSWS/siZwmo0\nCgwL82ZafCBXjQxrMdWV9A/yLH+PKEtb9dY0Z1KU1DZ0WNcX5FXq25w3f7D8Pn1woH07KE+Hva/A\nuJ9D2KhOh/p5OOPr7tTi0dOCzgVWfARho2Htr6Du4jZ5N5lV7v/0KBOe+oGH1gjB6Msj+W0efBiM\nJvIr9S2m4s3EBXrQaDSz/lgOj+neZdTpf4sM4zkP9+kxtKa5s1pxvZ3CUcQ4IRTufkFct3RCYbW+\na38jVRWm2CEjIGamfTG0QqNRuH1GLCfyq/n+RBFni2uZOMjP4f30J6RwJJFIJBLJJUZFS6maHULQ\n2R9EuvqI685rzkg/d8cyjoD0uJ+DoRrvnU8DMDzcm91pZaj2pK53g70Z5SSFehFgeVo/LT4AF52m\n45NsieQiJ6WolpgAD1ydtABE+LmRV6nvtc+exHHad8dqzYXOOLrz3QP88r2DvPBjKgCfH8plRIQ3\niSFe9u1g1/9ElpGdwkVsoEdH4QjAyRWWviIyUbb+zd7wByQbThTyxeE8Bgd7EuzlynMrxgCw7ey5\njqY55fWYVYgLcIeDb8PLM+G1ecw78zhP617n6l0ruFX3PeqUe+C6N0CjvUBHA1GWrKgSvQNNKmb+\nDupK4NB7nQ7LLK23Kri2IX0LFJ+AyXd1u1RvydgIvF113P/pEQDGx0jhSCKRSCQSyQCivL4RTxcd\nzjo7LgOSV4N7YLeeuLUm0s+NnAoHMo6AOs8YmHoPsVmfMU97hOsnRFFcY7B+g3CeNJnMHMyqYHKr\nUgqdVkNSqBcnC2RnHsmlRUpRDQkh50qgInzdMBjNlPQjz5xLnTyLEB/h29Hg19tVh7NWY93jqCoX\nv/LDYO6dEtytKSWcsHQ5e/HHVHallpKcV83ycZH27aC+HI5+BCOvt7v9u03hCESp1fhbYP9rkLnD\nvhj6GV8ezmPl63v57ECOzTHfHC8gwMOZb++7jK0PzObKkWF4uerYdOpceXd6SR2gMv3sM/DVfaDR\ngbMH/oXbWajdR6XJmRf9H0RZ+HSHDnZ9TYSfG4oCJfZmHAHETIfoqbDzOdHUwwoVdY3kVeoZ3q6T\nXxuMBmGs7hMFI5c7GPk5XJ20LB8fRb0l62tMlG+399UfkMKRRCKRSCSXGJX1Tfh52GGMbaiFlO9h\n+BLQ6s5rzpgAD/Iq9DQ0mTCZVT7dn9OS+dQpcx8hzzmOfzi9wqxI8dSvN8rVjudVUd9oYnJcQJvl\nw8K9OZFfLTMtJJcMDU0mMsvq2mSHNPuU5TmYNSjpPfIqG3DWalqyi1qjKAqBns6U1LQTjo59Cv8Z\nxehjj8Pr86DgaI/Fo2808dNXdnPvB4eID/Lg9ZsmUNdo4mev7yXQ04XrJ0bZt6ODb0NTPUz9ld1z\nxwd5UlDVQH2j0fqABU+AXwysvqOl4cJAoKq+iU2nivjH92fYkVrKn786SaWVTnkNTSY2ny7m8uGh\naDUKOq0GJ62GGYMD2X62tOX7K7Osjtu06wk69R5M+zXcsRluXofmdymMM7zKdY1/Rh35k74+TKu4\n6LSEebtSonfwu3fmb6E6F45/anV1s6g5IsLH9j4OvgOlZ+Cqf4GTHZ3XOuG3lyfyxyuT+M9Px+Du\nfH7XURcaKRxJJBKJRHKJUV7XiJ89ZWop34FRf95laiDKzIxmlTOFNXx+MIffrz7Gk9+c7HpDnQt/\ncb0fL+oZtOcRQrxd2J3W88LRvgxxMzExpq1567BwH6r0TS1+IhLJxc62lBLMKiSFnnsi32ymKz8H\n/Yf8Sj1hvq5obBj8Bnm5nMsQa6iCA2+ifvFLzriOZG3Q3ahVefDavC7LeuzlVGE1ezPKURR4/eaJ\nzB4S1GI+/NCiJPtumo0G2PeqaAEfMtzuuWMsnj2ZpTayWl28YPmboozpq/vs3u+FpLqhietf2c1t\n7xwgr1LP7TNiqTUYeXlreoex21JKqG80ceXIthlalyUGUVDVIIztzWbc09bzR6cPhWfhgidbSrAU\nReHBRUncvyCR22fG9snx2UOUvzsl9Q6UqgEMng+ho2D7s1az6pLzRem5zYyjhirY8SxET4OEyx0N\nuQMeLjruvCyeJWMjzntfFxopHEkkEolEcolRUW+ncJS8GrzCIWrKec85MlI83TucXcG/NqSg0yh8\neTivy7IzVVXZUhnE1vDbUE6u5ZaQdPakl/d4BtDe9DLigzw6tOdtbnWdVeZYmZ1EMhAxGE08uvYE\niSGezB8W3LI80uIHklMuhaP+Qn6lnnAf29kQgZ4ulNfoYefz8Oxw+Po3lPqNYUnFKu7Lmcmhxd9D\nzAwhpKRvPe940ixd99beO4PYQA90Wg1f/mo661fN5LrxdpapHfkAagpg2iqH5o7yt0PYDB8Lc/4I\np9bBiS8c2v+F4JN9OZwpqsFJK8SdX89NYNnYCN7ckUFmu+/N75IL8XFzYkq7jNnZsR7cpVsH7y2l\n6elIVmb9iTzdIFjyYgffnrtmxbNqXgIuugvna9SeKH93xzOOFEVkHZWnwckvO6xOzqsi0s/Nusej\n2QSf3SIExvmPd9vb6GJFCkcSiUQikVxiVNQ34t9VS1h9JaRuhOFLe8TrIMLXDX8PZ17dlk5xjYHH\nFg9DURQ+2W/bswFEWV19o4mcpF+AVxhLaj+htNZAUXXPea2YzCoHMis6lKnBuY5FskRHcimw9UwJ\nhdUNPLgoqc0NpKeL6IyYVdbz/mISx2k0msksqyPcir9RM4GeLtxW/T/44RHh/fLzL/l7yN/ByQNn\nLXyaXAs/fQ8C4uGLu0BfcV4xpZfW4aRVWkyNQTwwGNaZl0xrjAaRJRIxQXTHcoDm16HLzn/TVgkB\n6ZvfQl2pQ3P0JXmVej7Ym8WEQX7sf3g+6+6djo+7Ew8uSkJF5YO95zqNFlc3sOFkEQuGheCkbfVd\nXZhM2KdX8qDuY4zVRXzcMJVVjfeQufQrkYE1AIj2d6fSoNLQ5KAf19BrIDBRvJ/aPWQ6kV/NiHAb\nZWo7noW0zaJELXpyN6O+eJHCkUQikUgklxgVdU34unfhcXT6GzA19kiZGohU+DFRvuRXifbQP5kQ\nxZwhwaw+lIvBaPuiML9K3AiE+nnDtF8TVnGABZoDnMjvuU5nZwprqDEYmdSuTA0g1McVjQK5Dhp7\nSyQDkbVH8wnwcGZmQlCHdbGBHqT3gjG9pGtMZpW1R/JoaDLx7fECpj2zmdLaRq4eFWZzm7n137DM\n/APmaffBDR+jxs1mV0YNc5KCmBiiY/3xAsxOnrDsVagrho9+1mUb885IK65lUIDINOoWB96EqhyY\n+yeHMz0CPJxx1mm6Fo60Orj2RWiohvUPdC/OXubeDw8x/ZnNZJbVc+dlcfi6OzMqUpgqB3u7cllC\nEF8fK8BsFoLIY+tO0GQyc/fseLGDxnrY/i94bS7Ul5O56H3u8f4vedP/QvjMm5g5zE6vqX5AtL94\ncOPw969GAzPuh6Jk4dNooaahiYzSOutlasmrYfNT4ppn3M3nE/ZFixSOJBKJRCK5hGg0mqk1GPHv\nqlQteTX4DoKIcT0298NXDSUh2JObpw7C1UnLLdNiKKkx8K8NKTa3KagUQlOYrxtMvANT0HCecXqN\n4pR9PRbX6UJhlmntYtJJqyHU25Vc6e0iucipaWhi48kirhoV1jZzwUJMgEeHEhlJ37D2SB73fXyE\nt3dl8tr2dEprDaycEs2cpGDrG5xcx/yMf7LVNIryKQ+CopBf1UBepZ7JsQEk+GmoMRhFaVf4WNGy\nPnuXMAXuJumldS2lvQ5jqIFt/4DYWRA/x+HNFUUhwtfNvvN0yDCY9Qc4sQYytncj2N7jYFYFXx8r\n4IZJUWz53WwuH96xq9w1Y8IpqGrgSG4lxTUNfH+ikNtmxBIf5AlVucL0fNMTwuvn7l3ETF7M5t/N\n5sFFSTy4KAllAJVfRQcI4ehMYa3jG49cDr7R8ONfwCx8kk7aMsauzIZ194mObNd2LOOTCKRwJJFI\nJBLJJURzRxa/zkrV6sshfQuMWNajF1DxQZ78cP8sHr9GmJ7OSAhk6dgI3t6VadOzqMCScRTu4wo6\nZ7Q/fZcmjStXHlslyul6gDOFNThrNcQEWr/pifRzJ1eWqkkuEuobjegbO2b5bThRhMFo5tox4Va3\niw3yoLjGQK3BRucqSa+gqiqvbhOGyK9sTeNQdiV3zYrnqSUjrW9QngGf3UJ9wEhWNd3LhlOiJOto\njjhfjonyJdRD3AK2eMyNXA6Rk2DvS1YNhbvCaDKTVVZHXJCnw9sCsOdlqC+DeY91b3sg3Ne164yj\nZqbdCx5Bom17P+KlLWn4ujvxyNXDbH4fNfsYHc2p5JtjBZhVWDYuQmQafbRCiEc3roYbPgTPjpmD\nA4mRET54OsF3Jwod31jrBHMfhcJjcPhd4FxHteERrR4Smc3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RWsc3xwuosdIVTiKxxts7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0MQBOFEIxJHgjCMKpqN5CaEow1SkZcSyZE6w6hePXyqazRYKG3q4JLZ6WjUKubnxp2y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"text/plain": [
"<matplotlib.figure.Figure at 0x3465bda0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plotting the crossover points here\n",
"df.plot(x='Date',y=['mean','mean_Long'],figsize=(20, 8),grid = True ,title = \"Crossovers for BUY and SELL\")\n",
"\n",
"#the difference curve which will give me the indicators for BUY and SELL signal\n",
"df['SMA_diff'] = df['mean'] - df['mean_Long']\n",
"df['zero_line'] = 0\n",
"\n",
"df['Signal'] = 0\n",
"\n",
"# creating the signals\n",
"for index, row in df.iterrows(): \n",
" if index != 0 :\n",
" if df['SMA_diff'][index-1]<0 and df['SMA_diff'][index] >=0: \n",
" df['Signal'][index] = \"BUY\" \n",
"# print df['Date'][index],\"BUY\"\n",
" elif df['SMA_diff'][index-1]>0 and df['SMA_diff'][index] <=0:\n",
" df['Signal'][index] = \"SELL\"\n",
"# print df['Date'][index],\"SELL\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the coming section of the code , I have created the returns on hypothetical portfolio with zero initial cash and buying and selling 100 shares everytime I get the indicator. The trades are made using the adjusted"
]
},
{
"cell_type": "code",
"execution_count": 319,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x33762e10>"
]
},
"execution_count": 319,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YkUhTXTGy9Q3LJEmSJEmSJEmStF90pzIj7vwCmFxTQWlJYHt7gpp8GPbafGdZ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\nRCmi5expnsp7Ozn1y5P3OfPiY1SMnOAX+55glR6HyREimo9/2jvCP7vAn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9+z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\nAAAAGlQs6JUx9CyrB2SWAQAAVA9nYQAAAAA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"text/plain": [
"<matplotlib.figure.Figure at 0x34662a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['portfolio_value'] = 0\n",
"df['daily_returns'] = 0 \n",
"\n",
"#df['current_position'] will capture our position in the market which is either long or neutral \n",
"df['current_position'] = 0\n",
"cash = 0\n",
"holding = 0\n",
"pos = 0\n",
"\n",
"for i,row in df.iterrows():\n",
" if i != 0 :\n",
" #checking if the previous day's signal was buy or sell. \n",
" if df['Signal'][i-1] != 0:\n",
" \n",
" if df['Signal'][i-1] == 'BUY':\n",
" cash -= df['Adj Close'][i]*100\n",
" holding += 100\n",
" pos = 1\n",
" elif df['Signal'][i-1] == 'SELL':\n",
" cash += df['Adj Close'][i]*100\n",
" holding -= 100\n",
" pos = 0\n",
" \n",
" df['portfolio_value'][i] = cash + holding*df['Adj Close'][i]\n",
"\n",
" if i != 0:\n",
" df['daily_returns'][i] = df['portfolio_value'][i] - df['portfolio_value'][i-1]\n",
" \n",
" df['current_position'][i] = 1 if pos == 1 else 0\n",
" \n",
"df.plot(x='Date',y=['portfolio_value','daily_returns'],figsize=(30, 8),grid = True,title = 'Portfolio and Daily Returns')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I have plotted the returns on the portfolio as well the daily returns I am getting on the portfolio. The portfolio starts with 0 intial cash . Thus the final number in the end gives the absolute return on the portfolio. "
]
},
{
"cell_type": "code",
"execution_count": 322,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x34a640b8>"
]
},
"execution_count": 322,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cL5Ygfwrw/JFdP2dOodRU72bw7Cve+Z309m9d9tCbC9w2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RRFOcZo6ezllOnyvXfzESkx21kt1xR/vvlkLl4wloMNoV1Dieh6ZgH3AFtt2/6ZZ9UTwE3O/E3A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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x34e42710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# capturing the daily change in the values\n",
"df['daily_change'] = ((df['Adj Close']/ df['Adj Close'].shift(1)) - 1) \n",
"# taking logs for addition of returns\n",
"df['ln_daily_change'] = np.log(df['Adj Close']/ df['Adj Close'].shift(1))\n",
"\n",
"# ln returns on the strategy using our position of long/neutral in the market\n",
"df['strategy_daily_return_percent'] = df['ln_daily_change']*df['current_position']\n",
"\n",
"# cumalative_daily_returns will capture our cumalative returns on the strategy\n",
"df['cumalative_daily_returns'] = 0.0\n",
"\n",
"# exposenential of cumalative_daily_returns \n",
"df['reverse_ln'] = 0.0\n",
"\n",
"# cum_ret_stock captures the return on simple buy and hold strategy .\n",
"df['cum_ret_stock'] = 0.0\n",
"\n",
"for i,row in df.iterrows():\n",
" \n",
" if i!=0 : \n",
" df['cumalative_daily_returns'][i] = df['strategy_daily_return_percent'][i] + df['cumalative_daily_returns'][i-1]\n",
" df['reverse_ln'][i] = (np.exp(df['cumalative_daily_returns'][i])-1)*100\n",
" df['cum_ret_stock'][i] = (1+df['cum_ret_stock'][i-1])*(1+df['daily_change'][i]) - 1\n",
"\n",
"df['cum_ret_stock'] = df['cum_ret_stock']*100\n",
"\n",
"df.plot(x='Date',y=['reverse_ln','cum_ret_stock'],figsize=(20, 8),grid =True , title = 'Returns on SMA crossover strategy vs Buy and Hold')\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"The blue curve shows the return on our moving average crossover strategy whereas the orange one show the return on simple buy and hold till the end strategy "
]
}
],
"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": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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