TechLab - Trading Algoritmico Pt-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TechLab - Trading Algoritmico Pt.2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import delle librerie necessarie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "import datetime as dt\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import style\n",
    "import matplotlib.dates as mdates\n",
    "import pandas as pd\n",
    "import pandas_datareader.data as web\n",
    "import numpy as np\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Eseguire il seguente codice per ottenere i dati on-line: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#start = dt.datetime(2000,1,1)\n",
    "#end = dt.datetime(2018,12,31)\n",
    "#df = web.DataReader('ISP.MI', 'yahoo', start, end)\n",
    "#print(df.head())\n",
    "#df.to_csv('Data/ISP.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Eseguire il seguente codice per ottenere i dati off-line:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date\n",
      "2018-12-19    1.835751\n",
      "2018-12-20    1.768467\n",
      "2018-12-21    1.738644\n",
      "2018-12-27    1.735734\n",
      "2018-12-28    1.763739\n",
      "Name: Adj Close, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "dta = pd.read_csv('Data/ISP.csv', parse_dates=True)\n",
    "dta['Date'] = pd.to_datetime(dta['Date'])\n",
    "dta = dta.drop(['Open','High','Low','Close','Volume'], axis=1)\n",
    "dta = dta.set_index('Date')\n",
    "y = pd.Series(dta['Adj Close'], index=dta.index)\n",
    "\n",
    "print(y.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date\n",
      "2018-12-19    0.017128\n",
      "2018-12-20   -0.036652\n",
      "2018-12-21   -0.016864\n",
      "2018-12-27   -0.001673\n",
      "2018-12-28    0.016134\n",
      "Name: Adj Close, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "r = y.pct_change()\n",
    "\n",
    "print(r.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date\n",
      "2016-01-20   -0.055019\n",
      "2016-01-21    0.048780\n",
      "2016-01-22    0.018005\n",
      "2016-01-25   -0.028003\n",
      "2016-01-26    0.013647\n",
      "2016-01-27   -0.009723\n",
      "2016-01-28   -0.050604\n",
      "2016-01-29    0.041368\n",
      "2016-02-01   -0.021390\n",
      "2016-02-02   -0.034348\n",
      "2016-02-03   -0.052546\n",
      "2016-02-04    0.058020\n",
      "2016-02-05   -0.038710\n",
      "2016-02-08   -0.040269\n",
      "2016-02-09   -0.062063\n",
      "2016-02-10    0.144455\n",
      "2016-02-11   -0.068404\n",
      "2016-02-12    0.047203\n",
      "2016-02-15    0.035058\n",
      "2016-02-16   -0.016129\n",
      "2016-02-17    0.023771\n",
      "2016-02-18   -0.048839\n",
      "2016-02-19   -0.020202\n",
      "2016-02-22    0.032646\n",
      "2016-02-23   -0.026622\n",
      "2016-02-24   -0.034188\n",
      "2016-02-25    0.017699\n",
      "2016-02-26    0.016522\n",
      "2016-02-29    0.001711\n",
      "2016-03-01    0.018787\n",
      "Name: Adj Close, dtype: float64\n",
      "0.39882195238950624\n",
      "0.6011780476104938\n"
     ]
    },
    {
     "data": {
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       "model_id": "4b47a8b82d784805b786c0449abaa934",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "giorniInferenza = 30\n",
    "shift = 720\n",
    "\n",
    "r = r[(len(r)-shift-giorniInferenza):(len(r)-shift)]\n",
    "\n",
    "print(r)\n",
    "\n",
    "ae, loce, scalee = stats.skewnorm.fit(r)\n",
    "\n",
    "x = np.linspace(-0.1, 0.1, 100)\n",
    "p = stats.skewnorm.pdf(x, ae, loce, scalee)\n",
    "plt.figure()\n",
    "#plt.hist(r, bins=100, normed=True, alpha=0.6, color='g')\n",
    "plt.plot(x,p,'k',linewidth=2)\n",
    "\n",
    "funzRipartizione = stats.skewnorm.cdf(0, ae, loce, scalee)\n",
    "print(1-funzRipartizione)\n",
    "print(funzRipartizione)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8880e42615ad40fcac9a3ace33522db4",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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EkOEQw06E8HVOuDi7kDheiChmyG8WuDcO7gfy27m3XS2ASUBautd9xfEnQ37xoX3Dc3UQMlVcJIDr1q3DKaecgi5dusBms2HWrFl45JFH8OyzzyI93fsF6ZSRkYHnn38+ipESxTCj5C45GcotkyF69ItKCK4uYI4XIouRh8qB3dvNDiMi5Kpf3BueRd+dLYBCAOkZ3nfWtAqKth29j5Np4iIBvO+++3TbkyZNwtVXX43NmzejV69ePu8nhEBOTk6EoyOyCMVjBl96BpTn3vHb6idGnQn59SdQzrk8TDH4bwGUUkKEqeYgUTip/7zaNSEi7uzZ5b7t+d7UjAE0/KxQFCC3LbB3d9jqhVJ4xEUC6KmyshIA0KRJE7/nVVdX44YbboCUEgUFBbjwwgvRvr3vsUx1dXWoq3P/+hFCICMjw3U7XJzXsuoXnZXjt3LsQOPiF81aQFfNLzkZSoqP2cAOygXXAGde6FoerjGEEICrDIzN69+gfv0J1I9nIumORyA6dGn044WblV87Vo4dMD9+ebgiYPLnKzazYw+VUFVdrNJZA1RJghACytW3Q331Gff5Erofdlb5dyaCuEsAVVXFm2++ie7du6NDhw4+z2vbti0mTpyIjh07orKyEvPnz8f999+PZ599Fi1btjS8z7x58zBnzhzXdkFBAZ588km0bt067P8OAMjLywt8UgyzcvxWjh1oWPyHW7bCAe2OikPIz88PW0zBOOT4oshIS0NLzWNXfrcI+2e9DABQ3nkBef+ZGdW4QmHl146VYwfMi3/P7VfCaNCCyMiErKpE2sCjkRvgvRTLz/0Oze1mVYeQpfm3HMrKQimAjMxM+3t2/IXYoUkA8wq6YE9aKuoBtGyeg/Qof6aQb3GXAL722mvYsWMHHnroIb/nFRYWorCwULd922234csvv8QFF1xgeJ/x48djzJgxrm3nL5mSkhLUh2stVMd18/LyUFxc7P51ZSFWjt/KsQONi1894D2DsaioKFyhBSSEQJZjDGDV4QrdY9c/ea/rdt2hQ1GNK1hWfu1YOXbA/PhtnXsA61d7xzXmAsgPXkdtdY3P16zZsfuiLvsW6itPA1166vYfeHYyypq1gjjCPp5PLSsFAFTV1Br+G/ccPIh6R13P/ftKoMTIezc5OTlijTdWEVcJ4GuvvYbffvsNU6ZM8dmK50tycjIKCgpQXFzs85yUlBSkpBiPh4rEG1dKGVMfCKGycvxWjh1oWPzSoPRKtJ8D4SgDI1XV9diyxOM9WV0Z0/9vrPzasXLsgInxa9fF1pCOFm355x8B44ql515KaU/+AGDTn17HbQ/eiKRX5js2nGMAhSt+cexoyB++gjj+VPs+xb3Gd6z8GylOEkApJV5//XUsX74ckydPRm5ubsjXUFUV27dvx8CBAyMQIZEFeM68jdLMX10IlRX2G7/9BHXJQigjToP8yKM0U6RXIyEKlVEBZI/9cu3vEL0t8v2y9e+Ap8h9e6BOfwSod4yLF+6ywuK8qyD6DgYGHG3f4RoDyNn9sSQuCkG/9tprWLp0KW655RZkZGSgtLQUpaWlqK2tdZ0zffp0zJzpHjc0Z84crFy5Env27MHmzZsxbdo0lJSUYNSoUWb8E4jM59kCGOmafwYqPpvrui3ffdH+d/m3UY+DKCSKjwRQkxSp/34QQPRb1RtC/rUm4Dnq+68Bu7YBzrWANcvAicwsiCOHucs6sb5nTIqLFsBFixYBACZPnqzbf8MNN2DEiBEAgH379ulmH1VUVOCll15CaWkpsrKy0LlzZzzyyCNo164diBKSx69z0aqNSYEEEIYZx0Rh5Wtmq0fLoNy+Geqj/wcxbBSUy2+KQmANZLCih5e9u/Xb/tYBdibITABjSlwkgLNnzw54jmdyeMUVV+CKK66ITEBEVmTTfziLcRdHPwYRRKcEi8lSrPGV2Hi0DKoP3woAkN9/CTlsFEQ333VqzSKlhFz6ZeATPYte+00AHWMhVRUsAhM74qILmIgaT679zb2Rlg6RFf2WNvXgPvdGpqOOZ0Ghx0lsRaDYonvvaCX5/oqVv/4AuXENZIy9ntUXHgO2bwr9jv5+vHEMYExiAkhEdhvcZSyUJ18zJQRZW+PeaNrM/jcj0+Ok2PrCJMKvPxrv9zU2EID8+hOoT90L+d0XEQqqgf5Y1rD7BdECyB9vsYUJIBF5MaP1DwBSe/V3bzhXIfFcjWTTesgtf0UvKKJAmrcy3C18zQ7WUBd/Gu5oIqPPkf6Pcwyg5TABJKKYkTlspHsj2TFE2eBLVP33v6IUEVEQCroZ7/fTAugSRJIYE7b+BeWhF3wf9/dvNegClru261v8KeqYABJRzFCaNXdvOMcAGpXNqDwcnYCIgqFZI14nmAQwPSO8sYSJGHE6xMjT3TvqaiHy20FcdZvxHfwlcx5dwPKPZVAn3wj1yXvCEyw1CBNAojgmVRVy5XLI0gOBT3bU/ROnnxvhqIK07neoLz/lXZ+QKNbU1Rrv9zMJxEmYUG/TF+ksxA5AnDwOotcA90FH8iaa+Vj1ZMlnvi/sTISrDkNWVkD94Sv7dkMmm1DYMAEkimPyp8VQpz8C9V+TAp/csQsAQHTy0Z0VDR6tfXLFUmDVCvtGlx76YxsDF6sligpfCWAwLYD+xs5FmfxeU/4lJVW/GlBPx/hcH+ODxcChPq8rnGVg5r4F9ZaLfD9fFFWx88ojorCTzuSpKoguU+cAbV9FbaPBzxemyM3Xbcu/1kU6GqLg+GwBDFxqV679PczBNIK2Kzs1DSI9E8qj/4M4/TwoV9xs3+9j3WPl5HG+r+uZ5B7YZ3weRVVcFIImIl/0yZysrwOKdgLtOulWxtHfxbwEMEM7CcST55dpMEktUQSpC+cAGVlAbcO7gGOKNpFNtc++F7ltIcZf4t7vHJvryc/qITKItYUp+iz26iSikGhyOamqkK//G+pDt0AuWeh9bgy0ACpp6RBjzvdx0KN1sLws8gER+SCLd0F+OMO+ZnVttfFJwXQBxxLtMou+Wi99zVr215Xt+WOtaEdocVFEMAEkimNCmwFu3mAfUwdAfvWx98nO8XfBLMcWQUq/IcYHPGZLagesE0Wb+sBE90bZQeOTgizxcvDlZyB9zSSOItEqz33bxw9Bnz0H/sTQOEdy4/8VojgmNV068pfv3QcysozOtv8xe7HOFB+zIjM9Yt60PvKxEBmQnqWJfM1UDzJZqvh4FuTXnzQyqjBw1unr6n+NYuWleRDnX62vC+i3DIzFWkITBBNAojgl6+rcM2gB/ReMZzIFAGpstAB6rfzhlKUfeyQGHxeFYIgM+FiOULnpAY8dwb+X5N7djYkoLKQzkQ3QcimUJCijx9rrAp50FtIGHg106OLnDmb/qiQjTACJ4pRcOMf3QaME0NUCaPKHta8WwNoadykKwDorKFD8UQ2KkwNAQSHEBde6t0UIr9F687uAEWQCqJV0/tXIfeS/QS17R7GFCSBRnJLrfJeXEEYz+WSsJIA+WgC3bYJy20MQZ5xn3+a6omQWo9VpAPtrV9G8f5QQ3kv19Y2LKRycCSC7bBMCE0CieOVvjJzH6gOyvg7Ytc2+EasJYH47+wB0Z7eary9hokhb+5vx/uQU/fsnlOEUviaSRJMaegsgWRcTQKJE5Nnd9Mcy923TxwAadwGLE8c4bujXFSWKNvW/jxofSErSv3+MWgBzWgAZWd5LLh7RMXwBhkgW74L6zgvA3iL7DiaACYGFoIkSUY2+bpksK3VvmD1e21f9sfRM+19XCyATQIotQghI7fvH4MeUcsuDQNuOQH0d5GcfuE9tmh2FCI2pLzymq80ngljBhKyPLYBECUh6JIDOqv8A9MtBmcBn/TFn4uc8zhZAikWBWtCbt7K/lj2SLHX+rAgG5Zs8UOJdmJl1+xIC/y8TJaLqKv22ZhknuebXKAdjoGkz38f8jAGUqgrbfx+DOvu1CAVGFAKjHzPOHy6eSZZJY1rVu6/y3skWwITABJAoXqWl+z7mWbRVO+uvZW5k4gmBMvUN3wf9jQHcshH442fILw1WOiGKBt0kEIME0PFea9CKGtES5TGAcvsmqHPfgqyujOrjJjqm+URxyDbnTa9xfjqeyZNNU4KiWYuIxBQKkezno8nPGEC5YXWEIiIKkq4L2J3kiTEXAGlpEFkGJZhiTZQTQPXh2+w3aqogLro+qo+dyJgAEsUh+flc/yc4yj3I8lL7GruqeykrceTQCEYWBj7GAMrNGyDnve3eVlX3uEGiaNG1AGpunjIOwjmRKZZ07Qn8/ad+n0l1AOX2zaY8bqJiAkiUiFQV8lAZ1NsvA/LbQ3TobN/fayBErBeB9RgDKFUb1Gf/BXi2/qkqB7NT9Pkq/hyrZSuNxh6G+zOgQxfgQInxw2t+fGLfnvA+LvnFT0eiRKSqkM5itkU7IJd9a7/tZ/WQaBOjx/o4YP/Yks4WwG2bvJM/wL2qAVFUCePbQUzykM5i7NFkFFeYu4CVyyb5Prhru/t2LBTDTiBMAIkSkap6TwSJNc1bGu9Pc8xYriiz/7X5WELr8KHwx0QUgGjT1r3RvCXQuTvQrReQEbj7Vy5bErnAfDGaTOVvDG4DCH+z+g+VhfWxKHhMAIniXWYWxLlX6vft2QX53SJz4gmWj3pqor2ju3qno7VENW5ZUd9/JRJREfmdKS8KCiGuuAXKXU9ACAHlnqlQ7nzccNavMvk/EEePiFycwTD6oZRsvBpPY4gzLwRatILywL/1Byorwv5YFBwmgERxTnnkJaB5K+8D2/6OfjCh8FUmw1nextnFq/ro6t24NvwxEQHAgX1+DyvHjoLo1guAvdyLz+LmR3SEcpKPoQ5RINevAkqKvQ+EuQUQAJSxF0J54jWv5FkyATQNE0CieJee7r8LJlZp6hgqtz/i3u9ZBsazqLUTxwBSBKifzw3vMoS6CRfRrQ2ozp9pfCACCSDgqH3o2RV++HBEHosCYwJIFGekZ+KTlAQU9gYGHA1k5/i9rxh7UeQCC5HIcY8BFD36aQ44PrZqayDr66HOfdP4AlX8YqHwk3Pfct0W4y5p/AWjXHNPx1dXr49hFeEgFAXKYy+7d2haAMWI0yL2uOSNCSBRnJEekzuEkgShJCFp0n1QbrjX731Fp66RDC00PfsDhb0hjjtJv1/bnbbpT6DNEdGNi8hBnDYB4pTxjbuINgGMldVBIvzjSbTOs0+M8XysTAsUyY4jrANIFGc8E0CdgkL/d46hZEokJyPpzse9D2i736SE6NYLcuXy6AVG5CAUBbJdp8ZdJFWzZKNJ6wF7iUY5Fmc5p28/d++LlX9/gmACSBRntAmguOBa3bFAK2OI3PyIxBRWnmVfIthdRRSIGHICUHkYomvPhl0gUzMmrq42PEE1gHLLZKjPTwYAiH6DI/+Ahq2dfC9HExNAojjjSgAzsqCMGhP8HZ1dMrFOO26puiq8A/KJQiQUBeLEEN5nntIy3LerKhsfUENlZEL590ygaDvQpYHJbCi4So/p+H+AKM7IGkcCmJoa2h2Ld4U/mAgQLVq7bqv/fZQFnylqZAS6KHUlYtp2CPv1/dLOoE/PhMhqAtG1l8+yNWFl9BhsAIwqJoBEcca2Z7f9ho+xgMqU6cZ3DDBDOFbJRR8Z7hennhPdQCj+VUTmx0b6oKGOG+n+TwwzkacZ85sX5fG/hgkgM8BoYgJIFGfK3vmf/YaP7iTho5VBmXCl4X7Lci4ZRxQuEVo+UWQ4uoFtUR7O0Nox5nfQUIhol6MxXOmHCWA0MQEkijN1Wx0rfIQ6xqZ1XviDiRAx9MTAJ3FyCIVbfZ3rpjjy2PBd11kM2mhd3khyPJ7Ibh7dxwXYBRwDmAASxRHbK8+4botjR/s8z7AbOFZqkAUjmOSW3UkUbppZuuLq/wvbZV2z82WUV69xJpxmTMgwfEy+Z6OJCSBRHJHLlgR1nmjbAUmvzAf6HBnZgCJErl8VxEmcHUxh5mwBbN4KwtcqGg2RZFILoDPhNCMBjNBycxQ8JoBEccJrhmIQa+GKzCz3hsci7TEtmOSOLYAUbs4EMNzJi7MLONpjAE1sARTa8jdOfM9GFRNAonjx+8/67fp64/O0mrdy3Yz6IPDGSA6ixA1bACnMZMke+40wzwZ2dQGrUe4CdiacignvfaNJWsz/oooJIFGcUH/+RrctbXU+ztRo2ixC0URYahAzfPllQmEmX3/OfiPca+W6xgBGuwvYxDGAqUYlb/imjSYmgETxwrMFMIguYMuOwwmmXhpbAMkqPGYBy99+hPR8P0eCauIYQKP3MLuAo8qin/568+bNw/Lly7Fr1y6kpqaisLAQl1xyCdq2bev3fj/99BPef/99lJSUIC8vDxdffDEGDRoUpaiJIuxQWcBTxFHDIT94Heg1MAoBhY9onQ/595/+T+KXCVmEa/iFTYWsroL64hMAAOU/70OkG4yVC4E8sA/y24UQJ5wG0aKV/qBzDKBhTb4IM2wBpGiKixbAdevW4ZRTTsGjjz6K+++/HzabDY888giqq6t93mfDhg14/vnnceKJJ+LJJ5/EUUcdhaeeegrbt2+PYuREEbRpfcBTRHYOlP+8D+WmB6IQUBi1bR/4HNYBpDATx59iv9HvqLBeVzoml8jP5+hb7qsbvzaw+uLjkJ99AHXaFPfjHSqDbeo9kN9+bt9hShdwiEtVUtjFRQJ43333YcSIEWjfvj06deqESZMmYd++fdi8ebPP+3z22WcYMGAAxo4di3bt2uGCCy5A586d8fnnn0cxcqIICnJpN5GSGp21P8NInDgGaNXG/0nsAqZwc3TVig6dw3rZysUL7DdUVV+Ps7bW+A6h2PqX/e+uba5d6vRHgL/Wuc8xIwFMMZoEwh9t0RQXCaCnykr7r6YmTZr4PGfjxo3o27evbl///v3x119/RTQ2okhrdtWtEIOGQrnrCbNDiRiRmgbllsn+T+KXCYWbjEyXqazRLjGned3WhSEBNLJ5g37blATQoI4i37NRFRdjALVUVcWbb76J7t27o0MH4zVPAaC0tBTNmulnQDZr1gylpaU+71NXV4e6Os1SQEIgw7GGYzhbUJzXslqrjJOV47dy7EjPAKqrkHH08agcNtq7LmCMC/m5D/SlJWVU/z9a+bVj5diBKMbveE8JRQnbY3leR8C9LerrIvLdgtx8YG+Re7+S1ODHaehzL5JTDOf8WvU1aEVxlwC+9tpr2LFjBx566KGwX3vevHmYM2eOa7ugoABPPvkkWrduHfbHAoC8POuszWrEyvFbMfYdjnFEIi0NeYG6R2NYsM99PWwo8nM8KzMTzfPzwxNUCKz42nGycuxA5OM/kJ6OwwCaNmuG7DC+tnZobreS9XBUG0TLpk2R1sjH2SGEK3HNd1xrf6/+qNQkgNk5OWjayMcJ9bmvym2DfR77MlNT0cKE92yiiqsE8LXXXsNvv/2GKVOmoGXLln7PzcnJQVmZfpZkWVkZcnJyfN5n/PjxGDNmjGvb+UulpKQE9cEU3Q2SEAJ5eXkoLi62XCsOYO34rRq7VG2uws8iNc1y8QOhP/eypMTv8cMVFagu8pcihpdVXzuAtWMHohe/raICAHCoogKHw/Ta8mzxKvnb3T27r7gISstGJrVJSa7PhiJHzLZy/Xdf+eFKVDTw39PQ5151PJdaleVlqInSezY5OTlijTdWERcJoJQSr7/+OpYvX47JkycjNzfwklaFhYVYvXo1zjjjDNe+VatWoVu3bj7vk5KSghSjcQswWIYrDKSUlvwwdrJy/FaLXWoGi4vUNMjDVZaKXyvY5142zQlwgmrKc2C1146WlWMHohC/YwygVJSwPk7yER1Qv8tRgUI77q+utvGPk5TsSgCd15K//aQ7RSY1/t8T8nOf08L7Gj8thvzHrY2Kg4IXF5NAXnvtNSxduhS33HILMjIyUFpaitLSUtRqvhSnT5+OmTNnurZPP/10rFy5Ep988gl27dqF2bNnY9OmTTj11FPN+CcQNY42AUxJjPIKwmgpKS0LJzIUo1x188I7Ti2phaYlKknTLqOGYSa7ZolHuXOL/YZnbUEzloLL9V+nlyIvLloAFy1aBACYPHmybv8NN9yAESNGAAD27duna2rv3r07br75Zrz33nuYNWsW8vPzceedd/qdOEIUs5ytBknJ1lrTN4Lk0kXAZTeaHQbFE+ePijDPmhVp7qLIslYzI7iRCaA8UAJUupetUx+9HUkvfghUV+lPTIp+KiAUBWLE6ZBLPov6Y5NdXCSAs2fPDniOZ3IIAEOHDsXQoUMjEBFRlDkTQBZXhTj9PMjP7J8JcutfEJ18D+sgCknEVs5wt1bLj99131ZtaExbo3r3Vfod9fWQ6/7wPtGMMjAAUB/EeuUUMXHRBUyU8JwJYDITQF0SXNX4lRSInKTzfRbuhEk7WkE7QSOY9bxDfajN3isECbPWBDdIAK08BtVqmAASxQNnfUofk5QSivbLjDXFKExk6X5g5XL7RrhfV9qkp0bTPas2PAGUvipTlB303mfGGEAAYsTp3judE1W2bLQ/5xQxTACJLE6qKuRfa+wbid4FnJSk/zJjAkhhot55pXsj7F2mPlq9GtMC6Gsd4cymBg9vzrKJoksPKE+/BTF6rHunqkJu3wT1sTv0zzmFHRNAIouT3y+C/OAN+0bxLnODMYm4+HooL3+MpP/NQ6MGTVFcUz+fC9uzD0CWlzbuQuFeCs5Xt2djEjOjHz9JyUBzR43cJu5EUFZVeZ8bJaJZc4ihI907pITcsMa0eBIJE0Aii5MfvRv4pDglzrwA6NIDYtgo9yx/3Zczs0Fyk3PfAv5cCfnt5427ULQmTdgangDKP5Z77+zZ39WtLLr3c++vOux9bjS1OcJ9u+qwq24hRRYTQCKr8yzpkECUsRch6Z6pEKmamoDalg/mf2TkUGnj7h+O+nwa6f0G+3gcdxew3LwBcs2vQV9TfrvQvdFroPt6ztg15aJEG5Nr8iW7xy7Lj99t1NhHCh4TQKIYJ+vq/HdZaSZ+JE2bFfmAYp0uAeRHHBkIMYHz6qINc/mSpuMvMT6wZ7f98Q8fgvr4nVCfnwK5c2vI1xd5jhY2m82dXClJUB54DuKyG4E+RzYg6vDR1i6V330B2NgCGA38dCSKYbK2BuoN50C9/TLI/Xu9j9fU6Aq9iswm0Qwv9rEFkIwEmQBKKSHr6/TLswHuWfdhInwtMfrNAvsNzXtf/rUuyItqXvyt2tj/qjZ3t7KiQHToAmX4yV7rEZtNLlkY+CRqNCaARDFMLv/OfXvxp97Hly1xb/QZFIWIrCa2vtgoRgSZAKr/fRTqXf/wLp0SiS7KVOOlDeX2zUDFIde2MFhD15CmHJJwJYCqO/ZYXjHoUFngc6jR4mIlEKK4pfmikos+gprdHMop493HNctGie59oxlZ7NJ218VYywZFl6yqBKTq3TIebBewo+6f/PUH/f4IFGgWx58C+dV8r/3qw7fqdwRZtFnktoXcuNa+4SyNpKqQ82fabyfw2GGyYwsgUSzLyNJtyjlv6I9rvshE157RiIjIEqSqQr3lIqi3XORewcN9MPD9tTNRPWf9RmCMmlELv6Fgk8+OXdy3kxT3fR2fGXLF0hCiM49qkBRTeDABJIphIruZ/xO0X0ztCiIbDJGV1NW5E72SYv1EjmBaALWlUTzLkkSgBTDoVslgH9v5zx00TNMCqLnvoKFBh2Ym+f6rZocQt5gAEsWyQB/2zrEyigKRnhH5eKyGXcCJS2reO46uYJdgki3Ne0/Oe9vnsWiTwbY+Ov69Qgj3D0WbDci09yooJ4/3dU9TKNffbXYICYcJIFEsM/iisk25GdLZjfPZBz7PIzABTGTa90RVJaC6WwCDS6J8rM4BmJoABj0BxdniqSi6MYBIcSwX6WPSiWmym5sdQcJhAkgUy5ytFtpEZudWqNeNgzx8yPg+pBGZBFDu2Q116SJIbStR2UGUvvEfqKt+ichjUoi0tfqkBHZsdm/X1Hif78FfuRUx7MTGRNY4QXcBaz47kjRdwM7kN9ZmAUdrdRVy4SxgohgmD+5z3PBujVBvvdh1W5zLRdNdNMmy3Lsb6NQ17HXO1Puvt9+orIA45WzIXdugTr4JzpQ86RUOXDebXOYuoQRVhVz3h3vbY+kz9edvIF97DuLkcVDO/Yf9/i8/5X3RfkdBufxGCDNbq4JdJs3V4inc74mSYiAj0347Kca+/ssOmB1BwmHKTRTD5NsvBHfigX2RDcRKNMmyfPUZyM/nRu6h5rxp/+ss2EuxQ5tQ2Op1tfS0JVBkTQ3ka8/Zby/6yP81U1LMTf4AyHdegPrhW0Gc6OwCFvrVQ2K1BTA33+wIEg4TQKJ4kJZudgQxS344I7zX0y7L1yTb/reqMqyPQWGgraFpswFZmpJKNdXu27Wa2wGIGGk1kwuD+VHjSACF0JeTqnWUxImRf4uTYBWDqGMCSBQHxOixZoeQMOS3n7s3mjaD/P1nyMrDvu9A5tAmgC9PBfaXuI9pE3aPmoCypNj3NZUYazUzIOvrYHv6PlfrNIQC0W+w94mx1gJIUccEkCgGqV9/Atv/Xarf6ecDWzQNUC+Qwsa1kgIAFO2A+sJjEK1y9efs3h7lqMiLx2xZ+f2X7o2qw+66gB4z6FWjsX9OVkiaNq4FNqx2bwsBGK01HGMtgP6oHGIREUwAiWKArK2B7cUnoH7/JaTNBvneK17rYYp/3GZSdOQki3ca7/dYK1buYgJotoBLIzoTP9VjgtXWv3zfJ5pJk2jg17NnjIoCYdRyaYVk1ulQudkRxCXr/AQgimPyzWnAbz9C/vYjxKBhhueIo4ZDtO8MtM6DOvHsKEdIAKA+eY/xgd9/1m8HsdQYRVigZE212ZMggxn2vq8ZxaQpPcNrtrIRKSWwezuQ3w4QCtRXntaf4GsGvIVaAFkiJjL4rBKZTNbV6dblVB+93fA8IQREfjuIIBeDT1ghfJ+HrCK4lgjRqk0Eg6BgyJoAkzuc9fRCSdYjmAAq51yh39GiVVD3U198HOrkm6BeNx7Ytc27nIrPBNBCLYAs6B4RTACJTCa/X6TfsXe390ltO+i3M5tELiAyJDeuCf5krsxivtoAxZ5dCWDwvxjk/r2NCMg/0bWHfkew43q1rc91tQYXNv6aF1ZqVWudZ3YEcclCrwCi+CTXrwp4jnLvM7ptceE17tsTrgh3SORBblgD9al7g78DE0DzBWoBrKyw/zVoAbQ9eKPxfTaubWRQfnh2yTak1ctoiTsrtZ6166TbVB59CcqtUyCOPNaceOIcE0Aik8jS/ZDb/g5qaSeRpl+3Uxw9wn07t224QyMPIbX+ARwDGAsCtACq914L233XA9q6jk6+ZnFHstXMc2hHQ35E1Bq0ADpj7tEv9OtFmXLfM1Dumere0bQZRO+BEFbqrrYQDiYiMol6p2P5Ns/u3SAIISAuv8k+Y7H/kDBHZnGRaPDICrHLPdj1Wily1CD+H+zd7Xtij5FIJiLhaAH00+qpnHI21CB6G8wkklMgj9B8HhqVr6GwYQsgkdkO7m/Q3ZTjToJyyQ3WGstjVcE+xymp9r/sAjZfmP4fiAnadbYj2J3qmfA5X0shkJol7lz7fvzafiOYhDgGiPRMKHc/CeXepyGSmQBGEr85iMxW4/2hDQDIaQFkNoE4bUJ047G6SMwCDiaZyGyClI5dHDEwATRdKOVd/BBDjndvRHQGvmcCGGTyo50tbDRL3bnqSbfeDQvLBKJrT4iCQrPDiHtMAIlMILVfTr6Si0PlUJ57B8rZl0UnKPItiNaTpKmvuccqsQvYfOFqhdW2QkWyRUqb//UdbFy82Uh2c/dto/GMzstnZEIMP7lBoVF8YgJIZIY9BqVePNnq2b0bK4JJJpJS3F3F7AI2X7haYbWtflHqklSuuzv4YQfarmOjMjVdNOVlGrq6CMUlvhqIzOCr25diU1AJYJK71YZdwKZSP/sAcuHc8FxMM/FD5LcLzzWNaBM5geAngWhem9Jg5RDl7Ms1GxYqCUMRxwSQyAxG5Ro8KHc8GoVAKBC5aT3k3LcCnicUxZUsSEcXsNywBrKkOKLxkTc57+3wXUzTaiaOHR2+63o/kH4z2BZA7XCDvQavNd1YQiaA5MYEkMgMdb5rlImLJyLplfmBF7OnqFCfuCv4kzVdwLJ4J9Sn74V677VQP54JuXNLZAKkkIgrbg7tDtpELJJlYHQtgCL4BFA7PtVoFSHNdcSI0+w3+hwZenwUd5gAEpnBqAWwa0+goBBi6MjoxxNHRPsC0x67bvNGAID8aTHktk2u/fLT96BOucWssKhDF9dNMeQE43M6djXcLZKSIEadCfTsDxRGayatAIKdBBJogpK2BfOIjlD+PRPKTQ80IjaKF0wAiaJI1tdB/fpTqPNneh1TzroYSfc+DZGWbkJk8UNE7Uvam+qchbnuj7CVIaFG6tkfYtBQ97aPVjzlskk+L6FccA2S/u/h4GfmNoTnmD/ttr/XdKDxqR7/XpHVhJPLCAATQKKokt9/Cfney8AOg+5AExMXCkFhH8BHK2OTMee6N4y64yj6FAVy61+uTZ/JT06LKAUUDKkrBK3cPBnKfc8Ynxqo5BCTPfKBrwyiaPr7T5+HItq6kGjCuT5yYR/dpnLqOUj61/P6fQ88BwBI1izrJz95L3wxUNBk+UH9DiUJQU1+ECa//7QtflJCnH4u0OYIiPGXQqSlQXTqZnw/o9Ivuuvya56M8ZVBFE2+6ojlt49uHHFOnHVRGK/m0ZXba4D+sS6eCOEcY2aR5bbimXr75bpt5ayLgyvLoyj6VTWiTbvetJIEkZ2DpEdehHL6uT7vIksPBL4uWwDJh0iua0NEnlI91vfsMwiiXQFcs/MoPIKtoRbUtTSD6Cdc6V7tw+CxZH2930vJ+jqubxplomOX4Oo4KgpQVxf5gHwQmU2g3P4IkJwMEeySc7u3BT6HCSD5wFcGUZRImw3ym8/0O3dug3LO5RAtc80JKm6FMQHUJnzaL9PMLPsj9ezn2qVWehfi1dm9I6iHlH+tg9ywJugQKQwUBfDVzRolokc/iK69gj5fLv3S+DpHDXdvMAEkH9gCSBQl8ucl3jtNLFlCQfIxNlN55CXgcDmEZryhrKzwf60gZgbL+nqoU++xP8bzsyAciSY1nMhp4dmR7y0lxStZEuMvjVhMjSU3roX85XvDY+KEUyFXLHVsMAEkY0wAiSJMlhRDblwD+eY0/QFFgXJ27H7BWJkQXiP3IA+VQ317OpRjT4Lof1TwF/NRNkQ0zQaaZuv2qdXV/q9l0BUppYTQdlnXaWpEHipztTRSYL664MX4yyAPH4LiZyUPz0lYykMvAHlHhDW+cFKf+qfvgxma1wzXpSYfmAASRZj6wA2ATf/FpDz2MpDTEiKF48EiwmAMoJz7JvD7z1B//xlJr8xv2LV2bvV/bqBJIEn61hhZVwv10dshOnaFcqWjULR2lRib/zGF5KGi3HC3aJqNpInuhEm5/h7I9asgl3gMydD8v47our+Rpikhw3WpyRe2DRNFmsGXuGidx+QvogwSwIP7GnYpbbdtgFpxyW0CtBh5TjJYtQLYtQ3yx6/d+2o0CWCt7yUDycChsqBOE0cOg3Lx9REOxkSKAnH8qfaxgBxfTD7ETQvgunXrMH/+fGzZsgUHDx7EHXfcgSFDhvg8f+3atZgyZYrX/pdffhk5OTkRjJQSiTQY8yUuv8mESBKM0RyQhq7Moe1CC7AWbNMJl6F81iu+T/DoopSHD3mfo10msIYJYCjUZd826H7igmvtf5OSA48VtAJVhXLpDWZHQTEubhLAmpoadOrUCSeeeCKefvrpoO/373//G5mZma7t7OxsP2cThei3H712ifadTQiEGjwWStuFFqBYt5Ke4f9aFfoWKvn2C97naFr95Ob1EN31hahlZQXk7NcghpwA4VGTMNHJ7xe5bovjT4EYebrf85X7nwNKiiAGH2e/z7lXQm772772r8WI08+D/Gy2faN1nrnBkCXETQI4cOBADBw4MOT7NWvWDFlZHGRNkSHX/eG1T3Ts4n0ihZlBE2BDx0JpE8dWoXeniQuugXzP3ioo9xb5LFAjS4ohWucBte6JJHLVL8BpE/Tnffkx5A9fQ/7wdWhjGROAOGYk5Ff250S51Pfavq7zO3YBNO9H0TIXSY/7acGNYWLM+RBDhttXDwm2jiAltIQfA3jXXXfh2muvxcMPP4z169ebHQ7Fm4Z2O1LjGBWCVgP/v1BXLIVt+iOQ2np+zv+HzZpDDDk+9FBOHANx/Kn2De0MX8/Hfv9V+w1NC6Do2tPrPKMfFWQnnGMw+/se/mNlYswFvo+lpEAc0ZHJHwUtYV8pzZs3xzXXXIMuXbqgrq4OX3/9NaZMmYJHH30UnTsbd9HV1dWhTjOIWwiBjIwM1+1wcV4rnNeMJivHH+7YRefukEs13VKjx0b0eeFzbyc9riGEAOr1713D+738lP3vFx9COfsy+7lSQgJQzr8GSpLvj0xf11QUBTbnhB9V9XmeqKmGEAJSOwZQtenOl1v/AjZvCPiYobLy6wZwx606Z/UW77TMvyWU517p1R+2T43XmDbr32v1104iS9gEsG3btmjb1l3AtXv37tizZw8WLFiAm24yHqQ/b948zJkzx7VdUFCAJ598Eq1bt45IjHl51h7HYeX4wxV7RbNm0C5N33LoCcjIzw/Ltf1J9Oe+alsLaOf85ufnY8fWv3TbRpzrdCStWoH8SXfb961fBQBo3jwHmQ34f5efn4+D2dmoANAkIwM5mmto1wVJy2qC1vn5KFn+LZydwFkZGWiuOb/08znQThvx9e9oKCu/bgAAuxxLo+3ZHfbnJtKCee5r9hdjr49jZv97Lf/aSUAJmwAa6dq1q99u4PHjx2PMmDGubecvnpKSEtQHWAM0FEII5OXlobi42HAWaayzcvzhjl3dV6LbPlBcBKWoqNHX9YXPvZ16sFS3XVRUBDRvCRzcDwDYvWsXhJ8lsup3bsXujeuBrKaufQe+X4yybn0Dxu+pqKgItsoqAEBFeRmqNP//Rc8BkH/+AQCosdlQVFSE+t9+ch2v+HgWqs+8yLVtq9CvNFIUpteSlV83gMFz3+aIsD03kRbKcy/37/d5zKx/r1VfO8nJyRFrvLEKJoAaW7duRfPmzX0eT0lJQYqP2m2ReOFLKS31hvJk5fjDFbuuOy+3LdB/SFSek4R/7hV9d5SUEqL/EMglC+3bNpvxOEHtfUoPAPvdCbwYeUaD4pJSupcYs9l015AZmlnDrfLsxwYcA/zxs/7+TuWl3tcOIyu/bgBA9B4IufZ3iDPOs9y/I5jn3t9xs/+9Vn/tJKK4SQCrq6tRXFzs2t67dy+2bt2KJk2aoFWrVpg5cyYOHDiAG2+8EQCwYMEC5Obmon379qitrcXixYuxZs0a3H///Wb9EygeOQb9i+EnQ1w6ieNkosXwedbsU20I/PEngWT3D75Gzd521g/UzCiW2zYBmtY+Z5Fp0TRbV4tO7toGcURH+22juoHk5uyJideJEPz8oDCKm3fJpk2bdIWdZ8yYAQA44YQTMGnSJBw8eBD79rlHBdXX12PGjBk4cOAA0tLS0LFjRzzwwAPo06eP17WJGkoutI8ZlVv+gsIP7+gRHkuubd+sX/bLx5q83jsd52XnNCyOHv3sf531AzVLxanPT9afq6pQly7STRoCALl0EcQF1wAARFpGfBQqjhDpWHVH+JmsQ0R2cfMu6d27N2bPnu3z+KRJ+ppQZ511Fs4666xIh0UJTP32c3dJD+fgdIoOj2RbffhW/XGjBPCHr/Q7bKq761Y0oGJWegaUa26333ZeR/u4HsuWyZ8WA0U74CU1zX07P8BScwmsavn3wN9/2jfitgXQeLdy87+iGwfFhYSvA0jUGFJKSIPabrK+DvId9yoP4vIboxkW+ZngAUDXEuckF3j8gKyvc7cAhtB6K049B2jaDMrDL0BkO8YUO7uAbd6P62KU/AFAWro7xo9n6mP+9Yeg44pnctc27Jtyq3tHorQA5reHcveTEH0Hmx0JWRATQKJGUP/3JNRbL4YsP6g/oKk5BwCiVZsoRkUBW+x2b/fe5/H/TP650t2Cawt+ln/ShCugPP0WRE5L906DLuCgaVsAPaiLPgr9enFIFu/U7wiwZnNcSE5B0kP/NSwWThQMJoBEjfHbj0BtDeTPS/T7PVt6uvBDOqoCtNipT90L6ZHwoaZGtyk/fhfqnDftGx7dtQEf3rMF0pGQyIrykK4DwG8CiJ1bQ79eIojb2aia13WgdaeJAmACSBQG8hePrrjqat0ml2eKskBdwABQU+2xXeV9zqbwLA8p/1prv7HmN0ibDbbnQhiz5UgAZW2N97HaGsiqyjBEGGdCaLG1rIxMsyMgi2MCSNRAuhakLRvt4/6KdkL94A1As+oEmcCzBdCom2y/vki30cSQsIXTrsC9UbwLCGY934JC+19nt3FdnfF5+/Y0Kra44Nng52+sZbxgCyA1EpsliADIQ+WQCz+AaNEatUOPB5r4LgjuUqlflUG+/m/IFUvttzX7xXEnhTFSCopnC6BzdqiG+vCtSHplflTCEUOOh/z4XcfYxCC7Jx0/IuS8d4BjRwM24wRQbvsbon2B4bFEIVf/ot/RvKXxiVan/WHjb2gAURDYAkgEQH3nv5Bffgz1/Vex59bLID2SOyNyxQ8e20sNzxMXTwxLjBSCEGsu+lzBwDG7Uow8o3HxOBPSlGT3zOLAQdn/lh2w/603btWSM19qXGxxwLOEj+jQiKLdVsG6otRITACJAGDr3/rt8sCD/uV7Lwd1aY7/M0EwYwC1qg4b73d2JXYubFw8QlMHsKFdzdpxbe06uW8rCTDjNQRiwhVmhxA5uqSPCSA1DhNAIsDg13SANTnLDvo97nLksIbFQ40TauFmX2PGnOM8k4zXAA+aMyGtr7cXmG6IencCqFx9u3t/p66NCCz+iJPHmx1C5Gh/2DD/o0ZiAkgEeLUYyU0b/C+87rFcl8/LjhrbqLCogULtHvPVLetIABvdiquJR33pyaDuotwy2X7DVUTakYw2ybavDdy2g2O7qd/XakLo3B0AIAYcHd/rbWs/pxJhogtFFBNAIsBrrVf1jX9DnXIzpMHMS1m00z6gvwHXpSgJtQtY9ZFAbd5g/9vYBFDRJCX79+oOictv0p963zNQHv0fkN/OscNjFZHUVPv9OnWzb//6I9Sn721cfBYnWufZ/xbG+Vru2te187VJ1EBMABOQ+vWnsD1zP2S1Qd2zRGXUgrJrG7DmV+9T5+uX4xLDT/Z93abNGhsZNUSIXcBes0g9ORKMBvMTj2imn3EuOnWDyG0LJDu6nevr7C18zi5gxzJnsqTIfaeNayGrE7geoHN8ZLyPtxUc70nhwwQwAcn3XgbWr4Jc8pnZocQOH7+mDdf51azZKk49B8plN0Jc5r3WrzjuJIjMrPDFSMELshvQ2XUqZ0z3f7m8dpGLJ9nH+ELnfintrX8eCSAq9RNX5G8/NS5GK3M9N3GeIIXask3kB19NCUzOfQvSoIWLNIxWWdDMxnR+6YrufXWnKP9+F4pH1x5FkRLkOLCS4sjG4eSvRTJQAgjYWwF/+9F+27nurcdsYvnG85B7djciSGuQW/6COvMlyMOaUk3O7vHGTtaJdUwAKYz4aooz8kAJ5Ma1QZ+vPj8lgtFYg1T9DKY2KtlRvMt9e6/jC1f7Zd0yFyKraXiCo4YJtgvYVg+5c0tkYwH8f3GnpRvvT9F0Z9bXQS7+VH/cYGk49f7rGxCctaiP3Q75zQKot14E6WwFtbEFkChUfDXFGfXuq6A+9U/ILRvNDsUy5JKFvo/N/J++pcGDGH2W/YZ27JHHIH8yQbAzQW31QdV8bDR/8fhY01UoSa4vfPW2S4AWrfQnGK1dHOekR7c3tm+y73eu6+yYIBO3mABSGPHVFKfkJu+lr8iYnOW/oLN69z/c53pMFnEVnY33wedWE2wLYH09UFut26VMui+68SgKxJDj7aeNOE1/TNuyfGCf/ZxRZ9q3Kw6FMUCLqNH/v3LVady0HgAgWrSOckBRFs8lbijq+K0VrxK8LFhYab90tF3ChX0gnF1O2rFHbY6ITlzkW7Dfk7W1XmPwxICjwx+PvzGJQoFyzR2QV94C4TkeMDnFu6vXXytQgrUQqdMfhThtgntHvM+6T7D/vxRZfDXFq2DXGwUgK8ojGEhsk3tDHDSvTQC1z7GmBVC5dFIjo6LGCzIDrK8DolEOyV/LjeNL3Sv5AwCjNan9tSaGugKKxci/PXo2bPWQn77n3o73lngmgBRGfDXFKx8tgPKX7713eo6riVOyvh5y51Z9N+7uHb7v4KRdWF4zYUQ55wr3fu0Hc6s2DQ+SwiPorjIJaTTTO9zC2Wrn73zHZAhps0Fu3gAZZ6tFyFkv+T8h3guvsw4ghRETwLhlnAHKP1d670yQgtDqq0/bV/f47gv3ztQ03TnKBdd43/HgPkjVBvX1f0N98XH3fk1iKISAcuMDEFf9H0TLOB+HZAXBJoAS3uPKAIhjRoQ1nEBjAEO7luPflmFcY1Lu3g75ySyoj98JOW9GaNeOdd16+zyU+8yb9okz8Uz7WunZ37w4KC4wAYxXvpa2MhBwFQSLkxXlUFd8D/xqr6MmP/vAfdBzfJVR2ZdDZZArvof8aTGw9nf3/iT920f0PwpKuBMHaphgE8C6WshvFrg2lcdfsd/9svDWcPS7Pm2oSYsjCVBuf8TwsNz6N+SC2fbbX8wL7doxTuT5Hl8rUuK8+xfQJYAcakKNlQDvmASlKVYMAHL/Xqj3XG14qvzoHchRZ0KkZ0QjsqiShyvsJTS0NLM+dSt9dO3l+zqvPuO9M87HWyUCdfGnwF77kmpi6EgIR/e9SIliQeFgi1Y7OV53omMXH8eFfbUQj8+AuODn32Q4hjLeaF8q8d7aSRHHb7A4JT9+V7etvvUf/3eI13VEt/3tvU/b6ue83a7A3qKiHR/Yd7DfS/tt1SFzBfv/xlE+xH4fkz4Ok0OsXRegy1g0yY7P5A8A9pfY/xYUeh9LiARQk/QlQosnRRQTwAQgK8oBo7F/WtXe46DiglEiUFsLWbTTdRsA0CYfIjkZ2rGTon3nyMdHkeGrNbuJxwotmmQq2sXTxeizoDzxmuN154PRMc1rWlcCxUH+tSYc4cUcdclC9yQ2g/9Xfp/HOCHS0iDOvBDitAkQ2c3NDocsjglgAvDqAgUghp6o25bffR6tcKJG1tVBrlhqeEz91w2QqgocthfTFc7JINqhk6F2zVHMEKlpUO6Z6rVfueIWfUuRdsxnURAzwsMpNz/whCGjiR7aBHDcJRDHjtYdlgvnhiO6mCPffdH/CUnxnwACgDL2QihnX2Z2GBQHmADGEWnU3emLx7JS8pcfwhyN+eQnMyGXLvJ9/LVngd3b7Rv5HRw7NQkBx/hZmujSQ7et3DYFov8QKNNnu3carKfr4uhmFEcNj0R4wa1bazTOSzNMQSgKxKWToFx/dxgDi33ishuB1nn6fQnQAkgUTvyGiyPqxzPdG0HUw1LudU9sEMeN9nOmNcnlxq1/7uPfQTqXknKsxyp6DnAdF30GAYV9IhUeRYHy3DsQQ0+E8tSbEL0GAoB79ZZA973pAYhLJ0FEarZlMC1WSQYf0aq+tp9ISoI48liIIScYXkLW1TUkutiWnoGkx/RLOCpZTUwKhsiamADGE+2AdoPaZjoSEAXdIEaeYd82Kn9idfv3Bj6n3jFY3tF6IDp1RetHX4By20MQnbv7bllhRX5LEE2yofzjVoicFqHft2kzKMefAuH4cRB2RsmdJ6MWQF/FnT1a9Z3UR24LIShrED28a+CJlBAn0xAlOH6LxRNtF0hNtX2MG+Aa+C4uut73ferjsJUgGDZ9AggA6QOGQOntaC1q2gxorv9iFYOPQ9JLH0UrQopXwZTx6GAwEcnHDF/511rjaziHOcQT5/J5511l327b3sRgiKyJgybigDxQAnXaQ0B5qf5ARRmQ3dw1zkn0GeSe4+BKfBwD4uvjsGxEQaHhbEGddX/Y/yb5KSHh0bLg+tIhyxLDRkH++LW5QRwKvAa3cvFEyCbNII4/Geoj/2ff6aMFUBx1PKS2FyCOyNW/6nc4JsIoJ50F2aMfRG6ewb2IyB+2AFqAPLgftmkPQa75zfC4OvMlYNc27/t9vcC+7q2z1EmaZtkzZ1ITxy2AomWublv597s+zgwwLkwzMURcdB1E85aNjo0IB0sCniKyc6BcegNEx67unb5+rGU3C1NgsUf9ZJZ+h2YIhmhfAJEeoW56ojjGBNAC1HdeAFb/AvX5ycYnGCR/AIDcPEC70kVKGpQb7gUGHgNx4hj7vjhuAXTVDAOA5BSIrKa+T/a38kNJsft2CEvsUQwzu8KPEBAnnNaw+/roAo7XdXBlbY33pDaOwSVqNHYBW8HBff6P79tjuFs0bQb58xL3jpRUiIHHIGngMe59zhbAOFs5QP79p8eOAIlbanpwFy7e2bCAKMZ4Z4Bi9NjoPPKlN0AcPRJC2yIfCl+TQOIwKZKqDeqdVwKVFfoDLNFE1Gh8F1lBqI1OjqROffdFyLf/69ptWCfLUSJC/rwEUkqoi+ZB/f7LhkYaM9QnPWbvOibEiDHnA2kGq0QE+2UcZ4lywjJYIUacdXF0HrpZi4Ynf4BXGRiXeFwKrfKwd/IHxGWySxRtfBdZgQyxRIuzO/dAgJZDAPL3n90bxbsgP3gD8q3/QBp96FqYOGYEAEA562Io02Z6n9Cqje8752tmGPpqfSFLkQcMxt9FuJCwMvEe+9Jt/Y5q3IV8tWZn+Fj+Lh4xASRqNL6LrCBQ92UwfKyNqmhbPSo0sxLjqXhsmyMgLrrOtakbK9W+wF4kuEm2z7srD05z3zdK3YQUYZs3eO+L8FJiYtAwKGdfBmG0PnUofH0eaCdCZBosIWdFPlo7G/0cEhETQEsIIQFUXphjfMBXIdw+g9y3NQmg+sz99hnEcUC5+QEIHwkwMjIDFgkWSUlQXv4YyvMzIdoXRCBCijqjLuAYTyrEkcfa/44+y/gEzWtcufOxaIQUebY4LFBPFCM4CcRiZE0N5LefQXTrDVFQqEvSlNum+K6G38J40XkhBJCaBtTWQGpnDBftgPrQLRBHnwDl1HPC+U+IjrR092oo/sZGBdnSKYQAMrnUVNzwSPYittxbGInr7oKorPA9m715K/t7OTkFyIiT1yrH3BJFDFsArUAzBlAu/RzygzegPvcv+46aKvd5XXoCcCyU7kHx9wXnHPukTQABYOdWyLlvNShk02nLRvgrjxGH9Q8pCJ6zSFNjfxkxIYTfUkYiKQnKc+9AmfoGkKL/bS/3FkU6vMjwNeGFiBqNCaAVaHtid261/62qtP91riaQkmr/9Q9AGX6y1xea8DfJofKw/WE+/zAMwcaIDM0YKKPu3+59AQBi+MlRCohiimcLYJysIytS0+wzjD3HM+7ZbU5AjeXZBZyUBOWmB8yJhSjOsAvYCnRj8fRfXK56d02z9WOYkpIBeLToBeKjxp1UbZYtMivGX2o4/k+56QFg+2agSw8ToiLTeY73i5ME0MXj/SoPl5te+7oh5Fr96kfK1DcgPItCE1GDsAXQCsoOum9ryh/IqkrI15+zb3iWfAllRmNOgKXN6qw1DkceKAG2bwIAiE7dDM8RaekQ3XpBsJxEYkq0BHDB7KDvKlU1YhPA5K5tkL5WLjI6/691um0mf0Thw28/K9CO89NQ35xmuB8A4G9tWw/K+Vc16PFjlfrwbe6NEJ4HSiCeYwD9LQVoRZ6v+yCLRMu6Oqj/mgT1hfDPIpZ1dVAfvxPq5Jsgqyu9j1cehjp/FuT+va59Il7K2RDFIHYBW432i+u3H32fp2k1VCb+0/81MwJ8yO4t8l6LM5Zp6xlyFiEZ8WoBbMTKHLHIs2U7yBZO+fc6YM8u+39hJufNcM/Mrzikr1sIQL3lQvt5n8yC8uKHgCIg42BVIqJYFTcJ4Lp16zB//nxs2bIFBw8exB133IEhQ4b4vc/atWsxY8YM7NixAy1btsQ555yDESNGRCfgUBT2ATausd/2MZBHucPPL/Zuvf1fP0ALn/rk3UCvAVBumWy9LlOjZd+IFM8EML5aAL3ep8F2cZeXum6qH84A6mrt42hTG5cgSykhv/zYvcOz4oDn+d99DjH0xEY9JhH5Z7Fvc99qamrQqVMnXHVVgO5Mh7179+KJJ55A7969MXXqVJxxxhn43//+hz/++COygTaEdokqX4ugt8n3ff9A644GGgMIAOv+APZacCZh5+5mR0BWEG9jAD2IQcOCOk87rEQunAP51XzIeW83PoCtf+m3awMkgL//7JUkivOvbnwcROQSNy2AAwcOxMCBA4M+f9GiRcjNzcVll10GAGjXrh3Wr1+PBQsWYMCAARGKsoG0A7p9TeVLTfd9/wBfbsJXkjRomL6b2QJV+eXqX3Xbsb66A5lE9Xgtx3kCGPQUYIOWObnuj/AHUFfj/+wBRwO17nPEsFFQuAwjUVjFTQIYqr/++gt9+/bV7evfvz/efPNNn/epq6tDnWblCCEEMhwLsIcz0XBey/U3KclVClD+uNj7/N6DoGTpK/+LU86G/MJe109pQLetctMDQGoaVE0CKKorg/p3esYfTbZpUwxjCZaZsYeDleOPauwes1xFalqjHzeWn3ths/mNy2/MUoZh/WKPhLuuTndN6VHwWdTXA+t+d+8oOxhU/LH43Adi5dgB68efyBI2ASwtLUWzZs10+5o1a4aqqirU1tYi1WBlgHnz5mHOHPdauwUFBXjyySfRurXxMmuNlZeXBwDYl5UF1yg95yBqjXZTX/baJ2/6Jw53KURq7wFIzffTPeywQ3u9T1dACIHav9Zhj2Z/84x0ZARxLc/4o2mHx3Z+CPFqmRF7OFk5/mjEvjsjEzbNRKm89u2hpPlpRQ9BrDz32vdC06xMZAfxXsg4/iRUfaefeJGcpDT4feRUXbILJZrtFk2ydJ8lalUltNNO1Dlv6O7f8rwrgvrsiZXnviGsHDtg/fgTUcImgA0xfvx4jBkzxrXt/MVTUlKC+vrwzTYVQiAvLw/FxcWQUsIWYLxMUZGPZZ4GHes8IfgHz85BcXExAEAq+oHx+7//GklHFAS8hGf8ZvL53PgQS7E3hJXjj2bsavd+QLE75SjefyAsLYAx9dwLxdXydqi0FIf9vBecsdekek+aqq+rC/l95Ends0e3fWBPMRTNNeWhMu+Y+g+BXLkcAFB6RAFKg4g/Zp77EFg5dsC68ScnJ0es8cYqEjYBzMnJQVmZ/kOnrKwMGRkZhq1/AJCSkoIUH7MFI/HCl1La/7P5Xw8zrI+dneO+nkd5GPnlx5DnBTfJxhlXND8QpGcS3ndwgx8/2rGHm5Xjj0bs4twrIb9d6PW44RAzz31qqqvHQNbXBxWTNFob+1B54/89HmP+1J++gRh8nPtxa7zHBEpHMXtxwbVBP37MPPcNYOXYAevHn4jiZhZwqLp164bVq1fr9q1atQqFhYUmRWQu5dYpQJceUK69U7df/ENTVDmY2cJmOqhfDUUZebpJgVCsE2Hq7o1lor+mDFaAH5EuRj0ZlRWNjkVu2qDfsWoFpGY4i/xwhvednCVprFSDlMhC4iYBrK6uxtatW7F161YA9jIvW7duxb599qRg5syZmD59uuv8k08+GXv37sU777yDXbt24YsvvsBPP/2EM844w4zw/YvCryrReyCS7pkKkd9et18ZOtKdBLbtEPE4GsWzddai6xcThYO4eKJ7Qw2cAEqbzWfh5Ua37BisRCI/n2v/W34Qcvm33vf5274MHJd/I4qMuOkC3rRpE6ZMcc8AnTHD/ovyhBNOwKRJk3Dw4EFXMggAubm5uOeee/DWW2/hs88+Q8uWLXH99dfHRAkYWbQDxY/fCfXUc+zlEDxLVmjoWugiRKSl22chx/qScB7rH8uyA0FXvyCKNyIzC+KU8ZBfzAtqRZzajWt9H7TZ9PVIDUgp7TOGjaoOlB/0Pv/T94GzLga2bfYfWKA6pkTUIHGTAPbu3RuzZ/te8HzSpEmG95k6dWokw2oQ20tTYdu5Ffjvo0h6Zb7fX+/imBGRD8i5HufhQ42+lJQS2LgWyD8CIrt5o6/ncXHdpujaK7zXJ7Ia54+iYLqA/bXy1df6TQClqkK9bhzQpCmU6/8J+duPEGdfDuFI3qR2eUbP+xpMANEJkHgSUcPETRdwXCnaqd/21wIYjdpLOS3sf0sPNP5aq3+B+vS9UO+ORFV/jwQwt3GlK4gsL8kxDMLjR6Ssr4M8rB/bJ2v9FGeuM5gcor3vD1/Zb1Qcgvr0vZCLP4X8ZKb7BMdjibMv977z1o2um+LIY72PJzEBJIoEJoCxqGMX/baPX+9iwhWRjwUAmmTb/1ZXeRVsDZVc41ipw2i2YRgpz74T0esTWYJzHKzmM0Ru/QvqxHOg3noRZOl+935NAqjceD/EpZpekwBr92Lr31675I4t9r+qDXC0AIqOnb3v6/yB2+dIoFWu93EmgEQRwQQwBmkHPcu6WuMu4O59oZxydnQC0n4ABzub0JdIzmdxXlsIiKbZEXwgIotwvnc1s3vVR2933ZZ/LHPfdpZiad4Kov8QKMefAmRkOu4f4AdbQTeDnQLq0kVQb74Q2LXNviurqfdpjgkiokNniKNHGBxnAkgUCXxnxSLth+T2zYZdwMpV/xe9eDSzaeU3n0GmpkG0aQvRs3/Il5JLPgtnZB4Xd2WAkXsMIitJ8m4B1NF07cpaR1mW/Hbu487ZuwG6gA2vv+53SO1yboD9sy2/PVCkWafEee2kJIj2BoXmmQASRQRbAGNRU/cSdep7rwBVlfrjvQdCNI9iTb4kTQL4weuQ774I9dkHIDes9nMnb9LPWMbwcCSAzP+I7HyMAXTRzA52FVLXtvinOIriB+oCDnZoSGYTKBdfb7+d6pgg4pwh7KvcS0YT4/1E1ChMAGOQcvoE98bWv4Dd2/UnRDyR8pBkXE9Prg8xAVyxNBzR+HkAx18uSk5k52i9d/748qrnd6AEtqfvg7p4gXsMoGECGKgFMMilMDMygXTHcnPOng7HmsyiWQvv87v3hfCx+hIRNQ7b1mOQyAzwizfNe73OSPI50zjH4APbD7l0URii8fcAXIaISMdZk8/ZQueRqMlv7EMy1A2rUerYJ7Q/+Jw1+A77LuNiv27gH6XKzQ9CCAHp/Dw5uM/e6rjdUQcwxXsJTmXshQGvS0QNwxZACxK5eWaHAAChT7Q4UBKZQLywBZAIgDsB/GMZZEkxUBugKxfQtfiLPPt4QFm8y+9dXGVg/OnsWGZTuL921Ilnu5NSo5a+zCzvfUQUFkwALUQcfQLQfwjEmAui/+CFfbx2SaN1Q32QVZVASXE4IzJ6FPsf5n9EdppWcfW5fwH+av05aVsAnd21frqAZdFO/aQOX5wzivfv9fu4Ysz59u2uvSDaGUwKIaKwYBewhYgjj4Uy8BhTHjvpzsdgu2asfmcICSB2bfXaJSvKIZqEsVyL67uOGSARAFcBZgD2H2CBJnMA+jGAzlnAfsrAqO++GFQowjke0Vcy6RgDqJx1MeQpZ0OkR3eoC1GiYQuglfQ90tzH7+RR6yvYgd+A4cQV+fOSxsXjfUX7H04CIbLzTNyCaQHUlH0KJgEMdYlI0bOf8f7W7qEtTP6IIo8JYIxSmhmsk2t2Rfy0dP12KF3Aa//w3vf+q1DnvQN5KMAA86AfhJNAiHQ836PBtABqx+KlBFEHMNBavh4MW/0HmNOzQZTImADGqBa3Pei1Lyrr/vrhVaZh059B31d+NtvnfvXdFxoTljc2ABLZaVvuFCW4lXy0hegdLYBy9S+Qvu5bedhrlxh1pm5bmfwfvw8pWOyZKOqYAMaojKOOMzsEL0JbnxAIXz3CX38Mz3W4EgiRnnaYRlp6cO9ZTVesqwVw3x7IhR8Yn69dOcRBaMYqi1PPgTiio+64ctcT+jsks9YfUbQxAaTg5bfXbfpsETAgBkcxoeUYQCK7VE1tvaQkyF9/CHgX7VrkSHbfX37vo9RLK0fCOGgY0Hcw0L4A6NIT4tx/AB27Qpx2jvdjdOul38EWQKKo47vOIpRn3zE7BAhFgTj7MshFHwEV5aFNAnEUjRannQO5cG5kAmQLIIVCKICM8qo6USZOOdv9fhMK5NefBL6TtsC7sxA04Lt8S4V9DK8YfKzrh54QAuLkccDJ44KKUzqLQRNR1LAFMIaJI4913w616HKEKKdNgJhwhX0jlC5gZ2uhj4ksMti1RP3iJBAKQfPQVrKxIqEdzxcs7XvUc+KXEcfMYpGWbk/8gmyBF8NPdm+0aBVKhEQUBkwAY5hy3V0Q194F5eHg6mxFjbNQbEhlYBwJnpIE5f7nvI8HWms0FGwApCAok+4D8o6AMvGfZocSW7QrgfgYmye3bIT66jOQ+/fa1ysHgNQ0w3N90sxIFsEkmkQUVuwCjmFCUaDE4GQQVwtBCGMAXecqCkTHLt7Ha6qDa23wx9UDzAyQAhMduiAp1n5cRVKw5Vp0dQCNvyLUx+4AAMhl37p3hpoAtuvkvt1nUGj3JaJGYwsghUw0pAXQuQapdpkpDfn+q42MChwDSNRA4lTNRI1kzXvUY8iGPLjf90VC/AEnTjwTYvRYiHGXQAw5IaT7ElHjMQGk0Dmr9FdVBnW6rKuDXO5oKVB8JIDLvwtDYFwLmKghhLbwvNFScE57d0P6Krie0zK0x0xJgXL+1VDOOA9C4VcRUbTxXUehS3F09fhbIF5VoS5ZCLl9M+SM6e4DO7cCAJT/exgoKAxvXJwDQtQwHuViXDwmn8ndO6De9Q/DS4isJpGIjIgihGMAKXTOX+s+SmioC+egZONqqKt/8zomV60AAIie/ZHUsz9s14wNY2DsAiZqEO34PU0LoPCs/fn+K4Zjf8UpZ0csNCKKDLYAUuic3bgGXwRy726oc99CjTb569TNfbu5RzdRmqM72cfYwAbhJBAiF+W6uwKflKJNAPXvRd2ybr4mflWEaT1vIooaJoAUuiTHy8aoDuAh7y8C0b2P67Zy20O6Y8rEe+w3PFoaGkRyDCCRl5zA9Q5Frnv5N+E5TjeI8Xnyt59CDouIzMUuYAqds9WusgJSVfUDuKu8F4Z3rRRw2jn6ZaYATU3BMBSC5hhAIm9detq7dbWz9gsKgS0b3dsZWch78QOUlJZ639/HxC0do/c9EcU0JoAUulZt7N2stTX22mLNmkPu2Q3542LIH73XC5Vb/7bfMJol6PxyCcuSXBwDSORJCAFx+U2Qr7sLsCvX3AHsLYK65DN7QeZWbZDSti1ESpHXLF/RtSfkFwEepGVuBCInokhiAkghE0lJ9haF+jpg05+wLV4AbFjt+w67ttnvl9fO+1hYWwCdXcBMAIl0PMu5ZGRC9B6IpN4DAcD/8m39hwS+fqhFoInIdBwDSA3j6PZVX3zCf/KnZbSqgLP7uKQ4TIERkZfDHmNzfazJbUQIAXTv6/8kJoBElsMEkBqmIbN2C7p779MUk5aHDzUiIMBdCJotgEQ6FR7vLR9LvPkiArUCspAzkeXwXUsNI0J86WRkQaQYLCyvTdb8LTMVDE4CIQpOiD/gxLATIxQIEZmFCSA1TKgtgM7l4/wpO9iwWJw4BpDImEeLn1eplwBEVtNwRkNEMYAJIDXMobLQzg9mofi6WkgpIRucCHIWMJGRiLTgaccFZmSG//pEFFFMACkyPMcE1fteN9jFZoP8cAbUOy6H+sPXoT8m8z8iY+nhS9DEP26D8swMiFbu0i/KJTeE7fpEFB1MACkijvjgOyRNm+XeIX0M0OvsnhgibfWQn8+1337zecjqSuP7BMQMkEgnDJM0lIdegLj6dohjRtgLujdz1/UUrfN835GIYhITQIoIJT0dIrOJe0dtjeF5Ii0d6NrLvuFRC1C+92qIj8pZIESGQij74ovIbwfl6BPcNQMV/tAisjIWgqawEuMvhTJwqPcBf2MGneOHtEtVAZBrfg3twZ1rE3MSCJGOttCzGHtReC6q8gcXkZUxAaSwEiePNy73EgT59af6HWpoy8PJzY61TYMZb0iUqBr4/vQkunRnmzuRhTEBpLASvgrMDjJoFXRa/Yv9784tjXtw5zin2trGXYconoX4w8qnvoOhTLoXOKJTeK5HRFHFBJAiSnnkf5CrV0CMOD30OzfJDu18xxeb6Htk6I9FlCjClAAKIYABx4TlWkQUfZwEQo2m/PMp+412nbyOiTZtoYw+C8JzMfpgeEwKcZKVhyErK7wPbPvbfpzrChP5phq/r4gosbAFkBqnQ2eIzt2hPPdOWGuNAQBqqrx2SZsN6i0XAgCUFz/UdTnLnxbbbzgSQSLyJjobrMlNRAmHCSA1jqO8hAi1u1arRSvgwD7v/alp3vvKS923Kw9B7toOHNEBctFHDX98ogSgPPYysGsr0HuQ2aEQUQxgAkiN42vSRyha5BongNX6FkBZUgxUHHJvf70A8rPZQN4RQPEu134xemzjYyKKM6J1HsCCzUTkwASQGqchY/s8KCePg/r3Ou8D9e66gOq3n0O+84LusPxstv2GJvkDALTMBREREfkWVwng559/jk8++QSlpaXo2LEj/vGPf6Br166G5y5ZsgQvvKBPKFJSUvDuu+9GI1Try28PFO2AOGZE46814Gjj/Zp6fvKT94K+nGjbobERERERxbW4SQB//PFHzJgxA9dccw26deuGBQsW4NFHH8W///1vNGvWzPA+GRkZeP7556McaXxQ7plqr9vXrXejryU8V+7o0gPYtB6or4OU0n687EDwF+zZv9ExERERxbO4KQPz6aefYtSoURg5ciTatWuHa665Bqmpqfjmm2983kcIgZycHN1/FByRmQVR2Mc7eWsg5cnX7K2KvQZCmXS/faeUXsvDBZSaFraYiIiI4lVctADW19dj8+bNGDdunGufoijo27cvNm7c6PN+1dXVuOGGGyClREFBAS688EK0b9/e5/l1dXWoq3N3SwohkJGR4bodLs5rWTWRaUj8omUulIftXfKyzr2Sh6irg0hJDf7Ba2sa9bwl4nMfK6wcO2Dt+K0cO2Dt+K0cO2D9+BNZXCSA5eXlUFXVqwUvJycHu3fvNrxP27ZtMXHiRHTs2BGVlZWYP38+7r//fjz77LNo2bKl4X3mzZuHOXPmuLYLCgrw5JNPonXr1mH7t2jl5Vl7xl5D45dSYqeiAKqKNjnNkNSyNXYEed+W9z+NzPz8Bj2uVqI+97HAyrED1o7fyrED1o7fyrED1o8/EcVFAtgQhYWFKCws1G3fdttt+PLLL3HBBRcY3mf8+PEYM2aMa9v5i6ekpAT19SF2VfohhEBeXh6Ki4shpfWWWw9L/I7nds/2bRC1wT23ysUTUdapO8qKihr2mOBzbyYrxw5YO34rxw5YO34rxw5YN/7k5OSINd5YRVwkgNnZ2VAUBaWlpbr9paWlQY/rS05ORkFBAYqLfS8jlpKSgpQU47InkXjhSykt9Yby1Kj4HcvAqYvmQVxygz0hDHAtqYiwPV8J/dybzMqxA9aO38qxA9aO38qxA9aPPxHFxSSQ5ORkdO7cGWvWrHHtU1UVa9as0bXy+aOqKrZv347mzZtHKkxqAPndF/bF6zUfLOLoE4xPrq013k9EREQ6cZEAAsCYMWPw9ddfY8mSJdi5cydeffVV1NTUYMSIEQCA6dOnY+bMma7z58yZg5UrV2LPnj3YvHkzpk2bhpKSEowaNcqkfwH5pKkHKC64FuKSiVAm/hMAoFx/t/u8OiaAREREwYiLLmAAGDZsGMrLyzF79myUlpaiU6dOuPfee11dwPv27dPNUqqoqMBLL72E0tJSZGVloXPnznjkkUfQrl07k/4FZGjA0VDvn+jaFCecCpGcDAwaCuWleRBKkvtcJoBERERBiZsEEABOPfVUnHrqqYbHJk+erNu+4oorcMUVV0Q+KGoQcfq5kJ99AFSUA6X73QeS3AmfLvkD2AVMREQUpLjpAqY4k5pm//v3n7rdhrWmjuhoPzb42EhHRUREFBfiqgWQ4of8/eegz1XuewYoOwjRqk0EIyIiIoofbAGk2NQyN+hTRUoqkz8iIqIQMAGkmKScerbXPjH4OBMiISIiij9MACk2JRsU3OZak0RERGHBBJBik+cMXwAQfLkSERGFA79RKTYpBi/NnBbRj4OIiCgOMQGk2NSmrdcucfTxJgRCREQUf5gAUkwSHi2AYuiJEB26mBQNERFRfGECSJYgzr7U7BCIiIjiBhNAil1degAAlMn/gchpaW4sREREcYQrgVDMUu54DKg8BJHd3OxQiIiI4goTQIpZIjkZYPJHREQUduwCJiIiIkowTACJiIiIEgwTQCIiIqIEwwSQiIiIKMEwASQiIiJKMEwAiYiIiBIME0AiIiKiBMMEkIiIiCjBMAEkIiIiSjBMAImIiIgSDBNAIiIiogTDtYDDIDk5Mk9jpK4bLVaO38qxA9aO38qxA9aO38qxA9aO38qxA9aL32rxRoKQUkqzgyAiIiKi6GEXcAyqqqrC3XffjaqqKrNDaRArx2/l2AFrx2/l2AFrx2/l2AFrx2/l2AHrx5/ImADGICkltmzZAqs2zlo5fivHDlg7fivHDlg7fivHDlg7fivHDlg//kTGBJCIiIgowTABJCIiIkowTABjUEpKCiZMmICUlBSzQ2kQK8dv5dgBa8dv5dgBa8dv5dgBa8dv5dgB68efyDgLmIiIiCjBsAWQiIiIKMEwASQiIiJKMEwAiYiIiBIME0AiIiKiBMMEkIiIiCjBMAE0QW1trdkhNJjNZjM7hEYpKSnB/v37AQCqqpocTWiKioqwePFiHDhwwOxQGqS8vByHDx92Pe9Wev6rqqp0Kx1YrXiClT9ziouLUVxcDMB6nz9FRUWYP38+du/ebXYoDVJaWooDBw64Xj9Wes9SYMlmB5BI6uvr8cYbb6CkpATZ2dk4+eST0a1bNwghzA4toPr6erz33nsoLy9HVlYWTj31VLRp08bssEKyYsUKPP300zjyyCNx1113QVGs8fvHZrPh9ddfx5IlS3DCCSegU6dOaNGihdlhBa2+vh6vv/46/vzzT2RlZSE/Px8TJ060xPPvjH3Hjh1o0qQJhg8fjmHDhlniPQvY43/nnXewb98+pKenY9SoUejZs6fZYQVtzZo1ePjhh9GxY0dMnToVSUlJZocUFFVV8frrr+Obb77Bcccdh8LCQrRt29bssILmfN2vXLkSTZo0QUZGBu69916kpqaaHRqFUex/AseJ0tJS3Hfffdi+fTuOPPJIbNu2Da+88grmz58PILZ/Wf3000+YNGkSNm3ahJYtW+LHH3/EK6+8gg0bNpgdWkj+/vtvdO3aFfv378fPP/8MILafd6f3338f27dvx5QpU3Dttdeic+fOAKzRClVcXIx//vOfKCoqwlVXXYWBAwdi48aNrtd9LDt8+DAeeugh7NixA6eeeipsNhvef/99vPXWW2aHFpTly5fjpptuwrZt29C7d29s3boVM2fOdL32rWD37t3o2bMnysvL8dVXXwGwRivgp59+im3btmHy5MmYOHEievToAcAa79kDBw7gwQcfRFFREW655Racfvrp2L9/P2bOnGl2aBRmbAGMkvXr16O+vh533303WrRogeHDh2PBggWYPXs2Bg0ahPbt20NKGXMtC1u3bsWSJUtw2mmnYdy4cQCA0aNH48EHH0RJSQm6d+9uboBBUFUViqKgsrISXbp0QW1tLRYuXIjBgwcjOTk5Jp93wP5lUV5ejpUrV+Lcc89F165dsWnTJuzZswft27dHbm4u0tLSYjZ+APj999+Rnp6Ou+++G+np6ejRowf+/PNPZGZmmh1aQNu2bUNZWRluv/12dOjQAUOGDMEPP/yAF198Ef3798eAAQPMDtGn4uJiLF26FCNHjsR5550HADj22GPx3HPPubpTY5nzNV1SUoL8/Hz06tULc+fOxYgRI2L+PVtTU4Ply5dj5MiR6NatGzZu3Ijt27ejXbt26NSpE9LT080O068///wTtbW1uPPOO5GTk4PCwkKsXr065uOm0LEFMMKcLUzl5eWoqKhwdd1lZmbipJNOQo8ePfDyyy8DQEx+oNXX1+OII47A8ccf79pu2bIlsrKysHPnTpOjC46iKJBSori4GMcffzyGDBmCQ4cOYdGiRQBis0XB+QW3f/9+7N+/H71798arr76Kp556Ch9//DEeeeQR/O9//wMQm68b5+v+0KFDKC0tdX15lJaW4vDhw0hLS8OuXbvMDDGgQ4cOYf/+/ejQoQMA+5JXJ5xwAo477ji8/fbbMTmuztnCVF9fj44dO2LEiBEA7P8/srOzoSiKJRJA52u6vLwcgwYNwjHHHIOkpCTMnj0bAFBTU2NmeD4JIXDw4EHs2bMHAwYMwIwZM/DMM8/g22+/xTPPPIOnnnoKlZWVZofp1+HDh1FcXIycnBwAwMGDB7F9+3Y0adIE69evNzc4CismgBHw1Vdf4fvvv0dxcbFrnJOiKMjJycGff/7pOi8nJwfjxo3Dpk2bsGrVKgDmdxE4Yy8qKgIAdO3aFZdddpkrcU1OTkZlZSVqampc3RqxRPvcO6mqCiEEFEVBXV0dunXrhiFDhuCbb77BtGnT8Omnn6Kurs7EqO20sTu/ANPS0tCyZUu888472L9/P/71r3/hrrvuwnXXXYdly5Zh4cKFAGKjK1v72nG+7jt16oTa2lo8+uijmDZtGm666SYkJyfjs88+w0MPPYTFixcDMP91//fffwPQP48ZGRlo2bKlq8vUmZSfe+65KC4uxrJly7zuYxZn/M7nsV27dpgwYQJyc3MB2D9/6uvrUVtbi8LCQtPiNGL03Dv/HYcPH0ZNTQ3atm2LcePGYdGiRZg2bRpmzpyJQ4cOmRKvllHsLVu2RNOmTfHee++hpKQEDzzwAO666y488MAD2Lx5Mz788EPTX+9ORvEXFhYiMzMT9957L5555hnccMMNyMzMxO+//47HH38cc+bMQX19vVkhUxixCziM/vjjD0yfPh0tWrTA4cOHkZycjJNOOgljxoxBYWEhFixYgA0bNqBbt25ITrY/9e3bt8eAAQPw3XffoV+/fqa15hjFfvLJJ+OMM84A4O5GBewfylJK5OXlmRKrEX/xK4qCiooKbNmyxfXc19TUYPfu3SgqKsKYMWNMXcjc3+smLS0NzZo1w48//ojhw4e7BpK3bNkS48aNw0cffYTTTjvN1AkV/uIfPHgwWrVqhZ07d2Lu3Lm45ZZbcMwxx+Dw4cP44osv8O677+KEE04wbXD/8uXL8dprr6G+vh6PP/44cnNzYbPZkJSUhLy8PLRq1QqrV6/GgAEDkJ6eDlVV0bp1axx77LH46quvMHz4cFOfe6P4te9VbVdpfX09ysvL0b59e9Pi1fIXuxACdXV12LFjB6655hokJyejtLQUdXV1WLZsGR5++GE0adIkJmN3Jtk//fQT+vbt63rPNm3aFJdeeilmzJiB8847z9QJFf5e9506dcLDDz+M3bt3Y8aMGZg4caKrB2jp0qV4+eWXMXLkSLRs2dK0+Ck82AIYRosXL8aQIUMwdepU3H///Rg9ejTefvtt/PLLL+jQoQN69+6NZcuW6SZP5OTkICkpyfRuPM/YR40ahRkzZuC3336DlBKKorh+Ja5duxYAdDNRKyoqTInbyei5d8avqipsNht69OiBZcuW4Y477sB3332Hvn37onXr1qaXJfH3umnVqhUGDBiAyspKVyulM8727dsjNTXV9C49X/H/+uuvAIDOnTujoqICWVlZOOaYYyClRFZWFnr27Ina2lpXK0S0LV26FPPmzUPPnj1xxBFH4KOPPgIAJCUlQUqJ3Nxc9OrVC1u2bMHy5csB2FvSkpKS0KRJE6SkpKC6utqU2P3Fr01ItZ8r69evR3V1NfLz8137SktLoxWuTqDYVVWFlBIFBQX4/vvvcdddd+Hzzz/HsGHDkJqaisrKSgghTBm+ESj2Jk2aoE+fPkhOTtYl44D9PZucnGzq8Bl/r3un3NxcVFRUQFEUDB8+3PWZ06NHD9TX12Pbtm1mhE5hxgSwkZxN+Xv37sXq1asxZMgQAEB+fj7OPPNMHHvssXj77bdRXl6Oc889F6qq4quvvtLVcqutrTXl16y/2MeOHeuKvaSkBID7A27FihUYOHAgUlNTsXXrVjzyyCOYM2dO1Ls1gn3uS0tLYbPZsGzZMkyfPh09e/bEtGnTcMkll6B169aYMWOG7t8Xa7GPHDkSgwcPxq+//ootW7a44ty2bRs6dOhgSktsMPG/88472Lt3LwCgrq4O2dnZri9uwJ6QdO7cGZ06dYpq7M4vs7y8PPTt2xeXXHIJBg8ejHXr1rl+3DgTi5NPPhktWrTA119/ravlVlZWhubNm5syMD6Y+I1+zCxfvhy9evVCkyZNsGXLFkyZMgWvvvpqVH/4BBu7oiiorq7GihUrMHPmTPTo0QPPPvssLr30UvTr1w/Tpk0DgKi2HAcTu7NrdPDgwRg+fDh+/fVXrFq1yvWeXb9+PTp16hT113yw8Xu+FoQQKCsrc8X/22+/oXPnzujatWt0g6eIYALYQEVFRbrulZycHCQnJ2Pfvn0A3B8EV199NQ4cOIDFixejWbNmOOuss3DgwAE88MAD+PTTTzF9+nRs3rwZRx99dEzGvm/fPl3ZiOrqalRVVaFbt2549dVXcc899yA7OxuXXHJJ1FoxQ4m/pKQE3333HVq0aIGbbroJDz/8MK666ipkZWWhXbt2OOqoozB48GBIKaOSwIb6ulmyZAkyMjIwduxYdOrUCZMnT8arr76K//znP/jqq68wdOhQANEbQxfqa8c5Ti4nJwdlZWV49tln8fPPP+PFF1/EggULcNxxxyEtLS2qsTu/zLp164bzzz8frVq1wsCBA9G2bVtXeZrk5GTYbDY0bdoUY8aMQXp6Ou677z68/fbbmDZtGn7//XfTnvtg4ndOfHJSVRWlpaUoKCjA66+/jnvuuQctW7bErbfeGpUfPqHGXl9fj+zsbPzf//0fHnroIfzjH/9AdnY2srOzceKJJ+KUU06J+ns22NeNqqpIT0/H6aefjuHDh+Opp57C008/jeeffx7z5s3DMccc4/X/J1bi1/b0ZGdnIysrCw8//DC+/PJLvPDCC3j//fcxbNgwZGdnRyV2iiwhY2U0qkX8+OOPePfdd5GSkoLMzEyMHj0aJ554Iqqrq/Hqq6+irKwMd999N5KTk1FfX4/k5GTMnDkT33//PV544QUA9jpLc+bMQVlZGerr63H55ZdHpUhoQ2P/4Ycf8N///heAvSzM3XffDcA+QWTixIlo165dxGNvTPza597JmcR4dtHEcuz19fX46KOPcODAAVRWVuK8886LWnHZcMS/dOlSfPXVV5BSIiMjw/TXPaAfI/fNN9/gk08+wZlnnomRI0e6xkQB9hbMuXPnYt++faiursZFF11k+nMfKH7ta3vfvn2YNGkSAPsg/+uuuy4q79twPPdOzvOjVQImXLF/+eWX2LNnD8rLyzFu3LiYf91o49+wYQM++ugj1NfXIyUlBZdccomlClqTf5wEEoJVq1bh3XffxdixY9GmTRusWrUKr7zyClRVxejRo9GnTx8sXLgQS5YswejRo11vsKOPPhqLFy/Gpk2b0KVLF7Ro0QLXXnstamtrozYQOFyx19bWolevXhg/fjz69esXldjDEf/mzZtdBZQB99ioaCR/4Xruk5OTMWHChKjXQGts/M4C3M5VNA4dOuQqMWFm7McffzxSU1NdX3j9+/fHhg0bsGjRIgwdOhTp6emuZDYlJQUXXHBB1H4whDv+qqoqDB06FCeeeGLU3rfhit3J+bqKxms/nLGfdNJJEY833PHX1dUhJSUF3bt3x5133onq6mpL1O6k0DABDILzC3fjxo1o2rQpRo0aheTkZAwYMAC1tbX48ssv0bp1axx99NFYtWoVvv32W/Tr189VgmHPnj1ISkpC06ZNddeNRvIXrtidYxQLCwvx4IMPRjzuSMUfTZF63UQr+QtX/NruoqSkpKgkf4Fi//rrr5GdnY0hQ4a4WjtatGiBIUOGYNu2bZg/fz6OPvpozJo1C1dffTVatWoFIHrjRMMdf/v27XHrrbdaMnbnc8/YzYlfURQmf3GKYwCD4PzC3blzJ9q0aePq5gKACy64AGlpaVi6dCkURcGpp54KIQSef/55bNiwAfv27cPvv/+Ozp07R63VIxKxN2/ePOqxhzN+Kz/3ZsRu9fgDxZ6SkoIVK1a4ZsE6xz317t0bXbp0wdy5c3HPPffAZrOhWbNmjJ+xx3zs8RA/RRdbAA2sWrUKv/zyC9q0aYPu3bu7Zjz16dMHb7/9NlRVdb2xmjRpguOPPx7z58/Hli1b0KNHD1x//fWYNm0aXnzxRRw+fBgtWrTALbfcEpUWPyvHbvX4rRy71eNvSOyffPIJdu/ejZycHNes06+//hpfffUVevXqhSuvvNK1CgjjZ+yxFns8xE/m4iQQjYMHD+Kll17Cpk2b0LdvX2zfvh379u3D/fffj65du2L37t146KGHMHLkSJx//vm6cR7XXnstxo4dizFjxgCwz5YtLy9HWVkZunXrxtjjOH4rx271+Bsb+1lnneUqdr5z5068+OKLOOWUU1yFbxk/Y4+12OMhfooNbAF0qKmpwcyZM5Geno5HH33UNY7p3nvvxaJFi9C1a1c0b94cJ598Mj788EOMGjUKrVq1co25aNu2ra64Z1paGnJzc13XYezxGb+VY7d6/OGIfceOHa7rtWvXDo8++mjE446H+Bk7XzdkfRwD6JCWloaUlBSMGDHCtSwOAAwcOBC7du1yla447rjjUFBQgOeeew4lJSUQQmDfvn0oKytzFcMFojdQ3+qxWz1+K8du9fjDHXu0WTl+xs7XDVkfu4A1tM3kznIP06ZNQ1paGq677jrXeQcOHMDkyZNhs9nQpUsXbNiwAUcccQRuvvlm0wbsWzl2wNrxWzl2wNrxWzl2wNrxM3ZzYgesHz/FBiaAATzwwAMYNWoURowY4ZoxpSgKiouLsXnzZvz111/o2LEjRowYYW6gBqwcO2Dt+K0cO2Dt+K0cO2Dt+Bm7eaweP0UfxwD6sWfPHhQXF7tmRDmXKFIUBXl5ecjLy8OwYcNMjtKYlWMHrB2/lWMHrB2/lWMHrB0/YzeP1eMnc3AMoAFno+j69euRnp7uWkHigw8+wBtvvIGysjIzw/PLyrED1o7fyrED1o7fyrED1o6fsZvH6vGTudgCaMA5kP3vv/92rXLw0ksvoba2FjfeeGNMF8i0cuyAteO3cuyAteO3cuyAteNn7OaxevxkLiaAPtTW1mLlypXYs2cPFi5ciHPPPRfjxo0zO6ygWDl2wNrxWzl2wNrxWzl2wNrxM3bzWD1+Mg8TQB9SU1PRunVr9OvXD5dddlnUVmMIByvHDlg7fivHDlg7fivHDlg7fsZuHqvHT+bhLGA/nNPrrcjKsQPWjt/KsQPWjt/KsQPWjp+xm8fq8ZM5mAASERERJRj+ZCAiIiJKMEwAiYiIiBIME0AiIiKiBMMEkIiIiCjBMAEkIiIiSjBMAImIiIgSDBNAIiIiogTDlUCIKO4sWbIEL7zwgms7JSUFTZo0QYcOHTBw4ECMHDkSGRkZIV93w4YNWLlyJc444wxkZWWFM2QioqhiAkhEceu8885Dbm4ubDYbSktLsW7dOrz11ltYsGAB7rrrLnTs2DGk623YsAFz5szBiBEjmAASkaUxASSiuDVw4EB06dLFtT1+/HisWbMGTzzxBKZOnYrnnnuOa6cSUUJiAkhECaVPnz4455xzMGvWLHz33XcYPXo0tm3bhk8//RR//vknDh48iMzMTAwcOBCXXnopmjZtCgCYPXs25syZAwC48cYbXdebPn06cnNzAQDfffcdFixYgJ07dyI1NRX9+/fHJZdcglatWkX/H0pE5AcTQCJKOMcffzxmzZqFVatWYfTo0Vi1ahX27t2LESNGICcnBzt37sRXX32FnTt34tFHH4UQAkcffTSKiorwww8/4PLLL3clhtnZ2QCADz/8EO+//z6GDh2KUaNGoby8HAsXLsSDDz6IqVOnssuYiGIKE0AiSjgtW7ZEZmYm9uzZAwA45ZRTcOaZZ+rO6datG55//nmsX78ePXv2RMeOHVFQUIAffvgBRx11lKvVDwBKSkowe/ZsnH/++Tj77LNd+4cMGYK7774bX3zxhW4/EZHZWAaGiBJSeno6qqqqAEA3DrC2thbl5eXo1q0bAGDLli0Br7Vs2TJIKTFs2DCUl5e7/svJyUFeXh7Wrl0bmX8EEVEDsQWQiBJSdXU1mjVrBgCoqKjABx98gB9//BFlZWW68yorKwNeq7i4GFJK3HzzzYbHk5P5UUtEsYWfSkSUcPbv34/Kykq0adMGAPDcc89hw4YNGDt2LDp16oT09HSoqorHHnsMqqoGvJ6qqhBC4J///CcUxbtjJT09Pez/BiKixmACSEQJ57vvvgMADBgwABUVFVi9ejXOO+88TJgwwXVOUVGR1/2EEIbXy8vLg5QSubm5aNu2bWSCJiIKI44BJKKEsmbNGsydOxe5ubk47rjjXC12UkrdeQsWLPC6b1paGgDvbuEhQ4ZAURTMmTPH6zpSShw6dCic/wQiokZjCyARxa3ff/8du3btgqqqKC0txdq1a7Fq1Sq0atUKd911F1JTU5GamoqePXti/vz5sNlsaNGiBVauXIm9e/d6Xa9z584AgFmzZuHYY49FUlISjjzySOTl5eGCCy7AzJkzUVJSgqOOOgrp6enYu3cvVqxYgVGjRmHs2LHR/ucTEfkkpOfPVSIii/NcCzg5Odm1FvCgQYO81gI+cOAAXn/9daxduxZSSvTr1w9XXnklrrvuOkyYMAHnnXee69y5c+fiyy+/xMGDByGl1BWCXrZsGRYsWOCaOdyqVSv06dMHp512GruGiSimMAEkIiIiSjAcA0hERESUYJgAEhERESUYJoBERERECYYJIBEREVGCYQJIRERElGCYABIRERElGCaARERERAmGCSARERFRgmECSERERJRgmAASERERJRgmgEREREQJhgkgERERUYJhAkhERESUYJgAEhERESUYJoBERERECYYJIBEREVGCYQJIRERElGCYABIRERElGCaARERERAmGCSARERFRgmECSERERJRgmAASERERJRgmgEREREQJhgkgERERUYJhAkhERESUYJgAEhERESUYJoBERERECYYJIBEREVGCYQJIRERElGCYABIRERElGCaARERERAmGCSARERFRgmECSERERJRgmAASERERJRgmgEREREQJhgkgERERUYL5f6+1LZNcbCstAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure();\n",
    "dta['Adj Close'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}